diff --git a/spo2/maxim-mbed.ipynb b/spo2/maxim-mbed.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..86a784f495d3762d5b7eab4d8baf08263fc50a5c
--- /dev/null
+++ b/spo2/maxim-mbed.ipynb
@@ -0,0 +1,2610 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "This notebook tries to recreate the SpO2 algorithm from https://www.maximintegrated.com/en/design/reference-design-center/system-board/6300.html using data collected with a card10 badge\n",
+    "\n",
+    "It tries to plot as many graphs as possible."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%matplotlib inline\n",
+    "import matplotlib.pyplot as plt\n",
+    "import numpy\n",
+    "import pandas\n",
+    "import math"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# The dataset collected with the card10 badge contains red and infrared data at 100 samples per second\n",
+    "lines = open('spo2-data-88-100').readlines()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data_with_dc = [(int(x[0]), int(x[1])) for x in [y.strip().split(',') for y in lines]]\n",
+    "data_red_with_dc = numpy.array([x[0] for x in data_with_dc])\n",
+    "data_ir_with_dc = numpy.array([x[1] for x in data_with_dc])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x7f95110aabe0>]"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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nIoRgvJSMl5Jz7rmH+BYtGPbTT84xba++GrA0BpWB7WRYFxYGrAiroql6P/usK+8n2u6jXRrUdzZYRz5D1cAIiiC0HTSIu5KTfe7cvOPMdad3TBkKioezs3k4O9uVhxGI49u3l9nrGioHb2Ef16wZcU2bujRaFdVUr1MnhBCOKanz8OG01arHgnVxv2fvXlr06QNYmsqFdjXXM4cNc/aL9WPCuvytt0ho3ZqBH37od603//ADfZ5/nrDw8JK+TQeVfe7PRFZUUMCexYtLfW5D2WIERQhE2b0jwH+kSR0tDDFCq9t/qkTExBARE0OLiy8G4BatA16/11937avX5JFSsvObb3ya3hiqNt6Cwl9Yalh4OOOlZFQJq7KOXLeOO5OTSWjVijs2beKSF190tnUePhyApPHjnblOw4Yx+rff6Kq1B9Zpeeml9HzqKXLsPKL6Xbr47FOc+VW9X5UfpLN64kRm9Otn+nFXEUIpCmjQ8FcmoZaWTV0eNElKYlxRkcvBrVcFBZxqtwjB7gULmH3ttVz07LNc9Mwz5bo2Q9mhC4pa9euX6U2HKisO0KBzZwDOGj6cwtxcp7lWZGwsd2zcyO7vvvPJ/g+4ZlsrqNO6tY9/LLFDB6dXhj+UyUtvsrT+/fdZ9swzTo6FMalWDYygCJH2gweT/NVXfntSRGoaR3mhhMQFjz9Ofmamj4lL2ZujExKcKK1QwmsNVQf9ouhPmyhrrv70UwDyMjMpyM7m/HHjiIqPp4Ef7SAQqhZZrQYNfLb5i6ryR44mKBbcfbdrmz8N3lDxGNNTiAyePdtV9bKNFoZ6zr1WhfVef/mLz3FlzSUvvED/iRNdpUB0QVWYn++UGolOTKQgN9dVidRQddEFRUUWfoyKjaXvyy+X6qJ8rV3mvlW/fj7b9IKWwfD3/VRh5uFlqFUZSo8RFKVE9xF0GDyYhzIy6P3Xv1bY6+uCQi/yVpSf79R9iqlXj29vvpm3vMxUhqqJLiiqi8mlWc+ejJeSaD893b3DyOvbJi9vVBa6Xl1AJbcWFRaSvnu30/fbUDmE0uGupRBisRBisxBikxBirD0/QQixVQixXggxWwiRaM9HCiE+FkJsEEJsEUI8oZ1roBBimxAiWQjxuDbfRgixwp7/QggRZc9H28+T7e2ty/oDKCn/l5fHnTt2uNpFQsWryFGxsdyydCkPakUJwV1eRISHO1VuTQG2qsue77/nt/nzXcLhyLp1lbiikhNmR/4FKyXjL9MccAoT6t9d5QvMP3GC99q08TFJGSqWUDSKAmCclLIz0BMYI4ToDCwEukopuwHbASUQbgKipZRnA+cB9wghWgshwoE3gUFAZ+AW+zwALwGvSSnbA6nAnfb8nUCqPf+avV+lEh4ZSd327QmLiOCc++5j2JIllbaW5r17+72TU2q7/sPLK0GzJEPFMqN/f2YOGuSK/rnaLvZYXVA+tMS2banTpg2Xvfaa01NbofwYze1wXW/89ZFXLV33mlDZSqVYQSGlTJFSrrbHJ4AtQHMp5QIpper5uRxQ3woJxAohIrBam+YBGcAFQLKUcpeUMg/4HLjO7pPdD1A9PT8GBtvj6+zn2Nv7i1BrW5QzQgiueOstJ3S1KnDphAmAJxJFd7yXtHS0oeLR+4qUVeXXikLletTv3Jm7d+3ivIcf5p69e11+PaV1lCQpNdXOD4rzEjqGiqVEPgrb9NMdWOG1aRSePtdfAplACrAHeNnujd0c0MNw9tlz9YE0TeioefRj7O3p9v7e6xothFglhFh15DR23HqXQtCFgxEUVRPvplMNu3UjvmVLv3kJVZkzrriCG7/7jgFTpvhsU6VEjtu5H6FUXFaoHi/e2omhYgk5PFYIEQfMBB6WUmZo809hmaeUrnwBUAg0A+oCPwkhyraamBdSyneBdwGSkpJOu6L2I1avJiImxqcnhW7zVmUhDFUL74ifvq++yhl+ajhVdYQQtL7ySr/brv/mG9KSk52ClSWpPKs0ilMpFWI4dULSKIQQkVhCYpqUcpY2fwdwDTBcerqO3ArMl1LmSykPA/8DkoD9gF5KtYU9dwxItE1V+jz6Mfb2Ovb+Bo3G3btT/6yzfPpn6KU/jEZRNfHuO+HP51Tdqdu+PW0GDmTE6tXUaduW67/5xtlW3PtVfhvz/a1cQol6EsAUYIuU8lVtfiDwKHCtlFJv7bYHy+eAECIWywG+FVgJdLAjnKKAYcDXtoBZDNxoHz8SmGOPv7afY2//Xpo2WAEJ0wRFRK1aLkGRefAgX/TrR9quXZWxNIMXsqiIaT17+miBNbkBVePu3bl7504n2AI8iaLFIQsLObFvn8kJqiRC0Sh6AyOAfkKItfbfVcAkIB5YaM9Ntvd/E4gTQmzCEg4fSinX2z6GB4DvsBziM6SUKuf/MeARIUQylg9CGTqnAPXt+UcAJ6TW4IurOGHdupzQqtxu+ewz9i5ezPLnn2fP4sVstrNyDZVD2s6dpKxYwQ+PPOKar4kahTe1GzYktmlTV2TXuWPGBD2mMD+f99q0MTlBlUSxPgop5VLAX6TRvAD7n8QKkfW3bZ6/46SUu7B8G97zOYHOZfAl/bffnHGYlxlq/bvvApDYvj0z7Czazlq3NEPFkuOV/6I4HQSFEIL7bJPbXLsgYd327YMeU1RQYPxslYjJzK5BqFDdxklJhAdoBmOaxFQuUkryMjP9VkyF4iuu1lSiihGQ0giJSsUIihpEs4suou8rr3D9nDkEcuV4t26tKeSdPEl2gItvVWLlyy8zMS7OieYxWKhkO+9ukgqjTVQupnpsDUIIQZJt806zM1q92VeJmeTlyUddu5Lx+++uBK+qyEa7EZA/QVG3Y8eKXk6l0/eVV8jNyKDQLjHTvHdv9mkd+RR61ra6CaoiubenBUajMNQIMn7/vbKXEBIFdu8HPdonpl49rpg8maGLFlXWsiqNpEceofezzzqNt7ICFEPMSU11xisnTOCVsDCnj4ah/DGCooaismGDUVRYWAErMeioi5uedBbXvLnT3/p0RdWBUq1ddV9a8969Xdncy+wqzarCrKH8MYKihjJqyxYu+9e/uP7rrwPuk/H77yz7298C+jOqOpkHD/KyEOysRL9LUUEBmUFKUhzdvJm8Eyec50qjOLFvnzMX17y5z3GnG32ef54bFyygz9//DrgT7MJjYlyCVX2G5kan4jCCogZz3tix1GnbNuD2OTfcwLJnnuHwmjUVuKqy48DPPwPwP61hVEULvUUPPMDbjRv7LeNemJ/PR126MH/UKE7s28fxbdscjeKkJihimzSpsPVWVURYGK2vuMJp/6p/b8MiIpB+hEJRQQEvC8GKlyq9qHSNxwiKGk6wGjkqczu8moZkqixdXdBVdHSMck77K+Ou/BDbZ87knZYt+aBTJ6f3gq5lbJ46tQJWWj2IbdKEW5ct44+bNlk93599lrAI/zE3ubbf4qfHTR5ueWMERQ0nvnlzrv/6a+7WkvEUTme8amZ6yjpyhLzMTLIOHQLcppvCCu6Epkq561E5hfn55J08Sa6dVBcop0VRES10qxPNevUiIiaGi555houeecYlKPQbH5VgGhkb6zq+MD/fhNOWMUZQnAa0+8MfqKN15Os/aZJru963ojrwVqNGTIyLc6rj6vbsyurkp6/htagoJsbHO4IiolatoMcGahFqsBCaoNDzLDLtGwVvrfm91q356OyzK2ZxpwlGUJyGeEfXFFUzQaFQph09IqawCggKhQrpjKhdO+ixcc2alcuaagq6RqFrCkqjjIqPJyc1lb12jtDJAweccFtD2WAS7k4jhi9fDmFh5BxzV2ovrEYlnPULhR5br6ho05Pzun6Ereo06G0aUVz4xBNc8Nhjp0V9p1NB1yL0kFh1gxCVkMDMq64iZfly/q+S/v81HaNRnEY0vfBCmp5/vo/zurIurqVBL6bnr1NaVTA9KVRIZ1RcnN9jouvWNUIiBHbMmuV3PjMlBYDohARSli8H8EnC279sWbUN/65KGEFxGuJdeK46+Sj0YnrK9KBTkULPuyf5nh9+cPUAObJhA+B2dOvEmK5tIRHof3rSFhS6aU/XMvf88APTe/fml3/+s3wXeBpgBMVpiLegqE4+Cpeg8KNRnNy/nyWPP15i4Tf3tttK7ADVy3AU5ucz47LLmHLmmc7cpo8+AiD7mP+mjDH1fdq/G4LQ9uqrXc+VCVXPsdDNqif27gXg4C+/VMDqfMlJS6sxjcJC6XDXUgixWAixWQixSQgx1p6fIITYKoRYL4SYLYRI1I7pJoT42d5/gxAixp4/z36eLISYaHfPQwhRTwixUAixw36sa88Le79k+3V6lM/HcHoRbic1KQrz8vjx0Ud92nJWRXRBkZ+Z6YxbDxwIwKIHH+SXl15i98KFJTrvlmnTOLpxY4mOydXMYGot+kWrQdeugLt3uU5c06Yler3TlbuSk+nx0EM06uH++SsBrPut9M96pa1J5GdmkpuRwZH168tlfap0vDdf9O3L++3alctrVjShaBQFwDgpZWestqZjhBCdgYVAVyllN2A78AQ4va0/Be6VUnYB+gLKgPs2cDfQwf4baM8/DiySUnYAFuHpZDdI23e0fbzhFPH2URxZv56VEyYwZ8iQSlpR6AS6O+9ud0hTxQEjvIRheVCcvyRQzwmF3hLUEJjEdu3o9/rrPv9Tp5+2Lii070frAQMAyzc3+5pr+Picc5BFRWW+viWPP87EuDgKvExkR9atK/PXqiyKFRRSyhQp5Wp7fAKrjWlzKeUCu70pwHJAxVxeCayXUq6zjzkmpSwUQjQFEqSUy+2+11OBwfYx1wEf2+OPveanSovlQKJ9HsMp4B2Fs/z55wHK7Y6rLAl08a3t3SKzAkpQ6xqFP61B2dADUVxXN4MbER7udz6QRqEIj4pySpfn+7nzLw0nU1L4bf58wKO5BPJF1QRK5KMQQrQGugMrvDaNAv5jjzsCUgjxnRBitRDiUXu+ObBPO2afPQfQWEqpflUHgcbaMXsDHGMoJbUbNqRht250HTXKNd/onHMqaUWhE0hQRCUkuJ6XNvqpJBEyuuPUr3kpwLla9etHm6uuKvHaTncClfLQQ2Z1jUIJBb14YFmFgn913XXMHDTI9T0LlA1eHlpMRRNyHoUQIg6YCTwspczQ5p/CMk+pTukRQB/gfCALWCSE+BVIJwSklFIIUaJ4NiHEaCzTFK1atSrJoaclQghGrltH9vHjbPzgA2e+xSWXVOKqgrN64kQ2fPCB0+5V0W/iRI5v2+YbyVWC6Cfd8V2YmxtyO1KXRmHnTITC6dh3oiwIpFHon70usFU9Lf0CXpSfz4n9+4k/xYq9B1euBNw3JIHatRYVFhIeoHNfdSGk1QshIrGExDQp5Sxt/g7gGmC49NyK7QOWSCmPSimzgHlAD2A/HvMU9ni/PT6kTEr2ozL47gdaBjjGQUr5rpQySUqZ1NDYfUPGn1O7qvL92LEcWbfOR6PoOmoUl0+aRKRXrkJhbi57lywhZYW38uuLXqDv4KpVvJGYSMbevUGOsNAFRVaIgqLRueeGtJ/Bl0Aahf7Z61FPStPQAwz2/vgj77RowZbp08tkTS4hFEijqAHl0EOJehLAFGCLlPJVbX4g8ChwrS0QFN8BZwshatuO7UuBzbZpKUMI0dM+5+3AHPuYr4GR9nik1/ztdvRTTyBdM1EZTpHwqCjX88LcXFa8+CJHN22qpBUVj3df7Cjb31LLK9S0MC+PLy69lGk9exZ7zlzNdPHra6+Rm54eMMnLdZwmKPR+CTqNuncHIKZuXQDaDBpU7HkN/knfvRvAJ0lR1x51jUKZBvUL9YFly6xHu0T9qaInWhYVFPDjY48xZ8gQl7mpqKCA3QsW8PNzzwGWL3Dh/fdXK5NUKKan3sAIYIMQYq099yQwEYgGFtpRrsullPdKKVOFEK8CKwEJzJNSzrWPux/4CKiF5dNQfo0XgRlCiDuB34Gh9vw84CogGcuM9cdSvk+DH/Q7tLhmzTixbx9r33qLLdOmcYedLFbVyA7QJMi7f3IopqfD69aRk5pKtObfUBpLVHx8scfnhCAo4lu04PCaNdRp145bp00zDuxTIM/OW2mclMSeAOY73UfhFI3042YcrhwAACAASURBVOxWgvuU16TdZBQVFDiObT3HRhYW8qUdgdXz6af52PYF9nzyyWrT1bBYQSGlXAr4CyGZF+SYT7FCZL3nVwFd/cwfA/r7mZfAmOLWaCgdQgg6jxhBs169WDlhAhn2HZv+Ja9qFBdJpAjFjDbVNgMNXbzYmVNmjMyDB3mzUSNuXbYs4MU9Ny2NqIQE8jIynHIS3kTbF6RDq1ZRr2PHkNZu8M8V77xD0549adW/P+8HaMilaxRqrH+flUAP1qdFJz87m82ffEK3u+5y1ZxS6GHRrjpkmuarz+trCeRzqYpUbw+L4ZS5aupUzr3vPsJjYpws0qiEBDZPm8bBX3+t5NX5ol+Qgzmd8/00EgplX/XDXzd5MtlHjrBl2rRAh5GbluaE5QbSYHL9FC40lI6w8HC63XWXq79Hp1tuce2T40ej0Eu96BVnQ2H588+z8J572D5zpjOnm4wytXPrJq7sAIJC/55Up54ZRlAYACtBTV0wI2JimHfbbXyalFTJq/KPclw36NbNNX/xiy8640CmIH/ogsL74nJy/34m1a/PwV9/JWXlSpdpIzctjdr+gic0M5jKGL/+m29CXo8hOHqIa5jXXbm/sGiXs9uP3yIY6fbNk+6LyNK0ll1z5zrjUDSKUJzfVRFTZtwAuCOgqnoP5z7PPccZV15JA6+GPxc+9hgX/OlPvBIeHtAU5A9XG1M7eE+ZrvYsXkzO8eNs//e/+eWll6jfpQs9HnqIqLg4ctLSqNuhg8/56rRp41xgzr3vPppeeCFNzjuvpG/TEAA9YVQEiITS0TUKJ5s7REGhAh10DUTXEvXfip7MpwsKXSh5h+pWF4xGYQDcZT1O7NsXZM+KY9/SpSx68EGfOjqxTZr4CAmFCAsjLCIioEZxYPlyJ/pEEcxMpX7MKvr72KZNLLznHuYOHx5Qo4hr1oyON97IH2bMQAhhhEQZE9uoEec9/DA3//ij35BZb/9DutYGWGVPB8p58EY5q8MiI5FSkp+d7QqndvXH8COQwC1A9Oxto1EYqh16qGx6Fal4+c3QoWSmpND6yitd87HFdIQLj44OqFF81qsXAOc/+qgzp4fHeqNCYP32m0hJIef4cUR4uOuuMaZePa7997+DrtFwalz22msAbPWTD6GHLQciVI1CCYKiwkJWT5zI4ocf5g8zZnheS3eUa4JCN1HqQkP3oRiNwlDt+F2rtqrumCq7aJ1zsfeKNimudWh4VJQrOurQ6tUsfuQRV3kO/U7wZBANSl0IAt39HVi+3HGuqr4I1aFmVk3BX+RQKBUGQr2bz9WS9ta98w4AacnJnu2aoNA1Ct08pWu32UZQGGoasY0bF79TBeBdmTW2mPLc4ZpjHmDODTc4iXQKXVCk//YbtRo0CHrOAq/OaYq+L7/sOFBVPoYKMzaUP/60Bz37PVAHwVCd2Sp3QxYWOiakfM18FCjpUhcIevl+fb46ZWwbQWEA4Jx77wWgee/ezlxkXBxvN2vGnBtuqKxlAb4F96IC9KBWhHllnKvS4/rFXk+WS9+9m/oBfB6KTD/d9MCTJwEeh2fPP/856LkMZcfuBQsAd8Sb6gMCgQMzdI3iZEpKwCKSSqMoKiigwBYUurYQSKPQBYIuQFymp4ICCnJy2DF7dpXP0jaCwgBA/zfe4IHUVOK0TNGi/HwyU1LYMXs2qydNYnsIZS3KguX/+IcrhyNQ459ABOpFoZuj8rQfePpvv/mNXtLJDNDUSc/qjm9plSULtaig4dRRwrl+p07OnO7DCrPNgt6l9WVhIZs++YSTKSlMbtaMb4YOxR/qrl/XKHSfg79kPnAXKjyh1Q1zmZ4KC1kzaRJzbriBfUuXFvdWKxXjzDYAVjmPmMREV1y6br75/sEHARhfzo3qiwoKWPrUUyx96ilnriSVWcFXo1DoDm69RLgsLCSumGqigTLC9bDJHg89RFhkJJ1HjCjJcg2nwK0//8zvCxbQWMv50SOh1LhWw4au6KPMQ4dY9uyzjsaxs5g8l6LCQkfr0L87eQGc2aq6LAQWILKggP22gCjpd7yiMRqFwcUh7U4+1HIZZcHJlBS+uv56v1Vbs44cASGIrlOHy98uvslhoCqjumbibduOa96cYUuWcN3s2c5cbc1HEyiKKjI+3gnHbHD22dw4fz4JLVv63ddQ9sQ2akTn225zRe2p4ILIuDjH2e0dxqwCGPyFUf/05JN8cdllro51rr7cXhqFem1/XQ7BLQT01ysqKHACR7wrOVc1jEZhcKHnU+QFCRstK6SUpKxYwY7Zs0n+6iu/EU3ZR44Qk5jIA8W0FlUEakHpqizqJShqNWjg9Lro/dxz7FuyhLSdO4t9raj4eB44dozU5GQSA9QfMpQ/urlPmZtqNWjg0Si8ghWC9Ydf8cILgPtmIlDWNVglb7KPHvXJx2l83nkc+vVXDq9d68zp38GiggLnNaq6Y9sICoMLlZHcoGtXjm7cWO6vt23GDL4dNswJxdWTmRSh9JQIBVf5Da/Ch7oJqdfTTwPwdjFhuABRcXGIsDBT8K+SUT6Ic+65x/kOZ+ze7ZiWErwamvkTFOvfe49EzVel3yi5NAqv+l1R8fF+/Wg+7XnxFRTqXGXVea+8MKYngwsVMaJyAgJxYv9+dmu5FzpSSuaNHMmeH37w2VaYn8/eH3/k4K+/8rIQ7LBNPUo9zw8Qhloarpg82fXcZXry82P3JpQyIFXdZHC6IMLCGFdYyBWTJ3N4zRpnXt0QxHsJCn//2wWjRzPjsss8x3qVEFfkHD/uco57t+FV6FqM0pS9BYXTXKmggA1TpvCv2NiQkwErEiMoDC4GTpnCgClTaHrBBT7bImrVcsbfP/ggX155pSuJ7cjGjXw5cCD5WVlsnjqVL70yqgE2f/opX/Tty1fXXgvAzjlzXNvzvcp1KDredFPI7+Gu5GRuW7nSFcEFwX0UgX7sxeHdB8NQeagy4EmPPMJZw4fzYFqac0Og597E1Kvnc2y8H7+SrlG4Wp4WFbmEQKBKtHrPixi7sVZuerrzOyoqKHDqjBUVFPDdXXdRkJVVoja+FYURFAYXUfHxnD1qlN+7msjatUlZuZL9y5Y5moB+p/V5nz7s/u47jtkd8qL9XHz32lqGihDxfp1AobAxIfYPAEhs144mSUk+YbL6ubO8czP8/Nib9+ljnS9AP4rq1E/gdEKEhXH1p58SXaeOY9rRfV/+wpf9JVzqNxPefgl9f3+CB9w1p6K0Vr3KHCYLChyhoP+OqqK/IpRWqC2FEIuFEJuFEJuEEGPt+QlCiK1CiPVCiNlCiESv41oJIU4KIcZrcwOFENuEEMlCiMe1+TZCiBX2/BdCiCh7Ptp+nmxvb11Wb9wQnHV+oouyjx1j2gUXMF1LyivMyWHdO++Qd/Kk4zhUtaKi/GTFqqQ39WP1LmMQKHIkuhQdybzNQnr0ycn97tbr/uzJt/z0E+Ol9GkZq/AucW2oeqgLsV5lwF/FWX83KHrAQ5ZXwqUuKPSIKnVzAW5BcWj1as+x9v56cy1XS9XqKCiAAmCclLIz0BMYI4ToDCwEukopuwHbgSe8jnsVT6tThBDhwJvAIKAzcIt9HoCXgNeklO2BVOBOe/5OINWef83ez1AB1A6xfMeO2bNZeO+9LH36acchp6rPRickkLZzJweWL+f4tm18c/PNzp1ZoLvxQK1OS9O60jvb1aVRHDrk9LWAwEl64JuspQili56haqAuzo3PO89v+PQJP2HZrvIcXoJCv7HQa6J1HDLEGeuCouuoUZ79bSHj7a/wN64qFCsopJQpUsrV9vgEsAVoLqVcIKVU72g54BiEhRCDgd+ATdqpLgCSpZS7pJR5wOfAdcIy8vYDvrT3+xgYbI+vs59jb+8vjFG4Qrj8zTdD2k+FkBZkZTlfcHW3HlWnDu+3b89nvXrxyz//ybYZM9jz/fdA4I5wgUopBFLvg5Fwxhmu53rUU9bhw37t0v4IJCgM1YdaDRpw186dDP3++5B7leQEKOwH7hspXWjopWD0mw896koJCj3yqtqbnnRs0093wDtecRS29iCEiAMeA/7qtU9zQBfb++y5+kCaJnTUvOsYe3u6vb/3ukYLIVYJIVYdqeIZjtUF/W47GE4P4rp1nYv/CVtQ6D6KY5s3u44LxWGnX8hLIyjqtG4ddLt3yGQglFmgnlYmwlA9UN/jiOhoEtu2JTohwdUTIhi5aWmO5ustKPSaTbp/S9dW6nfp4oz177IyVdVIQWELgJnAw1LKDG3+KSzzlGou/CyWGSn0psWniJTyXSllkpQyqWEll8auKbS+4goaaw139IqcOuoHFFO3rvMFV3dseohtSXpYK/SCbqUxPQF0u/tu1zr0H3Vcs2b0fu45Rm7YEPQc6sLiraGUJBLLUDnc8O239HvjjVIdm5uWRnRCAmERET4+itYDBjjjnNRUBkyZwpD//MdJ9gO3H0OvJabm9fphVd1HEVLCnRAiEktITJNSztLm7wCuAfpLT5zkhcCNQoh/AolAkRAiB/gV0HX9FsB+4BiQKISIsLUGNY/92BLYJ4SIAOrY+xvKGREWxohVq1jz5psseuABGnTt6sowVShBoTuOlaDQ75LySiEoVNVXgFr1fRTJkLjy3Xe5dMIE3rDtxbUaNnSS+qISEpzkumAoR6QqWV2rQQPaDx5M7796K82GqkbLSy+l5aWX+t0WFhkZtCdETmoqkfHxFGRn+5hEz7j8cmd83tixTsDDgZ9/dub1Gx09ck5pxye0gAo9AbRaahS2T2AKsEVK+ao2PxB4FLhWSulkSUkpL5ZStpZStgb+BfxDSjkJWAl0sCOcooBhwNe2gFkM3GifYiSgguu/tp9jb/9eynKuSmdwce799zN6zx5a9u3rd7sSFLpjV9WIKtLmSlMORI+A8k6YKgl6WRI9QiXU3IkO118PuJ2QA957r9gGSoaqjRISgXxVuampRCckOFFSumaq97nQo+LCtCZWelScbpJyfBSaoNDDb6ulMxvoDYwA+gkh1tp/VwGTgHhgoT03OdhJbG3hAeA7LIf4DCmlcnY/BjwihEjG8kFMseenAPXt+UeAxzFUKEIIElq2dKnUOif27AHc4YMqBDYzQA/hUEkaN84Z1yqFj0Kh/5D1CBV/eR7+uG7WLMZL6dwJthk0qNRrMVQ+1375Jb2eecZ5Hsj/lZOWRpRtegKI05L2wiIiuPCJJ3zMWsqnoX4Dt/78M3fu2OH6/bS9+mrA8tPF1KuHCAvzaWiUdfQoexYvPpW3WaYUa3qSUi4F/EUazQvh2Ge9ns/zd5yUchdWVJT3fA5gDMFVgECCQqGbiRRH/JiqghFdp45LBU9s354/bt5cbDmR4hBCEB4dTWFuLvFatnagjNpAnP+nPwHQyzQmqtZ0HDKEjkOG8LNtOgwkKHLT0ohv0cIjKJo1cxWKvPgf//A5JnXHDtfzZj17Au5aTrqmEVO3LvknT7pDZQsL+eraaznw8888nJ1dJfqbmMxsQ0hEF5MZnWFrFjolzTNQYait+vcHoGXfvtQ/6yzqeDmRS4OKqtbNDIHaZAYiOiGBPs89FzABz1A90SOYXPOpqU5lWCCkIpmdhg4lafx4HvCqJaabnvQcoui6dREREa41yMJCp9x/WdY+OxWMoDCERJuBAzn3/vvp/dxzfref8CMoSopSv9tfey3jiopcXctOFSW0XGUVSlnfyVCzCGQWLcjKcpknvavGBqLvhAk+JWeEEAyZP5/7Dh1CCOEIi1r16hEWEeHSKGRhofN9DeavOLF/P/8dMyZg7lFZYgSFISSEEFz+5pt+a+JA4NIbJUHlVmQdPVrmxfZUlrb+wzeCwgDBtWXdPDl8xQoueOwxbphXrNXdL20GDCDWTs5TGkZ0YiLhkZFWcy4bV05FEEGx7NlnWfvWWyR7FdYsD4ygMJSI41u3lvtrXPDYY+V27qiEBDreaAXYmRLhBvBULG7ip2KyfjNRp00bLnnxRdqWQTCDEhSRsbGIiAhXmK4eHuutUciiItJ++w3QNJwKKFZhBIWhRCiV2V9ZC93pppckD0TPp5+m8+23M3jOHFf0SFQ5lswIi4ig3+uvc+mECTTREgoNpx8qgbKp7XCO99M3XRcUxfnpSkKYFnLrXXuqKIig+N+zz/J+27ak797thJxXhLPbdLgzlAjVp+LCJ55gqVeyWnRiIgV2XkVkbGyxpRL6ePk74po25bf588twtb4ktG5NXLNmnD9+fPE7G2o0t69ZQ25GBrUbNuTCJ59k+fPP++yjm57Ci4n8Kwm6RuEtKIJpFMl2ef/ctDRHUFRE3oXRKAwl4syhQ7nxu+/o/uCDzpyKAtLr4TTs1q3E5+44ZAgD3nvv1BcZhAZa0TbD6U1M3brUOeMMImvXpmHXrs6Ft8MNNzj7hJprU2Jsc1FkbKxP6LmuUXhnaStzkwgPdzrwFVVAFWOjURhKhBCC1lde6Qp9TTjjDJ/48WBq+oVPPlkhkRoGQ0lQpV30arBRderwx82byyRYQ0cFbvjVKIKUHFcRWkX5+Y5gq4hy90ZQGEqFd/Ezb0ERrIbOxX//e7mtKxCXTpjg06zIYNDZv3Qp4DY31apfn/pnnUX9s84q09dSDnRdUIjwcGRhYVCNQplzdUER7LdWVhjTk6FU6OGrx7ZsAdy1+FU46plDhwKWmn/B449z0bPPVtwiNc4fP57LXnutUl7bUD1Qmff1zjzTmStNeftQUL+PXXPnOoJCCQVvH0VqcjK7vEJyC/PzHQ2o0AgKQ1WnTps2TiewooICGicl0XrAAOeH0HrgQMBSjy954QUu0mrsGAxViUv/+U/GS0mdNm2cuVitvlN50OGGG5yigw3POQfwFRRTOnRgll0fypnX26gaZ7ahKjNq61ZG2KUGwAolHLFyJTfOn+/4KOq0bk2XO+5gSDlHMxkMZYVebbg8Q7UBzv7jHx0zlBIUBVpTL11o6K199SKCFWF6Mj4KQ6lRKnrbq69m19y5rv4M/SZOpHGPHrTs25dWl11WWUs0GEpMRSdiHrdNtyl2L4s8rTBmoJ4ueoRhUX4+Ukqyjx2jdoDKCaeK0SgMp8zgOXMYm5VF26uucuZqN2jA+ePHl3kpDoOhvKmIcNMud9xBi0succ2dNXw4ELiJkfJJgJegKChg3eTJvNWwIce3bSuX9RqNwnDKhIWHExZCJrbBUB2ItKOezr7rrnJ7jUEffugz1+T88wG3oHBpFFrzL2+NYusXXwBwYt8+lzO+rAilw11LIcRiIcRmIcQmIcRYe36CEGKrEGK9EGK2ECLRnr9CCPGrEGKD/dhPO9d59nyyEGKi3T0PIUQ9IcRCIcQO+7GuPS/s/ZLt1+lR5p+AwWAwaDTs2pUh8+fTv5S9tkuLcqK7BIWmUejzeqOwovx88m1tw19pnbIgFNNTATBOStkZ6AmMEUJ0BhYCXaWU3YDtwBP2/keBP0gpz8ZqY/qJdq63gbuBDvbfQHv+cWCRlLIDsAhPJ7tB2r6j7eMNBoOhXGkzYECFNwxS9dFUFCG4k+/0MuferVNVX/fycmyH0uEuBUixxyeEEFuA5lLKBdpuy7F7Xksp12jzm4BaQohooB6QIKVcDiCEmAoMBv4DXAf0tY/5GPgBqz3qdcBUu0/2ciFEohCiqb0mg8FgqPaMWL2a3PR0p+BmINNTrh9BER4V5cqjKK8s7RL5KIQQrYHuwAqvTaOAL/wcMgRYLaXMFUI0B/Zp2/YBqlxjY+3ifxBobI+bA3v9HOMSFEKI0VgaB61atQr9DRkMBkMl07h7dwBOHjgABDY9HVm/3hlnHz9OeHQ0kbVru3wX5SUoQo56EkLEATOBh6WUGdr8U1jmqWle+3cBXgLuKcmCbO1BlvCYd6WUSVLKpIYNG5bkUIPBYKgSqMQ7PTxWNz398tJLzjjn2DGiEhIQERGc2Oe5/y6viK2QBIUQIhJLSEyTUs7S5u8ArgGG2xd4Nd8CmA3cLqVU3cj3A57O9tZYFd85JIRoah/bFDisHdMywDEGg8FQYwjzY3rK10r1dxk50hnLoiKiExIIj4zkxF6P0aW8ynmEEvUkgCnAFinlq9r8QOBR4FopZZY2nwjMBR6XUv5PzdumpQwhRE/7nLcDqoff11iOb+xHff52O/qpJ5Bu/BMGg6Em4vgoNGe27rQuyMlBhHku2VEJCYR5CQrvIoJlRSgaRW9gBNBPCLHW/rsKmATEAwvtucn2/g8A7YG/aPurur33A+8DycBOLEc2wIvAFUKIHcDl9nOAecAue//37OMNBoOhxuFPo9BbD+dlZBBdp47zPCohASmly0dRXoIilKinpYC/9Fq/HcallM8Dvq2irG2rgK5+5o8B/f3MS2BMcWs0GAyG6o7SKPRIp11z5zrjvIwMourUccJko+LjObFnj+scRZWoURgMBoOhnNEbGKl6U3ol29z0dGLq1nWe+0uuq0zTk8FgMBjKGaVRAI6JKfvoUWcuNyPD1TnSCAqDwWA4zdAd1UoguARFWhpR8fGOQNEFxV27dgHuUuRliREUBoPBUAUQQjjCQgkKPeopLyODqLg4x0QVGRtLp2HDAJxyI+XlozDVYw0Gg6GKIMLDrRwJLbrJtT0iAuyUtcjYWK6ZPp1rpk9HFhXxUEaGq+lSWWIEhcFgMFQRwiIiKMrPd/kidDZPneqMo+LinLEICyPKLo9eLusqtzMbDAaDoUQo/0MgjUKnvEqK+8MICoPBYKgiqKS7CK0RmK5d6L3njaAwGAyG0xCVbHdyv6eknZ47Edu4sTOO1ExP5Y0RFAaDwVBFyM+yyuY169XLmYuoXdsZRyUkOOOEM86osHUZQWEwGAxVBTuiKaZePWeqVv36zlgXFA3PPrvClmUEhcFgMFQxdP/Dufd7aqFGa4JCT9Arb4ygMBgMhiqGEhTRiYkuE1N4VBSdbrnFpVlUBCaPwmAwGKoYkbVrc19KCuHR0aTt3OnaNvCDD8qt5WkgjKAwGAyGKkZkbCyxTZoA7qqyYJXriCinDOxAhNLhrqUQYrEQYrMQYpMQYqw9P0EIsVUIsV4IMdvubKeOeUIIkSyE2CaEGKDND7TnkoUQj2vzbYQQK+z5L4QQUfZ8tP082d7euizfvMFgMFRF9EgnEVH59/Oh+CgKgHFSys5AT2CMEKIzsBDoKqXsBmwHngCwtw0DugADgbeEEOFCiHDgTWAQ0Bm4xd4X4CXgNSlleyAVuNOevxNItedfs/czGAyGGo3uzA6PjKzElVgUKyiklClSytX2+ASwBWgupVwgpVStmJYDLezxdcDnUspcKeVvWG1ML7D/kqWUu6SUecDnwHV2/+x+wJf28R8Dg7VzfWyPvwT62/sbDAZDjUUPjw2lnEd5U6KoJ9v00x1Y4bVpFJ7+182Bvdq2ffZcoPn6QJomdNS861z29nR7f+91jRZCrBJCrDpy5EhJ3pLBYDBUOXThEKhAYEUSsqAQQsQBM4GHpZQZ2vxTWOapaWW/vNCQUr4rpUySUiY1bNiwspZhMBgMZYJuOFGO60bnnltZywkt6kkIEYklJKZJKWdp83cA1wD9pbRTCmE/0FI7vIU9R4D5Y0CiECLC1hr0/dW59gkhIoA69v4Gg8FQ4xjx669k7NnjMz9y/XriW7b0c0TFEErUkwCmAFuklK9q8wOBR4FrpZRZ2iFfA8PsiKU2QAfgF2Al0MGOcIrCcnh/bQuYxcCN9vEjgTnauUba4xuB7zWBZDAYDDWKxj160GHwYJ/5hmefTUwlmqBC0Sh6AyOADUKItfbck8BEIBpYaKtJy6WU90opNwkhZgCbsUxSY6SUhQBCiAeA74Bw4AMp5Sb7fI8BnwshngfWYAkm7MdPhBDJwHEs4WIwGAyGCkTUtBv0pKQkuWrVqspehsFgMFQrhBC/SimT/G0ztZ4MBoPBEBQjKAwGg8EQFCMoDAaDwRAUIygMBoPBEBQjKAwGg8EQFCMoDAaDwRAUIygMBoPBEBQjKAwGg8EQFCMoDAaDwRAUIygMBoPBEBQjKLxZuhSysorfz2AwGE4TKr8Za1Xi4EG4+GKIjIS8vMpejcFgMFQJjEahkBLefNMa5+dbj6mp1rzBYDCcxhiNQnHNNTBvnuf55s3QpQtMnQpNm8KKFfDUU5W3PoPBYKgkjEah6NzZ/fwvf7Eef/wRrrgCnn664tdkMBgMVYBQOty1FEIsFkJsFkJsEkKMtedvsp8XCSGStP0jhRAfCyE2CCG2CCGe0LYNFEJsE0IkCyEe1+bbCCFW2PNf2B3wsLvkfWHPrxBCtC7LN+9iwgQYNgwuvNB6PnOm9aj34C4qKreXNxgMhqpKKBpFATBOStkZ6AmMEUJ0BjYCNwBLvPa/CYiWUp4NnAfcI4RoLYQIB94EBgGdgVvs8wC8BLwmpWwPpAJ32vN3Aqn2/Gv2fuXH9OkwapR77uRJzzg7u3Tn/dvf4NJLS78ug8FgqESKFRRSyhQp5Wp7fALYAjSXUm6RUm7zdwgQK4SIAGoBeUAGcAGQLKXcJaXMAz4HrrN7cvcDvrSP/xhQTWOvs59jb+9v719+HDzofr5zp2d8+DAIAVOmuPcpLPRoGzNnwvr1lkP8vvsgNxeeeQaW2PL0o49g7lz38YcPww8/lOW7MBgMhjKjRD4K2/TTHVgRZLcvgUwgBdgDvCylPA40B/Zq++2z5+oDaVLKAq959GPs7en2/uWH7quIioL//MfzfJjdsvuuu+DAARg92hIEEREQHm7lYNx4I5xzDvTpA5Mnw003eY7PzYU//tFynGdlWa/1/ffQuDFcdhmkpJTrWzMYDIbSEHLUkxAiDpgJPCylzAiy6wVAIdAMqAv8JIT47ymtsvi1jQZGA7Rq1erUTnbjjbBvHzRpYgkAnV9+sR5btIDmtixL0lrMXnyx777ffeeZe+EFz/jNN2HLFhg71jN39CjcfDPUrw+zZsHnn8MfV7uYlQAAHqtJREFU/gBxcaf2ngwGg+EUCEmjEEJEYgmJaVLKWcXsfiswX0qZL6U8DPwPSAL2Ay21/VrYc8eARNtUpc+jH2Nvr2Pv70JK+a6UMklKmdRQdz6XlubNLQ0hEOee6xnv2OG7vWtXz1hP3PvrXz3jRx+1HnUtols3+Okn+OoryxR1663w0EOwfTvMmVOit2AwGAxlRShRTwKYAmyRUr4awjn3YPkcEELEYjnAtwIrgQ52hFMUMAz4WkopgcXAjfbxIwF1Vfzafo69/Xt7/4rhq6+sx5493fMnTnjGe/b4HrdxY/DzxsR4xsd85J7FmDHWY3IynHkmDB7sfz9DzaVxY7jnnspehaG0pKTAypWVvYoyQRR33RVC9AF+AjYAKj70SSAaeANoCKQBa6WUA2wT1YdYkU0C+FBKOcE+11XAv4Bw4AMp5d/t+bZYzu16wBrgNillrhAiBvgEyy9yHBgmpdwVbL1JSUly1apVJfoQiiU3131xL29iYyEz0xqPGgUffGCNCwrgvfdgyBDL6X7gAAwYUHHrMlQc27ZBp07W2FQHqNpIaQWzeFsh4uOtqMlq8v8TQvwqpUzyu60ib9ArgnIRFGBFO5WWdu080VP16wfWIorjq68szeLpp+H55605Ka1SI3Xrln591Y3sbOtHKQTce6/1eaxeDb//Do88UtmrKxsWL4Z+/azx9u3QsSNs2OA2axqqBuraUFRk/R6F8PyBFRU5aBAsWODZDlVOgAQTFCYzO1SOHbP+Lrss+H6bN1uPumN7/nzPWM/LUOiCrU0bzzjM69/z9de++48dC/Xq+Ybs1mRq17YSI6dPt7StoUOtIIRx4yp7ZafO779bF5zjxz1zHTtaj1OmWEEOJpS68lm71irpo1/sjx6F3r0tTUKfP3nSEhJgCQ2FbsIuDVJCTs6pnSP015I16u+8886TFUJyspTWv0rKP/3JMw5EdraUBQVSbttm7deli5RLlkj51lvW9gULpNy3T8rWra3tkZFS1q/vOW+gv7p1rcenn7bOfeRIxbz/yqKoKPjnUZ05dMh6D//3f1JeeqnnPQlhPb7zTvHv88cfpVy8uKJWfPqi/g9Hj3rG+jVh/37P+MAB//MpKae2hk8/tc6zc2cZvSVWyQDXVaNRlJZGjTzj556zHu+4I/D+MTGWuaRjR+sOY8MGS+u47z5r+xVXWNFW//0vNGhg7ROKiSo11XpMSLCc3mUR9VWVKe4zqc5lVl57zfOYmOiZV3ene/e699fNG4pLLy1e6zWUHSoMHjx+RXBbETK0bIL9+z3jrCwrFH/IkNJpF59/bj2uWVPyY0uIERSlJT7e+pKkpkJ0tPVj/vDD0I6NjQ3s82jXDo4csZL9FKHYpVVtKsWaNZbzu6bx22/Bt+s/1upGbKz12K+f/3Bo5ZcCTyl8sC4y//53+a7N4EFvbKZuEsEdKv/ii57xRx95xlu2eMbZ2Za5dNYs+Pbbkq9DmaBzciA9Hd59t9z8HkZQnArnn+++8ytrPv/c+hI9+aT1XEXBgG/Y5AotWX7JEujRA559tvzWVtF8+SWMHAm7gga9nbrdtzJRfonvvy9+321a9ZyEBMtPs359+azL4Gb7ds9Y+STB088G4PLLPWP95kYXFFlZMGOGNa5XzypMKkTwG7zp06190tM95YbS062KD/fcA+vWlfz9hEIgm1R1/aswH0VFkp8v5ZtvSpmb67FvKnu291/t2p7xnXdaNv3c3Mp+B6dOcb4a9bd1a8WuKz9fyr17T+0cV10l5fXXS9msmfu9PPpo6O8bpGzXzu3DuOkmKadOPfX3eDqTnW35EQsKrPGSJVLOnOn5nBs1Ktn/qE8fz3jxYs943jzP+NixwOtR+6xZ4xm//LKUZ57pmS8lGB9FNSciAu6/3zJH5eRYKqvuI9HR1eIWLay7DGUaq8nceqv1WFqNIjOzdLW2xoyBli39R7OFyrx5MHu2lRej87e/WY/t2gU+tr5W+kzP9cnOtsxRt99u3cW+9JL1Hdi2DXbvLv1aTzfuvNP67X3xBTzwAFxyiVvjO3y4ZOdbutQz1iOW9MrU2dmWuap+fXeUlI6uyWRmejTM0la4LgYjKKob0dGeC4K6p1D8/e/uffPzrQQ9qJ62+8xMKwxRJzra//O77rIeN2+2PoeSOrX79IFmzUq+xnfftR7T00M/RkrrvZ1xhq9vSUcJ+ORk60IPMGmSex/dua/fJOhmqCFD4PHHLd9Xp07uEGxDcD77zHoMD/eEoOsX6WDopX78oTu59Qt8bi48+KBligwkiPTfxaZNnrH+HShDjKCoCcyebd3x1PcqrKt/ydLTYevW6qVZxMVB9+7ui15urnuf7dutMgm1a1vPR460EvAWLy7Za3kLpJIS6p3cY49Z+THLllnlX268sfhjwKoNJiVccIFnzjvJUreFf/GF9VivnkdTUhFyhpKjZ11v2RK8FpzCu7eNN3q7Af1/k5vr0SSysqzf8dq17u/+5MmesfJzQLndEBpBURMYPNhyZqqLJVimqfff9zxv0QLOOgteeQVefhluuaXi11la9B8CwPDh1uOjj0KrVlYFX1XNV1FaFTyQql8c+p3cyZNw6JA1njvXber55z+tR3/FJMET3qz3QfG3HaBv38DrUaG2rVtDWpo1/vnnwPsb/KNuvvT/78GD7sCSevU846uu8oybNPGM1f8D4LzzrMepUz1zulaQm+v5/mZnWzdL3bu7e+UoU6d3ZWkjKAzFon+ZA6msL78Mf/qTJwa7qiGlVZZj4ULPXEKCex9lb39Ja3jofXd94oR10Q9Fg9Lv5kryQ1NFI8H92ffubV0k0tKs3iPnnmuZiA4csAr9QWBBMH++JVzatvW/XRcUkZG+27t3dz/XzRu6mSslBd55x/9rGDyozy/Dq7OCrlHoWfQPPeQZ6y0I7rzTM1b+NJ0NGzxj3XeRleXxXe3b55lX32tv35gxPRmK5Z57rJoy/iraKtSdblVjzx7o398qYfHOO3DllZ5t3s7Xpk19j1c5CIqTJ6F9++BFE//8Z8tUpX8mGRmWXycUAfPjj55xVpal6Xz+ucdUpu4S09OtJMrmzT2hj7q2p9Oli/uu1Bv1PqOirBIS3lxzjft5crJnrGL14+Mtf8y997rLwdQUsrI8d+QLF1rP1661zH779lk+muXLiz9PeronX8XbNKkLh+XLrcCBNWssP5CiTRurrMfJk+7vp/Kn6ejmVb01ga4Ze/unvH8HV19dOj9bKAQKh6qufzUyPLY0vPhi8aF606dbj5UVPltUJGV6upS33Sbl4MHWWh58sPh1B0Lf57XXQt//hx8849hY6/G664pf/4QJnuNmz/Zd5yefWI+dOnnmVDmOkr63QGRnu8Omf/nFM+7c2f9rtGjhGc+aZT3ecYf1/xg4UMo5c0q+jqqEd8hpUpJnTv3PHngg8PGTJkl5zz1S/ve/nuO6dnV/hhMnej5jncxMa/7JJ33Pu26dlBkZ7v/XiBFSRkS4z71woe97ACnr1XPvd+utnu9WUVEZfGwmPPb047HHrNDI/wZpLqj8FLraW1ZkZPiPPFqzxora+vxzqFXLykz99FOPGUdXr72ZMye4trRsGbz+uuf1/bF3Lyxa5J7TzXTK9NS+feDXUegRR/4yxkeOtB71u0kZQFN58cXA5qhgxMRY2sWRI9afbu4IFJ2j37Eqbeqjjyxz3fz5cN11/o8rLKzchMaMjOLDkPXPVyWl6t9D9ZkEK3XzwAOWVqtaH4Nvj5n777deS/ctgOUnlNI3AhGsxmTx8ZbJUFVeaNDA+h3o6OYjXaPo0cPyNSqzV4sWlmO9sPDUqluHgBEUNZmPP7bCPsG/PVvhXaX2VMnOhjp1rJBMHSktp15uriXEcnN9fSWzZ/s/5y23wLXXWjkLgejVy7IRR0UFzm5u1crKmtUvHnr9HcWePdaPb9mywK+nm6z8XeRV6G4ovUweeyywXyIUGjSw/oSwLhxZWYHPp0fP6DWJ5s3zjLdvt4SHugj17Wv5thISKqZiaV6edWOQl2e9/ujR1ndKN61kZVnb7rrLivLq0cPdKGjQIOtRd/orga77vR5+2DIjrlzpNnP27289Kme1/tqhRD0FQgiPsD52zFf46jdu+nr277fWogIu1G+hrH+//gikalTXP2N6CsKFF0rZoYOUX33lVmGXLSub86vqpj/+aD02bWpllN96q5QffmjN9ehhPdaqFdwE4/138cWhr6NePSnbtHGbV848063y79njGSckBH7dIUOsxwMHpPzf/9zVea++2nqPIOWgQYHP0apV8Pfmz0xRFixaVPzneu651mOXLu6s/g4drMc33vDMqe3btpXPenWC/W9uvtl6XLHCd5uqqApWxrv+P9T/XnhByuefl/KLLwJ/Njfd5KnmrP/dfnvZvb9JkzzjK6+0HocP98zdcUfg9c2eferrcC0psOmp2AsvVs/qxcBmYBMw1p6/yX5eBCR5HdMN+NnevgGIsefPs58nAxPxNE6qBywEdtiPde15Ye+XDKwHehS3XiMoQuCnn9xfuG++kfLss6Vcv/7UzqtKUKiy6+oiBFI2aVL8RSvY39//Hvo6Wrb0f461az3jJUtK9vrdulmPHTtaNvyFC6U8/3wpL7rImm/btvTvrTzLjuzZI2Vhoee19DIfIGWDBtZjjx6W4AMphw71bL//fs9Yfa4bNpTfehXen1FUlO/c2297/idqTpWyKO7vD38ofp9evaTs3t3zvCQ3K8UxYID1m9Dfq7rB6tXLM6f7V7z/fvih7NYjZVBBEYrOUgCMk1J2xup/PUYI0RnYCNwALNF3FkJEAJ8C90opuwB9AVXq8m3gbqCD/TfQnn8cWCSl7AAssp8DDNL2HW0fbzhV4uPdz//wB0vd1SONSsLy5ZYp5+hR67mKpPHObTgVLroo9H29Y8sVup35999L9vqqyNv27ZYN/4orLFOFsnkXV6zQH08/bf3kzzyz5MeGSsuWbtOE9/9E/c/y8jwJYHplWmVLb9XKU+bcO+mxLBg92vo8/vY3y8TojTIj6axebT3q5Wz0YonB+Oab4vfZvt1t6vzPf0I7dyjMn+9JhHz9dcunccYZ1nP9uxQsKk1vjlbOFCsopPz/9s4+SKrqSuC/A0TQsIqwFhlAVqbATUg0yk4ECyMGVkSyJWJiFWyIEFlTcdcKCFSEWKloPiqRENy1jAqR3cINuskSsrHcXYmJVpFURWUwKujwMYLKEPlMMEFFlDn7x7lv+3ZP95uenu7pnub8ql699+677/U7fV+/0/fe86FvqOpzYfvPQAswXFVbVDVfq0wFXlTVF8I5R1T1pIg0AGeq6tNBez0EXBvOmQGsDdtrc8qTqGZPA4PCdZzuUGgi7913YcuW4vJgfPrTNta6aZPNDdx9d2bcdcsWW8eep7GzULHcdFNme9Kk4s+LI3TGxFE/cxXFwoXp1yw0Ln/0qMXiKsS4cYWPxfJVmp07TebY9DaeAE0UBuSfpI+jJO/da+eW0qaF+OEP7WX59a/nf4lv2tSxLFH8pcToKoYjR0xBJuSaYJeLL3/ZIkQn84gHDmR/bkxrqxk+TJvWM3MTgS59koicB1wMPJNS7XxARWSjiDwnIl8J5cOB2KSlLZQBDFXVpLX3A0Ojc/YWOCe+ry+KSLOINB+K7Zid/AwbZhOTufbcn/ykWc00NZllUK6lR0wy8ZnYf2/fnjlWyOKoWKZOtQRPd95pk8S//315rDriicHYvwDguussiVQhv4tE+eXy4IPZHvG5fPSjHcumTDELmEIvg0owZox9XpIo69ZbrTeTEL/045dykhcjPj5zZuYa77/f/WRRneUYgfzhRxJP8zRrsUTBpSnzNEaONJ+JfAYP5SbOQVPo2WhsNMOHcvZuiqBoRSEiA4GfAgtVNe1N0A+4DPhcWM8UkSnFfk7obWinFbPPWa2qTaradE69Z3grF8uXd8xXkeTkfvVVG2pJQg0AfOc7+TNpJVYzsfNZd7n8chtCaGiwH0Y+B7s0Es/X3DhKsVNTbgiNIUPgvvtMnmToKh7CKtRLOf/8dEWR+6971SozWa5U3oDOOPNMe+muWNG182IT4uR7ufpq+xechFTpKu+8Y5ZxxQbZK4Uk33ipSbxGjjSv/0o5ssXEimLEiPx1KmwGW4iiFIWIfABTEutUdUMn1duATap6WFXfBv4HGAfsA2LpR4QygAPJkFJYJ0/lPmwyPd85TncZPtz+Ke/dm21/n3DihNl4NzVZ13jcOHtQly3L1EmGlwrFLkojydyXa2qYz+O4K6xbZ/+Wb7kluzz2rt21K9tkOP5htrVZ9z95yUDhXtI552SUQRxG5MorrYcW29kfP25j8dVm0KDsYYsxYzLbiTl1GokvQ2LvX2o4mPvvtzAsixeXdn5nDByYGW4sVZn1ZK+vkKL40Y967h4K0KmiEBEB1gAtqrqyiGtuBC4QkTPCxPYk4OUwtPQnEZkQrnkDkOR7fBSYG7bn5pTfIMYE4M1oiMopB4kTT6FJs+PHOw67xGkeu8PWrfZCb2uz4YennsoEzSsHafb+Bw9mR2KN7erPOssmSJPJ0jTiHmxsD/+LX9gQzksvWWrTt97qGCK92ixYYOPjyXAUdO2fc6kRd9esMWWVDBl1NsfQ1WGjZL7pwx/OBERcsMB6zLkOcvmYPDmznZYLpNzk++MybJgNi1abQuZQyYINHylmnvp8WKYDM7Hew7vAAWBjdM4czDR2G7A8Km8KZa8A95Ixjx2CWTvtAn4JDA7lAvwg1N9KjhluvsXNY0ukO6ar+ZaPfKTwsa99TXXJksrLdOxY+j3G9ur5iM0uCy0nT2bMSRcssPW8eZWXrZzEpstDh3aUsW/fzr+HrlDsM/SZz1jmv7Q6Eyd2LHvgAVvH4WAOHsx8/rZtqk8+mTl2113Z5yfhZLoqVzlIPnfRouzyr37VzGcr+tHd8KPobYsrihK55prif8DFLBMmdPwRfupTlXMuK8TChRnHK8i2s//4x4u7Rr6XUe6L5MQJexldconqnj0VEaViNDebLPfdl1/G+MWZb2lqKu5zWlpUX3utuOdn4MDMeUnZHXcU99y1t6s+/LA5WI4fb+X5YiGtXau6dGlmP3EuTPwZnniie99rKSRyPPtsFT7aFYVTLBdcUB5FcfPNtt661Rz8Dh+unkyxw1ni1Quq3/9+cedff33niqJeGD3a5Iq99xcvTm/rCy8s7tq5TnP9+xe+ZmNj5rz33jOP+PZ21dWrVY8etbzS7e0WVA8sp3U+3n47PQd1THu76h/+UFzdSpHIv39/FT7agwI6xRKP23eVq67K/NRXrjTrno99zCZIc7Pv9SR9+mTGf+OJ23g7jWQiO57crld27jR/msTpbdUq+N73zJKsUOKj48dtjime5zp61L7fOG5RHIwQ8jvuzZ8PS5bAxo2Zsn79MnGsbrrJ5pAGD7b9hx6y561Q7KXTT89OLJSGSMe8JtWixqw3SzQuduqWe+4xZ55vfjPbnPTb3y5sjbRggXmXxpnoBgzIBFWrBRJv4yRxEBTvQJWcG1ulgEUQrTdEMnKqZsrXrcv4SzQ2mjNakif8+PFMAMLmZtiwwcxRW1vNGfPYsWyHvjQuuqijtdqpxDvv2PPWg850xeCKwsnmjDPM/6ChIWMq+fjj1lv40pfMn+Cyy8ziZc4cS8P6jW+YmWOtWfXkY/du8yNYvTrbuiWNxx+3l9/WrRknxN27MyEXThX69DFLsMbGbE/tOCvg1KnZSX0uvNCUz7x56ddev96eux4MS1GTDBhQXLThHiaxOqobmpqatLkes3ZVg0cesd5FrXTHu0PiqPT00zB+fGnXOHLEvo+f/aywQ9SpQrGOX3PmFOcHcPKkLWnh8J2KIiJbVDWPQ5Xno3DSmD27PpRETKlKAmyeZfNmVxIxhWJkjR1r6zjxTj6SeaJ4HsmpOXzoyTk1+M1veibhzqnC5s3mvV4oBlYSATUJC1OIF14oPbyG02O4onBODSZOrPYd1BdJyJdCgSMTpRyHLE8YMsSG8aZP75gG1KlJfOjJcZzSKSVS8O23m0VVHIbeqWlcUTiOUzqvv27rrlgrfehDlbkXp2K4onAcp3SSqKwzZhR/TrEOcE7N4IrCcZzSmTbNhpFGj+687o032vpU8HCvM1xROI7TfYpxEluxwrIVjhpV+ftxyopbPTmO033SvPL79LHwH4MGVS1Dm9M9vEfhOE5l+MQnbL1jhyWlciXRaykmw925IvKUiLwsIi+JyIJQfn3YbxeRDm7fIjJSRI6JyJKobJqI7BCRVhFZGpWPEpFnQvmPReS0UN4/7LeG4+eVQ2jHccrMpElm9nr0qGWW++534de/tuyFo0fDFVdU+w6dblBMj+J9YLGqjgUmAP8kImOxTHXXAZsKnLcS+N9kR0T6YtnqrgbGArPDdQDuAu5W1dHAH4H5oXw+8MdQfneo5zhOrSEC3/qWhQBvaYHbbrPhqOHDq31nThnoVFGo6huq+lzY/jPQAgxX1RZV3ZHvHBG5FtiDpUNNuARoVdXdqnoC+A9gRsifPRlYH+qtBa4N2zPCPuH4lFDfcRzH6SG6NEcRhn4uBp5JqTMQuA24M+fQcGBvtN8WyoYAR1X1/ZzyrHPC8TdD/dzP/KKINItI86FDh7oikuM4jtMJRSuKoAB+CixU1TS//TuwYaRj3by3olHV1arapKpN59RYZijHcZzeTlHmsSLyAUxJrFPVDZ1UHw98VkSWA4OAdhE5DmwBzo3qjQD2AUeAQSLSL/QaknLC+lygTUT6AWeF+o7jOE4P0amiCHMCa4AWVV3ZWX1V/f+gLyJyB3BMVe8NL/oxIjIKUwCzgL9XVRWRp4DPYvMWc4Gfh0s8GvZ/G44/qfWWaclxHKfGKWboaSLweWCyiDwflukiMlNE2oBLgf8WkY1pFwm9hVuAjdiE+E9UNZnsvg1YJCKt2BzEmlC+BhgSyhcBS3Ecx3F6FE+F6jiO43gqVMdxHKd06q5HISKHgNdKPP0vgcNlvJ1ao97lg/qX0eXr3dSyfH+lqnnNRutOUXQHEWku1PWqB+pdPqh/GV2+3k1vlc+HnhzHcZxUXFE4juM4qbiiyGZ1tW+gwtS7fFD/Mrp8vZteKZ/PUTiO4zipeI/CcRzHScUVheM4jpOKK4pAoex7tU5KBsLBIvKEiOwK67NDuYjIPUHOF0VkXHStuaH+LhGZWy2ZchGRviLyOxF5LOx3OSOiiCwL5TtE5KrqSJIfERkkIutFZLuItIjIpXXWfreGZ3ObiDwiIgN6cxuKyL+KyEER2RaVla29RORvRGRrOOcekRrIwaOqp/wC9AVeARqB04AXgLHVvq8i770BGBe2/wLYiWUQXA4sDeVLgbvC9nQs86BgGQufCeWDgd1hfXbYPrva8oV7WwQ8DDwW9n8CzArbDwA3h+1/BB4I27OAH4ftsaFN+wOjQlv3rbZckXxrgX8I26dhUZfrov2wnDJ7gNOjtpvXm9sQuBwYB2yLysrWXsCzoa6Ec6+uejtW+wZqYcECG26M9pcBy6p9XyXK8nPgSmAH0BDKGoAdYXsVMDuqvyMcnw2sisqz6lVRnhHAr7AsiI+FH89hoF9u22EBJy8N2/1CPcltz7hetRcsdP4egmFJbrvUQfslyccGhzZ5DLiqt7chcF6OoihLe4Vj26PyrHrVWnzoySiUfa9XIdkZCIeq6hvh0H5gaNguJGutfgf/DHwFaA/7pWRErFXZwP4dHwL+LQyvPSgiH6RO2k9V9wErgNeBN7A22UJ9tSGUr72Gh+3c8qriiqJOkJQMhGp/TXqdHbSI/B1wUFW3VPteKkg/bBjjflW9GHiLnHD6vbX9AMJY/QxMIQ4DPghMq+pNVZje3F6FcEVhJJn0EuIsezWP5M9AeEBEGsLxBuBgKC8kay1+BxOBa0TkVSyp1WTgXwgZEUOdfBkRkeyMiLUoW0Ib0KaqSR769ZjiqIf2A/hbYI+qHlLV94ANWLvWUxtC+dprX9jOLa8qriiMzYTse8H6YhaWXa/mCRYR+TIQJtkBoWPWwBuCNcYE4M3QZd4ITBWRs8O/wKmhrGqo6jJVHaGq52Ft8qSqfg5IMiJC/oyIkJ0R8VFgVrCoGQWMwSYMq46q7gf2ishfh6IpwMvUQfsFXgcmiMgZ4VlN5KubNgyUpb3CsT+JyITwfd0QXat6VHuSpFYWzDphJ2ZNcXu176cL930Z1s19EXg+LNOxcd1fAbuAXwKDQ30BfhDk3Ao0Rde6EWgNyxeqLVuOnFeQsXpqxF4SrcB/Av1D+YCw3xqON0bn3x5k3kENWJHkyHYR0Bza8L8wK5i6aT/gTmA7sA34d8xyqde2IfAINt/yHtYjnF/O9gKawnf1CnAvOYYO1Vg8hIfjOI6Tig89OY7jOKm4onAcx3FScUXhOI7jpOKKwnEcx0nFFYXjOI6TiisKx3EcJxVXFI7jOE4q/wd+Jj9VdwEfBgAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Let's plot the data to get a feel for it.\n",
+    "plt.plot(data_red_with_dc, color='red')\n",
+    "plt.plot(data_ir_with_dc, color='darkred')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The algorithm processes data in chunks of 500 samples. We will define the required functions and call them on some section of the dataset to get a feel for the operations. At the ende we will run them on the whole dataset."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x7f9510cb7e48>]"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ir_slice = data_ir_with_dc[7000:7500]\n",
+    "red_slice = data_red_with_dc[7000:7500]\n",
+    "ir_slice = data_ir_with_dc[0:500]\n",
+    "red_slice = data_red_with_dc[0:500]\n",
+    "plt.plot(red_slice, color='red')\n",
+    "plt.plot(ir_slice, color='darkred')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def dc_removal(data):\n",
+    "    return data - sum(data) / len(data)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x7f9510d2a240>]"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "an_x_1 = dc_removal(ir_slice)\n",
+    "plt.plot(an_x_1, color='darkred')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "496\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "def moving_average(data, MEAN_FILTER_SIZE=4):\n",
+    "    ret = numpy.zeros(len(data) - MEAN_FILTER_SIZE)\n",
+    "    for i in range(len(ret)):\n",
+    "        ret[i] = sum(data[i:i+MEAN_FILTER_SIZE])/MEAN_FILTER_SIZE\n",
+    "    return ret\n",
+    "\n",
+    "an_x_2 = moving_average(an_x_1)\n",
+    "plt.plot(an_x_2, color='darkred')\n",
+    "print(len(an_x_2))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "495\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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GSHD/fnTp3LIR7LoOMPE3OJ9De/YASHdgbBTHxV/r0Fnnwa5nwzkPIVkgHwz37qDUsOPc9/bbGaHUvm3b0Hb00QCsRwusvcr5OwBzCvqwzwePPILBjg7QVArR/n7UNDdbhn0GOzrwzs9/jk2PPDKiDV/YzdCkFSB7/IwzsOXJJw3DMyOBCbevoQGBsWMRNhB/q3LVH/zxjxnVF/Ops8OOId9QgRj2YaOQQ887DzSVyun+M8R/9mxctXkzpv7b8MZy3oYGxIaGEO7q4qmgYw8/PKNTLNYOWuIiLXF0JbLmzjtBk8msImViDHvLU0/xnz94+GEQlwuLly7FlFNPxebHHsPmJ57IEqb7Zs7EM5dfnuH8Cw37BMaOBWA8Wn7wqKPwoC5ObgR3/mx/BQPnz4rzAemRn9vnQ7i7G26/n3fYrPNjIVMj8a/TFvDli/5+YPe/vuNMJZN4+Ljj8Lh27lLJJHq3bMH4hQsBQmx1tEr8HYDdXJGeHi5oyXgcz1x2GR465hhE+/tBk0nUtLZahn2C2jAcAO6aPJmvTrULuxmaDzkks30Frl5cuXQpBnbtQkL7O966OtSOG5fl/Gkqhf5t2zB+0SIsvPHGrL/TtXZtxg2aT30jdtPQPAtwGcVCDznvPABAt1bO1+q9XkG8x8yaBSI4QG9tLaJ9fYgNDnIxG3vEEcOvnz27aDWc2N9pmTsX+9580zicMDAAb10dFug2axfP/8DOnZikLYza+cILGLdgAcbOm4fz/vQnAMDTF1+MvxukOG5+7DHu/N1+fzrsU4D4M1E2MgvsuspVtC2uD/sYOH82KmCwa6FhyhQeBgy0tKB+0iQ+2jBy5ayDyRf98c3+3OcAZGfvsPviwKpVANLhu2Q0ita5c7O+60Qkgv4dO7I+S4l/GXn3V7/CzhUr+CrDVCLBRwFs8inc1cXDQYHWVmvnrw1RGevvvz+v9rCbYfJJJ+HQ888f/rsFTrK+feutePaLX+Qi4q2rQ21bW9akcrinB4lIBId/4Qs48Sc/yfl38yn05tJKEuebIitm+yz+znfgra9Hq5YdMqT7vkWG9u7FwI4dqJ882fQ13tpaLlQsk2iKMNFa29ZWNPFnYj/1tNOQiETQvXFj9mvCYcOwm3716oRFi7J+tgrXMXi2D4v5FyD+rBMfNAj7MIYEM2REIhQCcbt5IoXR9VSjF3/dHA5j7Pz5fGJWP+cx/eyzRzxHJ4r/abffjvlaeWZ9ppzeoPVpo9Ixs2fD19iINb/+NX/PE2efjXtnzMiqRKrEv0xE+vrw0g038GEagwm96EKeOOssAGn3YBXz11/stQZ52WYkolF+0Xrr6jBfqPOx8jvfwR05bu54DiGmiUSm+Bs4f3ah102YAG8ggGty3bwjqPKpvwnjoRAeOPJIbDdZ2i6GfU7+2c9ww+Ag/M3NcHk8lpPP7//ud0jG4zha56JFPKL4a5OGbUccgeO/9z0ce9NNcPl8RdvDgJkJtorYqByBWa63XiQapk7lYt+qjVTcPh/vYPnrdHMHGamemviPdO8CZlQGOzrQtW4d7qit5aW3mSO36pzZ3/DW1oIQAk9NDdbdcw/unjYtY1Sk38eAp+7qJsXHzp+P7o0b0wZOc/6Lvv1tHHvTTaifNGnEFWkzEh5iMT6Bq3f+evFn11X9xIk8LLXn1VcRGxriazn6d+zImM9R4l8mzGLy//jiF9G3bVvGxcLSxXI5f/3FTtxu2+25o6aGdzLe2lo06m7cRChk6ZrDOVJD3X5/pviPH4/gvn3pvP7du7Fp+XJeT4YJVL1udaiefBbOsJCW/nvrePVVHHz/fex/5x3Tz9BnQRBCEGhrsxT/jldfRdv8+WieOdP0NaLzZxkjAHDiD3+IU2691bKgWr6wv8PEw+jvmqX7nfrLX2KeEMqpaWnhr2NhKkIIvzaB9PFcLaTDuv3+4bCPFvOnyWTeGWW8rdr7ov39+PDJJ5EIh7H69tsBDM8H5BqxJoRsLE8ggEhPDwZ37cKAEBJh9+Hnnn8ewPAIskEn/m3z5yMZjaJ361Yu/if95Cc45dZb4QkEeHtzHlckgue+8hVewkG8xpOxGGrHjQOQXYdIFH9KKZ8/rGlpwWna9xIbGuIbEwHpfSrEv6+yfcqE2cRmx8qVePbKK43jjzli/kN792ZclCPNF/cEAlmuDbB22rlSMPXiP+bQQxEbHMTQ3r24Z+pUPH3ppfjLZz4DYFj8RSYJBbjstEcPX30puNhgZye2P/00AOPtCFOJBGgyabhRSe24caYdHk2lsO+ttzDphBMs2+Stq+MlBkTxZ7iL6PyZm/WxnHyD68tM/BsmT8YnhUniQEsLjtRGhmMPP3z4hYKL9zc2ZsxveAKBDOfP1zmMcPNzMa2UCfL+1avT7bMp/sz5A5nzA+L7EqEQpi9ZgunaCH3M7Nnp49NtaD92/nwA6Zz82OAgPIEAv1c9tbU5R8aMA+++i/fvuw/PXnklaCqV0Ukno1E0tLfD7fdnJBtQSjMm8V/46lf5Ijx/c3PGOgQx1Nq7eXPGPVSKWkRAFYj/R889h18QYmtz9UQkgpeuv970eeLxGC44qcnh/KO9vRkTVHbFX+/oPbW18Dc3Z7fb4gLOVTjK7fNliD9bVfncl7+c1V4j8b/stddw7mOPZTy29q67LD9ThK0xEI9h2fjxWHPnnen2G4g/E0gjR2QUtmIMdnQgNjCAcQsWWLZJzOQxipmXxPlrC9Xycf56alpacOKPf4xr9u41DS3qN3z3BAIZzp8lFYhONB/EnHoW7mQdCVuX0JNjQl4svyGmQorzCGIHAQBn3nUXpp5+esacGJDe94Adz97XX89ImmDO306Ia1AoNhc8cIDrwMTjjsNR11wD4nKh+ZBDeEwfSM/tsV3GAGDdvfdi7bJl8Dc1weV28/mk2OBgRhipd+vWzASKEm2TKr34v/a97wGArWqY6x94wHJTEF99vaEzE1M9k/E4In19eP/++4czhGIxuP1+/Ic2JLQr/vocYBYH/TalWLx0KX/cSvyNOisRd01NhvizOOQObTid8fkGLhjILK8ApFMT7U7gss82m2QMW4i/mfM3E3/2fYppgkaIouIrsfPXh33ycf56alpaQFyurLCcKG5sopSd51QsluH8mYPu+fBD28eQiEZ5Rg0Lo8QHB3mWGzMg7HPMQnn87wmF90QOrl/Pv5+ETvwbJk/GRS++mBXO8wQCcHk8OLh+Pfa89hrmXnYZf46PLmx05GKl0cFdu5CIRFA7fjwuf/NNNGjJA2NmzULvli1IJRJYcd112Pz444Z/i50DZixYWjGQjiJEursz7ulSlYyRXvyZ47fa5u+DRx7BhoceyinKXgPxX7x0KYjLleH8V1x7LZ778pexX0vvSsXjcPt8qJswAQ1TptiqDjm4Zw9+q8UR+ecLF3ut8JxVfFYvUh//0Y8yft/0yCN440c/SudK+/28LooRYrjgiC99ieed68UfyJ3RwdvOxF8TZnFSr6alxTD8wG4Mr4Egmon/puXL8aBW+9+ovSIZzt9I/Evg/JkjN+qs7Yp/wCxtURB/9ppLX3sNh37604gODGRk+zRMngxPIIDePMT/yU9+Eg8eeSQS0WhG2IddA9H+ftBUit87XevWoW/bNtO/pxd2xqrbbsPD2ip0sw5CDyEEvoYGfPSPfwAAZnziE/w59p3amd8QRx0sXVM/8myZOxe9W7Zg06OP4r3f/hY7tM/Uw0JrLo8HnpoavP7972Pb008DhKDpkEMyyokDpSsWKbX4J+NxLv5G+bNAeiXiM5ddhmevvBIrb7op47lF3/oWvi44Ul9DQ8ZE0w2hEE7WqmCyOOJL11/PV3+ymf9kLMY7B19Dgy3nb7RQSRQAcXGKpfPXbuyJxx2HS1auxAn/9V9ZmS6JcBje+noQQkAIwXXd3TjlF7/AQmGjjOt1HdaS3/8eF2qjA30oAcgcJlvB665o4s9GAMd/73uYftZZhmGfpIXzr2lpQTwYzOr03tPK/gLGbl7EUec/grAPe85sRCPGjJnrrGluxsTFi5GKx/n16Pb7QVyutIPNQ/x3vfQSgPQ1e0CL76cSieFrWFv5moxEMOHYYwEAL3/zm6Z/Tyy/wWA1jXq1cJQYGsqFt6EBkZ4eeAKBjPUa7DznmvTtXLsWa+68k4etBjTnL5bXAIBZn/kMUvF4zp29MhaoafMiO194Ib3IsrUVO194AQ9pK4ABZGVrFQupxd/lduMyrWzAgIn473n11azHmPsde8QRPBYLpBck7X75ZQBpByU6TzGjgsEWlSRjMbi0Coy+xkZb4q+vaa5P2RPznK3En4nJOY8+ivaTTkr/LQPRFGPbgZYWHPutb+HU227jj1m5ZaPnrPK8RXiMWOsEWIc5ZtastPPPM+bv09VzYYg17/Ny/mWK+bMJXyPnn0voLn/zTZx866282qcVGcemfQ8s3syqhI457DDb4i+WPnlQm1xlRPv6MF3LVIv09iIRiWDC4sWYec45lubAyPlfuGIFFi9dykMgZqMDI9j5HrdgQcY9xL7TXAkKG//3fwEAcy69FN76egzu3m3o/CcsWoS6CRNyZtixAnTsOBixgQE+KmCMX7gQx+tKqBcLqcWfuFyYsHAh2k85xdT560Wi9fDD+aSQfiHQxj/8AW/feiuAbAE1En8WfmBhH0Bz/jbCPvqJWr0TEj/PjvMXhcFKNEVYmCeXw2LO3+Xx4DRtT1X9bkxm8HK7uth/TXNzWvx7e7OyHaxi/ixMo9+HVpxQM5u74M/bEH+z7RPzhR1LrglfoxAXo+3II7FYN2oVEWP+4nXAPpOJFXOyLbNno2/7dlvhBqvwDQAc9R//ASCd9MDScwOtrYZzOYyMyVztGiSEwBMIIBWPIxGJIJVI2C6xwcSf1cZisPfnCvscWLUKE449Fkt+9zvUT5yI4P79GYUFGYSQrM8wQnyNeG27fb6sxWtn/OY3GQa0mEgt/oyG9nbThSV68b/w+ed5uGP8woWZrxUERS+gRkMztmZgJGGfqF78dTf/5BNP5JkMdsTfnUP8x5rUXPnSxo34So5yFKKzWnjDDfA3NeVcyMPgqZ5a3Xkm/r6mJgRaW0FTqayOMGnh/PU13IG0+IluLB/nr6+Zzx5LRKMjXgglkoxG4fb5+PkpZMLXFKGdLuF4WOolK8LGnf/s2aDJpK3tHM1MFZDuZMX9EVgxPrMRHUPM8//q7t34suaU2XfARht2nT8TT30GlB3nTynFgdWrMeHYY0FcLtRNmIDNjz6KHf/4h+FIq17b+MeMK9eu5SU3RM5Zvhxf+uCDrNBdqRZ4AVUi/vWTJ2No717Dm5X1+lNPPx1XvPMO6idNwqwLLsC3KeXpmV8WhmkM/UkhBtUBWWnkVCzGbyx/UxNCnZ05q3vqnZH+73v8fpyvFfOyilmKRbsYRo75tF/+0vD9rXPnGqZ4iri9Xlz8z3/is88+C0ALbdncOFvsCBOhEBd/f1NTxiYdGe/R/rZl2Ef4/G1/+1vma3KIf66SCG6/H6A0KzQ3EpLRaDrWrm3LWArxz+jMBMFia09YWid7jmf85EjJBMzDqUC6c2FhjHBXF2gqBXdNDWrGjEF8aAgvmKyyFp1/w+TJaNHaw76DN7WkBbvfCbv2WWfHYNeP1aJEtjtYo1ZUsVa4F4zuI7M2tR5+OMYvWoS2I480TMOd9LGPpTOVdBqlxL9A6idNQjIaNXQb8WAQxO3GhStWZNRGEWmZPRvjdc/ZWXXHC1nF49z5z/zUpxA+eBAfGvT+Irmcv/iY1UIVo7CPns8++2zWsvh8mXLKKTyTxFtba3vlZHD/fr7iOR4MDqdjNjXxsJt+FHFg9WqAEJ6uKKIP+yRjMfzzm9/k+9MCuW+oXI6SdeRmm6cz+j76CC9ce21WGQaRhCb+gPFcQjIeB00mCxKBS//1Lx6aE7PE2DnvWrsWjdOn83aMnT8fxO3OmZIJZG/2XjdxIs559NH0Z7W1cfFnK1+Z8weAtcuWGS5gShhM+ALD52Xt3XcDSM8L2YF9pwGd6NrZgIldx+yzxUQL/YQvgCzxZnxp/Xp83uL7ZOdFH4JS4l8gZiICpAXHW1dn6NxF9GJv1OvrYZ2N6PxnXXABXE9K9XMAACAASURBVB4Put57z/q9OvEXxYu3ycawNRmNplNRhbCUPn3SaOFYIXjr6mxVHI2HQoj09PDwVTwYzHD+ZuetY+VKtM2fnzU5BggbeGjif2D1avRt24aPff/7/DW5znXrvHloPuQQ/NtvfmP4PLvpc8X9n7vqKqxdtgx7LXaLSgri76mpyZrwZee2EBEYd9RRuK6rC6fdcQeOvuYa/rgYSz7l5z/n34uvrg7jjjrK1h4L+on9eZ//PM+1n3ziiagdNw7E7eaZP25B/IFs45KMx9PxfAuzw9o77YwzcrYPGA4T6h23nQ2YmBizzihjwthAA8RUUgCYftZZfEcyK5g5a9IVplPiXyAse8co99xu1oD+RNvJrGAXVVIQf5ZPn8s1Rnp60DJnDj7+wx8CGLn4i86Soa/a6ZT4s+X6RuLva2zk501fFbXz3Xf5rmN69Nk+7DOMRglmNE6din/fujWrhDKDnctcGT/s/FstzxezRoyui2KIP5Bu88IbbjBNG5yh29lqwrHHonPNmpx/N9zdnTGBXjNmDCYsWoTPPfccTr711vSq4Zkz+d/y6MVfd53onbaI+B2wzDU7sO9UH/Zh4SCrtF19e8TFiEbzQXMvvRTXdnbySd3DLrnEMlvnilWr8EktmwgAjr7uOsz81Kf477lClIXgmPgTQpYQQjYTQrYSQpbmfsfIadAmYfT7u771059i3b332ip7mzWz78r91bGbPyWEfYD0RZPLNUb7+lAzZgzmfeELaDvySBxzww1Zr7Hr/PXif8i552b8XlNk8ffYFX/NNY5h4h8KIT40BE9tLVxuNzx+PwJjx2Y4/0QkgnB3d1YBL4be+TPxtyrhnC98cjaH+DMnbXWurZx/53vv8XUqpXKAU049FQ3t7Vki42tstFWjKdrbm7kLmibs0886izvrljlz+EjXU1OTcSz660TvtEXE97EYvB3Yd6rP8rIT9onrxP9YIavKrFOvbWvjc3q5xHvCwoWYd/nlw21yuzFLq6UFGHcwxcIR8SeEuAH8BsAnAMwDcCkhxL41y5OG9nb4GhvRKexbCwCv/ud/ArAXwsmnst65jz+OtiOPNHT+gL088djgIHwNDWiaNg1Xrl2bVc0TGB62rl22zHQC2Uj8Z3360/hWMokmbXju0xXDKpS8nb82qokHg1kbrdRPnpwh/ix2bCbm4pJ5IN3B6N1mobBzmTPdUxN/q/r44mIhd00Nn3xce889eGjBAjx9ySUAjEd+xeCil17CVwwmbe0uZAv39KBOWBVuFIprmTMnIz1XLE44Uudv9DlmHHbxxQCyS1nbCfskdJ1R65w5OGPZMgA5Rn5ax5BrQaERpQz1iDjl/BcD2Eop3U4pjQFYDuD8HO8ZMcTlwrgFC0yHsXYcTj7if9jnPoemGTN4nrSY5w8YD+/1xEMhWyMSIB3O2rliheFzRuIPpL+TC1eswNn33WeZQz4SvLW1tpbM923ZAuJ282yOeDCYtbozS/y1n83KUIjZPlueegqrb78dqWQShBBc/M9/8hLAhWDX+dsR/6TJhC+r7d6zaRNcXi/GH3NMoc02aSKBy6DEuMvrBU2lLLPSWIli/f7HelixQCB9HzXPmIFztFXw+v0LrJy/N0cKrhnHLV2Kr/f3o1Yf9rHYg0PfHvGz2VyJ1flno4Jca0qMsJvCWiilWTecm8kAxJmiDgBZQVxCyNUArgaAqQVmo4xfsABr774bNJXiIRvicoGmUoYbaOixMzo46ppreJqcy+tFKh5P30CJRN5hH7OMBzPMCrglo1HT+YnmGTPQrO1AVEzsOv8Da9agde5c7srjwWB6DkbojBomT87IOmHzNmbO3+3zweX1Ih4MYsuf/wxg2NlNOeWUkR2QwWcAuZ0/C/tYbdKdCIczwj7MIYsdxoRFi0pW090MfozxuGHnAKSFmyaTPCUXMC4x0SqMWtj8Ehst6K+TPa+9BiC3888H4nIZLpTKJ9tHvBfZSNnq/DPxH0nMvlj7Q+diVE/4UkrvoZQuopQuastj9ysj6iZORCIczsguYOlvdnLSmSM7/rvfxVdNShecuWwZFmkLxJj4M1eRb9gnHgzacgALvvY1AOalm82cfymxK/6da9Zg3DHHZCzMMnL+4a4u7rJyOX8g7f7f+ulPsVHbeONck+qKI4V9n3ZLPJg5f0opujdu5CmL4nUhdhjzPv/5Qpo7IuwII1uLIp4Lo/Aam9MBhhdOGi3GSyWTWKGtCM4V8y8GbhsTvkbOn7Xd6vzTIoR97MwrFoJT4r8HgBiAa9ceKxn6iUBgWPzt5KQzxznumGP4BLIVLq83nbam3TyuEYR97DgAVqXTbMWkUbZPqfHW1aXrpFtkuUT6+hDctw9t8+fzmykRCmVlXzGHz6qyhjo74fJ4LGO+4hxG6+GH4zBtc+1iYUc0gGFTYSb+/du3I9LTw4udiRO+0f5+tJ90Ek795S/5Bi3lxM4xRozE3+C8iHtZsFGdkfhnlOAog/iP1Pl7bIT9+GZANkO3IuzYSznZCzgn/u8AmEUImUEI8QG4BMBfS/mBRgW/8hmSMccpbgZhhZs5f7ZRxgjCPnYuHH9jI4jLNeqcP2C9cpI528DYscM1VkycPwBeLTI+NARfQ4Nlrv7CG2/kP5eiIqJd589qOJmJPyv5zcTfW1/PXxvt60PTzJlY9I1vlKyqoxV2hJEtROQrwAkxrUNzziOP4CKtKCIgiL9gxsQNl3Ll+ReDfPL8M+YbbJz/Q847L/2+kYR9tON0ySj+lNIEgK8BeA7ABwAeo5RuKOVnGl1srAe3kznAhqt2CjcBw2EfJvJ652914SRjMaQSCVthH+Jywd/cPKrEXxRzM8R8fhanjw0OZjn/8QsXwltXh1dvvhmDe/agZ9OmnDfUMddfj5O0Utt2wk/5Yic/HBgWf/2m3oyeTZvSK5W1CdGGKVMw2NEBSimi/f1FX3+RD3acP9uspHHGjPRorLnZNFQx55JLMPXUU/nvohmjlOLxM8/ES1//On9+NDv/lrlz0XLYYaYlUYD0zmJX79wJ3wicP/sst0GxyGLiWMyfUvp3SulsSukhlNJbSv15RtUeE5EIXB4PrrCxjP2se+7BFzdssF1hz+3zZcb8dc7fTpzR7sRPzZgxpmEfVjisnBgN6fUwYfQ3NYEQkj4GbRML8bjrxo3Dwm98A71bt+Lu9nbsXLEiZxyVEMIXytgtM5EPHhvOb/0DD3Ana+b8e7dsQcOUKXwyt3HqVCSjUYQOHEBsYCBrP9pykksYKaXY8MADOOJLX0LzjBlZK3dzIV4ju19+GTtXrECHVl79nOXLDUfY7DouVidgN9uHuFwZ95A3EMCXN23iewwY4fb5RlwyhU2wl9r5O5XtU3aMCn4lIhEcdvHFtkI53tpajM1jlSiP+Y/A+fNcZ5uugZU+NsLJsI+l89fEn8271LS2ItLTk5XnDwCN06Zl1EyxE65r0hYBiQtmigUf9lt04Fu0ontAtvjHw2G8dcst6Fyzhqe5AsO1dg5uSA+CR7PzDx88iEQkgnHapiOempqc22Pq/77L40E8GMSHTz6Z8dyMJUsM30MIwZL778ekj33M9udY4XK7AUJyhn082vap5aJu4kTMvfxyw4WdxaRqxN9rEPMvuFSuBS59zD+PCV++p24ezp/FX7c9/TTe+ulPcdhFF2HhDTfw/YPLCRsdWeW3s1AIe21AK/NrlOKqn2C3kzvta2jANXv2ZBXzKgY87GNxDl1uN8bOn4+xRxyB/W+/nfHcurvvxpu3pAe77UL6KVuExPaRHs3On63OZm32aNU688FbX4/Y0BBf08A+12hnOMYRX/xiXp+Ri1yj8Hw2jSkWLrcbnxJKPpTsc0r+CaMEn1HYp4zin0+ef75hHzHmv/Uvf8He11/HyzfeiK5169D/0Ue26hAVkxqtuqfR/ruMLOeviX/c4GbT5/TbTZ+rnzSpJHFTjw3nz47D39yc1Qmylc1AZmVKJqTdzPk7KP65nD8vm6F1zDUtLZbpt0Y0tLeja906HHz/fb5WwKdtJ1ou2H1qRmxwsGx59+WmasTfaMK3lOLPRIfvNzuSsI/Ni85bX8/fI9bHf/0HP0AyGsVMXS2fUsMKaIUtxF+M+QNp8Qh1daUXpeVw/uUeyeix4/wT2taL/qYmhA8exLu/+hV/TqwxJYo/i5nve+stADCtX1QO7Dp/VnbkvCeewMnaLnd2GbdgATpeeQUA+Apm/QZKpcadQ/wHOzrQUMS6UKOJ6hF/nfOnqZThPpzFgt08LISTJf5WrpGFfWzG/L21tcN74QpbRPZs3gxPIIA5F12UX+MLhNX1F/O29cQGBkDcbt751rS08HRafafnb25GoLWVv9aqPn45sOv8PbW1vHN7SYjf9mzaxH8Wxd/ldsPX0ICD69fD5fWizWR3tXJgx/m7PB5eh37MrFkZte7tIJasmHv55Zh25pk48557RtjikZHL+Q/s3Jmec5KQ6hF/Xfohi7mXMuwjfp4+7GPlGvMN+4gramODg8M7YO3ZM6LaIoXia2iAy+u1dP7R/v70GgVtiM86DMB4l7Rru7pw1r33Asje3L7c2HH+POwjhG5YVokYBtKnDrNJ3rajjip7uE4kl/OPDw3BW19f0CpUsXNrnTcPFz7/PJptplIXC5aYYUQqmcRQR4cS/0qHuFxpkdScf7HqpJvBwj5MyPMJ++Q74eutq+NrA2KDgzx2HO3vH9EKw0IhhKQ36bZw/tGBgYyVuGKaoFGnRwjhWT5OO3879fwTOucPDF9z7PxOPO64rDRcJv757D9QCvgxmghjMbLImoQsO3GHsXJiNf82tHcvUomEEn8ZKKf4Zzl/UfxzZBiw/HD95hNmMIHf9/bb6Fq7NqN0rRPiD6TbbjbhG+7uxu6XXsrYG7hWCBmYhQ+4G3VY/AkhacdoY8LXZyL+x950Ey432OGLdRZipUwn4N+1yTEWo2yIOJdjtK9tObBy/jyjycG5l1JSNameQGZWzN8uvBBAfqWa84HdPCwGL36O2+8frvZpsHS/d8sW+Jua8hb/Rz7+cQDpG4l1MCMpLFUMaiycf8fKlRjs6OBhHAB86z/AfBU1C4OUuuCVHexM2ntqazNGb/FQCKlEAslo1LxT1tYz1OYZPy82LhvOv9CwlFgt1IkSFoB1zJ8ZN7sLOysN5++iMlI7bhxCnZ1IJRJ8f1Kr4mOFwMSfxb3F3OVc9eD7tmxB86xZtlPe9GESX0MDDx845fz9TU2mef4sFNZkIvhmw+z2k0/G0dddhzPvuquILR0ZVqM3Sil3/mJHlQiHc07ms3pI4qjICdw5nH8yGrVV5ny0Y5XtkzRYoCkT1SX+48cjeOAAuj/4AEB6Um3WBReU5LPYzcPcrxj7zVUPvnfLloyVn7nQC8loEH+X12u6EYhRKqv4/ZjNdbg8Hpxx550jXjZfTKycfzIaBSiFt7YW7SefzMsAVJL423H+xUi5/WpHB6768MOC/85IsZzwNVigKRPVJf7jxiHc2cmrKZ6zfHnJFtJkOX+hJEGuqoCDHR15xRn1QuLyeJwXf7cb1CQ2n28202jEyvnz+SStLMBx2nahiVAop/izdSFOh33sOP9iZCM1TJ6cke5abqwmfPnqfIfXlZSKqor5140fj3B3Nw6uXw+3z1fSi46Jf6S7G966uoz4plVtmFQyCZpM5jURrReS2OAgz55xItUTSHdAZhOzZovYrli1qqyrOwvByvnrywCzc2nH+U/6+MfRt22bY9kvjHI5f6exivmz8yur868q8Wc31N7XX0fTzJmm29MVA5cQ9tHXKrFKFRyJ29ALSbS/n6+8dMr5Ewvxj4dCACFZxzihzKs7C8HKMerLADPxjwvO32wi/sy77sKib34za7/ZcpPL+SeiUcsaPJWCy+tFzGwLVBX2kQc2lN735pslH2q6hbCPPrRkNeE7ErfBHGZDeztmfPKTWLx0KZ80dSozxsr588nQCnH5RlgV59M7f/a/HefvDQQw7qijit3cvFHOX034SsX4hQv5StJSF81izn9ozx5T52/kqkbiNpiQTDj2WHz2mWfQOGUKnzC0WmVbSnKFfSo53g+kxT+n89ccPw/72Ij5jxZyxvwjESnE3zLbh1UBkOA4jagq8W+aNg1f3bMHR11zTclrZYvlHPSxbasJ31QBYZ/mQw/lj9mprFlKXB6P5YRvucvkFhurEh1sRMDOId/ZLBzmtaVGu/jn2ujEib2hS4FVto/szr+qYv5Auhc/c9mykn+OWEq4/6OPMp8rctjH39SE+VddhdnawjVguG6KWC++nORy/qNd/HLh9vv5PsR6mJNkAipO+LLFTKP9+Akh6XNY4mwfp7Gau5E91bPqxL9ciM5fLOELFD/sQ1wunH3ffRmPNc+ciWv27s270mKxyDXhW/FhHwvnn9Jt3ekVwj5sDma0iz+QwxVXifMnLldJE0OcRIl/iaDCtoNL7r8/4zmrsE8xc4udrA/j8nhMq286sTtSsbEqy60PFxCXKz1BHA6nBUUr3TzaybWQTRbxt4r5y+r6ASX+JYNtaXfaHXdkbT1nlecvS5wxV7ZPPpt9j0bsOH9x9OcJBBAPhZCMRBBobR0V9Yly4QkE+II1PaXcC6Oc5Mr2kaGDM0OJf4lonjkT13Z1GeZrW+b5S7KwhIk/pTQrpTMRCsGr252r0rByxfqwDzC8z3JsaKgk+wqXAjPxTyUSoKmUFMKYq7ZPpZswK5T4lxCzhTpWE74jyfYZjbCJTZpKgehiptJk+5iFfQycf6CtDaGuLsSDQcfKF+eLmfjrs5kqGZfFeUzFYhVvwqwY/WNPCSn2hO9ohIm/UeiH7W9byVg6f4NzWNvWhlBnJ8JdXbZLdTuNmfgnJRL/XHn+lX4fWqHE3wFsTfhW+EVHrMQ/Eqn4csBWjtHM+Ye7uhA+eLBiwj7eKhB/l9fLw5N6VMxfUXRs5flX+EXHwz4G4p+Kxyu+c/PYiPmL4l/b1obBjg7+cyXgCQQM92SQ5RoFMneHE+doAE38K/w6tUI5fweo9rBPMhbLEMZKxOXzpXdjM0hnNZrwFat0tsyZU/oGFoFcYR8ZFnlZbVQv+4SvEn8HYBecofOXKNUTyBZ/SqkUzt+yRIeB82fnde7ll2POJZeUoYWFYzrhq1XBrPTQHSDUMDISfxXzVxQbopUzNnT+EqV6Atniz36v9OPj6bpWazUE8Z92xhkAgMU33VQx1UxNxd9kP4ZKxGVxHmXP9lExf4cwWyQkS6qn2YSvkTBWIrmcv74swMTFi/Ftg0nF0Yy7psZY/NlOZRWesQXkcP6xGN8RT0aU83cIs3rwssX89RO+PB5e4cfnsVqlHY9XfOcGaKuSDcQ/LpH4W1UvVRO+ipJgVk1QNvE3df6VfnwWq7RTkog/S/XUp0GKexRXOpYTvtFoxV+nVijxdwizRULssUoXD9OYP+vcKvz4ctVnqvTOG9CcPaVZx8hj/hI4/1xhHxnOoxklE39CyA8IIXsIIe9p/z4pPHczIWQrIWQzIeTsUrVhNGMV9nH7fBUzKWiGqfNnmTAVflNZ1WeSxfmL+xCIyBTzt5rwTUYiUhSvM6PUE763U0p/IT5ACJkH4BIAhwOYBGAFIWQ2pdS4/q+kWIV9Kl0YARvOv8KPkTl/o3OYiscrfmQD6MRfmPiUKexj5fwT4bAUHZwZToR9zgewnFIapZR+BGArgMUOtMNRzJx/KhaTYvEMMZnwlSbbR+u8DM+hcv4Vg1XMPx4OS7GWwYxSi//XCCHrCCG/J4SM0R6bDGC38JoO7bEsCCFXE0JWEUJWdXV1lbip5cUs5h8PBqW44EydvyTZPrnqM1X68QHm4h8PhQBCpDhGs2wfSikS4bAU8xpmFCT+hJAVhJD1Bv/OB7AMwCEAjgawD8Bt+f59Suk9lNJFlNJFbRVSD8UuZptIhDo7M0oBVCosx90s26fShcNqkZcszp+XIdFdpywcUunzUoC580/F4wClUoxuzCgo5k8pPcPO6wgh9wJ4Wvt1D4ApwtPt2mNVhdvn41kTIsH9+1Hr0L67xSTXIq+KF38r5y+J+ItFz0QS4bAUq3sB805cptCWGaXM9hE3kL0AwHrt578CuIQQ4ieEzAAwC8DbpWrHaMXl9Rq6xtCBA6ibMMGBFhWXXGGfShdHq+J8sjh/s3Mo00SomfOvBvEvZbbP/yOEHA2AAtgB4KsAQCndQAh5DMBGAAkA11Vbpg+gZfsYxBlDnZ2ok8D551rkJYvzt0rXrXTMzmFcgs14GGbZPjKtYjajZOJPKf28xXO3ALilVJ9dCRg5/2hfH5KxmBRhH17eQVfyOCVZnr/Mzp+H7gxcsSxhn2p2/mqFr0MYOf/g/v0AUBXOv9LF0XIfZkny/N0WMX9ZRNEs20eJv6JkmDl/APCPGWP0lorCbMJXmkVeVeD8Vcxfib+iBBg5f17rXiLhyFrkpfL8KwbThXrRaMWXHGeobB9F2TFy/rJkwgC5yztU+jFWQ54/O4f6kIgsxweYO/+ktluZEn9F0bFy/uymq2Rkz/YhLheIy2VcE0YSZ2yW5y/LOgbARraPBKvtzVDi7xBGzj9ZDc5fkrAPkD5Gww3qIxEpHKPVhjwyhCYBNeGrcADm/MWNMqhEzl/2bRwBrQM3qwYpgWO06sBlOH+AmvBVOIDRkFpK56+PpUoS9gHS50nvigEgIZnzN6p7I4NBAcyPUYm/omQYFc2SyfmbxVJT8ThACIiwuXml4vJ4sqtBplLpbBgZnL9JzD+VSEhhUACAEJIO3ynxV5QLHmsU4v4yOX+rsI/b65WmImSWaGipnyrsUzkYzd0kwmFpylabocTfIYycv0zZPmbOXxZXDFiIBuRwjFZbccoy4QuYdOISla02Q4m/Qxg5f5ny/FlYJyuLQqJ9UY1Eg+eHS3CMljF/Ca5RhtHEvewbuQBK/B3D0vlLcGMRQkzFURbn7zZxjIAkzt8s5i/RhC9g4vwlmbS3Qom/Q1g6f0luLMOwiETOn5gcHwApOjijsA+lVKoJX8A8fKfEX1ESrJy/LPFUM+cvi/hbOX8ZQgbEYCtOVqJbKvG3iPnLjBJ/h7By/kQS528ojhKFfVxer9TOn2gpuVTStSgMs05chnNohRJ/hzB0/qz0gSQ3lpk4yuL8qyE/3K2bDJXtGgXMJ3xlOYdmKPF3CKOqkEwoZVgABRiLo0xhHyPRkCnbB8ie15BtXgpIH4t+pbYSf0XJMKopwrIoZMktNsuikGU4bSQasu39qj9GmdKRGSrVU1FWzJy/VI7K6KZSzr+i0GfCyBjzVxO+irJi6vxlu6n0q0Nlcv4Ghd1ki/nrhVGmtSgMt9HclBJ/RamoBudvlu0jkys2GtkAcmT7ANnOX8YJX2I0ca8WeSlKRTU4f6ObKhmJSLHLFWASLgiFAEjk/E3EX5Z0ZMA81VOWc2iGEn+HUM6/8jEKF8SDQYAQaY6xGpy/vhOnlCrxV5QOI+cv096oQHbMn1IqVbaP0cgmHgzCV18vbcaWtBO+4qQ2K8utxF9RCoycP5WtZop+sjAeByiVxhUbjWziwSC8dXUOtaj4mDl/qa5T3dyNbJP2ZijxdwhT5y9R2CfrppI8DRKoAvGXrP4UkG1SZLtOzVDi7xDV6Pyly4QxcP6xoSGpxN9sha9ME75ZoS3tnnRJvIsXoMTfMarB+esnRKVbAGUy4eutr3eoRcVHH9qScsJX38Fp4i/zFo6AEn/HMKzqWS3OX5ZUT5MJ32pw/jJdp/oOTsZJbSOU+DuEy+0GcbkMa/vIgl4cWUcnjfgblHeISxb20df2kVEYsxITlPNXlBq3z5dVz1+2myop8U3l8npBk0lQSvljLNVTFswmfGW+TtnPslynZijxdxCjuilSOX9d7RuWPy3LTWW0zaFsYR/DdF3IXdKZmRSZOjgjChJ/QsiFhJANhJAUIWSR7rmbCSFbCSGbCSFnC48v0R7bSghZWsjnVzrV5vyTEjp/IHPSPh4MwiOT+FdBzF/269SMQp3/egCfAbBSfJAQMg/AJQAOB7AEwG8JIW5CiBvAbwB8AsA8AJdqr61KpHf+JjF/WVLo9M6fplLyOf8qKe8ghu9k7OCMKEhpKKUfADBayn4+gOWU0iiAjwghWwEs1p7bSindrr1vufbajYW0o1JxGTh/2W4qmSd83TrnzzZykTnmzyd8JenAgczzKI7GlfMfGZMB7BZ+79AeM3u8KslKMYvFpLupZM6f5mEf7Rh5Rc/aWsfaVGyqIROG6EZw1SL+OZ0/IWQFgAkGT32XUvqX4jcp47OvBnA1AEydOrWUH+UIeucvU8VLwML5S3JT8bUa2kQ2LwgmycgGMHD+kp1DIHsEp8I+GpTSM0bwd/cAmCL83q49BovHjT77HgD3AMCiRYuo2esqlSznL5v4ezygqRRoKgXickknHCy8Ew8GAcg3pwFUh/jzTly7F2U8RiNKFfb5K4BLCCF+QsgMALMAvA3gHQCzCCEzCCE+pCeF/1qiNox6jJy/LHVvgOybKiWZOHobGgAAscFBAHKKhn6FLztG4nY71aSiw84Xuz5VqqcNCCEXEEI6AJwA4BlCyHMAQCndAOAxpCdy/wHgOkppklKaAPA1AM8B+ADAY9prqxLpnb8uJi6bOHLnPzQEQIiHSxT2cevWaqRiMbh9Pmn2KwCGCw2y8iPVssir0GyfpwA8ZfLcLQBuMXj87wD+XsjnyoLo/CmlSMZiUjl/fSxVOvGvEuevX/0qy8iN4dGJv2wjVDPUCl8HEZ0/nyyUSPx5FoXuGGW5qVj1zpjm/GVbwQwYr36V6fiA4U1bknrnr8I+ilIhOn8ZN5Bwyx72MXH+snRugPGEryznj6Gcv6LsZDh/yTY6AbLLH3BxlGQVMxN/FvOXrXMDhvcsYKtfZVuLAgzfc9z5s/OonL+iVMju/PXin4rFh1s2twAADZlJREFU4Pb7pZks9GqLuZjzl3HCl3XUNJkEIGnYR7vn2ArtVDwOopVclxm5j26UIzp/KcVfEw4xf1om4SAuF7z19cMxfxmdv8HqV9lSID0Gzl+mc2iGEn8HEZ1/UrJdrgDjVE/ZbipffT3iLOYv6YQvIPc5zEr1lLCDM0KJv4MYOX+ZYv5Zy+YljBf7GhqynL9Mx1gNHbg+24cVeJMdJf4O4vL5eJxYyrCPwYSvbDeVr6FB6jx/ly5dV0Zh1Gf7KOevKDluYROJpIzir8/zl1D8PYEAr+YpW8lqIDvsI+PojYu/NuEr43VqhBJ/BzFy/jKFfYxCBrIJh9vv57F+GcsdV2PMX8bRjRFK/B3EU1ODRCSSLu0go/PXh32iUeluKrffPzxpL+OEbxXE/F0eT7rqrAr7KMoF2+4vEYlI6fzdBlU9ZRMO0fnzCV+JhMModCfT8QHpnQjdmhEDlPNXlAG241M8GKyO2j5VIP7E7YZLonLH+l2uZOzAAcAbCAxP+EYi0oUnjVDi7yBshWgiFBp2/hJNFmbV9olGpbup3H4/EoL4y3T+AGGFr8TzNkB6xM3CPtH+fvibmhxuUelR4u8gLOwTD4UQGxgAINnm37qYfyIS4TnVsuD2+TImfGVzxfoOXNaQiKemhmf7RPv74W9udrhFpUeJv4N4hbBPpK8PntpaqW6sqhB/Mewj4YR2NYTuAGTE/KN9fahR4q8oJR4h7BPt60PNmDEOt6i46Gv7JMJhqeY0gOyYv2zCWA2pnkB6vUZcW68R7e+HT4V9FKWEh32CQUR7e+UTf83583ixhM7foxN/2eLh1bDIC0iv1I4PDSERjSIRDivnrygtPOwTCiHS1yddnFG/gbuszj+VSICmUnJO+Brl+UuW6gkMl+mI9vcDgHT3ohFK/B0kI+wjofPXF3ZLRCJSrWMAhrOzkrFYOuYvmTCKzj+VTIKmUlI6f39jI2IDA4gx8VdhH0Up0U/4yuY2xAVClFIko1Hpwj5c/KNRxIeG+O5esiCew3gwCGA4XCkTXs35R/r6ACjnrygxYqqnjM5fDBnIWLUUGC7lkIhGEentlU40ROcvs/gz5x9l4q+cv6KU8BW+Q0OIDgzIJxxC2IfXLpLY+UuZsSV04GyvYpnWojB8DQ1IxmIIdXYCUM5fUWLcXi9cHg+C+/cDlEp3wbncboAQJONxvoBGOuevE3/pzqGwwldm5+9rbAQADHZ0AFDirygD3ro67jZkvKlcHg9S8fhw2EdS55+IRKSet0nG43zHMq+kzh8ABnfvBqDCPooy4GtoQHDfPgCSir/XmxHzly3bx6OJf7irC6BUurAPqZKYP3f+u3aBuFxShrb0KPF3mJqWFgxobkPGm4rtU8zCPl5JnX/owAEA8oUL3MJCPdlj/kDa+fubmkBc8kuj/Ec4yqlpbeVDTZb6KRMuTfyTkjp/lu0T3L8fgHziz3L6E5GI1M7fz5z/7t1VUdoBUOLvOIHWVoBSAHLeVC6PJx32YRO+sjp/bd5GtrAPc/nxYFDqmD/rtMPd3VVR2gEAPE43oNoJtLbynz0SO39p8/w18Q/KGvbx+0FcLsSDQRBtkxoZTUrtuHH8Z9nOoRlK/B2mRhB/GW8qly7mL13Yh4m/FvaRzfkTQuCtq0N8aIjHwWUMT/qbm/m1Wg2ZPoAK+ziO6PxlvKncXi+SsRh3/rJN+LKRTEjSmD+QDvPEg0HEg0F4amulnAwlhHD3L+M5NEK+s1hhyO78PdreqLHBQQDyxYvZHMbQ3r0AIXziUCa8dXVp8R8akjLTh1Hb1gZAvtGbGSrs4zDsggMkFv9wGJGeHgDp1FaZYOIf6uyUNkXQW1eHmBb2kfEaZbBJ+3HHHONwS8pDQVcqIeRCQsgGQkiKELJIeHw6ISRMCHlP+3eX8NxCQsj7hJCthJBfEUJIIW2odBqmTuU/uyQrBwwI4t/bC299vXQlj5n401RK2nCBTwv7xIaGpBu5iQzt3QsAaD/5ZIdbUh4KtSnrAXwGwEqD57ZRSo/W/l0jPL4MwFcAzNL+LSmwDRVN0/Tp/GcZ+0FPIIBEKIRIT4+Uw2kxe0nWFEE24RsPBqV2/p946CG0n3IKmqZNc7opZaEg8aeUfkAp3Wz39YSQiQAaKaVvUkopgIcAfLqQNlQ6MsdQgXT6ajwcTpeslizkAwDE5eILvfwSdm5A9cT8D//853HJP//pdDPKRikDlDMIIWsIIa8QQk7SHpsMoEN4TYf2mCGEkKsJIasIIau6urpK2FRFqRBj/jI6f2A49COt8xeyfWQO+1QbOcWfELKCELLe4N/5Fm/bB2AqpXQBgG8C+CMhJO80CErpPZTSRZTSRW3CxKhsTFi8WNrcYq8W9gn39Ejp/IFh8ZfZ+ceGhtIxf4nDPtVGzmwfSukZ+f5RSmkUQFT7eTUhZBuA2QD2AGgXXtquPVbVXP7GG4CE8X5g2PnLuFMZg4u/rM5fC/tUS7XLaqEkYR9CSBshxK39PBPpid3tlNJ9AAYIIcdrWT5fAPCXUrShkiAul5STvUA65s/DPpI7f5nDPolQCLHBQXiU85eGQlM9LyCEdAA4AcAzhJDntKdOBrCOEPIegCcAXEMp7dGeuxbAfQC2AtgG4NlC2qAY3XgCAV7PX3rnL+nxsVBPIhRSzl8iClrkRSl9CsBTBo//CcCfTN6zCsARhXyuonIQq3hK6/y1dE9pnb/g9lXMXx7kW46oGFWI4i+rM5Y95i+6fZXtIw9K/BUlRRT/gKzOn8X8Je3clPOXEyX+ipIiVipVzr8yEQVfxfzlQYm/oqRURcxfducvhn2U85cGJf6KkpIh/pKKY1U5fwlLVlcrSvwVJUVcuSxjrXsg7Yzdfr90+xMzRPGvlXilfbWh6vkrSsp4oTa6jLXuAWDB176GKaeeKu1CPVH8A0r8pUGJv6KkuDwenPPoozi4bp3TTSkZTdOmSV0GWJzklbUGVTWixF9RcuZcdBFw0UVON0MxQkTnL+vophqRcxyuUCiKhsujPKKMKPFXKBSKKkSJv0KhUFQhajynUChysuT++9Eo7DetqHyU+CsUipwc8cUvOt0ERZFRYR+FQqGoQpT4KxQKRRWixF+hUCiqECX+CoVCUYUo8VcoFIoqRIm/QqFQVCFK/BUKhaIKUeKvUCgUVQihlDrdBlsQQroA7Bzh28cCOFjE5lQC1XjMgDruaqIajxnI77inUUoNN2GoGPEvBELIKkrpIqfbUU6q8ZgBddxOt6OcVOMxA8U7bhX2USgUiipEib9CoVBUIdUi/vc43QAHqMZjBtRxVxPVeMxAkY67KmL+CoVCocikWpy/QqFQKASU+CsUCkUVIrX4E0KWEEI2E0K2EkKWOt2eYkII+T0hpJMQsl54rIUQ8gIhZIv2/xjtcUII+ZX2PawjhBzjXMtHDiFkCiHkZULIRkLIBkLIDdrjsh93DSHkbULIWu24/1t7fAYh5C3t+B4lhPi0x/3a71u156c72f5CIIS4CSFrCCFPa79XwzHvIIS8Twh5jxCySnus6Ne4tOJPCHED+A2ATwCYB+BSQsg8Z1tVVB4AsET32FIAL1JKZwF4UfsdSH8Hs7R/VwNYVqY2FpsEgG9RSucBOB7Addo5lf24owBOp5QeBeBoAEsIIccDuBXA7ZTSQwH0ArhKe/1VAHq1x2/XXlep3ADgA+H3ajhmADiNUnq0kM9f/GucUirlPwAnAHhO+P1mADc73a4iH+N0AOuF3zcDmKj9PBHAZu3nuwFcavS6Sv4H4C8Azqym4wZQC+BdAMchvcrToz3Or3cAzwE4QfvZo72OON32ERxruyZ0pwN4GgCR/Zi19u8AMFb3WNGvcWmdP4DJAHYLv3doj8nMeErpPu3n/QDGaz9L911ow/oFAN5CFRy3Fv54D0AngBcAbAPQRylNaC8Rj40ft/Z8P4DW8ra4KNwB4CYAKe33Vsh/zABAATxPCFlNCLlae6zo17jawF1SKKWUECJlHi8hpB7AnwDcSCkdIITw52Q9bkppEsDRhJBmAE8BmONwk0oKIeQcAJ2U0tWEkFOdbk+ZOZFSuocQMg7AC4SQTeKTxbrGZXb+ewBMEX5v1x6TmQOEkIkAoP3fqT0uzXdBCPEiLfwPU0qf1B6W/rgZlNI+AC8jHfJoJoQwAyceGz9u7fkmAN1lbmqhfBzAeYSQHQCWIx36+R/IfcwAAErpHu3/TqQ7+sUowTUus/i/A2CWlh3gA3AJgL863KZS81cAV2o/X4l0TJw9/gUtM+B4AP3CELJiIGmL/zsAH1BKfyk8Jftxt2mOH4SQANLzHB8g3Ql8TnuZ/rjZ9/E5AC9RLSBcKVBKb6aUtlNKpyN9775EKb0cEh8zABBC6gghDexnAGcBWI9SXONOT26UeOLkkwA+RDo++l2n21PkY3sEwD4AcaTjfFchHeN8EcAWACsAtGivJUhnPm0D8D6ARU63f4THfCLS8dB1AN7T/n2yCo77SABrtONeD+D/ao/PBPA2gK0AHgfg1x6v0X7fqj0/0+ljKPD4TwXwdDUcs3Z8a7V/G5huleIaV+UdFAqFogqROeyjUCgUChOU+CsUCkUVosRfoVAoqhAl/gqFQlGFKPFXKBSKKkSJv0KhUFQhSvwVCoWiCvn/yKMHVrVcthgAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "def diff(data):\n",
+    "    ret = numpy.zeros(len(data) - 1)\n",
+    "    for i in range(len(ret)):\n",
+    "        ret[i] = data[i+1] - data[i]\n",
+    "    return ret\n",
+    "\n",
+    "an_dx_1 = diff(an_x_2)\n",
+    "plt.plot(an_dx_1, color='darkred')\n",
+    "print(len(an_dx_1))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "493\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "an_dx_2 = moving_average(an_dx_1, 2)\n",
+    "plt.plot(an_dx_2, color='darkred')\n",
+    "print(len(an_dx_2))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[0.08 0.54 1.   0.54 0.08]\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x7f9510b5fe80>]"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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qnV0Tj6fdPKCXnZHZSYNe5+dm1wRCIZLxOKklL+WPWySvPHldztELI/JFIJm5IYOGkbzIsGt0inQTGescQK/zc7UyVGkKTTJsXOcdNEtl9sKIfBGYFcnr5sln5B+DXp5uMmOlJOi1kMY1e0i3PQE8Jl5Brx2+3DAiXwS8InldRCIZj8+K5LWyM7zsGk3EwW2xl24i7xrJq2qimnxPvTAiXwS8PHldRNAtktfJznDNrtHo/Lyya5zPlTuunryyazTprL0wIl8EtPfk4/FZ2Sc62TWZha1AT5HP3Mgb9InkvbJrQK/NX9wwIl8EMiP5Cs0mfJKx2Kw8eZ3smsxOGk568jpkZrhm12i6J0BmFUowkbwhD+geyWcu9gK9Il23SL6ishKk1MLO8Muu0SkQAbSeG/PCiHwRyBSJgG6evMuK12BlpTY3j5cnD3pcQ6/FUKCfyOtcQ8oLI/JFwK3EKejz5fJc8arJMDhzPwDQKwr0KlDmfK7ccbOkjF1jyBuzIvmKCkQgoE+U5DLxqptdMyuFUgmEBufoVaAMlkYkr0NH7YcR+SKge4qh28SrTnaN62IojdLv3PawDWgm8l5VKEGPjtoPI/JFwDUFLxzW5svlZtfolF3j58nr0JElfBZD6ZJd4+vJa9BR+2FEvgh4ebq6iKBbgbJgZSUykUht1lDmLJWJVzdPPqGJJ2+yawwFI5lIIJNJd89aoyjJza4BPUTQrdSwTkN9v+waXSJ5M/FqKBhudUHUzzoIBHhPvIImIuhn12ggEEspT96kUBryjluFP9BsYnIpRPIa2zVLIbvGdTN2U9bAkA88I3mNPHm3Fa8VGvmdfnnyOlxD3zx5TUTet0CZBtfQDyPyBcYvktflBpIa2zUymUxNLGucJ++74lWziVfn91QEAgQqKrS4hn4YkS8wfp68DlEuWJG8pnaNW3oh6OXJq3MUwaB9TLcCZW4dGSyNfV6NyBcYv0i+3AVQ4VXWAMpf5O2FQjrbNVb2kBDCPqarJ6/zeg4vjMgXGLcJH9BM5D0KlEH5i6Df9YPyPz9w38PWzpPXRORVcoCzIwMTyRvygJsXCBrmyWsayXtGgJp58rOun2Yi75YcAHoFW14YkS8wnpGgZnnymV6nLtk1SyGSdxN5NSmpSxVKt3MEI/KGPKB7CqWUEplIzNrIWxcRTPp00qDHxKtbAT3QawtHr3OsMHaNYaHoPuHjmbWgicjbC4UyRF4Ioc1ozNPKCIe1ya5xW9AG+gRbfhiRLzBekbwuUVIyHgdYcpE8pCbtyv38wNvKCIRCWnxHwfscKyIRU7vGsDB8Uyg1+HJpH8n7ibwmpSk8/epwWCtP3s2u0eUa+mFEvsB4RfIV0SjxqSmklKVoVt5QkbxXdk2530B+Il+hUUftKoCajDbBZNcYCohXJB+KRoHyn7izU0Qz7Bpd6oJ4LYYCfQTC06/WSOSXsl1Tkf0l2RFCdACjQAKISym3CyGagLuBtUAH8E4p5WA+Pq+c8Izkq6oAiE9O2oJfjrhVMAQN7Rq3KDASKfuRCvhk14RCWk286my5+ZHPSP71UsptUsrt1s+3AA9LKTcAD1s/Lzk8s2tUJD85WfQ25RPbrsmceFXL4sv8Bkr4RPK6ZEj5ZdeYSL78KaRdcy3wPevx94C3FvCzFi1e2RnaiLxHJC8CgVR2RpmLoNdIDPSaPHfNrtEkRRT8J151OUcv8iXyEvi1EOIZIcRN1rHlUsoe63EvsDxPn1VWeNkZtshPTBS9TfnEa+IV9LiBsmXXlPv5QZYoV4PzA/8Vr7rbNXnx5IHXSim7hBDLgAeFEHudT0oppRDCNY3E6hRuAlizZk2emrN48IrkQw5PvpzxmniFlJ1R7jeQn10TjESYOnGi2E3KO35R7tSgHtNoiZkZQrW1s44buyZHpJRd1v/HgJ8C5wF9Qog2AOv/Yx6/+10p5XYp5fbW1tZ8NGdRkS2Sj2ki8roOhf0WQ+nuyeskgH4dmdoYRlcWLPJCiGohRK16DFwO7ALuA95vvez9wM8W+lnliPaevMeKV9BD5LPaNRqI4FIo3uU5ubwE9nnNh12zHPipVae5AvhPKeUDQoingXuEEDcCh4F35uGzyo5ELAZCpO26Aw67psw9eSWCKi/eiQ4isVRWvOqcIgo+8w7OVN+ammI3qygsWOSllAeBrS7HB4DLFvr+5U5yZoZgxq47oFEkr/liIa8UWNBnYtJrMZQuK3rB366B8k/19cOseC0wiVjM/QbSROR1zz7xLVCmwfnB0kgv9FzVuwTsGiPyBUZF8pnYE6+a2DVeE5PlPtz3stvAsms0EAdPT16jWuue9eRNJG9YKEmvSF6TFErfFEMNIsGktRw+024DPc4PrCX/LnMqKnuo3IvogX9HBiaSNyyAhFckr75cZS7yutsZXjVPIHUNZSJBMpEocqvyS2J62rNevi7phX5VKMFE8oYF4BXJCyFSW4+Vucjr7sn7ibwOAqFE3GskBuV9fgq/Vb2gxzl6YUS+wHhF8pDy5XX25HUQ+aTHhB24i2AiFuPBD3+Y3meeKUr7FopfCqxOAuhXhRKMXWNYAF6z+pDy5cs9kl8KKZRuESC4C8TA7t08/53v8IPt28vCxsk2pwLlL4DJRAKkNHaNoTAkpqddJ7XA2h2qzEVe++yaLJ48pAvE0P799uOJvr7CNi4PqLa7fUd1EUC/0hsVZuLVsFAS09OuQ2GwRN7YNYuauXrygw6RHzl8uLCNywO+nbQmAuhVDhv06cj8MCJfYPzsmpAGdo3filAdRD4Zi81J5If27bMfjxw5UtjG5QFb5DWO5HPpyHRZ2euGEfkCo7tdk7Q8a9c8cmvZfznnWft10m6e9XBHB81btgBlIvLKrtFYAP0ieV1WnvthRL7AZLNryr3UsK9nbZ23usnKkeQcPfnJ/n4aTjuNyvr6srBrkjlE8mU/r5KDyJf7feiHEfkCkzWS18CT9xRBa1VvbHy8mE3KK3P15Cf6+6lqbaW6ra0sJl7jSz2S12RRoh9G5AuMn0jo4Mn75ZGHrZ14ZsbGitmkvJKTXWMJpZSSyePHiba0EG1pYfL48aK1c77kEsmXuyfvl10jAoFUDaIyvw/9MCJfYHT35P06MVvkR0eL2aS84lVgDhzFraxId2ZkhGQsRrS1tWxE3s+TD2oS5fqtBQA9RtR+GJEvMEtZ5EPWJgwxXSP5DE9eiXo5RfJ+mSdhdf3K2G4D/0ge9BhR+2FEPk88+eUv8+Idd8w6Hs8i8jqUNchq15RxJJ+LJ6/smon+fgCqHJH8Ys8s8lsMFaquBvQRea+VyzoEW35oLfJPf/Wr7PnP/yz458QmJ9nx3/87v/qzP5v1nG92RlUVyVisLJa/e+FVwRBORoLlLPJ+efKZtcjtSN4S+WQ8zszISHEaOk/8rAxdRN4vuwaMyJctnTt28NinP80vbrjBvsgF+6zHHnM9LqX0rNUNeuTo5uLJl7tdkzW7xvLkVSSv7Bpg0Vs2qoPy2qNXBAJlPXEOuUXy5T6i9kNbkT/80EOujwvBwO7dwMl0LIXfakLQY3cov5GKDnaNbxVKNTGZEckru8Z5bLHiF8kLIQhVV5d/JO8z7wB6FAr0Q1uRHz50iEhjIyIYpPuJJwr6WdPWkDwxM5Pmwfr5nZCa8IG5RfIT/f388etft6PGUuNbtkHZNWUcCeay2Etdv8n+foKVlYSqq6lSIj8wUJyGzhO/SB5S17DcRd548poycugQzWecwbKtW+n+/e8L+lkqUpXJJNPDw/bxrBHEPOyaF2+/nUc+9jHue8c7gNR8wL3XXcfxl16aV9sXim92TXU1CFHWkbzf+YlAgFB1tX1+k8ePU9XaihBCi0ge0CKSz5pdY0S+PBnu6KB+3TpWnH8+vTt3FjTLIeYQsUlHhJ1zJD8Hu2b4wAEgNQ8w3NFBz1NPsf/ee/nFDTfMud35wM+uEUIQrqkpW09ezal4RYCQsqTU+U3099viXm4i7/kdra4u2+unyGXitZwt02xoKfKJWIyxri7q162jecsWZkZGGO/tLdjnOSPVibmI/DzsjOFDh6isrwfgyMMPM3zwIAAjHR1zanO+8LNrIHWO5RrJJ+NxkNLz+kH6+U0eP060tRWAcF0dgYqKxS/yPouhQJNIPocRtYnky4zJ48eRySTVK1bQfPrpAJzYu7dgn+cUMedNnc3vnE+K4dDBg6y94gpC1dUce/55BvbsAWB6eLgkGy7HJycJWbaTG5X19WkWVjmRrZOGVCRvi7wjkhdCEGluXvwiPzMDQhCoqHB9XgeRzxrJm4nX8kNNdkWam2kqkshXLV8OpOcUZ/U755himEwkGD1yhIb162k580z6n38+7bymBgfn1f6FEJuYsAuRuRFtaUmzsMqJbJ00pIu8Kk6myLbqddBRe75UqHUObqWiIRWIlLvIm4lXDZmyRD7a3ExNezsV0Wjajj35ZmZ0lOoVK4AMkc8SCc41kp8cGCAZj1O9ciXLtm1LibwVyavni018YsKeW3CjqrV1VibQ3Zdeyu//5/8sdNMWTK6RfGx0lJmxMWZGRqheudJ+zk/kX7j1Vm7buJGu3/0uv42eI/HJSTsBwI1QdXVZZ0dBbiKfmJ4u60WJfugp8idOACmRF0JQ097OeHd3wT5vZnSUaiuSd06iZrVr5hjJOzuv1q1bmR4eZujAAdouuCDt+WKSNZJvbU2L5OPT0xx99FGe+Pu/X/TphSr/Peucw9gYY11dANS2t9vPVbW2es4FvXDrrQD0P/98vpo7L7J10vmwa8a6u3niC19gpkQjgmzZNbrU6PFCS5F32jUANStXMlZIkR8Zoconks+aRz6HSB5SIr9s61b7ePtrXpN6vsj+byIWQyYS/pH8smX2HAmkb249VMDRVT6Yi12jRL7GIfLLzjqLwX37mHC5LmpDkQHHSKwUZOukw3V1zAwPLyg7be/dd/P7L36RX773vfN+j4WQzTbVYWW2H3qLfFMTUASRHx1NebFCpKVixbOIRDAUIlhZmfNweMrRebWceaZ9fNXFFwPFt2vUqMVPJKpaW5HJJJPW6MoZ2S72SH4uE6+jLiK/+pJLgNllL6SU9vzJ8RdfzGeT50y2SD7a2kpiZmZBAqjuva4nnihJwTY7TdQrktdgZbYfWor81MBAauWh9eWttkS+EF+wZDxOfHKScF3drKGtLYJWoSc3wnNIMXRG8uGaGq7+wQ94wze/yZpLL009X+RIXnVofp6uSilUls14T4/9nLLVnCQTCY488ggv3HprySs4Zsshh5N58mOdnUC6yK/Yvp1oaysv3nZb2u/EJydtC2HISoEtFdkieTWRvJAV1qNHj6be49gxRq2/UzFJTE+nMoi8FkNpUEjPDy1FfnJgwPbjIRXJxycmClIRUEXh4dpaQlVVaSKvRNDX83QspsmGU+QBttxwA9s+8hFCNTUEKytLFslnm3iFkyIx5hB5t/Y+/tnPcs9ll/Hrm26i56mn8tncOZNLJK8E4sQrr1BZX0/Y0aEHw2HO/tjHOPTLX6aNJKeHhoDUSHO8u9u2skpBfHLSP5JXi7oWIvJHjhCuqwOga8eOok9wqn2WPTOINNjBzA8tRX5qYMD24yEl8kBBLBvV+4drawlVV6dNvCrBD+Upkp8aGCAQCtnCohBCEGlqKvrEaywHu0ZF8hPHjgHpdk1mJD89PMzz3/42a6+4AkgN70tJLiKvFqYNvPRSWhSvWPW61wFwzDHBOmWJfMsZZ5CMx+2/TSmI5xrJL2CUOHLkCKe99a2Ea2v5xXvew7/X1hZ1BOO3cQ84PHkTyZcPKpJXFFPk3ewav0gpPJdI/vjxtBGKk8r6ertQWrHIKZJftgw4GQlO9vcTaWoi0tg4K5Lv3LGD2Pg4591yC/Wnnkp3idMLc5l4Vd+t3qefdhX5VmvupP+FF+xjKpJvPuMMANvPLwWxHDx5mH8kn4jFGOvupn7tWs675RYgNXo4+ItfzOv95tWGLCKvQyE9P7QV+WJF8jGHyFdUVaVNvCrB94uU5rLsX20S7UZlfX3RN6iIWQtIsi2GgpN2zfTwMJUNDUSam2dF8n07d4IQrNi+nZYzzmDIqtNTKnKJ5GtXr7Yfu4l8pLGR2qQwaeYAACAASURBVDVrOO4j8mMlFvlCevJj3d0gJXVr1nD+5z7HX8di1K1dy5GHH57X+80Hv93ZwEy8liVTGZF8dVsbUBiRV9GzWyQfm5ggWFlJIBj0/P25RODjfX32ytpMwnV1RS8fYEfyPhOvwVCIyoYGOxKcHh6msq7O1V7q3bmT5s2bCdfUUL1iRdokbSmYq8jXuog8QP26dfbkI5wU+ZZXvQog7blikzVPXs33zFPkR48cAaB2zRqEVT5h5YUXptlXhSYxNWVEXieklEydOJEm8uGaGsJ1dQVZEJVm12ROvI6P+/rxAJUNDUznWI5g4tgxe9FVJuG6uuJH8jl48mCterV855nhYcL19USamuy0SsXxXbtotfL/q9vamOjvz1qPp//FF3no5psLUtIhnoPIRxob7cdukTyQ6rCccxGWyDdt2kRFNFrSEUu2SF4IsaAU5BFL5OvWrLGPNW7YwOiRI3b2UqFJTE/P2tDHib3NobFryoOZkRGS8XiaXQOFy5X3m3jNFiVBSiRUZJeNCZ9IvhSFwHLx5CHl69p2zcgIlfX1KXvJ0d749DSjR47QuHEjYI2+pPSdlJTJJPdcdhnPfeMbPG75vfkkl0jeOT+y/OyzXV+TKfJ2dk1jI40bNjD4yiv5aO6ckVKmJl59RmIAtatWzXu0YUfyjhFPw/r1yGSS4SJVTs1m1wSCQSqqqkwkP1+EEFcKIV4WQuwXQuT/TswgM81QUXCRd8mTzzWSj09NEbf2CfX8nPFxYuPj3iK/mCP5ZcvS7Zr6eiINDWmd0vDBg8hkksbTTgOwawGN+Vg2x3fvTr2vEOz94Q/zvpdvLiIPcOUdd3DF7bfTdv75rs9Xt7UxMzpqL+ufHhqiIhKhIhKhcdMmTrz8cl7bnSvq/LJ10rWrV887v33k6FGizc1pn9FgXeNirXjONvEK6YXmdKOgIi+ECALfAK4CtgDvFkJsKeRnFlvkfSdeswyF4eRwP1s0r8oB+No1o6NFzbmO57AYClIiP261f2Z4mHBdHeGMkYeqyNi4YQMANdY8it8+AJ2PPw7An/zjPzIzOkrvH/4wzzNxJ5fsGoBXfeADnPnBD3o+rzosdQ2nh4aobGgAoGnjRoYPHfLtzApFLus4AGpWrWKss3Nei9NGjxyh1mHVADSceiqQ2huhGOQi8uVcEjsbhY7kzwP2SykPSilngB8B1+b7Q2ZGRznyyCMk43E7YszMQqleuTK18CTPqyhnRkcJVFTYe3tmplDmEsnDSZ/WCyUQKiVx1vtY+drFjEamhoZACCqthS5eVK9YweTx4yTj8TS7JjE9bY9g1OYn9evXA9gjlgkfkR/YvZvK+nrOvPFGAI7+5jcLPaU0stUeyhUl8moiecoh8puuv55gOMydZ5zBUJFET5FLWQpI2TWJmRkm+vvp3LHDM8c9MTNjd+aKkSNH0vx4KP6uWfEsE6+QCgpLUeBPMdbdXbBFYoUW+XbAaeZ1WsdshBA3CSF2CiF29s9zBn//ffdxz2WXMbBnjx35qYJhipqVK0nMzLgupc9ESpnzH3xmdJRwba29s72zZGlsfDwnTx7IOvmqvGm/7BqgqLny04ODVNbXIwL+X6PqFStASoY7OpCJhC3ygB09jXZ1URGJ2CMwOz/b58Yb7+mheuVKota+Ad1PPpmP07KxJ14XKvKqw7KuoTOSb33Vq3jL3XczNTjI4V//ekGfM1dUXnhWu2bVKiC1+9iPLr6Y72/b5vq6xz7zGb61YkXaJPjokSNpfjxAoKKCyvr6nO7FfJBt4hVSq49LVUtJSsltmzbx2Kc/XZD3L/nEq5Tyu1LK7VLK7a2ODRfmwort24FUCp6KltRwXzGXXPlf3Xgjt556ak7Wx/TIiL35R+aerbE8RvLjOdg1QFF9+anBwbTsEi9UJKu8ZzeRH+vqonrlSnsiM1RVlUrd84n2xnt77evcdsEF9Dz5ZF5Hatk21MiVSutvpMTPKfIAp775zYRqaoq+Gbs96s1y3ymR3n/vvYD3aHHfT38KwO4f/ABI3RvTw8Oz7BrwF9XJEyf4t9pa9lmft1BysWsizc0lE/mx7m5iY2N20kG+KbTIdwHObnyVdSyvNG7YQLi2lr6dOxnr6aGyoWFWzz0Xkd91xx2MHjnC/p/9LOtrJ44do8oaftqpWJZlExsfz92TzxbJ52jXFNNXnB4ampPID1oiH66rs0XOFvnu7rQ8cyFE1p2Vxnt67PdeeeGFTB4/ntd0xFzEIRciLiIfcYi8EILmLVsYKLLI26NDj++UQkXyu++6yz7mlv6oRjyq5pDKyMm0awDXxXCKzsceIzY2xiOf+ES2U8iJXK5j1Kc9hWLfvfcy3tdn7+7WtGlTQT6n0CL/NLBBCLFOCBEGrgfuy/eHiECAZWefTd8f/5i68TOieMDesWcsS5aAc+L0yCOPZP3skY4O6tatA056m+o9YmNj2SN5SwCyRRHjfX1EGhs9rYPKEkXylTmIvLKYVO30SFPTyTmEjEjeSbSlxfPvIqVkvLfXvtYrL7wQgO7f/34eZ+JOYmYmLyIfrq1FBIN2Rz6VEckDNG/eXNAtKt3INjpUVC1bRqCiwk6HhFRBNiexiQnbq1cBiZpMr7cmWp1EfSJ5dQ2d+xAsBFWgzI9oczOxsbG0zqv7978v2JaaE8eP87PrruNbK1YwsHs3gL1Vab4pqMhLKePAzcCvgD3APVLKgoQrDevXM9LRwXhPzyyrBlLRiAgGs+bmOjdx6N250/e1UkpGOjqoX7sWSI/k1aIsVdPei6rWVioiEXsTCS8mjh3z9OPB4ckXMZKfGhycJVZu2CJvRapOkZ8aGkJKyVh396zFRH6R/MzICPHJSTuSb96yhXBtbV7r3SSmprJ6ubkghCDS0MDU4CBSyll2DaRGOxP9/QUrryyTyVnvPdHXB9aIyQ8RCNjXRmVSDWeMmIYPHQLr/VXnobambHYRr4jPRGffM88AKdszHxlxudo1cDLYevYb3+A/L7qI33/pSwv+fDeUsAMcfughQjU1rsFpPii4Jy+lvF9KuVFKuV5K+eVCfU7dmjWM9/YyfOiQ6x8rGApRt2aNncXhhbIU1l11FceefdZ3xeXEsWPEp6aocxH5mdFRkvH4rFTOTIQQ1K1blzWdbKKvz3dYbUfGRZ54zcWuCVdXE66ttb/Y0ebmk3bN0BDTw8PEJyZsS00RbW72FHk7CrVEPhAMsup1r6Pj17/Om1DOjI3Nqvg5XyobG5kaHLRryWeKfLSlhWQsVrDsqB9feSW3Z4jtRF8f0ZYWAhUVWX9f+fJrLrsMOLmSVaHy6JvPOMOO5Af27KF21Sq7bIATP3tkuKPD/q7nY7PzXLNr4KTIq/kFv1z+0c5OHrjxRvb88IdzbpNzb+beP/yB2tWrFzz340XJJ17zRd0ppwCpyTiVa51J/bp1WUucqkh/3dVXk5ienvVldqIqC9qRvGPiNXMLQj/q163L2vn4rXaFEmXX5OjJQ0qM1Sgj0tRk38QTfX12tJZZ+yXa0uIZ7dn73Tqi0FOvvprhgwfToqSFkMtitlyJWCJvr3Z1EXkoTFphMh7n8IMPMvjKK2n2x3hfX1arRnHKG98IpHLcg5WVs+4LZYMuP/vsVLpsIsHAnj00bd7s+n6RpiamhoZmZbElEwlGjxzhlDe8AciPyOeSXWOXxO7rQ0qZKpaHv737wq23suv22/ndF74w5zY5rTlnAkEh0E7kwXsCo/7UU7NOzI0cPky0tdUuHuX1+t5nnuEXN9xAzcqVrLzoIiA9kp/yWJTl2q4skbyUkhGXVDQn4ZoaEMLTrhk6eDCv2QNqle5cRB5ABINU1tdTEYkQaWxkrKfHrsKY6clHmpuZPHHC1ZfN3OIRYMN11xGqruY/L7qIzh075nVeTmJ5jOQjjY1MDw7aWVSZcxmFFPkexyIxpzhnCxycnPuZz7DtL/+Ss26+mbo1a9L8eTgZyS8766zUdo/9/ZzYu9fTZ440NoKUs0Yu4z09JONxVr7mNQQrK+e0Kna0szPtXCHVwclkMmsk32Ctzxjav5+hAweYHh5GBIOeNmpsYoKXvv/91O8cODDnTcoH9uyxHQBg1ig2n2gp8o0eIr9i+3Ym+/t56p/+yXNCZ6Sjg7pTTjl50T1E/ul//mcS09O84+GHiVpCY4u8I5LPReRbzzyT6eFh/kUI9v7oR7OeH+/pIT45aS/5d0MEAqml2S6R/MzYGN/bupVvtLTkbdWvvR4hS2aGQq1biDQ22sPS6rY2xru7PSP5SEODqxDAyQ1HnCJfvWIFV9x+OzMjI/zx3/5tjmc0m9jYWKrzzAOVjY1MnThRkkjeGTU655z8Ct5lEopGecM3vkHjhg3Urlljdxbq/9HOTqqWL7cDkd5nniE2NkazRyTvlfKrRLV+3Trq166d0+Yit59+Onedf37a6CCXInOQ+u5VRCIM7ttnjwRPu+YaJgcGZtWZHz92jNs3b2ako4P2174WmUymlZLOhYE9e2i/6CK7XYXy40Ejka9ft872pb3yTTffcAORpiZ+e8stnulZI4cPU792LbXt7QQrK11tlPj0NAfvv5/T3/WutEklO7tmfPykCOUg8qe/+93240c/+clZzw9a0YzqeLxwq1/TuWMHD3zwg3aFvYP335+1PbmgIje/0YUTFclnbubiF8n7pYWqv29mJ3r6O9/J1g99iEMPPGDf4H74RWF5tWuamtLsGjdPHgqzubkz2WDIYX+MZ5nn8aJuzRpGDh+m/4UX+O4pp/CHf/5nRjs7qW1vtzvqIw89BOBp1yifPtNetDNy1q1LlVPIsdb+5IkTduqyc4OWXOsPiUCAhtNOY3DfPns9xxrLMsosznbo/vsZPXKEK++4g7fccw8Anb/9re/7P/iXf8mv/vzPmRkfZ2ZsjNEjR2javPnkPtRG5LMjhOAvDh3i+scfT9tn00m4pob3/vGPnP7ud/Ps179O37PPpj2fTCQY7uigft06RCCQ8vBdIvnRo0eJjY2x8jWvSTvutGvmEslX1tXxgV27OPPP/5zxvr5Zk72qDQ0+kTy415S/+3Wv45Uf/5i2Cy6gavnynNJCc8HeuNrKoc6GEnnnuoHqtjbGrEg+0tg4qy69c3I2k8mBgVRJBasjcNJ+8cXExsayTmbLZJL/c9pp3HvNNa7P53PiVXnyKiXPU+QLEMmPHD6cyo4Rwv5exiYmiI2N5WzXOKk75RTGe3psYXv8s59l8JVXaDjtNHvh06EHHgCYcyTfu3Mnoerq1IhhDiJ/zHEvdzkEVwU3uXTWjRs3cmLPHk7s3UvVsmU0WcFi5jXpeuIJKhsaOON976OmrY3WV7+aQ7/8JZAKAJ1p2JAqsvf8t77Fi7fdxpNf+pLdiTRv3mxvD5mLTswXbUQeUjfSqosv9n1N/Smn8MZvfSsV0f/t3yKltLMxRg4fJjE9bfuIDevXu4q8ulEzL0zIkSevvhi5etYtZ5yRWrlr5X87Gdi9m2A47LqoxEnm7lDTw8PIZJJoczNvvffe1GYNGR3bfBmxopvaHEV++TnnALDi3HPtYzUrVzLe08Pgyy+n2W2KbJF8pLHRtaSCeq9M3zgTVRTMq+PLp10TaWxEJhL2CChT5Cvr6xHB4IJFfuL48Vl/r5GODhpOPZXKujq7w1TZSfMReSXkzi38hg8epOn006lesYJARQUn9u6luq3N0w7yWtfRt3Mny885h0AwmBL5HGu6ODeYOb5rl/3YWdY5G23nn8/gvn10PvYYTZs2zdrVTNH7hz+w8sIL7e/euquuomvHDgb27uXWtWv5elOTveoXTu5VXNPezkt33mln1jRt3szVP/gBF//DP3DatXkv6WWjlcjnSmV9PefdcgsdDzzAVwMBvn/WWUgpT648s0ReTdRmpuS5+cFg5RALQWx8nJGODmra23NKT1N4rcrtefJJlp19dtb3CtfVpQ1/Vb7x1XfdRbXllzojo2QiwZP/8A88+41v8Ohf/zXfbm/PecXoWGcn4drarMXJFOuuuIJPzszwxm9/2z62bNs2krEYhx96iGVnnTXrd/wi+cyNYZyoztAvMwrwXZsgpcx7dg3AiDW6yByB5LLCNxvjvb18s7WVuy+5JO34sDXPpNI4IXtVUz/U3/fQL3+Zlh7ZdPrpBIJBe3Snyo24YUfyjvmW6eFhjj37rF2yuWbVKmQiYbfVD9Vht5x5ZtpCrSkPe8yN1dbfbejAAVacf77r/rZSSgb370+bUF531VUk43F+ctVVjPf2kozFeN7xPe956imClZWc/7d/y3hvL/t/9jNEMEjjaacRrq7m/M99znVEmi+WpMgDnHXzzXZE0v/883T//vezlhc3rF9PbGxsVk/uJfLCsg+mTpxgaP/+rPZKJmrBiVPkEzMz9O3caa/o9KNq+fK0lK+ep58GTt5sNe3tqbrm1o2164472PH5z/PwzTfzzNe+xlh3N09/5Ss5tXW0szNnq0YRDIXScoFVzjWcjPSdOBdMZTI5MOC50Kxm5UpEIJBd5B1edaZFlpiZIRmP5zVPHlKLhiqiUdcVmAsV+ecsYTn23HN2HZzpkRHb/400NNgd5sQCInnniHLzn/6p/VhZM2rBlHPUlombXbPv3ntJzMyw4brrgJOjxFxq2Y/39lJRVcXyc85Jm3eY9rDH3HBu+rLuiitcLbTJ48eJT0zYadMAKy+6iFB1NSMdHWx8xzvY9tGP0vfss/YIZNSqxLn28ssBeOXHP6Zh/foFF77LlSUr8qFolPf98Y98pLeXikiEl+++mxN79xJtbbUjRDXR+X8vu4xeKyoGh8i7DAFr2tsZ7+5mcP9+32wYN+xI3hFtH3v+eeJTUzmJ/LKtWxnr7raH4r1PP039qafa51Ob0YkceuABatrbef2//ivbP/1pNr7jHWlDcD9GOzupy3HS1Yuq1lY2vetdIITtTTrJrG/jxG9T80BFBTXt7VntGueEZGaHoLzcfNo1kBJ5L8FZqMgfeeghu+NTqYRqErJ169bUVpNK5K26NfOJ5J0Fx1accw43HT7Mm3/4Q3vrxrM//nE2vetdbPvoRz3fozJjXcdYdzePf/azNG/ZQtsFFwAng56cRN6qY9S0cSNj3d12RsyURzaTG4GKCt756KOsv+Ya2i++mIrKSsJ1dWlBnprnqbdKmUAqeNn4jncAsOkd72D5OecQn5iwvfexri5q2ttpWL/evse95ioKwZIVeUh56tXLl7Pmsss48F//lVq84Ui/XP3619Ny5pkc37WLBz74QTvtUg15XUV+5UoG9u5loq9vzpF8tLUVEQik+Ys9Vh2PnETeikS6duxASknv00/Tdt55J9umRL6rC5lMcvTRR1l7+eWc84lPcMlXvkL7a17DaGenb5plz9NPk4jFGD16dM6RvBtv+dGP+KvJSVqtdQlObE/eJZLPluNd50jz88IpHpmrL1WmRr7tmkKJfGxykp6nnuKMD3wAEQjYYtRvbZi9bOtWe/IXTnry2SpQulFRWWlbh61bt1K3Zg2nX3+9PUrb9uEP85Yf/chOLXZDjZBUJP/wzTcTGxvjLffcY7+PiuSz1ZsC7HImKrNOZelMe6xL8GLNJZdw3c9+Zo+0oi0taXaN+rs6c9wBLvvf/5vLv/tdNlx3Hc1bUvsiqRz/UUvkhRD2PbPhbW/LqT35YEmLvOLUN7+Z4UOH6NqxI81rC1dXc8OTT3LB3/0dx1980b7AUydOEKqudh1u1bS32xMrLS7C5UcgGEwtAHLc6J2//S017e05TXAuP+sswrW1/Pqmmzj0wAOMHjnC6te//mTbrChitKuL0a4upk6cYIWjE1AdgqoimEnXE09w13nn8bsvfIHx3t6cJ12z4VU8KhgOUxGNzorkZTKZquXjk/5Xu3p11kjeWfkz8zPsWut5tmuS8bin/1rlI/JSSu5///v53Re/6Fq2YWjfPpLxOG3nnUfNqlW299/5+ONUt7VR096eHsn39aWqtc6zANu7HnuMU9/0Jlpf/ep5/X4gGCRUXW1H8r3PPMOGt72NljPOsF8TbWkhGA7nHsm3tdmr3WeJfI5zR5lUOfYnhpOjP2ckD6kR36v/4i9So0jrPhvv6UkV0uvuto9d9vWvs/1Tn2KLw+YqNEbkgVPf9Cb7ceYKvVBVFastK0FllPgVHnOuXMuW6eOG80t14uWX2X/vvWz8b/8tp9+trK/nyjvuYOrECe699loijY1svuGGk21zRPKqRo9z5NK6bRsiEODYc8+5vv8Lt94KwHPf/CZImTeR98MpTIqpwUGS8biv1VC7Zg2jR4/6VjGcHh62O+rMz1DbOuYzhVLhlkkEJ6tuurV5+OBBdn//+/zuC19IW9CkGHAkDagV1Ml4nI5f/Yp1V12Vmi/KiOTnY9Uo2i+6iLf9/OcL8pXD1rqOZDzOWFfXrOwxFfnm6slXt7XZo2e1OfrU4CDh2to5JUA4qV2zJm3uZuTQIaItLb42XvXy5SAEY93dTA4MkJiZse+9tnPP5ZJ/+ZesG+3kEyPyQN3q1faky9orrpj9vPXlU5Gh32YZSuQbN2yY14x5tLWVyf5+ZDLJT9/yFsJ1dZz7N3+T8++vv+YagpWVJGMxTn/Pe9LWDIRragjX1THW1WX7hU6RD0WjNJx2GsdffNE+1rljB/0vvoiU0s59VlFvPuyabLjtvZltlyxIXbPEzIz9Wjemh4Zswc38DLUArT5jWD5fnFkoXov1oi0tyETCdQ7C2fEee/ZZfnjxxXxnzRrbdlGdduOGDXaNpmPPPcf08LA94RdpaCA2Pk4iFptTSYNCUVlfz/TQEGM9PchEwnVzkcxc+ROvvJI2PwYpq2p6eJjqFSsIVVVRu2qVLfJuFT/nQtOmTQwdPGiXIB4+dGiWVZNJoKKCqmXLUmtArLZnVlgtJkbkLd52//18pKfH1RtWYqZWvk0PD3sK+GnXXsurPvhB3jbPlaUqku/duZPBfft4/de+Nmu5vx/BUIir7ryTpk2b2PrhD896vqa9nbHubk68/LJredOWM8+0J+uGDx/mx1dcwS/e8x4GX3mFib4+TnvrW+3XFqr+tRO3SD6XOui5pFFOeYj8kUce4dAvf0mgosKz2N1cEULYQt/kIfJKdN029XaK/O4f/ICuHTsYPXqUo489BqRGfbVr1hCqqqJ5yxbGe3rosLYTVCmJzpTUxSDyUWs3Jr/NRWpXr7ZTXWUyye2bNvGD7dvTJs3VHJb6Ljdu3GiL/Fh3d9Zy3340bdqETCTs1OLhQ4dmWTVu1KxcmSbyc7mH840ReYvq5cvtVZmZhKJRoi0ttmDERkftLf8yqV21iitvv33OmTUKFckf+PnPEcEgp775zXN+j9Ovv54/27vXtcOqbW+37ZqmTZtmlTddtm0bQwcPMnH8OI98/OPEJyY4vmuXnfd79sc/br+2IYcv+0JxjeRzSP9T5Rb8RH5meDj1OiHsjmS0q4t7LruMPXfdRTIez2uam5o897JrlHi4rdQd2LOHptNPZ8V559Fhjajg5PzJ0P79doekfPIXb7uNaEuL/Xn2LmRDQ3OqW1MoVE15NUJ2K5HRuGEDI0eOEJ+aSlsk6FzPoY7XOEV+3z5e+o//4PCDD9oVLeeDCmQG9uxBJpOpsic5ivx4T4+dxJBZsqOYGJHPkdrVq21vUG3eXQiqWluZPHGC7ieeoPXVr/bNUJgPNZbIn7BEPpO1l18OUvLUl7/MgfvuY+uHPgTArjvvJBAK2fMMznmMQuIWyat6Qn51c1RU57eQZmpoiEhTE+HaWrsj6XNYAfmeHLvqe9/jgs9/3jNTyhZ5l3pJIx0d1K1dy3qr069pb2flhRfSZ62FGNq/3075XWalMg4fPMiqiy+2O3IVyY/39TE1ODivujX5REXySgjdKjE2btwIUjJ04EDa4jVnPZlZkfyGDUydOMEv3/c+AM688cZ5t7H5jDOoiEY5+pvf2LZNLgFcZiRfyFLC2TAinyORpiZbbAoq8suWgZQceeQR1wVCC6Vm5UpGOzsZOXzYtVrniu3bqW5r45l//Vcqqqq4+H/9r1SGy9AQjRs2EKio4ONjY1xrbapQaJRv62Rg795UtohPxkS0pSWVjuoh8olYjPjERGpTcUdH0vfMM4hAgI/09HC5NdGcL6pXrOC1X/qS5yRg1bJlVFRVeYp8/dq1bHnve6lavpyr7ryTxk2b7LK4kwMD9qRj1fLldvT+qj/7M/s9lMgrK6PUdo2K5CeOHSMYDrt653ZK5CuveIq8srfUSNxpsf35gQMLykkPRaOsufRSDvzXf9Hz5JPASfvLj+q2NiaOHWPk8GGqli0r2sInN4zI54hTbGbGxgom8s60y0KIvDPlzS2SF4EAb/z2t4k0NaX+b2y0bzQ1dA1XVxMMhfLeNjcqGxrsKFsmk+y9+26OPfts1hs3EAwSbWnxjOTVe1Y2NKRZQsdffJHGDRuoXrEiL1v/zQUhBA0uex7MjI0xOTBA3dq11K9dy1/29nLKG95A/bp1jHV326tbVSQvhOC9zzzDm+++m1Ovvtp+H2XXqEn3Uts10ZYW4lNT9k5QbjsjKcE+8cortg9fEY2mZdyM9/QggkGqrJx/tSjrnE9+kgaX/WXnyub3vIeRjg7uf+97CVVX0+xI8/SiZuVKkJK+P/6xpJOuAPPLK1qCKLGRyWReN5PIxCnsa63dePLJ6ksvtR+3v/a1rq857Zpr+Ojx4/ZNp24ev2XqhaKyvp7E9DTxqSmOPPooP7/+egA7rdWPquXLZxV7U9j50/X1acv9x/v6SuqfLjvrLA498AAymbTT7Owa6xlevrJ3VIE1ZynqaHMzp7/znWmvtyN5S+RLHcmrldgDu3d7WkeVdXVUr1jB4CuvEAyHiTQ1Ub92bbpd09tL9fLl9t+rbs0aPtLXR3We7KhN73oXL95+O92/+x2vvukmAsFg5Z5VIAAADH5JREFU1t9R1lP/88/Pa14tnxiRzxEVyauVkIWK5J35t9nqx8+H6mXLWP+Wt9C4aZPvjL8zqnrtl77EmksvZfunPpX39mTDWdqgy9rtadm2bZz1sY9l/d3q5cu9I3mHyIfr623vdLK/37VYWrFYc9ll7P6P/6D/xRdPeutWBJuZuqdE/vCDDwLZvy92JG/l1C8mkT/FJ6BR2TLh2lrqTjnFLlGtUCUNnORL4CE1KnynVR8/V5xZa/NNwsgXRuRzpNLKMVaLSQol8gA3HT5MoIB2yHX33Ten17edf35OPmQhcJY26HriCVacey5/mrHFmxdVy5fb+e6ZOJe7V9bXM2BZHhP9/SWdkFx7+eUgBK/85Ce2yKvFOJk5+8qK6Hz8caqWL89aZ6ciGiUQCi0au0b9nWUi4fs3b9y4kQP33Ue0pYXGjRupbGiwyzWAVdKgxJZIJs5J5LmWN8k3xpPPESU2KuIrpMjXrVlT0tn4xYSKPqcGBzmxd6/tt+ZCdVtbaml5Mpmqt+NYVOMsXKWsuEQsxvTQ0LzqueSLmrY21l15JS/dcUfaPgfByspZQljd1mZXc8xl1CeEsEdGoZoae/+DUuHcNcqvw2ncuJGJY8cY2L2b+rVr7bUk6u8zZpU0WEw4r1UhRuRzwYh8jqibQ0345Ks6ocEfdfMOHTjARF/fnFag1q9dS2J6moljx3jggx/kO6tW2Vv9ZUby08PDdiGqqhKKPKRWLY92dto2jaoHn7kUXghxclLcY1/jTFRKbrYNaIqBMz3Yr/3OlNO6U04h2tpKYnqa2Pg4yUSCyf7+RSfygYoKuy6UieTLBBXJ2yJfwEjecBI1DO/+3e+A2b60HyqNcOjAAfbcdRcAvdbioemMSF5aWz/C/Coz5hNljam2qs3l3VA1dja+/e05vXeLlV21bNu2hTYzrzhXUmfirKTamLFj08SxY8hk0nMhYyl5+wMP8Ka77iq5J29EPkcyI3mvFa+G/FLV0kIgFLK3UJtLJK86hFd+8hP7mNqXdHpoCBEIEKqpsTtwVbmw1JF865lnUhGN2jXh1ebyblz29a+z6Z3vdK255IaKmEvdkSne/utfc+m//7vvHqfBcJjXfeUrvOaLX2TdFVfY12eyv99eCLUY7c1IYyOb3/OeUjfDTLzmihIClc4239KlhrkhAgFq2tvtiTaviNYNlXL44m23AamOWu3/OWUVrnL61Kr+d6lXggYqKlKbSr/8MrGJCSaOHfMcwZzyhjfMadn++muu4ckvfYnTPDYvLzZr3/jGnFKFz/30p+3HSuSdJYAXm12zmDAinyMq0lDpZ4slEloK1La3M9LRQaSx0XXpuxfh2tpUOYqjR2k588xUZUBr8nV6cNAW98xIfjFc28YNG+h//nk7qJhL5+ZH27nn8ldTU/OuI78YcO69Kq0t9hajXbNYMHZNjigf8MSePYhgMKftxAz5QZVfaN6yZc51uF/3la9QUVXFJV/9KrWO2uRTQ0N25o4S+aH9+xGBQN7rBc2Hxg0bGD50yF79mq+Sx+C9SUu54IzkM0saGGZjRD5HQlVVVFRVIZNJos3NRS36v9Q521r4tPKii+b8u6e/613cfOIEa9/4xlRt8u5ukolEWp1xeyXovn1EFsm1bdiwgWQ8bq9mzVckrwOhmhqClZVMHj/OeE8PkcbGopegKCeMXTMHqlpbGTl8eFEM55cSy7Zt433PPee52UY2VORas2oVMpFgvLeX6aEh28dVHvzMyIi9P2epURk2z3zta9SsXDknm0p3hBD23qtTg4PGj89C6UOWMkJZNqXOvliKLNu6lVA0uqD3UKWJxzo7mR4asi03ZyS4WDrw5s2b7RHG1o98ZFGMLhYTakHU8MGDOdV3X8qYSH4OKAFQYm8oL9SetKOdnXZ2DZzcS3Ro//6SZ9YohBBcefvtDOzezbmf+Uypm7PoUJvrDB08yOpLLil1cxY1JjyYAyqSXCzRnmFuKJEfOngwVUveMXmuOm6/jUiKzYbrruOCz3++pLXIFytVra0M7N5NbGyM+jyUE9YZI/JzQJXmfdUHPlDahhjmRaSpiYpIxM6Vd27GPmZl3awxUWFZEG1tZcZa7Vvq2jCLHSPyc+CcT36STyWTacusDeWDsmUGLJF3RvItZ54JwKo/+ZOStM0wN5yT8OraGdwxnvwccNu5xlBe1K5aZdfBcYr8m+66i8H9++2cecPiZu3ll9uPMzdTMaRjRN6wpKhdtYrEzAxA2oK2SGMjbSXY+cowPxrWr6d161bWv+UtpW7KomdBIi+E+B/AXwCqiMTfSinvt577HHAjkAA+LqX81UI+y2DIBzXW5CvgunG0oTwQQvD+554rdTPKgnxE8l+TUv6L84AQYgtwPXAGsBJ4SAixUUqZyMPnGQzzptaIvGGJUaiJ12uBH0kpp6WUh4D9gJmtNJQcp8iXevs7g6EY5EPkbxZCvCCEuF0IoXLS2oGjjtd0WscMhpLitGsCFWZKyqA/WUVeCPGQEGKXy79rgW8B64FtQA/w1bk2QAhxkxBipxBiZ7+jPrTBUAhUJF9lonjDEiFrKCOlzGlHAiHErcDPrR+7AOfSwVXWMbf3/y7wXYDt27fLXD7LYJgvVcuW8ZovfjHn7fIMhnJnQXaNEMJZ/u06YJf1+D7geiFEpRBiHbAB+MNCPstgyAdCCC78u7+jefPmUjfFYCgKCzUl/1kIsQ2QQAfwIQAp5UtCiHuA3UAc+KjJrDEYDIbisyCRl1K+1+e5LwNfXsj7GwwGg2FhmNo1BoPBoDFG5A0Gg0FjjMgbDAaDxhiRNxgMBo0xIm8wGAwaY0TeYDAYNEZIuXgWmQoh+oHD8/z1FuB4HptTLizF816K5wxL87zNOefGKVJK182nF5XILwQhxE4p5fZSt6PYLMXzXornDEvzvM05Lxxj1xgMBoPGGJE3GAwGjdFJ5L9b6gaUiKV43kvxnGFpnrc55wWijSdvMBgMhtnoFMkbDAaDIQMj8gaDwaAxWoi8EOJKIcTLQoj9QohbSt2efGHtm3tMCLHLcaxJCPGgEGKf9X+jdVwIIf7d+hu8IIQ4u3Qtnz9CiNVCiEeFELuFEC8JIT5hHdf9vCNCiD8IIZ63zvv/sY6vE0I8ZZ3f3UKIsHW80vp5v/X82lK2fyEIIYJCiGeFED+3fl4K59whhHhRCPGcEGKndawg3/GyF3khRBD4BnAVsAV4txBiS2lblTfuBK7MOHYL8LCUcgPwsPUzpM5/g/XvJlL775YjceBTUsotwAXAR63rqft5TwOXSim3ktoz+UohxAXAPwFfk1KeBgwCN1qvvxEYtI5/zXpdufIJYI/j56VwzgCvl1Juc+TEF+Y7LqUs63/AhcCvHD9/DvhcqduVx/NbC+xy/Pwy0GY9bgNeth5/B3i32+vK+R/wM+CNS+m8gSrgj8D5pFY+VljH7e868CvgQutxhfU6Ueq2z+NcV1mCdimpPaKF7udstb8DaMk4VpDveNlH8kA7cNTxc6d1TFeWSyl7rMe9wHLrsXZ/B2s4fhbwFEvgvC3b4jngGPAgcAAYklLGrZc4z80+b+v5YaC5uC3OC/8K/A2QtH5uRv9zhtSWqb8WQjwjhLjJOlaQ7/hC93g1lBAppRRCaJkDK4SoAX4C/JWUckQIYT+n63nL1D7I24QQDcBPgdNL3KSCIoR4M3BMSvmMEOKSUrenyLxWStklhFgGPCiE2Ot8Mp/fcR0i+S5gtePnVdYxXekTQrQBWP8fs45r83cQQoRICfxdUsr/zzqs/XkrpJRDwKOkrIoGIYQKxpznZp+39Xw9MFDkpi6U1wDXCCE6gB+Rsmz+Db3PGQApZZf1/zFSHfp5FOg7roPIPw1ssGbkw8D1wH0lblMhuQ94v/X4/aQ8a3X8fdZM/AXAsGPoVzaIVMh+G7BHSvn/Op7S/bxbrQgeIUSU1DzEHlJi/3brZZnnrf4ebwcekZZhWy5IKT8npVwlpVxL6r59REp5AxqfM4AQoloIUaseA5cDuyjUd7zUExB5msS4GniFlIf5+VK3J4/n9UOgB4iR8uFuJOVBPgzsAx4CmqzXClJZRgeAF4HtpW7/PM/5taT8yheA56x/Vy+B83418Kx13ruAv7eOnwr8AdgP/F+g0joesX7ebz1/aqnPYYHnfwnw86Vwztb5PW/9e0lpVqG+46asgcFgMGiMDnaNwWAwGDwwIm8wGAwaY0TeYDAYNMaIvMFgMGiMEXmDwWDQGCPyBoPBoDFG5A0Gg0Fj/n/8/qSmg/KkWQAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "HW = numpy.hamming(5)\n",
+    "print(HW)\n",
+    "an_dx_3 = numpy.convolve(-an_dx_2, HW) / sum(HW)\n",
+    "plt.plot(an_dx_3, color='darkred')\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x7f950e2f79e8>]"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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0mnTzgF52RmonDXqdn5td4wsEiEejJJa8lD5ukbzy5HU5Ry+MyBeAeOqGDBpG8iLFrtEp0o2lrHMAvc7P1cpQpSk0ybBxnXfQLJXZCyPyBWBGJK+bJ5+Sfwx6ebrxlJWSoNdCGtfsId32BPCYeAW9dvhyw4h8AfCK5HURiXg0OiOS18rO8LJrNBEHt8Veuom8aySvqolq8j31woh8AfDy5HURQbdIXic7wzW7RqPz88qucT5X6rh68squ0aSz9sKIfAHQ3pOPRmdkn+hk16QWtgI9RT51I2/QJ5L3yq4BvTZ/ccOIfAFIjeTLNJvwiUciM/LkdbJrUjtpOOnJ65CZ4Zpdo+meAKlVKMFE8oYcoHskn7rYC/SKdN0i+bLycpBSCzsjXXaNToEIoPXcmBdG5AtAqkj4dPPkXVa8+svLtbl5vDx50OMaei2GAv1EXucaUl4YkS8AbiVOQZ8vl+eKV02Gwan7AYBeUaBXgTLnc6WOmyVl7BpDzpgRyZeVIXw+faIkl4lX3eyaGSmUSiA0OEevAmWwOCJ5HTrqdBiRLwC6pxi6TbzqZNe4LobSKP3ObQ9bn2Yi71WFEvToqNNhRL4AuKbgBYPafLnc7BqdsmvSefI6dGSxNIuhdMmuSevJa9BRp8OIfAHw8nR1EUG3AmX+8nJkLJbYrKHEWSwTr26efEwTT95k1xjyRjwWQ8bj7p61RlGSm10DeoigW6lhnYb66bJrdInkzcSrIW+41QVRP+sgEOA98QqaiGA6u0YDgVhMefImhdKQc9wq/IFmE5OLIZLX2K5ZDNk1rpuxm7IGhlzgGclr5Mm7rXgt08jvTJcnr8M1TJsnr4nIpy1QpsE1TIcR+TyTLpLX5QaSGts1Mh5PTCxrnCefdsWrZhOvzu+p8PnwlZVpcQ3TYUQ+z6Tz5HWIcsGK5DW1a9zSC0EvT16do/D77WO6FShz68hgcezzakQ+z6SL5EtdABVeZQ2g9EXeXiiks11jZQ8JIexjunryOq/n8MKIfJ5xm/ABzUTeo0AZlL4Iprt+UPrnB+572Np58pqIvEoOcHZkYCJ5Qw5w8wJBwzx5TSN5zwhQM09+xvXTTOTdkgNAr2DLCyPyecYzEtQsTz7V69Qlu2YxRPJuIq8mJXWpQul2jmBE3pADdE+hlFIiY7EZG3nrIoLxNJ006DHx6lZAD/TawtHrHMuMXWOYL7pP+HhmLWgi8vZCoRSRF0JoMxrztDKCQW2ya9wWtIE+wVY6jMjnGa9IXpcoKR6NAiy6SB4Sk3alfn7gbWX4AgEtvqPgfY5loZCpXWOYH2lTKDX4cmkfyacTeU1KU3j61cGgVp68m12jyzVMhxH5POMVyZeFw0QnJ5FSFqNZOUNF8l7ZNaV+A6UT+TKNOmpXAdRktAkmu8aQR7wi+UA4DJT+xJ2dIppi1+hSF8RrMRToIxCefrVGIr+Y7ZqyzC/JjBCiDRgBYkBUSrlNCNEA3A2sBtqAd0spB3LxeaWEZyRfUQFAdGLCFvxSxK2CIWho17hFgaFQyY9UIE12TSCg1cSrzpZbOnIZyb9RSrlVSrnN+vlm4BEp5TrgEevnRYdndo2K5CcmCt6mXGLbNakTr2pZfInfQLE0kbwuGVLpsmtMJF/65NOuuQb4ofX4h8Db8/hZCxav7AxtRN4jkhc+XyI7o8RF0GskBnpNnrtm12iSIgrpJ151OUcvciXyEnhQCLFDCHGjdWyplLLLetwNLM3RZ5UUXnaGLfLj4wVvUy7xmngFPW6gTNk1pX5+kCHK1eD8IP2KV93tmpx48sDrpZQdQoglwENCiL3OJ6WUUgjhmkZidQo3AqxatSpHzVk4eEXyAYcnX8p4TbxCws4o9RsonV3jD4WY7O8vdJNyTrood3JAj2m02PQ0gerqGceNXZMlUsoO6//jwC+Ac4EeIUQLgPX/cY/f/YGUcpuUcltzc3MumrOgyBTJRzQReV2HwukWQ+nuyeskgOk6MrUxjK7MW+SFEJVCiGr1GLgM2AXcB3zQetkHgV/O97NKEe09eY8Vr6CHyGe0azQQwcVQvMtzcnkR7POaC7tmKfALq05zGfBfUsoHhBDPA/cIIW4AjgDvzsFnlRyxSASESNp1Bxx2TYl78koEVV68Ex1EYrGseNU5RRTSzDs4U32rqgrdrIIwb5GXUh4Ctrgc7wMune/7lzrx6Wn8KbvugEaRvOaLhbxSYEGfiUmvxVC6rOiF9HYNlH6qbzrMitc8E4tE3G8gTURe9+yTtAXKNDg/WBzphZ6reheBXWNEPs+oSD4Ve+JVE7vGa2Ky1If7XnYbWHaNBuLg6clrVGvds568ieQN8yXuFclrkkKZNsVQg0gwbi2HT7XbQI/zA2vJv8ucisoeKvUiepC+IwMTyRvmQcwrkldfrhIXed3tDK+aJ5C4hjIWIx6LFbhVuSU2NeVZL1+X9MJ0VSjBRPKGeeAVyQshEluPlbjI6+7JpxN5HQRCibjXSAxK+/wU6Vb1gh7n6IUR+TzjFclDwpfX2ZPXQeTjHhN24C6CsUiEhz76Ubp37ChI++ZLuhRYnQQwXRVKMHaNYR54zepDwpcv9Uh+MaRQukWA4C4Qfbt389L3v8+Pt20rCRsn05wKlL4AxmMxkNLYNYb8EJuacp3UAmt3qBIXee2zazJ48pAsEIMHDtiPx3t68tu4HKDa7vYd1UUA05XeKDMTr4b5Epuach0KgyXyxq5Z0MzWkx9wiPzwkSP5bVwOSNtJayKAXuWwQZ+OLB1G5PNMOrsmoIFdk25FqA4iH49EZiXyg/v324+Hjx7Nb+NygC3yGkfy2XRkuqzsdcOIfJ7R3a6JW561ax65tey/lPOs03XSbp71UFsbjZs2ASUi8squ0VgA00Xyuqw8T4cR+TyTya4p9VLDaT1r67zVTVaKxGfpyU/09lJ32mmU19aWhF0TzyKSL/l5lSxEvtTvw3QYkc8zGSN5DTx5TxG0VvVGxsYK2aScMltPfry3l4rmZipbWkpi4jW62CN5TRYlpsOIfJ5JJxI6ePLp8siD1k4806OjhWxSTsnKrrGEUkrJxIkThJuaCDc1MXHiRMHaOVeyieRL3ZNPl10jfL5EDaISvw/TYUQ+z+juyafrxGyRHxkpZJNyileBOXAUt7Ii3enhYeKRCOHm5pIR+XSevF+TKDfdWgDQY0SdDrGQJsW2bdsmt2/fPuvf+5sH/oYXu1/MQ4vmT8dTT1GxZAn169bNeG7wwAHGurtpff3ri9Cy3NC3Zw/Tw8O0nHfejOcm+vo4sWsXS886yxb8UqP7+ecpq6igafPmGc9FJyboeu45GjdupGLJEvvnhg0bmBoeYrKvj+UXXFiEVmfPZH8/vTt3svTMMwnW1CQ9F5uaovOZZ2hYv57KlpYitXD+TI+O0rNjB02bNxNuaprxfOfTTxNqaKBhw4YitO4kW5dt5ZtXfHNOvyuE2CGl3Ob2nInkc8TwkSOMdXfPOC5lHOFz/zMLnw8Zj+e7aflFSs/zU5t7l3KBq3TXDyujSF1D2xYIBvEHAiUx4Wx//1zOUZ13yX9HrfZrfR+mQ0q5YP6dffbZMpc89/Wvy9133ZXT93Rjenxc3gLyFpjx3P8KBuXjn/+86+899U//JG8BGYtG893EvPH/rr5a3rlli+tz3Tt2yFtA7vvFLwrcqtzx/VNOkfd/8IOuz412dclbQL7w3e9KKaU88KtfyVtAdj73nHzu61+Xt4CcHBwsYGtnz9577pG3gDy+c+eM5yITE/IWkM987WtFaFnuOPaHP8hbQB5+8EHX5+94zWvkvddeW+BW5RZgu/TQVW0j+fYnn+Txz36W31x/vZ1ClbfPevxx1+NSSs9a3aBHjm42nnykxCdeM2bXWJ78eG8vgD3xCix4X1558l579Aqfr6QnziF9dg3oUSgwHdqK/JGHH3Z9nA/6du8GTqZjKdKtJgQ9dodKl0euy8SrZ3aNmpi0hFIJeoU18eo8tlBJNykphCBQWVnSKbCQfsUr6FEoMB3aivzQ4cOE6usRfj+dTz2V18+aGh4GEl8m6ZjITlf8CRIplDC7SH68t5c/fetbdtRYbNKWbaiqAko/hTLTYi91/SZ6e/GXlxOorKRCiXxfX2EaOkfSRfKQuIalLvLZRPJG5EuQ4cOHady8mSVbttD59NN5/SwVqcp4nKmhIft4xghiDnbNzttv59FPfIL73vUuILFS795rr+XEK6/Mqe3zJe06gMpKEKKkI/l05yd8PgKVlfb5TZw4QUVzM0IILSJ5QItIPl2ePEDAiHxpMtTWRu2aNSw77zy6t2/Pa/2UiEPEJhwRdtaR/CzsmqGDB4HEPMBQWxtdzz7LgXvv5TfXXz/rdueCdHaNEIJgVVXJevJqTsUrAoSEJaXOb7y31xb3UhN5z+9oZWXJXj9FurIGYDz5kiQWiTDa0UHtmjU0btrE9PCwa3pjrnBGquOzEfk52BlDhw9TXlsLwNFHHmHo0CEAhtvaZtXmXJHOroHEOZZqJB+PRkFKz+sHyec3ceIE4eZmAII1NfjKyha+yKdZDAWaRPJZjKhNJF9iTJw4gYzHqVy2jMbTTwegf+/evH2eU8ScN3UmvzOoRH4WIjh46BCrL7+cQGUlx196ib49ewCYGhoqSj56dGKCgGU7uVFeW5tkYZUSmTppSETytsg7InkhBKHGxoUv8tPTIIS9piEVHUQ+YyRvJl5LDzXZFWpspKFAIl+xdCmQXIwro985yxTDeCzGyNGj1K1dS9MZZ9D70ktJ5zU5MDCn9s+HyPi4XYjMjXBTU5KFVUpk6qQhWeRVcTJFptIGA47a88UiNjWFPxh0LRUNiUCk1EXeTLxqyKQl8uHGRqpaWykLh5N27Mk10yMjVC5bBqSIfIZIcLaR/ERfH/FolMrly1mydWtC5K1IXj1faKLj4/bcghsVzc0zMoHuvuQSnv4f/yPfTZs32UbykZERpkdHmR4epnL5cvu5dCL/8q23ctv69XT88Y+5bfQsiU5M2AkAbgQqK0s6OwqyE/nY1FRJ7Mk7F/QU+f5+ICHyQgiqWlsZ6+zM2+dNj4xQaUXyzknUjHbNLCN5Z+fVvGULU0NDDB48SMv55yc9X0gyRvLNzUmRfHRqimOPPcZT//iPCz69UOW/Z5xzGB1ltKMDgOrWVvu5iuZmz7mgl2+9FYDel17KVXPnRKZOOhd2zWhnJ0996UtMF2lEkCm7RgVbpT5i8UJLkXfaNQBVy5czmk+RHx6mIk0knzGPfBaRPCREfsmWLfbx1te9LvF8gf3fWCSCjMXSR/JLlthzJJC8ufVgHkdXuWA2do0S+SqHyC8580wG9u9n3OW6qA1F+hwjsWKQqZMO1tQwPTQ0r+y0vXffzdNf/jK/ff/75/we8yGTbarDyux06C3yDQ1AAUR+ZCThxQqRlIoVzSAS/kAAf3l51sPhSUfn1XTGGfbxFRddBBTerlGjlnQiUdHcjIzHmbBGV87IdqFH8rOZeB1xEfmVF18MzCx7IaW0509O7NyZyybPmkyRfLi5mdj09LwEUN17HU89VZStIO00Ua9IXoOV2enQUuQn+/oSKw+tL2+lJfL5+ILFo1GiExMEa2pmDG1tEays9Pz94CxSDJ2RfLCqiqt+/GPe9J3vsOqSSxLPFziSVx1aOk9XpRQqy2asq8t+TtlqTuKxGEcffZSXb7216HvDZsohh5N58qPt7UCyyC/bto1wczM7b7st6XeiExO2hTBopcAWi0yRvJpIns8K65FjxxLvcfw4I9bfqZDEpqYSGURei6HmkOVWSmgp8hN9fbYfD4lIPjo+zrRVfiCXqCg8WF1NoKIiSeSVCKb1PB2LaTLhFHmATddfz9aPfYxAVRX+8vKiRfKZJl7hpEiMOkTerb1PfP7z3HPppTx44410PftsLps7a7KJ5JVA9O/bR3ltLUFHh+4PBjnrE5/g8G9/mzSSnBocBBIjzbHOzqKWuY1OTKSP5NWirvmI/NGjdq36jiefLPgEp9pn2TODSIMdzNKhpchP9vXZfjwkRB7Ii2Wjev9gdTWBysqkiVcl+IEcRfKTfX34AgFbWBRCCEINDQWfeI1kYdeoSH78+HEg2a5JjeSnhoZ46XvfY58dFwMAACAASURBVPXllwOJ4X0xyUbk1cK0vldeSYriFSve8AYAjjsmWCctkW/avJl4NGr/bYpBNNtIfh6jxOGjRznt7W8nWF3Nb973Pv6jurqgI5h0u7OBw5M3kXzpoCJ5RSFF3s2uSRcpBWcTyZ84kTRCcVJeW2sXSisUWUXyS5YAJyPBid5eQg0NhOrrZ0Ty7U8+SWRsjHNvvpnaU0+ls8jphdlMvKrvVvfzz7uKfLM1d9L78sv2MRXJN1q7TSk/vxhEsvDkYe6RfCwSYbSzk9rVqzn35puBxOjh0G9+M6f3m1MbMoi8DoX00qGtyBcqko84RL6soiJp4lUJfrpIaTbL/tUm0W6U19bmxY5KR8RaQJJpMRSctGumhoYor6sj1Ng4I5Lv2b4dhGDZtm00bd7MoFWnp1hkE8lXr1xpP3YT+VB9PdWrVnEijciPFlnk8+nJj3Z2gpTUrFrFeV/4An8biVCzejVHH3lkTu83F6JZRvLGky8hJlMiebU/ZT5EXkXPbpF8ZHwcf3k5Pr/f8/dnE4GP9fTYK2tTCdbUFLx8gB3Jp5l49QcClNfV2ZHg1NAQ5TU1rvZS9/btNG7cSLCqisply5ImaYvBbEW+2kXkAWrXrLEnH+GkyDe95jUASc8Vmox58mq+Z44iP3L0KADVq1YhrPIJyy+4IMm+yjexyUkj8johpWSyvz9J5INVVQRravKyICrJrkmdeB0bS+vHA5TX1TGVZTmC8ePH7UVXqQRragofyWfhyYO16tXynaeHhgjW1hJqaLDTKhUndu2i2cr/r2xpYby3N2M9nt6dO3n4ppvyUtIhmoXIh+rr7cdukTyQ6LCccxGWyDds2EBZOFzUEUumSF4IMa8U5GFL5GtWrbKP1a9bx8jRo3b2Ur6JTU3N2NDHibpHTZ58iTA9PEw8Gk2yayB/ufLpJl4zRUmQEAkV2WViPE0kX4xCYNl48pDwdW27ZniY8trahL3kaG90aoqRo0epX78esEZfUqadlJTxOPdceikvfvvbPGH5vbkkm0jeOT+y9KyzXF+TKvJ2dk19PfXr1jGwb18umjtrpJSJidc0IzGA6hUr5jzasCN5x4inbu1aZDzOUIEqp2aya3x+P2UVFSaSnytCiCuEEK8KIQ4IIXJ/J6aQmmaoyLvIu+TJZxvJRycniVr7hHp+ztgYkbExb5FfyJH8kiXJdk1tLaG6uqROaejQIWQ8Tv1ppwHYtYBG01g2J3bvTryvEOz9yU9yvpdvNiIPcMUdd3D57bfTct55rs9XtrQwPTJiL+ufGhykLBSiLBSifsMG+l99NaftzhZ1fpk66eqVK+ec3z587Bjhxsakz6izrnGhVjxnmniF5EJzupFXkRdC+IFvA1cCm4D3CiE25fMzCy3yaSdeMwyF4eRwP1M0r8oBpLVrRkYKmnMdzWIxFCREfsxq//TQEMGaGoIpIw9VkbF+3ToAqqx5lHT7ALQ/8QQAf/bP/8z0yAjdzz03xzNxJ5vsGoDXfOhDnPHhD3s+rzosdQ2nBgcpr6sDoGH9eoYOH07bmeWLbNZxAFStWMFoe/ucFqeNHD1KtcOqAag79VQgsTdCIchG5Eu5JHYm8h3JnwsckFIeklJOAz8Frsn1h0yPjHD00UeJR6N2xJiahVK5fHli4UmOV1FOj4zgKyuz9/ZMTaHMJpKHkz6tF0ogVErijPex8rULGY1MDg6CEJRbC128qFy2jIkTJ4hHo0l2TWxqyh7BqM1PateuBbBHLONpRL5v927Ka2s544YbADj2+9/P95SSyFR7KFuUyKuJ5EmHyG+47jr8wSB3bt7MYIFET5FNWQpI2DWx6WnGe3tpf/JJzxz32PS03Zkrho8eTfLjofC7ZkUzTLxCIigsRoE/xWhnZ94WieVb5FsBp5nXbh2zEULcKITYLoTY3jvHGfwD993HPZdeSt+ePXbkpwqGKaqWLyc2Pe26lD4VKWXWf/DpkRGC1dX2zvbOkqWRsbGsPHkg4+Sr8qbTZdcABc2VnxoYoLy2FuFL/zWqXLYMpGSorQ0Zi9kiD9jR00hHB2WhkD0Cs/Oz09x4Y11dVC5fTtjaN6DzmWdycVo29sTrfEVedVjWNXRG8s2veQ1vu/tuJgcGOPLgg/P6nNmi8sIz2jUrVgCJ3cd+etFF/GjrVtfXPf65z/HdZcuSJsFHjh5N8uMBfGVllNfWZnUv5oJME6+QWH1crFpKUkpu27CBxz/72by8f9EnXqWUP5BSbpNSbmt2bLgwG5Zt2wYkUvBUtKSG+4rZ5Mr/7oYbuPXUU7OyPqaGh+3NP1L3bI3kMJIfy8KuAQrqy08ODCRll3ihIlnlPbuJ/GhHB5XLl9sTmYGKikTqXppob6y7277OLeefT9czz+R0pJZpQ41sKbf+Rkr8nCIPcOpb30qgqqrgm7Hbo94M950S6QP33gt4jxb3/+IXAOz+8Y+BxL0xNTQ0w66B9KI60d/Pv1dXs9/6vPmSjV0TamwsmsiPdnYSGR21kw5yTb5FvgNwduMrrGM5pX7dOoLV1fRs385oVxfldXUzeu7ZiPyuO+5g5OhRDvzylxlfO378OBXW8NNOxbIsm8jYWPaefKZIPku7ppC+4tTg4KxEfsAS+WBNjS1ytsh3diblmQshMu6sNNbVZb/38gsuYOLEiZymI2YjDtkQchH5kEPkhRA0btpEX4FF3h4denynFCqS333XXfYxt/RHNeJRNYdURk6qXQO4LoZTtD/+OJHRUR791KcynUJWZHMdw2naky/233svYz099u5uDRs25OVz8i3yzwPrhBBrhBBB4Drgvlx/iPD5WHLWWfT86U+JGz8ligfsHXtGM2QJOCdOjz76aMbPHm5ro2bNGuCkt6neIzI6mjmStwQgUxQx1tNDqL7e0zooL1IkX56FyCuLSdVODzU0nJxDSInknYSbmjz/LlJKxrq77Wu9/IILAOh8+uk5nIk7senpnIh8sLoa4ffbHflkSiQP0LhxY163qHQj0+hQUbFkCb6yMjsdEhIF2ZxExsdtr14FJGoyvdaaaHUSThPJq2vo3IdgPqgCZekINzYSGR1N6rw6n346b1tqjp84wS+vvZbvLltG3+7dAPZWpbkmryIvpYwCNwG/A/YA90gp8xKu1K1dy3BbG2NdXTOsGkhEI8Lvz5ib69zEoXv79rSvlVIy3NZG7erVQHIkrxZlqZr2XlQ0N1MWCtmbSHgxfvy4px8PDk++gJH85MDADLFywxZ5K1J1ivzk4CBSSkY7O2csJkoXyU8PDxOdmLAj+cZNmwhWV+e03k1scjKjl5sNQghCdXVMDgwgpZxh10BitDPe25u38soyHp/x3uM9PWCNmNIhfD772qhMqqGUEdPQ4cNgvb/qPNTWlI0u4hVKM9HZs2MHkLA9c5ERl61dAyeDrRe+/W3+68ILeforX5n357uhhB3gyMMPE6iqcg1Oc0HePXkp5f1SyvVSyrVSyq/m63NqVq1irLubocOHXf9Y/kCAmlWr7CwOL5SlsObKKzn+wgtpV1yOHz9OdHKSGheRnx4ZIR6NzkjlTEUIQc2aNRnTycZ7etIOq+3IuMATr9nYNcHKSoLV1fYXO9zYeNKuGRxkamiI6Pi4bakpwo2NniJvR6GWyPv8fla84Q20PfhgzoRyenR0RsXPuVJeX8/kwIBdSz5V5MNNTcQjkbxlR/3siiu4PUVsx3t6CDc14Ssry/j7ypdfdemlwMmVrAqVR9+4ebMdyfft2UP1ihV22QAn6eyRobY2+7uei83Os82ugZMir+YX0uXyj7S388ANN7DnJz+ZdZucezN3P/cc1StXznvux4uiT7zmippTTgESk3Eq1zqV2jVrMpY4VZH+mquuIjY1NePL7ERVFrQjecfEa+oWhOmoXbMmY+eTbrUrFCm7JktPHhJirEYZoYYG+yYe7+mxo7XU2i/hpibPaM/e79YRhZ561VUMHTqUFCXNh2wWs2VLyBJ5e7Wri8hDftIK49EoRx56iIF9+5Lsj7GenoxWjeKUN78ZSOS4+8vLZ9wXygZdetZZiXTZWIy+PXto2LjR9f1CDQ1MDg7OyGKLx2KMHD3KKW96E5Abkc8mu8Yuid3Tg5QyUSyP9Pbuy7feyq7bb+ePX/rSrNvktOacCQT5QDuRB+8JjNpTT804MTd85Ajh5ma7eJTX67t37OA3119P1fLlLL/wQiA5kp/0WJTl2q4MkbyUkmGXVDQnwaoqEMLTrhk8dCin2QNqle5sRB5A+P2U19ZSFgoRqq9ntKvLrsKY6smHGhuZ6O939WVTt3gEWHfttQQqK/mvCy+k/ckn53ReTiI5jORD9fVMDQzYWVSpcxn5FPkuxyIxpzhnChycnPO5z7H1r/+aM2+6iZpVq5L8eTgZyS8588zEdo+9vfTv3evpM4fq60HKGSOXsa4u4tEoy1/3Ovzl5bNaFTvS3p50rpDo4GQ8njGSr7PWZwweOMDgwYNMDQ0h/H5PGzUyPs4rP/pR4ncOHpz1JuV9e/bYDgAwYxSbS7QU+XoPkV+2bRsTvb08+y//4jmhM9zWRs0pp5y86B4i//y//iuxqSne9cgjhC2hsUXeEclnI/LNZ5zB1NAQXxeCvT/96Yznx7q6iE5M2Ev+3RA+X2JptkskPz06yg+3bOHbTU05W/Vrr0fIkJmhUOsWQvX19rC0sqWFsc5Oz0g+VFfnKgRwcsMRp8hXLlvG5bffzvTwMH/693+f5RnNJDI6mug8c0B5fT2T/f1FieSdUaNzzildwbtUAuEwb/r2t6lft47qVavszkL9P9LeTsXSpXYg0r1jB5HRURo9InmvlF8lqrVr1lC7evWsNhe5/fTTueu885JGB9kUmYPEd68sFGJg/357JHja1Vcz0dc3o8782PHj3L5xI8NtbbS+/vXIeDyplHQ29O3ZQ+uFF9rtypcfDxqJfO2aNbYv7ZVvuvH66wk1NPCHm2/2TM8aPnKE2tWrqW5txV9e7mqjRKemOHT//Zz+nvckTSrZ2TVjYydFKAuRP/2977UfP/bpT894fsCKZlTH44Vb/Zr2J5/kgQ9/2K6wd+j++zO2JxtU5JZudOFERfKpm7mki+TTpYWqv29qJ3r6u9/Nlo98hMMPPGDf4OlIF4Xl1K5paEiya9w8ecjP5ubOZINBh/0xlmGex4uaVasYPnKE3pdf5gennMJz//qvjLS3U93aanfURx9+GMDTrlE+faq9aGfkrFmTKKeQZa39if5+O3XZuUFLtvWHhM9H3WmnMbB/v72eY5VlGaUWZzt8//2MHD3KFXfcwdvuuQeA9j/8Ie37P/TXf83v/vIvmR4bY3p0lJGjR2nYuPHkPtRG5DMjhOCvDh/muieeSNpn00mwqor3/+lPnP7e9/LCt75FzwsvJD0fj8UYamujds0ahM+X8PBdIvmRY8eIjI6y/HWvSzrutGtmE8mX19TwoV27OOMv/5Kxnp4Zk72qDXVpInlwryl/9xvewL6f/YyW88+nYunSrNJCs8HeuNrKoc6EEnnnuoHKlhZGrUg+VF8/oy69c3I2lYm+vkRJBasjcNJ60UVERkczTmbLeJz/c9pp3Hv11a7P53LiVXnyKiXPU+TzEMkPHzmSyI4Rwv5eRsbHiYyOZm3XOKk55RTGurpsYXvi859nYN8+6k47zV74dPiBBwBmHcl3b99OoLIyMWKYhcgfd9zLHQ7BVcFNNp11/fr19O/ZQ//evVQsWUKDFSymXpOOp56ivK6OzR/4AFUtLTS/9rUc/u1vgUQA6EzDhkSRvZe++1123nYbz3zlK3Yn0rhxo709ZDY6MVe0EXlI3EgrLroo7WtqTzmFN3/3u4mI/u//HimlnY0xfOQIsakp20esW7vWVeTVjZp6YQKOPHn1xcjWs27avDmxctfK/3bSt3s3/mDQdVGJk9TdoaaGhpDxOOHGRt5+772JzRpSOra5MmxFN9VZivzSs88GYNk559jHqpYvZ6yri4FXX02y2xSZIvlQfb1rSQX1Xqm+cSqqKJhXx5dLuyZUX4+MxewRUKrIl9fWIvz+eYv8+IkTM/5ew21t1J16KuU1NXaHqbKT5iLySsidW/gNHTpEw+mnU7lsGb6yMvr37qWypcXTDvJa19GzfTtLzz4bn9+fEPksa7o4N5g5sWuX/dhZ1jkTLeedx8D+/bQ//jgNGzbM2NVM0f3ccyy/4AL7u7fmyivpePJJ+vbu5dbVq/lWQ4O96hdO7lVc1drKK3feaWfWNGzcyFU//jEXfe1rnHZNzkt62Wgl8tlSXlvLuTffTNsDD/BvPh8/OvNMpJQnV55ZIq8malNT8tz8YLByiIUgMjbGcFsbVa2tWaWnKbxW5XY98wxLzjor43sFa2qShr8q3/iqu+6i0vJLnZFRPBbjma99jRe+/W0e+9u/5XutrVmvGB1tbydYXZ2xOJlizeWX8+npad78ve/Zx5Zs3Uo8EuHIww+z5MwzZ/xOukg+dWMYJ6ozTJcZBaRdmyClzHl2DcCwNbpIHYFks8I3E2Pd3XynuZm7L7446fiQNc+k0jghc1XTdKi/7+Hf/jYpPbLh9NPx+f326E6VG3HDjuQd8y1TQ0Mcf+EFu2Rz1YoVyFjMbms6VIfddMYZSQu1Jj3sMTdWWn+3wYMHWXbeea7720opGThwIGlCec2VVxKPRvn5lVcy1t1NPBLhJcf3vOvZZ/GXl3Pe3/89Y93dHPjlLxF+P/WnnUawspLzvvAF1xFprliUIg9w5k032RFJ70sv0fn00zOWF9etXUtkdHRGT+4l8sKyDyb7+xk8cCCjvZKKWnDiFPnY9DQ927fbKzrTUbF0aVLKV9fzzwMnb7aq1tZEXXPrxtp1xx08+cUv8shNN7HjG99gtLOT52+5Jau2jrS3Z23VKPyBQFIusMq5hpORvhPngqlUJvr6PBeaVS1fjvD5Mou8w6tOtchi09PEo9Gc5slDYtFQWTjsugJzviL/oiUsx1980a6DMzU8bPu/obo6u8Mcn0ck7xxRbvzzP7cfK2tGLZhyjtpScbNr9t97L7HpadZdey1wcpSYTS37se5uyioqWHr22UnzDlMe9pgbzk1f1lx+uauFNnHiBNHxcTttGmD5hRcSqKxkuK2N9e96F1s//nF6XnjBHoGMWJU4V192GQD7fvYz6taunXfhu2xZtCIfCIf5wJ/+xMe6uykLhXj17rvp37uXcHOzHSGqic7/e+mldFtRMThE3mUIWNXaylhnJwMHDqTNhnHDjuQd0fbxl14iOjmZlcgv2bKF0c5Oeyje/fzz1J56qn0+1SmdyOEHHqCqtZU3fvObbPvsZ1n/rnclDcHTMdLeTk2Wk65eVDQ3s+E97wEhbG/SSWp9GyfpNjX3lZVR1dqa0a5xTkimdgjKy82lXQMJkfcSnPmK/NGHH7Y7PpVKqCYhm7dsSWw1qUTeqlszl0jeWXBs2dlnc+ORI7z1Jz+xt24865OfZMN73sPWj3/c8z3KU9Z1jHZ28sTnP0/jpk20nH8+cDLoyUrkrTpGDevXM9rZaWfETHpkM7nhKyvj3Y89xtqrr6b1oosoKy8nWFOTFOSpeZ5aq5QJJIKX9e96FwAb3vUulp59NtHxcdt7H+3ooKq1lbq1a+173GuuIh8sWpGHhKdeuXQpqy69lIO/+lVi8YYj/XLlG99I0xlncGLXLh748IfttEs15HUV+eXL6du7l/GenllH8uHmZoTPl+Qvdll1PLISeSsS6XjySaSUdD//PC3nnnuybUrkOzqQ8TjHHnuM1Zddxtmf+hQX33ILra97HSPt7WnTLLuef55YJMLIsWOzjuTdeNtPf8rfTEzQbK1LcGJ78i6RfKYc7xpHmp8XTvFIXX2pMjVybdfkS+QjExN0Pfssmz/0IYTPZ4tRr7Vh9pItW+zJXzjpyWeqQOlGWXm5bR02b9lCzapVnH7ddfYobetHP8rbfvpTO7XYDTVCUpH8IzfdRGR0lLfdc4/9PiqSz1RvCrDLmajMOpWlM+WxLsGLVRdfzLW//KU90go3NSXZNerv6sxxB7j0f/9vLvvBD1h37bU0bkrsi6Ry/EcskRdC2PfMune8I6v25IJFLfKKU9/6VoYOH6bjySeTvLZgZSXXP/MM5//DP3Bi5077Ak/29xOorHQdblW1ttoTK00uwpUOn9+fWADkuNHb//AHqlpbs5rgXHrmmQSrq3nwxhs5/MADjBw9yso3vvFk26woYqSjg5GODib7+1nm6ARUh6CqCKbS8dRT3HXuufzxS19irLs760nXTHgVj/IHg5SFwzMieRmPJ2r5pEn/q165MmMk76z8mfoZdq31HNs18WjU03+tSCPyUkru/+AH+eOXv+xatmFw/37i0Sgt555L1YoVtvff/sQTVLa0UNXamhzJ9/QkqrXOsQDbex5/nFPf8haaX/vaOf2+z+8nUFlpR/LdO3aw7h3voGnzZvs14aYm/MFg9pF8S4u92n2GyGc5d5RKhWN/Yjg5+nNG8pAY8b32r/4qMYq07rOxrq5EIb3OTvvYpd/6Fts+8xk2OWyufGNEHjj1LW+xH6eu0AtUVLDSshJURkm6wmPOlWuZMn3ccH6p+l99lQP33sv6//bfsvrd8tparrjjDib7+7n3mmsI1dez8frrT7bNEcmrGj3OkUvz1q0In4/jL77o+v4v33orAC9+5zsgZc5EPh1OYVJMDgwQj0bTWg3Vq1YxcuxY2iqGU0NDdked+hlqW8dcplAq3DKJ4GTVTbc2Dx06xO4f/Yg/fulLSQuaFH2OpAG1gjoejdL2u9+x5sorE/NFKZH8XKwaReuFF/KOX/96Xr5y0FrXEY9GGe3omJE9piLfbD35ypYWe/SsNkefHBggWF09qwQIJ9WrViXN3QwfPky4qSmtjVe5dCkIwWhnJxN9fcSmp+17r+Wcc7j461/PuNFOLjEiD9SsXGlPuqy+/PKZz1tfPhUZptssQ4l8/bp1c5oxDzc3M9Hbi4zH+cXb3kawpoZz/u7vsv79tVdfjb+8nHgkwunve1/SmoFgVRXBmhpGOzpsv9Ap8oFwmLrTTuPEzp32sfYnn6R3506klHbus4p6c2HXZMJt781Mu2RB4prFpqft17oxNThoC27qZ6gFaLUpw/K54sxC8VqsF25qQsZirnMQzo73+Asv8JOLLuL7q1bZtovqtOvXrbNrNB1/8UWmhobsCb9QXR2RsTFikcisShrki/LaWqYGBxnt6kLGYq6bi6Tmyvfv25c0PwYJq2pqaIjKZcsIVFRQvWKFLfJuFT9nQ8OGDQweOmSXIB46fHiGVZOKr6yMiiVLEmtArLanVlgtJEbkLd5x//18rKvL1RtWYqZWvk0NDXkK+GnXXMNrPvxh3jHHlaUqku/evp2B/ft54ze+MWO5fzr8gQBX3nknDRs2sOWjH53xfFVrK6OdnfS/+qpredOmM86wJ+uGjhzhZ5dfzm/e9z4G9u1jvKeH097+dvu1+ap/7cQtks+mDno2aZSTHiJ/9NFHOfzb3+IrK/MsdjdbhBC20Dd4iLwSXbdNvZ0iv/vHP6bjyScZOXaMY48/DiRGfdWrVhGoqKBx0ybGurpos7YTVCmJzpTUhSDyYWs3pnSbi1SvXGmnusp4nNs3bODH27YlTZqrOSz1Xa5fv94W+dHOzozlvtPRsGEDMhazU4uHDh+eYdW4UbV8eZLIz+YezjVG5C0qly61V2WmEgiHCTc12YIRGRmxt/xLpXrFCq64/fZZZ9YoVCR/8Ne/Rvj9nPrWt876PU6/7jr+Yu9e1w6rurXVtmsaNmyYUd50ydatDB46xPiJEzz6yU8SHR/nxK5ddt7vWZ/8pP3auiy+7PPFNZLPIv1PlVtIJ/LTQ0OJ1wlhdyQjHR3cc+ml7LnrLuLRaE7T3NTkuZddo8TDbaVu3549NJx+OsvOPZc2a0QFJ+dPBg8csDsk5ZPvvO02wk1N9ufZu5ANDs6qbk2+UDXl1QjZrURG/bp1DB89SnRyMmmRoHM9hzpe5RT5/ft55T//kyMPPWRXtJwLKpDp27MHGY8nyp5kKfJjXV12EkNqyY5CYkQ+S6pXrrS9QbV5dz6oaG5mor+fzqeeovm1r02boTAXqiyR77dEPpXVl10GUvLsV7/KwfvuY8tHPgLArjvvxBcI2PMMznmMfOIWyat6Qunq5qioLt1CmsnBQUINDQSrq+2OpMdhBeR6cuzKH/6Q87/4Rc9MKVvkXeolDbe1UbN6NWutTr+qtZXlF1xAj7UWYvDAATvld4mVyjh06BArLrrI7shVJD/W08PkwMCc6tbkEhXJKyF0q8RYv349SMngwYNJi9ec9WRmRPLr1jHZ389vP/ABAM644YY5t7Fx82bKwmGO/f73tm2TTQCXGsnns5RwJozIZ0moocEWm7yK/JIlICVHH33UdYHQfKlavpyR9naGjxxxrda5bNs2Klta2PHNb1JWUcFF//N/JjJcBgepX7cOX1kZnxwd5RprU4V8o3xbJ3179yayRdJkTISbmhLpqB4iH4tEiI6PJzYVd3QkPTt2IHw+PtbVxWXWRHOuqFy2jNd/5Suek4AVS5ZQVlHhKfK1q1ez6f3vp2LpUq68807qN2ywy+JO9PXZk44VS5fa0ftr/uIv7PdQIq+sjGLbNSqSHz9+HH8w6Oqd2ymR+/Z5iryyt9RI3Gmx/eXBg/PKSQ+Ew6y65BIO/upXdD3zDHDS/kpHZUsL48ePM3zkCBVLlhRs4ZMbRuSzxCk206OjeRN5Z9plPkTemfLmFskLn483f+97hBoaEv/X19s3mhq6Bisr8QcCOW+bG+V1dXaULeNx9t59N8dfeCHjjevz+wk3NXlG8uo9y+vqkiyhEzt3Ur9uHZXLluVk67/ZIISgzmXPg+nRUSb6+qhZvZra1av56+5uTnnTm6hds4bRzk57dauK5IUQvH/Hepc7RQAADbJJREFUDt56992cetVV9vsou0ZNuhfbrgk3NRGdnLR3gnLbGUkJdv++fbYPXxYOJ2XcjHV1Ifx+Kqycf7Uo6+xPf5o6l/1lZ8vG972P4bY27n//+wlUVtLoSPP0omr5cpCSnj/9qaiTrgBzyytahCixkfF4TjeTSMUp7Kut3XhyycpLLrEft77+9a6vOe3qq/n4iRP2TadunnTL1PNFeW0tsakpopOTHH3sMX593XUAdlprOiqWLp1R7E1h50/X1iYt9x/r6Smqf7rkzDM5/MADyHjcTrOza6ynePnK3lEF1pylqMONjZz+7ncnvd6O5C2RL3Ykr1Zi9+3e7WkdldfUULlsGQP79uEPBgk1NFC7enWyXdPdTeXSpfbfq2bVKj7W00NljuyoDe95Dztvv53OP/6R1954Iz6/P+PvKOup96WX5jSvlkuMyGeJiuTVSsh8RfLO/NtM9ePnQuWSJax929uo37Ah7Yy/M6p6/Ve+wqpLLmHbZz6T8/ZkwlnaoMPa7WnJ1q2c+YlPZPzdyqVLvSN5h8gHa2tt73Sit9e1WFqhWHXppez+z/+kd+fOk966FcGmpu4pkT/y0ENA5u+LHclbOfULSeRPSRPQqGyZYHU1NaecYpeoVqiSBk5yJfCQGBW+26qPny3OrLW5JmHkCiPyWVJu5RirxST5EnmAG48cwZdHO+Ta++6b1etbzjsvKx8yHzhLG3Q89RTLzjmHP0/Z4s2LiqVL7Xz3VJzL3ctra+mzLI/x3t6iTkiuvuwyEIJ9P/+5LfJqMU5qzr6yItqfeIKKpUsz1tkpC4fxBQILxq5Rf2cZi6X9m9evX8/B++4j3NRE/fr1lNfV2eUawCppUGRLJBXnJPJsy5vkGuPJZ4kSGxXx5VPka1atKups/EJCRZ+TAwP0791r+63ZUNnSklhaHo8n6u04FtU4C1cpKy4WiTA1ODinei65oqqlhTVXXMErd9yRtM+Bv7x8hhBWtrTY1RyzGfUJIeyRUaCqyt7/oFg4d41K1+HUr1/P+PHj9O3eTe3q1fZaEvX3GbVKGiwknNcqHyPy2WBEPkvUzaEmfHJVndCQHnXzDh48yHhPz6xWoNauXk1saorx48d54MMf5vsrVthb/aVG8lNDQ3YhqooiijwkVi2PtLfbNo2qB5+6FF4IcXJS3GNf41RUSm6mDWgKgTM9OF37nSmnNaecQri5mdjUFJGxMeKxGBO9vQtO5H1lZXZdKBPJlwgqkrdFPo+RvOEkahje+cc/AjN96XSoNMLBgwfZc9ddAHRbi4emUiJ5aW39CHOrzJhLlDWm2qo2l3dD1dhZ/853ZvXeTVZ21ZKtW+fbzJziXEmdirOSan3Kjk3jx48j43HPhYzF5J0PPMBb7rqr6J68EfksSY3kvVa8GnJLRVMTvkDA3kJtNpG86hD2/fzn9jG1L+nU4CDC5yNQVWV34KpyYbEj+eYzzqAsHLZrwqvN5d249FvfYsO73+1ac8kNFTEXuyNTvPPBB7nkP/4j7R6n/mCQN9xyC6/78pdZc/nl9vWZ6O21F0ItRHszVF/Pxve9r9jNMBOv2aKEQKWzzbV0qWF2CJ+PqtZWe6LNK6J1Q6Uc7rztNiDRUav9PyetwlVOn1rV/y72SlBfWVliU+lXXyUyPs748eOeI5hT3vSmWS3bX3v11Tzzla9wmsfm5YVm9ZvfnFWq8Dmf/az9WIm8swTwQrNrFhJG5LNERRoq/WyhREKLgerWVobb2gjV17suffciWF2dKEdx7BhNZ5yRqAxoTb5ODQzY4p4ayS+Ea1u/bh29L71kBxWz6dzS0XLOOfzN5OSc68gvBJx7r0pri72FaNcsFIxdkyXKB+zfswfh92e1nZghN6jyC42bNs26DvcbbrmFsooKLv63f6PaUZt8cnDQztxRIj944ADC58t5vaC5UL9uHUOHD9urX3NV8hi8N2kpFZyRfGpJA8NMjMhnSaCigrKKCmQ8TrixsaBF/xc7Z1kLn5ZfeOGsf/f097yHm/r7Wf3mNydqk3d2Eo/FkuqM2ytB9+8ntECubd26dcSjUXs1a64ieR0IVFXhLy9n4sQJxrq6CNXXF7wERSlh7JpZUNHczPCRIwtiOL+YWLJ1Kx948UXPzTYyoSLXqhUrkLEYY93dTA0O2j6u8uCnh4ft/TmLjcqw2fGNb1C1fPmsbCrdEULYe69ODgwYPz4DxQ9ZSghl2RQ7+2IxsmTLFgLh8LzeQ5UmHm1vZ2pw0LbcnJHgQunAGzdutEcYWz72sQUxulhIqAVRQ4cOZVXffTFjIvlZoARAib2htFB70o60t9vZNXByL9HBAweKnlmjEEJwxe2307d7N+d87nPFbs6CQ22uM3joECsvvrjYzVnQmPBgFqhIcqFEe4bZoUR+8NChRC15x+S56rjTbURSaNZdey3nf/GLRa1FvlCpaG6mb/duIqOj1OagnLDOGJGfBao072s+9KHiNsQwJ0INDZSFQnauvHMz9lEr62aViQpLgnBzM9PWat9i14ZZ6BiRnwVnf/rTfCYeT1pmbSgdlC3TZ4m8M5JvOuMMAFb82Z8VpW2G2eGchFfXzuCO8eRngdvONYbSonrFCrsOjlPk33LXXQwcOGDnzBsWNqsvu8x+nLqZiiEZI/KGRUX1ihXEpqcBkha0herraSnCzleGuVG3di3NW7aw9m1vK3ZTFjzzEnkhxH8H/gpQRST+Xkp5v/XcF4AbgBjwSSnl7+bzWQZDLqiyJl8B142jDaWBEIIPvvhisZtREuQikv+GlPLrzgNCiE3AdcBmYDnwsBBivZQyloPPMxjmTLURecMiI18Tr9cAP5VSTkkpDwMHADNbaSg6TpEv9vZ3BkMhyIXI3ySEeFkIcbsQQuWktQLHHK9pt44ZDEXFadf4ysyUlEF/Moq8EOJhIcQul3/XAN8F1gJbgS7g32bbACHEjUKI7UKI7b2O+tAGQz5QkXyFieINi4SMoYyUMqsdCYQQtwK/tn7sAJxLB1dYx9ze/wfADwC2bdsms/ksg2GuVCxZwuu+/OWst8szGEqdedk1Qghn+bdrgV3W4/uA64QQ5UKINcA64Ln5fJbBkAuEEFzwD/9A48aNxW6KwVAQ5mtK/qsQYisggTbgIwBSyleEEPcAu4Eo8HGTWWMwGAyFZ14iL6V8f5rnvgp8dT7vbzAYDIb5YWrXGAwGg8YYkTcYDAaNMSJvMBgMGmNE3mAwGDTGiLzBYDBojBF5g8Fg0Bgh5cJZZCqE6AWOzPHXm4ATOWxOqbAYz3sxnjMszvM255wdp0gpXTefXlAiPx+EENullNuK3Y5CsxjPezGeMyzO8zbnPH+MXWMwGAwaY0TeYDAYNEYnkf9BsRtQJBbjeS/Gc4bFed7mnOeJNp68wWAwGGaiUyRvMBgMhhSMyBsMBoPGaCHyQogrhBCvCiEOCCFuLnZ7coW1b+5xIcQux7EGIcRDQoj91v/11nEhhPgP62/wshDirOK1fO4IIVYKIR4TQuwWQrwihPiUdVz38w4JIZ4TQrxknfc/WcfXCCGetc7vbiFE0Dpebv18wHp+dTHbPx+EEH4hxAtCiF9bPy+Gc24TQuwUQrwohNhuHcvLd7zkRV4I4Qe+DVwJbALeK4TYVNxW5Yw7gStSjt0MPCKlXAc8Yv0MifNfZ/27kcT+u6VIFPiMlHITcD7wcet66n7eU8AlUsotJPZMvkIIcT7wL8A3pJSnAQPADdbrbwAGrOPfsF5XqnwK2OP4eTGcM8AbpZRbHTnx+fmOSylL+h9wAfA7x89fAL5Q7Hbl8PxWA7scP78KtFiPW4BXrcffB97r9rpS/gf8EnjzYjpvoAL4E3AeiZWPZdZx+7sO/A64wHpcZr1OFLvtczjXFZagXUJij2ih+zlb7W8DmlKO5eU7XvKRPNAKHHP83G4d05WlUsou63E3sNR6rN3fwRqOnwk8yyI4b8u2eBE4DjwEHAQGpZRR6yXOc7PP23p+CGgsbItzwjeBvwPi1s+N6H/OkNgy9UEhxA4hxI3Wsbx8x+e7x6uhiEgppRBCyxxYIUQV8HPgb6SUw0II+zldz1sm9kHeKoSoA34BnF7kJuUVIcRbgeNSyh1CiIuL3Z4C83opZYcQYgnwkBBir/PJXH7HdYjkO4CVjp9XWMd0pUcI0QJg/X/cOq7N30EIESAh8HdJKf+fdVj781ZIKQeBx0hYFXVCCBWMOc/NPm/r+Vqgr8BNnS+vA64WQrQBPyVh2fw7ep8zAFLKDuv/4yQ69HPJ03dcB5F/HlhnzcgHgeuA+4rcpnxyH/BB6/EHSXjW6vgHrJn484Ehx9CvZBCJkP02YI+U8n85ntL9vJutCB4hRJjEPMQeEmL/Tutlqeet/h7vBB6VlmFbKkgpvyClXCGlXE3ivn1USnk9Gp8zgBCiUghRrR4DlwG7yNd3vNgTEDmaxLgK2EfCw/xisduTw/P6CdAFREj4cDeQ8CAfAfYDDwMN1msFiSyjg8BOYFux2z/Hc349Cb/yZeBF699Vi+C8Xwu8YJ33LuAfreOnAs8BB4D/C5Rbx0PWzwes508t9jnM8/wvBn69GM7ZOr+XrH+vKM3K13fclDUwGAwGjdHBrjEYDAaDB0bkDQaDQWOMyBsMBoPGGJE3GAwGjTEibzAYDBpjRN5gMBg0xoi8wWAwaMz/BxvUFd6PohZ5AAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Original code:\n",
+    "#n_th1=0; // threshold calculation\n",
+    "#for ( k=0 ; k<BUFFER_SIZE-HAMMING_SIZE ;k++){\n",
+    "#    n_th1 += ((an_dx[k]>0)? an_dx[k] : ((int32_t)0-an_dx[k])) ;\n",
+    "#}\n",
+    "#n_th1= n_th1/ ( BUFFER_SIZE-HAMMING_SIZE);\n",
+    "\n",
+    "n_th1_1 = sum(abs(an_dx_3))/ len(an_dx_3)\n",
+    "x = numpy.zeros(len(an_dx_3)) + n_th1_1\n",
+    "\n",
+    "plt.plot(an_dx_3, color='darkred')\n",
+    "plt.plot(x, color='green')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[68, 159, 251, 266, 343, 436]\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x7f950e2b5668>]"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "def maxim_peaks_above_min_height(pn_x, n_min_height):\n",
+    "    i = 1\n",
+    "    n_width = 0\n",
+    "    pn_locs = []\n",
+    "    \n",
+    "    while i < len(pn_x) - 1:\n",
+    "        if pn_x[i] > n_min_height and pn_x[i] > pn_x[i-1]:\n",
+    "            n_width = 1\n",
+    "            while i + n_width < len(pn_x) and pn_x[i] == pn_x[i + n_width]:\n",
+    "                n_width += 1\n",
+    "            if pn_x[i] > pn_x[i + n_width] and len(pn_locs) < 15:\n",
+    "                pn_locs.append(i)\n",
+    "                i += n_width + 1\n",
+    "            else:\n",
+    "                i += n_width\n",
+    "        else:\n",
+    "            i += 1\n",
+    "    \n",
+    "    return pn_locs\n",
+    "\n",
+    "# n_min_height = n_th1, n_min_distance = 8, n_max_num = 5\n",
+    "pn_locs_1 = maxim_peaks_above_min_height(an_dx_3, n_th1_1)\n",
+    "print(pn_locs_1)\n",
+    "x = numpy.zeros(len(an_dx_3))\n",
+    "x[pn_locs_1] = 100\n",
+    "\n",
+    "plt.plot(an_dx_3, color='darkred')\n",
+    "plt.plot(x, color='green')\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def maxim_sort_indices_descend(pn_x, pn_indx):\n",
+    "    pn_indx = pn_indx[:]\n",
+    "    for i in range(1, len(pn_indx)):\n",
+    "        n_temp = pn_indx[i]\n",
+    "        j = i\n",
+    "        while j > 0 and pn_x[n_temp] > pn_x[pn_indx[j-1]]:\n",
+    "            pn_indx[j] = pn_indx[j-1]\n",
+    "            j-=1\n",
+    "        pn_indx[j] = n_temp\n",
+    "    return pn_indx\n",
+    "\n",
+    "#print(maxim_sort_indices_descend(an_dx_3, pn_locs))\n",
+    "#print(an_dx_3[maxim_sort_indices_descend(an_dx_3, pn_locs)])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def maxim_remove_close_peaks(pn_locs, pn_x, n_min_distance):\n",
+    "    print(pn_locs)\n",
+    "    pn_locs = maxim_sort_indices_descend(pn_x, pn_locs)\n",
+    "    print(pn_locs)\n",
+    "    pn_npks = len(pn_locs)\n",
+    "    \n",
+    "    i = -1\n",
+    "    while i < pn_npks:\n",
+    "        n_old_npks = pn_npks\n",
+    "        pn_npks = i + 1\n",
+    "        \n",
+    "        for j in range(i+1, n_old_npks):\n",
+    "            n_dist = pn_locs[j] - (-1 if i == -1 else pn_locs[i])\n",
+    "            if n_dist > n_min_distance or n_dist < -n_min_distance:\n",
+    "                pn_locs[pn_npks] = pn_locs[j]\n",
+    "                pn_npks += 1\n",
+    "        i += 1\n",
+    "    \n",
+    "    pn_locs = pn_locs[:pn_npks]\n",
+    "    pn_locs.sort()\n",
+    "    return pn_locs\n",
+    "\n",
+    "#print(maxim_remove_close_peaks(pn_locs, an_dx_3, 8))\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "30.0\n",
+      "[68, 159, 251, 266, 343, 436]\n",
+      "[343, 159, 251, 68, 436, 266]\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x7f950e247518>]"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "def maxim_find_peaks(pn_x, n_min_height, n_min_distance, n_max_num):\n",
+    "    pn_locs = maxim_peaks_above_min_height(pn_x, n_min_height)\n",
+    "    pn_locs = maxim_remove_close_peaks(pn_locs, pn_x, n_min_distance)\n",
+    "    pn_locs = pn_locs[:n_max_num]\n",
+    "\n",
+    "    \n",
+    "    return pn_locs\n",
+    "\n",
+    "min_dist = 100/(200/60) # 100 sps and max 200 bpm\n",
+    "\n",
+    "print(min_dist)\n",
+    "an_dx_peak_locs_1 = maxim_find_peaks(an_dx_3, n_th1_1, min_dist, 5)\n",
+    "\n",
+    "x = numpy.zeros(len(an_dx_3))\n",
+    "x[an_dx_peak_locs_1] = 100\n",
+    "plt.plot(an_dx_3, color='darkred')\n",
+    "plt.plot(x, color='green')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "65.21739130434783 bpm\n"
+     ]
+    }
+   ],
+   "source": [
+    "def compute_bpm(an_dx_peak_locs):\n",
+    "    n_peak_interval_sum = 0\n",
+    "    if len(an_dx_peak_locs) >= 2:\n",
+    "        for k in range(1, len(an_dx_peak_locs)):\n",
+    "            n_peak_interval_sum += an_dx_peak_locs[k] - an_dx_peak_locs[k - 1]\n",
+    "        n_peak_interval_sum = n_peak_interval_sum / (len(an_dx_peak_locs) - 1)\n",
+    "        pn_heart_rate = 6000 / n_peak_interval_sum\n",
+    "        return pn_heart_rate\n",
+    "    return None\n",
+    "\n",
+    "print(compute_bpm(an_dx_peak_locs_1), \"bpm\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x7f950e241f98>]"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Original code adds half the length of the hamming window\n",
+    "# likely not needed as numpy.convole already shifts the data\n",
+    "an_ir_valley_locs_1 = numpy.array(an_dx_peak_locs_1) #+ (len(HW) // 2)\n",
+    "x = numpy.zeros(len(an_dx_3))\n",
+    "x[an_ir_valley_locs_1] = max(an_dx_3)\n",
+    "plt.plot(an_dx_3[100:200], color='darkred')\n",
+    "plt.plot(x[100:200], color='green')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[ 68 159 251 343 436]\n",
+      "[76, 168, 259, 352, 444]\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x7f950e1951d0>]"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "an_x_1 = ir_slice\n",
+    "an_y_1 = red_slice\n",
+    "\n",
+    "def compute_exact_ir_valleys(an_ir_valley_locs, an_x):\n",
+    "    an_exact_ir_valley_locs = []\n",
+    "    for k in range(0, len(an_ir_valley_locs)):\n",
+    "        m = an_ir_valley_locs[k]\n",
+    "        n_c_min = 2**24\n",
+    "\n",
+    "        if m + 10 < len(an_x) and m - 10 > 0:\n",
+    "            for i in range(m-10, m+10):\n",
+    "                if an_x[i] < n_c_min:\n",
+    "                    n_c_min = an_x[i]\n",
+    "                    if len(an_exact_ir_valley_locs) > k:\n",
+    "                        an_exact_ir_valley_locs[k] = i\n",
+    "                    else:\n",
+    "                        an_exact_ir_valley_locs.append(i)\n",
+    "    return an_exact_ir_valley_locs\n",
+    "\n",
+    "print(an_ir_valley_locs_1)\n",
+    "x = numpy.zeros(len(an_x_1)) + min(an_x_1)\n",
+    "x[an_ir_valley_locs_1] += max(an_x_1) - min(an_x_1)\n",
+    "plt.plot(an_x_1[00:500], color='darkred')\n",
+    "#plt.plot(x[00:500], color='green')\n",
+    "\n",
+    "\n",
+    "an_exact_ir_valley_locs_1 = compute_exact_ir_valleys(an_ir_valley_locs_1, an_x_1)\n",
+    "\n",
+    "print(an_exact_ir_valley_locs_1)\n",
+    "x = numpy.zeros(len(an_x_1)) + min(an_x_1)\n",
+    "x[an_exact_ir_valley_locs_1] += max(an_x_1) - min(an_x_1)\n",
+    "plt.plot(x[00:500], color='blue')\n",
+    "\n",
+    "# Not sure what they are trying to do here. They found the peaks in the\n",
+    "# derivative and are now trying to find \"valleys\" around sections with\n",
+    "# maximum slope. Not acutally hitting the real valleys."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "an_x_2 = moving_average(an_x_1)\n",
+    "an_y_2 = moving_average(an_y_1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1249 230219\n",
+      "1317 230219\n",
+      "1311 230120\n",
+      "1323 230120\n",
+      "1219 229647\n",
+      "1299 229647\n",
+      "1203 229441\n",
+      "1233 229441\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x7f9510c43940>]"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "def compute_an_ratio(an_exact_ir_valley_locs, an_x, an_y):\n",
+    "    peaks_x = []\n",
+    "    an_ratio = []\n",
+    "\n",
+    "    for k in range(len(an_exact_ir_valley_locs)-1):\n",
+    "        n_y_dc_max = -1\n",
+    "        n_x_dc_max = -1\n",
+    "        if an_exact_ir_valley_locs[k + 1] - an_exact_ir_valley_locs[k] > 10:\n",
+    "            \n",
+    "            # Find value and location of DC peak\n",
+    "            for i in range(an_exact_ir_valley_locs[k], an_exact_ir_valley_locs[k+1]):\n",
+    "                if an_x[i] > n_x_dc_max:\n",
+    "                    n_x_dc_max = an_x[i]\n",
+    "                    n_x_dc_max_idx = i\n",
+    "                if an_y[i] > n_y_dc_max:\n",
+    "                    n_y_dc_max = an_y[i]\n",
+    "                    n_y_dc_max_idx = i\n",
+    "\n",
+    "            # Calculate AC component of red signal\n",
+    "            n_y_ac = (an_y[an_exact_ir_valley_locs[k+1]] - an_y[an_exact_ir_valley_locs[k]]) * (n_y_dc_max_idx - an_exact_ir_valley_locs[k])\n",
+    "            n_y_ac = an_y[an_exact_ir_valley_locs[k]] + n_y_ac / (an_exact_ir_valley_locs[k+1] - an_exact_ir_valley_locs[k])\n",
+    "            n_y_ac = an_y[n_y_dc_max_idx] - n_y_ac\n",
+    "            \n",
+    "            a = an_exact_ir_valley_locs[k]\n",
+    "            b = n_x_dc_max_idx\n",
+    "            c = an_exact_ir_valley_locs[k+1]\n",
+    "            # Calculate AC component of ir signal\n",
+    "            n_x_ac = (an_x[c] - an_x[a]) * (b - a) / (c - a)\n",
+    "            n_x_ac = an_x[a] + n_x_ac\n",
+    "            n_x_ac = an_x[b] - n_x_ac\n",
+    "            \n",
+    "            print(int(n_x_ac), int(an_x[n_x_dc_max_idx]))\n",
+    "            print(int(max(an_x[a:c]) - min(an_x[a:c])), int(an_x[n_x_dc_max_idx]))\n",
+    "\n",
+    "            n_nume = int(n_y_ac * n_x_dc_max) >> 7;\n",
+    "            n_denom = int(n_x_ac * n_y_dc_max) >> 7;\n",
+    "\n",
+    "            if n_denom > 0 and len(an_ratio) < 5 and not n_nume == 0:\n",
+    "                an_ratio.append(n_nume / n_denom)\n",
+    "\n",
+    "            peaks_x.append(n_x_dc_max_idx)\n",
+    "        \n",
+    "    return (an_ratio, peaks_x)\n",
+    "\n",
+    "\n",
+    "plt.plot(an_x_2[:], color='darkred')\n",
+    "x = numpy.zeros(len(an_x_2)) + min(an_x_2)\n",
+    "x[an_exact_ir_valley_locs_1] += max(an_x_2) - min(an_x_2)\n",
+    "plt.plot(x[:], color='blue')\n",
+    "plt.show()\n",
+    "\n",
+    "an_ratio_1, peaks_x_1 = compute_an_ratio(an_exact_ir_valley_locs_1, an_x_2, an_y_2)\n",
+    "x = numpy.zeros(len(an_x_2)) + min(an_x_2)\n",
+    "x[peaks_x_1] += max(an_x_2) - min(an_x_2)\n",
+    "plt.plot(an_x_2[:], color='darkred')\n",
+    "plt.plot(x[:], color='green')\n",
+    "#x = numpy.zeros(len(an_x_2)) + min(an_x_2)\n",
+    "#x[an_exact_ir_valley_locs_1] += max(an_x_2) - min(an_x_2)\n",
+    "#plt.plot(x[:], color='blue')\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[0.40492324546625513, 0.42086700451992876, 0.45800740916884647, 0.4608099882507821]\n"
+     ]
+    }
+   ],
+   "source": [
+    "an_ratio_2 = an_ratio_1[:]\n",
+    "an_ratio_2.sort()\n",
+    "print(an_ratio_2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0.4394372068443876\n"
+     ]
+    }
+   ],
+   "source": [
+    "def compute_n_ratio_average(an_ratio):\n",
+    "    if len(an_ratio) == 0:\n",
+    "        return 0\n",
+    "    n_middle_idx = len(an_ratio) // 2\n",
+    "    if n_middle_idx > 1:\n",
+    "        n_ratio_average = (an_ratio[n_middle_idx - 1] + an_ratio[n_middle_idx])/2\n",
+    "    else:\n",
+    "        n_ratio_average = an_ratio[n_middle_idx]\n",
+    "    return n_ratio_average\n",
+    "\n",
+    "n_ratio_average_1 = compute_n_ratio_average(an_ratio_2)\n",
+    "print(n_ratio_average_1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "99.48236302886512\n"
+     ]
+    }
+   ],
+   "source": [
+    "def compute_spo2_from_ratio(n_ratio_average):\n",
+    "    if n_ratio_average > 0.02 and n_ratio_average < 1.84:\n",
+    "        ratioAverage = n_ratio_average\n",
+    "        return -45.060 * ratioAverage * ratioAverage + 30.354 * ratioAverage + 94.845\n",
+    "    return 0\n",
+    "print(compute_spo2_from_ratio(n_ratio_average_1))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[68, 159, 251, 266, 343, 436]\n",
+      "[343, 159, 251, 68, 436, 266]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "65.2 bpm\n",
+      "[76, 168, 259, 352, 444]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1249 230219\n",
+      "1317 230219\n",
+      "1311 230120\n",
+      "1323 230120\n",
+      "1219 229647\n",
+      "1299 229647\n",
+      "1203 229441\n",
+      "1233 229441\n",
+      "R = 0.439\n",
+      "99.5 %\n"
+     ]
+    }
+   ],
+   "source": [
+    "def compute_spo2(data_ir, data_red):\n",
+    "    an_x = dc_removal(data_ir)\n",
+    "    an_x = moving_average(an_x)\n",
+    "    an_dx = diff(an_x)\n",
+    "    an_dx = moving_average(an_dx, 2)\n",
+    "    HW = numpy.hamming(5)\n",
+    "    an_dx = numpy.convolve(-an_dx, HW) / sum(HW)\n",
+    "    n_th1 = sum(abs(an_dx))/ len(an_dx) * 1.0\n",
+    "    \n",
+    "    x = numpy.zeros(len(an_dx)) + n_th1\n",
+    "    plt.plot(an_dx, color='darkred')\n",
+    "    plt.plot(x, color='green')\n",
+    "    plt.show()\n",
+    "\n",
+    "    pn_locs = maxim_peaks_above_min_height(an_dx, n_th1)\n",
+    "    \n",
+    "    min_dist = 100/(200/60) # 100 sps and max 200 bpm\n",
+    "    an_dx_peak_locs = maxim_find_peaks(an_dx, n_th1, 100/(200/60), 5)\n",
+    "    \n",
+    "    x = numpy.zeros(len(an_dx))\n",
+    "    x[an_dx_peak_locs] = 100\n",
+    "    plt.plot(an_dx, color='darkred')\n",
+    "    plt.plot(x, color='green')\n",
+    "    plt.show()\n",
+    "\n",
+    "    hr = compute_bpm(an_dx_peak_locs)\n",
+    "    if hr:\n",
+    "        print(f'{hr:.1f} bpm')\n",
+    "    an_ir_valley_locs = numpy.array(an_dx_peak_locs) #+ (len(HW) // 2)\n",
+    "\n",
+    "    an_x = data_ir\n",
+    "    an_y = data_red\n",
+    "    an_exact_ir_valley_locs = compute_exact_ir_valleys(an_ir_valley_locs, an_x)\n",
+    "    print(an_exact_ir_valley_locs)\n",
+    "    \n",
+    "    an_x = numpy.concatenate((moving_average(an_x), an_x[-4:]))\n",
+    "    an_y = numpy.concatenate((moving_average(an_y), an_y[-4:]))\n",
+    "\n",
+    "    x = numpy.zeros(len(an_x))\n",
+    "    x[an_exact_ir_valley_locs] = max(an_x) - min(an_x)\n",
+    "    x += min(an_x)\n",
+    "    plt.plot(an_x, color='darkred')\n",
+    "    plt.plot(x, color='green')\n",
+    "    plt.show()\n",
+    "    \n",
+    "    an_ratio, _ = compute_an_ratio(an_exact_ir_valley_locs, an_x, an_y)\n",
+    "    #print(an_ratio)\n",
+    "    an_ratio.sort()\n",
+    "    n_ratio_average = compute_n_ratio_average(an_ratio)\n",
+    "    print(f'R = {n_ratio_average:.3f}')\n",
+    "    return compute_spo2_from_ratio(n_ratio_average), hr\n",
+    "\n",
+    "\n",
+    "spo2, hr = compute_spo2(ir_slice, red_slice)\n",
+    "print(f'{spo2:.1f} %')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[68, 159, 251, 266, 343, 436]\n",
+      "[343, 159, 251, 68, 436, 266]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "65.2 bpm\n",
+      "[76, 168, 259, 352, 444]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1249 230219\n",
+      "1317 230219\n",
+      "1311 230120\n",
+      "1323 230120\n",
+      "1219 229647\n",
+      "1299 229647\n",
+      "1203 229441\n",
+      "1233 229441\n",
+      "R = 0.439\n",
+      "500\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[31, 130, 224, 321, 421]\n",
+      "[421, 31, 321, 224, 130]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "61.5 bpm\n",
+      "[40, 137, 231, 330, 429]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1055 229981\n",
+      "1539 229981\n",
+      "1026 230140\n",
+      "1134 230140\n",
+      "1299 230491\n",
+      "1359 230491\n",
+      "1241 230440\n",
+      "1254 230440\n",
+      "R = 0.448\n",
+      "1000\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[16, 112, 207, 300, 390, 478]\n",
+      "[112, 300, 207, 16, 390, 478]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "65.6 bpm\n",
+      "[120, 214, 308, 397, 486]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1108 230296\n",
+      "1146 230296\n",
+      "1288 230196\n",
+      "1342 230196\n",
+      "1228 229940\n",
+      "1241 229940\n",
+      "1060 229617\n",
+      "1094 229617\n",
+      "R = 0.471\n",
+      "1500\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[65, 79, 152, 242, 334, 363, 428]\n",
+      "[242, 334, 428, 152, 65, 363, 79]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "66.1 bpm\n",
+      "[74, 161, 250, 342, 436]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1190 229280\n",
+      "1266 229280\n",
+      "1321 228974\n",
+      "1375 228974\n",
+      "1237 228565\n",
+      "1317 228565\n",
+      "1296 228293\n",
+      "1349 228293\n",
+      "R = 0.450\n",
+      "2000\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[13, 101, 182, 266, 340, 414, 487]\n",
+      "[101, 414, 182, 340, 266, 13, 487]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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MZX7OSRiTivRWEy5nePKRqSlcnulYzwkiH7OI5N1+v60/a/0CZF6X2SmevO0xT7hx4qxQK6zsGqd1ooxptf4ur9fY5uQSSl0Y3RW6XeOMSD4yNZXYCdQBIp828Wrj4yaSlIPy1dSoSD5fmEso3RUVSG25MydjRLpJiVdwRt8RmBZ5t0nkyzKSt7tgBoOGhQAOE3kHRvIe88RMFcnnh4QSSn3ato0PhlwwEpMiLvIS6bjFvPULrTBZBXqU48TEqy6MLj0qFs5IvEanpoy2AOCMvNV0kOOcxGtyNZlXRfL5w1xC6ZTFBbKRya6x+wmqkymSt3MpXDqiSZG8U0oorewauy/kPe3JmxKvNi+hTM5BeaurHdPWwNbo05+TFxew+4mXjenqgvjXJxCOW+fVypN3cgllxFh8I36M6ZUfdg8onGzXuN3OmQwVDQbji/to56yqrskTRrSY1K3OzgdDLljdrjot8Rq1EnkHl1AaiVfDk3eGXROZmnKsyJsTr26/39aJ15SlLov4OZe1yBsRr8PWgsyGcTBbefIOs2usInk7n6zp0I8pl0/bH4eIfNSB1TUxi8IDd0WFrc/raDCY0FbbU1lZtGDzhBB5/cMtt8Sro0sotcSruUbb5eTqmuQSSuEMTz4aDCYkXp0g8lELT97uJZRWkbxa4zUPJE9AKGtPvgwSrx4H2zXGjEaf5slrAmT3Yy3ZrvFWVRELh21dZmwc/8mJVxsHb+nsmnhzgMJS3iKflNEuN08+ecYrOCiSL9PJUC6/Vl0jBC6Px9bCA9bVNWDvi5NTJ0MlLNdZWQlaYUihKWuRjyWJfNl48kadvHPtGsvEq/bYiZG8fkwJr6nu3wFLAFpV1wC2LqNM19YgGgwWJTKeDSnrGRfRVShrkU9uglXOnrzb7wchHJ14FS4XLq/XmSWU2skqfCb7yQH+diRpMpQjInn92Eny5MG+d4HmRolQ3M+5vEXe3M6W4l49C8l0F8rp6gIhhKNWh7JKvEL8u3JyJO9ymMhHp6ZSqj7A3udI2iAHm4t8iT7n8hb5NCWU5eDJu30+EInbnbQ6lFUkD5rI2/REzURkcjK+L6YLr9cJIm9RXQP2Fnmr6hq3za1YJfIFIqWE0uYHQq6Y2ydDvE4enNVT3qq6BuIXZCdG8lGtSiUmp9d09VRW2v5Ys6quAYeIvDnxavdI3tReBbTEK8XRorIW+VhSJG/3q32uJPt7urA4ya6xSrxKbc1XJ4p8ZHIST2VlgsjbPfEqpUwfYdo4WIiGQiBEgl1p93PbajIUqEh+zkSSPPlyqZOPmfrxAEZFgZMWKreyayTSuXaNlsDU76rA/p68cafrMLsm+fgHhyRelcjnn+QSSiFEPFK06dU+V5LtGidG8laJ15iMOTfxOjmJNymSt73I650zHVZCGbUQeV1A7RrJJ9fJqxLKPGG1jqjH5j0uciH5IDdE3uGJ15iM4fb7nVlCqUXyThL55NWKwBmRvJXIq0g+PeUt8kl2DWgL/paDyJsOGEdG8haJVykdbNdYePJ2DyiSF5cGZyReY0l3smAqobTp561EvkAkl1CCMxZFyEaKJ8+0J2/nk9NMLBxGuFwJtc5Otmv06hrzjEvbR/IWIu/USN4JiVfL6hol8nMjnV1j16t9rmSya+xcFWEmGg6n1Mjrdo0TRT4yNZUaydtc5JOXpAPnirztSyhVdU1hSE68gv1voXMhncg7qromErEUeZeT7RqnefIWiVfh8SBcLlsHC8mFB2DvGa+xSAQZi1lfTFWd/NxILqGE8vDkdU9StwbMnnxkchIZi2X6dVsQC4dTWhoYJZRlEMlLKeMLQwSDtv0+rDx5ibS9panbleZyVTvbNboOmS9M+lKAKpKfIydaJG+0G7bxCaoTy2DXOLK6ZnIytbpGFx4bRpdgbdfEZMz2dyDJx79E2tqu0cdktmuEEEWbLFfWIh8NheKdDU0Ro90P4FzQZ7zqM/7Mk6HA3rMVdWLhcEpLg7JIvGrRpRDC9v62VeJVX0rSrmOGaZEXTB//drZrrC6mULzeRmUv8lb1tOUQyVtOhnLQOq9pE68O9eTDViWUDhF5sycfkzHbN1ZLLqGMyZit7RqrAhAoXsBZ3iIfDKYmaMrAk9cvXimevIMieWmReHVq7xopZUqDMt2TB/uKvJWN4CS7Rr9rcopdo0S+AJRrJB9LMxnK47RIPinx6lS7JhYOI2Mxx0XyVm0NDJG38TFklZPSbVkl8qmUtcgniyGUiSeve5K6J6+3GnZQJJ8u8erEEkqz7aHfXQkhbN/a2tKT1+5A7HyO6Hal7snrF1a3TQM4qzsmUCKfF5Jb8oJ9D4SZkLa6Rl/n1SEinynxate1Oq3QT1THRfIOra5JnvFt3Mlq67zajYyRvKqTnxvp7Jpy8OSt6uQNu8YB/WusInmJViUhJTIaLdHIZo45InaSJ28VycdkLD6pzqZjBgtPXjsP3A4TeVVCmQeSG3mBdiJGIkarWyeSLpJxlF2TZsarvl92rS23wqmRfGRqCoRI6QTqRE8e7HuXbtXtE1QJZV6wnP5sc580GzIWIxaJZKyTd4pdky7xCjhqQpR55qiT6uSjwSCeioqEFZYkMt7N1MbHUCydJ++wSF558nnAypMvZs+IQmDU3Do8ks/UoAxwVIVN2kje5gFFdGoqRXhiMhYX+fHxEo0qO9FQKOXuAxzqyRdB5D3ZX5IdIcQhYAyIAhEp5elCiCbgv4GlwCHg3VLKoXz8vVzJuEyYTU+8bFi1T3ZiCaWlJ6/1kwd71junw1xd4zS7xuzHw7TI6z2QzK2g7cK0Jx8/RvS7J7vaNVbrWoAzI/m3Sik3SilP137+AvCIlHIV8Ij2c1FJ58mDfaOrbGSK5N0+n+07COqkq67RL15OjOStlv8zP283osFgQo08xL8DX00NYM9gQUoZP3Z8PuOzVnZNZgp5mb4K+Jn2+GfA1QX8W5ZEg8GUaLGYaysWAquma2Yf2CmrQ5WVXWNRJw/2F/nI1BQevz9hzFLK6VJcGx5HesGE1Yxvu9o16RKvegllocuF8yXyEnhQCPGiEOIWbVublLJLe9wNtFn9ohDiFiHENiHEtr6+vjwNJ04kGDRONJ2y8eQtZryCc3rKy0gkY+LVjidrOtJ58i69N7tNRT6qrUtrbtmr2zVgT5E325UpkbxN7Ro9MEuZDFWkdWnz4skD50opO4UQ84CHhBB7zE9KKaUQwvJyJaW8A7gD4PTTT8/rJS1q4TmWiyfv9vnQz02zsDhldSirSF7vJw/Ora4xfxd6hY0dhQe0IChpzAkib8Pkq/lO1jwnAZxp18D0gjOFIi+RvJSyU/u/F/gtcCbQI4RoB9D+783H35oJVomlcvHkrSZDgXMi+Uz95MGZdk3yoiH6NltH8n5/epG3cSRv5cnb3q5JV+lX4ONjziIvhKgWQtTqj4FLgJ3AvcAHtJd9APj9XP/WTNFvR82UoyefHMk7ReTTtTUAh4m8btckRcVgb5HXgyDHijzOsGv03GBypVKxRD4fdk0b8FttQoUHuEtK+SchxFbgl0KIm4HDwLvz8LdmRDlH8laToSAeyTvBrkkbyTvRkzcnXk1JcLC5yE9OUt3Wlph4ReLVq2tsKPKxDHeydrZrkq0amBb5QreQmLPISykPABsstg8AF871/WeLlJKIRSSvf7Bl4clrJEfyE3lOYBeCmEXiVUrp2BJK4Xbj9npTI/ki9SeZDRGLhU7MkXzIhp68lV1j1MnbWOSTk67gILvGrsTCYZCy/CJ506LAVp68U0oo9UjeHEU62ZPXjysrT96uAUU2kbfjcZTRk7exXZMpklciP0usOuzBtCdv1xMvG9kieafYNXp1TbLAONKu0cQScJYn72CRtyyh9PuR0Sgxm3UwTSvyRcoPlr3Ip9g12s92bqWaCXPi1bz8mY4TEq9SayXs8npTarSdWkKpH1fmRUMgLvJ2PdZ0kTd/B1LK6RmvNrRrrI5/s8iD/QKESJZIvtABZ9mKfDRNJF82dfKm0jenRfKxcBggxcM2+snjMLvGgZG8lNKoz06O5F0eD57KSoKjoyUcoTWWnrxujdnUirVqlAjKrpkz6ewa4XLh9vlsdyDkSiZPEqYjeTuvrKRPTRceT3nYNaYEv5Xw2FHk061Lqz/21dURcojI2z2SL3V1TdmKvNUixTpuB68OFcvgSYLWblhK2x3oZtJF8k5uUOa0SD5dKwb9sb++nuDISEnGlolMx78upHYL4FTitUCki+T1bXY88XLBHMno0WJynTzYM2mmE9VE3qq6xuNEu8bsyZN4B2XX6hqzyCfXyYMzIvmUBmVF6gUzU6y64YIS+TmTSeTtOjMuF8y9qS0jeQcs5h0ziXyCJy8lwu0GIWx3ombC3HskuXbbtpG8RSsGsH8kb1TXmI4dc5082FDkVSRfGPQPzsqu8dq4aVQ2rBaoSLFrsPfqUJnsGiEEHr/fUd9PZHLSuINKqd0uUjvZmZLVrrFrJG9q9pXWk7fZsZNuMlSxupSWrcinq64BZ3vy+kHuyVBdAzaP5DMkXiF+N2Lni1QykYkJ4+JqNUEH7OcTZxN5n10j+QzHv/FZOySSN7qUKpGfHenq5MHZnnxkaspodpSuTh6cE8kn18mD1knTxjmFZMITE8bFNTlPYteFQxI8+aQ6ebBvJG/VJ8ju1TXp6uRh+k6vkJS9yJedJ28xhd5pkXw0nSevnbROac2gkymS99XVAdhOMHOK5EdHkbGY5e+XCiu7JsWTt9m5nS6Sh+LkbMpW5DPZNXZeyCEb5qjA6Z68VVsDcKDIZ/Dk/Q0NAASHh0szuDSka49s9uSR0nbfgxG8lYFdA0rk54QeySYv/wfxg8FuV/tcyTmSt9nJaSYnkbfxRcpMLBIhGgqljeQrGhsBmLKZyIezJV61i9PU0FDxB5eBaDCIcLtxmfI5drdrsop8gY/1shX50NgYAL7a2pTnnOzJR4NBI89gVSfviBJKLfHq8nhS6uTBWZG82fYAUvIkRiRvM7HMVidf2dICwGR/f/EHl4GEOQnp6uRtFsClq66BuD7pWlUoylrkPZWVKT3LwdmefERbsg2cb9ek9K6RzvPkjTvGLHaN7SJ57fP11tRYRvJVra0AtlubIGphV5rXeAVru+bpL32J+268sejfQywSQcamZ3In46urUyI/W0Kjo0bSKxm79p3Ohai2+DI4N/FaTp68/jlns2vs5snrHSZ9aUS+UhP5SQeIfDq7JjI1RefTTxMcGeHZr3yFPXffTeeTTxZ1vJGg9SLeOsWoYsrH8n+2JDQ2ZmnVgH2nmudCtkjeaKVsY5E3V9eE09XJO0TkDdsjXSRfVwdC2M7bDo2Pg1anHRtPH8nbza7JlJNKtmv++61vpeu554zvBiDQ3V3M4SbU9Vvhq60teLfPso7k/Zkiead68lYHOdMnqRDC9u2GyymSj2SJ5IXLhb+uzpaRvK+mBiFE2sSrcLttZ9dkqi7TO5hGpqaYGhqi67nn4j9PTOCvrweKL/IxU2twK4ph15R1JO9NE8m7KyqIRSKW64zanUgwaNhQRpIvacq81+aTiRISr6Qm/TxVVUSmpohFo7jc7pKMMVeS7RqrZLi/sdGWIq8v2G01GUoIQWVLi/3sGotmcMbi6S4XnqoqQuPj9O/aBcA1//u/jB4+zPK3vY07Tzut6CKfza7x1dURmZgoqBadsJE82KOe9vizz3LowQdzfn22EkrQZow6PJIHeyePdSJJpbpW30llczMTPT3FH1wGQlokD1h+BxC3bCZ6e4s+tkxk8uQh3lgtNDJC/86dALRu2MCpH/849UuXUt3eTqCrq+jjhQwirwWihYzmy1fks3jyYI9Sq7vOPpv/ufTSnF9vLqFMJ/K+mhrC2kHTvW0bPdu352m0+UHvJGie0AKpIm/nC5VOtuoagKbVqxnYs6f4g8uAOZJPJ/J1S5cycvBg0ceWCasFWpJFPjgywtDrr+OpqqJ20SLjuer580vmyWdKvIIS+VkRzFJdA/ZqGpXrwZct8QpQ1dZGoKeHaDjMz884gzs3bcrvYOeI1cIPYCHyNlxjNBk9t5POkwdoXrOGsSNH4slOm5BLJN+0ejVDe/faamFsc815Jv2Ly+UAACAASURBVJEf7+qiZsECY61d0ES+yHdUmdqrwHTbi0ImX8tW5MMZInk9Eih18tXs23Zv3ZrT71hNBkleqKJGuy099Kc/GdsGdu+e63DzhtXCD2Cq7Jg3D6DoJ+RsiCRF8lZN45re9CYA+nbsKPLo0pPgyVtMhgJoOvlkIlNTdG/dalRElRqzXZM8GQqmRT7Q3U1Ne3vC7xYjyZmM0V7FYuY9mOwaJfIzIxoOE5maSm/X2CSSN1cuDO7dm9PvZPMkAaoXLGD8+HF6XnrJ2Hb4kUfmOty8YbVOJ0yftLWLFwMwduxY8Qc3Q7LVyQMs2LIFX20tv7vqKjqffrr4g7QglINd03TyyQDctWULD/zlXxZ3gGnItJ4uxBurhUZGCHR1UTV/fsLv+mpqUu4OI8Egf/70pxnav79g44XskbwS+RkyNTAAQEVzs+XzdvHkx44cMR7rY85GLonXmgULiAaDHH/uOeqWLqVq3jx6XnwxT6OeO1ar+8D0fug+6tjRo8Uf3AxJjuStvpOa9nZufPZZQmNjvHz77cUfpAXhHOyaBZs3s/r66wF47ec/Z+Tw4eIO0oJc7RqrSN5bU0NkcjLBftrxgx/w0re/zQv//M+FGW+Gluf6eIGC9u4vS5HX/e3qpCu5jl0i+fHOTuNxLpNOpJTx9SKzibx2cB977DGaVq+m7bTTbCXysTSRvFGjXV+Pt7qacadE8kIYNdrpvpOWtWtZdtllGW05KSWPfe5zvPCNbxRuwBrmwoR0Iu/yeHjHPfdw4zPPADCglSWWklwSr4HubkKjoynnv35RM5cX7/31rwEYP368YOOF9JF8RVMTAFODgwX5+1CuIq95udVtbZbP28WTn9Sid291tfE4E8mz59LVydcsXAjED7Cm1auZt3EjA6+9VtAEWnBkhN133ZVT/3FzJG+1aIgQgtpFixxh10QmJ/FWVRkJvnTfCcD8M85gaO/etFHb/t//nm233cYTn/+80SWyEEgp4568luC2qpM3U79iBQDDBbI0ZkKCJ4+1J6+TbNfo9pTZshnSbNLurVsLskSjuaWzFUaX0gLOiC5LkddrkrNF8qW2a/QvtmHlypxEPpdyPYC20083Hi+56CLqli5FRqNZa4TnIixbb7uNP7z3vey5556sr42Fw/HVrZJmWyYn/Y4+/rjtGnslY14VCtJ/JzCdgE1Xljj4+uvG48MzmDsxUyJTU8QiEcMPThfJ61S1tuKrrWX4jTcKNqZciVjYlebjxizyTSedlPC7eiSvVzmFxscJdHdT0dTEZH9/QZKymVaog7gWeSoqlMjPFN2uqcoWyZdY5INDQwiXi/ply3Kya/QIRI/A0gmKt7KStR/8IL7aWpZdfjl1HR0AjJpyAMns+OEP+XZV1awTUPrt5u677sr62mgolGJvJD/e8qUvMdnXx4vf+tasxlMszKtCQWaRz9a+d6KnJ94r3evluDYlvxCEtDsJXRCzibwQgoYVKxjat69gY8oFKWXWnJT5nG9euzbh95NLc/U7k0XnnQdQkIlSmRYv0qloalJ2zUwJ9PTgqaoyrtzJePV1N3MQ+ULWr04NDeFvaKCypSWnxKvRHjaLyANc+sMf8rHeXlweD7WayI+lEXkpJQ9++MPAtEc5U4YPHAAS8wzpyEXk2049leVvfzsvf+97OdtMhbjdzsZMIvlsTb8menqoW7KE1lNOoWfbtgKMNk5whiIP8YqnQvnWuRINhZCxWMbjv+PCC43HFVqbZx1vUiSv35ksPPdcoDB9bbJF8qC1vVCR/MyY6O5Oa9VA7p5819atfKe+nv333gvEWxA88OEPs/c3v8mLoEwNDVHR2BjvETIwkPU9k0U+XZ08gMvtNqKHOq0kMV0kb66hn61NoHubudhOsVDI6K9tVSevs/q665js72fgtdeyvufuu+/mRyedVHRLITmSz/Sd6JF8uqZfgZ4eqtvaaDv9dHpefLFgFy09cPFpIp+uTt5MRVNTyTtp6sd/8qLpCZF8SwvNa9fSccEFKb/vS/LkdVFvO+20+M8FiOSzJV4BKgv82ZalyOsnSzo8OYq8Hk1t1aodtv7Lv/DqD3/Ive96F7t+9rM5j3NqaAh/YyOVzc3EwuGsnuBMInkzvtpa/A0NaUVe77E9/4wzGDl0aCa7AICMxRjVyutySiCnieSTRW3B2WcD8YtrNp758pcZ3r+fxz//+ZzHnQ8ik5MJE10yfScVTU0gRNpIPtDdTVVbG22nncbU0FDBWgoYdk2OnjwU3lLIhXQdP5OPmw+88grXPfxwyu8nR/ITvb0ghGHrFCKSj05N4fJ6Mzba8zc2KrtmpgSyRPJWWXYrdFEc3LMHKSXHnnqKN914I/PPOIOtt90253EGtUher+fPJpC6yCfXN2cTeYgnodM1mzr8yCNUt7ez8LzzCHR1zTiCDI2NIaNRKltaiExMZLXBcrFrABpWrKCypYWu55/P+H6Bnh7jTuLwQw8VdXZmeAaevMvtplJL8lkxoQUn87XEeXeBLJvZ2DUVTU2Ex8eNyigzU0ND3H3uudx97rkFtXRyDXJcbndCOwMdb1IJ5URvL5XNzVS1tuL2+RgvUCSfKYqHeIWNiuRnyERPT9qkK8RLEN1+f9YJCHqiaXJggL5XXmGyr4/F55/P0ksvZXDPnjmXuel2TVWO62kat6szjOQh3irASuQnBwd54957WXb55dS0txOZnJzx7Dv9c6xfvjz+nlkuVlGTXZNJYIQQzNu4MWs7AN3O2fBXf0VodDTrRWE2HHvqKcveM5EZePIQt2ys7BoZizE5MEDlvHm0rFuH2+ej86mn8jT6RPTvyzdDkQfrUr+9v/41nU8/TefTT3PX2WcTKlCb61yry9KRbNdM9PZSNW8eQoh4v6cCefKZ/HiIT14MdHUVLDgpuMgLIS4TQrwuhNgvhPhCof9eNBxmsr8/YyQP0zPjMmGuCz5w//0AtK5fz7yNG5HR6Jwnh0wlRfLZkq8pnnyGmuxkqubNs2x3e++11xINBjn5hhuo1iZRzTSi0XulN2gin+3WM2aK5K3q5M20rF/PwM6dGZOvg1qHx40f/zjC7U7o2ZMPhvbt457zzuP7CxemfNbJkXy276SypcXyYh4cHQUpqWhsxO3zsfKaa9j1058WZCZkciSfrU4e4r4xWH+3o4cOIdxurnv4YUYPH2b7d76T7yEDqXaNVZ18JpLv4Cd6e41gsLK5uSCWSWRyMmsk33TyycQiEUa04oV8U1CRF0K4ge8ClwNrgPcIIdYU8m/qixxkiuQhN5Gf6OmhdcMGAEM4GlatMrbNpeGUlJKg7snrkfwMRX6ukfxEfz9HH3uMTZ/8JEsvvtiYKTvTBNSsInmvN2XsVkm/1vXriUxNZZyIM7hnD97qalrWrqX9rLM4mGeR173x0OhoSs5ixpF8a6u1yCcJ74aPfITQ2Bid2mzTfKLfqWWb8Wom08zM0SNHqFm4kCUXXsjyt72NF77+9YJcnNId/+mSxcm4fT5cHs+0J9/TYzTDK1TOIZqDXdO0ejWQOE8inxR6WaQzgf1SygMAQoh7gKuA7OUSM2A0OErnaLx0r3//a/S0QFdDGH9f+s6LfQt9jAU72Z3mNVJKDosBVmw+h57OV+jZ/SQVqxo4FO0hWh2md55gx+FtePq2zGrMoYkAXQ0RuupD1IoBelrgtZ6diAxj3jt2gJ4W2D91FF/fAJFYfIWlsdBY2v3Q6Z3n4rBrkJ1dO3B74gJ74E9/pKdZ4rlyC7v7djNcPUFPC+w4vI1AX+Y7ITNHunfS0wKDHZX0tMCuzlcI9KW/yB52DxFtjLC7bzcHh6aTi11jXSn7MbSshp4WeG7r/SxrshagHYe3MXX6Evb078H9js1s/9dv8vz2B6lbtDjnfcjEvsPb6Ilfh3nq8f9hRc3bjeeOVYzjr5kyxj0ajAuoRPJa32sIEr3hvvluju5J3c+Bo3voaYm/n6dvN8ElVfS0wAsvP0zw9KV52Q+dvWMHGOio4vVBLY8xPN2TpnPM+pzo8w7T0wI7j+9gtK8p4bndfbvhTa3s7ttN86fey7PP/4EH/ud2Vl15VV7HfWjwdXpa4EC0m9G+3YSi8fzARHgi6/GvM7C4kv0TR2jp282BSBei3cPuvt30tXsZ2ncw5/fJlYOyj7FWMr5vsJX4eb3nRVZeeWVe/z6AKGRtsRDiWuAyKeWHtJ/fD5wlpfyE1etPP/10uW0WyaYf/Pb/4692/P2cxqpQKBSl5IOVF/OT/zu7EmYhxItSytOtniv5AqdCiFuAWwA6tEk7M+UUz1Le+yvY8g9/z2RfHy/f/n0u+Pd/p1q7FbNi27e+yXhnJ+ff9q+Wz08M9PPIxz/B+ltuofOJJxjYs4eV11zNm66/AYCn/uEfcPu8bPm72V1cRo8c5vH/+3lO+z+fZsFZm3ngwx+iffMW1t98c9rf2fXzOzn80ENc8bP/AsAlXJzUfBJ7+rOvOtT1wgts++Y3Oe+f/4mGpcsAePXHP6LzmWe47Ic/AuLR5/3vfz9LL7uMte99X877cvDBB9j5459w4X98h0c+8decfMMNrLr66rSvf+rv/g5PVRWb//ZvAajz11Hnr+PYqHWvmsc++zdUzZ/PmZ/9XMpzkeAUf/zABzn5+utZdc012us/S0VzE2d89rPc//6bALj8v36Gx2e9Ok82Xv3xj+h8+hmq2+fjqahky9/9HQCxWIw/3HgjJ113Havf9S7j9atbVrN/cD/RWGoe4Y0/3Mdrd/6cy3784wQvv/vFbWz9l9s472tfpWF5vFfMC9/4OpMDA7zl6/ltWGZ17DdUNFDlreL4mHV1TGh8nAc+9CHWfuAmll9+hbFdIvnDe9/Hire/nTe95z0AbP/ed+l/dScX57nj5uE/P8KOO/6Ti773XSqbmhFCcHLLyTOKvh/9zP+hbskS1rz//Tz8sY+z/pYPs+SCC9l9z9288b//y9t+8YuUu6+58MxXvgKxGGd/+ctZX3tyy8l5+7tmCi3ynYD5nnmRts1ASnkHcAfEI/nZ/JENZ1zExl2wpbuF8EQV7IL3b7454SRKpp4HObSzk+vXXW/5fO8rrzCwC65cdClDZyznyV9/gb/41ddo1vqPVPl+S8+LL6b9/WwcHXickV3wzqVvZ8m6C5kY/QqNh6q5OsP7PTTyGG1H61P+5ob5G7L+va6JZUR2fZOL5FpWrHsHAP6D97AysCzh/UaHv8jCo/W8bQb79dy9b+DZBe/f/CFGDn6ejcMLOT/D74eOfoPqBQt4Z45/o7rxdxx//Dmu/2nq63u2b6drF1y55jpOWhcX2uaVT7Lrpz/lnL9cwHEtN/6WieUs2nQux599lsOPPMKbbrzRSBRnw3/wHlYEljK/8QwOPfCA8XkFR0bo3AXn37yF05P2ZeP8jZbvteulIL5dP+dtTefRuHLl9PbtIcK74N1r3m1sb6p6lL1/+s2sj7F0uI7+iPC4e0bvG4tE6Nn1Ic6eXMHZpt8Ljo5ybEeUt9x0Hmdo25cuOcSTtz/J1R2Xp11neTa8+Eg3rl1w/bobjEQwwPq29Tm/R2jwX6jyNnFuzWb6d8HVS97GynVXsbXhKI/v+D3XdFyR1zFHjv4bvtparsvzdzgTCl1dsxVYJYRYJoTwATcA9+b7j1S1tVHZ2krfq68y0dODr7Y2o8BD9sSrnoSpaIpHhB8+eNAQeIC6jg7Gjh7Nqeui5ftrpWh6F7rGVauMWu90hAMBI+k0U6z614x3dhodK3VqZrHYcXBkBLffj6eigsrm5pwSr3p1TS60rl/P6KFDlt/XoDZbt1FLXgEsu/xywoEAj37608a24f37iUWj3H/TTTz993/Pz9avN1oxAHQ9/zxP3nqr5d8PdHVR095O85o1BLq6jO8umJTAzIV0/Wv0CiVzg63q9nYm+/ryXloXHBlJuzRmOlweD96aGmOcOvp3XWlau6FZW2xkMM/r2iZX18wGr7ZwiN6p1ki86hVueU6+mrt9loqCiryUMgJ8AngA2A38UkqZ96bUQgha1q2jf+dOY9ZgNvz19YTHx9OW5ulfdmVTEy63m/qlSxOer+3oIBoMpp2ing1dKPy6yJ90kiFEaX9ncDClH0euVM2bh8vrTViIY/z4cWoWLEh4XXV7+4xLKEMjI4Y4VTY3Zy0FnanIt6yPR2r9O3emPDewezfC7U7oOLjsssuo7eigf+dOllx0EcLtZnj/fo498QTD+/dz7le/CkLwzJe+ZPzOry6+mOe/9jXLGb+TAwNUtrQYVRD6/Al9hvKMRD5N/5rk6hrAKGm1Kn2dC+bvayZUNDSkiLyxQI8psm4qkMiHAwGEy5V2Uexc0FeH0ivNdJHPVCI6F0IZliEtFgWvk5dS3i+lPElKuUJK+dVC/Z26jg7GOzvjLQ2y1MhD9j7O5kg+3d+DzJ0dMxFMiuSbVq8mGgoZ7QGsMNf1zhThclG7eLEx3lg0Gl89x0LkZxrJTw0PG6JR0dQ0o8lQudCqibxVyerAa6/RsGJFwkXD5Xbzzv/9X9Z+8INc/IMfUL90KUP79xvLIa6/5RZWvfOdHHzgAaMuXBfso48/nrp/AwNUNDcbK1bpszrDusjPICpO178mODyMp7IyYT/0ktZ8zyINzlLk/Q0NKXdTVpF8/fLluLze/Iu8Vq5qNZs1V7w1NYTMIq+dT3okP9ugLR3h8fHyF/liUbNwIYGurvjajjkIYbUmboE0J9BkjiKfrrNjNqaGhkAIw/+bd+qpAOz8yU/S/s5cRB7inQT1SH6itxcZjabYNbWLFxMcHp7RNOvgyIgxe7Iih0g+NsNIvnbRIvwNDdYiv3s3zWtSp160rl/P5T/5CQ3Ll9OwahWDe/bQt2MH1e3tVLW0sPj885ns66N/166EfU2eZRqLRJgaGqKyuXl6sph2zMzGrkk3uzk4PIw/6S6tepbzFrIRHB01vq+Z4K+vTx/Jm0Te7fXSsHJl3hePDwcCc7JqQIvkAwEmenvxVFYaVore6ypd64/ZckJE8sWiZsECYpEIg3v2UJskXOleD4lRUnhiwvBppwYH4z5zmlXWa+cYyU/09lLZ0oJwxb+Ctk2bWPWud7H9P/7DctahlNKYhj1b6kyRvL7fyZH8vI3xhOGxJ5/k/ptuymliUWhkxLCRCuHJCyFoXb8+ReSj4TDD+/Yl5Eqs0FfG6tm2zbgrWLAlPr+h96WX6Hv1VeO1vS+/nPC7+gWgsrk5PgXe5TICAz36n0mizltTg9vvTxF5q6Z6+ncz22PMimg4TGRiYlbJRb+FXTNpYddA3JfPdyQ/2zsQM16TXaO3NIBp2yafIh8NhYiGQsZM21JRViKvU59D1YQewer9z6PhMN9fsIAfrlhBLBqN+99NTWlvDSsaG/FWV886kh8/fjzlYrT0kksIDg9b+sLh8XEik5NzEvlazdKKRaPGfidH8vodxe+uuorX7ryTX19+eVaRMUfyVW1tTA4MWDay0jHPeM2V1vXr6X/11YRE9/D+/cQiEWPFpXTMO/VUYuEwA6+9xvwzzwTiLRiEy8XQvn2G17/6+uvjLRQiEeN3DTuipQWX2031/PlGzkKfOeqdQaQmhIi3NkiyBQJdXUbkrlPd3k51e3tOXTgB9txzD9+uqeHRz3wm7Wv0Mc/WrkleqcucuzLT9KY3Mbx/f16TxqFZ3oGY8el2jWm2K8QtN7fPl1eRn03OphCUp8gvW5b99Um33v07dxp+4+jhw4bIp0MIQW1Hx6yjrMDx44ZlpNO2aROA5aLbyYmi2VC7eHF8GcDu7rSRfPW8eTRoa3qu/eAHcft8PPGFL2TsjxM0efJ1S5aAlGnXZ5VSpvRgz4XW9esJjY0xYspZ6HaAlV1jZr5pOcTll18OxKe41y9bxtDevfTv3Im/vp7lV1xBZGqKvb/5jfH6ZDuiesEC47ObTSQP8cVDJvv76XzmGfb//veAdedUIQQLzzmHPXffzSOf/GTG9wxPTPDgRz5COBBg329/m/Z1yc3JZoK/vt5oU6wzOTCAr64OlyexGrthxQpikUhe1+kNjY7OubzRW1ODjEYZPXIk4VzSm5TlM8mtt09QIp8nak0TqXIRebfPR2VrqxHRmjvQDezezdTgYEp0kkzdHETeqrKlZd06hMtl6T0nl3zNBnMeYbyzE+FyWXr87370US7+/ve5+Pvf56xbb2XP3XdnFQ5D5HUbK00CORoKEYtEZnwLq9ss/abPRu8+qVdzpKNh+XLe/I1vsOyKK4xIHuJ9iIb27aPruedoXb+eFVdeybxTT+W+66/n8c9/ntDYWEpisWbBgmm7ZhaePEw3Kbv7nHP43dVXExobi7cZtigYOOVDHwJg+3e+w2CGEtvubdsIjY6y+PzzGT10KG1HxXxE8uYLfnB42CgeMFO3ZAkw+5yVFfmyawBG3ngj5dhP16l1tqhIPs/UtLcbjaJyEXmIn7B6VGY+KQY1kc8UyYNWK5/hIO59+WV+fuaZKReCWCRCoKcnReQ9FRXULVli2YzrmFb1kS1qzUStvkLU0aOMd3ZSPX++5WIGdYsXs+EjH8Hj97P51lupW7qUl/793y3fMxaJEA4EjKShfnKnE/nknvi50rx2LQiRcAEc3L2b2o4OfDnUIZ/5uc/xrj/8IWF/W9aupXf7dnq3b2flNddQ0dDAjc88w/oPf5it3/gGf/7UpwxbRa+KqWlvT4jk3T7fjPIL+nuZLZhXf/QjYpFIil0DsOzSS7lFO34yddfU32/Tpz4FQLfF3SCYggWtlHMm+BsakNGo8R1CeuFNd7GXsdisW0EHR0dnXN+fjJ74joZCKQFTVVtbXkU+rEQ+/3xo/36u+u1vcxaQmgULjEhev03zVlcz+PrrOYl8bUcHE729afvKP3DzzXRv3cqL//ZvCdsD3d0gZYrIAzSsXJki8jIWY9edd7Lg7LOp10R0Npgj+bGjRxPuftLhcrtZfd11dD37rGUNfzApMjQuJOlEPmkx8lzx1dTQsGIFvdu3G9vSVdbkyrLLLjMen3xDvF2Fp6KCS+64g6WXXMLxZ54xBF0X4OoFC5js7ycSDM5adCqTBHb33XfH3ztN6W/d4sXUL1vG0SeeSPue3c8/T8PKlcw/4wwAxtPYJKNavqduFseR/h2byyjTiXxtmiUnn7z1Vn6xeXPGfUlHKA8iX6OVwULqXXHtokWMHDiQt2UX9UheJV7zSE17e8aeKSmvX7gwIZL31dbSvHYto4cOMZljJA/WJ1QoEDAqNQ784Q8Jz+n12lY2g5XI77/3XgZ372bjRz+a455Z46+vx1dby9jRo4wePmyMPxsNK1YQDYUs67WTZ2p6/H5qFy1Ku9aq7lPO5sBfsGULnc88g5QSGYsxuGdP1sqaTCx685vx1dWx4aMfNXI0Ou2bNzO0bx9D+/dT2dqKR5uAo1+YA93dsxad1lNOMR4vf/vb6X7hBYCMCeQFW7YYr7Oib8cO5m3cGK/QESLhu5JS8vzXv86Tt97KyKFDuDwey7uGbOh3a+YKm5Ap6W7GU1FBVVtbysX+5e9+F0g9J7IhpYx78nO0a/SLD6SKfMu6dUwNDeVt8RDlyduAmgULCPT0EA2HjZmy9cuWMbhnD5GJiawi37hqFRBv/jV69GhCBND38svIWIyGlSsZO3Ys4bmjjz2G2++n/ayzUt9z5UqmhoYSyhD3/upXVM2bZ0Sbc6G2o4PRw4cZPXIk52hOr1ayWnPUaqZm85o1aRdUCc9B5Beecw4TPT0Mv/EGIwcPEpmcnJPIu30+PtbTw0Wa8JhpWbcOGYtx5OGHE6qgakzzKyYHBrIeI1as/eAHWXrppVzwne+w6M1vnv6b2lqjVtR2dBDo7rZsoxEaH2f4jTdoXb8+LuBtbQkif/TRR3nyC1/g+a99jf2/+x21ixdnXHM0HRUWIp/JJ69bsiTBzgxPThrR7cH776fv1VcZNc3AzkQ4EEDGYnOP5E13zy3r1iU8p/+c62JAB//0J578279NW0mmPHkbULNwIUjJRE+PkfiqX7rUqAjQfdh0tJ91FrUdHdz/vvdxR0dHQq8UfX3OlVddRWRiIuEW9+ijj7Lg7LMtFxPQ7Yd+7UCTUnL44YdZctFFKRUMs6F28WJ6XnyRaDCYk10D0zkOK5HXT2JzZNi8Zg0Du3dbClLywg8zYeG55wLQ+fTThgdtTqTOBk9FhWWZbIsWbY8fP55wi2/Mr+jqYmpgIGGmZ664vV6u/dOf2PSJT7DxYx/jpGuv5S233ZZxJmf1/PnEwmFjkp4ZvQRUH7M51wRwWFvU2uXxMLhnz6ysGpiZXQNaYYIpktet0db16+nfuZOfrV/PHR0dGRPKOnNJGJtxm0p304m8VfuMZAK9vfz68st5/p/+id133WX5Gn1We/Ikt2JzYou8fsJ2dholbHWmHjXZuhQKl4tz/9//Q2hR0aGHHjKeG3z9dSoaG43yPf0AnxwcpPeVV+h461st3zP5QOvfuZOJ3l46LrpoFnuYSt3ixcZFLFe7pq6jA+FypYh8LBrlmDZD1BxRN69dS2Ry0vKioEfyM0286n+jorGRzqeeovOpp/DV1aWcqPmiceVKo0eKOZLXy17Hjh6NV2DNQuTN+KqrufJXv+KMv/mbjK8zZr8mWQkyFuPIn/8MTE/wqjZVAEF8Ytv8M89kyz/8AxCfDzAbku0aKWXWSH70yBHjLlY/7jb81V8lvO5/Lr2UQE8PL99+u5EYTsa4Y8xDh0h/fT1VbW0pdzNVra1UtrbmJPJv3DvdZ/GpW28lYJGwDfT04PJ6LauPismJLfLayTt27Jgh8k2mboa5TKpae9NNfLSri8233srQ3r1EpqaAeOKxbskSIwrURb7zqadAShaff37aMfkbGujXZmHqUdiSfIm86SLWYvKGM+H2+fDX1ye0K4hFIvxi82a23XYbkBhh6csjJs8ehbl58sLlSzCLTQAAE11JREFUYsE553DsiSc49NBDLDz33FnZDrng8niM23CzV17V2oq3poaRAwfids0cRT5X9KSs3uIgODLCXWefza8uuYQD991H26ZNxozZGlOTuanhYbqee47F55/P5ltv5aNdXWxMEtlc0UVenxAVDgSQ0WjaSLWuo4PI5KQxu1fPXXVceCHXPfwwN+/dy3ufe47xY8e4ff58Hv7Yx7jztNOMBnBmpvIYFX/k2DE+nGY9Vb3RYSZCgQAvffvbNK5axU3btzM1OMgf3//+lNcFurupbmubU6+dfHBCi7zeWXLw9dcJDg9T1dZmVCdAYpImE1WtrbRu2BBf3FuboGOIvH4h0URer+3WZ5YmI4Sg7bTTeOX73+dnGzfy2Gc+Q9Pq1dTlOJZsLH7LW4zHyZ01M+FL6lsy1tlJj2ZJ6a0ZdFpPOQWXx2MkmM3MtoRSZ+kllzC0dy8jBw7MKMk+GxZp9tDam24ytgkhaFixwjhmZuPJzwZD5LVI/vVf/Yrjzz7LkUce4fizz3KytmAHxCP5id5eouEwB+67j1gkwqprrkG4XDk170uHYddox4FVPsZMcusPPZLX14NtXLWK9rPO4hRtoZwlF11EOBDgSW0xGTP5mAyo46upSTsZr2XdOvp37UpbYbPvd7/je/Pm0b9zJ+d+7WvM27iRs//xHzn04IMpa7QGurupmsPnnS9OaJH3NzTgq601qhaq589PEB/3DKbe61Fx344dSCmnRT6pydTIgQNUtrZmFLnV110Xf69XXgFgk8nrnyvtmzcD8X2fSYSR3H9f359Tbr6Z9yQ19fJUVNC8dq3lzN3ZllDq6Ks/Aaw0PS4EV/7mN/zlnj0pt9sNK1fSvXUrwJztmlypSbJr+nfuxFNRwVl/+7ecdO21nPrXfz392gULjFzT4YcfprK1lfY55i4g/r26/X7jOMgm8slzJsaPH8dXV5cyr+H8b32Lax98kGsffJA173sfB+67j6NPPMGjn/mMkZhN7hpZKFpPOYWwlshOJhoO88gnPkFNezvXP/44q6+9FoA33XgjAHt//euE109Y9CMqBSVf/q+UCCGoW7LEmJyhRznX3HvvjFebb1y5Ek9FBf2vvsrU0BDh8XHqlizBU1GBt6bGmFQzcvBg1slaJ7/nPRx74glO+8xnGD10iJV5jFhdbjc3bd8+4wg0nchv/NjHjHYMZto2beKN++5DSplwMQnNUeRrFy3infffT9NJJxkTWwpFVUuL5d9oXLmSfdoJXSyR99bU4KmqMj73/ldfpeWUUzjvq6ndu83N944/8wwLzz475W5rtpiblIWytEhI7tQ62ddnGYl7KytZevHFQPzY3/4f/8F/a3ecA7t3c+0f/zgt8rOYxDUT9Dv57q1bE1bugvjku/HOTq64804Wm6qiahctonXDBo4+9pixpCXEL8hW50axOaEjeYh71Hp0pIv8ine8gzXvy32NU4h7uM1r1tC3Y4cRueiRTFVrq9GneuTgwawJXX9dHW/7xS+Yf9ppnPSud+Xdd563cWPOSVdjTMkir39maeqt523axGRfn5GL0AkHArOaJWpm+eWXG/11SoHZoy+WJy+EiK/aZYrk0yWddZHvf/VVhvbto11LyOYDc7vhbJF8RVMT3upq43zIpYvqAtNYG1au5PBDDxHo7WWipwd/Q8OcjptcaF67Fk9lpXGnZqZXu7O2sloXbNlC1/PPGxMGY5HInFuD54sTXuTNMyZzLSlMR4vWDjdZ5CtbW5ns6yMWjTJ6+HDObRfsRPKCEeNdXfHeN2lO2vmnnQakNlsbP348a2mq3Zm3YXpNXb2nTjGonj+fQFcXwZERJnp70/bs0UX+8COPANPto/OB+TjIJvLJTfwm+vqyRuJCCK5//HGu/t3veMcvf4mMRjn0wANM9PYWxfpwe720rFtn2T+qb8cO3H5/QnGGzoItWwiNjhrtlbuefx4Zjeb1s58tJ7zI6/632+ejeo5JndZTTmGip8dISCZH8mPHjhGLRHKq2rEbyR0IJ7q7qWxtTXuXYUwsSeop3vfyy0b1jVMxR/LJM2ULSdX8+QS6uw2/ON3dTGVrK8Lt5ogm8o2mpRHninkJwGwiD1oZpSmST27pYMXiN7+ZlVddxbwNG6hsbubIn/8857UUZkL98uWW5b+Du3fTtHq15XwVPSenF14ceughhMtFx4UXFnawOXDCi3zbaadxxuc+x7sffXTO76VHdW/cdx+eykojYtUj+RGtbMuRkbxm1+hVB9miMl9tLf76emMlqlAgwCs/+EF8+n2ayiKn4PH7WXz++ZyWx4R4LuiLrBsin+QZ67jcbprXrGGitxe3zzdjay4T/pmKvDYhSsZiTPb3z0iohcvFovPP58if/8zwgQMJk9IKSf2yZYwdOZLSq2n0yJGEEmQz+uz3Ia3C5vCDDzL/jDOydrItBie8yAsheMs3vsHCs8+e83sZFTavvELdkiXTq85okbyTRd5XX4+MxYzqmMjERNZa99qODkPkd9xxBw9p9dkL8vBZl5rrH32Ut37rW0X9m9Xz5xMcGTHquDPldvRJePXLl+c1p2POzYRGRhAuV8bjoK6jg8n+fsaPH0dGozNOnHZccEG8od6RI7RpFmChqV+2jFgkkpJPGjtyJO0F01dTQ83ChfHmhsPDdD3/PEu0ZHKpOeFFPp9Ut7UZiz2bZ4BWzZtHNBik9+WXEW53zvX3diJ5Sns4h4U/zGvKHnviCara2rh53z6WX3FFYQdbpuj2377f/IbaRYsy9kTRBXHFO96R1zEkR/L++vqMpbh6nkvPzczUcum44ALjsXkOSyGxauMRHBkhODKSMW/XtHo1g6+/ztFHH0XGYiy95JKCjzUXlMjnGf12brGpbYG+7fDDD1PX0TGj+nu7oAuK3nQpHAgY/fvTUaeJvJSSzqeeYtnll9O4cmXJZwA6lTYtOu/fuZOF552X8bXr/uIvuOq3v+XN//zPeR2Dv6GByNQUkamphGUf06FHvsefew4gZTW0bDStXs2mT32KeaeemrDCVyHRJzCaF1DX6/UzWV+Nq1cztHcvhx54AG9NjTEnpdQokc8zq975ToCEtgX6bfXgnj1z6n9eSvS6dn3GamRiImute+3ixUz29zNy8CCT/f1Fu90uV5pMCVRz90orvFVVrLr66rzVx+uY7+hyWalJj3y7NJG3WkMhE0IILvi3f+Oml16a8ZKRs0Wf+2BuBqfX+mcS+abVqwkOD7P7rrvouOAC2wRzJ/RkqEJw2qc/zcqrrkrwS81VENkWnbYrySKfq10D8dbKMJ2cUswO4XKx6VOfYuzIEda8970lGYPRpCxXkV+4EITg+DPPAKkLx9sRfYazuVeTbjtms2sgfrdrF6sGlMjnHSFESkIsodd6mYh8ZGIiq12TIvJpqkEUuXNB0ipjxcYQ+aEhgsPDWSt33D5fvIzy0KH4ojWznOlcTNw+H77aWqZMkfzokSPxXv0ZetE0murn7ZJ0BSXyReO0T3+a4889l7duksVmTpH8o4/GE855LOVTlAY9cRro6YlbcDlM22866SRGDx2asR9fSiqamhIW7hk7coSahQszVio1LFvGRbffTmRiwlZ3rUrki0Sxy+3yjVnkZSxGZHIyeySvVRqNHTtG40kn2cajVMwe4zs9epTJ/v6cJjfVa3blTLqelprK5uaUSD6X+QazbeNcSFTiVZETZpHXFy7PFsl7KiqMJFa2RKHCGVS3teHyehnYvZtoMJhTiwp92UBzO2S7U9HUlCLyTr0TVSKvyAlD5CcmiExMAGSN5GFa3JXIlwfC5aJm4UJ6t28Hsi+RCXDG5z7HpT/6UcmSxbOhornZsGti0Sjjx47ldeZwMVF2jSIn9Kg9HAgQ1kQ+l3bBl995J4t//GOjR5DC+dQuWjQ9uSkHu6aisZFT/vIvCz2svGKO5APd3cQiERXJK8ob4XLhqawkHAgYkXwudcu+6mo2/fVfWy5arnAm9cuWEdEsO6d3FE2H7snLWMyokXfiTHVQIq+YAd7q6sRIvkiTUxT2YuE55xiPC72IR6moaGpCxmIER0dzmu1qZ5TIK3LGU1WVEMnn4skryg9zyw4nlUXOBH3ltKmBgZxmu9oZ5ckrckZF8gqIz1y+5D//kwVbtuCtrCz1cAqCubXB6JEj+Orqss7utStK5BU5Y4i8NiFKRfInJkII1n/oQ6UeRkFJjuSdGsWDsmsUM8BbXU3EnHh1wBR1hWI26JH8lBbJO7WyBuYo8kKILwshOoUQL2v/rjA990UhxH4hxOtCiEvnPlRFqVF2jeJEQY/kJ/VI3qGVNZAfu+ZbUsrbzBuEEGuAG4C1wALgYSHESVLKqNUbKJyBt7p6xpOhFAononeiHDt6lMmBgRM3ks/AVcA9UsqglPIgsB84s0B/S1EkVCSvOFHQO04ee+IJYHpVLieSD5H/hBBihxDix0KIRm3bQuCo6TXHtG0pCCFuEUJsE0Js6+vry8NwFIVCF/nIxATC7calGo4pypjGk06i6/nnARy72A/kIPJCiIeFEDst/l0F3A6sADYCXcC/znQAUso7pJSnSylPby3TiRXlgjmS91ZVqWX8FGWNvggIQkw/diBZPXkpZU4N0IUQ/wncp/3YCZgzFYu0bQoH462uJhoMEhodVX68ouxp1JZbrGxudrQ1OdfqmnbTj9cAO7XH9wI3CCH8QohlwCrghbn8LUXp0UsmJ/r6VPmkouxZetlltG3axKZPfrLUQ5kTc62u+YYQYiMggUPARwCklLuEEL8EXgMiwMdVZY3z0aOZyb4+R0c2CkUutK5bx/u1bptOZk4iL6V8f4bnvgp8dS7vr7AX5kheryNWKBT2Rs14VeSMLvIqklconIMSeUXO6CIfHBlRiVeFwiEokVfkjDnZqiJ5hcIZKJFX5IxZ5FUkr1A4AyXyipwxi7y/rq6EI1EoFLmiRF6RM+b1PGsWLSrhSBQKRa4okVfkjLlsslaJvELhCJTIK3LG3KumZqFlvzmFQmEzlMgrZoWK5BUKZ6BEXjEjPNrCzSqSVyicgVrIWzEjbnz2WQ4/9BBeTewVCoW9USKvmBHzNmxg3oYNpR6GQqHIEWXXKBQKRRmjRF6hUCjKGCXyCoVCUcYokVcoFIoyRom8QqFQlDFK5BUKhaKMUSKvUCgUZYwSeYVCoShjhJSy1GMwEEL0AYdn+estQH8eh+MUTsT9PhH3GU7M/Vb7nBtLpJStVk/YSuTnghBim5Ty9FKPo9iciPt9Iu4znJj7rfZ57ii7RqFQKMoYJfIKhUJRxpSTyN9R6gGUiBNxv0/EfYYTc7/VPs+RsvHkFQqFQpFKOUXyCoVCoUhCibxCoVCUMWUh8kKIy4QQrwsh9gshvlDq8eQLIcSPhRC9Qoidpm1NQoiHhBD7tP8bte1CCPHv2mewQwixqXQjnz1CiMVCiEeFEK8JIXYJIT6lbS/3/a4QQrwghHhF2+9/1LYvE0I8r+3ffwshfNp2v/bzfu35paUc/1wQQriFENuFEPdpP58I+3xICPGqEOJlIcQ2bVtBjnHHi7wQwg18F7gcWAO8RwixprSjyhs/BS5L2vYF4BEp5SrgEe1niO//Ku3fLcDtRRpjvokAfyOlXANsBj6ufZ/lvt9B4AIp5QZgI3CZEGIz8HXgW1LKlcAQcLP2+puBIW37t7TXOZVPAbtNP58I+wzwVinlRlNNfGGOcSmlo/8BW4AHTD9/EfhiqceVx/1bCuw0/fw60K49bgde1x7/AHiP1euc/A/4PXDxibTfQBXwEnAW8ZmPHm27cawDDwBbtMce7XWi1GOfxb4u0gTtAuA+QJT7PmvjPwS0JG0ryDHu+EgeWAgcNf18TNtWrrRJKbu0x91Am/a47D4H7Xb8VOB5ToD91myLl4Fe4CHgDWBYShnRXmLeN2O/tedHgObijjgv/Bvwf4GY9nMz5b/PABJ4UAjxohDiFm1bQY5xtZC3g5FSSiFEWdbACiFqgF8Dn5ZSjgohjOfKdb+llFFgoxCiAfgtcHKJh1RQhBBvB3qllC8KIc4v9XiKzLlSyk4hxDzgISHEHvOT+TzGyyGS7wQWm35epG0rV3qEEO0A2v+92vay+RyEEF7iAv8LKeVvtM1lv986Usph4FHiVkWDEEIPxsz7Zuy39nw9MFDkoc6Vc4ArhRCHgHuIWzbfprz3GQApZaf2fy/xC/qZFOgYLweR3wqs0jLyPuAG4N4Sj6mQ3At8QHv8AeKetb79Ji0TvxkYMd36OQYRD9l/BOyWUn7T9FS573erFsEjhKgknofYTVzsr9Velrzf+udxLfBnqRm2TkFK+UUp5SIp5VLi5+2fpZTvpYz3GUAIUS2EqNUfA5cAOynUMV7qBESekhhXAHuJe5i3lno8edyvu4EuIEzch7uZuAf5CLAPeBho0l4riFcZvQG8Cpxe6vHPcp/PJe5X7gBe1v5dcQLs93pgu7bfO4F/0LYvB14A9gO/Avza9grt5/3a88tLvQ9z3P/zgftOhH3W9u8V7d8uXbMKdYyrtgYKhUJRxpSDXaNQKBSKNCiRVygUijJGibxCoVCUMUrkFQqFooxRIq9QKBRljBJ5hUKhKGOUyCsUCkUZ8/8Dz0du3K+HfK8AAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "76.7 bpm\n",
+      "[110, 191, 275, 349, 422]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1245 226995\n",
+      "1334 226995\n",
+      "1050 226179\n",
+      "1177 226179\n",
+      "1086 225695\n",
+      "1197 225695\n",
+      "1206 225435\n",
+      "1262 225435\n",
+      "R = 0.466\n",
+      "2500\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[60, 68, 133, 212, 225, 295, 308, 394, 403, 407, 480, 491]\n",
+      "[212, 394, 480, 295, 60, 133, 491, 225, 407, 403, 308, 68]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "71.9 bpm\n",
+      "[69, 141, 221, 304, 403]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "961 224193\n",
+      "1029 224193\n",
+      "1379 224357\n",
+      "1370 224357\n",
+      "1332 224110\n",
+      "1455 224110\n",
+      "1415 224290\n",
+      "1795 224290\n",
+      "R = 0.464\n",
+      "3000\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[66, 145, 219, 246, 292, 303, 365, 436, 447]\n",
+      "[219, 66, 145, 365, 436, 292, 447, 303, 246]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "80.3 bpm\n",
+      "[75, 154, 228, 301, 374]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1237 224053\n",
+      "1461 224053\n",
+      "1379 224351\n",
+      "1602 224351\n",
+      "1077 224383\n",
+      "1465 224383\n",
+      "1240 224508\n",
+      "1321 224508\n",
+      "R = 0.522\n",
+      "3500\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[17, 29, 104, 116, 206, 217, 305, 317, 400, 490]\n",
+      "[104, 305, 490, 400, 17, 206, 116, 29, 317, 217]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "62.2 bpm\n",
+      "[113, 215, 314, 409]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1101 225860\n",
+      "2234 225860\n",
+      "1168 226733\n",
+      "2017 226733\n",
+      "1048 227046\n",
+      "1594 227046\n",
+      "R = 0.526\n",
+      "4000\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[3, 19, 75, 82, 88, 164, 192, 251, 261, 350, 454, 468]\n",
+      "[251, 350, 75, 454, 164, 261, 82, 88, 19, 468, 192, 3]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "63.3 bpm\n",
+      "[84, 173, 260, 359, 463]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1398 225770\n",
+      "1425 225770\n",
+      "1578 225026\n",
+      "1713 225026\n",
+      "1616 225193\n",
+      "2347 225193\n",
+      "1449 225590\n",
+      "2408 225590\n",
+      "R = 0.567\n",
+      "4500\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[61, 73, 147, 219, 289, 371, 447, 457, 462]\n",
+      "[371, 61, 219, 289, 447, 147, 457, 73, 462]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "77.4 bpm\n",
+      "[70, 156, 228, 298, 380]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "949 225791\n",
+      "1028 225791\n",
+      "1053 225526\n",
+      "1120 225526\n",
+      "1207 225404\n",
+      "1182 225404\n",
+      "1390 225336\n",
+      "1610 225336\n",
+      "R = 0.559\n",
+      "5000\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[67, 76, 157, 167, 240, 333, 413, 421, 493]\n",
+      "[67, 333, 157, 240, 413, 76, 493, 167, 421]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "69.4 bpm\n",
+      "[76, 166, 249, 342, 422]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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aRTAS+tR5/DgphYWkFBZOK0/W/h5ubw9HswLi0pkzTrcTQGpxMeC5D+G8NlW/+hWJWVkse+wxv8+NsVhIys1VQhHtnP3znxnr7WX100/PeC8+LY2YuDjvrqcIGHgCJRpFMBL61FFZOcPtBBCXnExsQgJjvb1haJX/SCnpra2dJhSOjKueXE/hujZd1dXUvf46K556yufZTu6kGJzKQwmFCaj+3e/IWrKEUm2RnStCCJJyc70KxZVANIhhpPTBOjZGT02NR6EQQpCYlcXYpUthaJn/jHR1MdbbS46vQhGma7Tnn/6JhKwsbvz2twOuI9ngVB5KKMLMaE8PLfv2cdXHP+7VF5+YleX1KS4SnlADJVIGV38we5+6338fOTXlNc9QYnZ2xAiFY8ZTlhbIBrAkJhKfnh6S/Ei+MNTWRuPWrax++mnnxJVASCkoMNQlqIQizDRu24a02Vh0771ej5lVKEw+8ARDJASzpyYnOfrTn9J2yH0b+elESjDbsbOaJ4sCNKGIENeT+9RYB8n5+aZxPdW98QbSZuOqT3wiqHqMziKrhCLMNGzZQlJuLgXr1nk9JiEri3FlUZiS82+9xXv/8A9sWr/epxXLZu9T5/HjJGRkeN2rOdIsCktSEumlpdPKvQpFGK5N/ebNZCxaRI62IDBQkgsKsI6MMDE0pFPLpqOEIoxIm42GrVtZuHHjrJkiZ7MoFOGlcetW5+to2P2t8/hx8q691rsbNJKEoraW7GXLpq1LAi01twksisHmZhq3bmXxww8HbTWnGLx/thKKMNJ77hyjXV2U3nnnrMfNZu6b/Qk1GBw3rln7KKWkcetWsrQd31orKmY9FsxtAdqsVrpOnJh1H4RICmZfOnNmWnzCgSPjqjuh/p5V/9d/IW02rvvKV4KuyzGV2Sj3kxKKMOJYAeueKsGdxKwsJgYGsE1NzXjPzANPsJhVIBz0njvHwIULXPfVrxKfnj5nnALM3adLtbVYx8a8xifA/tAyOTzM1MRECFvmP9axMfobGmbEJwCS8vMZ7e72eD+Fkos7dlCwdi0ZZWVB15WsWRRGBbSVUISRrhMniLFYnAnLvJGYlQXAeF/fjPfMPPAEi9mD2Y3btgGwcONGim64gbZZLIpICGZ72oPCncTsbADTu0J7z50DKadNjXWQnJ8PUs5IbhjKazMxNERrRYXHKfGBoFxPUUz7kSPkrFiBJSFh1uMSNKHwdHOaeeAJFrOLYOPWrWSWl5NZXk7R+vV0nTzJ5MjIrOeYuU8dx45hSUz0OLg6SHIIhcndT95mPIH3tRShvDZnXnoJ2+SkX5liZ8ORwUG5nqKMqclJWg4coOS22+Y8NnEWoVCEh6mJCZp27WKBlhI+d8UK5NQU/Y2N4W1YEFx8912KbrqJGIvF6zGJESYUjviRK96evkP50HXqv/+bnBUrKL7pJl3qi42LY/mnPuVMfqg3SijCRGdlJdaREUo2bJjz2ISMDAAmBgZmvGfmJ9RgMbO11HLgAJPDwyzUNo5xZFYdmcNHbNY+Dbe303Xy5LS9UDwxm3VrJi7V1pI2fz5xyckz3pttdXYoGO7ooOXAAZY9+qiubtV7n3uOqz/+cd3qc0UJRZhoP3YMgKL16+c8Nl7LfDne3z/jPbMOPHpgZhG8sG0bIjbW6WNO8TFhnln7dGHHDgAWfOhDsx4XSa4nby40p1C4WxQhujaNW7eClLq5nUKBEoow0VVVRWJ2tjOX/Gwoi8J8tBw4QMHatc701T4LhUn71LhtG0k5OXPPwIsAoZA2m9epsWB35YrY2Bn500J1bZr37iUxK4u8a64JyefpgRKKMNFZVUXe6tU+mZ7KojAXUkq6qqqmrTeIT0/HkpgYkRaFlJIL27cz/4MfnLE4zZ2EjAwQglETC0V/QwOTw8PkrVrl8X0RE0NSTs6MPV5CdW1a9u6l+JZb5vxfm4nIaWkUYbNa6a6uJv/aa306PmEWobgSMNvg2t/YyHh//7TrJ4QgubDQq1CYrQ+udL//PsPt7XPGJ8A+yJp90Z1jfVLe6tVej0nKy5uxx0soHrr6Gxu5VFvLfJ2mxYYKJRRhoPfcOfvCJh+FIsZiwZKcrFxPJsHbeoOUWYTCgRn7dGH7dmDu+IQD0wvFiROImBhyV670eky4Uveff/ttAMofeCDknx0McwqFEKJUCLFLCFEjhDglhPiaVv5jIcQZIcRJIcTrQohMl3NWCSEOasdXCyEStfL3hBC1Qogq7SdfK08QQvxJCFEnhDgkhChzqevbWnmtEOIevf8B4cC5J7GPQgF2k/9KdT2ZbcFdZ1WVfSBy8zHPJhTOBXcmFPbGbdvIvuqqGcnzvJGQleVx8adZ6Dpxgqxly2bdBCg5Ly8srqfm3btJX7CArCVLDP8sPfHForAC35BSLgfWA18SQiwHtgMrpZSrgLPAtwGEEBbgD8AXpJQrgDuASZf6npBSXqv9OOanfRbolVIuBn4K/EiraznwOLAC2Aj8UgjhPXtehNBZVUVsfLzHxUDeSEhPVxaFSeg8fpzsq66aMRBFokVhHRujec8en60JMH+Syq4TJ8ifxe0EmkURBtdT68GDFN98s+GfozdzCoWUsk1KWam9HgROA/OklNuklFbtsArAMX3nbuCklPKEdk6PlHKupCoPAc9pr/8M3CXsj2APAS9JKcellA1AHXCD790zJ11VVeSsWEFsfLzP58R7sSgUoafrxAmP1mBKYSGj3d1MTU56OMuctOzfj3V01Kf4hIOEzEyvae/DzVhvLwMXLswanwAtRnHp0rR8T0Y/dA00NTHU0qLbIrtQ4leMQnMJrQHcs599BnhHe70UkEKIrUKISiHEN92O/b3mdvoXcdmnMA9oAtDEpx/IcS3XaNbKIhYpJR3Hj/vldoJZLAqTPaHqiTPjqomspvGBAQabmjz6v1MKC+05hNyeVMGcfQG72ynGYqH09tt9PicxK4sxk7qeuk6eBGYPZIPd9YSU02ItRt9LrQcPAkS3UAghUoFXga9LKQdcyr+D3T21SSuyALcCT2i/PyKEuEt77wkp5TXAbdrPJ4Pugb0NTwshjgohjnZ5uEnNxHB7O6NdXX4LhTeLwmwDj56YUQQvnT4NQM6KFTPe82UthZn6NDk6yqn//m8W3H038WlpPp+XqG2kZcbvXteJE8Dc8b+k3FyAGXEKI2k7eBBLYqLXabtmxiehEELEYReJTVLK11zKnwLuxy4Ajm9NM7BHStktpRwBtgDXAUgpW7Tfg8AfuexGagFKtTotQAbQ41quUaKVTUNK+YyUcp2Ucl1eEPvOhgJfpu554kq2KMwUzO6uqQEgZ/nyGe85hGKorW3Ge2YMZjf+9a+MdHay9utf9+u8hMxMpiYmsI6NGdSywOk8cYKkvDzntfCGY39q15lPRl+b1oMHKVi3zi+Xs1nwZdaTAJ4FTkspf+JSvhH4JvCgJggOtgLXCCGStUH/dqBGCGERQuRq58ZhF5j3tXPeBJ7UXj8CvKsJz5vA49qsqIXAEuBw4N0NP44nHr+FQlkUpqCnpobYhASPW4Um+ZBDyEx9urBzJ3EpKX65ncAl7b0J4xRdVVXk+7CQ1ZFt1dVNaOS1sY6N0VFZGZFuJ/DNorgFu4voTpdprfcCPwfSgO1a2a8BpJS9wE+AI0AVUCml3AwkAFuFECe18hbgt9pnPAvkCCHqgH8AvqXVdQp4GagB/gp8yYfAuKnpPH6c9LIyEjMz5z7Yhfj0dCYGB33al1lhHD01NWRfdZXHrWuTPQw+Zubizp2UbNjg9xOuMzGgyeIUNquV7lOnyPPBrevJ9WTkQ1dHZSW2ycmIFQrv+YQ1pJT7AE/yvGWWc/6AfYqsa9kwsNbL8WPA33h57/vA9+dqZ6TQfvTorFtNesOZ72lw0PkazPWEqjdmDAD31NQwz8v0xriUFCyJiR793mbry2BLC5fOnOGaz37W73MdDzlmsygu1dYyNT4+59RYuCwU01xPBt5LkRzIBrUyO6SMdHXRX19P0Y03+n2uM9+TW5zCLAOPEZhNBCeGhhhobPQYnwB7HMJTaghXzNKni+++C8D8u+6a48iZmDXVuD/xP0tCAvHp6SGz/toqKkgvK5szdmJWlFCEkPYjRwACEgqHFeEepzDLwGMEZgtmtx89Csy+VainFb9gvmD2xXffJTE726enb3ecFoXJXE8XduwgMSuLnDm2FnaQlJsbEteTlNK+0C5CrQlQQhFS2g4fRsTEULDWowduVhwWxYS7UJhk4DECs4lg64EDwOzug0iwKKSUXNy5k9IPfCCgDKZmtCiklDS88w5l99wz6w59rqQUFEybeGDUtemorGSopYUFAVhvZkEJRQhpO3SInBUriE9N9ftcp0XhYYpstGMWMWzZv5+c5cuds3484c2iMEsfAPrOn2ewqSnggcuMFsXAhQuMdHRQ4scMrpTCQoZdpjIbdY3OvvIKMRYLiz/yEUPqDwVKKEKElJL2w4cpuiGwDCReLQoTPKEahZkGV2mz0eZDnp45LQoT9Onizp0AzL/zzoDOj7FYiEtN9WpRhKOPvi60c8U9LbxR99LFXbsoWr/euTtgJKKEIkT0nT/P2KVLAcUnwLtFYYaBx1+klGz+H/+DHV/60rRcOzOOM5EI9pw5w1hvL/NuuWXW4xKzspgcHvaa78kMfbr47rukzptH1tKlAdeRaLIMsp0nToAQMzL6zkZqURFjly5hHR83rF0Tw8N0VlZScttthn1GKFBCESLaD9vXCRYGaFF427zIDAOPvzTt3s3pTZuo+uUvafjrX70eZ6ZgtjM+MYdF4c1/b5ZgtrTZuLhrF/PvvDOo/2tCZqZ3iyIM38nW/fvJXraM+JQUn89xzEBy7J1txLVpq6jAZrUyTwmFwhfaDh/GkpxMroccQb4Ql5oKQnhM4xFp1Dz/vHORV8vevWFujW+07N9PUm7unPsImHnVMth3sxvt6gpoWqwrs6UaD7UYjvX1cfHdd/3eDCilqAi4nJvLCIFr3rsXhPC69iZS8G16gCJo2g4donDtWp9nZLgjhCAhPX2mRRFhrifb1BTn336bJR/7GP319bTs3+/1WMeNa4Y+th44QPHNN8/5FJ7oxaJwLrgLswV4+sUXEbGxfqUV90RiVhb9jY0e3wt1H+s3b8ZmtbLEz2CxQyiGWuzp44z4nrXs3Uv+6tXTFslGIsqiCAFTExN0Hj8esNvJQXxGxgyLItwDj7+0HTrEaFcXix98kKIbb7SnNvASpzCDQIB9oWTv2bM+bTjjTSgchLNP0maj5vnnWXTvvaRqg2SgJGRmmmY71HOvv05KUZHf8b+MsjIAr4IXLFOTk7RWVES82wmUUISErpMnmRofDziQ7SAaLIrzb75JjMVC2caN5K1ejXVkhL7z5z0e6xDBcMcoHOkX5gpkw+UYhbvryRmjCKOwd1RWMtTayrJHHw26rqS8PEa7uz1+/0L5nZyamKBx61bKH3jA7zUhidnZxKWm0t/QAOh/bTorK7GOjER8IBuUUISEtiAD2Q4SosCiaNm/n8IbbiAxM9OZasExtdEds4hg64EDxMTF+bRQ0swWxfm330bExFC2cWPQdSXn52MdHWVyeHjGe6H8TrYcOMDk0BCL7r3X73OFEGQsXHhZKHS+Ns1a/E0JhcIr3TU1NG7bhrTZaD98mOSCAtLnzw+qzngPFkUkIaWku7rauXFL7ooVIATdp06FuWWz07J/PwXXXTdjj2xPzCUU4aT+rbcovukmkrWEeMHgyJQb7sWFDe+8Q0xcXMBrQjIWLmRAcz3pLXDNe/eSuXhxxOZ3ckUJhQFIKXntvvv48z33sPMrX6F+82bm3XJL0C4UjxaFSZ66fWGwqYnx/n6nUFgSE0nOz2e4tdXj8WYIZk9NTNB+5AjFPridAGLj44lLSZnhvw93MHuwpYWOykoW3X+/LvUla3tvjHrYeyOUfWx45x3m3XqrXzv0uZK1ZAl9dXXYrFZdv2fSZqNl376osCZACYUhXKqtdT6lVP3yl4x2d7P0kUeCrteTRRFJridndk+XrSBTi4sZ8iYUJhDBrupqv+NLSbm509JXuxKuPjVsse8K4O8UUm8k+7BJk9EMd3TQXV3NwiBcaXmrVtBwQGAAACAASURBVGEdG6P33DkdWwY9p08zdulSVASyQU2PNYTGrVsB+Fx9PZ2VlZx77TXKH3ww6Ho97XJnhsHUV5r37iU2Pn6ar39WoTBBMLu7uhrAryyryfn5MwbQcAezz7/1FullZV5TpPvLbEIRqu9k26FDgG+TDLzhiJN1VlUhb599jYw/RFN8ApRFYQiNW7eStXQpmQsXsvRjH+O+TZv8WjHqjfj0dKbGx6elHIgki6J5926KbrwRS2KisywSLApLYiKZixf7fI4noXAQjj5Njo5yYccOyu+/XzfRdWwl6uina79C9Z1sO3SIGIuF/AA2AnOQc/XVxMTF0XXihK7XpnX/fpILCsgsL9etznCihEJnrGNjNL33HmX33KN73c5d7iJwdfbk6Cidx48z79Zbp5WnFBcz0tnpNTdSuOk4doyc5cs9bn3qjdmEIhw07dqFdXRUN7cTQFxSEnGpqeG1KCoqyFu92qdJBt6IjY8nZ/lyOk+c0FXg2g4dovimm8I+tVsvlFDoTPPevVhHRw0RCmcGWRehMMNTty90Hj+OzWqd4etPLSoCKZ35dlwJdzB7oKmJ5j17WHjffX6d5xCKaU/ZYQxmn3/rLeJSUvxKwe0Lyfn5zllPrv0KRR9tU1O0HzkS9NoksLuf9LQoRi9dovfcuYAzRZsRJRQ607htG7Hx8ZTecYfudXva5S5SXE8Of7L7jZ2YkwPgcZVvWFcxS8muv/97YmJjWfnpT/t1bnJ+PrbJSY9TmUPdJykl9W+/Tdndd2NJSNC1blfLKdT96jl9monBQYrWrw+6rvzVqxlua2OsT58pzR3aTojBrpsyE0oodKZl714Kb7hBl5iEOwke9s2OFIui7dAh0ubPnzGnPEkTitGenhnnhDOYfeLXv+bcq69y6w9+QObChX6d6ynQG65gdtfJkww2N+s2LdaV5Ly8y0LBTOvJSNq9PHgEgiM1eW99fdB1gbbAVggK163TpT4zoIRCR6zj43QeP67LU44n4h0xigi1KDyZ4onaZi5msij6L1xg19//PQs//GGu/8Y3/D7fDDOCHJx/800AFvnpPvMFbxZFKL6TrRUVJGZlzZnN1xccM8H66j2nkvGX9sOHyb7qqohPBOiKEgod6TpxgqmJCV2ecjwRqduhDnd2MtDY6PH/MptF4SDUg+vZV15hanycu37+84D2lPYkFOEQPSklNS+8QMltt5FSUKB7/cn5+Yx2dSFtthmfazRthw5ReOONulibqcXFJGRkOFN5BIOUktaDBw0bA8KFEgod8eaH14t4D5sXRYLrybFpk6f/y6wWRRjXHORfey2ZixYFdP6sFkUo8yDt30/vuXOs/MxnDKk/OT8fm9XKWF9fSIPZoz09dFdXB7V+whUhBDnLl9PXGLxQ9NTUMNrdTcmGDTq0zDwoodCRtkOHSCkqIq2kxJD6PU2PjQTXU9uhQ4jYWI/z3eOSk7EkJnqOUYTjKdxmo+PYsaBu9CQtl1K4XU/v//73xKWk6JIVwBOp8+YBMHDhQkj71bxnDwDzP/AB3erMWbGC/obGoOtp2r0bgFKdZ5iFGyUUOtJ26BBFOpnDnrAkJBAbHx+RFkXuypVeA/yJ2dmzWhShDGb3nT/P5PAweddeG3AdsfHxJGZlhTWYLaWkYcsWyh94gPjUVEM+w7Hndu+5cyENZjft3o0lKYnC66/Xrc6c5csZ7w9+D/Dm3btJKykhw88JEGZHCYVOjPb00FdXZ7hv0tPmRWZG2my0HT486/8lMSeHsVliFKHEkY/Kn5Qdngj3orv++nqG29sNdYE4Vqv3ueVJMloMW/bupWj9eud2unqQu2JF0K2WUtK0ezclt98eNQvtHCih0Im2WfzwepKQkcF43+UnH7O7nnrPnWO8r2/WxUdeLQrHIrUQWk2dVVXEWCxB50RKzs+ftogw1H1xbDGrlx/fE/EpKaQWF9stCg+LC41gYnCQzqqqGSv8gyVn+XIIcmzvrq5mpKNDV5eYWZhTKIQQpUKIXUKIGiHEKSHE17TyHwshzgghTgohXhdCZLqcs0oIcVA7vloIkaiVr9X+rhNC/ExosiuEyBZCbBdCnNN+Z2nlQjuuTvucwJO6GIxzkY3Bc6eTcnKm+fPN7nryZdMm9z45CIcIdlZVkX311dPyUQVCSnGxcy9mV0LVp5b9+4lPTydnxQpDPydzyZKZricD+9h68CDSZtM92V7qvHlYUpKDqqPuL38BIQxZsxJufLEorMA3pJTLgfXAl4QQy4HtwEop5SrgLPBtACGEBfgD8AUp5QrgDsCRyOdXwOeBJdqPIz/wt4CdUsolwE7tb4APuxz7tHa+Kek+dYqMhQsDzovvK+4prM1uUbQfPkxcSsqsT+hJOTmmWUfRVVVFfhDxCQdppaUMNjfP6EMoLYrim2/2K0dVIGQ5hCJE/Wretw8RE0OxzmuVhBCkLygL+Hzr+Dgnf/tbSm691ZCpyOFmTqGQUrZJKSu114PAaWCelHKblNKqHVYBOKb63A2clFKe0M7pkVJOCSGKgHQpZYW0f6ueBx7WznkIeE57/Zxb+fPSTgWQqdVjOnpqanRL4TwbM4TC5BZF+5EjFFx33awDVmJ2NqM9PTMH1RAHs4fa2hhqbSV/zZqg60ovLWVqfNyZCymUweyx3l56Tp0y1O3kIGvJEka7uhh1SX9h5HeyZe9e8tesMeSBLH1hWcDn1r78MoNNTaz/l3/RrT1mwq8YhRCiDFgDHHJ76zPAO9rrpYAUQmwVQlQKIb6plc8Dml3OadbKAAqklG3a63agwOWcJi/nuLbraSHEUSHE0S4PWzMajc1qpbe2NjRCoW1qHwlMTUzQWVVFwRyzUxJzcrBNTnrcfzmUtOzbB+jj10/Ttr0dvHgx6Lr8pfXgQcDY+IQDx8rovvOXVzUbJYZTExO0VVToHp9wkL5gQUDnDXd0cOiHPyRt/nwWfPCDOrfKHPi8cZEQIhV4Ffi6lHLApfw72N1Tm1zqvBW4HhgBdgohjgE+bfYspZRCCL++aVLKZ4BnANatWxfyR+y++nqmJiZCZlFYR0eZGB4mPiXF1K6n7vfft+8ON0dytCRt0d1oT8+0qZzhCABbkpJ0sSjSSksB+/avhevWhbQvLfv3I2JjQ5KUzjFFtu98nbPMqD52VFZiHRszTCjSyhbY/SVzMNbby18//WkyFy9GSkn1b3/LxOAgt//Hf0TdbCcHPgmFECIOu0hsklK+5lL+FHA/cJe8/O1oBvZIKbu1Y7YA12GPW7iuRCsBHNG+DiFEkZSyTXMtOeYVtgClXs4xDT01NQAhEYpkbTHXaHe3XShM7HpqP3IEYM757q4ZZDNcnupCLYLd1dXkXnMNsXFxQdeV7rAompqmlYeiTy379lFw3XWGJKZ0J7O8HISg10UojMK5a5yRFoUPQnHiN7+xB6410kpK+MTBg+QaPHEgnPgy60kAzwKnpZQ/cSnfCHwTeFBKOeJyylbgGiFEshbYvh2o0VxLA0KI9VqdnwIc/+03gSe110+6lX9Km/20Huh3cVGZBqdQXH214Z+V5CIUYO5gdvuRIyTl5My5+MiZxsNt5pNDBEP1lHaptpbsZct0qSspNxdLYiIDmlA4YxQGC/vUxATthw+HxO0EYElMJK20lN4QuJ5a9u0jc/HiGRmI9cJxb82GzWql6pe/ZP6dd/K3zc18praWT1VVRbVIgG8WxS3AJ4FqIUSVVvbPwM+ABGC7dhNUSCm/IKXsFUL8BDgCSGCLlHKzdt4Xgf8GkrDHNBxxjX8HXhZCfBa4ADyqlW8B7gXqsLux/NsYIET0nDpF2vz5hs94Ag9CYXKLomDdujkHemdiQLeZT6EUwYmhIYZaWsi+6ipd6hNCkFpSMiNGYXSfOo4dwzo2RnGIhAK0mU/nz4O266cR30nr+Dgte/ey+OGH5z44UHx4HqnfvJnBpibu+s//JG3ejHBp1DKnUEgp9+H5X7hllnP+gN3V5F5+FFjpobwHuMtDuQS+NFcbw02oZjzBTKEwKxPDw3S//z7lDz4457HeLIpQcqm2FkA3iwLs7id315PR1G/ejIiNZf6dd4bsM7OWLKHh9T86/zZCDOtef52x3l6WPfaY7nU7cBW44c5OUrTkjq6ce/11ErOzDUnbbmbUyuwgsU1NcenMmbAJhVldTz3vv4+02ShYu3bOY71lkA1lANixYFKPNRQO0kpLnUJhZF/6GhpoOXCAqYkJzr3+OvNuucU5QSAUZC1Zwni/sZtpnfjNb8hYuJCyD31I97oduN5LzVpyv2nv22zUb9nCwo0bibH4PA8oKriyemsAA42NWMfGyA2RUCRkZiJiYkzveuo+dQqA3JUzDMgZWBISiEtJmbE6O5Qi2HrwIEl5eWQEmFrcE2nz5zPU2srU5KSzTO8+SZuNF2+5heG2y6G7e373O10/Yy6yliwJOv3FbFyqraXpvfe47Yc/DGh/kEBo2r2bZX/zN9PK2o8cYbSr64qzJkAJRdA4BsRQWRQxsbH2BWpmtyhqarAkJvqcRTPRw+rsUAaz2w4donj9el0/K3PRIqTNxsCFC4YFs7tOnmS4rY0lH/0osQkJDDQ2suzxx3X9jLnIWrp02rdQ7+/kiWeeIcZi8Xvvcn9xvTaeLIrzmzcjYmIo27hxxnvRjhKKIOmurgZ8e3LWC/fV2Wak+9Qpsq+6yucUEt7yPYUC69gYvWfPstTtCTJYHNZJv057MXviwo4dANz1n/9JanGxYZ8zGxkLFyJiBKC/e03abJx58UXKH3zQ8NQYrgLX/f77jHR3O6ejAzRs3kzxzTeH1K1nFlSMIki6Tp4kY9GikMx4cuAqFGZ1Pfkb4PeUQVYaMPB44lJtLdJm013sM8vt04D6zp+/HKPQ+Wn7wo4d5CxfHjaRAPv+G6nauhHQt49thw4x3NbG0o99TLc6veH+PWt67z3n66HWVjoqK69ItxMooQiarpMnyVu1KqSfmZSb68whZEbX08TgIIMXL/olFEke9qQIlQh2v/8+gO5z4VOLiohNSKDPxaLQs0/W8XGa9+wxRdoI19iOnn10DNahcPe43ktJOTmce825tpj6LfZJnkooFH4zOTpK79mzIRcK101xzGhR9Jy2L2/1J8V1YnZ22NZRXDpzBhET48xbpBciJoaMRYvoN2gxWuuBA1hHR00iFMbs6NZRWUnGokUhd/csfeQR6v7yFya0/GP1mzeTNn9+SF3MZkIJRRD01NQgbbaQC0VKYSGj3d1MTU6a0qIIJMDvSDXuaQMco4PZ/fX1pM2fr+uOaQ4yFy2ir77ekGD2hR07ELGxlJhgf2ZXodDzO9lRWUmBh73WjcD12ix7/HGsIyPUv/021vFxLmzfzqL77ovaXE5zoYQiCLpOngQIvVAUFYGUjIYhU64v9NTUEJuQQKYfU00Ts7ORU1Nh2ea17/x5ZzxBbzLLy6dlVtWT5j17KFy3joT0dEPq94fMxZetMb3EcKy3l/76ep/W4uiBq8CV3HYbqcXFnHnxRZp372ZyePiKdTuBEoqgaKuoIC41Vde5977gyHUz1NZmTtfTqVNkL1vm16IkR2LAabv3hSiY3Xf+vF+i5g8ZixYxOTSEbWoK0O9p2zY1RUdlZUgyxPpC1lIXodCpj53HjwOExaKIiY1l2aOP0vDOO1T+7GfEpaRE5RanvqKEIkCkzUb9229Tds89hu8i5k5qkX3vpuH2dlO6nnpqavzegjPJw+rsUIjg+MAAo93dhom9w1KRNpv9t059ulRbi3VkJGRP23OR7JKoT68+th87BkB+qITC7V5a+dnPghDUb97MskcfJS45uK1SIxklFAHSc/o0Q62tLLr33pB/tuOmHGlvN51FMTE0xMCFC34vQJzNojCSvjp7euzMxYsNqd8hQFJni6LtkH3vMKP3aPcZA1z3nZWVpM2fP20tQyjJW7mSTxw8yPrvfjdqd67zFbXgLkA6KisBKLrxxpB/tmPh0VBbG5LQur3mwjHjyd+ppp7yPYUimN2rCYXeM54cOFamO4VCJ2Fv2rWLpNzckKS294VpkxB0EsNQBrLB87UpWLOGAh02sop0lEURIJ3Hj2NJTNQ126ivWBITSczKYri9PeSfPRc9AaY0SfJgUYQCp0VhUDA7LimJ1OJip1DogZSSpl27KP3AB0KW+8gfRnsvzX3QHIwPDNB79mxIXWtmdOOaBfN9yyKEjspKcletClsWyeTCQoZNGMzuqakhNj7e74E3MSsLcLMoQhDM7j13jpSiomlbsOpNZnm5rsHsvro6BpubQ5pKfC5c+6XHbneObL4hFQqT3UtmQglFAEgp6aqqCqtJmlJYaMpgdvepU2T5OeMJIMZiITE7m5GODmdZKG7cvro6sgyKTzjIWLToslDo0KeLu3YBmGoWjmu/es+dC7q+i7t2IWJjQ7ZTHyiLYjaUUARAf0MD4/39IZuN4YnUoiK7UJjsKainpibgVBipxcXT0mWH4sbtPXeOTIPiEw4yy8svz3rSoU/thw+TlJtL1tKlQdelF6796qsLft3IxXffNc0aEYUSioBwzO/OD6NF4XQ9megpaGJoiIHGxoBTrqcWFzPU2jqj3Khg9sTgICMdHSGxKISOl8mxUZZZVwkH63qaGBqi/fDhkLvWzPbQZSaUUARAR2UlIjaWvGuuCVsbUgoLsY6OMjkyErY2uOMMZAdoUaQUFU0TCqNvXMeMp1BYFA706NOlM2d029tbL6a5noIUipZ9+7BZraEXChM9dJkNJRQB0Hn8ODlXX40lMTFsbXCszh7r7w9bG9xp3rsXgOKbbgrofIfryd1NY5Rg9Gr7ZBs1NdZBxqJFSO3hP9jBaKS7m9GeHvMJhUu/Rrq6GOvrC7iuur/8BUtyMsU336xH03xGWRTeUUIRAJ3Hj4c1PgGX11KMD5hHKC7u2kX2smXOleP+klJcjM1qZSREe210nTxJjMVi+KCbnJenW1LA3rNnAUwVn4CZ/bqkrafxl8nRUc6+8gqLH3roil4JbTaUUPjJUFsbw+3tYV+Ek6wJhVksionhYZp27WLBhz4UcB2OzXeGNfeT4ynVKF9818mTZF91FZaEBEPqdyCEICbGnuYlWIvCkWDQ6LiKv7j2S2Kf1BAIx3/+c0Z7elj9hS/o1DLfUa4n7yih8BMzBLLhskUxYRKLonHrVqyjoyz56EcDrsMhFJ4C2kYQyk2nhE75wPrq6hAxMaSXlelSnxHEJiY4U837g5SSk7/5DaV33EHphg0GtGzuz1d4RgmFnziF4tprw9qOpNxcEILxMKTl9kTL/v1YEhOZd+utAdfhLhTO7UMNuIHHensZbGoiN2RCYb/VbFr8JVD66upIKy013AryF9drlL5wYUAWRcM779B3/jzLP/UpPZvmM8qi8I4SCj/pOH6czPJyEjIywtqOGIuFpNxc0whFp7ZSPTYuLuA6nOnT3VxPRuDY/jTUFsX4QOBBXtBSopvM7QTTr1VG+SK/hWKst5d3nnqK3JUrueqxx/Runk8oi8I7Sij8pPP48bC7nRykFBSYIpgtpaTz+PGgE7jFxseTlJd3OUZh4I0b6k2nHKnoR4LMZdVXV2dYXqpgcL1WmeXlDDY1zfoQ07x3Ly/dcYdzptzhH/2IsZ4e7n3hBRXENiFKKPxgrK+P/vp60whFckEB44Phtyg6KisZ7+8PeFqsK66L7owMZndWVZGYne10dxmNI6VJMEIx1tfHaE+P6S2KdG1b1Etnzng89vzbb/OnO+6gefdu3v74x2k7fJiqX/2KpY88ElaXrnI9eUcJhR84FpTlrV4d5pbYSSkoCMvWoe6cf/NNREwMC3XYmyO1uJghlzQeYIxl0amlsA7V6mahzXoaC0IozDrjyR3HHhye3E9Tk5Ps/MpXyFm+nEe2bmWopYVNN95IXHIyt/zbv4W6qdNQrifvzCkUQohSIcQuIUSNEOKUEOJrWvmPhRBnhBAnhRCvCyEytfIyIcSoEKJK+/m1S13vCSFqXd7L18oThBB/EkLUCSEOCSHKXM75tlZeK4S4R+9/gD9c0hZo5ZhksVNyQYEpYhRN771Hwbp1umwwk1pcPMP1pPeT3tTEBF3V1SFdC+Pow2h34PucG50SPRhcB9nUecXEJnie+XTu9dcZaGzk1u9/n7K77+buZ57hms9+licOHQpLyn5XlEXhHV9SfFqBb0gpK4UQacAxIcR2YDvwbSmlVQjxI+DbwD9p55yXUnqzIZ+QUh51K/ss0CulXCyEeBz4EfCYEGI58DiwAigGdgghlkop9Uvu7we9Z88SExdH+oIF4fj4GSQXFGCdmAhrGxx7N6986ild6kspLma4vR3b1JRhK7O7T53CNjkZ0k1xHAw0NQV8rsOiyDCjULgMsiI2luxlyzxaFMd/9jMyy8spv/9+AFZ9/vOs+vznQ9bO2VAWhXfmtCiklG1Sykrt9SBwGpgnpdwmpbRqh1UAJUG04yHgOe31n4G7hN0n8BDwkpRyXErZANQBYdtN/lJtLZmLF4dtDwp3UgoKDNmC0h8u1dYyOTRE4fXX61JfanEx0mZjpLPTsBu3U9udMBxCMdbXx2BLS0Dn9tXVkVJYSHxKis6tCh73a5W3ejXtR44407GAfQ/slv37WfPlL5tywyWFd/y6WppLaA1wyO2tzwDvuPy9UAhxXAixWwhxm9uxv9fcTv8iLjuI5wFNAJr49AM5ruUazVqZe7ueFkIcFUIc7eoK3LSfi0unT4fdPHYluaAg7MZy+5EjABTotHez61oKp0Whcy87KiuJT0sLqQvHmcJDQOuBAwHVYdapseC2MltK5t95J6NdXXRVVzvLK3/2M+JSU1n56U+Ho4lzolxP3vFZKIQQqcCrwNellAMu5d/B7p7apBW1AfOllGuAfwD+KIRwJJV/Qkp5DXCb9vPJ4LsAUspnpJTrpJTr8vLy9KhyBtaxMXrPnSM3jBlj3XGszg4n7UeOEJeaqpuAuqfxAP1dAl0nTpC3enVYnmpjLJbAhaKuzrRC4YpEOlO5nHvtNQCGOzqofeklVj71VNjXIHlDuZ6849OdIoSIwy4Sm6SUr7mUPwXcj10AJIDmJurRXh8DzgNLtb9btN+DwB+57EZqAUq1Oi1ABtDjWq5RopWFnJ7Tp5E2W1hTi7uTbALXU/vhwxSsXetcJxAsaSV2D2b/hQuGBLOllEFtrhTM5wKklpTQsn+/x2NsVisVP/gBf7jxRhq3b5/23nB7O0OtreRcfbXhbQ0E10FWSknavHmUP/AAVb/4BZMjI5z4zW+YmphgzZe/HMZWzo6yKLzjy6wnATwLnJZS/sSlfCPwTeBBKeWIS3meECJWe70IWALUCyEsQohcrTwOu8C8r532JvCk9voR4F1NeN4EHtdmRS3U6jocTIcDpVszoXNXrgzHx3skOT8/rF/tvoYG2o8cYcEHP6hbnckFBcSlpNB//rwhweyRzk7GenvJDtOAm1paQmdVFdbx8WnlUkpef+gh9n3nO7QfPszmT3xi2qyhCzt2AOj6v9aT6UkB7a+v/+Y3Ge3p4Re5uRz413+lbONGU7lu3XEXO8VlfLEobsHuIrrTZVrrvcDPgTRgu9s02A3ASSFEFfbA9BeklJeABGCrEOIkUIXdMvitds6zQI4Qog67u+pbAFLKU8DLQA3wV+BL4Zrx1FVdTWxCguF7F/hDbFwclpTwrWI98+KLAKx48sk5jvQdIQSZ5eX01tUZcrM6ZuKE68k8dV4xtslJZwoRB53Hj9OwZQu3/Nu/8ZnaWmIsFt569FGmJicBOP/WWyTl5YU9x5g3PF2rebfcwrLHHiM2Pp6UggI2/PCHYWhZYCjrYjpzTt+RUu7Ds4Nji5fjX8XupnIvHwbWejlnDPgbL+99H/j+XO00mu7qanKuvto0M54cxKelAeHZ5a7pvffIW7WK9NLSuQ/2g8zFi7UB3W696XnTtlVUAJAX4gHXEcxOnWefi9Fx9CiFay/fDtX/9V/EJiSw5stfJjEriw/9+te88fDD1LzwAosffpi6N95g9Re+EBGzhRyiIYTggZdeQtps2KxWYuPjw9yy2VHi4B3zf+tMQnd1takC2Q7i09PC8rk2q5XWAweYd5v7pLbgyVy8mP76emya8ainZdGwdSv5115LSn6+bnX6Q3xGBonZ2c7ZYgDW8XHO/PGPLPnIR0jMygKg/MEHyVu9mgP/63+x4+/+jqmJCa753OfC0mZf8OR6ciBiYkwvEqBcT7OhhMIHRi9dYqi11ZRCEZcWHqHoOH6cyeFhSgzYNyBr8WKmJiYYHxgE9HvSmxgcpHX/fsruCf0Cf9eBp3DdOtqPXl5zenHnTsZ6e1n+ycuTAIUQ3P3MM4z39lL78sssfughU02kcCcaBtnZxO5Kx1x+FJPiCGSb8UYNl1A079kDQIkRFoW2vmGs7xKg38BzcdcubFZrWITCgURSsG4dh3/0IyZHR4lLSuL8W28Rl5LC/DvvnHZs0Q038PmGBnpqaii8IWzrTH0iGgbZaBA7o1AWhQ84Fg2Z06JIDcvnNu3aRebixQHvjz0bjrUCo729utZ77rXXiEtJofjmm3Wt1x+klBTdcANyaorOykqmJic5++qrLPzwh7EkJs44Piknh5LbbjPdRkXuRNvAGqliZxTKovCB7pMnSczKCllKan+IT02FEOcFnBgc5MKOHVz7d39nSP1pJSXEJiQw3tsH8frctF0nT3L6j39k9d/+bVgGXdc+FK1fD0BrRQUjXV2MdnWxIky7uhlBpIqGEgfvKKHwgZb9+ylavz5kKan9IS4MQlG/eTNT4+Ms+djHDKlfxMSQsWgRY/19kBf8wCOl5O1PfILkvDxu+Na3dGql/20A+2CUUlBAxsKFNLzzDrbJSdLmz2fhhz8clnbphXI9RTfK9TQHI11d9NTUGBK01QNLaugTxJ199VVSCguZZEr6AgAAEzVJREFUZ6ALJ7O8nLE+u+sp2IGnafduek6d4tYf/IC0eTNShYUE98WD137xi1zcuZPmPXu4/hvfMN20a3+JhkE2GsTOKCL72xkCHFs1mlUo4kIsFJMjI9Rv2cKKJ580dE5/1uLFjJ37KxD8wFP1y1+SmJ3Nskcf1aNpAeGejmTt17/OYHMz/Q0NrDbIhRdKomGQjQaxMwolFHPQvHs3lqQkCnXKjqo3ltTQBrPrt2zBOjLCsr/xuD5SNzIXL8Z22jr3gXMw3t9P3euvs+arXyUuKUmHlgWHYwCKsVi48//8nzC3Rj+ibWCNVLEzCuV6moPmvXspWr/etAuGQt2u2pdfJjk/33ALyzVLajA37YWdO7FZrSx5+GE9mhUwV9LAE6micSVdI39RQjELNquVnpoaCtZ6zDxiOoy+QSeGh6l/+22WfOxjumWL9UZmeTlSmzsQTL8ubNtGfFqac6ZRuDBqW1ezoFxP0Y0Silnob2hganw85Cmp/SGUN2jznj1YR0dD8nSevmABODb7CbBfUkoatm5l/p13EhsXp2fz/G+LQdu6moVoGGSjQeyMQgnFLDgzjS5fHuaWeCeUN+XFd98lNj6eebfeavhnxcbFEZ+RPveBs9B79iwDjY1hXYntTrQOQNHWr0gVO6NQQjELXSdPghCm3SzGHaO/3E27dlG0fj1xyaFJbe7YCS3Qfp167jlETAzlDzygZ7MC4koaeCJVNK6ka+QvSihmoe3QIXKWL9dSeZsT15vSJm2zHBkcE0NDdFZVGZLbyRuOPFaBDDzSZuPU88+z8N57nbvmhRPlejI/yvXkHSUUXpBS0lZRQXGYg6Bz4XpTjg8Yt0S77dAh5NRUSNxODuLS7VN/ZQAC2FpRwVBLC1d//ON6NysgVDDb/ESD2BmFEgov9J47x2hPT9hny8yF60053NFu2Oe07N8PQlB8002GfYY7cdoaEduU/5sann3lFWITElh0//16NysglEVhfqJB7IxCCYUXWvbvB+zbOZoZ15tyuLPTsM9p2bePvGuuccYNQoFDKOSUfxaFtNk4++qrlN1zDwnpwQXE9SZaB6Bo61ekip1RKKHwQsu+fSTl5JB91VXhborPjHR0GFKvzWq1u+FCLJqO2JDN5p9FUfvKKww2NXH1E08Y0ayAuJIGnkgVjSvpGvmLEgovtOzbR/HNN5syY6wrrjflUKcxQtF2+DATg4MzNtYxGos2u8pf11P1s8+SuXgxSw3KbhsIyvVkfpTryTtKKDww3NlJ79mzIQ3cBorrTTlikFBc2LEDhGD+Bz5gSP1eibGLtD8Whc1qpfXgQcruucfw1eP+oILZ5icaxM4olFC4IaXk3a9+FSDkT9CBMD2YbYxQtOzbR96qVSTl5BhSvzecg6vN9xhF18mTTA4NUWIykVcWhfmJBrEzCiUUbpx6/nlq//Qnbvne90ybMdaV6RaF/sFs29QUbRUVYQnqOwdXP4TCkRberNZgtA5A0davSBU7o1BC4cJYXx+7vv515t16K+v/+Z/D3Ry/GWxv073O7vffZ2JwMKz7TNukzWexaNm3j/QFC0yxyM6VK2ngiVTRuJKukb8ooXDhzIsvMt7Xxwd++lNDN+XRE9ebcuDiRd3rbz1wACAsQjFt6q8PbjXb1BRNu3eb0ppQrifzo1xP3omM0TBEnP3zn8lZsSJi0oqDm+upqwvr2Jiu9bceOEBKYSEZZWW61usLzsFVwKAPIthWUcFoVxeL7rvP6Kb5jQpmm59oEDujUEKhIaWk68QJim+6yfRTYl2ZdlMKGGxq0rX+lgMHwjZN2PVm9cVaqnnhBWLj41n44Q8b2ayAUBaF+YkGsTOKOYVCCFEqhNglhKgRQpwSQnxNK/+xEOKMEOKkEOJ1IUSmVl4mhBgVQlRpP792qWutEKJaCFEnhPiZ0EYfIUS2EGK7EOKc9jtLKxfacXXa51xnzL/BvlhttKeHvGuuMeojQsLAhQu61TXc3k5/fX1Y4xMO5hKK82+9RfWzz7LiqadIzMwMUasUiisDXywKK/ANKeVyYD3wJSHEcmA7sFJKuQo4C3zb5ZzzUsprtZ8vuJT/Cvg8sET72aiVfwvYKaVcAuzU/gb4sMuxT2vnG0JXdTUAuStXGvURhjDtSQ59haJFi0/MC5NQuLqeZutXz+nTvPX44+StXs0t3/teqJrnF8r1ZH6iwSoyijmFQkrZJqWs1F4PAqeBeVLKbVJKq3ZYBTDrNBMhRBGQLqWskPar8Dzg2CrtIeA57fVzbuXPSzsVQKZWj+7EJiRQtnEjuRFmUbjelCJG6BrQvrhzJ5bkZPKvM8yQmxVn32Ji6D171vMxUrLlk58kLjmZj7z5Jin5+SFsoe8o15P5iQaxMwqLPwcLIcqANcAht7c+A/zJ5e+FQojjwADwXSnlXmAe0OxyTLNWBlAgpXTM7WwHCrTX84AmD+foPg+0dMMGSjds0Ltaw3G9KZOLinS1KBq1bUQtCQm61ekPjr6JGEHXiRMej+k+dYqOY8e46xe/ILW4OJTNC4hoHYCiYZCNBrEzCp+D2UKIVOBV4OtSygGX8u9gd09t0oragPlSyjXAPwB/FEL4nMJTszb8ukpCiKeFEEeFEEe7urr8OTXicb0p00pLdBOK3ro6+s6fD+s2opctCsFwe7vH7Lh1b7wBQrD0ox8Ncet850oYgKKhj9Egdkbhk1AIIeKwi8QmKeVrLuVPAfcDT2gDPFLKcSllj/b6GHAeWAq0MN09VaKVAXQ4XErab8eI0AKUejnHiZTyGSnlOinlury8PF+6FJWklugnFI1btwKwcOPGOY4MAdqalm4tjuTKxZ07KVizhpTCwlC3SqG4YvBl1pMAngVOSyl/4lK+Efgm8KCUcsSlPE8IEau9XoQ9EF2vuZYGhBDrtTo/BfxFO+1N4Ent9ZNu5Z/SZj+tB/pdXFQKpj+9pZaWMtjUFNBGP+6cffVVMhcvJmvx4qDrChRn37SpuZdqa6e9bx0bo/XgQUruuCPELfOPK+FJNRr6GA1WkVH4YlHcAnwSuNNlyuu9wM+BNGC72zTYDcBJIUQV8GfgC1LKS9p7XwR+B9RhtzTe0cr/HfiQEOIc8EHtb4AtQL12/G+18xUuTHM9zS/FZrUy3Bacll46e5amXbtY+elPB9u8oHAGgJHEpaTMCGi3Hz3K1Pi46WNLV8IAFA19jAaxM4o5g9lSyn2Ap9VWW7wc/yp2N5Wn944CM+afaq6quzyUS+BLc7XxSma6RWH37PU3NgaV66j6d78jxmIJv1A4ppRKSdbSpTMsinCmF/GHK2EAioY+RoPYGYVamR3huN6U6aXzARhobAy8Pik5vWkTi+67j9QiQ2Yi+94Wl75lL1tGT03NtPdbDxwga8kSkiMoLhWtA1C09StSxc4olFBEESnz7NNDgwlod1dXM9TaSvlDD+nVrKCRSAqvv57BixcZbm+3l0npTC9idqJtEJ2LSO2vEgfvKKGIcFxvSktiIskFBfQHYVGcfc0+qa3s7ruDbVrQuLqeitavB6C1ogKAvvPnGe3qigyhiAK3zFxEQx+V68k7SigiHPcbNKOsLGDX0+ToKFW//CWL7ruPtHnz5j7BYFyD2QXXXUdMXBxtmlBESnwCrowBKBr6GA1iZxRKKCIc9xs0vawsYIvi1HPPMdrVxfX/+I86tS44XC0KS2Ii+WvWOC2K1gMHiE9PJ3f58nA20SeuhAEoGvoYDWJnFEooooz0BQsYvHjRr+1Dwb7pz9H/+A8Kr7+eEpNONy1ev572I0ewWa32+MRNN0XMBlMKRSSj7rIIx5PraWpiwhn09ZXd3/wmfefPc/0//qNp9uNwdT0BlGzYgHVkhFPPPUd3dTWlt98ezub5zPQMv9H5pBoNT+PRYBUZhRKKCMf9Bs3UVlJ3nzrlcx0DTU0c++lPWfHUUyx95BHd2xgo7gNO2T33EJuQwNbPfY4Yi4UVTz7p5UxzMW0AitBBdC6iYZCNBrEzCiUUEY77DVp4/fUAtB1yT/DrndObNoGU3PTd75rGmoCZA2x8airXfPazAFz7xS9GRLZYUBZFpBANYmcUSigiHPcbNDEzk+yrr3bODgJo2r2b1x98kJpNmzyef+q555h3661klpeHpM2+4mmAvfP//l8+8tZbbPjf/ztczfIbZVFEBtEgdkbh134Uisig9PbbqXnhBaxjY9S+/DJbP/c5bJOTNPz/7d1LbBX3Fcfx7w+7105jGxswlot5FINELAUTaqW4IRK1kopEiE2zaF5lYZRNF0FUQkGVKhEpiy7StJX6oFJRNxWtUFs1QiIOxckuCpgGElMgcSRqakJdgm0exSS2Txfzt3VBZgDb4/Gdez7S6M78Zwadc5k7Z+Z/x/f/1lvUPvwwtWvXTmx76dQpLp85w5N796YY8b2bV1pK45YtaYfhXFHxO4oCN9mVXOPWrXx5/Tq/qqvj0LZtNDz+ONt7eiivqaFj+/ZbrpbOd3YCpDruxJ1k5Urcu54KQxbuipLihaLATfYBXdbWRkkuxxdXrvCNHTv47qFDVDc28tirr3Lx2DEuvPfexD69nZ1UNzYyf/nyWY/9brJygs1KwYuThZNsFopdUrxQFLjJPqClZWU8f/QoG197jU2vv05JLgfAQ889R66ykpO/iX4RfmxkhPPvvsuytrbZD/weZOUEm5WCFycLJ9ksFLuk+HcUBe5OH9DFzc0sbm6+ZdtcZSUPvfAC3fv28a09e7jR38/NoaG5WygycoLNSsGLk4WTbBaKXVK8UBSZR3ft4sz+/Rx68UVUUkKuqoplTzyRdljOuTlMWaucLS0t1tXVdd/7dfR0sPPtnQlElKwLVy8wODwIwKoFq8iV5O66z/DAANcvRKPgVSz5GmXV1YnGOFW9Q71c++IaAGsWrWGeCrOndHRslLOfR4MuVZVV0VA19UGl5qqh4SH6rkbD2ddX1FPzQE3KEd2/i9cucvlGNBjnypqVlJeWpxzR/Wt/pJ2drVM7j0k6bmYtk63zO4qgqqyKptq5/wNzt2uqbWJJ5RIu/e8SN0dv3tM+ttAYGPsYGxtl4aqmyccvnAOaaptYPn85fVf7GBkbSTucaVlfv576inp6r/SmHUpiqsuqmad5XB6+fPeN56Cm2ibqK+oZHB7kxsiNtMOZkroH6xL5d71QBK1LWzmw9EDaYTjn3JxTmPfyzjnnZo0XCuecc7G8UDjnnIvlhcI551wsLxTOOedieaFwzjkXywuFc865WF4onHPOxcrcT3hI+i/wrynuvgi4NIPhFALPuTh4zsVhOjkvN7PayVZkrlBMh6SuO/3WSVZ5zsXBcy4OSeXsXU/OOedieaFwzjkXywvFrX6bdgAp8JyLg+dcHBLJ2b+jcM45F8vvKJxzzsXyQhFI2izprKQeSa+kHc9MkbRPUr+k7ry2BZIOS/okvNaEdkn6RXgPPpS0Pr3Ip07SUknvSPqnpFOSXg7tmc1bUrmko5JOhpz3hPavS3o/5PYnSbnQXhaWe8L6FWnGP1WSSiR9IOlgWM50vgCSzkn6SNIJSV2hLdFj2wsF0cEG/BJ4CmgCnpVUeMPdTe73wObb2l4BjpjZauBIWIYo/9Vhegn49SzFONNGgB+aWROwAfhB+P/Mct43gTYzawbWAZslbQB+ArxhZquAAaA9bN8ODIT2N8J2hehl4HTectbzHfdtM1uX9yhssse2mRX9BLQCHXnLu4Hdacc1g/mtALrzls8C9WG+Hjgb5vcCz062XSFPwN+AJ4slb+CrwD+AbxL98VVpaJ84zoEOoDXMl4btlHbs95lnQzgptgEHiQb1zWy+eXmfAxbd1pbose13FJElwPm85X+HtqyqM7PPwvxFYHyg3cy9D6GL4RHgfTKed+iGOQH0A4eBT4FBMxsfcDw/r4mcw/ohYOHsRjxtPwN2AWNheSHZznecAW9LOi7ppdCW6LHtY2YXOTMzSZl89E1SBfBnYIeZXZE0sS6LeZvZKLBOUjXwV2BNyiElRtIWoN/MjkvalHY8s2yjmfVJWgwclnQmf2USx7bfUUT6gKV5yw2hLav+I6keILz2h/bMvA+SvkJUJP5gZn8JzZnPG8DMBoF3iLpeqiWNXxDm5zWRc1g/H/h8lkOdjseArZLOAX8k6n76OdnNd4KZ9YXXfqILgkdJ+Nj2QhE5BqwOT0zkgO8Bb6YcU5LeBLaF+W1Effjj7d8PT0psAIbybmcLhqJbh98Bp83sp3mrMpu3pNpwJ4GkB4i+kzlNVDCeCZvdnvP4e/EM0GmhE7sQmNluM2swsxVEn9dOM3uejOY7TtKDkirH54HvAN0kfWyn/cXMXJmAp4GPifp1f5R2PDOY137gM+BLov7JdqK+2SPAJ8DfgQVhWxE9/fUp8BHQknb8U8x5I1E/7ofAiTA9neW8gbXAByHnbuDHoX0lcBToAQ4AZaG9PCz3hPUr085hGrlvAg4WQ74hv5NhOjV+rkr62Pa/zHbOORfLu56cc87F8kLhnHMulhcK55xzsbxQOOeci+WFwjnnXCwvFM4552J5oXDOORfLC4VzzrlY/wf+OugUGGJeCQAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1159 226347\n",
+      "1642 226347\n",
+      "1210 226722\n",
+      "1905 226722\n",
+      "1248 226984\n",
+      "1658 226984\n",
+      "994 226916\n",
+      "1471 226916\n",
+      "R = 0.597\n",
+      "5500\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[3, 82, 164, 259, 267, 273, 375, 389, 466, 475, 479]\n",
+      "[375, 82, 466, 164, 259, 267, 3, 479, 389, 475, 273]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "62.5 bpm\n",
+      "[91, 173, 268, 384, 470]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "875 228162\n",
+      "1477 228162\n",
+      "996 229064\n",
+      "1746 229064\n",
+      "948 229946\n",
+      "1901 229946\n",
+      "667 229926\n",
+      "996 229926\n",
+      "R = 0.601\n",
+      "6000\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[54, 64, 157, 169, 184, 243, 342, 353, 441]\n",
+      "[342, 441, 157, 54, 243, 64, 353, 169, 184]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "62.0 bpm\n",
+      "[63, 166, 252, 351, 450]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "979 230002\n",
+      "1226 230002\n",
+      "915 229948\n",
+      "1043 229948\n",
+      "1278 230356\n",
+      "1477 230356\n",
+      "1100 230090\n",
+      "1145 230090\n",
+      "R = 0.612\n",
+      "6500\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[29, 123, 213, 301, 401, 491]\n",
+      "[401, 491, 301, 213, 29, 123]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "65.2 bpm\n",
+      "[131, 221, 310, 410]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1304 229976\n",
+      "1345 229976\n",
+      "1400 230005\n",
+      "1394 230005\n",
+      "1537 230172\n",
+      "1621 230172\n",
+      "R = 0.627\n",
+      "7000\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[85, 171, 250, 333, 414, 491]\n",
+      "[333, 414, 491, 171, 85, 250]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "72.9 bpm\n",
+      "[94, 180, 259, 342, 422]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1532 230528\n",
+      "1526 230528\n",
+      "1380 230240\n",
+      "1406 230240\n",
+      "1714 230244\n",
+      "1766 230244\n",
+      "1460 229612\n",
+      "1515 229612\n",
+      "R = 0.672\n",
+      "7500\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[72, 150, 229, 310, 392, 479]\n",
+      "[229, 479, 72, 310, 150, 392]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "75.0 bpm\n",
+      "[81, 159, 238, 319, 401]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1393 229422\n",
+      "1445 229422\n",
+      "1654 229571\n",
+      "1707 229571\n",
+      "1658 229421\n",
+      "1688 229421\n",
+      "1600 229088\n",
+      "1621 229088\n",
+      "R = 0.544\n",
+      "8000\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[60, 139, 220, 300, 383, 472]\n",
+      "[472, 300, 383, 220, 139, 60]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "74.3 bpm\n",
+      "[69, 147, 229, 309, 390]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1664 228637\n",
+      "1650 228637\n",
+      "1712 228215\n",
+      "1824 228215\n",
+      "1820 227654\n",
+      "1950 227654\n",
+      "1775 227216\n",
+      "1827 227216\n",
+      "R = 0.432\n",
+      "8500\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[59, 158, 252, 344, 427]\n",
+      "[252, 427, 158, 59, 344]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "65.2 bpm\n",
+      "[68, 167, 261, 353, 436]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "2194 226717\n",
+      "2191 226717\n",
+      "2370 226411\n",
+      "2477 226411\n",
+      "2037 226163\n",
+      "2241 226163\n",
+      "2033 225821\n",
+      "2116 225821\n",
+      "R = 0.411\n",
+      "9000\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[4, 77, 151, 234, 351, 454]\n",
+      "[351, 234, 151, 454, 77, 4]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "63.7 bpm\n",
+      "[86, 160, 243, 360, 463]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1609 224444\n",
+      "1695 224444\n",
+      "2217 224647\n",
+      "2338 224647\n",
+      "2541 225518\n",
+      "3184 225518\n",
+      "1828 225150\n",
+      "2182 225150\n",
+      "R = 0.405\n",
+      "9500\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[59, 166, 266, 376, 488]\n",
+      "[59, 376, 488, 266, 166]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "55.9 bpm\n",
+      "[68, 175, 275, 385, 497]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "2212 226145\n",
+      "2476 226145\n",
+      "2087 225714\n",
+      "2156 225714\n",
+      "2419 226242\n",
+      "2708 226242\n",
+      "2162 225688\n",
+      "2256 225688\n",
+      "R = 0.421\n",
+      "10000\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[95, 107, 207, 309, 321, 414]\n",
+      "[309, 414, 95, 207, 321, 107]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "56.4 bpm\n",
+      "[104, 216, 318, 423]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "2571 224857\n",
+      "2632 224857\n",
+      "3683 224400\n",
+      "3965 224400\n",
+      "2908 223520\n",
+      "3636 223520\n",
+      "R = 0.404\n",
+      "10500\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[17, 131, 243, 343]\n",
+      "[17, 131, 243, 343]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "56.6 bpm\n",
+      "[140, 252]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "2076 223301\n",
+      "2810 223301\n",
+      "R = 0.427\n"
+     ]
+    }
+   ],
+   "source": [
+    "spo2 = []\n",
+    "hr = []\n",
+    "for i in range(0, len(data_ir_with_dc), 500):\n",
+    "    print(f'{i}')\n",
+    "    a, b = compute_spo2(data_ir_with_dc[i:i+500], data_red_with_dc[i:i+500])\n",
+    "    if a and b:\n",
+    "        spo2.append(a)\n",
+    "        hr.append(b)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "SpO2 BPM\n",
+      "99.5 65\n",
+      "99.4 61\n",
+      "99.1 65\n",
+      "99.4 66\n",
+      "99.2 76\n",
+      "99.2 71\n",
+      "98.4 80\n",
+      "98.3 62\n",
+      "97.6 63\n",
+      "97.7 77\n",
+      "96.9 69\n",
+      "96.8 62\n",
+      "96.5 62\n",
+      "96.2 65\n",
+      "94.9 72\n",
+      "98.0 75\n",
+      "99.5 74\n",
+      "99.7 65\n",
+      "99.7 63\n",
+      "99.6 55\n",
+      "99.8 56\n",
+      "99.6 56\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x7f950dcf0080>]"
+      ]
+     },
+     "execution_count": 51,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#print('{:.1f} %'.format(compute_spo2(data_ir_with_dc[2000:2500], data_red_with_dc[2000:2500])))\n",
+    "print(\"SpO2 BPM\")\n",
+    "for a,b in zip(spo2, hr):\n",
+    "    print(f'{a:.1f} {int(b)}')\n",
+    "\n",
+    "plt.plot(spo2)\n",
+    "#plt.plot(hr)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.6.9"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}