From afb69a55ecb729553f98bc74b581fd4f6e8b275c Mon Sep 17 00:00:00 2001 From: schneider <schneider@blinkenlichts.net> Date: Sat, 25 Apr 2020 19:02:08 +0200 Subject: [PATCH] doc(spo2): Caluculate maxim algo once per second --- spo2/maxim-mbed.ipynb | 5658 ++++++++++++++++++++++++++++++++++++++--- 1 file changed, 5237 insertions(+), 421 deletions(-) diff --git a/spo2/maxim-mbed.ipynb b/spo2/maxim-mbed.ipynb index 86a784f49..016c46639 100644 --- a/spo2/maxim-mbed.ipynb +++ b/spo2/maxim-mbed.ipynb @@ -51,7 +51,7 @@ { "data": { "text/plain": [ - "[<matplotlib.lines.Line2D at 0x7f95110aabe0>]" + "[<matplotlib.lines.Line2D at 0x7fc3e7e73c50>]" ] }, "execution_count": 4, @@ -99,7 +99,7 @@ { "data": { "text/plain": [ - "[<matplotlib.lines.Line2D at 0x7f9510cb7e48>]" + "[<matplotlib.lines.Line2D at 0x7fc3e7a805c0>]" ] }, "execution_count": 5, @@ -146,7 +146,7 @@ { "data": { "text/plain": [ - "[<matplotlib.lines.Line2D at 0x7f9510d2a240>]" + "[<matplotlib.lines.Line2D at 0x7fc3e7af2240>]" ] }, "execution_count": 7, @@ -291,7 +291,7 @@ { "data": { "text/plain": [ - "[<matplotlib.lines.Line2D at 0x7f9510b5fe80>]" + "[<matplotlib.lines.Line2D at 0x7fc3e7926e48>]" ] }, "execution_count": 11, @@ -326,7 +326,7 @@ { "data": { "text/plain": [ - "[<matplotlib.lines.Line2D at 0x7f950e2f79e8>]" + "[<matplotlib.lines.Line2D at 0x7fc3e50bd240>]" ] }, "execution_count": 12, @@ -376,7 +376,7 @@ { "data": { "text/plain": [ - "[<matplotlib.lines.Line2D at 0x7f950e2b5668>]" + "[<matplotlib.lines.Line2D at 0x7fc3e50a3cf8>]" ] }, "execution_count": 13, @@ -497,7 +497,7 @@ { "data": { "text/plain": [ - "[<matplotlib.lines.Line2D at 0x7f950e247518>]" + "[<matplotlib.lines.Line2D at 0x7fc3e500e588>]" ] }, "execution_count": 16, @@ -572,7 +572,7 @@ { "data": { "text/plain": [ - "[<matplotlib.lines.Line2D at 0x7f950e241f98>]" + "[<matplotlib.lines.Line2D at 0x7fc3e5009518>]" ] }, "execution_count": 18, @@ -618,7 +618,7 @@ { "data": { "text/plain": [ - "[<matplotlib.lines.Line2D at 0x7f950e1951d0>]" + "[<matplotlib.lines.Line2D at 0x7fc3e7aa42e8>]" ] }, "execution_count": 19, @@ -704,24 +704,10 @@ }, "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>]" + "[<matplotlib.lines.Line2D at 0x7fc3e7967400>]" ] }, "execution_count": 21, @@ -773,8 +759,8 @@ " 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", + " #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", @@ -874,7 +860,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 25, "metadata": {}, "outputs": [ { @@ -933,14 +919,6 @@ "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" ] @@ -1006,7 +984,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 26, "metadata": {}, "outputs": [ { @@ -1072,21 +1050,13 @@ "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" + "100\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -1100,13 +1070,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "[31, 130, 224, 321, 421]\n", - "[421, 31, 321, 224, 130]\n" + "[59, 151, 166, 243, 336, 431]\n", + "[243, 59, 431, 151, 336, 166]\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -1120,13 +1090,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "61.5 bpm\n", - "[40, 137, 231, 330, 429]\n" + "64.5 bpm\n", + "[68, 159, 252, 344, 440]\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -1140,21 +1110,13 @@ "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" + "R = 0.447\n", + "200\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -1168,13 +1130,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "[16, 112, 207, 300, 390, 478]\n", - "[112, 300, 207, 16, 390, 478]\n" + "[51, 66, 143, 236, 331, 430]\n", + "[143, 331, 51, 236, 430, 66]\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -1188,13 +1150,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "65.6 bpm\n", - "[120, 214, 308, 397, 486]\n" + "63.3 bpm\n", + "[59, 152, 244, 340, 437]\n" ] }, { "data": { - "image/png": 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\n", 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Z2Zxx3XVkzJrlyq0SjdTu2AFKjRp3zRNGNj01FhbS29JC3mWXheV+pqDQkbajR8mYOdOvayxarorT2aEdjW/c/hBt42spK6N87VoW3H47sXFxZMycSXdDgyHfrH2hZscOYqxWJvm4t8lJnIEFhcs/YQqK6KPrxAmSc3LGruiGM6nRcD9FNL6FBsqpOtZoExAAnceP8+qVV2JJSOCcH/4Q+CxDY0dNTSS7FjDHd+5k4rJlfmn68FkaAKP5KDrr6tj75JNkzZ9PyuTJYbmnKSh0QilFdwCCwqlRDJzGGsWpTjQJwvwnnqCjupqb3nmHFO1ZTsjKAojKkNuDvb2c2L2b3Isu8vtao5qedv7sZ3Q3NHDVn/8ctnuagkIneltasPX3ew1Z7A1vGkU0O7MbDx5k+0MP0e/j+vNofPP2hWhzZh969VX2/O53zLv1VvLclpEmZGYC0Nts2AWHXjmRn4+tv58pAQgKI656ai0v5+CaNZz9zW8yZeXKsN3Xl+WxJj7QdeIEgOstzFdcGsUpskS2qbSU5xYuBGDC0qXM+9KXxrwmmt64AyEaxtdZV8e7t93G5PPP58qnnhpyLpo1irpduwDIOf98v6+1JicDxlr1tO+PfyQmNpZzH3oorPc1NQqd6KqrAyBJJ40iWtn64IMulb1h716fromWN+5TmbJ//hP7wABX/ulPLtu8k2jWKBoKCkjJzfU5vpM7MRYLloQEQ5meanfsIGfFCr9fSIPFFBQ60Xn8OOC/RmH1olFEw1vocJpKSzm6bh3nPfQQE5cupX7PnrEvIjrH6gtOAWh0QaiUoui558icPZtxCxaMOB+fkQFEp0bRsG8fE5YsCfh6a0qKYUxPg729NOzbR86KFWG/tykodKKtogJEXCtEfMWircQ4FTSKkhdfRGJiOOvuuxm/aBEni4oi3SVDYHRBWLN9O3W7drH8wQddfhV3YmJjiU9PjzqNYqC7m+bS0qAFhVE0ioZ9+7APDDDZFBTRS2tFBam5uX4H5vK2jyIandlVmza51OK0adPoOnECW3//mNcZ/Y07UKLFmV3x7rvEWK3Mv/12r3USsrLoizKN4uTBgyi7nYlBCIrRclKE+3s97vS3mIIiemkrLyf9jBHRScbEm+kp2lBKcfLgQSYsdiQxTMvLA6XoqB0R7HfktQZ/4w4Wo4+vcuNGJl9wAXGa89YTCZmZ9ESZRtGwbx9AUBrFaDkpwv29Hv/4Y9KmTQu7fwJMQaEbrRUVfu/KBjeNIsoFRUd1Nf3t7Yw/6ywAUqdOdZWPhdHfuE9l+ru6aCwsHDOqanxGRtRpFA379hGfkeG3Odid0UxP4Xxu7YODVG/eHNYlse6YgkIHBrq76aqrO601isYDBwAYry2NTXMKiqqqiPXJKBhZEDYWFKDsdnLOOWfUevHp6fS1t49ax2jU79vHhMWLPfpdfCXOIHmzaz/6iJ6mJmauXh2R+5uCQgfajh4FCEijiLFakdjYqNcoTjoFhaZRpExxpFD3JeyD0U0zwWLk8Z3Izwdg4rJlo9aLS0+nv63N4zkjCkL74CAn9+8PyuwEo696Cuf3Wr52LbFxccy4+uqw3dMdU1DoQFtFBQAZAWgUIuI11Hg0cfLAAVLz8kjQllJak5KIjYujr7V1zGuNONHoiZHHd/yjj0idMmXMmEHxaWleNQojCsLmw4cZ7O3VRVAYwfRUvnYteZddNmKPS7gwBYUOOEMwpwegUcCpkbzo5MGDLm0CHAIwPiPDN0FhwIlGT4w6PqUU1du2MeWSS8asG5eeTn9HB8pu99iO0XA5srXFFYEymukpXN9rV309LUeOMP2qq8JyP0+YgkIHWisqiEtNJXHcuICutyYljQgKaNTJxRO2gQGaSkpc/gkn8RkZ9J7GGoXRx9V27Bjd9fU+BcyLT08HpTyaYYz4rDYUFBAbH0+WH2mJPWFNScHW14d9cHDEuXB9v42FhUBwq7eCxZec2XkiskVEikWkSETu08ofF5FSEdkvIm+KSIZWHicia0TkgIgUisilbm1tFZFDIlKg/U3QyuNF5B8iUiYin4jIdLdrHtbKD4nIKp3Hrwut5eVkzJwZsNPMkpgY1RpFy+HD2AcGyPYgKHzRKE51jCowWo8cAfC4G3s48WlpAPR58VMYjYZ9+xi/cCGxVmtQ7Rgh1HhDgSMDdfbZZ0esD75oFIPAg0qpBcAK4NsisgDYAJyllFoEHOazVKbfAFBKLQSuBH4rIu73uU0ptVj7a9DKvga0KKVmAf8X+E8A7T63AmcCVwN/FJHYwIcbGtoqKgJa8eTE4sFHEU0b7k4OW/HkJOE0Nz25NtwZdHwtWnrTzFmzxqwbl54OeBYURhOEg729HP/4Y3LOOy/otkZLXhSu77WhoIDUqVNJ1IIzRoIxBYVSqk4ptVc77gBKgFyl1AdKKac+tguYoh0vADZr9RuAVmD5GLe5EXhOO34NuEIcv7IbgZeVUn1KqaNAGeBfmqoQo+z2gDLbuWONch9F44EDSGzsCDXfZx+FwSYavTHq+FrLy7EkJvqUQ8WpUfR7cGgbTRBWbd7MYHc3M6+/Pui2rKOEGg/X99pQUMCECGoT4KePQjMJLQE+GXbqbmC9dlwIrBYRi4jMAJYBeW5112hmp3+Xz2w1uUA1gCZ82oBx7uUaNVrZ8H7dIyL5IpLf2Njoz5CCpvP4cWx9fcFrFD7mbjAiJw8eJHPOHCzx8UPKffZRGGyiOV1oLSvz2WQaH0UaRfnbb2NNTvY7R7YnXDkpPDi0w/HcDvT00HLoENlBOuWDxWdBISIpwOvA/UqpdrfyR3CYp17Qip7BMaHnA78DPgJs2rnbNJPUSu3vjmAHAKCUeloptVwptTw7O1uPJn3GGSF1/JlnBtyGNSlpRKynaJo8Tx44MMI/AaZG4Yoea9DvsrWsjAwfzE7wmenJ014KI41PKUXFO+8w/aqr/I675gmr5qPwaHoKw3PrjFcV7OqtYPFJUIiIFYeQeEEp9YZb+V3A9TgEgAKHRqCUekDzQdwIZODwYaCUqtX+7QBe5DMzUi2a1iEiFiAdaHIv15iilRmG6q1bsSQk+J243R1rcnLUahQ9TU20HT06wj8BDh+Fra+Pwd7eCPTMOBhRECq7nTY/ws44k/gYfb9P86FDdNTUMOOaa3RpbzQfRTho1BzZhhcUmnnor0CJUuoJt/KrgR8Bq5VS3W7lSSKSrB1fCQwqpYo1U9R4rdyKQ8Ac1C5bC9ypHX8B2KwJnrXArdqqqBnAbODToEasMzUffkjOihUjzC7+4GnDXTQ4szvr6njj+uuJsVg87hiNc66UGSP0g5HeSPXEyM7szuPHGezt9VmjGC3UjJEE4fGPPgIgV6eYSNYIm54aCgqIS0sjffr0kN9rNHxJhXohDhPRAREp0Mp+AjwJxAMbtB/ELqXUvcAE4H0RseN4+3eal+K1cisQC2wE/lc791fgbyJSBjTjWOmEUqpIRF4BinGYt76tlHKasSKOrb+fxv37WfbAA0G1E40b7jrr6nhu0SL6Wlu54ZVXmLR85HoF51voWGMz0kQTCow4PucmUV81ClfelGEmUjCWIKz58EMSsrLImjNHl/ZGWx4bju+1sbCQCWefjcREdsvbmIJCKbUDPL7ervNS/xgw10N5Fw7HtqdreoEvejn3K+BXY/UzEpwsKsI+MMDEpUuDasdpelJKBRXALJx88utf09/RwVd27WKSlzhBvuYDN9JE4yv9XV101tSQNXfEox4VtGpLY33VKEZLsGUUQWgbGKB87VqmX3WVbhNrJJfHKrudhsJCzrrrrpDexxfMndlB4AwTELSgSEpC2e1DkvwYffI89v77TL3iCq9CAtzMFWP4X4wy0fiKsttZM38+z8ybx2Bfn/d6BnZmt5SVEWO1OvKG+EBMbCyx8fGG1ihqtm2jt7mZebfeqlubTq04EhpFa0UFA52dEfdPgCkoguJkURGWxMSglsZC9OWkaKuspOXwYaZ97nOj1vPV9BRt1H36qSvPRsPevWPWN6IgbC0vJ336dGIsvlifHVgSEw3tzK758EMkJoapl1+uW5sxFguWhISIhBp37cg2BUV001RcTNa8ecTEBrdZ3LWiJEpWPh1cswZEmHXjjaPW8zXXhlHeSH2lZvt213Htzp1e6xnZme3P0lgn3jaGGkUQ1u7YQfbZZ+seYdWamhoR01P1li1YkpKCWnqvF6agCIKm4mLGzZ8fdDueJlSj/PiGo5Si+PnnmX7VVWOGVbecoqanmu3byZo3j5TJk2kqLh6zvtHGp5QKSFBYPOz3AWMIQtvAAMd37fIpwKG/eMubHcrvVdntlL31FjOuvlqX/SDBYgqKAOnv7KSjqsqngGpj4cn0ZIQfnyeaSkpoO3qU2TffPGZdn1c9GXSsnrDbbNTu2MGUiy8medIkuurrvdY1moBw0nPyJP0dHX6HnfFmejLCOBsKChjs7g6JoLB6CTUeyuf2RH4+ncePM/umm0J2D38wBUWANJeWAr5F3hwLT5uZjPDj80Tlhg0APm1o8tn0ZNCxeuLkgQP0tbUx5eKLSZo0ie4TJ8a8xmiC0N8VT068mp4MML7qrVsByL3wQt3bjktNDbsz+8ibbxJjsXDGddeF7B7+YAqKAHGaHHQRFD6aaIxAfX4+KZMn+7RaJtqc9L5QvW0bgEOjmDhxVI3CidEEob97KJxYEhM9mp4ijd1mY//TT5OzYgWpuSNCwQWNN9NTKCl7803yLr2UhMzMsN7XG6agCJCm4mJirNagosY6iSbTU/3evUzwcTmwz8tjDTpWT9Rs3076jBmk5eWRPGkS3fX1HrO+gXGd2S1lZSBC+owZfl3nKRw+RF4QFj33HK1lZZzzwx+GpH1vebND9b02lZbSfOgQswxidgJTUARMU0kJmXPm+LW80BvRYnrqbWmhubTU4y5sT8RYLMTGxZ0ypidlt1OzfTtTLr4YgKSJE7EPDtLb0hLhnvlHU3Ex6TNm+B12xlPwSoisIOxra2PHT39KzooVIbPne/VRhOi5LXvzTYAxVxWGE1NQBEhzSYkuK57A85u30d5CAY6uX4+y2z3GdfKGL+FJjDhWT5zYvZuekyeZduWVACRPmgRAlxc/hWvDncEEoTMshL8YzZmtlOLVK6+k68QJLv3tb0MW1SAuzMtjD7/+OpPOPTckZrRAMQVFAAz29dFaURF0Pl4n0WLLP/reeyRmZzPpnHN8vsYa5bk23Cl/5x0kNpYzrr0WwGU/HkujMJIg7O/qouXIkYDSahotwVbDvn2c2L2bSx5/nNwLLgjZfcLpo6j79FPq9+xhwW23heV+vhK83eQ0pLWsDGWz6a9RGNz0dGL3biavWOFXHB1vdm13jDhWTxz/6CMmLF7sEhDOZD6esr6Bm4/CQONrOXQIlGL8WWf5fa3R9lEceestJCaGM++8c+zKQWBNScHW34+tv5/YuDhXuV7f62BvL511dcSnpVHwxz9iSUzkrH/9V13a1gtTUASAc2msXhpFbHw8EhNjaNNTf2cnzYcO+R1Hx5qcfEqYnpTdzon8fOZ/5SuustHySA+51kDja62oAPxf8QTGMz1Vb97MpHPOIWn8+JDexz2CrHvear2+120/+hH7fv971+cpl1yi++7yYDFNTwHgFBSZOkUOFZERb95GegsFOP7xx6AUE0cJAugJT7k2hmO0sXqi+fBh+tvbhySocuaRHktQGIn2Y8cASAsgv4E1KQlls2EbGBhSHglB2N/VRd2nn+qS7nQsvEWQ1eO5tdtsjpA4wNQrrgBg5g03BN2u3pgaRQA0lZSQOnUqcdpqJT0Ybv810lsoQNGzzxKXluZ6mH3Fl3zgRhurJ07s3g0wxD8TN4bpyYjO7LajR4nPyCAhI8Pva919abHa2CEy46v7+GPsAwNhERTekhfp8dyWvvQSA52d3PDqq8z9whdoOXLE72XL4cDUKAKgqbiYcTqZnZwYOR3qoddeo+TFF1n49a9j1fIS+Iovpqdo4MTu3ViTk4f4paxJSUhsbFSZntqOHQs4W5ozJ4URIshWb92KxMaGZCf2cMbyRQVKf2cn23/8Yyadcw5ztJA4mbNn67LkXm9MQeEnXQ0NNBQUMFnnVRZGNoZVkxkAACAASURBVD2VvvQSqXl5XPKf/+n3taeK6al2xw4mLl06JFKwiBCfluZVUBjRmd1aVhZwWHznoovhDu1ICMKa7duZuGxZWGz58Zr21dvaOqQ8mO9VKcW6O+6gs66Oy598MuIZ7MbCl5zZeSKyRUSKRaRIRO7Tyh8XkVIR2S8ib4pIhlYeJyJrROSAiBSKyKVaeZKIvKtdUyQiv3G7x10i0igiBdrf193O3SkiR7S/0C5v8IGj69eDUrrbEY1qeupra6Nq0yamr1oV0JvOqWB6aty/n4Z9+5h9yy0jzsWlp9MfJRqFrb+f1vLygFfredMowi0Ild1OQ0EBOW7+olDiFBR9wwVFEN9r1aZNlL31Fhf/5jdMXrEiqP6FA1/E2CDwoFJqAbAC+LaILAA2AGcppRYBh4GHtfrfAFBKLQSuBH4rIs77/LdSah6wBLhQRNwjy/1DKbVY+/sLgIhkAY8C5wHnAo+KSESDn5S//TYpkyczYckSXdsdbnoyylvo1h/8gIGuLhbefXdA1/uy9t4oY/XG/v/9X2Lj4lhw++0jzsWnp9Ons0kiVLSWl6NstoBX61kMolG0VlTQ39ERtsxvTtPTCEERxHO798knSZ40iaX33RdU38LFmIJCKVWnlNqrHXcAJUCuUuoDpdSgVm0XMEU7XgBs1uo3AK3AcqVUt1Jqi1beD+x1u8Ybq4ANSqlmpVQLDuHk+7ZgnRns7eXY++9zxvXX674LdITpyQBvoUopyt9+mzlf/CKTzz8/oDasyclRnbior62N4r//ndm33ELiuHEjzo9mejKaMzvY1XpWLxtDwz2+cGd+c2kUw77nQJ/b7sZGKtat48w77/Q7jEqk8MswJiLTcWgDnww7dTewXjsuBFaLiEVEZgDLgCGhRjUz1Q3AJrfiWzQz1msi4qyfC1S71anRyob36x4RyReR/MbGRn+G5BcHn32Wgc5O5ngwQQSL0Xa9gmNi6a6vZ5qfK53csSQlYevrw26z6diz8NDT1MQ/LruMvrY2zvnBDzzWiSbTk2v/T4CCwijO7MaCAiQ2NmyZ3ywJCcTGxY3QKAKloaAAZbP5FKrfKPgsKEQkBXgduF8p1e5W/ggO89QLWtEzOCb0fOB3wEeAza2+BXgJeFIpVaEVvw1M18xYG4Dn/BmEUupppdRypdTy7Oxsfy71mcpNm9j4rW+RNm2a30tEfcGb6SmSk0zV5s0A5AWRg9jbW6g7RnnjHs7+p5+mYd8+Lv3v/2ail4i5o61WM5ozu6m0lJTJk137P/zFKM7shoICxs2fH7bMbyJCfEaGbqantiA2PUYKnwSFiFhxCIkXlFJvuJXfBVwP3Ka0/zWl1KBS6gHN13AjkIHDh+HkaeCIUup3zgKlVJNSqk/7+BccWghALUO1kSlaWchoKCzkjRtuoEpLhAIO59lHP/858enpfHnr1qBzZHvCm+kpkpNM1ebNpE2bRkYQ67otHsKTDMcob9zDKX7hBXIvuojl3/++1zpxKSlR46xvLi0NKpqAt5hkkTA9hcs/4SQ+I2PkqqcAv9fWigpi4+JImTxZj66FBV9WPQnwV6BEKfWEW/nVwI+A1UqpbrfyJBFJ1o6vBAaVUsXa518C6cD9w+6R4/ZxNQ4/CMD7wFUikqk5sa/SykLG9oceouKdd3jl8st57+67sdtsbH/4YWp37OCSxx8PeA36WIxY9RTht1Blt1O9ZQtTg9AmwHMI9RH3MsgbtzsdNTU0FRUx6/OfH7WeNTnZY64CMNa4lFLBCwrN9BRJjaKrvp7O2lrdF5OMhd4aRfqMGYZfEuuOL+sdLwTuAA6ISIFW9hPgSSAe2KCp2LuUUvcCE4D3RcSO4+3/DgARmQI8ApQCe7Vr/kdb4fQ9EVmNw4TVDNwFoJRqFpHHgN3aff9DKdUc1IhHobuxkWPvvcfyH/wAW28v+/7nf1zb68/+1rdY+PWvj9FC4DidvkopROQzjSJCb6MNhYX0trQELyh8SF5klDdud45pKV+nayHFvWHVNArn9+YJIwiMrhMn6G9vD0pQeEttG87x1e/ZA8BEH3Oi6EWCJ0ERqEZRXk6aAXdfj8aYgkIptQPw9AtY56X+MWCEt0wpVeOlHZRSD/PZ8trh557B4fcIOc68u3NuuYWc885j3IIF1Hz4IePPPJPzHn44ZPHuQXvzVorBnh7XDxIiGHBN+7/Iu+yyoNqJlhDqw6ncsIGkiRMZv3DhqPWsycmO+Ef9/V5XsBhBEOoRyNII32X9nj0gwsQwaxQJ48a5UsgGg1KKlsOHXcmvogXj7RWPIFVbtmBNSWHismWICIu/9S0Wf+tbYbm300TT39npCL4WYWd2U1ERSRMmBJ08xdtbqDtGeON2R9ntVG7cyIxVq8Z8OXCZ1jo7RwgKIzmzmw8dAoITFLFxcSDCQARNTyfy88maOzfs0VWTsrPpbmgYUhbI99pZW8tAV5dukafDRfQYycJA9ZYtTFm5klirNez3dgYec5poIv0W2nLkCJmzZwfdjmsijSLTU3tVFT2NjeRedNGYdeOGfW9Gpbm0FGtyclCCX0Q8LuMOt+nJ3wjGepA0YQL9HR0M9vW5ygJ5boNdohwpTEGh0VlXR3NpadCmlkAZHso40pu1WsvKyNBBUHhzgLpjhDdud5wmBl8E5WiCMNJaoTvNpaVkzZ0btAPVUyKqcI2v68QJOmtrfc7ZrieJ2rL7Hrd9Wt6e25ayMlqOHPF4zqXZmYIiOumqqyN70aKgnbeB4m7CACLqzO7v6qLz+HEyZ80Kui2fBIUBJlJ3nOvc031Y5+4KQT1KqkwjCMJgVzw5iaRGcfR9x4JHvQNy+kKSJijczU+entv2qir+Ons2L5x3nsd2mktLiUtNJTknx+N5o2IKCo2JS5dyZ2EhkyKg1oL3CScSk0xTcTGgTwY/XwSF0WgtLyfGaiV1ylgRZqLDtDbQ3U17ZaU+36cP0YBDRenLL5M2bZpfOdv1wqlRdI8R+WHfH/4AOPKod9TUjDjffOgQmXPnhnRhTCgwBYVBGG7rjqTZolGLpaPHWvVoNT2lT5/u08ZKq5fsZ2AcZ3bLYcd+15BpFGF4RrtPnqRq40bmfvnLEZlkkyZMcPTDXaNw/kbtdppKShxxwf72N9KmTQPg2AcfjGinubRU91w24cAUFAbBm+kpEtTv20dcWpoumwuj0fTUWl7uk9kJfNMoIo2eOd49hSwJhyA88sYb2AcH/c7ZrhfJkyYBDj+JE+dzW/j006xZsIDfZ2TQVVfHNc8/T8rkyRx7f+je4N7WVjqqq6NuxROYy2MNw3DTUySd2cc/+oiJS5fqsnPUGY8nWjQKpRSt5eU+28GjwZndVFoKIrqsYrMkJdHbPHTPazjGV/ryy2TOmRP20B1O4tPSsKak0FlbC1qiA+f3W/riiwBc+NhjZC9aRN7FFzPtqqso/+c/sdtsLs20dscOIDI+lmAxNQqD4DWBe5gnmY7aWhoLC5m+apUu7YkIloSEiEcc9ZXe5mb629t9Dtjm7XtzJ9KCsLm0lPQZM3QJoheJKMc9TU3UbNvG3C99KaK2/dQpU0b4HTrr6qjZsYMLfvELzv/pT5m1ejUAM1atorelhRO7d9NWWcmm732PN7VkZzlRkKhoOKZGYRAsw0JdRCoo4LH33gPgjGuv1a1NS2Ji1JienEtjM3xMFzqaRuHyUUR4fHqteALPqW1D/YxWb9uGstuZcXXEUtEAkJKb69AotM36CsXh118HpZjzhS8MqTvtyitBhF2//CVNJSW0VVQwZeVKZlx3nd95542AKSgMQkxsLJbExJGmpzBPMhXr15OSmztm6Ap/GFNQGMj05BQUvvooYuPjkdjY0Vc9RXB8ym6n5dAh3ULje/RRuD2jo8W8CpTqLVuwJidHZLWTO6lTplC16bMUOkopqjZtImPmTMYvWDCkbuK4ceRecAEV775LfEYGt27fzpSVK8PdZd0wTU8GwpqcHFFntm1ggMoPPuCMa6/V9cceTRqFK1eAjxqFiIwaQTbStFdVMdjbq9tKG0sE9lHUffopE5cvd4QQiSCpU6bQWVfn+qxQ1O/d61WAzfvKVwD43B//GNVCAkxBYSjiUlPp1/IvR8KZXbtzJ/0dHbpn3oo2jSI5J2dIYMax8JaTwgjObD1XPMFnpif372yIRqHzWG0DAzQWFkYkbMdwMmbNQrllauxpaaGjqsrrMvLF997Lv+zcGbGVWnpiCgoDkZCZqVtylEA4um4dMVar7hn8xhIURqK1vNxnbcKJuyboiUgKQr0FhSUpCWWzYR8Y8Hhe77E2l5Rg6+vzmmEwnAwPu+H8v/XWN4mJIfeCC6Juc50nTEFhINyTo0QihMfR9euZsnJlwKkyvWFJSooa05M/eyiceEuHagRndnNpKQlZWSSOH69Le57yi3jTLvTAGbYj98ILdW03EDLnzh0yupMljggG4U6iFAlMQWEg4jMz6W1pAcL/FtpRU8PJgwdDkvA9WkxPg729dNbW+p3L2OpDOtRI0aSteNLrrdZTxsJQCsKyt95i4tKlIcss6Q+JWVkkTch2fW4uLSF16lQSx42LYK/CgykoDESCJ40iTJOoczNQKIIiWqPEmd129Cjgf9J7b87sSEcABn2XxoLn5EVDNAodxzrQ08OJTz/VbU+PHuS6JRyq27MnIpFsI4EvObPzRGSLiBSLSJGI3KeVPy4ipSKyX0TeFJEMrTxORNaIyAERKRSRS93aWqaVl4nIk1o+bkQkS0Q2iMgR7d9MrVy0emXafSJvqAwh8ZmZ9A3TKMI1idZ+9BGWpCSyFy3Sve1o0Sj83UPhZCyNIlKCsPvkSbrr63UVFJ4SUYXKmV2fn499cJDJ55+vW5vBMt1tL0fPyZMs/NrXItib8OGLRjEIPKiUWgCsAL4tIguADcBZSqlFwGE+S2X6DQCl1ELgSuC3IuK8z1Pa+dnan/N//SFgk1JqNrBJ+wxwjVvde7TrT1kSMjIY7O1lsLfXVRauSfT4zp3knHsuMRb9t9ZEizPb3z0UTozqzD7+0UcATNZxJ/DwjaHD0XOstVr/J3kJ2R0JZq6+wXWcMWtWSEy1RmRMQaGUqlNK7dWOO4ASIFcp9YFSalCrtgtwxmReAGzW6jcArcByEckB0pRSu5TjaXoe+Lx2zY3Ac9rxc8PKn1cOdgEZWjunJPGZjiAyfa2tYXVm97a0UL9vH3mXXhqS9qNlH0VbRQXWlBRX7gFf8bY8NtLO7NqdO4mNi9N1o5rTR+HV9KTjWKs3byZr/nyStcitRiAhK8t1vOS+750SK5p8wS8fhYhMB5YAnww7dTewXjsuBFaLiEVEZgDLgDwgF3APlFKjlQFMVEo5d7KcACZqx7lAtZdr3Pt1j4jki0h+4xjx4o1MQkYG4IgyGc630Jrt20GpkGX3iybTU8bMmX7/+L2teoo0tTt2MHH5cl1iPDkZy/SkF7b+fmo+/JBpn/uc7m3rRW4UBvcLFJ8FhYikAK8D9yul2t3KH8FhnnpBK3oGx4SeD/wO+Aiw4SOatuHXk6eUeloptVwptTzbz7dBI+HSKFpawurMrtqyBUtCAjkhUvEtiYkM9vai7HaP542iUQSyhwIcgmKwpwe7behjHkln9mBvL/X5+bovKw2XM7uppITBnh7DTcah3FxoZHwSFCJixSEkXlBKveFWfhdwPXCbNsGjlBpUSj2glFqslLoRyMDhw6jlM/MU2nGtdlzvNClp/zqzg9Ti0EY8XXPKkaAJCneNIhwPY/WWLUy+8EIs8fEhad+Vk8LN9+KOETQKZbfTdvSo3/4J8GyOGdJ2BCaU+j17sPX36y4oPO6jCMHk2VRUBMC4s87SpT29CNUKL6Pjy6onAf4KlCilnnArvxr4EbBaKdXtVp4kIsna8ZXAoFKqWDMttYvICq3NrwL/1C5bC9ypHd85rPyr2uqnFUCbm4nqlCNeMz05Vz5B6B/G+r17ady/P6RLEKMhHWp7dTW2vj6/l8aC570F7kRiQqnftw9A90B64RrryaIiYiwWsubM0aU9vTidtAh3fFniciFwB3BARAq0sp8ATwLxwAbNprtLKXUvMAF4X0TsON7+73Br69+AZ4FEHD4Np1/jN8ArIvI1oBL4kla+DrgWKAO6gX/1f4jRwxCNIi08GkX+E08Qn5HB2ffcE7J7jCUojPDjq9+zByCgxDjeQo1H0pndWFhI4rhxJOfou/bD4slHEQJndlNxMRmzZ0c8EOBwQrkL3ciMKSiUUjsAT969dV7qHwPmejmXD4zQJZVSTcCIAEOaOevbY/XxVMFdo1B5oX8Ibf39VLzzDrNvvpn49PSQ3WdMQWEAFf7E7t3EWCwBCYqxloxGgsbCQsYvWqT7qhynY9yb6Ukv2isrSZ8xQ/d29cQIz224MHdmGwhLfDyWxESHRhEGZ/bxXbvoa2tjppaVK1REg0ZxfOdOss8+O6AVQt58FJFyZjcUFnJi9+6QLHcWkRGhxkNht++oriZt6lRd2tIT05ltYgjiMzIcGkUYnNknPv0UCH3ANacD1KgaRXdjI7U7dzIjwKx+o2W5g/BPKAfXrMGSmMjS7343JO1bk5NDujN7oLubnpMnSc3LG7tymDGd2SaGYHio8VA+jCd27yZt2jS/N5j5i1OjGDCoM7t87VqU3c6cm28O6HpPK4HcCeeE0tPURM327eSsWOHyeenNaHmz9RhrR7Vj65TRNYrTCVNQGAyXRhHiB1LZ7dR8+GFYEr0b3fR0+I03SJs+neyzzw7oem8rgcI9rqLnn+cP48fTsG9fSDOqWZKSvIYZ1wOnoDCiRuFOpJ/bcGIKCoORkJnpCOERYtNT3Sef0FVXx8wbbhi7cpB4ExSirZGIpArf19ZG1caNzL755oAdv96c2eHcC9N86BBbH3wQgMzZsznr7rtDdi9nljsnepue2quqAEg1okZxmpqe9I8AZxIUCePG0bh/f8id2dXbtgGEJaiZN0ERieRMw6lYtw5bf3/AZifw7qMI5+76nT/7GfbBQe7Yu5cJZ5+NxITuHXC46UnvybOjuhpESM0dEa0n4pjObBNDkDxpEt319SGfRNuOHiVx/HgS3YKchQojb7ir3rKFhMzMoExwY25CC/GEMtDdTcW77zLv1luZuGRJSIUEgGWYM9sdvTSK5EmTDLeHAk4vLcIdU1AYjJScHGz9/Qz29QGhezDbjh4N2zp1I++jaC4tZdyZZxITGxtwG5aEBBDxbnoK8fiOvf8+A11dzPnCF0J6HyfW4T4K9NcojOqf0Hus0YIpKAxG8qRJgPe3U72IhKCI1Bv3aDTpkAFOREZMnhC+cR1+7TUSx40j75JLwnK/0UxPetBRVWXIFU/DMU1PJhHDGXJhoMfxQwzFw2i32cK689VqUI2ip6mJnsZGxs2fH3Rb1uRk7xvuQjihDPb1Uf7228z6/OdDknTKE5YQOrOVUrRXVRnSkQ2nrzPbFBQGw6lROCedUDyM7VVV2AcGyJg1S/e2PSExMcTGxxsquio4As8BZOkgKIYvGYXwOLPL336b/o6OsJmdYKRQ1HPy7G1uZrCnh7RoMD2ZGoVJpEjRVnr0dzlSa4biYWwuKQHQ5U3aV4yY3KexwBHjMpD4TsMZbXyhmlBs/f1s//GPyZo3j6lXjAiVFjKcZjZPQiHYsRp5aSycXlqEO+byWIMRl5JC1rx5dJ88CeNC82A2aYIiWNu8P4w6kUbox9dQUEDShAkuLS4Yhoe1gNA7sw8++yxtFRXcsn49sVZrSO7hCUtSEspux9bfjyU+XlcHr9E325nObBPDMPmCC+gOYUrX5pISErOzSRw3LmT3GE4k3rjHoqGggAmLF+sSYdWalMRgGJ3Z/V1d7PrVr8g577yQ5hLxhHVYljs9J0ynRmE6s42FKSgMyKzVq7H19wPQevSo7m8uzaWlYTU7gec3bieReDOz9ffTVFREtg5mJ/AsCEPpzH7ny1+mo6qKi375S91DiY/F8H0jetrt2ysriY2PD3n8sUAxndkmhmHWjTeSPsuRae1k0UEK//Qn3dpWStFUUhIZQWEgjaK5tBRbf78u/gnwYnoKkTO7q6GBinXrOOeHP2Ta5z6na9u+MDxkiZ6TZ2tZGelnnBHyTYOBYjqzTQzFpOXLALAkJ1H897/r1m53YyO9zc26rPTxB6M5sxt0dGSD51VPTvSeUI6uWwdKMe/WW3Vt11eGm57cCXasrWVlZM6eHVQboeR00iLc8SVndp6IbBGRYhEpEpH7tPLHRaRURPaLyJsikqGVW0XkORE5ICIlIvKwVj5XRArc/tpF5H7t3M9FpNbt3LVu939YRMpE5JCIhNcYG0m0N6qU3FyOf/yxy3YbLM2lpUB4HdlgPGd2Q0EBlsREMnXKyTyq6Unn8ZWvXUtKbi4TlizRtV1fGZ4OVS8Hr7LbaS0vD9uy7UAwndneGQQeVEotAFYA3xaRBcAG4Cyl1CLgMPCwVv+LQLxSaiGwDPimiExXSh1SSi1WSi3WyruBN93u83+d55VS6wC0+9wKnAlcDfxRRAKPtRBFOB/ClNxcYmJjyX/iCV3abauoACBj5kxd2vMVo5meGgoKGL9wYVChO9zxuOEuBOOyDQxw7IMPmHnDDWH3TTgZntFPrwmzvbqawZ4eQ2sU7pimJzeUUnVKqb3acQdQAuQqpT5QSg1q1XYBU5yXAMkiYgESgX6gfVizVwDlSqnKMW5/I/CyUqpPKXUUKAPO9WFcUY/zIYxNTGD6qlVUbtyoS7ttx46BSNhXlViTk0esCnIS7jczZbfTqK140gtrUhKDvb3YbbbP7hMCZ3bLkSMMdHWFPCvhaAxP1KSX3b5q0yYAci+4IIjehRbTme0DIjIdWAJ8MuzU3cB67fg1oAuoA6qA/1ZKNQ+rfyvw0rCy72hmrGdExJmaKxeodqtTo5UN79c9IpIvIvmNIVxWGk7czRYTFi+mubSUwd7eoNttO3qU1NzcsEfmNJJGcWL3bnpbWsi96CLd2vSUNzsUzuyTBw8CMP6ss3Rr019GmJ50mjwr1q0jJTeX8QsXBtfBEGI6s8dARFKA14H7lVLtbuWP4DBPvaAVnQvYgMnADOBBETnDrX4csBp41a35p4CZwGIcAua3/gxCKfW0Umq5Ump5tkGX1QWKQpG9eDHKZnOFnAiG9mPHwhbjyR1rcvKIN+5IceStt4ixWJh5/fW6tTla3mw9J5SmoiIkJibsPiZ3Rkv9GuhYbQMDVH7wAWdce23ETGq+cDppEe74JChExIpDSLyglHrDrfwu4HrgNvXZ/+BXgPeUUgNKqQZgJ7DcrblrgL1KqXpngVKqXillU0rZgf/lM/NSLeC+RXOKVnbK4/6Dy160CPjsbTIYWsvKSIuQoAAvK2XC/OOr3rKFnPPO0zWn9PC3bAjNuE4WFZExc6YjtHmEiEtNBaC/owPQRxDWfvgh/R0dnHHddUG3FS5OJ6Hhy6onAf4KlCilnnArvxr4EbBaKeX+668CLtfqJONwgJe6nf8XhpmdRCTH7eNNgHNGXAvcKiLxIjIDmA186tvQoht301P6jBnEWCy0HDoUVJtd9fV0Hj/OhABzQweDpzduVyrUMKrwA93d1O/dS67OOaU9jS8UpqemgwcjanYCiE9PBxF6W1oAfUxPhU8/TXx6OlMjsC/EH05X05MvsZ4uBO4ADohIgVb2E+BJIB7YoKmKu5RS9wJ/ANaISBEgwBql1H5wCY4rgW8Ou8d/ichiHI7wY87zSqkiEXkFKMZh3vq2Uirytosw4J7hLtZqJf2MM2g+fDioNuv37gVg4rJlQffPX8I1kXqjp7mZ/vZ2DvzlL9gHBsi79FJd2/c4Pp2d2YO9vbSUlTHni1/Upb1AkZgY4tPS6GttBYKfPNurqzn82msse+AB4rT/R6NyujqzxxQUSqkdgCej4Tov9TtxLJH1dK4LGBFgSCl1xyj3/xXwq7H6eaoxfA1+1ty5QWsUDZqg0HO1j6+Ey4bvjX9ceiknDxwAYOHXv870q67StX1Pm9D0FoTNhw6hbDbGn3mmLu0FQ3xm5meCIsjJc88TT4BSLPnOd3TrX6g4XTUKc2e2wXE+jJlz59Jy5AjKbg+4rfo9e8icPdthOggzowmKUHP8449dQmLpffdx5VNP6e4wDYcgrPvEsdhwwtKlurQXDAkZGS7Tkzv+jrW1ooJ9//M/nHnXXaRPm6ZX90LG6aRFuGOGGTcow39wWXPmYOvro72qivTp0wNqs37vXnJWrNChd/4z6kQa4h/f7t/+loTMTO6pqiIuJSUk9xge/wj0H1fthx+SNGGCITakDdEoghCEBU89hVKKC//jP/TqWtg4nYSGqVEYlOGmp8y5cwGH+SEQepqaaK+sjIh/AiJneuqqr6fsrbdY+I1vhExIwMiIqqCv6UkpRfW2beSuXGmI5aPuGkWgpie7zUbx3/7GrNWrSc0dsT3KkJimJxND4e7MBodGAdASoEPb5ciOkNkiUhpFyQsvoGw2zvrXfw3ZPSD0zuyTBw/SUV3NGddcE3RbeuBNo/BnrLU7d9JdX8/cCAU3DITT1ZltCgqDMlyjSJo4kbi0tIA1ivo9ewCDCooQvpkVPfcck849l3Eh3qDmaROanhqFM4LwjGuvHaNmeIjPyAjamV29ZQuIGEb4+YKpUZgYEufDKCKOlU+BahR79pA+Y4aum8z8IRLO7IaCAhr37+fMO+8M+b0siYkg4jE5kx55pPc9+STzb7uNlJycsS8IAwmZmQx0dWEbGBhS7s9Y6/fuJWvePNcGvmjgdNIi3DEFhUHx9IPLnDPHq0bRVFrKkbfe8vog1+/dGzH/BETG9HRwzRpi4+LCkrdBRLAOy0mh17g++sUvAFj5f/6PLu3pQXxGBgB9ra0BC8L6PXsipuHqwekkNExBYVA85TLImjuXjqoqj2+t6++8k3/edBOfQSSKTAAAFqNJREFU/td/jTjX29JCW0VFRH+UMVYrEhsbkjduT7SWl1P4pz8x71/+hcSsLN3b94RlWN5sPUxP/R0dlL78Mgu++lVD5ZF2aqa9LS0BmZ56W1rorK2NyJ6eYDBNTyaGYrgzGz5LNuRMPuSkr73d5YPY9dhj9LUPjeoeyR3ZTkTEawTZULyZHX3vPWz9/Zz/6KO6t+2N4elQ9XBm7/z5zxns7g65M95fvGkUvo615cgRAN0SR4UL05ltYkjcH0ZnRjPnxO+keutWlM3G+Y8+ykBXF9Vbtw45X7N9OxITw6RzI5vKI5zpUBsLC0nIygp4z0kg6C0Iuxoa2Pv//h8Lv/51Jkdo/4s3EtwEhTu+jtXpazPCnhB/OJ20CHdMQWFQPP3gMmbOJD49nfr8/CHl1du2ERsfz/Lvfx9LYiKVGzYMOV+1eTMTly1z/bgjhdeJNAQ/vsb9+8k+++yw7jkY4aMIclyHXnkFZbOx9L77gu2a7sR7MT35SsuRI0hMDOlnnDF2ZYNyOgkNU1AYFE+mJxFh0rnncmzDhiF5HWq2bSNnxQri09KYvmoVh155BVt/PwD9nZ3U7drF1CuuCO8APDBcULiix+qswtttNhoPHHCFZw8Xw9OhBmt6Orp+PZlz5pAd4WixnkgI0vR0sqiItOnTscTHh6R/ocI0PZkYCk/ObIBF99xDW0UFJS++CEBfWxsN+/aRd8klAJz9zW/S3dDA3iefpObDD6natAn74CBTL788vAPwQFxKCgOdna7PnoShLxx9/33e/8Y3GOzr83i+tbycwe5ussMcTn24IAzGmT3Y10fN9u2GEPCe8KZR+DJWpRTHd+5k8vnnh6x/oeJ0dWabsZ4MirdJdPZNN5Fz3nlsfeAB5txyC7U7d6LsdpegmL5qFROXL2fbD3/ousaSlBTRHMtO4tLT6a6vH1Huz0S642c/Y9djjwGQMWsW5/34xyPqNO7fDxB2jcLiZXlsIBPKhnvvZaCzkzk336xb//TEkpBAbFxcQBpF29GjdJ04YYhn0l9OV43CFBQGZ/jDGBMby8X/9V/845JLKP3HP2guLSXGanUF+xMRrn/pJWq2bcOSmEhTcTFnXH+9a+dwJIlPTw94wyA4Np59+utfk3fZZQx0drLniSdYdv/9I8wXjYWFSGxs2MNxx6Wk0O+mMTnxV1B0nzxJyQsvsOS732WaQRP5iAjxmZkjIsj6Mnk27NsHwKRzzglJ30LJ6aRFuGMKCoMy2g9uysqVZC9axEc//zkiQs655w4RBJmzZpE5a1Y4uukX7mEf3PH1x7f78ccBuObZZ2kqKeH1q6+m4p13mHPLLUPqNe7fT9bcuWFPFxqXmurRtOYPVVu38spllwGw6Bvf0K1voSBpwgS6Tpzw+826qaQEgKz580PRrbBxOgkN00dhUEaz34sIV/75z3TX19NeWckUzexkdOLT0+lra0Mp5bcK39/RwYFnnmH+7beTNnUq0664gsRx4zjy5psj6jYWFobd7ARgTUmhv6NjhH/J14lUKcX7d98NwNwvf5nshQtD01GdSM3Lo6O62m/TU3NJCWnTphk+m50nTlfTky85s/NEZIuIFItIkYjcp5U/LiKlIrJfRN4UkQyt3Coiz4nIAREpEZGH3do6ppUXiEi+W3mWiGwQkSPav5lauYjIkyJSpt0nevf7+8lYk8zkFSu4PT+flb/+dVRkBgOHoLAPDDDY2+v35HL49dcZ7O7m7HvuASDGYmH2zTdz5PXXaa+udtXrbW2lvbIy7I5scGgUym5nsLcX8N9ZX/Huu7QdPcqKRx7hmmefDVU3dSNt6lQ6qqr8mjzrPv2Uqi1bolabOF2d2b5oFIPAg0qpBcAK4NsisgDYAJyllFoEHAacAuGLQLxSaiGwDPimiEx3a+8ypdRipdRyt7KHgE1KqdnAJu0zwDXAbO3vHuAp/4cYnfgyyWSfdRbnPfSQYQLFjcWQ3bx+vplVvPsuqVOmDEm8dN4jjwDwzq23MtDTA+DKZBcpjQIc2g/4p1G0lJWx4d57yZg1i/MffTTsZrNASM3Lo6epiYG+XlfZaM9rQ0EBL69cicTEcP5PfxqOLuqOqVF4QSlVp5Taqx13ACVArlLqA6XUoFZtFzDFeQmQLCIWIBHoB9oZnRuB57Tj54DPu5U/rxzsAjJEJDpmRZ04lR5GZwrWvrY2n97GBnp62PCtb/HihRdy+LXXmHrFFUM20KVPm8Y1f/sbxz/+mM3f+x4ADYWFABHTKIAhfgrw7c3zw4cfpr+9ndWvvUas1RqS/ulNal4eAL3Nza4ypRT2wUHsNht9bW2u/T5VW7fy/JIl2Pr7uf3TT6NyxROcXlqEO375KDTNYAnwybBTdwPrtePXgC6gDqgC/lsp5XySFPCBiOwRkXvcrp+olKrTjk8AE7XjXKDarV6NVja8X/eISL6I5Dc2NvozJMNyKgkIJ/Hewj54+fHteOQRCv/8Z1q0iLkzb7hhRJ25X/gCy7//fQ789a80HjzIyf37SRw3jpTJk3Xu/djEDdcofJxUmkpKOPz66yz5zneYEAEBFyhpWo7rrobPljzb7TZevvhi/pidzR+ys3nn1ltRSlGi5dO49u9/j8h3EwpOJ6Hh86onEUkBXgfuV0q1u5U/gsM89YJWdC5gAyYDmcCHIrJRKVUBXKSUqhWRCcAGESlVSm13v49SSomIX9+AUupp4GmA5cuXnxLfXqCb0YzMEI1iDBXebrNR+tJLzP7851n92mv0trSQOG6cx3bP+8lPOPCXv7D+q1+lqaiIKRdfHJF0ocM1Cl9NT3t//3ssCQkse+CB0HZQZ5xZFzvr6lxlr155JeNLWkkcN47kiRM5/NprrLvjDsr++U8W3H47C267LVLd1QXT9DQKImLFISReUEq94VZ+F3A9cJv67H/tK8B7SqkBpVQDsBNYDqCUqtX+bQDexCFUAOqdJiXt3watvBbIc+vKFK3slMffFTPRgEujaGkZ0ylYu2MHXSdOMPfLX0ZiYrwKCYDErCwu/e1vadi3D1t/Pwu++lX9O+8DI3wUPgr76s2bmXrFFSRlZ4e2gzrjzLrYdeIzQdHb2sqKn/6Uf2to4J6qKs6+914Ov/oq8WlpXPjLX0awt/pgOrO9II5Xs78CJUqpJ9zKrwZ+BKxWSrknGagCLtfqJONwgJeKSLKIpLqVXwUc1K5ZC9ypHd8J/NOt/Kva6qcVQJubieqU5lTUKJInOiyKw9feexKGh159FUtiImdcd51PbS/82te46+BBVvz7vzP3S1/Sp8N+4tQo+v3QKLoaGmg+dIjciy4KfQd1RkTInDOHDjeNInvpEi567DEkJsaxjPupp7ivu5t7KitJ10xV0czpqlH4Ynq6ELgDOCAiBVrZT4AngXgcJiSAXUqpe4E/AGtEpAgQYI1Sar+InAG8qdW1AC8qpd7T2vsN8IqIfA2oBJy/9HXAtUDZ/2/v7mPjqs48jn9/jhPbCUlsYwdMErBD2LROwksJSbqwEtBCk6jqi9RK6dItEbS0Et0FFbVqGqnabVVVq0LZrUSrbdVmEUJLxFJahKBtltKWREogvDppEjDgQBw3dkJj47ixE/vZP+6ZycSx7zi2xzNz5/lII8899874POPj+8w5d+YcoA8orEn53TmprK1l2owZZwxVjOR4Zyd7HnyQxZ/6VHrcfyzqli7luu98Z6LVHLfhPYqxOLR9OxB9ibIY1S9fTvfeLRCWlRhp2dmyadOmuFZusmVNFGa2DRhpwPepUY7vJfqI7PDyt4ARr9SZ2VHgrNnPwnDWndnqmERJHHqSxKyGBo4fOhTbhd/x3e9y6m9/4++ncNGhyXDWNYox9AoPPvcc5ZWVeV1UaiI+eMstnPza5vR2MU70dy586MkVlCQOPQGcd9FF9HZ0jNqF3/PQQ7z8wANc/qUvUbtkST6qOG7poaewwuBYkn37tm1cuHJl0U23nXLxDTcw7+qM78FO/WcIplSpDj15oihQSexRAMxqaKA3pkex6777qFu2jOvvuy8f1ZuQ8ooKyquq0hPlZUv2A729HH7ppaIddgJQWRlX/cs/p7eT1l6H8x6FKyhJ7lEcP3RoxHdm3W1tdL36KktvvbUgZrsdj8qamvQX0LIl+46dO7HBwaK8kD2apLXX4bxH4dwUmLtoEf3d3fQdPXLWvtRa301r1kxxrSZPZW3tWVNvj+bdP/wBlZUlflzfFT9PFAUqqUNPqesOmetSpN6Ftm/bRmVtLecX6YRxEHoUYxx6OrB1Kw2rVqW/iFisSuldtg89uYKS1KGnmvBt3vda30iXdR9oo/vAAVp/9SsWhEnjilVFTQ39qUQRk+z7e3r4ywsvcMlNN01p/XKhlE6epZQUMxXvf2TCJbVHMbexkbLp0zmye3e67PXHH+dnjY2cOnGCf/j+9/NYu4kba4/iyO7d2NBQUa7yNlwpnTxLKSlm8kRR4JLWGMvKy1m0bh37tjxy1r7VmzYV9bAThGsUGbOpwsgnz9R06HXLlk1JvaZK0trrcElPhKPxRFGgkvwPt2rTJvozvr3c+LGb2bBnD6s2box5VHGorKnh5PHjDJ48GXtS6WppYcbs2ekZWItZkttqnFJKGp4oClRSh54AGq655owV3KqX/B11zc35q9AkqqytBeDE0aOjDj2ZGW8//TQNq1blZZbbyeZDT8nniaJAJfVidkrTunWnNxIU4sx58wDo6+oaNdl37NxJ91tv8cHPf37K65cLpXTyLKWkmMkTRYFKco8CkntySSeKzs5Rk/3BP0VLsIx1ZtxCV0onz6S222w8UTg3iTITxWg6duygevFiZtbVTVW1nJsQTxQFKulDT0l9FzozrLnR19k5Yq/QhoZo376di1avzkv9cqGU3mUntd1m44miQPnQU3GqrK6mrLx8xKGnE8eOsXnpUvo6O2ks4mlKhiulk2dS2202nigKlPcoipPKyqiqr6fv8OEzkv377e08+pGP8N6+fQA0rV2bz2pOqlI6eSa13WYzlqVQF0p6VtKfJe2RdFco/4GkfZJek/S4pOpQPl3Sg5JaJO2VtDHuecK+f5XULumVcFuXsW+jpFZJ+yV9bPJfgsLkPYriNeuCC6I1NzKS/R+//nW6WlpYs3kzX2xtpSp8jDYJSunkmeR2G2csPYpTwD1m1ky0/vWdkpqBrcAyM7sceB1IfVvqs0CFmS0Hrga+LKkx5nlS7jezK8PtKYCwfz2wFFgD/FiSr6voCtqcxkZ62trS24P9/ezfsoWr776bZRs2UH3ppfmrnHPjkDVRmFmHmb0U7r8P7AXmm9nvzOxUOGwHsCD1EGCWpHKgChgAekZ7niy//pPAI2bWb2ZvE62dvfKcIixSPvRUvOY2NdHd1paOq7ejAxsaYumGDfmtWI6U0rvsJLfbOOd0jSL0DK4Cdg7bdRvwdLj/v8BxoAN4B7jXzM6Y/GaU5/lqGMb6haSaUDYfeDfjmINkTy6J4ENPxWtuUxOn+vrScb3fcYi65csT8+3z4Urp5JnkdhtnzIlC0nnAY8DdZtaTUb6JaFjp4VC0EhgELgKagHskLcryPD8BLgWuJEow57QOpqQ7JO2StKurq+tcHlqwvEdRvOY2NgKn4zpx7BgfWL8+jzXKrVI6eSa53cYZU6KQNJ3o5P6wmf0yo3wD8HHgFjv9qv0j8BszO2lmncB2YEXc85jZYTMbNLMh4GecHl5qBxZmVGVBKDuDmf3UzFaY2Yr6+vqxhFTwvEdRvOqvuAKAqDmDppWx/Lbb8lmlnCqlk2eS222csXzqScDPgb1m9sOM8jXAN4BPmFlfxkPeAW4Mx8wiunC9b7TnCcc1ZGx+GkgtVvAEsF5ShaQm4DLg+XML0bmpNefii5l/7bXYUHQimXPJJcy68MI818q58VO2dwCSrgOeA1qAoVD8LeBHQAVwNJTtMLOvhKGlzUAzIGCzmf1gtOcxs6ckPUQ07GRAG/BlM+sIv38T0TWQU0TDValrISNasWKF7dq1a4zhn9ZyuIX1jxXO8EDre60MDA4wTdNYUrck39WZdCcHT/LGe9Eqd3Mr5jJ/TrIuPfV39/DmwEEAZpbPpLGmMb8VyqGjfUc5fPwwAAvnLGR2xew81yh3egd6eaf7HQDmzZpH3czCmoZl7eK13HvzveN6rKQXzWzFSPvKsz3YzLYRnfCHe2qU43uJPiI71ufBzP4p5vd/D/hetnpOVNX0KprrC+diY3N9M4uqF/H2sbcT28W9Zv41zJs5j4PvH8x3VSZfHTTt28/ixss5UtWf79rkXF1VHQODA/QM9GQ/uMh9tOmjVJRX0NVXeNdD58/OzRuurImiVCyuXcyjn30039VwzrmC41N4OOeci+WJwjnnXCxPFM4552J5onDOORfLE4VzzrlYniicc87F8kThnHMulicK55xzsbJO4VFsJHUBBybwFHXAkUmqTrHwmEuDx1waxhvzJWY24qyqiUsUEyVp12jznSSVx1waPObSkIuYfejJOedcLE8UzjnnYnmiONtP812BPPCYS4PHXBomPWa/RuGccy6W9yicc87F8kThnHMulieKQNIaSfsltUr6Zr7rM1kk/UJSp6TdGWW1krZKeiP8rAnlkvSj8Bq8JulD+av5+ElaKOlZSX+WtEfSXaE8sXFLqpT0vKRXQ8z/FsqbJO0MsW2RNCOUV4Tt1rC/MZ/1nwhJ0yS9LOnJsJ3omCW1SWqR9IqkXaEsp23bEwVRQwMeANYSrfX9OUmFsy7qxPw3sGZY2TeBZ8zsMuCZsA1R/JeF2x3AT6aojpPtFHCPmTUDq4E7w98zyXH3Azea2RVE68+vkbQa+HfgfjNbDPwVuD0cfzvw11B+fziuWN0F7M3YLoWYbzCzKzO+L5Hbtm1mJX8DPgz8NmN7I7Ax3/WaxPgagd0Z2/uBhnC/Adgf7v8X8LmRjivmG/Br4KZSiRuYCbwErCL6hm55KE+3c+C3wIfD/fJwnPJd93HEuiCcGG8EngRUAjG3AXXDynLatr1HEZkPvJuxfTCUJdUFZtYR7v8FuCDcT9zrEIYXrgJ2kvC4wxDMK0AnsBV4EzhmZqfCIZlxpWMO+7uB86e2xpPiP4BvAENh+3ySH7MBv5P0oqQ7QllO23b5eGvqksHMTFIiPyMt6TzgMeBuM+uRlN6XxLjNbBC4UlI18DjwgTxXKackfRzoNLMXJV2f7/pMoevMrF3SPGCrpH2ZO3PRtr1HEWkHFmZsLwhlSXVYUgNA+NkZyhPzOkiaTpQkHjazX4bixMcNYGbHgGeJhl2qJaXeEGbGlY457J8LHJ3iqk7UtcAnJLUBjxANP/0nyY4ZM2sPPzuJ3hCsJMdt2xNF5AXgsvBpiRnAeuCJPNcpl54Abg33byUaw0+VfyF8UmI10J3RnS0airoOPwf2mtkPM3YlNm5J9aEngaQqomsye4kSxmfCYcNjTr0WnwF+b2EQu1iY2UYzW2BmjUT/s783s1tIcMySZkmanboP3AzsJtdtO98XZgrlBqwDXica192U7/pMYlz/A3QAJ4nGJ28nGpd9BngD+D+gNhwrok9/vQm0ACvyXf9xxnwd0Tjua8Ar4bYuyXEDlwMvh5h3A98O5YuA54FW4FGgIpRXhu3WsH9RvmOYYPzXA08mPeYQ26vhtid1rsp12/YpPJxzzsXyoSfnnHOxPFE455yL5YnCOedcLE8UzjnnYnmicM45F8sThXPOuVieKJxzzsX6f560U/nIB6AlAAAAAElFTkSuQmCC\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -1208,21 +1170,13 @@ "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" + "R = 0.440\n", + "300\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -1236,13 +1190,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "[65, 79, 152, 242, 334, 363, 428]\n", - "[242, 334, 428, 152, 65, 363, 79]\n" + "[43, 136, 231, 330, 424]\n", + "[43, 231, 136, 424, 330]\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -1256,13 +1210,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "66.1 bpm\n", - "[74, 161, 250, 342, 436]\n" + "63.0 bpm\n", + "[52, 144, 240, 337, 431]\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -1276,21 +1230,13 @@ "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" + "R = 0.452\n", + "400\n" ] }, { "data": { - "image/png": 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UnNxCZ0PtdpW3zbzZBy2xzaaFWJTDY+I1NZLnxpMPBuW7DoCPvFVM7fw3eOI1tZrMLiL54qEsoeRlc4FsZIrkjX6BMjJF8kYuhdMiNbHGi8ir2TVG38hbLSdl9BLK1GvW7vVyM9bA0LD259TNBYx+4WVDqxkK4CiSV/HkeS6hlO2a1Eje4AGFWewaHiJ5i90OYklIrqiuKRLxlEFe7LbUyCeDHtRuV3lLvMbURJ7jEkomjOwc4ynxagaRtzqdhk68pm11Wcbfs6lFPlUMTWPXqDQS2Tjb3jBTJG/ki1WL1MQrL3ZNjMPqGtUSSpfL0Nd1LBRKGqttc7vLFmzOCZFXNnoA/Iu8ap08Z5E8S7xaFIlXC8/VNSmJV56qa6wmiOSNXkKpFsmLPV6LQGoDgqk9eRMkXm0c2zU8J15tKdU18UjE0GXGvJZQqt0xJYYDlBZzi3zKyWA2Tz51+z+Ao0je5M1QrIvUyMIDqFfXAMb+cNIsoTTweZM6VtvudgNSYUipMbXIp9oapvHkzZp4lR7zGMmnjjVgj40sloB6dQ0AQ5dRapVQxkKhskTG+ZC2C1oZXQVTi3xqxGtmT97qdAKEcJ14ZZs/cFlCmRLJs8dGF/loSjMUF5G82vaX7C7doNG8clAiUN7fs7lFPqUKhZeytmzIkbwiaUkI4Wp3KLXEK5D4W/EcyXNXjhgMplV9AMa+RjSDHBhc5Cv0eza3yGuUUJrBk7c6HCCEJB3naXcotUgekETeoBdqJqIzM7DY7bBYrfIxOw8ir1JdAxhb5NXsSqvBrVgh8iUirYTS4CeCXpTjk5XwNFNerboGSFy4PEbysZQqFYCPzbzVqmsAPkQ+yf4weiSvGK8CKEpsy3B+mFrkU5smjP5pr5dUf4/Bk12jlngFpAQahyIfnZlJ8uMB4ydeKaXaEaaBg4VYOAwQknTXZPRrW60ZChCRfMFEUzx5s9TJxxXzeJTwtFG56eyalAQmYHxPXr7T5cyuUTv/uUi8CpEvPqkJGkJIIlI06Ke9XjLZNbxE8qZLvM7MyLfgDMOLvErZJw8llDEVkWcCatRIPrVOXpRQFgm1piGbwWdc6EHtJAdMknh1OvksoeQwkk/drQjgI5JXO/9FJK+NuUVeZZCX1eAjSfWQmsRhcBXJayReubVrVDx5owcUqaMYAD4Sr3GVO1m5hNKgv28h8iVCtf2Zg00RspHJkzfyxakkHomAWCzyfG0Gr3aNZnWNgf8eWrX9gLFFXtWu4SDxqlpdI0S+MLTsGqN+2uslk11j5KoIJbFIJM2qATiurgkG0yN5g4t86pZ0AL8ib/gSSlFdUxrUOuOMfgutBy2R56q6JhpVFXkLz3YNp5G8MpfAdi8ycrCgVnhg5I7XeDQKGo+rf5iKOvnCSC2hBMzhyat5koDUDDUzAxqPV2BVuRGPRNIqawB+7RqtSD4WChn276HmyRNCDG9pqtmVRrZrmA4pr1n5w1RE8oUx1yJ5edywgS9QRjyDXcNldc3MTHp1DRMeA0aXgLpdAxj/DoQ3u4atSWnXEELK1ixnapGPhcOJyYaKiNHoJ7AetDpe2RaARr7VZsQjkbTKGoDfSF4r8QoY199WS7wCxk/gZ6qTN7LIp36Ylmu2kelFXq2e1gyRvKpdw9E+r5qJV049+YhaCSUnIp96B2L0wWqqJZQGtmvUCkCA8gWc5hb5UEj1ZODdk89m1/AQyVONxCuP1TWUUi4jeTUbATD+3S6vdo0Q+RJg1kg+rtEMZeMtkjdJ4jUeiYDG49xF8mpjDQBJfAx8Dqld18yWFSKfjqlFXk0MjR6l6MEMkbxW4pXHEkot28Poo601PXmDXyNadqXVoAFcpe+YTC3yaglKo54IuaAp8myfV05EPlPi1ah7daqhtvWf8mujCmalI8x80ez4lvZ5NRoZf8+iTr4wtOwaM3jyapGMbNdwML8mUwklKAWNxSqwqvzIFBEDxhX5TNU1Ri7D1QpyrJyJvCihLAJqg7xsLhfi0ag86pZHtCIZruwarcSr9L6MWluuBq+RfDQYTGy+kfJ34NGTB4x7l6427RMQJZRFQbX92eA+aTZoPI54NJqxTp4Xu0Yr8QqAq4Yotc5RwPgiHwuFYHO50vcK9noNfQ5pdXzzFskLT74IqHny5ZwZUQrU9rdk8BTJZxpQBoCrChvNSN7gAUUsGNQeWT09XYEV6SMWDqueO1x68mUQ+fRQKg8IIScATAGIAYhSSjcQQuoB/B7AQgAnAHyUUjpWjJ+nl4zbhBn0wsuG2vhkBneRfAa7xogXqxaa1TUGj+RTN/FmKGcgpY6CNgK82TVq+1oAfEby76OUrqWUbpC+/gaAZymlywA8K31dVrQ8ecC40VU2MkXyVofD8BMEGVrVNezDi8dIXm37P+XzRiMWCqV9MAGAw+cDYMxggVKaOHeEXaObUn5MbwXwG+nxbwBcW8KfpUosFErfXo7zzbzVhq4xCCHc7A5lKruG50hew64BjFmlxQomeCqh1Eq8shLKUpcLF0vkKYCnCSGvE0JulY61UEr7pMf9AFrU/iEh5FZCyB5CyJ6hoaEiLSdBNBTSrnjgPZJXuTgBfmbK02g0Y+LViBerFlqevMVmK9s42XyIqexLCxhb5DPZlUa1a1hgltYMVaZ9aYviyQO4iFLaSwhpBrCNEHJY+SSllBJCVD+uKKX3A7gfADZs2FDUjzTVeSIm8eTVIhmAn92hMg0oA8xRXcNmsxtReAApCMok8gZMvma6k+XRrgHUN5wpJkWJ5CmlvdL/BwE8CuA8AAOEkDYAkP4/WIyflQtqiSWzePJqkQzATySfsRkKfNo1qZE8O2boSJ4zuyZTkGN4u0ar0q/E50fBIk8I8RJCqthjAFcAOAjgcQCflF72SQCPFfqzckXtdtTMnjyQiOR5EXmtsQYAZyLP7BqVaMzIIp+pugbgT+SNatew3GBqpVK5RL4Ydk0LgEelhgobgAcppX8jhOwG8AdCyC0AugF8tAg/KyfMHMlribyNE7tmLpRQAgYX+ZkZeFvSU2V2Vl1jQJGPZ/LkDRrJx0Ih9amxksiXeoREwSJPKT0OYI3K8REAlxb6/fOFUoqoSiTPfrFm9uQDRU5gl4K4RuKV1xJKYrWq3pnYyjSfJB+iKhudALORfNiAnnzGSN7AIq9WxcSNXWNU4pEIQKn5InmVTYGV8FJCaTZPXitxZnO7DRtQZBN5I55HGT15A9s1mSJ5IfJ5ojVhz2ry6hpe7Jps1TVGjMi00BJLwPh2Da8ir2XX0FgMcYNNMNUU+TLlB00v8lobORh5lGomzJB4pdIoYTOVUGaK5I16rmmJvNzxakC7JlsJJWC8ACGaJZIvdcBpWpHXnAxolkg+QzOU0SP5eCQCAOrVNTzaNRxG8pRSzfpsi80Gm9uN0ORkBVaWmWx2DWA8K1ZtUCIg7JqC0bJriMUCq8NhuBNBL3oSr5FAwNA7K7HWdGKWjleNzlHAuIlXrX1pGY7qaoQ5E3mjRvKVrq4xrchrbVLMjvEayWcqIQOkccOUGu5EV5Ipkue1uoa3SF5rFAPDWVOD0MREOZeki2wllIBBI3mReC0+WpE8O2bEC08PehKvgDGTZoyYJPJaM8EBzkSew+qabCLPYyRfrlkwuaI2DRcQIl8wmUTeqJ1xetCaTc3gYTPveAaRJ1YrQIjhLtRMZJo9YthIPsMoBsC4kbxcXZMpn2Owc0dE8iWC/eJUp+wZeGhUNjJ1VwJ87A6Vya4hhMDmdHL194nOzMh3UKmUa5xsrmS1a4wayWsM+1IeM9qdk1YzVLmmlJpW5LWqawC+PXl2kqudNAAfu0NlSrwC0s5EBl5/KtFAQP5wTcWoFR9Z7RqjRvIZzn/5d81JJC9PKRUinx8Z54lw7MlHg0HVYUcM3iN5QJqkaeCcQiqRQCBjJA8YbyAer5F8puvaqHaNVp08MHunV0qIkW4jN2zYQPfs2ZPzv7vjb3dgX/++pGP+/n6MHjmCtvPPT4vmB/clXtu8dm3+i60Q4+90wd/Xj3kXXaT6fGhiAoP79qFp9Wq46urKvDp9RPx+9O/Zg4YVK+Bpakp7vn/3a7B7vWhYsbICq8ud3pdfhre1FbVLl6Y9l+k8rCTBsTEM7d+P5rVr4aypSXt+4sQJTHZ3o+PiiyuwOm2mTp7E+PHjmH/RRYn8jYLw1BQG3ngDjatWwd3QUKEVpnN6xw64GxtRd8YZ6c/t3AlXXS3ql5+Jta1r8cOrfpjXzyCEvK7YejUJ00byNB4HANWIl1gt8vO8QeMUsBDN59mJTw3W2q2EBRbS5NI0iMWKeIyfvw+Nx0Gs6pcSG8JGJYvKKGS6PgDAYtDzKON1LR0z2rVNaRzQ+D0TiwW01Oc6pdQw/61fv54Wi93//u/0LoDOjI6mPffotdfSX69eXbSfVU7++ulP0/vmz9d8fvjQIXoXQN/+3e/KuKrcOL1rF70LoF1PPKH6/EPvfS996OKLy7uoPIlFIvQugO749rdVn+9+7jl6F0C7t28v78KycOj3v6d3AXTo4EHV59/82c/oXQCd6O4u88oy8+I3v0nvtlpVnxs5coTeBdC3fvvbMq8qM/e43XT7V7+q+tyv16yhj1xzTcE/A8AeqqGrpo3kw1NTAABHVVXaczx78rFQSLOyBuCkhFKKatVGDQP8TNIEdHjbtbUAgNDYWNnWpIds63Y3NgIAZoaHy7YmPWTsSTDoyBKt6hogoU9Mq0qFqUXe5narbxbNcZ18VGPLNoYZEq88iTz7MNVKvDKRD46Pl21NemC/X7ZBSCosV2K0vQm0KlUARcerSuL1lW99C0/cdFPZ/w7xaBQ0HtfsUHdUVwuRz5fw5CQc1dWqzxl17rQeYhqbLzO4KKHM0AwF8CnyWiWULPkdMprISxMmHRoi75ZEfoZDkWfVNdFgEL2vvILQxARe/fa3cfihh9D70ktlWyug2N9VY83lqGIqxvZ/hiQ8NaVq1QDGbTXXQ7ZIXh6lbGCRzzTWAJDq5DkRedn20Irkq6sBQhA0mF0Tnp4GpDptNVgkbzS7JuNY5xS75vfvex/6du5M+tv4+/tLv0gF2fpaHFVVJZ/2aepI3pkpkufVk89wkgNSg4XBxw2bKZKPZonkicUCZ3W1ISN5h8+nWeHkrK0FsVoNZ9dkqjlnoz6iwSCCY2Po27kz8XUgIJeJllvk41lGg5fDrjF1JG/XiOStLhfi0ajmPqNGJhoKadpQDLvBm4myJV5tHg+iwSDisZhcymdUstk1AOCsqzOkyGv58UAiWHA3NhrPrskQ5BCLBTaPB+HpaQy/9RYA4Lr/+R9Mdndj8fvfjwfWry+7yGezaxzV1YgGAiXVojkbyQPGaH8+/eqrOPH007pfny2SB6SOUc4jecDYyWMGW6OW7QEA7oYGBAYGyrUkXYSlSD4TnqYmBAYHy7QifWTy5IHEYLXwxASGDx4EADStWYNzbrsNNQsXwtvWBn9fX7mWCiDzrB1gtvqvlNG8eUU+iycPGKPU6sELLsB/X3ml7tdnK6EEEsm0iHTS9O/Zg4G9ewtaY7FhkwS1fEoeykAZ2aprAKB++XKMHD5criXpIlskDwDVCxdi4t13y7QifWTaoAWYnZ45duQIbB4PqubPl5/ztrZWzJPPlHgFhMjnRShLdQ1grKFRek++bIlXAPC0tMA/MIBYJILfnnsuHli3rhhLLBpZNz5hIm/APUZTYbmdTHZNw4oVmOrpSSQ7DYKeSL5++XKMHT1qqI2xM9WcA7MiP93XB197e1LOwdvaCn+Z76gyjTwHIGtUKZOvphX5SIZInkUClU6+UsXcoP7du3X9m0zNIAyfdFt64m9/k4+NHDqU3yJLQLaNTzzNzQBQ9gsyH6J6IvmzzgIADO3fX5Y16UFPJF9/5pmIBoPo371broiqNHrsmtDEBPz9/fC1tSU9V44kZyryNFytaZ/MrhEinxuxSATRYFDbrjFIJK+sXBg9elTXv8l2kgOAt70d06dPY+CNN+Rj3c8+m98iS0A2ka/q6AAATJ06VbY15YuexGv7pk1wVFXhz1u3oveVV8q1tIyEdYo8ADy4aROe+sxnyrGsrGSzaxySJ+/v64OntTX5OZ8v7e4wGgrhuXTszmcAACAASURBVDvuwFhXV8nWC2SP5IXI50hwZAQA4NKYRGcUT36qp0d+zNacDT2JV197O2KhEE7v3InqhQvhaW7GwOuvF7TWYpJpdx8Aso86dfJk2daUL3oieV9bG2569VWEp6aw7957y7W0jER02DXtGzdi+cc+BgB4+7e/xUR3dzmWlhG9do1aJG/3+RCdmUmyn/b/9Kd440c/wmvf+15p1ptlkx9W2lnK2f2mFHnmb3tTPskZRonkp3t75cd6mk4opYn9InXYNQBw6vnnUb98OVrWrzeUyMezRPLOmhrYvV5M8xLJE6L5XhiNK1di0VVXZbTlKKV4/mtfw2s/+EGxl5lGpsIEhsVmwzUPP4ybduwAAIxIZYmVRE/i1d/fj/DkZNr1zz7UlOXFR//0JwDA9OnTJVht9kjeVV8PAAiOjpbk5wNmFXnJy/W2tKg+bxRPfkaK3u1er/w4E9m65xi+efMAJE6w+uXL0bx2LUbefrukCbTQxAQOPfigrjGv2SJ5Qgiq5s/nwq6JzszA7vFoNhUpaT33XIwdPaoZtXU99hj23H03Xvz61xEp4blJKU148lKCOxs1S5YAAMZLZGnkgh5PnpFq1zB7SmnZjEk2af/u3SXZolHuiNYSeWnsRSk7ok0p8qwmOVskX2m7hv1ha5cu1SXyesr1AKBlw+zeAQsuuwzVCxeCxmJZa4QLEZbdd9+Nv3z84zj88MNZXxuPRBK7W2UQxvozz8TJF14w3GCvVDLtCpUKS8BqlSWOHjkiP+7OoXciV6LBIOLRaNamOoanqQmOqiqMv/NOydakl2yFB0qRr0/ZpINF8qzKKTw9DX9/P1z19ZgZHi5JUjbbnsw2lws2l0uIfK4wu8aTLZKvsMiHxsZALBbULFqky65hEUi2CMzudmPlpz4FR1UVFm3ZgurOTgDApCIHkMr+n/8cP/J48k5AsdvNQw8+mPW1sXA4q72x6VvfwszQEF6/55681lMuMu3vmkq28b2BgQEQqxUWux2npZb8UhCW7iTUdoRSgxCC2iVLMHbsWMnWpAdKadaclPKab1iZvLNYamkuuzOZ/573AEBJGqUy7TXNcNXXC7smV/wDA7B5PJqJJTvbd1OHyJeyfjU4NgZnbS3cjY26Eq/yeFgdt9lX/vzn+OLgICw2G6okkZ/SEHlKKZ7+3OcAzHqUuTJ+/DiA5DyDFnpEvuWcc7D4Ax/Avv/6L902Uylut7ORSySfbehXYGAA1QsWoOnsszGQxzaYegnlKPJAouKpVL61XmLhMGg8nvH877z0UvmxSxrzzLCnRPLszoRtpVmKRqlskTwgjb0QkXxuBPr7Na0aQL8n37d7N35cU4Ouxx8HkBhB8NTnPoejjzxSFEEJjo3BVVeXmBEyMpL1e+Yi8harVY4eqqWSRK1IXllDn69NwLxNPbZTPBzWbIRSsvwjH8HM8DBG3n4762sPPfQQfnHGGWW3FPKJ5LWGfvkHBuBtaUHLhg0YeP31kn1oscDFkYPIu+rrKz5Jk53/mT5UPY2NaFi5Ep2XXJL2nCPFk2ei3rJ+feLrEkTy2RKvAOAu8e/WlCLPLhYtbDpFnkVTu6Vqh9133YUDP/85Hv/wh/HWb35T8DqDY2Nw1tXB3dCAeCSS1RPMReSVOKqq4Kyt1RR5NmO79dxzMXHiRE7fG0jsqTkpldfpSiDriOQBoP2CCwAkPlyzseNf/gXjXV144etfz/raYhKdmck4t0aJq74eIEQzkvf398PT0oKW9esRHBsr2UgB2a7R6ckDpbcU9JBt4ifjk2++iY8880za8dRIPjA4CBAi2zqliORjwSAsdnvGQXvOujph1+SKP0skr5ZlV4OJ4ujhw6CU4tTLL+Osm25C67nnYvfddxe8zpAUybN6/mwCyUQ+W32zGt7WVs1hU93PPgtvWxvmvec98Pf15RxBhqemQGMxuBsbEQ0EstpgekW+dskSuBsb0bdrV8bX+QcG5DuJ7m3bytqdGckhkrdYrXBLST41AlJw0iolzvtLZNnkY9e46usRmZ6WK6OUBMfG8NBFF+Ghiy4qqaWjN8ixWK2qSX17SgllYHAQ7oYGeJqaYHU4MF2iSD5bX4urrk5E8rkSGBjQTLoCiRJEq9OZtQGBJZpmRkYw9OabmBkaQsfmzVh45ZUYPXy44DI3Ztd4dO6nKd+u5hjJA4lRAWoiPzM6incefxyLtmyBr60N0ZmZnLvv2O+xZvHixPfM8mEV02nXEELQvHZt1nEAzM5Z8/d/j/DkZNYPhXw49fLLqrNnojl48kDCslGza2g8jpmREbibm9G4ahWsDgd6X365oDVrwf5eudo1gHqp39E//Qm9r7yC3ldewYMXXIBwicZc660u0yLVrgkMDsLT3AxCSGLeU4k8+ax9Le3t8Pf1lSw4KbnIE0KuIoQcIYR0EUK+UeqfF4tEMDM8nDGSB2Y74zKhrAs+/uSTAICm1avRvHYtaCxWcHNIMCWSz5Z8zdeuASSRV5kF8/j11yMWCuHMG26AV2qiyjWiYbPSayWRz3brGdcZyQNA4+rVGDl4MGPydVSa8Lj2tttArNakmT3FYOzYMTz8nvfgvnnz0u5yconkgYTIq32YhyYnAUrhqquD1eHA0uuuw1u//nVJOiHzieTdGZp2Jk+cALFa8ZFnnsFkdzf2/vjHxVloCnrtGi1S7+ADg4NyMOhuaCiJZRKdmckaydefeSbi0SgmpOKFYlNSkSeEWAH8BMAWACsA3EgIWVHKn8k2OcgUyQP6RD4wMICmNWsAQBaO2mXL5GOFDJyilCLEPHkWyZda5FMi+cDwME4+/zzWffnLWHj55XKnbK4JqLwieY1GqFSaVq9GNBjM2Igzevgw7F4vGleuRNv55+PdIos888bDk5NpOYucI/mmJnWRTxHeNZ//PMJTU+iVuk2LCbtTy9bxqiRTZ+ZkTw988+ZhwaWXYvH734/Xvv/9knw4FXL+A4kOa4vNNuvJDwzIw/BKlXPQM4akfvlyAMl9EsWk1JH8eQC6KKXHKaVhAA8D2FrKH+jP0gjFcGQReUopgqOjsj966qWX4G5shLu+HtULFoBYLHKyMR8ifj/i0WiiuoZ58jrtmrxEvqUFwdHRpFvCnueeAyjFWTfdBAByJJ+vyNdKnZHZ7kj0evJAQuSBzB+oo4cPo/7MM0EIwdKtWzHw+utySWcxUPrMfSlJYNbxqhet3ZbY3ZBTKvtrPuccAKWZXBmamIDd58tp1y1nhs7Mye5u1CxYAADYeOedCI2PyxVpxaRQu4YQArtiSBmza4DEnKuSRPI67Jo6zkV+HgDllKlT0rGi0rtjBx778IcxMzIyO7cmSyTvqq2VqwzUiAQCiIXDqF22DL72dgBA3bJlAACr3Q5fe3vG5qJssIvFVVeXuLAJ0R/J66zmUMJOZuUHCYuOGyUhlUU+R28y10g+F7um4ayzQKzWjGI3cvgwGqRuUjZQ6+h//zcAoG/XroJHFjORJ1ZrWpNSJBDQXV0DzNo1qbZPaiTvqq1FVWcnht58s5ClqxKamMjJqgFm7Rq1v+1kT4/ci9F2/vnwtbej67HHCl9oCoXaNUDClw9PTyMaCiE0MSFfF+4SRfK6Eq+1tZh/8cUFva9MVDzxSgi5lRCyhxCyZyjP/SQj09M49sgjGDpwQPadU+dWpJItkmd/cHdDgxyhdrzvffLzVZ2dms1FemDND866uqxVF4yI3w+bxwNiyf3PJs9oVwj4dG8vXPX18oeGs6YGVqczb0++ZtEiAMWN5G0uF+qXL9cU+bDfj6meHnksbs2CBWhYuRI9zz2HaDCI323ciHtbWwvaZWq6txeuujq0rF+fVLMfj8USUxFzuDg9TU2IR6NpyW05kleIb9PZZ+vqEciVfESeRfKpe9VSSjHd2yuPhyYWCzovuyztjqcYFGrXsH8bmZ6W76ZYMMjsmmL3JuixawDghuefxzm33VbUn80otcj3AuhQfD1fOiZDKb2fUrqBUrqhSeoIzBV2Sz+8f7/uSD6bJ89E3lVfj0Xvfz8AYMUnPiE/X9XRUbRIHpB2c8o2W8bvz/sEZ+N7lZMdp0+flu9SgMTtbD77YLLfo7elBTaPJ3skH4noqq5hNK1erSnyrHSSiTwAdGzejN6XX06a3c5m659+9VW8+n/+T052zvTp0/C2t6NhxYok0WW3/bl421oNUXIkr+jSrJo/vyQlieHJydxFnu1glHLNhKemEI9E5PcFJHbCmj59uujd4oXaNUAi+RqenpbzU0pPPh6NFn1+jR67ptSUWuR3A1hGCFlECHEAuAFA0c06T0sL3E1NciTvqKrKeuuTi8if+9Wv4nPvvitbAgBQ3dmJqZMndU1dVP3+KSJft2yZLFhaFCLyavNrpnt75YmVDF+eIm91OmFzueBuaNCVeNUbyQMJkZ88cUL17zUqdesyXxMAFm3Zgojfj+133CEfG+/qQjwWw5M334xX/tf/wm9Wr04S+r5du/DSnXeq/nx/Xx98bW1oWLEC/r4++W8XyiOBqTW/Ri2S97a1YWZoqOildaGJCd3DyRgWmw12ny8tkmd/a7di74YG6QN3tMj72hbDrmGePLPwlJ48UPyRv7lM+ywVJRV5SmkUwJcAPAXgEIA/UEqLPpSaEILGVaswfPCg3DWYDWdNDSLT05qlebJdU18Pi9WKmoULk56v6uxELBTSbFHPRlBh1wBA3RlnyEKk+W9GR9PmcejF09wMi92etBFHaiQPJIQlV7smrLj9dzc0FNWuAWZzBsMHD6Y9N3LoEIjVmjRxcNFVV6GqsxPDBw9iwWWXgVitGO/qwqkXX8R4Vxcu+s53AEKw41vfkv/NHy+/HLu++13Vjt+ZkRG4GxvlKgjWP8GivpxEXmN+jVpZI8uRqJW+FkI4D7sGSHjHqSIvb9AjefbA7F1VsUU+4veDWCxZd0bLBNsdKjWSz1QiWgh65vaXmpJ78pTSJymlZ1BKl1BKv1Oqn1Pd2Ynp3t7ESIMsfjyQfY6zMpLX+nlA5smOmQilRPL1y5cjFg5nrNhR1vXmCrFYkiymeCyW2D1HReRzjeSD4+OzCcP6+qI1QzEyVdiMvP02apcsSfrQsFit+ND//A9WfupTuPynP0XNwoUY6+qSLZvVt96KZR/6EN596inZg2WCffKFF9Lf38gIXA0Ns5aXZKFEmMjnEBVr2jXj47C53Unvg5W0FtuyyceTBxJWUurdlFokX7N4MSx2e/FFXipX1TO7X4s0u4Z58tL68w3atIhMT5tf5MuFb948+Pv6Ens76hBCryRufo0LaEanyOebfA2OjQGEyF4nK5k7+Ktfaf6bQkQeSOQRWCQfGBwEjcXS7Jqqjg6ExsdzarMOTUzI3ZMuHZF8LtU1QMKbdtbWqov8oUNoWJHeetG0ejW2/OpXqF28GLXLlmH08GEM7d8Pb1sbPI2N6Ni8GTNDQxh+662k95raZRqPRhEcG4O7oWG2WUw6Z/Kxa7S6m0Pj40l+PJB/SWs2QpOTOXW7Mpw1NdqRvELkrXY7apcuLfrm8RG/v+AKFIfPh4jfj8DgIGxut2ylsBye1uiPfJkTkXy58LW3Ix6NYvTwYVTNy16lySJYZZQUCQRknzY4OprwmTXK46oKjOQDg4NwNzbKlTIt69Zh2Yc/jL3/+Z+qGX5KaVJdbz5UKyJ59r5TI/nmtWsBJPoCnrz5Zl2NReGJCdlGKoUnTwhRTb7GIhGMHzuWlCtRg+2MNbBnj3xX0L5pEwBg8I03MHTggPzawX37kv4t+wBwNzQkWuAtFjkwYNF/LoO+7D4frE5nmsirDdVjf5tCEvypxCIRRAOBnNbMcKrYNTMqdg2Q8OWLHcnneweixK6wa9hIA2DWtimmyMfCYcTC4awbppcaU4k8g9VrZ3y99EHA5p/HIhHc196Ony9ZgngslvC/6+s1bw1ddXWwe715R/LTp0+nfRgtvOIKhMbHVX3hyPQ0ojMzBYl8lWRpxWMx+X2nRvLsjuLPW7fi7QcewJ+2bMkqMspI3tPSgpmREdVBVoxcOl4ZTatXY/jAgaRE93hXF+LRqLzjkhbN55yDeCSCkbffRut55wFIjGAgFgvGjh2Tvf7lH/tYYoRCNCr/W9mOaGyExWqFt7VVzlmwMkh7DpEaIUS1Icrf1ydH7gxvWxu8bW26pnACwOGHH8aPfD5s/8pXNF/D1pyvXZO6U5cyd6Wk/qyzMN7VVdSkcTjPOxAlrE5e2e0KJCw3q8NRVJHPJ2dTCswp8lK9dsbXp9x6Dx88KPuNk93dsshrQQhBVWdn3lGWXyrLU9Kybh0AqG66nZooyoeqjo7ENoD9/ZqRvLe5We4LWPmpT8HqcODFb3wjY/1wSOHJVy9YAFCquT8rpTSnGeyMptWrEZ6awoQiZ8HsADW7RkmrYjvExVu2AEi0uNcsWoSxo0cxfPAgnDU1WHz11YgGgzj6yCPy61PtCG97u/y7yyeSBxK18jPDw+jdsUNuGlKbnEoIwbwLL8Thhx7Cs1/+csbvGQkE8PTnP4+I349jjz6q+bp8hpMxnDU1aQ2EMyMjcFRXw2KzJR2vXbIE8Wi0qPv0hicn87oDUWL3+UBjMUz29CRdS2xIWTGT3OE8SmxLgWlEntkngD6RtzoccDc1yRGtsklo5NAhBEdH06KTVKoLEHm1ypbGVatALBZV7zm15CsflHmE6d5eEItF1eP/6PbtuPy++3D5fffh/DvvxOGHHsoqHLLIMxtLI4EcC4cRj0ZzvoVV9kIwWM26skZejdrFi/HeH/wAi66+Wo7kgcQcorFjx9C3cyeaVq/Gkg9+EM3nnIMnPvYxvPD1ryM8NZWWWPS1t8/aNXl48sBs1+tDF16IP197LcJTU4kxwyoFA2d/9rMAgL0//jFGM5TY9u/Zg/DkJDo2b8bkiROaXcvFiOSVH/ih8XG5eEBJtTTmoJCGwVSKZdcAwMQ776Sd+1qTWvNFRPJFxtfWJjdJ6BF5IHHBsqhMeVGMSiKfKZIHpFr5DCfx4L59+O1556V9EMSjUfgHBtJE3uZyoXrBAtVhXKekqo9sUWsmWFfi5MmTmO7thbe1VXV+SXVHB9Z8/vOwOZ3YeOedqF64EG/8x3+ofs94NIqI3y8nDdnFrSXy+c7Eb1i5EiAk6QNw9NAhVHV2wqGjDvm8r30NH/7LX5Leb+PKlRjcuxeDe/di6XXXwVVbi5t27MDqz30Ou3/wAzx3++2yrcKqYnxtbUmRvNXhyCm/wL6X0oI58ItfIB6Nptk1ALDoyitxq3T+ZJquyb7futtvBwD0q9wNAopgIY/GQ2dtLWgsJv8NAW3h1fqwp/F43qOgQ5OTOdf3p8IS37FwOC1g8rS0FFXkI0Lki89nu7qw9dFHdQuIr71djuTZbZrd68XokSO6RL6qsxOBwUHNufJP3XIL+nfvxus//GHScX9/P0BpmsgDQO3SpWkiT+NxvPXAA2i/4AJ5EFQ+KCP5qZMnk+5+tLBYrVj+kY+g79VXVWv4QymRofxBoiXyOjcjT8Xh86F2yRIM7t0rH9OqrNHLoquukh+fecMNABIftFfcfz8WXnEFTu/YIQs6E2BveztmhocTs0/yFB13isAeeuihxPfWKP2t7uhAzaJFOPnii5rfs3/XLtQuXYrWc88FkNzZrGRSyvdU53Eesb+xsoxSS+SrNLacfOnOO/G7jRszvhctwkUQeZ9UBguk3xVXzZ+PiePHizbagEXyIvFaRHxtbVh27bX6Xz9vXlIk76iqQsPKlZg8cQIzOiN5QP2CCvv9cqXG8b/8Jek5Vq+tZjOoiXzX449j9NAhrP3CF3S+M3WcNTVwVFVh6uRJTHZ3y+vPRu2SJYiFw6r12qmdmjanE1Xz52vutcp8ynxO/PZNm9C7YwcopaDxOEYVg8nyYf573wtHdTXWfOELco6G0bZxI8aOHcNYVxfcTU2wSQ047IPZ39+ft+g0nX22/HjxBz6A/tdeA4CMCeT2TZvk16kxtH8/mteuTVToEJL0t6KUYtf3v4+X7rwTEydOwGKzqd41ZIPdrSkrbMKKpLsSm8sFT0tL2of9vp/8BED6NZENSmle4xhSYR8+QLrIN65aheDYWNE2DxGevAHwtbfDPzCAWCQid8rWLFqE0cOHEQ0Esoo8m0rZ99prmDx5MikCGNq3DzQeR+3SpZg6dSrpuZPPPw+r04m2889P/55LlyI4NpZUhnj0j3+Ep7lZjjYLoaqzE5Pd3Zjs6dEdzbFqJbU9R9U6NRtWrNDcUCVSgMjPu/BCBAYGMP7OO5h4911EZ2YKEnmrw4EvDgzgMkl4lDSuWgUaj6PnmWeSqqB8iv6KmZGRrOeIGis/9SksvPJKXPLjH2P+e987+zOlvUbVqOrshL+/X3WMRnh6GuPvvIOm1asTAt7SkiTyJ7dvx0vf+AZ2ffe76Przn1HV0ZHTmGGGS0XkM/nk1QsWJNmZkZkZObp998knMXTgACZPnlT9t6lE/H7QeLzwSF5x99y4alXSc+xrvZsBvfu3v+Glb35Ts5JMePIGwDdvHkApAgMDcuKrZuFCuSJAOXRJjbbzz0dVZyee/MQncH9nZ9KsFLY/59KtWxENBJJucU9u3472Cy5QnU7H7Idh6USjlKL7mWew4LLL0ioY8qGqowMDr7+OWCiky64BZnMcaiLPLmJlZNiwYgVGDh1SFaRCJgnOu+giAEDvK6/IHrQykZoPNpdLtUy2UYq2p0+fTrrFl/sr+voQHBlJ6vTUi9Vux/V/+xvWfelLWPvFL+KM66/HxXffnbGT09vaingkIjfpKWEloGzNylwTAHRLm1pbbDaMHj6cl1UD5GbXAFJhgiKSZ9Zo0+rVGD54EL9ZvRr3d3ZmTCgzCkkYK7EqSne1RF5tfEYq/sFB/GnLFuz6v/8Xhx58UPU18qTZPEeRFIu5LfLsgu3tlUvYqhUzamqz1NsTiwUX/e//DSJFRSe2bZOfGz1yBK66Orl8j53gM6OjGHzzTXQqxhYrST3Rhg8eRGBwEJ2XXZbHO0ynuqND/hDTa9dUd3aCWCxpIh+PxXBK6hBVRtQNK1ciOjOj+qEgT27MI5JvOOssuOrqEhMmX34ZjurqtAu1WNQtXSrPSFFG8qzsderkyUQFVh4ir8Th9eKDf/wjzv3Hf8z4Oq1Z/zQeT2z+gtkGL6+iAghINLa1nnceNv3zPwOYnbmfK6l2DaU0ayQ/2dMj38Wy827N3/990uv++8or4R8YwL5779Wc/S/fMRYYyQOJDwpPS0va3YynqQnupiZdIv+OYlOUl++8E36VhK1/YAAWu121+qiczG2Rly7eqVOnZJGvV0wz1NNUtfLmm/GFvj5svPNOjB09imgwCCCReKxesECOApnI9778MkApOjZv1lyTs7YWw1IXJovCFhRL5BUfYo0KbzgTVocDzpqapHEF8WgUv9u4EXvuvhtAyhx0aXvE1O5RoDBPnlgsaL/wQpx68UWc2LYN8y66KC/bQQ8Wm02+DVd65Z6mJth9PkwcP56wawoUeb2wpCwbcRCamMCDF1yAP15xBY4/8QRa1q2TO2Z9iiFzwfFx9O3ciY7Nm7Hxzjvxhb4+rE0RWb0wkWcNURG/HzQW04xUqzs7EZ2Zkbt7We6q89JL8ZFnnsEtR4/i4zt3YvrUKdzb2opnvvhFPLB+vTwATkmwiFHx50+dwuc0Rk2zQYeZCPv9eONHP0LdsmW4ee9eBEdH8de/+7u01/n7++FtaSlo1k4xmNMizyZLjh45gtD4ODwtLXJ1ApCcpMmEp6kJTWvWJDb3lhp0ZJFnHySSyLPabtZZmgohBC3r1+PN++7Db9auxfNf+Qrqly9Htc61ZKPj4ovlx6mTNTPhSJlbMtXbiwHJkkrdxKTp7LNhsdnkBLOSfEsoGQuvuAJjR49i4vjxnJLs+TBfsodW3nyzfIwQgtolS+RzJh9PPh9kkZci+SN//CNOv/oqep59FqdffRVn3njj7Gvb2xEYHEQsEsHxJ55APBrFsuuuA7FYdA3v00K2a6TzINuG4KmjP1gkz/aDrVu2DG3nn4+zb7kFQCKQifj9eOmb30z7XsVoBmQ4fD7NZrzGVasw/NZbmhU2x/78Z/xXczOGDx7ERd/9LprXrsUF//qvOPH002nb9/n7+7NuXlQO5rTIO2tr4aiqkqsWvK2tSeJjzaH1nkXFQ/v3g1I6K/IpQ6Ymjh+Hu6kpo8gt/8hHEt9L2vptncLrL5S2jRsBJN57LhFG6vx99n7OvuUW3Jgy1MvmcqFh5UrVzt18SygZy667Tn68VPG4FHzwkUfwmcOH0263a5cuRf/u3QBQsF2jF1+KXTN88CBsLhfO/+Y3ccb11+Ocf/iH2de2t8u5pu5nnoG7qQltBeYugMTf1ep0yudBNpFP7ZmYPn0ajurqtL6Gzffcg+uffhrXP/00VnziEzj+xBM4+eKL2P6Vr8iJ2dSpkaWi6eyzEZES2anEIhE8+6UvwdfWho+98AKWX389AMh7JB/905+SXh9QmUdUCQrP5HEMIQTVCxbIzRksyrnu8cdz3m2+bulS2FwuDB84gODYGCLT06hesAA2lwt2n09uqpl4992szVpn3ngjTr34ItZ/5SuYPHECS4sYsVqsVty8d2/OEaiWyK/94hflcQxKWtatwztPPAFKadKHSbhAka+aPx8fevJJ1J9xhtzYUio8jY2qP6Nu6VIcky7ocom83eeDzeORf+/DBw6g8eyz8Z7vpE/vVg7fO71jB+ZdcEFeW0aqoRxSFs4yIiF1UuvM0JBqJG53u7Hw8ssBJM79vf/5n/i9dMc5cugQrv/rX2dFPs/d4/TC7uT7d+9G3dKlSc+NHjqE6d5eXP3AA+hQVEVVzZ+PpjVrcPL557FRcRfi7+9XvTbKzZyO5IGERy1vGSiJ/JJrrkna6k8PFpsNDStWYGj/fjlyyzO6UAAADxZJREFUYZGMp6lJnlM98e67WRO6zupqvP93v0Pr+vU448MfLrrv3Lx2re6kq7ymVJFnvzONeuvmdeswMzQk5yIYEb8/ry5RJYu3bJHn61QCpUdfLk+eEJLYtUsRyWslnZnIDx84gLFjx9AmJWSLgXLccLZI3lVfD7vXK18PeqaotivWWrt0Kbq3bYN/cBCBgQE4a2sLOm/00LByJWxut3ynpmRQurNWs1rbN21C365dcsNgPBoteDR4sZjzIq/smNRbUqhFozQON1Xk3U1NmBkaQjwWw2R3t+6xC0YidcOI6b6+xOwbjYu2df16AOnD1qZPn85ammp0mqXEMjA7U6cceFtb4e/rQ2hiAoHBQc2ZPUzku599FsDs+OhioDwPsol86hC/wNBQ1kicEIKPvfACrv3zn3HNH/4AGovhxFNPITA4WBbrw2q3o3HVKtX5UUP798PqdCYVZzDaN21CeHJSHq/ct2sXaCxW1N99vsx5kWf+t9XhgLfApE7T2WcjMDAgJyRTI/mpU6cQj0Z1Ve0YjdQJhIH+fribmjTvMuTGkpSZ4kP79snVN7yijORTO2VLiae1Ff7+ftkv1rqbcTc1gVit6JFEvk6xNWKhKLcAzCbygFRGqYjkU0c6qNHx3vdi6dataF6zBu6GBvQ891zBeynkQs3ixarlv6OHDqF++XLVfhWWk2OFFye2bQOxWNB56aWlXawO5rzIt6xfj3O/9jV8dPv2gr8Xi+reeeIJ2NxuOWJlkfyEVLbFZSQv2TWs6iBbVOaoqoKzpkbeiSrs9+PNn/400X6vUVnECzanEx2bN2N9ERPiemCbrMsin+IZMyxWKxpWrEBgcBBWhyNnay4TzlxFXmqIovE4ZoaHcxJqYrFg/ubN6HnuOYwfP57UlFZKahYtwlRPT9qspsmenqQSZCWs+31MqrDpfvpptJ57btZJtuVgzos8IQQX/+AHmHfBBQV/L7nC5s03Ub1gweyuM1Ikz7PIO2pqQONxuTomGghkrXWv6uyURX7//fdjm1Sf3V6E33Wl+dj27XjfPfeU9Wd6W1sRmpiQ67gz5XZYE17N4sVFzekoczPhiQkQiyXjeVDd2YmZ4WFMnz4NGovlnDjtvOSSxEC9nh60SBZgqalZtAjxaDQtnzTV06P5genw+eCbNy8x3HB8HH27dmGBlEyuNHNe5IuJt6VF3uxZ2QHqaW5GLBTC4L59IFar7vp7I5Ha0h7RsfGHck/ZUy++CE9LC245dgyLr766tIs1Kcz+O/bII6iaPz/jTBQmiEuuuaaoa0iN5J01NRlLcVmei+VmcrVcOi+5RH6s7GEpJWpjPEITEwhNTGTM29UvX47RI0dwcvt20HgcC6+4ouRr1YMQ+SLDbuc6FGML2LHuZ55BdWdnTvX3RoEJChu6FPH75fn9WlRLIk8pRe/LL2PRli2oW7q04h2AvNIiRefDBw9i3nvek/G1qz79aWx99FG893vfK+oanLW1iAaDiAaDSds+asEi39M7dwJA2m5o2ahfvhzrbr8dzeeck7TDVylhDYzKDdRZvX4m66tu+XKMHT2KE089BbvPJ/ekVBoh8kVm2Yc+BABJYwvYbfXo4cMFzT+vJKyunXWsRgOBrLXuVR0dmBkexsS772JmeLhst9tmpV6RQFVOr1TD7vFg2bXXFq0+nqG8o9OzUxOLfPskkVfbQyEThBBc8sMf4uY33sh5y8h8Yb0PymFwrNY/k8jXL1+O0Pg4Dj34IDovucQwwdycboYqBevvuANLt25N8kuVVRDZNp02Kqkir9euARKjlYHZ5JQgP4jFgnW3346pnh6s+PjHK7IGeUiZXpGfNw8gBKd37ACQvnG8EWEdzspZTcx2zGbXAIm7XaNYNYAQ+aJDCElLiCXNWjeJyEcDgax2TZrIa1SDCPRzScouY+VGFvmxMYTGx7NW7lgdjkQZ5YkTiU1r8ux0LidWhwOOqioEFZH8ZE9PYlZ/hlk0dYr6eaMkXQEh8mVj/R134PTOnUWbJlluCorkt29PJJyLWMonqAwsceofGEhYcDra9uvPOAOTJ07k7MdXEld9fdLGPVM9PfDNm5exUql20SJcdu+9iAYChrprFSJfJspdbldslCJP43FEZ2ayR/JSpdHUqVOoO+MMw3iUgvyR/6YnT2JmeFhXc1ONZFfmMvW00rgbGtIieT39BvmOcS4lIvEq0IVS5NnG5dkieZvLJSexsiUKBXzgbWmBxW7HyKFDiIVCukZUsG0DleOQjY6rvj5N5Hm9ExUiL9CFLPKBAKKBAABkjeSBWXEXIm8OiMUC37x5GNy7F0D2LTIB4NyvfQ1X/uIXFUsW54OroUG2a+KxGKZPnSpq53A5EXaNQBcsao/4/YhIIq9nXPCWBx5Axy9/Kc8IEvBP1fz5s81NOuwaV10dzv7MZ0q9rKKijOT9/f2IR6MikheYG2KxwOZ2I+L3y5G8nrplh9eLdf/wD6qblgv4pGbRIkQly473iaJaME+exuNyjTyPneqAEHlBDti93uRIvkzNKQJjMe/CC+XHpd7Eo1K46utB43GEJid1dbsaGSHyAt3YPJ6kSF6PJy8wH8qRHTyVReYC2zktODKiq9vVyAhPXqAbEckLgETn8hU/+xnaN22C3e2u9HJKgnK0wWRPDxzV1Vm7e42KEHmBbmSRlxqiRCQ/NyGEYPVnP1vpZZSU1Eie1ygeEHaNIAfsXi+iysQrBy3qAkE+sEg+KEXyvFbWAAWKPCHkXwghvYSQfdJ/Vyue+ydCSBch5Agh5MrClyqoNMKuEcwVWCQ/wyJ5TitrgOLYNfdQSu9WHiCErABwA4CVANoBPEMIOYNSGlP7BgI+sHu9OTdDCQQ8wiZRTp08iZmRkbkbyWdgK4CHKaUhSum7ALoAnFeinyUoEyKSF8wV2MTJUy++CGB2Vy4eKYbIf4kQsp8Q8ktCSJ10bB6Ak4rXnJKOpUEIuZUQsocQsmdoaKgIyxGUCiby0UAAxGqFRQwcE5iYujPOQN+uXQDA7WY/gA6RJ4Q8Qwg5qPLfVgD3AlgCYC2APgD/lusCKKX3U0o3UEo3NJm0scIsKCN5u8cjtvETmBq2CQgImX3MIVk9eUqprgHohJCfAXhC+rIXgDJTMV86JuAYu9eLWCiE8OSk8OMFpqdO2m7R3dDAtTVZaHVNm+LL6wAclB4/DuAGQoiTELIIwDIArxXyswSVh5VMBoaGRPmkwPQsvOoqtKxbh3Vf/nKll1IQhVbX/IAQshYABXACwOcBgFL6FiHkDwDeBhAFcJuorOEfFs3MDA1xHdkIBHpoWrUKfydN2+SZgkSeUvp3GZ77DoDvFPL9BcZCGcmzOmKBQGBsRMerQDdM5EUkLxDwgxB5gW6YyIcmJkTiVSDgBCHyAt0ok60ikhcI+ECIvEA3SpEXkbxAwAdC5AW6UYq8s7q6gisRCAR6ESIv0I1yP0/f/PkVXIlAINCLEHmBbpRlk1VC5AUCLhAiL9CNclaNb57qvDmBQGAwhMgL8kJE8gIBHwiRF+SETdq4WUTyAgEfiI28BTlx06uvonvbNtglsRcIBMZGiLwgJ5rXrEHzmjWVXoZAINCJsGsEAoHAxAiRFwgEAhMjRF4gEAhMjBB5gUAgMDFC5AUCgcDECJEXCAQCEyNEXiAQCEyMEHmBQCAwMYRSWuk1yBBChgB05/nPGwEMF3E5vDAX3/dcfM/A3Hzf4j3rYwGltEntCUOJfCEQQvZQSjdUeh3lZi6+77n4noG5+b7Fey4cYdcIBAKBiREiLxAIBCbGTCJ/f6UXUCHm4vuei+8ZmJvvW7znAjGNJy8QCASCdMwUyQsEAoEgBSHyAoFAYGJMIfKEkKsIIUcIIV2EkG9Uej3FghDyS0LIICHkoOJYPSFkGyHkmPT/Ouk4IYT8h/Q72E8IWVe5lecPIaSDELKdEPI2IeQtQsjt0nGzv28XIeQ1Qsib0vv+V+n4IkLILun9/Z4Q4pCOO6Wvu6TnF1Zy/YVACLESQvYSQp6Qvp4L7/kEIeQAIWQfIWSPdKwk5zj3Ik8IsQL4CYAtAFYAuJEQsqKyqyoavwZwVcqxbwB4llK6DMCz0tdA4v0vk/67FcC9ZVpjsYkC+EdK6QoAGwHcJv09zf6+QwAuoZSuAbAWwFWEkI0Avg/gHkrpUgBjAG6RXn8LgDHp+D3S63jldgCHFF/PhfcMAO+jlK5V1MSX5hynlHL9H4BNAJ5SfP1PAP6p0usq4vtbCOCg4usjANqkx20AjkiPfwrgRrXX8fwfgMcAXD6X3jcAD4A3AJyPROejTToun+sAngKwSXpsk15HKr32PN7rfEnQLgHwBABi9vcsrf8EgMaUYyU5x7mP5AHMA3BS8fUp6ZhZaaGU9kmP+wG0SI9N93uQbsfPAbALc+B9S7bFPgCDALYBeAfAOKU0Kr1E+d7k9y09PwGgobwrLgo/BPD/AYhLXzfA/O8ZACiApwkhrxNCbpWOleQcFxt5cwyllBJCTFkDSwjxAfgTgDsopZOEEPk5s75vSmkMwFpCSC2ARwGcWeEllRRCyAcADFJKXyeEbK70esrMRZTSXkJIM4BthJDDyieLeY6bIZLvBdCh+Hq+dMysDBBC2gBA+v+gdNw0vwdCiB0Jgf8dpfQR6bDp3zeDUjoOYDsSVkUtIYQFY8r3Jr9v6fkaACNlXmqhXAjgg4SQEwAeRsKy+RHM/Z4BAJTSXun/g0h8oJ+HEp3jZhD53QCWSRl5B4AbADxe4TWVkscBfFJ6/EkkPGt2/GYpE78RwITi1o8bSCJk/wWAQ5TSf1c8Zfb33SRF8CCEuJHIQxxCQuyvl16W+r7Z7+N6AM9RybDlBUrpP1FK51NKFyJx3T5HKf04TPyeAYAQ4iWEVLHHAK4AcBClOscrnYAoUhLjagBHkfAw76z0eor4vh4C0AcggoQPdwsSHuSzAI4BeAZAvfRagkSV0TsADgDYUOn15/meL0LCr9wPYJ/039Vz4H2vBrBXet8HAfyzdHwxgNcAdAH4IwCndNwlfd0lPb+40u+hwPe/GcATc+E9S+/vTem/t5hmleocF2MNBAKBwMSYwa4RCAQCgQZC5AUCgcDECJEXCAQCEyNEXiAQCEyMEHmBQCAwMULkBQKBwMQIkRcIBAIT8/8DMmloekAAN+gAAAAASUVORK5CYII=\n", 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"text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -1304,13 +1250,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "[13, 101, 182, 266, 340, 414, 487]\n", - "[101, 414, 182, 340, 266, 13, 487]\n" + "[36, 131, 230, 324, 421]\n", + "[131, 36, 421, 324, 230]\n" ] }, { "data": { - "image/png": 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\n", 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kr+MXJFXiVcd9VcTtmqSJbprtb3Ikr46xbvupSD6PwYi8woi8C8mePOg5LVxKGU/QZZknH0+86m3XJEfyHs0v3tFQKKEUGOK18qa6xoi8K7GkTD3o2bgrecFyyA6Rj4ZCI0soNRP5kZ58/BjrKvLJJZQQj+R1s+EmghF5F6JJC2mAnpG8PbPX77W3ZUPi1c2T103ks666JhwemXg1dg1gRN6VlNU1mgmfivZEFkbyqk5e18lQI2a8BvSvrhHJFquxawAj8q64VtdoKPJ2S+WsTLxq7smnmvGq4XGVsRixSARPIMmTN5E8YETeFRXJS2tdconUWuSzsXeN7clratckR/Kq8kTHmczDtqOLJ28ieSPybrhW12hYQmkLgbNOPgs8+Wg4bEfwQtMFYbIpkreTzC6ToXS7eE8EI/IuqEje7l2D0HIylG3X+Bwir7xbzfZVEYtGkdFoQqth0D+SV5acbvsJjvPYJF5dMSLvQrZ48m4RkBACbyCg3b4qRqz65fGAENqJQXIkr46xjhdvN9sRLJE3do0ReTfcqmt8Gor8cOI18cuha58ecN69WHYNIi4Gmu3vCLvGOp91O4chtcj78/KIhkLEHCtkZSNG5F1w8+R1jOTtL4dvpMjrGPHByEgerDkQukfyHoGwFkjRjViK89heAlCzC/h4MSLvgmudvIaToWzf1udN2K5rW2UYGcmDnt5t8oxXKfWsEINR7BqzcAhgRN6V0Tx5nZZPi7pMhgI971oUbncvvtxc7eyp5Eg+JmNaWo4wil1jFg4BjMi7krzKDAzXjydXLRzP2ELgT4zkdRZ5+9beO3zqaxnJJ52nMRnT9rjady2p7BrNju14MSLvQqq2BqBX4iqVl6lrW2VwRH3exH49ujWyioZC9hrFMDyhT8dcy/DdWaKc2Yt5G7vGkEzMpUGZjtP9o3YXSpfqGg3FAJyJV709+WgolHAO6xzJR1NE8tkwsS8djMi7kKqfPOh1wqhIXiZHQFmQeMWXaNfo5snHW+9ml8gLlwIC0CswmwhG5F3IFrtmtBJKnfbTidpn6bAydC2hdBYP6FxdE0tVXaNhYDYRjMi7kKq6BvSaMZiNIh9z8+Q1tWuSI3ltq2tSlALbgZmJ5A1OpJTxtqUuXShBr6ggVZ28rgk6cAiCN96XSCK1nPGanFfS2a6JpbBrvMauAYzIjyAWiQCk9uQ1OmFSViVo3NbAzkNoXkKZnHjNhuoat0l9oFdgNhGMyCfhtu6pQGhp16SqL9ax46bCvrBZnrzqMKqjyGdf4nWk7Qgmkjcin4QSea/fT0zGAH3tmqjLxCDQ25OPJkXyEhlfQUgzIYglR/IaJ17HjOQ1O7bjxYh8ElFHJG+LvNRT5NWC1lIkbtf1th4ceQjv8E77cnOR0eiwX68B2VQnb9+RJgcrypPXcJ/HgxH5JJx2jepTo3Mk7wkERvTj0bUKA5x2zXCrYVsMNLJskltzaF1d47L4DTiWsjSRvMGJm10TkzEtJ1aoWmq1nwpvTg6xcBgZi6X4zeOX4Tr5xEge9Dq2I+waTdcpBqcFl3hL6vH5EF6vVsd1IhiRT2J4KTFHCaWmdo0dyZMYyet8m5uqQRloFsmHw66JV12PqfB6E3r1KHS9sI0H39gvGRshxD6gB4gCESnlKiFEGXA/sADYB1whpezIxOdNJXYkHwgkRPI6iryK9pIjeZ9jX1W7Vl1QvrszktexJW1yJK+zJx9NcR6DNZvZRPIZ41wp5Uop5Srr568Cz0op64FnrZ9nPDGXxKvyM0EvkY9aE2bc7BrQa18VMRe7RldP3q26Rkaj2i2HN5bI63gej4eptGsuAX5pPf4l8KEp/KyMER0j8apTVBCzknPJiVedRd4ut3Px5HVK0KWqrgH9jmuqAgLQe73idMmUyEvgj0KIjUKI661ts6WUzdbjFmB2hj5rSkkVyev4BUkVAel4QVNEky5sqq0B6BfJu/WuAb3OYbCsKZcCAtBz2c7xkhFPHjhbStkkhKgEnhZCvO18UkophRCu6+ZZF4XrAWprazM0nImTUF0TGRZ5IQTeQECrL0gqkdd5OngsyaJyVk7ptHCIEj6FrmXAMHxBM3aNOxmJ5KWUTdb/R4AHgdXAYSFEFYD1/5EUv3ublHKVlHJVRUVFJoYzKRLq5B3VNaBfpj5mVWCMqK7RVAxg+MLmbD6nq13jVl0D+lVNJR9TJzqvcpYukxZ5IUS+EKJQPQY+AGwFHgY+br3s48BDk/2sY4HbjFf1v24laNlo18SSor6YjGlp1yR3odS1DBhSV4mBFclreB6Ph0zYNbOBB4UQ6v3ukVI+KYTYADwghLgOaASuyMBnTTmpPHnQ74SJhUJ4g8GRdo2Gka0ieQJYTMbw5+UBEO7rm86hZZSsSrymqBKDuCc/ePToNIxq5jBpkZdS7gFOcdneDpw32fc/1jg9eWdyDvSza6KhEIGiohFVCbboabgAcnIlhpQSf0EBoI/ISymzLvGaqrpG57bZ6WJmvCaRTXZNchJSoaN9oUi2qGIyhj8/H4BQb+90Di1jyGgUpHRtawD6ifxodfKmusaI/AhGs2t0jOTdqhKUyGsZyQ8NxXvzOI6tx+vFFwxqE8k7W3MotLZrRhN5zb6zE8GIfBKpeteAfhMrlD+dXJXgs+waLSN5S+Sd1TUA/vx8wppE8uocTuXJ63Q3Cql7MIFpawBG5Efg2rsGR+JVoy9Iqkje7uWiaSTvS4rkAfwFBdpF8qa6Rr/v7EQwIp/EWHaNTlFQygZlOnvyLnYNxCN5XTx5Z6Bib8tmu8ZE8gYnCdU1WTAZyutSleDx+fD4/VqLvLO6BvSM5LOlusaeDOXWu8aya9yeyxaMyCcxVnWNTl+Q0aaD+/PytEy8RkaJ5HXx5GNudo3G1TXJE9ycqJYVMY2WdhwvRuSTSLX8H+iXxEmVeIW4ZaN1JJ+UeA1oGMlnU+J1tLYGoOfs7XQxIp9EquX/ILsieV9urraJV90jebcSSp0Tr2P1kwcj8gYHsXAY4fEgPB6tRT4WicQnzKRo0erLy9OqK6MiG6pr3Owa3ROvqYIVXfd5PBiRTyIaDtsRUHLiVSe7xr6ldyQhnegeyY9IvGpUXZPSrrF+1k3wVFtl1/NYtc3W5Hs7EYzIJxFziPyIBmWWT61Dpl590Z3WhRN/Xp6ennwo5GrXKE9eh2Nr55WSEq86rokgYzFikUjqSN7YNUbkk4mFw/ZiC24ij9X86XjHGcmn8uR1rK6xPXlG2jUyGtVCAFNF8qCX5QjD1XApPXlj1xiRT8YZyY+ortFokpAdyaeaDq5hdU0sEkHGYol2jaOtAejRiXIskdepusaZf3CtrjGRvBH5ZNQaoJAikkczkR/NrtEsko+47LMzkgc9OlG6TYbSdUKf84I2WnWNTvs8XozIJ+FcUUdrkR/ry6FhJK++6K7VNRpF8nZ0m9SFEvQTeRWhuy1+A6ZOHozIj2DU6hqdRN4R1TqTjfa+aph4TdjnpGMbUAuHaBrJO1c300nwUp3HClNdY0R+BKNV1/g1FXlnBOTMP+iWeHXbZx0jedculI7jqsP5q1AXLF+qSN7YNUbkkxmzugZNRD6FXWOLXl4e0aEhZGzkF+d4ZVSR1yiST9WFEvQT+bFyS8auMSI/gmi2Vdc4rAsYaU3pNOvV7dY+W6pr7ElfmiXUo45IPtWiIWBE3uBgrMlQoJ/Iu0XyOu2rIuIoG3WbDAV6VNfERvPkNYvk3SqmnPg1XuUsXYzIJ5E1Ip+GXQN6rQ6VdZ68S3WNT7MW0mPZNfYdqQbHdaIYkU/C6cmnqq7RwcJIWV2joTWlGK26xhZ5DSL5aCiE8HpBCHubronXBLvGpbrG4/PhDQS0ClbGixH5JKJZEsmnus11RnyAVlGfOm6+3NyRHUYDATx+/5gRn4zFePnmm+lqbJzawU4Ct/7qzjs0nQRvLLsG9Lt7GS9G5JPIlrYGqaaD6zgnQKH2xZ+XN+LYQtyXH8uTb3rpJf769a/z/I03Tt1AJ4lau9cZ2Wpr16RIvDr3XbcL23gxIp9E1njy6SZeNfpyjBbJQ7yMMtTTM+p7NL34YvyBwwqZabj1V3devCdaGhvq6aHl9dczNs5MMNZ5DNaCMMaTNyhGq5P3+v0Ir1cPkU/RhXJE4lWDfVWoCNafl+cq8oGiIkLd3aO+R/OrrwIz++8SGRhIuJDByOM6kbzSg5dcwl2nnTajKpDGsh1Bv7uX8WJEPglng7Lk5Bzos5hGQhfKURKvOiSZFc5I3u3Y5hQXjynyA+3tAHTPYE8+MjCA37GPkJm70QPPPw9A+7ZtGRhlZkiVeHXuu7FrDAmM1qAM9FnwOTI0BELg8flGTbzq9OUYy64JFBUxNIbIq4tAd2PjjF1gxC2Styd9TfC4DnV12Y9bN2/OwCgzQzp2jYnkDQmMVl0Dlm87g25XJ4pKzgkh3G/rNco/KCL9/QivF4/LIu0AOUVFhBxi5oYSu8jAwJhR/3QRGRgY0ZVxspF817599uPWLVsmP8gMERkcjAcrSWsVJ3vyOgUr48WIfBIxp13jVoFRWDhmcu54QK2QBLhX12hYQhm2IlwhhOuxzSkuTiuSV3+boTEuCNOFiuRTdReF8R/XvuZm+3HvwYMZGGVmUAuzCyFGra7R4e57ohiRT8IpfintGg0i+YjLfjof2wk6DfZVEenvtyPZiSRepZQMdXdTVFsLwGBHxxSOduKMlnidaCTfa4l80fz59B85kqGRTh6372vyY2PXGGyklESsyACyw64B9y+Hx+fDl5enxV2LIjIwYF+8Uol8uK+PWCTi+vvhvj5kNErR/PkADHV2TvGIJ0ZkcHDM6prx2hcqkq845ZQZJfKRwUG7nXBKu8YkXg2KWCQCUo6wMRJu/QoKCGsgfJHBweH9TFGVkJNGSeHxhIpwwf3Y5hQVAaS8sKm/xYwXeZfqmuRum+MNVPqam8kpLp7RkXyq89hE8gYbZ6YeUkR7hYVaRPJuUW3yY13yD4pwf//okXxxMUBKX1558ErkB2ewyKeK5AOFhUDqC1kqeg8dIr+6mrzKSoa6umbMYuCRwUG7nfBoidfo0BCxaPSYj28mYETeQVoir4knH+7vt5NwKUU+jZLC4wlnJJ+qugZIefdyPEXymRb5vuZmCqqqyKusBGCgtTVDo50c0TRE3t7nNM5lnRbJURiRd5As8m4VGMqTn6k10uniZl1A4i1vOjNAjycS9tmtcsoS+VRVM2p74bx5wMxPvLpV1/gnGsk3N5PvEPmZYtmE+/psCyrVeRwsKwPGPl5t27bx/WCQ7XfdNQUjnT6MyDuIpBnJy2j0uF9pJuJiXSQ/TmXXHH7zTX46Zw7NGzZM/UAzSMTl7mU8kbwS+WBpafwuZwZG8rFoNN6FMkWdvD8vD+HxjCuvJKWkb4aKfKi31xb5VOdxsLQUgMGjR0d9r5e+8Q1i4TC7H3lkCkY6fRiRd6Ai+VGra6xI6Hi3bNysi+THqRKv23/9a/oPH+aZz3xm6geaQcaya5QnP5Zdk1NcTE5JyYyM5O2FrVPYNUKIcedahjo7iQ4NJdg1M0Xkw3199vq8KUU+zUj+8BtvANDX0pLpYU4rUy7yQogLhBA7hRANQoivTvXnTYYRdo1LBYYuy8Q5k5Ape36kEIMDf/oTEL+9TVVuOBMJ9/UN7/Mo1TVj2TU5xcXklZczaPWxmUnY7ZRTVNfA+BPqqkZ+JkbyCXZNivPYFvlRIvmh7m669uwBoH3HjqkY6rQxpSIvhPACPwEuBE4ErhJCnDiVnzkZ0q2uAcac/j7TmWgk33f4MEfefJOyE04gOjTE0V27js2A02RgFOEd6u4mx4rWU9XJq9el+n2I52VyKytnjNA5iY4RyUPqi3cq+g4dAqCguppAYSHenJwZs+9OkR/Trhklkm+zWjXUrF3LQGvrjLxLmyi+KX7/1UCDlHIPgBDiPuASYHsmP6Sxs5EXGl+Y9Psc3beTjSvA0/UiFZs66BqMC3n3UDe/3vRrANrD29m4Anxv388sMXN6eIyXl+Z3sr94H4c3/ZptrcNdBf/w9h+YWzgXgIaC3exaFuLOjb/A64u3ejj4l7+weQWsuP5sNt+2g+iLP6Y6fMa07NSvNNAAACAASURBVEMybdu38dqt32L1V75M+UknJzwXi8V4eUE3rcX7OLjp17T3xy8G/eF++9hKJG+cIujs+Qs7N80Z8f7b+1/h4Oogd2+9h00Lezga2oO0fnc0opEwHq8XIabeHe073MLGFRCJbCRn+/Dd5tttb9v7+drSIfw5O+lKY+wAB3e+yOYVUDD0Gvmb97P5zHya+l9mf5q/P5W8VNvBgdL9HN70a3YdHQ44frv9t8zKnQXE+1FtXAE9bc+yZVO+6/sc2vISb62A7nPLeKcDbv/rTymaV3tM9kFxUuVJvLvq3Rl/XzGVVSJCiMuBC6SUn7R+vhpYI6X8vOM11wPXA9TW1p7aOIEWrrc99B98+q2vZWbQBoPBMA1c41vHL//1+Qn9rhBio5RyldtzUx3Jj4mU8jbgNoBVq1ZN6IpzuqjnKz+E9b/9DbNXvmvCY2l8/nn++KlPccnvfkvlKSsBqC2uZX/Xfvs1vS3N3Hv2OZx9882ccOWVE/6s6SQWjXL70qW8+8YbOfULXwCgMr+S7qFuBiPDVUO7H32U5/7xH7nsyScoq6vn0Kuv8NjffYx13/1P6i/5EPedu47KlSt57/d/MF27ksCTn7yOA3/6M3WXrOfc734v4bmepibuW7uW99z6Hyy9/CMAzCuex8Hugwle7r3vOYfq009n7be/A0AkNMSf/umfKaqdR1djI10Nu7n8ySfZdNttvPbtb/PxzZsI5LlHhwBHNm/moQ9/GIDz/utHLLrwokzvdgKH33yDhz9yBefffju1a9eS48uhJFjC4d7D9mv++NnP0tO4j8sefyKt9/zzl79E019f4m//+lcAnrzuWgbaj3LpH/4wJfuQLuGBAe5cvpzTvvQlVn760wDMKZhDx2AHQ5HEyVr3nHUWc885m7W3fsv1vV6++d/Y+cBvuOypJ7nvnPew6KKL2PP445QvP5lLH5za/exvbeXuM87g/V9//5S8/1SLfBMwz/FzjbUto1QtXEp5B5S1xVhctnjC7xMVmyjvgMWli6l0vI/zPcO51ZR3QEW3d1KfNV5i0Sgerzcj7xXq7aW8Axbm1yTsQ2FOYcLrfHNPZnMHzBnMY17ZYhqf+i9m9+fw3o98mkBBAUtmn8DQjsPH9O8wGr6NeynvAO+G3SPG1Hqwj/IOqJtVn/DcotJFCa+rEbMoPTp8zLf9+tf03PMEPcD8972PIl8Fi8sWMzDnBPZ0QOjxV3jjF7/gI08/bedrEj73r/dRbtm7pYfDU/638kZ3U94BSyqXMtfxWQVlBfbj+cEqDrbsSnssGxqOUlc+/HdbVLyQ/Rv3Tvtx729tjZ/HhbUJY8kPjLzoLp17Mv2vpN7nbQf6WFgwj+VLTufZLg/ddz9OOeB99R0WFMyz+zxNBXs3NFDeAfUrp8b2nGqTcANQL4RYKIQIAFcCD2f6Q9QMxMmu1pOceHXDn5uLLxgcNcGXabbcfjs/yM2lc+/ejLyf6uOhEq+pyC0vB4ZnN+559FFqzzvPrjAqqaujs6EhI2PKBGqcPfv3j3hOtSBQiddUJLcbVhUXEE86qzJLVWXy9Kc/TfOrr9L4zDOu73d01y4Ka2rw5+fTcwxa9KqEqtsFRxEsKUmoIAr397P9rrtSzvbs2ruX4gUL7J/zKisZaG2d9gmBqsJNnY+jseADH6Btyxb2POF+99Jz8CAFc+fi9fvJmz0bAOH1HpPigtZNm4B487epYEpFXkoZAT4PPAXsAB6QUmZ87bCcoiJySkpcv9zjIR2Rh3hJlrMc6y9f/zp3rVkzZROkdv7mN8TCYV77j//IyPvZKyRZ5YSpyKuoAOIRU0dDA527d7Pwwgvt50vr6hjs6GBgjEkmx4Jwfz+RgQGCpaWEenpGVI+oaqjAGCIfKCpKEMBeq7IE4hUYqsyy8l2JtuCexx93fb+OnTspXbqUwpoaeg4cSH+HUnBk06ZRS/zsCqDRRL6sjKHOTrv89fmbbuLxq6/mHRf7JTwwQM+BAxQvHo6A8yoriQwOTvtcEdUjXlXXjMaSj8Qtuqeuu871+d6mJgrmxgsOKpYvB+CEv/s7ILGX/lRwdOdO8ufMIdcq9cw0U57ul1I+LqVcIqVcLKW8Zao+p6i29phE8gDBWbNske89dIhXbr6Zltdeo3P37pS/E+rtpX3HjglFP2pmZfckL2IK1XbVP0YkH5wVr04YaGtjrxUBLXKIfEldHcCMiOb7rSi+fMUKYLi2W2HPVi0pGfV9ckpKGHKUz/U2NeHxDbua6k6goKqKNV/7GvPWraPmnHPoeOedEe8lpeTozp2ULllCQU3NpCN5KSW/WrmSO048MWXUHU4nkld149Z5teu3vwVg5wMPjHhtx86dICXlJ51kb5sptfKRcYh8ycKFrPve9+hrbh4x2UnGYvQ1N1NYUwPA+t//nvN//nNWf/nLwNSLfO/BgxTWTl0ljzYzXgvmzk2IuibCuCJ5y645vHGjvX00Eb5r9WruOPFEeyJRukgpOfr220DmTrZ0I3lfTg6BoiIGWlvZ+8QTlNbXU+KI6JTI//mf/5n/mTuXt++7LyPjmwgDbW0AVCiRTzoXhtKM5PMqKuz3grjIz1u3zv5Z9a0BOOeWW/jo888nXPSd9Le2MtTZSVmGIvmjO3fajxuffdb1NWnZNY7JQaG+Pnvsh156acRr27fHq51nnTg8vWWmiPx4InmA2aeeCsTbckD8Dvnozp30HzlCLBKxI/lAfj7Lr7vOtoHVRWHPE0/w0je/mfE79p6DBym0Pnsq0Ebkg6Wlk16OLZLU1iAVRfPm2YKupkJD6pxAb3MzR61b7EMvvzyuMfUfPmzv12SmW7du2ULzhg1IKdP25CEuer3NzRz4059YcP75Cc+VLIonLQ+++CK9hw6x8ze/mfD4Jovy4ystX7MvhciP5cnnlpcz1NVFNBwG4lU5xQsX2s8n2zQw0r5TdFhebtnSpRRUV9N/+PCkuhw6A4Qjb73l+ppQTw8ev3/Uc9gp8mopv1knnkjPgQMjJoK1b9+O8Hopra+3t80Ukbcv3JaFNhbq3GjdtIm+lhYeueIK7ly+nJ6meC1IQZLQBgoK8BcU2MHVX7/+dV76xjfY/POfZ2oXAMsqsu4ipgJtRD5QXJx2w6jwwAAPnHce+59PrElNN5Ivqauje/9+IoODtG7aREldHR6/31Xke5ubecTyAwGOWFFEurRbUXz1GWfQ39o6oTYCb/3P//DLFSu4e/VqXv63f7MFKZiGB1g0fz57Hn2UyMAAVaefnvCcLxhEeOKnUKCoiEMvv5zRZFz722+nLYoq+i5PEcn3Hz5MoLBwzAu4nWxuayMWiTDQ2kp+VZX9fOXKlSN+x03kWzZutJOxpUuXkjd7NrFIZFIzKTt27cKXm0tuRUXcRnEh1NNj5w1SkesQeWUhLfjABwDsu0ZF+/btlNbVJVSXTKXI/+X//B+ev+kmoqHQmK9VFp3KHY1FTnEx+VVVHN25k12/+x0AsXCYBisXkSzyAPlz5tjBlcpBZNKeDPX0MNTV5frZmUIbkVcVA+mIzN4nnmD/c8/xzOc+l7BdibxayDsVJXV1ICVde/dydNcuyk86icJ581xF/tkbbqDpr3/l5Guvpf7SSxPsHTdi0Sjtb79ti7n6MtesXQtS2if2eNj5wAMUVFdT+9738uaPf0z/4XjNtPqyjkbFihW2vaNud51c9sQTfOihhzj75ptd/c6J0rVvH3eccAKPX3NNWq9Xf5eSxYvx5eWN8OT7WloSxDoVuZZgDLS12Qnl3IoKzv3BDyhasMD1y5hbVkZkYMC+jQ/19HDXqlW8/M1v4vH5KKqtJd+q2Og7fHjE76dLZ0MDJXV1zFq2LMG6cRLq7h416QrDF/eB9vZhkbfu0tq2JdZFtO/YkWDVQPy8ER4P3RlIJDvpO3yYV265hY0/+AEH/vznMV+v7t5y0xR5gNIlS+h85x0OvfwygaIifLm5vHLzzQCulklBVRW9zc1IKe2/VSarpNR7FZpIfmwCxcXEwuG0Fije/XC8ijM5KlZLiQkhRv39UsuLPrpzJ50NDfHEWlWVLZ4KKSUH/vxnTv7EJ7jg9tuZt24dXXv3jloKue3OO7njhBN4cP1624/35eUx57TTgPFbNtFwmOZXXqH+sstYcvnlDLS20vzaa0B6EZCKjAHKliwZ8fyCD3yAuvXr7ZM0+W8wUVqsNsY77r47LQ90oK0N4fUSLCmhoLp6hF3T19xM/pyRrQqScZaNqrxL7qxZnHrjjVy/d6/ruZHc5fDt+++3n6s+80w8Xi951mf3j3H8Gp95hgMvuLfo6GhooLSujtIlS1KLfE/PqH58wngdds3cs8/G4/MlRKnRUIiOd94ZIfLeQIDiRYtS3k1MFKewH0zxN3DS39qa1t2Zk7IlSzi6axdHd+6kas0au4IGsEsnneTNmUNfczNDXV12DqA3gyKvyidnnXBCxt4zGW1EXlVNpGPZdFki29nQkLCEW8jRwGo0SpcuBSHY/fDDRIeGKF2yhNzy8oSEHcRvrwePHmXuWWcBw9HSvqeeor+tjde//30OvfJKwu/sf+45wLrbePZZ2t9+2/Z0YfzJ17YtW4gMDDD3zDOpWrMGiNe7B4qK7BV1RqPasmhO//rXbWvGDbd2rlLKCc8ncHrOydGlGwOtreSWlyM8nnj0lSzy6Ubylsj3t7XZx1NtS0VOUr/ytq1b8RcU8A/d3VxhJUjTieRjkQi/ef/7uX/tWntb5+7dxKJRYtEoXbt3U7x4MaVLl6ZsopWOyOeUlIAQDLS10XPgALnl5QQKCihasCChSqjjnXeQ0egIkQcoW7ZshLUzWZr+8hf8+flUvutdHHzxxTFfP9DaOq4oHuKR/EBrK4dff52ypUtZ87WvkTd7Nuf//Oeukw0Lqqroa2mxI25fXl5GI/lDL7+MLy/PLhiYCrQReSXO6SRf+1pabEvGGbkMdnbGvwBjECwpoWL5crbecQcQP+Fzy8tHWCmtmzcDwzZH6ZIlFNbWsu+pp3jimmv40xe/yL1nn50w2aLppZdY9MEP4g0E2PvUUxx9+23Kli2zo9DxRvJqDBUrV1K+fDm+YJC+lpa0fcxZJ5zA544c4ez/9/9GfZ1bO9dHr7qKn1ZW0rVv37jGDPEIR12EVLQzGgNtbbYY51dXjxD53jQj+TynXeOI5EcjN2nf1VJ5gcJCu/wynePnzBHJWIze5mZ+sWwZb/zwh/Q2NRENhSitq6Ns6VIA12g+HZH3eL3kVVbS19wcr+ywKoaSJ7e5VdYoypYupWPXroyum9q2ZQvly5dTdfrptL711pjWa39ra9rnsULdEUM8WCtZuJDPNDWxPEX9fH5VFaHubvuupfqMM+hrbs5Yi+2DL77InNNOSyjTzTT6iPw4Ivm+lhZq3vMegITIZShNkQfs3weYs2qVHck7T0wlbqo6QwjBwvPPp+EPf2DvE09Qd8klyGiUJqsnSKinh+59+5h79tlUrVnDviefpLuxkTIrcafGPh5at2zBFwzGk2d+P5Xvjne5S8ePV6TzRUoW+e79+9l5//3IWIwN3/nOuMYM8b/d/A98AH9+vn2hGg3nF77AEnl1LEK9vYR7e9OK5G2/urXVjuSDY4h88r67WUM5JSX4gsFRyyidF7OuvXs5+OKLxCIRtv3qV7b4lowh8kOdnWndjRZaJcc9Bw/aVltpfT2dDQ323619+3YQIn7nmkTZsmVEBgczNndDSknbli1ULF9OxfLlDHV18dw//AO/ete7Un7GQGvruM5jIKF4YJ71HR6tXYg6ji2vvx7//dWrkbHYhHJjEL9bU9VtnXv2cOTNN1l88cUTeq900U/kx4jkw/39hLq7bQslWeTHmiyjWHH99QAU1tbiCwbJraggFg4nzLTs3rePnJKShC/d4ksusR+f95Of4C8o4IhVhqmiz8J586hZt462rVtBSsqWLcOfm0tOcfG4Rb5t82ZmnXSSHSlUrV4NjC9ZlQ62OFpCp6LAQFHRiCqmdOhtaqJw3rx4dDnKJDOFM5IvqK4m0t8/ovQ0nUje6/cTLC1NjOTHsGuS+9C7WUNCCMpXrBi1usp5AWjbutWuW2/dtIkGK49UUldH8aJFeHw+V098sKNjzIsSWPNKmproPXjQLt8rrasj1NNjC1j79u2ULFrkOmmubNkyYGQ1jnMcyZVRux99lCevvdY1Cm55/XUG2tspP/lk27p488c/5shbb9mTtZLpa2kZ93nsy8nhXZ//PKfedFNaFok6ji0bNiA8Hrv1wERyT/2trdy2YAG31dbS39rKxu9/H4All18+7vcaD/qIvLJrxojklSdavHAhhTU1Cben44nkK5Yv58OPP85l1kxQZ+mdoruxMaHnB8RnjAZLS6lYsYLCuXOpPOUU23/udSzOMM/hy6rb5XzLHxwPrdYtsGLl5z7Hiddcw4pPfWpc7zMWqqePimbV1PuTP/EJju7YMa7SwXB/P0OdnRTOnUvxwoV2DmU0nP5ssVW/ry7g6m9WkEYkD9jW22B7O96cHHs1qVQEkhbHVoteJzNn1SoOb9yYsiy0e/9++46ta+9ejrz5JqX19QiPhzd++EO8gQCFNTV4/f544jNplq2UMi7yVo5gNArmzqWjoYGB9naKHHYNDFuYR3futMU8mdFEfrCzkx+XlfHSN7+ZMLaHPvxhtt5xB5t/9rOE1++45x7uXr0af0EBCy+8cMRchL1PPjniM4a6uuhraUmo30+X8/7rvzj3e98b+4U4IvnXXiN/zhy7umoi5aNb77yT3qYmBtrb+WllJW/++Mcs+uAHR2hEptFH5C1xHquPSr8jqiupr0/4oqTrySsWXXgh5ZYAu4l81759FCUdQOHxcH1jI1dZFk3xokX27WifY5m16jPiHem8gQDlJ59sj3ms6gwnfUeO0H/4cELEUlpfz0W//OWU3CI668WP7thBsKzM/pzxzA/oVZNTampskR/Nn41FowwcPWofA9V7RK324/y7poOy3vpVMneMaiu1xmi4t3dUa6hqzRpCPT3s++MfXd+n58ABKleuxJeXR3djI50NDVSfdRZLP/rR+O+fcYZtLZTW19uTrRShnh5kNJrW/IeCuXPt9hYqkneKvLRKhNUFM5m88nJyZ82yJ/k5UXemG38w3IL6yJtvErMmmCXP1t1+990AfGzDBkrr6/Hn5fGJHTu44I47OOWzn6X51VdHHH91p+hstzAVqFmvoZ4eCufNsxPoySLf8vrr/KS8nD9ad/jJvPGjH/HSN75Bzdq19oWp5pxzWPfd707h6ONoI/IqOTbWupvOW/fS+no6HSIf6uoal8g7yVNVGdadgpSS7n37XK/SgcJCu3NeflUV/S0tSCkTInl/Xh5XPP88n9yzxxaZ/Koqe3ZeOiiRm8rMvZOc0lJb5Lv27o1bC1Y+IqWv2t7OHz/9aTod3R7VPhbOnUvxggVE+vtH9UAH2ttBStuTL160CF9u7kiRT8OugbiVNdDWRv/hw2n9jj8vD+HxJFgdbl7x0iuuoKSujocuu4wWl/kS3fv3U1RbS9H8+bTv2EHvoUOU1tXx/v/+b8659VbWO2YUly5ZEq9+cdwV2JPc0ojklXjB8Cze4gULEB4PHQ0NDHZ0EOruTpjtm8yc1avZ+9RTI5Kvyr+ODg3Z4qwmhs1etSrh4jTU3c3+Z57h1C9+kVmOu4ZZy5Zx8t//PZUrVxLq7h6RvB8tKZxJVEkuxC+G6rgmV0ntuOceBtrb2fyzn9H00ku88aMf2ZVze554guduvJHSujo+eNddXP3GG3yhs5MrX3jBzq9MJdqIvDcQIKe4eEQZYzK9ji98SV0dA+3tDHZ0EBkcJDI4mLYnn0yR9WVQYjXQ3k64r29EJJ9MQVUV0VAoXrN86BD+/Hz79r923bqECRolixbR3dhoT7kfC2WZTPUXQZHriOR7m5spqK62b29TlZ3t+u1v2Xzbbfzmfe+ztylvumDuXDuSHG2WoWoHrC6oHq+X8pNPtm2wvpYWPD7fmFUy9n6UlzPQ2hr31tMQeSEE/oKCePdLy5d3S376gkEuf+opokNDbP/VrxKeC/X1MdDaStH8+RTNn2+X0pbU15NTXMyar3wlIQFeWl9PZGAg4aKvLLF0Ivn5551nP1Y12t5AgKL58+lsaLAtstGshJOvvZae/fv569e/nrBd3bVFh4bs7+P+555j1kknMW/tWjodF6e9TzxBNBSi/tJLXT/D2YrASdu2bfhyc0e9CGUKlXOpWL6cQFER3kBgRCS/59FH7SZj9551Fs/deCP3r13L05/5DA9efDFly5bxd6+9RmFNDYGCgrSS45lCG5EHEmrVB44eZeMPf0jrlsR1WPtaWhAeD7kVFfZtU0dDw3Bvk4lG8hUV5BQX21GKmv3qjJjcyLeihN7mZnoPHaKgujqlPVBSV4eMRtPuttnd2IgvGEw7gp0sTrum3xJIlZRONYFEVRb1HDhgX7y69uwBIShasMBOdI1m99gi72ieVrVmDS0bNhCLROhtbiZv9uxR6/ydqPMo3QlUEO9zoqaoQ+oeOSWLFjH/fe9j39NPJ2y3q2fq6ymqrbWtDbcJaDAcfTe/+qq9bTztKgqqqwkUFcVbcjiqS1QZpS3yo4ho/aWXsnj9el779rcTet44LVBV5dT86qvMPessSpcsiVflWBfyvU8+SW55uW1PJlO+fDnC4+HIW28RGRy0L2rt27Yx64QT0j6mk0EFByd+7GMIIcirrKT/8GF23HsvXfv20dvcTMc77/Duf/gH/uY3v2HN177GVVbN/6b//V/yKis5/+c/H9ekrUyincir2+Wtd9zB8//4j/zpn/4p4TX9Vkbe42i65Dypx6qkSIWwSs1UWVu3Kp9MI5KHuKXQd+iQLfpu2J5pGtUmagyFtbVjesqZQol8NBRioL3d9qULa2pSToFXIh+LROz96ty9m8KaGnw5ORTW1BAsK+P5m27idx/84IiknXo9JApS9RlnEO7ro23r1rhYp+nHQ9xqiYZCaUfyELfgQj09w33rR+kfM/fsszm6Ywdha3b29rvv5s0f/xiIR+hzzz7bfm0qq232qafiy8tLmBlqR/Jp2DUAnzl4kGuSGp0pkW996y2E12ufc254vF5OvfFGZDSaMI6uPXvsi1BvUxOdDQ0MdXYy57TT7Nni6sLcvm0blStXpixj9OflUVpfT+tbb/Hg+vX8b00NzRs20L59+zG7Q73o7ru5+P777Q6sRfPns//553nsb/+We88+266CmnvWWSy9/HLOueUW5p51Ftfu3MnHNmzgM4cO2dV804F2Iq8ieSWyyTNEnV/cksWLQQgOPP88D116Kd6cHOY7bIPxUrZkCUetnvHKQxzLrsl3iLyK5FOhTjK33uVuuFX3TCXBsjIGjh61b2XV3zlVm93eQ4fo2rPHnlqufNbOhgZ7X4UQVJ9xBrFwmP3PPMMfr79+RCfPzt27KZg7N6HUTwnl/ueeo+fAAbuCJB0SVkFKU+T9hYWEe3vtiHa023H1/uru5fGPfYwtVmfD0vp6lloN7U68+uqUkarX72fe2rXsvP9+O7AZjycPVm4oqU2vWghm1+9/z+xTTx1z1aXqM8/Em5Nji/xgRweDHR3UnHMOED/Gql/TnNNOs78PKpl+9O23KRtjSn/FKafQ8NBDNFp3Py9+9av0HDzIrClOuiqK589n2RVX2D+Xr1hhL1DU29TEtl/9Cl8wyGxrDooir6KCOatWHbMgKxV6ibyjF7hK9CV7wc4aZl8wSGFNDZt/9jP6WlpY+dnPpv0FcaP6zDPpPXSIjl27aNu6ldyKijE9fjWW3jREPn/OHHJKSmjfujWt8XTt2zemXZRJgmVlRPr77QucEvn8OXPsZlKKgy++yBMf/zgAyz/5SQC7UqNz9+6EvvXv++lPueLZZ7neOqZNjr7n0XCYvU8+yZxViQvVF9XWMuukk9jz2GN0NzaOa1EG52dn2q4B7LF0NzbaPXogLvCBggJ8wSCf7+jg/DFa2r7n1lsZaG/n1VtvBeLnuvB4XHuwpIuK3I/u2EHtueeO+XpfMEj5SSfZ+Q+Vk6q2ItfeQ4fsbaX19RTOm4fweOI2x6FDhHp6UpZpKpwllcuvu87OV6g5H8cadXel/la7H36YOaedNqXrwE4GvUTeSphJKW3feqiz014LEhhxC67KyN71hS9wrjU5YaKopfF2P/IILRs2pHUSBqxE69EdO4gMDIwq8kIIKleuTNlL3Em4vz+eyDvGkTwMR+Tq75xTUpIwf0FKye8vvpjGZ56hsLaWuWedRf6cOXTu2cNAezv9R44kzLIsqq2l9r3vJX/2bAqqq+0ZsFJKHrr0UvoPH7YvFE4WXXQR+597Lp4AH8fFziny6VoCtl1jRfKj2TVqLD3799P0l78A8Mndu7nKcfEKlpSMKRoVK1aw7KMfZfNttxHq66Nrzx4Ka2vxjtFFdTRqzzuPqtNPp6SujlNvuimt36mw5npIKW3rbNayZeRVVtLb1ER3YyO5FRX48/Lw+v0U1NTQvXevfVEfqznXik99ippzzuHUm27iXV/4gr19rnW3cKxR/ZzO/d737It59TTaMWOhlcgXVFURGRxksKODnv377QOg6q6llCNEfvmnPgVCcJZj4sZEKV6wgOozz+TPX/oS7du2JfTJGI38qir7lnY0kYd4P/PWzZvH7BmSbuI3k4wQeesuJaekxK5egngSNdTdTf1ll3HNG2/g9fspWbyYzt277UR5Ki+6fMUKu9Ji75NPsuexxzjty19m0Qc/OOK1zhWdisYRyTt7v6TbHVCJ/FBXV3zRjlGavxVUV8ejWasWPreigpJFi+wy3PGw4vrrCff2sueRR+jas2fS1SaB/Hz+9qWXuHbHDrsmfCwqTjnFrkayk+ALF8YrdXbvtktDFcULFtC5Z4+9VsJYkXzurFlcxdHUowAADWpJREFU+cILnPu971F5yim851vfYt13vzupi9lkqFy5kk8fPMjiv/kb1n33u5QtWzbls1Yng1Yir8rtWjdtYrCjw766Kj94sKODWDicIPLn/Pu/c9Pg4KRsGifr/vM/KZo/n4oVK9I+8PlVVfEWBrgvXOCkas0aIgMDtFjtglOhRP5YevK5SSKvaoqT+wqp1bTWfuc7duVC8aJFdO3ZM2Ztf+Upp9C+fTvRUIjtv/oVeZWVnH3zza6+pzPZNd6L3Xu+9S0uuuuutP3UgPLku7rIKS4e9fe8fj8F1dX07N9P55499gpbE6HmnHMorKlhyy9+Men3UgghxtUwSy2k0rppE527d5NXWUmgsJAK64Lc3diY8PefvWoVh19/ncMbNxIoKhp39dfqL3+ZVV/84rh+J9Oo0ubl113HtTt2MMdlrYWZglYir05wtUyasktUItCth4kQIqNeWvUZZ3D9vn18fNOmtGfjOafbO60CNxZeeCEev593Hnxw1Nelm/jNJM5IPlhWZpeMqQuoauts9+hxXNCKFy2i5+BBml95hdzy8pRf/IoVK4iFw7Tv2EHjM8+w4PzzU0Z0OcXFnH/77az9zndGJMXGYvWXv8yJjl7jYxEoKopbg11daS1HVzR/fnxWa1L+YbwIj4dTPvtZGp9+mv7DhymZwDT/yaIuyEc2bYrfTVjfw4pTTmGgrY2jO3YkRPILL7iAaCjEtjvvjJdBTnNiUne0Enl1q3rAaoilWvyqZOx4Zz4eK+xEcG7umKV+OcXFVK1ZM+Zasd379uHx+9Pu15IJ7CRyU1PCfiRH8r1NTeRWVCRcXCuWLwcp2XHPPVSfeWbKL76qm9/8s58x0NZmL1uXiuXXXstp//zPU15PHSwrs8sux1p+D+LJ186GBnr270+o758I77rhBspPPpmC6mpWuOQmpppgaSmFtbV2JK+CLWfCtMKxbGLNe95jXwjnTFPyNJvQSuQDhYXkVlTYCw5UnHIKwuOxS8zG043wWKKy9JGBgbSimvKTTqJ9+/ZR+7l0NzZSVFt7TCaLKPLnzLH7uDj/xskLuvQ2NY1Yas2ZRButprhs6VIChYW89ZOf4AsGWbx+fcbGPxnUXUxHQ0NaXSCL5s+n5+BBZCw26antOcXFXL1xI5/Yvj3tWb2ZZva7383BP/+Z7v37bY+92tHW1znD1peTw4cefJBlV13F2dbSe4apQyuRh2GLxuP3Uzh3LsFZs4Yj+Rkq8susBlS+MbodKmadeCKDR4+O2s/lWJdPQtz6UjM0nX9jFcmryTq9hw6NyD3kV1balkr9hz+c8jM8Ph8rb7gBgJM+8Ym0ouZjgRL5nv3705pQ57QvkrsuTgTV1mO6qD7jjLgNJ6VdkeTx+Tjn1ltZeNFFI9YwrX3ve7n4nntmzPHTmalbjmSamHfuuex57DH8+fnx9gWOCVJ9LS34cnPT8kyPJbmzZvGhhx5KezFfNXmkfft28lMsmtDd2GiXdB5LVAWN0wN3s2vcKo8u/+Mf8fh8Y4rVWd/8JvPf97606riPFbmOVgLpRNPO6D1V64LjCWdbAmfZ6ZqvfIU1X/nKdAzJYKFdJL/0Ix9h3rp1rLcWGshztDpQ/VRmYqKnbv36tJOD6kvk1uYV4kLb19x8zCN5gNVf/SpVa9Zwymc/a29Tidehzk5kLMZAW5vralO5s2alFY16AwHmn3feMbWixsLZLyadSH7eueey9KMfpf6yy6Z06bdjRdXpp9vVVKO1QjAce47/syuJotpaPupYiSi3osLuJzOeXiQzmYLqagKFhXapYjKqZPRYlk8qTrr6ak66+uqEbb5gEG9ODoOdnfGe57FYWk20jifGK/JCCP7mvvumckjHFK/fz/WNjfQeOjRt9esGd2ZOKDRFJNs1Ooi8EIJZJ55otxJOxi6fnIZIPhVq1qvy5XMyNC9hpjBekdcRXzCYkTp9Q2bJGpFXs13TbTg105l14om0bt5MX0sLfUm9re3ZrtMQyaciWFJiN6+C9JtoHS/4HY2+slXkDTMT7UU+r6ICGY3S39rKQFubFpE8xKsTBlpb+dnixdx75plEhobs57r37UN4vSPKFKcTO5IfZ6fE4wUhhF0xZETeMJPQXuTVF6592zZg5pVPTpRFF1+MNyeHQGEhnbt3s+2Xv7Sf625spLCmZkYl9HJKSxPsGt08eYBr3nyT93z728dsuUWDIR1mjgpMEUrk1bqT42lUNZMJlpRw9caNFFRXc89ZZ7Hjrrsomj8fbyDguoD4dBMsKaFr926GNLVrIH7XuPpLX5ruYRgMCegv8lapnmrolWr1+eMR1Rvn5L//e174ylc4eMEF9nMrP/e56RqWKzklJQx2djJg2TW6JV4NhplK1tg1za+9Fl83dAZVnGSKlTfcQGl9fULL1rpLLpnGEY0kp6SEoY4Ohjo68Pj9+NOc3WswGCaH/pG8JfI9+/fb64bqRiA/n7/ftg2Pz8eW229n7xNPJPRSnwkES0uJRSJ07dtHbnn5jJyQZjDoiPaRvD8vz25joPNMPK/fjxCCFZ/8JJf87nczbiky5cG3b9t2TDtjGgzZjvYiL4Swvet5M6jXSbahygvbtm7VZq6CwXA8oL3IA1RZzZNmmoWRTRTOm2c/NpG8wXDs0N6TBzjnlluYt3YtNdO08K8hUeR1matgMBwPTCqSF0J8QwjRJIR4y/p3keO5fxFCNAghdgohzp/8UCeOLxikbv16k+ybRpzdJY1dYzAcOzIRyX9fSvmfzg1CiBOBK4GTgGrgGSHEEillNAOfZzgOcV5gSzVOgBsMM42psmsuAe6TUg4Be4UQDcBqYPSFSQ1ac/H99zN49CgLzp/WGzuDIavIhMh/XghxDfA68E9Syg5gLvCK4zUHrW0jEEJcD1wPUKtJywGDO8uuuGK6h2AwZB1jevJCiGeEEFtd/l0C/DewGFgJNAPfHe8ApJS3SSlXSSlXVbisFmQwGAyGiTNmJC+lfF86bySE+BnwqPVjEzDP8XSNtc1gMBgMx5DJVtc4C54vBbZajx8GrhRC5AghFgL1wGuT+SyDwWAwjJ/JevLfFkKsBCSwD/g0gJRymxDiAWA7EAFuMJU1BoPBcOyZlMhLKa8e5blbgFsm8/4Gg8FgmBxZ0dbAYDAYshUj8gaDwaAxRuQNBoNBY4SUcrrHYCOEaAUaJ/jr5UBbBodzvJCN+52N+wzZud9mn9NjvpTSdaLRjBL5ySCEeF1KuWq6x3Gsycb9zsZ9huzcb7PPk8fYNQaDwaAxRuQNBoNBY3QS+dumewDTRDbudzbuM2Tnfpt9niTaePIGg8FgGIlOkbzBYDAYkjAibzAYDBqjhcgLIS6w1pJtEEJ8dbrHkymEEL8QQhwRQmx1bCsTQjwthHjH+r/U2i6EED+y/gabhRDvnr6RTxwhxDwhxPNCiO1CiG1CiBut7brvd1AI8ZoQYpO139+0ti8UQrxq7d/9QoiAtT3H+rnBen7BdI5/MgghvEKIN4UQj1o/Z8M+7xNCbLHWxn7d2jYl5/hxL/JCCC/wE+BC4ETgKmuNWR24E7ggadtXgWellPXAs9bPEN//euvf9cQXdDkeiRBfYexE4HTgBut46r7fQ8B7pZSnEF+E5wIhxOnAt4ivo1wHdADXWa+/Duiwtn/fet3xyo3ADsfP2bDPAOdKKVc6auKn5hyXUh7X/4AzgKccP/8L8C/TPa4M7t8CYKvj551AlfW4CthpPf5f4Cq31x3P/4CHgPdn034DecAbwBriMx991nb7XAeeAs6wHvus14npHvsE9rXGErT3El90SOi+z9b49wHlSdum5Bw/7iN54mvHHnD8nHI9WU2YLaVsth63ALOtx9r9Hazb8XcBr5IF+23ZFm8BR4Cngd1Ap5QyYr3EuW/2flvPdwGzju2IM8IPgC8DMevnWei/zxBfg+OPQoiN1jrXMEXneCYW8jZME1JKKYTQsgZWCFEA/A74RylltxDCfk7X/ZbxhXVWCiFKgAeBZdM8pClFCHExcERKuVEIsW66x3OMOVtK2SSEqASeFkK87Xwyk+e4DpF8tq0ne1gtu2j9f8Tars3fQQjhJy7wd0spf29t1n6/FVLKTuB54lZFiRBCBWPOfbP323q+GGg/xkOdLGcB64UQ+4D7iFs2P0TvfQZAStlk/X+E+AV9NVN0jusg8huAeisjHwCuJL7GrK48DHzcevxx4p612n6NlYk/Hehy3PodN4h4yH47sENK+T3HU7rvd4UVwSOEyCWeh9hBXOwvt16WvN/q73E58Jy0DNvjBSnlv0gpa6SUC4h/b5+TUv4dGu8zgBAiXwhRqB4DHyC+PvbUnOPTnYDIUBLjImAXcQ/zX6d7PBncr3uBZiBM3Ie7jrgH+SzwDvAMUGa9VhCvMtoNbAFWTff4J7jPZxP3KzcDb1n/LsqC/V4BvGnt91bg/7O2LwJeAxqA3wA51vag9XOD9fyi6d6HSe7/OuDRbNhna/82Wf+2Kc2aqnPctDUwGAwGjdHBrjEYDAZDCozIGwwGg8YYkTcYDAaNMSJvMBgMGmNE3mAwGDTGiLzBYDBojBF5g8Fg0Jj/H2onEK/Z37MlAAAAAElFTkSuQmCC\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -1324,13 +1270,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "76.7 bpm\n", - "[110, 191, 275, 349, 422]\n" + "62.3 bpm\n", + "[44, 140, 237, 331, 430]\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -1344,21 +1290,13 @@ "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" + "R = 0.448\n", + "500\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -1372,13 +1310,13 @@ "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" + "[31, 130, 224, 321, 421]\n", + "[421, 31, 321, 224, 130]\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -1392,13 +1330,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "71.9 bpm\n", - "[69, 141, 221, 304, 403]\n" + "61.5 bpm\n", + "[40, 137, 231, 330, 429]\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -1412,21 +1350,13 @@ "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" + "R = 0.448\n", + "600\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -1440,13 +1370,13 @@ "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" + "[30, 124, 221, 321, 416]\n", + "[321, 416, 221, 124, 30]\n" ] }, { "data": { - "image/png": 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dU9HQECsIIc4A/ttw11rg00An8F5gSLv/76SUd9X6es0ERfLGPHk1hq6ZlLxV4BWcTfJWdo3H63V0B81ENIp3UfZC1IxKHrIXUqeSfCoeR3g8OUVywdOgE2XNJC+l3AtsARBCeMkO6/452XF/X5ZSfrHW12hW6BWBxkHegQD+lpamUvKZRAKPt7mCx1Z2DWhK08FK3rdmCQCiWZS8Bck7OYXSGwohDB1VA21tC17J223XvAI4IKU8bPPzNiWsAq/QHBOKjLCqeAXnetugXZgsSN4fiTjWrklGo3gjc0reyZ8v5LfRBmcreZXXb0Sgvd0NvFaIa4EfG36+QQixSwhxsxCiy+oPhBDvE0JsF0JsHxoasnpI08Iq8ArNSvLNZdekk8k8Tx6cXa2bza5RKZTCsRcjBSvS9IfDjr04pQ3zXRVOh8EhtpG8ECIAvA74mXbXN4B1ZK2cE8C/Wf2dlPImKeVWKeXWvr4+u5bjCOhK3kzyXV1NR/IeU8UrOJvkrYqhwNl2TTIaxWdU8g5VxArN6Mn7zCTv2jUV4VXADinlKQAp5SkpZVpKmQG+BVxg42s1BXQl3+R2TcEUSgeTfCFP3qmFXOlEItvMromUvDlPHpxP8q6Srw1vxWDVCCGWGH53DbDbxtdqChSya8K9vcwMDzdiSVWhGbNrCpK8Q/vuqClQXi3NUzSDJ99kJJ+Ox/M9+dNAydecXQMghGgBrgLeb7j780KILYAEDpl+d1rAKoUSILJoETPDw2TS6RzydCoKBV6drDQzySTCn394+yIRpk+ebMCKikMRjTcShiiAcCxZKjQbyVspeZVCKaXMybpZSLCF5KWU00CP6b532PHczQyrFErIkrzMZIiPjhJxeBwik04j0+lcT75JlLxldo1DA6+ql7wxu8bJF1FovhTK9Oxsviff3k4mlSIVj+PXdlELDW7Fax1RyK6J9PcD2cHNTocao2f05L3BIAhn53FnEglEwCK7xqEplDlKHgBBKhZDStm4RZWAVXZNsyn506FJmUvydUQxuwaag+T16T8GkhdCOFYRK6SL2DVO9Lp1JR/OHitCaF1MLWbVOgXmgTiQJfm0Q2fopq2yaxzemdQOuCRfRxSzawBip07N+5oqhd5/xxQ7cDrJF1XyDly3UpK+8Fx2DTjXspFSNl0xVCoez1uvq+Rd1AQru0ZKqZP8dBOQfEYn+VxV7HSSz3ry+STvC4fJpFJkUqkGrKowVHaNR1PyGsc7ctcBczZenl0TCjny8wXrPPmgq+Rd1AIru0YiCXd3gxDMjIw0amllY25Yc76SdywBpdPITMay4lV1okw5zFLQPfnwnCcPzi2IKhRv0j9fB67btWtc2A4ruyYjMwiPh1BnZ1MURFl58uBc2wPmVCZWnrxDSUh58p5QrpJ3ql2TKkHyTsywSc/OuoFXF/ZCkbzPZNdAtuq1GdoNN6MnP9fHv4iSdxgJqc/Sq814Fa6Stx2WbQ1M06HiY2P6BWyhwCX5OiLb88WH8Mx9zBmZHZkX6u5uinbDmUJKvglIHiu7RjvJnUZCqZkZvMEgesKkw5W8keTl3KodS/JSSsu8ft2umZpCSsl/dndz+zXXNGKJdYNL8nWEVYqZkeSbya6R3txDxckkr+wajz+/mtipJJSamckGhaWam6speYeTvC8YNKzZuZ+vvl6TkvdHIgiPh8TEBBMvvADAC7/6laPrEyqFS/J1hFWxiFI9zUbyworknUpAas3FAq8OI6FUPI4vHJ5TxSq7xmHrVMhR8tL5Sj5lGv2nIIQg1NPDzMgIJx9/XL9//MCBeV1fPeGSfB1hlUfcbEpe2TXSk3uo+CIRPVjoNOgWUzFP3mHZNWYlLxyeJ28k+WZW8gCRvj5ig4Oc3L5dv2/y8MKZe2RL7xoX1rDyAI2B1/jYGDKTyfHsnYZCSj7U3c3s5CSZVCpnZqYToAdem0nJaySvq2KH58mnDG20m8GTV+sxn48A4b4+ZoaGsv38QyFS8TgzC2iAkXPZZQHAapq9Uj3h7m6Qkvj4eCOWVjZ0T96T26EvsmgRSOnIXH89hdJn4ck7OPBq6ck7bJ0KBZW8Qz9ftSNSzfWMiPT1ERsaYnj3blZcfjkAsSZqBV4KLsnXEVZ2jVI9wc5OAGYnJuZ9XZXArOTV+p3cf2cuhbJ58uRTMzP4QqE8T74Z7Bq1+5BI/K2twFwFr1OgkgQsSX7RIkb37iU6MMDyyy7LFiq6St5FObCya5Tq0VO3HE7yZk9erb8ZSF5Y2EiOJvkcJQ/C43GsXWMcbanWnJEZvU1A0mHFRepzVKMrjQj39YF2oeo//3zC3d3EXJJ3UQ6K2TXBjg4Ax0+K13POvVlp2Qwk34wVr1Yk7/Te7JBP8k6tIC2q5A0zHZZceKHu0S8U2BYxE0IcAqaANJCSUm4VQnQD/w2sJjsd6s1SSueXedoEZdcYU8zUbUXyTlfyOslrSl6t38kkP5dCWZjknUaeKoUyZUxHdGhbZLAuhpJS4g0E8AYCjhMviuR9Fkp++WWXAdkLQLC9nUhfX1ON5ywFu5X85VLKLVLKrdrPnwDuk1JuAO7Tfj5toOwaY/aB2a5xuief0Uk+V8mHOjvx+HyObJesr9nKrtECg07reV5QyTuc5H0mJQ/OnJtaLPDad845vPWRR3jLAw8AZPPmFxDJ1zv37fXAy7Xb3wMeAP62zq/pGCi7JkfJk6vknaZ4zMhT8tr6hcdDy5IlTB071qilFcRcCmX+4S08HryBgGPtGqMg8EcijlunQqHAK4C/rc1xnrxu11goeYBlF1+s3w52dDj+vKwEdip5CdwthHhCCPE+7b5+KeUJ7fZJoN/8R0KI9wkhtgshtg8tIB8M5uwaozoze/LNYtdIk5IH6FizRi8FdxKKpVCCMwdbmJW8lDJL8g5V8qkCnjxow7EdRvKpIkrejGBHh+PPy0pgJ8m/TEp5HvAq4K+FEJcZfymzl/u8hhBSypuklFullFv7HD7UulIou8aK5H2hUNa7dPjBNEfy2Z+bgeQL9cBXcBrJSyn1FEqzXeOkdRpRKPAKWbvGaUq4mCdvRqC9ndnJSWQmU/KxzQDbSF5KeVz7fxD4OXABcEoIsQRA+995Ubo6QrdryA+8gnYwOZzkM1onTQXj+jvWrCE6MOC41qxWvWvM/VWcRJ6ZZBKZyeRUvAohsq0jHKrk9VkJPl9O4BWydo3TlHwyFsMbDOa1zLZCsKMDpHRsA75KYQvJCyFahBBt6jbwp8Bu4A7gndrD3gncbsfrNQuK2TWgbQsdpnjMyI7RC+SpNciSPFI6rs+HlV1jLr13UnaN6qNjDrw62a5Ru1QhhKWSd6InX45VA82TFFEu7FLy/cDDQoingMeBO6WUvwb+FbhKCPE8cKX282kDPbvGIvAKWoDH4QdSOpHICR4b19+2fDkA0ePHG7K2QtADr0aSNyr5UMhR2TVqV2EOvJp3HOMvvMAt27Yx7YC0VWOhn/nYcKonXyjoakazJEWUC1uya6SUB4EXW9w/ArzCjtdoRii7ppCSDzQByWc0krdS8i1LlgAwffJkQ9ZWCHpGkIHkMzKDl+zPTrNrjCSf48mb7Jr7P/hBDv3mN+z72c8496//et7XaYSxZUeekm9vJz4+jpQSIUTB55hPVKPkF0rw1a14rSP0YqgCnnywCTx5XcmbfFeAlsWLAZg+ccLybxsFZdcYi6GKKeRGQ63Fb+xCSf4c3RNav3NjS9xGwTgrwXxstC1fTioWc1Qr7eT0dFlBV1h4St4l+Tohk0ohM5minnygGT15DDGFzk68wSBRh5G8ObcfcHTWit4G15BdI6XUYzYyk2F6cFAvtT/x2GMNW6uC0a4xHxsda9YAOCrzKhmLuZ68C3thlUcM+YFXpx9I6SJ2jRCCliVLnKfkEwk8fr9lpTE4l+TNdk2wqwuZyZCYmmJkzx4Aes85h8nDhxs+ni5lRfLSwSRfgV2j17A4XICVC5fk6wRVWl+o4hXmsmsafcIWQ8YceDWttXXJEkd68sVSV52cXaNXFAtBSGtHHR8fZ3j3bgDWbNuWtULGGtsCyjLwqv3vRJKvJPCqN1lzSd5FMRQaqpBj17S3IzMZx47Rg+IplJD15R2n5JPJogFvXyhUtpKXmQwHfvGLul6Iiyl5gNnxcUb27CHU1cXiCy4AYOro0bqtpxxY2jWGau7WZcs4dPfdDVufGZUoeXUxcNJurxa4JF8npCy69IEp8NoEAZ68wKupaNmJdk1a2TUFdlC+cLjsFMqdN97Iz1/3Op778Y9tX6dCTgqlYc26kh8bY3j3bno3b6Z9xQrAWSRvdWyc/9GPcuS++xjcubMh6zMjGYuVHXj1+P0Ir9exhWiVwiX5OsFo1xTz5MHZAZ5iKZSQJfn42Jijql7NcQSo3pMf0kiqnmMajdk1OceHmh42Nsbwnj30nH02rVptgiNIXpuVYHVsnPX2twNw8K675n9xFqhEyQshHF2IVilckq8TUhZd+iBX7TRDPm6xFErIevLgrFz5TDKJp4Qnn0mlyKRSJZ9LzbA1D3+xE4WKoZRdM/LMM8yOj9O7eTMtixcjPJ6GZzRZKnljem1/P/3nncfhe+5pyPqMkFqLgnI9edB6+bt2jYtisOq3Dc2n5Et58hEH5sqXo+ShPM9VkXw9A52FUiiVXXPs4YcB6Dn7bDxeL+He3ob38S+WXaPQs3kz4wcOzPvazEjPzoKUZSt5cHYv/0rhknydoOwaTzl2TRN48oVOZF3JO4jkVQploc/dqw0OKSfDRk2+mp0Hks8LvHZ0gBAc10i+9+yzAS3Y3eCdUyaR0IuhCh0bbcuXM33iBJl0et7XZ0QlHSgV/A5uDlcpXJKvEyoJvJZr1xx54AHSqvnWPCEvhdIi8ArOsmvM/XYgd93+CpS8+m7q6smrFMpQKKcLpfB4aF26lGQ0SmTRIn0WqRNIvljvGoXWZcvIpFINHxFZbCpUITh59GKlcEm+TijHrqmksm503z5+evnl3POBD9i80uIoadcsWuQIj9iIkimUFZC8eky9lbwvFMrp6KiweGt2kuai887T74v09zeFXeOUBnbFhngXgqvkXZSE0a4pGHhtbQUhyiJ5NXNy980327zS4igVePV4vYT7+hxl16QtKl7NgVcok+Q1lV1vT16tyayGQz09QLYISkEp+UYW0ZUKvEJWyQMNHxGpT4WqNPC6QEi+3jNeT1uU09ZAeDzZtqxlePJxLQAIzGt3v1IplKBVvTqM5P2RSMkdVKnPXU1sgvkjefPne+EnPsHs+Dibr7tOvy/S3096dpbE5KRu+c03ihVDKbRpJB8dGJjfxZlQrZKPOnB+cTVwlXydYLRrCilKKL/d8Iyho196HnPSi/WTV2hxWGsDPYWywA4qrKnjGcOF0wrGz7nedo0KBpuPj64NG3j9rbfmkHmouxuo74WnGKSUZXnyahcSL/E51xvKdqkk8Opm17goCX08WhFvGMpvN2w8UeYzG6eUJw/Oq3otlUKpk2SJVrgpQ1VsPU94KyVfzIoxVsI2AqqVc6nsGq/fT6C9veTFtN6oVskvFLumZpIXQqwQQvxWCPGMEGKPEOLD2v3/KIQ4LoTYqf27uvblNg+MGRNFSb5cJW84UearcZKUsmQKJWge8alTDU+VU0iXSKEMlanklVXj8fnqesKn4vGCdo0VjD1tGgFjXyYoTPKQ3TWpeFKjoJN8hZ78QlHydnjyKeBjUsod2pzXJ4QQqszty1LKL9rwGk2HtLGz4OycYjRvaQMdHWVlSsQbQfLpNEhZNPAKWSUv02lmhodp6e+fl7UVQ6ZEF0p/JII3EChpI6gLdainp66EmpqZ0dM6jV0oC6HRSl6PN2lVwMWOjXBvb8OVfKqKFEpXyRsgpTwhpdyh3Z4CngWW1fq8zY5CBS7V2jVGT36+7Jq0RUFXocArOCdXPp1MFlXyQghCPT2l7RrtOwx1d5OenUVmSqvsalAs8GoFXck3iOQrUfKhnp7Ge/JV2DW+SIRMKjXvdSn1gK2evBBiNXAuoEbX3CCE2CWEuFkI0VXgb94nhNguhNg+pE2+WQhIzcwgvF68RVL5INuEqpyTNT4ygk8Lzs2Xkk9b9MQvFHgF51S9qp0PPzUAACAASURBVNF0hQKvoNkIpQKvmpIPax5+vXrQ56RQlpEWGdJIvp4FWsWgHxclAq/gELumisDrQmo3bBvJCyFagVuBj0gpJ4FvAOuALcAJ4N+s/k5KeZOUcquUcmufVtG3EJAsoM7Maqdj7VpmRkZKEk4iGtU7EDaC5Et58oBjCqJU5kexzz3U3c3UkSNFR+npSl7z8Ou1fa9UyQdaWxEeT1Mo+XIupvVGcnoaj9+P1+8v+2/UBWEhWDa2kLwQwk+W4H8opbwNQEp5SkqZllJmgG8BF9jxWs0CVcUIFFWUi7ZsAWDoqadKPp8i0/mya3KmW5Xw5AFiTrFrNJIvtoPqWLuWUzt28MOXvrSgItY9eaXk60jyegplkc9ZQXg8BDs7G+bJm0m+2JpDPT0kJicbantUMhVKQV10F0Lw1Y7sGgF8B3hWSvklw/1LDA+7Bthd62s1E9IFMibMaqfvxS8G4NSTTxZ9vlQsRkQLas63ki/lyfvDYYIdHY5Q8lJKUvF4SSV/0ac/rd8e27fP8rmUkg83QMlbWR9GBDs7myK7RgWJE1NT87S6fFTSS15BXRRcks/iEuAdwBWmdMnPCyGeFkLsAi4HPmrDazUNCm3B84ZuLFpE96ZN7P3pT4s+XzIWI9TVhcfvd5xdA9C+ejVjzz8/L+sqhkwqBVKWTF3tXLOG67S5qYXWbVby9fJnrVIoS9k2jRwCbyz0g+JrLre6uJ5ITk9X5MfDwrJrak6hlFI+DFjlezljJEyDUKgfidWWdsv113P/hz/M6L59dG/caP18sRj+lpZsNk4j7JpY4eAaQP9553Hgl7+c15YLVkiXMaxFoXP9eoTHU1LJ19OuUa0T/KbAa6kAbKC1Vc8amW/k2TVFAq+OIHnt3KkErpJ3URLlKnmAxS95CVBYUYJ2oEYiBMrsdWMHKlHy/Vu3MjM05IixdFC8Z5CCLxikbcWKgoMt9OyaOto1mWQSmclUrOT9ra0kCgyAH9q1i99+9KP1S/mswK4Jqk6rDVbylXrybnaNi5IoN/AK0LFuHQATBw9aPlc6mSSTTOJrEMl7SgReARZpsYWhp5+el7UVQrqMPv5GhLq7C9oe86HkjfUUYD0U2wr+1laSBUj+/o98hCf+/d859tBDNq50DpUEXp2g5FNVKPmFZNcsWJLPpFLs/u53OXzvvQ15/XJTKAEifX34W1oKKkp90HMkMq92TSVKvlNdqF54YV7WVgjldP80wt/SUtD2SM5D4NU4+g/KV/KBIiSvLkrP33abXcvMQdpU8doMnnzFJL+AsmsWbKvhA7/8Jb9+17vw+Hx8NJGYd5/YmF1TSlEKIehct66gkk8ZijkC7e3zVnSUKbMYCrLtb33hcMNJPqf7Z4kdFGQVcaGKTPVcQS1DpB5b96RZyZfpyReza1TWTb0C4ZV48o6wa2KxigOvflfJOx/DWuZEJpVi8siReX/9Sjx5yA5YKJSCqI8v00jeaW0NIHuhal+9mslGk7zmo9uh5DOJBMLrJdDWBtRH1an1+i1SKIsRvVLyVo9RcZF6VZpWkkJZyfSzeqEqJe8GXp2P0eee028P/P738/76lZJ8sKOj4KxXY1l2uUNG7ICuig3piMVshM61axkvsBuZL+gEVCKFUiFQRBGrDpz1POHNnrxxncV8eX9ra7a3inYh1v9GSn0SU6xObULMbQ2K1lC0tIAQjffkXSW/8DD67LOsvOIKPD4fQ7t2zfvrF+pHUujELZb3nDIp+fk6YXIGTJdRidmyeHHDhzanyhzWouBvaSFVQMnrJK/55fX05Mu19hQCra0Aeb787MSEvs56K3lfGYFXIcS8ChMrVKPkPX4/wut1lbyTMX7wIN1nnknXxo2MPPPMvL++MbumLEVZhOSTJk8+FY/nKbh6QLc+ylTy5U65qicqSaGE4t62GpgihKhbf/FiSr7YZ+3XSN68dhVf6D7jDJLRaM7gE7tQiV0DzKvFaEY6kSCTSlXsyQshsu2G3RRKZyKdTDI7Pk5Lfz/dZ57J6LPPzuvrq9L6StRZsKOD9OysrkSNMCp5FciajzLxHCVfIvAK2feQisUa2qekkmIoyCr59OxstlLW4rlUBok/HK7LCZ+n5MtYM8yRvFnJq342XVpRXT3UvDpGPVrDr1LHRrCjo2FKXo9nVajkIfuduHaNQ6EO7HBfHz1nncX4gQPzonwV9JRH7cAq15MH6wCVruTD4blA1jycNCmLIGYxdaneQyO35pUqed32sLBs1PARyO6i6nHCJwukUJpvm1HIrlEk37lhA1AfXz6t9QZSGWvlKPmGkXwVU6EUFsp0qIVJ8tqBHenro3PtWmQmowej5gPqwFJbxHI9ecAy+Gr25As9zm6kK/Tki12o5gvGC1O5njxYk3zaQPL+Ots1ah3levIF7RptEEp3PZX8zEwOaZY6Nhpp11QzFUrBH4k0rHWEnViQJK/US7i3l/aVKwHmNY3SvEW0TclHIkS0nvvTZYwMrBWpeByEyJmyVFTJa/nkjSR5q4wgKO7JQz5Zgkbymu9cLyWvk1CFnrye1llIyWvFaaWmX1UDc955qWOjkYHXaqZCKfgKePJSSnZ89auO6LpaDhYkySslH+7ro00j+an5JHnTgVVu4BWsCdKo5FuXZScrRgcG7FtwAaRnZ/GFQgghKrJrnEDyleTJQ2El76mzkjdPLarUrimk5FWrjHr0nDdmjoHD7ZoqpkIp+FtaLL/z4aef5v4Pf5ifv+Y1Na9vPrAgK15jBrtGKZ7Jw4fn7fXNPmC5gVcoreRbNWUZPX7cvgUXQCoez+u/UyrwCvNjJRVCpYHXQt42mDz5cLg+do0h3gL2BF59oZA+d7ceSj7PrilxbDTSrqlFyfsjEcuYhpomdmrHDtLJZEUTpxqBBankY0NDIASh7m58oRCR/v75tWuqUPLFSD41M4PH58Pr9+MLhQj39MwLyafj8Yp6qjhByVfau0YvdCrhydct8BqL5Yymq1XJz46NEezqwhcK4QuH66PkY7GKlHywvZ1kNEomnbZ9LaVQa+DV6js/8fjj+u1Gd10tBwuS5BMTEwQ7OvB4vQC0Ll06r0OmzcGectSZOmnSFnnNKZMH2rps2fwr+TICr8Usp/lCusJiKOW5py1SV3NSKOsYeLUKYkLxz1q/OFnYNWrQd6i7u25K3ldh4NVqrfOBmgOvFt/52N69+u3JQ4eqXtt8oe4kL4TYJoTYK4TYL4T4RL1fD7LphcqmgaxtU68SbytUo+T1qkoLkle95BXaVqxgbP9+29ZbCGqMHpSp5B3QcTAVi2XT+zyeyj53K5I3ePL1DLxaqWLzbTM8Xi++SCRfyU9O6juqUFdX/QKvFSp5tbb5hjnTrRL4W1osv/PowABLLrwQgInTneSFEF7ga8CrgLOAtwohzqrna0K2UEipB8gGYGcaQPKVBNOULVKOkl+9bRujzz7L4M6dtq3ZCmmDki+H5D1+P8LjqUuVZbkwlrCX9bkXU/LzkEJZKFPFfNsKVu2Gjcd+qLu7boFXfwXZNY1sN1xTMZTFdy6lJHr8OEsuvBDh8TQFyYtSLU1renIhLgL+UUr5Su3nTwJIKf8/q8dv3bpVbt++veLX2Tu8lxt+dYP+86kdO5CpNIsv0CYu7d3H1PHjrLzi8srfRBWYOnqU0ef2svxPLsMbCDA4PciuU9n+OZt6N7G8fXn+H0k4fO+9dKxdo6e/KQw9tYtkbJqlF10EZKcJHfvd72hdtpzuTWfU7X0YP8ffH/09sWSMoDfIpasuLfg3R+6/n7bly/WKy/nGyJ5nmBkdYfmll3Jk4gj7RrKj/bYs3kJvpDfv8al4nOMPPUzPWWfqmUsKxx95hGB7O73nnMPY888zdfQoK6+4wtb1Dj31FMlYTP9udw/u5mT0JACXrbqMgDdQ8G+PP/wIwc4Oejdv1u8b+P3v8be20veiF2nPPcPSi15q65qPP/wwwc5O/XVLHRszIyMM7niSxS/ZqqfZzhcmXniB8f0HWPmKKxCeyjTt+P4DTLzwAquuvFIfcJpJJjn6wIN0bdzI5JHDhLq66d18ti1rffmql/Opyz5V1d8KIZ6QUm61+l29s2uWAcbIxDHgQuMDhBDvA94HsFJLd6wUGZkhlpy74sZlAk/Ap9+XCMCsJ830bLTiL7oazKTjJPwQzyQQyRStgVa2rd+GR3gYj4/nrNWIZFAQzyTyfh8nQcYvcu739vcwNjxAKLEc6tQrf5YU+CGWjLFl8RZWtK/g6OTRgusHSAU8zGQSBIs8pp6YkbOkAh5iyRi9kV7Wd68nnUkzlZiyXHcmkyThz35nHtPvE54MeLPHVsKTYdaTIZaIWU80rhJxkjnf7dqutVy84mJGZ0ZJpBOkMvntFhSSQYE0HS9xkvp3lvQL4jL/eKoVsyKN8En9eUsdGwlSJLQ1pZOFL1r1wEx6lmQAZlLxir+3WW+ahB+mE3O8kYzFSPghGYB02MdMesaWz3ds3z72H0hAlSRfFFLKuv0D/hz4tuHndwD/Wejx559/vqwGo88/L39x7bXy1JNPSimlvPmss+T/vPGN+u+f+ta35BdAThw+XNXzV4qHP/MZ+QWQmXS6or/7amenvO9DH8q7/8eXXSZ/8vKX59z31E031f09/dcFF8ifbdtW0d/cuHy5/NW73lWnFZXGra9+tfx+BcdRfGJCfgHk41/8Yt7vvr5kifzNe98rpZTysc99Tn4BZGJ62ra1Spn9bn/8J39S1d/+8OKL5U+vvDLnvq+0tcn7P/IRKaWUv/3Yx+SXI5Fal5gH42uUg8GnnpJfALn31lstf5/JZOST3/iG3HnjjXYtUcf9H/mI/EpbW1V/+8RXviK/ADI2MqLf98JvfiO/APLoQw/Jn23bVtGxVgxfX7JE/urd767674HtsgCv1lvWHgdWGH5ert1nKxJTUzz3k5/oufCJqSk92APoVaLzFXxNTk/jC4cr3jX4QqGCgVdjoAuywVeobwqX0ZMvF75w2DGefDko5slnTIFX9fx2whxUrwSB1tacRnUyk8nz5FOxmGVQuRaYs2tKoVBOv8LxRx7h3uuv554PfMCyUVwtSE5PVxV0Bes5r6pNRKSvz7aEDpnJEBscpKW/v+bnskK9Sf6PwAYhxBohRAC4FrjD7hcx5wwnTNk1YY3k5yv4Wk3/asgGX60I0hx4BQPJ17EnT6oKkveGQg1tz1oxyWskXirwqo4nu7t/Wn235cLcJlndVmtVqZSzNgZf08lktnWvSXQUQ6nPzjjb2O5kgmQVQ7wV1MXXGHxV6cHBjg4iixbZwikzo6PIdJpIM5K8lDIF3AD8BngW+KmUco/dr6OXpmvj0MzZNbqSn6eBFtWSvC8UssyusVJ7bcuzwdt6KnljCmW58BVpyTu0eze7vvWtuir9Sj97IQTeYNByTcY8+XoVetWi5P2m7BpFokYlD1kSsQvGofLlolh/IICYoQ/TsYceqmF1+UhOT1f9+Vrt3tT3H+joINzXR2pmhkSNuzv1/uul5Ove1kBKeRdwVz1fw29oF5uMxZCZTG6e/KJFwDzaNVNTOa9fLgrZNVbjy4IdHQTa2uqr5A2DT8pFMbvmkb//e/bffjvDe/Zwxb//ux1LzEM1F1hvMJin5KWUOXny9SJ5czpiJfC3tOSSvJaiqKxKpeTtzJU3t2EoB75QCOHxFLRrpk+dwheJEO7p4aShmtQOpGxQ8imTkvdolecRg0MQqPI1YI7km1LJzxfUl5iIRkma1Iy67fH7bdlayTJSThNVkry3iJK32tK3Ll1a10ZlyWhUv4CWC18Ru0btOp7+9rdrVj+FYBfJK284T8mPj9uwyjmYi6EqgXkIuSJ5v7JrNCVvp12TNA05KQdCiLxdhxGxU6do6e9n8Utewsk//tGWdSrU4snrDoGJ5IMdHQghbIv1TbskXxoerxdfKEQyGp3bshrISX0htX4Ze3/2M/7N4ynZ5rdakrdS8lLKgoOIQ93dtp7ARmRSKVIzMxW/j2J2TXRggNalS0lOT3NSa/JkN6oheZ8FyZuHVdejjbKUsuAFvBz4W1pIxeN6Txh17AfraNcooq704l9sYPr0yZNENJIfP3Cg6Hr/8C//wjM/+EH5661ByVsFXlXLFIBQTw8wN3KxWtTbrlkQJA+aP6nZNZBf4Rbu66vZk991001AVokWQ2JqSldTlcAq8JqamUFmMpbPF+zqqktFI+QH8cqFLxy23I2kk0mmT51i45veBEJw7OGHbVmnEZl0Omt/VKrkLT73jCJ5k5K3s8NmJplEptM12TUw55OrtgEBk11jq5Kv8rgoR8kvueACgIJqXkrJI5/+NHe94x3lr7fK+BgUDrwa20ZA7e2c1femntduLBySb2khEY3OeYamE8eOSLhKiTz+yCNFH1eLkjcTpNXORCFUT5JXr1spyRewa6ZPngQp6TnrLPrOOYfjNgfYoPpmVFZ2jVLyao6pPnbRRpKvpdc55PfCT5hIPtjRgcfvz372NqHa46KYkp8ZHibc10f/+ecDhUne2GSw0HOZUWgXXA6sAq+JyUm9EZ9dJJ+MRvEGg3h89QmRLhySNyt5M8nboORHte5zpWwfO+2aYidVsLPTdo+4nNcthkJ2jeqa2bpsGcsuvZSBP/yhLjnRUDnJW9k1xiHmQLbNcyRiK8mbh3hXijySN31nwuOhY80aW5vZFRMdxVBMyc9OThLs7CTY0UHXxo0M7thh+biRZ5/Vb5964omyXrcmJa92SmYlry6iNu2UalljOVg4JK9lGhRS8m0rVjB17FjVPa1T8bjek77YjkBP4ayG5C0yU4qRbairi9nxcWSmeCOraqAC2JXaToWya/S5u4sWsfxlLyM5PW17TrRuV1S4Zm8olK/kDX3pFYIdHfaSfAFBUi4KKnnD++/asIHx55+vZZk5UAq60uPCnNOvkEmlSMViOnF2bdjA+MGDls8x+txz+u1yW23XFHgtYNcoJe8LBm3p2Z+cnq44xlEJFgzJq458hZR8x9q1ZJLJqvuwR0+cACkJdXUVVfKpeByZTtuWXVOK5FWVo92o1a4xZyEZPf5lL3sZkG10ZSdUAEwFxMqFVZ68cVasgt0kX7NdY7ITZicn8QaD+AwXpq4NGxjatcs2y6ZaJW/VMTPn+TSS71izhokXXrDMYjPuxMuZcZxJpUgnElWrZG8wCEIU9OTBHss0EY26Sr4cqHSyQidOx5o1QLYrXTWIaSdJ7znnkIrFCqYAVkuOYG3XFAt0qYyPevjytdg1MpMhk0wWfL625ctpX73a9uDrjEby4SpIvpBdY1Tyoe7umjMpcl7DbiVvsYPsPvNMAG7/sz+rdpk5sDvwag4Wd6xZQ2Jy0vKYnh0fJ9DejjcQyCmgKrjWGj9fIUS2xbT2+UopSRj69UPWsnHtmnmC2g4WOnE6164F4Ombb66KXJQS6nvRi4DClk2yRpIvpOSttnN69kQdfPlaSB7yh5+Yn2/ZJZdw4tFH9d9PHDrELa98JWM1WAvVkrxlCqWFXdPS31+WgiwXes65jXaNsT4E4Oy//EsWnXsuJx57zJbahMTUVHYUZYWV0IUCrypbKWggebAWY/HxcUJdXUQWLSprZ1LLVCgF4+CQZDSKzGRySD5sQ8/+lEvy5aGUkm/T2hg/8/3v85NLL9WDqOVi2qDkoXDwNVFlHjFodk0ikeOxFw282hTdt0K1JK+Gn5iDr3p+tXYwd6xdS3RgQA++Hrn/fg7dfTc/vfLKqtdctV1j5cmbAq+QjSeUoyDLhU5CNgZegyaS94VCXPa5zyEzGQZKZIWVg8TUFP7WVkSF7a39WjM1sw1jVvLtq1cD6M0Gcx47Pk6ws5NImRfbWoZ4KxgHhxj71ijYkcacnJ6u2P6qBAuG5JUK1ntrmE4cr9/PlV//uv7z4Xvvrej5p0+eRHg89JyVHWxVSMlbBb/KhdUouqIkr3K36zBxp2YlbyL5xNQUvkgkZ+4uUuonq0qPS9YQX5gZGUF4vRXnG1t58ikLJR/p72dmZMS2rKB6pFBafV89mmVjxzD7ZDRa1bEdaGtDptN5F1NzK4bWpUsBLGcyK5JvWby4Irum2s8Xso5AykTyAdeTbwzUiWqc8WnGluuv52+SSXzhcE7nu3IwfeIE4b4+vQ9OoS9WWSfKSqkEiuSNlk1Rkq/j7MzE5CTC46k4vc9fhOSN78F8MquWB7OTk1VnC8VHRgh1d1esMi3tGisl398PUtrWA6ke2TVmuwbmdjaqTW4tUEq+UhRqUmbO7Y/09SG8Xst2HbPj44Q0JV8Wyc+Dkrdjjq7ryZcJn7blLtXVz+Pz0bluXeUkf/IkLYsXlyyAiNdA8rrVYSD5ZDSKLxSyLJSo5+zMqePHaV26tGLCtHoPoClAAzkoklcns2q0JtNp3VuvFDMjIxX78VCgGKqAJw/YZtnYruRN3Vf1x4XD+CIRe0i+WiVfoKe82a4RHg8tixdbknxcU/Lhnh5mRkZK9pHSSb4WJW/oD1TIrklGo6RNiQaVwE2hLBPeYDCbTjg5WfKkqYXk9YyWAldvFWmvZpalz4IgiyknvU93HUh+8vBh3R+tBMXsGislr5O8oWVytcHNmeFhwr35c1xLwRsK5Q3W0LNrzEoebEtHrLUYyhsMIrxenThnC9g1AOHeXltIPjk1VZV/XErJG2MJrUuXFrVrQt3dpGdnS84tsCXwarBrVJDYeCG1I/kh6do15UEprvjYWMkrd8fatRWnUk6fPEnLkiV4/X4CbW0F06aUkq+mD4XXwq5RB7bl44NBPH5/XeyayUOH6KgjyUcWLUJ4PDrJRwcG9HS/WJUkGj1+PG8Yd1lrDgbzspr0PHmDkm/XgvdWQcFqUKtdI4Qg2N6uf//FjpWITSRfbaFfUSWvdalUaFmyJE/JZ9LpbPqipuSBkjs+pcBr8eRz7BqLHjOVtjYY27+fX7/nPbqISCcSZFIpl+TLgSL52bGxkl9qpK+PVCymp7CVgpRSV/KQ3aIV6pQ3OzZGoK2tqj4UVkpepY1ZQZ3kdhdDZVIppo4dq07JF7BrEqa2xR6fL6suBwfJpNPER0fp0zKXqlHKUsqsxVQFyatdoDGgqts1BiXftnw5vlCI0X37Kn4NKyRjMYTXq/fHqQaBjg4SExOk4nHSs7OECpC8XUq+Wrum0AjAxOQkwfb2HFvQSsknDARbbvfHQs0KK1q3IU++kF0D5bc2+M1f/RW7b75ZT/ywI25QCjWRvBDiC0KI54QQu4QQPxdCdGr3rxZCzAghdmr/brRnuYWhyGVmdLSkMlJb+nILW+JjY2SSSZ3kw0Va/MaLqKlSsAq8FlNnkN062m3XTB49ikynaV+1quK/LaTkrQapqM6gqjVDz9lnA9XZNbPj46RiMdqqIXmLrCarYijh8dC5fr1tbQLU1KJK4x5GqCpcZRcUOlZsI/kqA6/mEZ3681kEi1uWLGFmeFhvEgcGgq1CydfkyWs9sSBr1wivN4eQK1XyqjWDanI4a2FX2Y1alfw9wGYp5YuAfcAnDb87IKXcov37QI2vUxKVKHlF8uqgTyeT7L/99pyDygilKoxKvmB2zdhYVUFXsA5azo6N2ULy0ydP8u0NG/j9P/1TyccOPfUUgK6sK0G5dg2g9/hXJ2vn2rV4g8GqlPyUoQFaxWu2GOZtZdcAdG3cyJhNSn52YqJqQaCgSD5eBsnbkRVUbQplISU/a0HyeuaV4TjQs9Y6O+eUfImsFjuUvLEdg2pOZrwoV0LyseFhPWivCgETFmmZdqMmkpdS3q3NcQV4FFhe+5KqQyWevDml7I+f/zz/84Y3cNurX21JMGaSL5Y2ZYeSL9eugWzwtRxP/thDDzG+fz+//8d/LJnnfeqJJxBeL71adW8lsNqNQL5dA1px0eBgThFTuTnQZkRrIHl17BjXnIrH8fj9eam4XRs3Mn7woC258rPj4zX3EDcr+ULHSrCri8TkZNUN+mBukIzdSt6sYs1BeSDnIhZWw1DK9eSrDGxD9uKUmpkhk0rlNCdTqITkx7QCTH9rq3681ruXPNjryb8b+JXh5zVCiCeFEA8KIS4t9EdCiPcJIbYLIbYP1aA01ImampkpX8lrB8nT3/kOkC2Qevgf/iHv8ROHDgFz1XgqhcsKpZR3MdTTrjF2fCxVFHNqxw56zjqrqkpMKyUvpbRUgOG+PmaGhvSLbbi3l5bFi6tT8tp7aluxouK/1Y8dk5K3Kt3v2rCBTDJZdvB1dnKyYLdNc7OraqAr+RJZXXZkgVQ7SAaKKPmJCUu7BnILoox2VLl5/ylt6lYtdph6r8npacvvqxJPXlXZr7ziCqIDA0gp52yoRto1Qoh7hRC7Lf693vCYTwEp4IfaXSeAlVLKc4G/AX4khLB8F1LKm6SUW6WUW/u0mYnVwHhClrpyhw0HSSadZuroUS78u79j01vfynM/+UleQHbi4EE8Ph9ty7MblbaVK4mdOpXTnU4hPjqqj12r+D2YlHxyZqZoMA2yB0c5JK8sGIBxU39xc47v4I4d9J93XtnrNkJ99sbP0Gq4OmSVfHxsTCf1cE9PtmRd+/n5//kfy3zpg3fdxYih7SzA+IEDePx+/TuqaM3q4mry5K2GmHdt3AhQVvA1nUhw08qVfP/ccy2JPmGDXaMCr6U8eTsGXOjNyapJodSEVzmevJWSN74/XzBIZNEiJjXxVXC9NhQZ6TuQqSlLkvcFg/gikbI+19HnnsMbCLD04otJTk+TmJqaKwZrpJKXUl4ppdxs8e92ACHEdcBrgLdJrTpBSjkrpRzRbj8BHAA21u1dkFuZWNKuMWz3YoODZFIp2pYvZ/0b3kAyGs0LrI0fPEj7qlV6SX7nunWAdROlanO1je9Bkbx+YBexa4IdHfpWthhGnnmG5ZddBqAPkRg/eJAfvvSlfDkQ4MG//Vsg21J5+uTJ6kneYjdSqHOhTH9mNQAAG5VJREFUGoSsCFsp+dipU0weOcLt11yT18tm7y23cNurX82df/EXOfePHzhAx5o1+ndUCbwFPHlLJa+RfDnB170/+5mu1AYNF1mFuF12jaFrYyFBUErJSymJj40VLTCqpcOq8Hiy09tMmWBWdk2krw+Pz5fTFtzoyUN5tS4qsF0L9FqUaJSExa4Dym9tMPrcc3Ru2EC7ttuMDgxYZuzYjVqza7YBHwdeJ6WMGe7vE0J4tdtrgQ2A9SQAm5Cj5Et8sV6/n2BHBzPDw3qlZdvy5XStXw+QN0ln4uBBOrQuljBH8iPPPMPx3/9e92eTsRipeLxqkjfnyZsPbCuEenqIj44WPTnTiQSThw+z/LLLsi0dtPd319vfzgltoPYfP/95Jo8c4ZQ2lWdRlSQvPB68gUCOXVOok6ZS3aeeeAKPVn8Q6e8nNjTE87fdBsDos8/mEIOas2vuOT5+4ID+vVQKK08+XUDJR/r6CHZ25kwpKoRnfvAD2lauxOP3M2rx+ISFx1spgh0dyHRaJ8RCSr5UM7vf/9M/8Z/d3Xx/y5bs7AQLVDswRMGq3bBV4FV4PLSvXp0zPEQJGfXYznXrGD94kOFnnmHgD3+wfL1ahngb1wxZoVLIXguV2W54dO9eujdtosXQ0sPxJA/8J9AG3GNKlbwM2CWE2AncAnxASmnfyHgLGEm+nKt3uLeX+MiIXmnZuny5ThJGOyOdTDLy7LO6goM5kv/Fm9/Mjy+5hGd/9CNgziOM2KTkVXC3mJIP9/Qg0+miwyzGDx5EZjJ0bdyYnZB19CjJmRkGHn2U8z70If787rsBOPrgg9mxakKw6MUvruo9QP4IwEIKsEP7HI89+CDtq1YhhKBj1SqQkt3f/a7+uJFnngGy6bFHf/tbfeyh8sWllLaQfE4KZQElL4Sgd/Nmhp9+GillXqWswtTx4xy59142veUtdG3cmHdRUH5ssQt4OVDkMHHwIL5QyPLCBKVnDxy4/XYAxp5/nt9+5COWj9HbaFdZgh9oa8sh+Uw6nY3VWKjjzvXrc85D1Ute7dQ61q1j6sgRvnv22fzo4ostA8q1TIVS8Jewa6A8JZ9OJBg/cIDuM87IsaMSk5MIr7em4HAp1Jpds15KucKcKimlvFVKebZ233lSyl/Ys9zC8FWg5GEubzhqUPLBjg7CfX05B9eJxx4jGY2y8oor9PtC3d0seelL9Z+VkjAGEKt6DyYlrybhqKZoViinMERZC10bNugkP/rccyAlSy+5hFWveAWh7m4O3303gzt20L1xY1VbcgWvaZh3IbtG9Q6HuX7/3Zs2AdkYgurdr/zvA3fcQSaV4uLPfCZ7vxbImhkeJjE5WTXJW3ny6Xi8YM/0vhe9iFNPPskdb3wjX+/r49A99+T8PhGNcscb34gnEOBF730vXevXM2EaaacyNmpV8urYOPnHPxYNOoeKBAhnRkYY3LmTS/7lX9j4pjcVHFRfi10D+T3l1XFhFXTsXLeO8f379d2aOQFhyQUX5DzeKpkgZYOS1+2aIiQfLKNJ2fjBg8h0mu5Nm2jVAsvKrgl2dNQUHC6FBVfxCuUp+ZCWITN17BjeQEAn5s61a3O2iUfuuw/h8bDy8sv1+4QQvOWBB3jn00+z4vLL9aHCtZK8x+8HIXQlr/KaI0UC0uUUhigVqSv5Y8cY2bMHgN6zz0Z4PJzxlrfw3E9+wv7bb6f//POrWr+Cec5roZFx/nBYT3nsMJE8wPprrkF4vXpe+oFf/IK2lStZvW0bMHdhU95szXaNscWzqaGaEX0vehGpWIznf/5zElNTPPTJT+b8fs/3v8+Jxx7j6u9/n64NG7LTg0w7rdka2l8YoS6U4wcO6DMTrFAs8HrgF1kNtvqVr6T7jDOIHj9uWUVdbIBNOTDbNbMWvWAUutavZ3Zighd+/WtkJsPM8HBOeuiaV72KS/75nznjzW8GrGMktnjy2nuNDQ5mx3pWqeRVEVT3pk0E2trwt7YyrSn5elo1sJBIvoLAK8wp+aljx2hdvly/kravWpWTHjfw6KP0nH12Xv6xLxikb/Nm+s87j6Fdu/QDUT13NRBC5IwAVD3rwzWS/OCTT9K+ahXh7m7aVqxg+sQJBp96Co/PR9eGDQBc+IlP6LGFta95TVXrVyhk11h5uaofjEqbM3aRXHbxxXSsWaMr9qFdu1hywQX6RU993orkO2q1a4wXpiJ++RlveQuLL7iAVVdeycu/9CVOPfFETvbMsQcfpG3FCjZoI/eC7e15JB8vI95SDoytJ9qLkLwvHMYbCOSR0dDTT3PfBz9Ix5o1LN66Vb/IWmUP6ZO3qjy+zcO8i50va66+GoDbrr6anTfeyOjevfqxCtlz5aJ/+Acu//KXASwnitlRbKYuaHrMo1aSP+MMIJtBFB0YID46WvMaS2HBkHzFdo2m5KPHjuWk3bWvWsXU0aPITAYpJScfe4wlF15Y8Hk6168nPTtL9MQJ/SSodDJRzvswjACMDQ4SaG/Pq7o0opyc4VOGlMj2FSuQmQyH776bro0b8QYC2ftXruSNv/oVL/vsZ9l07bVVr1+9h3LsGoCrvvlNOtevZ/VVV+n3Xf2DH3DVjTey6qqr6Fy3jokXXiAVjzNx8CDdZ55JsLMT4fEQM5O8wf6pdL2Qq+SL5bCHOjt526OP8ue/+Q1nv/OdhLq6uPNtb8tuyaXk2O9+x/JLL9WFQ6CjIzsVydAnX+WAR7QCu2oR6uzUj/diSl4IYdna4P4Pf5hMMslVN96IEEInoTGLyWmxwUE8Pl/VFybzMO9iJN+9cSPX3HEHAE98+cv6d29Gy5Il+CIRy0ybWmpW9DVrx2wxkje2Gz5099169bURo3v30rJkSc5wlOjAQLbba5HvzQ4sGJKvJvCajEaz21wDybetXEl6dpbY4CATL7xAfGwsz/8zQnVqnDx0iOmTJ7ONt6rMk4dcPzs2NFTUqoE55VvIkx8/eJCxffvo37oVmBvsPLRrl94rRmHNtm289FOfqtkfLBh4tdjm951zDn/1/PMsvegi/b6z3vY2Xvz+9yOEoH3lSqaOHmVs//5sf5tNm/B4vYS6unSSiB47RmTRoqrH6FnZNaUKlYQQCI+HcHc3r/re95g6epQ7/+IvGNu3j+mTJ/V0VdA8Zyn1CkyYywGvpteOGeoYKNVryDxsY/rkSY7+9rdc9OlPs/pP/zT7HEXG78UGBwn39VkO5CkHZiVfyo5c99rX8qff+lbWm89k9AlXRgghLKukpZQlq8XLWrPm6SsL12pegUrJ3nfLLdzyyldy59velveY0Wef1S+gYCL5KnpEVYIFSfLlRKrVlxUdGKDVQPId2gc+eeQIw7t3A3NzXa2gToqJQ4eYPnGCSH9/1ScBaF3vtCKrmaGholYNZLeK/pYWfvvRj/Lfl1+eVyT0+Oc+hzcQYPN11wGw6Nxz9d/1mkjeLhS0a6rwcttWrCB26hRDmh2iLlIqOwq0YSFVWgiQT/Iq86Vcr3Tda1/LVd/8Jicee4zbNKtr2aVzRd7KczZaNkoZqnS6WnDl176W9aff9KaijzPPRj25fTtAzgUp0NJCqLubSUN/f4XYqVNFkwBKoRIlr7Dp2mv1nUqh2g2rHUpyehqZTtes5JWgUHaL1fmohN4Df/M3QNaum52c5I43v5k73/52EtPTDD31FIu2bNH/pmXpUiYOHiQxNVVVt9dKUHk/XIeikjx5mBsAAbml8G2GnuFqC6jmulpBXYUnDx0iOjCge8vVwhicig0OljwAhMfD2te8hr3//d8cfeAB7v/Qh3iTlhI5dewYu//f/+Ocv/orPW0rYMg2UOrNbvjC4Zydxaw2yMVbRUtd9X2oDBaVymo8saudCKVg9uSTsVjBIFshbLr2WvbdeivP33orLYsX56hOdbGYnZxEGVbRgQGCHR0530e1WPfa17Luta8t+biW/n494A5ZkhceTw75QPZ8mLLIVokNDtZE8ubA68zQEMLjKd6bqbWV63btQni9BecbRPr68iqjy6kxKRfh3l7d87e6IKljcvrkSVqXLSN6/DiH772XfT/7GZBNX03F4zkZeX2GvlD1VvILhuSNlY7l2DVLDR/4sksu0W+3G5T8yDPPZFMri/SV8IfDtCxZwtj+/UyfOFHzVdmYZhYbGmLxS15S8m+u+MpXWHLhhcQGB3n8X/9V7/j4xy9+EZnJcMHHP57z+D+7804SU1M5FomdMCt5NZuzGii/8vDdd9O+apVOiuHeXr3iOD4yQqdWyFbVek2efKKKAhUhBNu+8x16Nm1i01vfmmN56WMaTUreDhVfCZRdI6VECMHAI4/Qc/bZeTZaMZKv5XMOtLaSTiRIJxJ4A4FsxkxPT8mdb6msqXBvb07bDpjLIipWY1IujCRvZS0ZY0HnffjD/O7jH+fpb39bv2/n174GkBPbM1rAxhqcemDB2DWAPqjDowUTi6HFEPAyFv4EOzoItLUxefgwp3bsKGrVKHRv2sToc88RPXFCz4GtFkrtSCnLsmsgq9C2fvSjLLv4YiDrtx/4xS/Y+bWvsfm66/IU0Nqrr2bTW95S0zqLwRcO5/SumR0frzofXJ3g0ydP5qRXhrq79UB3zXaNdrzo7SSqrEIMdnTwss9+Ns8GMyp5hejAgC1+fCVo6e8nnUgwOzFBYmqKY7/7Hatf+cq8x6laCiOklFklX0N/KfMIwHJiTuUg3NfHzPCwnlOfSaVsV/KQXb9VsZlxh7rlf/0vwj09vPCrXyE8HrZpRX1rXvWqnPNQZQpF+vvp27y55jUWw4Ii+bc+8girrryy7HzpN993H9fccUeOkhBC0L5qFUO7djGyZw9LNeIshp4zz2ToqaeYGRqyxa5JRKPMjo+TSaUq2h73advu/bffzv9ccw1dZ5zBy//t32paTzXwRyK2Kfm2FSv0E8t4wQ12dWWHjUiZ7RdUg12j+qoY+4aDfaXmVgPXG6XkIXvB/PW73006kbC0edpXriQ+NkbCECiODQ2RnJ6uaaeq/HH1+U4ePqzbiLUg0tdHKh4nOT3NqSef5Et+P/tuuSXnNWuBIvliQuLP7ryTN99/P4GWFr1Fd+/mzWx+5zt52+OP8zptPQrC4+E9+/bxHossJruxoEh+yQUX8KZ77ik7y2LlFVdYHuRtK1dy7MEHAcqyNHrOOksntWoLchRUcKqcQigz2pYvJ9zbyx+/8AVkOs0bfv7zuhdaWMFs19TSY18IoSs04+4j1NlJcnpan9pVS9oqZFPlVIDYbpIPmgKvMpNh+sSJeVfySj0evvtu9t1yC+d+8IOsMARdFVSMyqjmjcU81UIvyBodJZ1IMPz00zmJANXCOARIFXbt+OpXc17TjucvRvJrr75aL5hc86pXAXPVyEte8hJLC7lrw4Z5OT8XFMnbBSNRl0PyxoDKcouTphIou6acQigzhBD6zqP3nHNyikfmE3nZNTUWpbzh9ts594YbcipxldeqguO1KHnIJXmVI26X0jYr+djQEJlUat6VfO855yC8Xh761KcAOPeGGywfZyb56MCA3rrDmAZYKVSqYXx0lJFnniGdSFTd7dQIJYRiQ0MMPvlk7u9qCBSbUa4Vu1Ergttk6pTaKLgkb4Et118PwKorrywriGs8UGstbFCB13L61lhBBcZKpdPVE75wGJlO633qa1HyAGte+Upe8R//kTt2TXu+CZtI3t/aSmJqitG9e3ngf/9ves46i84qi6vynlsLFqs8eTtz5CtaRzhM96ZNJKNRes85h+4CAT8jyUspuXHZMh76xCfwhUI1Hd9Gkj+lkXG13U6NMCr5wSefzLFMa+nBpKCE2yX//M9lPb5z3To+NDmppy03Ggsmu8ZO9Jx5Jm977LGc9sLFIITgvYcOkbIYIlIp/K2tegUtVGbXAJz/kY8wMzzMeR/6UM1rqRbG6VAen8+WMXdmKCWv2kLbZdds/9KXyCSTvFi70NsBr9+PNxjUA476qMJ5VvIAZ7397Tz0yU/qPV+s0LZsGQjB5JEjOW18V155ZU01IKpIMD42xsiePfhbW/X23rVA7XZjg4NEBwY494YbOPa73/GS//N/an5ugHWveQ0fTSQqSgG24+JiF1ySL4BiVa5W6LAp11WpPpUeWIldA9m2BVd/73u2rKVamEk+k0za3p9DKXk77ZrpEycY27ePpRddxHkFrIyqn9+QI66UfDXzaGvFBX/7t6z4kz/RK6Ct4A0EaOnvZ+roUY4+8AAAL37/+7m4TCVbCEGDJ39qxw76zz23pouGglLyY/v2kUkmaV+5kndohV52oZoaD6fAtWscBpWzPHHwYMm+NU6FkeTt6rZohrpojNus5Mf27atL3rKyg0BT8kLkFOTNF4QQLL3oopKk1aa1k5g8fJhwby9X3XgjLTX622pU3szQEIM7d9pi1UD22PL4/Qw//TRAzRluCw2ukncYVC7xxAsv2JJD3Aj4DSSviK1WpW1GyBx4raFfEGhK/uRJElNTdQlYGwdmRAcGaOnvd7Q6bFuxgpE9e7JTmmysyAx3dzPw6KOkYjFbgq4w13xtSJF8jU3fFhpqHf/3j0KI49pUqJ1CiKsNv/ukEGK/EGKvECK/4sKFJYxKvlKrxikwKvla29MWgtr6T584kVVyvtr0it+QXdNZB5I3NueKHj/eED++ErRrBVF2N9AKdXdz4tFHAWxJn1QI9/bqg71dJZ8LO+yaLxsmQ90FIIQ4C7gWOBvYBnxdzXx1URyKDGcnJmxN/5pP5JB8jT32C8EfDpeVv1wujIGyQj1Sanp+kyffCD++ErStWEFyeprR556zleRVHyhfKGTZVbJaGHe9rpLPRb08+dcDP5FSzkopXwD2A5VFMk9TGDtiNqtdMx8kD3M9Q2r14yGX5OvR37vZlLyxaV8t/WrMMLa8rnX3ZYSqxA339BTtNXU6wg6Sv0EIsUsIcbMQQpWXLQOMzS+OafflQQjxPiHEdiHE9iGtAOh0RuuSJaDlgze7XZOMxeZI3mZPHuZGBtpxMTQGhuuxg1JKPjU7y8zwsOOVvLExXq0Ffkb0aa0pVl15pW3PCXM7hHCT7n7riZIkL4S4Vwix2+Lf64FvAOuALcAJoOJGKVLKm6SUW6WUW/ualNTshMfnA62M3zjMpJmggsfJaJSZ4WEC7e16EzA7oYqL7CAMI5HZkdZnhlLyaiKU05W80bKyc+7Aqquu4rU//Skv++xnbXtOQLd+6jkQu1lRcr8kpSzrDBJCfAv4pfbjccA4On65dp+LCmC32pkv6F0XJyayzcPqYNUAbH7Xuzj4y1/WPK4Q0Ks/6zVvU7WraGSOfKW4bs8e4qOjthKnEKIu1dgq7bXYqM7TFTWZYkKIJVLKE9qP1wC7tdt3AD8SQnwJWApsAB6v5bVOJyzasoXBnTvr3me6Xsgh+aGhulg1kO0R8rFMxjYS+sDx4whvffIDAq2tpGZm9D7tTlfyAL1FhuU4DV3r1/Pm++7L6SPlIotaIx+fF0JsASRwCHg/gJRyjxDip8AzQAr4ayllusbXOm3wlgcfJBWPN+3W0xcOZ9sZTEwwdfy4LaXrhWDnZ1RP4lVNytR4xmZQ8s2GlVdc0eglOBI1kbyU8h1Ffvd/gf9by/Ofrgi2tzd1hoAQgmBHR5bkjx7VW7CezlCW1f/f3v2FWFHGYRz/Pmi7Zsox/ySalklCGZTBkkpeqFCYRFdetAQpCN50YRCkEgRdepMVRBQU3URFVCTemKnXmqaua2buipFirYZ/6KZSf13Me9ajKKh75oznPc8HhjPzzrC8z+zsb+e8c+bMmb4+RnV3D39Zl1nZ/LUGVoquWo2/T5zg3wsXrvo4XqeqF/nTfX2Mmz69bd+lWftxkbdSdNdqnEkPjXaRv1Lkzw0OtsV4vOXDRd5K0V2rcf7YMcBFHq6+Gczj8dZKLvJWiq6Gawq1Jj18o52NbSzyPpO3FnKRt1LUP0bZNX68ixpXbhADn8lba7nIWynq35Xui4yFxn3gf3rWSi7yVopHe3sBuHzJt0fUPbZqFd0TJjTtYRlmN0ORviflTtDT0xN7mvzYLqvOro0beWDJklt+lKKZ3RpJeyPius909JOhrDTz162rugtmHc/DNWZmGXORNzPLmIu8mVnGXOTNzDLmIm9mljEXeTOzjLnIm5llzEXezCxjd9Qdr5JOA7+N4EdMBs40qTvtwpk7Ryfmduab82BETLneijuqyI+UpD03urU3V87cOToxtzOPnIdrzMwy5iJvZpax3Ir8R1V3oALO3Dk6Mbczj1BWY/JmZna13M7kzcysgYu8mVnGsijykpZJOiJpQNL6qvvTTJI+kTQkqb+hbaKkbZKOptd7U7skvZf2Q5+ktnzOnKSZknZK+lnSIUlrU3u2uSWNkbRb0oGU+a3U/pCkXSnbl5K6Unt3Wh5I62dV2f+RkDRK0j5JW9JyJ2Q+LumgpP2S9qS2Uo7vti/ykkYB7wPPAXOBXklzq+1VU30KLLumbT2wPSLmANvTMhT7YE6a1gAftKiPzXYReC0i5gILgFfS7zTn3P8ASyPiCWAesEzSAmAjsCkiHgbOAqvT9quBs6l9U9quXa0FDjcsd0JmgCURMa/hM/HlHN8R0dYTsBDY2rC8AdhQdb+anHEW0N+wfASYluanAUfS/IdA7/W2a+cJ+A54plNyA2OBn4D5FHc+jk7tw8c6sBVYmOZHp+1Udd9vI+uMVNCWAlsA5Z459f84MPmatlKO77Y/kwfuB35vWD6R2nI2NSJOpfk/gKlpPrt9kd6SPwnsIvPcadhiPzAEbAMGgXMRcTFt0phrOHNafx6Y1NoeN8U7wOvA5bQ8ifwzAwTwvaS9ktaktlKObz/Iu81FREjK8nOwksYBXwOvRsQFScPrcswdEZeAeZImAN8Cj1TcpVJJeh4Yioi9khZX3Z8WWxQRJyXdB2yT9EvjymYe3zmcyZ8EZjYsz0htOftT0jSA9DqU2rPZF5Luoijwn0XEN6k5+9wAEXEO2EkxVDFBUv1krDHXcOa0vgb81eKujtTTwAuSjgNfUAzZvEvemQGIiJPpdYjiH/pTlHR851DkfwTmpCvyXcCLwOaK+1S2zcDKNL+SYsy63v5yuhq/ADjf8Pavbag4Zf8YOBwRbzesyja3pCnpDB5Jd1NcgzhMUexXpM2uzVzfFyuAHZEGbNtFRGyIiBkRMYvi73ZHRLxExpkBJN0jaXx9HngW6Kes47vqCxBNuoixHPiVYgzzjar70+RsnwOngP8oxuJWU4xDbgeOAj8AE9O2ovik0SBwEOipuv+3mXkRxZhlH7A/Tctzzg08DuxLmfuBN1P7bGA3MAB8BXSn9jFpeSCtn111hhHmXwxs6YTMKd+BNB2q16yyjm9/rYGZWcZyGK4xM7MbcJE3M8uYi7yZWcZc5M3MMuYib2aWMRd5M7OMucibmWXsf+XUHr4p4NlBAAAAAElFTkSuQmCC\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -1460,13 +1390,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "80.3 bpm\n", - "[75, 154, 228, 301, 374]\n" + "62.2 bpm\n", + "[37, 131, 230, 329, 424]\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -1480,21 +1410,13 @@ "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" + "R = 0.436\n", + "700\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -1508,13 +1430,13 @@ "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" + "[24, 121, 221, 316, 412]\n", + "[221, 412, 316, 121, 24]\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -1528,13 +1450,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "62.2 bpm\n", - "[113, 215, 314, 409]\n" + "61.9 bpm\n", + "[130, 229, 324, 420]\n" ] }, { "data": { - "image/png": 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FiARiURKfKKW+tJHfA1yFRQFYv305wI9KqRNKqQpgMTAaQCmVa/wuBT7lFzdSLpBolBkAhAMFtnKDBEOmcSGe/GLR/ELJ4cMcXLqUftdc0+z90Ph4asrLqS4tdXHLHOfwDz+Qs2oV5z7/PEEhIe0qq1tyMgAn09MBc77Hez/7jMK9e7nmiy8Y/9xzBHbu7PQ6WsKVFqIjs54EmAmkKaWm28gnA78HrjEUgpVlwDAR6WK89C8E9ohIgIh0N/IGYlEwu4w8CwHr8OEmYKWheBYCtxmzovoAycDGtndX0xZ8zaLwVnbMmIGqr2f04483ez/UA7a1sMfGV1+lS48eDLvvvnaX1bVXL4LCwsjfuRNw/ve4prKSjS+/TNSQIfSZMsWpZTtCWGIiJdnZLqnLEYviPCwuoottprVeAfwTCANSDdm7AEqpk8B04GdgG7BFKbUICAaWicgOQ54LzDDqmAlEiUgG8DvgGaOs3cBcYA+wFHjEgcC4xkn4qiXhjYpRKcW+uXNJvOgiwnv3bjZNw/5HHhrQztuwgYNLlzL68ced4uMXPz+6DxvGiR07AOd/n3964QVO7t/PxDffdMtOw5EDB1KWm+sSC9HuwUVKqTXQrNN28RnyfIxliqytrBwY00L6KuDmFu69BLxkr50a8/BVheFNHFm3jsL0dMY++WSLady9/9GZqC4vZ/G0aYQlJDh1amn0iBHs/fRTp3+Hy48dY9P06Qy5555mZ5i5Aus6mYK9e4k96yxT69IrszUtooPZ3sPmt94iOCKCQXfc0WIaT7Yo1v/lL5zct48ps2YRHB7utHKjhw/nVHExJdnZTv0eb3vnHeprahj39NNOK7O1WLdlKUxLM70urSg0dtEWhWdTkp3N/gULGP7gg2cMAAeFhBAcHu5xFsWJ3bvZ8v/+Hyl33UWviy92atnRw4db6tixo1Xf49pTp8j4+msOG9uh2JL3889seOklBtx8M1GDBjmtra0lol8//AIDXXJyoVYUGo2Xs/Vf/wJwyGUT4mGL7upra1l0xx0ER0RwwcsvO71864aC+Tt2OGxRKKX49tZb+eq66/j8wgvZ/p//NMizli3j6+uuIyQujssMubvwCwigW3IyBS6wKOzGKDS+i3UE5muuJ2t/veEo1NqqKna+/z7J119P11697Kb3tNXZaZ9+Sv6OHVz9xRcNs7KcSVBYGOF9+3J8+3aHLYpDqalkfP01Z//hD+SuWcN3Dz/M7tmzqSoooDA9Hf+gIG5ZuZJO3bo5vb2tJSolhX3z5rFz5kynzBRrCW1RaOziq64nb+j3/i+/pKqwkBEPPeRQek9ana2UYvObbxKVksKAG280rZ7o4cMbZj7ZbVN9PT/95S+E9OzJOX/+MzcsWkTfq64ib/16uvbpw6R//Ytf5+QQf955prW3NXSKjARg2f33m1qPtig0LaKD2Z7PjhkzCO/bl14TJzqUPjQujvK8PFR9fZu273YmOatXc3zbNi577z1Trbfo4cM5sHAh1RXldtPu/fxzctes4bIZMwgIDobgYK776iuqTp6ks/FS9iRGPvwwO957D4CizMyG7eSdjbYoNHbxhpG1L1KSnc3hH35g2H33OfzSD42Pp762lgoP2BNt94cfEhwezuCpU02tJ3rECFR9Pfl7znxok1KKDX//O1EpKQy7994GuYh4pJIA6DFiBPfssqxbzl2zxrR6tKLQaLyUrKVLAUi+/nqH84R6yBRZpRRZS5fS+7LLCOzSxdS6GmY+GSu0WyJryRJO7NzJuKefdru11RoiBw7EPyiIE7t22U/cRrznr6FxG77merLi6cHsg8uWEdarF5GtmKLpKYrixM6dlOfluWTri4i+fQkMCbH7It09axZdYmJMO+faLPwCAogcPFgrCo178VXXkyf3u66mhkPffUefyy9vlUJz9YE3LZG5xHIqQZ92HEzkKNatPPLP8CKtr63l4PLl9L3iCvwDA01vk7OJHjbMrsXUHrSi0NjFVy0KTyZvwwaqS0pafQJcSM+eIOJWi0Ipxf4vvyR6+HBTpsQ2R/Tw4ZzY1fKLNG/DBk4VFbllcz9nEJGcTGlODrVVVaaUrxWFxi6ePLL2VQ4uXYr4+9Nr0iT7iW3wDwykS48ebrUoDv/wA0c3bnR4Sq8ziB4+nMqiohbvZy5ejPj7N3vgkzcQ3qcPACWHDplSvlYUmhbxVQXhDRZU1rJlxI0fT6eIiFbndfeiu/V//SshsbEM/dWvXFZn9PDhzW9tanDou++IO+ecNv09PQHrQVXFWVmmlK8VhcYu3vDiNANPDWZX5OdzbPNmkiZPblP+0Lg4t1kUR9avJ3vlSsY++aTpx4XaEj1iRIv/z7rqavK3byfunHNc1h5nY7Uoig8eNKV8rSg0LdKw4M7HLAvrgjtP7feh1FRQqtXxCSuh8fGNLApX9nPTG2/QKTKSEb/+tcvqBAju2pWYs5o/ovTE7t3UnTpFzJhmT0HwCkLj4vAPCjLNotArszV28TWLwtP7u2/+fLr06EHM6NFtyh8aF0dlfj511dX4BwW5rL/lx4+T8fXXjHr0UYJCQ11Spy0JF1+M5Ty1xhxZtw6Aniaf6WAm4ufHDYsXE9G/vynla4tCo2mCp1oSYDkw58DChaTcdRd+/v5tKqNhimxeHuC6/u6ZPZv6mhqGP/CAS+prysCbb2pWnrVkCRH9+jW4b7yV3pMmtXi6YXtx5MzsRBH5XkT2iMhuEXnckL8mIntFZIeILBCRCJs8w0XkJyP9ThHpZMjHGJ8zRORt4zxuRCRSRFJFZL/xu5shFyNdhlFP24ZQmjbRsHusB784zcCTd4/d89FH1NfWtmunUOuU1HLD/eQKi0Ipxc733yf+vPMaTmZzNeE2+yBVnDgBWBRv9ooV9JkyxSP/356CIxZFLfCkUioFGA88IiIpQCowVCk1HNgHPAsgIgFYjkF9SCk1BLgIqDHKegd4AEg2fqzRuGeAFUqpZGCF8Rlgik3aB438Ghfj6a4YX8H6so0799x2vWytiqLUhQHtnNWrKUxPZ5ibrImmLLjqKooPHeKnF1+krqaG0Y895u4meTSOnJmdB+QZ16UikgbEK6WW2yRbD1jtusuAHUqp7UaeAgARiQW6KqXWG59nA9cBS4BrsSgUgFnAD8DThny2sgxp14tIhIjEGm3SmIyvBrM91ZLKXbOGwvR0Lv/gg3aVE5qQAEDp4cOAa/q56fXX6RQZycCbbza9rpaw7efRn39mhjGldMRvfkO35GQ3tco7aFUwW0SSgFHAhia37gU+N64HAEpElgHRwByl1KtAPJBjkyfHkAHE2Lz8jwIxxnU8cLiZPI0UhYg8iMXioJcDh7doWoevWRSe2F+lFKuffZYuPXow8JZb2lVW56gogsPDKcrIsJRtcn/zd+7kwDffcO4LL5i+AeCZsO3ntO3byfnxR4qzsjj7mWfOkEsDrVAUIhIKzAeeUEqV2Mifw+Ke+sSmzPOBs4AKYIWIbAaKHalHKaVEpFXfXKXUe8B7AGPHjvW8p1zjVXiaJQGw68MPyV27lstnzjzjudiOICJ0GzCAk/v2Aeb3d+PLLxMYGsqoRx81tR572PYzeuhQoocOdWNrvAuHZj2JSCAWJfGJUupLG/k9wFXAVPXLfyEH+FEpdUIpVQEsBkYDuUCCTbEJhgzgmOGasrqojhvyXCCxhTwak/FUF4zZeFowuyI/n1VPPUX8+ecz9J57nFJmt+RkTu7fD5hrURRlZbF3zhxGPPSQ28908ERL0VtwZNaTADOBNKXUdBv5ZOD3wDWGQrCyDBgmIl2MwPaFwB7DtVQiIuONMqcBXxt5FgJ3G9d3N5FPM2Y/jQeKdXzC9fjqA+YpCvKHp56iurSUS//zH6edk9BtwABKsrOpqax0SnktsfXttxE/P8Y88YSp9WjMxZFv3XnAXcDFIrLN+LkC+CcQBqQasncBlFIngelYVrZsA7YopRYZZT0MvA9kAAewBLIBXgYuFZH9wCXGZ7BYI5lG+hlGfo2L8PVgtidw+Mcf2TN7Nmf97//SPSXFaeV2HzoUlKJg927T+ltdWsrODz5g4C23EBYfbz+DyXjS/9XbcGTW0xqa305r8RnyfIxlimxT+SbgNMegMTPqtG0wDXfWI/baqDEXX7MoPKm/G156iZDYWMb/8Y9OLTd6xAgA8rdvp+sI5ykgW3Z9+CHVJSWMfvxxU8pvLZ70f/U29MpsTYt0tBGYUoo9H3/MN7fdxtrnnz9jOk8gf8cODi5fzqhHHyWwc2enlm099e349u2m9FfV17Pl7beJO+ccYseNc3r5bcFT/q/eiN7rSWOXjvKAbXn7bb638ZWPevRRunTvflo6Twlm//zaawSGhDDyN79xetni50fMmDHkrV9vykj70IoVFGVkcN6LLzq97LaiLYq2oy0KjV06wgOmlGLrP/5BwgUXMG3bNgAyFiywm8ddlBw+zN45cxj+wAN06tbNlDoSJkzg2JYtVJeVOb3sne+/T6fISJJvuMHpZWtcj1YUmhbpSMHsvA0bKDpwgKG/+hXRw4fTOSqKvA1N141a8IT+7pk9m/raWkaZuLVEwoUXourqOPzjKqeWW3HiBPsXLGDItGkEBAc7tez24An/V29FKwqNT7Dn448J6NSJ5BtuQESIGTuWoz+fvuU0uN+CUkqxe/ZsEi68kAgTdzRNvPBCOkVGkj5vnlPLte4SO+z++51abntx9//Vm9GKQtMiDQvuOsADlvntt/SZMoXgrl0BiBkzxnJgTXX1aWmt/XZXjOLozz9zct8+htx1l6n1+AcFMfCWWziwaJH9xA6ilGLH++8Td845dB8yxGnlOgNtUbQdrSg0dvH2B6w0J4eSQ4dIuPDCBlm3AQNQdXWmHUbfHnbPnk1Ap04MuKn58xOcyeCpU6l14qK7vA0bKExLY+i99zqtTI370YpC0yINMQovtyhy164FIP788xtkEf36AXDS2BjPFmt/3aEg66qrSZ8zh37XXktweLjp9cWfey6RgwY6rbxdH3xAQJcuDLr1VqeV6Sy8/XvsTrSi0NjF2y2K3DVrCAwJoYexyAx+URRFBw6clt6d/c1asoTKggJSTHY7WRE/P0b/z/84pazq8nL2zpnDwFtuISgszCllOhNv/x67E60oNB2e3LVriR0/Hr+AX5YNhfTsSUCXLhQ3pyjcOPJM+/RTOkdHk3TZZS6rs8+VVzilnH3z5lFdWtqu0/fMRFsUbUcrCk2LdIRgdnVZGfnbtxN37rmN5CJC1169KDl8+LQ87gpm19fWcnDZMvpfcw3+gYEuq9cZZ0TU1dSwefp0ug0YQPx55zmhVc5HWxRtRysKjV28+QE7umkTqr6euPHjT7sXGhfXcG60J3Bk/XpOFReTNHmy/cQmUdbGv8ePTz9N/o4dXPDKK25f0a5xPlpRaFqkIwSzrYvqejaz31BoXFyzL0Z3BbP3zZuHf3AwSZde6tJ6bf+/OatXt5xOKdLnzWPRnXdy4NtvAaipqCD14YfZ/OabjH7sMZKvu8709rYVb/4euxu915PGLl5tUWzcSES/fs3u6RQaH0/ZkSMopRqNgt3R3/q6OtLnzqXvFVe4ZLaTLbb9zfnxxxZnLKX++tfsmDEDgP3z53PR9OnsX7CAQ6mppNx1Fxe+/rpL2ttWvPl77G60RaHp0ORt2EDs2Wc3ey80Lo76mhoqT5xoJHfHyDNn9WrK8/IYeNttLq+7kUXx44/Npjm2dSs7Zsxg1G9/y0O5uXQfNozvHn6YQ6mpXD5zJlfMnu3SuEpb0BZF29EWhaZFvD2YXZqbS1lubouKIiQuDrD45btERzfI3RHMTp8zh8CQEPpeeaXL6rRiO9I+sWsXlQUFdI6KapRm+7vvEtC5M+e9+CKdIiKYumED2StX0jkqih4jR7q6yW1CWxRtx5GjUBNF5HsR2SMiu0XkcUP+mojsFZEdIrJARCIMeZKIVNqchveuTVk/iEi6zb0ehjxYRD4XkQwR2SAiSTZ5njXk6SJyubP/ABr7eOsDdmTdOgBimwlkAw2nrrU1gOss6mpq2DdvHv2uvpqgkBC3tgUs605sqS4rI+3TTxl4yy10iogALEq096RJXqMkNO3DEddTLUMzeE4AACAASURBVPCkUioFGA88IiIpQCowVCk1HNgHPGuT54BSaqTx81CT8qba3DtuyO4DTiql+gNvAq8AGPXcBgwBJgP/FhH/tnVV01q8PZids3o1AV260GPUqGbvN1gUubmN5K4OZmevWEFlQQGD3OB2gsb/34DOnclc3PjwyvS5c6kpK2P4Aw+4umlOxVu/x56AXUWhlMpTSm0xrkuBNCBeKbVcKVVrJFsPJLSjHdcCs4zrecAksbylrgXmKKVOKaWysJyd7RnHZfkQ3mpR5K5eTdw557ToOw+NjQVOtyhc3d+9c+YQHB7utmmxtv0dcPPN7P3ss0ZnVOx8/30iBw8+bS2Kt+Gt32NPoFXBbMMlNApoupH/vcASm899RGSriKwSkQlN0v7XcDv9SX5xAscDhwEM5VMMRNnKDXIMmcYFePODdaq4mOPbtzfa36kp/kFBdI6OPm0thStHnrWnTrF/wQL6X3+9285usO3viAcfpLq0lPS5cwE4sXs3R376ieH33+/16yO0RdF2HFYUIhIKzAeeUEqV2Mifw+Ke+sQQ5QG9lFKjgN8Bn4pIV+PeVKXUMGCC8eOUDW1E5EER2SQim/Lz851RpMYGb3zActetA6VImNB0nNKY5tZSuDKYfXDpUqpLStzmdoLGA4K4c88lasgQ1v7pTxSkpbFp+nT8AgNdtveUmXjzwMfdOKQoRCQQi5L4RCn1pY38HuAqLApAARhuogLjejNwABhgfM41fpcCn/KLGykXSDTKDADCgQJbuUGCIWuEUuo9pdRYpdTYaJvZKxrn4I0P2KHvvsM/KKjFQLaV0Ph4SnNyXNSq09k7Zw6du3en18UXu60NtogIV332Gaq+nv+mpLDrgw8Y9cgjjWaFaXwPR2Y9CTATSFNKTbeRTwZ+D1yjlKqwkUdbA84i0hdIBjJFJEBEuhvyQCwKZpeRbSFwt3F9E7DSUDwLgduMWVF9jLI2tqfDGsfx5mB25jffkDhxot1ZROFJSZQcPNhI5qpgdnV5ORkLFzLgppvcugah6f83etgw7vjpJ1LuvJOL3niDi954w00tcy7e+D32FBxZR3EeFhfRThHZZsj+ALwNBAOpxgtlvTHD6QLgRRGpAeqBh5RShSISAiwzlIQ/8B0wwyhvJvCRiGQAhVhmOqGU2i0ic4E9WNxbjyil6trbaU3HpjA9nZP79zP68cftpg3v25eqkyepOnmSTt26Aa6zoDK//ZbaigoGuvnshub6G56UxBUffeSG1piHN1rGnoJdRaGUWgM056xd3IwMpdR8LG6qpvJyYEwLeaqAm1u49xLwkr12apxPw4I7L3vADnzzDQB9r7rKbtqIvn0BKM7K+kVR4JoYxd45cwiJjbUbRzEbXxlp+0o/zUBv4aGxi7c9YAe++Ybo4cMJ793bbtpwQ1HYHmDkCgV5qriYrMWLGXjLLfj5u3dpkLcNBNqKr/TTDLSi0NjFmx6wysJCcteupd/VVzuUPrxPHwCKMjNPu2emgtz/1VfUVVe7dbaTRuMoWlFoWsQbg9lZS5ag6uocVhTBXbvSuXt3im0URUMw28R+7/noI7r27t3iPlSuxLaf3jQoaC3e9D32NLSi0HQoDnzzDV1iYuh51lkO5wnv27exojD5ZZm5eDHZK1Yw4je/8YhFbLb97cgv046sBM1GKwpNi3hbMFvV13No+XL6TJmC+Dn+1Y7o27dxjMLE6bHHt29n0R130H3YMMY4MCvLFWiLQmMPrSg0dvGWB+zEnj1UnTxJ4kUXtSpfRL9+lGRnU1dT00ju7H6X5uQw77LLCOralRu+/ZaATp2cWr5GYxZaUWhapCFG4SWjzFzjGM+EM+zv1BwR/fuj6uoaFt6ZZUmt+t//pbqkhJuWL6drr15OLbs9aNeTxh5aUWjs4i0vj33z5xPRr1/DlFdH6TZgAACF+/YB5gSzy48dI/2LLxj56KNEDRrktHKdgXY9aeyhFYUPUlVUxMZXX6X8+HH7ib2EY1u3kr1yJYOnTm11gDhy4EAATloVhQkvy/TPP0fV1THk7rvtJ3Yx2qLQ2EMfhepjqPp65k+ZQt769WSvWMFNy5a1nNZLgtkV+fksuv12QmNjGf3YY63O3zkqik6RkZxMTwfMCWanffYZ0cOHEz10qNPKdBbaotDYQ1sUPsa+L78kb/16wvv04eDy5Q5ZFZ78gBVlZfHhsGGc3L+fKbNmnXbWs6N0HzaM49u2NZI5q99FWVnkrV/PoNtvd0p5Go2r0YrCx9j+zjt0tdnwren5yLZ4QzB77R//SG1FBVM3bKD3JZe0uZyeY8dyfNs26mpqnG5JWQ8Bcvfmfy2hXU8ae2hF4UOUHztG9sqVDL3nHnqedRYBnTpxZN06dzerzVSXlrJ/wQIG33knPceObVdZPceOpe7UKU7s2uX0l+Xezz4jdvx4IoztQjwN7XrS2EMrCh8ia+lSAPpdfTX+QUFEJCdTaPjlm6NhZO2hD9iBb76htrKSwXfc0e6yokeMAKBg926n9rsgLY387dsZ7MFuJ21RaOyhFYUPkbVkCV1iYugxciQA3ZKTKdq/324+T33A9s2bR2hcHPHnntvusiL69UP8/SlMT3dqMHv7u+/iFxjosW4n0BaFxj5aUfgI9bW1lu0tJk9u2N6iW3IyRZmZ1NfWnjGvJz5g1WVlZC1ZQvKNN7Zqu46W8A8KIqJvXwr37m2QtbffNZWV7J41i4E330xITEx7m6jRuA2tKHyEvI0bqTp5kj5TpjTIuiUnU19TQ0l2drN5PDmYnbV0KbVVVQy46SanlRk5aBAFaWlOC2ZnfPUVp4qLGXb//c5onmlo15PGHo6cmZ0oIt+LyB4R2S0ijxvy10Rkr4jsEJEFIhJhyJNEpFJEthk/79qUNUZEdopIhoi8bZzHjYhEikiqiOw3fncz5GKkyzDqGW3On6Hjk7VkCeLnR+9LL22QhRnbSJTl5rqrWW0mZ9UqAkNCnOJ2shI9YgSFe/dSW1PtlPJ2z5pF1969SbzwQqeUZxba9aSxhyMWRS3wpFIqBRgPPCIiKUAqMFQpNRzYBzxrk+eAUmqk8fOQjfwd4AEg2fiZbMifAVYopZKBFcZngCk2aR808mvaQNaSJcSOH0/nyMgGWUjPngCU5eU1m8eTg9m5a9cSe/bZ+AU4b81o7LhxqLo6yo8fA9rX79LcXA6lppIybZpTXGNmoi0KjT3sfoOVUnlKqS3GdSmQBsQrpZYrpazO7fVAwpnKEZFYoKtSar2y/MdmA9cZt68FZhnXs5rIZysL64EIoxxNKyg/doxjmzc3cjsBhMRa/pTlLSgKK572gFUVFZG/fTvxrdz8zx7WMyysf4/29HvPRx+h6usZMm2aU9pmJr5oUXTkfppBq4Y6IpIEjAI2NLl1L7DE5nMfEdkqIqtExHpyfDyQY5Mmx5ABxCilrG+ro0CMTZ7DLeSxbdeDIrJJRDbl5+e3pks+wUFjm46miqJzVBR+gYGUHz16xvyeNso8/P33qPr6di2wa46Qnj2JHDiQksOWmE1b+11fW8uO994jYcIEuvXv78wmajRuwWFFISKhwHzgCaVUiY38OSzuqU8MUR7QSyk1Cvgd8KmIdHW0HsPaaNUTqpR6Tyk1Vik1Njo6ujVZfYKsJUvo0qMHMaNGNZKLCCE9e7ZoUXhqMPvg8uUEhoYSO36808tOuvxySo2YTVv7vW/+fIqzshjzu985s2mm4Yuup47cTzNwSFGISCAWJfGJUupLG/k9wFXAVOMFj1LqlFKqwLjeDBwABgC5NHZPJRgygGNWl5Lx27oBUS6Q2EIejQPU19ZycPlykmymxdoSEhtr1/XkaRxKTaXXxIn4BwY6vexeF19MfV1dm/MXZWay7oUX6DZgAP2vucaJLTMPX3HJ+Eo/zcCRWU8CzATSlFLTbeSTgd8D1yilKmzk0SLib1z3xRKIzjRcSyUiMt4ocxrwtZFtIWDdf/nuJvJpxuyn8UCxjYtK4wAHvv2WqsJCBtxwQ7P3Q3r29KpgdlFWFkUHDtD7sstMKT/2nHMarlvb7+yVK/lw2DBKDx/mounTPT6IbcVXRtq+0k8zcGTKyHnAXcBOEbFur/kH4G0gGEg1XBTrjRlOFwAvikgNUA88pJQqNPI9DHwIdMYS07DGNV4G5orIfcAh4BZDvhi4AsgAKoBfta2bvsv2d94hLCGBvlde2ez90NhYu/s9edLoK++nnwBImDDBTsq2EdKjB0HhXYESu/0uPniQ7BUryF65kvraWtLnziWiXz9u/eEHwhLOOLfDo/CVkbav9NMM7CoKpdQaoLmTYBa3kH4+FjdVc/c2AadtyG+4qiY1I1fAI/baqGmeogMHOLh8Oee+8EKL00hDYmOpPHGCupqaFl05njT6OvrzzwR07kz3IUNMqyMiuT+whZrKihbTpH/xBd/efjuqrq7Bchj16KOc83//R5fu3U1rm0bjDvTBRR2Y7e+9h/j7M+y++1pMY50iW3Hs2Gmj4NaeFOcK8jZuJGb0aKeun2hK5OAU2LeFsiNHmr1fXV7OikcfpceoUVz67rvEjBpFXU0NAcHBprXJTHzFJeMr/TQD73CialpN2ZEj7PjPf+h/7bWExZ82o7iBUENRtBSnAM8x0+trazm+dWvDegezCOoaBkBZC9OG0z7+mIrjx5k4fTo9x4xB/Py8VkmA77hkfKWfZqAVRQflp7/+ldqqKi54+eUzpjvTojtPC2af2L2b2spK0xWFtd+VhQVUFhScdn/nzJl0HzrU6Qv+3IWvjLR9pZ9moBVFB6S6tJQ9H33EwFtvpVty8hnTWrfxONMUWU8ZfR39+WcA0xWFLVlLljT6nL9zJ0d//plh993nka45jcYMtKKww9FNm/jhqafsrl72JNI++4yasjJGPvSQ3bRdjO2vy48dO+1ew4I7Dxl9Hd+2jaCwMCL69TO1Hmt//YKDyVi4sNG9nTNn4h8UxOA77zS1Da7EV1wyvtJPM9DB7DNQfvw4cydNorqkhCPr1nH72rUeP4qsq67m59deI3rECIdWLvsHBtK5e3evWHSXv3073YcNM319gvUlEhLTg4PzllJ76hQBwcHUVFay56OP6H/ddR1qZpOvuGR8pZ9moC2KM/Dza69RU17OqN/+liM//cTRjRvd3SS7bHz1VYoyMrjg5ZcdVmohPXs2azE561wGZ6CUIn/HjoYjS02ty3iJdI6Jobq0lMxFiwDY9PrrVBUWMuq3vzW9Da7EV0bavtJPM9CKogVqT51i5/vvM+DGG5nw0kv4BwWRPm+eu5vVIkoplj/4IGv/9Cf6XnklfSZPtp/JoCVF0VC2B4y+Sg4dorqkhB6uUBTGS6RTVBShcXFseestTmZksOHll0m+8UYSOkgQ24qvjLR9pZ9moBVFCxzbtIlTRUUMuv12gsLCiB45siGY6onsnTOHHTNmMOq3v+Wqzz5rVd6Q2NgzKwoPGH3lb98O4BKLogGBc59/npzVq5mZnIx/UBAXvvaa6+rXaDwEHaNogZw1awCIP+88wDLTZveHH1JfV4efv787m3YatVVVrH72WXqMHMnFb73Vah9+SM+eVBw9ilKqkbvKOuryhNHX8e3bQYTuQ09b2O90bPttPcb0+PbtjHr0USL69DG9flfjKy4ZX+mnGWhF0QI5P/5I5MCBdDG2LY8ZM4Zt//oXRQcOEDlggJtb15jds2dTcugQkz/4oE2B3pCePamtqqK6pITg8PAGuSc9THkbNhA5YABBoaGm12XbbxFh+AMPmF6nO/EVl4yv9NMMtOupGepqashZtYpek37Zfqp7SgoAhXv3uqtZLZL26adEDh5M4sSJbcrf0pGoDSNrNyuMmooKDq9cSdLll7ukPk/pt6vwlZG2r/TTDLSiaIa89eupKS+n96WXNsgiBw0CoCAtzV3NapaCtDRyVq1i8B13tHnqbsOiuyZxCk9ZmZ25eDG1VVX0u/pql9TnSS43V+ArI21f6acZaEXRDIe++w7x8yPxoosaZMHh4YTExlLoYYpi46uvEtC5MyMcWFzXEl0MRVHRQkDb3aOvnTNmEJaQ0GaLqa24u98ajaegFUUzHPruO3qedRadIiIaybslJ1OcmemmVp1O2ZEjpH3yCcPuv79dC8CsGwOeZlF4wMg6f8cODi5fzvAHH3TZJAJPsaRcha+4ZHyln2agFUUTThUXk7dhA70vueS0e1179aLk8GE3tKp59s2fT31NDaMead+RHcEREfgHBbXoenIXSilWPf00QV27MurRR11Xr48oCCu+4pLxlX6agZ711ITDq1ah6uoaxSeshCUmUpab6zFTZPd/+SVRQ4YQOXBgu8oREbo0s+jO3UHdnNWrObh0KRe98QadunVzWb2etCLdFfjKSNtX+mkGjpyZnSgi34vIHhHZLSKPG/LXRGSviOwQkQUiEtEkXy8RKRORp2xkB0Vkp4hsE5FNNvJIEUkVkf3G726GXETkbRHJMOoZ7byuN0/GV18RGBra7D5JYYmJ1NfUUNHMBnqupiI/n5wffyS5hbOwW0tzq7Pd7YLZ+MordI6OZsRvfuPSej3B5eZKfGWk7Sv9NANHXE+1wJNKqRRgPPCIiKQAqcBQpdRwYB/wbJN80/nlTGxbJiqlRiqlxtrIngFWKKWSgRXGZ4ApQLLx8yDwjmPdahvVZWWkz53LoNtua/YgmrDERABKPcD9lLloEaq+nuTrr3dKeSE9e7a4MaA7Rl/5O3eStXgxox97jMDOnV1eP+hRp0Zjxa6iUErlKaW2GNelQBoQr5RarpSqNZKtBxrO0RSR64AsYLeD7bgWmGVczwKus5HPVhbWAxEiEutgma3m4PLl1JSXM3jq1GbvWxWFJ8Qp8jZuJKhrV6ftfdSsReGmUZdSig1/+xuBISGMfPhht9TvS/iKS8ZX+mkGrQpmi0gSMArY0OTWvRjWg4iEAk8DLzRThAKWi8hmEXnQRh6jlLIOZ48CMcZ1PGD7Vs4xZE3b9aCIbBKRTfn5+a3pUiMOLFxIp27dWtz0zZMsiuNbt9Jj1CinbbkdEhtLRX4+9bW1DTJ3uJ5UfT2pDz3E3jlzGP3YY3SOjHRZ3Q1t0K6nDomv9NMMHH7LGApgPvCEUqrERv4cFvfUJ4boeeBNpVRZM8Wcr5QajcWl9IiIXNA0gbL8N1v1X1RKvaeUGquUGhttbLnRWupra8n89lv6XnklfgHNx/g7detGYEiI2xVFfW0t+du3EzNqlNPKDOnZE5SiwkbRujqYrZRi3YsvsuO99xj39NOc/9e/uqTe5tph+7uj4ysjbV/ppxk4NOtJRAKxKIlPlFJf2sjvAa4CJqlf/vJnAzeJyKtABFAvIlVKqX8qpXIBlFLHRWQBMA74ETgmIrFKqTzDtXTcKCsXSLRpSoIhczpHfvqJyoIC+l1zTYtpRISwxERKsrPNaILDFKanU1tZSY/RzovtN2zjceRIw7oKV1sUez76iJ9eeIF+11zDhL//3W2HRGmLomPiK/00A0dmPQkwE0hTSk23kU8Gfg9co5SqsMqVUhOUUklKqSTgLeBvSql/ikiIiIQZeUOAy4BdRraFwN3G9d3A1zbyacbsp/FAsY2Lyun0vuQSu/sJhSUmut2iOL51KwA9nGhRhCclAVCclXXaPVeNvnbMmEFE//5ct2CBR5wkqEedGo0FRyyK84C7gJ0iss2Q/QF4GwgGUo2Her1S6kz7SMQAC4y0AcCnSqmlxr2Xgbkich9wCLjFkC8GrgAygArgVw72q9UkTJjAzampdtOFJSZyYtcuu+nM5NiWLQR06kSUsf+UM4jo3x+AooyMBpkrR10n9+8nd80aJrz8sulHndrD1xSEr7hkfKWfZmBXUSil1gDNDe8WO5D3eZvrTKDZKTpKqQJgUjNyBbRv2bGTCUtMpPzoUeqqq/EPCnJLG45v3Ur34cNbjKW0haDQUEJ69mysKFzoetoxYwbi50fKnXeaXpc9tOupY+Ir/TQDvYVHK+naqxcoRdmRI26pXynF8a1biXFifMJKRP/+nGzGojB79FV+7Bhb//EPBt12G2Hxp01qczk6mN0x8ZV+moFWFK2kYS2FmwLaxVlZnCouNk1RFO3f3/DZVRbFwWXLqK2qYuxTT9lP7AK0RdEx8ZV+moFWFK3E3WspjqxbB0DM2LF2Uraebv37U3bkCNXl5Y3kZo++sr//ns5RUU5bPOgs9KhTo7GgFUUrcbeiyF65kk6Rkaa8VCOSkwEatlJ3xairrqaGzEWL6DVpktuD2FZ8TUH4ikvGV/ppBp7xZHoRQSEhdOrWzS2KQinFoRUrSJw40ZSXarcmM59c4XrKWrKEyvx8UqZNM62O1qJdTx0TX+mnGWhF0QbCevVyi6IozsykNDubXhdfbEr5Ef36AZapquCaYPaBb74hODycpMsuM62O1qKD2R0TX+mnGWhF0QbctTr70IoVAKYpiuDwcDpHRzeaIgvmjb6UUhxctoxekybhHxhoSh3tQY86NRoLWlG0AXetzs74+mu69u7d7oOKzkQ3mymyZo+6TuzeTenhw/SZPNnUelqLrykIX3HJ+Eo/zUArijbQNTGRqsJCaioq7Cd2EqeKi8n+7juSb7zR1O0tIpKTf4lRmOx6yly0CIA+V1xhSvltRbueOia+0k8z0IqiDbhj5lPmokXUVVcz4MYbTa2nW//+lB4+TE1FhenB7Mxvv6XHqFEescjOFh3M7pj4Sj/NQCuKNuAORZH+xReExMYS18wRrc4k2ph2m799u6kWRWVBAUfWraPvVVc5vez2oi2Kjomv9NMMtKJoA2G9egGuW51dWVhI5qJFDLrtNtPXGsSMGQPA0U0NR5qbMvrav2ABqr6e/mfY1t3d6FGnRmNBK4o2EBYfDyIusyj2ffEF9TU1pNx1l+l1hcbF0SUmhqObNpk66tozezaRgwY1KCZPwtcUhK+4ZHyln2agFUUb8A8KIiQmxmWKYs9HHxGVkkKPkSNNr0tE6Dl2LMc2bzbN9VSUmUnO6tUMmTbNI86daIp2PXVMfKWfZqAVRRtx1VqKysJCctetY8DNN7vspRozZgyFaWkoVQ84f/S156OPQITBU6c6tVxnoYPZHRNf6acZaEXRRroNGEBherrp9RxavhyUovcll5hel5WeY8ei6uupq6kFnDv6Ukqxe/Zsek2caNmy3QPRFkXHxFf6aQZaUbSR7kOGUJqdzamSEtPqKMrKIvWhh+gcHU3suHGm1dOU+PPPR/z8qK+pAZw7+jqybh3FmZkMuftu+4ndjB51ajQWHDkzO1FEvheRPSKyW0QeN+SvicheEdkhIgtEJKJJvl4iUiYiT9nIJotIuohkiMgzNvI+IrLBkH8uIkGGPNj4nGHcT3JWx9tL96FDASjYs8eU8ne8/z5zzj+f+ro6blu1yqWn6XXq1o3Y8eOpq6l2etm7Z88moEsXkm+4wellOwtfUxC+4pLxlX6agSMWRS3wpFIqBRgPPCIiKUAqMFQpNRzYBzzbJN90YIn1g4j4A/8CpgApwO1GOQCvAG8qpfoDJ4H7DPl9wElD/qaRziOIGjIEwJTzs0tzclj+wAOUHTnCZe+9R9TgwU6vwx59pkyhvq4OcJ6ZXltVRfrnnzPgxhsJCg11SplmoF1PHRNf6acZ2FUUSqk8pdQW47oUSAPilVLLlVK1RrL1QII1j4hcB2QBu22KGgdkKKUylVLVwBzgWrFEaC8G5hnpZgHXGdfXGp8x7k8SD5kmE56URECXLqYoiv1ffgnA7WvWMPj2251eviP0mTwZZfylnTX6ylq6lFPFxS6Z5tsedDC7Y+Ir/TSDVsUoDNfPKGBDk1v3YlgPIhIKPA280CRNPGA7nzTHkEUBRTZKxypvlMe4X2ykb9quB0Vkk4hsys/Pb02X2oz4+RGVkkLB7t32E7eSffPm0X3oUOLPO8/pZTtKzOjRYOhkZz1Umd9+S3B4OIkXXeSU8sxCWxQdE1/ppxk4rCgMBTAfeEIpVWIjfw6Le+oTQ/Q8FjdSmRPbeUaUUu8ppcYqpcZGR0e7qlq6Dx1K/s6dTv3SlR89Ss6aNQy46SanldkWxM8Pv4AAywcn9E8pRebixfS+7DKP3FJco9G0jEOKQkQCsSiJT5RSX9rI7wGuAqaqX96WZwOvishB4AngDyLyKJALJNoUm2DICoAIEQloIsc2j3E/3EjvEcSOG0fFsWMNB/04g/0LFoBSblcUABLgD0DlyZPtLuv41q2U5+XR98or212W2WjXU8fEV/ppBo7MehJgJpCmlJpuI58M/B64RinVsN+2UmqCUipJKZUEvAX8TSn1T+BnINmY4RQE3AYsNBTM94D1zXg38LVxvdD4jHF/pfIgmzHJOEcha8kSOykdZ9+8eUQOGkRUSor9xCYj/hZFUeEEd17GwoUgQp8pU9pdltlo11PHxFf6aQaOWBTnAXcBF4vINuPnCuCfQBiQasjePVMhRozhUWAZloD4XKWU1cH/NPA7EcnAEoOYachnAlGG/HfAM3gQEX36ENG/P9krVzqlvIr8fA7/8AMDTD5zwlGsweyKE+1TFEop9n76Kb0mTiSkRw8ntMxctEXRMfGVfppBgL0ESqk1QHNvrcUO5H2+yefFzeVTSmVimRXVVF4F3GyvHneSMGECBxYuRNXXt3tn14yvv0bV13uE2wl+eZjaqyiO/vwzJ/fvZ9yzTWdQeybaouiY+Eo/zUCvzG4n8RMmUFlQQMHeve0ua9+8eUT069dwJoSncKqomOrS0jbn3/PxxwR06sQAD15kp9FoWkYrinaScP75AOSuWdOucqpOniR7xQrTjzptDQ0ja7FYBW2hrqaGvXPm0PfqqwkOD3dm80xDu546Jr7STzPQiqKdRPTvT5eYmHYrioyFC6mvrfUYtxM0fpjyNjRdOuMYh1JTqczPJ+XOO53VLNPRrqeOia/0btz40wAADARJREFU0wy0omgnIkLCBReQvWJFu758++bNI6xXL3qOHevE1rUPa38Cu4a1WVHs+fhjOkVG0seYIeYNaIuiY+Ir/TQDrSicQN8rrqDsyBGOb9vWpvynSko4tHw5A266yWPcTrZ0ioriyPr1rVaElQUFZCxYwMBbb3XppobOQo86NRoLWlE4AevagEOpqW3Kv+u//6WuuppBt97qzGa1G+uoq3P3KCqOHWv2oKaCvXtbPDZ1x4wZ1FZVMfLhh01vqzPxNQXhKy4ZX+mnGWhF4QRCYmII79uXvI0bW523rrqaTa+/TsIFF7j0zAlHsD5MnaIigdPjFKeKi/n0nHP4+Kyz+OTss8lZvbrhXl1NDVv/+U96X3IJ0caW7N6Cdj11THyln2agFYWTiB03jqN2FMXx7dv59vbbWfv889QZhwKlffoppTk5jHvGo9YSAr88TEHh4QR06kTe+vUN9+rr6lh8112cKipi8NSplB4+zNxJk/j47LNZ/7e/8e1tt1GWm8vYp55qqXiPRQezOya+0k8zsLvgTuMYsePHs3fOHIoPHiQ8Kem0++XHj/P5RRdRU1ZGfW0tJ9PTmTJrFhtfeYXoESM8Mtjb8DCJEDNmTCOLInvFCg588w3nvvAC5/75z5QdOcLmt94ic9Ei1jz3HH6BgZz97LP0ufxyN7W+7WiLomPiK/00A60onETvSy8FLHGK4Q88cNr9DS+9RE1ZGXfv2EHGwoWsfuYZsleupOL4ca798kuPDGLb0vPss9n+739TV12Nf1AQu2fPJjgignFPPw1AaFwcF776Khe88gqVBQUEhYYS0KmTm1ut0WicgXY9OYmowYMJS0jg0HffnXbvVHExO95/n8FTpxI1eDDjfv97Jr71FmGJiZzz5z+TfP31bmixfWxH1okXXEBtVRUHU1OpLi1l/4IFDLr1VgKCgxvlERG6dO/u1UpCu546Jr7STzPQFoWTEBHiJ0wgZ9UqlFKNLITDq1ZRW1HB0HvvbUg75vHHGfP44+5qrkPYvjD7XHEFoXFxbP3HP8hesYLaigqG3H23nRK8E+166pj4Sj/NQFsUTiT+/PMpO3KEkkOHGslzVq/GPyjI42Y12cP2hekfGMiIhx7i4LJlbH7zTUY+8ghx55zj5haag7YoOia+0k8z0IrCiViPLm26nUfu6tX0POssr3XHWB+q4b/+Nd2Sk+kxahQXvPKKm1tlHtqi6Jj4Sj/NQCsKJ9J96FCCunYld+3aBll1WRlHN20i4cIL3dgy5xDSowf37dvHtC1bCAoJcXdzNBqNi9CKwon4+fsTd845jSyKI+vWoerqSPQyReHLoy/teuqY+Eo/zUArCicTf/75nNi1iyrjnOnDP/yAX0AAceee6+aWtQ5ffqi066lj4iv9NANHzsxOFJHvRWSPiOwWkccN+WsisldEdojIAhGJMOTjbI5M3S4i19uUdVBEdhr3NtnII0UkVUT2G7+7GXIRkbdFJMOoZ7Tz/wTOxRqnOPLTT4BlxlPM2LEEhYa6s1mtxpcfKm1RdEx8pZ9m4IhFUQs8qZRKAcYDj4hICpAKDFVKDQf2AdZzLncBY5VSI4HJwH9ExHYa7kSl1EillO1+2s8AK5RSycAKfjkbewqQbPw8CLzTlk66kp7jxuEfHEzW0qVUFRVxdONGEi+6yN3NajW+/FBpi6Jj4iv9NAO7ikIplaeU2mJclwJpQLxSarlSqtZIth5IMNJU2Mg7gUP/kWuBWcb1LOA6G/lsZWE9ECEisQ6U5zaCQkLoe+WVpM+dy75586ivraX/tde6u1kajUbTZqQ1o0URSQJ+xGJJlNjIvwE+V0p9bHw+G/gA6A3cpZRaYMizgJNYlMd/lFLvGfIipZTVdSXASaVUhIh8C7yslFpj3FsBPK2UanBbGfIHsVgc9OrVa8yhJusYHGFZxjJ+t/x3rc7XHDXl5ZQctLTBLyiQbv2TwbN36DgNpRRpJ9IACA0KpVd4Lze3yHUcKDzAqbpT+Ikfg7oPcndzTKewspCjZUcBSOyaSFhwmJtbZA755fnkV+QD0Du8NyFBHW/m3n2j7uN357TtPSYim5t4ehpweGW2iIQC84EnmiiJ57C4pz6xypRSG4AhIjIYmCUiS5RSVcD5/7+9+wuxogzjOP79kWlqmqmrSS7ZohFLmMViil6UUZhEVxJJlIUQURcGQWhB0F3d9EeIKDC66a+kJBGVWdBV1pr/26yNNmoxVwM3QzHNp4t5zzaZTe6fs9PO+X1gODPPzI7vc5zdZ9935uwbEd2SpgFbJH0dEZ/m/52ICEn96hemgvMSQFtb24D6lBPHTKS1qXUgX/pPTXD0vEs41nOIi6+Yw+gJI/Mbb+70uTRPbKart6vspgyr1qZWWia18P2R7xtmiGLq2KmcPH2S3hO9ZTelfppg2rhpHD91nKO/Hy27NXUxffz0upz3nAqFpPPJisSrEbExF78HuBW4Mc7SNYmIDkm/AVcB7RHRneI9kjYB88l6KAclzYiIA2loqSedohtozp1yZooNuYXNC9nQvKEepzYzG9HO5aknAeuBjoh4OhdfCjwC3BYRx3Lxy2s3ryVdBlwJdEkaL2lCio8Hbia78Q2wGaj94aCVwDu5+N3p6acFQG9EHBhwtmZm1m/n0qNYBNwF7JFUmxT6UWAdMIZsCAngs4i4H1gMrJF0EjgNPBARhyW1AJvSsaOA1yLi/XS+J4G3JK0CfgBuT/H3gGVAJ3AMuHcwyZqZWf/162b2SNDW1hbt7e3/faCZmfUpupntT2abmVkhFwozMyvkQmFmZoVcKMzMrJALhZmZFarcU0+SDpE9YjsQU4HDQ9ickcA5Nwbn3BgGk/NlEdF0th2VKxSDIan93x4Pqyrn3Bicc2OoV84eejIzs0IuFGZmVsiF4u9eKrsBJXDOjcE5N4a65Ox7FGZmVsg9CjMzK+RCYWZmhVwoEklLJe2X1ClpTdntGSqSXpbUI2lvLjZZ0hZJ36bXi1Ncktal92C3pGvLa/nASWqW9ImkryTtk7Q6xSubt6QLJH0uaVfK+YkUv1zStpTbm5JGp/iYtN2Z9s8qs/0DJek8STvStMmVzxdAUpekPZJ2SmpPsbpe2y4UZBcb8DxwC9AKrJA0RPOilu4VYOkZsTXA1oiYA2xN25DlPyct9wEvDFMbh9op4OGIaAUWAA+m/88q530CWBIRVwPzgKVpsq+ngGciYjbZfPWr0vGryOamnw08k44biVYDHbntqudbc0NEzMt9ZqK+13ZENPwCLAQ+yG2vBdaW3a4hzG8WsDe3vR+YkdZnAPvT+ovAirMdN5IXshkTb2qUvIFxwJfAdWSf0h2V4n3XOfABsDCtj0rHqey29zPPmemH4hLgXUBVzjeXdxcw9YxYXa9t9ygylwI/5rZ/SrGqmh5/TSn7M1Cbkb1y70MaYrgG2EbF807DMDvJ5pzfAnwHHImIU+mQfF59Oaf9vcCU4W3xoD1LNh3z6bQ9hWrnWxPAh5K2S7ovxep6bZ/LVKhWYRERkir5jLSkC4G3gYci4tc0DS9Qzbwj4g9gnqRJwCay+eorSdKtQE9EbJd0fdntGWaLI6Jb0jSyqai/zu+sx7XtHkWmG2jObc9Msao6KGkGQHrtSfHKvA+SzicrEq9GxMYUrnzeABFxBPiEbOhlkqTaL4T5vPpyTvsvAn4Z5qYOxiLgNkldwBtkw0/PUd18+0REd3rtIfuFYD51vrZdKDJfAHPSExOjgTuAzSW3qZ42AyvT+kqyMfxa/O70pMQCoDfXnR0xlHUd1gMdEfF0bldl85bUlHoSSBpLdk+mg6xgLE+HnZlz7b1YDnwcaRB7JIiItRExMyJmkX2/fhwRd1LRfGskjZc0obYO3Azspd7Xdtk3Zv4vC7AM+IZsXPexstszhHm9DhwATpKNT64iG5vdCnwLfARMTseK7Omv74A9QFvZ7R9gzovJxnF3AzvTsqzKeQNzgR0p573A4yneAnwOdAIbgDEpfkHa7kz7W8rOYRC5Xw+82wj5pvx2pWVf7WdVva9t/wkPMzMr5KEnMzMr5EJhZmaFXCjMzKyQC4WZmRVyoTAzs0IuFGZmVsiFwszMCv0Jw+gjjobcuqgAAAAASUVORK5CYII=\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -1548,19 +1470,13 @@ "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" + "R = 0.418\n", + "800\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -1574,13 +1490,13 @@ "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" + "[21, 121, 216, 312, 407]\n", + "[121, 312, 407, 216, 21]\n" ] }, { "data": { - "image/png": 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\n", 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ZUnNoHl1dMyRcJ/JpnTxqi3zC9akf13QqoZTxOPFYbIRalD/cFK5JEvmgFvmhoEUed4h8LBxGuCBckzrpmrUmqIKiEE8d76GoyKdODY7fp+Sxmy9cK/Kp1TUAEYXLKJ2qa+KRCDIeH8FW5Z6YQ7gG1BT5WMp4D9c4eZ14HRKuE/m4S518apLOEj/FHFGqk/cq2k9wWQmlrZ+eYIB4NKqcQckXrhN5y8m7LfEaDiclXlUNY6Q6ea+i/YT01TWqlQKbTt7sl3lHquKFOx+4TuStJdNc6OSFz2v9rarDTevkFRX51OoapCQejY5gq3KPUwklqLlP84HrRN6tide04RrFThSnOnmn7SrgVF0Dau5Tj7GINyRi8uZ2zeBokedw4lVVkTenciCQnHgF9QTBqU4e1OsnuOvCneTkjSkOVOtnvnCdyKcuCgzqO3lp1Ignzf+hqMN1qpMHNQXBKSYP6vW1f7hG3TxLPnCdyA8UrlG1hNJKRvrd5+RVvZhBmpg8KDe1QT8n7/da2zWD4zqRd+O0BubdS2qdPKgn8m5y8m6LyZsIv068DoUhLRrihBBiLvCgbdMM4P8BFcCXgSZj+/ellH/N9vuyxY2JV9PJJ4m8og7XaRZKUFMQ3BKucRoMBer1M19kLfJSyi3AYgAhhJfEYt2PkVju75dSyv/K9jtyiZPIe7xePH6/siJvCp/wucPJJ9Y9TQyUUfViBunDNart09SYPD4drhkKuQ7XfBjYIaXck+PPzRlO0xpAosJGVZGPDRCuUTF+6wZ3Cw5rFSva134jXrWTHxK5FvnLgPttf18jhFgnhPiDEKLS6Q1CiBVCiLVCiLVNTU1OL8kpTtMagNrrvFpO3u8wGEqxEyV1/V5VL2bgsnCN0Tc4bFZU3Kf5IGciL4QIABcBDxubbgNmkgjlNAA3O71PSnm7lHKJlHJJTU1NrpqTlphD4hVcIvIOJZSpI0RHO/1cn/FYtX6Cey5o/cM1Pmu7ZnBy6eQ/CrwjpTwIIKU8KKWMSSnjwO+BpTn8rmEzkJNXtoTSPBlcEK5JFT5PUN2a6n7VNYrWj/dLvPr1YKihkEuRvxxbqEYIMcH23CeADTn8rmHjlHgFtzh59cM1/crtjPitchczY61i1cM18VgMGY8nhWvQ4ZohkXV1DYAQohg4F7jatvkmIcRiQAK7U54bMZxmoQS3iLwLSijD4aSKE1XDNdZEe34/GF1TUeSdCiWEDtcMiZyIvJSyGxiTsu1zufjsXBMPhxFeLx6vN2m7v6iIUEfHCLUqv8Tc5OQjkeTKKaPPqrm+pEF9Cot8UnjVmFzTLCBQbZ/mC9eNeE1dTcdEaSdvOh4XiHyqk5fIxCpYirk+pwICFfepY3hVT1A2JFwn8qnrYpqoLPIxp3CNX83pWlOdvEQm1rNVTBAcp+dQMJnuOHjRr8M1Q8F1Ip+aqTfxFhQQ7esbgRblH2uov61OXng8ePzqrZWZ6uTjMm6tmKQSSTF5A5WdfFIIzpuQLdX2ab7QIm/gKyggpqjIWyNeU/IQKq4J2s/Jy4STV831OYVrPApO3OVY8iwEHp9PuX2aL1wp8qlTGoCagmdiOXlfssj7FOxz6sAZ08kr108HkRdCKNdXp3CNqndn+cJ1Ip86WMbE54JwjfAm725PIKBeTD4l56KqIDiJPKhnVgYSeZX6mU9cJ/KpImBiHjSqrXQPziNeQT1BgP4XcTPxqtqtvSV+iou800puqu7TfOE6ke83D4aBlbRS8MBJ5+RVDNe4zsmnjtxWrK92J28aMFX3ab5wncgPlHgFtZJWJqYgSBeEa1KdvKq39pbI+9S+O9PhmuzRIm+gYvmZiVWGprggQP/9q3p1jVA8BGcvoRRCAOru03zhOpGPpw57NzCdvIrJ13ROXsVwTeoc66re2scdRF5KqZzIO5VQqrpP84XrRN6VTt5h7howwjWK9befk0c94QPnSedU7KtTuEbFfuYT14l8umkNvCo7eXPdU+N218QbDCoXk3dMvCp4a+809kHFWHXaxKuC+zRfuE7k0yZeFXfyHr+fuIwnbVc1XOOGW3unmHxcxpWrrnEqoVR1n+YLLfIGppNXcWoDM04tSR4DoJrrg/5OXsU4NTg7eRX7anfySYlXxfqZT3IynzyAEGI30AnEgKiUcokQogp4EJhGYuGQT0kpW3P1ncMhXeJV6Zi8cWFLdfJexUoozdWSvIEAGF1V9db+8IjXZCevmvilK6H0K3bs5pNcO/mzpJSLpZRLjL+/B6ySUs4GVhl/jyiD1ckrGZM3nbxU28k7zVhoJulUu7V3dPIKJiQH2qcq9TOf5Dtc83HgbuPx3cDFef6+QUmbeFXYyccjEbwOMXnVThSr3M6hhFI1Jx8bKPGqUF8HKqFUbZ/mi1yKvAT+JoR4Wwixwtg2TkrZYDw+AIxLfZMQYoUQYq0QYm1TU1MOm+OMG528OfOm6uGamMNQfzNcEwuHlZqXyBQ4ewmlyuEaT2o/AwHl7s7yRc5i8sBpUsp6IcRY4DkhxGb7k1JKKYTod5ZJKW8HbgdYsmRJ3s9CN9bJm05e9cSrk5M3k3SQ2PdmFdVo53B1TXLiVbWKKfN8FbbyX514HRo5c/JSynrjdyPwGLAUOCiEmABg/G7M1fcNl3Tzyavs5ONpSijNW3tVHO5ATh7UWi7OaTCUqk4+9XxVNZmeL3Ii8kKIYiFEqfkYOA/YADwBfMF42ReAP+fi+4ZLUvVFCio7edMNOSVezedVwNHJc9jJq3R7f3hmUYfEq0IXbqdZY+3JdFX6mU9yFa4ZBzxm3FL5gPuklM8IId4CHhJCXAXsAT6Vo+8bFo4rvxtYQuAmJ293uAqEMdI6eQUv4GZfpedwGCOpr4qEppwW+bH6KSXxaLTfnPqaZHIi8lLKncBxDtubgQ/n4jtygTV6zmXVNelGvNodbqC0dCSallOc9q89XKPKHQvYJmKzzVSRekFTQeQHCteYz2uRHxhXjXgdyMl7vF48Pp+yI169gYBj4hXUubBZC5Y7zMwI6vQTnO/OVOyrU6GEiv3MJ1rkbXgLCpSK25qYQ/3ThWtUcbhWnDrQv04e1BIEq2LKFpM2564BdfpqF/nUlaFAnX7mE1eJfLol00x8waCyTn6gcI0qJ4p1sUodIKTYxQycQ3Aqip9T4lXVfZovXCXymTh5VU4OO1a4Jl11jSJ9PnwRd66uUaWfkCZco2AlkT0mb01Qpug+zReuFHmnxCskRE/F6hq3hGvSOnkFBcFpZlEV++oUk1exn/nEVSLvNA+GHZ/KTj7NiFdQ50RxuohL27gIVS5m4DwfkYoJScc6eUX3ab5wlcgPGq5R1Mmb0yurHpN3WvdUVddn3p25IfHq0YnXrHCVyJsi4DYnb9YSO60MBeqcKJar87snXKN64lWHa7LHVSLvNDe1Ha/i1TWpiVePYre8hxfSSEm8KtZPSFTXpC4Eo2JC0i7ySYlXBfdpvnClyLuuTt7tJZSK9RMGT7yqchynLaFUcJ/mC1eJ/EDTGoDCdfLmBGUpiVfVwjWOTj5lqmFVcEvi1WlaA514HRquEvlMEq+qnBx20jl51cI1gw6GUmjfOoXgVHS4esRr9rhK5AdLvHoLCpSrrjGnV3ZDuObwaknqh2vSjXhV7u5Mh2uyxlUiP1jiVbVVdSD57iU18aqaIFirJdkW0lA1STfYiFdl9mm6Ea8K7tN84S6RNw58Nzl5q8/BYPpwjSKCEA+HER4PpMyx7vF6EV6vUvkWpwFuKiZedQll9rhT5NPMs61iTN5y8sFg+sSrIm4o5jClsnn34issVOoCHguF+l24VUu8Sin1VMM5IGuRF0JMFkK8KIT4QAixUQjxL8b2G4UQ9UKI94yf87NvbnZEBxF5n+HkVVpSzH73kurkhceTmENfkRMl7jBHj/nYV1hItLd3pJqWc6KGyKcmXq27FgX2qUyzXKeehXJo5GJlqChwnZTyHWOd17eFEM8Zz/1SSvlfOfiOnGDerqdbMUfFJcWSwzX9TwhzrUwVMF2fG0Teycmbj1W5I02XQ4vLOB6fD4RQop/5JmsnL6VskFK+YzzuBDYBE7P93HwQC4UQxgpQTvgKChKvU+y2Hujn+szHKq16b87Rk9RPI3TjKyhQXuStviom8qkllBKJEEKZfuabnMbkhRDTgOOBN4xN1wgh1gkh/iCEqEzznhVCiLVCiLVNTU25bE4/zFvcdKi4mLd5ovjSCIIqrg+cp1ROcvIq7ddQqF/+QVUnb4k8h+vkIeHwdbhmcHIm8kKIEuAR4JtSyg7gNmAmsBhoAG52ep+U8nYp5RIp5ZKamppcNceRwRY39hUWAoqJvHGye9IkJFUK1zitZZuUeFXJyYfDjolXUGefpk4Nbjl5qZ5BySc5EXkhhJ+EwN8rpXwUQEp5UEoZk1LGgd8DS3PxXdkQ6+vDa4RknPAXFQEQ7ek5Uk3KO+ZJkOrkLdfnEK6RUrLhrrvobW4+cg3NAYM6eUVEPh6LIWMxx8QrqCN+lkEx8mNm/6x9qkg/800uqmsEcAewSUr5C9v2CbaXfQLYkO13Zctg4RqfIfIRlUTeVkKZaZKudds2nvnSl/jdpElHrqE5IO4wM6OKIp9u7INqIm/eUZt32Kkir8M1mZGL6ppTgc8B64UQ7xnbvg9cLoRYDEhgN3B1Dr4rKwYL16js5D2BADLSPyHpdGvfe+gQkDjJ4rEYHq+X0YDTQhpWMlJBkfcFg/QpnGexRN64+zb7p1o/803WIi+lfA0QDk/9NdvPzjUxNzp5e7gmnJnr62tpsR6HOzooqHTMmR91DFRC6VdQ5FMHuKkWxjD3Vzonr0o/842rRrxG+/oGFHklnfxg4RqHmHxfa+vhx21tR6CVuSEWCuErKFC+uibqknCNWcps5tEcwzUK9DPfuErkTRFIh8pOPtX1DVSJkeTk29uPQCtzQ9RIrKteXWMfxew49kGR6ppUJ59aXaPShTufuE7kXefk00xrMGC4xubkQ6NI5GN9fWmdvFehwVCuS7ymcfIqXbjziRZ5G0o6efsEZQ4JSSdBCI1SkY8aIp8u8RoLhZDxeLq3jxrSheBUS0j2c/IpiVd/UZFS52q+cJXIZxqTV+nAGcz1Obkhe7gmNIpi8tHeXrwDxORBjYFugyVelRF57eRzgqtEftCYvPGcm8I1/uLifhe1vtZWyqZOBUaXkx8oXOM3RV4BURj0wq2KyA9SXeMvKsrqXDUXmVEd14n8QE5eeDz4CgvVcvK2xcudEpJOJ0qorY2yKVMSj0eRyA+WeAW1RN6XbtI5VUTeVl3j1M/hOnkpJU999rPcNm4cHXv35qaxRzFa5FPI1h0cbZh9FkI4uz4jrmk/icJdXQQrK/EVFY2ucM1ATr64GIBId/eItC2XZJJ4Vaq6JuXCbT92hyPy7bt2senee+lrbeXNn/88N409itEin4JPsWSOvc9OCUl/URFImRSrjnR3EygpIVhWRrij48g2eJjEo1FkLJY28RooKwMgNEr6MxDp6uStxKsi9eMxI4cmhEifTA+HE4vVD4Gm998HoGjsWPa+9FLO2nu04iqRN53eQCjn5G3Lpzk6XIey0UhXF/7i4kS8fpQ4X/utvVM/g+XlwOiq+09HUp18msSrjMWGLH5HG9He3n7xePtj69gdoptvfP99hMfDgs9/npZNmwiPkmN8uLhG5KWUmTt5hXa6vc/pwjWQXFEU6e7GX1KCv6Rk1Pwv7JUYA4n8aMoxpCM+2Chmc/GbUe7m7aZsoIqpod55t2zaRPn06Uw67TRkPG45e1VxjchbImCIWjqCFRUZxaH72trY/MADR/16sEnhmjSJVzjs5KWUhLu6EiJfXEy4q+sIt3h4xGwi79RPK1yjgMjbwzVOCUkr/zDK70jtTt4xmT5MJ9/X2kphdTVjFiwAErOuDpWeQ4eO+nPfxDUibzpS/yAiX1BZmTTiMx13LVzIk5dfTvMHH+Skffki0ttr9XnAhKQhCNHeXpBS3XCNAjH52CB3LdY+HSUX6HREbes/JPWTlLLYIV7MQu3tBMvLKTUqyDp27x7S+7sbG/lNTQ1//4//GNL7Rgr3ibxxAqSjoLIyaTCQEz1NTXTV1wPQvGlTbhqYJ+NPIH8AACAASURBVKI9PZbjcUxemeEa4/9j/g6UlBAYpeGaAROvCjh5+7HslHgNlJQAjJq7sHREe3sPTzPsVEI5TCcfbm8nWFGBLxikpLaW9iGKfMvmzQC88dOfDul9I4UW+RQKqqoGdfKH1q+3Hps7/Ggl0t09sJNPCdeYwmCGa9K5QSklz1x5JVsffTRvbR8Kg7lbj9eLv6REGZH3BgJ4fD7HxKvfEPnR7uRjfX0DJl6HG5Pva2uz7uzKpk0bspNvM8I7sVBoVCS38y7yQojlQogtQojtQojv5fv70jEUJx8LhYgM4A6a1q0DEjHR1i1bctfIPBCxOflMEq+mMAwWrtn/97+z4c47eeryy/PW9qEwWLgGEiEbu8hv//OfuaW8nDdvumnAz5ZSsv7OO+moq8txq4dHpLvbOo6d+mo6+Vzdhe165hka3nwz68+J9vXx2r/+K1sfeSSj12dsUGzn6pqf/IRtjz024OeG29sJGCJfPm0aHXv2ZN4JoGXrVuvxaDANeRV5IYQXuBX4KLCAxGpRC/L5nenIVOSDxgIZoQHcfPMHH1BYU8PEU0+ldfv23DUyD0R7eqyTIZPEqz1cM1B1jXkiFVZX56fhQ2SwxCskQjb2k3LvK68Q7uhg99/+NuBn733pJZ698kqeuuKKHLd6eNhFfsDEq4OT79q/n7Zduwb8/D3PP89zX/0qUkoivb088tGPcu9JJ2Xd7g/uuYc1P/4xL113XUavD9nEOGmf2urk4bDIN77/Pq/98If8+ZOfTJsUjYXDRPv6kpx85969xKPRjPvRZjvnBwvtHg2IfGaIhRAnAzdKKT9i/H0DgJTyP51ev2TJErl27dohf8/O1p388NnvIXy+tEvVde6rZ++LLzL9o8sHFKb23bupf/U1Zn7sQoIVFY6vqXvhBeNAqaDn4AFmf/KTQ27zkWLbY49RNHYcE089hbfq32JLc+LO46K5F1EWLCPS3c22Rx9jwrJlVM6eRXdDA3ueX8W0j5xHd0MDTevWs+CzV4BIXvyr/rXXaN+1G4B5l1+OxzeySwR27tvH3hdfYvpHP0prMMQLu14A4IQJJ7CgJuErdj39DB6/j6nnnAPA3pdfobOujkB5GbMuuijtZ+99+WU66/aCgHmXXYbHl4tVM4fPvldeoa+1jVkfv4idrTtZvXc1AKdOPpXpldMJdXSw489PMPG0UymfPj3pvTufeoq+llZmf/ITjoYnHo2x+f77AZhx4YWEO9rZ98qrQPb7ufG99zi0fgMen495l13mvJ6cjW2PPErxhAnUnnIyoWiIhz94GICp5VM5ferphNo72PHE4X4efPddmjdsNNp+geOKZtG+PrY+/CfGn7iEqnnzaN22jYY1b6T9fzix+9ln6WlsAhhUTzKhY88e9v99DafNPotf/vjZYX2GEOJtKeUSx+fyLPKXAsullP9k/P054CQp5TW216wAVgBMmTLlQ3uGeOsE8NzTd3HZM1+iZMIEfEWFjq+JdHXTffAgZZMn4TEGBzkR7emlq6GBkom1aQdOde7dh8fvwxsIEGpro3TSZHpbmimqGYvwHl1pjo7du/EXl1BYkzgQy4PlhGIh+qIJ5ytjcdp376awegzB8nIi3d10HzhI6aRJRHt76G1uoXz6dIQn+Yzsbmgg0pNwUKWTJuENpv+fHgnM/Vs6eRLeQICSQAlSSrojh+9EuhsOEI9FKTUWKO/aV080FEJ4RD8xtJDQvntXYlqIWJzSiRPxFgw81iLfdDccQMailBj9KAkkwjNd4YRzl9EY7Xv2UFRTbSWcTdp27ASgcEyVo4mJhUJ07ksUFRRWVSHjcWt1sIHOiUzobWoi1NEJQPnUqYhBLhjtu3YRKC2jsHoMAH6Pn9JgKS29LY797G5oINrXh4xLisbWECgt7feZ8UiEjrq91vPW+V5bi68ws7517t2LjMeJR2OUTBg/aFn2YPQ2HSLU0cE5Y0/lwR+8NqzPGEjkkVLm7Qe4FPhf29+fA36d7vUf+tCH5HDoOnBArgT59q9+lfY16/7wB7kSZNuuXQN+VsNbb8mVILc88kja1/y6ulr+7eqr5Tu33ipXgvz1mDFyJch3f/ObYbU/n/x3cbF88brr0j4fDYXkSpCr/+M/pJRSbrznHrkSZPOWLVb/ug4e7Pe+u48/Xv66pkauBLn9ySfz1v5M2XD33XIlyNbt29O+5ukrr5S31dZaf986dqxcCXIlyFBHR9Jr47GYfOvmm+UjF14oV4J84+c/lytBvn/77XnrQ6bcf+aZ8v4zzkj7fF97u1wJ8q2bb07abp4nK0E+c9VVju/ddP/91msev+QS+ehFF8mbfT65EuTGe+7Jqt2PXHCB9dm7n39+wNfGolG5EuRrP/pR2teEu7vlSpBrfvYzGY/H5a1jx8qnPv95+YtgUL54/fWO72lYu1auBLnt8cellFK2bN0qV4LccPfdGffj1nHj5P1nnCFXgvzgvvsyfl867j/jDHnvKadk9RnAWplGV/NtO+uByba/JxnbckrR2LEEKypoGSAJmmlMfswxx+ANBql//XXH56OhEL2HDlEycSKlEycC0NvcDMCup58eTvPzhpQyKfHqhDcQwFdUZFUUmTHrYHn5gLHd3qYmxi5eDEDXvn25bvqQMdttxnCdKB43jp7GRmQ8TrSvj57GRqrmzQOgsz75sKx74QVeuu46dj75JMt+8AOWXHst/pISK+k+kthj8k6Yz6WWUNrb3mpLHtoxc0yTzjiDjl27aN2yhUlnnglAz8GDWbW7++BBxhxzDADtO3cO+NpwZ8LxBwfYn77CQjw+H+H2dnoaG+lpbGTc8cdTNW8ezRs3On9uynFi1spnWkYppaSvpYWKWbOA3MTkWzZvto7DfJBvkX8LmC2EmC6ECACXAU/k+kuEEFTNmzdgOWOmIu8vLGTiaafx/m230bRhQ7/nuxsaACiprbVulwGKx4/nUJoDa6SIhUKJgU0ZDAAzE81hJ5FPSb5KKelpaqL62GMRHg+dR4HIm4OcnG7RTYrGjiUejdLX1kaXsR/HL10KYI17MNn4f/9HQWUl3+zt5bQf/xiPz0f1McfkbB9HenqGPVnaYCLv8XrxFRT0uzibIj/r4ouTDFHzpk207dgBJJKKJRMnUr1wIS1bt9K2YwcTli7FGwjQ09g4rPaa9Bw4wLgTTsDj8w0qqpbZSAk32RFCWBVTZvsrZs8ecD/ZTQxg1cpnWkYZ6e4mHolQMXMmkL3Ih4wLVNXcuVl9zkDkVeSllFHgGuBZYBPwkJQyL0pYOWfO4E5eCCsjPxBLv/tdor29vP3LX/Z7zhSDkokTrWHRkDhxug8cOKqGOptlkYOJvH0qh762toS7LyiwTrDUMrFIVxexUIji8eMpHj+ervp6dj37rONF8UgR6ujAGwziG2BuoqJx4wASru/AAQDrbiTVpbZt387YE05IikGXz5hB+yCVKZkQj8W4/7TTuLW6mj2rVg35/YOJPCRq5Z2cfEltLROWLaOnsZFwZydSSu5auJD/nTWL7oMHadmyhcrZsymfPp1IVxfxaJSqefMoGjuW7iycvIzH6T54MHEHPGXKoP9H66I9gJOHwxVTpkiXT5/OmAUL6Kyrs+4G7KSKPCQqbDJ18qaoF48bh7+kJGuRN++gC2tqsvqcgch7llBK+Vcp5Rwp5Uwp5U/y9T0lEyYkbsXTiKxZcyvEICl9YNq55zLlwx92nLioa//+xPfV1uIvLOSa1la+tGkT5TNmEO3pOaoGoJhlkYMlhuxTOZijASExMAz6l5P2NCUqC4pqaiiZNIn611/nkeXLuedDH8pp+4dCuKOjX5IxlaKxY4GEoHebIn/ccQD9BKynsdF6vUnFjBl07t2b9YpCWx56iMZ33yUeibD6Rz8a1Bj0tbby4FlnccCoPItmKPL2O7BQRwdbHnyQ6kWLrAVhOvbupW37dmvd20333Ufzxo1UL1xI+YwZ1nur5s6laNy4rMI1fa2txCMRisePT9SmZ+rkBxF508mbF43yadOskJDTaHTrc21J50zaY/XDEPWCqioKqqrozVLkzYvZQHcs2XJ0lYJkQWF1NfFIJK3IZnJi2Bm7eDGHNmxI3N63tvLyd79LqKMjyckDFFRUMGbePIrHjwew3PzfVqxgrcOdwJHEcvIZDAAznbw5r4e5Heh3IJsHeuGYMYkyNCO+GwuHabKNBj6ShDs6Bj1RTNHuPnjQEvXKuXMToQgnkU9xV+UzZiBjMTqzXE1o0733UjplCuf85jfUv/46G+66a8DXv/eb37D3pZd453/+B8jMyQfLy5Muzs/+0z8RC4WYcvbZlsh31tVR90Ki1BQh2HDnnYQ7O6leuJDaZcus91bOnUvR2LFZhWvMi2rxuHEZOedMRT5QXk7YEPmicePwFxVRbYi8U8jGPM7tx4pVK5/B6FW7yBfV1NBrGJ7hYobsBjMo2aCMyBeMSZRZ9Rw65Ph8qL19SP/ImkWLiIVCtG7bxju33MJbN93EGz/9KV379+MNBi2Xa2IX+VBbG+t+/3teuvZa2odREporMp2ULWhz8vYBKOmcvHWiVFQw44ILkp5rfPfd7Bs+DOwXp3SYF+au+vqE6AhB0dix/UIR0VCIcEdHPydvllmmJg33r1nD3ldeyaidsXCY3X/7G3MuuYTjrr6a2pNP5vV//dcBFxjf/dxziff29RGPxYj29Q0q8kU1NdYdV9f+/Wx75BFO+MY3WPrtb1M6OVEL0bl3L4c2bCBQWsrx11xjTdcx5phjKKmttT6roKIiaydvvrfIcPJmuWM6rATpIOdssLycUEcHHXv2WOsSl8+YgTcYdJw8MNTejr+4OGmsQ/m0acSj0YxGNPfaRT7LCx8cTjAPlEvKFmVEvsgYkNCbRuR7mpr6ObOBMBMhrdu2sfvZxACFjX/8Ix11dZTU1vYL+9hF3p6I7BzBofAZh2sqKg6LvG1ej2B5OQjR38nbRf7886k9+WT+8bnn8Ph8A+ZF8kkm4ZqCykr8JSV07NlDz4EDFI4Zg9fv7ydgpjtLFXkzB2OvUjmwdi33nXwyD555JjszqK7qqKsjHolQs2gRwuPhlBtvpKu+fsCh+OadQ/OmTYennTCmLkhHoc1lNrz5JjIeZ74xYrekthbh8dBRV0fzpk1UzZvHEmMUatm0aYw/8UQA/vG55zj///4PsFUmDTPnZDn58eMpmzYNYEBRNaudSiZMGPBzzXBN94ED1oXJ4/VSOXu245QjTmbA7O/+NBV1dux3sTkRee3kM8ccddZnlDOm0nvo0JCSGxWzZwOJ8qaD77xDxazEaNAtDz6Y5HJM0or8CFaeWLeCgwhCsLKScEcH8VgscRIY8Urh8VBQUTGgkw+UlPCZ1auZes45lM+YMWIiH8pA5IUQlE2ZQmddHV3791v7LFXkzRM3VeSLx42jdPJkDrz1lrVt/5o11uPdzzwzaDut2LFxVzD1nHMomzqVDwwxTUVKaZWotm7ZYonlYIbF7uQb33sP4fFQvXAhAB6fj5LaWjr37qVl0yaq5s+nfOpUrtq2jS+uX28lr6eecw4LPvtZ638RC4eHPVeLXeTNvptx8N6WFl774Q+TJhrr2LOHQFlZZjH5tja6Dxyw9ickQkxOx6L9TtWkZtEiCiorqXvxxUH7YYp8sLKSorFj6W1qyqrYQsfkh4AZrknn5HubmoY0/LjQSKzUrVpFLBRiybXXWrd49qoa6/VjxiC8XroPHEiqGx9JkTcveOb/Jh2Ftv9dqtMpqKrqV0FginxByojJyjlzRmzCtkxi8gBlU6fSsWcPrdu2WbXOxePGJYVrTJF3MgXjTzyR+tWrrWRl69atBEpLGbdkSUbTTqeKvPB4mHbeeTS88YajWPQeOkQsHKZq7lxi4TCHjAqm1AtQKoU1NYQ7OoiGQjS++y6Vc+cmhe1Kp0zh0IYNdO3fz5j58wGonDUrrSGwKpOGGbLpPnAAbyBAsLyccsPJm/+Lp664gjU/+Qk7njhcXd1ZV2eFXwbrZ6itjd5Dh5JEfsy8ebTt2EHMWEXLJOzg5IXHw+Szz2bXX/86aFy+t7kZX2Eh/sJCCmtqiPb1ZVVsoWPyQ6BwgHCNWdc9lHANQMWsWdbkVdULF/KRO+6gdPJklv3wh/1eKzyehFgYTl54PPgKCkZ0oJD91nIgTLFr3bYtKVwDyfF6k1BbG8Lj6RcyqJo7l9Zt27KefrVlyxZ+N3kyjUNYli2TcA1A2ZQptO3YQduOHVZIriglFJHOyQPM/uQn6ayrs2ZSbN2yhcq5cxkzf35GC8i079qFx++38gMA1YsW0dfSYo3BsGOahAknnwzAwbffTts2O+ax3t3QwL6XX6bWeL9J6eTJ1meZIj8Qxbby06Gw77XXeP93v6Orvp6i8eMRQlA8YQLeQCBxrESj1BllpA1vvGG9zx5jHwh7OCfVyctYzKqfN0mXu5n7qU/RfeAAG+++e0Bn3tfSYuWqrGqtAf4n0VBowHn9wxnebWeDMiJfUFGB8HgcRT7c0UE8EhlyLaoZq4OESz3m859nxe7dVnVCKsXjxyecfH09RUYVQa6cvJSSrY8+OqS5s3ubm0GItBOtmVTNmQNA/euvE+nuThKgwqoqa0SvSV9bG8GKin55iaq5c4mFQllPyfvO//wPnfv28cZ/JuaxG2yGQLMCKjUZ7kTNcccRam8nHolQaYh88bhxxCMR62LWkyYmD4kJyuzhlZYtW6iaM4cx8+fTVV/vWJttp7OujtLJk5Mm0qs59lgAx9G0pkmoHaLIm8f6tkcfJdTe3m8CNvsxnMloS3tlUqb0NjfzwOmn89xXvsKm++6zylU9Xi/jly5l78sv07R+PXGjJNUcZS6lzFjki22hU7vIm31KDdmkE/lZF13E+KVLefaqq3hr5cq03+ck8vbjPdrXR91LL1lTCty7dCl3L1qU9vPCHR34S0oQnvxJsTIiLzyetAM2zJN2qLPFTTnrLOuxuUMH2hlF48fTYzj50kmTKJ4wwYpFDod4LGa5iu2PP84Tl1zCaw53EenobW6moKIi7cycJmXTpuENBNj60EPA4QFCkKhUaNm82QpPgJGcdbhwmKKZbchm70svAYmpBZrWreN/Kip4+ktfSiug3QcPIuPxpItTOmZceKH12IxRp4Yiehob8QYCjhUPHq+XGRdcwJ5Vq+hrbaWjro7KuXOt4fHmOIp0dO3fb02HYWKG/5xiyGZIY9LppwOHRX4ww2IK3nu33YY3GGSKMfOmiVlhA1ijNwci9X8UC4fZ8dRTA7re1KkTJtimK5567rkcfPtttjz4IJCY4bLx3XeJ9PTQuW8fofb2jC4+didvthEOF06kjoJPJ/K+ggIue+UVKufMGTAJbhf52mXL8JeU8N5tt1nPP3n55Tx01lns+Mtf2PfKKzStW0f7rl20pZnGIdzZmdd4PCgk8nDYSadi3X4P0clPOftsqubO5RN/+UtGg6jM7zdF3kzMDIddzz7LLaWl/G3FCsLd3dbCFtv//Od+r61fvZrHP/GJfiVpfS0tg8bjISFcVfPnc/Cdd4CE2zWpPflkwh0dHLKFIkJtbf3i8XD4xMpmSUQpJe07dlAxaxa9TU386SMfIRYO88Ef/8ir3/++43tMYU0VTyfKJk/mxO98hzNXrmT8ksSkfWYootsm8kVjx6bd53M//WmiPT3cd8opICVVc+dayfjU6RGc2lqcUjFSWF2Nx+93DNe0bttGoKyMqnnz8BUW0tvcTLC8fMCRvZBIJiIEbdu3M/WccwiklFyaIl9YU5PR1MmF1dUIj8c6v/62YgWPXXghe23Jysb33uMvn/60teCOWQs/zhgkN9lmmhZccQW+ggLe/PnPqTnuOOZfcQXxaJSGN9+0LmTjMxhcZy+CsOfKgmVlFE+Y0O9YDDskXk18wSAzL7qIxnfesRZLT6WvpYVCQ+QLKitZcu21bH34YXb85S+EOjrY/vjjALx1002WWQGsCr1UQh0deS2fBMVEviiNyJursWfiWOwUVFZy5ebNzLS5v4EoHj+e7oMH6dizhxJD5IdbYvXGT39KtLeX9f/7v9xSUkLDmjWJYfU7d/ar6b7/1FPZ/vjjSTFNSCReB4vHm5x5002J+VmOPdYqRwWoPeUUAF785jet1YH6WlsdT5SisWMpmzqVfS+/POT+mvQcPEi0r4/FX/0qkEjYLfryl5l18cVse+wx9r36Ki9/97tJIRxTWIsdqp6cOPPnP+fE66+3RDzVpfY2NQ0YDpl8xhn8wy9+YbnEyjlzDot8Bk4+tTpLCJGYHiKNyFfOnp2Yn8nMIQwSqgEjxmu47HmXXda/D2eeyXFXX83nDEEdDI/XS9m0abRt306kp4eNd98NwL5XX7Ve88j557PloYfYY9T1m9Uzn37pJVbs2cNE41iCxLn48UcfZdry5Zz3+99b4aj9r7/OwbffRni9SWYjHfY7mlRHPPG00/jgj3/kj8cfT29zM9FQiGhfn6NBMak9+eTEoL733nN8PtU4nfT971OzaBHPXHUVG/7wByBRlVT/+uusv+MOqo89lsIxYywDlUqotdVaqChfKCXyxUa4JJXmDz7A4/cPWeSHSunkychYjEhXl+XkQ+3t/VzBu7feyt3HHedYshXp7eWl669n3yuvMNMWR5132WV8+Ne/BpIHHJm3u3A4cWUmPnubmzOKUwNMO+88vt7e3u+kr5w1iw9961vUrVrF01/4QqKkr77e0TULIZi+fDl7Vq3qV9WQyp5Vq3juK1+hfc8eZDzOA2eeydpf/MJyf5Vz53L2LbcA8KFvfYuZF11EV309D5xxBm/ddBNv//d/W581FCfvhFO4pnAQIV3yrW9ZDrhy9uyMRD7c2Umkq8vxYlQ8YUJaJ19plPOak6lNsI1GHYhTbryRyjlzHEW+oLKSc3/7W8omT3Z4pzPmJICmiMNhke+1JY53PvUUkHDyhTU1BEpKHPNY05cv59Knn2bCiSdSWFXFmAULqH/9dfY8/zzjTjhh0EF8kLj4fOib3+RihzvcJddeCyTuMN5auTKjmUrNvMGhlHmY3v/d73j0wgvp2r+fCtuUD75gkAsfeACPz8eL3/oWgHXcdu7dy5Szz6Z60aKkdaHt9LW2Oi5ukkuUE3kzPmun+YMPqJo7N+8r+tirFEomTrTCQ6nJ4Hd+9Sua1q1j7S9+QduOHex48kkr1PL6//t/rL35ZmZdfDEXPfwwX9y4kWtaW7nw/vstt2MX+fd/+9tEnfOMGTS88Qbr77yTXxUVseYnP6H7wIEhJZv9RUV4/f5+28/6xS9YfuedtGzezL5XX02Eo9Ikn2dedBGRrq5Bp11efeONvP+737HqmmvY+dRT7HvlFV667jrL/ZVNncoJX/863+jooHLWLObYVt8qnTKFd265xbqYddXX4/H5MnK4ThRWVeENBukwBh05TWngxJd37+bjjz5KoKSEQGkpgdLSAUXePu9RKiUOIt/T1ET7rl3WXCzmfDJmmGkwTvnRj7hqy5acHfemyL+1ciWF1dUcd/XV7P/734lFIuz/+9+BxNTVpmvt2LMnbZGCExNPPZVdTz9Nw5o1SbmTwTjrl790XNmrdtkyrmlpoWbRIg5t3Jg0w2o6yqdPx1dYyKENGzj0wQfcf/rpvH/77Tz/ta9ZF6/UUd5j5s/ntJ8kpuUad8IJjJk/n9N/+lNKJ03ipBtuoGbRIprWr++nS5Ac488XI7uOWY4pHj/eqpKwhylaNm1i7Akn5P37q2wiXzlnjlUZ0dPYaLnM1u3bad22DV9hITuffJKdTz4JJG7xJixbxtr/+i8WXnkly++4A4BqW5yxoKLCWuYMEom6/X//O2euXEnju++y9ZFH2PX008TCYStBayYXs2X6+ecDiWoNGYulrXyYdt55FI0bxwf33susj3+ceCzGWytXsuBzn6N04kSklLRu3cr+1Ykl63Y+9VTSQsybH3wQ4fFYtdRmvDJQWspH7riDvtZWSidP5slPf5r6119n8hln0LZ9O6VTpgy7QkF4PFTMmkXr1q2J2RJTBtako3TiREo/8Qnrb3OAUTrMBaNLbVNUmxRPmED9a4dXBTq0cWOiTFNKpn3kIwCc8PWv4/F6WXT11Rn3LZdUL1hAtK+P+tdf57zf/55AWRnv/+53NL77LvtXr0Z4vcy97DLrmO7avz/9ilsOzLr4Ytb9/veAc4hpOBRUVlI5Zw5N77+f0Xw4wuNhzDHH0LR+Pc9eeSUNb7xh7ZfTfvxjDrz1FtVGNZSdBZ/9LMTjzDKOh5NuuIETv/MdPF4v1cccQ7Snh/Y9e6hI+X9kWhWWDUo5eTOZ1L57t+XyIr29tO3c6TiAKdfY3d/4JUsOl50dOGCVh5nx6n987jkWfP7zfOjaaznu6qvZ8/zzrPnxjykaN44zfvaztN8x9vjjLSe/8e67ER4P86+4gvFLlxILhYj29nLOb35jvX7c8cfnpG/FY8dSOmmSlVhKJ/Ien4+ZF15I3fPPE4/FaFizhldvuCGRpCRxF/OHefOQ8Tgfe/hhkJK6VauYcNJJePx+tj/+OBNPPdWxbvjYK6/kxOuuY+qHPwxgucem9eutMsThUjV3Lq1bttDV0EAsFBqSOJmMWbiQxjSxXDhc6eE0d3jxhAn0NjcTC4cJd3Zy18KFrP7RjygaO9ZKQPqLijjx+usHTbrmizn/+I/W44Vf/KJV8bPv1VfZv3o1Y48/nuqFC+lraaGvrY1uY1m9TJlx/vmcfcstXPSnP1llvbmgau5c2nbutO6oBxtFW7tsGXWrVtHwxhucdMMNlEycyBk33cSyH/yAix9/3DEh7/X7Ofaqq6ykLGBVtVlVZynVRvFYLFHEoMM1mWOGSw689RZ3HXMMT37mM4kTS8ojIvJCCM797W/5xBNPIISwSvpeuvZa7j/tNLY++ij1q1dTUFVF7SmncP7dgM530AAADkFJREFUd3PWzTdzzm9+w8cefphPvfgiX9m3b8BQwdjFi2nbvp2uhgbW33EH05Yvp2TCBCuUM+Xss1m0YoXlasfmSOQBxp5wguVGB7oNn3rOOfS1tnLw7bfZa1zUOuvq6Kir4+1f/QqAJddfz9xLL7UuzDM/9jGOvfJKIFG9MhCFY8ZQMXMmB958k2goROvWrY7uaihUzZ1L244d1olon2o3UyYsXUr7zp1pJ8lr3ryZoDHZVyrWtBgHD7LFKGUFuPCBB/JaQz0UgmVlrKirY0VdXWJqhAkTqJg5k70vvkjDm28y8ZRTrHh1y+bNiRXUhiDykLhbmXPJJTltd8Xs2chYzBpcN5jIz7n0UuvxSd//Piv27GHpt7897O+vSlNabI0cP5rDNUKIlcDHgDCwA/iSlLJNCDGNxCIhZq/WSCm/ks13ZULFrFl4fD6eNyozWrZswWPEmI+EyAMcZ7uVLpsyBX9JieXg3rv1Vrr276f2lFOS3IDweJhrO7AGwhyg9cSll9LT2MjJ//qv1vaL//xnpp57Lh6vl6/s38+BN9/MuLomE+Zceqk19LxyAKc10XB4DW++yb5XX0V4vchYjL//+7/TsXs3591+O4u+/GUAPvbQQ7z7618z7zOfoXzqVJbecENGycAJJ53E3pdf5tD69chYLOuwVNX8+cSjUXYZ888Mx8mbdeCb77uPE77xjX7Pm8u8OTlBs967u6GBQx98gK+wkH/p7s6odPdIkrpvJp5+OhuNqZJrTznFKm4ww3Gp5aIjgdnmFqOccrCFSCadfjqn/+d/MuPCC3MyErVo7FiC5eXWOIiXv/td4uEwi7/2NSD/Ip+tRXgOWCilXARsBW6wPbdDSrnY+Mm7wEPilsmcWGzCsmUESkv54I9/xFdQYFUoHEmEx5MURqh74QVaNm/uN8R8KEw+6yyE18v+1auZdfHF1rzfQghmXXQRfmPlq+Jx45j5sY9l14EU5l9+OfOvuIJLnnlmwAFWJbW1FNbU0PTeexxat475V1zBmAULWH/HHXiDwaTb/tply7jgnnuomD49EYufOjUj5zp+6VK66utZf8cdIERSDfZwMC+eWx56CITIaLRlKpNOP53pH/0oL11/fVI5q5SS3uZmGtasSZs0LbaJfNv27VTMnHnUCbwTc237csb551sXRzOOPVQnnw/M/61ZMz+YkxceDyd973vU5CifJYRIzOu0dSvhzk6rOsysUjqqwzVSyr8ZS/wBrCGxUPeIYjrERStWWLddYxYsGLE4Zs1xxyE8Hs4zEkpwuPZ8OPiCQU79t39j2nnnWaVaRwqPz8cF99zDdCMRmA4hBGMXL6buhRfo2r+fmmOP5aI//YnZl1zCub/97YB1ypliuub3f/tbxi9ZQvEwK2tMqubMIVBWRsfu3VTNmTOs40V4PFxw3314g0E22maVXPX1r3NrdTXR3l4WGiGpVEwh6mpooM0YDDYamHH++Xz417/mkqefJlBaSrC8nMIxY9hnzK9/VIm8MaAv3yNMnagyZsXcbpuEbc2Pfwwc/U7ezpWAvW5uuhDiXSHEy0KI03P4PQOy5Fvf4p927mThF7/IKTfeSKC0lBOziKdly0nf/z6XPPMMcz/1qcTUvKWlSXPiDIdlP/gBlz777JBqnI8045cssYbkVy9cyJj58/n4n/7Ewi9+MSefb596YfE//3PWnyc8HiaedhpwuB59OBRUVCTi+8YAPDgcurjgvvvSJsKLx40DIejav98a8TtaOP5rX2P68uXW3+UzZtDb3IzweAYM6x0pguXl+AoLiXR1UTRuXN5LqZ2onDOHzr172XDnnZROmsT8K66wSmqzLRoYjEFFXgjxvBBig8PPx22v+QEQBe41NjUAU6SUxwPXAvcJIRwvn0KIFUKItUKItU1ZLqVlUjF9ujV3+Nfb23NWjjUcyiZPZtq55xIsK+OrDQ38044d/YaYq8hU21wp+Shf9RUU8IV16zj9Zz+z5jzPluONGKlZNTJcKmfPtkZZQ2Lk53Ff/SrzL7887Xs8Ph9FNTUceOston19eR+4l0/MtlfOnp3RgKZ8Y858CViluUcas8KmbtUq5nzqU5z67/8OQrD4n/8579MaDHpJk1KeM9DzQogvAhcCH5bGbEVSyhAQMh6/LYTYAcwB1jp8/u3A7QBLliwZ/uz76duX648cNr6CAnwFBSPdjCNC7amnAgmxzzaUko6aY4/NqQuacf75fGH9+qSxCcOhYvZstjz0ELFwmGhvL32trRmJS+Xs2dbCI5WjyMmnUnvyyWx+4IG8D9cfCiW1tbTv3DmsXEsuqD35ZHyFhXh8PpZ++9sUjx/PNzo68Bk5tHySbXXNcuA7wJlSyh7b9hqgRUoZE0LMAGYDztOwaZTEFwxy9d69Q575c6TJRbKtYuZMZDxOR12dtc5uJtU61YsWWeMpykexk1/8ta/RWV8/aO7mSDLhpJOof+21vCc501E2eTIr6uqI9vZa5bL5nEPeTrbBqV8DQeA5wzGbpZJnAP8uhIgAceArUsqW9B+jURGnkZ1uwD6dhTkLaSYO0n5XcjTnWwbD4/Vy5s9/PtLNSGLaeeex9uabB13vOJ8UjZDhyUrkpZSO95RSykeAR7L5bI1mtGKtUtbcbC24kskcQub4gnFLloxIclBlpp57Lhfcdx8zjOk53IQ+kjSaHGNfM9dcbSqTMEHNwoX8S3e3Fvg8IIQYMPGtMvpo0mhyjOnk+5qb6WttRXg8GddmHw3VKBq10CKv0eSYQFkZHp+P3kOHCLW3U1BZedTMP6NxH1rkNZocI4SgoKqK3kOHCHd1HVWlhBr3oUVeo8kDhdXV9DY3E+nuzvuwdY1mILTIazR5oLC6mp7GRmKhUEaLqWs0+UIHCjWaPFA6aRJd9fWJVcq0k9eMINrJazR5oGTSJDr37cMbDI66Ub8atdAir9HkgdLJk4lHIsQjkWEtQKLR5AodrtFo8oB9SofhLCWo0eQKLfIaTR4otc09M5qnDdaMfrTIazR5wL6msA7XaEYSHZPXaPKAv7CQz6xeTd0LL+ipCjQjihZ5jSZP1J58claLtms0uUCHazQajUZhtMhrNBqNwmQl8kKIG4UQ9UKI94yf823P3SCE2C6E2CKEOHrWAdNoNBoXkYuY/C+llP9l3yCEWABcBhwD1ALPCyHmSCljOfg+jUaj0WRIvsI1HwcekFKGpJS7gO3A0jx9l0aj0WjSkAuRv0YIsU4I8QchhDlx9kRgr+01+4xt/RBCrBBCrBVCrG0yFj3WaDQaTW4YVOSFEM8LITY4/HwcuA2YCSwGGoCbh9oAKeXtUsolUsolNRksdqzRaDSazBk0Ji+lPCeTDxJC/B540vizHphse3qSsU2j0Wg0RxAhpRz+m4WYIKVsMB5/CzhJSnmZEOIY4D4ScfhaYBUwe7DEqxCiCdgz7AZBNXAoi/ePRnSf3YMb+637nBlTpZSOoZBsq2tuEkIsBiSwG7gaQEq5UQjxEPABEAW+lkllTbpGZooQYq2Uckk2nzHa0H12D27st+5z9mQl8lLKzw3w3E+An2Tz+RqNRqPJDj3iVaPRaBRGNZG/faQbMALoPrsHN/Zb9zlLskq8ajQajeboRjUnr9FoNBobWuQ1Go1GYZQQeSHEcmO2y+1CiO+NdHtyiTFdRKMQYoNtW5UQ4jkhxDbjd6WxXQghbjH+D+uEECeMXMuHjxBishDiRSHEB0KIjUKIfzG2K9tvIUSBEOJNIcT7Rp//zdg+XQjxhtG3B4UQAWN70Ph7u/H8tJFsfzYIIbxCiHeFEE8af7uhz7uFEOuN2XvXGtvycnyPepEXQniBW4GPAguAy41ZMFXhLmB5yrbvAauklLNJDDQzL2wfBWYbPytITDsxGokC10kpFwDLgK8Z+1TlfoeAs6WUx5GYJmS5EGIZ8HMSM73OAlqBq4zXXwW0Gtt/abxutPIvwCbb327oM8BZUsrFtpr4/BzfUspR/QOcDDxr+/sG4IaRbleO+zgN2GD7ewswwXg8AdhiPP4dcLnT60bzD/Bn4Fy39BsoAt4BTiIx8tFnbLeOdeBZ4GTjsc94nRjptg+jr5MMQTubxLQoQvU+G+3fDVSnbMvL8T3qnTxDmPFSIcZJYzoJ4AAwznis3P/CuCU/HngDxftthC3eAxqB54AdQJuUMmq8xN4vq8/G8+3AmCPb4pzw38B3gLjx9xjU7zMkZgn4mxDibSHECmNbXo5vvZD3KEdKKYUQStbBCiFKgEeAb0opO4QQ1nMq9lsmpv5YLISoAB4D5o1wk/KKEOJCoFFK+bYQ4h9Guj1HmNOklPVCiLHAc0KIzfYnc3l8q+Dk3Tjj5UEhxARITBJHwvmBQv8LIYSfhMDfK6V81NisfL8BpJRtwIskQhUVQgjTjNn7ZfXZeL4caD7CTc2WU4GLhBC7gQdIhGx+hdp9BkBKWW/8biRxQV9Kno5vFUT+LWC2kZEPkFh28IkRblO+eQL4gvH4CyRi1ub2zxvZ+GVAu+32b9QgEpb9DmCTlPIXtqeU7bcQosZw8AghCknkIDaREPtLjZel9tn8X1wKvCCNgO1oQUp5g5RykpRyGonz9gUp5RUo3GcAIUSxEKLUfAycB2wgX8f3SCcgcpTEOB/YSiKG+YORbk+O+3Y/iQVZIiRicVeRiEOuArYBzwNVxmsFiUqjHcB6YMlIt3+YfT6NRMxyHfCe8XO+yv0GFgHvGn3eAPw/Y/sM4E0SS2g+DASN7QXG39uN52eMdB+y7P8/AE+6oc9G/943fjaampWv41tPa6DRaDQKo0K4RqPRaDRp0CKv0Wg0CqNFXqPRaBRGi7xGo9EojBZ5jUajURgt8hqNRqMwWuQ1Go1GYf4/EY4ulAdR6TAAAAAASUVORK5CYII=\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -1594,13 +1510,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "63.3 bpm\n", - "[84, 173, 260, 359, 463]\n" + "62.9 bpm\n", + "[129, 224, 320, 414]\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -1614,21 +1530,13 @@ "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" + "R = 0.418\n", + "900\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -1642,13 +1550,13 @@ "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" + "[21, 116, 212, 307, 400, 490]\n", + "[21, 212, 400, 307, 116, 490]\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -1662,13 +1570,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "77.4 bpm\n", - "[70, 156, 228, 298, 380]\n" + "64.2 bpm\n", + "[124, 220, 314, 408]\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -1682,21 +1590,13 @@ "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" + "R = 0.446\n", + "1000\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -1710,13 +1610,13 @@ "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" + "[16, 112, 207, 300, 390, 478]\n", + "[112, 300, 207, 16, 390, 478]\n" ] }, { "data": { - "image/png": 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Jd8erb/lyACaOHSvwiPJLNBhEuOYu/90+HxAT+dDMDHddcAG/2Lq1VMPLiEggELeIrHfwmh4cLNWQ8k40GESYwjWV4OStums3GgoZIq+cvIWJprnjtaq+Hnd9PeMWE/nEcI3N4TBqyr9yzz0AjL76aqmGlxGRhHRQvRdvRTn5hHCNFZ184i5rZ3W1cvILoES+wKQbrgGo6+62nJNPttnLXVeHf2yMkf37gdiX0Ao7KmM55KaYvB6uqRAnHw2HkdFoUidvJZFMdPIOixZZiwaDxklWOXkLk+7CK4Cvu9uaTt4kGjBXpExfXwhNT1vCDUcS1he8FRau0ReQre7kk4VrrCjyyslXCNk4eSu4Xp3EcA3Mifx0f79xbOzQoWIPLWNiC69zJyxXdTXetjZG9u0r4ajyh17aVjjsxrFKiclb6SSlYxZ5lUJpUWQ0ioxEMnLyoelpS6VRhhMWK8Hk5Pv7qT/rLMAabjh2VRI/l6WXXkrvn/5UohHlF8PJm7NrNJGxkkgmVmy0ak18tfBaAUS0HW02pxPJ4u68rrsbsFaGTSShFgrEFpH9Y2NM9/XRfMEFgDU2eUUSYvIAnZdfzvjRozz0wQ9asrKmmTmRn7taETYbDo/H+k7egiIfMcXkVbjGokTNIp9GCManibyV4vKxcM38mPzMwACB8XFD5GdPnSrF8DIiHAhAgshf+JGPcOFHPsK+//kfXv31r0s0svxgdCJy2uOOO2tqLFWjp2JSKM3hGuXkrYku8naXq2KdfDhJiMNdX29cUtefdRbO6mpmLCDysa5J8XNxuN28/tvfxuHx0PvMMyUaWX7QnXziGlFNR4elNuFVkpO3V1UByslbFvOXKioXv9R3+XzYnE5LxeQT673A3K5XiG3y8jQ3W8LJRwKBuLouOjaHg9YNGxjYsaMEo8ofhpN3xDv5mqVLmbLIrmTQ5mGbU3mrplBGtMw7YbcrJ29VDCefpsgLISzVck7Pu04UxiqLinwsuyZ5JlT7pk0MvfCCpTKfEokmickD1HZ2Wqb0BMzvYWBVJ6/vhrc5HMrJWxXDybtcaYuDy0LlbfXSvImX/+6GBuN27dKllhH5WF2X+U4eYmGn8MyMpa6yEkm28AoxJz8zOGiZQmzzultVVxMNh41EB6ugnHwFkMzJLxabt5KT1/tSJrrfzssvN27bXa6YyA8PF3Vs2RD2+431hcSTcm1XFwCTJ04UfVz5IlmePMREHmDKtK+hnEnctOaqqQEgODlZqiFlRVTbLa6cvIUxUihdrrTCNWAtJ2+IRoIz9DY385pPfIL1t94a+7mtjemBgbIOdchoNHZSTuHka5ctA2DCyiKvO3VH/BybzzsPgJNPPlnsIWVFYknoqsZGAMvV/tedvK3ATj75J1qRF/QYqN2UJy8SW9ok4Pb5mOzpKfjY8kE4hcgDXPWNbxi3azo6CM/OEpycNKpUlhtxoadwbH3EjE8Teau8N8lI5eQ7Lr6Y+lWrePCmm3DX1bHq+utLMby0SexuZTTcsZDIRyMRZDSKzemMhWuUk7cm5jz5dMM1VmoerYdrEjcQJaLXyp8u43BAYg554lWHp7kZR1UVE8ePF3toeWPOyceLvBCCa++4A29rK4/eemvZx7YTq4V6NCdvpfUSc3q1zeFQ7f+siv6lspvCNYuFLNx1dZZpnZdqc00iNXpDlHIWeX19IUW4RgiBt73d0hUp5xZe579fnZddxtXf+x5TfX30PftssYeWEeGEeklWdPJmbbCEkxdCHBNC7BVCvCCE2KkdaxRCPCKEOKj937DY76k0ku14TdfJl3P8Wmfu8n9hJ+9tbwfK28kboSctXp0YrgHwtrQwY4EF5FQY75c9+Yls+dVXY3M4OHTffcUcVsYkdrfyWLA/sjnzzkoLr1dJKddLKTdpP38WeExKuRp4TPv5jCJiuiTTnfxiC7DuujqiodC8IkzlSNjIrll4aafGCuGaBCef7CTraWmxRJZQKoxwTYorL7fPx+q3v51d3/gGz33pS2VrNJL2FRaC2dOn6X32WWYt4OijiU7eouGa64G7tNt3AW8r4GuVJdEkO14XE3mXtjBphTTKVAt5ibjr63F4vUyePFmMYWVFOnOpFCePPfXX/qpvfYvOyy/nT5//PC/95CdFGllmJMbkbXY7VfX19Dz+OHdfeimPalld5Yx5N7xVnLwE/iCE2CWEuEU71ial1K3bANCW7IlCiFuEEDuFEDuHLfwFSkayKpSLuSM959cKO/hSpVAmIoTAt3x5WS9aGlclWhggWbhGd/Ll6nAXw4jJO1K/XzUdHfzVE0/gbW3lxBNPFGtoGZHYixdicfmTTz8NYInyE+aFV6s4+ddJKTcCbwJuE0Jcbr5Txr4VSb8ZUsrbpZSbpJSbWlpa8jSc8iCaZOF1MSdvpXZsRkhpAdHQ8S1bVtYiP1fXJfaVSCbk3pYWwn6/Jd6bZERTZNckImw2mi+4gFNl2iwlWfmJ5ddcY9yeOHas7DPUzAuvlnDyUspe7f8h4DfAZmBQCNEBoP1f/v3f8kwkSQrlYiLvrK4GrNGpZ87JLywaEKthU84bidK5KvFoJsSqIZtIIICw2VhkqwYAzeefz8j+/WVZQz9ZN7LLvvxlNv7t33LNf/83Mhpl/OjREo0uPeJEvtydvBCiWghRq98G3gDsA+4DbtIedhNwb66vZTXiSg2nmV2ji7wV3GIkISNlIXzLlzM7PFy2HYjmrkpiJ6xk4ZpqvbH3wEDRxpVP9B2W6YSbGs85h9D0dFmWII5thkoI1zQ0sPU//oOWCy8EKPuqmlFTdo1wOMo+hbINeEYIsQfYDvxeSvkQ8FXgGiHEQeBq7eczimSlhhd18lYM1ywSk4dYpUOgLEUD0jth6XMo5wXkhYgEAtjd7rRKbHhbW4Hy3GC0ULXQmiVLgPIX+YiprpXNbi/oZqicyxpIKY8AFyY5PgK8Ptffb2WiyRZe03XyZep4zejCaEvDyRuiMTxMw6pVBR1XNhgLrwvEq40iZRYtbRDRCmKl08BGzz0vx+qhyXrx6lR3dIAQZWsmdOKcvBU2QymSk2zHayUtvKaTkqeji3y5NvROZy7u+nqc1dWWFnlHmk5e30Vabk5eSpk0u0bH7nTibW0tfyefsPBa1jF5RWqS1a5Jd+HVCiKfGMdeCF3kZ4bKc/09nbkIIajt6mLCqiKvlehNR+TLdRep0ahmgXpJNUuWlL2TTyxrUPbZNYrkJF14XWTRy2rhGnM1wIUwMlPKVOTT3djlW76cwZ07LVMO2kwmC6+eMnXyRohwgXUgK7QzTCxroJy8RYkEgyBELEUq3XBNVRUIYQknn8lCnsPtxl1XV74irzt5+8Iiv/nTn2aqt5ff/dVfWW5TVCbvl93lwllTU3ZOPp1U15olS8q+naG5oZBy8hYmGgph1xaI0hV5IQROr9cSefJhvx97VVXaDVG8ra1lK/LhNNcXlm3dysX/+I8ce/jhsp1LKnQnn+775WlqKjsnH07RjcxMzdKlzA4Pl3U7Q6sWKFMkoGczAGln14B1us9HAgEcbndac4LyLvAV8fvTDj21bdwIUPYbbhKJBoPYM3m/ylDk00l1NdIoy7ggXtRKm6EUqcnGyYN1us9ncvkPsQ0r/tHRAo8qOzKZS92KFYD1RF5fQ0n3/XI3NBAYGyvwqDIjrXCN3rO2jEM2cQuvFtgMpUhBNBQynHzGIl+B4ZpyFvlM5uLr7gYsKPLalWXaIl9fX3Yin05561pN5Mt501piWQPVGcqiRIJBw8mnW4USYrtereLkHW532guQ7oYGAmUq8pmEnlzV1Xjb2iwp8pm8X1VlKPLpNKqpX70aYbdzau/eYg0rY4z0aj27Rjl5axINhYwONpk6+bBFRD7TcE1gfLygH+hsyfSqpLqtrSx3gy5EJnnyEDsp+8tV5E1F8RJPWk6Ph6Zzz2Vo9+6iji0TDCevN/JWTt6a6NkMkJnIO7zeygzXaA2XyzHHPNMTVjmGMhYjkx2vEHPy4ZmZsspSmSsJPSfyyebTumEDg3/+c7GGlTF6erWw21V2jZUxO/l0q1CC9RZe083WqGqItfktx5BN2O/HUVWVfujJiiKvOfl03y93fT1AWbn5xOYukFzk2zZuZLq/v2wzbKKaARSa0Csnb1EioVBWTt4qC696HDuTcA1Qlj04s3Hy5SR+6ZBpnrwu8uV0Mku2MznZSatVS3Mt15CN+SpfpVBamGgwmF1M3uu1REw+03CNu4ydfERz8pmEMspJ/NJBz5OvBJFfNFyzfj1A2YZsoiYDaHM6VXaNVYmYwzWZZNdYLVyTbraGJvLl6IDDCaGnxebkrq8nMD5elp2TUqHnyWf6fpWTyM+Fa+ZSKJOJvNvno2HNGgZ37iza2DIhYjKAdre7oOseSuQLSDTLcI3D6yXs95e9gGQarnHV1gIQmpws5LCyItHJLxa3dtfXg5QEy3AuqYhk6eTLaW9DMief6qTVsWULfdu2lWWNIfNueLvLNTevAqBEvoBEsg3XWKQSZabhGmdNDQDBqalCDisrEmPyi83JXVcHlOdVSTL0Er2ZxOSryjhcIxYJ1wB0XHwxM4ODZdlbOGqKydvd7rkSygVAiXwBySW7Bsq/pnym2TW6ky9H96ufsNItCV2O8eqFMBfEqojsGsfC4RqAlnXrABg5cKDwA8sQ88Kr/r/eEjDfKJEvINnmyRt9XsvYyesdejIJ19idTuxud1mKfOJcFptTObrchdAdcCZO3uHxYHM6y2qOyTp4pTppNaxZA8DYwYMFH1emxC286iJfoJCNEvkCksuOVyhvJ29c/mcQroGYmy9XkTfPZdEOXmV8VZIMXUAcHk/a75cQouz2AxiLxyZhTzUfb0sLLp+P06++WqzhpU3iwqt+rBAokS8g5rN1Jtk1ep/Xck6jNJxhBtk1EIvLh8owJh/2++OzaxYJaRiLyGU4l2ToYY5MNnyBVoqijEQ+MawGqUVeCEHD6tVl6eSThmuUk7celbzwajjDDMI1UJ5OXg89ZbLw6irjReRk6CKfSXYNaJu+yiy7JnEOC520fN3dZbvwaksUeeXkrUfWMXkLhGsM0aiAcI3+5XJkEq7RRb7M5pKKiMnJZ/J+ldumr2TrQAvNx1umjWoiCdk1MNdIJN8okS8guuuADLNrFlh4nRkeLosqjnHhGtOcFgsFuGpqyk4Yk4We0pkHWCdcY8yxqiqj96vcYvJGuMY8hwW+U56WFmZPny6L74wZcyhXhWssjL7BBvLj5GeGh/luayvP/MM/5HmkmZMqXJPOgmW5iXw4ictdbB42hwNHVZXlwjWJTn7R/QAWCNcs5uSREn+Z1UuKW3hV4RprIqU0dhhC5jteYb7Iv/TTnwKw/atfLfkuvlThmkVj2bW1Zed+zU4+o5NxmS4iJyNbka9qbMQ/Olryz5tONuEaiBmkciJZuEaJvMUwmgLo4ZoMa9cAhBPCNccffdS4XequRKmyaxbNSinHcI058ySDhuvOMpxLKiKmhddM3i9PczPRUKhs5pksu2ah75RHE/lyi8ubyxqoPHmLYhZByDBc4/EA85382KFDRpPiUrc2yzpcU1NTdgvK4Syd/GJXJZFQiNDsbH4GmSPZXnl5mpoAyqYLVqbhGk9zM1A+49dJGpNXTt5aGCKYRUxe2Gw4PJ44MYxGIowfOcKq668HYLjEIp+taDi9XqKhUMG2cGdDssyTtES+pmbBmPxvr7+e/16ypCxCHdmGawyRHBkp3OAyIKuYPNYI16jsGothzkuGzLJrYH7jkIkTJ4gEg7Ru2EDdihWc2rcvzyPOjGyza8oxPTSb7BpYOFwTmJjg6IMPEhgbK4ua5mbTkcn7VW5OOOz3z2u4vtB3yl2G5ZIhvteELvZhFa6xFrmEa0Dr82oSwvHDhwGoX7WKupUrmSzxBo9ki5WQhpNPsd5QSpJdleQarjnx2GPG7WMPP5yHUeZGJNtwTZmJfGL5CVh4Do6qqrKrvwPKyVcEuYq8s7o6Tgin+voAqO3spGbpUiZ7e/M53IzJ9vK/nJ18JgXKQHPyKUS+b9s2bE4nLp+PiePH8zfYLEm14zXdmLzfouEao/5OmTWPT1rWoEAi71j8IYpsMAsHZJZdA9Qe+dYAACAASURBVPO7Q+kNias7OqhZsoTpvj5kNIqwleY8nW12Tar00FJidvKZZNe4ampSNkDpf/55WtevR0pZViLvyPD9ctfVIez2lDHtSDBIeHbWqK9faPQUynSzayA2h3Jy8jIaRUYi88saqHCNtTDvMIQsnHxCuGa6vx9XbS2u6mpqli4lGg4zU8JL6FzDNeUk8qnmsuj6wgJO/tSLL9K2cSO+ZcvKonZKxO/H5nBgczgyer+EzYa3pYWZoaGk9z940018u76+aDtKkzWqSWdDVzk5eT3pQOXJW5xwHsI1oYRwTXVHBwC1WhrlVAlDNjmHa8owJp/pXFy1tUQCgXmZQrOnT+MfHaV+9Wp8y5czcfx4yTNswlosG8hojhC7epzWriQTeflnPwMoWi/VTMM1UH5OXo+9z9vxqpx88Rk7fDjr1KuI6fIYMs+uSVx4ne7vp2bJEgDjfz1OXwoqNrsmzawNMNWvSdzPoC+Sn3UWvmXLCM/MlHxbfUTLSgEyer8AqtvbmR4YSHkfwLFHHsnDKBdGSkl4dhaHx5PR+1R2Tl7fKJm4GUo5+eLzw1WruOPss7N6bj4WXhNFXnfyesZDKYUjVaehdPLkocxEPturkhSVKM2ZULoIphLJYqGHOSB/Tl5KaYSrJo4dy89AF0D/zDkTGp9YzcknirzaDFUi9D94tsWZwrnG5E3ZNVJKpkwir+f+llLk9SYbQgjrp1Bmub6QqnHI2JEjANSvXIm3rQ2AmcHBvI03G5IVy0u8nYqajg6mBwfnxd39p08bcy/GVaUe4nN4vZmLfBk5+agW3tMdvBACm9Np3XCNEOJaIcQrQohDQojPFvr18sW4yZlks6iUa3aN2+cjMD4ec0sTE4RnZqjRRV7LZChldcBkZZRh8UvnsgzXpKrrksbCK8xvHDLZ04OnuRmn12uI/HSJRV4/KUNm7xfEnLyMROblypuzhlLF7PNJWCsR4fB4Msuuqa8nND1dNrusE508wGX/8i90v/GNBXm9goq8EMIO/BfwJmAt8B4hxNpCvma+0OOqQFbZEbmGa8yFoczpkwA2uz1WArbE4ZrEuSXeTkY5plBGAoFY5ondnpmT12PyCeGayZMnjRpD1Wk6eSklf7jlFo6bNlHlk9D0tHFSyiZcA/OFXM+4aT7/fOMzWkjMIp+Rk/f5gOQNXqLhcNHFP5Kw8Apw0ac+xbIrryzI6xU6T34zcEhKeQRACPEz4HrgQD5f5OjoUZ449kQ+fyXHDzzOSxtit+Wz/0XTWGbnpuNjT/DSBqg+8ivcw7Wcno0J8mRwkjt237Ho83urDrB3A/xg2/eYHRlhxwaQtj1s2x07eey8yMHh8A6Op/G7CsFex15GLgjj2X0HL4+8bBz/2b6f0ehpTPk8KSU7NgpOzT7LgRKNPZGXo7vo2WTnjt13cGT0iHH8rj13UeWoSvm88dHjbN8AoeO/pW33MeP4s/YXca+vJ7L7DqSMsmOTneFTf2DPbl/K3xWcnubxnT+AnT/g2h/9KC/zMvN83WFEo4Nghu8XwGjkENs3QOTFu2iRcyUaeg8/y94N0HFxDf3b9uHa+QNsdnvex64z2dPD9g0QDDzH7oGTxvHfvvxb9gzuSfm8k7Y97NsAVX/+EV5tc5fOzm98g+DkJK/9p38q2LgTmThxIva5mXyKtt1zV4EXtF7ARUsvyvvriUKmdgkhbgCulVLerP18I7BFSvkx02NuAW4BWLZs2WuOZ7Fx5Cfb/4f3P/jB/AxaoVAoSsBnLv0MX736q1k9VwixS0q5Kdl9Jd/xKqW8HbgdYNOmTVmdcdYetvN/vgnvfPQRGlevycu4nv2//5e9mqO66hvfYM073pHR8//8ne+w49/+jZsPHjRib0tql9A/2Z9WHHRw925++7a38ab/+R9GDx5k27/8C3+9d69x6fn7972P0MwMb/vNbzKcWX74w4c/zNjhw7xLq3Hf4m1hPDBOMLJ4hsD/d9FFLNu6lSv+9V8LPcy0ePLTn6bnj3/k/du3A9BW3cbI7AjhaHjB500PDvLjzZu57CtfYe173wvEFnF/tGYNmz75SV7z8Y8D8KvrrsPT2sp1d96Z8ncdeeABHvnoR4H8fo51fnbFFTSffz5X/9d/AZm9X+GAnx+tOZuL/u7v2Pgxw5+x7V/+hf133snrv/MdHv6bv+Evf/c7Wtety+u4zfQ++yz3v+c9vPlnP2PpJZfQ6GlkNjTLbHjhcs4nnnySBz/wAa7/1S9p3zTnlF/91a944pOfBGDdLbdwyd//fcHGbmZg5w7ufccN/MVPfkLn615nHPe5U1/p5UKhRb4X6DL93KkdyytN7V00jEPjlINldcvy8jtfmhA0TTuIhsM0zjgz/r09QQ8N49DdfBZCCON4V13XAs+aw9cVomEcGiZtzB4bpV3Us6rzPON3LfV2cOrw3rzNN1Pqx6HK1hD3+h6nJ63ntkVraZgQJRt7Io3TDvzh6rjxLKldsujzAqKehnFoMn0+xo4epWEcVnWeZxzr9HYQGpxecL6DvVM0aAkgzbNuOvP8t/ENB1la1ZbV+wXQLuqpHZiNe/7+QT9LqtpY3X0h28ehYUwW9D0Ny32x71RDNx3a69S4ahZ9nqNlFQ3j0BKKf48HRsI0jEP75s3MPvQcy75WpM+j7TAN49BVs5SuInwHCp1dswNYLYRYIYRwAe8G7sv3i+jdX1Jtvc6G4OSksXiWqj7JQoRmZnB4PHECnwnm6n+jr7xC49lnx/0uT2NjaVMoZ2aMnPdMSdwDUGrMi8iZoC+8BicmjGP6LuTazk7jWFVj46L12M3ZXIV4X0PT00ZmUzZUt7fPW1ydGRrC29JiZH0VevHVnEKZCS7t6jdgep8gthju8HhY8453cGrv3qJtLjR2WHvSP8nmQkFFXkoZBj4GPAy8BPxCSrk/36/jbW0F8tviKzg5iae5GZvDkVXrs/DMTE5fKpfPh83hYGZoiNOvvEJDwqYsd0NDSXtvhqanM/6y6SRW2Cw1YVMOeSYImw2XluqqM3UytiCoGwTQ+qQuItz+kREj22K2HEU+yYaomaEhvK2tsTRRIQqeRmnOrskEfT9DMInIe9vajNTFo0UqCa1/9itC5AGklA9IKddIKc+SUn65EK/haWoCIfLq5EOTk7GCYD7fPAeQ1vNz/FIJIWjdsIFX7rmHqd5eGhNEvqqxkWgoVDJHHFJOHtC2zJt2U05qIp/o5P2nTyOjqVP9AhMT1K1YAeS/rG8kGCQaDuf0eazp6Ji3a3eqr4+aJUuwO514mpsLL/JZiqMrRQrl9OAg1W1ttKxbR3V7O0cffDA/A10E/Yok2+9PplTEjleb3Y6nqSnv4RpXbS2u2tqsnHwuTlfnnHe/m3Ft92TiRokqfddriTZEhWdmsp5fYl2eUhOenc3KyQNUJdRFmertxVldbQgLxEyIjEYX/BwFx8epWboUm8OR93CNvllLz5PPBt3J61eOkVCI6YEB44qlpqOj4OEO3clnKo6LOXkhBGe95S0cffDBgnVnMhPOMuyULRUh8hAL2eSzj6NZ5LONyefinAAu/OhH2fjxj3PZV79K+2teE3dfVWMstzlQIpHPZX7l5uTDs7NZzyWZk6/t7IxbP9Hfq4XCMIGJCdx1dWmFdjJF/1vnGq4Jz84aQjk9MABSGiJf29VV8JLK2YZrbHY7Dq933hW57uQBVr75zYSmphjQMqwKiXLyWeJpaWG2EE6+ROEaiBVi2vqtb7HlM5+Zd5/u5AsRv02HnBdeyygmH8rhqiSx+NVUb29cPB7mRH6hMExgfByXzxdbpC1HkdcKremLq/oCsz7X+lWrGDt0qKBrRKGZGRAiq9Ca2+eLM2tSSvwjI0bSRtO55wJzdYcKiXGyUiKfGVXaQmS+CE5O4swxXFPIM7Uu8qVw8lLKnIQxmZOX0SjTeTxJZ0IuJyx3fT3+BCdfY4rHg0nkFxDvYJk7+ZqE0gZGFpFJ5EPT0wUtxKaXGc4mYy3RrAUnJoiGw0Z7w9plsVTGYlTTDM/MYHM4sJvKGhSSihH5fNaMjobDhGdnDSdfiuyaxUhHOApFJBAAKbN38lpM3uz6/vSFL/C9traSdLvKycmbwjXRSITp/v64RVdY/L3Si9C56+pw19XNix3nii7yrhxj8jAn8pM9PQDGCa1h1SoARg8ezPo1FiM0M4Mzy4wUV21t3N9Vv1rS3xuH203NkiVxqayFQk+vLhaVI/J5LCeqL1S5amsX7OO5EPkI1yxEKRdeDWeYg5OXkUhc/eyd//ZvAAz9+c+pnlYwcnXygfFxZDTKzNAQ0XB4XrhGd4upwjCh6WlkNIrL54uZinyLvL7wmmNMHubq4o8ePIi7rs6Ym57iO7x3by5DXZDQ1BRObRE1UxLNmh4685hq2fi6u4vSjzeXpIVsqCiRD05OLpimli76h8FVW5v1ImE+smsWwllTU5BMjHQwFo5yWHiFuSyDaDhsbBAZ3LUrDyOMcfThh3n2i19c8DG5hp6q6utByli10CQbocB0Qk4Rk9fNibuuLlZiOs8irxsBd3191r/DXVeHo6rKiMmPHjxI/erVRuikrrsbX3d3QdMQ9XWybHAnnDz9CU4eYnMoRrgml/TjbKgokUdK7rnmGu5+3etSNlhOh3kin8UiYaGdvBDC2BAFsVDB8UcfLcrmqFxTwBJrypvzr4deeCHH0cWYHRnhV9dey7Nf+MKCJ/5cQ09G5sypU0aOfKKTt7tcOGtqUp6QDZH3+XAmhBXygSHy2skmG4QQeNvbjXDN6Kuv0rhmTdz9q976Vo7cfz+H7sv7pnYg5uSzDTm5amvjTp76DuSqBCc/2dNDNLxwzaJcycVUZENliTxw4vHH6f3Tn+j905+y/l36l0wX+UggkFHjEBmN5pSWly7mxebnv/IV7rnmGg7de29BXxNyTwFLrClvFvlUzckjwWBG8dLTL8+V010otTbXuRj9dvv7Uzp5YMGsGePzpjn50PR0Vo1qUqEvzlflIPKgbYjq7yc4OcnEiRPUr14dd/8l//RPNKxezXNf+lJOr5OKXJy8KyG7ZjZJuKauu5toOFz4fH/l5LPDpYm8Ti4bo8xOPpsmF6EsN21kijkTY79W4fDQb39b0NeE3J28K6Gjki7y9WedlbKD0q5vfYsfrFhB37Ztab2G+fcstBMz17lUm5qqT548ic3pxKul5ZlZqNaQOVyTandmLvhHR3FWV+eczVHd0cFUfz9HHngApGT5618fd7+nsZEL/uZvGNy5k7GjR3N6rWQEJyez3tClZ9foV7pGuMZ04vN1dwMUfPFVzxIqFhUj8u4CiXw27erykbKWDrqTjwSDjGtfqqMPPljwkE2u7jdRyHSRb7nwwpQpeL3PPAPEmjykg/n9X6hwVr6c/HRfH1MnT1KzZAnCNv9rVdXUlDImbzh5n2+ui1EeQzb+0dGcXTzM7Xrdd+edVLe3s+S1r533mFVvfSsAx//wh5xfL5Hg1FT2Tr62lmgoZHRsmz11CnddHTbHXCHeOk3ks43LT/b2ppVnr8I1WVIQkff5ylvkNXc42dODjEZZcsklzAwNMXboUEFf1xzOygajAXaiyK9bR3By0rgSMqNnPUymuavSfLKYXuDyO1cnX9XQgN3tZqq/n8kkG6GMx5XQyQdGR3OKx+vUr1xJYGyMYw89xGs+8YmkXaAa1qyhZunSgrQxDOXo5GHu7zrV12dchenoufLZOHkZjfL9zk5+eNZZi5osFa7JErPIe5qbi+7kzb0ik63cF4KqhgYCo6OGi197440AnNRcb6HQ88KzzdbQRV5fCJvu76eqsZHarlit/UQ3HwmFGHnpJSB1zD6RmaEhQxDScfLZXj4LIWIOV3PyyeLxEAtlLBaTjxP5MnTya975TuP2+ttuS/oYIQTLrrqKk089lfcrylycfOIV0lRvr7GRS8fhdlPd0ZGVkzef1AZ27lzwsSpPPktqOjupP+ssLv/a1/AtX57TzrtQhiJ/6sAB/rO2lj/ccguA0dVerwlfKKoaG/GPjRlNx1e86U14mpqM0Eah8OdJ5M3hmuqOjljJWuaL/MSxY0RDIWqWLGGqvz+tNNnpwUFqu7pw19cveMLPtuiVGd+yZZx+9VUme3qME1Uirro6gin2cQTGx0EIXDU1hhjlM40yXyLv6+ri8n/9V9527724FrhK7bj4YmYGB41so3wQDgSIhkI5ZdfA3N91qrd3npOHWMgmGyff9+yzxu3F0kgDeXo/0qViRN5VXc3Nhw6x+e/+LlasLEcnb3M4sLvd83K6k/HyT39K2O9n/513IqWcE/mEpsH5pqqhAaRkaM8ebA4HtV1dLLn0UnqffrqgrxsYG4vVUs/xCxcn8u3tRrGoxMXXUS381HnFFchIJK1CdLNarfPFNsnloyJg6/r1DGzfTtjvp3X9+qSPcdfVEQkGjf0AZgLj47hqa4369PqxfJGvcA3A5k9/2oi7p6J982YA+p9/3jgmo1F2f/e7WW/eC5k2KGaD+QpJRqOxnclJQmu+LHPlB3ftovHcc2lZt46+BTL7IqEQ/tFRo2ZOMagYkTfjaW42hDYb9FQtIURaTn74xReN26dfeWVuN10RnDzAwI4d1C5bhs1up+vKKxk9eJA/fupTcTtK80lgbAx3XV3SBcZ0cFZXgxDzRD6Vk9fXGLquuAJIL2Qze/o0nqam2Ca5BQRTf19zuXxu3bjRuN2WUC1URw8nJhPv4MSE4eDzXZMoGokYf99i0bJuHQjByP65/kADO3bw2G23ce/b357V79Q/K9nG5PX5T/f3MzM8TDQcTunkJ3t6MkphjYbD9G/fTtvGjSx57Wvp27Yt5fN1XUqWgVUoKlLkcy1Wphcng7nL+AVFfu/e2Aeb2Id55tQpECKnHYbpoMd/B3fuNDID1t1yC962NnZ+/eu8/POfF+R1A2NjOc1NvwoITU4ipWS6vz8m8lqHr+nBQV755S+5fcUKXvrpTxk7fBhnTY3hktPJYw6Ojxu1YBZyxf485JAv1bJMnNXVNKxJ3oB7IZEPjI8bKcDG5qo8NQ6ZGRwkGg6nDCMVAofbTW1nZ1ymyakDBwDo+eMfs4rVB3N08vr8J3p6DKfuS/I38WWRK3/ovvuYGRxkzTvewdJLLyU4MRF3gjOjd69TTj5H3A0NsSpzWW4oMW+6WMzJB6emmDh2jNVvfzs2p5ORAweYPXUKT2Nj0uyDfKLn9QJGVyFXdTU3HzyI3eXiWIHamflzFHnAqO4ZnJwkPDtLdXs7Drc7FkMfHOTZL3yBiWPHePjmm+nfto3GNWvwaCeBdMI1fu1qw7WIyOu/K5errobVq7n5yBFuevHFlO/5ok5eu99RVYXD6zVE/pVf/pIfrl5tVOgcefnluCvHxdDj4skErZDUrVxpNLwB4kQvm1Bqrhldbp8Pd10dkydOcEobS9N55817XKZplKf27+exj32MxrPP5qy3vMVIK+01xejN6J835eRzpEoToGzjmrPDw0Y8fTGR11P7GtasoWHNGkYOHIjVqS5wqAbid1bqIg+xL8KaG27gxOOPz3vO9OAgD998M6/cc0/Wr5urk4c5kdfTJ/UCWNVtbUwcP87pl1+m68orCc/O0v/887Rv3mx8MRbr5RuNRGJb4NNw8rPDw7jr63PeKFS/YgX1K1emvF936slCR3oteR2PKad+7w9/yNihQzz7hS8wfuwYP9myhbsuvJDjjz4KxJzpb66/nn3aZrhE9GqRxXTyEEu3jBN5zckDWRUByzWjC2J/g8meHk7t3YvD44n7zuhksiFqemCAX2zdClLyll/+EpvDQd2KFVR3dKTcJ6CcfJ5w5xjXNOc76yKfqhaO/oH1LV9O09q1nNq3j6m+vqKIvN3lMm43n39+3H0t69cz3d8/L21v2z//M3t/9CMevvnmrEMCgbEx40SaLU6tloi+G1VfdPW2tnL8sceQkQjrb73VeHzHxRfjrK7G4fEs6uTNKYmLxeRnhoeL8l4t5ORnR0biwkWepibjvdFjuEcfeIBd3/ymMbf9//u/AOz6xjc4fN997Pj3f0/6uoklgYtF3cqVTPX1GXseJk+eNEQ1mciHZmcXbL2XF5FftozxY8cY/POfaTrvvKRXXb4M6srvu+suZoaGuOGRR2jRvn9CCNbeeCOH7r3XCFGZ0a9ilJPPkVzK8Eop47r72F2uWOswU2MIM/oHtq67m/aLLmL8yBF6n3mGtk2bshx9ZuiXryv/4i/ijjetXQvAaS2/XOfoQw/hbWsjODHBkd//PqvXDIyNzSsjkSl6px49x193UN62NiPjpW3jRt791FO0X3QR3W94A0IIPC0ti17uG5uL6usNJ58qDjx76lRRvnCpRF5Go7H8epPT1nfHRsNhRvbvx+5yMXH8OH/+z//k7He9i/Nuuokj99+PjEYZ3L0biIVDkp38Jnp6cFRVFTzTK5H6s84CMN7fmaEh2i+6KDamBJGXUnLn+efz8yuvTPn79L9bLuZiySWXMLxnDyefeopV11+f9DGOqiqqOzrScvInn3oqllGTYLBe8/GP42lu5nfvfOe8z930wADCbi/4HhozFS3yqYR5IfynTxMJBOLSqxaqOzJ+7Bh2l4vq9nZWXHutcVzPBCk0N+3dy81HjsRtz4a5dmYjJpGfPHmSsUOH2PyZz1DV0MDJp57K+PWklMwMD+csjHrBrrFDhxB2O77ly4G5sILd7aZuxQo6L7uM92/fbnQm8ra0LBquSdxBqjeBScbs8HBRLp1TifzM8DCRYNBwkDDn5CdOnCDs97P5s5817tv0yU/Sedll+EdHGT14kOEXXjDE8/D99897XT13P5tuSrmgh67GjxxBRqPMnjpF/apVuHy+eSI/sHMn40eO0L9tW8qyAPp3ORdzcdGnPsXaG2/knPe8h9d84hMpH+dbvnxRJx+NROh95pmk3/OaJUu47CtfYeTAAQZ27Ii7b/zoUXxaJlyxqEiR1y/psnHyib0rYeEt6RPHj8e+RDYbzeefz4rrrqP9ootYtnVrFiPPnLrly6lPFltcvhyHxxMXCx3asweA9osuYulll/HS3XcnFYaFCE5OEgkEjEyYbNF78o4dPoxv+XIjJq5/aSKBQNIUzXT2QMTVZ18gTALFC9ekyn/Xm18nc/K60HRdcQXveuwx3vjDH9KxZYuRh37gxz8mMD7OBTffTN3Klbx8993zXnehDVqFpM4k8v7RUWQkgre1NSagCSJv3jzU88QTSX9fYHw8dlVdVZX1mBxVVVz3v//Lm3/60wU3c6XaEGV25cN79hCcmKDz8suT/o4173gHCDFvY9T40aNJ1wIKSUWKfC7hmmQ1watMMdJEJo4fN1yoEIJ3/P73vH/79nm1dIqNzW6n8eyz45z8KS0ro+WCC7jgQx8iPDPDb97yFob37Uv79+o57HpOe7Z4W1uZHRnh9MsvG63jALquugqApa97XdLneVpaFo3JG/HbRUQ+EgoxOzxsrAcUEpvdjrO6el5NGr0Wj9nJ13R0MDsyYrx3vu5ulm3dygUf+hAQC8W5amvZ9s//DED3G9/IeR/4AMcfeWReHLhUIu9pbsZZU8PYkSNxGSXJRH5gxw4a1qzB5nSmbB+oL/YX44rE193N5IkTcdl5/Tt28N3WVl7+xS8AjKvgzssuS/o73HV1VLe3z5urEvk8kUv/Uz09rfGcc+J+30JO3pzKWE40rV0bF5MfeuEFfMuX466r46y3vIV1f/M3APQkycJJhbFwlKOT158/9MILcXXJ3T4f79u2jet/85vkz9PCNQvlWpudvGeBjJzRgweJhsPG+kWhcVZXE07I0tJj1rUmkddz7Y8/8ggIMa8ejs1u57y//msAmi+4gLrly1l/6604PB52mhZgo+FwbGdnCUReCGFk2OifGU8SkZdSMrhzJx0XX0z9ypUpRV5PiS0GyerK77/zTmZPneKRD38YKSU9Tz5J3cqVKWsVQezErS98AwSnp5kZGlIinw+cXi+u2tq4ZhTpMrB9O/WrVuExLYykismH/X6m+/sNJ19uNK1dy8Tx4wSnpoiGwxx/5BHj8lIIwRtuv526lSs58fjjDO7ezSMf+ciiaad6yYFc3a85pt+ckK/csWUL3hQhFG9rK+HZ2QU3pwVMnZCMnY5JPguntH6kzRdckNngs8RZUzMvS0vfrWz+vDVq/VKPPfwwtUuXxmVR6Vzy+c9zyec/z9u0k6G3pYXzP/hBDvz4x0Ztoam+PmQ0WhKRh1jIZuzIEeMEq4drAuPjvHT33YwdPszM0BDTAwO0bdxI/erVqZ38+HjBNxfq+BJy5SOhEAd//evYOMbGGDlwgN6nn1503U1P2dSZ0qIE5hN6MahIkQetwUEWHV4GduwwFrJ0dCef6B71N7BcRV7fbv+nf/xH7ly3Dv/o6LysgmVXXcWJxx/nJ1u2sOf732f717624O/Mt5MHMnLSujNfKGQzMzyMsNnwNDYuLPL79iHs9rirtkKSrF9w37ZtLLn44rhjupMP+/1JN+wAeJubufSLXzSyWABWv+1tREMhY7GvVDnyOvqGKL0KqLe11XCxv3/ve/nhqlX0PfccEDvRN55zDqOvvpo0lTIfezPSpUG7stTDZQd+/GOmBwZ4/Xe+A8Dub3+b2ZGRlPF4ndquLiZ6egzd0D+DNUnKKRSSihX5miVLFuwIlIzpgQEmT55MKvKRYHDeF1TPBKgr03BN1xVXIOx2dn3rW0SDQTZ96lOsfPOb4x6zbOtWgpOTuH0+6s86iyOLLMTqf9NcFyvjRD6FkCV9XhobomaGhvA0N8eEvqkJYbczceIE973rXey5/XbjcSMHDtCwahUOtzuLGWSOs7raKLQFcOjee5k8cYKlCXFdp9dr/H1XXndd2r9fT9sd2L4dmFtfKpXI169cSXh2lsFdu7A5HFS3tbHyuuvirkz2fP/7a8HUZgAAEVFJREFUQOwzsPS1ryUSCDCYpFRvoJjhmhUrcNfVMbR7N0cffphHP/IR2jdvZv1HP0rdypXGmNMR+fDMjLE2aOwJKWIdIahgkde72KTi6MMP89PXvjauQYXugBJFXj/zjiekd+kfxlSVB0uN0+vlgg9+kIbVq3nLPfdw5b/92zxB6772Wjovv5zrf/Mblm3dmrL9ns7QCy/QsGZN0hBCJtStWMHya67h0i99KWVoJhn6yWGhDJvZ4WHjccJmw9vays5//3devecenjalI55++WUatVTTYuCqqTGMQnB6mkdvvZXWDRuMtREzb7//fto2boyr4b4YVfX1NKxZM8/JF7ukgY6eYXPyySepWboUYbPh9Hr5SF8fHzp4ELvbzbGHHsJdX091e7txskvWcKSY4RohBK0bNnD0wQf5/XveQ+O553LDQw8hbDaWX301EEvuWCy2rp+o9fChfkWj7+4uFhUr8jVLljDV10c4EEjarOGRj3yEvuee49hDDxnH+p9/HmGz0bphQ9xjl1x6KTC/GUf/9u00nnNOyTNpFuINt9/Oh159lbaEOel4Ght595NP0nnZZXjb25kdHk5Z82eyt5fD991HR0J4IRscVVW88w9/4JJ/+IeMnpdWuGZoKC733eycglNThGZniYbDjB48WLRQDcScvB6T73n8cab6+rj8q19NeiXRsWULN+7aZewPSJeWdeuM2iyTPT24amtL9vnU92qMHz0at0DpaWqiYdUqI5Oq64orEELgbW6m68orefH22+eFbIoZroGYS584fhz/6Chv+fnPjYy99bfeiretjbU33rhops+85jgDA9hdrqLWkocKF/nw7Cz3vv3t/FdT07yWcnrjiUP33WccO/bII3Rs2TIvh7auu5vazs64HaLRSIS+Z5+lY8uWAs6iuFS3txsbV3RkNMrT/+f/8J3GRr6vfVGXJuntWSz0cM1CTn7G5ORhLsa9bOtWoqEQw3v2MHbkCNFQyBCiYuA0OXk9lJJYjiJXmtauZfzIEUKzsyVLn9TRM7kgeVmFc979bgBWve1txrFNn/wkU729cfnykWCQ8OxsUU9WF/3d39F11VVc89//bSyEA7ReeCG3Dgxw1be+tejvSOxGNd3fj7e9vegb0ypW5PU479EHHgCI2ygy2dtr5CfrtcpnR0YY2LGDbtOuVR0hBOtuuYWjDzzA4d/9DoC+555j9tQpVrzpTQWdRzExmnZoC0SRYJBfXH01z3/lKyx93eu45POf562/+pWRvlcKnNXVuHw+I1MhGTNDQ3HZO2+66y7et20bV2pNwCeOHeP0yy8DFN3J6zH5qf5+I5SUT5rOOw8ZjTL6yiux3ZUlTAoQQhiL6sl63573gQ/w7qee4rybbjKOLb/mGhweT5yhMpepKBaumhr+6vHHufDDH056fzpCndjKcWZwsCh7MhJxLP4Qa5LYvOHkU09xwQc/GLv95JNAzPXojmrwz38GKelMsQln82c+wyv33MOjt93Gije9iUP33ovN6awskdfCGvqGpz23307PE0+w9dvfZsNttxXdgSRDCEHDqlVGt6hEAuPjBMbG4kI0Drebji1bjMvmCVMzcLNLKzRmJz/d14e3rW1eOYpc0dNRT+3fz+jBg4suDhaatTfeSDQS4UKtNaYZIcS8zUSOqiq6rrqKY6YqjubNbVbCldDK0T82VtSaNToV6+TNi3kt69ZxyrSrs+ePf8RdX8/Kv/gLpnp7kdGocX+qnGm7y8XrvvQlJnt6OPLAAxy+916WXXWVcUlWCXgTnPzBX/2KpvPOY+PHPlYWAq9Tv2qVcQWWyAntMj/ZjlmjpnhPDyMvvUR1R0dRhUNPoZTRKFN9fRnH29OhYfVqbA4HJx5/nND0dNxGs1Kw/qMf5f3PP5/RybTz8ssZffVVY90lH8XJSkFiuEZvZFNsKlbkAd71xBO87/nnWXb11YwcOGAsKJ544gk6L78c3/LlREMhZoaGOLV3L97W1gULb6247jo8LS386fOfZ/TgQc5KUcnOqphzyoPT05x8+ulF+3mWgobVqxk/epRIKDTvvsO/+x3O6mqWXHJJ0ufWLlvGxIkTnH7ppaKGagCjJ25odpapvr6k7edyxe5yUb96NYd++1tgLufbSuhX071ar9R8lBkuBcmcfCnmUNEiv+zKK+nYvJnm884jPDvL+NGjRiXGriuvjGsJNvLSS4sugtmdTs5685sZ1gp9laMA5oKrpgaH18v04CBjBw8iI5G4/qXlQvMFFyAjEfbfdVfc8cneXl768Y85973vTZniWdvVxcTx45zat4+WIu101TEa0ExNMT0wUBAnD7EwpL5Du5gLy/miRUtJ1ovr+S0arnF4PAi7XTn5YqCL96l9+zj59NNALG3LaBBw/DjjR47E7R5Mhb5ItOSSSxasW2FVqtvbmRkY4PSrrwLQmKJnaSlZc8MNLHv963niE59g0tTU+4lPfAJhs7H5c59L+dzGNWsY3rOH0PS00Ze3WOhNqIOTk7EWkQWqftllqsvuK/IW+nzgqq7G29pq1PUJlmDhNR8IIXD7fAQnJggHAoT9fuXkC4W+wj+yfz99zz6Ls7qalnXrDFEffvHFtAsHdV1xBR8dGOCGAvVPLTXV7e1MDw4y+sorQCz+XW7Y7Hau/u53CU1N8eovfwnEKo4e/PWvWf+xjyUtvazTYtq41nLhhQUfqxk9RjvZ04OMRAom8mvf9z4AztX+tyJ1K1YYIq/vcyl2fnk+cPl8BCYm4ormFZuKza4x46qpwdfdzal9+xg9eJCOLVuwORy4amvxtLRwQtthl241yVKkQRWL6rY2Tr/6KqOvvkrtsmU4vd5SDykpjWvWULN0qbGF/9jDDyMjEda8/e0LPs+8KSzfOeqLobu4scOHgVgJ60JQ1dDALSdOFKVOfqGoW7mS/m3bgFhKrMPjMa6ErIRLc/KlXFfIyckLIb4ghOgVQryg/bvOdN/nhBCHhBCvCCHemPtQc6P5/PPpf/55hl54IW5RrmHVKvq0zurFLgFajnhN4ZpyDNWY6di8mf7nnwdgcPdubE6n0VAjFY3nnkvHxRfz5rvvzqkBRTYkinwhW/L5urpwejwF+/2Fpm7FCiZOnCAaDsf2PbS2llWGV7q4fT6Ck5MlTQPNR7jmm1LK9dq/BwCEEGuBdwPnAdcC3xVCFK/fVRKazz+f8aNHkZEIS0w7Ns3hiGLmTJcresOKYa1GTTnTsn49Y4cPE/b7jeYti7VVszudvO+554zdlsVknshb2GkXmroVK5CRCJMnTxoib0WctbUxJ1/CdYVCxeSvB34mpQxIKY8Ch4CFLVaBMV+am2uvdL9x7iLDijG/fKMX7IoEg2V/0jOaRR87Ftehq1zRXdx4EZy81TH3iJ0ZHLSsyLsTwzUWdfIfE0K8KIS4Qwihq+RSoMf0mJPasXkIIW4RQuwUQuwcXqStWy7oIt949tlxDRr0+upbFsjIOJMwpxWWu5M3C8HEsWPlL/LawmuhY/KVgE8LnY4fPRpz8hZdB5u38FoCJ7/owqsQ4lEgWQHkvwe+B3wJkNr/Xwc+mMkApJS3A7cDbNq0KXVPtxxpWbeON9x+O6sTFuZcNTX87dSUpeOX+cScRppY57zc0EvZjhw4wPTAQNmLvL7YHxgfR9jtltvBWUx8XV0Iuz3WI9bC4Zp5C6/lmF0jpbw6nV8khPgBoHec6AXM5e86tWMlQwiRtG43sGDn9jMNm8PBpV/6Ek3nnlv2fxdvayvO6mqOauWiG8ow3TMRd10dwclJfMuWIWxnRAZzVtgcDnzLljGwfTvRUKhgG8cKjdvnIzQ9jf/0aYTNZux6LiY5pVAKITqklHpnjr8E9AIx9wE/FUJ8A1gCrAa25/JaiuKRaY33UiGEoOm884wU2Ew6TJUKd309kydPqkyuNKhbsYLjjz4KlOd+jXRwmfZGuHy+kpzYc82T/5oQYj2xcM0x4MMAUsr9QohfAAeAMHCblDJ5JwqFIgfaNmxgYPt2hM1W9gvFMBeT1UNNitSYT4RWrMEDc+swEz09Jduxm5PISylvXOC+LwNfzuX3KxSLoXfxqmpqKnreeza0b9pE7zPP5L3EcCViPhGmu1Gx3DCc/IkTJau9o4KCCkuz5oYb2Pjxj/PWe+4p9VDS4jWf/CS1nZ2sff/7Sz2Uskd38janE7vTWeLRZIc5XGNJJ69QlBpPUxNb02jFVi74urr4cE/P4g9U0HnZZSy/5hou+8pXSj2UrNHDNdFwuGROXom8QqEoS2o7O3mnqUOUFXGbNliWysmrcI1CoVAUCPPeDRWTVygUigrDvMmyVNlfSuQVCoWiCLSaylwXEyXyCoVCUQSK3aRGRy28KhQKRQF53/PP0/fssyUrE6JEXqFQKApIx+bNdCzSzKaQqHCNQqFQVDBK5BUKhaKCUSKvUCgUFYwSeYVCoahglMgrFApFBaNEXqFQKCoYJfIKhUJRwSiRVygUigpGSClLPQYDIcQwcDzLpzcDp/I4HKtwJs77TJwznJnzVnNOj+VSypZkd5SVyOeCEGKnlHJTqcdRbM7EeZ+Jc4Yzc95qzrmjwjUKhUJRwSiRVygUigqmkkT+9lIPoEScifM+E+cMZ+a81ZxzpGJi8gqFQqGYTyU5eYVCoVAkoEReoVAoKpiKEHkhxLVCiFeEEIeEEJ8t9XjyhRDiDiHEkBBin+lYoxDiESHEQe3/Bu24EEL8p/Y3eFEIsbF0I88eIUSXEOIJIcQBIcR+IcTHteOVPu8qIcR2IcQebd5f1I6vEEI8r83v50IIl3bcrf18SLu/u5TjzwUhhF0IsVsIcb/285kw52NCiL1CiBeEEDu1YwX5jFte5IUQduC/gDcBa4H3CCHWlnZUeeNO4NqEY58FHpNSrgYe036G2PxXa/9uAb5XpDHmmzDw/0op1wIXA7dp72elzzsAbJVSXgisB64VQlwM/CvwTSnlKmAU+JD2+A8Bo9rxb2qPsyofB14y/XwmzBngKinlelNOfGE+41JKS/8DLgEeNv38OeBzpR5XHufXDewz/fwK0KHd7gBe0W5/H3hPssdZ+R9wL3DNmTRvwAv8GdhCbOejQztufNaBh4FLtNsO7XGi1GPPYq6dmqBtBe4HRKXPWRv/MaA54VhBPuOWd/LAUqDH9PNJ7Vil0ial7NduDwBt2u2K+ztol+MbgOc5A+athS1eAIaAR4DDwJiUMqw9xDw3Y97a/eNAU3FHnBe+BXwaiGo/N1H5cwaQwB+EELuEELdoxwryGVeNvC2MlFIKISoyB1YIUQP8Cvh/pJQTQgjjvkqdt5QyAqwXQtQDvwHOKfGQCooQ4s3AkJRylxDiylKPp8i8TkrZK4RoBR4RQrxsvjOfn/FKcPK9QJfp507tWKUyKIToAND+H9KOV8zfQQjhJCbwP5FS/lo7XPHz1pFSjgFPEAtV1AshdDNmnpsxb+3+OmCkyEPNlUuBtwohjgE/Ixay+Q8qe84ASCl7tf+HiJ3QN1Ogz3gliPwOYLW2Iu8C3g3cV+IxFZL7gJu02zcRi1nrxz+grcRfDIybLv0sg4hZ9h8BL0kpv2G6q9Ln3aI5eIQQHmLrEC8RE/sbtIclzlv/e9wAPC61gK1VkFJ+TkrZKaXsJva9fVxK+T4qeM4AQohqIUStfht4A7CPQn3GS70AkadFjOuAV4nFMP++1OPJ47zuBvqBELE43IeIxSAfAw4CjwKN2mMFsSyjw8BeYFOpx5/lnF9HLF75IvCC9u+6M2De64Dd2rz3AZ/Xjq8EtgOHgHsAt3a8Svv5kHb/ylLPIcf5XwncfybMWZvfHu3ffl2zCvUZV2UNFAqFooKphHCNQqFQKFKgRF6hUCgqGCXyCoVCUcEokVcoFIoKRom8QqFQVDBK5BUKhaKCUSKvUCgUFcz/D7gUyebVUPlKAAAAAElFTkSuQmCC\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -1730,13 +1630,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "69.4 bpm\n", - "[76, 166, 249, 342, 422]\n" + "65.6 bpm\n", + "[120, 214, 308, 397, 486]\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -1750,21 +1650,13 @@ "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" + "R = 0.471\n", + "1100\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -1778,13 +1670,13 @@ "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" + "[12, 107, 200, 290, 378, 465, 479]\n", + "[12, 200, 107, 290, 378, 465, 479]\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -1798,13 +1690,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "62.5 bpm\n", - "[91, 173, 268, 384, 470]\n" + "67.0 bpm\n", + "[114, 208, 297, 386, 474]\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -1818,21 +1710,13 @@ "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" + "R = 0.471\n", + "1200\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -1846,13 +1730,13 @@ "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" + "[7, 100, 190, 278, 365, 379, 452]\n", + "[100, 7, 452, 190, 278, 365, 379]\n" ] }, { "data": { - "image/png": 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\n", 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Vxih5lxfkjYvkpZRXO7x0oc17JfA3ExlUKZgRdo2x3JqCTtk1jp68y4kj9wYc0EXJW/pC+TSxa3KPVdCza6YXZoRdk0ggNA282t2QAzoo+Vy7RpM22Nb98im7xqVkqDAmfuJyJa8dyc8IuyZHyetE8k5K3u3EkXvzCkQiWtg1VtWrq5IPuNyT14rkpZQzw67JSaH0a+TJ6xp4nRFKXnnyLg+8ekp+GsNcOk5jJS/TaXMZOQWfRtk1ToFX3ZS8joFXdR66/lg5BF7dul9akbx19R3Qk+StXf8UdM+u0VHJ6xh4FT4fwu93ra2hkJu95vYmeVqRfG73OB3tmtzmSQA+vx/h82nryftDIdfPUuzsGt2UvEBoM+tS3AGekp9WSOWQvC8QACG0UEwKUil5C8mr5zqQvN1sxGes1ZvJynUn7AKvOpyXdkFKT8lPL2hN8kKITPm4BheTgqnkA9klDr5gUFu7Rh1PmUod7+GUDbaBV82UPECwqsr9gVfLwkNgCby69OalFcmnczx59Vgnu8ZJyfuDQddbGmBvrelgu6XicYTfbz7Xsa0B6BMkz7JDAwF8waCn5KcDcpU86JOqppBPyetg16QTiSwyBD0WRUknEtlVyoYn72YLCrIDr2A0k9NAyeeKKDfXamhP8rrZNblroCr4QyFt7Bq/zb6p19yKdCKRNcNU67y6eZ9g7PjDdXXE+/unaDTlQa5dA+7O8NKS5HW2a+xSKEEvJW93AwN3K/lUPD5GyYN7e5QrpBMJZKaNPBJJuL6eaE/P1A6qROTaNeDuJnlakXxuCiXoZ9c4KXldSD53kXLQx67x2ZC828/N3NljpL6eWG/vFI2mPLCbTXp2zTTBjLBrVFWvDRG6mQQVcslQSjlq17h4/6yN80AvJW8IeQSCcEOD60k+91iBu5vkaU/y2tk1DoFXvyZKPldFpWXavODcHHPI3S8RNvbJ5QIknUxmrXsaqa8nGY26+uZlp+TdvM5wySQvhFghhNhs+dcvhPhbIcRNQoiDlu2XlWPA+WCXQqmrkrezNNxMggpjlDxSi5WvUjmBV39EIyXvG82GCtfXA7hazdtm18xkJS+l3C6lXCWlXAWsJrMK1P3Gy99Sr0kpHyz1twrBVPI53qdWJO+k5EMhLZR8bkl5lpJ3McmncwKvImTEGVx+buamvEYaGgCIupjkUw7ZNZ4nn8GFwC4p5b4yf29RmBHZNZoHXnNVVFqmtUihzA0oKyXvdpJPJRL4/KM0Yip5F2fYpL3smry4Cvi55fkNQogtQog7hBANdh8QQqwVQmwSQmzq7Ows6cftlLyudo1dwZCbSVAhlwyllHpk1+TMUMzZicvtGplM2to1blfyIpg9U3bzEpRlI3khRAh4F3Cvsel7wFJgFdABfMPuc1LKW6WUa6SUa5qbm0sag6lyNU6hVL577kmoa3aNVcm7ef9yb14+I/CadPm5mUokEBYlr+wa13vyXjGULS4FXpBSHgGQUh6RUqaklGngNuCsMv6WLWZCdo3qXZNL8rpm10ikFnZNbhWlInm3K3mnwKubC6JS8fhYJe/injzlJPmrsVg1Qog2y2vvBraW8bdsYedX62bXmBk0/uxDp2t2TVqmtbBrcqsoVQqlFtk1dp68y5W8sCmGSsViyHR6ikY1cQQKv6UwhBBVwNuAj1s2f00IsQqQwN6c1yYFiuR1zq5RSh5ds2sSCUJGXxfICby6mORzb166ZtcEwmECFRUakHz29aV6yidGRghVVU3FsCaMspC8lHIImJWz7UPl+O7xwE7J62bXmJ58QM/Aa25mg5RSi2Ko3NRQn0bFUL5I9qzS7f1rMhWvY5U8ZBYOcRvJa1nxqrNdYxK5DcnrcDPLzVHWVskbj91u16QSCTCUvCTTNjns8v41+ZS8GzNstCL5TBDIh8+6OEM4TDqZdKWXZgezf7eNJ6+FktfUkx8beNXIrvFln4sRl/evSScSYJNCCe5cAlArkrfrYKhD+p0VadOu8bJr3IQxqw2F9Am8KlEljFZlOtg1/ly7RnnynpKfWuQWnIA+LV0VzGIoO7vGxSSokHuj1iVPfkw/FJ/AFwhol0IJ7m43LNPpzKzfU/LTE7ZKXrV01YXklZLPsWt0ya6xazWsg12TG3iVUmaWAHT5eZlOJseci+GGBtcq+ZTDTNkj+WkC21WFDJJ3c9DOCtOTd8iucf2aoXaevHHBuZnk7fYrEIloqeTDtbXEBwamaESlQfGEyLFrvMDrNEG+9UG1sWvyFEPB2IWV3Qa7fvJCCNfPVHIDr2mZ1qKGI7dBGUCwupp0IuHKm7JTirJS8p4nP8WwW9FFN7vG9N19DiTvYiKEsQFKlZbn5hRRKWUmnzw3oByJaBF4JadZXqi6GsCVat60Q3NTKI3c+MTQ0HEfU6nQiuRtlbxmgVeZTOILBEzyU/BrQvJ2iheMmINLSd6uElsXJZ8h+QyNqHMyqEh+cHDKxjVRjJJ8jl3jkfz0gK0nr0EhjRUquKzIT0GHqlA7xav20+diu8ZunQPlybteySeTSJ/I2haqqQEg4UKSN2eLOXaNR/LTBLkZDKCfXSMNEnRU8i6+mdktbagCyX4X2zV2Sl5l1+ig5FV2jcqTV0rejSQ/2hrFJrtGCI/kpxr5smvcfjEppBIJfIHAWCWv0gxdqnbBvveQVcm7leTVMbFT8jpk1+TGh9zsyZvXTw7JCyEIVlV5JD/VmAkVr6aSz0mV1CHwaqt4jRmLm7Nr1OxqTCWvBnnyKd08eWWt5dg1kLFs3Dg70YrkZ7KS1yHwmsqn5F1s1zjtlxZKPplE+jM2jRIebvbkRxsAjm3Q6yn5aYB8nrwuJJ92CrxqQPL57Bq/i+0aU8nn5slHIq4/L612jTpWIRcredOuCYylRreSfFn6yQMIIfYCA0AKSEop1wghGoG7gUVkFg55v5Ry0uqd82XXuJUgcpF2SqHUILvGbiF2M/DqYrvGTsmbbQ1crOSllAbJG0o+165xoSdvVrzm8Ahkbl5uJPlyK/m3SilXSSnXGM//GXhUSrkceNR4PmmYCXnyBZW8i29mdgux6xB4NWMNdoFXF5+XMpXKPMhR8uYqSq5W8g6evEfyY3AF8GPj8Y+Bv5zMH8tX8ermi8mKdDKJP0/g1c1KPm/gNRh07Q3MDObZBV5drORz1xtW56Tw+QhWVbnSrhlt5e2RvB0k8LAQ4nkhxFpj22wpZYfx+DAwu4y/NwZ5e9e4lCBykS6QQulWSwOKSKF06b7lDby6WHyo9YalwSLWczJUU+NOJa/sGofAqxtvXGXz5IE3SykPCiFagEeEEK9ZX5RSSiHEmBaJxg1hLcCCBQtKGsBMyK5RFaEzLbvG1W0NnAKvhpKXUiKEcPr4tEVuHyXrORmsrnanJ69h4LVsSl5KedD4/yhwP3AWcEQI0QZg/H/U5nO3SinXSCnXNDc3lzSGvHnyupC8oeRzA6+6KnllAeiWQimlJBCJgApeuhDmTdeXnScPRpDSharXaeU1mOEkL4SoEkLUqMfA24GtwG+Ajxhv+wjw63L8nhPsVoYSQriaIHLhFHjVwZZyauQFLk+hdAi8un2WaR4Pv4OSdyHJO/Wugcw+JYaGXLdmQ7nsmtnA/caUMwD8j5TyD0KIjcA9QojrgH3A+8v0e7awU/KAFj1CFNLJJMFweMZ58q5OobQJvKZlmmAkAmTWeVUFRG7CKMlnrKZcko92dU3FsEqC08prYDQpk5JkNErQ6C/vBpSF5KWUu4HTbLZ3AReW4zeKgZ0nDxDQiORTiQRhm+wanfLkdesnb2tDIQnoouR92dk1kAm89u/bNxXDKgmFUigh04nSTSSvfcUruDvHOhfSIfCqU568bv3kU3kqXgHXplGq46FaDWdl11RXk3Bx4NUphRLcl/+vDcmnUymwLPpshU52Tcom8Cql1EPJ5wu8ujiF0imgrIsnL/xjA69u9+StJK/OQbf2lNeH5G2Cdgo62TV2Sj4t01opeVtP3s3FUHkqXsG9Sj5VSMkPDrouSKmOlbQsaWhW8nokP7WwIwgFnewauy6UaZnWPrtGHUO3kQY4B17druTz2TXB6mrSyaTrzkczuG9Z7cokebUYikfyUwM731NBJ7tGBZetZCeRZjsHt2aggINdY+knD5Z+KS6CU7sGpeTd2m7YtDbs8uSNbCG3FUTlLiQPlsZrnpKfWuRT8jrZNaoL5Rglr3rXuEw5WZG3rYGL989pjVe3L005atdknucqeXBfkNKuDmWMXeOyfdKG5O1UoIJOdo3TSSh8PoTf72olb1dtaM2uAXeSvHnzytkv1yt54+Ykhb0nD+7rKa/6X+UleU/JTw3s+oMo6GbX+HMW8tZhsWuwKl77fvLgTjsqlUiAEGZlKOiVXWOXJ+9WJa862dpdXx7JTzHyKXmd7Bp1EtopDZ+Lq0LB2hxqbGaDq5V8PD7mxqxDnnw+u8atnryn5KcxZkp2jankcwKv4H4lb2drWCtewZ0kn3IIlpt2jUsFiLmKksheGQpG7RrXKXmHYwUQiEQQPp9H8lOFmZAnL6W0bTWsw+pJYF9Snqvk3ThTUY3zxgTLVeDV5Uo+7ZBCCS705B2OFWRuZm7sRKkNydtlMCjo4smnjUUanE5CNzfxggyBC79/jK0Bo8fVjTcxp2C525W8eSyMlHK7wKtblbzd9QXuXDhEG5LPp+TdrnAVrEU1doEhNzfxgsJBZXBnRW8qkcBvE8xzu5If7Sdv2DU2gVc3evJO1xe4s6e8diSvc+DVuo+6Kvl8VhS4VMkbBTZjWlH4/fgCAfemUKrAq42SD1ZWghCuU72pPHYNeCQ/pZgJFa/WHii2ROhyJZ9vquxmTz7vfrl4Me9UPJ4pzDNUr3X/1GLebrNr8gkNGF04xE3QhuSLya5xY98TK7LsGrvsGpfbUiroZbdvbs6uUUreNmOjosLdJG85XrlLUlqblD3zpS/x+N/93VQMc1xwahuiMCOVvBBivhDicSHEq0KIV4QQNxrbbxJCHBRCbDb+XVb6cJ1RKE8e3KkCrShk1/iCQVfvYzFK3o0kn4rHCUQitvsVqKwkOTw8VUMrCbmZKLlrHKjFvA+tX88zX/wiz3/729NeaOlo15RjZagk8A9SyheMdV6fF0I8Yrz2LSnl18vwGwWRT8lbKwvt7By3wGrX2AYnXbywBuQPernZrklGo/jDYccqSreRhoIiRLVfuQQeMnrK97z+urkt2tNDRWPjcR3neFBU4NVlFlTJSl5K2SGlfMF4PABsA+aW+r3jRV5P3sUq0AqrXeOkdt26sAbkrzZ0s12TikYdlXywspKES5V8rurNVfKhmhoSg4P0799vbuvbs+e4jnG8yHcOgjtvymX15IUQi4DTgWeNTTcIIbYIIe4QQjQ4fGatEGKTEGJTZ2fnhH+7WCXvZljTRB3tGheSoEK+oJep5F24f8lYDL8TybuQNBTSOS02xtg1NTXE+/sZcBHJpxIJx7Yh4M7jVTaSF0JUA78E/lZK2Q98D1gKrAI6gG/YfU5KeauUco2Uck1zc/OEfz9fnrzbW7oqWOMOjoFXFyv5pGGn2QZeXby8YSoaJRAO2wdeXezJ5x6v3MBrRVMTw8eOMXDgAI0rVgDQv3fv8R7muGD2GXIKvFZXkxgenvaxBSvKQvJCiCAZgv+ZlPJXAFLKI1LKlJQyDdwGnFWO33JCoYpX0EDJWywpHZV8Ko/idXMxVDIadVbybrZrDJJ3UvKVzc2MHD1K/759NJ1yCoHKSgY7OqZiqEWjmIpXpCQ5MjIVw5sQypFdI4AfAtuklN+0bG+zvO3dwNZSfysf8ip5F0/1rchS8g7BSTd61gqpWMwxQOnmYijlyesWeE0ODxOsqnIMvFa2tJCMRunevp2aBQuoam1l+MiRqRhq0Ug7VCcrqE6UbiryKkd2zZuADwEvCyE2G9s+B1wthFgFSGAv8PEy/JYj8qVQ6mLXFEyhdHnFayoWy6wNqlkxVF5P3sV2TWJoiGBVlaOSr7DYr7ULFlA1e/a0J/lULFZYyeOudsMlk7yU8s+YLYqy8GCp3z0ezITAa6qAXeP2VsOpWIxAOKxfnrzhyTvlybvVrkkMDVHZ0kJaZghvjF3T0mI+rkT1S28AACAASURBVJk/n8rZs+ndufO4jnG8SEajBCoqHEk+5MLFvLWpeDU9+cDY+5ZJEC4n+XSBwKsOSt7vEKB0cwql8uTt9kvZNW4K5CkoJe8UeK20UfJD01jJS8NrD1RU5A28QvHdNdOp1JQ7CNqQvEq/UwsYWBGoqADc2+1PoZgGZVN9QpWCfAFKdfN2201MptOkE4m8efJI6UoBUsiuyVLyCxZQ2drKyLFjZsvs44V0MolMpwu/L5EAKYtS8sV213zsxhv5diTCwaefHueoywftSN4OJsm7KCJuh0J2TSASIRWNulIVQn67RgjhysCyuun6HfbLjR6vQiGSr124kDM/8xlOue46KpubqZo9G6RkuIR6mPFCSsk3g0Ee+cQnCr5X8YPTDRnGv6zhoWeeAWDXb39b9JjLDW1IXlXf2SFYWQng2gCXQrpAdk2gosJUjm5EvuwacGeXTdVG2Cm7JmCcm27z5aWUo3aNQ3aNEILzv/Y1Lr79doQQVM6eDXBcg6/x/n4Attx2W8H3qpl+oKLCObtmnHbN8NGjAFkFYccb2pD8TFDyhSpe3b6fSYPknVSUG3vzKOLIl10D7hMgqVgMmU7nVfK5qGptBWDo8OFJH5/CQHu7+Xj42LG871XXjdOxgvEp+VQiweChQwBZrR2ON7Qh+cTwsHnB5MKtaikX1oIv24pXYzm58ZL8kRdeINrTU6ZRThz5Aq/gzsCy8toDToFXl66gpOylfIHXXFQZSv54Bl+tJF9ITasbcjBP4NUk+SKU/EB7Oxjf45F8GRDv7zcPQC5MtTQBhduzcyc/XrWKp7/4xZLGVw4UreTHEWAePHSIu1av5pbm5im1QtLJJDKVyq/kXWjXmEreYb9CtbWAu0m+WCU/FXbNoIXkY4Z144RilHygogLh85Eo4nipm0rb2WczePDgcQ84K+hD8gMD5gWTC18wiPD5JjQlfvG//ovOl15i/Ze+lKUKpgKpAtk1wQnYNfsffxwAmUpNaXpb0qJ4nS6wUtbqnapgtNWTt9uvsCL5AgQ03TARkg9VVxOorJwyuybe15f3vSmLJ+90DgohzD75hTDS1QXA7DVrkKmUad0cb+hD8nmUvBAiU3QyASV/dPNmMwPiwJNPljTGUlGon/xEPPn9jz1mPo52d5djmBNCypKF4hT0mugatl2vvcatCxYUFXwrN8z9cgi8huvqAIgVIKDphiy7xiHwaofj3drAekMp9Dc2s2vyBF4hY9kUY9fEensBaD71VGDqLBt9SD6PkgdjmbVxKnkpJZ0vvcSJV19NoKKCI88/X+owS0KhfvITJflwfT0wfUjeUclP0K559IYbGGhv58Xvfrf0gY4TZsZGAbumkJUw3TARJQ9Q3dZ2XBVtrLeXSEOmy3lBki8w61IIFankc0l+qjJs9CH5PEoeJtbtb6ijg1hfHy2nn07zaadNOcmnEwmE348Qwr4YapyB1949e+jfu5cT3vteYHR6ORUohuQnkif//Le/zf5HHwUh6Nq2jfhxzkcvlF0TmkF2DUD1vHnH1faM9fVRs2ABUPhvbFXy+Ug+WFNTFMlHe3tBCJpWrgQ8JV8y4gMDeUk+UFk57sCrIr3KlhaaVq7MWsasWEgpyxYsVNkn6nvN32Bids3z3/wmwufjpGuuAaaHknfquw7jt2v2Pfooj//d37H08st5x89+RjqRoHvbtvINugio2aNTqXwgHMYfCrmO5FVBU2TWrKKzawBq5s1jsL39uMVIYr29VLa0EIhEirdrHDKhFNQC5cX8driujlBNDZHGRo/kS4FMp4kPDua1a4ITsGvUSRGuq6Nu8WKGDh8et6//xD/+I98Kh8sSWU/FYgQMtV5qds3AwYO89P3vc+ratbSelWn1P5UkXygLBcZv12y+5RaqWlu5/J57aDrlFIDj3iBLKb5QTY1z7nVtrevsGuV1V7W1jUvJ18yfTzIadTzXHrjqKp76/OfLNs6oItq6uuLtmgJKPlxfX9S1EuvtNa3Q+mXL6No6qd3WHaEFySeGhkDKsit5k+Tr66ldtAiA/n37xvUdz38z02L/8MaN4/qcHdSC0IBtYGg82TWv3nUX6WSSMz/zGYIVFQQikWmh5J0ClDC+YqjE8DC7f/c7VnzgAwQiEeqXLAGgd9euMo66MKwk77Rfodpa1yn5oY4OQjU1hMYZeK2ZNw+AgQMHxryWisfZfvfdPPvVr5ZtnIpow8WQvCWFMl/gtWr27KJaM8R6e4kYJL/gL/6CQ+vXT0mqrBYkr/5w4QKB1/F68ipwEq6ro06R/DiXL6tqy6ydsveRR8b1OTsUreSLIPnu116jeu5ck/wijY3TguSdApSQUfnFNvLq3LKFVDzOgre+FcjEZKrnzqVnqpR8ba3jfoXr6oom+fjgICNTeJwUhjo6zArW8Sp5wNaX79yyxXxcrthJrK+PcH19UTfSYpV8RUtLptFaKpX/ty1KfvEll5BOJnnp1lsnshslYdJJXghxiRBiuxBipxDinyfjN9RUt1Dg1Up+AwcP8uinP533ZLLaNUrJ942D5NOplEmc5YisW5V8qSTft2ePSfAA4YaGaUHy+eyaYHV10SvyHN2cWb+medUqc1v9smVTYtcIvz9/06va2qJTKO864wy+ZxQVTSWGDh82Bcy4SD6PkrcmNnRu3jzm9fEiFY+THB4mMk4lXyi7prKlBaQsmKgQtZD8vPPOY8k73sEzN9103DvFTirJCyH8wC3ApcBJZFaLOqncv2NVS07IXTD5oeuv58X/+i+233238/daSL66rQ1fMDguJT/Q3m6SVzkIVC0jB/aB1/Fk1/Tt2UPt4sXm80BFxZS2YrZ2a3QsKS8ydQ0yJBGur6fWyKwAaMhD8ql4fFJy1VXWlxDCcb8iRXq8/fv307NjB+lk8rgWFNnBquTHE3itnD0bXyBgq+StxF+ODBx1PEN1dUWTvC8YxOf35w28qvYMXa++ysNr1zq2BLEqeSEEp/2f/0NicJD2P/1pwvs0EZRj+b98OAvYKaXcDSCE+AVwBfBqOX+krznIxu9cxCtDvyD4wG9s39M+9wUG0gd59oG1yHSarZFHkJfDQ8/fxOLmDbaf6Rh+jmNX+Hj9kU8D8Nr7K3goei8/faA4wh4+epSdl2ceVzVv4HcPrB3/zlmwe+4LpFsS/PmBtbx05CVz+zfWf4NfbP0FEsnLl8OfovfS+sAex++R6RQvrzpAy+Kt/K8xpl2nt4M4yEMOY+zftw9/JGKe4OVG765d7L8ctry2jt5do0rn/tfuZ39fZhZ0qOVZut94jBeL+Dvu5nek3xPk5d+Orjp5dOEWDp95mE2/+mjWWsBSSl696y5S8TgnXXONeSMtBw6EnmDwkgQvP7CWw4OjxGzdr/YV2+kL7eWZAvvVu3s3+43z6bm7r8maiR1PyHSarSftoml5BQ88sJZDA5m8986hTtYWcWy2vS/Mw9F7WPBAtq/dHvsT3e8SICXP7LmZpgceLWmcsf5+tl8Oz8Z/yeDiQwyGDrI+z/gO8jS9V/h4zeH6Uhjs6WD35fCHu69h8PBBFvx4F/VLl475vq1nHqaxbRP3G7+ZTiZ55QrBk3/6DG3Rs8a8f82cNaxdXRpH2EFMZiqTEOK9wCVSyuuN5x8CzpZS3mB5z1pgLcCCBQtW7xtnYBNg8+HNXPazy/K+J97fT2J4mKrWVtLJJCMqcOLzORJXrK+PVDRq9tyIdnUhpaSiqamocaViMaLd3QifD+HzZa15ORGo6WHFrFkARAIRAr4Ag/FRC2Ooo4NgVVXeWY1MpRg+epRwfb1p8US7u5Bp530b6ugAMlNV4feXtB92SA4PE+vro3J2C8LnpypURSqdIpocnV3EBwZIDA6aNkE+DB89ii8YNAthIGN3xXp6qGhuzlpBTKbTZhVmZNYsx5bVE0G0p4d0MmmuklTKfiWGhkxfOVhdndeenEyo68d6/syqnEXXcHF1FiPHjiGEIGKcxwrR7m5kKkU6mSRYU2Mu0DHhcSYSjBw7RqSxkVQsZl7/Toj19pKKx83FTuyuLyCbP3A+FkMdHQRrqglVj7423NmJLxDIOi8hc2wvrD2TX/ztHye0r0KI56WUa2xflFJO2j/gvcDtlucfAr7r9P7Vq1fLycLTN90k14FMJRLylbvukutA/uG66+Q6kENHj9p+5oGrrpK3L19uPv/D9dfLW1paiv7NV376U7kO5M/f8hb5vblzS96Hn559trz34ovzvue/GhvlI5/8ZN73HHjqKbkO5J6HHjK3/eryy+WPV62yfX+sv1+uA7kO5Gv33jv+gReB577+dbkOZLSvz/E9z/7nf8p1IGODg3m/K51Oy29FIvLxf/iHrO2HX3hBrgO5/b77srYfevZZc/9euu22osbb395e1N/jnre9Tf70nHPyvufF//5vuQ7kwKFDed/3x099St5cVyd/uGKF/N8rryxqnJOBl3/0I7kO5LFt2yb0+d984APy9uXLZTIWkw997GOy67XXpJRS/mT1annfpZfKm+vr5R8/9amSx7n3kUfkOpAH/vQn+ecvfEGuE0KmUynH9//vu98tf3TKKQW/NzY4aJ4v60Dee8klY94z3NUl14Hc9O1vZ23/1eWXyx+dfPKY9/9g4UL5uw99qIi9sgewSTrw6mQHXg8C8y3P5xnbjjvMHiH9/XRu2YI/HGb5e94DwLFXXrH9TKyvj5DxOYC6xYsZPnq06Cwd5bPWLV1aFk/eGnh1Qqi2doxvvfXHP84qxFCq3KocAxUVjl5+t6UITH22FBx48kkzMKpgxlXyqDdzwYYCvvzIsWMko9EsPx4wp9S5aZRWL7jYgrc9D2bWqX/x5pvzvq9QkR4U32e9f98+ahYsoOGEE+jZvr2ocU4Gjr3yCv5wmIblyyf0+eq5cxlob+fgM8+w5bbb+NU73gEYwdzWViqamhgp0Pu9GERVdpwReEXKvDGdWH9/3gw9hVBVFSd96EMALLzoIttzRmXm5Sr2+uXL6d25M2s5Qiklw0ePZi2XWE5MNslvBJYLIRYLIULAVYC9aT7JCFkaQfXu2kXd4sU0n3YaAMccihRifX3mzQEYTaMs0lJS9kr9kiUkR0ZKDmxaUyidEM5JFevcupU/XHst9150kblN9Q6pnjPH3OaPRBzHZz2JSw34JaNR7r7gAn5y+ulZhU3x/n6C1dUIn/MpWWwvb3VDq8kh+XBtLZUtLWOCr4rkq1pb6dmxo6j92PfHzLS60LJ9hdptqN+Fwn/bgf37qV24kIYVKzIB2FSKJz7zGX79nvcc1w6igwcPUj13Lr4J2nbVc+aQHBlh70MPAZmbbjIWY/joUZPkow6ZK3LUFSiIuKXOpZhGcPH+foJFWmAX//CHfGzvXuqXL7dNzYxZbjBWNCxbRjIaZeDgqNZNDA2RHBlxJ8lLKZPADcBDwDbgHimlvWyeZKiDHO/ro2/PHuoWL6Z6zhzCdXV05VHyVpIfbxpltLubcH29efBKXZhDLXSdD7nVk9t++lMAenbsMAs4hjo68IdCRBobzfcF82TX9O3JBHEjDQ1jlHw6mTRbIBcD61qX1tqBeBEqqthFlBVpq5xsK+qXLRuTK99/4ACBigqaTzut6KyOrlczuQOdW7bkrWYu1DgPoNIg+cGD+Se5A+3t1Mybx6wTTyQVi7H1jjvY9PWvs+P++3nsxhuLGnc5MHjoEDVz507480pc7Lz/fnPb0RdfJJ1IZEh+1ixHJf/LSy/l1+9+d1G/o5R8pL5+VOTlyZWPDwwUpeQhs7ZB3cKFmY6UNuejI8kbsx+r0FBLBLqS5AGklA9KKU+QUi6VUn5lsn/PCdY7uSJ5IQRNJ5/sSPJxJyU/DpKPNDaaZFpqAzC10HU+WIs+ktEoL//wh2ar5GMvvwxkLtLK1laEEObn/JGIo10zcuwYwaoq6pYsGaM2733727njxBOL3gdr+pj1RC/G1lCvF+obomoScu0asM+VHzhwgJr586lqayvKjpJS0rd3b6YCN5nMW/0Y7e42qx6dULtgAZGGBg4+/bTje1JGELGqrc3M/X/0hhuomDWLlddey+7f/W5cN9tSMHjwIFWWWeB4oWzC7u3bzVlM+1NPAZkbXkVTk/k33fTNb3Lv299uqve9Dz3Ezl//mmOvFk7Qi/X2Inw+gtXVo337Cyj58QazQzU1pGKxMe02rDcYK+oNkrfOGF1P8tMFiqz79+0j1ttLnZEjPmvlSo698ortFNBazACZabU/FBqXko80NppZNSMlrlKfKkLJW6sn9z3yCCPHjnHhLbcAo7GHoY6OLKsGMgUgKQclP3LsGBVNTVS1tmaRfDqZ5MDjj9O3e3fW9DMfjjz/PHPf/GaCVVXmDAEyCquQ4i12qbz+/fsJRCK2mUINy5YxcOBAVg8iRfLVbW0MHzmS5ZfaYaSri8TgIHPOPRdwjlPEBwZIDA0VzJrx+f0suOgi9j38sONvKyKoam01uxqm4nGWXnEFS97xDhKDgxzeuJHHbryRey68cNIagEkpTbtmorCee4suvhiAg3/+M5DZv8rZsxk+coS+vXt54h/+wTyPrbGwYmISqkGYEKI4u6aIWVcunNZ8dVLytfPn4w+HPZKfDKiD3Gmo2dqFCwGYddJJRLu7zT+0QjqVIjE4mKXkhc9H7aJF9Bbp20a7u6lobDQPXu5vjBfFBF7DFrvm0IYN+AIBVrzvfUQaGkyLYbCjg+oc4glUVJCKx21LtUe6uqhoajIvPoXDmzaZj1UgMh/SySRHX3yR1jVrqFu8OIvk40WQvLqgho4cYcNXvuI49VakbZ2pKKjgq/W3rUo+nUwWnHGpmdycN74RwLE/+qBNgNsJJ1x5JYOHDrHzN/YhKzNY3tpKIBKhxVDzJ1x5JfPOOw+AA088wQs338z+xx5jzx/+UPA3FVKJBK/dfXdRzfdifX0kR0bGiITxwHruzXnjGwnV1HDQUPJVra1Uz5lDKh43Vy2DTBsO6985XyJDfHCQoaNHzZYGkB2Ts4NMp4uaTeZivCQvfD7qly7NinN5JF8mqIPc/dprwKiaaDSshu4cZaDUsJXkAdrOOouDzzxTlFIa6eoiMmtWWUheSllU4DVUW2tOSTs2bKD5tNMIVlYya+VK05YaOnRoDPGoGYJdbxil5HOrBtXfEpwzlKzo2raN5MgIs9esoW7JEvp27zZfK+YCU0p+83e/y5//5V946LrrbN/Xv3//mKCrQv2yZcCoVZRKJDIe8/z5owHQApaNukEUUvJqe+4N1Q4nXHkldUuW8OxXv2p7blm7PgK8//HH+evXXmPxpZdS1dJCzfz5bPr61833H37uuYK/qfDnz3+e3151Feu/9KWC7x3PPjnBepzrly6lYflyM16lSB7IrANgYAzJ54lvPfH3f8//vPGNRHt6zOtX1cI4xVxUML9cSj7a04Pw+WyzxWafcQaH1q83Z20q/pBbN1AuzBiSVwdbTfPUBW2SvIWwILsk2or5F1zA8JEjY95vB9OuaWxE+HwlkXw6mUSm00WlUCajUVLxuKmaITNjOfbKK5k2rz09Y0he3Tzsgq8jx45RMWsW4bo6EkNDptpXF3zjiScW1add9SaZvXo1tQsXZqV1FqPkq+fMIVRby5EXXgAyGS52hNi/b5+tHw9jSX7w0CGQklpDyUPhLBdl17Wdc07mOwqQfDH+tS8Q4Kx/+icOb9zIaz//+djvUiRvnLeR+noaV6wwZyuzV68m2tODPxQiXFdXMIirsOt3v2PjunUAvHzbbQVbYitCKrWw752/+AU1CxbQvGqVeUwCFRWEamqySF7NXLq3b8/ap3wkf2zrVvp276b9ySdNJR1paKB6zhwzLpWLYpoc2sGJ5Ec6O4nMmmWbLbbgoosY6ew0XYX4wEAmdlBZOa7fLhYzhuQD4TChmhrTC1NVrLXz5xOoqBij5K3NyaxYYKQiOk2rFWQ6TbSnh4hB8BXNzSWRfMqy0HU+qJO0Z8cOoj09zDop0yqoaeVKot3dZn76GE8+T3OzqGHXmBlKxixn8NAhwnV1zF69mq4ibnqHN24kWF1N4wknUDV7NvH+fvOmEu3pKRig9AeDNBt94StbWoj19o5ZLzQ+OMhQR4dJHLmoaGwk0tBg5spbM3GUOnUibYW+PXuINDRQ2dRERVMTQwXsmmJV78kf/Shz3vhGfnfNNfzxhhuybmCK5J2m9MuuuAKAJe94B/VLlxaVJZRKJPjDtdfSfNppXHbXXYx0dXHwmWfyfsYk+SKrvp1w4gc+wMf37aOyqcnMOKmYNQshhHlTHDp8mKZTTqF63jwGDx0ylbwvGMxL8mqmFR8YyBIzTaec4pwubdgr5VLyw52dZpVzLhYaHLLPyC5LDA6a/Y0mAzOG5GGU2ILV1eY0Svh8NK5Y4ajkc4mnbuFC2s45h5dvv51+m056WZ+Xkgojs6aypaUgyQ8eOuQYeLMuI5cP6iTtePZZABrf8AYgE2CG0RPLScnnBl9TiQSxvj4qmppG1yM1/jaDHR1UtbXRuGIFA/v35/V0ZTrNrgceYN555yF8vlFr5MgR4oODxPv7i1K8533ta5xy/fVcfMcdQMYCskIp9IYTTnD8DmuGjZXkK4u0a/r37jXTaWsXLKDPoW5ioL2dQCQyxpd1gj8Y5Mrf/56VH/4wm2+5xYyhQIbwIo2NjtlVJ197LR/csIGLvv99qufOLUrJ9+7axcixY6z5+79n6bvehT8UYtvPfpb3M+UieSuU4FKzautNse3ss81rZ6SzE38oRN2iRcQcSD4xMpI1E5t//vnm46ZTTqHr1VdtA/fK468Yp2WST8k7zXZq5s6l8Q1vMK/F+MCAaUVOBmYUyStiy1VWjSeeOJbk1Z09R8kDnHvTTQwcOMCdJ5/sWISignfKZ6tsaRlTRHXkxRfNatKDTz/N9+fOZcvtt9t+n7Xfej6oCjuVkjbLIHmVkaGKeHL/Bn4HuyZq2Y9cJT9kkLzKR3dStOp3Bw4c4KQPfhAYvbCHDx8e9XmLIPm5557LxbfdRotRyJZL8urvma8a05orbyX5UFUVoZqawnaNkYILULt4sWNKbe+OHdQvWzYuhRauq+PMz3wGyOSOK6hq0HxoO/tsqlpaMsq3CJJX1mXjihWEa2s55frrefmHP+TPX/gCr/zkJ7afye2fVA4svfxy2s45h7f94AdA9mzVJPkjR0ZjQ3naYqv0WdWbaL6xngDAive+l1Qsxit33TXmc+r7rLUjxcBco3ccSh4yar79qadIp1KZVe0msQ/RjCJ5RSKVOQ3JGk88kb49e7IIzsmuAVh88cW86777iPf3c+DJJ21/K/ekWXLZZRx98UXajVSx7u3bueuMM7jjxBNJJ5Os//d/B3BsfZwqUskrm+KVO++kornZTHWrnD2bSGOjmaeulKiC06pS5kVtsWvU32bIyNJRv+GURpmMRnnqc5+jZt48s5WEVcnbVeAWQvXcuUQaG00i3PCVr9D+1FMmcTnZNZAJ9vXv3UsqHmfgwAFCtbWmzVUoVz6dTGaRfJ1B8naxgZ4dO/LOKJzQuGIFgYoKM/YA2a19C6Fm7txMmmeBbBllUTasWAHAm778ZVpWrWLDl7/M7z/yEVtLZOTYMQKVlWX1j+sWLeKD69dnddW8+s9/pu2cc5j3lreYSn7YUMeRxkZHu0bZVO9+4AE+8MQTNFr+/m1nn03jG97AbktBnrlfEyV5VbuRS/JHj+aNW8xevZrkyAi9u3aRGBz0lHy5oKbNs1evztreuGIFSJnly+cjeYBFb387gUiEjvXrbV83p3/GSXPqxz9Ozbx5PHz99SSGh3lVTYul5PX77jPzhDuefdY2+KXSBQsFhuqXLQNDOS686CJTRQohTH++YtasMTaUk5JX0/PKHLtGSmkqeUXygwcPcuDJJ/npWWeZxSDpVIpfvfOdHHn+ed76ne+YKk3daIcOH54QyQshaF2zhiObNtG7Zw9//pd/4Rfnnce+Rx5h1sqVhIwCMKe/kUyn6du710yfVKhqbc1L8l3btpGKxWg5/XQgQ1DJaHSM+k8nk/Tu2jUhkvcFAsw66aSsIr1ilLyCOh75ZlaQIfnKlhbzXKhobOSajRu54le/AhjTXwhGM60mG3Pf9CY+uH494bo6Ko2VmIaPHKGiqYlIQ4MjyStFXTl7dpZVY37vuedy+LnnxtyUJ6zkbeyadDJJtLs7r5JvOvlkIFOgOJHUzfFgRpG8OjFU6pvCnDe9CYCfrFplKup4AZL3h0LMXr2aDodUNdOuMU6aUFUVl9x5J93bt/Pghz/Mwaeeounkk6mZP5/HbryRxOAgiy6+mMTQkG3/lHz2kRWBcBiME3jJZdntl9Vi1tXG6jxZn3Pw5K0erNWuifX1kYxGM3aN8X2DBw+y8etf5/DGjWxVnvmrr7L/0Uc599/+jRMMFQ+jAcSJkjxA65ln0vnyy2brBsjYVHYXtxXWRmVjSL6tzdGuOfDkkzz3n/+Z+W0ja0nZQt+fMycrWNq/fz/pRIKGPDOKfKieM8cch5QyayWmQjBXXyoQfO3Zvj0jcCwQQpjXg9UuUlCZVscTlbNnI9PpzE2puZlIQ4OjJ1+o0V3rWWcx0tU1pkldtKsLXyAwbrL1h0L4Q6Eskjdnv3lIftYb3gBC0Pnyy5nAq6fky4Nzb7qJUz/2MTMTQaF2/nxOMXKun/7Xf2Wwo4NYXx+Bioq8vcWbTzuNY1u3ZqmCwY4O7n/Xu3jQWHzCSiALL7yQ8772NXb88pcceOIJ5px7Lqd9/ONmQPaMT2cWJ7GudangFAi2w9J3vQt/OMyJV12VtX35X/4lYN9p0S67RlqWOLN68rG+vixiDtfWEqyuZqC9HWmkV6q+NCoXfvGll2b/XjhMVWsr/fv20bdnT2ZR6HFmNiy48EJkKsXTX/iCeQMDxhzfXFhJvnfXriyboHrOHAYOHhyjx/q9TwAAFiNJREFU9KSU3H3BBWz72c+oaG42yX3+BReY79l8yy1m3EWlh6qiu/GiqrXVjPckBgdJFuiFboV1ZpUP3du3m1ZN1m+3tFDV1mam+FkxdOTIpBXtOEH9Xqy3N0vJ2yUpqJYXTmStYlTWGg0YTXeeSIZLbv+aYkRLsLKS2gUL6N250/Pky4nGE07g7bfeahu8fNsPfsCVRpVg97ZtZkl0PjSdfDLx/n4G2tt57MYbue/SS3n0U59i1wMPAFC3ZMkY7/LMf/xHU5GdePXVnHHjjbSsWsVb/uM/WHDhhfgCATpfemnMbxWr5AHedd993NDTk7UwBmRIsfXMM3nb978/5jO5ds2W227jv+rrzSyUilmzsqoGc9sV18yfz8CBA2aKmmrhoNLZ7FYxql+6lN6dO+l86SWaTjll3BfYvPPOM1XlCVdeyXsfeojL77mHRW9/e97PVbW2EqispGPDBmJ9fVlqtuGEE0gOD9O7a1dWLxh14521ciUfePxxM//ZHwrx/scf59SPfQwYbWM8aKhouyZpxaCytZWRzk7SqdSYHPlCMJV8HpIf6e5m5NixMUpeoW7xYttuq4Pt7SW1NJgIai1/w4rmZsINDWaFai7UNieP2wz452S6jRgkPxEEc0g+X4M8K9Q1M9nZNZO9/J9r4PP7Tc+6+/XXx3SgtINSj5u+8Q1esPQVX/U3f8NIZyenXH/9mM8IIbj6qacYOHiQ+UY5+odeeMEkuPrly7NS5xRiDg2P7OAPBrOWt7Pu4zUO9lJuMdSW228n3t/PxnXrCFZXE4hEkFLiD4eJ9vSMqXysW7yYo5s3mye4snl6d+8mVFNjewHVL1vGvkceIT44yEnXXFNwv+z25z0PPshLP/gBp37sY0XbPUII6pcsMVsxWH1zlYX0o5NOItLYyNVPPUXD8uVmwPrK3/8+i3QAFlxwAfVLlrDlttvo3bWLhRdeaP4d7KyxYlBlWBQjnZ2j7RGKJPlQTQ2hmhrzRmOFlBKZSpkLZTuRfO3ChXRsyF4WM5VIMHTkiHkTOV6ot2RKVc+ZY65MZq1oVYgPDoIQZlO+XDhVn0e7usb0fi8WuUpeHfvc8yQXNfPn07Fhg5knP1mYUUq+EGrmziVQWUmPQfKFVHPL6acTiER44Tvfoaq1lb+4+WaaTj6ZN/3bv3H53Xez6G1vs/1c/dKlJsEDWQq2ccWKMYVZYKnAHaelUSxy7RrrSafUshDCXNAhty9L3eLF5hS44YQTTJLv37vX7PiZi/qlSxk8dIh4f7/Z23+8aDvrLC754Q/H7ec3rFhhxmisloW60acTCYaPHGGbUX3a8/rrhGpqHAmueu5cfMHgaJFVezuRhoa8AeB8sPaYNwuhiiR5yByPrm3bePmOO/jtX/2VSUJ/+OhH+emZZ/LMl75ExaxZzHOIX9QuXMjAgQNZvYyGDh8GKY+7krfGAGavXm2ScbSnhx3338/Da0fXRU0MDBCqrnacFYbr6vAFg2OVfFfXhKt4QzU1WT3lBw4cwBcMFrS1aubPp3//fhJDQ152zfGC8PloWLaMnh07ilLyoaoq2owmVWd+5jOc8alPce3LL5cUmGpcsYLeXbvGZNjEensJ1dRMeKGGQsgNvA5YWg5YCVSR/NChQ5m1ZI2bgdWOmX/BBSSGhkiMjGQWgnAIGLaeNbqY8XJLUPZ4YKFlEZU6i29eMWsWbWefzZxzz6Vy9mzTOuvZuZOG5csdycPn92fd6HIDuuOFNcV0eJx2DWSsuX2PPMJD113Haz//ORuMnji7H3yQo5s30/7kk5z9uc85ZmvVLlxIOpnMyjRSHv/xJnnr37zp5JNNkh8+coRfv+c9bLntNjN+ES+QjiiEsC1MHOnsnHDWkJ2Sr5k3L+8COJAheRXDmrZKXgixTgjxmhBiixDifiFEvbF9kRBiRAix2fg31gSepqieN4+hQ4eKInnIrBBz8R13sPrv/q4sv9+wYgXpRIK+vXvp3bWLH8yfT/tTT2V11JsMWD15KSUDBw4w981vRvh8nG/0NoFRku/bs4faRYvMC1DljUOmARNkpsDR7m7HafDiiy/mbd//PpfddReVxyEtz4qll18OZILduRfjBzds4K+efpq5b36z6cX37tiRZRvYocZShDR46FBpPddzlLwvGDTTcYuBCj6fcv31nPC+9/HS977HsZdfZqSzk8WXXcbSyy9n1Sc/6fh5dTytWShq3463XQMZEbXsiivwWxZn3/vww+brhzduBIprdJdL8lLKklJDrSQfHxpi/2OPmTPCfLD2V6rKqd0pJ0r15B8BPiulTAoh/hP4LPBPxmu7pJSrSvz+447qOXM4+sILIERRpFq/eDH1FoIrFcoj7d6+nY716xlob+d311xD6+rVRd10JgrTkx8ZYaSri2Q0ygnvfS9XPflkFglWNDVx9MUXiQ8MjFHvb/jgB2laudKcpo4cO2ZmLTjhtI9/fJL2KD9q5s7l+t27HRuZATSfeio7fvlLYv399O3dOyZbKRfVc+eaxXHDR45kZfyMF9Y6gqHDh6maPbugMrRi/vnnc93rr1O/dCmH1q/n9Xvv5ceGJXb+unU0FSAh1cr4yAsvMPdNb2LP73/PoQ0bEH5/3kKzycL5X/ua+VidT6q2BDIkv/Sd7ywqHTGX5BODg6Ti8bx57flgJflX7ryTocOHOfuzny34OWssSGV8TQZKInkp5cOWpxuA95Y2nKlH9Zw5DB05gi8QmFTl7ARF8j3bt/P6ffcBGesk2tVlFuBMBnx+P75gkGQ0ambGVLa0jCGWiqYmRjo7SSUSLLCUjEcaGniHka+uWioMHz1qNmmbjih0c1Y3sfYnn0SmUgWVfPWcOQx1dCDT6YxNVYI6C1VXE6yqYvjwYQY7OsblxyuoNM+5b3oTf/Gd7/DYjTfSfOqpBQkeMsqyZv58Dm/cyMZ163jqc58DMnGoicYZyoWwoeQPb9xIoLIyE2Q20hbjAwMF12mtaGrKXrTDON/LoeRf/elPaT71VOYatQb5YCX2Opvss3KhnJ78XwO/tzxfLIR4UQjxpBDiLU4fEkKsFUJsEkJs6ixx5aRyoKqtDaQknUhMybS0YtYsIo2NbL/3Xrq3b+ctX/0qkFns19qHYzIQqKggFY2aK/DYZShUNDUR7ekhMTjoeGKqi6V3925kOj1tSb4QVOsH1e+nUGFT9Zw5pBMJenbuzCjDEqfgKld+eBzVrk4449Of5so//IH3FLG4i0LrWWex7+GHefb//T9z22Sfg8UgWFlpJiDMMrKgVPZZMUo+VFubXbxUYtO1UE1NZjaQSHD4uedY8s53FvU5awbcZNYeFCR5IcQfhRBbbf5dYXnP54EkoFrYdQALpJSnA38P/I8QwjbCI6W8VUq5Rkq5prnEHtXlgDXIONFCllLRuGIFHRs24A+HOeX667nwlluoamvjVJuUzHIiYKzzmixA8uY4HdZ2Ve9RRVeuJXnj+KvCrkJKXnnwqlK0VJ9VLbc4npYG+bD44ovHtQD3yddey0hXF/GBAa78/e/5q2ee4dwvfKHkcZQKIYRZ1DT79NOJ1NebJF+MJx+2rIMMltYdE+SfYE1Npk3Gnj3IdDqvBZgLJSQnq80wFGHXSCkvyve6EOJa4J3AhdIoE5RSxoCY8fh5IcQu4ARgk9P3TBdYMwemiuRPvOoqDm3YwDmf/zyVzc2c/slPsuoTnxiXJzsR+CMRktEoiaEhANsmVG1nnmk+npvTHkIh0tAAQphT4vEEDKcTqufMwRcI0L1tG6Ha2oIkoAhULY5SqpKvnD2bY1u3ZqyfMpD8eLHksstY/bd/SzIWY+FFF40prptKqESB1rPOYqC93bRcCmXXQEbJp2IxkrEYgXC4ZLtG1a6oQsDxZB99dNs20pO8AHtJR00IcQnwf4HzpZTDlu3NQLeUMiWEWAIsB3Y7fM20QvOpp5qPp4rkz/j0p1n5kY9k5cRPNsFDphNlsoBdY017dFJMvkCASEOD65W8z++nbskSel5/nZbTTiuotpR9dfDpp4HSSb6qrY0dRrOwqSB54fPx1m9967j/bjFQarn51FPZ/9hjpqAoRslb2wMHwuGS7RqVIqwyfMZj805mzxqFUm/N3wXCwCPGBbBBSvkJ4DzgS0KIBJAGPiGldF55dxrBHwxSM2+eWcwyVZjMTBon+A27Rin5gI2SF0Lw16+9VlDVVTQ1uZ7kIdOetuf112k9++yC761saSFUU8MhY3WluhJFgrUnfrHNyWYK/uLmm5n/1rfSeuaZhA27RqbTRRUWqdqAeH8/lUZKsC8YnHChobJ4Fckf7zqCQig1u8Y2EiWl/CXwy1K+eyrx4ZdeYvDQoUn1yaYjApEIqWg0rycPzqXwVlhJfrqd9OPB6Z/6FK/edVdRbReEEDQsX86RF16geu7ckgtcrDGPqVDy0xmR+npO+ehHM48bGoj19mZmoFIWr+QNX14VQk30ereSvD8UOi6tmMeD6WOyTSNUGItvzzQElF2Tx5MvFupEty7I4Ua0nXkm/2izIIgT6g2Sz7cyVbGwkvxk5lG7HeH6+kx1rlEZXEzgFUbXaCi1R75KNY7399N44onTThx6bQ08mDDtGkPJ29k1xUJdNKWU9rsRJ37gA4BzF8TxQDW4mvPGN05qRaTboQKfqn9+MSmUYFHyx45NOLMGMjEoFX8ppQBusuApeQ8mApbsGp9DJ8tioVLcnBYm1xXL3/1uLr79duZZGtBNFMLn4+Pt7dNu+j/doIoWVffH8do1w52dZoXvRKFWFGucwEpgkw1PyXswEaioMPPkS13Dc5mxQInKX55JOOW668pi14DRGbXA4u0zHYrkVWvlYgOv5bJrAHPx9dnGimHTCZ6S92BCBV4Tw8OOQddi0bBsGefedBMLHdote/BQLiiS7x+nko/19mbWY+3pmXCbYYU3XH01bWedNantCSYKj+Q9mLAWQ5Xixyuc+8UvlmFUHjzkRyTHrimk5AMVFebiNyPd3SBlWSyx6Roc9+waDyay7JopbkLlwUOxGK8nL4QwFwM3WxpoHPfwSN6DCWvgtVRP3oOH4wVVODhYZHYNZAr01Dq3QMl2zXSGR/IeTAQiEWQqRay/vyx2jQcPxwP+UIhAZSUjXV1AcassRRobiXZ3m221dc5g8kjegwm1zmu0q8uzazy4CsqXr2huLqqRWq5d45G8hxkB1dlvpKvLs2s8uArKly92Qfcxdo1H8h5mAtQSgLHeXk/Je3AVFMkX28gt0tBAtLub4c5OQjU1WtcieCTvwYSya6C0lgYePBxvqJWVxqPkE4OD9O3ZU/Rn3AqP5D2YUEoenDtQevAwHTH//POBzEL0xUD1mjn0zDPUFljr1+3wSN6DCb+V5D0l78FFWPj2twPFtcEGaDB6zIwcO0ad5iTvVbx6MBG02DWekvfgJjSddBLXbt1adM+gWZY2zrqTfElKXghxkxDioBBis/HvMstrnxVC7BRCbBdCXFz6UD1MNqxK3vPkPbgNTStX4g+FinqvdWnG6dqOoFwoh5L/lpTy69YNQoiTgKuAlcAc4I9CiBOklKky/J6HSYI18OrZNR50hhCCVZ/8JCNdXSy57LLCH3AxJsuuuQL4hZQyBuwRQuwEzgLWT9LveSgDvMCrh5mEi265ZaqHcFxQjsDrDUKILUKIO4QQauXrucABy3vajW1jIIRYK4TYJITY1GmUGHuYGnh2jQcP+qEgyQsh/iiE2Grz7wrge8BSYBXQAXxjvAOQUt4qpVwjpVzTrHGTIDfAC7x68KAfCto1UsqLivkiIcRtwG+NpwcB6+Ke84xtHqYxvBRKDx70Q6nZNdYa4ncDW43HvwGuEkKEhRCLgeXAc6X8lofJh+fJe/CgH0oNvH5NCLEKkMBe4OMAUspXhBD3AK8CSeBvvMya6Q+/pX9H9VzbEIoHDx5chpJIXkr5oTyvfQX4Sinf7+H4QgjBm//935l3/vnmYscePHhwN7yKVw9ZOOfzn5/qIXjw4KGM8HrXePDgwYPG8EjegwcPHjSGR/IePHjwoDE8kvfgwYMHjeGRvAcPHjxoDI/kPXjw4EFjeCTvwYMHDxrDI3kPHjx40BhCSjnVYzAhhOgE9pXwFU3AsTINxy3w9nnmYCbut7fPxWGhlNK2je+0IvlSIYTYJKVcM9XjOJ7w9nnmYCbut7fPpcOzazx48OBBY3gk78GDBw8aQzeSv3WqBzAF8PZ55mAm7re3zyVCK0/egwcPHjxkQzcl78GDBw8eLPBI3oMHDx40hhYkL4S4RAixXQixUwjxz1M9nnJCCHGHEOKoEGKrZVujEOIRIcQO4/8GY7sQQtxs/B22CCHOmLqRTxxCiPlCiMeFEK8KIV4RQtxobNd2v4UQESHEc0KIl4x9/jdj+2IhxLPGvt0thAgZ28PG853G64umcvylQAjhF0K8KIT4rfF8JuzzXiHEy0KIzUKITca2STm/XU/yQgg/cAtwKXAScLUQ4qSpHVVZcSdwSc62fwYelVIuBx41nkPmb7Dc+LcW+N5xGmO5kQT+QUp5EnAO8DfGMdV5v2PAX0gpTwNWAZcIIc4B/hP4lpRyGdADXGe8/zqgx9j+LeN9bsWNwDbL85mwzwBvlVKusuTET875LaV09T/gjcBDluefBT471eMq8z4uArZanm8H2ozHbcB24/EPgKvt3ufmf8CvgbfNlP0G/n97Z9MaRRCE4eeF+K0YjBrEFSQgeBIF8QNzCB48BPGUgyCYg+DZkyCCP0H0B3gUBVEh5KLReFaJRo1ENIGALtEFIfHqR3no2mUIeEl2MmxbDwzTXd2Heofa2p7qmd2NwCvgKOnNxy63t2IdeAQc93aXz1PVvi9Da80T2klgFFDumt3/OWD7Elsp8d3xK3lgN/C50P/itpzpNbN5b38Fer2d3bXwW/JDwHMy1+1li0mgAYwBs8CCmf3yKUVdLc0+vgj0rK7HbeEGcBn44/0e8tcMYMBjSROSLrqtlPiOP/LucMzMJGX5HKykzcB94JKZ/ZDUGstRt5n9Bg5K6gYeAvsrdqlUJJ0GGmY2IWmgan9WmX4zq0vaCYxJ+lAcbGd857CSrwN7Cv2a23Lmm6RdAH5uuD2bayFpDSnB3zazB27OXjeAmS0Az0ilim5JzcVYUVdLs49vBb6vsqsr5QRwRtIccJdUsrlJ3poBMLO6nxukL/QjlBTfOST5l8A+35FfC5wFRir2qWxGgGFvD5Nq1k37ed+NPwYsFm7/OgalJfstYNrMrheGstUtaYev4JG0gbQHMU1K9kM+banm5rUYAsbNC7adgpldMbOame0lfW7HzewcGWsGkLRJ0pZmGzgFTFFWfFe9AdGmTYxB4COphnm1an/arO0OMA/8JNXiLpDqkE+BT8ATYJvPFelJo1ngHXC4av+XqbmfVLN8C0z6MZizbuAA8No1TwHX3N4HvABmgHvAOrev9/6Mj/dVrWGF+geA0f9Bs+t748f7Zs4qK77jZw2CIAgyJodyTRAEQfAPIskHQRBkTCT5IAiCjIkkHwRBkDGR5IMgCDImknwQBEHGRJIPgiDImL93OGNndFxtJwAAAABJRU5ErkJggg==\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -1866,13 +1750,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "62.0 bpm\n", - "[63, 166, 252, 351, 450]\n" + "68.2 bpm\n", + "[108, 197, 286, 374, 461]\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -1886,21 +1770,13 @@ "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" + "R = 0.462\n", + "1300\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -1914,13 +1790,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "[29, 123, 213, 301, 401, 491]\n", - "[401, 491, 301, 213, 29, 123]\n" + "[3, 90, 178, 265, 279, 352, 442]\n", + "[442, 352, 90, 178, 265, 3, 279]\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -1934,13 +1810,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "65.2 bpm\n", - "[131, 221, 310, 410]\n" + "68.2 bpm\n", + "[97, 186, 274, 361, 450]\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -1954,19 +1830,13 @@ "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" + "R = 0.451\n", + "1400\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -1980,13 +1850,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "[85, 171, 250, 333, 414, 491]\n", - "[333, 414, 491, 171, 85, 250]\n" + "[78, 165, 179, 252, 342, 434, 463]\n", + "[342, 434, 252, 78, 165, 463, 179]\n" ] }, { "data": { - "image/png": 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nhBDbjP9rje1CCPEzIUSbEGKDEOLYXAy+0IgGg463oSocvMlInHiFwz3MVWFMJK+4J28XeZfbjcvrVWp/VI7kE6unRZ558r8BzknY9g3gGSnlYuAZ42eAc4HFxr+rgF9mNsziIGxbCxXUzGFOpBDtGlWL1JwuuKDg95Eg8irNK4wp5Monu0ZK+QLQnbD5QuAu4/FdwEW27XfLGK8CNUKIlkwHW+hEjb7r4WiY//3s/2bIG/viVY7kTR/4QLibf3/+35FSKicqpl3zq3W/4s19byo78WqP5H/22s/YdGgToJ7Im5H8YHCQ65+5nqg3JmMq7EOiJz8VE6+eDN/fLKXsMB7vB5qNx7OAPbbX7TW2dZCAEOIqYtE+c+bMyXA4amMevA++9yDfffG7vFd3JmtQ4+BNhhk9XvXyV3n5wOucv+R8PH6/UisrmZH8lx75EgDP+K5V0pO3i/y1j1+L3+Nn+IZh5e5MzPPkxudu5Iev/JA51XOUsdCSevJ5YtekRMby/Cac6yelvE1KuVpKubqxsTFbw1ESs0NgKBL7wgMidnVX4eBNhinyw5HYhSoqo8pFjuHRUcs6gwLw5A1hGQnHvgPVvg9T5EfDse8gFAkpsw9jOprmk12ThAOmDWP8f9DY3g7Mtr2u1dimSYF58ErjWmlOwKpw8CbDtGuk0dwLFBSVJNk1qtUvWKm4JfE38Mp9H0Z2jbTFlKpYaMnsmlwuHJKpyD8MXGk8vhJ4yLb9s0aWzRqgz2braJKQ2OtbmCKvwMGbDFNYhMIi7zTxCurVL1iWgMcdt10VgTSxrxlsosoxFUli1+RyCcC0PXkhxO+B04AGIcRe4FvA94B7hRBfAHYBnzBe/hjwUaANGAY+n8UxFyxmJC+ICWIhRPJWdo3rcDyhygkJEI1EiIZCMWE31nUwBSYyOhqXr53vRJKJvELfB8TOk5LKSus8AXUK1BL77kxF75q0RV5KeXmSp850eK0Erp7soIqVZJG8SlFWItYEpaKRvJXy5vPFwhXiU/ZKq6una2gTJmkk7/cT6O2dhhFNjsQ8eVCn9iLRkzcDOSUmXjWZk3jwigKJ5FXOy070UO2PVYgc7VjWWYk3brsqUbCJk8irsg+Jx5Np18hIJGefqUU+jyhUT97lIPLRcDjnCxhng8TIy/5YtTTKZJG8KlGwSWIxFKgTOCSmUJrneFSLfHGQGKEUgicfTRLJgxr7lXhSQrwnrxKmyIsC8OQT50JUmTweY9foSL64iCS0NRCuwojkk4m8Cu0aLJFXtIzejpUNlCDyqlgdJpFAwPHuUIXjKbGtgRXJ53EKpSaLJKaGCZeINY9S4OBNhpNdo9KanIdT3hy6HhaIXaNiJD/GrlEkkg+PjiJcLiuC15F8keEYoShy8CajUOwa4SDyKkW/kNquiQQCyGh0OoY1YRztGkUuVOYqY2bdiI7ki4xIMKjswZuMRLtGIi2RV+HiZf7tXaW21ZQU9eST5smbFy0F7kxkNEo0HFY2uyZxlTFz3k1H8kWCUySvysGbjDEiL6WakXyp2kvmweEWE06RPCjyfSR42iaqBEOJ1dN6+b8iw6lcW7X0tkQS98lsUAZqiIoZrdsjeVU9+XEjeRW+j2Qir0g/oYhtEW/QkXzRYWbX2BsvKR/Jm/tknHx2kVchG+JwJH+4gMg8SVX7XqKhEMLtjju+AKXsM7vIxzUoMwOHPN+HcCAQl45rtRrWIl/4SCmJhkLK3oYmI5qQXaNqJG+vElV54tXt9RKV8ROsKl10TZF3ypOH/L9QJXryeuK1iEi6NJvi2TWJnrxqIm96wC5FF462Y6azjhH5sjIAwkND0zGsCZHUrlHkmEr05HUKZRFhTorZu1AKhDJFHskwRd5MGYvKqFoesEMk71bUk08WyZdUVAAQUkDk7ROv1nkihDKT4YlrE+hIvoiwDt7EdMMCiOTtdk1ERpSJuuCwkLtsnrzL4wEh8l5QEomGQri8XiLR+KixpLISgODAwHQMa0I4RfIqZWyNieT1xGvxYI/k7RSCJ6+0XWMKuftwRooQQrl1USGWXeNk13iNSD44ODgdw5oQqbJrIP8j+XBCdo1wuUAIHckXA/ZIvqCya5xEXiG7xoy8xmSkGCl7KhENBlPbNSqLvCKBQyQQiIvkIRbN60i+CLBH8vZcX9UjeSeRFy6XMothm31SEoXRXVqqnI0WMeyaMSKvoF2TLLsm38+VcIInDzH7T6dQFgERWyRvPwlVtAXsOKVQgjoXL3OibIzI+3xKjN9ONInIm9k1Sts1ZoZQnn8niSmUEJt81XZNERCxRfJxIm+IYb5X8iUjcYEH1UQ+nCSS9/j9yl18zbuqxH1xud14ysqUsGuStTXwlpcD+Z8hlDjxCrFIXts1RUCqSB6jUEpFnCZeQR2RNyOvMZOV5eWEhoenaVSTI1kkDzHLRiW7RlWRT2xrADqSLxrsB29iJA/5fxvqhNUxUGWRTxLJe8vKCCso8k4TrxCbfFUhkndMoUQqIfIyGo3dTTnYNTqSLwLCSURelSIPJ8yGWI4ir4inHU4SyXvKyvJaUJxIFcl7KyqU9eSlVEPkTUvWya7RkXwRUIiRvJkxpPTEa4pIXjW7JllbA1DHrjGDHU/CPI+7pAThduf13Yg1dp1CWZzYRT4iD3/hqhR5OGHvx2PvQgnqiKQZydu/Eyg8u8arml1jq12IyihCiNg8ST5H8g6LwkOsp7xOoSwCkk68KhzJOzVds0RekcjRnCgrhInXZHnyEPPklbJrnI6pPBd5p0XhwYjktV1T+CS1axTteAiHRd7JrimtribY1zct45oIZv9vJ09eyUg+hV0TUuGia6xPYDa8A/VE3tGT15F84ZNs4lXlSD6aIpIvra4moIDIR0ZH8aTw5FWqX4gEgwUx8ZoYCasi8la1ri6GKk7s5drmQSsQSnvy9n489lbDEBP50NBQTiOYbBBJEcnLSESp+oWUefKGJ5/vFy17gy+z1bC5PyUVFfkt8sk8eT3xWhwUcnaNUyRfUlUFQLC/f+oHNgGSpVB6jTL6fBaVRFLmyVdWEg2H877pmlODL1Ui+ZR2Tb5H8kKInUKId4QQ64UQa41tdUKIp4QQ24z/a7PxWYWK08SrRKqdJ+/QPtnsZV5aXQ2Q95ZN0hRKMy9bIV/eTKFMzBQCddoN2+0aM7vG3B9VRV6lSP50KeVKKeVq4+dvAM9IKRcDzxg/a5IQCQRweb0Il8s5kldITExSZdeoIvKpiqFAre9lvGIoyP92w/ZeSGPScvNc5CPJsmsU7l1zIXCX8fgu4KIcfpby2CMU+0noq6kBYLS3d1rGlQmpiqFUsGtkNGotrp7UrlFM5FO1NYD8bzfsdJ6oIvLhJJ68S5GJVwk8KYR4UwhxlbGtWUrZYTzeDzQ7vVEIcZUQYq0QYu2hQ4eyNBz1CAcCVhWf/ST0VlTg8noZ7e6erqFNGtUj+bCt8Eb1SF5KmTpP3ugpn++RvL3BV6LIe/Jc5JNm1+Q4hdKTpd9zipSyXQjRBDwlhHjP/qSUUgohHKftpZS3AbcBrF69Or+n9nNINBh0jOSFEPjq6hjt6pquoU0a1UU+YiuhDyTx5PPdwzaRkQhImTRPXiVP3hRJx0jeSGu159HnC6naGuRywjsrkbyUst34/yDwAHA8cEAI0QJg/H8wG59VqDjdhpqeo6+ujhGFI3knu8ZXXw/ASB7fvUVSRPKlCthNdsxmcalSKCH/7ZrwOHYNUuZtJlqqFMq8LoYSQpQLISrNx8DZwEbgYeBK42VXAg9l+lmFjNPBa2YP+OvrlbRrUqVQ+uvr8ZaX07dz53QMLS3sZehjlswzRD6giMhHxxN5Vewa+3mCg8iTv2mtSdsa5DiFMht2TTPwgHF75AF+J6V8XAjxBnCvEOILwC7gE1n4rILFfvCaaYZW1FtXR38ei2Ey7GmhiZkQQgiqFyygb8eOaRvfeNg9VPM7MTHtJmUi+SR1GCZeRSL5VOdJnMg3Nk7PAFPg1EETcp9CmbHISyl3AMc4bO8Czsz09xcLqbIGfHV1HFy3btrGNllSefIA1fPn57XIp4zkjcg3n+cU7DhVVNuxsp3yXOTDRpsJSGLXkL/zCpHRUVweDy5PvOyqnEKpmQARh+wau7VRaJ48GCL//vt5W0pvj+THrIvq8eAtLy+YSN7j8yHc7rzfH7PNBIw9T8x5hXC+2jW2sdvRvWuKhPEi+fDwsHJVr04Vr3aBqVmwgNDQEMN5OvmaKpKHWPSrSiRvz9F22hchBKVVVXkfyY+XJw/568mb6wUnoiP5ImE8kQeUm3xN1fsbYpE8QP/770/twNIkVSQPsQybfI98Tcaza8C4aOX5/qgs8uFkIq8j+eIgVWqY30w3VFHkhcDl8YzpQglQvWABAH35KvLjRfKKtEuG8e0aMJYAVEDkx/Pk81Xk7YVcdvI+hVKTHdKK5BUriDJPSKcFHgCq5s0DoDdPJ1/HszhUiuTH2xeIRfL5bNdEIxGi4bDSkbyTJ+/yePTKUMVAIdo19oM6MYUSoKS8nLKmprxNDx03I0XBSH48uyafL1r24jRQU+Sd7BodyRcJ42XXgHoi79QWNlFgypqbGT6Yn8XQ40W/vpoaRnt6pnpYkyJtuyaPI3n7hQrUE/lkdo0S/eQ1meMUyZvFHmYkP6KgXTNmnxJ6mfvr6/N2v8abeC1ramLk0KG8TQG1Y19eMrGwyyTf7Sf7hQrGHlPu0lJcHk/eXqjCIyNW63A7Lq83pyuMaZHPE8bLGlCxE6X99jRxn0x8eSzyyVIoTVEva2oiGg4TUKANdMTWHEvV7JpwEpG3V1H76ury9jwJj446iry7tDT/G5RpMkNKmTK7RgiR1xFvMlJduEz89fV5O6GcLJI3raeypiaAvLWb7KRr14QGB5FR5+enm0hCF0enYyqfm/kli+Q9Ph/h0dGc3RFqkc8DouFwrA1sCkH0NzYqISZ2UrWFNfE3NDDS1ZWXlocZySc29TIfqyTy4XRE3mxtkK9tAcaJ5CG/g4ZkE6/u0lKQMme+vBb5PCDx4DU9RvvBW97czPCBA1M/uAwI2yaaEptJmfjr65GRSF5mqZgXKSFE3FyCiiKfjl2T7+2TE+0ap/Mkr+2aJJG8tT85smy0yOcB42UNAJTPmMGQYiKfjl1j9pXPx+jLaRUi+2OlRD5Nuwbyt0lZOpF8Xs/xjIw4RvIeLfKFTzoHb5kRyeejrZGMSBoTr1Y1bx6emOFxRN7f0ACoIfJmFJysnzzk/7q7aYl8HkfykRQTr6BFvqAZL2sAYiIfHhnJ+0Ud7KSaTDbx1dYC5GWGSnhkxFrL1UnkXR4P/vp6JUTevOAKIcYV+XzNsElcPs/Rk6+rIzQ0ZJ1T+UI0EiESDKYU+VyNWYt8HpBOhFLeHFsHfWj//ike3eRJx64pyeO1XkODg1aBjZPIA/ibmtQQeYfvIpFCsWsg/woHE6t17ZgXLR3JFzDp2jWAUr58OnZNPi/oHRoaGlfkywpJ5AvEroH8s//MdWe92q4pTtKK5GfMAFAqwyYdu0aL/NSQbH7BPseT79k16aZQQv5F8vYWGYlYIp+j9SK0yOcBaWXXqBjJp2PXVFSAEFrkc4xTzULiY1XsmlTnSb52bDUjee3JFynmwWsuk+cYoTQ0gBBKRfLp2DXC5Yo1xspTkTeXlEsmjOXNzYx2dxPJYe+RbGDvCJpsX9wlJbhLS/N+4jVZF0rI40g+DZHXdk0BE04jQnF5PPgbGpSZeJVSEgkGx43kIWbZKBvJG3dY+X7xTWdfIL97yivtySdkBtnRIl8EpHPwglpVr4nruxaqyJtLGObrwicmocHBce9KwOhEmYffBaRn13jLy3GXlCgVyevsmiIgbZFXqOo1nWZSJhMR+XAgMCUXBCklwTRSKGsWLQKgt60t52PKhHQj+dLa2rxt8BUJBBAuFy6PB3A+psxOlPkWySeeD3Z0JF8EjNcn26Ri1iwGdu+e2sFNkmQFXon7BLFc+XQzOh665BJ+XlOT88rfSDCIjEQchdHej71q9mxcHo9SIu/Uh8ckrxt82SbywXZMJfTH99XXKxXJ64nXIiCdBmUA9StWMLhvH7uffZbe7dundpATxFydJ1FYMi0dWUgAACAASURBVInkpZS8/9hjAHRu3JitoToyZvxRZ2F0eTxUz59Pz7ZtOR1PpgQHB/E62DVOi7jkm0CaJK6slKrp3cihQ1M6tvFIadfoFMrCJ127pvHoowG498wz+dWiRTldMixTEkUyG3ZN95Yt1uNdTz+djWEmJdn4Ex8DNK1axb5XXsnrvkLp2jX5aHWYhEdH8RptJkAtWzOtPHkdyatPT1sbu//ylzHb08mugcMib/L+E0/kYphZITwBkS9Jc7Kva9Omw4/ffTcbw0zKRER+zhlnMNjeTuc77+TlghtSypjIpzHx6quvJ9Dbm5cBRHh42OolBClEvqWFoY6OKR3beKRT8artGsWRUnLH4sXce8YZY4RgvFXoTSpaWjjvt7/l8r/+FYDODRtyPexJM9FIPhIMWtFOMvrefx+AuiOOyLldNRGRn3fOObi8Xu465hieve66nI5rMoRHRkDKtPbFyjPPw4ZxoeHhtCP54MAAwTxa0FtH8lPMdERbdg85Md0uNDSEy+vF7fUCqQXxiE99ilknnUTFrFl0bd7s+FlPX301f/3Wt7I19EkxUZGH8Vsb9O3YQWlNDTNWr865yJsTwWYVaCphrJ47l0sefRRveTlv/fzneTdfYq70lE4KpT+P+/uHhobSi+TzsAVIKk/e5Xbj8njUFXkhxDlCiC1CiDYhxDdy/Xnj8f7jj/Mjt5vurVun9HPtJ/7B9evjngunGaHYqT/iCEeRDw4Osv4//5NXvv1t9r3ySqbDnjS5EPneHTuoWbCAmoULGdi7d9zIPxPM1selRivkVMIIMO/ss/n0668DsPfFF3M2rskwkbuSfC0mgvTPk/KWFoC8smzCIyMgBG6jqj2R5Z/9LI3HHJOTz86pyAsh3MAvgHOB5cDlQojlufis0PBwWuXYz157LQDv//nPuRhGUuyVqp3vvBP3XChNr9FO3bJl9DhcqPa+8IL1ePsjj1iP3771Vva9+urEBz5J7MJin5DMROT733+fqvnzqVm4EKS07JtcYNoVvjRFHqB+2TJKq6vpSOPv/OZPf8qz115LyIjwcon1XaQRyVfMnAnAwN69ORvPtgceYMsf/zjh96V7npiR/GA+ibytn78T59xxB8s+8YmcfLbIZUaAEOJE4N+klB8xfv4mgJTyP5xev3r1arl27doJf87v7vke33rmX5HRKI1HH22JhhN7X3wRGY1S3txM3bJlE/6sydK3cyf9u3bh8nrxN9RTt2Sp9VzX5s0EB/ppOf4EANZ1rGMgOIBbuDllzimOv29gzx56d+xg1sknW8UhAP27dtG3c6d1a9583HHIaNSKLmd/6EOQ5ECbCMkWJTYZbG+np62NWSedhPB6eGFX7OJT66vl6Ob4CeRAXx8H16+n8eijLVF1Yu8LL1DR2kpZQwMH3nqLhiOPtOyFbDOwdy+927dbf98dPTvY078HgONajqOipMLxfYc2vE00HKb52OOS/m7799F41FFW9Jwrgv39HHjrLeuztnRtYf9gLOg4YdYJ+DyHv0cZibD3pZeonj+fqjlzsj4W87uGiR+L+19/HW9FBfXLY3Hiy3teJhQNUeYt4wMzP2C9LhoO0/7Xv1KzYAGVs2dndwcmSc+2bQwfPMisk09O+ppPHfUprjruqkn9fiHEm1LK1U7PeZw2ZpFZwB7bz3uBE+wvEEJcBVwFMGeSB1Xl7Nl4KyoI9PYytL8jqcjLSMTy46e6P0c0GMTt9cbW2AwEx4xLuNzWz8e2HMuc6jns7d+bNGp020qh7SIfCQasPjd9O3cSDYUIDQ9bzwcHBy2febIM7d9P95YtNK9aZfUgTyQaieUwC7cbgeCM+WfQUtHC3v6xEaLLHdt3GRlbKGUSCQSQUuLx+SxfM5zDKNjMLjH/tgtqF3BC6wkMBYcYDg0nfZ/H72f4YOocbfvqXqHh4ZyLvP27AFhav5RT555Kz2gPgXC8DyxMfzhHVpjdBgoODCQ9fpyIRqMI92Hz4eQ5JzO7aja7++ILBF0eDy6vN6fHx0SR0SjCNU1ToFLKnP0DLgN+Zfv5CuCWZK8/7rjjZCY8cvnl8pbGRhmNRByf79m+Xd4E8pczZ8ofeTwyHAhk9HkT4b7zz5d3rVwp/3juufLuY4+Ne+7es86S/71mzYR+X/srr8ibQG7/05/itt//sY/J3xxzjPX85nvuka/fdJO8CeRNILfef3/G+/LfJ5wgbwL59u23J33NizfcIH/ocsloNDru7+t9/315E8gNd96Z9DW7n39e3gRyx+OPy2g0Km+urJRPX3PNpMafDk9/5SvyZzU1E37fa9//vrwJ5GhfX9LXvHnzzdb38fgXvpDJMNNi6/33y5tAHnjrrbRef/fq1fIPZ5+dk7HcvXq1vOOII+RNIF+/6aYJvfeW+nr51D/8Q1qv/e2JJ8p7Tj897d/92ve/L9sefnhC45kIj37qU/L2hQtz9vuBtTKJrub60tIO2O+XWo1tOWHe2WczcuhQ0qwT0xefffrpRMNhetra6J+iNgFDHR2Ut7TEcngTOknaC1XSxbyVThz/wN69VMyaxYzVq/HX17PtgQfoeO01y8scaM/8z2964amqPM19SuZB2rFWJErhyZufWbNgAUIIahYtYut998XNO2STQG8vpTU1E35f1bx5ACnnC/a++CKVs2cz+7TT6Mxxvj8cbrub7h1DzYIFOangjQSDHFq/nkUXXoi/oWHCnxEaHk77PKlZtIjeNH9/365dvPC//hcPXHBBzibzwyMjjpk1U0GuRf4NYLEQYr4QogT4JPBwrj5s1ikx/7r9pZccnzfFdc4ZZwDwx7PP5ra5c3n37rtzNSSL4YMHKWtupqKlhaEDB6xbaBibNZAO5TNm4PJ66d+1K277YHs7lbNm4fJ4WPo3f8P2hx5i55NPsvD883F5vQxmKPJSSuuWu/u995K+biIXLl9NDe6SkpQTZd2bN+PyeqmaOxeIpZIOdXTwwAUXsPPJJyewB+kx2tOTcn4gGWZXyv6dO8c8J6Wkb+dOtj/yCHPOOIPqBQvGfH+5YGSCIt+yZg19779P/5494794AvS0tRENh2lYsYLaJUscEweSIaPRuIXVx8PKwEojLfG93/3Oerzn+efTHtNEsPfzn2pyKvJSyjBwDfAEsBm4V0qZs9ClZuFCypqakqYO2iN5wBK8l264gUgolNOy9JHOTvwNDZTNmIGMRBjp7LSeS8waSAfhco2JuCLBIMMHD1IxaxYAR3/pS4RHRwn299OyZg3lLS0M7tuX0X4E+vos7zydSD4dhMtF5ezZKZuvHVy/noYVK6wUtFXXXMMJ118PwNqf/CTd4afNpCN54yLkJN7v3n03t8+fTyQQYNGFF1LZ2srQ/v05X3BktLsbl9eb9vcx98MfBmDn44+n9frw6Chb77/fai+dDLNiuX758gmLvJmFlG4wZH4PA2lcqHY/+6yVVZSrSurwyIhjtetUkPOZACnlY1LKJVLKhVLK7+bys4QQNBx1VFK7ZvjAARCCqtmzLYE469ZbGdi7l5+UlPDYFVfkZFyh4WHCIyP4GxqocMjhDQ0NTTiSB8acKKaAV7a2AtC0ciXH/N3fMfess1h+xRVUzJyZcSRvFsmUVFWlzEOeqAVVOWdOyqj24Pr1NK5caf3s8fn44He/y+qvfpXdzzyT9fbDo93dk4rkyxoacHk8Y+5KpJS88u1vUz5jBpe/9BKLL7449j1JmXE+t5SSA2+9lTRICRh3JelYZwANRx5J49FH8/KNN6ZlX7z2ve/x8KWX8vBll6V8XdemTSAEdcuWUbdkCYP79lmFWuMRNpIH0g2GUl1s7URCIdpffpnFl1xCWVNTXOuMbFKwkfx0ULdsGd2bNzse8COdnfhqa3F5PJzyne9wdWcnR3/xiyw18lM3//a3cU2wsoUZtZc1NBwu1LD58uEJeI12apcsoXfbNitjyBRwM5IHOOuXv+TjTz5JWUMDFTNnZiwoplXTcOSRBHp7k+Z5BwcGJpTFUzV3btL5kUMbNzJ84AAzPvCBMc/NP+ccoqEQ+yeRepuKwfZ2K7qbCMLlcuyd0r9rF307drDmX//VSqOrMC7Gmeakr7v5Zv7r2GPZ8ac/OT4/0t09oQweIQQf/N73GGxvH9cKk1Ky4dZbgVhdxsbf/CbpnUn35s1Uz5uHt6yMmsWLgdR3g3bMDLGJRvLjifyup54iPDzM3LPOon758pzNkRSyJz/l1C1bRnBgwFHMRrq6rLxqIQT++nqEy8XH/ud/+JIxUbb72WezPiZT5P0NDY6FGpOxawDqli4lPDpKpxF9DDiIvJ2ypiaGM2zBau5Lw5FHAiRdjjDQ1zeh9LiquXMZ3LfP8ZZ/4x134C4psS7GdsxxZDMCCw4MEOjrm3SOtZMt1vHaawDMXLPG2laZJZF/8+abAdiapMBodIIiDzHLprSmhm0PPJDydb1tbQzt388ZN99M49FH8/jnP8/zX/ua42u7Nm2yctzrliwB0hf58ARFvrK1FYRIKfKB/n7++q1v4a+vZ/4551C/YgVdmzblxLYNj4ykrCvJJQUn8vVGgZPTpGCqg71qzhzcpaU56TtiCqu/sXFMyXU0EiESCEzKrll4wQV4ysp46OKL6d+zh0FDLJKJvL+xkZHOzrhJ34lij+Qheel4sL8/ZVFaIo1HHQVS0mG0BrDT/vLLzDz5ZMoaGsY8V9bcjK+uLqteqjnhOFmRr5g5c4zI73/jDdylpTQcdZS1zRT5wQxEPjg0ZE3y7n7mGcfXTEbk3V4vs04+mQNvvpnydeb31XrqqVz+0ktUzJzpGChFw2G6t2yxRN5cUStdX96s2k03GHKXlFAxc2bK7Lk3f/pTDqxdyxk//znukhIaVqwg2N+fk2rf8OiojuSzRfWCBYBzCttoVxe+JBWSwuWiesGCnIi8PZL3+v2UVldb4mhFKJOwa8qbmzn71lvpbWtj3c03M9DejsfvT+ollzU2gpQZLQoxmqbIB/r7JxTJzz3rrFhl6aOPxm2XUtK1aRMNK1Y4vk8IQf3y5VmN5M0J4MlWfDrZYt1btlC3dKnVhA6gtKYGT1lZRqLSY9iLTatWMbB3r2PnxcnOL9QdcQQ9W7c6BgUH16+nc9MmOl59FY/fT8OKFZRUVnLM3/0dne++O6aLZffWrUQCAUvkvWVlVM6ebYl8JBTirV/8gqGDBx3HYs65TGQyvGru3KSRvGkzzT/3XI64/HIAa2y58OW1XZNFKmfPRrhc9DmksI10d+NPEdHULFyYG5E3I3njAlM+Y4Zlc5gTT5MReYDln/kM8845h7YHH2TQyJFPNsFW1tQExNI5J8tIZyfC5bJaQiRLewxO0K4prapi5oknsue55+K2D+zdS2hwkPokIg+xtMVs1jsMZBjJl7e0MNrdHTdp2bttm+VDmwghqGxtzUjkTUFadNFF1uckMtLZOan2D/XLlhEJBMakgw60t/Nfxx3Hb1as4K1bbmHOmWdalcFNxx4LUtKdkPyw66mnAJh92mnWNvv51vbggzxzzTXca2S+JWI2jPNlSeT7duxgcN8+Fl144eH9NY6xXGTYaLsmi7i9XipaWyccyUPsoOvbsSPrntxAezsen8+6ZbZPzJn2R6pxjceCc8+ld/t2dj/zDLWG1+lEWWMjQEa+/EhXF766OsqamhBut2Mkb/aGn4hdA7H87INvvRWX22zabvVHHJH0fRWzZjG4b1/Wvrf9a9dSUlWV1PYaD3PCdtBmyfXu2EGtYVHYqWxtzciu6WlrAyFYcN55AGMSB0LDw4SGhqwL/ESoM/7midlq7/3+93Htuhdfcon12AyiEiP59//8Z+qWLaPaKBaDeJHfcu+9sc/atIleh3PX6go6EZGfM4eBPXscW4ubcyQtJxzuslLW0EBZU1PWJ19lNEpocHBCQU82KTiRh1hklyjykWCQ4MBAyoimZuFCQkNDWe9DPbBnDxWtrVaEXd7SYgmAPfNmspgH6khXV1JbA8BvnOiZrH9pTl673G7KmpocRd7sC1Q6wYN6xvHHx6oi337b2mZ+F6kyXSpmziQaCsXVHmTCnueeo/VDH7J66kwUc6zm36Z/926ioZDlQ8e9trU1oyrk4f378Tc0xKwGIcaIvHlBn4zI1ycR+V1PPUXDUUfxlb4+LnroIVbYUo9LjAu7vXo5NDzMnueeY/6558b9npqFCxk+cIDg4CAdr7/OjOOPB2D7w2PrJUcnI/Jz5xINhRzvNve+9BKesjLLdrT22Zh8zSbm+aBFPos4ifxoTw+QuuqvZuFCgKxbNoN791qTbGDYNR0dsepR0683ouzJYO9DnXjQ2jFP9GQZMelgFnVBbKUqp99ltnye6EFtjr23rS3u8wDrM52wIucMC73M39GzdWucrTBRzMl1czym71ybYNeAEcm3t096MnzowAHKm5vx+v1UzZljefQmpjU3mePLV1tLWXPzGOulc+NGmlaupLSqikUXXBDXIM9qG21r+73n+eeJBAJjRN6cP+t6910Gdu9mwXnn0bRyJe/ccceYu7JAby8IYXVXTQfzrjbRfpHRKG0PPsj8c86JGztgze9k827e/FtM9M42WxSsyA91dMTlcKdzsE9G5Hu2bbNu/ZLRv2dPnL9b3tJCeGSE4MBAWiI2Hh6fj+P++Z9xeb3MPOmkpK8ra2jAXVKStgfctXkzz153XVxao93ySraWphnFTfSgNgvF7JHXSFcXwuVK+bsskU+IiCPBoFXSny7mGrxzknjD6WBF8qbIG8Lr1Nq6bulSZCQyaR94+MABypqbrd+VGMmPZBDJQyyat2eqjXR3M7hvX1yWkB2ntQE6Xn0V4XKNabNrnm/mWsV1S5ey6itfofOdd3jmK1+Je22gt5fS6uoJdXJsOf54hMtFu7Fcpsm+V15hqKODJZdeOuY9jUcfTbC/Py7QyJTgJIOebFGwIg/xhRBmVJXqtr9q3jwQIm2R79+zhzuWLOG3a9bEvFEHopFIrJ+MTeTtVa+WyGfYF/30H/2I60ZGHH1fk3TaB9h5/Qc/YN3NN/PWLbdY2+y1Bnbbyc5kI/mSqio8fn/chWOksxOfUc+QjPIkIv/kVVfxi/p66y4ukd7t23n+61+P82D3PPccpTU1Ga3S46+vj/UJMvaj6733KK2udhRa847BaYH3dDAjeYhFrt1btsRFoWZwUzbJO8W6ZcvoshUXmgveNCYReW95OcLtjrNrDqxbR90RR4xJE7ZE/rHHrPEf+bnPsfLqq1n/i1/ErbA1mTYTJZWVNB5zTNxCOgBb77sPd0kJC84/f8x7Wj/0ISC7PWyszCAt8tnDFHm7ZWMKRyqR95SWUjl7dloiL6Xk1X//d+vnN37wA8fXDba3IyORuHS8clvEOtLZSUlVVdJlwSZCOh5y5ezZaWeimKmW5qSYaS+Zdx3lLS0MHzxo9V43mWzkIoQYc3dgv6gko2LmTITLFXdRH+3t5d277gIOFwsl8tgVV/DGTTex9sc/trYdXLeOGatXT9qPB6PqdcaMw3bNli3ULVvmmPVUNWcOtUuW8OZPf5r2hHigr8+K2O2RfO3SpYQGB+MstEw8eYhF8oHeXmtu5JAh8skieSEEpVVVcZH8wXXraD722DGv9dXW4qutjd0JC0HtkiUIl4tTf/ADKmfP5qGLL+bPn/uclZI5kcwak3kf+Qh7X3zRSnCQUrLt/vuZe/bZjqJbt3Qp5TNmZHXluKC2a7KPk8ibJ5wpsMmoXbQoLZF/9TvfYcPtt7P0E59gxZVX8t499ziW+JsnY+3SwytBmReavh074kRzKqg0Mw6kHLcxlrn4+MG33iISDBIaHiYSCFh2TdXs2SDlmG6FmUQuFQl3B+n8fdxeL5WzZ8d93+bqQy6Phw233TZmX/e9+qrVyO7gunVArGCn8913s7LWpj1XvnvLlrjvP5Fzfv1r+nfuTLsb6oMXXcSdy5Yx0t0dy5wxRL7GoUZk+MABPD6ftfTfREnMsOnauBFfbW3KYKmkuto6BoIDAwzu25c0BbbaiObrli6lxEgj9paVce5dd1E5ezabf/c77jv3XEa7uyfVMG7pxz+OjERoe/BBAA68+Sb9u3Y5WjUQu0gtv+IK2h58MGstTiZ7Z5stClLkK1pacJeWjonkS2tqxu0El06u/EhXF6/9x38w7yMf4SN33smSj3+c4MAAHQ7dL81JtzpbamPd0qVUzJzJ9kceoX/XLsu+mQrMtLL/N2sW9xi3pk6ERkbo27GDhiOPjGW8bNgwxloyhStxsi+TyGVMJJ/mRbB6/vy42oi+HTsA+NAPfsBQRwd7EuyQdTffTElVFauuuYbOjRsJBwL0bNtGJBCg8ej45Qkng1n1GhwYYLC93arEdmLWSSfRtGoV2+67L63fbdYSmG0MzFYZyYKb8pkz025Olkhihs2hd96h4cgjU/6+UpvI9xl3V/bUSTvmeVGV8Pyc00/ns2+9xbl33cXAnj3se/nlSU0eN61aRfWCBdbd6Nb77sPl8bDwgguSvmf1176G2+fj1e98Z8Kf54RpXWmRzyLC5aJq7tz4g72jI62GU9ULFzJy6FDK5QG33ncf4ZERPvS971FSXk7rKacgXC52JxTyQCyK81ZUxN1BCJeLxZdeyvuPPUb7X/9K06pVE9vBDJhz5plA7KLX8eqrSfttm7nbS//mb4BYXvFQwrxGnSnyCaXpmUQu5TNmxKWwjqZh18DYjKq+HTsQbjdHfeELeHy+uOZdoeFh2h56iOVXXMGsU06JLSCzZYtlRWRD5MtbWhjat49uM7MmRSQPsOC88+h47bW0ujKalZPv/uY3gHFHhW3BEuMCB7HvOZMgomLWLLwVFXS/9x5SSjo3bkxq1ZjYRd600MyGYYkc/41v4PJ4WHzxxY7P24uVmidxngghWPqJT7DrmWcY6epi2333MeeMM1IWRZY3NXH0l77Ee/fcMybffzLo7JocUT1/Pv22k7578+Yx0YITZprbO3feyV+/9a0xhRRv3nwzz//Lv1B3xBHWbX1pdTXNxx3HXgeR79m2jbolS8ZEPksuvTSWtSJlrEpwiph96qk0rVplTWQmyyIwM3BmnXQSZc3NdLz++pgGaGVNTZRUVY3JKw729yPc7kmVcZfW1sZ61kejY+YAUlGzcCFDHR3WCdW7fTtVc+dSWlXFvHPOYfPvfmdduHc+8QThkRGWXHKJlbveu2MHnRs2INxuy6LIhIqZMxnt6eGQYRuNt2j8zJNOQkaj7H/jjZSvG+7stNYuNe0ms5ul1++nvKWFXpvIm5H8ZBFGa+DuzZsZ2LOHYH//uCJfUlVlRa/jiXzjUUdx3cgIx1zlvIC1t6wMd2kpAM2rHdepHhfTsnnjppvo2bbNqg5OxbJPfpJoOJy0s+dEsOaoJmmZZUpBi7wZ2Y10ddG1aVPKldJNZp96KsLt5i/XXccr3/42O4yZf4Adf/4zf7nuOmaeeCIXPfhgnHDPPu009r36atyi2RATUacimFmnnGJ5qa3GilZTgRCCz7zxBp820j6Tre5kinzl7Nm0HH88+197zYruzZx/IQRzzzyTd+++24pYIebJl1ZXT8oi8NXUIKNRggMDhAYHiQSDaYl8i9Hd0UyX69m61creOOGb32Sks9OagN324IP4amuZ9cEPWj527/btHNqwgbqlS/EYopIJ5p3b9kcewePzpcx6gsPdKfe9/LK1LRwI8PDHP85zX/uaFWyYomm/gNprMGqXLInLa880koeYZdO1efPhO50JRvLukhIrA8iJxFz1RE668UYAmo87biLDtjAtm9e//30gNhk7Hi3HH095S8u4XThNAn19vHj99Y6vHz54kNKammlbyLugRX60p4eR7m5r0qX1gx8c933++noWfPSjlDU3Uz5jBu/86ldALIJ67DOfoX7FCi566KE4jx1iIh8Nheh49VVrWyQUon/nTkeRd7ndfLGtjX84dMixSCaXuNzuw1ZLklav9o6WzccdR/fWrfRs24a7tDSuoOzMX/wCl9fL8//yL9a24ASbk9kpNRppjfb0TKjlw8wTT8Tl9bLnuecIDg1x8O23aTEqKFuOP56FF1zA2h/+kNDwMDseeYQF55+P2+vFV1tLaU0NfTt2cGjDhqxYNXBYeNseeoiWE08cN3vKV1tL3RFHxK1q1vbAA2z94x9Z+6MfscdIAwwY6aCttvkUe2pi08qVHNqwgWgkQnBwkODAQEaRPMREfrC9nXYjpTFVwR3Ei7y5tnEmAnf817/OPw4MpLRYUiGEsCZay5qbrQt7yve4XCy66CLe//OfxwRuTrx799289h//wZNf+tKY5/a98sqkL1DZoGBF3ozs3rrlFp699lpa1qxh5oknpvXe8373O764bRsLP/Yxdv/lL0TDYdoeeIDR7m7Ovesux0jP9NXtOdcDu3cTDYcdRR5it2+ZtDPIhJLKSjw+X9JWAAPt7fjq6vCWlcWET0p2PvEElbb2DBCb5F5+xRXsfuYZK5c62N8/6ZxgM00u0Ns7oZYP3rIy5px+Om/9/Ofcf955yEiEmbY7txVXXkmgr483f/pTRnt64jzgmgULOLBuHf27dmVN5O2f3ZpigtvOrJNOYt8rr1h/x3fuvBN/YyPe8nLe+/3vgcOV2+b4Eyu4m1atIjwyQs/WrVaqrD3Snwzmilyvf//7NB5zzLjesiny0uh4OtE2x4mICVa6OnHk5z9PZWsrHzMmYNNhySWXEB4eTmsN4W333w/EXAMzbTU4NMRf/+3fOPT222kFmLmiYEV+5po1eMrKePlb38JXW8uFxqx6OpRUVFBSWcncs84i2N9Px+uv0/bQQ1QvWOCY7wuxCcOSysq4SUizQGq8W/XporS2Nq5QaLizkzuPOIJ1t9xCz5YtVraGKXy927dT6dB+t3r+fEJDQ1b0Zto1kx0TGJG8IfLpNm87+stfJjwywt7nnqyvnAAADxlJREFUn6dm0aI4e85c5P2lG27A4/Mx9+yzrecajjrKugMbz29Ol5Lyco6+6ir89fWsuuaatN4z8+STGe3upnPjRvp27WLX00+z6uqrmfGBD3BowwbgcO3CgvPP55MvvMClCfncZh+jtgcftFJgU/UzSoc5Z5yBy2iRvOCjHx339SXV1chIhPDISGxB9AxFPhvUH3EEX96zh9lpXnAh1iPfV1vL1j/8wdoWDYfHtENe/8tfxvodGUJ+4M03iYbD/P6kk3jlxhupWbQoronbVFOwIu8uKWHN9dcz96yzuORPf5rUUm5zzjgDhGDnE0+w98UXmXfWWUl9ZmEUc9hza81JzWSR/HTjq621bv8Btt13H93vvcezX/kKu55+mhnGRFf1/PnWBXKWQ9sEs5rX9PEzsWt8DnZNunUEiy++mEsff5zPvvUWX9y2Le5uorypyZpQXXTxxVZONsR3IsxWJA/w4V/8gr/r6Ej7bm3+OecAsOPRR9n4618DsOJzn6Nu6VJ6jEpWqwdTbS2tH/ygZUmZ1C9bxryPfIQ3fvhDdj/9dGwieZxJ3/HwlJZyyne+w6ILL+TYf/zHcV9vb20waqwvqyJur5cVV17J5t//nte+9z1Ge3q4fcEC/l9LS1z23bt33UXDUUdx0UMP4fJ42P3ss+x94QUObdjAWbfeyhe3bRt3HiOXFKzIA6y54QY+/uSTkz5x/fX1NB93HOtuvplgfz8t49g9dUuXxkXyvW1teMrKrDzmfMNXWxuXIrb90Ufjel6bXQGFy2X1xJnlMElsLWNnFEVNdMEQO6UOdk26Ii+EYP5HPkKTbcFvO+f++tc0rVrFif/6r3HbTRvPYyxkkS1cHk/cIiHjUdHSwozjj+ft225jw623MvfDH6Z67lxqly617mxGe3pwl5SkzFw67cc/JjQ4yIbbb6d28eKs9DE//utf56IHH0zrWI4T+UkuWJIvnHTjjcw76yxe/OY3uaWuzmpdbCZ1DHd20vH66yy57DJ8tbXM+fCH2fKHP/DePffg8ftZ/pnPTPMeFLjIZ4Mll1xi2RDjefoVs2YxtH+/5an2tLVRu2jRpAtRck1pQiTf29bG/PPO48P/+Z+0nHCCFVkCnPfb37L6a1+L3d0kkLiMXUaefIJdI1yuSZWzO9Fywgl8dt26Mb3pm1au5OJHHuHLu3dP+3e15vrr6d+5k6H9+1n91a8C8fUIgZ4eSmtrU46zYflyPvT974MQHPdP/zQl47ZTams3HMgTu2aylFZVcdkTT3CarfUFYBXe9ba1gZTWxOoxX/4y/Tt3suH221l88cWTWtYz22iRH4ejr7oKf2MjR/7t347JqEnE39BAJBCw1qNMlj6ZL/hqaqzbfykl/bt2UT1vHiv//u/59Kuvxllcla2tnHbTTY5ZIhUzZ4IQll0T6Ouz+opPlJKKCoTLRcCwa3x1dVOSerbw/PMzbhKXlXFccAEf/e//5tSbbmKeMW9g3l0M7tuXtv1x3HXX8ZWenqT557nEvIsb7OggEgxa8ywqc9x11/GxP/yB8//nf4DDVcWJjQ8XX3QRJ/6f/4PL62XlP/zD9Aw2gfRmIosYf309X96zJ63caVMkRrq6KKmoYHDfPutEzUfsE6/Dhw4RHhlJWrSSCpfHQ2l1dWzJu0CASCAw6UheuFz46usZ6eyMLdc4TdlH04UQguWf/nTcNrOeYujAgQlNZE5XhaX5ueaygSrbNSZCCJZedhlSSp7427+19s2p8eHJN97ImhtuyErTwWygI/k0SLc4xswCGe3qiq1E1d+f1yLlq60l2N9PNBKxDtpkPUbS+V2jPT1ZWQXH39DAcGfnpNcmLTT8Rqvl4QMHYv3881w0TZE3o12V7ZpEhBBUzpljpacO7tuHcLvHtHLOF4EHLfJZxRT0kc5OK9Utk7Vbc40pFoG+vsM51Q4pkun+rtGenkkvGGKnrLGRkUOHYn1r8vgiOVVYSy3u38/woUNWZJ+vmMeVWQU92SKmfKWsocHK/Brct4/yGTOmrZo1HfJ3ZApit2us9L88FnnTKw309FiLS6QqP0+Fr66OQE9PVtqq+hsbGT50aMrbMOczZc3NMZE/eHDSveGnipLKSrwVFVYL5/Hae6uGr77eCuKG0mx8OJ1okc8iViTf1ZWVZf1yjZm1MpnCo0RKa2sZ7e4+3GY4A5E3I3lzVShN7OLbs3Ur0VAo70UeYh61FTjkaQrxZPHV1TFqBHEqXHS1yGcR8zZ1pLNTrUjeyEkvramZUF63HcuuMSP5DOwaf0MDI52daTcnKwbKW1qsGox8FxU43KnUXVIyqcU+8hl/fT0jXV2xLqm2NY/zlYxEXgjxb0KIdiHEeuPfR23PfVMI0SaE2CKEGL/tWwHg8ngoralhtKvLutLn8wEQl5N+6FBGgmqKfDbWs7RPYk12bdJCw2wxAWqIfKXZjnrGjGmvPcg2vvp6IoFArG1Dd3fezzlkI4XyJ1LKH9o3CCGWA58EVgAzgaeFEEuklJEsfF5e4zcmZVSI5BMLjzIR1NLaWqKhkLV0XyaefIWtoVa2esmojr3eQoULnxnJ5/PxP1lMUR/q6CA0OJjXgRzkzq65ELhHShmQUr4PtAHHj/OegsBv5nh3duLx+/Oi4i0Zic3AMo3k4XC/80xEfvapp1qPp7PnRz5hb3KXaevgqWDGBz4AMKmFY/IdU9TNBoT5fiHLhshfI4TYIIS4UwhhJvDOAuyrO+81to1BCHGVEGKtEGLtoTRXq89nfPX1jBqRfL5/+d6yMlweTyy75tChSa2haWJeIHq3b8fl8WTUL8X+d8unfOPpxB7Jlytg1yy59FIu/fOfOfv226d7KFnHPD7NtRjyvQ5gXLtGCPE04DQ9fgPwS+DfAWn8/yPgbycyACnlbcBtAKtXr5YTeW8+4m9ooOvdd2NFK3ku8kIIq+o1U0/e9Im7Nm3C39iYsQ/797bFvDUxYTntRz9i/rnnTvdQ0sbe+6iQMEXdnAjP92BuXJGXUn44nV8khLgdeNT4sR2wt/NrNbYVPHa7RoXMEF9tLX3vv08kGMxomTjTJx7YvTtpF8iJUGhpd9lg9T//83QPQYN6kXym2TV2VbgY2Gg8fhj4pBCiVAgxH1gMvJ7JZ6mCv76e0NAQg/v25f0VHmLjNRekyKRoxW71qJD9odFMlsRIPt/v2DP15H8ghHhHCLEBOB34JwAp5bvAvcAm4HHg6mLIrIHD3nT/rl15/+VDrI3B8IEDQGbRs6+mBuF2A+R92b1Gkwkenw9PWRl9O3YAk68SnyoySqGUUl6R4rnvAt/N5PeriD0aViGSt3edzETkhcsVayx24IAWeU3B46+vZ2B4GF9tbVYWZckluuI1y1TbVoJXwZOPE/kMe4y4jW6d+R7ZaDSZYlo2ZQrMHWmRzzI1NpE3C0LyGbvIl1RWZvS7zFWjJtOTXqNRCfMuXYUEAb1oSJaxFz+1TmBl+OmiYcUKAFZ/7WsZpz2ec8cdHP3FL9KyZk02hqbR5C3mfFsmGWlThRb5HKJC0Ur1vHl8pbc3K6sICZeLWSefnIVRaTT5Tf3y5QC489yPBy3yOeFLO3eCVKeua7qWidNoVGXN9dcTDYVYctll0z2UcdEinwOqtSet0RQ07pISPvhdNZIH9cSrRqPRFDBa5DUajaaA0SKv0Wg0BYwWeY1GoylgtMhrNBpNAaNFXqPRaAoYLfIajUZTwGiR12g0mgJGyDyqzBRCHAJ2TfLtDUBnFoejCsW438W4z1Cc+633OT3mSikdF2nOK5HPBCHEWinl6ukex1RTjPtdjPsMxbnfep8zR9s1Go1GU8BokddoNJoCppBE/rbpHsA0UYz7XYz7DMW533qfM6RgPHmNRqPRjKWQInmNRqPRJKBFXqPRaAqYghB5IcQ5QogtQog2IcQ3pns82UIIcacQ4qAQYqNtW50Q4ikhxDbj/1pjuxBC/Mz4G2wQQhw7fSOfPEKI2UKIvwghNgkh3hVCXGtsL/T99gkhXhdCvG3s943G9vlCiNeM/fsfIUSJsb3U+LnNeH7edI4/E4QQbiHEW0KIR42fi2Gfdwoh3hFCrBdCrDW25eQYV17khRBu4BfAucBy4HIhxPLpHVXW+A1wTsK2bwDPSCkXA88YP0Ns/xcb/64CfjlFY8w2YeCrUsrlwBrgauP7LPT9DgBnSCmPAVYC5wgh1gDfB34ipVwE9ABfMF7/BaDH2P4T43Wqci2w2fZzMewzwOlSypW2nPjcHONSSqX/AScCT9h+/ibwzekeVxb3bx6w0fbzFqDFeNwCbDEe3wpc7vQ6lf8BDwFnFdN+A2XAOuAEYpWPHmO7dawDTwAnGo89xuvEdI99EvvaagjaGcCjgCj0fTbGvxNoSNiWk2Nc+UgemAXssf2819hWqDRLKTuMx/uBZuNxwf0djNvxVcBrFMF+G7bFeuAg8BSwHeiVUoaNl9j3zdpv4/k+oH5qR5wVfgp8HYgaP9dT+PsMIIEnhRBvCiGuMrbl5BjXC3krjJRSCiEKMgdWCFEB3AdcJ6XsF0JYzxXqfkspI8BKIUQN8ACwbJqHlFOEEOcDB6WUbwohTpvu8Uwxp0gp24UQTcBTQoj37E9m8xgvhEi+HZht+7nV2FaoHBBCtAAY/x80thfM30EI4SUm8L+VUt5vbC74/TaRUvYCfyFmVdQIIcxgzL5v1n4bz1cDXVM81Ew5GbhACLETuIeYZXMzhb3PAEgp243/DxK7oB9Pjo7xQhD5N4DFxox8CfBJ4OFpHlMueRi40nh8JTHP2tz+WWMmfg3QZ7v1UwYRC9nvADZLKX9se6rQ97vRiOARQviJzUNsJib2lxkvS9xv8+9xGfCsNAxbVZBSflNK2SqlnEfsvH1WSvlpCnifAYQQ5UKISvMxcDawkVwd49M9AZGlSYyPAluJeZg3TPd4srhfvwc6gBAxH+4LxDzIZ4BtwNNAnfFaQSzLaDvwDrB6usc/yX0+hZhfuQFYb/z7aBHs99HAW8Z+bwT+j7F9AfA60Ab8ASg1tvuMn9uM5xdM9z5kuP+nAY8Wwz4b+/e28e9dU7NydYzrtgYajUZTwBSCXaPRaDSaJGiR12g0mgJGi7xGo9EUMFrkNRqNpoDRIq/RaDQFjBZ5jUajKWC0yGs0Gk0B8/8BNzMLcrMTC7EAAAAASUVORK5CYII=\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -2000,13 +1870,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "72.9 bpm\n", - "[94, 180, 259, 342, 422]\n" + "67.4 bpm\n", + "[86, 174, 261, 350, 442]\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -2020,21 +1890,13 @@ "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" + "R = 0.450\n", + "1500\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -2048,13 +1910,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "[72, 150, 229, 310, 392, 479]\n", - "[229, 479, 72, 310, 150, 392]\n" + "[65, 79, 152, 242, 334, 363, 428]\n", + "[242, 334, 428, 152, 65, 363, 79]\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -2068,13 +1930,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "75.0 bpm\n", - "[81, 159, 238, 319, 401]\n" + "66.1 bpm\n", + "[74, 161, 250, 342, 436]\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -2088,21 +1950,13 @@ "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" + "R = 0.450\n", + "1600\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -2116,13 +1970,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "[60, 139, 220, 300, 383, 472]\n", - "[472, 300, 383, 220, 139, 60]\n" + "[52, 142, 234, 263, 328, 413]\n", + "[142, 234, 328, 52, 413, 263]\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -2136,13 +1990,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "74.3 bpm\n", - "[69, 147, 229, 309, 390]\n" + "66.5 bpm\n", + "[61, 150, 242, 336, 421]\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -2156,21 +2010,13 @@ "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" + "R = 0.453\n", + "1700\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -2184,13 +2030,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "[59, 158, 252, 344, 427]\n", - "[252, 427, 158, 59, 344]\n" + "[42, 134, 163, 228, 313, 401, 482]\n", + "[42, 134, 401, 228, 482, 313, 163]\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -2204,13 +2050,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "65.2 bpm\n", - "[68, 167, 261, 353, 436]\n" + "66.9 bpm\n", + "[50, 142, 236, 321, 410]\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -2224,21 +2070,13 @@ "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" + "R = 0.456\n", + "1800\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -2252,13 +2090,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "[4, 77, 151, 234, 351, 454]\n", - "[351, 234, 151, 454, 77, 4]\n" + "[34, 63, 128, 213, 301, 382, 466]\n", + "[34, 301, 128, 382, 466, 213, 63]\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -2272,13 +2110,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "63.7 bpm\n", - "[86, 160, 243, 360, 463]\n" + "69.0 bpm\n", + "[42, 136, 221, 310, 391]\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -2292,21 +2130,13 @@ "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" + "R = 0.460\n", + "1900\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -2320,13 +2150,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "[59, 166, 266, 376, 488]\n", - "[59, 376, 488, 266, 166]\n" + "[28, 113, 201, 282, 366, 440]\n", + "[201, 28, 282, 440, 366, 113]\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -2340,13 +2170,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "55.9 bpm\n", - "[68, 175, 275, 385, 497]\n" + "73.4 bpm\n", + "[121, 210, 291, 375, 449]\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -2360,21 +2190,13 @@ "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" + "R = 0.467\n", + "2000\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -2388,13 +2210,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "[95, 107, 207, 309, 321, 414]\n", - "[309, 414, 95, 207, 321, 107]\n" + "[13, 101, 182, 266, 340, 414, 487]\n", + "[101, 414, 182, 340, 266, 13, 487]\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -2408,13 +2230,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "56.4 bpm\n", - "[104, 216, 318, 423]\n" + "76.7 bpm\n", + "[110, 191, 275, 349, 422]\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -2428,19 +2250,13 @@ "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" + "R = 0.466\n", + "2100\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -2454,13 +2270,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "[17, 131, 243, 343]\n", - "[17, 131, 243, 343]\n" + "[3, 82, 166, 240, 314, 387, 460, 468]\n", + "[314, 82, 460, 3, 240, 166, 387, 468]\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -2474,13 +2290,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "56.6 bpm\n", - "[140, 252]\n" + "78.7 bpm\n", + "[91, 175, 249, 322, 394]\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -2494,70 +2310,5070 @@ "name": "stdout", "output_type": "stream", "text": [ - "2076 223301\n", - "2810 223301\n", - "R = 0.427\n" + "R = 0.466\n", + "2200\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", + "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, 140, 214, 287, 360, 368, 414, 433]\n", + "[214, 360, 140, 66, 287, 433, 368, 414]\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": [ + "81.6 bpm\n", + "[75, 149, 222, 294, 369]\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": [ + "R = 0.458\n", + "2300\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": [ + "[40, 114, 187, 260, 268, 314, 333, 412, 425, 493]\n", + "[412, 114, 260, 40, 187, 333, 493, 425, 268, 314]\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": [ + "81.9 bpm\n", + "[49, 122, 194, 269, 341]\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": [ + "R = 0.458\n", + "2400\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": [ + "[14, 87, 160, 168, 233, 312, 325, 395, 408, 493]\n", + "[312, 14, 493, 395, 160, 87, 233, 325, 408, 168]\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": [ + "77.9 bpm\n", + "[94, 169, 241, 321, 404]\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": [ + "R = 0.458\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": [ + "R = 0.464\n", + "2600\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": [ + "[33, 112, 125, 195, 208, 294, 303, 307, 380, 391, 466]\n", + "[112, 294, 380, 195, 466, 33, 391, 125, 307, 303, 208]\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": [ + "69.2 bpm\n", + "[41, 121, 204, 303, 389]\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": [ + "R = 0.464\n", + "2700\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": [ + "[12, 25, 95, 108, 194, 203, 207, 280, 291, 366, 445]\n", + "[12, 194, 280, 95, 366, 445, 291, 25, 207, 203, 108]\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": [ + "68.6 bpm\n", + "[104, 203, 289, 375, 454]\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": [ + "R = 0.476\n", + "2800\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, 8, 94, 103, 107, 180, 191, 266, 345, 419, 446, 492]\n", + "[94, 180, 419, 266, 345, 492, 191, 3, 107, 103, 8, 446]\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": [ + "73.8 bpm\n", + "[103, 189, 275, 354, 428]\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": [ + "R = 0.500\n", + "2900\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, 7, 80, 91, 166, 245, 319, 346, 392, 403, 465]\n", + "[80, 319, 166, 245, 465, 392, 91, 403, 7, 4, 346]\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": [ + "76.9 bpm\n", + "[89, 175, 254, 328, 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": [ + "R = 0.510\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": [ + "R = 0.522\n", + "3100\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": [ + "[45, 119, 146, 192, 203, 265, 336, 347, 417, 429]\n", + "[119, 45, 265, 336, 417, 192, 347, 429, 203, 146]\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": [ + "82.5 bpm\n", + "[54, 128, 201, 274, 345]\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": [ + "R = 0.517\n", + "3200\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": [ + "[19, 46, 92, 103, 165, 236, 247, 317, 329, 404, 416]\n", + "[19, 404, 165, 236, 317, 92, 247, 416, 329, 103, 46]\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": [ + "88.6 bpm\n", + "[36, 101, 174, 245, 326]\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": [ + "R = 0.505\n", + "3300\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, 65, 136, 147, 217, 229, 304, 316, 406, 417]\n", + "[304, 65, 136, 217, 406, 147, 316, 229, 3, 417]\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": [ + "70.4 bpm\n", + "[74, 145, 226, 313, 415]\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": [ + "R = 0.510\n", + "3400\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": [ + "[36, 47, 117, 129, 204, 216, 306, 317, 405, 417]\n", + "[204, 36, 405, 117, 306, 47, 216, 129, 417, 317]\n" + ] + }, + { + "data": { + "image/png": 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H03FNxslLKRFC4K+xLQBNQRTZE6+17ORTtkxeSonfiNJq6bUplXQ8bmbyEknzihWMHajpYra82J28Oa9Uw0ZlrtErXnOQq7oGaq9Hirn1n6quCdR+Jq9OXNI3/db1eL0LawMN46SdlmlaVqxg/ODBeR7V7GHP5FXkqJ28e7TI58AUeaMWW0101dpm3ma9v1FdIzwevIFAXYi8cvLma7NAOlGmEwmEYeWlNJz8wYN127dnRp8lIfCFQrq6pgi0yOcgmaO6BjKTr7VUXWM6eUPkJZloo5aOwU6uiVeovausUrFW10gkLStXkorFiFTJGpNKYxd5icQXDmsnXwRa5HOQyjHxCrUnJOYViWf68r7WjsGOWULpyX7rBoxmXfVOypLJq7gGqNtc3j7xmpbpzF7F2sm7Rot8DuxxjaLWBHLayU9f3gdq7GrEzkJ38mlLdY2U0hT5es3lk7ZMXkqZ2edVO3nXaJHPgSmONS7y5snKiGvSMl1zFUJ2cpVQwsLZAtDa1iAt0zQrJ1+nIu/k5HUm7x4t8jkwJyxrvLpGlYJaM9xAc3PNbXxiJZ1IIDye6VpxgwUz8WrL5EPt7fgbG+vWyafi8czrbaAz+eLRIp8D08nb3KJ10jIZi7H/oYfmemhFYc4t1Fkm7/H7Sct01u21flxusWfyQgizwqYeyey1PL0Np87ki0eLfA5ytTWA7H1en/zCF7j3iivoe+qp+RiiK5K2uEYtHKplMUzH43gDgRklgwtl4jUTV01n8gBNvb1MHDkyj6OaPVLxeNZeyzqTLx4t8jkwHbAv++mx9kjp37oVgL4nn5zTsRVDyjbxqpx8LU+85nPyqXi8pvevdYO1hFI9Bw2dncSGh+dzWLNGyjipK7STLx4t8jlIRqMIrzcrCwQIdWY6N0wNDjJpOKfDjz8+5+Nzi72E0szka9nJGyIvsTn5Gm0gVywpW1sDgFBHR932lE/H43iDQfN7nckXjxb5HKRiMbzB4Ay32NDVBcBEXx8D27dnvj58eM7H5xZ7CWVapgk0NZFOJGaUptUK6UQCby4nb1xl1XuTsnQiMcPJhzo6iA4N1eWq11yZvF9X1xSFFvkcJKNRfMHgjA+NEvkjv/0tMpXCGwgwNTAwH0N0hb2EUtXJQ+31xVeYTt722gRbWwGIj44CsP+hh9j3q1/N+fhmG2sJpXoOQu3tyFSqLq9i7HGNlNrJF4sW+Rwkp6bwNzY6OvnDTzwBwLI3vrGqe3krJ29d8VqrffEVTpl8qK0NgOjICCdefJF7r7iC+66+ej6GOKukbQ3KIOPkoT43D0nZ4hqdyRePFvkcJCMRfA0NM3LfsLE94eHHHwch6H3960lOTVXtG86cQLbUVSvHG63RiTqnTD5oiHxsZIT+l182b6+3rDqVSJhLBKyZPNSpyMdi2dU1ZKprZCo13eJCkxct8jlIRCL4wuEZbtHf2Ig3GCQxMUHb2rU0L18OULVu3nTylhWvjYsWARA5fnzexlUO6vLd/toE2zP7xEeHh7PKCQeNuZN6IJ1KIVMpZydfoyfufDhV14De59UtWuRzkIxEMm7BlvsKIczIZsn555tfV2sun4rF8Ph809UYUtK4eDEAkzUq8k6ZfMji5CePHjVvH6gnkTedqy2TN0S+Ws1GOaQdMnnQPeXdUjGRF0LsF0K8LIR4UQixxbitQwjxkBBit/F/e6UebzZxcvIwPcG3aNMmGlRJZZWKfDIanZFnhmvcyTtV1wRbW0EI08m3nXQSwuut6uqnYpne6cv43ngOwlVuNsrBKZMHvTuUWyrt5N8spTxLSrnJ+P5zwCNSynXAI8b3VY/p5JlZknbD/fez6sorOemtbzWdfLRKHVQqFsNnbJcGRp18UxO+cJjJY8fmcWSl45TJC4+HYEuL6eSbly0j3NNTs8eZC7XQy9q7BqYLAiInTszPwGYRewmlyuRBO3m3zHZccwPwPePr7wFvneXHqwj5nHzH+vXc+Ktf0bZ6tenqY0bZXrWRyuHkARoXLcpy8nt/+cuayXOdqmsgk8vHDCffuGQJjYsX16XI2zN5j89HQ2dnfYq8ra2BdvLFU0mRl8CDQojnhBC3GLctklKqgPQYsKiCjzdrOGXydqp9AU4qFjM3PobpDLdx8WImjNx623e/y4+vuYbnv/nNeRljsThl8pDJ5aPDw0wePUpTb2/dibxTJg/Q0NNTtyLvs654ldrJF0slRf4iKeU5wNXAx4QQb7T+UGbekTM+mUKIW4QQW4QQW/qrZAuzfE7eir+xEYSo2przXJk8QPeZZ3LsmWfo37qVhz/6UQBOvPDCvIyxWJwyechMQI7u309yaqouRX46rsl8b30Owj09TNWpyDs5eV1d446KibyUss/4/wRwP3A+cFwIsQTA+H/Gu1BKeZeUcpOUclO3UYc+3+TL5K0IIaq6j3kqFst2QcbxnHTDDSQmJ/nR5ZcDsPySSzjx4ovzMsZiSTlk8pC5QlElkyquiRw/jkznP1nXCva4xvochOvVycdieALT3WBV7xrQTt4tFRF5IUSjEKJZfQ1cAWwDfgp8wLjbB4CfVOLxZhOZTmfaGrhw8pDpTFnVTt4S16jjWXHppQiPh8iJE2y8+WZWXn45Y/v318RmImmHOnmApqVLp7/u7SXc00M6mayZ+YZCmFsfkp3JQ0bka7UsNh/peBxhEXmdyRdPpZz8ImCzEOIl4BngF1LKXwF/A1wuhNgNvMX4vqpJGO7ATSYP1d3HXDVaU6jj8QYCXPeDH7DyLW/h4q98xaydr4U661SeTN4q8o1LlpgLpKp1YrxYZjh5y3PQuHgxsZER8/1bL9hLKHNl8keefpp7r7qqbl7nSuMrfJfCSCn3AmfmuH0QuKwSjzFXqJwv4+QLf2CqOa5JRqOE2qeXJlid38k33sjJN94IZLcEYOXKuR1kkaTzVNdkOfklS6arn0ZG5mx8s4m532mOTF4d++SRI7StXTvXQ5s1UrGYo5NXn9XvX3ghACdeeonlb3zjzD+ywNErXm2oS0BrJp/P0VfzBtLKyavxO80xWFeLVjv2Onnra9NsEflAc/P0yatOHJ69V4v19VTHPt7XN6djmk1kOk06mcwSeWsmn5iaytokZrJOd8cqFy3yNpKWuMZNJh9oaanqEkpfjkzejhlr1IjIO1XXtBoO9sIvfAGgjp38zEy+adkyILPXQb2gTmozqmtCIYTHQ2JiImuyuZ5OcJWkInFNPWGNa1xl8lUe1+TK5O0ox1sLE5T5MvnGnh4+NjBg9nKpOyefJ5NXTr6eRF6d1DwBPxgXMVJKhBAEW1szq5stk831us9tuWgnb8Ma19R6dY1bJ1+LcY3TsTR0dprL/uvOyavqmhxOPtDSgr+xkfE66tVjbkRvy+QhcwKPDg9nrYOopxNcJdEibyPLyReokwfwNzVVr8jbnbzD8aiVu9EqF0MpZSauCQRcvTbBGjkut9g3Kbc+B0IIOjZsYGDbtrke1qxhOnl/diYPmd2wYiMjZnuOllWrtMg7oEXeRrFOvpo3MEja2ho4HY/H683MLVS5GKaTSYC8Tt6Kx+fLnITrNK6xPweLzjmHw489VhOlsG4wV/gGczj59vYsJ9912ml1uWlKJdAibyNXJq8uj3NhlnNVYX1yytirVuTIcO0E29qqX+TVRJwlk8/32oDRz6bKj8st03HN9J69VnrOOYd0Msl3TjutLjb1VjubZTl547hUXBM5fpxASwvhRYvqZu6l0miRt1FsCWW19tFIJ5PIdDq7QVmeiENNZFUzSuS8Dm0NchFoba07J2/f/k+x7u1vBzJ7BQzu2DGnY5sNzOMNOMc1k8eO0bhoUeb9Wyevc6XRIm8jezFU5tIwn6CYS6yrzMmrrf9yNSjLhb+xsSqvRqykLE7eTVwDRvVTlc6ZFEu+EkrIVBfdcvAgAAcfeWROxzYbmCLvny4CtE68xoaHmTx+nMbFiwm2tpKYmCCdSs3LWKsZLfI2spy8dOHkq7RZkrrU9eVoNZwLfzhc9b1AcsU1hagnkZ+eeHWO35qXLcMbDNZFlc10CWX29n+QcfLJaJSx/fsJG04eqNpy5vlEi7yNRCQCQuANBk3XkNcBV2lcU6yT94XDVXcMdqxxzYJ08mYmb3yf4zkQQtC4ZEldrP40SygdnDzA2IEDNC5eTKDKN/CZT7TI21BthoUQ05m8i7imWp28mxJKMJz85OSsj6scUhZn5zqTryORz9dq2ErTkiXmpjC1TL4SypYVK8zbrE5ei/xMtMjbUBuGAK6cfLXGNcrJu1kMBZnjqJW4plgnn6iBFspuSMXjeHwzXa2dxt7eulj9mWviVR1z+/r15m0qkwct8rnQIm9DOXnAXSZfA07ezXH4ayiuKSaTV4vV6qGkUK32VTgdU1NvL5N14OTNKzdLXKOOuXX1avO2zlNPnc7ktcjPQIu8jaKdfJVuYJCyOHm3VyTVdgx2Sq2uSSeT5kmvlkkZG6YonJ6DpiVL6qK3vPma5cjkvZaTXe8FF2gnnwfdoMxGlpOv4Uw+aXXyLo7DHw6TnJpCptMIT3We+7OcfBGZPEB8fDwruqpF7PudOraO7uwEIDo0hN/SfrnWyFVCaT3mK+6+G4/fj/B49MRrHrTI20hYRN5VdU2VZvKlOHnIZPnqmKqNUjN5yIh8uEr2EC4V1bfH/N6p4ZzROjo6PJzVY7/WSJsiPzOTBzjjQx8yv9ZO3pnqtGzzSNIS1xSTyVdb1FFKJg/VdxxWSq2TB+pi8jUVj2cdu9NzoEQ+VgOto/ORNNsazMzk7fiCQbzBoBb5HJQt8kKI5UKIR4UQrwghtgshPm7c/kUhRJ8Q4kXj3zXlD3f2KdbJV21co+rkXTp584qkikU+ZSmpK8XJ1zr2TcwLbQJT6w27zBW+OTL5XATrqIVFJalEXJMEPiWlfF4I0Qw8J4R4yPjZP0gpv16Bx5gzkpGIKdxusmyP14s3EKg6kTdXvLrM5H015OS9gQByyn11DdSHyKfMNsuZ18gxkzc2TamFTWDykcpTJ58L3b8mN2WLvJTyKHDU+HpcCLEDqNkgsNjqGsi4+WpzwHXp5K3VNRGXTt4Q+Wpf6OWGtBHXFHo9rZl8LWMu/vJNBw753sMBLfI5qWgmL4RYBZwN/M646VYhxFYhxL8JIdodfucWIcQWIcSW/v7+Sg6nJIqtkwdD5KvUybvN5GvJyReTydfCcblFlVAWej2DLS0gRO2LfCyG8Hqzqr3ytstuadEin4OKibwQogm4D/gzKeUYcCewFjiLjNP/Rq7fk1LeJaXcJKXc1F0F1Q8lO/kqFXm31TW14ORLqa7xNzYCdeLkjbim0OspPB5C7e01n8mnbHMQUDiT1yI/k4qIvBDCT0bg/0tK+WMAKeVxKWVKSpkG7gbOr8RjzSapRIJ0IlFUnTwYC4mqTOStDcrqJZNP5aiTL+Toa+Hk5RazusbF6xlqb6/56pp0PJ51JQr5j7me9g6oJJWorhHAvwI7pJR/b7l9ieVubwOqfvNJ5cbrIpOfmkJ4vVmut16cvDWXdnMChvpw8moxlJvXM9jaWvM7YqViMe3kK0AlqmveALwfeFkI8aJx218A7xFCnAVIYD/w4Qo81qyiBK7YTN5fhXFNcmrKXOFZz5l8odfG6/fj8fur+rjcYm5i7uLYA62tNd9b3ZyDsJzIC21hGR8fJ51K4fF652KINUElqms2o3YxyOaBcv/2XJMow8lXm4NIRqNmKWi9OHlVbeEml7bib2ysHyfv8sos2NrKyGuvzdXQZoWUEde4dfLmIrCRERqM1g4aveI1ixlOvphMvsrEMTk1VVS9f805eZevDdRGh003pG3Ott5rxlU85TaTV8I+NTg462OrJbTIW1ACVw/VNVaRd7VyNxQCIWpC5N3OMyh8NbAhihtSLqtroD5WfxabyZuN2bTIZ6FF3oKjk6/BOvliM3khRNU73lQJmTwYcU0VH5dblOi5zeRjY2PItLtS02qk2ExeO/ncaJG3kLCJvFu3WI3imCoyk4fqjJ2spBOJzOIYIYrL5Kvw9SkFdXXm1skjJfEabsyWLjKT1yKfGy3yFpK2uMZ0TIUy+Wp18kVk8lD9YphOJMzNIorK5Otk4lW9plEFDKgAACAASURBVK4y+ZYWoLZb79qvXKDA2gAd1+REi7yFUp28r6GBZDRaVZfGiSIzeagNJ6+aVVmPpWCcVuXH5QaZTpOKxVw7+XrYRCMZixXl5IOtrQivVzt5G1rkLcxw8kVk8jC9yrQayJnJu3Dy1ex4rdvfuXV3UB9O3tyYvaHBVSZv7nlaw7XyqWgUXyjkOpMXQhDq6NBO3oYWeQvlZPJQXT3lS8nkayGuyeXka/243GCuxi4mk6e2nXyqSCcPEO7uJnLixGwPrabQIm+hnEweqkvkc2byZcQa8clJnrz99nmdyEtZRN6tu4P6cPJmea/bTF45+RoWeRXXFHPVFl60iMnjx2d7aDWFFnkLiUgEj883c3LPbVxTrSJfRFzj5Hh/95Wv8NsvfYnt3/teZQdaBFYnX8wHvx4yeauTLyauqWknX2RcA9C4eDERLfJZaJG3YN3fFYqbsITqWi2anJrCa2TylZh4PfjIIwBMHDlSwVEWh7W6pqi4prGRdCJh1tnXIjnjGup74rWUuKZx8WImjx1z/Pn+hx5iaNeuio2xFtAib8G6vyuUENdUichLKbN61xTTltfpGEb27gVg4OWXKzjS4kiXGtfUQF+eQmQ5eRevpz8cRni9NS3yyWgUbyhU1FVb4+LFJCYnc8aK6VSKe6+4gn87+eSKj7Wa0SJvoVQnn2/idfzwYfY/9NCM22cTtWGIv0IllKlEgilj166BbfPXMTpV6sSr2jjEdmzxiQn2P/ig612m5hP13lJXZ5D/uIUQNb1TkpSyZCcP5HTzQzt3Zv39hYIWeQsznHyRmXyujUN+8va3c+8VVzDe11fBkebH6vqg/ExeVSv4m5rmdVJLLY6B4jN5mNlTfvPnP8+9V17Jb7/0pQqPtPJMv6bTIl/ouGt5Ew3Vp8i6ET0U/iyGFy0Ccov88S1bzK/HDhyoxDBrAi3yFhJlZvK5BHLo1VcBeOU//qNSwyyI3fUVcxzpZHJGdj159CgA3aefTjISmbe5B7UYCEpz8tbXR6bT7Lr3XgC23n131Ts79Zp6QkHztkLHXcudKHNtRA/uSigBpgYGZvxscMcO8+vh3bsrMcyaQIu8hWSJmbxTXJOMRs3b+rdureRQ82JdOAPFZfIw82RlivwZZwC5P0BzQTIaxRvMiFwpmbzVyY8dPMjEkSP0XnghE319HHr00VkYceUwT9xWJ1/guINGk7JaJNdG9FD4s9jQ1QXkfo9a6+fVe3ohoEXeQslOXsU1NnEc3r2bdDIJwPjBg5Ucal5yldtB6VVCE8YHouv004H5E3lVUgflZ/Kj+/cDcN6nP03r6tX87x//cVVX35Tq5Gs1rjE3oi8ykzdFPseq16n+ftpOOgnIHefUK7Mu8kKIq4QQO4UQe4QQn5vtxyuHGU6+TAesyg3b1q5lbB5E3m+pxIAirkhsx6EmXTtPPRWAiPH9XJOKxcwIqpjjypXJq0y26/TTufSb32R0715eveeeSg+5YuSaeC103PUS1xR71eZraHB08q2rVmXmlrSTrwxCCC/wLeBq4FQy+76eOpuPWQ7lOnl7XKPeSEsuuICJvj7T1c82VkEoxgU5Ofno8DC+cJimpUuB6ohrim1rANknr7H9+0EImpcvZ80119DU28u+X/6y8oOuEIkSnHyghkXeGtcU81pDxs3nFPn+fsI9PQVr6euNSmzknY/zgT1Syr0AQoh7gBuAVyr5IBPxCV7pL/9P7mkaJdY6zjN9zwAwEs3sdp+WafO2XEgpObTcw0tTe/BY7ret7xkOLoWecxdz4DdpfvPiL2hasqTscRbiSP+LHFwKL8f3caSv0bx9aGoo73H0pQ9xcCk8e+RZujqmT1gvTe7i2PpGtiUPZH5+dAsTfetm9RhysadlnGjzGM/0PUP/5PTVxHNHnqO9od3x9yYjxzi4FJ4ffpmxvjUAPHPkWQbO7OL5gZcAGL/0ZJ589Tf05Hl+5pOtU3s4uBReGJpepzAYGcz7er7WNsnuxhF+d/h3CJFrG+bqZfDYqxxcCtuTBzg4MC1T+0b25T1mgCNrQ4xM7abTdr9XvcdILE4xdHITxyZ2Vt1r3dHQwUkdJ1X874rZrCoQQtwIXCWl/JDx/fuB10kpb811/02bNsktljIntzzb9yzn/8v5ZY1Vo9Fo5pPLxEYe/kJpiw2FEM9JKTfl+tlsO/mCCCFuAW4BWLFiRUl/o+XQJB/9eQvnf+az9Jx1Vkl/Q0rJ/b/3e5x8002c9v73m7ev71zPa0OvkZKpvL//8/e+l6Wvfz1n3zp9/nr6K19h7MABNn3ykzz6yU/y+ttvZ8n5s38yOvT44zzzta/xljvvpHXFCnweH6vbVrN7KH/Z2NCuXTz6iU/MGOfjf/7npJNJLvm7v+NnN93E8ksu4ayPfnS2D2MG//PWt7L2+us5/eabAVjbvpZDY4eIp+J5fy8Zi/GTt7+djR/4ACe/610A/PrPPk6gpZWLjBr5Y89t4ckv3M6b/vZv6TrttNk9kBJ47o47OPbMM1z7n//p+vV87YEHePFb3+Kaf/93c9ckxZ6f/YyXvv1tfKEQN9x332wOvSRObH2JJ/78L7j4q1+l54wzaA22EvaHOTpROEt/5mtfY3j3bq78l38xb4v09/PLD36Qc267jdH9+zn4yCNc/6MfzeYhuEZKyU/f9U7OftMps/L3Z1vk+4Dllu+XGbeZSCnvAu6CjJMv5UE6W3pYs2WMC9Jr2bDumpIGmozF2LFLcnHDGbzO9jfcXEIdHmhn2XAX11h+d3TPV/H4TuLKU2/g2O5P8rrkajaWOL5i2PbkCcZ3w9Wrr6BtzRrz9nWd+SOWgfhKju2GiwKncbJlnAOvfZ7m5Wu5Zt019I10s7S/Les45wIpJa/sSHLBO07lIstjn9xVeIm6lJJdewTnxVaYv9v36m30XrjBPI5hsZ6h3bdz9nAXp8/xsbkh1f/v9I/2ZD3vhV7PHT2jxHZ/i0taN9G5LltA7nvkW8R3A0R5c+cFNHR0zMKoS2ffax4GdsMVvW+id92F5u1nc3bB3/UHfs6u7duznqvj48+zfzdcsfxShiZ28MRLP+PyZW82V4XPJ6MHDrDjpSku/Ohls/L3Z7u65llgnRBitRAiALwb+GmlHyTUnsljo0NDJf8N+yrRYvGHwzMmXmMjI4Q6OvLW7s4G9jp5t+SbeA22tQEQbGsjOjJSgVEWRzqRACnxBYOF72wj1ybl0cFBQhZha121Co/Px8iePRUZb6WJj43hb24u6necNg5JRqMcevRROoweLnO5hsMt1uqaYgm1txMdGcmqxFEVYeHubsJ5Wh/MBwPG869KlCvNrIq8lDIJ3Ar8L7AD+KGUcnulH8cU+eHhkv+GvZd8sfgaGmaIY2xsjEBLC4HmZjw+39yJfIknLKcSytjIiPkcB9vaiM2DyJfzoQejL49RQplOJomNjmZFGB6fj9bVq6t2JWR8fNzct9UtTu2GDz/+OMmpKc77zGeAaZGpJqzVNcUSam9HplIkLE3K1EKocE+PWfxQLWWUg8aq+NmKCWe9Tl5K+YCUcr2Ucq2U8suz8Ri+UAhfOFyWk7fvClUsufq+xMfGCLa0IISgoatrzrYlK1fkrSerdCpFbHSUoCHyofb2sk6mpWIujilR5P2NjeZxqfGHbBFF84oVTMxhj6FiiBuGoRic2g0f3rwZ4fWy4d3vpqG7u6qdfClXbuqq0/o+VWs9Grq78zYxmw+m+vvxhUJFv75uqZsVrw0dHeXFNRVw8ta4RkqZ9cF0qt2dDZJTUyCE2czLLblaJiuBCFnimnl18iV86CF7/1r1PrFPRoa7u00xqDZiY2MESoxr7CI/vGtXZlFQOEz3GWdUp8gr09XYWOCeM8l1ZR/p78fj9xNsbZ0W+Spx8lMDA4Q6O2etzLVuRD5UpsiX6+TtbXoTkQgync4S+blaKZo0lv8X+6bx+Hx4A4GslaEx44MSnOe4JqWcXRlOXgmHWvJud/INVbw/aGJ8vGin5yTyI7t3m8v7u884g4Ft20in8lePzTWJMkxXTpE/cYJwdzdCCMI9PfjC4aqZf5kaHDTn7WaDuhH5YHt7lsiP9/XxkxtvdD1JWK6Tt8c1arJL5aihjo45izmsW/8Vi/2KRD1/6oMTamsjMTk5531ekiqjrUAmr94nIbuT7+khNjpKKp6/JHOukVKW5OQDTU0Ij8c8Uau/Nbx7N+3rMpU5i849l+TUFMefe66iYy6XZBmmSxmSmC2uaTA6VAqPh84NG7K6Us4nUwMDM64qK0ndiHxDRwdTFpHf8o1vsPu++3jZUiubj7KdvE0clcgr9zWXDrgskbddkZhO3hLXwNxvK5cqI6OF7ExeOXl72aBqUztfvXmcSMVipBOJoidehcdDqKMjq1nX1MAA8fFx08mvvuoqhNfL7vvvr+iYyyURieANBPD4iq/ydopr1OsL0HHKKRz57W/nrNVIPqLaybsj2N6edebGKJ8aP3zY1e+Xc3mofi9LHOdb5Et1vHYnryYpLXENMOeRTbnVNbky+VxOHqi6XD4+Pg5Q0sScfS5IxVGNRoVJQ2cna665huf/8R+rxtlCpplcqZ9F9V61vkcjJ06Yry9A18aNxMfG+J+3vnXe9xKYGhyc8V6sJHUj8oGmpqwsWe1Jetxlm4RyLg/B2cmbcc0cxhwpy/6uxWKPnWI54hoor1y1FCpRXaOOKzo4iPB4ZjhjdTlfbbm8eVVYZFwDM0VefR22OMcr7roLX0MDj9x2W5kjrRz2jrDFEGhuBiFmVNc0WJz8mR/+MOve9jb2/uIXHHnqqbLHWyoynSY6NKSdvBvsIjts7Mg+duiQq98v18n7w+HMZbUxgZUrroG5iTkSkUhZmXwih5M345ocLkmRTqW4a/Vqtvz937t+vMjAAF8Xgt3/8z9571dudY01k58aGiLU0YHwZL/9qzWusV8VFoOTyFtFpXHxYk7/0Ic4/NhjVTMBa+8IWwzC4yHU1ma+d5PRKPHx8ay4JtTezuX/7/8BcPR3vyt/wCUSHRlBptM6k3eDLxwmFY+bb1JV7zzV3+/qcqxsJ2/bHSpXXANzE3MkJifxNzWV9Ls++8rQ4WE8Pp9ZypbvOKYGBxnbv5/ffOpTrsVicHtmbdzDf/Inee9XieqahMXJ2ytrYLrappSrlPjkJHsfeKAokRw9cIC9DzxQ+G8bcU2xmTy4E3nIrPhNJ5NVcxWTjERKKp9UWOPbiKVG3kq4u5vwokX0v1xaU7BK4PR6VJL6EXlLT/d0KkV8fNx09/YNnHNhOvkyHLB6fMgd18AcinyJHxD7FVFseJhge7tZjpnvOKxiMrpvn6vHUxurFKpZVq9hqScvFUNJKTOXxzmcUzntMZ7927/lx9dey2Of/rTr37l71Sp+fO21yHT+HunqvVRsWwOYFnlldNRrZM+Am5ctA/LPYc1ldp2YnCzZcEH2oj01x2LN5BXdp5/OwDyKvFogqZ28C6xb8Cnno8rE3LiTZCSCNxjE4/WW9Pj21aL2HHVOnfzERMki77dNIEdHRkxhB8tqwhzHYV3RO+4yJrPeL99+pHFjiXrJJy/LldaUg5P3+HwEmptLEvn9Dz4IQN/mza7uP2I5CU4eP573vnbDUAwNXV2kk0nzb0wNDBBobp5RpdRkiPyEg8j/7mtf4+41awqOtVKUE9dAtshb+9bY6TztNAZ37Ji3yVft5IvAupm2yr3bihD5RBkTPVmPbwhkbGwMXyhkrjrNJ46VJjE5SaAcx2t18qOj5vJ4yIis8Hod4xqF2l6vEFaRz+ciVR+Skp28ZZ/X6NCQYzVDKesZElNTHHv2WQBGXnvN1e9MGlcwUHj/X7O6pgQnr4RNifPUwEBOQSnk5Ld/97uM7d/P8//4j0WPoRTKmXgFI64x3qNTDnENZIxgMhKZs9Wvk8ePZ5VtmgvztJMvjDUuUZsXF+vky3EOueIa60RZrrKu2SJehpP3NTRkZfIJW2MsIUTWpJYVa1zjdk9bq8jn6xsTn5gAIUpuDWteaU1MEDlxwtE5lbJyeqKvD5lK0bVxI9GhIVcncutjjBY4IZYz8drU2wtMx2ERB5Fv6OrCGwg4iry6upurBm6JMjN563vU2pzMjtKI4TlY/frCP/8zdy5enFXFlKvaqdLUjchbnXSsBJEv18nb2/TaRX6u4hopZfkTr1Ynn2OlpVPNv3IlgZaWgu5UMX74MB0bNphfO6EyWntFjFvUSXbs4EGSU1OO2zCWJPKGK1968cUAjBrlu/mwLtwr6OTHxjInuBJEr9EQeTVGJyevmujl6q+UiETMMbo5tkpQTp08TE+8Simz+tbYUYvC5qLFwYv//M8AvPTtbzOuCkMGB/H4/SV/Xt1QNyJvddJmXLN2LZAdIzhRaScfGx3NcsD5Yo5KkorHkalUWU7emsnHx8dnirythYQiOjiILxSi4+STXS9CGz90iCWvex3gnAeDMc9QxgdBXQ4PbNsGTC8GmnG/EkReRS/LLroIcDfpnNWCo8BzpV6DUhpYNbkUecCxU6oSwIbOTtcT6gAHHn6YH1x6KcdK2NKz3Lgm1N5OKh7PzMH099PQ1ZXz+WtZsaKsfQT2/e//8tBHP8qxAm0hRvfvZ3D7dtZcey0Awzt3AsZq11lsTgZ1KPIJi5NvXLwYbzDo6kNb6Uze7uTNmGOWRV5l1+Vk8ulEwswNczXGalqyxBQNK6qbXkNXl7sTayxG5MQJ2tauJdzTUzCTL/WYYHpiyxR5oxOhnZDDCSwf6rlQJys3k87RoSEQgublywue+FXL6lIItrbia2gw45p8Ih/q7Mz5uqmWvEsvvpjo8LDrOYvHP/tZDj36KNu+852ix12JiVfIlMPaV7ta8fh8NPb2ujYlVqYGB/nFe97DS9/+Nve88Y1E8nSZPfTYYwCcccstwLQRUJ+Z2aR+RD7HxGuwtZVQR0d2uwMHynbytrgmlqP/91y0NjBLDctw8mCZW8jh5JtXrMgpZLHRUYJtbTR0drrqna+ce/Py5TQvW5b3g1bOPANMl6gNFnDy6gRVqKzRysSRI/gaGmhdswZfQ4OrBXjRoSFC7e2ELBOETsRK2BVKIYSgqbeXiSNHSEajJCYmnJ28g8ir6pRF55wDYEYN+UglEuYJ9cDDDxc15nQqRSoWK7tOHgyRt/WtsdO8bFlJ+wgc/PWviQ4Pc/FXv0oyEuGwIeS5OPzYYwTb2jK9gjweU+Qnjx+ncdGioh+7GOpH5HNMvAYMkZ+aAyefa+LV7r6CDhOWTvzyD/+Q3/7f/1vUOCpVapiIREjGYqTi8Rki37JiBbGRkRklj+qYQ52drnrnKzFsXr6cpqVL837QyplngOmFToWcfLinB5lKuXrPKCaOHKGptxdhOHO3Tj7U0UGwtbXgKmj75HexKJE3J/kcBM/p5Kx+r/PUUzPfu5jjGty+nVQ8zuLzzmN41y4miqheKXdhImSv57C3NLBTyGA4MbB9OwjBWX/yJ/jCYQ4++mjO++35yU/Y9p3vsOLNb8YbCNC8YoUp8pETJwhrkXeHPa7x+P34QiHXm4mU6+TN6g3DSefayacYJz81OMj2736XJ7/whaLGUe6ioayTpUPpXsuKFcDMWCJuRDsNXV3Ex8cLtuwdt4r8smUFM/ly4hqvMfEWHR7GGwyal/N2lKuKFFEPrkQeKF7k29oKinyuq8JiaOztZdIi8vnimujQ0Iya8amBAYTHQ7uxJ6ybQgZVUnr2rbcCxbUOKLfFCGS3G84X1wA0LV3K+OHDRdfKD77yCm1r1hBsaWHZRRdx6De/mXGfZCzGg7fcQveZZ/KWO+8EoHX16mmRP34879gqQVkiL4T4OyHEq0KIrUKI+4UQbcbtq4QQU0KIF41/367McJ2x18kHW1sRQjhOEtopO5O31GGb/b/LEHm1uAYoygUlynTy1kVdTt0Pmw2Rt9fCq0ocFY0Uet5NkV+2jOZly5gaHMzqm2MlXubEK0yLW8vKlY4TXeFSRL6vz6xiaVmxgpE9e3LOWViZsjr5Qpl8jsisGJSTN5f354lrrAunzLH29xPq7DQrktyIfN9TT9HQ1cX6d74Tj9/Pkd/+1vV4y237DdOZ/OSxYzP61thpXrYsqyrPLYOvvGJe3Sx/85sZ3L6dSdtzc+Spp4icOMEbvvQl00AokU8YRqra45qHgI1SyjOAXcCfW372mpTyLOPfR8p8nIJYt65TIg/uqyUqUl0jBImJCcf+36EiRP7Eiy+aXxezoUMllv9D5mSZcHDyquxMNYFTqKsXNZGUbyIKMiLf0NmJPxw2F+M4uflyVvEq1LhaV61yvI8SebcrO6WUWU5+1VVXMTUwwLeXLmXnj37k+HvRoSEaOjoIuIhrStnf1UpTby+JycnpKhkHwVPPjz1qiwwMEO7uJtTejvB6XYn8kaeeovf1r8ff0EDXxo1FtQ4od14JpkV+yHiP5otrmhwWgsl0OmtdwOTx4/Q9+aT5/diBA7SuWQPAyre8BYAn/+qvsv7GgYcfRni9LL/kEvO21tWrmTx2jLH9+wGqO66RUj4opVTLt54GlpU/pNKwl1BmibyLHLxcJy+MOubE5KTj4pVgEdU1I7t3m0JdzGq8ik28RiLTx2ET+caeHhq6u818W6EyebWwo9Dk6/ihQzQvXw5AhxEF/PTGG/nJ298+YzOHcvrxKJTralm50vE+xcY18bExkpEITUuXAnDS9debx7TlG99w/D0V14SMuCZfVBAvYVcoK+oEpCKUZmOsdsy9T23HrjJt4fEQdrFFYmRggOFdu+i98EIAOjZsYOjVV12Pt9xd2mB6XYoyIvkiESeDcf/11/Ov69ez+3/+Bykld61cyX9fdBGpeJzY2BiJiQnzdV+8aRNnfvjDbL377iy9Of7cc/SceWaW4WtdvRqAo888U3BslaCSmfzNwC8t368WQrwghHhMCHGx0y8JIW4RQmwRQmzpL6PFq9fvx+P3k5icJG5Zit/Q0UFiYsLcPi4XUsrMRhtlvKnA6Gk/MTGjzbAi2NZGMhJxtb3c0K5dLDXqrucyrrFWKeXbrKJr48YskZfpdCZSaW6edoRFiPyic88FoH/rVnbffz8nXnpp+m9LmXXiLpXFmzYB5G1YF2pvx+PzmWWDhVCxjBJSXyjEH+/bx+kf+pBjTXk6lSI2OkrIcPIylXIck5SSeJkTrypKOvrMMwRaWhxPGPaaeoV1hXC4p6fgVc7Rp58GoPf1rwcyIj+6f79jFGenEnGNx+sl0NIyLfL5nLwh1FYnP7p/P3t/8QsAXvinf2Lg5ZfNPQ0GX3nFLBKwnjA3vPe9ICWHH3/cvG1kzx7a16/Pejwl8keMqwKnIoBKUVDkhRAPCyG25fh3g+U+nweSwH8ZNx0FVkgpzwY+CXxfCJHzXSqlvEtKuUlKuak7zwvhBpV5WwXBXPGXZ1JP9Sov500FmYgkbhH5XNU1ULinvEynGX3tNbpOO42Gzk7XggPTAlbqJGWuRm+5RKFr40YGtm83Sw0Tk5MgJcGWFjOTz1dhI6XMEnmPz8e6t7/d/Lm10VciEsnEXw6TpW5ZffXVAKx/5zsd7yM8HppXrDA3nSmEmldQAgkZgWldvZrIiRPEc4h3bHQUpDQzefO2HNg3hC8F5VQHt283BS0XZgsEm8hPHj1q5vGNixcXvLI88tRTeHw+86TasWEDSMmIrSVCMhbj0U9+csZzbVbXlHnlFmxrM0U+b1yzZAkIkVXd9cp//icA62+8kcOPP561oOv4Cy+Y97U+n0te9zq8gQB9xiYkqUSC0f37zXhToUR/z09+Akwv2pwtCoq8lPItUsqNOf79BEAI8UHgOuB90rjmlFLGpJSDxtfPAa8B6x0eomKoxUZWkVdnzXwr9SpxeQhGz/KJCce4xm274fHDh0lGo7SvW0d48WIiFpF//pvf5Kn/838cd5gqt4TSTSYPGZFPTEyYPWqsx6ycvFNck0ok+NXNNxMdHqbnrLPM26+75x4+HonQvHy56QZhep9Zp4oYt7StWcOnUinWvfWtee/XecopruOFI08/DULQfeaZWber3D9XozZz+0Gjugac3xPl7AqlaFm5Eo/fD0wLfi5CHR14A4EsJ58w4s9iqof6nnqKnrPPNt9LnUbbikHbc7r17rt57h/+gUc/8Yms25VRKffz2NDRYZqQfJGINxCgcdEi08kf/M1v+N1XvsLqq69m/TvfSTqRYOcPfoDwevH4/Qy8/LK5VsAq8r5gMFMKbPydsf37kanUDJEPd3XRvGJF5grJmOuYTcqtrrkK+AxwvZQyYrm9WwjhNb5eA6wDZr3pheo8pxblgEXk9+8nlUjkzD4rcXkI01sQOsY1aoFGAZFX7qN9/frM6lLDOY0dOsSv//RPeeqLX8xZrgWZD4jwekvfQclFJg+ZPtwwXXduvXrxNzTgC4cd45r9Dz7I9u9+F4CTLILr9fszE3Wnn56136h9n9lycNP7puOUUxjetcvVBiB9TzxB9xlnZLVjhvzmIkvkCzj5cvZ3VXj9ftMt5nPyQggabauZlWtXi8ealy9n8vhxx8gxlUhw7NlnzagGjG6wQsw4ce685x4ADv3mN1mmpVKfRyWuTn1rrDQtW2b253nk1lvxBgK86e/+jsVGjLj/wQfp2LCB1lWrmDhyJKeTV9+r50+99m3G5KwV9XfzzQ9VinIz+X8CmoGHbKWSbwS2CiFeBO4FPiKlLL5Jd5GE2tqIDg1lMkzjRW1etgyPz8dTt9/OPwQCvGRs+WWlEosvoHBc49bJqxn99nXrMpfHhpN/1fhQgHPFjapCKbUXhrkYKk+dPGT6cINF5I37qpWZTqsnAXNPzbf88z/nzEo7NmxgeOdO04Wp5ytoE9LZovOUU0jFYlmVFVLKGRP4UkqObdlC7wUXzPgb6sOfK9pQIt/gRuTL6CVvRY1j6RvekPd+dIlwkgAAF55JREFUTcYS/6e//GX2PvCAKVhWkUdKx1WvfZs3k4xEzPkkAH9DA62rVs0Q+aGdOwl1dBAfG8vai7lSn0c10a4WquWj67TTOP7CCwzv3s3g9u284Utfouu002hds8aMHxefd575eZzo6yPU3j6jK6oqVwVLh8kcVxEqmlx09tllHaMbyq2uOUlKudxeKimlvE9KeZpx2zlSyp9VZrj5Cba1ZS4lpTQ/PB6vl+bly80nPle9biUWX0DhuMZtJ8rhXbvwhcM09faacY2Ukv6XXqJ5xQpaV6/m+PPP5/zdcqtQrE5e7a7l8flm3C/Y0kLzihWmyJt9sY1jbMiz6vXIb3/LonPP5ayPfjTnzzs3bCAZjZpRUCWdvBuWv/nNALz2s+m37bNf/zr/1NHBqFH2Bpnl/rGRETpOOWXG38gn3qXENaW2NVCc/7nPAXDK+96X935dp59O3+bNbP7Lv+TH1147PbFsFXmc+/O8/K//SrC11WzEpejYsCGrjDI6PMzUwACnf+hDQKZFgKISJZQw7eTV4r189L7+9Uz19/Ps178OwNobMlOOQgjzhL366qsJL1pE5PhxJvr6cl4VZYm8+kzk2KDm1N//fT7w0ktc/NWvlnBkxVE3K14hIwLK9Vovzy74/OfNr3O1SjUz+RJ7lSv8heKaIpx8+0knITwempYsIRmNEhsdZXj3bjrWr6f7zDNnlC8qytkwBDCdicrk82XB1vpndamrFko5dTSETE6tSiZzoVZWDqlOfXMs8m2rV7P4vPPY8Z//iZQSmU7z+Gc+A2TaxCpUrJbrWALNzSBETpFXi5JCnZ2u45pynfzrPvc5PpVKFezHv/xNbyJtiU5UpGIu9jLihVyfo+jwMLvuvZdTfv/3ZzzOyssvZ2DbNrNbo7pK6r3wQnovvJDt3/ueGY+VuxWnYsn55wNwzsc/XvC+y974RgC23nUXPWefTaslRrni7rtZcemlrLnmGsKLFjF57BjjDiLf2NubqbAbH58+mTu8b7vPOGNWt/1T1JXIWy/nGy3VDqf/0R/xscFBTvvAB3Lu3GPGEmWuqLSWUHp8vhmbTrvdHWp41y5zVyuzdvnoUfP25mXLHCscym3kJTwefKFQpj1EgUU4XRs3MvTqq6QSCcYOHMDj85kTdE4dDWF631gnVIapMk018VpudU0xnPHHf0z/1q0cfuKJrA1QDjzyiPm1ahfbnkPkhcfjuJp18uhRPH4/DS5EXt1ezsSrdUyFWHHppfgbG7n0jjvwBgLsvv9+2tevN9c+tK1dS6ClJWebgt0//jGpWIzTb755xs9Ov/lmvMEgO77/fWB6B622k07i7NtuY3j3bnOyPRmJ4A0Ecl5BFkPHySfz8UiE9e94R8H7dm7YwNm33oqvoYHzjRO6Ysn55/OuRx4h0NRE46JFxEZGGN2719HJQ6YMdWpwkGBra9nHUS51K/J2d9XQ0UHb2rVMHj2a1S8dpj9I5Wa+/sZG4kZco9oqZP08HMbj8+V18ulkktF9++gwyqyUyA9s305sZIT2deto6u0lNjKSs+643EZeML2Zd6Hl9F0bN5KKxxnauZOxAwdoWrbM3CNXtQ62lxDKdDqzb2wewW7q7cUbCJhuUZ0Uy62TL4ZT3vc+vIEAe3/xCzNLXnTuuQxaykaHdu7EGww6xgGOIn/sGI2LFyOEyMRhfr/je6JS7023NC5ezK1DQ5xz222sue46YLr0FDLxZ++FF9L35JMM79nDI3/6pwy88goAhzdvpqGri54cOXOwtZUlr3udWUOuTErz0qXmJO3A9u1A+W2GrRSzk9ild9zBbSMjbHj3ux3voz6P0aGhgiKfb5vJuaRuRT7XrLW6zd7tMFYhEfE3NZGKxYgODuZ0wEIIs5b/4KOPct+1184Q6tH9+0knk9NO3shC+554AjAmY43bcrn5Siz/94XDZiafT+TVisa+zZsZO3gw6znfcNNNJCMRnrFljrGxscycSR7REh4PLatWZfXcDra1lbzJein4w2EWnXsufZs3myK//sYbSU5NmXXdw7t20XbSSY7jcmo+pkQejPdEntYGlXpvFoPal/jKf/kXLr3jjhnOdtnFFzOwbRv3XnklL3zzm/ziPe8hnUqZrQycJjmXvelNnHj+eeITE0wcPYo3GCTY1kbL8uX4wmGGjIqqSryHS0EIYR67E02WEtQWY34i6+c2J58rj59r6krkF593nvl1rg+e00rMmKU1cTmo3HRk7968u+9M9PXxw0svZd8DD7D3F79ASmlevqo3ut3JKwfUvn69KfJqgic+Pp61KKkSTj4RiRTM5NvWrqVxyRIOP/YYw7t2mWWDkKniOOW97+XpL3+ZftuEGxTO162d+iYtvWHmkqUXXcTxLVs4/sILhNrbWWFMyKr5kKGdO83XKRdODemsIp/vfpB5b/oaGgqKz2wQam/nnNtum/Hcr/293wMpGd27l87TTqN/61Z2fP/7Wa0McrHonHOQ6TSDr7xC5NgxGpcsQQiB8Hjo3LDBLJtVV8LVSKdlkl1VmFnJcvLGrk/zTX2J/LnncvHf/A2XfvObOX+ucsUZIj8ygsfnK7tkS51EhnftcrxMa12zxlzpBrD7vvvY/eMf8y8nncSjn/xkZmLKsrgm2NaGv7GREy++iDBWUlo3Z05EItzR0sJjhtsqN5OHjItNTk0VzOSFECx/05t49Z57iJw4MaM8741f+xqQvWmEErOCIr9mjRnXOE1yzTZL3/AGUvE4r/z7v9N1xhnTZaMvv0w6mWTktddy5vGKkAsnD+R38pY1H9VC1+mns+iccwi2tnLDffcR7unhIWPHI2t9vB0lkIM7dsx4DtrWrTONTrkN2WYTazTXtXHjjJ8HmpvxNzUxqeIa7eQrz+s++1nOMXpY23HqsmdtTVwO6qwdGxlx3H293bL6bckFF3DixRfNrcFe/Na3OPTrX9N5yinmJLAQwlwV2rpqFV6/f7rXxqFD5kYFqhlWsgKNvHwNDa7iGshcgiuWW76GzBqF9nXrshZuuZ1EbV29OrPV3MiIY7nabGMVrMWbNhFoaqJ1zRoGtm1jYNs20omEWYudi0COTD6dTBI5cSJrZ6p87YZjIyNV52qFEPz+li3cOjxMx8kns+4d7zBbg6hWBrloW7sWj9/P0I4dTFhaJUDmilU1Pitnu8PZxjp57TRG6yYtTlf0c0ndiXw+Ghy6I8YsDc3K+vsW9+7k5NXKw2BbGysvu4zh3bs58uSTeINBUvE4h594giW2xTWtxu+oCa2Gjg4aOjsZevVV9v1yuifcxJEjBSc13RBobiY+Pk5seLjg31ItVFtWrpyxfBtg0aZNM+qjwV1cA5kGT5PHjjl2TpxNwt3dpttUDdS6Nm6k/+WX2fPTn4IQrLriCsffz9VaOtLfD1Jmudim3l7HuvNqdPKQEXplik5+17sy/990U96rYY/PR/v69Qxs387k0aOELc9BuKcn09EzGi17k5TZ5m0//znX/fd/O/68qbeX0X37iI2OznqveDcsKJEPtrYivF7TySdjsUypYIXcklXYnbI4tZjkjFtuofPUU5GpFMeff56zPvYx1r3jHSAE53/2s1m/s8aobjjv0582b+s45RQGd+xg3wMPmPXER55+GplKle0eQh0djB8+TCoeL+i4Ozds4G0/+xkfeOmlnFdC7evWMXbggNkF1K3IqzLKo7/7HTKVmhcnD/C+Z57h7NtuY8011wCZcrqhHTt44Y476L3ggrwf4kBLC7GxsaxWGmodh1Xk29evZ/zQIX542WU8/0//lPU3qtHJ21lxySX80a5dXGeUR+Zj0TnncODBB4kODWUt91erQiP9/RknX8XHvPbaa/NW4DT19tJvdFGd7TbCblhQIi+EyFpuf++VV/Kt7u6KuSWrsDsJ7drrr+e6e+7hor/+66xMb8l553H9D3/IR48dmzGZd/JNN/GxwUFzcQdk8s2+zZsZ3bfPXOyh2gXka6vqhlBHh+ksG1xkimuvu87xQ9m+fn2mq6aRr7ttUaCc/M4f/ADIveBoLmhZvpzL7rjDPL6T3vY2IDOvc+r735/3d/1NTSClGWWAs8hDZtXn77785ay/Ua1O3k77unWu6vAXn3++2ffGGnWZIn/iRFVn8m5o7O01j1GL/DygNpmWUnL4scdIRiL0bd5cEedg/RtOcY3H62XDTTfh9fuzRH7xeechPB4ac7wphBAzxFZl4eFFizj3E5/AFwqZIl8JJ68odwFSu1EKqlaHRoeHEV5vwaw/1N5O18aNHH7iCfxNTfQW6LkyV3SdeipnfuQjrLrySk5573vz3tfcEtLoDAoWkbfk0daYa/L48axNxGvByReDtc9PlsgbxkRt11fLIm+tRtIiPw+Eu7qYGhzM6kEC2R+6UrE6GWs5Yb77rzOcYWuOTnX5OOW97+Wm3/yG92zeTGNPD23r1pl9efL1znZD1hVJmdUB6nmw9qEJtbW5muRWm0Cf+v734yuxq+ZscPmdd3Ljr35VUHzV5Ll1QxC1tsG65VvXaaex8vLLufgrXwEpzR2cpJTEKjDHUk2ouQ3IrlRRYqiu+Kp14tUN1mixGkR+ftfbzgOhzk5G9uyh37KHKsDqK6+syN9vXLIEmUqxxFKzn4/rfvADklNTRVf2qPJFhbWPTDU5+YbOzqydlgq1NLByxi23sPrqq815jFpDOfm4zckHW1uzVmL6QiHe+eCDTB4/zhN/8RcM79rF6iuvJD42RioeL/ukXU0IIfhIXx8je/dmmSJ10lM9bbSTrxwLzsk3dHUxNTBgLiQ650//FIAVxka85XLzq69yS46NIpzw+v0VcS3WpeTlinxWlVCZTl54PGZTJzCcvEuRF0LQsmJF2aWt84ValJa0OPnhnTsdr/LCPT1ZW9apksJqEIpK0tTbyzJLK2LIXPUEWlrMxYC1LPJq5beqmZ9vFp7IGxOvk8ePgxBc8o1v8IlYjECFllEHW1pmNCabC6x9qcs9FquwVyIqsPbEr7f4IR8qrlFOXvWfX+xwlSeEoH39+mmRN7pV1pvIO9G0dCknjCvscmPC+aRl+XJ+/9ln+ciRI1VhUBaeyHd1kU4kGNmzh4auLjw+37wsGa80Sy+6iLNvvZV3PvRQ2X/LGg9Uovtho2ULw+jwcE1Ui1QC+8TryGuvER0aYlGeBUPt69YxZHfydRTX5KN52TKzvHkudkyaTdTiuWpgQWbykNlxvRoWKlQKXyjEZQ7tHIqlfd06rvrOd2hevrwiTqRx8WJzk5Ni4ppax2+beH3qi1/EGwiw8vLLHX+nddUqdv3oR6RTqbqNa5ww958VwtyXQFM+5e7x+kUhRJ+x9d+LQohrLD/7cyHEHiHETiFEZWY1K4DKmwe3b8+qcNBMI4Rg4wc/yMrLLqvI3wsvWkTkxAlkOl3UxGutY514lVKy9+c/59Q/+APa8lRetaxcSTqZZOLIEVPk62niNR+qw2O4u7uqqqlqnUo4+X+QUn7deoMQ4lTg3cBpQC/wsBBivZSy8M7Is4yalEwnk1kLUjSzR0NXFzKVYryvj3QyuWCcvLWEcvLYMWKjo2bjOSdaVq0CYGz/fiaPHSPQ0rJgBE9VpKmTm6YyzFZccwNwj5QyBuwTQuwBzgdmbrA6x1gjmkrUxmsKo66eRvbsAeZuG7/5xprJq6qRzhz7wVpRWfTYgQOM7N5tLiZbCKy57jpOvukmFp1zznwPpa6ohMjfKoT4A2AL8Ckp5TCwFHjacp/Dxm0zEELcAtwCsGIOcjjrhE6+XuCayqGunlQr2YUS13h8PrzBIInJSbNXuluRH923j8FXX2XZxRfP+jirBSEEv2fsKaupHAUzeSHEw0KIbTn+3QDcCawFzgKOAt8odgBSyruklJuklJu65yB7tO63mK8XuKZyzHDyC6S6BjKRTXx8nNH9+/GFQgWvHv0NDTQvX86JF15g/OBBOjZsmKORauqVgk5eSulqlZAQ4m7g58a3fYB1meIy47aqQjv5ucHcTMUQ+YXi5GF616epwUGali1zVa3UcfLJ7L7//szXWuQ1ZVJudY3VlrwN2GZ8/VPg3UKIoBBiNbAOeKacx6okZxi72OjqmrnBdPLGkvWFkslDZmHZ1NAQE4cPu27PYL3CtK8M1WiKpdzFUH8rhHhZCLEVeDPwCQAp5Xbgh8ArwK+Aj1VDZY3i8jvv5BOxWFWsRlsIBFtbER6P6eQXmshHh4YYO3TItcir1cuNS5boCjBN2ZQ18SqldGyoLaX8MvBlp5/PJ8LjqYtVrrWC8HgyLZ77+0GIumqdW4hQRwfDu3Yx0dc3vdinAKf+wR8Qn5goOEmr0bhhwa141cwPTb29TPX3m65+oRDq6GB03z7A/VJ9r9/PucZGMBpNuSycT5tmXlECt1D61iiszd7a9US/Zh7QIq+ZE9QGEa3Gis6FgrWboq7m0swHWuQ1c4KqD5+vvVrnC6uT1yusNfOBFnnNnKAqmVpcbItYT6htHRede66u5tLMC3riVTMnnPUnf0JkYMDct3WhsOyii/jwoUNl79al0ZSKFnnNnBBsbeXN3yi660Vd4LZ0UqOZDXRco9FoNHWMFnmNRqOpY7TIazQaTR2jRV6j0WjqGC3yGo1GU8dokddoNJo6Rou8RqPR1DFa5DUajaaOEVLK+R6DiRCiHzhQxp/oAgYqNJxaQR/zwmEhHrc+ZneslFLm3CS7qkS+XIQQW6SUm+Z7HHOJPuaFw0I8bn3M5aPjGo1Go6ljtMhrNBpNHVNvIn/XfA9gHtDHvHBYiMetj7lM6iqT12g0Gk029ebkNRqNRmNBi7xGo9HUMXUh8kL8//bOJrSqI4rjvz+mflWpX62ERohiQLKoUcRG6sIKSpTSlQtF0EXATRcKQjEIgks3foFIFy3diJZSpZKNptG1WmvUaEyNEGiD9oFo3Emtp4t7XrgE3STv5vIm5wfDnXNmFuc/mZzMO3OTqEPSoKQhSYfKjqeWSPpBUkVSf863SFKPpMf+XOh+STrt63BP0tryIp84kpZJui7poaQHkva7P1ndkmZLuinprms+6v7lkm64tp8kzXT/LLeHfLy5zPgng6QZku5I6nZ7OmgelnRfUp+k391XyP6u+yQvaQZwBtgGtAK7JLWWG1VN+RHoGOc7BPSaWQvQ6zZka9DibR9wdopirDVvgINm1gq0A9/41zRl3a+BzWa2GmgDOiS1A8eAE2a2EngBdPr8TuCF+0/4vHplPzCQs6eDZoAvzawt9058MfvbzOq6ARuAKzm7C+gqO64aa2wG+nP2INDo/UZg0PvfAbveNa+eG/ArsGW66AbmAn8An5P95mOD+8f2OnAF2OD9Bp+nsmOfgNYmT2ibgW5AqWv2+IeBJeN8hezvuj/JA58Cf+Xsv92XMkvN7Kn3nwFLvZ/cWvhH8jXADRLX7WWLPqAC9ABPgJdm9san5HWNafbxUWDx1EZcE04C3wJv3V5M+poBDLgq6bakfe4rZH/HP/Kuc8zMJCX5HqykecAvwAEzeyVpbCxF3Wb2H9AmaQFwCVhVckiFIukroGJmtyVtKjueKWajmY1I+gTokfQoP1jL/Z3CSX4EWJazm9yXMv9IagTwZ8X9yayFpA/IEvw5M7vo7uR1A5jZS+A6WaligaTqYSyva0yzj38EPJ/iUCfLF8DXkoaBC2Qlm1OkrRkAMxvxZ4XsB/p6CtrfKST5W0CL38jPBHYCl0uOqWguA3u9v5esZl317/Hb+HZgNPfxr25QdmT/Hhgws+O5oWR1S/rYT/BImkN2BzFAlux3+LTxmqtrsQO4Zl6wrRfMrMvMmsysmez79pqZ7SZhzQCSPpQ0v9oHtgL9FLW/y76AqNElxnbgT7Ia5uGy46mxtvPAU+BfslpcJ1kdshd4DPwGLPK5InvT6AlwH1hXdvwT1LyRrGZ5D+jztj1l3cBnwB3X3A8ccf8K4CYwBPwMzHL/bLeHfHxF2RomqX8T0D0dNLu+u94eVHNWUfs7/qxBEARBwqRQrgmCIAjeQyT5IAiChIkkHwRBkDCR5IMgCBImknwQBEHCRJIPgiBImEjyQRAECfM/7wlbM4zoSMUAAAAASUVORK5CYII=\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "65.0 bpm\n", + "[45, 126, 213, 315, 414]\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": [ + "R = 0.520\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": [ + "R = 0.526\n", + "3600\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, 16, 106, 117, 205, 217, 300, 390, 402, 419, 475, 482, 488]\n", + "[475, 4, 205, 390, 300, 106, 482, 488, 16, 419, 217, 402, 117]\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": [ + "65.0 bpm\n", + "[115, 214, 309, 399, 484]\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": [ + "R = 0.526\n", + "3700\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": [ + "[6, 17, 105, 117, 200, 290, 302, 319, 375, 382, 388, 464, 492]\n", + "[375, 464, 105, 290, 200, 6, 382, 388, 319, 117, 492, 302, 17]\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": [ + "66.9 bpm\n", + "[114, 209, 299, 384, 473]\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": [ + "R = 0.529\n", + "3800\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": [ + "[5, 17, 100, 190, 202, 219, 275, 282, 288, 364, 392, 451, 461]\n", + "[451, 275, 364, 5, 190, 100, 461, 282, 288, 219, 17, 392, 202]\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": [ + "68.4 bpm\n", + "[109, 199, 284, 373, 460]\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": [ + "R = 0.532\n", + "3900\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, 90, 102, 119, 175, 182, 188, 264, 292, 351, 361, 450]\n", + "[351, 450, 175, 264, 90, 361, 3, 182, 188, 119, 292, 102]\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": [ + "66.7 bpm\n", + "[99, 184, 273, 360, 459]\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": [ + "R = 0.560\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": [ + "R = 0.567\n", + "4100\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": [ + "[64, 92, 151, 161, 250, 354, 368, 461, 473]\n", + "[151, 250, 354, 64, 461, 161, 473, 368, 92]\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": [ + "60.5 bpm\n", + "[73, 160, 259, 363, 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": [ + "R = 0.567\n", + "4200\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": [ + "[51, 61, 150, 254, 268, 361, 373, 447]\n", + "[51, 150, 254, 361, 447, 61, 373, 268]\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": [ + "60.6 bpm\n", + "[60, 159, 263, 370, 456]\n" + ] + }, + { + "data": { + "image/png": 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xDXYOsEtEdtBpmH5cKXUaiASWi8guYAedIwPHCqTXgUQRyadTXfUsgFJqL7AA2AcsA55UStnfg5jGKwKh0eyL0i1bCI+NJXHSpG7hcenpvc6MCQTheGjhQgDGzJtnar6pOTm0NTZSuW9fV5i/6uNMfj7bX36ZqY8+SoobO/fFB5DLdE8I6y+CUmoduBw/Lekl/vt0qql6htcDLpdyKqWagDt6Ofcr4Ff9lVMTPARCo9kXpZs3k5qTc9Y6g9j0dOpLSlBKnaW6CQThmL9oEUMnTiRp8mRT83VMtXVWPymUX9Q2eS++iISEcMnPf+5WuriMDE7t3n1WeCA814GgV2ZrNCbS1tRE+fbtpF9w9izu2PR02pubaa6q8kPJvKO9pYXi9evPcrNtBkPGjiVi0CC/2ynaW1rY9/bbjL/9dmLT0txKGzdsWEDt/+0uWlBobEcg98JObtpEe0sLmXPmnHUuLj0dwKWdwu6jqJLNm2lraCDriitMz1tCQkidNavbzCd/1EfhmjU0V1cz8e673U4bl5FBS20tLbW13cLPGWO2RuNr7N5o9kXRmjUgQsall551LtYQFPWuBIXNhWPhF1+ACFmXX25J/mk5OVTs3Nn12x/14dgTe/jVV7udtq+1FMGAFhQa22H3RrMvCtesIXXGDKISEs4651BnuDJo2104Fq5eTfJ55xGdmGhJ/plz5tDe0tL129f1UV9WxoF33mHKN79JeHS02+mDfXW2FhQajUm0NTdTsnEjmb30uvsaUdiZjvZ2SnJzybysp5MF88icMwcxwcmgp+yfP5/2lhZmPPmkR+nj/TyiqC8v59iyZWepvsxCCwqN7bB777o3Sjdvpq2pqVf1TER8PGExMa5tFDYeRZ05fJjW+nqv95/oi8hBg0iZPr3rt6/rY++bb5J2wQVnTWkeKLHDhgH+W5297kc/4v3rr+fLH/7Qkvy1oNDYDjs3mn3h0ONn9NLzFpHOtRQBZsx2+GFKmTHD0us4CyJf1kf5zp1U7NrF5Acf9DiPiNhYIgcP9tvMp9LNmwmLiWHaE09Ykr8WFBrbYedGsy8KDUeA0UOH9hontjdBYWPhWL59O6ERESQOwJ2FN3QTFD6sj6OffALQrzvx/ojzw6K7jvZ2yvLyOLV3Lzn/8i8DcjniCVpQaGyHnRvN3mhvaeHkhg39zgrqVVDYWDiW5eWRNHUqoeHhll4nLSen69iX9VG4Zg1JU6cS46VDUVeCwup3eeMvfsHbs2ah2ttN8+jrCi0oNBoTKN2yhbbGxn7XGcSkpNAQQK7wlVKUb99O6syZll8racoUy6/Rk/bW1gEJ+IEQn5lJbVGRCaUaGK0NDex85RUApj3xBKO//nXLrtWvCw+NxluUUux54w0SRo8e0Adp5951b+ybP5/QiIheZzw5iE5MpOnMGTra27u5+LDrKKrm+HGaTp+23D4BEBoR0XXsq/ooz8ujtb7e5QJJd4nLzKS+pISOtjZCwjqbVisX3G38+c9pKC/nztWrGW7BQkhn9IhCYzkHFyxg+SOP8N4VV9B05ky/8e3aaPZGS10de994g+wHHujTPgEQnZQESp1VD3YVjiWbNgGQbrLH2P7o6OjwyXUK164FMEVQDMrKQnV0+MSgXV9WRt5LL5F9//2WCwnQgkLjA7b85392HRd+8UW/8e3aaPZGwfLltDU2du2P3RfRxo53jadOdQu3q3A8uWkTYdHRJE+d6tPrVh076pPrFK1Zw9AJE4hNTfU6r/iszq1zagu/2pTTquea++tf097Swux//3dL8u+JFhQaSzl96BBleXnM+d3vCI+N5cTq1f2msWuj2RuHFi4kOjGRjEsu6Tdur4LCpsKxJDeXtJycLlWKryjzwdaoHe3tFK9bZ8poAnoRFBY81+qCAna88gpTH3mEoePHm56/K7Sg0FjKwffeAxEm3XcfidnZnD5wwN9FMpXmmhryP/qI8XfeOaDG1OECo6my0uqieU1bczPleXk+VzsBVOza2X8kb6+xcyfN1dWmC4oaJ0FhBbtffx3V0cFFP/mJpddxRgsKjaUceO89Mi+9lPiMDBLGjh3QntF27V274tD779PW1MTkAaidILBUTxU7dtDe0uIXQXFq717Lr3Fs2TIA01ynRw4aRMSgQZarnorWriV15kziMzNNz7s3tKDQWEbFnj1U7t3LBMNtc8KYMdQcP057a2uf6ezYaPbG/vnzSRg7dsCNqUNQNASA6unYsmW9esK1mlNOu91ZxdFPPiF15kxT7BMO4rOyLFU9tTU1UZKb2+vqf6vQgkJjGQfffRcJCWH8bbcBkDB2LKq9nZrjx/tMZ8dG0xXtLS0Ur1vHmG9846wd63ojPCaGsOjogBhRHP7gAzIuuYTYlBSfX7u2uIjm6mrL8i/dto2TGzcy6b77TM03PjPT0hFF8bp1tDc3M/zKK03Ntz+0oNBYglKKA++9x/C5c7t6bINGjACg9sSJvtPasNF0RfmOHbQ3NzPs4ovdShedmGh7Y3bJli1U7NrFhLvu8sv1FXBqzx7L8t/6+98TMWgQU//pn0zN1+oRxbHlywkJD7dkA6m+6FdQiEiWiKwWkX0isldEvm+EPy8iB0Rkl4h8KCIJRvhIEWkUkR3G36tOec0Skd0iki8iL4nRDRORoSKyUkQOG/+HGOFixMs3rmP98lCNKZRs2kRVfn63hibG6JkG0srkvji5YQMAwy66yK100UlJtjdm7/if/yE8Ls4rR3neUuFiD2ozqDlxgoMLFnDet75F5KBBpuYdn5VFQ3k5bU1Npubr4PiKFWRceikRcXGW5N8bAxlRtAFPK6WygdnAkyKSDawEpiilzgMOAc85pTmilJpu/D3uFP4K8C1gnPF3nRH+LLBKKTUOWGX8BrjeKe5jRvqA5Phnn7Hw2mt5c9o0Th865O/iWE7eH/9IxKBB3baVdPjS6U9Q2K133RsnN24kfvjwrr0IBkp0UpKtVU8NFRUcePddJj/4oOkN6UCJGBTPKYsExebf/Q6Amd/7nul5Dxk7FqBr0oaZz7WupISKXbsYee21puU5UPoVFEqpEqVUnnFcC+wHMpRSK5RSbUa0TUCfJngRSQcGKaU2qc6W4C3gZuP0TcCbxvGbPcLfUp1sAhKMfAKOtc8+S8GKFVTs2sWn991HR3u7v4tkGXUlJRz6xz+Y+sgj3Xo+UUOHIiEhNJSX95neTo1mX5zcuNHt0QT0IihsJBx3v/467c3NTPdwEx8zSJw8ucu9ubc0Vlbyxb/+K9v++785uHAhO/70J6Y/8QSDhg83JX9nhkyYAMAZozNo5nM9vnIlACOvuca0PAeKW6toRGQkMAPI7XHqEeA9p9+jRGQ7UAP8WCn1JZABOHvMKjLCAFKVUg6XmqWAYxpCBlDoIk0395si8hidIw6GW/DwvaVy/37Ktm1j7ksvEZOczCf33MOOP/2Jmd/9rr+LZgrtra1s+OlPGTJhAhPvvpvPv/c9lFJnNTQhoaFEJSbS2J+gsFGj2Ru1RUXUFhZ6JCiiXNkobCIcO9rb2fHKKwyfO9cyl9UDIXn6NApefaub3yRP+fKHP2TXa691/U6aMoU5Tt4CzGTIuHEAnD54EDD3uRYsX05MSgop06aZludAGbAxW0TigPeBp5RSNU7hP6JTPTXfCCoBhiulZgA/AN4RkQGPX43Rhlu1q5R6TSmVo5TKSfbSVbAVFBn+ZEZdfz0T7rqLkddcw7of/5i25mY/l8wcNv785+T+5jcse/hhXoqP59DChVz6y192DcOdGYj3VLs0mn1xcuNGALcN2WDYKKqq6Ghr6wqzi3A8+skn1J444dfRBEDS9Gm0NTZSuX+/V/k0V1ez9403mPb449y8aBHZ99/PbUuXerQv9kCIHDSI2LS0roWlZj3Xpqoqji5Zwshrr0VCfD8HaUBXFJFwOoXEfKXUB07hDwM3AvcZDTxKqWalVKVxvA04AowHiumunso0wgDKHCol47+jy1kMZPWSJmAo+vJLYtPSSBgzBhHhvMceo6WmhoodO/xdNK+pKylh6+9/z8R77uHGv/+d8NhYMi+/nJynn3YZPyYlpV/VUyBwcsMGwqKiPOrd9eYY0N8opcj74x+Jz8xk7Lx5fi1LkuFbqtzLb+TIJ5/Q3tLC5AcfZOy8edzw9tuWL1RLnTWLktyeShfvyHvxRZqrqpj1L/9iar4DZSCzngR4HdivlHrBKfw64BlgnlKqwSk8WURCjePRdBqijxqqpRoRmW3k+SCwyEi2GHjIOH6oR/iDxuyn2UC1k4oqIGhrauLYkiUMnzu3a669Q11RbMya6Q+79DZdseyRRwC45D/+g4l33813z5zh7i++6HWTm5jk5P5tFDa+XwcnN24kNSenm2vsgRLjYnW2P0dRTWfOsO4nP+Hdyy7jxKpVzHzqKZ/7durJ4FGjCAkPp9LLFdqHFi4kLiPD0k19epJxySWcPnCAxspKU55re0sLO//8Z0Zdfz2pPnD37oqBjCguAR4A5jpNeb0BeBmIB1b2mAY7B9glIjuAhcDjSqnTxrl/Bv4XyKdzpLHUCP8t8DUROQxcbfwGWAIcNeL/xUgfUBz55BOazpxh8kMPdYXFDRtGfFYWpVu2+LFk3lOSm0vBsmVc8vOfd+lm+2MgIwq7q57ampooy8vzSO0EnTYK6CEo/CgcVz7xBLm/+hVtzc1c9pvfkPODH/itLA5CwsIYOmGCV648WmprObZ0KeNvu82n6pphhnPIorVrTXmue996i/qSEmb40abZb7dBKbUOXO6+saSX+O/TqaZydW4rcNY2Voaq6ioX4Qrwr7LUS44sXkx0YiLDr+p+e4mTJ3N6gPpXhbJ0AxRP2fz880QmJDDt8cf7j2wQk5JCc1UV7S0tvfbG7T6iKNu2jY7WVo8M2eDa35O/hGPlgQMcfO89Zv/4x1z6i1/4pQyuUCgSJ0/2SoVz5OOPaW9uZvztt5tYsv4ZdtFFRAwaxNFPP0U96v2EgLwXXyR11ixGXXdd/5EtQq/MtpCO9naOLV3KqOuv77abGdDlSXUg02Tt2HDWFhVx+IMPmP7EE24t/ok2Jhv0nPUTSHQZsr0VFDZYdLfrtdcICQtjxne+4++inEX6BRdQU1BAnYs9xgfCwQULiBs2bEDu380kNDyckddcw9ElS7z+dit27eLUnj1MfvjhAbuJsQItKCykdPNmGk+dcrmXbeKkSbQ1NfXr9wjsqYo5/MEHoBSTH37YrXRdq7P7UD/Z8X6dOblhA4NHj/bYmVy0TVRPrY2N7H3jDcbdequpjvHMQCnV5YyweN26bufqy8vZ8+abfS5cba6p6VQ73XGHX2YJjf7616kvKaG22PO5Ny319Xx8111EDh7MhDvuMLF07qMFhYXkL16MhIa6XEmZYEwdrT7a/05edhxR5C9eTOLkyW5vnDIQNx52vF8HSimPF9o5cOUY0B/C8dDChTSdOcO0b3/b59fuD4UiZcYMwqKjuwmKU/v28dcJE1j28MO8NWMGZw4fdpn+4IIFtLe0MOHOO31V5G6Muv56ACr3e+4Fd+N//AenDxzgpg8+8Lsg14LCIlobG9n9v//L6BtuIGrIkLPOx6V3LjCvLy31ddG8pr21lZMbNzJ87ly303a58QjQEUXN8ePUl5Z6bMh20HN1tj+E485XX2XI+PFk+dgT6UBQShEaHk767NkUffllV/iKb32LkPBwbv7oI1RbG3l//OPZaTs62Ppf/0XKjBleCXRviE1NJe388znl4TqQ+rIytr/8MtkPPODRd2Y2WlBYxL633qLx1Kle1xPEuiEo7NZwlm/fTltDg0f7FAxI9WTjEYWnjgB7Ep2U1G1U5etnXLF7Nyc3bGDat7/tV913bzjqI+PSS7t2oitcu5aTGzZw8U9/ytibbmLiPfew+y9/obqH+vbwhx9y+uBBLnjmGb/e2+ivf52awr49JR/55BP+Mno0Lw0ezMonnqC9pQWALc8/T3tzMxf5aE/s/tCCwgJURwdbX3iB1Fmzet1mMSI+nrCYmAEZ6uzWcB7/7DMAsjzYQjJy8GAkJMT23lN7o2z7dkIjI0k2FoR5ir8XHu78858JjYzsNm3bjoy67jpURweHFi7k8+9+l2xzPuYAACAASURBVPisrC672CU//zmIsOb//b+u+MXr17Psm99k6MSJPp/t1BNXtklnzuTn8/Fdd9HR1kba+eez89VXWXDVVdSVlLDrL39hwl13DXjaudX4d1VNENJQUUHeH//ImUOHuPHvf++1RyMixKal0dDLiMJZONhtRFGwbFnnzmBpaW6nlZAQl76OnLHb/Tpz+sABhowf7/WCtNi0NCqddnHzZWeguqCAfW+/zYQ77ugyrNsNR30Mu+giBo8ezXJj34h5779PRGwsAIOGD+eCZ59lw09/SsHKlUQNHcqH8+YRm57OHStX+n3RYOrMmUTExwF1Ls/n/vrXiAj3bthAfGYmB959l0/vu49Xhw0DYPo/22fZmB5RmMzHd93Fpl/8gpQZMxhn7OzWG3Hp6b2OKJwbSzuNKFobGji5caNX+wxHJyb2OTXUTvfbk9MHDjB04kSv84lJTaWhrKzrXn0lHGuLi3n/hhuQkBAueO65/hP4CUd9iAhX/P73IMKUb36Tcbfc0i3e+f/v/zF41CgWXnMNf8vJQXV0cMvHH/t0P+nekJAQEqd0Lhvr6LH9b0t9PQcXLGDi3Xd3lXXi3Xd3uT4fdf31Pp/W2xd6RGEStUVFbHn+eQpXr2bopEnc+sknvbqxcBDTo1fpjF0by9ItW+hoa/NqH2VXbradseuIoq25meqjR5l4zz1e5xWbmkp7SwvN1dVEJST45Hk319Twt/PPp/HUKW5butSv3mH7w7k+xt18M0+cPElMaupZI/Tw6Gju3bCBLb//PRISwoXPPuty8oi/SJ4+DfI3UXX0SLfwwi++oLW+/qwdBK944QXG3nwzKdOn28p2pAWFCRz+6CNWP/UUNcePM2bePL4+f/6AFqHFpadzYtUql+e6jShs1HA6pip6M+snOjGRqj6mBdtVSJ45fBjV0UGiCSMKh9quvrS0U1D44Blvf/ll6ktKuGvNGo/sS76kZ330peaMTUvjiueft7pIHhGXlQX5ULF7D0qprsa/YPlywqKjybzssm7xRYSsyy/3R1H7RKuevOT4qlUsuuUWQsLDuXfDBm5ZtGjAK5Vj09Jorqrqd9tEOzWcRz75hNRZs4geOtTjPPobUdgVh+tos1RPAA1lZV7nNVAOv/8+GZdcYnshEUw4BENzVRXHli0DOr/nI4sXk3XllYRFRfmzeANGCwovyf/oI8Kionhwxw63p0z2NUXWjsbs+tJSSjZtYuzNN/cfuQ+iEhNpqqzsVQDa5X574hAUjl3MvMHx7OtOngSs7wzUFhVRlpfHGD+7Dx8oduoceYPjPiLi4/j8u9+ltaGBsrw8ao4f9/usLHfQgsJLjn/2GVlXXtk1E8MdnNUPPbGjMbtwzRoAr/fsjU5Kor2lhdY617NB7HK/PTl94ADxw4d79Kx7MmjECIAuFy5WC8f8xYsBAkdQ2LSz4C6O+8icM4eqI0fY9dprHH7/fSQ01O97friDtlF4QUt9PacPHGDSvfd6lL5rROFi5pMdG8uitWsJj4vz2id+l6+jykoi4uPPOm/XRuL0gQOm2CcAImJjiU5OpqagALD+eR/99FMSxo5lqAmjIV9gx/ffExz3EZc+jKwrruCLp58mKjGR4XPn2nZqsiv0iMILHDOWkqac5Tl9QDhGFK6myNrRmF305ZdkXHyx1/PTXbnZdsaOjYRSyrSpsQ4GjxxJtUNQWPiMVUcHJzdsYPiVV9pqJk1f2OWd9xbn+7joJz9BdXTQWFHBhTaemuwKPaLwAsfuW4mTJ3uU3uH3qL9VynZoOJuqqji1Z48pTtacRxSBQl1xMa319aYKikEjR3Jq1y7T8uuN04cO0VxVRbqf/B5pOhl+5ZXcs349UUOHmjYy9RV6ROEFp/buJTQykoQxYzxKHxIWRsSgQS4bTLsZs09u3AhKmbIIqN8RhQ3utydmznhyMGjECGqOH0cpZWlnoHD1agAyvHRk6Evs0Dkyg573kXHxxQEnJEALCq84tWcPiZMmnbUpkTtEGzOAemK3xrJ43TpCwsJIu+ACr/NybAXa20jKjo1EpQWCYvDIkbQ1NXWu0LbweR9auJChEycyxE2X8P7Ebu+/pwTLfWhB4QWVe/d6rHZyEDV0KI2nT58V3m1EYYOGs3j9elJmzDBlxk/UkCEgQkOAjSgiBg3yyL9VbwwaORLo9L1k1TNuPH2awi++YPzttweMfQLs8c6bQbDchxYUHtJcXU1tYaHHhmwHAxlR+LvhbG9poTQ31yu3Hc6EhIYSNWRIQI0oTh84QOKkSaY2toMNQVFTUGDZMy5YvhzV0cGYG2+0JH+r8Pc7bxaO+wj0++lXUIhIloisFpF9IrJXRL5vhD8vIgdEZJeIfCgiCT3SDReROhH5V6ewAhHZLSI7RGSrU/hQEVkpIoeN/0OMcBGRl0Qk37jOTPNu3Tu6ZjyZMKJocjGicMbfDWdZXh5tTU2mOikLpNXZSikq9+0zZaGdM461FNXHjpmarzNHP/2U6ORk0s4/37JraPrH39+wtwxkRNEGPK2UygZmA0+KSDawEpiilDoPOAT0nO/1ArDURX5XKqWmK6VynMKeBVYppcYBq4zfANcD44y/x4BXBnZb1nPKMePJyxFFVC+eVO1kzC5evx7AXEHRhwdZf99vT2qOH6e+pMT0xjYiLo7YtLROH1IWNCQd7e0ULFvGqOuu88u+0d4Q6A2rA197B7aKft8epVSJUirPOK4F9gMZSqkVSqk2I9omoMuvr4jcDBwD9g6wHDcBbxrHbwI3O4W/pTrZBCSISPoA87SUU3v2EBYTw2CjV+gpUUOH0nTmDKqjo1u4nV6s4nXrSBgzxlT9fF8jCrs1Eo6tOK3wkZSYnU3lvn2WPO+S3FwaKyv73UDHjtjp/feGYLkPt7oZIjISmAHk9jj1CMboQUTigH8D/sNFFgpYISLbROQxp/BUpZRj1Vkp4NhJPAModIpXZIT1LNdjIrJVRLZWOG0vaSUVu3aRmJ3tdU8tOjERlKKpqqpbuF2M2UopitevZ5jJvvGjerHNgP0+rqK1a4lMSPDaHuUKh6Do6NFRMINjS5YgoaGMvOYa0/O2Grt1FjzlnBlRODAEwPvAU0qpGqfwH9GpnppvBP0M+INSypUjn0uVUjPpVCk9KSJnddFUZ826VatKqdeUUjlKqZxkYxGblbS3tlKSm2vKxu1RhhfWvuwU/nzJqvLzaayoMH0TlUCyURStXUvGpZdaor5JnDyZltpaGirM3xa1YMUKhl10ka32ZzhXCXTBN6A3X0TC6RQS85VSHziFPwzcCNynvqqJC4H/FJEC4CnghyLyHQClVLHxvxz4EHBMyi9zqJSM/46vphjIcipKphHmV8q2baOtocEUv/HRvawpsItTwLLt2wFM189HJybS1tREa0PDWefs9FHVl5Vx5tChXvc+95ZEY/MghysPs2hrbqZ8xw5b7ZLmDoHeA3dwLs16EuB1YL9S6gWn8OuAZ4B5Sqmur10pdZlSaqRSaiTw38CvlVIvi0isiMQbaWOBa4A9RrLFgGOX94eARU7hDxqzn2YD1U4qKr9x5OOPkdBQMk0QFI4RRU/Drl2M2RU7dhASFtbVoJlFX6uz7fRROewTPTeYMQtHvVaZPPPp1O7ddLS2kpqT039kG2KnzoI3dKmeAvx+BuLr6RLgAWC3iOwwwn4IvAREAiuNueWblFKP95FPKvChETcMeEcptcw491tggYg8ChwHHA6FlgA3APlAA/DNAd6XZSilOPjee4y46ipijMbOG7pGFD1UT3ZpLMt37mTopEmERUaamq+zv6dBw4d3O2enj6r4yy8Ji4khdaY1M7NjkpKISUmh+ngBpJiXb+mWLQCkBaqgsMn77y3Bch/9Cgql1DrA1SqjJQNI+zOn46PAtF7iVQJXuQhXwJP9XceXnPj8c6qOHOHin/3MlPwGNKLwY8NZsXMnw6+80vR8A2ZEsXYtwy66iNCICMuukZidTXHBMVMFxckNG4hNS+taqxFo2Kmz4A3nnDFb08neN94gasgQ03anikxIABFbGrMbTp2irriY5OnTTc+7P39PdqCpqorynTstUzs5SMzO7trAyCwcM9UCyW1HMBPogk8LCjfoaG/n2NKljL7xRtP2unW4szhrRGEDY3bFzp0ApExzORD0CseIwpW/J7t8VCc3bAClLDNkO0icPNmlUd9T6kpKqD52LKC8xfYk0HvgDs4ZY7bmK7oWMJnsN8eVGw87NJYOQZFshaBwTAu2sefcorVrCQkPJ/3CCy29TmJ2tql3fHLDBsDclfS+xg7vvxkEy31oQeEGRz/5hJCwMNMXMLlyDGgHp4DlO3YQm57etcGSmYSEhRGZkODaRmGTj6to7VrScnIIj4mx9DpJU6agTNQQFa9fT1hUFCleblnrT+zSWfCWrhGFTd5pT9GCYoAopTj84YdkXHYZUQkJ/SdwA1euxu1gzK7YuZMUC+wTDnrz92SHRqKpqorSLVtMmQLdHzFJSUQnez+DzsHJDRtIO/98Sw3wVmCHd95stDH7HKN061ZOHzjApHvuMT3v3lyNO/DHS9be0kLl/v2WqJ0c2Hl19pGPP6ajrY1xN9/cf2QTSBgz1pR8WhsbKcvLM93lii8I9Ma0LwJd8GlBMUAOv/8+IWFhjL/jDtPzjho61HbG7Mp9++hobbXEkO2gp78nOy1OOvSPfxCflWXKjn4DIWGsZ9vp9qR0yxY6WlsD0pBtl0WmZqKN2ecYRz/9lMw5c0xXO0Fng9lSU0N7a2tXmL8by3KHIdtK1VNSEg0unDj6+6Nqrq6mYPlyxt92m8+mlw72cN/1njgM2cMCUFA44+/33yyC5T60oBgA5Tt2cGrPHsbMm2dJ/l2OAc+c6QrztzG7YudOwqKjGTJunGXXiE1N7dwvuoce198f16Zf/Yr2lhayH3jAZ9c0a0RRvH49QydO7Fr5Hkj4+523Aru8096iBcUAyP3NbwiPjWXygw9akr8rNx7+NuyV79hB0pQphISGWnaN2PR02ltauu7bDoa/tqYmdr76KpPuvdcytx2uiDLBHUxrQwOFX3xhirNKf+Dvd94K7PBOm4EWFP1wbPlyDi5YQM7TT1vmrjmqjzUF4PuXTCll+YwngLj0zj2o6ktLO69rg4/p2NKltNTWMvmhh/qPbCLOKq6OtrY+YvbO0SVLaK2rY8Kdd/Yf2YbY4flbRaALPi0o+qClro7ljzxC4uTJXPDss/0n8BCXIwo/GrPriotpOn3a0hlP0DmiAKgv6XQIbAdj9v6//53o5GSGz53r0+s6P++SzZs9yuPAu+8Sk5rqkym9VqCN2fZFC4o+2P4//0PdyZNc89prhEdHW3YdV44B/dlYOjyPWr1gyyEo6kq6e47310fVUlvL0Y8/ZsIddxASNhDHyubh/LwLv/jC7fQttbUc+/TTzrJbqC70FYHeA3cQLPehBUUvdLS3s/PVV8m68krLpxr2O6LwccNZtG4doZGRpM6aZel14nqOKPxs+MtftIi2piYmWrBWpj+cn7EngiJ/8WLampqYcNddJpbKt2hjtn3RgqIXDi5YQE1BATO+8x3LrxUxaBASGtrriMLXL1nxl1+SfuGFpu9B0ZOI+HjCY2PPVj35qZE4tHAh8ZmZflmD4PyMi9evp72lZcBp68vKWP/v/0788OEBuX7CgTZm2xctKHph5yuvMHTiRJ+szBWRTseANjBmtzY2Ur59u8/m4cemp3epnvw926lg5UrGzJtnyd7YbpWloYHSrVsHHH/r739PzYkTfOO99/xedm8I9Ma0LwJd8AXuW2UhjZWVFK9fz/jbb/fZhxedmNjN35PfHAHm5dHR1sawiy7yyfXi0tO7RhQO/PFRHVu6lLaGBsZ84xs+vzac/byL1qwZULrG06fZ+ec/M/622xg2e7YVRfMLwSI0guU+tKBwwaGFC1EdHYy96SafXbPniMJfw/CTGzcCkO6jRifWSVD4c5i+87XXiMvIYMTVV/v82tD9GSdNnTpgO8W2F16gpaaG2T/+sUUl8x1a9WRftKBwwc5XXyVl+nTLjbnORCcm2sKYfXLTJgaPHk1sion7cvaBK9WTrxuJlro6TqxaxaR77/X5bCcHzs8464orKFq3rptLF1c0nDrFthdfZMKdd5I8darVRbQcbcy2L1pQ9KB8xw7Kd+xg6re+5dNtJF05BnTgy5esZNMmn6owYtPTaa2ro6Wuzm8fU+GaNXS0tpq+z4inZF1xBW0NDZT1Y6fI/c1vaK2v56Kf/tRHJbOWQG9M+yLQBV+/gkJEskRktYjsE5G9IvJ9I/x5ETkgIrtE5EMRSeiRbriI1InIvzqFXSciB0UkX0SedQofJSK5Rvh7IhJhhEcav/ON8yPNuvHe2Pvmm4RGRDDx7rutvlQ3onqOKPyw+KimsJC64mKfqZ0A4oYNA6Du5Em/LU46vnIlYVFRZFx6qU+v64zz83ZsvepK/VR54AArHnuMdy+/nG1/+ANTH32UpOxsXxXTUvztMdkK7LCI1AwGMqJoA55WSmUDs4EnRSQbWAlMUUqdBxwCnuuR7gVgqeOHiIQC/wNcD2QD9xj5APwO+INSaixwBnjUCH8UOGOE/8GIZxntra3smz+f0d/4RtdWnb4ieuhQWuvraWtuBvzTAynZtAnAZ4ZsgPjMTKBzNbgDX39UBStWkDlnjmn7oHuC8/OOSUpyaafIX7SIN6dOZd/f/kZ7SwsXPPMMc196yccl9Q2B3gN3ECz30a+gUEqVKKXyjONaYD+QoZRaoZRyOKXZBGQ60ojIzcAxYK9TVhcA+Uqpo0qpFuBd4Cbp1O/MBRYa8d4EHHNSbzJ+Y5y/SizUBxUsW0ZjRQVTfOznBzpHFMBZDvJ6HlvJyU2bCIuKIvm883xyPfhKUNQWFfnF8FdbVMTp/fsZ8bWv+eyaruj5jHvaKVobGljx2GMkTZ3KtwoKuG/jRub89reWegzwNdqYbV/cslEYqp8ZQG6PU49gjB5EJA74N+A/esTJAAqdfhcZYYlAlZPQcYR3S2Ocrzbi9yzXYyKyVUS2VrjY32Cg7Pvb34hOTmbkddd5nIen9HTj4Q/DXtHatT7fQjMuo/NR1xUV+cXwd/yzzwD8Lyg4W1C0NTRQktv5qe37299oKC/nyj/8wWcTDXyNNmbblwELCkMAvA88pZSqcQr/EZ3qqflG0M/oVCPVmVjOPlFKvaaUylFK5SQnJ3uUR0dbGwXLlzP2ppsIDQ83uYT90+XGw9Ue0j54yRpPn6Zs2zaGX3WV5ddyJjwmhqihQ7uNKHzJ8ZUriUlJsd2soRFXXUVIeDj5ixbR2tDApl/8grTzz++yXwQjgd6Y9kWgC74BzQUUkXA6hcR8pdQHTuEPAzcCV6mvnvKFwO0i8p9AAtAhIk3ANiDLKdtMoBioBBJEJMwYNTjCMf5nAUUiEgYMNuKbTkluLs3V1Yy89lorsu+XLlfjrlRPPnjJCr/4ApTyuaCATvVTbWEhapZvh+mqo4OClSsZec01fl/R3LORjBw8mBFXX82ev/6VmuPHqS0q4ob58306E8/XaGO2fRnIrCcBXgf2K6VecAq/DngGmKeUanCEK6UuU0qNVEqNBP4b+LVS6mVgCzDOmOEUAdwNLDYEzGrgdiOLh4BFxvFi4zfG+c+VRTXe3tLCsIsvZoQfGkr4akThSvXkC06sWkV4XBzpF17o0+sCDB49mqojR7p+++qjqti1i8aKCr+rncD1877kF7+gta6OQ//4B9n3309WEI8mehLoPXAHwXIfAxlRXAI8AOwWkR1G2A+Bl4BIYKXRy9mklHq8t0yUUm0i8h1gORAK/FUp5TB2/xvwroj8EthOp2DC+P+2iOQDp+kULpYw/MoruXf9equy75ezbBQ+NuydWLWKzDlz/KJ2Sxg7lmNLl6JU545yvvq4ClauBPDbamxnej5vESFt1iz+6ehRmqurSZw40Y+l8w1BacwOkv0o+hUUSql1gKvx7pIBpP1Zj99LXKVTSh2lc1ZUz/Am4I7+rhMMhMfGEhYdTaNhjPelYa+2qIjTBw9y3mOPWXqd3hgybhztzc20NTcBvmskjq9YQWJ2NvEZGf1Htpiez1uMTy4+I8MW5fMFQWnMPldUTxrfICLEpqWd5SAPrH/Jjq9aBeAX+wTAkLFjAWhtavTZNZuqqihau9YvM9z6I9AbFU8J5vsOdMGnBYWNiE1P/2r/aB8as48sXkxsWprfZv4kjBsHQFujMaLwwUd1+MMPaW9pYaJNNvoJxm1A3SUojdnn2vRYjfXEpqX5fG+Glro6ji1Z4lOX6j2Jz8ggLCrKp6qno598QnxWFmnnn2/5tQbCuSoceiNY6iPQBYQDLShshCuX2z2PzebwBx90bv/pY99WzkhICIPHjKGtyTcjio62Nk6sWsXIa6+1zXTTYDTkuksw1kGwGLO1oLARcenpNFdV0dbU5DPD3r6332bw6NE+29GuN4aMG+ezEUXpli2da2Zs4i0WgtOQ6y7BWAfamK0xndi0NIAuO4UDq16y2uJijq9aRfb99/u9Z90pKJp9cq1jy5eDiN+M9/0R6I2KpwTzfQe64NOCwkbEpqcDnYLCFx/NvrffBqXIvv9+y6/VHwljx4KPHKgdX7GCtPPP97mH4L4I5kbSE4KlPgJdQDjQgsJGdI0oSkosH4Yrpdj9+utkzpnDEGPWkT8ZMm5c111a2Ug0VVVRkpvrN1ctvRGMahd3CcY60Konjen0NqKw4iUrWruWqvx8pj76aP+RfcCQceO6lnVa2Uic+PxzVEeHrewTEJyGXHcJxjrQxmyN6cSkpCAhIdT5YERx4O9/JzwujvG3395/ZB8QN2wYhHRKCisbiYLly4mIj/eLT6u+CMbetLsEYx3oEYXGdEJCQ4lOTj5rdbYVL1nhF1+QOWcO4TExpuftCRISQkhkpOXXKVixguFXXeUXn1YDJdAbFU8J5vsOdMGnBYXNiDPWUlj50dSXlnL64EGyLr/csmt4Qmhk54ZJVn1UdSdPUlNQYMs9HYK5kfSEYKmPQBcQDrSgsBlxGRnUFRdbOgw/tmwZYA+vqc6ERnSOKDo6OizJv3TLFgDbqZ0gONUu7hKMdaBVTxpLiM/K6tzEx0LD3tFPPyVu2DBSZswwNV9vCTFGFC311myOWJKbi4SG2u6+ITgNue4SjHWgjdkaS4jPzKSxspLW5q88qZr5krW3tFCwfDmjv/51vy+y60mIsVd3c021JfkXrllDWk4O4dHRluTvDcHYm3aXYKwDPaLQWEJ8VudusQ1l5V1hZr5kRV9+SUttLaNvvNG0PM0iJKLTwNxSU9NPTPdpqaujdPNmhs+da3reZhPojYqnBPN9B7rg04LCZsRnZgJQX17eT0zPOPrpp4RGRtrSfUWIMROp2QJBUbp5Mx1tbbY0ZENwN5KeECz1EegCwoEWFDbDMaKoL/vK35OZL9vRTz5h+Ny5RMTGmpanWTju0wpBUWIYsu3iVrwnwah2cZdgrAOtetJYQpyLEYVZL1l1QQFnDh9mlA13dYOv7rOp6ozpeZdu2cLg0aOJTkw0PW8zCEZDrrsEYx2cM8ZsEckSkdUisk9E9orI943w50XkgIjsEpEPRSTBCL9ARHYYfztF5BanvApEZLdxbqtT+FARWSkih43/Q4xwEZGXRCTfuM5M86vAXoRHRxOdmEhDeVlXmFkvWeEXXwCQZVM9veM+W+rraaysNDXv0i1bbDua6EmgNyqeEsz3HeiCbyAjijbgaaVUNjAbeFJEsoGVwBSl1HnAIeA5I/4eIEcpNR24DviziIQ55XelUmq6UirHKexZYJVSahywyvgNcD0wzvh7DHjFk5sMNOKzsiyxURR9+SXRiYkkZWebnrfZlG3bZlpe9eXl1J44YWtBEcyNpCcES30EuoBw0K+gUEqVKKXyjONaYD+QoZRaoZRqM6JtAjKNOA1O4VEwoCd+E/CmcfwmcLNT+Fuqk01AgoikDyC/gCYuM5MGC1RP5Xl5pObk+G3L0/7ouk+BonXrTMu31Ob2CQhOtYu7BGMdnDOqJ2dEZCQwA8jtceoRYKlTvAtFZC+wG3jcSXAoYIWIbBORx5zSpyqlHA6OSoFU4zgDKHSKV2SE9SzXYyKyVUS2VlRUuHNLtiQ+K4uGCidBYcJL1t7Swqm9e0mZPt3rvKzCcZ9RSYmc+Owz0/It3bIFCQkhdaZ9NZfBaMh1l2Csg3POmC0iccD7wFNKqRqn8B/RqZ6a7whTSuUqpSYD5wPPiUiUcepSpdRMOlVKT4rIWXMVVWeNulWrSqnXlFI5Sqmc5ORkd5LakvjMTJqcZv6Y8ZJV7t9PR2urvQWFcZ8xaWmUbN5Mc7U5C+/Ktm5l6KRJRMTFmZKfFQRjb9pdgrEOzqkRhYiE0ykk5iulPnAKfxi4EbhPuXiySqn9QB0wxfhdbPwvBz4ELjCiljlUSsZ/R3e6GMhyyjLTCAtqHFNkHZjxkpXv2AFAsp0FhXGfsWlpqPZ2Ctes8T5PpToN2Tk5/Ue2CYHeqHhKMN93oAu+gcx6EuB1YL9S6gWn8OuAZ4B5SqkGp/BRDuO1iIwAJgIFIhIrIvFGeCxwDZ2Gb4DFwEPG8UPAIqfwB43ZT7OBaicVVdASn5nZtYmPWVTs2EFYTIwtdrPrj6jEoYTFxHDchfrpyx/9iOX/9E80VVUNKK/awkIaysttbZ+A4G4kPSFY6iPQBYSDsP6jcAnwALBbRHYYYT8EXgIigZWGz6BNSqnHgUuBZ0WkFegA/lkpdUpERgMfGnHDgHeUUsuM/H4LLBCRR4HjwJ1G+BLgBiAfaAC+6c3NBgrxWVndPhMzXray7dtJPu88QkJDvc7LKrruMySEzDlzzhIUNYWF5P761wBUHT3KnatW9euvKhAM2RCcahd3CcY6CBbVU7+CQim1Dtf92yW9xH8bSbfT4gAADppJREFUeNtF+FFgWi9pKoGzfEoY6qwn+ytjsBGXkdGtxr19yZRSVOzYwcR77vGyZNbi/FGNuPpq1vzrv1JbVNTl1mT366+DCBf827+x+be/5dD77zOhnx36SrdsISQ8nORpLl892xCMhlx3CcY6OOeM2RrfER4dTcTgQV2/vX3Jao4fp7m62taGbOj+UTn2tHbsndHR1sbu//1fRl5zDZf+8pckjBnDjj/9qd88S7dsIfm88wjzwe553hCMvWl3CcY6CJYRhRYUNiUmJbXr2NuXzGHItr2gcLrPpClTiB8+nCMffwzAsaVLqSsuZtq3v01IaCiTH3qIwtWrqT5+vPf8Ojoo3brV9mqnngR6o+IpwXzfgS74tKCwKdEp5k3zLcnNJSQ8nKSpU03L00oUChFh3M03U7B8OU1nzrDztdeITU/vco8+6f77Adg/f36v+Zw5fJiWmpqAEBTB3Eh6QrDUR6ALCAdaUNgUZ0Hh7ctWuHo16RdcQHhMjLfFspSe+tzsBx+kvbmZj26+maOffMLURx4h1HBFnjBqFJmXX87u119H9bJ1qkNtZVfX4s4Eo9rFXYKxDrTqSWMp0U4LB715yVpqayndupWsK64woVTW0vOjSps1iwuefZaitWuJGzaMaU880S3+9CeeoProUY4tX+4yv/xFi0jMzmbI2LHWFtwEgtGQ6y7BWAfamK2xFLNGFEXr1qHa28m68kozimUprj6qOb/5DY8cPMhDu3YRn9Hde8u4W24hauhQ9r191iQ7Gk+fpmjtWsbedJO1hTaJYOxNu0sw1oEeUWgsJSY5xZR8ClevJiQ8nGEXXWRKfv5g6PjxLveRCI2IYMKdd5L/0Uc09PDxdWzJElR7e8AICo3GzmhBYVOikpO6jr3pjRR+8QXDZs+2vX0CPOt9zfze92hraiLvxRe7he99800GjRgREIZsCE61i7sEYx1o1ZPGUqKGDu069vQla66upmzbNjIDwD4Bnn1UiZMmMe7WW9n+8stdW6hWHTvG8c8+Y+qjj9rWpXpPglHt4i7BWAda9aSxFAn96tF4+pIVrVuH6uhgeADYJ8Dzj+qCZ56hubq6a6rsnr/+FQkJYfLDD5tdRMsIxt60uwRjHegRhcZSzOhdFa5eTWhEBOmzZ5tVLEvx9KNKO/98kqdNY/vLL9Pe0sKe//s/Rl53HYN6eOG1M8HYm3aXYKwDPaLQ2J7C1atJv+giwqOj/V0USxERLnzuOSr37eOtmTOpKy5m6qOP+rtYGk3QoAWFTfF2GF5XUkJZXh4jv/Y1M4tlKd70vibccQeZl19O5d69jLj66oCb7RSMahd3CcY6CBbV00DcjGv8gPOL1dJQ73Z6h4+kMQHUYHrzUUlICPP+8Q+KvvyS0TfcYGt36q4IRrWLuwRjHQSL6kkLCpvi/GI1Vla6nf7I4sUMHjWKpMmTzSyWpXj7UcUkJzP+1lvNLJLPCMbetLsEYx0Ey4hCq54CgMbT7gmKlvp6jn/2GWPmzet3Yx87Eegfk1mcq/UQzPcd6IJPCwqb4vzRuDuiOL5iBe3NzYydN8/sYvmEYG4weuNcvOe+CJb6CHQB4UALCpvi/ILVl5X1Gffkxo3d4hz+6CMiExLIuOwyy8pnBcGiz/WEYFS7uEsw1oFWPWksxfnFqi8t7TXeup/8hHcuvpjXx4/n0AcfUFtUxKF//IPxt9/e5ZI7UAiWj8oTgtGQ6y7BWAfB0vnRxmyb4vxi1ZWWuIxTtn07m37xC7KuvJKmykoW33YbACFhYcz83vd8Uk4zCZaPyhOCsTftLsFYB8HS+el3RCEiWSKyWkT2icheEfm+Ef68iBwQkV0i8qGIJBjhF4jIDuNvp4jc4pTXdSJyUETyReRZp/BRIpJrhL8nIhFGeKTxO984P9LsCggE6stcjyh2v/46oZGR3PTBB9y/dSuzf/Qjhl18Mfdv2UJygOxmp9Fo7M9AVE9twNNKqWxgNvCkiGQDK4EpSqnzgEPAc0b8PUCOUmo6cB3wZxEJE5FQ4H+A64Fs4B4jH4DfAX9QSo0FzgCOZbWPAmeM8D8Y8c4Juq2jqKun8fTpbufbmps58Pe/d+7JkJBAaHg4l/7yl9y7fr3t98bujWDpfXlCMKpd3CUY6yBYRsn9CgqlVIlSKs84rgX2AxlKqRVKqTYj2iYg04jT4BQeBV01dAGQr5Q6qpRqAd4FbpLO+ZtzgYVGvDeBm43jm4zfGOevkkCa7+kF3V4sgaojR7qdP/rppzSdPh1Qju/6I1g+Kk8IRrWLuwRjHQRL58ctY7ah+pkB5PY49Qiw1CnehSKyF9gNPG4Ijgyg0ClNkRGWCFQ5CRdHOM5pjPPVRvye5XpMRLaKyNaKHhvYBCrdeldAVX5+t/PHli4lcvBgRlx1lY9LZh3B8lF5QjD2pt0lGOsgWDo/AxYUIhIHvA88pZSqcQr/EZ3qqfmOMKVUrlJqMnA+8JyIRJlX5LNRSr2mlMpRSuUkO+01HcicNaLoIShOrFpF1hVXEBIWPPMRguWj8oRg7E27SzDWQbB0fgYkKEQknE4hMV8p9YFT+MPAjcB9ykVNKKX2A3XAFKAYcPb7nGmEVQIJIhLWIxznNMb5wUb8c4qoxEQq9+3r+l117BjVx44xPIhGExqNxr4MZNaTAK8D+5VSLziFXwc8A8xTSjU4hY9yNPoiMgKYCBQAW4BxxvkI4G5gsSFgVgO3G1k8BCwyjhcbvzHOf+5KIAUjzrc5eNQoyrZt6/p9YtUqAEZcfbXPy2UlwdL78oRgVLu4SzDWQbCMkgcyorgEeACY6zTt9QbgZSAeWGmEvWrEvxTYKSI7gA+Bf1ZKnTJsDN8BltNpEF+glNprpPk34Acikk+nDeJ1I/x1INEI/wHQNaU22HF+sQaNHsWZw4dpqqoCOgVFbHo6QydO9FfxLCFYPipPCEa1i7sEYx0ES+enXwW3Umod4Gqm0ZJe4r8NvN3LuSWu0imljtI5K6pneBNwR39lDEacX6yEsWNoo1NAjLv1Vk58/jkjr7kmoBz+DYRg+ag8IRh70+4SjHUQLJ2f4LGEBhnOL1bC+PE0pKay/513SBgzhoby8qC0TwTLR+UJwdibdpdgrINg6fxoQREAhISGMvHuu9n5yiuEx8URGhHB6K9/3d/F0mg05wgS6JKuJzk5OWrr1q1up1uev5wfrPiBBSXyjOqmaoprOyd/DYsfRpyKpProMQAiEwYTl5HRV/KAZF9F58yu6LBoRg0Z5efS+JayujIqGzsn9I1KGEV0eHDvc+6KupY6TlSfACAlNoWkmCQ/l8h7jpw+QnN7MyESwsQk622Kj854lB9c5Fk7JiLblFI5rs7pEYXBoMhBZCdn9x/RhwyJGoIgnG46DQqq24bS2lDP/2/vfkKsKuMwjn8fmnRKQ/MvQw7qkCCDlEWUQy5MKUyilYskyIXgpoVBEEoQtGyTFUQUFG2iQioSN2bqWtP8n5kjY5RYY+FMC0G0fi3O7w43sRPNzJ3jnPt84HDP+54z8j7Xd+5vznv/zVq6tFbvn2hYNm8ZC2csZGBooOqhTLjeub10Te9i+OowV65d+e8fqKk1i9fQ2dHJpSv1eONs79xeemb2MDA0MCHLafOnzW/Jv1u/R5tR6uvuY0f3jqqHYWZ2y/H3UZiZWSkXCjMzK+VCYWZmpVwozMyslAuFmZmVcqEwM7NSLhRmZlbKhcLMzErV7iM8JF0Cfhzlj88BfhvH4UwGztwenLk9jCXzwoi46VeE1q5QjIWkQ//2WSd15cztwZnbQ6sye+nJzMxKuVCYmVkpF4p/eq/qAVTAmduDM7eHlmT2cxRmZlbKVxRmZlbKhcLMzEq5UCRJayWdkdQvaWvV4xkvkj6QNCjpZFPfLEl7JJ3N27uzX5LeyvvguKQHqxv56EnqlrRf0neSTknakv21zS2pU9JBSccy86vZv1jSgcz2qaQp2T812/15fFGV4x8tSbdJOiJpV7ZrnRdA0nlJJyQdlXQo+1o6t10oKCYb8DbwJNALbJB0a30v6uh9CKy9oW8rsDcilgB7sw1F/iW5bQbemaAxjrfrwIsR0QusAJ7P/886574KrI6I+4HlwFpJK4DXgO0RcS9wGdiU528CLmf/9jxvMtoCnG5q1z1vw2MRsbzpPROtndsR0fYb0AfsbmpvA7ZVPa5xzLcIONnUPgN05X4XcCb33wU23Oy8ybwBXwKPt0tu4E7gW+ARinfpdmT/yDwHdgN9ud+R56nqsf/PnAvyQXE1sAtQnfM25T4PzLmhr6Vz21cUhXuAn5raP2dfXc2PiIu5/wvQ+Eb22t0PucTwAHCAmufOZZijwCCwBzgHDEXE9TylOddI5jw+DMye2BGP2RvAS8Bf2Z5NvfM2BPCVpMOSNmdfS+d2x2hHavUQESGplq+RljQd+Ax4ISL+kDRyrI65I+JPYLmkmcAXwNKKh9Qykp4CBiPisKRVVY9ngq2MiAuS5gF7JH3ffLAVc9tXFIULQHdTe0H21dWvkroA8nYw+2tzP0i6naJIfBQRn2d37XMDRMQQsJ9i6WWmpMYfhM25RjLn8RnA7xM81LF4FHha0nngE4rlpzepb94REXEhbwcp/iB4mBbPbReKwjfAknzFxBTgGWBnxWNqpZ3AxtzfSLGG3+h/Ll8psQIYbrqcnTRUXDq8D5yOiNebDtU2t6S5eSWBpDsonpM5TVEw1udpN2Zu3BfrgX2Ri9iTQURsi4gFEbGI4vd1X0Q8S03zNkiaJumuxj7wBHCSVs/tqp+YuVU2YB3wA8W67stVj2ccc30MXASuUaxPbqJYm90LnAW+BmbluaJ49dc54ATwUNXjH2XmlRTruMeBo7mtq3Nu4D7gSGY+CbyS/T3AQaAf2AFMzf7ObPfn8Z6qM4wh+ypgVzvkzXzHcjvVeKxq9dz2R3iYmVkpLz2ZmVkpFwozMyvlQmFmZqVcKMzMrJQLhZmZlXKhMDOzUi4UZmZW6m+2Ph69DJX1hwAAAABJRU5ErkJggg==\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "R = 0.565\n", + "4300\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": [ + "[50, 154, 168, 261, 273, 347, 419, 489]\n", + "[50, 154, 261, 419, 489, 347, 273, 168]\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": [ + "65.0 bpm\n", + "[59, 163, 270, 356, 428]\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": [ + "R = 0.559\n", + "4400\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, 68, 161, 173, 247, 319, 389, 471]\n", + "[54, 471, 161, 319, 389, 247, 173, 68]\n" + ] + }, + { + "data": { + "image/png": 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AEMJJco7rT4H/BXxdSvlPhT6HlZkJ1zi1+xZkTD6Nk48FKvtKZla4xuptAmZV1yR3YUYDAdx+f7mWlZFMTr528WJcPh/jR4+WY1k5MZeTB6hftoyp3l7i0WjGE0GxMTtccwVwREp5wuTfa1nUA1W6Zov8QgrXJAxO3uGpsayDzBZjuMZp8Zj8zGaomRMtWLfsM5PICyGoXbSI6b6+ciwrJ+Zz8vVLl4KUZf1bzBb524Af6L6+SwixRwjxPSFEc7oHCCHuFELsFELsHBwcNHk5xSeRJlzjrKnBXVdHyAIbIUrFbCdv7cqObNA3+4Kkk7dyuGZmbaqT9xnutxaJDIlXSLr5ShB5LVybwcnXLV0KwFQZk8imibwQoga4Dvixcte3gdUkQzm9wD+ne5yU8l4p5XYp5fb29nazllMytNJBxcmrsUV/ezuBCjxp5ctska+xrIPMllgwiEsRSgCnxcM10UAA4XRqgun0JIXHqmvO5OSBynHyyud/TicPZa0UMtPJXw28KqXsB5BS9ksp41LKBHAfcIGJz2UZNDeiC9cA+NrbCS4gkde7Mki6yMjkpGUrO7IhGgjg1om8u9ba4ZpYIIC7tlb72uFLJl6tuub5RD5QASI/r5Pv6gKqR+RvRxeqEUIs1n3vRmCvic9lGbQ3WSmhVOOh/vZ2AgMDZVtXqdFeB0fykHLV1iLj8YqOy8eCQVy6hKXD4nXnaoJ1Ji9i7Zh8puoaSIp8cHg45URgRTQnn0Hkvc3NOFyusho+U0ReCFELvAv4ie7urwkh3hBC7AHeAfyFGc9lNeJzOPkFFa4Jh5M3tIEVSQdcyS2XjeEal9X7swcCqSclJfFq1TXP5+QBpvv7S7qmXJkxeenDNUIIfG1tBIeGSrmsFAouoQSQUk4DrYb7PmjG77Y6WlWJK/Wl9CvhGillyki8amVWnbwiNuGJCe0DW2nEAoHKislPTyulkskTq9PC1TWJeBwZj2tfz0q8qiLf10fDsmUlXVsuzOfkgbKLvL3jtUAyOXl/RwfxSGTBbIiaSbzO9DKHynfy+vpyp9+Xtse8VYganbyFE6/6UA3MdvJ+ReStHpefz8mDLfIVj+ZgnakvpepEKmX4QaHMcvK1ipM3zEitJGaFa/zJ21ZNZMYMm560OnkLrtcYa88YrrG4yGfr5AO2yFcuM04+NVzTsHw5ABMnFsa+MGOrYVUcK9nJG52xWnduRdGEOZx8mpbJ5cYo8rMSr52dgPVF3nbyC4CZEsrUl3KhibzRyavle5W86zejk7dg+APStC9QRlGGx8bKt6gMGEtujU7eWVODr7WVqd7eUi4rZzKN/9Pja28nNDxctjCfLfIFkq6fPEDdkiU4XC4mjh8vw6pKz6zqGn+VOHmdyKsnLqtWqxirayQSb0uLJUbQGYkbYvLGxCsk4/JWj8mr4Zq5nLy/rQ2ZSBAq08nWFvkCyRSTd7hc1C1duuCcPI7U5liVLPLpEq9QOU4+IRP4WlsJjYyUcVXpmc/JQ3K36LjFTVJWTr6tDaBsIRtb5AtEa1DmnP1SNq5YseBEXisXdTpxeb1lcy9mMKutgdV3kIZCuJT2wpAUTm9LiyVFfr7EKySHYQ+/+SaJWKxUy8qZRDSKcDhwOJ0Zf0YT+TLtm7FFvkAy1clDMi5vdSdiFolIJOWSVUpZ0a0dpJSzqlWcioBa1cnHQiFtjZD8Gywbrpkn8QrJOanxcJjRQ4dKtayciRuO+3TYTr7CiUciCIdDG9SgP1gbVqxg6swZy2/NNoN4JIKzpkb7+xMygb+jw/I7FjORiEaRiURqTN5v3Zi8TCRIRKO4vN6U98CqTj6bcE371q0ADO7ZU5I15UMiGp0zVAO2yFc8qrilO0gbli8HKZk8ebIMKyst8XA45WBPyAT+zk6Chv49gaGhimhapvbcSQnXeK0brokpiW+nIVyjxuSttoErm3BNy4YNCKfT0iKfi5MvV628LfIFkohGcdTUaNUB+hYGjStWAAujjDIeieCoqdH+fomktrMzxcnvf/hhvtXezo5/+IdyLTNrVCFPrZO3brgmHgoB4PJ4Ut4Db0sLMpGwXCnrrHBNmuoal8dDy/r1DL3xRqmWlTPZOHm334/L77edfKUyp5NXRH782LESr6r0qK+DihquCQwMaM591ze+AcCOr3yFMYuPdkvr5C1cQhlTRN7o5P0dHQBMW6zefL62BirtW7cysHt3KZaUF9k4eSjvhihb5AskYYhF62lYtgzhdC4IkU9EIjiV1raQzE34OztJRKOERkeJBoMMvPYaa2+8EYfLxXOf+UwZVzs/mpPXx+Qt3LpX3afgMiReG1euBKxnNLJJvEKywmayp8dyVyIqCYO5yYSvtbVsIm9KF8qFjBqmUJ2I/mB1uFw0LF9ueddqBukSr1r/kd5ewmNjJKJRNt1xBy6/n1PPPVfO5c6L6uRTdpA6BE6Px5oxeTVcY0i8Nq5aBVhf5DM5+bZNmwAYfvNNllx0UdHXlSvxaDQ7J9/aWrZxoLaTL5C5wjUAjStXVsTU+UJJF65RcxLjx49rl9yd551HxznnMHnqFNMWHqqSLlwjkbhra63p5NVwje5qSj3Rurxey4l8NtU1AK2qyO/bV/Q15UO2Tr6cVU5mzng9rgwJeV0IsVO5r0UI8ZQQ4pDyf9ph3pWMGpNLl3gFaFq1irEjR8qxtJISD4dnJV41F3n0KEN79+JpbKSuq4vOc84BYMjCVRNq3N24g9Ttt+Ywb31MXv8eCCFoWLnScsdgNolXSJokl8/HkEVFPq4UXsyHt7W1bPsVzHby75BSbpNSble+vht4Rkq5FnhG+bqqSMzj5OuXLSM4NKSVuFUrmRKv7tpaxo8eZXjvXto2b0YIoU2wt3KHwbROXkpcfmsODkkXk1ePyea1axk9eLAs68pE3PB5yPT5cTidNCxfzkRPTymWlTOJSCTjEG89PsXJl6OUtdjhmuuBh5TbDwE3FPn5So4xFm1EjUsHKnRTULYYL1vViViNypXM4Btv0LZ5M5CcmgXl2xySDekSrwmZSIZrLOzkjYlXgNYNGxg9dMhS7QGyTbxCchj21OnTxV5SXuTi5MtVymqmyEvgSSHELiHEncp9nVJKtXarD+g08fkswXwx+drFyXnmVithM5u4obpGc5Hr1nHi6acJj43Rqoi8p7ER4XRaWuQ1J58mXGNJJ58hJg/JTUWJaNRSIZtsE69gbZHP1sl7W1oAypJ8NVPkL5VSngtcDXxKCHGZ/psyeaqedboWQtwphNgphNg5WIF9ThKG6hojqshbvS92oaQL1wB0bNumCWb7li0ACIcDX2urpQedz5V4tWRMPsOOV0g6eYCRt94q/cIykG24BqC+q4vp3l7L7dqF7J28TxH5csTlTRN5KeVp5f8B4KfABUC/EGIxgPL/rHIKKeW9UsrtUsrt7cplfCWhhWsyJI7qFpCT1x/s6uvRsW2bdp9aKQHln5YzH9EMiVfLxuTThWuU90AbYGOh9hrZJl4B6pYuJRGLEbBgNVbWTr61FahgkRdC1Aoh6tXbwLuBvcDjwB3Kj90BPGbG81kJY7jGGFv0d3SAENXv5JXeNfoabYBFF1yAu7aW9e97H36lhwckp+VYWeQ1J2+IcVdCTN74Hvjb23G43ZYKeRi7ls7n5MGa85KzdfKepiYAImWYeWzWZqhO4KdK6ZYLeFhK+SshxCvAj4QQfwKcAN5r0vNZBuNmKCMOl4vaRYuYOnWKiZMnOfnb37Lpgx8s8SqLjzHxqr4etR0d3DU6Osvt+NraGNm/v6RrzIVYMIjT40l2GFWo1Ji8cDioXbzYUiI/E95LtjeYS+TL3cVxLrJ18p7GRqA8g+1NEXkp5VHg7DT3DwNXmPEcVsXY1sBYJw/JRmXjx4/z6FVXMfzmm6x417u0qptqQU28ajXauiuadB+Ccm7zzgZjL3lIClFNQwOR8XGtesgq6GPy6d6DuiVLrCXyWtfS5AlzruoaLdRhwePFGKbMhCry5RiiY+94LZD5qmtA2fV67BjDb74JQP9rr5VqeSUjU+I1E56mprK4mmwxToWCZNzY195OLBSynJvXd6FU0b8HdV1dlgp3ZKrGSoevjPHs+UhEo1k5eXdtLcLpLEu4xhb5AlFbjc6VOGpcuTJloPfAq6+WYGWlJVPiNROehgbi4bBlN4kZh3iDssFLKQ6wWmVQLBTC4XLh0E0o078HdUuWWE7ksz1evM3JjfJWFPlsnbwQAk9jY1mMjS3yBTJXgzIVtROgiuroq4lMiddM1CiXr1Yd9B0LBlNq5EHprKlu5LKgyKvOON174G1pITIxQSIeL8v6jKQbMpMJh8uFt7m5bA2+5iKbfvIqnqYmwna4pvLIJlzTfcVMWqJz+3ZLOpJCSMTjyHg8t3BNGRNR2aCGa/QnbX1/dqs5+Xg4nFIJBKnvgaehAYDo1FRJ15WJXMN75ez9MhfZ9pMHbCdfqWSbeL3lySe58fHH8bW1WXLmZiGoAyCc+gZl84z4U0XHsiIfCOCurU0JIyRkAp9FnXxcN8Q73XtQY7HXO938gbkoZ6veucjJydsiX3lIKectoVRZ8a53sfraa7VGRdWEurEl20Qa6MI1FhEdI1Glukb/d0ikpWPyczp59crJIuGxXMI1YE0nn4jHkYlE9k7eDtdUHmrDp/kSr3qseLAWiiryOSVeLSY6RtTEqzFc466rw+X3W25urz4mr6J/D1Qnb5WTqjFcM9/xYsWSW/0VbDbYTr4C0RxsFk5exdvSkpySZJEEmBkkdK+Ddt98MXmLhQ+MxAIBXEYnr9TGL73sMo7/+tdlXN1s5o3JW+ykmksJJSgibzFzpJkbOyZfvSTyEHm1UVE5LtuKhbYRJweRr8RwjXp7zXXXMXb4MM/91V+Va3mz0MfkVfRrt6KTd+QYrolOTc3qeVNO4mnMzVx4mprKUuFki3wB6MMU8yWOVLSWo1UUl0/n5LNOvFrEWRpRnbwx8Qqw5aMfpevSS9n9ne9Ypkd7upi8/j2wnJM3xOSzSbyCtWrl1XBNLk4eIDI5WbQ1pcMW+QJIF66Z72AtZze6YpHuZDefM3PW1OD0eCxZJy+lzJh4hWSbhnPuuovIxAT9FtnYNl+dvNXCY5l6HWVC619joc9Nzk6+TGXDtsgXQEIXk8s6Jq90o6umcI16sGfaUp8Jyw7FDodByozhGoClb3sbAL07dpR8femYLybvrqsDISxzUs0nJg/lGbqRiZwTr2X67NsiXwBaLNrjyTjI20iNxTcB5UNC7+SV1yGbaiOrirw2+s/vT7ky09+uXbwYd22tZaYtpa2T170HQgg8DQ2WOe5mhWvmOV6s2KQsn8Qr2E6+otCGJ3s8WTt5q102m0G6sFUlO/mYbmBIJicvhKBp9WrLiPx8dfKQNBhWcvK5JF6tHJPP1smXq9jAFvkCiOudvOLy5k04WrxnSz7EddU12b4OYF2RT3HyaRKvKk2rVzN2+HBJ15aJeDg8u07e8B54Ghosc9zFI5GU8F62uSwrhWtydfJqqLbU7YZtkS8Avchn62DddXUIh6MqnbwjVydfV2dJkVenQmVKvKo0rl7N+LFjlpg9qnfymZLf5arTTkciRyfv9vlw+XxV4eQrLlwjhFgmhPiNEOJNIcQ+IcT/p9z/eSHEaSHE68q/9xS+XGsR003jyVbchBDUWCg2agb6xGs1hWuMm6HSOfl4OMykBYZxzFcnD8laeSuUUEopieXY1gCstyEq35h8JYZrYsBfSik3AhcBnxJCbFS+93Up5Tbl3xMmPJeliKdJvGaTcLSSozKDak28uudIvAI0r1kDUPa4vEwkkuGPORKvgDbVqtzIeBykzCnxCsmQjZXCNen2h8yFy+PB5fVWXrhGStkrpXxVuT0J7Ae6Cv29lYCWePV6c3KwVvmwmUW1Jl7nc/KNq1cDMF5mkU/XIA4yhGss4OTzaWgHyVp5Kzp54+s+FzWNjRXp5DWEECuAcwC1ePguIcQeIcT3hBDNGR5zpxBipxBi56DFOvvNRz6JV6g+J19Q4tUi/c31pDj5ORKvDcuW4XC5GC1z8lUNGxpj8sb3wCrmIp6mDUY2x4vVmpTluhkKyvPZN03khRB1wKPAn0mWtSAAACAASURBVEspJ4BvA6uBbUAv8M/pHielvFdKuV1Kub1daeNaKeSTeIXkG22VKgczyDvxalEnH83g5I0hBYfLRdPatQzv21fS9RlR57uqMflM74GnsZFYKFT2/i/pupZmc7xYNVyTzfg/lXK0GzZF5IUQbpIC/30p5U8ApJT9Usq4lDIB3AdcYMZzWYlYASJfVU6+gHBNPBKxTP8XFS1c4/PNGa4B6Dz3XPp37SrZ2tJhdPIZRd4i/YLy3SHta20lNDpqiWomWEBOXiSzPA8A+6WU/6K7f7Hux24E9hb6XFZDvxkql4RjTbWKfI6vg7u2FsBybj7bxCtA53nnMXXmDFO9vSVbnxH9FSWQ8T2wylzddA44m+PF19qKTCRKnrjMxIIReeAS4IPA5YZyya8JId4QQuwB3gH8hQnPZSnyDtcoJZTZdq60OvoYa65OHmaLvEwkOPDIIwy/9ZbJK82OXJz80ssuA+Dgo4+WZnFpyNnJl9lg5NOaGmY6uIZHR4uzsBxJF3aaj3KEa1yF/gIp5QtAuoYtVVcyaSRfcfM0NpKIRomFQrh9vqKusRTEAgGcHg8OpzO3KqO6OmC2yJ964QV+duutAPxlIjFvPyCziab5eyD937TovPNYfNFFvP7Nb3LuXXeVcpkaucTkwTpOPtfqGm9zsnYjODJCk1LZVE5yLaGEynXyC5Z4OIzD7UY4HDlVlVjlstks1FF5kLmyIx2ZnLy+7nzy1Cmzlpk1MaXNMKSGETKFFDZ+4AOMvPUWIwcOlGR9RnKproHyO/l0m4iyOV6s5uTTXZHMh6epiVgwWNLkty3yBRDT9QvJ1clD+T9sZqEXRTPCNfr5qf07d5q1zKyJKgNDgHmdPMDqa68F4PiTTxZ/cWkwxuSzcfKDe/eWLY+grlfUzAQScgnXWGXgTr5OHkr72bdFvgDioZBWIZDrjleoHpHXi6IZideJEyfwtbYiHA4GXn/d5NXOT4qTl5nr5FXqlXr56b6+kqzPyCwnnynxqnPyD23ZwneWLCnhKmfQXKzeyWez41UXrrEC8UgEhEA4nVk/xhb5CiOep5O32rzNQjHdyR8/TstZZ1HX1ZXi6ktFJiefKaQghMDb0lK2Gu5YjjF5/a7RcoTDZqqxcku8ehSRt0q4Jq5Mt8olZ6QNDrFFvjLIV+Sr2cmbIfKTp05Rv2wZDd3dZRH5dCct420j3paWsm25j2dZXeP0eHC43Qy/+aZ238Brr5VolTOo4RrcuYVrXB4PLr/fMk4+YZhulQ3aZ7+EFTYFV9csZGLhsOaecm1rAOXflGIW6cIbuYRrIobWBqGREXxtbQiHgzMvvWTyaucnXfjJeNtIOTskzqqTz3AsqtOhht54Q7uvnE7eUZNb4hXA19JiOSefC3a4psKIh8NaTD4fJ18t4RoznXwiHic0Ooq3pYX67m4mT54s+Q7HWDCYu5OfZ8t9aGyMY7/+tXmL1JEpJp9uvTWNjSlOvhwiryYshU7ks56R3NJimcRrXiJvh2sqC324JqcdrxYpZTOLdCWH+ZZQhsfHQUq8LS00LF9OIhoteRVITO/ks0i8wvxO/uGLLuLRq64qitvXx+RTduimORbVDVGQ7OpYTicvdOGabD43kIzLW0nkc9kIBeUJ19giXwD5xuQdTifu2tqqEfl8nbzD5cJZU5Mi8uoH2NvSQn1XsmP11JkzZi95TqIZYvJznbjmcvLBkRGthn704EETV5ok06zhTE4eoH7pUprXrmWqHCKvrFdfJ5+tk/e1tBCySLgmkYeTL4fBs0W+AGLBoLYJKBdxg+pqUpZvdQ3MHgGoiryvtZU6VeRLPHkpptvclW24xtfaSiwU0vre6OndsUO7XYy2xPFQCOF04nC55l1vnVI22bR2LXVLl5bVyeeaeIXKD9c4nE5q6utLGqq1Rb4AonmGKUAZHlAliddoMDgrvJHt5bex3bAazvC2tGiCVGonH5mcxK20XMg28aqVxaZ5T3t1yePRQ4fMWqZGynxX/XrTHItdl14KJK+iajs7CQwMmL6e+Sgk8Wq1cE2uIg9Jg1fKJmt2dU0BxNKEKSQSKeW8tbPV4uSllIU5eYPI68M1/o4OhNNZUicfj0SIRyLU1NcD2Tv5TH14APp37aJt82ai09NFmSKlF/n51rvkoosAqOvqwtfeTnhsLG+xyhdtx6srdyfva2lJXjEFg2Xv+xQPh3OOyUPpp0PZTr4AooGAljyca7hEOqpF5LXKjjzDVnOJvHA4qFu8uKROXi3nzFXkM5WDAgzv30/rpk3JUEMeDi4WDmt9UtIR15XypqyX9P3vr/3Rj7j8X/8Vf0cHQMmnLWnhGueM/OQSrgFrbIjK9+TobWqyY/KVQqbt71k1KbPIKLZCiel6r0PuYauMIq/sbqzr6iqpk49MTgIzzjzb9zXTxq5YKMT4sWO0nHUWNfX1RJXfnwsPbtrEd5cty/j9eCg0q0Z+rvWuv/VWPI2N+JVJbKUO2WibiHQXu7lU14A1Whvkk3iF0s+TsEW+AHJtZKWnWpy8Koruurqsyw31pIvJe5qacCj9QOqWLJnXyQ/t28dbP/xhrktPi/b35OrkM4RrRg8eBClp3bCBmoaGvDbAjR05QnCO+ce5hGv0qE4+UOLZyqoDzvUzA8lwDVijSVk8jx2voHz2q6mEUghxlRDigBDisBDi7mI/X6mIR6MkotGcWtLq8TQ2VsWOV7WczdvcnPNrAOmdvHpJDtk5+Qe3bOHnt99OPBrNZelpiRrCNdn+TZqTN4Rr1NLJ5nXrklUVOb7n+pa0mUI9GROv87wHvjI5+Xg4nDL0HXLY8apbc2BwkN98+tMlT8yr5J14raZwjRDCCXwTuBrYCNwuhNhYzOcsFdr0oAKcfCwQMEWYyonqSDzNzXk5M3dtbYowzhL5JUsIj42lLU3UUARi/OjRXJaeFi1cY1LiVe2N37xmTTJEl2O4Zvz4ce12psqcjDH5LJ38XFcJxUAtPc7neKldnJwqOt3byy/vuINdX/86L3/ta0VZ53wk8tgMBTNX8aWaDFfs6poLgMNSyqMAQogfAtcDb875qBzpn+rnh3vNuVzPlvDEBP9zIQzIF/mflxwcGp75AN6z4x5qnHO/+Sc9r3HoQuD5f8Ttry3yaovHwKHd7L0QQsNP4N/xqnb/4ZHDfOOlb8z7+ANthxlYM0xI+dmd9W/i6vAxonzdW7eP/RdC9Nl/wN/WPuvxUiZ4/sLk7bHffY320a2F/T3HlL9n4HHqX9rF4ZGZuvbne57H40x/eR6eGE8eDwOP0/XSzKaot/r+m6F31vHtfd/jSPNBTq4fJZbF66Iy9Oab7FH+vpGX76Ezft6sn9nVdhjR6WTwpW8QiM6cDPcP7p/zPZBS8sLFgp7hX/DCSzMBcpmIE5mexlPfkPGxhbDPu5vJbSH6Xr1fu2/PwJ6sjpfkmh309D/GqcALxC+El/bez54XlyNEaaPPL64epLH9CEdzeD8BTtTu5ci5UXjhn3C6kzqRiMc5q2MDV6+92vR1imKeTYQQtwBXSSk/qnz9QeBCKeVdup+5E7gToLu7+7wTeXQdfPnUy1z4wIXmLNrGxoBDOLJ2mja5IRBZh/aqncumVvDcPx7L67FCiF1Syu3pvlf2Onkp5b3AvQDbt2/P691edCLMF74C1/34Ryy/4p2mri8TQ2++yQ8uvZSrH3qQNddeB0CDp4Hp6DTxRHzexx/5+c954kMf4n2//S0dW5PuMxGLERwdoba9o6hrN5PXvvVNXvjbv+PO48fxNDTgdDipddcyEc4u9rzja1/j5a98hU8NDuJwOrlv9SrW3nwzf/i1fwRg5NBBvn/hRbzru9/lLGXuq54zO17i0avfA8Dmj3yEd/zTPxX09+y+7z5+91d/xUcOHqBWuXLwuDw4hTPFJRtJxGJ8s6ODC+6+mws/+1nt/n/fvJmut13Ku7/9HXbfey+/u/tu/uTQIfytrVmt5/XvfJvn//pvALjwc5/jgs98ZtbPfP/ii2lZv56rH3wQAJfDhd/tz+o9ePjSS2lY3s0fff9hACZ6enho2zYArvl//49V73lPVuvMhcduvZXwyAjvfeYZXA4XPrePyXD2Yaz/uuJyBl5LDpO58b//m8duuZltn/gkl3zhC6avdS7uX7eW1dddn/Mxd+DRR3jyY3fy/h0v0bJ2HfFIhO92L+Pcj99QlHUWW+RPA/rar6XKfaZS29KGPwSeyRjNvmazf31aQjEX/hC01nekPGeDJ7tL3I7WLvwh8IfQHv/LD3+YfQ89xF0jI1oJodWpGQvjDws625chHDOXy9m+D611yfeuLlFDjb8OR9847c1LtMfXrd2KPwT0DKT9naMBmfw+4BqYKPj99wUS+EPQ2bZs1mYbj2vuSop66cE3HdfWEA0GSRw9w7I7NtHsa6atsRN/CGqjTpqyXKdnIoo/lBwx55mIpP37asbDNHmbZn0vm9eivXkxsb5x7WcH9/1Gez2Hf/0c5938/qzWmQu+6Thed33K+nJ53zrbljEVeh2Hy8WGP7yKQ2+/ilMP/4TGL39dq8oqBd7JGE2GvyMbOlqSn31fQNLsa2bw0B48E1FWbLugKOssdhDrFWCtEGKlEKIGuA143OwnUQWxlI2Loob68FypMfSVDo6MsO+hhwBMKwdUmTpzpmgJ3vDYGN6mphSBzwV9fXlobAykxKdzuW6fj7olS1KGe6c8v/L6+draTCkFjExOIpxOrVolF4yVQuPHkpfeTatXA3O3PshEeGwMd10d3paWjBUZsQJ2f/rb21OqawZ370Y4HKy46iqOPvFEUZKDsWAwr9dXpWnNGgDqu7txeTxsuuMOpk6fpufZZ81aYlaoVUK5Ymw3rI647FCuoMymqCIvpYwBdwG/BvYDP5JS7jP7ebQXrYS1p1FDdU2ueAzd6Pp37dK+d/K3vy1scTp6X3mF73R1sevrXzftd+oJjY5qr38+6EVenZFa29mZ8jONq1ZlrJxRX7/mtWtNqRKJTE5SU1+f00g3FWOztXFdZQ3MVOzkUmETHh/H09g4574KfUO1XPF3dKScHAd376Z57VrW33orU6dPpxyXZhELhbRqoHxYc/31wEwl0+prr8XT1KSZpFJRSO8amNGrsSNHQAia1641dX0qRU9HSymfkFKuk1KullJ+qRjP4fJ6cXm9JXXy2k7P2vwqY4xOfnDPHgA6zjlHc4Bm8Oq//iuQ2iTLTEKjowWFllJEXukbr5bJqTStXj2vk29as8Y0J6+WQ+aKu7Y2pa2B2nGyUXHynnycvCLyc/U7iekaxOWKr72dyMSE1jZhYPdu2s8+m7U33YTL52P3d76T1++dC3331nzouvRS1t58M1crou7yell7440c/cUvSMTnz4eZQSIeRyYSeZVQqleqajO+6b4+/B0dOFzFiZ5XzY5XT3NzSftZqB/mfMM1xulQg7t3U7dkCYvOP99UkZ88eRIo3jbw0PAw3iyTiOlI6+QXLUr5mZb165k6fTqtk42MjyOcThqWLyc0PFzwFKno1JS22zVXjOGayVOncPn92ofaXQQnH49GScRieYtmvdIuYezIEcLj40wcP0772WfjbWpi7U03cfjxx00P2eg3b+WDw+nk+kceYeWVV2r3rbjySsJjY/S98ooZS5yXmWHkue949bW1ATP7E6b7+mYd82ZSNSLvbW4uqZNXxVkV61xxeTw4PR5t1+vowYO0bNhA48qVBIeG0ja6ygd1qlIxuh9C0o2oB20+ZOPk25Tqo0HdbFKV8Pg43qYm/O3tyESi4JOZGq7Jh5q6OmL6Fg1DQ/jb27XQT75OvmYOkY8Fg0D+ZqPrkksAOP3889rr23722QAsufhigoODpvecj4dCBTn5dCz7wz8EinfFakQdYZhPuMbhcuFtadFyIbbIZ0mpRV79wNU05L9hxKO7BJ/o6aFh+XIaV60CMMXNSym1Ld+Tp09rHSPNJDg0ZI7IT00x1duLy++fJbIdiuioIS09qghqfVgK3KJfiMgbwzXG1yafmHxkHieviny+otm0ejW1ixbR8+yzmgvuPOccABZtT5Zd9+/cmdfvzkShidd0+Ds6cPl8TChXrsUmXoDIg5ILsUU+N0odrgmPj+OuqyuoZKumoYHw+DjxSITpvj4aurtp6O4GZsIshRCZnCQWCNC6cSNIafqs1EQsRnhsLKUaJlfU+HdkaoqAcrAbk55q7/Mz//M/sx6vhjNU9x9QQj75UpDIGxKvRpFXm5jl0rNIH5NPJ/JaAUCeIi+EYM2NN3L4scc4/NhjNK5cqQ1radu6FYRgYPfuvH53JgpNvKZDCEH9smWmfG6yoWCRb28nMDiIlFI77otF1Yi8t6mp5E4+31CNinr1MXn6NEhJ/bJlM9OQTGivq4Y/1MvvoMmNqNTQSCFOXm04FRwcZKq3lzpDqAYUIbruOo787GezrkZUp2vWFKlCE6+zRF53AlRn+2YbrpFSpsTk0/U60px8nuEagG0f/zjxcJhTzz2nhW8gWb7auGKFqXNpE/E4iWjU9HANUBaRzyfxCuBTnHxoZIR4JGKLfDbk0/ypEMwQeX9nJ4H+fiZ7egBo6O5OOlIhksKfA1NnzvBPQnDk5z+fuc8g8mZ3G1SHTRQi8p7GRpw1NUz39zPd24s/w8F+1m23EZmcZP8PfpByv9HJFyryBSde5wjXQG7HaTQQIB4O421tnUnUG04QWky+ANFs37pVOxlt/pM/Sfle87p1jCqdNM1AGzJjspMHReSVz1KxKSQmD8lwTXBgQGtA17B8uVlLm0XViLzL79cO+FIQHhsrWORrFy1iuq+PCeXArF+2DKfbjb+jI2cnf0ZJOD2n21KvinDb5s0ATPf3F7ReIyGlBKyQcI0QIhmf7O9nuq8vrZMH6L7iCtq3bmXPd7+bcr8ak6+pq6OmocEcJ19A4jU6PY2Ukng0SmRiYrbI59BuWBtq3tIyU1ttCNnECgzXqNzy1FNc+cADdCsJTJWW9esZOXjQtAqbuGGSmJnUL1vGVG8viVjM9N9tpNBwTe2iRQSHhxl56y0AGleuNG1tRqpH5H0+YsFgydp3quJSCLWLFhEYGGBCOZur5Wz1eUxDUtvQTugStqrIt27YABTPyRdSQgnJK5qJEycIj43NqqxREUKw7B3vYPCNN1LKJPVXVIWOCoxHo8TD4YISr4lYjHgkMnMCLMDJa1OydE5+lsibEK6BZLJ1y0c+Muv+5vXriU5NaaG/QtHWWwQnX9vZCVKWZGqUOqc2X5FXRV3d+GiLfBaoJWTFqCBJR8SEcE3tokXIRIL+V1/F19am/Q11XV05l60Nv5ns3hwLhbTEnirC9UuXUlNfb7rIq7/PuEM1V/ydnVrlzFyxydaNG4kFAloFhZSSyMTEjMh3dTFVQLmfsZd8rujLQQMZQlk5OXnlROGdw8kXmnidj5Z164CZ4SeFon4+zU68gm6TUQlm1hYak1dFvefZZ/E2NxesJXNRNSKvHuSlCtmYEZNXXWvfyy9rLh6SuzfHDh/OaWPPmG6ghLYBamiImvp6nDU1KSVbZqH+vkJi8pA8SaiuNZOTh5krkpH9+4Fk/FwmEtr70LhqVcadsdlgnAqVK/oRgFq+wnCV48nByWuJ7dZW7arRuOu10Dr5+Whevx7AtORrMZ28tsmohCJfqJMfP3qUpiK1M1CpGpHXnPxcE4RMxBSRV1zr1JkzWukkJOOgsWAwJzcfHBrSThRqjF+f+CuWyHubm/M+0FXqurq02/rXwUjLWWcBM64ybNiQ1rRmDYGBgbzHKqqPcxdQXQPJk0WmpLS+bPbVf/u3OcfAZeXk1Z3XebbXmI/6ri5cPp95Tr7AdiBzob7W6utWTApNvOpzT92XX27KmjJRNSJfSievVT3oxtTlQ7NyKQzJjnoqmpgpSZlsCI2OalU0kyUS+en+fvwFhmpgZrcizLj1dPja2nD5fNqVirYhTRFAtcHT2OHD6X/BPKgNo/LtxZPSUTNDTF4dTP6bv/gLnv2zP2Pvv/97xt+nxeTnEHm1bNhTpNbUwuGged0600ReaweS54l0Lsri5PNoawDJ13XtjTcCsOqaa0xbVzqqR+RVJ18CkQ/pLqMLwa8TgKWXXabdVkV+aN++rC7tpZSERkdp27QJ4XSW1MmrO00LoevSS4HkFcxcLYuFEDR0d2t/n9HJq90eM81CnQ9tXm2eXTVr0oRrjEnpxlWrSESjvP6tbwEwrISe0hEYGsLl8+H2+TKKfHhsDIfLVbRwDShllCaFa7SQWBFE3luGmHwhV7HX/uhH3LFnD0uV479YVI/IK05+zoHPJqF2jyu0qgSSNcoAK6+6SruvtrOTptWreenv/57/29DA0V/+cs7fEZmcRMbj+Nrbk0lbxekGBga0zUb+jg6Cg4MFN/DSY5bIuzwe7ti9m/f97nfz/qy+FnqWyK9bh3A6Gdq7N+1jo8Egv/7oRzn1/PNpv685+TxFXnWnkclJLR/iMji9JqVthUr/q69iJBoI8Ngtt7DrX/5F6zHurKnB5fXOdvJjY3iam/NqjZwtLevXM37smCZsRqSUnHr++ayOLXWzWDGcvNvnw+X3a0nvYpIoMPEKyR427Vu2mLWkzM9T9GcoEe5SOnldrLRQbvn1r3n/jh2znM3yd79bu2LYc++9c69HvaxvbtacbiwcZvLUKS3B4+/sNKWBl55Af78pIg/Jk11tFr+rXu/kVeetiLzL66XlrLMYeO21tI89/cILvPHAA/zwssvStqQNFejk9RuWgkNDaU2AvlRu1TXXMLRnz6xdrG/cfz+HHn0UgA0f+IB2f01j46yZCeHR0bxPStnSsn49Mh5n7OjRtI3zDvz4x/zwsst49Z57kFIy0dOTsZQ5UuQcgq+tLe1cgUQ8bmp5tRlOvlQUJPJCiH8UQrwlhNgjhPipEKJJuX+FECIohHhd+Wd+U2oDJXXyJoVrIJl8XXzB7LFf2z/9aS0hc/qFF+b8HfrYbUN3N5M9PUycOAFSas7RrAZeKvFolNDIiCkx+Vxo6O5muq+PeCQyy8lDst5bnbRjpHfHDu12upCO2vsob5FXHhcaGyOQoXGbmntZfNFFbHj/+4lHIlr5q8qZl16irquLP37xRbZ9/OMzj01TWhsaGytoaEs2tG7cCMCvPvxhvtnaSr/hJHrgv/4LgFe/8Q1+cs013Lt8OYcfeyzt7ypmuAaSV8EBw6Y/KSUPbt7MT0yMfS8YkQeeAjZLKbcCB4HP6b53REq5Tfn38fQPN49SJl7NdPKZaF6zhvc+8wyXfulLBIeG5jx5qck3b3Mz9d3dTJ46pYlYY5FEXo17muXks6W+uxukZPL06bTvQ/u2bUydPp12gIhe5AfTNN0KjY3hrq3F6XbntTb9xJ9QhhbMTrebT/T3c/sLL9B53nkAs8JHfa+8wuILLmDJRRel5CgaVq7UNs6phEsg8h3btlG/bBm9O3YQj0R46e//PnW9L7+Mt6WF8WPHOKaEFk889VTa31VsJ1+7ePGsRnyn/+d/GHnrLW1tZlBonXwpKUjkpZRPKiP+AF4iOai7LJSyhNKsxGs2qGWRc5VTGp18IhrVOjaqTl4tTRyZI9GXC6pbKrXIa106e3oIDg3hrqtLqblWY9jpRHx43z7W3nQTDpcr7fcLFUx1Qll4bCzZSz7D/oHajg4cTifNa9bg7+jg2T/7M+3qIxoIMHb4MB1Ku189jStWMHH8eErYIVzg+MVsEA4HF/zVX9F9+eWsu+UWzvz+99r3ZCLBdF8fW++8k6sfeohrHn6Y5e98Z8arz+j0NC6vt2hTkOoWL561O3dAl/cwKydV6I7XUmJmTP4jgP5UuVII8ZoQ4jkhxNtMfJ60lNLJB4eHcfn9RdnQYUQT+Tm66+mdvNqnZseXv0zjqlVaLX7jqlX42tp4+pOf5KAS7y0E9Yqg5E5etxdAHcqhRy0jNYZsosEg48eP0751K01r12rlqU/eeSc7vvxlwBzB9DQ1aSI/3yYx4XDw3mefxdvSwvN/8zfATOdQ/eY4lYYVK4iFQilXY6GxsYLGL2bLOZ/6FO995hm6LrmE6b4+bYpXcGSERCxG3eLFbPrQh9hw++0svugihvbuTbv7PDo1VTQXD0knHxwaSslz6HvMZ9u/af/DD3Pov/874/erKlwjhHhaCLE3zb/rdT/zN0AM+L5yVy/QLaU8B/g08LAQIu10DSHEnUKInUKInYMFzOjMpoRy9733cuLpp/N+DpXg8DC+IoZq9DRkI/I6J9916aVaR7vLvvIV7XJfCMFZt98OwOO33KIlL/PFrJYGuaKd9Hp60sa9/W1t1C5ezNC+1HnxY4cPg5S0nHUWLevWMXLwINN9fey57z6e/+u/Zvz48aRgmiDygYEBIpOTWVVftW3axOprr9WuLKYyTMeCmX0Aex98kNe++U1+/4UvEBgYKLqT19OuXCmpJ1FV7PXdQ1s3bkQmEmnzHpGpqaJU1qhocwV0Yq7/7GTTinho3z5+8f7389iNN2acwVBJTn7eayYp5Tvn+r4Q4sPAHwFXSOU6UkoZBsLK7V1CiCPAOmDWiBkp5b3AvQDbt2/PO/09X+J1uq+Pp/70TwH4RG9vQf2bQyMjppRPZkPd0mQEbD4n7/R4cPl8CCG49amnCI2Nsfj881N+7rKvfpWll13Gz269leE335xzd+l8lMvJu30+fO3tTJw4QXBwMO3z1y9dmnLJPnbkCL+7+24gWSnSvG4dx371q5Tk4MFHHmG6r49WZY9CvniamrTWCtm2e2hYsYKpM2e04TGQvofP8iuuYN0tt/C88reoLL7wwoLWnAvq6zN6+DArmbny0O/gVDe0De/fP6tEMDo9XVyRV3eR9/ZSr/vsqLMbJnp60hY66NG36+7dsYO1N9ww62diwSAOt7toYSczKbS65irgs8B1UsqA7v52IYRTdE4P6wAAF0BJREFUub0KWAscLeS55sNZU4NwODLG5Htfflm7XUh/E0gmXksRj4dkDbm/o2NO5x0aGcGrq5VuXrt2lsBDUiCXXHwxUPh4wen+fpw1NQWNP8yXFmUHZqaQiNrCWeXpT32KY088QduWLbRt2ULzunXEw2H2/+AH+NrbaduyhSM//znjR49qiep88TQ1aTtusxb55cuTyeSTJzPOuYVkXfU1Dz/M+Z/9LMvf9S7t/hXvfndBa84Ff0cHDpdL65Ka7qTUvH49CDGragiS4ZpiVdZAMm8ByZ4wKpMnT7JIEXZj5U06jv7857Rs2IDD5UpJ1uuJBYNFawpnNoXG5P8NqAeeMpRKXgbsEUK8DjwCfFxKWdT+n0IIvC0t2kYlI/o3a+LEiYKeKzgyUtTKGiPzTbwJ5bCeusWLcXo8eYn8jq98hcduuik5O/b0aeq6uoq6CScTbZs3M7R3L4HBwXlFXkpJ/86duPx+bn7iCRxOpxa3P/Xccyy+4AJWXXMNp557jng4TNPq1QWtzdvUpMWisxV5TZiOH2e6rw/hdGZM2jrdbt7+1a9y65NP8tHDh3nvM88UVTSNCIcjpdundlLSibzb56Nj2zaO/+pXsx5f7Jh809q1IITWhiEejTJ15oyWkJ9vN2xweJgzv/8962+9lbYtW+jftSvtz1WSyBd0rSGlXJPh/keBwrN7OeJT5iYaiUci7H/4YTrOOYeB117LOh4dnphg4sSJZLsAXSlbKZ08JEV+rm3lodHRrJNvwuGgYfnynEV+7Ngxnv9cskK255lnmDx5UrscLjWtmzcTUoaHpAtr+BctIjg4SCIeZ/TQIYLDw1x5//3aejvPPVf72UXnn0/35Zfz8le+AlCwk9eH8bI9RtQcysSJE0z39lLb2TlneweVptWrCz4p5YO+FfZ0Xx/u2tpZnTvXv+99PH/33YyfOEGjbupReHycpjVpZcMU3D4fDcuXa4n1yZ4eZDxO87p1eJubM4r8DuX9b167FplIsPLqqxk/fjxjKWgliXzV7HiFmZFaet544AG+7vEwcfw453/mM3hbWrIW+Z9eey0Pbd3KWz/8oXaflDIn52wGZjp5SIpKtq9BZHKS/zzvPO7Xid/+hx9m8tQpLV9QalRXBslNRUbUPv3BwUGtBXObLjbscDrZ/JGP4G1pYctHP6qFsGCm/02+tCiteSH7kW5qF86p06eZLvJQZzOoX7p0JlyTIb+16uqrAThlaFVhViuMuWg56yxN5MeUsE3T6tXJ3bBpRD4Ri/H85z7H85/7XHJouRC0b91K+5YtTPf2po0O2CJfJvxpnPxuxfFd8/DDnHXbbdqO0PmY7uvTDlB1tB4kRS8Ri5Us8QpJkY9MTmZsSxsaHc2pC6GvrS3rdqwHfvQjrb/KmhtuYP373sexX/6SqVOn0pb5lYKuP/gD7Xa6JJoqOvrRisYk87u+8x0+OTBAfVcXDpeLTw4McNMTTxTsjNs2bdJue7LMV7g8HnytrUz19iZFc46e+lagbulSJk+dQkqZPCmlWW/rpk14GhtT6uUT8Xiy7LXIFVntW7dqJZxq/k0tIU4n8vpQ7r6HHqJp9Wrcfr9WjpyuF1I0EChorm4pqSqR97W3p/StCAwO0vfKK7zty19mw+23I4SgdsmSrEaZ9Tz7LJAszRzU1VwHTZhrmitqGeVEBjcfGhnJqaTT19qaMXdh5MjPfkbjypV8or+f9/znf7Lyqqu0tgLlCtcIh4ObfvELLr/nnrR7FdRKj+m+PiZOnNCGpuhxut04nE7ta397u+Y+C6FVJ/K5ULtkCdNnzlSMk48Fg4THxjKu1+F0svjCC+l75RXtvuDwMDKRKLqTX3LxxSSiUfpffZWxw4dx1tRQ39WVUeT1cffJnh7tRK1e/aUTedvJlwl/RwfB4WGtPa9a5aC/VK/t7MxqQ4Q6Rf2s972Pgd27tV2GpWhpYEQNi6Sb+xoLhYhOTeV0ZeFtbSU8NpbVwOPx48dp3biR2o4OaurqWHHlldr32vIUNDNY9Z73cO5dd6X9nt/g5Ou7u7OKcZuBv6ODTXfcwc05bqGvW7yYyZMnCQwMWN/JK+GlyVOnMoZrIDnERd+GQa1sKfbeCjX8duxXv+Lkb3/LovPPRzgcGUV+/PhxXH4/DqWdhRoCrFuyBE9TE0NvvDHrMbFgsOC5uqWiqkRerWa4d/lygsPD2qWa/hK8dtEiAv39825vnjx5El9rKx3btiW7CiriXsqWBiqqY9bPL506c4ZX77lHK1PLpeZdXbu6U3YujGGZusWL8TY343C7WfaOd2T9nKVEFZHp3l4me3oK2g+QK0IIrn7wwZTW0dlQu2RJ0kwkEhXh5CFposLj4xlPSg3LlxMaHdUmbpVqb0VtZydrrr+el774Rfp37WKlcoWmiryxG+X4sWM0rlihve7rbrkFSL6X7Vu2VLyTt34lfw6suvpqXl+/npEDB9hz333JXWlCaCVqkBT5RCxGcGQkY5kaJLfN1y9bpnUNnDhxAn9bm6m95LOlbskSACZ1Tn7nv/wLO//5n7UPXLZJPtANPB4entUWQE80ECA4PDwr9v6/3noLh9NZlvLJbHD7/dQ0NGjhmuUlrCPPl7olS5BK+2OrO3n1mDvz4ospXxtpUD53EydO0L5ly0y/oxLskr78nnsIjY0RCwbZ9OEPA0mRj4VCRAMBanRlnBPHj9O4ciWXfulLnPzNb1KS7+3btvHGAw8Qj0ZTGtdVkshXlZNvWr2aj7z1Fp3nnsuRn/2MsSNHkjMqdXFb9VJ+vk0RkydPUt/drYmnmqzVtxAoFc6aGvydnSlOvldJBqulbPU5uFX1BDVf8lX73QaRr+3oKOmVTD7ULlrERE8PU729JXXy+aJvSFZohU+xqV28GITQChMyJasbdaWhMBMCVU1LMWlYtozbfvtbPrBjB/VKeCnTeMDxY8doWLGCjrPP5rw///OU7y17+9uJBQI8uGkTj7/3vUSVtim2yJeZNTfcwJkXX+TQT36SEo8H3aW8bkdkOiYVJ9+gc/KgS7yWUOQh2UtcTbzGo1H6d+1KiQnmkgTVO/m5UMs2y5VgLYTaRYuSCTUpc7rKKRf6Yc7GY9ZqON1u6pYs0apSMu0taDDsPh147TUaV63KuurIbNKJfGhsjPD4eMowFz1L3/52IDl/4OCPf8zBH/8YSHa7tUW+jGz80IdASqLT0yx9W2oDTNVFpEtiqoQnJgiPj9PQ3Y23pQWX36+JfGh4mJqGhpL3rGhctYpxJccwcfw4sVCIi/76r4Hk2LtceqB7DSK//+GH+Vefb9Y8WfVEWArnZTb6MYiV4OR9LS2cc9ddvOu737VsGEyPOrbS5fVmzCH4OzqoaWjQGpUNvPZa2hbKpUIT+cFBXvrSl3jqk5/UijP0IV09/rY2bv7Vr/iDL3wBh8uVrKMn2dXUFvky0rh8uZY8Uc/EKg3LlyMcjjn712gOdtkyhBC0bd5M385kb7XQyEhZQhUt69czdvQo8UhEq/1ecskl/NnYGLdlmFmaCZ8hXPPbv/xLYqEQJ597LuXnytWEzAxUEYLcQlnl5Ip77uHsO+8s9zKyQm0NoX5G0iGEoFnpMxQaHWXsyJGU3calRhX5/ldf5YW//Vt2f/vbHHzkEYCMTh5g5ZVX8gf/+38n6+/feAMpJbFg0K6TLzd/9IMf8Me//33KbkZIxrfru7u1M3g6jA6w+x3voHfHDiLT0wSHh0uadFVp1s3ZVK8qGpYvx9PYmNVsVD019fU4XK5k3bKUWimlsQ1zYGAAh8tV0la2ZqF3jJUQrqk01PJZNamZiZZ16xg9eJDTyhCbrksuKfbSMqKKfM8zz2j3vXH//cBMaGku2pRKm3gkAlLaTr7cOFwullx8cVqX0bxmDaNziLzqlNWEY/fll2vTlnLdeGQW6nb50QMHkusTQkso5YrazC00PExwaEiLURpLxdQt6JUQPjCiOsYVV16Jy+Mp82qqj7Nuu42bnniCCw1tj420bNjARE8Ph376U5w1NVo3yHLgbWpCOBzaRsem1asJKuHXbHo/Na1Zw3RvrzZM3a6TtzBNa9bQ9/LLPPqe98yKQ0PSyQuHQ4tFL7nkEhxuNz3PPst0X1/Jh1fDjMiPHDjAZE8PdUuWFDSwwKvselUrHpw1NSnVO1CaPiPFwt/ezvtffpnrf/rTci+lKnG4XKy6+up5N5mtePe7QUr2fu97LH3728sa4hAOh3YV3rR6NauvT849WrR9e1ZGRi1AUJsFum2Rty7nKDslj/3yl5w0NFAC6Nu5k+Z167Tkak1tLYsvvJATTz/N5KlTZUnkeRob8Xd2MnLgAGNHjmRMFGWL2tpA3ZG45JJLtH4kKpUs8gCLzz+/YuKm1cqi7ds1U7R5ntBOKWhZtw5I5hTUHkj6yqa5UHf6qsnXcoRt82FBinzbpk18UkkqDu3Zk/K9WCjEqeeemzWIYdEFF9C/axcyHi9bIq9l/XpGDxxg9ODB5GCGAvC1thIaHtbi+12XXEJ0epqIsjsRKl/kbcqPcDj44K5dXPfII5x1223lXo72uWnbsoW1N93EdY8+yvmf/WxWj1WdvDqqMdt5AeVmQYo8JC/nG1as0M7KKieeeopYMKhthVbRjzErV/fFlvXr6XvlFab7+mhWHEm+6MM1nsZGLZGmboCKBgJMnjyZVULKxmYu6ru6WHfzzSXrHzQXarlnbWcnQgjW3XRT1uXHqsir820XhMgLIT4vhDitTIV6XQjxHt33PieEOCyEOCCEuHKu31MuWjdsYFSZIAPJ+vgXv/hFfG1tdF9xRcrP6jeolKvuuvO887Qp8S0Firzm5I8fp2HFiplZsorID+7ejYzHWbR9e2GLtrGxEBd89rOc/9nPsumOO3J+bE19PTUNDQworbfnagliJcw4tX5dSrlN+fcEgBBiI3AbsAm4CviWOvPVSvja2wmOzEwl/P3nP0/fK6/wB1/4wqyze+vGjdQ0NFBTX182d7v8nTMz1TvPO6+g31W3ZAnxSIT+V1+lYflyrU54/OhRErEYv//855PPY4u8TRXhaWzk7V/9at5J0+Y1a7TmhqVsbVIIxdq2eT3wQyllGDgmhDgMXAC8WKTnywtvczNhpRNjIhbjjQce4KzbbuOcT35y1s+6fT4+NTiITCTS9jAvBU2rV7P8ne9k6dvfXvDVhFo7Pt3bS+OKFdQtXozL52P08GH23Hcfx598khVXXVWRu11tbIpF87p19L/6Kp6mppx2mZcTM0T+LiHEh4CdwF9KKUeBLuAl3c+cUu6bhRDiTuBOgO4Sh0G8LS1EJieJR6MEBweJTEzM2iGrp5CSRbO4NcPMyVzRJ4/VXcBNq1czdugQRx57jK5LLuHmJ56oyBp5G5tioebCjDNtrcy84RohxNNCiL1p/l0PfBtYDWwDeoF/znUBUsp7pZTbpZTb20sc41Ivt9QJN5B+MHQ1ot8Fqoafmteu1bp3bvzQh2yBt7Ex0LpxI5CcI1spzOvkpZTvnO9nAIQQ9wE/V748DehLUJYq91kKdZdbaGRkRuTLsNGpHOj776h9XpZccgmHlM1Da264oSzrsrGxMutuvpkbHntsVom1lSm0ukY/3eBGQN0X/zhwmxDCI4RYCawFXi7kuYqB6uRDIyPaSED/AnHyQggu/j//h2u+/32tf/nWj30MX3s7F9x9d879cGxsFgIOl4s1111XtrxcPhQak/+aEGIbIIHjwJ8CSCn3CSF+BLwJxIBPSSnjBT6X6ag9aEKjowQWmJMHuESpoFHxNDTwpz09OO1eLzY2VUNBIi+l/OAc3/sS8KVCfn+xMTr5mvr6iulHUSwqyaHY2NjMT/m3oJURjyEmv1CSrjY2NguHBS3yXqVPemh01BZ5GxubqmRBi7zD5cLT2EhoZIRAf39ZWgjb2NjYFJMFLfKQDNnY4RobG5tqZcGLvK+lhem+PsJjY7bI29jYVB0LXuS9LS0M798PYIdrbGxsqo4FL/Ke5mamTic349pO3sbGptpY8CKvH8pdrmEgNjY2NsViwYu81hNaiIKnLdnY2NhYjQUv8k1r1yZvSGkPfbaxsak6FrzIr7nuunIvwcbGxqZoFGsyVMXga23lnd/+dsEzU21sbGysyIIXeYBtH/94uZdgY2NjUxQWfLjGxsbGppqxRd7GxsamiikoXCOE+C9gvfJlEzAmpdwmhFgB7AcOKN97SUppx0T+//bOLsSqKorjvz+a2heZaSJpqTQRBjXlUEoaJhYm0YNIJUEGAxL0YBCEIgT11kNZQUQDRS9hEVaKL+YXPWoz+TWmNjNhpJjjV/omaquHs64cByd1zrlzuPuuHxzu3mvvs1n/M/uuOXedc/YJgiAYZoq+NOSlWlnSB8DZXHOfmbUWGT8IgiAoRikXXiUJeBGYX8Z4QRAEQTmUlZOfCxw3s56cbZqkXZJ+ljR3sB0lLZfUKanzxIkTJbkTBEEQwHWcyUvaAlxt5a7VZrbey0uBtbm2Y8C9ZnZK0kzgR0kPmdm5gYOYWQfQAdDW1mY3KiAIgiAYnGsGeTNb8H/tkkYCi4GZuX3OA+e93CWpD3gA6CzkbRAEQXBDlJGTXwAcNLMjNYOkCcBpM7skaTrQAvxxrYG6urpOSvqzgC/jgZMF9m9EQnPz0Iy6Q/P1cd9gDWUE+Ze5MlUD8BTwnqQLwL/A62Z2+loDmdmEIo5I6jSztiJjNBqhuXloRt2huTiFg7yZvXYV2zpgXdGxgyAIgmLEE69BEAQJk1qQ76jagQoIzc1DM+oOzQWRWdy1GARBkCqpnckHQRAEOSLIB0EQJEwSQV7SQkmHJPVKWlm1P2Ui6UtJ/ZK6c7ZxkjZL6vHPO90uSZ/4cdgr6bHqPB86kqZI2i7pN0n7Ja1we7K6JY2RtFPSHtf8rtunSdrh2r6VNMrto73e6+1Tq/S/CJJG+BIoG73eDJoPS9onabekTrfVZX43fJCXNAL4FHgOmAEslTSjWq9K5Stg4QDbSmCrmbUAW70O2TFo8W058Nkw+Vg2F4G3zGwGMAt4w/+mKes+D8w3s0eAVmChpFnA+8AaM7sfOAO0e/924Izb13i/RmUF2dLkNZpBM8DTZtaauye+PvPbzBp6A2YDm3L1VcCqqv0qWeNUoDtXPwRM8vIk4JCXPweWXq1fI2/AeuCZZtEN3AL8CjxB9uTjSLdfnuvAJmC2l0d6P1Xt+xC0TvaANh/YCCh1ze7/YWD8AFtd5nfDn8kD9wB/5epH3JYyE83smJf/BiZ6Oblj4T/JHwV2kLhuT1vsBvqBzUAf2Yt4LnqXvK7Lmr39LHDX8HpcCh8Bb5M9GQ+ZhtQ1Axjwk6QuScvdVpf5HS/ybnDMzCQleR+spNvInpx+08zOZa8tyEhRt5ldAloljQV+AB6s2KW6Iul5oN+yRQznVe3PMDPHzI5KuhvYLOlgvrHM+Z3CmfxRYEquPtltKXNc0iQA/+x3ezLHQtJNZAH+azP73s3J6wYws3+A7WSpirG+0itcqeuyZm+/Azg1zK4W5UngBUmHgW/IUjYfk7ZmAMzsqH/2k/1Df5w6ze8UgvwvQItfkR9FtmDahop9qjcbgGVeXkaWs67ZX/Wr8bOAs7mffw2DslP2L4ADZvZhrilZ3ZIm+Bk8km4muwZxgCzYL/FuAzXXjsUSYJt5wrZRMLNVZjbZzKaSfW+3mdkrJKwZQNKtkm6vlYFngW7qNb+rvgBR0kWMRcDvZDnM1VX7U7K2tWQvYblAlotrJ8tDbgV6gC3AOO8rsjuN+oB9QFvV/g9R8xyynOVeYLdvi1LWDTwM7HLN3cA7bp8O7AR6ge+A0W4f4/Veb59etYaC+ucBG5tBs+vb49v+Wsyq1/yOZQ2CIAgSJoV0TRAEQTAIEeSDIAgSJoJ8EARBwkSQD4IgSJgI8kEQBAkTQT4IgiBhIsgHQRAkzH/42/9yoNo0YQAAAABJRU5ErkJggg==\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "71.6 bpm\n", + "[63, 170, 256, 328, 398]\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": [ + "R = 0.553\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": [ + "R = 0.559\n", + "4600\n" + ] + }, + { + "data": { + "image/png": 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4/0ObjMVm5fGKZVddRXR0lPHjxys/KBukYrGsjamu/Lu/wxsIcOqXv6z8oPLEGjVVSwVZJclVXZNJ0OhM6bSb1yJfIKoXe8Di5N2cyVv7kFj/d+uHNhWPZ/3wtBq5vFpR6GaklKQSiTlOHtLC0LFtGwOPPebAyPIjFYuZLtXtpsAJ8nXywbY2AMcnX7XIF4hy8v4qyeStHQXB/R/abBOWcGHytRoqbMwVkTmc3pLLLqP/scfcOy9i+RtUS5lwJcm14jUTs8e8FvnqIpbNybv4AxDPksmDez+0qSylhwChjg6Cra1V4eTN3iY5RKB140ZmhoeJGTt2uQ3r1ZTb3y9OkKt3TSYhHddUJ2Zco5y8yyde1YfTWl0D7u23k8vJCyFoWb2a8RMnHBhVYSzk5NWG6uPGNnFuI2mJa7yBAMLr1SJvIV8nr+Ia7eSrjMy4xu0Tr7US10C6lNINmzAsxEJOvml5eo/7SZeu4LX+DYQQrr9arTR5Z/LayVcn2eIPt7piyDLxWgUin+syuKG7m6m+vgqPqHAWqr5QTn7CzU7eMnYt8rNJLnClpvCHQvhCIe3kqw2zFa6xYMftE6+5Mnm3RkzZFhEpGpYuZXpgwPW18gvFNQ3d3SCEa3vxZFY4aZGfTWqBKzUrwbY2XV1TbSSyOOPE9LRrOyTOqZN3ebXEQnGNTKWInD9f4VEVxkJxjdfvp2HJEldsKJENayYPWuQzyXfFK7ijtYEW+QKZ4+SVMzYaa7mNbCclqFKRX7oUgEmX5/ILOXmAUGcn0y49WWVeTWmRn00+f19FQ0+P4ydzLfIFEp+eRni95lnc7XXE5lZuRsMpt1fX5CqhBGjs7gZwfS6/kJMHqO/sJDI4WKkhFUTmiVaL/Gzy+fsqWlaudLwiTIt8gSQiEXyhEEIIwOKMXSqaqgOl8KT/1F6/H4/f79oPbTJHOwCAesPJu73CJp8uhaGODteKfCqj747biwsqTb7VNQDNq1YRGRx0dJ9cLfIFkrD02gb3Z9zWXvIKNzuzeatrlMi73cnnGde4dW4h80Tr5veLExQS17SsWgXgqJvXIl8gccPJK9xerRK39JJXuHkB13yZvD8Uoq6lpWqc/HxOL9TRwczICKlEolLDygsp5dwSSpdXkFWaZCwGQsza8yAXzStXAlrkq4pEhmi63clnXnlAerWuWtTlNuYroYTqqJXPx8nXd3YCzq+GzEQmkyClzuTnIRWPL7jaVdFsOPkxB7unapEvkEQkYm77B+6vVrHu76pwy2YG2ZgvroF0ZFMrTh5wXS6f7QSlRN6tDdUqTba9AnLRsGQJ3kBAO/lqIjP+8Ll84jVbJh9sa3Odg1TkajWsaOjudn0JZT4NrNwq8tlOUP6GBpDStWXClSbXXgHZEB4PzStXOroPghb5AklkZvJuj2ss+3Uqgu3trnTyMpUilUjMK/LhtWsZP37c1YKTz8ScimvcViufrSWD269WK00qHs+rskbRvGqVdvLVxJzqGpdPvGbbMzXkUiefT5bdefHFyFTK1Zt651NH7VYnr0V+YZILXG1m0rxypc7kq4mqc/IzM+ZCKEWwvZ345KTr9nlN5RFzdG7fDsDA3r0VGZMd8lrxqkTeZU4+Ww24FvnZpDLaPixEfWcnM8PDjs1paJEvkDmZvMtFPhmNzolr3LKZQSb57J0ZXrsWXyjE4JNPVmpYBZOPk/cGAgSam6vCyQdaWgBcu8lJpUkWGNcEmptJxeOORYxa5Ask08l7vF58waBrJ16zOnm1mUEVirzH66Xjoos4XwUiv9AlvRtbG2SbNK4zRD46OsrosWN847rrmDx71pHxuYFCM/k6h0+SWuQLJFvduZs3DknOzOCtq5t1n7n3ZBUITDY6L76Y83v3urakL98VkaGODtdNvGZryVAXDgMQHRvjNx/4AKd//WsOfuMbjozPDcy3YC8bgeZmQIt8VSBTqbQzzpjIdPMK0mxOvlFtWnHypBNDykk+PV8gnctHhoZc6ybzbWAV6uioikze6uTVhPfIkSOVH5xLKNjJGyIfHRsr15DmRYt8AahMbU6bAJc6eWnUNmdm8qqfxtixYw6MKjf5xhwdF10EwND+/WUfkx1MofT55n1eqKOjKiIz5eRnRkcZPnQIgP49eyo/OJdQyIpX0E6+qlC95P1ZnLwbM/lUPA5SznHyvmCQxmXLGH32WYdGlp18HbAS+cF9+8o+JjuoTTdUp9JcuGHXoEyyllDW1yO8XsZPnDCvWN1mECrJQquyM1EiH9Ui737iGZtiK9yayZtXHhkiDxBes4Yxl4m8GddkzCFkUt/ZSX1XF4MudfL5Zrah9nbiU1MkotEKjCo/ss0nCCEIhsNmVNO2eTORwUHXleBWikKdfE1MvAohjgshnhJCPCGE2GPc1yaE+KkQ4rDxf2spfpaTZO4KpXBrA6ekIR6ZcQ1Ay5o1jLosV1Vil49Atm3ezMgzz5R7SLZYqDWDIqhKWV3k5nNdTQVaWkyRX7pjB+D+ls/lotBMPlBDmfzzpZSXSCl3GLffAzwgpVwPPGDcrmoyt9JTuHXidT4n37Z5M5Nnzzr2xstGvhOvAE29vUy4dI/UfBfLmFVOLsrlc1U4BcNhc5J46RVXALh24rvcFFxd09QEVLmTz8ErgLuNr+8GXlnGn1URcjp5l8Y1SUPks8Uf7Zs3AzD09NMVHdN8JPOMawAaly1j8swZV26gnu+yd7VewU1OPteJVk2+Aiy5/HJg8Yp8oU7eV1eHt66u6p28BH4ihHhUCPF2474lUkrVLrAPWJLtG4UQbxdC7BFC7DnvsnKyTHJl8m6deJ3Pybdv2QLgqh4wyQLimqbeXlLxONMuq/WH+feptWI6eReJfK7+QeF164B0H5bw2rWA+7dhLBeFrniF9B4OThnBUon8NVLKy4CbgHcKIa6zPijTq1ayrlyRUn5RSrlDSrmj0+jM51ZyOXm3T7xmzeRXr8bj87kql893MRSknTzA5OnTZR2THebbp9aKGzP5XL3wuy65BIBgayv1nZ0Ir3fxOvkC4xpwViNKIvJSyjPG/wPAd4ArgX4hRDeA8f9AKX6Wk8TnyeTduKlCch4n7/F6aejudlWurUTel0dc06QWdLlQ5DM3ws6FG9tL5Fqr0GbEe966OoTHUxWbt5QLO07eyav9okVeCNEghGhSXwMvBvYB3wPebDztzcC9xf4sp5mvugYpzbjBLcwX18CFXNstqN9fPgKpNvWeHnCfd8jXyfvr6/H4fMRcNPmdS+R7du5kw2238eI77wSgsadn8Tp5OyLvoJOff0lefiwBvmMs/PABX5NS3i+EeAT4phDircAJ4DUl+FmOMl91DUBscjKnoDrBfCWUkBZ5N60aLWTiNejCPFuR72IZIQR1LS3uqnDK0tYA0kbhlm9+07zd0N29aBdEFVpdA85W4BUt8lLKZ4HtWe4fAm4o9vXdRC4nb234VW/0CXcDiXmqawCali3jxE9+UskhzUshE6/++np8waDrmqxB/nXykK5aiY6OlnlE+ZNva4nGnh7O/va3lRiS67Dj5H319cyMjJRpRPOjV7wWQK7qmvquLsB90cF8mTyknXxsYsKx5daZ5CswYKzCbG931aSlIplnnTzgOiefjMVACITXO+/zGrq7iQwOumq1bqUodMUrOLtgUot8ASQiEYTXO+cPHDKqgtzWUXChTF6dnNwSeeTb1kARam93zditVLOTV5UjC/XdUdU2nwoGOe/SHkLlIJVMIlOpgnrXQPrK06m4Rot8ASSmp+dENeBeJz9fCSVYemq4xEkmo1GEx4NnARepCHV0uDKuqWonn2cUseZlL8Pf2AjA6V27yj0s12D29tFOvjaJT0+bk6xW1H6dbtsAYqG4xumeGpkUOqHl5rim2p38Qni8Xt5x6hTC42H06NEKjMwd5JqYXghffX31llAuJrLtCgXps3qwtdW1Tj6XyDvdHS+TZCyWd1QDRlzjQidfUFzjNidfwAkqGA7TvnUrI4cPl3lU7qGQeSMrTq6lEW5awLNjxw65x8ZmBH9+/5/zRN8TZRjRbAb37ycxPW02aLJybvduAo0NtG/ZWvZx5MvY8WOMnzjJ8uuvz/p4IhLh3O7dtG/aRP2SrF0nKsrI4UNMnx9k2VVX5fX8hY7PKc7+7ncEw2HaNm1a8LnjJ44zdvwEy6+7DhbIwSvB8DMHmRkZpWfnzryeP7h/P4mpKZZeeWWZR+YOkrEYZx96iNb162ns6cn7+8ZPnmTs2DF6r70W4cnurS9ZegmfuvFTtsYlhHjU0hxyFtrJF4BMJXNWHQQaG13lyCC9XWGuNxRgHksqkajUkOZFpiTCk7/QeXzpS2a3jN9Eynl/71aEN13FnEomyzmivJEpueCkqxVfsG5x9ZU3THEhvyPAnGeSTvydpZSu+Xf55ZdLN/P1666TX7/++qyP7fvKV+QnQT788Y9XdlDz8LN3vUt+tq0t5+PxSER+EuTv/vf/ruCocnPfG98ov7hmTd7P3//Vr8pPghx65pkyjqpwPtfeLn96++15PfepL39ZfhLkyLPPlnlU+XHvbbfJL23enPfzH/zQh+QnQSYTiTKOyj2MHD0qPwly3913F/R9e++8U34S5NjJk2UZF7BH5tBV7eQLIJ4jkwdY/6pX0bFtGw++//3EJicrPLLsZNvE24q3rg6P3++aKxA7E6/grgZfUPjEK+CayddCm28FjfG7ZV6n3OS7RWUmqmDDiQobLfIFkJienrMQShFoaOD5//qvpBIJTv/qVxUeWXaSWTbxtuK2ZfUpGxOv4J46f0W+DcrgwuS3W/4GBW+I4bLxlxu71TXKHDpRK69FvgDmc/IAPVdfjcfv5/Svf13BUeVmIScPaZFxiwtLRKMFCYwqXXVbhU2+DcrAhU6+wCX75knKJeMvN9n2wM0H7eSrhESOOnmFPxQivHata0rKEjMzCzrjQHOza1xYoVGBG518oSsiq93Jq7jGLeMvN3bjGpUAOFErr0W+AOLzxDWK8Lp1rtmIIxmN5uXk3fIBLbROPtDcjMfnc1UmX+iKSLc5edtxjUvGX26KWfEK2sm7GillzsVQVsJr1zJ65IgrNhBZKJMHd8U1yWi0oJ4gqkmZm+KaQna3Aqhz2arjfDchVyw2J29m8jZ614DO5F1NMhZDplILi/y6dcSnppju76/QyHKTTybvprgmGYvltSuUFbc1KSs0s/X4fPgbG13jhPPdhFyx2Jy8ueJVO/naI5GjzXAmrcaGx27o55HvxKtrRL5AJw9GkzIXibydzNZNf4N8NyFXuG1OodwU07sGdCbvatQZOJ+4BmDEBbl8IXGNK+IlGzvuuK1/jR2n56YmZYX+Dbx+P75g0DV7EpSbZJHVNTqucTG5NgzJpHnlSoTX64rJ13yra2Qq5VgbVCuF1smD+zpRFtoTH9K5tptE3o5LVbum1Topm9U1Xr8fj8+n4xo3k2t/10y8gQDNK1a4QuTzra4Bd1xuF1onDxd6yrvhSgQK26dWEXBTXFNgJg/p7TAXi8gnbcY1YHSi1E7eveTr5AFaN2xg6Omnyz2kBck3kwd3LEsvtE4e0nFNKpEgNjFRplEVhp1WtG5z8lrkc2N3MRQYPeW1k3cv+Tp5gCWXX87Q/v3EHX7j55PJu2njkELr5MGy6tUlkU2qwBJKcJeTTxY48QqGyDu0IUalsbsYCtJOXmfyLqYQJ790xw5SiQSDTz5Z7mHlRKZS6ZLEKoprknbiGrXq1SWTr8U4eTdETqkCWjIo/Ispky8mrtFO3t0U4uS7d+4EIThy773lHlZOEtEokHt/V0XAJXGNagdQ8MRrWxsA0ZGRcgyrYJLq916gk08lEo4LpZSSVCJhz8kvMpEv9EQIOpN3PYU4+cbubtbfeit7/+M/TLGtNAvt76pwy4pLJY6FCowS+Znh4ZKPyQ52nTw4v6DIbt7sC4UcjyYrhXkSL9CMgM7kXU+8ACcPcNFb3sLMyAinfvnLMo4qN2p/14XejG6Ja+zunalEPuI2kS9ABNz2Nyi4hHIRZfIJG1dqCp3Ju5x8V7wqVtxwA75QiOP331/OYeVEOY6FnLy/sRFIxzWT584xfupU2ceWDTviCBBsbQXc5+QLWh52jPgAACAASURBVDXqEidv90S7mOKa5MwMHr8/7+0drehM3uWYTj4Uyuv5/lCI5pUrmThzppzDykkiz7jG4/USaGoiOjbG3du388UVKxyZALSTZavn+xsbmXFJJp+yIZTKyc9UaVyzmCZe81l7kgudybucxPQ0vlCooDN4yMHVmCqTX2jiFS70TomcPw/Amd/8pqxjy4YdcVQE29rc4+RtnKyUk4+5JK7RTj43iWjUVh4POpN3PQvtCpWNoIMdEvN18mB0orS4yL7du8s2rlzYjWsgHdm4RuTtOHlD5B138sVk8otE5JNFiLzO5F3OfPu75sJJJ58o0Mlbd7OacCCXtxvXgMucfDVPvBZRXZOMxUglk+UYlqsoSuTr69O/p0SixKOaHy3yeWLbyc+zSCcRjXLonnvKkoGbJZR5vCEDLS0M7d9v3p44fbrk41kIOxOWCjeKfCHH4QuF8Pj9jk+82lmtCxeKERaDmy9G5J1qN6xFPk/iU1O2nHxiZibnH/Unb38733v1qzn729+WYoizKMjJG7XyAA1Llzoj8qoayMYHKOQikbcztyCEcEVP+WIyeVg8Im/nPQrZ2w3v+ru/439uuompvr6SjC8bWuTzJJ+t/zKZb6NpKSUHvvIVoDy95/MtoYQLcQFA7/XXM1mlTt4NbQHM4/D5Cvo+N/SUt1sn719kIl9MXAOzd4d65BOf4Pj993Py5z8vyfiyoUU+T+JGdU0hBA2Rz5bLW1sRjxw6VNzgslCIk2/s7QXSE7Ct69czefZsxfNVJTB2XFKwrY1kLOZIeVomqv+OEKKg73ODky9mxSssDpEvprrG3ALQeJ/KVMp8rJyl1lrk8yQ+OWkuHMoXc0ItS1+Ysw89ZH5tnfQsFfm2NQDovfZaIL0gqn7JEmQqVfH4w25bA3BXawM7XRwht5M/8cADfPvmmyuyDsBuXKOMRNKhFh6VpCSZvOHkpy3zdVNnzxY/uBxokc+T2MQEgaamgr4nYJwUstXG9u3Zg7+xkVUvfjFjZdgPtpASyu7nPAeArksuob6rC4DpgYGSj2k+7AoMuE/k7VyN5HLyj33mMzz7gx/w4Ac+UIrhzYvdyEyJnnrP1TLJPHZby0VmJm8Vdu3kXYAdkfepy7PJyTmPDT/9NO2bNxPq6LB1mR6fnp53sibf3jWQzgrf8NBD/N799zsm8na2zVOYIu+CVa+FboStyOXkB/ftm/V/OTH/BoXWyRtGIlPkE9Eoj3/+864S/6m+Ph75l3+xPX9TVFyT4eSVsPvq65nUIu88pXbywwcP0rZpE4HmZlu7Gt1z0038e3d3zseTBYg8QM/OnTQsWUJ9ZyfggJMvok4+5DInb+cY6lpa5oj89OAgY88+C8D4yZMlGd98mFvb2XTymXHNwx/7GA+8613s+/KXSzPAEvDjt72NXX/91ww88YSt7y+2rQFcyOSVk196xRVa5O0wcuQIv3rve2dNbtglEY2SiscLFnn1R41lOPnYxAQTp0/TvnkzgaYmW73cT//qV0DuHZESRiMlj9db0OtWdVzjgt2h7Gx8AmknH5+amrVQZvz4cQDat2xh8vTpsk+G220toUQvmeHYjxr7KZSjeswu6up3/MQJW99fykx+4swZEIJlV1/NxKlTZbviKbvICyFuFEI8I4Q4IoR4T7l/nuK+17+e3f/8zyXZa1U57YJFPoeTHzaqaZSTT8zMmCJXKMPPPJP1fruOI9jWhvB4Ki7yhcRLmYSMq4+p/n4iw8Pc94Y3cMo4CVYauxOvZk95S3SnVh4vu+YaUokEk2WcnAP7JZRmJp/h5NV4Bx57rASjKw2qtDXX52YhihF5s2OqEStOnT1LfVcXndu3I1Mphg8etPW6C1FWkRdCeIHPAzcBW4DXCyG2lPNnKqaNM3YpyhOVyPsLzeSDQRBiTiavyifD69ebC5EKiWysH6Zcx5fIY3/XbHi8XkIdHWazskphVgMVWKYK6bLLYFsbU+fO8ev3vpeDX/86v/zLvyz1EPPCblwTyNLawBT5q68G7LvPfLG9GCqLk08lk+Zq7/MOboOZiRqTXUEtZjFUoKkJj99vjmHizBkae3ro2LoVgEHLqvNSUm4nfyVwREr5rJQyBnwDeEWZfyaAedk7dOBA0a8Vt+nkhRAEGhvnOHlT5NesMTfSLkTkx44dm/NamSQiEdtvxlBn5xwnn4zFyuqO1c5Cdl1SQ3c3U+fOmauH+x99lDEj7qgkKRubkUP23aHGT53CW1dH58UXAzDd31+aQebAbp18tkx+ZngYmUrR1NvLzPBw1jLiSpNKJs0Tpd0Ff8U4eSHErH5WU2fP0tjTQ+v69Xh8vlmtRUpJuUV+GWDtdnXauM9ECPF2IcQeIcSe8zbd4/l9+3jwAx8wdwdKRKNMGR+IUoi83bgGjB7SGU5+5MgRGpctw19fb75mIbm81WXn2hEpEYkU3IZBUd/VNUfk73vDG/h/119P3549tl5zIZIzM/iCwYIXESkae3oYPXqUoaefZuNrXwvA0e9/v5RDzItSO/mm5cupX7IEKP88SbF18tZMWY11qVGeO+7ACTeT+OSkaf7sFDtIKdN/X5siD6Svkg0nP3n2LI3LluENBLjp7rvZ9IY32H7d+XB84lVK+UUp5Q4p5Y5OI1stlNHDh/ndRz9qnqWjIyNglEiVov60KJHP4eTD69alX1PtsVqAyFvdXq6l8HbaMCgyRT4eiXD4nnuA8glnIhKxFdUoGrq7Of/kk8hkkk2vfS1tmzZxyBhzJbEr8tmc/MTJkzQtX06oowMov8jbbjWcZTGUGqtag2G9+nQKq7DbEfli2mErlMgnYzGmBwZo7OkBYPMb3kDnRRfZft35KLfInwGWW273GveVFDXxphyu1Q2VIlsu1slnVteMHjlCeO1aAFuZvDq+QHNzzhr7YkQzU+StNdrP/uAHtl5zIezOISgaLeWkXZdeyuY3vIHTu3ZVPLJJRqO2Jl7nc/Jev59Qe3vZRd7u5He2xVDTxueu+8orAXeJvC8YtCfyRWzirQi2tzM9OMioURrbsmaN7dfKl3KL/CPAeiHEaiFEAHgd8L1S/xCztjtD5BuXLTPvK4ZiRD7Q2DgrrolNTjLV10er4eT9NuIadXzNK1bk3E0obqP/vaK+s5Po2JjpXM7v3QvAtre+lf5HHy1LlUexTr5j2zbz6+aVK9nyB38AwH6jCVylKJWTV9U0zStWABDKEqGVGrt9d9TxZnPybZs34wuFHNs72Ir6HDf09NgSebVS1e4VMkC94eRHjOqeto0bbb9WvpRV5KWUCeBdwI+Bp4FvSilLPruQWdutRLB1/XpmhoaKrpUvOpO3xDWjRgsDFdeYTt5GXNO0YkXZnDxcOGme37sXf2Mjl/3ZnwFw6H/+x9brzkfCyOTtsvbmm82vhRC0rFzJihe8gANf+UpFu1PanXhVsZ0qr5s8dy49cbk8fSGcbZ6k1NidVBRC4K2rm+XkI4ODYEw0NnR3m9VuTqLMVmNPD7Hx8YLfF+pzrNa/2CHU0cHM8DDnn3oKgNYNG2y/Vr6UPZOXUv5QSrlBSrlWSvnRcvyMunAYj893Ia4xRLB1/XpkKpVzcjJfis3krXGNWVmTkckXGtf4gkHqu7pyi3yRmTxcqOYYeOIJOi++mM5t2+h+znN44gtfKLlwFuvk61paeMldd/EaS8vWDbfdxujRo7Zrou1g18l7vF6CbW3m4jZVPllJkS8mMvMFg7NKKCODgwRbW/F4vTQsXVrWfun5oj5jjT09yFSq4K6ZaqWq3StkgJ6rrkImkzzyiU9Q39VlXsGVE8cnXkuBEIJQR8ecuEYJabEfjtjEBN5AwNaHN9PJq6ijSbX3NRZMFTTxOjZGoKUl61J4hZ3WyAo1XzC4bx8yleL83r10XXIJkJ4gGn7mmZIvw04W6eQBtr3lLax4/vPN26te8hIAjv/4x0W9biHYFXlIx2TqvTphtDGotJO3W3brraubFddEBgfNCWM3irz1dr6UwsmvfOELqWtpITYxwYZXv9r26xRCTYg8zK7ttsY1UPzka3xy0paLB6O6xuLk1WWsWoovPJ602y8wrqkzRD42MZF1uXsxJZQdF11EsLWVU8bEZWxigs7t2wFYakyklbqUslgnn43w6tU0LF1a0cU4dideYbaQqwxbZfL1XV3MDA+b/WXKQTE14N5gcFZcMzM0ZG6a4zaRb7Ap8qXI5L2BALf97Gdc/ud/zjUf+Yjt1ymEmhH5+s7O2dU1QpiOdKrIRSSxiYmCV7sqMp18ZHCQUFvbrJ4ydQU2KYuOjVEXDpv96rN9bzFOXng89F53HSd+8hPOPPggkG6iBNC5fTsen4++Rx6x9dq5KLa6JhdNK1ZUdGPyYpy8dXJ14tQpAs3N5pyNitDm2zO4WIqKaxZw8jPDw3PaHlSaOU6+wAVapXDyAEt37OD5//ZvZpuDclMzIh9oajKz79jYGHXNzeaOR8U25LfTgdIcV2MjiUjEdNvWN7/5nObmgqtrlJNXt61IKUlEIkU5js1vehMTp0/z6/e9j0Bzs7nq0h8K0bpxY8lb35bDyUPaCU9UoIOjIlVMXNPVZRoVVT5pfQzKWytfVFyT4eQjQ0PmzmgNRnlrpfshZRKbmAAhaDAWlzkR1zhBzYi8ddHRzOgogZYWgq2teOvqii75K0bkMzcKyCryTU2FZfIjI9SFw2ZtdWYZZTIaBSmLEs11r3gFgeZmJs+cYdk118y68mjbuNEsASsVxVbX5KJpxQrGT56sWIVNMSsi67u6iAwNkUokHBH5Ypz8Qpk8wNS5c8UPsghiExMEGhttFTtAaSZenaB2RN4Si8QMpyuEoLGnx1mRNyZW1VVGLicfL+ANFxkeJtTenrVzIVzYa7Oo7NDv55Lbbwdg5/vfP+uxto0bGT16tKT5cNmc/PLlJCKRivSaTyWTyFSqqIlXpCQyOMj4iRM0O+DkbbfRtTj5+PQ0iUhkViYPOJ7Lq7k19VnOtpnPvN+vnbyzWHvEqDgD0vlbsZUgpXDy6g2STeTrmpvzdvJSSmYMkTdXSWZU2JiOo0jRvPof/5G3HDjAsquumnV/68aNpBKJkq5iLEV1TTZUZDdhsyFVIdjdPk+hKq76H3uMyOAgbZs3m49llrWWg6JEPhS6cLVqlIHOcfIOi7z6HGf2dc8X9bnSIu8Q/oYG4tPTSCnNiUlIz6QX6+TjRWbykHYN0nBpmSLvL2DjkOjYGDKZJNjWljOTV06+2MtKr99Pu0VoFGqVXikjm3I5ebUauhIbihSzuxVcWOKu+gN1WHqZ1LW04G9oKOskcjGRmfVKWv2ulZNXJyi7In/s/vv5fGcnB7/xDVvfr1AFFJnGK1/iU1MgRFnMSDmpHZFvbARjwtHq5Jt6e5k4daqoVa+lcPKxyUnik5MkY7GsTj7ffFDFDsH29twiXyInnwsl8qVaZCRTqXSWXYYPj9ncq4xVKYpidrcCaFm9GoCj30t3/rCKvBCCljVrzBXT5aAYJ28VeVUBpH733kCAUHu7bZE/+9BDRAYH2XvHHba+X6E+x5nb8OWLWmBot1OqU9SOyFvOzqqOHNK18olIxLabl1KWJJOPT02ZQpOruiafyUHzUngeJx8vQT3vfARbWwl1dpZM5BNFbBiyEOp3Xc7SQ4Xd7fMUgcZGQp2dTJ49S8PSpWbMoQivXetakbfum6B+16q6BiiqtYGasC12XkVNvJqb+dhw8tU26Qq1KvIWJ68WRI0cPmzrdePT08hUypyRtz2uyck5DkdRFw6bFRXfeN7z5m3na3XyvmAQbyAwR+RV9KN+B+WglBU26sOmoq1SohadVULkS9GKNmxENqtvummOY2xZs4axZ58tyb7F2SgmrvFZnXxGJg/puRG7HUEnDZEvxcr1QFMTQgj89fW2RL7a8nioQZGfHhhAJpNmJh8uUuSjRsMouwsXAhYnn0vkW1atAuBHf/iHnN61i8c/97mcr5eZd9aFw3NKKFWTq7oy9sVo27iRoRLtSakqj/xlEHmv309dOFxZkbfp5AFe8NnP0nnxxWz/0z+d81j7pk0kZma4/4/+qCydQEsR18hU6sL73DjBQtpsjRw+bKuUVTn56fPnSxa7Zi5SzAct8g6jfvmqkka52Obly/EFg/NGC7GJiZxvvhmjcsWuYFoz+Zwib7i3U7/4RfoYcnyApwYGOPHAA7Neo66lxRyjQlXblHNFXevGjUTOnzdPKMWgqqLK9QGy7sZTTlJFVtcAdF9xBW/eu5duY4Wxlc1vehO9113H/rvv5lsvfnHJa/+TMzNFxTWQ3mAmMjRkNg1UtG7YQHxy0lZ1kBJ5mUwW9X6LW1au+xsazLmr+bCeVGaGhyu2SrWU1IzIqzeZEkgl8sLjof2iizj/xBNZvy8Zi/HFlSv56uWXZ+0BU7STt7QSziXyYcvGAb5gkKEDB+ZMCk3193PXxo3su+su2jZvNp18oKVlTlxTKScPuSdfk7EYP/rDP6T/8ccXfC0l8uWIa6ByIp8osrpmIfyhEK/95S95wWc+w9D+/SXN56WUJKLRoqpr4MIVa+Z7XMWmwzk2ns85rlSKqf5+c1LabmSTSiRIzMyYTt6XR1zz0z/5Ez7X1mZqSmRoaM5xVQM1I/Kmkzf+IAFLHr3k0ksZePzxrM5n4PHHmRkZYeDxxxnIciKIFunkfaEQHr+f6NgYkcFBhNc7Jyu3nkCe8/73m50frTz7wx+aY7n+4x837w+1t89pwBYdHcXj95etugYuiHzfI4/wyP/5P3NONEfvu4/9d9/Nd26+mYkzZ/j1+97HYI79dssZ18Ds7o5Whp5+miP33luyn1PsxGs+CCFYccMNAJwu4cbqqUQCpCwqroG0yFubkymUkSl0r9eZ0VFkMkn71q0AtjcBUu+xfOOa6Pg4e++4g+jYGCeN9tWRwcE5x1UN1JzIq0Uv1j7NXZdeyszICONZepic/d3vzK8zhRWKd8VCCOrCYaKjo6bDyVaCddWHP8yLv/hFtr75zUB6QYyVvt27CTQ381fJJGtf/nLz/uaVK829bRXR0VGCra1lLfUKr11LqKODn//Zn7Hrb/6GX2esilUbi0yePcsdvb08/LGP8dinPpX1tcrt5Bu6u+csqZepFF/esoXvvvKVJYs9SjHxmg/tmzdT19JS0iZxqhd8uZy8ul1ohYzZUdZoG263o2zmnhBqXU0urL2Zzjz4YHoRoqUfTzVROyJvCMS4sQozZNkUvOvSS4G0a8+kf88eGpYuxd/QMK+TLyaLC2aIfDau+tCHuPiP/5im3l5CHR08/rnPzVoF27d7N0t37EB4Zv/JWlavJjI4OGtjkhmjt0058fh8bLjtNnPD9ANf/eqs/HLs2WfpvfZaOi66iEBTE966Ok4bHS0zKbeTb+juZvr8+VltGPoefdT8uhTzClCaidd8EELQumFDSeOaRJH7l/oti/4iWcSwrqUFhCh4Ax/1+Ws2ihNy7Z+wEFlFfh4nr9pTt27YwLndu4lPTWVd41IN1IzIq1I5lflZ/xidF1+M8HiyivzQwYN0bNtGx7Zt5h927MQJM2s2nXwR5Yh14TAzC4i8QgjB5X/xFwwfPMiuv/kb8/7Ro0dnLXNXqMoca4sB5eTLzTX/9E+89L//mxfdcQex8fFZY5g8d47mVav4gyee4F0jI1z1oQ8x/PTTWT/k5Xbyjd3dIOWsST9rbFCqVaSlmHjNl/C6deYuY6Wg2L4sCzl54fEQbG217eTV+9zuCTmeKfILZPJD+/cTaGpi9U03MXzwoBkT6bjGQfz19fiCQab7+/H4fLNE2V9fT+vGjXOcupSS4YMHadu0ibZNmxgxThD/fcUV3LVpE9GxMaKjowSammZVChRKZlyzEDvf9z62vfWt6f1JUynixireRqNlqxU1ITX8zDMkZmaIjo9XxMlD+g2/5Y1vZMlllwGYk6xSSqb7+mjo7sbj9eLxeuk0dpYa2j93i19TYMro5OFCvTXMFvZ8WhFLKfnWi17ElzZsyLk/gemG/f5ihpsXrevXM37ihHn1UCzK6dr9GyiRjwwNEZ+ayiqGwba2wkVe7We8fDnC67Xt5FXtvjI/Czn5sePHaVmzho6tW0lEIgwY8akWeQdRWwACWXPv1vXr50z6TJ49S3xyMi3yGzcyde4cw888Y+Z+T33pS2Y5WDFYRb4+z8u9rssuIzEzw1R/v5knN2QR+fatW2no7uZnt9/OF5Ys4XOtrfQ98sisNrXlpuOiixAeD4PG5sQzIyMkY7FZJ6X2LVsAGMoy+WrGNWVaTag2ibDm8tb5mfE8nPzQgQOc+NnPGDl82JyIyyRZxpW7mYTXrUOmUoyUyM3HMyYmC0WJvJofymZmQu3ttp18XThMMBy27eRVaXXjsmXmeOcT+fETJ2hescJ835765S+B7MfldmpG5OFCDm/N4xWZW5Ad+d73uMPo+rd0xw5z1/QnvvAF8zlHv/99xo8fp3nlyqLGFQyHmRkeLqgES/3M8ePHzXFnE/lAYyOvNerrY+PjZi6+9uabixpzIfiCQRq6u013bJ6ULMvym5cvx1dfz9DTT8/5/vjkJP6GhjnzDaVCifws937qFG2bNuHx+/OKa6yrkM89/HDW55iN4Sog8mqnrrO//W1JXs/MrG06eRWXqqvhXE4+UmCjOGt1mzJLdlBVd+ozVBcOz/q8ZDJ+4gTNK1fSsW0bwutNL1AUYlY/oWqhtkTe4uQzUZNvqUQCSE8UAlz6v/4X3VdeSdumTUDavQeamrjib/+WMw8+SP9jj5mLlexSFw6bK3HzFXkzaz9+3BTNbHENpMsZ33bkCLf97Gfc8j//Q+f27ax80YuKGnOhNPX2mpVN2a48hMdDx9at9O3ePed745OTZYtq1Dj8DQ2mAEHayTevWDFr28j5OPr977Pkssvove46zlkqsqyUqsVzPrRt3Ej9kiWc3rWLxMwMh7/7XfO9bYdinXx9Rwcev9+sUMtWhWIrrlFOvrmZutbWopx8fVeXGaUF29qQqVTWFt8zo6PExsdpXrmSuuZmenbuBKDrkkvK2iqkXNSkyNfncPJImRZbKTnz4INsev3rueEznwHSS8ZDHR3Ep6ZYcvnlrLvlFlKJBPGpKXOvWLtYJ0HtOPnJeeIaRV1zMytvuIENv/d7vPmJJ8oWfeSi0ej2CeQc79pbbuHsQw/NKWWNTUyUdbm4EIK2TZsYtrRhGHv2WVpWr553odRUfz/nn3yS6cFBzj70EGte/nK6Lr2UwX37sjrAUrV4zgchBKtvuolD99zDd2+9lXtvvXXWVWihFJvJC4+Hxp4es6xTXT1ZCba1FdzyOTo6ir+xEY/PZ1ap2WHizBkzqoELn8lsJx0VOanP4MbXvQ6A9bfeautnO01NibxykEuzLAlvtEy+TfX1MdXXR89zn2s+LjwecwJx9UtfSrdx9gaKFnlr3FNv7C+5EIHGRkLt7YyfPMnUuXMIrzfrycstmC2dpcx55bHxttuA9MIuK/lOSBdD26ZNZq+dmdFRZoaHaTFq/XOJ/H9feSV3b9+evvqQkuXXXUfntm3Ep6aybphiinyF+o1f9aEPkYhEOH7//QA8/vnP236tzMVCdrCKaLY5IdVSu5B1CdaOssU6+Vkib8RL2UReTcQ3r1gBwGXvehd/EY3y3A9+0NbPdpqaEvnlz38+ABe95S1zHrPuTqPO1KoyRfGCz36WGz7/ea74q7/C4/Vy63330b1zJ73XXVfUuNRqPYDO7dvz/r6Gnh6mzp1j6tw5GpYsKVtmXQqaenuJT00RGx9nqq8PX339HFfYumEDDUuXciajXn6qv9/cWKJctG/ZwsTJk8yMjpr15eF5RD4Zj5sf9qe+9CUAs9QW4LwxyWwlEYngCwYr1m+8ZdUqXvnd77Lp9a/nqn/4B0YOHbK/IrRIJw8XRL6+qwt/lsjK39CQ3jvAshfsQkSGhkxBDtoU+VQiwcihQ+aCKphf5McynDyUf+1DOXGvathg5/vfz7tGRrJO+tRbNhPOvBxTtG3YwKW3326K6dqXvYw3PvTQrL027aBaAAA0FCBmjT09TJw5w+S5c/NGNW6gybLN3tS5czR2d88ROyEEy665Zo7IT/f305DnFY5dup/zHCA9aZop8tmEccCy4vjwt79NfVcX9Z2d6RO2EOaaCivx6emK5PFW1r3iFdz8ta+xwjA4ueYLFiI+OQlGC167NBkin+u9amdHJvVeAmOj8/Pns/aYmo+hAwdIRCKzrvDnE/nxEyfw1tWV3XhUipoSeY/XO6udgZVZTl5djhVZNZMv6vK90LLGxp4eps6eTTt5l4u8dS/V+U5Kndu3M37ihLlRiEylmD5/Pu8Yyy7dV16J8Hg48+CDDDz2GB6fj/C6dYQ6O5kZGZkzaalKE9XfrvPiiwEINDQQXrPGLBe1kohEHNtUYsnll4MQc9ph5IvaUKOYq5BVL3kJkJ7vyIZdkVfvpYbu7nQr4wKvVtQ8wZIdO8z7VBvkbFcGqnzSzVfOhWB/hU+V4aurI9jams6LjX4ydTY3ArHDn/b34ytwyXjjsmVM9fWRjMXovvLKMo2sNCgnP2k4+VyxlDmhfPIkbRs2EBkeRiaTZXfygaYmeq+/nr133EFieppl11xDoKEhPRcgJTMjI7PmPFTm3nXppelJ15e9zHysY9u23CJfYSev8NfX07R8ue1VsPHJyaLyeEiL/La3vpWVL3xh1scLFXmZSjHV12dO4lrn1TJ3zZqPvj17qGtpmRXX1M038Xr8OE1GHl8L1MapKk8aurvNTL65wn/Ehq6ugsuvGnt6zE0YXO/kjQ/i+KlTTJ49m7PcU5WGqoVpqtVAJS6Nr//EJ4hPTBCfmmLja1+b/rk5tgccO3aMhqVL2fnBD+Lx+9n4mteYj3VefDEjhw/P6hcE6T1AnRJ5SDfxsrs4KjYxUXQZqxCCPkdQ7gAAEAFJREFUl/znf7LJqEbJpFCRnx4cJJVIzHLywJxmc1Ye+shH5jb3e+QRllx++Sxn7qurI9DcPGfvhlQiweC+fXQacy+1wOIS+aVLzUy+UlFNMVirerKVpLkJbyBA/ZIlnH/iCeKTkznXFjRb6v/hwge2vgBnZpelO3bwloMHef2DD7L9He8ALBt9Z0QAY8eO0bJ6NWtuuom/jMVm/f6XXX01MpXi0U99iv1f+YpZLeKkk4eF+9mc/MUvuOelL83aCiE6NmZ7i8t8KVTkM9dbmO0pcmyqM37qFL/54Af5v8b8C6RbTZx/8slZUY1i6Y4dnH3ooVn3De7fPye/r3YWn8j39TFx8mRViPyya64xv1Y9xN1MU28vJ43Vt7nKTht7evD4fGYcoiYw1fLxctOyciXLrr7azJ5zbfStRD4bPVdfjfB4+M0HP8iP3vxm9t11F5AW+UqvT7ASXruWyODgnN7+im+96EUc+9GPOP3rX895bKqvr6AIxA6FiHxscpLHPv1p4EKbYTW+4YMH+eoVV8zpanr2N78B0m48ZvyMs7/9Lal4nGVXXTXnZyy79lrO7907K5dXq5m1yFcpDd3djB07RnRsrCpE3l9fT3jdOnzB4Kw80a20b9libiKey8l7vF5a1qwx99ztf+wxGpctK6jqqJSoFhiRwUHGT57k6A9+kC6fPHUqp8gHGhrY+YEPmO8h1dck7rCTVxGkWnlsZWZkBGlUpWSuU4C0yOeK2EqFL0+Rl6kU977qVez78pe5/C/+gi6juZ2vro6m5ct57NOfpn/PHr57yy2zvu+MIfKAeUVz/Mc/xuPzmeXVVtbdcgtSSn774Q+b9x374Q9pXrmScBV83vJlUYm8al0AVM3Eyh889hh/aum542bUhxHmrkGw0rphAyNGK+f+Rx81+/07gSq3jZw/z5e3bOE7N9/M/rvvRiaT8x7D1f/wD7z9+HFW3XijWTPvdCav6tRVMy4r1qw+s0lcKpFgemCg7JFZvk7+6Pe/z4mf/pQXfOYzPP9f/3XWY0suv9yshJoZGTEdO8CpXbvMyEmd6M7+9rcs2bEja5HFkssu45Lbb+exz36Wc488QjwS4fhPfsLaW26p2FqHSrCoRF6taIXiV7FWikBTU9X0y1AiH2hqyroYRtG2cSMjhw8zNTDA8MGDWS+lK4UvGMTf2Mjgvn2m+Oy94w5g/hOVonPbNoYOHCAZjzueySuRn8gi8mPG2oDmVavmbKY9ff48SFl2J5+PyEsp2f3xj9O8ciWX/Omfznm8PWNPhWGj4d304CCDTz3Flje9CUhXeUkpGdy3j655FiBe97GPUdfczOOf+QwnH3iARCTCuowrhGpnUYm8tYOcVfA1paHnqqvY9ra38fuWXZey0bZxI8lolANf+QpA0SuKiyXU0cGJBx5I3xCC/j17AGjOQ+TbNm8mFY+na/8dzuTV5HA2J68WgPU897lzRN7scuoCJ3/y5z/n7EMPceXf/V3WPRw2v/GNrH7pS3mtEZENGvsTnDHmGTa+9rUIrze9XuPsWWZGRsxVytkINDWx6XWv49A993Dw618n0Nzs+Pux1CwqkfcGAtzwuc/xml/8oqYux9yCLxjkJXfeSev69fM+b9m11wKw62/+Bn9jY9bKh0oS6ugwF9js+Ku/Mu/PZ6Wzes7kmTOOrHi14gsGCbW3M5klkx89epSG7m5aVq9mqr9/VoM1sw1vuUXe+N3MJ/K/++hHaejuztqaBKBj61Z+7wc/YNnVV+MNBMxNaE798pf4QiF6du6ksbubidOnzcesbUWyseG220hEIjz9ta+x+sYbq7qFQTYWlcgDXPrOd7Liec9zehiLmvZNm8z+/Rtf85qCF4mVGjWB2rxyJRtf/WogPXGcz25gahXz2LFjxMbHzUU2TtG0fHnWDetHjx4lvHYtDUuWIJPJWdswqhbM5Z5sFB4Pvoxt9yJDQ2bjuMjQEKd+8Qu2/8mfLNjkzePz0bZpk+nkT+3aRc9VV+ENBNIdUU+eNK9e2oz3Wi56DdMB6U6ptcaiE3mNO7jp7ru56C1v4TnveY/TQzGju+aVK1myYweXvfvdvPK7383re1UOrkpBnd45qHXDBnN/YiujR4/SsmaN2T7CGtkMHThAqKOjIl1O/Q0NZu96gG+/7GV8efNmTu3aZW6AsjxPE9a+dStD+/cTm5hg8KmnWHb11UB6LmXs2DHGjh3DW1e34BWKNxDgjbt3c+0//zMbjJN8LbFo2hpo3EXPzp3mZgxO02FczstUCo/XywuM+ux8CDQ2UhcOm5vEO90Oum3zZp751rdIzMyYbjgeiTB55gzhtWtni7xx3EMHDiwYaZQK1W4YYGDvXrMu/emvfY1gWxsevz/vGvWOrVs5+PWvc+KBB5CplNk6PLx2Lc9885uMHDpE88qVefWg6b7iCrprqDbeSlFOXgjxYSHEGSHEE8a/l1oee68Q4ogQ4hkhxEuKH6pGUx6WP//5LL3iCp6XUa6XL029vabIO+3k2zdvBikZOXSIRDRKfHraXHgWXrv2QqM+w8lLKdMiX6HFaIHmZnM3JtU4rGX1avoffZSh/ftp3bBh3sosK+rEpBajqT0gwmvXIpNJTu3alVeFVK1Tirjm36SUlxj/fggghNgCvA7YCtwIfEEI4S3Bz9JoSk5dczNv2r3btpMLr11rrjJ12smrMtZ9d9/NnatX860XvtCcgGxdv95sBKcqaqbOnSM6OlpRkVcL5gafegp/QwPrX/UqBp96isF9+2a15V4IdQV29Pvfp33LFrMDrSqPjo6OapGnfHHNK4BvSCmjwDEhxBHgSuCh+b9No6k+Wi0Te047+baNG1lxww08alyVTJ07R2RoiEBTE12XXorH58MbCJiZvFoY1VEpkW9qMqt/Bvfto33rVpZecQXJWIyxY8dyNjfLRsuaNXgDAZKx2Kxd3qwlk9bWIIuVUjj5dwkhnhRC3CWEUKUFy4BTluecNu6bgxDi7UKIPUKIPedt7mqj0TiJ1X06LfIAL77zTtbfeisv/epXqWtpYeTQIZY/73l4/X6EENR3dZlxjRJ5JzL5kUOHaNu0Kd0L36C1ACfv8XrNZmuqlz1AMBw2+/pXekN7N7KgkxdC/AzINj39fuDfgX8CpPH/vwB/VMgApJRfBL4IsGPHjvw3f9RoXILVybuhxjq8ejWv+Pa3AYiOj/PIJz/JVZb+LPVLlphOfnD/foJtbRXbBUll8qlkkslz52jq7SVs6XO0+iWFTd9d/Y//SN8jj7Dh935v1v2/v2cP5x5+2LGeSG5iQZGXUmbfASADIcSdwH3GzTOAdSVJr3GfRlNz9Dz3uVzzkY+w5uabnR7KHC69/XYuvf32WffVL1nCtJHJq0nXSi0OVJn89MAAMpmksacH4fGw/R3vwOP3F7wgK9fm2u2bN89pgbBYKSqTF0J0SylVB/9bgX3G198DviaE+FegB1gP7C7mZ2k0bsXj87Hz/e93ehh509jdzcBjj6Ura/bvn7UhSrkJNDWRjEbNTWPUOoMX/cd/VGwMi41iJ14/IYS4hHRccxx4B4CUcr8Q4pvAASABvFNKWdjuuxqNpiyE165lqq+P0aNHmRkZqVhlDWB2g1SrXJXIa8pHUSIvpfz9eR77KPDRYl5fo9GUHjWHcOTee4HKbdgCmK2AVfdIt+94VgvotgYazSLDFPnvfAeorMirttnnn3wSj89X9g3cNVrkNZpFR3jdOhCCM7/5DXXhcEU3iVeb9Zx84AGaV63Kqwmcpji0yGs0iwx/KGT2h+nYurWibbdVG+pUIlE1G/dUO1rkNZpFyGXvfjcAz6lwVVBdc7NZk69FvjLoayWNZhGy5Y1vZN0ttxBoaqr4z27o7mZ6YGDWnsua8qFFXqNZpDgh8ADXfPSjnHv4Yba97W2O/PzFhhZ5jUZTUda+7GWsfdnLnB7GokFn8hqNRlPDaJHXaDSaGkaLvEaj0dQwWuQ1Go2mhtEir9FoNDWMFnmNRqOpYbTIazQaTQ2jRV6j0WhqGCGle7ZVFUKcB07Y/PYOYLCEw6kWFuNxL8ZjhsV53PqY82OllLIz2wOuEvliEELskVLucHoclWYxHvdiPGZYnMetj7l4dFyj0Wg0NYwWeY1Go6lhaknkv+j0ABxiMR73YjxmWJzHrY+5SGomk9doNBrNXGrJyWs0Go0mAy3yGo1GU8PUhMgLIW4UQjwjhDgihHiP0+MpFUKIu4QQA0KIfZb72oQQPxVCHDb+bzXuF0KIzxi/gyeFEJc5N3L7CCGWCyF+IYQ4IITYL4T4M+P+Wj/uoBBitxBir3Hc/2Dcv1oI8bBxfP9PCBEw7q8zbh8xHl/l5PiLQQjhFUI8LoS4z7i9GI75uBDiKSHEE0KIPcZ9ZXmPV73ICyG8wOeBm4AtwOuFEFucHVXJ+C/gxoz73gM8IKVcDzxg3Ib08a83/r0d+PcKjbHUJIC/klJuAXYC7zT+nrV+3FHgBVLK7cAlwI1CiJ3Ax4F/k1KuA0aAtxrPfyswYtz/b8bzqpU/A5623F4MxwzwfCnlJZaa+PK8x6WUVf0PeC7wY8vt9wLvdXpcJTy+VcA+y+1ngG7j627gGePrO4DXZ3teNf8D7gVetJiOG6gHHgOeQ3rlo8+433yvAz8Gnmt87TOeJ5weu41j7TUE7QXAfYCo9WM2xn8c6Mi4ryzv8ap38sAy4JTl9mnjvlpliZTynPF1H7DE+Lrmfg/G5filwMMsguM2YosngAHgp8BRYFRKmTCeYj0287iNx8eA9sqOuCR8CvhbIGXcbqf2jxlAAj8RQjwqhHi7cV9Z3uN6I+8qRkophRA1WQMrhGgE7gH+XEo5LoQwH6vV45ZSJoFLhBBh4DvAJoeHVFaEEDcDA1LKR4UQz3N6PBXmGinlGSFEF/BTIcRB64OlfI/XgpM/Ayy33O417qtV+oUQ3QDG/wPG/TXzexBC+EkL/P+VUn7buLvmj1shpRwFfkE6qggLIZQZsx6bedzG4y3AUIWHWixXA7cIIY4D3yAd2Xya2j5mAKSUZ4z/B0if0K+kTO/xWhD5R4D1xox8AHgd8D2Hx1ROvge82fj6zaQza3X/Hxgz8TuBMculX9Ug0pb9S8DTUsp/tTxU68fdaTh4hBAh0vMQT5MW+1cbT8s8bvX7eDXwc2kEttWClPK9UspeKeUq0p/bn0sp30gNHzOAEKJBCNGkvgZeDOyjXO9xpycgSjSJ8VLgEOkM8/1Oj6eEx/V14BwQJ53DvZV0BvkAcBj4GdBmPFeQrjI6CjwF7HB6/DaP+RrSeeWTwBPGv5cuguO+GHjcOO59wN8b968BdgNHgG8Bdcb9QeP2EePxNU4fQ5HH/zzgvsVwzMbx7TX+7VeaVa73uG5roNFoNDVMLcQ1Go1Go8mBFnmNRqOpYbTIazQaTQ2jRV6j0WhqGC3yGo1GU8NokddoNJoaRou8RqPR1DD/H9FvMy9X7Z4pAAAAAElFTkSuQmCC\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[47, 119, 189, 271, 347, 357, 362, 467, 476]\n", + "[467, 271, 119, 189, 347, 47, 476, 357, 362]\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": [ + "80.0 bpm\n", + "[56, 128, 198, 280, 356]\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": [ + "R = 0.566\n", + "4700\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": [ + "[19, 89, 171, 247, 257, 262, 367, 376, 457, 467]\n", + "[367, 171, 457, 19, 89, 247, 376, 467, 257, 262]\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", + "[98, 180, 256, 376, 466]\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": [ + "R = 0.585\n", + "4800\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, 71, 147, 157, 162, 267, 276, 357, 367, 440]\n", + "[267, 71, 357, 147, 440, 276, 367, 157, 3, 162]\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": [ + "65.0 bpm\n", + "[80, 156, 276, 366, 449]\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": [ + "R = 0.599\n", + "4900\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": [ + "[47, 57, 62, 167, 176, 257, 267, 340, 433]\n", + "[167, 433, 257, 47, 340, 176, 267, 57, 62]\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", + "[56, 176, 266, 349, 442]\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": [ + "R = 0.599\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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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "R = 0.597\n", + "5100\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": [ + "[57, 67, 140, 233, 313, 321, 394, 482]\n", + "[233, 57, 140, 394, 313, 482, 67, 321]\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": [ + "71.2 bpm\n", + "[66, 149, 242, 322, 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": [ + "R = 0.597\n", + "5200\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": [ + "[40, 133, 213, 221, 294, 382, 464]\n", + "[133, 40, 294, 213, 382, 464, 221]\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": [ + "70.2 bpm\n", + "[49, 142, 222, 303, 391]\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": [ + "R = 0.610\n", + "5300\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": [ + "[33, 113, 121, 194, 282, 364, 459, 467]\n", + "[33, 194, 113, 282, 364, 459, 121, 467]\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": [ + "72.5 bpm\n", + "[42, 122, 203, 291, 373]\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": [ + "R = 0.623\n", + "5400\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, 21, 94, 182, 264, 359, 367, 475, 489]\n", + "[475, 94, 13, 182, 264, 359, 21, 367, 489]\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": [ + "63.0 bpm\n", + "[103, 191, 273, 368, 484]\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": [ + "R = 0.620\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": [ + "R = 0.601\n", + "5600\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": [ + "[64, 159, 167, 173, 275, 289, 366, 375, 379, 454, 464]\n", + "[275, 454, 366, 64, 159, 167, 464, 379, 289, 375, 173]\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", + "[73, 168, 284, 370, 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": [ + "R = 0.582\n", + "5700\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, 67, 73, 175, 189, 208, 266, 275, 279, 354, 364, 457, 469, 484]\n", + "[457, 175, 354, 266, 59, 67, 364, 279, 189, 275, 73, 469, 484, 208]\n" + ] + }, + { + "data": { + "image/png": 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ML1BWTLtGI5IHzJFho645BACOmprkBjkmRM+TB8qr65cQeQPhH7xFdUKIaD6Betu/0YtYJWHXqGyNcrdsGGOJtRTV+7LX1CDs8xVpVIVBK5Ivx7o9QuQNRBYs+3QKJSBEnpOSpWFyuwYwgcjHYgBjKTMUR20twpOTRRpVYYiLSF6ghu/e5NEqjyuFyCeIq7NrJLvGKJulmHaN3CBEFfGWu1Unvy+rhl1j8kg+puPJAxUq8kS0j4jeJaJtRLRFOtZIRC8Q0R7p/wajXq8Uke0axZcCECLPUXvy8gljUAelYto1POqzqD35Mhf5acuiAu0areyaShZ5iTMZY6sZY2ukn78L4EXG2BIAL0o/mxa5UbU0ZSfJsBEinyAeiSRFukZHRaVg1zBr8ilV7guvMdV3mlMJdo1mJC88+RQuBnCPdPseAJ+c5dcrKlFVCiWPLIXIJ9DKrgGME/lSsGvUi+7lHsnLaw0qu8ZeAXaNZiRfhiUdjBR5BuB5ItpKRBukY22MscPS7SMA2gx8vZJDK08eKK8vxGwSV2Vp8EjeqKioFOwas2XXTG/ySo3kzS7yWpG8XerfXE57BIwU+dMYY8cDOB/AV4joI8o7WSLMSjkLiWgDEW0hoi1DQ0MGDqfwyCJv49k103YNYwxv3HgjvHv3Fm18xUa9qcboSL4U7Bq1rVHuC6/8IqWO5B01NYiFw4atp5Qi6SL5cmrraZjIM8YGpP8HATwKYB2Ao0TUAQDS/4Mav3cHY2wNY2xNS0uLUcMpCmqR55FlJBDA+N69ePmGG/D7RYtMsQsyF7Ty5AFz2TVmS6HUu3jZa2oAwNSLr1qRvK1SI3kiqiaiWn4bwLkA3gPwBICrpYddDeBxI16vVJnOrkndDOU7dEj+2ew7BbXQKt5mJrtGz7sud5GXs4ZsqXnyAEy9+KoVyZdjmWXbzA/JiDYAjxIRf877GGPPEtFmAA8S0ecB9AP4jEGvV5JEVZG8fFwl8uGJCTikSKhSYFKtD4vNJpt2ZorkzerJy+PXieTN7Muni+QjZRTJGyLyjLE+AMdpHB8BcLYRr1EOyGKlUdZgSinyJo5+9JCn/XYbIN0kZ+LkMZcnnzw5LndPfnozVPL7cnk8AIDg2Fihh1QwzJJdY1QkL0CqJ8+J+v0IjY/LP4cmJgo6rlIgqd461w0T2TV6C5TlHsnr1eSp7ugAAEwdPpzyO2ZBZNcIUpgW+ekTnSwWTbum0tCqt25xJiIkM9g1Zl141bt4KUXerFk2WpG8xW4HWSxlZdcIkTcQWawUU1ub241IIAD/4KAcuVaiXSOLhfICKJ08RjXzLgm7Rh3Jm2XHq8qucTc1wWK3Y/+mTbjF6cSm668vwuhmF61Inohgq6oqK7tGiLyBxEIhgAiwJIt8NBBAaHwctV1dACo7kofihLG4JLvGqEi+BLJr1Osx5R7J681QiAjV7e3oeTyRMLfz/vsLPrbZJh4OgywWWFQX7nJrmCJE3kCioZBcwIjDRT48MYHauXMBVLonr+gV6jB24bUksmtM5slrzcA43LIBErPTcqrnkgmxSCSl2CCQ8OUrcjOUICFWVqczyTbQiuQjFWjXJGXXSBAXeZPYNWSxTDcR4MfLXOTlwmsWSrmvfsECAEDLsceCxWIYfv/9Qg5t1omHw0l+PEdE8hUMF3mlbaAUeXdLCyx2u4jkJSxOc9k1VocjZQxlH8nr2DUA8LHbb8eF99+Pj91+OwBgbNeugo5ttkkXyZeTJy9SKA0kFg4nRJ4li3x4chJRvx/O+no46+oq25NXFihzmCe7Jh4Ow+JwpIyh3EU+ppNdAwCuhgYsv+yyhE1DhLGenkIPb1aJRyK6kbzIrqlQ1HYNEcHmdsM/mCjZ46yvh6OuTmTXcKwWkNVqGrvG6nCkjKHc7Rq5R4JFXypsLhdq586F12QiHwuHNSN5W1WVsGsqFbVdwxhLiPyRIwAAR11dotlCBUfyyk01DCzR51XYNSWLXtaQGs/ixaYTeb1I3lFmXbGEyBtITMquUds1gZERANORfCV78spInjEGm9NpWCRf7M1QZrRrpjdDpZeKxqVLMbJjB1i8eLMpo9GL5J0eD8KKHeyljhB5A9FaeOXboAFJ5CugbZoWWv1vGRisUjNvIyh20xBTR/Jp7BoAaF+7FqHxcYzt2VOAURUGvUjeWV+PoNdbhBHlhhB5A9FLoeQ46uoSnnwFRvJa0/44ixtq15SLJz/ywQdlk1POo9mZLqDtJ54IADj8xhuFGFZB0IvkHfX1iPh8iEuVVUsdIfIGEuWRvMqu4bgbGys3u4ZH8g6FJ88YbC6Xaewaq8quIYsFTFXWIBoM4g8rV+K+U04p9BBzgkezM/1tm1asgL2mBofffLNAI5t99CJ5XoGzXM5jIfIGomXXuJua5NtVbW2wV6pdIxcoU9k1Tqdp7BqLyq6x2O0pkTy3Mwbffhv+Mmh3qbegrMZitaJ9zZqKieQBJFWWLWWEyBuIll1TM2eOfNtRUwNnXR0iU1NlM9UziunibTPbNZMHD+LhCy7A5MGDWb1Gqdk1Frs9xZMfVWwYmjp6tGDjy5W4JHSZ/G07TjwRQ++8UzZW1Eyk8+QBIfIVSSwUSpnaKut7AAlfHqi8SpQ8klf2eOV2jXr34Kbrr8fep5/G+/fck9VrFNuusdjtSWOwaon8zp3y7VAZNNyIZWjXAEDr6tWIRyKmWXzVza7hIl8mi69C5A1Ey65RRvJAZfTG1EKroQoDg7O+PsXbPCL5ugOvvprVa5RanrxWJK/c+l8OXZW0bCg96ru7AQDe3t7ZHlZB0I3kJU9eRPIViJZdoxvJl8mijVHIdo092a5x1tcnRUTxWExusHJ069YZn1cZYRbTronr2DVqT35k5054JDEsB5GPhcOJGUkGf1v+vsb7+mZ7WAVhxkheiHzlEdXYDFXV0pL0GDmSrzSR1yjFyxiD0+NJOln8g4NgsRicHg8Cw8Mzbq5RRphFt2tUtoY6ko9HoxjduRMdJ50EoDym+/FIRHOTlxauhgY46+vNE8nrVKHkyRSBMlg4B4TIG4qWXUMWC075yU/wmU2bAAA1UmQ/0d8P7969RRlnMeDrFUq4XRPyemUR8Q0MAEj4uywWm3HTiVJ8Ss2uUXryO/74R/zabkfE50PHunUAyiiSz9CuISJ4urvhNUskL53PapweDxy1tZjo7y/CqLInb5Enoi4i+gsR7SCi94noOun4j4logIi2Sf8+nv9wSxfGWMLDU0XyAHDKD3+IeWeeCQBoWLYMZLFg03XX4a5ly+SSB2ZHrtCpirydHg9YPI6IVAtEKfLAzNFSqUTycY08eaVds+/ZZ+Xj7WvXJi5uZSLy6gXldNR3d2PcJJE8/86qISLUzZ8vi7y3txcvf+97JZsxZ0QkHwXwDcbYSgAnAfgKEa2U7ruFMbZa+ve0Aa9VsnA7Qu3Jq7G73ahftAj+wUHEIxHTTG1nQmu9gnvywLS/OSmJfIsk8jPlkqufr1hoplDabHIkHxwbg6e7G1/cuxdzTj4ZTo+nLLbG88XHTP+2nkWLML5vX8kKXjZozT45dfPnY3zfPgDAg+ecgzd+/nOM7Nih+1yMMex66KGi9PzNW+QZY4cZY29JtycBfACgM9/nLTf4wqI6WtWiedUq+Xa5TPnyRSu9lIHJmQpc8HhZ5qaViThhxki+ROwa2btWZ9dIJ7W3rw8txx0nd1NyNTSUTSSfqV0DJBZf45FI1nscShE9uwYA6hYswER/P2LhMCYksR9+7z3d59p5//148tJL8dZvfzsbQ02LoZ48ES0A8GEAfNvbV4loOxHdRUQNRr5WqZEk8jNMbT9y4424+NFHAQAT+/fP+thKAV27RorkeVW/4OgonB6PvHYxUySvfL5SiOS1Fl4ZY5jYuxf1ixbJ95VLX4Gs7RrpPZrBsonpLLwCiYtZyOtF/4svyseG331X97lGpP0RxVisNUzkiagGwMMArmeMTQD4HYBuAKsBHAbwK53f20BEW4hoy1CZrFZrwUXeNoNdAwCNy5Zh8cUXl9XiTb7wSD7FrlFF8sGREbibmuCWspJmOimUzxcuYiMHLbuGL7wGR0cRDQZRJ/X4BRKNJ8qhu5BWamg6+Eyl3IOXeDQKFo/rRvKtxx0HANj+X/8FALDX1GDkgw90ny8orb0p94kUCkNEnojsSAj8HxljjwAAY+woYyzGGIsD+G8A67R+lzF2B2NsDWNsTYsq3bCcyMauARKLN7Xz5mHywIHZHlpJoNUaUWnX8HTCwOgoXI2NsDmdsLlcM/rWcUWKZdA7Ogsjnxm+6K5p10QicoMJu5Q+C0h9QstA5GMa7ysdVW1tAKZtt3IlqjifteBrRj2PP46qtja0r1kjC7kWvKEKbyBUSIzIriEAdwL4gDH2a8Vx5S6gSwDoG1YmIJqFXcNx1teXxZTdCLTSSxljcDc3AwACw8MAEhGPS8pDdmjshlUzeWhAvl2slES+uKqXXROZmgIA2Kur5fvs5RTJZ2HX2KurYXO7y6IuTzp420M9u8bd2IhaaWa28PzzZ1xI5zObqXIUeQCnArgSwFmqdMlfEtG7RLQdwJkA/sWA1ypZlJF8plNbm9tdVl3f80HLzoizOFweD8hqlSO/wMgI3I2NABIXwZl2FY4fmLYF/EUSeWVDFK0CZVoiXy59Qvkmr0y/00SEqrY2BMo8ko/NEMkDwMk/+AEAYOUVVyQ29aUReR6sFEPk8zaIGGN/B0Aad5k6ZVJNtnYNkIjm0k3xzERMo9Y+AwNZLKhqaZFFPjg6KkfymYh8cHT67xf0Fkfk+SzO5nKBYUo+brHbdEW+bCJ5XqBMNQNLTOC1qW5rK/tIfia7BgCO/eIXMf9jH0P9ggXoe+qp9CIvzdinDh82dqAZIHa8GoRy4TXTqW1FRfI6dg0AVLW2IjA0hHg0ipDXK28bd9TVzdhL0z867cOHfcWxvnjTE5vLldw0xCyRvMqumSmIqWpthb/MRX4mu4bDF5qdHg/Ck5Oa+wNYPC6vyxSj3o0QeYOY7nyU+dS2XDIsjEDPrgEAtxTJByTBziaS9ysi+WjYmOYj2SLP4lyupPdHdltaTz4ejWq2Bywl0n1uelRVSCSvRE4F1lhDikxNAYzB5nYj7PMVfGe2EHmD0LJrZop4KjKS14gIq1pb4R8clDONaufOBQDNMsRqgkkiHzZ62BnBm2Sk1C1SR/KKpu426Ta/r1TRs2vSUdXamiguV8QyE/mSiSevRJ0KrIRbNTVz5gCMFfwzFyJvEFEduybdF71cfFkj0No5qbRrkkReylrIJJIPKOyaaKg4HYmienaNzarvyUu3S9myYYzlZNe4m5vBYrGyKcWrRaZ2DUedCqxEFvnOzqSfC4UQeYPQW3hNd0LwSL6cI55MSRfJ18yZg/DkJEbefx/AtMjzXaHp6qAoRT5WpEg+yZNXR/LRqK5dA6CkL/IsFgMYyzqSV6fFliNZ2zVpRD4kzUZ5AyEh8mWKXoGytMXKqqoAxgxrZF3KRAMB2Nxuzb9N3bx5AICBV16B1emUa/DLPmeak8I/pojkS8yTT8quIYLN7Zbv43ZNKUfyfL1Avc40kycv11svY5HP2q5J0xIwIn1/q4XIlzd6tWvSRT38pK8EXz4aDMKqinT536Zu/nwAwMGXX0bt3Llyel66xSxOYHi67EGxRF62a1SfvXLh1V5VlZR2WA6RvPyd1igslw4zRPLZ2jXp2nomefI6j5lNhMgbRE52TRmc6EbAGJMjeS2xqJUi+YjPhxapJgiQ2PEK6KedMcYwoah2WPSFV9VFzOKwIx4OIzo1lWTVAGUSyfOLl9udm11TxntAsrVr0ok8t2tqJU8+IkS+PNHb8ZpualspkXw8EkmkkKnsDH67RtEHt+uMM+TbM/XSDIyMJC22xops16jfHzmdidz/iYkUkZ8pkt/5wAPYq2g0UgyUC8pZ2TUmiOSztWsyieSFXVPm6G2Gmim7BijtaM4I+EVMLyIkiwXHXH01LDYbFpx3nny/U2p6rifyE/39YIqNl9FICaRQKj5vq9sFIFGPRy+S1xL5eDSKjZddhofPP3+2hpwRellDM9k1jtpaWOz28hb5LO0am9sNslg0BZwvvPGJyOUAACAASURBVFe3twMQIl+2xEIhkMUCi82WVXYNYP5IXhb5NGJx/t134+s+HxqXLZOPOWbw5NVlmuOxWFE67+hl1/AoMDA8rBvJa13gB159dfq5i2RBAdPvS28tRQ8igru5ubxFPstInojgqK3VFHD+/a9qbQUgRL5siSq6yCins2kXXivEk48qvN10036b6oSaya7x9vYmRfKMirO5SOnJJ9WTd0siny6S1xjvkTfflG+n6zY02ygvztm2WUwn8jv/9Cds/OxnweKZ7QwvBtmKPAB9kff7YXU45JmpEPkyRdkqTCnsM/V7BSooks9yAW8mkR9+7z1UtbUmHeM1QgqJ0pNPKjXsStg16SJ5rQu8snXeqNRRqBgkLShn2WbR3dSkW3zv2Wuvxc7778ceqTtaKZKtXQMkGofoRfLcznHU1RV8k5gQeYNIEnlh1ySRq7drc7tBVqtukbKR996DZ9nS6eejRIZOoZHFULVpiH8fIlrZNfyz1xF57t8WozQtJ6pjQ2Wyec/d3Ay/RiTP4nFY7HYAwO6HHzZopMajtOAyxVFbq/n94yIPAK7GRgRHC9vcRoi8QcRysGv4482+GUoZyWcz7Sci3dIG8VgMIzt2oH5pssgX44IZCwZhdThAFkvyZijX9FTfpqhbAwAWqxU2l0szkvcdPIjmVatgdTqLKvKxDG02LfTsGm9vrxztHnrtNYNGajzRYBAWmw2WLNr16dk1Eb9f/vzdQuTLF97DFMjcruEiHzW5yOe6gAfoFymbOnwY0WAQ9QsXTD8fiiTyoRCsUsSXlF2jEHl1JA/olxuePHgQtV1dqO7oKEr9cU6uMzAgIfLBkZEU353XJ1p04YWY2LevqBexdPDNe9mQbuGVR/LOhoaCdzATIm8Qudg1lRLJR5SefJZioRfJ88ya6s450weLFMlHg0HNz165aKcl8loF6uLRKKYOH0ZNZyeq29tLwq7J5eLsbm4Gi8dTqjLyEsRLPvlJAMDhN94wariGEg0EsrJqgMxEXtg1ZUw0FJKzQzLNk5dFPlic6omFIteFVwC6C1WyyM+ZFnmG6QtKIYkGg7Ig5BvJ+4eGwOJx1MyZg5qODviKGMnrNUPJNJIHUjdE8YvWwvPPh8VuL1nLJqb4TDPFXluruZs14vfLC+0uEcmXL3qevLBrksUiW293pkje3d4mHyuaJ6/z2ZNrOjMj00iei2B1ezuq2tvhL2Ykn2cKJZAq8v6jR2Gx21Hd0YHW1atx6PXXDRyxccyWXcMj+UJWnhUibxDxcDj77JoKsWuiedo1Wp78RH8/3E1NchoqgKLZNcrsmeTaNdlH8kqRr+noQGBkpGgbovKxa/jGH7+qoffU0aOobmsDEaF93Toc3bo1bSnpYhELBpOqhmaCo7YWsXA45fNKEvmGhkRl0gLujREibxBRnTz5dCeExWYDWa3mF/k8UvEcOpG8f2gIVW1tqgtq8UTeUVOTGEMWdo29qiplMxQX+ar29uk0yiK10ktKDc3y4szLRQeGhpKO+48eRVVbYvbVvnYtIj4fxnbvNmrIhhHNwa7Rq18TVdo1jY0AoLuHYDaYdZEnovVEtIuIeojou7P9esUiF7sGSFg2phf5HFMogUT9mtD4eMoFITQ+Dmd9fXK6arEieZ9PFvGkFEpnertGq8cvt2eq29qmRb5Ivjz3pYkoe7tGEnl1JJ8k8mvWAACObN5s1JABAEfffht9Tz+d13PktPAqXehTRF4RyfPWlhP79+c1vmyYVZEnIiuA/wRwPoCVAC4nopWz+ZrFIpfsGiBh2VSKyOt1hkqHo74eLBZLEcPQ+HjiPqX4F0nkwz4f7DySV9o1M4i8XceucdTVwV5VhWqpOmexMmyiCssi2xmYzemEo64OfnUkPziIaknkG5cvh726Gke2bDFw1MC9xx+PRy64IK/nyMWTt/NIXrUhKhoIyHnynu5uAMB4X19e48uGzDP9c2MdgB7GWB8AENGfAFwMYIeRLxKLxzAVKW5DZF88gDoXYSI0gXBs2pObCE2gxlGj+3vhGjsmwpOYCOk3xhjr7UV1W5scKZQbY74RROtd8EWnEIhOi7Av7Ev7vgEgUutA0AkMDw+gxtYuHx+fGoVjyTxMhqejpogNGA94Z3xOo5kITaC21oGJ0ARC0ekL9lQsgKDk2ASdSBlXqNqGiUjy32Bo6CAsc1swEZpArLEaQSdwdKAPrQV+T0BivGGN9zURmsjob0xzmjA8PCA/ljGGUe9RzGutl4/VrjsOfW+9hrUGvb/A6Kj8Nx8eHpAtlGzxRadQU+XJ6rsUqrIi6ARGx47AGZonH5+MTiHktiSeq70BQScw0LsDXarntllsqLJXqZ82b2g2V3mJ6NMA1jPGviD9fCWAExljX9V6/Jo1a9iWHK7qmwc2Y93v1+U1VoFAICgm66vW4Zlv5bZvgIi2MsbWaN0325H8jBDRBgAbAGDevHkzPFqbpqgb32y4DI1LlsgNdQvN33/wA7SuXo2ln/oUAGBx42IcGD+AUCy9FfPGjTeiZs4cHHPVVZr37//rX9D75EbUdLRj7Te/Zfi4C8GO//t/MbF/P0763vcAAJ21nfCFfRgPzVyoaXjHDrx755044etfl9sEAsBL3/kOOk87Dd0XXYQqexXaqttw71evQNvxx2PJ//k/s/ZetHjpO99B5+mno/vCCwEA3Q3dODhxEKFYCH/5xjdgsVpxxi9/mfJ7vU9txMG/vZR0n/r78MqPfoSmY47B8s98pjBvRsF799yNqSNHceJ3vgMg+X1lwrt33YXg6CjWfvObABJWzRu/+AVWfPazaD/hBACJssq7H34Yp/zwh3JBunw4snUrPrjvPgDAqquvRsuxx+b0PK/99KfwdHdjxeWXZ/w7vkOHsPlXv0p63Wg4jJdvuAHdF1yAeWedBQB45/bbEfH7seZf/xVAYobzyg9+gA+vbMhprDPCGJu1fwBOBvCc4ucbANyg9/gTTjiB5cLhzZvZTQDrefLJnH7fCH5TU8M2/cu/ZP17f/jQh9ijF1+se/9jl1zCbgLYvWvX5jO8ovLIJz7B7lm9OqffPfDyy+wmgO197jn5WDQUYjcB7LWf/jTpsb+bM4c9+/nPZ/zckWAwpzEpiUUi7CaAvfpv/6Z5//COHcw/MqJ53ys/+Qm7CWCxaFQ+dmt9Pfvz174m/3zv2rXswY99LO9x5sL/rl+f1/fu2S98gd3W0SH/fOCllxKf5fPPy8f6nnmG3QSwg3//e15j5Wz+9a/ZTQC7CWBv/PKXOT/Pbe3t7LkNG7L6nbHeXnYTwN79wx/kY1NDQ+wmgG299Vb52N9/+EN2s8XCQhMTid/r6WE3AeydO+7IebwAtjAdXZ3t7JrNAJYQ0UIicgC4DMATRr+Ig9dpTtPwebZRLrxmg83l0twM9d499+B3HR3yotT43r15j7FYhCcn5YXJbNEqN8xvO1SRn83tznjhdWpwEL9xufDWrbfmNC4OT4HUe39NK1bALaXNqZEbh0hjjgQCCI2Py1k1QKLJ+WQBMzGURBQLyrlQ1dKCwNCQvFDLM234wisw3cRd3QAmVwJDQ3JhsXzKB+Ra1gBIzq5RZpZx5p5+Olg8joN//zuA6eyi9rVrcx5vOmZV5BljUQBfBfAcgA8APMgYe9/o1+F/3FCRRJ7F44hHIjmJvFYKJWMMz15zDaaOHJELOgWGh4tSK90IwpOTOS+AOTW6Q3GRV0/vsxH5nfffDwDYdN11ee0+5J9JLovi6sYhfikfXi3yE/v3F3SHJCfi8+W12F/V2procSvVr+H5/nyjFDDdxN0okfcPDcHd3AxnQ4P8urmQ645XQCXyUvaUXVGFdM6pp8Ld0oKtt9wCINEXgaxWNB1zTM7jTces58kzxp5mjC1ljHUzxn42G69R7Eg+lwYDHC2R9w0MJP089/TTARQ2t9ZIInmIvEOjz2s6kc+0dk3/Cy/It9VpftnA64drpUjOhLpxiHK3K6du3jxEA4G8xpgr4TwjeTlXXhq7f3AQkFoDchzV1XA3NxsaybtbWuDyeHIWecYYYqFQ1pG81emExWabMZK3u91Y8y//gv4XXsBYTw/GenpQv2ABrFKdfaMxxY5Xe1VVoolusUQ+h1ZhHC2R90o5tB/+2tfgbm7G0k9/GkDxNsXkSz6RvDxLU4g8P4nUz6mM5GeqB6S8kPrz2FHKI/lcxNCm6vOqJfK1XV0AEjXmC41yJ28uqEsb+I8ehbupKaVGe+3cuZhUBTa54h8aQlVLC5weT0oFzExRdvrKBiJK1KZR7GaVRV7VT2DllVcCRNhx773w9vbCs3hxTmPNBFOIPBElqhUWSeSjeYi81mYo7r8f/7Wv4Z8HB7Fg/XoApS/y0WBQs0BTPiJvsVrhqK1NEnl5CqxuqVddjYjPh96NG/EblwtD27frPq/v8GE0Ll8OIL/NRtxqyUUMM4nki1nawAhPHpgubeAfHJR3uyqpnjMHU4cO5fw6SgLcrskjkpc372Up8kDiwqbc5cs/W3UdnNq5c7Fw/Xps+93vMLx9u7xJajYwhcgDiWl9oRvkcuQrv0GR/HhfH0CEuvnzQUTyiV7MsrOZ8Ldvfxu31tVh4JVX5GOMscS0P0eRB1KLlOmdOPxxW379awD6TbDj0Sj8g4NoO/54APmJPG9NmMv7s6sief/Rowk7QxJHIFHDJt8x5oL8uRlh1ygieaUfz6mZMwc+g0TeL9k1zvr6nEU+nwt3VVtbkshr2TWcE7/3PQSGhhALh9G4YkVOY80E84h8bW3R7Jo49+RzFPmoqp78+L59qJ07V/b4HbW1sFVVlXwkf0gS957HH5ePRaamAMZyjuSB1CJl/MSxq6bAvPY8F3e9md3U0aMAY2j98IcB5GfXcL+5SiHMmWLTiOTdzc1J3izPRCl0yeFoIJD43AyI5JWevJ7ITx09ing0mvNrAUAsEkHI65XtmlwbZvPvTS7f2arW1qRZl953FQDmnnYaTvr+97H00kux6tprcxprJphG5J11dUUT+XzsGq1I3n/0qFy3BEjYUTVFbgWXCfzkUPrdev55NjhVjUP0oiMeyfPvgd7fi0eNDUuXwuZ25xUl83rpysXETFFH8lNHjiRZNfwxjtpaTbuGxeO4mQiv/PjHWb/2TITzWFDmWB0OOOvr5ciWlxlWU9PZCTCWtyXFvXA3F/lcI3n+nZUW/bOhWhXJ6806Oaf99Kf4xIMPwpHH33kmTCPyxfTk81l4tblcKZF8YHgY7qampGPVeXYJGt21C+MGZTBowRiTxV25iMZzlV06ueKZoBfJq08cR10dosGg/Hnoibdc6bGjIzG9zjOSt7lcOYmhViSvJYJ6bQD52s1rP/lJVq+7f9MmPHLRRfBrNNrmRPJYUFZS1dqKwNAQIoEAwhMTmp58jdTdK9/FZeWsyuXxIBoI5NSQJ5/ApKq1FRGfT/5M09k1hcJUIl+O2TU2tzul/V9gZCRF5NVeXzYwxnDX8uW4cxZX8INjY/IXOilzRRqz1jQ9U9SefDSNJ69EL5Ln4lbV0pJ3H9XA8DDczc0goqx/l18Y0kXygL7Ip1tYTserP/4x+jZuxKs/+pHuYyJ55P8rcbe0wD84KKdI1mmULqlbsABA/hv++AIvj+QB5GTZ5CvywPT3Pp1dUyjMI/JF9OTzWXi1ud2IhcNJ3XGCIyNwqUW+tRWBHEX+sNRiLR6NzloXHh6F1c6bB9/AQMoux3xFXnmyRgIBgCjloqoWeb2Zj2yxNDWhuq0tL5uA52Xngl2xGYoxBv+RI/JCqxK9NoBD774r3870QhUNBuVd1KO7duk+bqadvJlS1doK/9DQtMhLgq7Es2gRAGCspyev1+KRPM+uAZCTZSN78jnYNXxz1/i+fQD0A5JCYhqRt1dVFaWWOJB/JA9Md+GJhcMIT06meLxVra0IjI7mtDg18Oqr8u2RHclVnsOTk2mn7ZnCLZqOdesQDQTkZsVGiLyjrk7OYgGmmzCoo2flSdm0ciVCOg2TgyMjsDocsNfUGBbJ54LSrglPTCAaDGYVyY8pRHpC2hk9E96+vukZVxp7RI5m8xV5HslLoqcsMsexV1WhZs4ceHt783otpV2Tj8jnE8k3LFkCAPDu2QMg8V0lqxWWWdrolAmmEXmr01m0hthym7R8RF664gf44pFGJA/G5PuzQWmfqNMKH7ngAtzW0pJ3yQQuGB0nnpj0mv7BQZDFolu/JROc9fUJr13KYooGAsm9XRWP49QvWpTSWo8TkGZKRISq9nYEhodzzuzg2+hzwWq3w2KzIer3a+bIc6rb2xEaH09Zu5no75ctn0yzb7jYtq9bh8mDB3XLJRixlgJIwcnwMLx9fbDYbLL/rsbT3Q1vBpH8+//zP7jnuOM015fGe3thdTrhbmqCKw+7JpKHyNd2dcHqcGBMEvmITkBSSEwl8oXusMStj3ymtrLIS9EVF3EtuwZIbaeWCb6BAdlSUPrU4/v24eDLLwMAdtx7b9bPq2RyYAAgQpvU0k0p8u7mZpAl96+aukhZ1O/XnP4mifyCBboiH1SseVS3tQGM5Vw2QNnpKBdsUp/XtCIvPb/aVpro75cvqpnORrht0nnqqYhMTelanP48soaUNC5fDhaLYfdDD6FuwQJYrFbdx43s2DFjjZ5nrr4aQ9u34+jWrSn3Hfjb3zDn5JNhsdnytmssdntOQZvFakW94oKl910tJKYReZvLBRaL5Z1rmym9Gzfi1zYbRnftymuRSi3ywXSRPHIU+UOH0LRyJWwuV9Kmk76nnpJv5ztV9h08iOr2dtRLnqtS5POxaoDUImXKdmpKuF3jbm6Gs75e9ro5LJ7oTaq0WLio5pJhE/b5EPH5NH30THE1NCDo9coCriXy/PmV0XosHMbkwADa1yWa5WiJvFYUO9HfD4vdLvdXndSxbALDwwARXA351TjvlOoujff1oeuMM3Qf1/rhDyM4Opq2PhP//IDURthv/+d/YvDttzFXeg05MMjRrnHU1uYcfXu6u+XzKRoIFHXRFTCRyPOrbqEsm+3//d8AgLduvXW6EmEO0zu9SN5QkR8YQG1nZ2L7uCKSP/DXv6K2qwv1ixblveNw8uBB1HR2ytNx7tFPHjyYlPOfC+oiZcrGyEo83d047ac/xVXbtsFeXQ0Wj8uzu/4XX8SvrFYMvPKKbNcA0wtlIx98oPnajDHs37QpSWA4XFhr8nh/rsZGBEdHp9M6dewa5esBkjgzhoalS+FqbEwR+aHt2/Fbj0fe/cuZ6O9HbVcXaqSG0upieJzA8DBcDQ0pdWaypX7+fDltkpfn0IJvTLv/lFPkc0uNcu0ooCoj/P4998BRV4cTrrsOAORIPpf6NfmU4QASGUS8emxERPLGwYsJqdMRZwu+6HXotdfkhZqccqXVIq8zTdYT+YFXX8WTl12WtLiqhDEG36FDCQHu6JDFPOL3o//Pf8a8s85CbWdn3iLvGxiQd+m6W1pk8Rjv68u7LkeKXaMj8kSEk77/fdR2dsqfBbdsuC31zDXXYOrwYXk3Zuvq1ahqa8OeRx/VfO3eJ57Ag2efjdd/llpAdUqRb58rXOSnjhyBxW7XjJzVF04Ash1Qv3Ch5sLsISmj6q/f+EbS8Yn+ftQvWDD9fdKxqbT2auTKlVu24OP33osll1yi+5iW446Do64OvkOH8PyGDZrfR5/G/guOt6cHK664Qv772aurQVZrbpH8+HhOmTWc2q4uBMfGEPb5EB4fN6TjVT6YRuR5JF8IXz4aCsnpZ5MHDiDi88HmcuUU9ejZNWpP3uXxwGKzpYj86z/7GXY98ADe+o//0Hz+0Pg4YqEQqtraUC3VCAlPTuL+005DyOvFqs99Lu8CUSweh7e3V7Zqajs7MXnwIIJeL4Kjo4aLfCbRkVrkuSh4e3oQHBuTbQ6L1YrFF1+Mfc8+i1gkkvI8vKHDO7ffnnIfnxVpRd+ZohT56rY2zbWL6rY2WJ3OpDzy0Z07ASSaklS1taWI/KhiZsI35gCJdZi6+fNlkQ+kE/k8/XhO7dy5WPmP/6jrxwOJ8rvXvPceTv/5zwEAux96KOUxSuFX2jWB0VEEx8bQoNgHQkS65YY333wz7j72WLlph5qJ/fvl6p+5wPcCTB44gND4eNFaknLMI/JSJK/OQJgN+AlVv3AhAsPD8A8N5VyAi2eJRBR2jc3tTskeIYtF3ljCYYzJIrTv+ec11yNkj7+5WRbfLbfcgsG338axX/wi5p5+ulwgKtfGFBMHDiAaCMhFlmo6O+EbGEgUWkMi0yUftDz5mXxOtcjzmQaH99sEgPnnnIPw5CSOajSRP/xGorGy79ChlAwkQyL5hgZZ5LV2gwKJz75+wYIkkR/54AO4GhpQ1doKd3MzgiMjYPE4+l98EfFoFMPvT/fm4b8XDYUwdfgw6ubPh8vjAVmtuvafkSKfKXVdXTjxu99Fw9Kl2Pvssyn380DEUVeXFMnzWY26XK9W/ZpIIIDXf/YzDL/7LnY98IDmOMb37kX9woU5vw9+gZg8cAAhr1eIvFHYChjJ8y8bz2wY3bkz53xiLU9eb5qsLmM6sX8/AkNDmHvGGQh5vTj85pspv6O0fzyLFyPq92PrLbdg3tln49w77kjUxZkzJ5FpkWMVT25dNS5bBiARufkGBuTNLflG8pl68krUXZcmDx5E44oV+MymTVj3ne+gXpGv3XXmmQCA/X/5S8rzDG3fLqcRqn1738AALHZ7XumhciR/+HDaGUHdwoXyRZOPpXHFikQaaEsLAsPD6N24Ef97zjl46LzzcGTzZrnTEBd57hPXzZ8PslgSOex6kXweqaH5snD9ehz4y19SGsBM9PeDrFY0H3NMUiox33ikFmZnQ4P8/QeAAy+9hFd++EM5utfK0Al6vQh5vfKsNBfkblf79yPo9crpnMXCNCJfSLuG76TkU/6RHTty3hmoZdfonVxqkecbLk64/nqQxYK9zzyDwW3bcP9pp8mCr1zI5Rs1Ql4v5knCBihqh+Ro2XDx4/XZazo7ERgexuHXX4fFbpeP54oRdg2P5OedeSY+cuONSY+tam5Gw9KlOKK6SEb8fvgHB7HowgsBACPvJ3euHN+7VxbMXHE1NiIejWKspyetyHsWLUqK5Mf7+uTI1d3cjMDoqLzRbf+mTQh5vfIiJM/0UG9IUs8MOfFoFFNHjiQKhxWBheefj2gwiIMvvZR0fGzPHtQvWIDq9vakSJ4LuTqLq66rS87WOfrWW3jgjDOw5eabMe/ss3H8dddhcNu2lNmv/DfKQ+Rr5swBWSyY2L9fRPJGUki7xqeK5MMTEzmvxmstvKr9eI5a5PntxuXL0Xn66Xj/7rvx1298AwOvvIJnrrpKfj4gIfIeSeSBRJ9JDrcbcq1yuf/FF1GnWMzj4tD75JNoXrUqp3IPSqwOB2wuV1aRvCzyfj8YY7p1YTjta9bI2/0Pv/EGfIcPywIx76yz4KyvTxGdfKf1AORZQMTnSzu++oULEfJ6EfR6EY9G4RsYmBbr5maAMTkyrZ07F/WLFmHFFVegfuFCvPLDH6Lv6afx7Oc+B5vLhZZjjwUwXTxMzdSRI2DxeJK9VUjmnnEGbFVV+OCPf0w6PrZnDzxLlsDZ0CDvqAamv+PqjVt1CxZgor8fjDF8cN99AIBz77gDn3zsMbQceyyigUBSyuborl3YePnlAIDGpUtzHr/Vbkd1Rwe8e/YgFgoJkTeKfOyaeCyWlR89degQyGqV076A3Ld/Z23XKPK5lSUDTv/ZzzB58CD2b9oEd3MzRnftgnfv3ulIvrk5qThUp0Lk00Xy8VgMO//0J90KnxG/H/0vvIDuiy6S84q5yHt7etB2wgkZ/BVmxqEoUpatJx/x+8FisbQnW9uaNfANDODIli3440kn4fbOTnlx09PdjUUXXoiexx9PXsQ0QOSVOfbp8u3564zv3YvJgQGweFz+PPnM78jmzWg74QT804ED+GJvL+xVVVjzzW8iPDGBRy64AJMHDuC4L39Z/n5VqSL53Q8/jLGeHjl3vqZIIm93u3Hcl76EHffei5e++12weByMMXh7etCwZAkcNTVJG90Cw8NwejwpPVLr5s9H1O9HYHgY/X/+M+afcw6O/eIX4aipkS1E5f6QP//zP2N05040LluG5g99KK/3UDdvnlxAToi8QeQTyd9/2ml46NxzNXOhtfBJ/qnd7ZajVyPsmlg4nMhj1qjUByTEMzI1Jef++gcHYbHZ4PJ40HnqqVj1uc/B3dKCS558EkAiwg6OjIAsFjjr62GxWvGPW7bgKyMjSSeEUuRD4+NJU9iXv/c9bLz8cmy++WbNMe1/8UVEg0Es/sQn5GPKLAflxSQflDXls4rkFbs606XFLZRyuB/l74MxvPeHPwBI7J790Be+gODYGP727W8DSGyECgwP5y3ybYpAQXlbjSzyfX2YlKJPtchP9PenLHKv/vKX8dnXXsOHvvAFfPbVV/FRxefIi4cBidzwJz79ady5ZIksfMWK5AHg1B//GCuvugpv/uIXeOaaazC2Zw/Ck5NoXL5cbvPI0Vsk5jOdsd27MfL++2hfu1a+Ty3y4clJDLzyCuoWLMAlGzfmXYagtqtLts+K7cnnt9OhhMjVkw+Nj8tVGvc9/7x8sqdj6tAhWRhru7rgHxzM3a7hF6dAAIPvvINYKCTbQGrk1Kz9++HyeBIlA1paZE/4vN//XraOrE4nxnbvRnhiIlGnRXpMu0Zk7aithb2mBmO7d+P33d1wNjTgqm3b4KiuxoG//hUAMPj225pj6nniCTjq6jD3Ix+RjykXWrsU3n8+8Jry8WgU8UgkJ5F3phH5phUr0LhsGUZ37UL72rUY3LYNvU88AVtVFao7OlA7dy6WXXopeh57DGf/9reyP56vyCtruaSb9XDxHt+7Vw5kalUirzUeIsKck07CnJNOSnlOd0tLojBaKCTnCVvPNAAAFMlJREFU1QPAnkceSTx/EUXeUVuL8+++GzVz5uDNG29MXOCJsPjii/H+PfcgHo0iFg7D6nDoijxPBHjj5z9HPBpFq9TuEUj83a1OpyzyR996C7FQCOfcdltSkJIrykCtrCN5IrqJiHYS0XYiepSIPNLxBUQUIKJt0r/UJGODyVXkjyrES7nNPx2+w4dlH5uLTa650mSxwOZ2I+L345C0oUnrhASmRZ77iOqSAUQEZ309yGKBp7sbY3v2ZFxAq7azE+/+/vcIjIzA29MjX/h4etqRzZtTLC0Wj6Nv40YsOO88uVUhZ/3dd2PZP/xDUhZLPjjr6xEeH8+4CYNS5DMtHXvO734Hd1MTTvvpT+Wor33NGjm/u+ujH5VTQ40SeSCx0Ni8apV8wdfC5fHA6fHA29uLsT17QBaLHKkqF0g9WaSrKhttH1Jsptvz6KNw1NbmXZwsX4gI66SZU+8TT2DBuecmbXTjKa16It+0YgWWX365fF4rzyuyWFC/aBHGJZHn1krrcccZMnblrCzXUtRGka9d8wKAVYyxYwHsBnCD4r5exthq6d+X8nydGbFlYNeMfPABXvjyl5NKHwy+9RaARKZM39NPZ+TNKyN5bvGsvPLKnMfu9HgQGhvDrgcfROOKFboRVO0MIq/Es3gxvD09id2uOpX/lCyXFpz4CXRkyxYEx8YQHB1F47Jl8B89Ki9Mco5s3YqpI0eSrBrOqquvxkV/+tOMr5spvKY8T6vTql2jRFmrPRO7BgDmnXkm/nlwEAvOPRcrrrgCQPIJ2vXRjwJIzPiMFPlPPf00rlHUhtejdfVqHHnzTQy98w4aliyR91JUK74D2exJUO56Hdu9G3ULFiR2jDKGpmOOKWrlRI6roQFn/uY3sNjtOPkHPwAwvf7Fffl0Of3n3XknTrj+elzy5JMp55Wyxszwu+/C1diYdwkOjnIG27p6tSHPmSt5iTxj7HnGGDdwXwdQtPldJpH8Q+vX453bb8c+xUaLsd274W5qwjFXX43xvj65RKial264AQ9fcAGioRACIyPyl+H8u+/G+rvvRrOUk5wL7qYmDL37Lg69+iqOufpq3cdVt7XB6nDIlQTTfbk9ixfD29ubEPkMvrhrv/UtnP7v/45rP/gAnu5uHNm8WT4B1t1wA2xuN967886k3+HZHEqrZrbgnb8yjeTlGZJS5DOw1Litteraa7HyyitxiqJ7UuPy5WhYsgQ9jz2G8b17Ya+uLmgueedpp2HwnXdw6NVX0SxlyKjJ5qLDL2D+wUFMHjiAuq4uOZmgSdrYVgqccN11+OrYmLy+I8/SpEg+ODqqO+uwu90485Zb0C2lwSrhIs8Yw9G330bLsccadmGr6ejAkksuwRk335x2p28hMHLh9XMAnlH8vJCI3iaivxHR6Xq/REQbiGgLEW0ZyrHcKzBzJO8fHpYXrHY9+KB8fKynB/Xd3Vh4/vkAgLf+4z/w0Pr1KRtf3rzxRux9+ml5QwqPjhuWLMGqNMKcCa6mJjlHu03hG6ohiyWpBEFwdFQ3E6dhyRJEAwFM7t+fUXRir6rCiTfcgLquLrSsXo3h7dtlkW87/ngsvfRSfHDffQgrshrG9uyBzeUqiHfLI3led1+rnrwae3V1kl2TzpNP+V23Gx//n/9BiyLLgoiw+JJLsH/TJgy+/TbqFy4saLQ77+yzwWIx+AcHU/x7HsFrtdfTQ1naYOLAAdR2deGYa65J3JdH+eTZQNno2q6I5OOxGCJTUznVh/F0dyMyNYWJ/n4MbduGDh2bNFcufuQRrFXVDioGM4o8Ef2ZiN7T+Hex4jHfBxAFwBNbDwOYxxj7MIB/BXAfEWmeYYyxOxhjaxhja1ry8K5miuT59n/P4sXoeeIJedrv7e2Fp7sbnoUL0bhsGbbddhv2Pfcc3vj3f5d/V5k21/PYYwCQkQWSKUqhnikSq5bqlLB4PLGbTieCUS4eZTvW5mOOgbe3V24wUr9oEY658spEBoJU6AtIbMbyLF6c12agTHHW1yM8OSlP0TOp7MdFXu70k0fRKc6SSy5BPBrFwZdekneUFoquM87AWb/9LU64/np8+KtfTbrv8pdfxqefey5lbSQd3JOfOnIksVmsqwsrr7gC6//wB9kLL0WUnnw+XZx4gsDOBx5APBpF5ymnGDfIEmLG7BrG2Dnp7ieiawBcCOBsJhnajLEQgJB0eysR9QJYCiC1OIhByCKviuR3Pvgg5p9zTkLkifCRX/wCT3zqU9j33HNY9PGPY3L/fnj+8R8BAM3HHovRXbtgsdmw57HHwOJxkMWCYYVfyjdV5FuPRYks8kQzRmLV7e3w9vUlsg0Y0633razjka3P2LxqVWJR9amnUN3RAUd1tfx8ylz6sT17Cjat55Eaz+ueyZMHFCKfR89ONR3r1sFityMeiehmQc0WRITjVeLOqZkzJ+uLudPjgdXpxND27YhHIqjt6gJZLFglRfOlSraZU3rwWkvvSqWNjY7kS4V8s2vWA/g2gE8wxvyK4y1EZJVuLwKwBECf9rMYA49glIuqY3v2YOM//AOeuuIK7N+0Cc2rVqH7oovgqKtD31NPwdvXBxaPy9v9z7jpJpz6b/+Gs377W0R8PrkmxqS6fR6RIQtuHLm2uVSqNx284uBM7dmUVfSyrR3TvGoVgETaJP9duaa5tCuWMYaJ/n7UGfh3SAcXeV4ULKtIfmIisWs2z523QMIyW3xxYhKbzlorB4gI1e3tslWYT+XFQiLbNT5fXk2366WFZm9vLxqWLJFnNmYj33n2/wegFsALqlTJjwDYTkTbADwE4EuMsVG9JzECIpJbqXF47u++Z5/FwMsvY/HFF8Nqt2PBuedi7zPPyBE6F7X6+fNx8g9+IK+Gc7uCN4RuWrkSQEKMjRAMDhfqTLztaqknKd/EoifyFqsVC88/HyuvukruApQpDUuXyicSj+BtLhecHo9ctyfi8yEaCORVZjcb+EmcrchHJU8+nyYQas77/e9xzm23Ye7puktNZUN1R4dcNrtsRD7LjW56EJG80Nxx8snGDbDEyGszFGNMc9cAY+xhAA/n89y54Kyrk5vwApBzvYFEquOySy8FkEhv2v3QQ+h76imQxSJP2zg8U2b43Xex+BOfkOtkdJ52GkZ27DA0igemU8EWXXDBjI+tknqSju3eDQBp27N96umncxqPxWqVMxeUY6ru6JAjeWVJhUKQayQ/dfiw4UWinPX1WP3lLxv2fMVEmXlVLiLvUETy3JPPxa4BgFWf+xwYY1j7rW8ZNr5SwzQ7XoHE4ouyXO7Ynj2oX7gQ43v3orq9XS7MxL3U9++5JxG1qgTDUVsLd1OTXMMj5PWCrFasuuYajO7cieO//nVDx33cP/0TwuPjOOFf/3XGx/LImdcLn60NKx/7r//CmzfemJQDX9PRIYtssUU+k76ZcnaN1wtnnr1KzUq15OPbXC7DOkHNNkZF8gCw8oorsFLaE2FWTCfyykJagaEhNK9ahU8+9ljSSd7yoQ+BLBaweFy3ubCrqUku7hUcG4PL48Gck0/GZX/7m+HjrunowJm33JLRY7mlw3fozZbIH7dhA47bsCHpWHVHh7wzstAi7+ALrzl48vzzE6TCI3lXY2NJbH7KBKvTCbJaDV9UNyumKVAGAPba2iS7htd2aTn2WNQppqJWh0OuEa5nkbibmuSuSsGxsZKJBHn2zdHNm0EWS0G3nvMGF0ARIvkcPXk5khcir8kcKW3QauAa02xDRLBXVyOsXHg1cM3FbJgqknfW1cndbxhj8A8N6YrQ+ffcgx333qsr8q6mJvm5gmNjJSMSVa2tsNjtCIyMoG7+/JTyqrOJq6EhUSRM2pDDx1MIeCTPM52ytWvSrV1UMvPOPBOXPPlk2Vg1HF5uOJvdzJWKqSJ5pScfGh9HPBLRTYtyeTw4/mtf022+rYzkQ2NjJSMSZLHIC2RG5upnAv8bhMbH5cqbRmYZpcNeVQWyWhH1++FqaMioabq9uhqxcBj+oaGSuUiXIt0XXog5ZZZdwssNhyYmYK+uLnrpgFLGtCLPO97kGmm6mpoQkKyJYAmJPDBt2Rid5TMT3LIKeb2JeiEFjP54hU0g88+Up4HO1DBEUH7YFZG88OPTYy6Rr6uTRZ7bCbmW+XQ3NSHq9yMaDJbcdH/BeecByD1tLFf44mVwbAzBsbG8GljnAj+ZMxV55SyulD4/Qf5wTz48MVHw86DcMJUn76itRTQQQDwalTcL5RrJc48yMDJSUp48AKz95jcBxrD8s58t6OvKkbxUgrjQ9cZ5JO/O8DNVbvMvpc9PkD/26moEx8YQcjpFJD8DphN5INHKS14YzDGS51bE5IEDiEciJZNdAwAWmw0n3nDDzA80GB4N8zrzhd48k61do6zZY9Yt65WKvaYGkwcOwGq3C5GfAXOJvPRhh8bHZU8+H7sGmO6MJKb7ioVXrxeBIkTyvBNSJumTQHIkX+iKkYLZhWdOkdWKhgJleJUrpvLkeTGtkR07EtkfdXU5Z39wkR8TIi/DLY/A6GhR7JpV114LIPPGyMoIr1A1dgSFwVFTkyhrMDEBu0ifTIupIvm2448HiHBk8+a0OfKZ4BKRfAr26mpYnU5M7N0LFosVXOTnnXkmLn/llYzbqSl3cJbLbk5BZvBInsXjYuF1Bkwl8o7aWjStXInDb7yBWDiclw8r2zVSdySxcJcQyqrWVozs3Alg9koqpCPbxg6feuYZcYE2IfaaGkSDQUSDQeHJz4CpRB5I9Bvdce+9qJ07F43LluX8PDaXC7aqKhHJq6hqbcWIVIK5qoD9TXNl4fr1xR6CYBawK9oBCpFPj6k8eQBYcO65iPh8GN25M+8t9+6mJgSGhwGgpLJriklVW5tcuK3awBaIAkE28HLDQOH3i5QbphP5eWedJd/OtxGAbEcodltWOsoLp5F9bgWCbFBmzYm6Nekxncg76+pkayXfqToXtPqFC0VtDInqtjYAiRo6hSpOJhCoUTY7EZlT6TGdyAPA5a++ivPuvDPpi5ALzR/6EIDse6SaGS7sFrtdXPgERUNpFfL9EwJtTLfwCgBNy5ejafnyvJ+n/YQTACQKXAkS8I72MUXDdIGg0Cij93JpW1gsTCnyRtF6/PEAgLk63aMqkc5TTsFxX/4yajs7iz0UQQWj3ORoc7mKOJLSR4h8GpqWL8e1O3agYenSYg+lpPjYbbcVewgCgSBD8vLkiejHRDRARNukfx9X3HcDEfUQ0S4iOi//oRaHphUrhPcsEJQgFz34ID75+OPFHkbJY0Qkfwtj7GblASJaCeAyAMcAmAPgz0S0lDEmzG2BQGAIyy69tNhDKAtmK7vmYgB/YoyFGGN7AfQAWDdLryUQCAQCHYwQ+a8S0XYiuouI+LbQTgAHFI85KB1LgYg2ENEWItoyJJUHFggEAoExzCjyRPRnInpP49/FAH4HoBvAagCHAfwq2wEwxu5gjK1hjK1pEY0dBAKBwFBm9OQZY+dk8kRE9N8ANko/DgBQJq/OlY4JBAKBoIDkm12j3FJ6CYD3pNtPALiMiJxEtBDAEgBv5vNaAoFAIMiefLNrfklEqwEwAPsA/BMAMMbeJ6IHAewAEAXwFZFZIxAIBIUnL5FnjF2Z5r6fAfhZPs8vEAgEgvwwZYEygUAgECQgxlixxyBDREMA+vN4imYAwwYNp1wQ77lyqMT3Ld5zZsxnjGmmJ5aUyOcLEW1hjK0p9jgKiXjPlUMlvm/xnvNH2DUCgUBgYoTICwQCgYkxm8jfUewBFAHxniuHSnzf4j3niak8eYFAIBAkY7ZIXiAQCAQKhMgLBAKBiTGFyBPReqkDVQ8RfbfY4zESqYTzIBG9pzjWSEQvENEe6f8G6TgR0a3S32E7ER1fvJHnDhF1EdFfiGgHEb1PRNdJx037vonIRURvEtE70nv+iXR8IRG9Ib23B4jIIR13Sj/3SPcvKOb484GIrET0NhFtlH6uhPe8j4jelTrqbZGOzcr3u+xFnoisAP4TwPkAVgK4XOpMZRbuBrBedey7AF5kjC0B8KL0M5D4GyyR/m1AohR0ORIF8A3G2EoAJwH4ivSZmvl9hwCcxRg7DonS3euJ6CQAv0Ci+9piAGMAPi89/vMAxqTjt0iPK1euA/CB4udKeM8AcCZjbLUiJ352vt+MsbL+B+BkAM8pfr4BwA3FHpfB73EBgPcUP+8C0CHd7gCwS7r9XwAu13pcOf8D8DiAj1XK+wZQBeAtACcisfPRJh2Xv+sAngNwsnTbJj2Oij32HN7rXEnQzkKiVDmZ/T1L498HoFl1bFa+32UfySOLLlQmoo0xdli6fQRAm3TbdH8LaUr+YQBvwOTvW7IttgEYBPACgF4AXsZYVHqI8n3J71m6fxxAU2FHbAi/AfBtAHHp5yaY/z0Dicq9zxPRViLaIB2ble+3EY28BUWEMcaIyJR5sERUA+BhANczxiaISL7PjO+bJcpxryYiD4BHASwv8pBmFSK6EMAgY2wrEX202OMpMKcxxgaIqBXAC0S0U3mnkd9vM0TyldiF6ihv2CL9PygdN83fgojsSAj8Hxljj0iHTf++AYAx5gXwFySsCg8R8WBM+b7k9yzdX4//v727V2kgCsIw/E7jD2Ij2FlIwNZKRNDCyiKFVQpBMIVXIYKXIHgB1gp2Yqm5AQv/CWgEGxvBwtpiLGYCQbAxiSHH74Elm90t9gubyWZOyIH3Pz7Vbi0D62b2AhwTLZsDys4MgLu/5uMb8YG+SJ+u7xKK/CUwlyPyI8AGMTNVyU6Beq7XiZ51e/tWjsYvAR8dX/+GhsUt+yHQdPf9jl3F5jaz6byDx8zGiTGIJlHsa3nY98zt16IGNDwbtsPC3XfcfcbdZ4n3bcPdNyk4M4CZTZjZZHsdWCNm1evP9T3oAYgeDWJUgUeih7k76PPpcbYjYpL0T6IXt030IS+AJ+AcmMpjjfil0TNwBywM+vx/mXmF6FneAte5VEvODcwDV5n5HtjL7RVi6swWcAKM5vaxfN7K/ZVBZ+gy/ypw9h8yZ76bXB7aNatf17f+1kBEpGAltGtEROQHKvIiIgVTkRcRKZiKvIhIwVTkRUQKpiIvIlIwFXkRkYJ9AbxjdrWpgP0FAAAAAElFTkSuQmCC\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "81.4 bpm\n", + "[68, 184, 210, 270, 363]\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": [ + "R = 0.582\n", + "5800\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, 89, 108, 166, 175, 179, 254, 264, 357, 369, 384, 443]\n", + "[357, 75, 254, 443, 166, 264, 179, 89, 175, 369, 384, 108]\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": [ + "85.1 bpm\n", + "[84, 110, 170, 263, 366]\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": [ + "R = 0.582\n", + "5900\n" + ] + }, + { + "data": { + "image/png": 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e9QytVFKFa9zu5PXEqyZvrM2uzS5CLnLyVifkq5Ka8rFw2LxwgzsKW9k/TzP85tKLdtqJ1wr+HJ3QIl9krK7PbU5e1NTgMRYEQfV0h4o7OHmo7LZxSXnyLnfyKSde6+p0gTJNdljDNW5z8nYXVC19Xp3y5MEdIl9ji8m79fM0wzW2Bjde7eQ12WIN17jNyddYQhZQPS0AnbJroLJdbzwSQXg8CE9CErwuOKZ0xCOROauWFTpPXpM1c7JrlJN3gcjbM0ygesI1ThOvUOEx+UhkTuhCeDyJ/H+Xfp6xcDgpVAPuSIe1o0W+yDhm17glXGNz8tUSrrFf4GrcEK5JddF2q5N3OF7QTl6TA04Tr25w8k4x+aoJ1xgL3BRuiMnbnTwkPk+3XrTjDscLOoVSkwNOKZSucPK2pf2QcH5uLWhlJdXEayWHa5xEz+diJ+9kUgBX1ZdSaJEvMk7hGrc4ea8tXOP25s8Ke0zeFeGaSMTMrFF4AwHXxuTjkUiSSQHLBdtFbl6LfJFxmnh1RXaNTegA/E1NhMfHyzSi0uHWFMqkcI3bnbzTxKtq5l3Bn6UdLfJFxtHJuyRcY7/d9Tc1EZ6YQMbjZRpVaYjbJp1VTnklh2tSzbG4NSbvZFLgtMhrJ6/JGLc6eafsBH9jI5DoJuRmqsXJuzkm7xSeAnd8lnYKJvJCiINCiBeFENuFENuMbW1CiIeFEHuN/93XR2wenBZDucLJO6RQ1jY1Abg+ZJNqMVRFO/kqy67RTj53rpRSbpFSbjWe3wI8IqVcCzxiPK8q3FyF0ilcAxCemCjHkEpCPBZDxmKOi6EqWRCrLSavVrzacUOmlJ1ih2veDnzXePxd4Joiv9+Cw3HFq0ucvNPEK7jbyTvVIXdDnRen8IXPxdk16Va8grvKORRS5CXwSyHEs0KIm41t3VLKAePxcaDb/kNCiJuFENuEENuGhoYKOJzyI6V0b+0apxRKIyYfcrHIO5WoVbX0K1kQq83Jp8qTd2P1Te/8L8mYS6WU/UKILuBhIcRu604ppRRCJLXOkVLeDtwOsHXr1sptreOAaiJR49KJV7uTr4aYvL1ZisJXX1/RawRi4TC1zc1ztrk5Jp8yXOPCNpYFc/JSyn7j/0HgHuAC4IQQogfA+H+wUO9XCdibXbtp4jWaJiZfbU4ejLo9FSzyqbJrZCzmisV7dlKFa9zYkL4gIi+EqBdCNKrHwOuAncB9wHuNl70XuLcQ71cpKJE368m7KFyTLoUy4uKJ15QiX19f0a43VXYNuEvwFKmcvE8ds4ucfKHCNd3APUZtZi/wQynlL4QQzwA/EkK8HzgEXF+g96sIzMYEqg+qx4OoqXGFk3dMoWxuBiGYOXWqTKMqPvEUIl/pdXtSxeQhMaFsD+VUOvM5+Uq+YNspiMhLKfcDmx22nwJeW4j3qETs4RpIuHk3OHmnFEqP10t9dzeTx46VaVTFx3Ty9jLL9fUV7XhT1a4Bd7laRapSw26ceNUrXouIEgRrForH7694Jx+PxZDxuONikoYlS5g4epTJY8cY2rGjDKMrLm6NyTulxPpc6GoVKQuUuTBEVcjsGo0Np0wMNzj5VG4WoHHxYvqfeILbFi8G4JORSFIfzUombgvBKSo9Jl9tTj5VgTKPz4eoqanoz9KOdvJFxD7xCglxqHiRV2GoFE5+xrLe4dTu3UmvqWTSTrxWsJNPlV0D7nK1ilROXgjhuuY3WuSLiH3iFRJOodLDNamEDqBxyZI5z088+2xJxlQqUh17pS+GSptd4yLBU6Ry8mAUZqvgz9KOFvki4taJ13iacM2qt7yFReefz8Wf/SzeYJDB558v9fCKitOFG9zp5N2YaQLp55TAWATmogube4KlCxC3Trymc/KdZ57JTU8/DUDfffcx7LJwTaoUSlWWV8bjCE/leadU9eTBfU7eqf6QlUq/K7NTeWdjBeHaidc0MXkrbRs2uE7kUx27r74eqMzl8FLKRGXNKonJm3djacI1brp70SJfRJzCNW5y8qludxVtGzYwfuiQq74wqe5izIYpFVjSwXS2VRKTd/peWtETr5qMcRIEVzj5NDF5K+1nnAHAyRdfLPqYSkWqC1xtSwsAsyMjJR9TvqjaNElO3rg7cVunL6esNyt64lWTMSmdfKWLfIbhmsUXXwzA0ccfL/qYSkWqC1xda6LpWWh0tORjypd4CpH31tVR4/dX5N1JOlRrv5ROvsIXttnRIl9EnBxDjc9nTt5ZOfSrX7HvvvtKNrZ8SDX5aKd+0SJa1qyh/7e/LcWwSkKqY1ciX4lOPpXIQ6KyqNuqipomxWgQYqe2paUiL9ap0Nk1RSRlnryDk7/r6qsB+EBfHy2rVpVmgDmSabgGYMlll9F3330Vm3ViJ1VMvlY5+QoU+XTZUv6mJsJjY6UeUlGZL1xT19pakRfrVFT+t24B45gn7/cnOfl4LGY+PvjQQ6UZXB5kGq4BWHzppcycOsXwnj3FHlZJSCWIbnXytc3N7nXyKUS+tqWFyNRUxYdVFVrki4iTIDg5+bEDB8zHlVCmN9PsGkiIPMCx3/++qGMqFbFwGIRA1NTM2V7JE6+psmvAcPIuE/noPCJfyfMrTmiRLyKxUAiEmFOgy8nJn9y503w8OzxcsvHlitMir1S0rF5NTW2ta/LlVYlao3eCSY3Ph6+hoTLDNemcvAtFfj4nX8l3ZU5okS8isVAIb23tHEFwcvJK5APt7a5z8p6aGlrWrGHklVeKPaySkKoBNBix3Ap0f/OGa1wak08ZrrHMr4zs3VuycRULLfJFxKlGd42tCmU8FuPkzp00r1xJ47JlleHks4jJA7StW8ewW0TeoVmKItDRwfRg5bUxnnfitdqcvBF62/2jH/Htdet4+Qc/KNnYioEW+SISC4WSTiSPJYVy/PBhvhIIsOfOO+k480zq2tqYrQAnn2kKpaJ13TpG9+2bM8FcqURnZ1Om3jWvXMnY/v0lHlH+ZJJCKaUs9bCKhpldkyqF0nDyffcmWlLv/fGPSzOwIpG3yAshlgoh/k8I8bIQ4iUhxF8Y2z8rhOgXQmw3/r0p/+FWFk639tZwzYnnnjO/YIsvvZRAe3tlOPksUighIfLxSITxgweLOKrS4HThVrSsXs3YgQPIeJzQ+Dj3Xnstp3btKvEIsyfdxGttczPxSMRcQOQG5lsMpWLyo319AByv8HLZhXDyUeAvpZSbgAuBPxNCbDL2fVlKucX492AB3quicBIE68SrilO/f+9ezv/rv6auUmLy2YZr1q8HcEXIJhYKpXSALatXEwuFmDx2jO3//u/svecenv3yl9P+vqf+9V85WubFYumcfKC9HWBOI5hKZ75wTX13t1lmGWDq2DFkPF6SsRUDUejbMCHEvcDXgUuASSnlFzL92a1bt8pt27bl9L4f/8XH2X58u/k8Fgox2reP1vUb8NjS3UrFqZdfIjI1zaLzzze3jR04wPjhwyx99asZfmUPsydP0Wss/7fuW8iMHTzI+KFDGY8zHonQ/8QTtKxendRUpNI4ufNFYqEw3eedl7RvdmSEoR076Nq8mdH9+wlPTBDo6KDDqOFjR8bjpsCX8zOfHR5m6MUX6T7nHPxNTY77us45h1rbvkpl4uhRRvv6WHzJJSlbU/Y//jjxWIza5iZCY+P0XnxxyiYjhWLLoi185Q1fyelnhRDPSim3Ou0raExeCLECOAd4ytj0USHEDiHEd4QQrSl+5mYhxDYhxLahArqFsQMHmB46yczJkwX7ndki4xJsqXbCc/p5dHrGrPQHmLnXC941yHhSCmE6PD4fHm+NKyr7ybgEj/Oxq4JeobExIpMTAEQmJlL+roVSH8U83xxWJCu3GzNCHDOnTlVESDEd6njTrcBWcflgZxcAccP9VyRSyoL8AxqAZ4FrjefdQA2JC8nngO/M9zvOO+88WSjuev3r5a0gd/znfxbsd+Yyhu9fcMGcbb//3OfkrSAjs7PyO5s2yZ/+wR+Y+5792tfkrSCnhoZKPdSsePQTn5BfaWjI6mf+66yz5E/e9rYijah0/O9ll8k7rrgi5f7bli6V3+jqkreC/P4FF8hbQcaiUcfXvvhf/yVvBfklv79Yw82I3XfdJW8FObhjR9K+mZEReSvIp7/wBTl68KD8ciAgv9nbK+OxWBlGWhge/8xn5K2Q9hhmx8bk4d/8Rh59/HF5K8j9P/95CUeYPcA2mUJXC+LkhRA+4MfAD6SUPzEuHieklDEpZRz4FnBBId4rU1QMcfzw4VK+7Rxi4XDSgiEVx45HIoQnJ/E3NJj7zMYTC7y0a7pc8VQ09PYyNTBQpBGVjmiaiVeARRdckEijFILVb30rQMo8czUpm+kEdrGYL0/e19DA5NGj/PoTnyA6M8PksWP0/+53pR5mwYiFQnh8vvROvqmJpZdfTn1PDwCTFXzuFiK7RgDfBnZJKb9k2d5jedk7gJ32ny0mo0YqW1lFPhRKypNXX6RYOExkchKfk8gvkNv4VMTD4ayFqb6nxxUiny67BmDLhz4EwLIrr6Rp+XIg9SpmtT08MVHWxirpsmuEEDQtW8Yrd9/N3nvuYetf/iUAx595pqRjLCTzfYZWlMhX8rlbCCd/CfAe4DW2dMnPCyFeFELsAK4EPlGA98qIWDhs1p0YP3SoVG+bPI7Z2aRMDCXy8UiEyOSk2VEIKkfkc3LyPT1MHT++8Ocb5sHpM7Wy/KqreMf99/Om739/3uXxVoc/2d9f2IFmQTonD7DyTW9i4uhRWtet49LPfY66traKXgmaLkPKji8QwNfQUJGL3BR5lxqWUj4OOM1ElS1l0jrZOn3iRLmGQWRm7sQqnA7XRKamiIXDzuGahS7yaVZ9pqK+p4d4NMr0yZPUd3UVaWTFZ75wDcDqN78ZSGQhQWonby3hW87JzHQrXgHO/tM/5eXvf5+rv/lNvLW1tK5dW/Ein82daLCzs6wJHPniynry00Y83t/YSDhNdkOxSefklbuzhmuU4C94kXco1zAf5m3vsWMVLfLzOXkrdfPUmA+NjeE1Ws2Vs5zvfE6+bd06PnL8uPm8de1ajvzmNyUZWzGIzs5mJfKBzs6KXifgyrIG6gNpXrWqrCIfTePk1Re/UideM6lAaaV+0SKAir7thexcYF1bGwAzKVx6aGyMpmXLzMflIl0VSida161j4sgRIhWaEputkw90dJjGMRMiMzM8/OEPM7JvXy7DKziuFHn1gbQYIi/LVHcjOjubJPLqi6S++JU48eo0oTwfQcO9V7rIZxKuUczn5MPj4zQuXWo+LhfzOXk7rWvXAjC6QEQsW1R12EwJZunkt33xi7xw2228cNttuQyv4LhT5A0haV61ChmLla3uRnRmJqmYld3JV6TI5zDx6haRzyZcU+P346uvT+vklciX08mny65xosUQ+UqNy2ft5Ds7mR4aytgsqu5uCyXJwLUiLzwe81a4HCEbKWXCMaRw8mqirVomXmubm/H4fBUt8vFoFBmPZyUQqZpCx6NRIlNTZpmHcjp5Fa6xd7tKRWuFi3w2d2OQcPKxUCjjMKq6w5k4ciSn8RUaV4r8+KFDNC5bhr+5GUi/tLxYqLsHu+tTbkkVIrOmUNbU1iJqaha+yDuEoeZDCEGwq6uiRd5sG5ehk4fU9djVRGtdWxu++vryTrym6HaVitqmJoJdXRUdrslK5I270KkMMvUi09NMGZPU5VyjY8WVIj+2fz8tq1aZAloOJ69qfdjFUD1XIm8N1wgh8NXXE07hGCYHBjj48MPFGG5WOE0oZ0Kli7z5mWbj5JubnUXeCM/UNjcnXlPmiddM4/GKxqVLmTh6tEgjKi7Z5MkD5t1WJserFmF6AwHt5IvJaF8fzWUWeVWMK5XIK7GzhmsgEbJJ5eT/95JLuPt1rytrxhA45/9nQrC7u7JFfp4StU7UNjU5xtvVrb+/sdFszFEu4jmK/GQFi3w2n6GaN8lEtMeMGvRLLr+cqePHF0SjHNeJfHhykunBwblOvgwpiabI2xyDqlOtxM6XochHQyHGDhwAYODppws+3myITk9XpZM3m01kGa5xEnD1Gfvq6xMhnSI5+ejs7Lw57TmJ/JIlFe3kcxH5TC5qQy++CEDvRReBlAsiHdp1Iq8mgzeImoUAACAASURBVFrWrCmvk08RrvEZIq9SstRkq7k/hcgPWzoMHfv97ws61mzJN1zjlKUw9OKLfGfDBk7t3l2IIRYFs21cAcI1UaNWjTcYLGqz7Mf+9m+584orGNqZunRUPBLJulZ6w5IlhEZHy2Kg8iXbxVC+YJC6tjbGM3Dyg889R+vatTQsXgyUN2tK4TqRH9qxA4DOs882Rb4sE6+pnLwlXOMNBJIamvgbGhxFXi2RBxguoxBKKYnOzJgXq2wIdnURnZlxPL5dP/gBw3v28KuPfKQQwywK87WNc8KfKlyjnHwwSF1ra9HKGpx86SWAtL1nc1nBnE2ceqGRrZOHhJufr39vLBJh4Omn6Tr3XGqNpI9yhuEU7hP5F17AGwjQsmaNGQpZSE5ehWuiMzNJoRownLyDO1KF1trWry97MSsZj+fs5ME5V/6E0Udz4MknzVoqC41U8yzp8Dc1EZmcTIrNqqqTvvp6Ah0dRWv7qLo5qVCfEzk5eVWmwlLuoFLIdjEUJGLsR37967TO/Ml//mcm+/tZf/31Zoetck6oK9wn8jt20HHmmXhqasxQSDk6EqUSBJ/luTV90tyfIlwzfugQ3mCQzs2by+qechE6xXwiH+zuJjozs2DL2OZy7Epk7RfuiCVcU9fezuzISFEm6eLRKHC6n7ATuWTXBCp4cVsuTn7Tu99NLBTipe99z3F/ZGaG7d/4BmuuuYZ1116rnXyxkFIy9MILdJ59NmCsLhWiLLW6Yykm6YTHY55g9swaSC/yTcuX07B4MZP9/eUr1VAEkY/MzDA7MsLGd78bYMEWvzKPPYtQVaovu3XiNdjRAVKmLEmcDyq3ezRNqCGXiVf1WTot94+Fwwu2Ib2UMrFiO0uRX3TBBSy57DKe+YJzy+oTzz7LzKlTnPm+9wGcdvJa5AvL1PHjzJw8SefmzYCRdx4MlkXkI2nEUMWzU4ZrHER+4sgRmpYto2HxYqIzM46rKEtBuuOaj1QirxoydJ51Fh1nnsnRhS7yWYZrIHkCTk28+oJBAh0dAEUpZ6vCKenEJheRD7S3gxCOTv6+d76Tb3R0lMyI9D3wQNqLmBUVCswmTx4SWrLyjW9k4vBhRz0ZNVIn2zZuBCwXdx2uKSxDL7wAYDp5wCzlWmpiKVa8wmkn6OjkU0y8Tvb307B4MY3GrP1EmeLyeTn5zk4guca/Evn6nh6WXH45/b/7nRlmWEioY/flIPJ2kTXDNXV11LW3AzBbYPcrpWRaiXyaealcahF5amoItLc7Vmfsu+8+gJK4+Yn+fu55y1u499prM3p9LmsdFCpjxmlObGz/foTHQ/OKFcDpMJ128gXGmlmjKJuTt2RP2FECmc7JW4sbxWMxpo4fp6G3lwYjq6Fck6/5iLy3ro7alpak5eGTx44BiT6wSy67jMjUlPlZLiRyiskbji5J5Kem8AaDCI+naE4+FgqZzjVdvnYuTh6Mwl02J2917+kmewvFy//zPwAZ39kWQuSdDNZoXx+NS5eaF0tfQwMIoZ18oRl64QUaly41S7xC+Zy8ck4+p8nVecI1wJxa3dMnTiDjcRoWL07rJkpBPiIPibry9owMq5PvvfhigAXZKLrQ4Rp1HhRL5K13hOmcfC7ZNZAIv83YRN56Xo5b0n6LxbhxIck0NJSPyDemMVhqlb1CCEFtirpFpaboIi+EeIMQYo8QYp8Q4pZivtfQjh1mPF5RLicfnphAeDzOTl6Fa1Jk18DcL6jV6Tb09ia2VajIB7u7zRCCYvLYMTw+H4H2dpqWLaNxyRKOPfFE3mO1MtHfz28/9am8wkD5ZNc4hWvUedDQ04OoqSm481XnfV1bW1onn0t2DRjNNGwXJmujjFI4+VnDwU8cOZJR6m2xwjXjBw/SYhF5AH8RF7llQ1FFXghRA3wDeCOwCbhBCLGpGO81deIEp3btouucc+Zs95XRyfsaGhwr+ymRSJVdAzaRN06qhsWL8dbWEujoqFiRd3LykwMD1C9aZP6tei++mP4Ci/zP3vlOnvqXfzHz8XMhMjMDQmS9GAqcs2vUZ13j99O8ciXDadIcc0GdQ8HubqKzsykvcPEcYvIAdS0tSXngaj0HlGahlBmmkXLOgsFU5LKgTeFvaMDf2GiaLkVkZoap48dpMuLximpx8hcA+6SU+6WUYeAO4O2FfpPQ+Dj/9/GPI2MxNhlpeApvGZ28k1MHkEY+tGO4xqHPq9XJQ0Lsy5UrX6xwjeoBCwmRnzh8uKDHqEpB5NOSLTozg7euLuOSvGBcyB1is9ZwDSRa6qXLZc8FdQ7Vd3cDqWs45ZI3Dola+bO2WLgK0QQ6OkpSMtv6d7VP6DuRS2kKK3Xt7Umrk9WFrdkm8qlWO5eaYov8YsBa8OGosc1ECHGzEGKbEGLbUI7Ncod37WL3nXdy3ic+Qdv69XP2lc3Jj4+bLs7O0cceA2DF1Vcn7XPq8zrZ34+oqTFTEMtZHKoQIh+emJhz4Z0aGDBXUAL0XHABACeeey6PkZ7G+l75lITIpTCb8HgSDeWdnLxF5NvWr2fklVcK2k1InfdBQ+RThWyybaKhqG1pITo9PSdMMn7oEPU9PYkQURqRH3zhhYKsCwiNjtKyejWQWTZPLIeeAFbqWluTxq0ubM0rV87ZXtvcnPFiqD13380RQxcKTdknXqWUt0spt0opt3YaKXbZ0vOqV/GBvj6u/NKXkvYtRCd/9W23sf766+l51auS9qWKydcvWmTWuWlasYKxAwfKsiDKuognF1RDb2uGjd3Jq/Zy89UKyRTrew3v2ZPz78m1MJvTbXtkehqv5W/Yfe65RGdmGNy+Pefx2SmFk4e5bnrs4EGali9PzIWlEPnw1BTf27KF+667Luv3tBMaHaVlzRogsxTUaB4xeUiIvL1nr5p7sIdrsqku+ttbbilaT9hii3w/sNTyfImxreC02K6iimyd/DNf/CIvfvvbeY8nnchv/uAHeeuddzruSxWTV5M+YDQoHx8vygrJ+VBZGrUp7lLmQ7lKNfmqVkdaRT7Q3o6/qclcYJIv1tv4fBo55CryThNw9nDNste8BoBDjzyS8/jsRGxOPlWGTa4iX6dE3hKyGT90iOYVK/DV16f83vU//jhAXvMjitDYmOnk7ZPATuQbrql1cPJjBw9S4/fPuRuF7Jz81IkT5sW40BRb5J8B1gohVgoh/MC7gPuK/J5zyMbJT504wW/+6q946AMfyOiESUc6kU9HKiev4vGAmapVKKebDeHxcTxeb85OyHTyhsir/61fECEELatXF1zkW1avTnJh2VBQJ28L1zT09tJ1zjm8+K1vmT1X88Xu5FOFa3Lp2QunnbyKy8djscTK7OXL0za/OfLrXwPJ4Y1siYZCRGdmqO/pwVtXl5mTt9QMygWniqFjBw7QtHw5wjNXTlO1frQTmZ4mMjlpXowLTVFFXkoZBT4KPATsAn4kpXypmO9pJxsnv+/ee83Hh3/1q7zeN1eR9ztNvDo4eUhfj6RYqOPKZvLRSpLIW3LkrRRS5FW4pm3jRmbyKOmbs5N3mICLTE8nhbwu+cd/ZGTvXvb86Ec5j3HOe1iyayCNk8+hlgtYwjWGyE8NDBCPROYVeZUZlu+dqPqb1rW2UtfentE6A2v1z1xIFZO3h2og4eSjMzPzXrTVgjI151Zoih6Tl1I+KKVcJ6VcLaX8XLHfz443GCQejRKLRAhPTKSt9GfN67WnSWVLJF8nb7guVbzL6uTVCVWKxSZ2whMTjgu8MiXY2QlCmMI7mULkm5YvZ+Lw4YLMO6gLStv69YRGRnL+nbmKfKC9PWlSMGrJk1esevObaV61qmCx2UwmXmU8nlgMVQCRV1kmTUa4JpXIKyc8eexYXhPNYUuf3EzLNadbiZ4Jda2txEKhOYsVxw4edLwrybS0gbrTrEgnvxBQznjq+HG+2tTE7z796ZSvVbea3rq6vEW+UOGaKZU+aXHytU1N+Boa8h5jLuR6XAqP10uws9OMySsnb49nNi5dSnR2tiCrQKdPnKCurY1gdzfxaDTnlmy59rat7+lhamDAvLhIKefkySuEx8O5H/sY/Y8/XpDYfCYTr2bBrnxi8obYqjz1puXLE2HSFCKvxDgeieQVFlV3Jv6mpsSFNIPflXe4pq0NwAz7hcbHmRkachR5f4ZFypThqVgnX25qjRIHr9x115z/nZg4epTGpUsT5XzzENCIkVamnE421Pj9eLxe8wui6mRYnTxAo1FyuNTkK/KQcCzKXU8ODIAQSSd4Ns2T52PqxAmC3d0EjC9ormGC8Ph4ThPO9YsWEZ2ZMR1dLBxGxuOObnLzBz9I49Kl/PZTn8r7LiYyPU2N32+eh07hmnxWgCaFa9T8Sm/vvE5eGJli9tXP2aAuWv6GBgIdHRnF5PPNDlN6os6hk0ZbxY4zzkh+bZZOvlInXsuOchu7jWyWdJM9E0eO0LhkCQ29vXmJ/FSet1/WL8iUbSGUoj7NGEf27ePkyy/n9N7zUQiRty6ImhoYINjVhcfrnfOaQor8tJG5YH5Bc4zLp1v7kA4VilKhqXRu0ltXx4V///ccf/rpvEs7qCJoTmsvFPmkFPrq6xE1NabIzwwN4fH5qG1uTpzD09OOF6rZ4WFaVdpjHnF5dTy+hoasYvIerzenWj2AWRdLnUOmyJ91VvJrDVMxXxhJjVvVMCo0rhd55TZUGWJ7BUSFlJJJw8nX9/aa4poL+V6ZreWGJywlDaykc/LfXruW/3ZwFvMx+MIL89Z2yVXorNhF3h6qAWgyRD6T5snzMW04efWly1XkQ2NjZlXJbDBb5RkiP5+b3HjjjXiDQV767ndzGqdChYQ8NTV4g0HncI0S+Ryya4QQ1DY3m9k100NDBDo6En0c6utBSrOMgELG48wOD5/Obc9D5MMWkQ8Y3bXmi/E7zYVkQ53NyQ+98AK+hgaali1Lem297XNPRXhyEuHx5LzAcD6qRuTVyZxKGGdHRoiFw9T39JhOPtfb5ek8Y2y++nrzBJ48dgxvIJAkLvUpxmg9ybOp53340Uf53pYt3H/jjWlfV0gnL6Vk/PBhs3yylWBXF966uoIUuVI5yPmEa2KRCNGZmZxEvt7WD9XM8EghNv7GRtZddx2777xzzgRftkQtGTz+hgbHhvZxIyafa0psbUvLHCevznl1bPaQTWh8HBmPnxb5PLKdIrZwjYzHk8osJP2Mw1xINlhFPhoK8crdd7PsyiuT0ifhdCbZ5Hwin2fG2ny4XuStZYchcWtkdxdwuo1ZsKuLht5eIlNTORcXMlOiChCuUemT9hOgcfFi4pFIkpBb0w6PPflkxu+pwlmv3HVX2otboUQ+FgoRGhtjbP9+czGLFeHx0LJ2bd71XCJGLDyYZ7gmZMnkyBZ1FzZ++HBiTMZnm85RnvFHf0R4fJxDv/xl1u+nsObi+xsbHZ183itALSI/PTRkNoZxWu8Bp//2hRR5X319olMV85drjtgWoWWLOodCIyMcePBBpgcH2fzhDzu+1t/YiDcYnNfJRyYn8/5OpcP1Im+d/Gw0bqmcWpaZwtzZebqcb44hm3xny+0xeXs8HhJOHpLvTKzL4od37cr4PY/83/+Zj1N9UaSUBZt4hcStbmRqylHkAdo2bGAkjzIEMDd0ZsZIcxAWla7nz0Hka5uaqF+0yKybE80gV7v3oosQHk9e9XusrtXX0FDwiVeY6+SnBwcJzCPyypQ0L1+Ox+vNLyavwl6Gk4f5SxvkG65RF/nZkRH2/uQn1LW1OdaggkQ4q8HIrEqHqlhbLFwv8tZyvu0bNgDOqWTTFidfn6fIT584QW1LS85Lp60iP2FbCKVQbQDtYxy1VFnMdPzxaJSxAwfM/pTWcrFWwhMTyFjMFMtcUbexqjFISpFfv57R/fvnrRM+fuQID77nPRx+9NGkfSqtr763F18wiMfny2nVq1qenms5h7aNG82L7nzhGrWvdd26vGrZWGvW+xsaHCdeCyHys9ZwjU3k7QsRlXOva29PlAjIw8mHJycTk6h+v9lCcV4nn2e4xlNTk5iHGB7m0COPsPKNb0xKGrBS39PD7jvuSJsIEdZOPj+ssbJWo0KlU2xShWsCnZ0pBTRTVH30XPEZX0gpZdZOfnT/foJdXbSuXZtxiuXE0aPEo1Gzfkoqkc93rkGhKoXu+sEPgNO37nbaN21CxmKcmueO5Kl/+Rde/p//YfcddyTtO/zII4iamoQzFoK6traSh2sA2jdu5NSuXWaOPMyfq921ZYuZMJALc5x8inBNPhOvcNrJR0MhwhMT8zp5U+Tb2gjk+FkoIpOTZs8G5eTny7vPN1wDiZDN+KFDTA0MzGk16oQ617+3eXPK+YKIdvKFY9Wb3wzMdfJTg4OJhseWcI2Z8paryKdw35miTv7ZkRGis7OOv6shxRhH+/poWb06Za7/yL59hG1fPBXHN0XeiB3bKdTy68YlS2hdu5ZTL79M49KltBpVJ+2oksMDTz2V9vepyVn7l+jo44/z5D//Mz2vepWZSlvX1pZTiCCfcA0kvuzh8XGmBwczCtcAdG7ZwvihQzmHNOwTr47hmgJNvFrntOD0BcycWzJCFipcE1BOPs/sGnWn3tDbi8frZXTv3rQ/k2+4BhLzfKo/QZsRHUjFa772NS7//OeJR6Mpw6fayReAd9x3Hzc+8YR5K6luW2eGh/lmdzf3Xnst00ND1DY3U+P3429oINjdzYlt21L+zhe/8x1OpahNnrfId3Qwc/Lk6Y5QDk6+xu8n0NmZ7OSNXpMNvb1J++LRKN9eu5bbly2bkyqpCp11n3ce3mAwZW56IWtsrHvnOwFY+453pMwqaF61ikB7Ow9/8IPc8epXO06Yw+lc+hlbP4K+n/0MgKv+/d/NbU4FpjIhXyev1meMHzx4OvVvPidvtLLMtam5deLVV6RwTV1LC5GpKVPEnSZeB555htt6e9n25S+fdvKtrTnfVSmUk4fEit22jRsZnOfOJ99wDSSMggoLzSfyvkCAte94B0BKvQhPTDh2iSsUVSHyq9/6Vnovusg8IdSXTMWv9/30p7xy991zhHn9O9/J/vvvdywVOj00xEPvfz//tXFjUi0cGY8zNTBghnxyIdDRQTwaNcMUqS4YTcuWzQmthCcnmTh8mLb1600nb82UGTFczuzw8JwJvdG+Pjw+H41LllC/aFHKDjuFFPlL/umfuPGJJ7j0n/855WuEEJz5J38CJBqtPP/1rzu+zhR526368O7dtJ9xhimWQEphicdiDL7wQsqUReVA7dlamdJkiPzYgQOme51vbqNryxaAnOPyVkHzNzamnXjNufSucYekvktO4Zox407x15/8JLPDw/ibmvB4vYk71jydvDXM0bV5M0Pz/K3s1T9zQQm7ats4H80rVlDj96dsWKOzawqI+kMqR2MVyKmBAZa99rXm8/XXX090dpaDDilsR3/7W/Px4PPPz9k3PThIPBrNy8mrSaSThoNzcvKQiGWPWG5PT72UKPDZcdZZ1Pf0mGmK5lgtXwDrz4329dG8ciWemhrH9nwKa0grXzxGnHy+k/vVn/88H9i/n96LLmLXD3+YtD80Pm6muk7bnPzw7t1JTsupiiDA81//Ot/bsoUHbrjBcRyjfX3UNjfnPOmsWsONHThAaGSEGr9/3sUv9YsWEezqyknkpZRzKl3WtbYSGhtLWuxWiIlXwEx1TXLy09Nz0nxnhobMdMf5Jl4Ht2/ntiVLzAl6OxFLuAZg0fnnM3nsWNoWj7OjozmVG7Gy+OKLgcRFOpOVsx6vl+bVq1OmA+db9G/e9y/ab16A+G1OXon8+X/910DC8St6L7qI2pYWDjz4YNLvUU0PgKSJsVQrVLNBTSKpW89UIt+6di3jBw+acVV1W9951lmm254aGODea6/l6c9/fo57t4r82P79Zo36+US+rrU150m6XGlZuZK1117L4PPPJzVrVvMHLatXM3PypHnnEotEGO3rS2oHWdfWllwRMhTi2a98BUjUOndaNTm6bx8ta9bkvGDF39BAoLMz4eSHh6lra8vod+U6+RoLh5GxmBl/DnZ1gZSOxw75hWvg9PlkOnlLTN568T25c6d5oaxrayM0OpqyMuzDH/4wk/39jllTkEhjtIbP1lxzDQCv3H234+tjkQiRycm8s8N6DZHf8K53ZfwzDT09jqnb8ViM6MyMDtcUCnMyyCLytc3NXP5v/8b7XnppTr6rx+tl2Wtfy2FL/rhiePduOjdvxtfQkOSyVHw7n4YIQUPkh3bsoK6tDW+KfpSta9ci43Fz4vHUyy/jDQZpXrnSFPnj27ax9557eOxv/5ZtX/gCy6+6iqYVK0xXIaU0J2uBtOGayf7+pJLApUJ9ga01/wEzj7734ouRsdjpnO0TJ5CxGE3Ll895fX1PD5HJSfMO597rruO2nh7GDx5kw7veRWhszLFFoBL5fGheuZKxAweYMUQ+Ezo3b+bUSy/NqUl+8uWX+Y+lS/nVRz/q+DMnnnvOdMjKUavzwX63U4jsGkiIvMfrNUXfOvFqDaOpcxowVyCHxsbY8a1v8fBHPjLn+6a+S07iCInwXMByV9m0bBltGzaknKjPNEw2H80rVvDeHTt49a23Zvwzgc5Ox+Ow1t8pFlUl8mYNDyM2OXHkCI1LlyKEoGPTpqTXL77kEsYPHmTy2DGis7Pmz4329dGyZg3d55yTVERKOZpUud+ZoJz8xOHDae8IVFaKuj0d3b+fllWrEB6PWTfHetcBsPGmm+g480z2P/AA40eO8OJ//iehsTHajeMPdnczc+qUY2666t9ZDlrXrKHjzDPZ9cMfzplnUPMWiy+5BDgdl081f6A+l9H9+xnauZO9P/4xsyMjvPrWW7nwH/4BSFwYFVJK+n72M0b7+syiWrmiRD40MpJxbL9z82Zi4fCcW/1d//M/TBw9yo7bb09ywVODg3z/vPN44N3vBk47aiWGMzahybsqo+GkR155JVG3xkhZ9tTU4K2rS4i87cKimt6o1aMHfv5zfnnzzbzwzW/yo9e8hr4HHmBmeNj8DJ1SeqWUCZG3FfVqWrEiZeKAuvAF8hR5SNwtp8uPtxPs6kr6O8DpUhfFKjMMVSbyMHdRyMypU3OcgB0Vezv6+OPc98538vX2dkYPHGDswAFaVq9mzTXXcOK55+bkcY/u20d9T09et1/WMaUK1cDp/HKVNmYNu6iTRsUz3/Xb33LdQw+x6aabOPdjHyM8Ps7ty5bxy5tvJtDezqabbgJOL1RSX7CxgwcZevFFIPFlK5fIA5zz0Y9y/OmnefiDHzQnSId37aJp+XLzDkNNlM8r8n19idt6IfjI4CDn/9Vf0bpmDaKmZs4q2z0/+hH3vO1twOmMoFxpXrGC8cOHmR4aythNqjkFq8iryofxSCQpA2zcuKtTK5jnc/L5OklruWFVOVShFvVNDw3RaZn87jByy9XfYPcdd4AQ/KnRfOO5r3xlzmfglNIbHh8nHokki/zSpfOKfL5OPheCnZ2ExsbM8Bgk0krV5+pU4KxQVJ3I+xoazJj8fFUFu887j0BnJ0985jPsv/9+4pEIv73lFuKRCC2rV7PxxhvxNTTwwI03mu5yZO/evB1fbVOTKVrWL4edQEcHtc3NjOzdmwi7GE5e7UMITr30Er76ehZfcgkrXvc6PDU1LL/qKq756U9Z+cY3svlDH+KGJ54wV3La2/Pd/frX892zz+bE888zOzxcVpE/6/3v5+ybb2bHt77FHZdfzuzoKMefeYb2TZvMCVx1t5WJyA88+SQdZ5xhThbW+P20rFo1J1yz87/+C4DXfPWrc7J0cqF55UrikQinXnopY6FRd2vDNpFffOmlAAw888yc19vnLJJE3vi7qHmH8MQE3mAQj1HfPVusk5j2c8NrNPOeGRoyJ54h4YLhdKbS/vvvp/Oss2hevpylV17J4PbtpnFa8YY3ODp5dcdmTwJoXLYssRbBId22rCJv/P3VuOOxGLf19poGwn6BLCR5ibwQ4lYhxG4hxA4hxD1CiBZj+wohxIwQYrvxrzD9zAqA1cnPJ/Ier5eNN9xgpj51bt5s9t9s27CB+kWLePWttzK4fTsnjcyW0X37aEmxuCcXll15Zcp9QohEEa+9e5keGiI6PW06eY/Xa2YxtK5dO2eSTwjBmre/nT948EGu/uY3aVu3ztxnFfno7KzpNJ40Uh2tX9ZS4/F6ed1//Advv+ceTmzbxv033MDI3r2sv/7605lTNpG3l3uubWqiYfFiXrnrLvoff5yeCy+cs7913TpT5OPRKEcfe4xz/+IvOPfP/zzv8at5GhmPZxyuUXVv1OcQmZ5m7MABll99NXVtbUmTsnaRV3+XQFsbwuNhenCQ3332s/x7V5cZgswnfc/f0ADGuWXvc+ozukNNDw0R6OzkzT/4AYGODjM11Cq26qLVtWULMydPcvjRR6nx+1l88cWJFbU20VZ3JHYnb/YhOHo0aazlFHl1d67Oy+O2i3M+iRrzka+Tfxg4U0p5NvAK8HeWfX1Syi3Gvw/l+T4Fw1qNLzQ6Ou/ilos+/Wl6L7qISz/3OTb84R+a2xedfz4Aq970JgAOPfww4YkJpo4fT7mCMxte+7WvUb9okXnyp6Jt3TqGd+0y0yet762cVTYXHavIWyew9v7kJ4nfleddSiFYe801rHj96zn4i1/gratj3TvfmbQGYurECbx1dY5hiCu+9CVOPPsskakp8/NTtK5fz+jevch4nFO7dxOdmWHR1q0FGXe35fc4lVdOReu6dabIq1XMzStW0Ll5c9LEv73vb7Nx5yI8HhqXLWPgqaf4/T/+IzOnTnH8mWfyFnnh8YBxF2s3AKpk9szJkwQ7O9l444382dCQ+X7WEMWSyy4DTt+57rnzTlrXrTsdPrSEmZ74p3/ihxddBJAUbm1K02xmITh5JfKHbe0dc12nkAl5ibyU8pdSSpV4+ySQ+ZlbxyPskAAAEKtJREFUJsy6MPE44YmJeXNmA+3t3PjEE1z4qU+ZC3MgsZINEidq+6ZN7PvpT80J0EII4bo/+AM+PDAwb2y/58ILmTh6lFd+/GMgEWJStBuNQ7K56KgKkdMnTpiOVpU7EDU1dJx5ZuYHUUSuvu02Ojdv5nXf+hb++nrHcE2gq8sxTXHD9ddz7QMP8OYf/tBcjahoW7+e6Ows40eOcOLZZ4G5f9N8sE74rc8ivu8k8g29vSy94gpObNvGwYcfNl872d8/Jx2yyRIGWHzJJRyyvPboY48VZrWl8Te2Z5T56uuZ7O9HxmKOc1++YNBcK6DMjKoFE49GaduwwTHM9MRnPmP+Dns4zjx/HTJZpo4fT3SuyrPpTS7U2vrhTvT3E2hv54z3vY8NKdZmFIrMp4fn50+AOy3PVwohngfGgf9PSvlbpx8SQtwM3AywrIiTDwpfQwMTR44kJuikzGqZen13N3/wi18k3SJuuOEGfvcP/2Dm8xbCyWfKUiOcs/0b36Bx2bI5MUqVzpZN5oS3tpbalhamjh8nMjWVCFnddBOHH300kXedIp2z1DSvWMF7LS7WLvKzw8NpsyjsDl6h8upH9uxh4Pe/x9/URKslnJUv1/3yl5x66aWsJtpa161jenCQ2dFRs2NZfW8v5//1X7P7jjv4xR//Me/fuxdfIEBobIzuc881a6tYC/QtffWr5xSFG3jqqYKUjn7rnXcycfQoy6+6as52X0ODeaFMtYDuxt//ngM//zmNxp1NXUsLHp+PeCRCx1lnnc4KMpz8CcviwwtuuYVm2zxAOpEf2rGD9k2bHBt8FBulM2rhXmhkhLq2Nt5ozPkUk3lFXgjxK8CppOLfSynvNV7z90AU+IGxbwBYJqU8JYQ4D/ipEOIMKWVSjQAp5e3A7QBbt27Nr3NxBviNiddca5GsfP3rk7ZtNET+d5/+NAiRV/pktnSccQZLLr+co489xrrrrps7rptu4rmvfjWloKVCLYiaOXWKxmXL2HTTTfz2llvyzi4pJvY+puGxsZxWNiqRH96zhyO//jVLLrss50lJJ1ZcfXXK+uOpMFNl9+497eR7evAFAlz82c9y/x/+IcO7dtF97rmEx8fNvgn2No0bb7qJwe3baVq+nBPPPcfAU08RaGsjmEfFVEh9V1Lf3W2maKbqX9q1eXPShLYS4Y2WLmVKtCeNWPtN27axyOEOy5x7cFjrMbh9O8uz/NsXCntT79nhYTOFtNjMK/JSyqvS7RdCvA94C/BaaaSYSClDQMh4/KwQog9YB6Su+FUiVLhGVRXMd4kzJDI2el71KgaeeorOs88u6uo1O0IIrvvlLzm5cyfd5547Z1/P+efzVzm0MKxftCghJlIm6m74fHyovx9RQLErNPY1ELOjozldbIPd3dQ2N3P4kUcY3rOHsz7wgUIPNWvUncTIK68wOTCAt67OPG9VNtXEkSN0n3suobExOpqa+EBfX9J8hC8Q4KpvfAOAJz/3OfbceSexUKigiQJWrOW206Uq27nuoYc48eyztK5ZY5oxFZOfr36S8HgcFx4d37aNqYEBc9K31KjPQqX4zo6MmOVLik2+2TVvAP4GeJuUctqyvVMIUWM8XgWsBfbn816FQmXXqLK0uVYVtHP2n/4pQMk+OCve2loWnXdewXpENi5ZwmR/f2LxkzGZ5vF6i9aDslBYi3Dl2nRbCMGi8883V9YuveKKQg4xJ1pWrwYhEiLf3099b6/5Wagwh8omCY+P429upmXVKurTLLDpMNIYpwYGilYcyyry2dQ7WvrqV7P1k58EEncjNX6/KdqZ1E8KdnXNEfmhF1/kziuvpHHp0jl3B6XEU1OTSN+2OPlci91lS74x+a8DtcDDxkn3pJFJcznwT0KICBAHPiSlzL2maAHxNzYSC4fNfNVc64Pb2fjud3PgF78w6+BUMg1Llpi5yeVMmcwWa830TDKnUtFz0UUc+tWvEDU1ZXN+Vry1tTQbpShG+/pM9w4JQfP4fEwcOYKUMnFxy2BiUYk8UDSRD+bo5K0IIeasFp02snPSzQ3Vd3fPEfk9d95JZHKS927fnpRSW0pqm5pOi7wRky8FeYm8lNIxjURK+WPgx/n87mKhbptUilWhrqbeujredtddBfld5abRkt5nz31eyPgbG7PKnErF6re8he1f/zrnfvzjWS1dLyYqf3+0r49N73mPuV14PDQsXszEkSNEZ2eJR6MZGZfm5cvxBoNEp6dL4uR981TcTIc1/DI9ODhvCYBgV9ecJvZHfvMbFl1wQUnnypzwNzURGh9HxuMJka8QJ19xqHi5WipdjpzZhY5V5CvKyRvhmlwyp6z0XHABH82jmUUxaF23joMPPQSQVFmzcckSJo4ePT3PlIGTFx6P2aFqvhZ2uaLEON+FPsGurjkx+UxE3ky5lJIT27ax+UPlX6rjN5y8Oj9LpT1VWdYAjKJHQphphprTNFSok/cpkc+zi9NCRBVgg2SRVyJoNhvP8Liv+OIXWf3WtyatFSgUrWvWcOaf/AnXOfRkyIagxcnPGKtn076+u5vI5CSR6Wlmh4eJzs6WtRyHQoVrzGqYJXLyVS3yda2tZcmZXeh0GIuoIH2BtIWGvwiZUwsF1Z8YYLGxOlQR7Oxk5uRJM95rT51MxdZPfpJ33Hdf0b4DHq+XN3z7244VXrMhYI3JZ+jk1WtVW8L6BXAeq3BNqVfeVm24ZuLwYR2qSYG3ro4/Hx1l/NChguaIFxsVril05tRCwN/QwLUPPEDjsmVJ8e1ARwezp06ZDjFTka8Ugp2dRKamCBu16efL1LGKvOov0FCmPghW/E1NhMfGCJXYyVedyCsnPz04WFGhiFJT29xctFhtsVAi70YnD6lX6QY6O5HxuFm3xk0XNzgt2iOvvEI8Gs3KyassuoVwR6paMM5oJ19crFfPQBly2jXFQ5WRVo7WbWKXCuVsR42G2W508nC6h/G8Im+pv2RWI10ATr6urY3wxIQ5Jh2TLxLWmX4drnEX/sZGkNKMwxZqDcRCJ2ATebdd3JSoq3Le8068Wsr6Th47Rm1zs9khq5wovRlTn5MW+eLgra01TxLt5N2FyvdW9U3cJnapUHVhTCdfpLz3cqG+r6oj1nxO3hcM4mtoMCdeF4KLh9NVSEf27UuUwc5j7UA2VJ3IQ6JtGrBgyuZqCoMSt4mjR/HW1RW1RvdCwgzX7NuHNxikxucr84gKixL1TMM1kFj1OnXiBFPHji2IeDycdvKj+/aVNIpQlSKvZty7bAW9NJWNuZr56FHXTbqmQznd8MREWWqlFxtffT3eQICxAwcQNTUZ1cFRC6IWkpM3Rb6vr2ShGqhSkVdV/bSTdxfWcE21hGogEYJUx+62SVdI1K9RF7LmlSszKjUR7OpieoE6+XgkkrbXQaGpSpG//tFHuf6RR6rmdr5aUEI3dfx41Uy6KlRc3q0XNxWiybTrWrCri+E9e4iFwwvOyUNp22hWXQolQOPixTQWsXGupjxY66dXW7mKQGcnYwcOuNLJg6UOToauPNjdbc69LRQnbw2ltVtWlRebqnTyGndiFfZqc/IqTu1WJ7/FKDDWazTwng+re190wQVFGVO2CI/HNCLtGzeW7H21yGtcQ7C72+xeVcqY50JATTS71cmvfutb+dCxY5z5x3+c0evXXnON+bjF1mC8nLzuP/4DgO6tW0v2nlUZrtG4E09NDT6jBWCzpbFGNaBWeS4zGru7kWzqzzT09nLFF7+Ysrdsudh4441suOGGknZZ0yKvcRUqDlttIn/hpz7F2ne8gyWXXlruoSwYVAvBhUap22jqcI3GVcQMkW+pMpEPtLdrgdc4km8j788KIfqFENuNf2+y7Ps7IcQ+IcQeIcTr8x+qRjM/quhTuVu9aTQLhUKEa74spfyCdYMQYhPwLuAMoBf4lRBinZQyVoD302hScv2jj7L/wQddm2Wi0WRLsWLybwfukFKGgANCiH3ABcDvi/R+Gg0AnWedRedZZ5V7GBrNgqEQMfmPCiF2CCG+I4RQBRkWA0csrzlqbNNoNBpNCZlX5IUQvxJC7HT493bgm8BqYAswAHwx2wEIIW4WQmwTQmwbMvo4ajQajaYwzBuukVJelckvEkJ8C7jfeNoPLLXsXmJsc/r9twO3A2zdulVm8l4ajUajyYx8s2usqxPeAew0Ht8HvEsIUSuEWAmsBZ7O5700Go1Gkz35Trx+XgixBZDAQeCDAFLKl4QQPwJeBqLAn+nMGo1Goyk9eYm8lPI9afZ9DvhcPr9fo9FoNPmhV7xqNBqNi9Eir9FoNC5GSLlwElqEEEPAoTx+RQdwskDDqRT0MVcP1Xjc+pgzY7mU0rH57YIS+XwRQmyTUpauUPMCQB9z9VCNx62POX90uEaj0WhcjBZ5jUajcTFuE/nbyz2AMqCPuXqoxuPWx5wnrorJazQajWYubnPyGo1Go7GgRV6j0WhcjCtEXgjxBqPN4D4hxC3lHk8hMer0Dwohdlq2tQkhHhZC7DX+bzW2CyHEV42/ww4hxLnlG3nuCCGWCiH+TwjxshDiJSHEXxjbXXvcQog6IcTTQogXjGP+R2P7SiHEU8ax3SmE8Bvba43n+4z9K8o5/nwQQtQIIZ4XQtxvPK+GYz4ohHjRaJu6zdhWlPO74kVeCFEDfAN4I7AJuMFoP+gW/ht4g23bLcAjUsq1wCPGc0j8DdYa/24mUe+/EokCfyml3ARcCPyZ8Zm6+bhDwGuklJtJ9Gd4gxDiQuDfSLTYXAOMAO83Xv9+YMTY/mXjdZXKXwC7LM+r4ZgBrpRSbrHkxBfn/JZSVvQ/4CLgIcvzvwP+rtzjKvAxrgB2Wp7vAXqMxz3AHuPxfwA3OL2ukv8B9wJXV8txA0HgOeBVJFY+eo3t5rkOPARcZDz2Gq8T5R57Dse6xBC015DoRyHcfszG+A8CHbZtRTm/K97JU52tBrullAPG4+NAt/HYdX8L45b8HOApXH7cRthiOzAIPAz0AaNSyqjxEutxmcds7B8D2ks74oLwFeBvgLjxvB33HzMkyrP/UgjxrBDiZmNbUc7vYjXy1pQIKaUUQrgyD1YI0QD8GPi4lHJcCGHuc+Nxy0TPhS1CiBbgHmBDmYdUVIQQbwEGpZTPCiGuKPd4SsylUsp+IUQX8LAQYrd1ZyHPbzc4+YxbDbqIE6orl/H/oLHdNX8LIYSPhMD/QEr5E2Oz648bQEo5CvwfiVBFixBCmTHrcZnHbOxvBk6VeKj5cgnwNiHEQeAOEiGb/4e7jxkAKWW/8f8giQv6BRTp/HaDyD8DrDVm5P3Au0i0H3Qz9wHvNR6/l0TMWm3/I2M2/kJgzHL7VzGIhGX/NrBLSvklyy7XHrcQotNw8AghAiTmIHaREPvrjJfZj1n9La4DHpVGwLZSkFL+nZRyiZRyBYnv7aNSynfj4mMGEELUCyEa1WPgdSRapxbn/C73BESBJjHeBLxCIob59+UeT4GP7X+BASBCIhb3fhJxyEeAvcCvgDbjtYJEplEf8CKwtdzjz/GYLyURs9wBbDf+vcnNxw2cDTxvHPNO4NPG9lUk+iPvA+4Cao3tdcbzfcb+VeU+hjyP/wrg/mo4ZuP4XjD+vaQ0q1jnty5roNFoNC7GDeEajUaj0aRAi7xGo9G4GC3yGo1G42K0yGs0Go2L0SKv0Wg0LkaLvEaj0bgYLfIajUbjYv5/wYpgJjTpGoIAAAAASUVORK5CYII=\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[8, 66, 75, 79, 154, 164, 257, 269, 284, 343, 442, 453]\n", + "[442, 257, 154, 343, 66, 164, 79, 453, 75, 269, 284, 8]\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": [ + "63.8 bpm\n", + "[70, 163, 266, 352, 451]\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": [ + "R = 0.594\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": [ + "R = 0.612\n", + "6100\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": [ + "[57, 69, 143, 242, 253, 341, 429]\n", + "[429, 242, 341, 57, 143, 253, 69]\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": [ + "64.5 bpm\n", + "[66, 152, 251, 350, 438]\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": [ + "R = 0.621\n", + "6200\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": [ + "[43, 142, 153, 241, 329, 423]\n", + "[329, 423, 142, 241, 43, 153]\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": [ + "63.2 bpm\n", + "[52, 151, 250, 338, 431]\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": [ + "R = 0.625\n", + "6300\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": [ + "[42, 53, 141, 229, 323, 413]\n", + "[413, 229, 323, 42, 141, 53]\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": [ + "64.7 bpm\n", + "[51, 150, 238, 331, 421]\n" + ] + }, + { + "data": { + "image/png": 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ivJGOj47SvGcPRX7aXzBCaRSJmLqj/r33eP1LX+K9hx8O2897b1b/Hk9t3076zJnMWbuW/OXLfe1GppeJRqPYCNwLfFoLhS0Tkc8APxaRQyJSgWfR934LbwAngBrgt8DfACilOoEfAPu0v+9rbWh9HtfOOQ68qbX/GLhORKqBa7V/WwalFB2Vlcy+8MKo+jsyMqal6am3tpYZCxee1RZNGgir490HkjV3LnCmoE+o7ysRBH5LaSmu4eGzAg+C4cjImDY+iqbduwE49uc/R9Xf6t/jqQ8+oOjKK5GkpLPyy/XU1hp2zYivwUqpXRA0W90bIfor4KEQx54EngzSXgJcEKS9A7gm0hzNYrClhZGeHvJXrIiqvzMjY9o5s5VS9NTWsvCGG85q94/FT83JMWNqU2agqQlJSiJdM2emZGej3G5cQ0O+KDZ/EkHgN+zcCcD8jRvD9nOG0CgSkQbNhzbc1cVAc7MvhDsUVv4ee+vr6a2tZe03vgF4tFwv3cePk79smSHXtXdmT4GOqioAZp53XlT9p6NGMdTejmtwcIJG4RUOieynGGhqIqOggKTkZCDyRrREEPi+/S6F4QMIE92ZXffuu9S+8w4Dra00bN/uCzZp3r8/5DmJcG+nPvgAgOKrrvI0+JkCjcytZguKKXD6448BmLlyZVT9p6Mz21ujIXfJkrPandNgd+9AczOZmtkJEn/HsnK7Of3hh2dFp4UikZ3Zyu3mz9ddx/M33MCvCwtxDQ+z4bvfBRFaS0sjn29hgd/wwQek5ub6BN+izZt9x4yMMrQFxSRRSnHoyScpuuoqn7MzEtPRmd1+6BAAsy4423KY6IsqeDQKfzNFRI3C4m+knUePMtTREdE/AaF9FIngzG4tLz/r3wuuvZZzb72VzMJCX0mAYCSCM/vUBx9QdMUVPi13yS238FBHB0kOh6G/tcihOjZBaS0ro/v4cS599NGoz5mOpqf2Q4dIyc4mu7j4rPbpICh66+oo1LLGQuKbnk5t3w4QMeIJQpueEoH6994D4OuNjaTPmkVySgoAmXPmRJWo0qrfY39TE901NVz09a+f1Z6en48zK8vQnfS2oJgkNS+/DCKce9NNUZ8zHZ3Z7YcOMeuCCya8aSa6j2K4q4uhjg5y/bKr+mpJh/hBWl3gH3/tNXLPPXeCmTAYiS4o8lesmKDpZxQWJnRG49ayMgDmXHLJhGMpWVmGRhjapqco6aiq4pnVq2nTTC3HX3mF+ZdfTkYMG/ycmZlhNYpEK4WqlKJDExSBJLqPwluvwT8Nd6SCPlYW+OOjo9Rv28bim26KynzkSE8PW2TLqiao8bExGnbs4JxPf3rCscw5c8KmlfHem1UFfkdlJTDRzAsYrlHYgiJKDvzyl7SVl/PaXXfRW19P64EDnHvLLTGN4QihUXix8kITjMHWVoY6OoI+uIlueuqqrgbOdtIn8j11HjnC+MgI80IkAgzEmZHBWBiNwqqLaWdVFWP9/cy7/PIJx7yCItLcrfo7bD90iMy5c0kPUiAtJTvb1iiswPFXXwWg4/BhXrnjDgCWfv7zMY3hzMhgfHQUt8t1VrtVH8xIeB3ZM88/f8IxR1oakpyckIsqnCl5GpiWBBLTmd1WUQFEzknmxWt6Crwnq2oSXlq0qCZ/35KXjMJCxkdHGenuDnqu1Z3Z7QcPBn0pA1ujsAQDra301ddz5U9+woq776Z53z7mb9xIXhS2Xn9ClUO16oMZiVART+D50aXm5CSsj6KrpobsoiKcWtZfSGxndltFBckpKeRFuSHLkZ4OShmaFsIIWg8cwJGREbRyn6/yYoSsxlb8Hl3Dw7RVVAQVgODxUdjObJPxZoidc8klrP/2t7n47//+rPj6aPHu5nUNDp61W9mKD2Y0tB86RPqsWWQUFAQ97szOTlyNorr6LEc2QJLDgSMtLTE1ioMHmblyJclOZ1T9/dPiO1JTjZyarrSUllKwerUvfNSflBkzgMQMsGgrL8ftcgV1ZINHo7BNTybjFRQFq1cDMG/DBmb45ViJFl9BmBB+ikRzZoeKePKSksCCoqumJqjG6MzOZiwB76m9oiJqsxP4vdSE8FNY0QSl3G5ay8oovPjioMejjcSzosBv2rcPCB7xBMZrFLagiIKW0lJyFi4kLW9qJbsjmZ4SSbMY7esLazMFzw8zEQXFSE8PQ21tQcNIwzkNrfr9DXV00H/6dNTJK8FPowghKKy4mHbV1DDW30/BmjVBj6dqGkWkHcxW/B5bSkrIKCjw1UYJxNYoLEDrgQMUhnj4YsH3lhawO9uKD2Ykyn79a8YGBlh5330h+yRqTYouzZEdzM6dkpWVcKantoMHgegd2XBGUISLfLIaXs0/lEaRomkUIwmmUSilaNq7lzmXXBJSk3NmZRma1t8WFBEY6emhu6aGghAPXyxMJ2f2iddfp/Dii5kbQhWGxPVR+CKeQmkUCebMbtcExaQ0igTK99RSWkpySkrI3GteQTGaQBrFYHs7r9x5J51VVUH3hnhJycoCpQwT7LagiIA3W+P8IHHZseIMJSgs9GBGg2tkhKY9eyjyZrAMQaL6KHx7KPxCY72EE35WFfhtFRWkz5wZMb22P6F8FFa9R4DW0lJmXXCBL2VHIKkRNAqr3ZtreJg/Xnklx195hSt/8hMuDlN4ybsZ1Cj/mS0oInDyrbdwZmZGlXEzEl5ndqi3tERxZjfu3Mn4yMiZVMchSFQfRVd1NVnz5wetOZGSgM7s9oMHmXXhhTE5oCP6KCz2cqOUorWsLKR/ArSotYyMhHFmVz7zDJ1VVdz2l7+w/tvfDhrJ5cXoQmG2oIhAw44dzL/iipBvKbEwXZzZR/74R5xZWSy47rqw/bw+Cqv88KLl9IcfhlxwEs30pNxu2g4ejKqmuz+hBIVVN6X1nz7NUHs7s7XIxFCk5uSEdGb77s0i3+Pp3bvJKCxk0Y03RuzrrX9uVOSTLSjCMNLbS8fhw1GnPYiE/z4Kf6zyYEZD0969HHr6ac770peCvnH74/SrCJcodJ88Sffx4ywMIQTDRj1ZbPEE6D5xAtfgYEz+CfBzZofQfq32zLZpqcULLroobL/UGTMSRqNoLS2l8OKLo9IEfXnIbEERf1pKSkAp5l56qS7j+XwUgVFPFnkwo+HQU0/hSEvjqp/+NGLfRMyNVP/uuwAhtaVwdbOttnjCGUd2LBFPcEb7TRQh7xUUkQRiShiNwkq4hodpr6wMGcEViK1RmEj99u1IUhLzLrtMl/FCmp5IjOyxSilOvP46C6+/Pqo62KGc91amdutWsubPD1kH3ZmVhXK7E6auSPO+fUhyctB8XOEIZXqyaobV1rIychYu9O2VCEVKmLQyVjIBdxw+jBofj2hK82K6RiEixSLyvogcFpFKEXlYa/+piBwRkQoReUlEcrX2FBF5SkQOiki5iGzS2rNFpMzvr11Efq4de0BE2vyO/bXf9e8XkWrt735D/i+EoP7dd5mzfn3Ehy9akpKTSU5NTaiQQ3/aDx6k79QpFkdZgyOS895quEZGqNu6lYXXXx92tzkYF12iN6c++IA569aRon0X0ZJozuy28vKIZifQUv0HqTLpjxWEYGuUpjQvTgtoFC7gW0qplcAG4CERWQlsBS5QSl0IHAMe0fp/DUAptQq4DviZiCQppfqUUqu9f0Ad8KLfdZ7zO/44gIjkA98DLgXWA98Tkaltj44S9/g4Lfv36xLt5I8zSJU7K73JhOP4a68BsPgzn4mqvyOEqc2qnHzjDUa6u1n+hS+E7BPOnGa1729scJDmffso3rQp5nOdIXwUVnRmjw0O0lVdzewoFtUUbWNaMKzkzG6vqMCRkcGMxYuj6p9itkahlGpSSpVqn/uAKmC+UuodpZQ3X/ZuwLu3fCXwnta/FegG1vmPKSLLgAJgZ4TL3wBsVUp1KqW68AinzRHO0YX+06cZHx2NOUNsJILVpLDCgxkJpRRVW7Ywd8OGqOPxI+W2sho1r7xCWn4+C669NmSfcDmQrLR4Apz++GPcY2MR97sEQ5KSPNpvAmgUnUeOoNzuqPwwzszMiIupFb7H1vJyZl1wQdiQWH+soFH4EJGFwBpgT8ChrwBvap/LgVtExCEii4C1QHFA/y/i0SD8v5HbNTPW8yLi7T8fOOXXp0FrC5zXgyJSIiIlbW1tsdxSSHpOngSIWqJHizMjIyGd2a1lZXQcPsyqr3416nNCOe+tiFKK+m3bKL76apIcoZMqhzPJWGnxBE+NbElOZv7GjZM6P1HKoXZUVQEw87zzIvZ1htEorIJSivaKiqjNTqDVf0lKMl9QiEgW8ALwDaVUr1/7o3jMU1u0pifxLOglwM+Bj4DxgOG+CDzr9+9XgYWaGWsr8EwsN6GUekwptU4ptW52DKVJw9Fz4gQAMxYt0mU8L8HKoSaCM7ulpASAc665JupzovFRWEVInnjtNfpOnQqrTUDogASwzr14afjgAwovvjiqwINgBBMUVnRmdx45giQnR1UL3OujCBq1ZhETcP/p057KkTGENIuIoYkBoxIUIuLEIyS2KKVe9Gt/ALgJuMerHSilXEqpb2q+hluBXDw+DO85FwEOpdR+b5tSqkMpNaL983E8WghAI2drI0Vam+H0nDyJJCWRc845uo4brhyq2Q9oONoqKnBmZcWUXj1RfBTtlZW8dvfdFKxezQUPPBC2rzOCk9cqjA0NRZVmJRyh6maDtZ7VjqoqchcvjqpuhjMzE5QK+/2ZLQS91Qhj0SjgTOi2EUQT9STAE0CVUuo//No3A98GblFKDfq1Z4hIpvb5OsCllDrsN+TdnK1NICL+VYBuweMHAXgbuF5E8jQn9vVam+H0nDhBVlGRLjuy/QnnzLYy3t29khS9tTIaH4UVFpzS//N/UErx+TfewJGWFrZvWI3CAvfipWn3bsZHRyflyPbizMhIiJ3ZnVVV5EdhdgI/W36QlxerOLNjLVvrJVxm46kSTYW7jcC9wEERKdPavgv8AkgFtmr/g3crpb6Ox0n9toi48bz93xsw3heAwLCZvxeRW/CYsDqBBwCUUp0i8gNgn9bv+0qpzuhvb/L0nDypu9kJPAvNUHv7WW1mP5iRcI2M0LxvX0z+CYjOR6GUwkyL23BXF1XPPsvyO+8kK4qqhWF9FBZaPE998AGSlETRFKL2HOnpIbORWuWZdbtcdFVXc+7NN0fV3/vyMtrfT0YIM7XZ32NbeTk5CxaQlpsb03k3//nPvgy5ehNRUCildhH8p/xGiP61wPIw403wDiulHuFMeG3gsSfx+D3iSs/Jkyy84Qbdx01EZ3bjrl24BgdZeP31MZ0XKmWJP2YvOBWPP85Yfz9rv/nNqPqHuyez78WfU9u3U7BmzZT2AIXzUViF7hMncI+NhdwgGUhKGI3CKvfWVlERc8oVIOZ8XrFg78wOwtjQEP2nTxuiUSSiM7v27bdJcjpjNmNIUhKOtLTIGoWJNO/dS97SpVHbgxNBoxjq7OT0hx9GdMxHIqw/zSL32hlDxBP4BViEeyZNFPiu4WE6jxyJak9IPLEFRRB66+oA/SOeIDGd2bXvvMP8jRt9b2OxEEwwWomu6mpyg1SyC0U4H4VVOPb887hdLpbdeeeUxnGGCY+1yrPaceQIQNQahb/pKRRmCsGOqipP6o5JaBRGYguKIPTV1wOQE0OET7QkmjN7qLOTtvLyiCnFQ+EIYmrzx8wFRylFd01N0JKnoUhOSQERy+6jGB8bY8+PfkTBmjVRJ5QLRTDTk9Wc2Z1VVWTOnRu1ic3qzmxfckNbo7A+fac8e/yydQ6NBc/COT4ygnv8zNYSKywwoeiorAQIWxAmHM7MTMvuoxhobmZsYCAmQSEiQYU9WGPxbNqzh97aWi595JGYChUFw5GebmnNCTxv4NGancAvEs+gMNKp0lZRgSM9PWh1RTOxBUUQeuvrQYSsefN0HzvYJjTvAmNFH0XHYU9kc6g6xJEI5rz3x0wh6St5GmOallA7lq0g8Bu00r3h6itHiyNIeKxVNqWBpyhTLKGxED6jsRU2E7aVlzNr1aqoU3fEi2jCYz9x9NbXkzVvHslOp+5j+z+o3gRzVqbj8GGcWVmT3njoCPH2bQW6NUERi0YB4f1MZqCUou1E6EsAACAASURBVPqll6h8+mmOv/oqBatXkz5z5pTHDZfCwwraU/fx44z29VEYg7YbKSsumCcElVK0lZez5HOfM+X64bAFRRD6Tp0iuzgwPZU+BHOGeh9MK7ylBdJcUuLZaDdJM4YzM5Phrq6Qx81ccLqqq0lyOmMWgs4QJhmz7qWtvJxXbr8dgIyCAq755S91GdeRns74yAjK7fZttLSCHd9LS2kpAAUx+GLCFWQy2/8y2NrKUEeHoWGuk8U2PQWhr75e99QdXoLF4Vvh7SwYo/39NO/dO/XdvRbdR9FVXU3u4sVhkwAGI5hJBsy7l6a9ewH4q5IS/qalhfmXX67LuD7t16KhwI27dpGcksKsGIoyRZOCxazv0ZeI1GL+CbAFxQSUUh6NwiBBEU6jsBqNu3bhdrkovvrqSY8RqVCMqaGIlZVRh1X6EyoHkln30lJSQlp+/pSjnAKJxkxjFmNDQ1Rt2cKS226LKc2OJCWRnJJiyXvyhuUbEW05VWxBEcBQezuu4WFyDDI9+aIu/BZPqzqz699/nySnc9JpqiGyj8IsITnS00Pn0aMUrlsXuXMAwXIggXn30lpWRsGaNVOOcgokmKCwijO7ee9ehru6WPlXfxXzuSGDEUx2ZvfU1gLElHgzXtiCIoBebQ+FURpFNGktrEL9e+8xb8MG35wnQzSlJ82gWUubPnf9+pjPtVLYqFKKrmPHyF8eMmvOpAmbrsRk01PrgQMAzJnk92dF01NvXR1p+fmWDHKxBUUAvs12JpiezH5L82e4u5vW0lKKpxhm6fVRhFpYzFpwmvd58kxORqMI6aMw4V6G2tsZ6emJOXIrGoJpFFZxZreUlpI5dy6ZhYUxnxtKUJjtzO6tq2PGwoWmXDsStqAIoKW0FElKijm2PloSxZndsGMHyu3mnCn4J8CjUSi3m/GRkaDHzVpwmvfuJXfJEtLz82M+N6SPwoR78e0FiZOg8GLmM6vcbk5t3z4pbRDCZ8UFEzWK2lpL+ifAFhQTqHv3XeasXz/pqmCRCLbhx+y3s2AcevJJUrKzmbthw5TGiZQbyawFp2nv3kkvNCF9FCbcizcpXv6yZbqPbVVndtOePfSdOsVSLSQ4VqxY4lUpRW9dnS0oEgFv3YWpvkWHIxGc2W0VFdS8/DLrv/OdqKqGhSPY/fpjhpDsP32a/sbGSdm3IbSPwox7afzwQ9Ly8w1J+RDUTGoBZ/apHTsAWPzZz07qfCs6s4c6OhgbGCDHNj1Zn67qatT4eMyVpWLB95ZmEWdoMA49/TRJTicXff3rUx7Lis57r39iziWXTOp8r4/CCibDhp07mf+pT8VUeTBarGp6aq+oIPuccyZlNgRrOrOtHBoLtqA4i1hz20+GJIeD5NTUszUKCzmzvekgFl5/vS5pICKVQzVjwWnauxdJTp58okPvAjo8fFZ7vO9loLmZ7poaiq64wpDxg21Os4Izu7W8fEppuK3ozO71hsbaGoX16aiqAhHyDLD3+hNY29YKb6Ze2g8dore2lkWfCaxWOzl85osgpjYwZ8Fp3reP2Rde6FsIYyVUGoh430vDzp0AhgmKcOkuzHpmXSMjdB45EnWhqWDYGkXs2ILCj9q33yZ/xYop7RuIBmd29tmCwgKaBHh+hK/ccQeOtDTOvekmXcYMmi3X737jveAot5vmffsmbXaC0ObDeN9Lw86dODIyYsp1FAve+wzmozCLTq2wzywDNAoz7623ro6UnBxSY6yTHS8iCgoRKRaR90XksIhUisjDWvtPReSIiFSIyEsikqu1p4jIUyJyUETKRWST31jbReSoiJRpfwVae6qIPCciNSKyR0QW+p3ziNZ+VET0L2Kt0VJayumPPuKiBx806hI+UgIFhUWc2RWPPUbXsWPc/Pzzuu0jcVpMo+iqrmaku3vSEU/g53cxWaNo3LmTeRs2GJLlGCL4KMzahe4t7GOAoPBihsDo0UJj9d5drxfRaBQu4FtKqZXABuAhEVkJbAUuUEpdCBwDHtH6fw1AKbUKuA74mYj4X+cepdRq7a9Va/sq0KWUWgL8J/ATAO06XwTOBzYDvxIRQxK1ZxcXs/EHP+D8Bx4wYvizCBQUVmB8dJR9P/0pRVdcwWKdzE4Q2UcRb+refReA+VMw11ihHOpITw+t5eUUXXmlYddITklBkpIs9fbdVlGBIy1tShsMrWp6sqrZCaIQFEqpJqVUqfa5D6gC5iul3lFKubRuu4Ei7fNK4D2tfyvQDUTa/nor8Iz2+XngGvGI1luBPyqlRpRSJ4EaYPKvgmHImD2by/75n0mLg+o3QaOwgDO76g9/oO/UKdbrUBnNn6A+ChNNTyfffJPcc8+d0r6DUG/a8byX5n37QCnm6ZQpNhgiMiEU2GxndueRI+QtXz6lwj7eWuCB35dZzmylFD0nT1rWkQ0x+ig0k9AaYE/Aoa8Ab2qfy4FbRMQhIouAtYB/hr2nNLPT/5IzK9J84BSAJnx6gJn+7RoNWlvgvB4UkRIRKWlra4vllkwhlOnJTMp+9StmrVrFos2bdR030k70eC44Sikad+3inGuumdI4oUJ+43kvLVquI70zxgZitc1p3dXVU05X4khPR7nduMfGdJrV1Bhsa2O0t9eQNCx6EbWgEJEs4AXgG0qpXr/2R/GYp7ZoTU/iWdBLgJ8DHwHeAtH3aCapK7S/e6d6AwBKqceUUuuUUutmz56tx5CGkpKdzVgQjcIsH8VASwvN+/ax4q67dLeRBt1gaJJG0V1Tw0hPz5Qc2eDn5DVRo2grKyO7uFiXEOZwBAoKMzeluV0uek6enLqgCOVjMmkzYbeBaVj0IipBISJOPEJii1LqRb/2B4Cb8AgABR6NQCn1Tc0HcSuQi8eHgVKqUftvH/AHzpiRGtG0DhFxADOADv92jSKtLaGxmkZR+/bbACy68Ubdx05yOpHk5JCRM/H8UU51o50XhwU0ivZDh6bk0I0WK6VU76mtxe1yTXlBjZSaJN6/x85jx4DYS/LGk2iingR4AqhSSv2HX/tm4NvALUqpQb/2DBHJ1D5fB7iUUoc1U9Qsrd2JR8Ac0k57Bbhf+3wH8J4meF4BvqhFRS0ClgJ7p3THFsArKMwWEF5OvvkmGYWFFKxerfvYImKZVON127aROmNGTBXRghFNlTSj6W9qImv+BCus7lipSFOXtqBONa9VKI3QixkaRZLDYWkfRTQ1IDfiMREdFJEyre27wC+AVGCrZq7YrZT6OlAAvC0ibjxv/17zUqrW7gSSgXeB32rHngD+W0RqgE48kU4opSpF5E/AYTzmrYeUUl4zVsLizM5Gud24hoZwZmSY6sx2j49T+847nHvzzYakgYCJ5VDNMD0pt5uTb77JwhtuiLn0aSChop7idS9ul4uh9nYy58wx/FqBpiczndl6ZcoNtQ/GLGd2V3U1MyZRkjeeRJyZUmoXBDWevxGify0woYqKUmoAj2M72DnDwJ0hjv0Q+GGkeSYS3sIko319HkFhombRvHcvw52dhpidvARqFGaYnk598AEDTU0sufXWKY8VMuopTvcy1N4OSpExiVoMsRJYe8PMZ7WrupqUnBwypuiHtIJG6E/XsWOGZ4OYKvbObBPwFxRgrjP75FtvIUlJLLjuOsOuEVgO1QyN4vDvf0/qjBks+dznpjxWyKinON3LQHMzwKSK9sRKYHisT/s1QWB4I56mGnARKbw5rpF4bjddNTWW9k+ALShMIVBQmEnjrl0UrFkz6Uyc0WAFH8XpDz+keNOmSed38ifJ6Qy5ES0eDLS0AJhievJihump89gxXRZUKzmz+0+fxjU4aAsKm4lM0ChMCsvz5j2ae+mlhl5ngo8izqan4a4uOo8enXT9iUBEZIKWBPH7/gY1QREP01Ng1JNZ4bGukRH66ut1MdGEEhRm+F+8fhfb9GQzgVCmp3jTefQoo319ui2goZjgo4iz6alprydQbir5nQIJ9qYdr8Wzv6kJMEejMCvwoufECZTbPe00Cp+gsDUKm0C8gmIsQKOIN0YsoMGY4KOIs0ZR/957JDmdzL3sMt3GdJqoUfQ3NpI6YwYpWVmGX2uCj8KkZ1XPBTVSeGw86Tp2DEdaGtlFRZE7m4gtKEzAKs7s5r17ScnOJn/5hCA1XTFbo6jfto15l11GirZLXA9M1SgaGuKyhwLCaBTxDiHV9lDosXvZSs7srupqcpcsMSw0XS+sPbtpilWc2ac//pjCdesMf0hTsrIY6+839BqhcI2M0FZernvyvEC/Szzpa2yMm6BwZmSgxscZD8iLZEZ6+PSZM3UJurCa6cnqZiewBYUpODWTgZnO7L6GBloPHGDh9dcbfq3AnejxND11VlXhdrl033UeVKOIo+kpnhoFnFlUzXJmd1VX65YLySrObPf4OD3Hj1s6x5MXW1CYQFJyMo70dFOc2UMdHbxx3308q9Vj0GMDWiS8O9G9tu54mp58hW6mUDozGEGjnuKweLrHxxlobiY73oIiyHcXT/TIGuslWcs/ZvaGu976esZHR6eckiQe2ILCJPwTA8azwt3HP/gBh//7v0nLy+Pq//xPZp53nuHXDOe8N3rhaSsvx5Gerrt6b5ZGMdjSghofj59G4U1XEqhRxFFgjPb309fQoOt3GM7HFC9tSU+/i9FYN7nINCclO9tnt4+nqlv59NOcd889fPb3v4/LNeFsn0zmnDnx1SjKyph1wQVTKnQTjGA+ingsMH2NnuTJppmeTHBmt5Z5UswVrFmj25jh6mzE6/eYKKGxYGsUpmFGOdSOykpGenp0L04UidScHCD+znulFG3l5bqbncC8gj79DQ0AcQundIZIoBfXIk0lJQAUrg2aKm5ShEqfDvETgt3V1TizsuKyH2aq2ILCJFJychjp9dR/ipc637BrFwDzP/UpQ68TiFejCLxfMPae+xsbGe7sNEZQmLSPwnSNwgRndnNJCVnz5pE1d65uYwYT9PF2ZntTkuhdLMwIbEFhEml5eYx0dQHxezBbS0tJnzUr7kXcnYE+ijiZnryO7II4aRTxWDz7GxtJcjqnnEE1WgKrwZnhzG4tK9PV7ATWKPGqp4PeaGxBYRKpubkMd3cD8XNmtx08yOwLL4z7G0yo3FZg7MLT5o14MqASnNd0Ee9d5v2NjWTOnRu3DVohNYo4CQzX8DCdR47oH7UWsOMc4qstjQ0N0VNbS57Bm131whYUJhFvjUK53XRUVjJr1SrDrxVIoI8ibhrFgQPMWLSI1BkzdB/bt4AOD/va4qVRxCs0FvzSXQSEx8bL9NRx+DBqfDwu+2C8xOP32FFZ6bkvA7RdI7AFhUmk5uYy2teH2+WKy/U6qqoYGxgwpNxpJAJ9FPFAKUXDzp3M0zG/kz+halIYTTw324HffZq0udCofTBmO7N9kVwm/B4ngy0oTCItLw+AkZ6euKjz9du2AVC8aZNh1wiFU8uxFE/TU+eRIwy2tFB89dWGjB9sd6/Ri6dSir445nkC853ZbWVlODIyyD33XF3HNduZ3XrgAM6sLGYsWmT4tfTAFhQmkaoJiuGurrg8mHXbtjFj8WJTCrhLUhLOrKy4OrOb9uwBjIvwClY32+jFc7S3l7GBgbhmGg1leooXreXlzF61Svd9MGY7sxs//JB5GzZYPhmgl4izFJFiEXlfRA6LSKWIPKy1/1REjohIhYi8JCK5WnuKiDwlIgdFpFxENmntGSLyunZOpYj82O8aD4hIm4iUaX9/7XfsfhGp1v7u1/3/gEmk5eYCmqAw2Jntdrk4tX07C665xpDxoyE1JyeuGkVHVRXJKSnkLVliyPhmaBTxDo0Fc53ZbpeL1tJSCi6+WPexzXRmj/T00FZREfcw9akQjThzAd9SSq0ENgAPichKYCtwgVLqQuAY8IjW/2sASqlVwHXAz0TEe53/Tym1AlgDbBSRG/2u85xSarX29ziAiOQD3wMuBdYD3xORvCncr2XwahQj3d2G/+ha9u9ntLeXc0wUFCnZ2Wf2UcRBo+isqiJ36VKSHMYkHwjmozB6gek5cQKAnHPOMfQ6/iQlJ5OckjIh11M8TE8tBw4w2tdH8ZVX6j62mc7s0x9/DEpNL0GhlGpSSpVqn/uAKmC+UuodpZTXE7sb8OrDK4H3tP6tQDewTik1qJR6X2sfBUr9zgnFDcBWpVSnUqoLj3CK77Zig/D6KIY7Ow2/VuOHHwJQZMAPLlqccd6J3lFVZWgeq0ipqo2gZf9+EDEk3DcczqysCTXP46FRNOzYAUDRVVfpPnZYQWGwEGzctQtJTja8BLGexGQgE5GFeLSBPQGHvgK8qX0uB24REYeILALWAsUB4+QCNwPb/Jpv18xYz4uIt/984JRfnwatLeFJnzULgMG2NsMfzKY9e8hZsEDXna2xkpKdHbekgKP9/XQfP86sCy7QfWwvQX0UBi+ezfv2MfO883xRZPHCmZXFqDcvWRx3ZLeUlJB9zjmGPLfB6mzEa39R44cfUrBmTVwqFOpF1IJCRLKAF4BvKKV6/dofxWOe2qI1PYlnQS8Bfg58BIz79XcAzwK/UEqd0JpfBRZqZqytwDOx3ISIPCgiJSJS0tbWFsupppE+axaSlOTJBmrgAqPcbho//ND0t5ezsuUabHpqLSsDpXTNDRRIUB+Fwb6m1gMHKDTAXh8J/8JT8TQ9GXm/genT/THy9zg+OkrTnj0UJZDZCaIUFCLixCMktiilXvRrfwC4CbhHaU+OUsqllPqm5mu4FcjF48Pw8hhQrZT6ubdBKdWhlBrR/vk4Hi0EoJGztZEire0slFKPKaXWKaXWzY5TaoOpkpScTPqsWR5BYeCPru7dd+lvbIxL3YlwpAbJbQXG/Chb9u8H9E0iF4gzjEZhiJbU10f/6dPkxyEtfCD+pWzj5cwe6e2l89gx3VN3eAkn6I3eBOoaGkoo/wREF/UkwBNAlVLqP/zaNwPfBm5RSg36tWeISKb2+TrApZQ6rP3734AZwDcCruGvW96Cxw8C8DZwvYjkaU7s67W2aUFGYSEDLS2GXuPE66/jyMhg6e23G3qdSDj9TE9G07J/P5lz5hhqaou3j6JTq11gdH3zYDiDlLI1WqOo27oVlDLMr+YL+w3y/RkpBH2JOTduNOwaRhBNSMhG4F7goIiUaW3fBX4BpAJbNdvebqXU14EC4G0RceN5+78XQESKgEeBI0Cpds7/0yKc/l5EbsFjwuoEHgBQSnWKyA+Afdp1v6+UMt77GycyCwvPMj0Z8YD21NaSu3gxjtRU3ceOhXianlr27zdUm4D4Rz11HT0KYEpuoJSsLPq09OZGPqteRnp7Kf+v/yItP98wE00wQe/bcGfg99i4axe5S5YkRGpxfyIKCqXULghqdH0jRP9aYMLTrJRqCDEOSqlHOBNeG3jsSTx+j2lHRkEBXTU1hj6YvXV15JiwyS6QlOxsxkdHcY2MGGp6Gh0YoPPIEZbdcYeu4wYS730UHYcPI0lJhu0LCYe/RmG0JjHY1sYzF13EQFMTV/7kJ8aHN8cxak0pReOuXSz+7Gfjdk29SIxtgdOUjDlzGGxuxq3cgDE/wt66urinFQ+Gf2JAIzWKzqoqlNttSA0Kf5K0usvx2pndcuAAM1euxJGWZtg1QuHMzDwT9WSgM3t0YIDnrr6aobY2PrtlC5f84z/qfg0vwZzZRvtf+hoaGGpvZ8769YaMbyS2oDCR/GXLcA0PM9zTA+j/gI709DDS3W0JQZHiFRS9vYZqFL7ykgYXrBeRCbH4Ri0wSila9u83ZIdyNKT47aMwcjGte+cdOioruf7xxznvS18yNFw1nI/JKIHfcfgwALPOP9+Q8Y3EFhQmMnPlSgCG2j0hvXo/oL11dQCm5HcKJM0vt5WReAWF3knkghGsbrYRDDQ1MdjSwhyD/S6h8JqezhLwBiymJ996i5TsbM770pd0HzuQsILCqLQymqCYaQsKm1jwhjoOtbcD+j+gXkFhBY3Cl7IkIAmi3gtOd3U12cXFvlrPRhKYL8ioN9GW0lIA0zQKZ1YWyu3GNTxsqDO7ac8e5m3cSLLTqfvYgZjhzO6orCR99mwytM22iYQtKEwkY9Ys0mfPZrDdmE2CPbW1AJZwZqfl5wMw1NlpqOmpo6oqbiGkjoCaBka9ibaUloKIabULvGniA7UKPXGPj3sq2cWpsFawnfVG03H4sM+KkGjYgsJkZq5cyaBXozDA9ORIT49bfeVwpGuCwkiNYmxoiLbycuZccoluY4bDGS+NYv9+8pcvNy3lg/e6o/39hjmze06cYHxkJG4LadgNdwYIfKUU7ZWVCemfAFtQmM7MlSsZ7DDG9NRTW0vOOefEvUZ2MFL9kiAapVG0lpbidrmYu2GDbmOGI14aRWtpqSmpO7w4NUHhr1Hofa/tlZUAcRMUzjDhzUYI/P7Tpxnt7bU1CpvJMfO88xgf9mQvMUKjsILZCTw/TEdaGkMGZss9vXs3QNzyWjnS0w13Zg+0ttLX0GCafwLOaBT+GWT1flZPf/wxSU5n3Gq6x9uZ3VZRAWBookojsQWFyRSsXu3bhmiEM9sKjmwvafn5hpqemnbvZsaiRWQWFuo2ZjgC6y4bssu8pATAXI3C30dhkDO7YccO5q5fH5cgBIAkh4MkhyNuuZ6adu9GkpIMzxhgFLagMJk569cjDn3LPIJn89JQW5slQmO9pOblGWp6atq9O25mJwgS9WTE3oKtW0lOTTU1+6/T30dh0Ea7lpKSuNdLicf356Vp925mrVqVUKnF/bEFhck4UlPJnD8P0PdNpq++HrBGaKyX9FmzPPU3DNAo+hoa6GtoYF48BYXBGsVgWxvHXnyR4quu8qWcMIMUfx+FARpF0+7duF2u+AuKEN+f3gJDud2e0N84Ppt6YwsKC5BV7Mmk7h4fj9Azeqy0h8JL9vz59Dc2GqJRNO3x1NKKt0bhMvCNdPs//AODLS2s/853dB03VoJpFHoKxYYdO5CkJOZdfrluY0ZDqJ31egv8jiNHGOnpYe5ll+k6bjyxBYUFyNEExdjgQISe0dOraRTZcayvHImsoiKPoHC7dR/79O7dJKemxnWvQaCPQk/qt2/nyLPPcuGDD3LOpz9tyDWixeej8Hdm6ygUG3bsoGDNGl8+sHgRqhyq3gK/6eOPAWyNwmZqZGgph13Dw7qN2d/YCCKmlj8NJLu4mPHRUQa7zkQ+6fX21rR7N4UXX0xySoou40WDIz3ds1vZrW9Sx9G+Pl676y5yzz2XDd/9ri5jToVgzmy9cI2M0LR7tyn13J2BGoVB+2BO795NWl4eeUuXGjJ+PLAFhQWQZI8z2zUyEqFn9PQ3NpJZWGhYmubJkF1UBMBAS7OvTY+FZ3xsjJaSkrianeDM7l6vgPfey1RLoR79058YbG1l85NPWqJuQVJyMo70dENMTy0lJbiGh00RFKGc2XoLDG+QhSQl7nKbuDOfRngfUNeofoKir7GRrPnzdRtPD3yCoqnJ16bHj9K72MRbUHhDOb2LjV7O0IZdu0ifPTvu9xMOX2JAnZ3ZDTt2AJhSGjQezuyRnh7aKyst9V1OBltQWADvA+oeG/NVgQvZ1+2m7eDBiI7vgdOnLScoZixeDEBPfZ2vTY8fZfVLL5HkcLDw+uunPFYsOAKK3+i1wJz+8EPmX365JXbUe0kJyCCr11t3/fvvM/P8801JlBcqGEFPjaJ53z5QKqH9E2ALCkuhBNoOHgx5vK2igieWL+eZCy9kZwTbdb8FNYr0/HwyCgroPnFCtzGVUlS/+CLnXHMNabm5uo0bDcGK30yV7uPH6aqupnjTJt3G1ANnZqbuzuze+nrqt23j3JtvnvJYk8G/zoY/emoU3mwBiVisyB9bUFgA/wfTu9V/Qh+leOO++xjr72fh5s2U/Oxn9NTVBe3bfeIEQx0dzNTSmFuJ/PPOo+fkSd+/p/r21lZRQffx4yy7/fapTi1mnAEZSPV4E63+y18AWHLbbVMeS0+cWVkTqhNOlfL/+i8ALvr613UbMxb867iDcTvr81esiPtLjN7YgsIC+B7QpKSQguLUBx/QVl7OFT/+Mdc/9hgAO77znaAPd+077wCw8IYbjJnwFJi5YsVZGsVUF55jL7yAJCVx7q23TnVqMeOrsdHdDehjumjctYu8ZcsstaMePKVsR/yqE8Z6jyffeov6997zBWy4RkaoePxxzr35ZmaYtNfHmZXlK/EKxpieuo8fN7zaYjyIKChEpFhE3heRwyJSKSIPa+0/FZEjIlIhIi+JSK7WniIiT4nIQREpF5FNfmOt1dprROQXohlhRSRfRLaKSLX23zytXbR+Ndp1zEt4YyDeBzQ5NYW28vIJx8eGhnj/4YdJy89n+Re+QE5xMZf/679y9LnnOPbCCxP61779NjkLFlgyHK9gzRpG+vV5i1NuN8eef575V1xBZkGBHtOLiTS/jLigjzO09cABCtasmfrkdCY1N5eR7u5JObOHu7p44cYb+dM11/DbhQtpKS3l1S98gaG2NlY/9JBRU46IMysL1+Cgz9+ntzNbKUX3iRPkar65RCYajcIFfEsptRLYADwkIiuBrcAFSqkLgWPAI1r/rwEopVYB1wE/ExHvdX6tHV+q/W3W2v8J2KaUWgps0/4NcKNf3we186cd3gc0KcVJ+8GDEzakHf3Tn2irqGDzk0/6Im0ufeQR8pYuZe+Pf3zWYjs+Nkb9tm0svOEGSzlDvQTWipjKj3Lnd79LZ1UVF3z5y1Od1qTwFmPylned6hvpcFcXvXV1lhQUaXl5HkExCY3C+zKz7M47GWhp4b/XruX4K69QePHFLLjmGkPmGw0p2dnAmY2EemsUg62tuAYHfUEciUxEQaGUalJKlWqf+4AqYL5S6h2llEvrthso0j6vBN7T+rcC3cA6EZkL5CildivPN/E7wGuIvRV4Rvv8TED775SH3UCuNs60JCklhdG+Pl9lOi+VzzxDVn9tgAAAF81JREFU3tKlnHvLLWf6JidzyT/+Iy3791P/3nu+9oYdOxjt67Ok2Qlg1qpVJKdOfVPcUGcnpf/3/3LePfdwwf336zCz2PEJioDU6ZMVftUvvgjA/I0bpzYxA/BqFF5iucfmfftIy8/n5uee48of/5jklBRuf/NN/mrfPlP3FvgKMgVEGuqlUfRoJtZPhKDwR0QWAmuAPQGHvgK8qX0uB24REYeILALWAsXAfKDB75wGrQ2gUCnlDa5vBrx5oucDp0Kc4z+vB0WkRERK2tqMKStqJD7Tk7aruGHnTt+x0b4+GnfuZOnnPz9BQ1h57704MjKo0RygAIeeeoqUnBwW3XhjHGYeO8lOJ4v9olyieXsbGxri5TvuYOejj/r6V/zmN7gGB03Ng+TMyCDJ6TyjUUzxTfTgE08wa9UqywqK8dFR3O7Y85F1VVeTt2wZIsL6b3+bhzo7WbR5s+kb0Hwahean0L1+uyYoPimmJwBEJAt4AfiGUqrXr/1RPOapLVrTk3gW9BLg58BHQNRPl6ZtxPSNKaUeU0qtU0qtm22Bsp+x4n1AJcVJ5pw5nHzzTd+xU9u343a5gu4RcKSlUfSpT3Fq+3YA6rZto2rLFlb99V/HLa//ZFh+1xd8n6N5e2vYsYPqF15gz7//O/XvvYdyuyn71a9YcN11cauxHAwRIS0//4yPYgqmi/HRUVr27/csoBY0GaZqUTtul8eIEMs9dmuCwkuKlhLEbPyTHYL+pievRmGV4mFTISpBISJOPEJii1LqRb/2B4CbgHu0BR6llEsp9U2l1Gql1K1ALh4fRiNnzFNonxu1zy1ek5L231atvRGPNhLsnGmD/wO65LbbqHnpJbqPHwfgxOuv48zKYl6It8ziTZtoP3SIwbY2Dj31FOkzZ3LFv/973OY+GXIWLfJ9juZH6d29m5Kdzd6f/ITGDz+kr6HBNN+EP2n5+RM0ismYLtoqKhgfHY1bve9Y8YZ3jo9rgiLKexwbHKSvocGSgRWBpie9ndndJ06QNW+epV/aoiWaqCcBngCqlFL/4de+Gfg2cItSatCvPUNEMrXP1wEupdRhzbTUKyIbtDHvA17WTnsF8Bqa7w9ov0+LftoA9PiZqKYdCsVl/+t/kZyWxl9uu42xoSGOv/oqC2+4AUdqatBziq++GoC6d9/lxOuvs/jmm0P2tQr+b8z9zZG/zrqtW5l76aVc+uij1G3dyltf+QrOrCzTNmr5k6YVY/JnMm+kzfv2AROd/VbBq1Eo19kRQpHorqkBsKSgcAaYnrzoqVFMB/8ERKdRbATuBT4tImXa32eA/wdkA1u1tv/S+hcApSJSBXxHO9fL3wCPAzXAcc74NX4MXCci1cC12r8B3gBOaP1/q50/7fB/MLPmzeOmZ5+l/dAh3rzvPvpPn2aJnxM7kMK1a3FmZrLjn/6Jke5ulpiwnyBW/O+3/Le/Ddu3q6aG5n37WHr77azWNmZ119Sw9pvftES1sPSZMxnu6ACm9ibavG8f6bNmWap+iD8+09O4K0LPs+mqrgaw5F6CCRqFzplxp5OgiJhaVCm1C4Kmw3wjRP9aYHmIYyXAhOriSqkOYEKcnGbOMi/QOk4E2kYXf+YznHvLLRx7/nkAFn3mMyHPTXY6Of/++yn71a9IcjhYcN11xk94ivj/IBt37aKjqirkLvKjzz0HwIovfpHUGTO48Zln6DxyhMv++Z/jMtdIZBQU0LJ/PzA100Xzvn3MueQSS/on4EyE17hrDIj+Hn2CYskSYyY2BUI5s/UQGK7hYfoaG6eFIxuiEBQ2xhPsAd30s5/Rd+oUy+64I2LCtCt+9CPS8vLIX7HCMo7CcPhrFOJ08PEPfsBnt2wJukge/fOfmXf55b7iTuffd1/c5hkNGYWFDLS0oNzuSTtDhzo76Th8mKUmpCGJlpxzzgERX4bjaO+x69gxMufM8S3KVsJIZ3ZvXR0o9cnRKGyMJ9gDmrdkCfeVlkZ1fmpODp/6t38zZG5G4C8Ql931BY787z9wwQMPTIjs6qqupq28nKv/8z/jPcWoySwsRI2PM9TZOek30hOvvYZyu1n82c8aMUVdcKSlkbNgAa7hbkiLTaOwon8CjHVmT6fQWLBzPVkKvW2kicCKL9xF+uzZlP367E33o319/OVznwNg2R13mDG1qMgo9Gz5GWxp8bXF+kZ64o03yJw7lzlr1+o6N73JX76c8ZEYNYqA0FgrkeRw4EhLM8SZPZ0224EtKCyBUSUYrYr//SY5HSy/807qtm71xegDHHnuOToqK7n0kUd8BY+siL+gmIygV0rRuGsXxVddZfoGtEjkLVsWU3Gtkd5eBltayLWoRgFnsuKCvi9q3SdO4EhLs0SFQj2w9pP5CcGoEoxWxf8HqZSi6IorGBsYoNUvIWLVH/5A3rJlfOqHPzRjilGTqQmKgZaWSZkueuvr6W9sDLlPxkrkL19+pj54FPfoc2RbWFCkZGcb4sz2RjxZNTghVmxBYQGMKMFoZfwFokL5FslGLXVJX2Mjp7ZvZ8Xdd1v+h+YtDtVbXz8pge+N6lpw7bX6T05n8pYtQ2lfRzT32G3h0FgvwTQKvUxP08XsBLagsASfdI0ip7iYvGXLfHU0jj73HCjFeXffbdYUoyY1J4fMOXPoOno0ZoGv3G7Kf/Mbiq68kpkrVhg5TV3wX/Bj0Shyzz3XsDlNlZTs7DNRTzq9sE2n9OJebEFhIT4pGkUwFm3ezKnt2xkbGqLq2WcpXLuW/OVBt+NYjvwVK+g8etT372gE/nB3Nx//27/Rc+KEaRXeYiWnuNi3o6rbr0phKLqqq8kuLrZ0CgtvLXB/pvrCNtTezlh/v61R2OjLJ01ABJqeABZu3oxraIiDTzxBS0kJKxJAm/CSv2IFnVVVuHFH7gyU/frXPLliBR9973sUXXklSz//eYNnqA+SlERWsSewoLu6OuKC2nXsmKX9E2CMM7tnmoXGgi0oLMFky0smKoGmJ4Diq64iOTWV9/7u70CEFXfdZdb0Ymbm+ecz3NUV1YLTffIk7z70EGn5+dyzZw9f/OADy+fm8se7Sc01OkrlM8+E7KfcbjqPHrW0fwKMMT11T7PQWLAFhSWYTHnJRCaYRuHMyODCr30N8NTZsHJIbCDzNmwAoL/Jk+AwnMA/9NRTSFISd27dytz16+MyPz3x3ZvAW1/+Mn0NDUH7tR86xEh3N3O1/zdWxZmVxZjOzmzfHgq/LMmJji0oLICtUXi4+uc/5wvvv88Njz9uxrQmzeyLLsKRnu7LhBtO4Ne98w5zL72U7PkT6m8lBN57m6Hlbqp5+eWg/eq2bQPgnE9/Oj4TmyRGaRSZc+bgzMiY8vysgi0obCxDUnIy52zaRLLTafZUYiLZ6WTOunUMNDWH7dff1ETzvn0JEQobibylS8g/7zyO/PGPQY/Xvv02+cuX+3J0WZWUrCzcY2O4RqLfSBiJjspKci2YBHEq2ILCAtimp8Rn7mWXMdjuKcMbSjPc8U//RJLDwcp77w16PBHw137Pv+8+GnftokurOeFlbHCQU9u3W7Ycrz/e9Okj3d26mJ6Gu7po3reP4k2b9JieZbAFhQWwTU+Jz7zLLsMdZtdyT10dVVu2sPpv/9aSKbejxf+lZuW99yJJSVT+7ndn9al//33GR0bCpse3Cml5eQAMTyGpoz9127ah3G4W3nCDLvOzCragsAC2RpH4LLjuOpJSQidjPvKHP6DGx1n78MNxnJX++L/UZM+fz4Jrr+Xw737nS+0BcPKNN3BkZFB05ZVmTTNqvHU2hru6dPkd1r79Nik5Ocy99FJd5mcVbEFhAWyNIvFJycwkd8mZPQOB91X90kvMWb/eU9chgQlcTM9/4AF66+o49cEHnnalOPHGGyy45pqECPv1aRRdXVP+HQ62t3PitddYcM01Cedni4QtKGxsdKLg4jVB20++9RbN+/ax8p574jwj41ly22040tI4/sorAHQePUpvbW1C+CcAUjVBMdLVFfU5ruFh/nLbbfxh40Y6jhzxtX/wD//AcFcX6771Ld3naTa2oLAAtulpeuBfxc3/viqfeYbMOXMSJlVHOALfup3p6cy7/HJObd8O4BMYieCfgACNIsrfYdmvf03Nyy9z+qOPePurXwU8VQqP/PGPXPCVrzA/ATIBx0pEQSEixSLyvogcFpFKEXlYa/+piBwRkQoReUlEcrV2p4g8IyIHRaRKRB7R2peLSJnfX6+IfEM79q8i0uh37DN+139ERGpE5KiITC8PkYZtepoe+N9LS9kB3+fGjz6i6MorSU5JMWNauhJsMS3etInW8nIGWls5+txzzLnkEmYsWGDWFGMiqDM7zDM52t/Pnh/9iAXXXsumn/2M0x99RNuhQ9S89BLjIyOs+spX4jLveBONRuECvqWUWglsAB4SkZXAVuACpdSFwDHgEa3/nfz/7d19bFXlHcDx768v1BYqb22hvFmKWCwKVTsV1PkWCajRbIrBzek2F1niEo1TgzOZLmqWTXwjcWYaZcnCcGOIMw0b4svcS2KlINoiZQLyUlJoK2IREFv62x/naT3U9rSUtufe5/4+yU3Pec65vc/v3nPu73mec+45kKWqZwPnAQtFpEhVt6hqmaqWufLDwKrQ6zzVvlxVVwO411kATAfmAr8TkfSTDTrRWI/CD+FY1j/zDADNu3dzcNcuxs2eHVe1+lVXX6anX389qLLu8cfZt2EDJUl0+ZW0jAyG5Ob2ukexZcUKjjQ2Mvvhhym99VbShwyh+oUX2LJiBcMnT2ZMgt+lsK96TBSqWq+qG9z0QWAzMF5VX1fV9luSvQu0X3NBgaEikgFkA18BzZ3+7ZXANlXd2cPLXw+8rKpHVfUTYCuQfNc96CWfWtepbvPLy/mivp5d7hfKvp1XH/4yzTv7bEaXllK1eDEAJTfdFFe1+iRr5Ei+3L+/Yz5qP9y6ahW5kyYxbvZscvLymHrDDWxYsoQda9Zwxvz5CX//lL46oWMUIlIEnANUdlr0Y+DvbvqvwCGgHtgFLFbV/Z3WXwAs71T2MzeM9ZKIjHRl44HdoXXqXFnnet0hIlUiUtXY2HgiISWEVEsQqTD01NbSSu3y5WyrqCBnzBjyZ8yIsWb9p6vWtohw3cqVFF9zDeX33pvwv8buLCc/nyNNTT1ui6rK7nfeoXjevI6EMHPhwo7lJfPnD2g949T9id+diMgwYCVwt6o2h8ofJBieWuaKzgeOAeOAkcC/ReQNVd3u1h8CXMfXQ1UAzwGPEPRGHgGeIEg+vaKqzwPPA5SXlyfdN48NPfkhHEvBOWX805398q377vOmpdndOP7oadP4bkVFHFU6aTkFBRxuaOhxPzxYV8dXzc3kz5zZUTbh29/mvHvuYdQZZzC2vHxQ6huHXiUKEckkSBLLVPWVUPkPgWuBK/XrLed7wD9UtQVoEJH/AuXAdrd8HrBBVfe1/5/wtIi8ALRvcXuAcPNkgivzih3M9kM4lgseeoi3f/QTTpszh4sffTTGWvUvHxs1OQUFNNXU9LgfNtXUAJB31lkdZSLC5U88MfCVjFmPiUKCptCLwGZVfTJUPhe4H7hUVQ+HnrILuAL4o4gMJTgA/nRo+c10GnYSkUJVrXez3wFq3PRrwJ9E5EmCHspU4L3eh5ccfNz5oqRCj6J43lzObGz0pifRzsdGTU5BAUcaG3vcD5uqq4Hg/iOppjc9iouAHwDVIrLRlf0CWAJkAWvdzvCuqv4UeBZYKiKbCG6cuFRVPwRwieMqYOHxL8FvRaSMYOhpR/tyVd0kIn8BPiIY3rpTVY/1MVZjBpVvScJXOQUFtH75ZY/r7a2q4tSiIrLdZT9SSY+JQlX/Q8edco+zupv1vyA4RbarZYeA0V2Ud3s5TVV9DHisp3omMx9baVG8HXryNK4wH3u/2fn5x81399nVV1YybtaswahSwrFfZicAH3e+KN4OPXkaV5iPjZqcgoLjPq2uPrtDe/dycNcu7y7211uWKBKAjztfFF9b3r7GFeZjo+bUSZPQ0JhJV59dfWXwi4BkvH1tf7BEkQB83Pmi+Nry9jWuMB8bNcOLi4+b7+qzq6+sJC0jg4Jzzx2saiUUSxTGmJSWmZ3NsPHjItepr6wkf8YMMrOzB6lWicUSRQLwsZUWxdchGl/jCvO19zt8ypSO6c6fXduxY+xdt46xKXp8AixRJARfd77u+DpE42tcYb42akZNK+mY7vzZNWzcyFcHD6bs8QmwRJEQfNvpeuJry9vXuMJ8bdSMu+SSjunjrtnV2srqW24hLTPTuws7nghLFAkgFb5gwnxtefsaV5ivPYoJl359f++GDzby0bLg0nUfv/oq+2trmbt0KcOLimKqXfx6fVFAY4zx1bCxhR3TB7Z/wupf30Lr4cP8a9EiRpWUMG3BghhrFz/xrWVQXl6uVVVVJ/y86n3VLFgZz8aw88BODrUcAuDMvDO9v/RD89Fm6prrACgcVsjI7JE9PCM51DXX0Xw0uLByyegS0tO8u8cWtU21tGkbWelZTBk1pecnJIk2baO2Kbj/9dD0HIbVB5evS8vMIHfiRDKS5GyneafPY/GcxX16roisV9UuL4FrPQonOzOb0vzSWF67NL+UouFF7G7ezbEUuZTViKwRpKel8+mRT+OuSr8pzS9l0qmTqP+inpa2lrirMyCm509n8ojJbD+wveeVk0zZ2DLG545n5+c7aWrZRFtrK3lnTSctI3m+JsfnfuN2Pf3CehTGGGMiexR2MNsYY0wkSxTGGGMiWaIwxhgTyRKFMcaYSJYojDHGRLJEYYwxJpIlCmOMMZEsURhjjInk3Q/uRKQR2HkS/yIPaOqn6iQLizk1WMypoa8xn6aq+V0t8C5RnCwRqeru14m+sphTg8WcGgYiZht6MsYYE8kShTHGmEiWKL7p+bgrEAOLOTVYzKmh32O2YxTGGGMiWY/CGGNMJEsUxhhjIlmicERkrohsEZGtIrIo7vr0FxF5SUQaRKQmVDZKRNaKyMfu70hXLiKyxL0HH4rIufHVvO9EZKKIvC0iH4nIJhG5y5V7G7eInCIi74nIBy7mX7nyySJS6WL7s4gMceVZbn6rW14UZ/1Phoiki8j7IlLh5r2OWUR2iEi1iGwUkSpXNqDbtiUKgg0NeBaYB5QCN4tIPPdF7X9/AOZ2KlsEvKmqU4E33TwE8U91jzuA5wapjv2tFfi5qpYCFwJ3us/T57iPAleo6kygDJgrIhcCvwGeUtXTgc+A2936twOfufKn3HrJ6i5gc2g+FWK+XFXLQr+XGNhtW1VT/gHMAtaE5h8AHoi7Xv0YXxFQE5rfAhS66UJgi5v+PXBzV+sl8wP4G3BVqsQN5AAbgAsIfqGb4co7tnNgDTDLTWe49STuuvch1gnui/EKoAKQFIh5B5DXqWxAt23rUQTGA7tD83WuzFdjVLXeTe8Fxrhp794HN7xwDlCJ53G7IZiNQAOwFtgGHFDVVrdKOK6OmN3yz4HRg1vjfvE0cD/Q5uZH43/MCrwuIutF5A5XNqDbdkZfa2r8oKoqIl6eIy0iw4CVwN2q2iwiHct8jFtVjwFlIjICWAVMi7lKA0pErgUaVHW9iFwWd30G0cWqukdECoC1IlIbXjgQ27b1KAJ7gImh+QmuzFf7RKQQwP1tcOXevA8ikkmQJJap6iuu2Pu4AVT1APA2wbDLCBFpbxCG4+qI2S0fDnw6yFU9WRcB14nIDuBlguGnZ/A7ZlR1j/vbQNAgOJ8B3rYtUQTWAVPd2RJDgAXAazHXaSC9Btzmpm8jGMNvL7/VnSlxIfB5qDubNCToOrwIbFbVJ0OLvI1bRPJdTwIRySY4JrOZIGHc6FbrHHP7e3Ej8Ja6QexkoaoPqOoEVS0i2GffUtXv43HMIjJURHLbp4E5QA0DvW3HfWAmUR7A1cD/CMZ1H4y7Pv0Y13KgHmghGJ+8nWBc9k3gY+ANYJRbVwjO/toGVAPlcde/jzFfTDCO+yGw0T2u9jluYAbwvou5BvilKy8G3gO2AiuALFd+ipvf6pYXxx3DScZ/GVDhe8wutg/cY1P7d9VAb9t2CQ9jjDGRbOjJGGNMJEsUxhhjIlmiMMYYE8kShTHGmEiWKIwxxkSyRGGMMSaSJQpjjDGR/g8yTUCoHrfySQAAAABJRU5ErkJggg==\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "R = 0.623\n", + "6400\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": [ + "[41, 129, 223, 313, 401]\n", + "[401, 313, 129, 223, 41]\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": [ + "66.7 bpm\n", + "[50, 138, 231, 321, 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": [ + "R = 0.626\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": [ + "R = 0.627\n", + "6600\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": [ + "[23, 113, 201, 301, 391, 485]\n", + "[301, 485, 391, 201, 113, 23]\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": [ + "64.5 bpm\n", + "[121, 210, 310, 400, 494]\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": [ + "R = 0.637\n", + "6700\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, 201, 291, 385, 471]\n", + "[201, 471, 385, 291, 101, 13]\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": [ + "64.9 bpm\n", + "[110, 210, 300, 394, 480]\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": [ + "R = 0.649\n", + "6800\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, 101, 191, 285, 371, 450]\n", + "[101, 371, 285, 191, 450, 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": [ + "68.8 bpm\n", + "[110, 200, 294, 380, 459]\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": [ + "R = 0.650\n", + "6900\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, 91, 185, 271, 350, 433]\n", + "[433, 271, 185, 91, 350, 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": [ + "70.2 bpm\n", + "[100, 194, 280, 359, 442]\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": [ + "R = 0.663\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": [ + "R = 0.672\n", + "7100\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, 150, 233, 314, 391, 472]\n", + "[233, 472, 314, 391, 71, 150]\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", + "[80, 159, 242, 322, 400]\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": [ + "R = 0.663\n", + "7200\n" + ] + }, + { + "data": { + "image/png": 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u0ZH8NCXRrjEvStX2RYWxQ2wwsoUUFnlQ60ZlL64G6o4Mk0byCtywEkeD2pOf5iTaNSp15kRi4fCo6AsUtGsSJl5BLctjTHaNopH8mOwahSL5ZDukqV6JUot8jjiteAU1OnMiZqlhOypFwaB+JD/GrimQSF4IoUymkJWGa4i8x+eLZ5npSH564pQnD+pG8oVo16gklIkTr4XiyYM6CwVjCXYNFEa54YxFXghxtxDimBBim+1YrRDiCSHEbuP/GuO4EEL8UAixRwixRQhx2kQ0fiqJjowgvF5rNyWVhqWJOIp8SYkS0ZdJ4mIoUCuSjzoshiqUvuRVxDZLLI0BhbE7VDaR/K+ASxKO3QpskFIuBjYYzwEuBRYb/24Bfjq+ZrqPxOG1SqliiThGXyUlSpc1ALWEMpI48apqJJ9sVKjA9xBNsGtA7X0iTDIWeSnls0B3wuErgHuMx/cAV9qO/5eM8xJQLYRoHm9j3YSTh2oeV41CtWtUiuQLIYVSSomMRtUV+SR2zXSK5J1olFIeMR4fBRqNx7OAQ7b3tRrHxiCEuEUIsVEIsbGjo2OczZk8IsPDY4bXoK4n75Qnr9KoRPXsmsSyBqoIox1zQ3in1dMqfA+myHumaySfDhlPEM86SVxKeYeUcq2Ucm19fX2+mjPhREdGrBQrUNuTdxxiKxQFg/qRfDQYHFPWQLWAwUkkQZ0bVmIKJRgTr9M8hbLdtGGM/48Zx9uAObb3zTaOFQyF5MknbtkG6tWucZp4VSW7Rkrp2J9kNEosEpnClmVHqkhehe/BKVDwa7uGR4DrjcfXAw/bjn/cyLI5C+i12ToFwZiCUoraNVJKYpGIc3ZNKISMxaaoZdnheIEqEsmbEXCiJw8oVaTMrP3i5MmrcF04ZddMtxTK+4AXgaVCiFYhxI3Ad4B1QojdwIXGc4A/AfuAPcAvgE/ltdUuwKk0LKhn15iRopPIgzrnEw0G4ymtXq91TJkI0lw9nTCfYH9NBWKpRF6B8yjUFEpfpm+UUn4oyUvvcXivBD6da6NUIDIyYtW2APXqZpukujAhPsFsP0+3Yt/E20QVTz6xRAacEHwVImATJ5EEhW62SeyaaRPJa0bjtHjFPK4SyS5MFSN5X6LIFxcTC4eJRaNT1KrMSFw9DWqm5CYLGFTZ/ziZXaN6JK9FPkeS5skrFHlBikhesU03kkXy4H6htNI/EwqU2V9TgUKxaxJTKCMjI8rMTTmhRT5HxmRDmBelAp3ZTrKMCLtdowIRJ5FXZHSVuJWk/bHbb1B2UvUlFc7Dca1FAZQb1iKfI4l2jYoXJaTIbVYkCjax781pospoJJJi4tXtbbeTLLtGlcVQsSSRPGiRn5YkRvIenw/h8Sg1vIYU0ZciAmniZNeocuN18uRV+/uD82IiOBHJu31DHcuTt10L5haAKvvyWuRzJDFPXgihTBaBnVS5zaCOyKT05F1+Dol7E4BtE2mXt91Our5kiqhbiQaDePx+hOeELGq7ZpoipRyTJw/Gbj6KiXy6iVdVzsdR5BWJ5K3UPdUj+RR2Dbi/LzlVYy2EfV61yOdALBxGxmJjRF7JSD5dCqUiIqNyJO9k1/gVabudtJP4LrcyU4m8juSnGU6LV0Cd5dt20kVfqtSUj4ZCymbXOE68KizyiZP4XkWsv1goNDYBwRR5hYuUaZHPAafIC9RZ9GEnWfTlV9CuGbMYShGhdPTkzU2kFYogrUytZJ68y/uSUxqutmumKU61RkCdRR92CnkxlGrZNYXiySe1a1z+PThVYzWza1S62SaiRT4HrEUTtnryUGCevGLDVMfFUIoIpdOKV29REQjh+rbbSZpdo8io0HEbTB3JT0+cPFQoME/e78cbCCgj8ipn1zjZf0IIZQqsmaSb33H79+DUh/TE6zTFKfICNT35ZNEXQKCiglB//2Q3KSdUzq6JjozEyyT7RheFVaUevknSUaEiE686ktdYpIzkFRN5y0dN6NwA/vJyQgMDk92knEgVybv9O4mMjIxpO6hTKtkkbdlql38PTiLv9fvx+Hw6kp9uJI3kFbRrkmVEQFzkwwqJfGJ2jSmcbk8DTSyRYaKqyDtt/wfuv9k6BQqg/j6vWuRzIFkkr6Jdkyz6AnXsGhmLEYtExnwfQoh43RSXC6XT6mmIi7xKEWTaTC2XXxtRhzx5UH93KC3yOeCU12w+d7ugJJIs+gIIKBLJO23ibeIrLXX9dxINBscsrAP1InnV6yA5pVCC+rtDaZHPAadtwsC4KF0erSSSrNQwqOPJJ/s+IB6FuX2ondSuUeAGZScWCiE8nlH77IJCnnwKu0ZH8tOMZGUNVBzWpYzkFbFrCkHkk068KtSfouGwo+2njCevI3mNidMOMhDvDLFIxBq2qkAqT16Viddk3weoIfLJPHkV2m4nlkzkA4H4wi5FRV5H8tOQpAXKFFslCmny5BUTeaUjeQeRD1RUKGGXmcTCYccRoTUBroLIO/UhHclPP5KJiorFjJL5qBAXmcjICLFIZApaljnJsp3AEHmXC2U0GHSM5APl5UrYZSbJslNAjaQEpy0kQadQTkusZeiJE68KLoFO5qNC3K4BXB9NJlu3AOpE8o4iX1FBeGDA9dvmmSSL5EGNfV6dSg2D0YcUuqYT0SKfA07bhIGikXwKkQ8YIq9CJAzq2jXRJBOv/vJyZCzmepvDJFVfUiHzLJVdo9I1nYgW+RxIunhFwUg+Fg47DlEhHkkCrrcMVBf5VJ48uP/vb5JqVOh2Tz4WiSBjseR2jULXdCJa5HPAqawtqBnJR0Mh5e2aVIuhVBF5R6tJkZGUScpI3uWefLLianAiklfFNktEi3wOpEp5AwUj+TQi73aRSbaJC8S/k2gwSCwanexmZUyy/mTaZcpE8klSEMH9nrwl8kkWQ4H7F3MlQ4t8DiRdhq5gCmVKT14RuyDdxCu4+ztJ1p/Mv7/bb7ImaSN5F4ukZfklieRBrRG6nbyIvBBivxBiqxBisxBio3GsVgjxhBBit/F/TT5+lxtItkJRxQ0GUkVfqky8prNrwL0iL2MxoqFQSrvG7TdZk1SjQrdPvKa0a1zeh9KRz0j+AinlainlWuP5rcAGKeViYIPxvCBIltes4gYDqaIvVTz5dBOv4N4LNNUNyhpJufzvb5KqL3ld7snHUtg1KgZvdibSrrkCuMd4fA9w5QT+rkmloCL5DFIo3R5JqizyySqagnqRfKpRods31ElVqE/F4M1OvkReAo8LIV4TQtxiHGuUUh4xHh8FGp0+KIS4RQixUQixsaOjI0/NmVhS1f8GtTpDJpG86+2aJIvTwP0in6xEBtgi+b6+SW1TrhS6J69S8GbHl/4tGXGelLJNCNEAPCGE2GF/UUophRCO+UdSyjuAOwDWrl2rRI5SJBgkUFk55rjH68VXXKzM8BpSR18erxdfSYnrz8e6QFOlIbpU5FNNGhdXVwMw0tMzqW3KlZR58iUlSkTyKbNrFBX5vETyUso24/9jwIPAGUC7EKIZwPj/WD5+lxtIFskDBCorlYm8IHX0BUYlSpfbBdFgEIQYsxE2qBPJO/Unj89HoLKSoCIin86Td/M2jOny5EHdSH7cIi+EKBNCVJiPgYuAbcAjwPXG264HHh7v73ILyTYXACiqqlJO5JNlRIAalRDN/V2FEGNec7vIp8rxByiurWWku3sym5QzKbNrDE/erQuKUto1Rh9SNZLPh13TCDxoXGA+4DdSyr8IIV4Ffi+EuBE4AHwwD7/LFSRbhg7xSD6okMinumGBGpUQU52D20U+lScPUFxTo45dk6YKpbUXb4qgYqpINXmv4voXO+MWeSnlPuAUh+NdwHvG+/PdiBk5OlFUVUWot3eSW5Q7yUo0mAQqK10v8smyncAm8i4djaSya6CAInkjKSE6MqKcyE97u2Y6UmiRfDKBAcOucfn5JFsxCu6P5FNNvIJ6Ip/Kkwf3lgbIJJJX1a7RIp8D6Tz5oEKRfLIytyYqRPKpRlZevx+P3+9ekS8kuyZNCiXg2gVRqUZU3kAA4fHoSH66IKVMGf2qll2T1pNXJZJPcQ5urkSZqV3j1glLO7E0i6FAzUheCKF0uWHhps6zdu1auXHjxqw/9/m/fJ7NRzdPQIvGImMxWp97jqqWFirnzh3zeu/+t+k7cJA573rXpLRnvLQ+/xzlzTOpXrjQ8fXje/cycPgws9/xjkluWeZ0bN1KLBSicc0ax9cPv/gixbW11C5dOsktS8/g0aN079xJ85lnOgp9/6FDHN+3j9nnnYdw2KLRTRz661+pnDuXqpaWMa8Nd3bSuX07TWvXWhaamxhoa6Nnzx5mnXuuYyru4b/9jZIZM6hZsmTC2rC6aTW3X3J7Tp8VQrxmKykzCh3JZ4mMxQDG7Apl4vHGO4h0cWnbUcRiSc8FwOPzxs/ZRcHAGNKcg/B6Xft9pO1PhuC4fZ9dC4c0Vjhxfub5ug3re0jWfq/X1eWqUyKldM2/NWvWSLcz0N4ubwP5+o9/7Pj65p/9TN4Gsq+1dZJblj2xaFTeBvKFr3896Xte/d735G0gh3t6JrFl2fGbc8+Vv3v3u5O+fs+pp8r1733vJLYoczbefru8DeRQV5fj6zvXr5e3gWzfvHmSW5YdkWBQ3gbyxW99y/H1A089JW8DefCZZya5ZZnxt298Q94GMhoOO75+z+rV8oHLL5/kVmUOsFEm0VUdyWdJqoJSAEU18YrKKkyWRVKUAzAxyze4efI1XRqoCp580sVQZn9yeYZNNBwGSD/x6mJPXni9jlYNGHNTLr4GUqFFPktS1UkBKG1oAGBYgWJrVvpemuwacHeRrIwmj116gZrZJn4jjzyR4tpawP0iH0tRFgBOXC9urV+TNlBwcR9Khxb5LEkXeZkiP3TM/aV60i2pBzUqIaYTeTfnmkdHRqwUPSeKFRkZpo3kzQqtLk2hTJWGC+4OFNKhRT5L0i1eUUnkM7FrilSwa1IUjAN3i3xkeNgSQCeUieTTiLzrF6WlWS9SpMB6kWRokc+SdJF8SW0twuNRQuSzsWvcvIo3XSRfUldHsLfXlRkqqVZPQ1wcPX6/6yP5dCIfcPkuY5EUq6bBsGtcfA2kQot8lqSbeBUeDyX19WqI/DSya8Cdlke6SF4IEV/16vJI3izVmyxgcHsNoUzsmvDgoGtTQFOhRT5LUu3JaVLa0KCEyBdKdk0mkTzAcFfXZDUpYyLDwymtJnC33WRijgqTVaH0BgJ4AwHXRvKZTN6De0ciqdAinyWZRL+qiHxGdo3LI3lplpnIJJJ3oVBGRkZSRvKgRv2aTPqS38VlqzMWeZe2PxVa5LPESnkzKtM5oYzIZ3DD8vr9+IqLXevJxyIRZCyWcjRSbETyI26N5NOJvAqRfIqNsE0CFRWutWvSTd5rkZ9GmMO1VPU3VBH5TOwaiFs2bt0CMFVhKZMSI5IfdqFQptpK0qS4tlaZSD5lrnl5uWvtDh3JayzMFLB0Ih/q63Pt6j6TTIbYEO/gbo3kMzkH5SN5FSZeM7H+ystdG8mnFXkFFgUmQ4t8lmQq8gBDLl/1moldA+4un5xJBFlUWYnweFwplOlSKCEeyYf6+lyZAmqSiV3jV1nkdSQ/fQgPDuINBJLWuAB1FkRlY9e4tXNnku0kPB6Ka2tdm12TrKSBiTVxfPz4ZDQpJzK52QZcbNek2kIStMhPK8KDg/iNhR3JKGtsBNwv8uly/k3cvHFIpufg1snLTO0acGd2kEm6PHlwfySvJ141gCHyaTY9KDVEfvDIkcloUs5kYj2Bu5d0ZxJBQjxX3pWRfIZ2DUDQxZOv6fLkwYjkXdqP0l3XWuSnEZmIfMXs2Xh8Pnr37ZukVuWGlSmUIh0UjM3JXbpvbaYiX1xX58pIOJNIvmTGDMDdI8OM8uRdXOQrMjRkbdjthK+kJL7Pq0vbnwot8lkSHhhIK/Ien4/KefPo2bNnklqVG+HBQXylpSl3VYITi3GkC3eHysSTB1zpyVsLudJE8uUzZwIwcPjwZDQrJzKZeC2pqyMyPOy6vVJj0SiRkZGU17UQIh7suNS2TIUW+SzJJJIHqF60iOMKiHwm51JcV4eMRl0ZzWdj17gtkrc28U4TyZc1NYEQ9Le1TUazciKT7+e44GUAACAASURBVMGtWWeZLHCE7MsNuyUbSot8lmQs8gsXcnzPHldGvybhgQGrOmAqzNovbhNJyDwNtKSujvDAgKvWLpjikk7kPT4fZY2NDLo5ks/ArimtrwfitlOov5+2F16YlLalI9O5qWxEvu/gQf4jEOCNn/983O0bL1rksyRTkW887TSCvb10vfXWJLQqNzI9F1cX+DJEO10UVtbUBMBge/uEtylTMs0MAiifNcvdkXwoBEIgvN6k7ymxifwj11zDfeed54rvwxT5VJ48GGUZMhT5l7/zHZCSrXfdNe72jRct8lmSqTDOefe7Adj/2GPWrjluI5P5BXD3ilHT3013gZY1NwPuynjKNJKHuC8/4GaRN4rECSGSvseya9rb2f/44wC0PvvspLQvFWYfymck37t3L+CO/qZFPksytmtaWphx8sk884Uv8Os1a6wJQjeRSc4/uNuuiZgXaKaR/NGjE96mTLE2oMkgkq9qaaF33z7X1jOPhkIpJ13hhF1z8KmnrGOHnnlmIpuVERHTrskkyyzDidcBQ9z7W1sZnOKsKC3yWSClJNTXZ+XMpuOqRx6h6Ywz6Ny6le333DPBrcueUKaRvFngy42RfIYXqCtFPs0m3nZmnHQS4cFBeg8cmOhm5US6sgAQXwzlKy7mrXvvBeIWVPeOHeP+3aGBAQ6NY0SQaSSfzYK6waNHrT7Xf/Bgzm3LBxMu8kKIS4QQO4UQe4QQt07075tIwkNDxCIRiowViOmomj+fj7z0EuUzZ9L6179OcOuyJ+PsGuN8XSnypl2TRihLGxpACFcMn02ysWtmnHQSAJ1bt05om3IlXU1/iKchNq5ZA0DNkiXMfuc76X377XH/7t+cfTa/e9e7cq4ymunEqyny6ZIpouEwwx0dNK5dCzDlNtuEirwQwgv8J3ApsAL4kBBixUT+zokkaNQOKc5Q5CHesZvPPpvDL72U9r0HnnySv3zyk3TlIbrJhPDgYEbZNR6fj9LGRgZaWyesLR1btvDKd7+btR0RGRpKW0sIjHOor3eXyGdh18w46SQQggNPPjnRzcqJTOwagJNuvBGAM7/0JapaWug7eHBcqYbBvj46t20DyHnxYabzOsW1tUSDQevmnIwhYzLZvKFN9YT5REfyZwB7pJT7pJQh4LfAFfn+Jfv+/Gd+sWABv7/wQmtRxkRginxRdXVWn2s+80x69+1LWxP85e98h22//CVb7rgj5zZmQ6YTr2B4wnmIuhzbMTzMPaecwrP/9/9ydOPG7D6bZqWincr58yfsHHIhm0g+UFHBSZ/4BG/89KeuzNjKxK4BOOmGG7h+61ZOuuEGqlpakNEofYcO5fx7h20597379+f0MzKN5EsytC1NS7DhlFMQXm9hR/LALMD+DbYaxyyEELcIITYKITZ25LhIory5GY/fz8ENG9j2q1/l3Nh0mCKdTSQPULNoEUBKgZGxGO2GwHW9+WaOLcwcKWXGE68wsSJ/+G9/sx6//Ze/ZPXZyNBQWj/epGbxYnp2787q508kkSxSKAHe8e1v4y8v54WvfW0im5UTmdg1EB/Z1hvWU1VLCwB94+hXdosm1/6Z6bxOcYYJCOZosXzWLMqbmzMS+YevvnrCtGvKJ16llHdIKddKKdfWG7Pv2dKwejWf3LGDitmzJ3Q4m2skb3bmVJ2we9cua0XpZIh8eGgIGYtlPImcj6F1Mg4+9RTC66V60SLann8+q89mE8lXL1pE38GDGWc67fvzn3npX/81q/ZkQzaRPEBZQwOLr76aQ0895bosm0ztGjtVCxYAuYszjC7a1pdjJB/JYuIVMhB5I5Iva26mfNastCIfDYfZ/eCD9E3QBO1Ei3wbMMf2fLZxLO8IIZhzwQXse/RRttx554SkLFqefJYiXzl/PpC6M7c99xwAK6+/nv5Dhya8RobZUc2Om47qBQuQ0WjOQ+JUHH31VRpOOYXmM87IOtKODA1lbDnVLFoEUmbk3UopeeCyy3j+K1/h6GuvZdWmTMlW5AFmnXcew11dkzZvY+fY5s08/9WvOk48ZhrJ26mcMwfh9XJ8HIX8zH7s8ftztkVCfX0IjyftiCpTu8ZMnyxrbMxoEZtpOZnrCPLNRIv8q8BiIUSLECIAXAc8MlG/bMXHPkZkeJjHb76Z5//pn/L+8027JtPsGpPi6mqKqquTivxQZydv3XcfZc3NtFxyCcCE3dVNshX55rPOAiZm8UrXm29St3IlNUuW0HfgQFalB8JZ2DXVCxcCZCQq7a+/bj1+6ze/ybg92ZDNileTmcb3cPTVV5O+JxaN8l+nncZjN92U17Iaj374w7z0zW9aE512srH+TDw+HxVz5owrkjftmupFi3LeB3e4q4viurr0hfqysGtK6urwBgIZRfLmql9zH4p8M6EiL6WMAJ8BHgPeAn4vpdw+Ub9v/rp1XHTHHZQ2NLD5Jz8hnGYWPFssu6aqKuvPVs6bR59DjvPxffv4+ezZHHr6aRZdcQUVc+IDn4nMZIHsRb5uxQrKmpp4+89/zvh3vP2Xv6TNSw/29jLQ1kbdihXULFkCUnLcWC2YCWYlzUyonDcPwPF7SMRcsFPW3EzX9onpsrlE8tWLFuHx+ejZuTPpe46+8grHNm1i61130fHGG+Nup4VhEe19ZGycFhoYyFrkYfxzPWY/rmppyV3kOzutcs6pKK2vR3g89Ke5NgePHrVWWJfPmkWory/ljlhmCWlVI3mklH+SUi6RUi6UUv7LRP++VTffzGW//jWRoSEOPPFEXn/2SHc3/vJyvH5/1p8tnznTMX3v1dtuIxoMcvFdd3HB7bdTPns2QNqOlAndO3cSMiaVEsl2ElkIwfKPfIRd69dnlAHT9re/sf7SS/nZ7Nkpt60zM0UskQd6du3KqE2Q3cRrWVMT3kAgI5FvffZZapYsYe673z1hcySRDIur2fH6/VQvXEh3CpHfZ7sR57PtZp85tnnzmNcyLXaXSPWCBeMWeX95OaUNDTlvqjLc2UlpBiLvDQSonD+f42ksxcEjR6yFUBWz4nkmqaJ5M+WyVMVIfqqYc/75ePz+vFe5629rs2p7Z0v5zJmWV2fn4IYNLLriCk7+5CfxFRVR3twcLys7TpHv2bOHu5ct48lPfcrx9WwjeYBzvvY1fMXFGWUBvPGznwEgo1H++n/+T9Ioa5TIL14MxCehMyWbiVfh8VAxZ05akQ/29XHwySeZt24dM1aunLA5ksjwML7i4pT1XpyoWbo05UrRo6++Su3y5QivN2/plsNdXVbE6SRY2aTj2qlqaWGovT1pMJKOke5uimtrrT0PciHTSB7ii7jSBSGJkTykFnnTrlE2kp8KvIEAtUuX5j0C6z90yLJTsqWsuZmh9vZR2SnD3d307N5t+d0Qb3tZHhYevf6DHwDw1r33OmZi5CLygYoKWi65hD0PPZTW62197jmWXHstqz/1KbbeeSe/Oeccx/d1vfkm3qIiqlpaKKqspLSxMW2kZCebSB6S22YmUkqe/6d/IjIywsqPfYy6FSusduabyPBwRguhEqletChexybJd9C5ZQtNp59O9cKFeWt3v5HL7istdZxIHI9dA8kzY968917uXLx41OjEzkh3NyWGyIcHB3MqBpiVyC9eTPeuXUn/9lLKeCRviHztsmXxRWwbNiT9mUPHjuEtKso40y1bClLkAepWrsy7l9p/8GDOIl8+cyYyFhu1hZuZF990+umj3zt79rgjeXNILaNRx6H9SHc33kAgK4GE+ChpoK3NGmI6MdTRQd/+/TSdfjrv+dGPWPrBD9K9Y4fjzkZdb75J7bJleIwStbUZREp2svHkIS7yqWqJHHnpJTb96EecfOONNJ1xBnUrV8bbOQG+fGRkJCs/3qSsqYnIyIhjRcShzk4GDh+mftWqeMponrKhzFFo09q1DB4+PCpwiIZCxMLhnOwapzTKF772Ne5cvJjdDz3E81/5Csf37EmaGm1G8mYyRLbRvJQyK5GvW76c8MBA0sSIkZ4eoqGQZdeUNzez8PLLee3223nlttscbw4j3d2U1NVlPaLLlMIV+RUr6H377bxtNRYNhxk4coTKuXNz+ry1hZvNsjHF16xLYlIxTpGXUtL15ps0rF496vfYGenupqimJuuOVbt8OYBjCl9/ayutzz3H4RdfBOI3L+HxsPYLXwCwjtvb2fHGG1a0DPHhsN2u2bV+/ahMl8TPB3t7s0pprZw3j4EjR5KujH7j5z8nUFnJBbffjhCCqpYWfMXFdE5QJJ+TyBverdON1qxtU79qFWVNTXkryGbOJzWuXUssEmGos9N6zdoreByRvCny0VCI13/wA47v2cPDV11ljbqS3ayGbXYNZL/Zeaivj1gkkrHIm6UK2pOk1Zp/73Ijkge48D//k7kXXMCz//iPHHSI6EP9/RMWxUMBi7zZefIxgQmGpybluOwaYNTuPj27dxOoqBjjxVXMnj0uu2aoo4OR7m4WXXll/Pc4RMbDnZ1WCeFsqF22DIDuBK9XSskD730vv33nO3noiivwl5Ux8+yzAWg49VSAMal3XW+9xUBbG3POP986Vr1wYdyjHRhgqLOTR665hl+vWeO4ZVx4YAAZi2W1OK1y3jyQ0rIfEml97jnmXXihFZV6vF5qly+fmEje8OSzxZygc9pwo2PLFiAu8uXNzQy2txOLRsfXUE6IfJMhcnaPOWyIfC6RfGlDA77SUmvtQuuzzxLs7WXdz36Gr6SEmsWLmf2udyUV+ZEEkc82kjdHl5lOetavWoXH57NG4YmYf6dSI5KH+PV8+f33E6io4K377hvzmXCOVlemFKzIW7PaedoyzcwosUed2eC0GfPxPXuoXrRoTDRdPns2wd7elGlXqTD3lm064wxKGxsdI/mhjo6cJnoqZs/GX14+ZkKvY8sWS2AAFl5+ubU4xhsI4C8vt1JQTcx0zJZLL7WOVRm57L379rHnwQet47sfeGBMW0ZyWIFsjsScfPmhjg569+2j+cwzRx2fMQHWHxgRXGVl1p9LFcl3bNlCSX09ZY2NlDY1IaPRvFQPHThyhOKaGmthn32EMJ5IXghBla2m0JFXXgFg2XXXcdPevXxs06b4qNxB5KWUBHt6Rot8lpUozZ9rBoXp8BUXU79qVdJ1ClZJA1skD/Fy0vPWrbMWPdrRkXyOlJmimqfiQIeeeQZ/WdkY/zxTShsbQYhRdk3P7t1UG3Vt7FQYaZS5tt0+ZKxdutQxp3ro2LGcRF4IQe2yZWMiedMz/bvWVq55/HEu+P73R71eVFU1ZiPwt//8Z+pWrqTSNjqyFizt3cuRV16hZMYMqlpa2OOQm51LmQkzV96pLruZjWWfCIf4jb2/tTXvGTbB3t6c1lyki+TrV60CTtTQH8qDZWNOJpp9xlylGezrsyL5XKPRKlsaZccbb8Qn4auqKG9uJlBWRuW8eYx0d4+ZgwgPDRENhSiurbW2Fhy22UiZYI4QqoybVyY0rl3L0Y0bHf11a7WrLZI3qVu+nOP79o2xCrXI54hT5DweDj3zDLPOOy+nHHmI5zeX1tdbdk00FKL37bettEE7psgnsxTSYc+7rVmyxDmSP3bMujCypW758jGRfOe2bZQ2NlIxaxbz160b08mLqqpGiWRocJC2554bFcVDPG8a4iLfs2sXtUuXsuTaa9n/2GNjqhXmUmaiYs4cvEVFjpH57gceoLimxrKZrPM1J1/z7MuH+vpyiuRL6+tBiDGRfCwapWvbtjEinw9fvvftt6mYO/fEZtwdHXRs3cqPqqt56Ip4Ydlc7Bo4sSBKSsmxzZupP+WUUa9bO5MljATNqL2ktvbE1oJZ7sLUu39/PKPNQZST0bR2LcHjxx3LYwy0tuIvL3f8XmuXLUNGo2MW+2mRz5Giykr85eWO0XC2nX7w2DG6tm9nzgUXjKtN5TNnWjed4/v2IaNRy+O2U7t0KQDHclytONjeDkJQWl9P7dKlDHd2jqrWFw2FCB4/nnNebt3y5Qy0tY2KrDq3bqX+5JOTfqaoqoqQLZI/tmkT0VCIOe9616j3FdfUUFxTw/G9e+neuZOapUs55e//HiEED15++aiJ9FwieW8gQNPatWPWUERDIfY+8ggL3//+MTdyUzSTTbblSqivj6IcRN7j81FSVzdG5I/v2UNkZMRqr2kZOK3PyAYpJT27d1O7ZAmBykq8gQBDx47FLTQpresp10i+esECQv39dO/YQc+uXdbkpokpgPb+1r1zpzWaKKqpIVBRgbeoKGuR79u/n8p589KWNLDTbAQBB59+esxrZpq1U0JDjXFdJ65x0CI/Dpw2P961fj0/bW7m7ccec/xMaHCQF7/5TXY/9JB1zNzVaa5tgjAXymyrXs0v2hT0Ue9raqJ26VIOOXSiTBhqb6ekrg6Pz2f9fLtlYw5pS3OM5M0bk5lhE4tG6dq+nRkpRD6QYNccMzJmGk87bcx7qxYu5NimTQy1t1OzZAnVLS1cfv/9dLzxBq/8279Z78vFk4d4ka/2114btQDn4FNPEeztZck114x5f+W8eVTMmcOhPO/uFeztJZCDXQPxUVqiXdNhy6wx3wPjj+QHjx4lPDBA9eLFCCEoqa9nuKNjTFnoXIXK3EHple9+F2DMjd+8eYQNkd/90EPcvWwZG7/3PSC+1kMIQWlDQ/aR/NtvZ+zHm8xYuZKqlhbHeaK+Q4dG2Y926pYvR3g8Y1YMhwcG8GuRz43KuXPHTLCZHeNvX/+642deve02XvjqV3nyf/0v61j766/j8futLJFcKW9utiJ500JxEnmAeevWceCJJziY4UbHUkqOGJNBQ+3t1gVulgqwpyUOjbPqnZlGafryx/fuJTIyklLkEz359tdfp7Sx0co6slO9cCFHXn4ZiF8YAIuvvJJlH/oQL37jGzxy7bXseuCBnEs/z7/4YmLh8Kg6PLvWrydQUcG8devGvF8IwZzzz+fQU0/lrbppLBolPDiYUyQP8cnXxEi+Y8sWhMdjJQcEysvxl5eP25M3s7Nqjb5U2tDAYHs7nVu3svjqq6331TjML2VC8xln4CstZfuvfoW3qGjMvJcVyRve/6Yf/xg4UTjOtDdzEvn9+63J5EwRQtBy6aW0Pf/8GF8+1YLJQHk5M046yerbALFIhMjwsI7kcyWx+JGMxWh/7TU8fj9HXnqJ9k2bRr0/MjLC5p/8BIhHL6YYdmzZQt3y5XizrJedSNnMmQwdO0YsEqFn507KmpqSTryd8/WvU9rYyCvf/nZGP/vNX/+ae884g10PPMBge7uVgVE5fz4IMervMDTOZdTVCxfi8fksX95MjUxn19hFvnvHDmasXOk4rDUnX4FRN9bz//3frZvfIx/4gLXZSLaTl7Pf+U5KGxrYdf/9QPxC2/Pggyx43/uSlstd+fGPM9zVxba7787qdyXDtB5ymXgF50i+c8sWapYuHZWWWdbUZNk1Uko6t2/PegLZLHJm3jxK6+s5tmkT4cFB5q1bx/yLLuKSX/4yK8vDjjcQsOZmFl999Zi00kS7ZsSWLeQrKbHmcVKJ/IENG8aM3kODgwx3dGQ16WpSu3w5of7+UTfaSDDIUHt7yjTr5rPO4vCLL1pZPeaNS4t8jlS1tDDc2Wn9Ifvb2oiGQpz7jW/g8futXeNN3vrNbxju6OCsf/5n4ES52U5bxsJ4sK967d6xw9GPNympq2P5hz/Mwaeeyij317R/Dm7YMKpAkq+oiIpZs0aJvDmayLUOj9fvp3rxYiuS79y6FYRImV6a6Mn3HTiQNIIyRx9wIkoz23vt44/zyR07EF4vO377W4qqqrKeDPd4vSy++mr2Pvoo4aEhWp99luGuLpZ84ANJPzP3Pe9h5jnn8PK//mteonnzhpfLxCskj+QT+6l9QdRTn/scvzrpJB790Iey+l1tL7xAxZw51ndhtx3rli/nmsce46QbbsjpPEwu/MlPWHXzzbzDYZMWc0LXFPlRWVpCWDeX0sZG+g4coOutt7j3rLPY+4c/APG1D/dfeCHrL7mEXTaLxRzlZxvJA1bChH3/A3MltZnB5cSqm28GKbl76VLe+s1vrHPSIp8j1mo6465pzoY3rlnDnPPPZ98f/zjq/Tvuu4+axYtZ+w//AMTFa6Snh/7WVmbkQ+TNibDDh+Min8SqMVnw3vcSi0Qy2i3JzMQ58vLL9Le2joomqhYsGLXFmnmBOlklmVK3fLl1Y+nYupXqhQtTlkgoqqoiMjJCNBQiMjLC4NGjSS+GJddcQ+2yZSz+wAccI/2ypibmGpPguVpoSz/4QSJDQ+z705/YtX49vtLSMZk+doQQnPnlL9Pf2ppVueVkhIxoOleRL21sJDw4aM0rBPv66H377TGjqbLmZoaOHqXv4EE2/ehHQDx11SmF1AkpJW0vvMCsc8+1jpkWGuS+biSRsoYGLrrjDseo2hRAM1UzePw4y667DsDqBxC39IY7O/nlihUcefllHr76ao7v3cu2X/4SX2kpJXV1bPz3f7febwY+uUTylsjbbFBT8J0y5kya1q7l+i1baD7zTB676SZrTYsW+RwxF9aYk47mZhHVCxaw+Kqr6N6xg0PGJhgjPT0ceuYZFl99dTzDo7aW4/v2nZjMSmFFZIqZu9+xZQsjPT0pI3mIT0h5fL4x5QCcMNP72l97jVg4bJUshvjNzr5RxsDhwxRVVWVdt8ZO7bJl9OzZQzQUiqftpfn7mGIW7O21ViEnE/lAWRk3bNvG+3//+6Q/b95FFwEnNnLIFrtls++Pf2T+RRel/XvMv+giiqqr2W1bpJUrpsiPx66BE9abaanUG6UsTEy7xtzs5X333QdSWvXy09F38CADbW3MtIu8TdhznbzPBr/NrpFSEuzro3rhQm7at4/32kbjCy+/nJNvvJFl113HVY8+iq+0lMduuokDTz5Jy6WXsvaLX+Twiy+eyHAzRNlprUo6KufNQ3i9o0bIpmBXpxB5iN9ULr7rLiIjI7z0rW8B5LT6PFMKWuTrV63CV1xsRcI9O3fGd6OZO5eV119PWXMzL/zTPyGlZN8f/0gsErFKAVQtWEDvvn2jlomPFzOSNzddSPcz/SUlNJx6Km22ja4BXvzmN3n4mmtGebK9+/ePqoNin+GvWbKEgbY2a5g7YKuSlyt1y5cjo1E6t22jZ/fulJOucELMgr29J4bJKYa1Hq83pce78H3vA2CpQzZMJpiWzc7f/56+AweYf/HFaT/j9ftZePnl7PvDHzKqdiil5PUf/YiXv/3tMRN0pnec7abwJub3a/4tzXTbhgSRr2ppIdTXx67/+R+KqqtZ/IEP4C8r41jCfFQyDhupprMcRH4ihcmOv7QUhCA0MEB4cBAZjRKoqqLaWDRlIjweLr7zTt53330sfO97Of973+PQM8/Qf+gQ89etY8HllwNYNk73zp0U19RkXLfGjsfrpbimZlRqcs/u3QQqKzO68dUsXkzzmWdaN1uzUNtEUNAi7ysqYuY553DIyFA5/OKLNJx2Gl6/H39pKWd95Svxglp/+xu7H3qIsuZmms84AzA2M9i3j84tWyipqxu3KEI8+hJeL3sefhiPzzdmZaUTM88+m6OvvGKJymB7Oy989avsXr/eKicsYzGCx48z+53vtD5nj+TNC98UgsHDh3P2403MDJud99+PjMWyEnlr6fc42lC3fDn/u7/fGrbnwtIPftB6bG67mI7FV1/NSE9PRtsgdu/cyVP/+3/z3Je/PGZB2uEXX8QbCIwpTpcp1QmecMfmzZTMmDHmb2p+93sefphZ556L1++nYfVqK4U1HYdfegl/WdmokVrV/Pms+cIXuDZJZch8I4QgUF5OuL/fClQyGQGd9IlP4DHma5Z/9KPMWLmS2uXL2X7PPQDWOoxcqz8W19SMKqNwfO9eahzKlCTDtAeF15tzTaxMKGiRB2i57DKObd7MYzfdROuzz46KSFZ89KMgBHsffZT9f/kLi664wooeqxYsoHf/fto3bWLGqlV5KQPq9fut1ZRNp5+ekV0y85xziAwPWyOKN3/963j7WlqsYkeh/n5kLMas886zPmfvNKZvbUZvfQcPjroJ5ELtsmV4AwFe+c53AJht+91OmPngod7eEysVxxkJ5rrC0mT2O99Jw6mn8o5vfztjX3b+RRfhKylxzJFOxF57x1xIJaVkx+9+x6u33UbT6afnVKAM4pG8t6jIEvljmzfTsHr1mH5qXz1qBgENp53Gsc2bHfcZSKTjjTeoP+UUPD6fdUx4PFzwve+NGTVMJIGKCkJZirzH6+WmPXv45I4dBMrKEEKw6qabOPzii3Ru357RvFgqimtrR1W97Dt4MOXoNJEFl10GxEe0ua6kz4SCF/mVH/843qIitt51F/6yMhZfdZX1WlFVFQ2nnMIr3/kO4cFBy6qBuAcfC4dp37gxL368yWmf+xwA5/1LZjshmjelQ888g5SSrXfdxcxzzmHVzTfTt38/wb4+a8hYPmsWN+3dyxUPPECZLT2yrKmJijlz2PPww4z09DDQ1sYMY6l+rgTKyiyLo3Ht2rTLwq1Ivq/vxIboWea35xuP18vHX3+dM2+9NePP+I0J2t0PPjjKsklcVdq5fTt/+/rXaVyzBl9xsSXyz3zhCzx63XWU1Ndz0ic/mXPbhcdD9cKFHN+9m1gkQue2bWPKAUB8yb/pOc+78EIgftMPDw6OygxxQkrpmLEzFfjLywkNDGS9z3Ll3LmjhHzFxz6Gx+/nuS9/mcEjR6yFWLlQXFs7yq7JdlOhxtNOo7ShYVTK8ETgS/8WtSmtr+fDL77IcEcH89atGxPptFx6qbUCzT5Tb69EmM9OvvSaa1iYRYnZitmzmXHyyex79FFmnn023Tt2cPFdd1kC2bNrlzX6KK6poXrBAitv2EQIwZrPf55nvvhFXjWyC9LZK5mw5gtfINjXx7nf+Eba99rtmpGeHgKVldZGIapx8k03sfuBB/jzJsq+sAAADJNJREFU9ddz3re+xes//CGv/+AHXPP448w3FlPt+N3viEUiXPHAA/zpox/l0NNPEx4eZssvfsGSa6/l8t/+Nue8cpOGU09l/1/+QseWLUSDwaSR9Q3btjF45Ig1WjFXGR/btCllJNt/6BDB48ddIfJjIvkcA4TS+noWXXmltUZivsPit0wprqmxbLhgby+hvj4qsthvQng8vH/9+pwXxGVKwUfyAI2nnsr8iy5ytFzOuPVWZp17Lpf993+PWuxknwgZb82aRLIdoi+64gpan32Wpz//efxlZSy99lrr4uzeuTOjTblXf/rT1K1cyctGHnKuXrCdueefz3XPPMMc21xAMooS7Jpsth10GwsuvZQzbr2V3evX88sVK6y5Efty9bf/9Cdmnn02lXPnsuiqqzi2eTOv33474cFBVt1887gFHmD5hz/McFcXv16zBo/Px6x3vMPxfb6iolF2VN2KFXgDgaSbsZgbjOcz6WC8+A1PPpSFXZOMVTffDMQTEuxrMrLFbteYO0Vl663PPu+8Cf/7TguRT0VRZSUfev55VnzkI6OOCyH4yMsv84k33xwTGU82p37mM3h8Po6++iqn/P3fE6ioiNeh93jo2bUrI5H3FRVx6T334C0qYukHPzhqkdFkYE+hHOnpyTmrxC2889vf5iMvv0zUtjDKXkKje+dOq9DWsuuuI1BZyXNf/jJF1dWjNkkZD/MvvphTP/tZShsbOf0f/5GqDP1gr9/PjJNPdsyw2XLnnfywspJDf/2rlZaZj1HfeAlUVMTtmjyI/Px167ju2Wf5+KZN45prK66tZeT4cWLR6Im04AmcQM2VgrdrxoOZaTPVlDU2ct3zz7Pr/vs56ytfAeKiXVJfz8Dhw5ZgF6URzqY1a/hUezuBysoJ208yGV6/H19JSVzkFY/kTRpWr+Yjr7xC1/btvP6DH1g506H+fsIDA9a6iPLmZt5///08fPXVrP3iF/M2yebxennPD3/Ie374w+zbfuqp7H7gAaSUVl8IDw/z1Gc/Sywc5pXvfpdAebm1wfpUk2jX5FrYzWR2klFPNhTX1ICxBaWZEptrqZCJRIu8IjSffjrNCYWbzKXtViSfgXCOJwIaL2b9mpGeHmaMM4XTLZjfy95HHrH82QGHFNH5F13EZ3p6RmWpTCWNa9aw9c47OfLyyxzbtIn6Vavob2sjMjJCw+rVHHzySUobGsY1MZlPAuXlcZE/fhyPzzeuhXz5wrzegj09Vj2dXBfnTSTu6HGanDCLVA13dcW32HNBx0+FKfLBArBrEqmYO5f9TzwBkHQdwESmyWWLmb73G3ODFCEomTGDitmzOeuf/5lHPvAB+ltbOfWzn53CVp7AX1FB2LBriqqqJn0k6oQp8sPd3Qx3dSG83ikNopIx7T15lTGLTw0b+7W6oeOnoqimhpGuLoa7ulwZ8YyHkhkzCA8MEA2FrGXz+VhAN1FUzp1Ly6WXUtXSwgeffhpfcTHDHR0s/8hHRlkZibtkTRWBigrCg4PxzCyXCKl9X1nTgnTjNagjeYUpNeyawfZ2V3qBiZTPnEnb88/Ha+u4WABzwdqirrt73FU+J4srH37YKh9xyd13c3TjRs788pcpqqzk4rvv5sDjj9Pkknkpc+GbWXfJDdjtmuGurkkr85AtWuQVpqyxkWgwyPE9eya09kW+KDfq6cOJAluFgjV07+piuKMDj9/vGjFKht0+WnbddaNKRJz8iU9w8ic+MRXNcsSs0jiQUGF1KjEj+eHubka6ulybTKDtGoUx7YCeXbvUiORnzbIeZ7NxsgrYI3kzqnPj0F1VTJHvb22d8pXSJkU2u8bNkfy4RF4I8XUhRJsQYrPx7zLba18SQuwRQuwUQqQv8afJGnv+vhb5qcWcYxju6iqYFFE3Ye7zGg0GXTNC8hUV4S8rY8TIrnHrPFM+7JrvSyn/3X5ACLECuA5YCcwEnhRCLJFSRvPw+zQG9jrYk1HXe7xUFLLIG6Lu9qhOVeybarhF5MGoRNnVxVBHR04liyeDibJrrgB+K6UMSinfBvYA7pjBKSDsncoeJbsV+2YTue6I5FZKEiN5LfJ5xd5f3DRqLa6tpe/AAaLBoGsDl3yI/GeEEFuEEHcLIczk51nAIdt7Wo1jYxBC3CKE2CiE2NhhbJytyQy757vo/e+fwpZkRllTE9dv3co1jz1WcH61v6wMbyDASFeXqyfhVMXcyhOY8KqN2VBSX2+VfyhzaTJBWrtGCPEk4HSL+grwU+CbgDT+/x6QVf1UKeUdwB0Aa9eulWnerkng6j/+kWgwOKF7ROaT+pNOoj4PxdHchhAiXnrWWAeg7Zr8UmK7aVa5SOSr5s/n4IYNgHszxtKKvJTywkx+kBDiF8CjxtM2wJ7nNNs4pskz5spFzdRTXFdHf2sr0WBQR/ITiJsiefsmIW6N5MebXWNf0XIVsM14/AhwnRCiSAjRAiwGXhnP79Jo3E5JbS09u3bFH+tIPu9Ye8u66AZaaSvhrGwkn4bvCiFWE7dr9gN/ByCl3C6E+D3wJhABPq0zazSFTnFdHa3PPQcUXvaQG/jQCy8w7LJ5O3sk79bsmnGJvJTyYyle+xcgsz3uNJoCwB69u7lujaoUV1dT7JKFUCYNp5xC0xlnsOSaa1y705kua6DR5Am7D68j+elBUVUVH3355aluRkp0WQONJk/Yc+PdlMutmd5okddo8oTdrrHvF6zRTCVa5DWaPFG3fPlUN0GjGYP25DWaPDHr3HO55Je/dM0WfxoNaJHXaPLKSTfcMNVN0GhGoe0ajUajKWC0yGs0Gk0Bo0Veo9FoChgt8hqNRlPAaJHXaDSaAkaLvEaj0RQwWuQ1Go2mgNEir9FoNAWMkNI9O+4JITqAAzl+fAbQmcfmqMJ0PO/peM4wPc9bn3NmzJNS1ju94CqRHw9CiI1SyrVT3Y7JZjqe93Q8Z5ie563Pefxou0aj0WgKGC3yGo1GU8AUksjfMdUNmCKm43lPx3OG6Xne+pzHScF48hqNRqMZSyFF8hqNRqNJQIu8RqPRFDAFIfJCiEuEEDuFEHuEELdOdXvyhRDibiHEMSHENtuxWiHEE0KI3cb/NcZxIYT4ofE32CKEOG3qWp47Qog5QoinhRBvCiG2CyE+Zxwv9PMuFkK8IoR4wzjv/9843iKEeNk4v98JIQLG8SLj+R7j9flT2f7xIITwCiE2CSEeNZ5Ph3PeL4TYKoTYLITYaBybkD6uvMgLIbzAfwKXAiuADwkhVkxtq/LGr4BLEo7dCmyQUi4GNhjPIX7+i41/twA/naQ25psI8EUp5QrgLODTxvdZ6OcdBN4tpTwFWA1cIoQ4C/g34PtSykVAD3Cj8f4bgR7j+PeN96nK54C3bM+nwzkDXCClXG3LiZ+YPi6lVPofcDbwmO35l4AvTXW78nh+84Fttuc7gWbjcTOw03j8c+BDTu9T+R/wMLBuOp03UAq8DpxJfOWjzzhu9XXgMeBs47HPeJ+Y6rbncK6zDUF7N/AoIAr9nI327wdmJBybkD6ufCQPzAIO2Z63GscKlUYp5RHj8VGg0XhccH8HYzh+KvAy0+C8DdtiM3AMeALYCxyXUkaMt9jPzTpv4/VeoG5yW5wXbgf+EYgZz+so/HMGkMDjQojXhBC3GMcmpI/rjbwVRkophRAFmQMrhCgH1gOfl1L2CSGs1wr1vKWUUWC1EKIaeBBYNsVNmlCEEO8DjkkpXxNCnD/V7ZlkzpNStgkhGoAnhBA77C/ms48XQiTfBsyxPZ9tHCtU2oUQzQDG/8eM4wXzdxBC+IkL/L1SygeMwwV/3iZSyuPA08StimohhBmM2c/NOm/j9Sqga5KbOl7OBd4vhNgP/Ja4ZfMDCvucAZBSthn/HyN+Qz+DCerjhSDyrwKLjRn5AHAd8MgUt2kieQS43nh8PXHP2jz+cWMm/iyg1zb0UwYRD9nvAt6SUv6H7aVCP+96I4JHCFFCfB7iLeJif43xtsTzNv8e1wBPScOwVQUp5ZeklLOllPOJX7dPSSk/QgGfM4AQokwIUWE+Bi4CtjFRfXyqJyDyNIlxGbCLuIf5laluTx7P6z7gCBAm7sPdSNyD3ADsBp4Eao33CuJZRnuBrcDaqW5/jud8HnG/cguw2fh32TQ471XAJuO8twFfNY4vAF4B9gD3A0XG8WLj+R7j9QVTfQ7jPP/zgUenwzkb5/eG8W+7qVkT1cd1WQONRqMpYArBrtFoNBpNErTIazQaTQGjRV6j0WgKGC3yGo1GU8BokddoNJoCRou8RqPRFDBa5DUajaaA+X92113VDmx0lwAAAABJRU5ErkJggg==\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[50, 133, 214, 291, 372, 450]\n", + "[133, 372, 214, 291, 450, 50]\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": [ + "74.5 bpm\n", + "[59, 142, 222, 300, 381]\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": [ + "R = 0.661\n", + "7300\n" + ] + }, + { + "data": { + "image/png": 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lp3wlOPlUIq+qa6SU5RpW1iRPXOo48eo1Th4wIj+J5FtUcGzmrYlAgmOnerUhuUZ3I1LKRBlrkpPX5S5EkfKuMBQCa3Lf7aSqk9fKySfFNR7j5A0wjZPXQCAVysWoygKd4ho7atJ8xWuqOnn7WHT4O6Sok49HIvrM66SLazQ7j4qBEXkHKW+xNRJIRfKtqk53I85NvKGyVrz6dBL55Dp5zdoNJ78HPD4fCGGc/GwnZUWExk5eodO8ghJzZ2UQ6OfA0tXJgx7Hkvxe0G0LwOS4RgiBNxDQ4rUvNkbkHaSbLAP9RH5S+ZhGx5DcQbPSqmtAj7uSeIoulKCRk0+KayBxLKZB2SwnUwmlLpUpMNXJ67Sga0pco5H7dZKuTh40+Tuo6hrrveDX0Mk73wOQ+FvoNrdTDIzIO7DdV4q4Rgf3pYgml49p5OSTNzypRCevw7HEw2E8Ph/Ck5AIn2b7vCbfzYJx8tMihLhXCNEthNjpeKxZCPG4EGK/9X+T9bgQQtwphDgghNghhDi/FIMvNrb7qoC4JmUmr8Ex2PXZ1uuuhEY3J58p+tPBMMTC4cl3gxpOvE6Ja0wmPy3fBq5JeuxTwBNSypXAE9bnAG8FVlr/bgPuLmyYM0Om6hodBFKRrrpGB3FJjmuEEFp1b1RUQnXNpB5OViavTVwTDqd08qa6JgNSyqeB/qSHrwfusz6+D7jB8fj9MsFzQKMQor3QwZaaVBURHr8f4fFo8cZUpHPyOswrJIu8+lg3B5apTl6Hi23yxKWO1TWpMnndzqNiUGgmP1dK2WV9fAKYa328ADjqeN4x67EpCCFuE0JsEUJs6enpKXA4hZFqxasQQr+dlZLySJ3mFZJLKNXHOozdSUU4+RRxjU6Z/BSRN06+MGSiIUfOTTmklPdIKTdKKTe2trYWazh5kcrJg347K1XCYiivw8l7QyHtqiIy1clrIfLJG9rrlsknjR8sJ29EPmdOqhjG+r/berwTWOh4Xof1mKtJlcmDfnukJlfXeHw+PD6fFuKSMq7R2MnrWiefbuJV67gmGDRxTR78DLjZ+vhm4KeOx99nVdlcDAw4Yh3Xkqq2GTTcPi/VCa7J3UhyCSVYG2Br9uZMdS7pVA46ZeJVIydvN7lLeg94ZqmT92X7RCHEA8DlwBwhxDHgc8AXgO8LId4PHAFutJ7+KHAtcAAYBW4t4phLRqU4+VQir8uFKrmEEvTaG1WRcfW0BscST4o7hMeDLxTSwsnb8yHJZm2WOvmsRV5K+e40X7oqxXMl8OF8B1UuUk2WgT4uWJFS5DU5hkqprsk08apjXAP6bAGYvJ+CYrY6ebPi1UGqFa+gjwtWpFrtp8vdSDRNdY1Orz8kziXh9dorRsFa2OX1anEsyXEN6LMFYPJG9orZ6uSNyDtIteIV9BFIRTonr4WDHB9PTBR7vfZjOjr5WDg85TyCM7tDuZ1UDb78NTV6xDVp5tY8gYBpazDbSZvJaxJ1QPpJJ10uVM79XRXeYFCLsTuJRyJTziPQ6GKbYsWoT3Mn7w0GtSvFLQZG5B2krZOvqtLijQlTN2BW6BI5RR37uyp81dXaiXwsjcjrspl3qt4vumwBmC6T9xonb4iHwwiPZ1JUAPq4YMhwgmtyNxJLIfJ+jV5/RTwSmRIXgF5Ofkp1iiYTr+niGlMnb0jrvipB5P2aOPnYxMSUuEan118RC4e1dvLxFJGf7hOvZsWrIWOOqkNzL3BshK2pk08Z12go8hkzeQ3cZMrqGk0mXtPezQaDyHiceDRajmGVDSPyDlLdosKZTD5R/u9u0p3gughlqolXX1UV8WjUnjPRgXgkon11Taq4RgcnnymTB2admzci7yCt+6qqSjgADUQmbY2wLlnw+HjKqg7Qo8GaIh6JTJm4BH3uqFKV4Woz8Zoukzcib8jkvkAPkcnk5HWInNI5edDj9VdkqpN3+8VWleFOWRSoycRrprjG+fXZghF5B+ncl04ik1bkLXFxe+SUqrpGp9dfkemu0O1xjcqsk++o/DU1xCMR18dmJq6ZjBF5B+ncl7+2FtBjw4R0E6+6RE6pnLxfQ5FPW6mlQSavzqFUdfLg/r9D2rjGOHlDOvcVsEQ+PDQ000PKmUx18uD+DoixiYm0Tl6HPFiRrk5eh0w+bcttTdoNZ2pQBsbJz2rSua9AXR0A4eHhmR5SzmTK5MH9Lizdildw/9idpKuT1yGTj6dZNa3LxiFp3wPGyRuSe2gr7LhGA5FPW12jicjHKmTiVedM3j6H0jh5t8eW6e5ElJOfba0NjMg7SOfk/RUQ1+iyYUV0fFzbC5STdJVaKq5x8wR4urYA/poaQN+4Rjn52dakzIi8g7SZvIlrZox0K17B/eLiJG2llto4xMVuMl2TO+3iGuPkASPyk0i34lVNvEY0cvJTyt80uNWOR6PIWCz9xKvLL1BO0tbJW8fi5lw+nUj6dBH5cBjh9U5pNOg1Tt5QyU5ehzJQe1eo5BJKDSdeM/WuAXfHZsrJpy2hdLvIp1itC2cuWsbJz2LS5qiBAB6/X4tMPt3Eq8pT3Szy9l1IOpF3ubg4ydRPHtx9wVIin669hJvPIUi9/SWYOnkD6XNUSEQ2OlTXpHXyGoh8qk284Yy46HAnpUhXJ28v7HKzk0+3GEqdQy6/2E7n5N08H1IKjMg7SJejAvjr6rQQmVR7pIIeIh9LE9d4vF581dVa3EkpMvWTB5dn8tNMvLr9jipV3x0wTt5A+hwVEk5eB5GJpnExtsi7+EJlZ/Ipxh+oq3P12JOZNpN3cVyTroRSl5XHaeMa4+QN6XJU0Edk0t2q6uDk08U1oM9FVpGpTh70iGumlCB6vYnNsDUQ+ZRxjXLyRuRnL+lWvEKiOkUHkUl3gqs3qJtFPpZJ5DW5yALEYzFkPJ4yMtAik08T14C1O5SLzyFIXwptO3kT18xeMjp5XSZeUywmUrj9DZquhBL0ucgCdqfPTE7e1Zl8GicPemwcMp2Td3NUVgqMyDvImMnX1WkhMukyeUgIpZtFPl0JJVivvwYXWTgj8rpm8unq5EGPLQDTibwQQpttMIuJEXkH6W7zwHKSGohMuhMc9HHyqUTeX1urxYpjwN5UI12DMtAjrkk1eamFk8/0PtZg/MXGV4wfIoQ4DAwBMSAqpdwohGgGHgKWAIeBG6WUp4rx+0pBPBYDKTNPvGogMjqLfLoSStDTyafrJw8uF/k0dfKgxxaAmd4DOtyJFJtiOvkrpJQbpJQbrc8/BTwhpVwJPGF97loy5aiQcJLR8XF7azS3Ek2xEbbCX1Pj6nmFjCWUGmXydtyheVyTMpOvqXG9SGaMLGehky9lXHM9cJ/18X3ADSX8XQVj56gZVryCu0sQwXIxmk+8ZqqucXOLXkXGTF6DBmXxNA2+QA+RzFQlZ5x8/kjgMSHEi0KI26zH5kopu6yPTwBzi/S7SoLtXjLENeD+nvKVENeky+RlPO5qB6zIdFfo8fkQHo+r45roxITWIpnxPaDBRarYFCWTBy6VUnYKIdqAx4UQe5xflFJKIURKC2ZdFG4DWLRoUZGGkzuZ3Bc4Ng5xcdwBeot8phLKYGMjABOnT9vL691KLMNdoRAisXGIi0U+43oRDUQyU1zjq652dWRZCori5KWUndb/3cCPgYuAk0KIdgDr/+4033uPlHKjlHJja2trMYaTF5kqIkAfJz9tJu9ikc9Unx1qbgZgrL9/RseUD/Fp7gr9Li/ji4XD2hoF0P8iVWwKFnkhRI0Qok59DLwF2An8DLjZetrNwE8L/V2lJF2/DoUu+7zqnsn7QiGEEFO+VmWJ/MQp1xZo2Ux3V+h1+WbesQqOa3QYf7EpRlwzF/ix9cb0Ad+TUv5SCLEZ+L4Q4v3AEeDGIvyukjGtk9dkn9dMJ3igtpZYOEw8GsXjK1ZSVzxSbeKtCDY1ATCugZOf7lzyuTyuiU1MpC1A8FdXu/ocklKa6pokCv4rSSkPAutTPN4HXFXoz58pMk36gT5xTboOfDC5SVmwoWEmh5UVqfZ3VWgV12Sokwdcn8lHJybS/h18jl261HvCTcSjUZDSOHkHZsWrRbrNNhSB+nrA/SIfHR/PmKeCeyePM41dxTVaOPkMdfKA65fWT1edAu5tN5ypxh9mp5M3Im8RzdA3BRwiPzg4Y2PKFRmPJ1rcZsjkwb21/pmaqwXq6hAeT0Vk8j4dMvks7gbdyHRmzVddTWxiIrHCfZZgRN4ilmG1JSQcgPB4XC3ymXqOgPvfoNEMmbzweAg1NekV1+iayWe42Prc7uSnEXkdN4UvFOGmFYQbN26UW7Zsyfn7Pv7Lj7P9xPaCfvdYXx+9O3cy9/zz02aNnc88Q/W8eTStWFHQ7yoV8WiUzmefpXH5cuo6OqZ8ffzUKXp27KBtwwZXZvI9O3YQj0aZe/75Kb/e9cILBGpraVm7doZHlhujPT307drFvAsvTFnT37tzJ7GJCeZecEEZRjc9J7duxePz0XruuVO+Nt7fT8/LL2d8n5ST6Pg4Xc8/T/OqVdTMmzfl68PHj3Nq/37mX3JJ2kinXGyYt4EvXfOlvL5XCPGio6XMJIyTt5DxOJBwjOkQPh8y5t7eNeqCnaoEEc4cm3TpraqMxzO+/h6fz/W9gwBQ51KGv4M639xIpr+D288hsn0PuPj1LzpSStf8u+CCC2S5eOU735G3g+zfty/tc+5dt07+5B3vmMFR5cbAkSPydpA7vvGNlF8/uW2bvB3k3h/+cIZHlh3/tWmTfPjqq9N+/eFrrpH3b9w4gyPKjx333itvB3n60KGUX//v975X3rN06cwOKge+uWqV/Om73pXyaydefFHeDnL/T34yw6PKju4dO+TtIPc8/HDKr+9+6CF5O8ienTtneGSlBdgi0+iqcfIWdpaXJosEq92tmzP56fJIlzdZy1RdA4kKGx2qa6adeK2qcnUmn6mE0u1VZtlU14B75xRKgRF5i+g0AgkQrK937ckN0x+DPfHq1hLKsTG7S2MqQs3NWlXXpF01Ggq5euIv44I6K4efcKnZyXri1Yj87MNeDJVB5AP19a49uWH6E9zZ5MuNTCfywaYmxk+fdn3523R18lq0NZhG5N1qdqYVeWV0jMjPPioirplm1a6/qgpfVRVjfX0zOaysybTiFawFUVIyMTAwg6PKnWk7mlZXJzagcenFKtPfwVdVhfB4XLtL2nRxjc84+dlLNEMHREWgvt7dIp9F5BRqbnavyGcR14D7m5Rls8sYuFdoMjl5IUTifeBWkc8yrjFOfhYSGx/HGwikLb0CS+SHh11bfpXNvEJVS4trJy+jY2MZnXzIalLm9gVR08U1ARfvTRCPxZCxWMZzKFBX59rYMpsVr+DeC2wpMCJvkalFryJYXw9SurY6JSsn39LCuAudfDwaRcZiWTl5t16kFKpVbzrD4OZcO5tzKFBX58qxw5nxp131bZz87GW68j3QoLJgmkwerLjGhSKpqk0qQuTD4bStesHdexNk2mdXEairc30mn+71N05+FhPLUBuscHuNcNZxjQudfMQS+Ux3U7bIuzyTz9TuGdwd1+ju5Ke7SHn9fjw+n3Hys5FMk00Kt3eizOYNqjJ56aKeRXDmLsSfyclrsnHIdOeSm518ViLv5onXLO5EZltPeSPyFrnENTqLfKi5mXg06ro3aTZxjTcQwF9T436RzzKucdvfAKbPtMHdE6+ZNoNXzLae8kbkLbKJa4KWk3f7CZ4xk29pAXBdGWU2b05IXKS0j2sss+BGJ5/N38HNmbw9/gwXWePkZyk5xTUuPcGzimtcOnmZjZOHRGTjtrEnEwuHM8cdFZLJuy3ygzO98DOVQhsnP0vJKq7RIZMXIuMGy8rJu23yNWuR16BJWaaNsMHdPYSyimvq64lHo/Zz3UQ2pdC+6mpXvvalwoi8RXR01H7zpUOHTN4XDGZ0MVUuj2umi8wqIa7xBgJ4AwFX3hEqh+tLsdmJws2lxNO1xoDEnZRb17qUAiPyFuHhYfs2Oh2+YBBvIODKkxsyb5+ncGuteS5Ofqy3dyaGlDfTxTWQmHx1pchb4pfJ8NhzCi4cfzbvAX9trSujslJhRN4iMjIyrZOHRCdHt/ZOyWZeQYm865x8liJfO38+o93dxL8Gg0EAACAASURBVKz+MG5kurgGrLkFF55HakIy1baFClev2M3WyRuRn31Ehoft0rZMhFpaXCeQimxE3uv3E6ivd10mn019MyREHikZPXlyJoaVF9PFNQDVbW2M9fTM0IiyJysn7+IChGziGuPkZyHS6keTjZN3c4OvbMQFEsfgtgtVJFsnv2ABAMOdnSUfU75kE9dUtbYy2t0N4KoqlVJk8ie3buWRP/mTGdkNK5ZFXBOoqzNOfrYRC4eJR6NZi7zbBFKRTR4JUD13ruucsB3XZOPkgeHjx0s+pnxRDcoyUd3WZov8N886i0ff+96ZGNq0FDuTl1LynQsuYM8DD9D1/PPFGWQGsqmS81sTr27tJltsjMhz5sSebuIV3NvFEbKrEAKomTePkRMnZmBE2WPHNVk6+SE3O/ksYrPq1lbGenvp27OH0wcOsOu//ssVjj4yMoLH70/bCx9yy+SdlWhdL7xQ+ACnIdvqGpg9nSiNyHOmXjkXJ++GN2QykdHRjBNmipr2dka6umZgRNkTHRvD4/NlrPGHhDh6AwEGDx+emYHlwXRtDSDh5OPRKDu/9S37sdMHDpR6aNMSzeIcCuSw8ttpJk7MgMhnM/Hq5rYSpcCIPI5b1CydfGxiwpUuIDIykjFLVdTMm8dYX5/dltUNRMfGsoqahMdD85o19L7yygyMKj+ynXgF2PPAA/ZjJ7duLfh3x6PRggxINnNTgdpahMeT1V7Bw5aZ8FVVcfrVV/MeV7ZkE1kG8mgQ17trF/csWULX5s0Fja8clFzkhRDXCCH2CiEOCCE+Verflw/hHJ08uG/FKGTnwgBq29sBGHFRLh8dH582qlG0nnMOvS+/XOIR5U82cU3jihUADB09ytl/9mcADBw6VNDvjcdi3N3ezi+tn5cPkdHRaY2C8Hiy3kZS3THO27hxRibLs62ugdzaShz97W8ZPHKER266qaDxlYOSirwQwgvcBbwVWAu8WwixtpS/Mx9ycfI1c+cClDTTPn3wYF6ZczZvUEg4ecBVkc10+7s6mXPOOQx3dtou0U1IKbOKa+ZdeKH98fkf/ShVc+YULPL7f/Qjxnp7eeXb3877Z2RbZZZtewl1js294AJGu7vtPQ9KRVb7QuTRIE5doEaOH3dlVJuJUjv5i4ADUsqDUsow8CBwfYl/Z87kksnXL1kCFO660nFy2za+sXw5P3zrW3P+3mwnXusWLgRg8LXXcv4dpWK6/V2drLj+ejw+H89+9rMlHlXuqE28p4trhBC8+9lnuf5HP6Jt/Xoali4t+Jw6tW8fkN15nI5sz6FQc3NWd7MjJ07gDQaZc/bZic9LfGHOqoQyDyc/cPAgkLhTKMYdycvf/CZPffKTBf+cbCi1yC8Ajjo+P2Y9ZiOEuE0IsUUIsaWngMUhsUgk75KoXKprGpYuBUon8rvuvx+A3pdfznlFZLYTr43LlwNwev/+3AdYInKJa5pXreL8j3+cl7/5TU5u21bikeVGNl0cFQte9zpW/uEfAonzSglJvqhtHSMjI0wMDOT1MyIjI1mdQ9muFxnp6qJm3jxqOzqA0q9vyCquyaMH1cChQ3ZRQP+ePfkP0OJXH/gAm2+/3Z4X+/WHP8y+H/2o4J+birJPvEop75FSbpRSbmxtbc3rZ+x58EHuCAQ4ladoqVn2bOKaQG1tUW6t0/Hak0/aJ+nRp57K+vtkPJ5ww1m8QQN1ddTMm5fT63X4scdKWraYS1wDcPFnPoMQggM//WnJxpQP6k07XZ18Mg3LljF45AjxWCzv3+0U3XzPz1zimmz2Ch7u6qKmvX1GSl9lPJ5VF8pQYyNAVhPHitMHD7LUurvuK1Dkna9bz8svE4tE2H733fTs2FHQz01HqUW+E1jo+LzDeqyo2CVdOfzRnCjHrLaXm46GZctKUikQHhqiZ8cOzvvLvwRycwxqxWg2LgygaeXKrEV+8OhRfnD11Txw6aVZjydXsil9cxJqbKR1/Xo6f/e7ko0pE10vvMDpFM47FyfvpGHpUuLRKEPHjuU9JqfI5xvF5bTyO8uJ19r2durUSuUCjm86sr0jD6ptJLO8Uw4PDzPW08P8Sy4h2NBA/+7dBY2z21FFdWLz5kSEJaX9GhWbUov8ZmClEGKpECIA3AT8rNi/JGhdmcfzFfn+fjx+f9ZZZtuGDZzYvJl4NJrX70tHn3XyLHj966lpb7cz1mywG0tleQyNK1ZkfaF65b77ABg8fJjTJbqDieTo5AEWXHopx597LmNMN3D4MI/8yZ/kfZeXju9u2sQ3rNjLSSTHv4OicdkyoLAYcLy/n/rFi+2P82Gsr8/ecyAToeZmwkND0zaKGzlxgpr2doKNjfiqqkrq5LNZrQuJfYS9wWDWIq/+Jg3LltG8enXBcY2zi+rwsWP26u1aHUVeShkFPgL8CtgNfF9KWfQC52Aet19Oxvv7CTU3Z+zD7mTxm95EeHCQE1nWzEopGc2iPW7frl0AtKxdS9NZZ9G/d29WPx+y6znipH7xYka6urKqdjjy2GP2xz0vvZT1mHIh17gGYM7ZZxMdHWXw6NG0z9lxzz3seeAB/vs97yl0iDZOcUg2FvYkfhbRn5NizPWM9/fb8y35dLiMRSJMnD5N1Zw50z63yopWM7XHiE5MMN7fT828eQghqF2woKSZfDiH1z6XbrKTRH7NmoJF3vm3Gevrs18T1bKj2JQ8k5dSPiqlPEtKuVxK+flS/I5sMrZMZU9K5LNl0VVX4auu5vl/+Zesnr/59tv5amsr27/2tYzP69u1C28wSMPSpTSfdVZ+Tj4HkYdEnXYmImNjdD3/POs/+MHEGEu0CCnXuAYSE7AApzJcDA/94hcA9O/eXbTSN+dCrOR+LEpospnEd1K3aBHC4ylo8nW8vz9xsRAiL5FX7j8bkW9auRIg4x2SKjOusdZllFrkc2pPYrV6jkUiPPbBD9Kf4b2m/iYNS5fSvHo1w8eP5z2xDWde54alSxMir7OTnymmi2v2PPQQd9bXp3V84/399t6n2VDV3MymT3+aV3/+c05NsxQ9Ho2y5YtfBODpT34y4wKkvl27aF61Co/PR9OqVYz19mY1uQWOmCBHkR88ciTj81578kli4TDL3/526hYtKtlK03ycfPPq1UD6uYvw8DDdL71E9dy5hIeGiiYwzgtdcsacr5P3+v3ULVyYt5OXUibO4zlzCDY05LXnwahV3VadRQFE01lnAWQ0IqpcUol83YIFBc05TEcupdBK5Luef54d99zDL973vrTPHTh0iEBdHVUtLbSecw6QmDDNl7H+fvw1NdTOn89Yby/DnZ14A4GsLq75UBEi76uqwuP3p3TyUkoeefe7iQwPs+fBB1N+f65OHmCt1TVw/zRlT707dzJ68iQXf+YzxCMRvjZ/Pru/972Uz+3btYuWtYm1Ys3WmyjbMsds80iFqvfPJPKxcJgXv/hFqubMYfGb3sScdetK5uSzbWvgpLqtjUB9fVo32ffKKyAla9797sTnVhxWKAOOvjnJGXMukUEyDcuWZXTy2+66iyc++tGUFTiR0VFi4TCh5ua8NyRRWXE2YlO3YAG+qqqMDlg5ebXCumHZMoaOHmXE6r5ZbHKKa5qamDh1iu7t24HMd7SnDx6kYelShBC0nnsuQEGVMOP9/YSamuxmh6M9PVS1tmYdF+dKRYi8ECKRsaUQ+dHubrBu0w/+93+n/P6xPES+YfFimtesofOZZzI+T+X2Z996K3/89NPIeJy9Dz885XnhkREGDh+2RV45pUxvIicqrsnWDdd1dCTigQyNvl74t3/jtSefZNP//t94AwFa1q2jf8+eok84Q2518gohBLXz56ddfazeiGe9611A5mghF0a6uqhbuJCqOXOm3B1E8oxrgCkLouKxGE9+7GM89Xd/R/f27TzxkY+w7ctfTumeVQQwUyIvPB6azjor44XTdvLWCus1f/qnyFiMX3/oQyVZMZ6L0Qk1NTF++jQnt2xJjPXEibT97gcOHaLBmhivXbCAUFMTPdbFIR8mTp0i1NxsNzucGBgg2NCQ98+bjooQeUjk8qlEXp2E9UuWpD0h83HyQMLZpimnioyNEYtE6Hr+eULNzTQsW0b7hRey9n3vo/PZZ6fkw/27d4OUtsg3LF2K8HrtN7SUkq7nn09bR60ywkCWJ4vX76d2/vy0Tj4ei7H9rrtYcs01bPyrv7KPNxYOF718VEqZV1wDmXvjd7/0EoG6Otovugjh8RRNWIaPH7drv5NFvhAn37hsGSMnTtjR27Gnn2brnXey+d/+jfvPO89+XqoLs1PklUvNlVxEHqDtvPM4+eKLaec6hru6QAi7GVvL6tW87h/+gVd//nN+eO21OY9vOnK5wIaamhjv66N3504gUWOfqiRWSpkQeWtiXAjBvIsuovPZZ/Mep9Ib5eQnTp+2I+dSUDEiH2hoSJnJKxFeecMNjPX0THE40YkJIsPDeYl885o1DBw8OMUBDB49yl0tLXx96VJevvdeFr7xjfatWPumTYz19EzJJo888QQA8y+5BEgspqlfvNhuP7vnwQf57sUXp10KrS5woRxOlvrFi9OKfN8rrzBy4gRr//RP7cda1q0DKHour2rLc514hUQvoXTzHL07dtB67rl4fD6q29qKtqRe1X7XLlgwZfOSQp08nBHxAz/5Cb5QiHNvuw2Ajje8ASBlm+ViOPnRkydBCLsJ33TMu/DCxLmcJuoY6eqiuq1tUvvo1332s1xxxx10b9tWUK6dilx6UDUsW8bEwAAnX3yR9k2bgNStnke7u4mOjtpOHmDRlVfSt2sXB372s7x68ajkoGrOHKLj44x0dRknnw3pnHz/nj34a2tZeMUVic+TKjHUPpvKbeRCy5o1yHh8Sgyw+7vfJTo2lnB5UrLCWroOZxqcJdcxH/rFL2hdv35SGVXj8uW2a1bzCS997WspTyx1gcvFEWQS+ePPPQdA+8UX24+1rFkDFL/Cxq5IsZab50L13LkpHbqUkp4dO5hjZag17e3Fd/Lz56cUeeH15rwYCqaWUXY+8wzzX/96rrzzTt72ve/xjl/8Am8wmHJy1q6MUSKfR538wOHD1M6fn/VqXdVkLV0psboYJnPWO98JwKFf/jLnMWYil26yatIeYNnb3gakjvOclTWK5X/wB3iDQX5y/fU8+3//b87jnDh1ilBTk30xPf3qq8bJZ4OvutreQs7J8PHj1C1YcKYSI0nk1RZs+Yo8MCWyefXnP2feRRfxp88/zyWf+5x9UgP2FdtZgjUxMEDnM8+wLOkWVom8lJJjTz1FXUcH0dFRjv72t1PGMnH6NB6/P6fIo37xYoaPHUsZAR3//e+pammx664h4U7rlywpupMPW69FPm6mZu5cwoODU+6mho4eZWJgwJ4oK9ZuWKr2u3b+fHt3J+dirPDwcKLfeh6TaMotDhw8SCwSoXfnTtrOOw9fMMiad7+bQE0N9YsXZxT5UHMzVa2tiY1tcuzlNHDoEA3WhHw2tJ57Lh6/P73IWwuhkqmZO5fqtraMpa/5YFfXZFFh5hT59osvpqqlJWWRg3qtGx1OvmXNGv5szx6azjqLnd/6Vs77Mqi4Rol8bGLCOPls8FVVpRT50ZMnqZ43j4alS/H4fFNOrNECnHzTqlUgxKRlzjIep2fHDuZdeCHtF13E6//+7/E7hFdl5mGHyB9+/HFkLGb3xlA0Ll/OeH8/p/btY2JggA0f+QiB+nq7iZkTlevlIi4Ny5YRj0aniEY8GuXgI4+w+M1vnvLzSlFho3YYUu0pcqFatX5OimzUoq229esBS+SLENeoaKK2o4PqtjZkLMb46dO8dM893Ld+PZ3PPptXHg+Jc9BXXc3AoUP0791LLBymbcOGKc9J1cd9zCHy9rhyjGwGDx+e5FinwxcM0nruuZywJi+TGTp2LO0Cn2KsHE1GtWQQnullrX7RIvvjeRs30pimzYfK6euTLn4NS5bwur//e8Z6e3NuPxIdH7fjGoUR+SzIJPI1c+fi9ftpWLYsvZPPozmav6qKhiVLJjn5gSNHiAwP2/W0yaRy8p3PPIOvqsrO4xXKRasFPW3r13P2rbey+4EH2PP970967sTp0znl8XAmikmeRDr29NOM9fbaVSlO5px9Nv1799q9corBRIFOHqauvFSVNarFbU17OyMnTxa8ebOaCG8+6yzbGIx2d7P1zjvp2bGDk1u25JXHQ2JST3WjVO64zTHhCom8OXnbung0ynh/P95gEF9V1aRxZYvqm5MsZtMx76KL6Hr++SkRYnRigtGTJ6lziKmT5lWrii/yw8NZlxB7vF5u3b2bv+jpIdTURNOKFSnXvAwcOkRNe/sko6ZQG7/ksrZh0tyJY+7DxDVZkE7kR06etN1e86pVRY1rIDH56nTyaseiOTmIfPfWrbRt2DBlf1Ml8gcffRRI3Dlc8tnP0r5pE4994AOT4ofxPGbo56xdS7CxcUqTr70/+AG+6mqWXnPNlO9ZcOmlxCMRuqzMvhiEC3HyVnleKpFvWLbMzvlr5s1DxmJZtZfIhHJ7jStX2kv7e156adLdTSH93NvWr+f4c89x7KmnqJozx44EFYG6ukmbXTz58Y9ztzXfoFpz5CPyg0ePImOxnJw8wPLrriMyPMxrTz456XFVdaT2LkimZd26Sas9i8G4lXVnS8vq1VRbbrpx5UqGjh6dEvudfvXVtK9Jun5DmbZgdDZDdE5wGyefBU6Rj0Ui9m1ReHDQdntNq1Zxev/+SRn0WE8P3kAgL4GBRD7Xv3ev/TNtkbccZDLJIi/jcU5u20bb+edPea7KaI88/ji+UIj6RYuoam7m2vvvJzYxwU9uuIGtd95JeHg4rzIs4fGw6MorOfjoo7bDjcdiHPjxj1l27bUps82ON7wB4fFw5PHHc/pdmSiGk58S11iVNfbzrGx4tMBc/tS+fQQbGqhubbXF9LDV20dd2FuTIpZcWHjFFYyePMkr992XeK2T4rJAXZ3t5Mf6+9n6n//JWG8vhx591K5Hz0vkrYqdXDJ5sFp8VFVNOR9UrFWfxsmripbkthCFMNbbm/eq0aaVK0HKKeXB/bt3T8rvnYSamwnU1U0qvRzt6eGeJUv4zcc/nvJ7Jjl5R0WfEfks8IVCRMfGkFLy47e/nf+srrbf+MrJNy5fTiwcnuQeRk6epLqtLe/VZi1r1hCbmLDfJD0vv0z9kiUE01w0fKEQ3kDAFrbBo0fTxjuB2lp77HPOPReP1wskTshLP/95TmzZwpMf+xg/v/HGvGttV73rXYx0ddmRzfH/+R9GTpyYNFnsJNjQwJKrr2bH17+e0846mSjIyStBc4h8ZGyMU/v20Wrl8eDY8tAh8vlsZN67cyfNq1dPcszHrL7/F3/mMwCcb7WKzofFb36z/fGqG2+c8vWAI65xHvNYb69tLDKJvFpvEbbKDRWqbDPXuMYXDNKUos+SanWczsm3nXce3kCAw0U0CwWLPJMrbMb6+hjt7rbXriQjhEisUnY4+d//4z8y3NnJ1jvvTPk9TpH3+v324+lep2JQOSJfVYWMx4lHIhy2SrOUS1Bv8FS3VyPWpgb50pxUYdP78stp83hFoKHBnnhVJYxpbwmtyCb5RLvwE5/gr8bHuejv/o5Dv/wl/Xv25NR/R7HsuuvwhULstTL+fT/4Ad5gcEqlj5NLPvtZxnp72f7Vr+b8+1KhRD7dhTETvlCIYEPDJPHue+UVZDw+2clb58BwVxfR8XG+/6Y3cUcoNCVmyEQsHObECy/YcydVc+YgPB5Ov/oq1W1trP7jP+avUkyW5kLD4sW86atfZdnb3pbyQqviGinllJJhdSdR1dICQjB07BiHH3uMX3/4w3YM8cK//ivfvfhi/mvjxkltggcOHUJ4PHmJTUqRt87rdD/PFwxy1rvexUt3382PrrvOnnwvhEJEXuXrTpFX7+nkyMxJ3cKF9l1LZGzMbssNpGzL7RR5J8nzccWkokQeziyIANj5rW8BiSX8MLlETTF8/HhBLT6dZZTRiQn69+5Nm8crgg0N9kmt3gzpHNSGD30IgI7LLpvyNY/Pxznvf7/dtmG635uKQG0tS9/2Nvb94AfEo1H2/fCHLL3mmow16/MvvpjFb34zW++8s+CJTEjENd5AIK/FUGDVyjtcraqsSSXyIydOsOOee3jtiSdAyrSOKxXd27YRHR9ngbV5itfvn3IRdrqzfNnwoQ/xjkcemTJHA4mt69QuYOpuUE3OtlixgsfnY+Eb38gLX/gCP7j6arZ/9av8+sMfJh6L8cK//iuQWD+y7wc/sH/u4OHD1HZ05DX+ppUrOW2VfSpO7d9PXUdHyglLxTXf+hZv+MIXOPyrX/HUJz4x6Wvd27ez5Y47pu0cKqW0M/BCRD7U2EjVnDmTFkSpubbmTCLf0WHPP/S89BLhoSE2ffrTQGIxXjLJGxRd9KlP8YZ/+ZeUf+tiUXEi76x0UY5euYl61c7V6eSPH6emAJEPNTVRPXcu/bt3079nDzIWm9bJBxsazsQ16jY5TXa59j3v4QOvvso6qyFaMuo2ExKlYPmw6sYbGTlxgq1f/jLDnZ2TFm+lY+1738twZ2fWPfUzMTE4mPecCCRyeWd00f3SS/hrayfVNgdqa/HX1jLS1cVrTz5J4/LlnP/Rj3Lol7+cduMLxTGrT9GC17/efkx18yylE3OiLr7hoSH7HLrm3nu57oEHWOq4+3r9P/4jdYsWseL661l3yy3svPdenv/nf2bi9Gmu/c53qFu0iL0PPWQ//9T+/ZPWRORC44oVyFiMIcduVKf376fRcW6mwuv3s+nv/o71H/oQL997r32hjoyOcv955/Hbv/5rjvz615O+Z/C11+y7krH+fr5zwQV873WvIzw4mGjQluVq3VQk75bWt3s3vqoqGqy/cSpqFyxgrLeX6Pg4J198EYAVN9wApN7qcKSrC18oZP8dL/uXf2HTpz6V95izoeJEXvWisB8PhexbI28gQP2SJXbpVnRigrG+voKb9besWUPf7t3TVtYogklxTfXcuRldbOOyZRmv9Kq+3plB58Kyt70NX1UVv/3rv078vBRVNcksv+46PD5f1psPh4eG2PGNb9CT9PcBGO/rK6iErLajY9J2dz3bt9O2fv2UemnVJqLzmWfouOwy2jdtIjYxkfV2bseffZaGZcvsuwI40+J5xkTeKs8MDw3ZcU11Wxurb7rJnrOBxAT5B48c4Yaf/IQ3f+1rtKxbx7Of/SyQmCxd/gd/wOHHHydizWOd2rvX7s+fK2oOwFm/f2rfvkkGJBNn33orMhbj8K9+BZwpXgDYee+99seDR49yz+LF/OoDHwBg38MP071tGyc2b+ale+4Bsu+7k4rGlSsnLYjq27UrMf+Soe5e9YAfPn6ck1u3UtXaytwLLsDj86VsbX361VdpWLasZB0nU1ExIq9uC9UL2/HGNwIJF+98QdvWr7fbiya3Qs0XVUbZs2MHHr/f7iCZDqeTHz5+3I6T8uXtP/gB79+3L++4I1BTw6KrrgISFwpVsZKJUFMTi668kv0/+lFWm3Fs+8pXeOzP/5xf/6//NeVrXS+8MClayZWmlSsZeu01ohMTyHic7u3bU17w2tav5+B//zdjfX10XHaZXdF00rHnZiaO//73k1w8wBVf+hKL3/Qm+/UrNcoBRoaHs25K5wsGufw//gNIlMDWtrdz1h/9EdHRUQ78+MeM9fYyfupU3iKv5oJU3jx++jRjfX12zj0dbevXUz13ri3ydha+di3d27bZz1PR2u7vfpfx06c5+tRTVM+dS017O1u/9CUAuyQyH5pWrGDo2DH7wt23e3fGPB44s3dtZyen9u2jZc0aPF4vNe3tKXvnDxw8mPcdU75UjMgrJ68qZ9TEYfJVuO288zi1fz/h4eEzqxcL3JGl9ZxzmBgYYPtXv0r7pk3T5poBh8iP9/dn3RAqHf7q6qxdUzrUzk9vvP32rL9n5TvewekDB6bcPaXiwM8SW/ue3LbNLjeNhcNs/vd/Z/DwYbv5Vj40rVyJjMcZOHiQgcOHCQ8NpZz8dJY2dlx2GU0rV+KvqZkkJOkYOXGCkRMnmHvBBZMeb7/wQt71+ONZb9ZSKMlxjfB6s/rdS97yFq759rd5u9XmeuEb30jDsmXs+PrX7TvbpjxFPpQk8iq2ybYcU3g8dLzhDRz//e+BhLh6AwFWvuMd9O/bZ1dxqTgEEmWrx55+moWXX86KG26w3/epSpGzRb2HTltNB4dee23a16TWMmhDR48ydPSoHbvWdXRM2VBGWiWazmZnM0Hlibzl5M//6Ee56q67uOquuyY9b+7GjSAlhx97zBanTBMr2bDsuuuAxKSvanaUiWCSyOfTAbPYLL/uOj46NMQSRwnfdKy4/noQgn0//OGkx5Od/fa776bruedoWrmS6Ogo/Xv3Eh0f54FLL+Wpv/3bxMKrpJYOueAsf1N3aalq1edbK3yr29oSbS68XlrXr8/KyasVtIXccRQDf1JcE2xoyOrWXwjB2TffbEdNwuPh3A98gKO//S2vWG0y8q0KClqTiKq1gtqBLZdKnXkXXcTAoUOM9vbSv3s3jStXJuaYpLTjm96dO1l3yy0EGxvZftddDHd2svCNb+Tsm2+2f05dAYZNzSGc3r/fLimdznWr7Rb79+5luLPTPubaFLtgjXR1ERkZMU4+X5xO3lddjS8U4ry/+AsWJ91GL3nzm2lcvpz/+dznOPniiwTq69NOemZL/cKFrL7pJto3beLsW26Z9vnBhgbCQ0PIeJzx/n77TVJucl2OXzNvHkuuvpqtX/oSr/7850TGxvjOhRdy7+rVk4R+65e/zNyNG3m7Vc1x7OmnOfyrX3Fi82au/PKX+djQUN5RAST6oAivl85nn6V7+3aEx5NyMVrHG97AezZv5qbf/c4Wxrnnn0/3tm3TVgl1q4qdPOc9ioXt5K24ppC5jHW3kwowngAADh9JREFU3ILwenn5G99gztln5x1bqkoR1cNeOflc3lfOjpYqJlFVQye3bWOku5uxnh7a1q9n2dvexrGnnwaw51bOef/7eeO//3te41cos9C/b1/K7pOp8FdVUb9oEcd+9zvi0agt8jXz5k1ZhX3UWk/h7Ow6E5SubmeGcYp8pqXNHp+Py7/4RX5y/fX07tzJ/Ne9riiTINc98EDWzw02NICUTAwOMn7qVF717W7hqi9/me9fdRU/fvvbJ7UuVjHU6UOH6N+9myvuuIM555xD86pV7H3oIeo6Ogg1NbH+gx/MqqFUJoINDSx961vZ+p//SWxignkXXZS2dC+5Aqnt/POJfOUrnNq/P+WFRkqJEIKel16irqOj7H8rO5O34ppCVkrWtrez5OqrOfToo6x8xzvy/jlev59AXd2ZuObo0UQP/yzmdhTzLrgAhKDzmWcYOHiQ1TfdRN3ChfYuTCobn3P22bSeey67v/tdqufOtUtXr/7GN/IevyJYX09dRwd9r7xit6ZozCJaaTrrLHvFrxL56rY2JgYGiIXDduvmw489RqipibkFREr5UHFOfsxqOJSJFW9/O+ssx73Ocas3U6g35tCxY8h43DVOPh+aVqzgAwcOsO6WWyb1pldlqn1WJDb/kksQQrDulls4+tvfsuu//ouz3vnOotSVA7zuc59LVEkJwRs+//msv0+94ZJzeSklj912Gw9edpndWXROmaMamJzJh4uwbdybv/Y1rnvwQS6xKm/yJdTcfCauee01ahcsmFTtMx2BujqaV69m9/e+h4zHaVmzBiGEvfuUilZb1q1j4RVX8Ic//zm37tpV9CqVlrPPpvfllxk4eDDR7C2LC5Wz0ELl7aqvkepyO9rTw96HHmLFDTfk9LoUg4oTeZi6miwVb7nnHm7dvZv11q47M4mqhhi0hNANmXwheP1+rvrKV3jDP/8zl/6//wecWSY/bLX3VZPbF37iEyx5y1sA7B2PisG8jRv5wKuv8rHhYRa/6U1Zf1/L2rV4A4EpufyhX/yCHV//Op3PPMP+n/yE/t277bbF5cSZyefTlC6Z+oULWf3Hf1yw8Dg3Khnt7p5UZpot7RddZK8bUQ594RVXcHLrVg798peEmpupmTcPIQTLr7uuJHdVc84+m77du+m27h6yuYg4iwbUgjS7rNQS+ac++Uli4TAX/u3fFn3M01ExIu/s4Z1NJzqv32//QWYa5b6UEObSOc+tBGpq2PTpT3PeRz4CnHHyw8ePJ/b5tByRx+fjj37xCz547Fjei7fSIYTIucrF6/cz59xz6Xr+eQaOHGHvww8THhnhlfvuI9jQgL+2luf+6Z+IR6Nlz+PVeL3B4JlMvoSNrXIh1NxsZ/LjfX15LUpa+5732B+r13r1TTcBcOjRR5mzbl3J68vnnn8+sYkJjv7mN1nfuS25+mogoUEqelSty0e7u4mFw+z6zndY/8EPTluSWQoqJpNX/TqQ0vXO2Bb5CnHyToINDQQbGuzJt5Hjx6lubZ0UywiPp6AqiGKz9K1v5bl/+ie+bpX8qb17z73tNgYOHeLgI48AMz9hlg7VibIYcU2xCDU32zuGjfX12fsB58Kiq67i4v/zf1h05ZW2mDetWMGGv/gLtt99NxdYG8qXkoWXX25/nO2dW6ixkeseeog5jmN2Nok7deAAMhabsQVzyVSMk/d4vbYjLnQFa6lRt9hqCXUliTwk8sgxq297ob2BZgK1WfnCyy9n4yc+Qf/u3cQmJlj3vvfZfWo8Pl/BVVjFwl9bS3hggInBwZJuNpELoeZmO64Z6+vLa+2HEIJL/+mfWGTtx6y46itf4X91drIyi3YbhVLb3m5foJRDz4bVN96YVuSz6YFTSirGyTspdHFTqVGlamqyr9AVt26jqqXFXuI+0tVVUG+gmaB51So+dOIE1a2txCIRho4eZe4FFzD3ggtoWLqUrueeo+2882Z0KXomAnV1ibkOKd3j5K1MPjoxQWR4uKAeMskIIWb0PfKuxx5DeL1ZrfxOR7CxEW8gwMiJE/YK2nR96UtNRYl83Go05XaRD9TVJd6onZ14/P6KyOSdhFpa7BrhkZMnXVGVMh3qDe0LBvmDBx+0H69qaeGGH/+4XMNKSaCuzl5N6RqRb24mbl0ggYJXcZeTYtx5CiGo7ehg6NgxfKEQtfPnEyhgx7BCqJi4Bs6IfKG9YGYCdSGqbmsruE7cbVQ1N9tOvhhtGwyTCdTV2asp3RTXgCOCNH9zuw3x4Guv2d1Ky0FB6iKE+HshRKcQYrv171rH1z4thDgghNgrhMg+3CqAeDQKuN/Jw5kx5lNq5nZCLS2M9/UltmAcGzMiX2T8tbX2VpeucfLW3ajq4ljuRWNuoM5y8oNHjqTd0HwmKIaFvENKucH69yiAEGItcBOwDrgG+KoQouQrAK688058oZBdvuRmbCdfQO7nVqpaWggPDdldPo2rKy7ODV2m60A5Uygn32/tEFVIy99KobajI9G4TGcnn4HrgQellBNSykPAAeCiEv0umw0f+hAfHxvTIv5QzaBy7RejA+oNr3bZMU6+uDi3SXSLoVF/875du4DKvEPNlbqODuKRCLFwuKyVWcWYeP2IEOJ9wBbgb6SUp4AFwHOO5xyzHpuCEOI24DaARS4pUZsJzv/oRwk2NpatdraUKFE3+WxpcG4VWcoNoHNBXWx6d+wAIYyTB9o3bbI/LqQBX6FMa3mFEL8WQuxM8e964G5gObAB6AL+I9cBSCnvkVJulFJubHWJK5kJPF4v59x6a9lW3ZYSJepqc2eTzxYXZyneTPdBSUfNvHl4/H7G+vqobm0t6Z6luuDce8C5yGqmmfYvIaXMqhGIEOLrwCPWp52A02J0WI8ZZgGm0qK0lKveOhPC47G3V6zEeaZ88Hi9vPX++/FXV5f1oldodY1zhcIfAmqLoJ8BNwkhgkKIpcBK4IVCfpdBH6qSnbwR+aKi8t18N/koFWonKJPHn2Hde9/LWX/0R2UdQ6GXl38TQmwAJHAY+CCAlPIVIcT3gV1AFPiwlDJW4O8yaIIS9dMHDhBsaMh771lDajxeLze/9JK99ZxbsDfMME7eVRQk8lLK92b42ueB7Bt7GyoGf20tHp+PeDRKTYW1bHAL5d6GMBVLr72WE1u2cN5f/mW5h2JwYGZHDEVHCGG3NjC37rOHVe98J6ve+c5yD8OQhPsLyg1aoiIbI/IGQ3kxIm8oCarCxsQ1BkN5MSJvKAlqr0u3NNAyGGYrJpM3lIQ33XUX1a2trPmTPyn3UAyGWY0ReUNJCNTWcvm//3u5h2EwzHpMXGMwGAwVjBF5g8FgqGCMyBsMBkMFY0TeYDAYKhgj8gaDwVDBGJE3GAyGCsaIvMFgMFQwRuQNBoOhghFSynKPwUYI0QMcyfPb5wC9RRyOLszG456Nxwyz87jNMWfHYillyv1TXSXyhSCE2CKl3Fjuccw0s/G4Z+Mxw+w8bnPMhWPiGoPBYKhgjMgbDAZDBVNJIn9PuQdQJmbjcc/GY4bZedzmmAukYjJ5g8FgMEylkpy8wWAwGJIwIm8wGAwVTEWIvBDiGiHEXiHEASHEp8o9nmIhhLhXCNEthNjpeKxZCPG4EGK/9X+T9bgQQtxpvQY7hBDnl2/k+SOEWCiE+I0QYpcQ4hUhxMesxyv9uENCiBeEEC9Zx/0P1uNLhRDPW8f3kBAiYD0etD4/YH19STnHXwhCCK8QYpsQ4hHr89lwzIeFEC8LIbYLIbZYj5XkHNde5IUQXuAu4K3AWuDdQoi15R1V0fg2cE3SY58CnpBSrgSesD6HxPGvtP7dBtw9Q2MsNlHgb6SUa4GLgQ9bf89KP+4J4Eop5XpgA3CNEOJi4F+BO6SUK4BTwPut578fOGU9fof1PF35GLDb8flsOGaAK6SUGxw18aU5x6WUWv8DLgF+5fj808Cnyz2uIh7fEmCn4/O9QLv1cTuw1/r4/wPenep5Ov8Dfgq8eTYdN1ANbAU2kVj56LMet8914FfAJdbHPut5otxjz+NYOyxBuxJ4BBCVfszW+A8Dc5IeK8k5rr2TBxYARx2fH7Meq1TmSim7rI9PAHOtjyvudbBux88DnmcWHLcVW2wHuoHHgVeB01LKqPUU57HZx219fQBomdkRF4UvAZ8E4tbnLVT+MQNI4DEhxItCiNusx0pyjpuNvDVGSimFEBVZAyuEqAV+CHxcSjkohLC/VqnHLaWMARuEEI3Aj4HVZR5SSRFCXAd0SylfFEJcXu7xzDCXSik7hRBtwONCiD3OLxbzHK8EJ98JLHR83mE9VqmcFEK0A1j/d1uPV8zrIITwkxD470opf2Q9XPHHrZBSngZ+QyKqaBRCKDPmPDb7uK2vNwB9MzzUQnk98HYhxGHgQRKRzX9S2ccMgJSy0/q/m8QF/SJKdI5XgshvBlZaM/IB4CbgZ2UeUyn5GXCz9fHNJDJr9fj7rJn4i4EBx62fNoiEZf8msFtK+UXHlyr9uFstB48QoorEPMRuEmL/TutpycetXo93Ak9KK7DVBSnlp6WUHVLKJSTet09KKf+UCj5mACFEjRCiTn0MvAXYSanO8XJPQBRpEuNaYB+JDPMz5R5PEY/rAaALiJDI4d5PIoN8AtgP/Bpotp4rSFQZvQq8DGws9/jzPOZLSeSVO4Dt1r9rZ8Fxnwtss457J/BZ6/FlwAvAAeBhIGg9HrI+P2B9fVm5j6HA478ceGQ2HLN1fC9Z/15RmlWqc9y0NTAYDIYKphLiGoPBYDCkwYi8wWAwVDBG5A0Gg6GCMSJvMBgMFYwReYPBYKhgjMgbDAZDBWNE3mAwGCqY/x/uaRw+F7AYpQAAAABJRU5ErkJggg==\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[33, 114, 191, 272, 350, 429]\n", + "[429, 33, 272, 114, 191, 350]\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": [ + "75.7 bpm\n", + "[42, 122, 200, 281, 359]\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": [ + "R = 0.644\n", + "7400\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": [ + "[14, 91, 172, 250, 329, 410, 492]\n", + "[329, 172, 410, 14, 91, 250, 492]\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": [ + "75.2 bpm\n", + "[100, 181, 259, 338, 419]\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": [ + "R = 0.589\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": [ + "R = 0.544\n", + "7600\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": [ + "[50, 129, 210, 292, 379, 460]\n", + "[129, 379, 210, 460, 50, 292]\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", + "[59, 138, 219, 301, 388]\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": [ + "R = 0.503\n", + "7700\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, 110, 192, 279, 360, 439]\n", + "[29, 279, 439, 110, 360, 192]\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", + "[119, 201, 288, 369, 447]\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": [ + "R = 0.476\n", + "7800\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": [ + "[10, 92, 179, 260, 339, 420]\n", + "[420, 179, 339, 10, 260, 92]\n" + ] + }, + { + "data": { + "image/png": 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QP2vAaeLVo2hMPpYyX+JXXOTdUgwF6t1wC4krRT41hRIS4RrV7uzW43RKuEblk9dp4lXVcE00FEputKbYsYnqYqhjAleKfOrJC0aMTjGRt/crN/EFAspdhHbcNPEaGxlJmvdRzT2OqidR3cnrYihHXCnyqSvFgKJOPk24RiUhScUp88kUGdVaG0RthWqg3rFJbVDm8fsTxXaKiXwsHEZ4vdbcCKgf1pxIXCnyTnFfFbNrUlP0zNcqCUkqqRkdcPRmrFonSvuqSqCeyKc+VZnFdqo9KcYjkSQXD0eza6SUUzSq4sGdIp8mXKOck3eKyStWcJNKxopXxZy8ffUxUF/kASUrqlNbV0NiEhwplTunCoE7Rd4hJKDiREy6mLxq+2HHseJV0XCNo5NXSCCtG67NBXvd4uQVbP1cKFwt8qqnULoyJu+midcUkTdTKFUJEcRCoaQ8f3CPk9cifxRXirxTCqWvvJx4NGq1IVYBp5i8mUKpipCk4jjxaubJqxiTTzES5loGKpB6kwJjzkcxkY9HIknpk6D2anATjStF3imFUsXVodJVvMp4nHg0OlXDGheOE6+qOnnbYvGgnnuMhUJJxwHUbJsRj0SSrnVQ71gUEleKvFMKpYp3dqcePKqfvLFwGOHx4PH5rG3KirxDTB7UOTaxUGh0mENBJx8Lh0c7ecWORSFxpcinS6EEtZx83KmbpqJNpExSQxygtsgnPZEYx0aV/OzUJxFQeOI1NbtGQVNXKHIWeSHErUKIdiHEJtu2OiHEY0KI7cbftcZ2IYT4qRCiVQixQQhxciEGnw6rQVnKIgKg1kF3rNxVtImUieMkmaKVlqn74lfMPTqGaxTLEALt5LORj5P/DXBRyrYbgSeklC3AE8bPABcDLcaftcAt4xtmfpgVcB6v19rmV3Axb8ewk+Inb2puOYDH68Xj9yu3T6kiqdqxcZp4VbE3ko7JZyZnkZdSPgN0pWy+HPit8fq3wBW27b+TCV4CaoQQM8Y72Fxxegw1D7pKTt4edhLfFFx2x2XKh2vsmRBffvzLiG8K4jKuZGqoKZJNNzWx/OfLlROWqDH+h7c/jPimYEvHFqVj8h+46wOIbwpAzfBsoRhvTH6alPKg8foQMM143Qzss32uzdg2CiHEWiHEOiHEuo6OjnEOJ4FT3FfFg56a7//g2w9aQqJa3NTELvL//sK/J7YpLvIdQx1sOLxBuWMTN56q7n7rbgBeantJ3Zi838+ftvzJ2qbaDbeQTNjEq0wkbuedvC2l/KWUcqWUcmVjY+OEjCXuEBJQMSYfC4dBCIQt7KT6yetUnSilVFPkHdoagDrHJm24RjGR18VQmRmvyB82wzDG3+3G9v3AbNvnZhnbJgWncI2STt54IhFCWNussJOiJ6/TBRmXceViwfFoFBmPO6ZQqnJsoi4qhnJqUAZqmbpCMV6RfwC42nh9NXC/bfvHjSyb1UCvLaxTcJwm91Q86I5PJC6IyadekCqGa1Lb9IJ67jGdk1ctXJMxY0uRY1FIfNk/kkAIcQdwFtAghGgDvg58H7hLCPFJYA/wYePjDwOXAK3AEHDNBI45K05FHipm12SaQFbtQjSJOZSgqyjySdXIxrBVE/l0JiIejRKPRpMK1ooZJ+Ngtk1W5VgUkpyPopTyyjRvnevwWQl8dqyDGi+OTt68ABVy8hn3Q9GT16nPiIoi74b01nThGvO9EkVEPhaJjDJ1cLSn/LGOayteU09ej9+P8HqVCtc4PYZ6FX8MdXW4RrFjky5cA2o9KcbD4VHnFBirQyl0vRcKd4q8QwqlEEK51aGc9kP1ilcnJx+TMeVEPm3LZCGU2Q9T5O0dTVWsPo6nc/KKnVOFwpUi7xRrBPVWh3LaD9VK51NJm12j2AXptGaBanHgdK2GQS0nH0vj5FVcKKgQuFLkncI1oN46r077ITwevCUlyp686cI1ftVE3sHJg1ruMeOcj0Iin9HJK3S9Fwp3irxDmAPUc/JOFyGovZh3uuwa1fYpo8grIJDm4ibpYvIq7INJOiev0g23kLhT5B1CAqDe45tTKiioIyROuCW7RnUnb1+rIKnYTrFwTTwWQ8bjo84pMCZeFTgWhca1Ip/aQhXUm21P5+RVERInMmXXmPnZKuAUkwd1jk26m5RXMSdvLrWY7sldh2tcKvLxNE5etYOedgJZsdCGnUwTr6COuLjFyateKWqKvN3Jm9lCqs3zFApXinw0TUzer2JMPiXFDdQP1zhOvCrWdkJ5kXdYaxfUc/JOT1RxGQfUORaFxpUin84BK5ldU1KCxEHkFT1508Xk/RUVAEQGB6diWHmTTiRVecpKe5NSLSbv4OQtkVfM1BUKV4p8uhRK1Q66OfFqnrQmqgiJE+mya/zBIACRgYGpGFbepA13KHIDdqrYBfWya2IOMXnt5JNxp8hnCNeo6ORHiXwgoIzTSiWdky9RTeTTOXlFhMU1E6/mzdbJyQcCxCMRZSbzC4XrRN5KqXJBVkrceCJxEnlVU8OcMobsTj6smMirGpN3arAG6oVrMjl5FTvPFgLXibx9XdRUfOXlxKNR68QodswiDyeRV/HEjcdiIKU7nLwO1xQF2Zw8qLOIS6Fwn8ibJ2+acA2o027Y7C3ilpi8ldOcISavmpN3DNcoIJDpnkQ8Ph/C63WFk1et9XOhcJ/Ip3kMBbVWh5JSWhPIbonJO2VCgKJOPhRCeDyjFtYwnXxq2muxkU7kQa11XjM5edVMXaFwncjHM4RrVDro9ko+t4RrYhlEXjUn77TgBhztEmqKaLGS0Qwp8jQCzueUdvLJuE7k3eLk7THfVJH3lpURC4cTMW6FyOTkrWIoRUQ+bTWyIsLi5OTNegyV1nl1mkDWIp+M+0Q+l5i8AgfdHvN1cvL2z6hCuhtwXMYRHg/+igplnLxTL3ZQR1gcRd4IMXkVCtdkdPIKmbpC4j6Rz5RdY862K3DQMzl5VRcOyeTkAfwVFUQVqXhNF65RZXlGp4ljSxwVEnnt5LPjWpFP12oY1IjJ229WTuEaUO/kzZRdA+APBpVz8k59haD40/acnLx5HLwKhWt0TD477hP5DOEalR7f7PuRLlyj2smbaeIVoCQYJNzfP+njGgvp+gqp8pTllCevpJPPIYVSheu9kLhO5NNV8oF7nLxqbXlNsoVrSqurCfX2Tvq4xkLaGgZFRD6Tk1epDiOWSwqlIvtSKFwn8tkqXkGNO7sbnXy6G7Dl5KurCWuRnxRioRAIkZTnr2K4JhcnX+zHotC4T+RdUvFqF0SnildQ7+TNFq5RyslnaB4Hxd/7JRYKjVr6T8VwTSYnb4m8Atd7IXGfyGeYePUp9Phmj5nqcE3x4QYnn/q0q2K4JpOT9/r9eHw+ZfalULhW5J3WePX6/QivV4lwTSYnby2woUgmikm27BpT5Iu9JQBkF3kVsmvSirxCC95ncvKgbnX4ROI+kTccsJOTB3V6ymeaeC2tqQEg1NMz6eMaD+nCNbF4onK3pLoaGYspcRM2RdIcu4l5Ay72c8y+RKZ5U7VPWKpwDMD56TAmjx4TXyCgzL4UCveJfIbsGlBndahME69ltbUAjHR3T/q4xkO2idfS6moAJSZfzYVpRj1lKdKDJ5OT91dUEBkcVOOJyjyn0jl5hZ5KCsWEiLwQYrcQYqMQ4g0hxDpjW50Q4jEhxHbj79qJ+K5sZGpQBu5w8iWVlQivVzmRz2XiFVAiLh8LhfCVlTlOiguPp+hDadnCNTIWs1xyMROPRBBeL8JzVMp0uCaZiXTyZ0spV0gpVxo/3wg8IaVsAZ4wfi44bnPyTm0NhBCU1dQoJ/K5TLyCGiIfDYXwpoi8lBIhBP5gUGmRV2lR9XQrjZn4tcgXNFxzOfBb4/VvgSsK+F0WmVIoQZ14o30COVXkAUprawlpkZ8yYiMjo46NSpW7GUVeoXqSdGsGm6hi6grJRIm8BP4qhFgvhFhrbJsmpTxovD4ETHP6h0KItUKIdUKIdR0dHeMeiNNsux1VHt8yOXlITL6q6uTTZdeUKCTy0ZGRUU5epR48x4qTV+V6LyQTJfJnSClPBi4GPiuEONP+pkzM4DjO4kgpfymlXCmlXNnY2DjugZgH3V7kYcenWkw+jciX1dYqJ/LpahhUm3iV8TjxSGRUTN7u5Is+XBMOW2nGZv+d1Ba9KlwnWZ28FvmJEXkp5X7j73bgXuBU4LAQYgaA8Xf7RHxXNmKhUNr0SVAoXJOhGAoSIq9quCZTnjwUv5NPV6imqpM3x61quCZjTF4RU1dIxi3yQogKIUSl+Rq4ANgEPABcbXzsauD+8X5XLjg9vtlR5aDbU8OcRD7Q2MjAwYPW51QgNbtGkHjasjtghCh6kTdbFqRz8ipMvEYzibxi4Rrt5DMzEU5+GvCcEOJN4BXgz1LKR4DvA+cLIbYD5xk/F5y4sfh1OlSZiIkbJ6/weBxFfv6FFxIZGGD3X/86BaMbG9kmXoXHQ2lVVfGLvOnkVQ7XZBB5Ha5xF77sH8mMlHInsNxheydw7nh/f77YK/mcUMXJ2/fDSeTnXXghwZkzeeL665l99tmUGO6rmMkWroHE5Guxi7zZM8i14RqVnLzRaM1OqsirYOoKiesqXtMtsGyikpNPvQjteEtKOOvmm+nbs4fOTZsme3hjIh6JIDyepMIVSN6/UgXaDUezhGtUd/IqxeTNLCc7ThWvKlTvFgrXiXwsW7gmEEDGYlZ8uFiJZXHyAPXHHw9A7+7dkzWscZFuviRV5IvdyVvro2ZJoSxmYbE7YNWdfLpUUDi6Updqi95PJO4U+SzhGij+eGMsi5MHqJo7F4C+PXsmbVzjwSl+CgqKfJZwTUkwmDASRSwsucTkVRH5bOEaUOOppFC4T+SzpFCqsjpUOidvd4el1dWU1tQoI/Ixl4h8tnBNsTcpk1I6mgirD3tJCR6/v+hDTpBbuAaKv79/IXGfyGcJ16jk5D1OIp9SU1Y1d64yIp+Lk1dhCcBs2TWmyBerSKYukZkq8kKIRJZTX9/UDDAPsoVrVFnEpZC4TuRzmXgFNZy8+Rhq71meGrqpmDGDofZJqTMbN/FIJCmzJrXSEtRYOCRddo3Zx7ykyJ186iLe5j7Y+7CXVFURVkTkfaWlSeeLo8gX+fVeSFwn8rEcUiih+A96Oic/agGR6mplFg+x75OdVJGPR6NF7bxyDdcUrZNPI/JJT1QK1CtA5h5CYLvei/h8KjTuE/lsTl6V5dnSTLyOWkCkpkaJixFGO3lre4rIQ3G3NsiWXVOiiMiny64BKFXIyaebAAd1rvdC4k6Rd0NMPs3Eq9NSgKGenqIOb5jkml0DRS7y2bJrKisB9cI1qU7eTSJf7Nd7IXGfyIdCadsMgzox+XTFUE7hmlg4bIUQiplcsmtKFOhEacXkFQ3XRHMQ+dLqaiUmXqMjI2mfqECHa8ClIm/evZ1Qxcmna2vg5OShuEXRxDVOPsdwjXbyhSUejSJjsdycvBZ592De2dOhlJPPQ+RHFJh8zani1difYhb5XHrXQPE6ebeIfDTLzRZ0MRS4UORjDsURdpRy8rmEa7STn3RiIyMIjwePz+cs8sY5VuxOPtvEa3RkpKhbWadbcyEpXFPkN9zJwFUiL6U89py8IYoqOHm3ZNeYi3gLIRyPjfB48FdUFK2w5OrkgaKOy+ci8tYkeJGvuVtIXCXy9lhpOrx+P8LrLfoYnVNvEUgujAJbeEMBkU+XJ59UhKPAwiHmIt6QPPZUB6mKyJvnlH38ZbW1AIx0dU3y6HInXb2C/RrxeL34KyqK+nwqNK4SeXvWQyZU6CmfczGU4biKPX4KziXokLxP5sIhxRx+svdLyeQgi9UFW9k1KeeXffwBY73l4SNHJnl0uZOLkwejfXWRHovJwFUiby3LliG7BtToKW9faDnTCazS42guE69Q/AuHpHvKGlVMVKTHJJdwTaChAYDhjo5JHl3u5CryqlTvFgpXibz98S0Txe7kZTyemKTMwclbHQ+LVFDs5OLkofg7UdrnfdI6+SJ+GslF5MsNJz9UzCKfpb2EST5Ovu3ZZ7nviiuKfr2JfDgmRb7Ynbx5guXi5D1eL77ycmVE3t7726zSVU3kYzmIfK7FRL179rDuRz+a1IrlvLCXZHAAACAASURBVJx8EYdrovk4+RyOhZSSO888k9b776d7+/aJHewU4iqRj+URky9qkTdO3lycPCRCNkqIvK2KV0rp2IUSin8JwFzCNbmGCF78v/+Xv91wA9vuumviB5qGXETeX16Or7y8uJ18HjH5XI7FwIED1uue1tYJGmV2+vbtK+jvd5XI5+PkizlcY/X7dpvI2xZ0sffFV83J5zTxmmMxkcfnA5hUkc+lrQEkQjbFHJM3M+R8gUBWJ5/LsejZscN6PVlOvnv7dn45dy57//a3gn2Hu0TeOOjZnLwvECjqFMp0Tiv1tYlKIp/TZHKRiHzn1q3seuSRUdtjoVBO4ZpwX1/WMIy5FsDgoUMTMeScyKUYChIZNsW8VoG5PKG/oiInJ7/hV7/iua9+Ne3vs4v8ZDn5vr17QUo633qrYN/hLpE3nLw/S3aNv6KiaKsRwZ1OPh6LIePxnJuuFcPCIXesWcM9F188KrQXHRnJKVyTS1/8wYMHASZVTGOhkFWxC+lFvmr2bPoLHEoYD+bTuL+8PKuTjwwM8Ne1a3npO98hHo06/r7eHTsQXi+Ny5ZN2mprI93dAAy0tRXsO1wl8rnG5AN1dUVd5DEWJx8pcpHPZ59Kq6uJRyJT3lnTPEf2Pvlk0vZcJ14he/2CGQeeVJFPacedVuSNpSWn+mabjlydfMMJJyT9nC4U07trF1Vz5lAxYwbDnZ0TPFpnzCLG/v37C/YdrhL5XGPyZfX1jHR2pj15zZjlVBFLU6yS+tpEBSefzz6VFkm7YXMcB154IWm72dYAMufJQ+b2DDIet8I04b6+SbuppaayZhL5yOBg0RqiXEV+/sUXJ/3c8eabjr9v4MABgs3NBOrrJy2rSDv5PMm14jVQX088GnV0WVtuv50fl5UlxecmG/uEErhM5PNoumZeAFNBeGDAEujUC97e1iBTuAYy934Z6ekhHolQbzjNycpkyVXkK+fMASjaheIjQ0MIjyd7CmUwyHvvuou/e/ppALq2bXP8fYOHDlExY4ZlAicDy8lrkc+NWI5O3soBdjiQf73uOgDanntugkeXO9GUyt1sIu9XQeTNeYYcRD5QXw84H5/Jonf3but1qsjnkl2TS7jGfK+2pQWYvJBNdHg4qSo8nchXz5sHJMIYxUhkcBBfeXnaRnF2Fn/oQ8w+88xEamuaPk+DBw9SMX06gYYGQr29k1IQZY5lYP/+goXFXCXyuYZrLBFJuXillNYj4JFNmwowwtzI18mXVlURGRxMO6FUDOQTrjFvwpPlppwYMrNdhBh1s8klu6Ykh3CNeWOuWbAg8Z1FJvJ1xx+P8Hjo2LhxUsaVL5HBQfwVFUD2a8SktKbGsWNrZHiYUG8vwRkzLH2YjDCV+bQaGRwsWEaZq0Q+1941ZWmcYqi3F4y7abq43WSQt8irsNBGHuGasjQ34clk2LjA6xYtShqH2c46a++aPJx89fz5wOTd1CJDQ1bPe0gv8v7ycmpbWqb0WsjEWES+zFgTORVzbqTccPIwOU+S9rEUKmTjKpEP9fXh8fszrvEKR5186kVlL/yYyrLmfEXeags7hTHsbMTzCdfkcJFJKdn2xz8SKVC9g3lu1C5enDSOeCQCUk6Ikzfj9VVGWGSyJjhzdfIAjcuXF63IR203q3ycvJPIm09uSU5+kkTeXONioEAZNgUXeSHERUKIbUKIViHEjYX8rpHOTgL19QghMn7ObKM6ePhw0nbzcXnaySfTv2/flIU/3Cjy+Uy8+svL8ZWVZXTye598kgc/9CFe+PrXCzDao4Jb29KSlIll7UcOrYYhi5M3wjVVs2c7hoUKRTRHJw8Jke/dtSvnp0QpJV1vvz0xA83CWMM1TiJvthYINjdbJmMyJsJDfX3UH388ULgMm4KKvBDCC/wncDGwFLhSCLG0UN833NVFWV1d1s+V1dYSaGyka8uWpO3mQZ2+ahUyFkvqZTGZWCKfRUhMSg2RL+aFQ9L1ME99DSCEoCxLGtvh114DCleZONzVhb+iguDMmUmZWPb1XSH9fnj9fnzl5Rmza8zfWVpbS1lNzeSJfJ5OHqBjw4acfvemW2/l1sWL2X7vvRMw0sxMZEzezCCqmjuXiunTgcmpQo4ODVGzcCFQuHCNKGShgxDidOAbUsoLjZ+/DCCl/J7T51euXCnXrVuX9/fc/cyt3PC3LxIZGAQhqJw1K+u/GWhrQ8bjVpoYJB6th9rbqZg2jcHDh6mcNStrfL8QjHR3M3zkCDULFyCEh87hTrqGE85yVtUsAr7kMcXCYfr27KFixozEykpFSGRoiIH9+6mcPRtfWRnReJRdPYmsjcqSSqYHpyd9vm/vHjw+P8GZMx1/38CBA4nsirIyKmfPnvDxDh4+THRoiEB9PYOHD1M9bx4ev594NELvrt1UTJtGSVUVvaFe2gcTT4DTg9OpLKm0fkfvzp34gxWUN01z/I5QTw9DHR3ULFhA3969+MrKLIEpJL27dyd9147uHcRlnBJvCXOr5yZ9Nh6N0rtrF+WNjdbcjxOhnh6klIR6eohHowU7Lnb69u7F4/MRnDmT4egwbX0Jkawtq6WhvMHx3wx1dBDu67Mmu63t7e2E+/ut7d3bt1NWV2eFbgpF4hwJgpRc1XwZ//7p34/p9wgh1kspVzq95xvXCLPTDNjrotuA0+wfEEKsBdYCzLEJbl7s66B+Q8IFVTY3M2um474mcfiQh+633+a4ExZbj9ZHujfTcaCd+cvfwa7XH2HmnFlUz5w/tjGNgyNdG+k4cITjz1xlhZ5mBGfQH+5nIDy6HUNkeIjWF/cwvXkWtTMXTvZwc2Jg/372HdjP/JOWWk9bZ849kxnBGezpHZ2HvXdrH/FYjHkrnY/lzjceJtQLHm+ExadlP9750tb6DJFBDw1zF9H2+mHmLzuestpaQr297Dywm+b5C6iamRDEhvIGYvEY3SPJ4bIdrx2iTNTQnOZ8TBznDo4/cxV73urGEyphzskTvy+pbH+ljeCMRmYY41rVvIoFtQto7XJ+Knr7lTaqyquZvtR5bMOdnex+86/Wz76yMmQ8zqICHBc7O147RFltrfX/W+GvoLqsmgP96Z/AOzo3cqRtE0vOOAVsYd19258mOiSYb/yu7S/vIxiotf6PCsW253dRs2A6004+mXcsuqQwXyKlLNgf4IPAr20/fwz4j3SfP+WUU+RYGOrslDcJIW8C+Zdrr83p3+x/4QX5o9JS+UOfT+579lkppZRPfu5z8sfBoIyGQvLHwaD802WXyZHe3jGNaTw8/aUvyR/6/Tl/Pjw4KG8C+dL3vlfAUY2PrXffLW8C2b5xY06fv+/975e3nnBC2vf/o7FR3gTyJpDhoaGJGqbF7WvWyD+cc47c8+ST8iaQe556Skop5YFXXpE3gWx98MGsv+P3q1bJuy+6KO37T/7zP8sfV1RIKaW8+6KL5O9WrpyQsWfjZ7W18vHrr8/58787+WT5x4svTvv+KzfdJG8C+buVK+Xj118vX/z2txPHZXBwIoablluam3O+3k1e/dGP5E0gR3p6krbfesIJ8t7LL7d+/u2KFfJP733vhIwzHfF4XP7A45HPfuUr4/5dwDqZRlcLPfG6H7A/s80ytk0ogbo6GpctA8gpJg8w8/TT+dj69cRjMTb++tdAIkxSVluLt6SE5jVr2PHAA/zPypWTPqEZHRnJK0zkCwTwlpQU9cRrPKXpWjYy9ZSPR6MMHzlC+bREGKQQWSnDR45QVl8/qsWCVUpvm7hMR7YWt5H+fuspMjCJVZapMflsVM2bl7Egqnv7dgL19Xzs1Vc592c/s0KghazihMTEtdk+IlfM42mPy0dHRujeto06YwIUEqmUA0bzuEIRC4eR8biVXVMoCi3yrwItQoj5QogS4CPAA4X4ornnnQccFZNcaDjhBJb+/d+z8+GHgaMiD3DqjTdSUlVF9/btvPX7scXJxkq+F6EQgrK6uqwisf7HP+bFb397vMMbE6l58tlIN0EGRv68lNQvWQIURuQHDh4kOHOmJQpmdonV+dCY8MtEtr74ob4+K9WyfJLa+sp4PGEi8hCWqnnz6Nu9O21FZk9rqzV5CFhzYoXsxxKPxQj39VFiHJ9cMZfLjNi60La/8QbxaJQZpx2NJAdnzLA6hBYKexfNQlJQkZdSRoHrgUeBLcBdUsrNhfiupR/7GEDSyZYLDSedxHBHB6HeXkI9PVamypyzzuIfe3tpWrGCLbffPuHjzUS+Ig8QnDUro3Pq3LKFpz7/eZ7/P/8n0RirvX1SKxmtQrVcRb66msjAAPFYbNR7Zupr/dJEotZEZ6WEBwYI9/URnDnTEpFQipPPRSTLamsJZXi6CtucfPn06UQGBwveAju1ZUYuVM+fT3RkJO1NqLu11WrNAFgTroVc8ch8QirLMBnshNPC94deeQUgSeRrFi5kYP/+nJYNHCtmC2vVnTxSyoellIuklAuklN8p1Pc0LV/O2j17WPGZz+T172qNm0LPjh1JTt5kwWWXcejVVye1N8xYRL5qzpzEAgRp2PHgg9brzq1bue3UU/ntsmV0bt065nHmgxXmyDH7x8zkcAp3DBkiX1cgJ2+mzjo5+UgeTj7Q0MBQR0daBxy2OXkz02UopXZjIujds+do+fwY3GOmHjbxaJT+ffusgi5I5JrD2Ip7oiMjvP2nP2Xt42Iej3ydvJPId2zcSKChISmTK9/U0bFg76JZSFxV8Vo1Zw4erzevf2M6/+7WVkIOIt+8Zg0yHufgyy9P2DizER0eztp/J5XK2bPp37s37cWx39Zw7aVvf9vKC97yP/8z9oHmgelQcxUXp9ipienkGwwnP9GxbLvIe/1+fIHAKCefq8jHI5G0BsEeUy5UbraUkt+/4x38R10dQ0eOjCq0ywVTwPtsTdtMhtrbQcokgfQHAviDwTEtHfj817/OAx/4AK333z/qvQ2//jX3XHop8WjUqgkZq5O3h2u6tm61Qn8mTYbIt7/xRl6/Px9cEa5RgerjjgMSccWR7m4rXGMyY/VqgMkX+TE4+cjgoOPkq4zH2f/885x47bVUzprF1jvuoHzaNAKNjRnd/0QSGRjAX1GB8OR2ymXqKZ/q5Ie7upBS8vQXvzghobVBQ+QrDOGyTwLnM/FqVlanK+oK9/VZolMokR/q6LDOicPr1lnCkle4xnTyDiJvjjc1v7+8qWlMcww7DHF/y8F8PP6Zz7Dr4Yd567bbrJtuab5O3niStN94u7ZsSZp0hcTTSPVxx7Hp1luR8fTFVePBNeGaYqfEqGrs2rKFyODgKGdQWlVF5ezZaXtQF4KxiLyV0eAg2p1btzLS1cWsd72LeRddBMC7vvtd6hYtmrTl3ezViblg9ZRP4+S9paVUTJ+Ot7SUka4udj3yCK/edBN//vu/H/dYu7ZtSxTVGWEH+wRqNI8L0+rBk0nkC+zk7WuH9re1WU4+H/dYEgwSaGhwDNdYIj9jRtL2sYh8uL/fus4OvvRS0nvxWMzKzNrz2GOWk89UoOWEPyVcM3TkCMOdnaNEXgjBO7/+ddpff509jz+e13fkinbyk0jNwoUcevVVgFFO3nx/shb2hfwFEUiq1EvFDNU0n3EGZ998Mx9+4glOuvZaKlPi+BM177Dx1lt59B/+IWlt1MjAQM7xeMju5MunTUMIQaChgeGODnYZGVIBI4V275NP8syNN1rdJPNh55//zMzVqy2XXVJdbYmKWWWbS1iwPJvI21MoGxoQXu+EN6nq3Hw0z6G/rS2viWM76dIozQyUiXDy5vzQ9FNPTUx62o5917ZtR9uAb9w4diefIvK9O3cCzgkbiz/8Ycpqa9n8u9/l9R25op38JFKzcKHlIAIOefa1LS2T2pUy1NeX98lbu2gR4LzqTceGDZRWV1OzYAElwSBzzjkHSMTxzfYOOx9+mJ9WVbE/Zam7fJFS8ugnP8nG//7vpHmA8MBAXi0XMsXkhw4fpsLIkTdbUJgTZMOdnYx0d3Pf+97HK//2b+x4IL+M3U2//S2H169n4fveZ20L1NdbGTzmQhW5kMnJR0MhYuGw5eQ9Xi+1ixZxZPNmBg4cYM8TT+Q17nR0v/02JZWVVEyfzkBbm5Utkm9+ed2iRXQ5TNJPZLjG7CW16IMfTPxs+z7TZM055xw6t2yx+kzl6+R9ZWUIr/eoyBs3LrPdc+pnZ59zjmUAJ5p80nHHgxZ5jmbYQKK17Kj3W1oYPnLEWXA6Ougx3MBEYX+Mz5WSigoqZ82i20HkB9raqJwzZ1R3zsrZs4mFwwy1t7P70UcBePl7jm2FcsYuaEdsLtKMyeeK+Vhtujc7g4aTBwg0NTFkiLyZn73v6aetrJx8VjWSUvLSt77FjNNO4+R//Edre6Cx0dqvyNBQzvuRqZuhKTL249x40kkc2biR29/5Tu4+7zy6J+DpsWfnTqqPO85KsQ2PMSulcfly+vftG/VkNHDwIKU1NaMSBcqbmhKZRXnEszu3bMHj97Pgve8F4Igt1GQmCix473uJRyLWHFm+14kQgpJg0Jp4NZ28k8hD4ubWu3NnQTrS5jO/Mx60yHM0XQoYNcsOtgwcBzf/56uu4p6UhYLHg5SScF9f3k4LEiv5ODn5/n37HJu2mRkRg4cOWTeq8a6IZQ//2EMF4TzDNSUORSsmqU7+8GuvEerpYfHf/R2Q6IRoko/Id7z5Jj07drDsU59Kyuc3UyHBCKXleFGWVFXh8fsdnbx5EzLDBwANJ55I765dlqBt+NWvch57Onp37qTmuOOobG5OCoHk+6RoVpSnphSa66KmUt7UhIzF8qrC7tqyhdqWFmpbWvCWlibNJ/Tu3o0vELCeQnc+9BDlTU14s6wd4YR9TeTeXbsINDSkfcqsXbQo0aTNYdJ5vOhwzSQy++yzrddOF7BZ6JEal+96+232PP443W+/PWFFLLFQiHg0mnTx50rt4sV0bds2Ko2yv63NsSOgfbLPXBhivH30zYnf0urqpIs0MjiYV7jGFwiAEKP+X2PhMEMdHZawlE+bZq3mteC978VXVsaOBx/EV1bG9FNPTRL5fc88Q2+GRanNG1zzGWckbS9vbCQ6NERkaIhwf3/ONytrziCDyNtv5gsvvxxIzK9MxDyQjMfpNZx8+bRpDLW3j13kDSN0JFXkjXVRUylvagLyW9Kwc8sW6pYsweP1Urd4cVIr8L49e6iaM4e644/H4/cTHR62sqvyxZ8i8ulcPBy99rsL0CPfeporcOdYLfIk8npX/su/cHqaBShqFiwAIUY5+Q2//KX12i5o48GMmeb7GApQt3gx4b6+pIKaaCjEUHu7o5M3hbJvz56E2589GxmLjavniOnkZ515ZlLmTr4Tr0II/BUVo8I1HRs3ImMxGk46KbEP04628W1cvtxKiZ317ndTd/zxVm739nvv5Q/vfjd/vvLKtN/Zb0x6BlP+r8qNVMihjo7EwjQNzm1snUgr8uYFbruZNy5bxnVtbVz53HNUz58/7t4v/fv3Ex0ZSYh8Y6M1XyG83rzjwBXTpxNobKQ9ZZWowUOHCKZx8pC7yMfCYXp27LCepOuXLk26pvp27aJq7ly8JSVWJozTU3culNp6CmUVeWOuqxBzcpGBATw+X86tPsaKFnmDs266iTXf+Ibje76yMipnzaLHdqCjIyNs+n//j2knnwwkx5/HQ3icIg/Jk69WYY+TyBsCecjo4T/rzDOB/EIcqfS3teErK6PhxBMZOHjQismG84zJA0mxU5PD69cDMP2UU4CjYgKJwhizNH3JRz+aEMr9+4mGQrQaE7CH1q0jlqa/0UBbG6U1NZSkjNM+gTp85MiEiLxVsZlynCubm6mYPp3KWbPG3ftl39/+BsDM1aut8Enf7t2UVlVlXT0tFSEETSlLAUopGTx0iPIJcPJdb7+NjMUs4TZXpOrdvZt4NErnW29Rf+KJALS8//1AojZkLJTW1DDS3U08FqNv796MIh9oaKC0ujqrkz+0fj17nngia6WuHfOpMN9jkS9a5HOk7vjj6bQ9Pr79xz8y0tXFu77/fYTXS++OHRPyPU6P8bliThrbsxJMoXBy8v7yckqqqqzeHZbIZ4k/Hn7ttbQd+oba2wk0NRFsbkbGYkdj2Xk6eUhkHdhFfu/f/sbTX/gCgfp6y7HPPvtsWt7/fi4ximfO+uEPuWbLFk742McSF6+U9O/da4lTPBKxbmqp9Le1WSX5dqyipo6ORPdL4+dcMFM8UzH/X+w3KTvB5mYGDx0ac+js0Pr1vP6zn1He1ETTihXWPnS3tuY96WrSuHw5RzZtssYU7u8nOjSUOVyTY9Vr++uvW98BiZu08Hq555JL2H7ffURHRpj2jncAcPpXv8r5P/85y667bkz7UVZXx0h3NwP79xOPRDKKvBCC2kWLMjr56MgI/7NyJXefd15emTjhgYExhWXzRYt8jjScdBKdmzczeOgQz/7rv/LU5z9PbUsLc887j2Bzs2PlaLi/3+q+mCvjCddUzZ6NLxBIcvL9GUQeEo/h5mTazNNPB45WfDoRGRri96ecwt1G189Uhjs6KG9sTOpfEo9GiQ4P5+3k/cGgFa6RUvKXj3+c0upqLr/vPsv9VDY3c/k997D0ox8FEk3BzDUzzYu3e/t2OjdvpsVIi3RKBQRj7iJDWKtnxw7C/f15OflyW2aOHTOkFkhzw6icNSvRSG4MxVEHX32V208/na6tW1nzrW8hPB5LdHtaW/OOx5s0LltGLBSyBG/Qtvh1KoH6ehAiZyff/vrr+AIB62m0avZszr/lFoY7OnjwQx8CoMkQeY/Px/LrrnNMd84Fs3FcpvRJO7UtLY5OPjwwgJSSfU8/bW1Lev3MMxnrNOx1EoVEi3yONC5bRnRkhKe/9CVe/t73GD5yhOWf/jRCCKrmzBlVOdr27LP8tKqK577yFSARNrnzrLPY9sc/Jn2uY+NGDhpOGsYXrhEeD7UtLckib4wrnchXzT263FvNwoWU1dYmrW070tPDnz/6UaujoJlqmW4OYqijg0Bjo5W5M3DgAD3GU062iymVkmDQmnjt37eP/n37WPXFLzIrZWI0Heb37XrkEWLhMAsuuwyPz5fWlQ0eOOC43GD13Ln4g0H2PvkkQP7hmq6uUd00h9rb8VdUjAoNmZjhtbHE5V//2c8oqazkU7t2sXztWuDovEKop2fsIm827TKeisynRKf/M4/PR6C+3hL5kZ4envva16y+Q6kcfu01Gpctw+M7uljdsk99iqteeIHK2bNZctVVY47Bp1JWW8tId3fSuq6ZqF+6lL69e5OazQ13dfGLWbN45Npr2fWXv1ghXbM2ZMdDD/GHd7+bO9asceykCmN7uh0LWuRzxGxY9NbvfkflnDlc9eKLnPy//zeQyDdPdfJb7rgDSKR6AWy76y7ann6aBz/0Iavd68FXX+W3y5Zx22mn8dCVV7Ln8cfHFa6BRMimO8XJl1RVpXUM5pxCxfTp+AMBKmbOTBL5N3/xC7bcfjsvf/e7ALQ98wyQ/iZkOXnjwu/bu9fKWmkwYqq5Yg/X7H/+eQCa3/nOnP99cOZMPH4/2++5B4Bpp5xC9fz5jiIvpWQ4zaSq8HhoPOkk9hoFSunctxOBhgaQclQq4VB7e9pQDRy9KY9F5Ds2bGDGaaclrU9qH/NYRb5+yRI8fr81+dqbRSTLp02zngof+cQneOlb3+Kl74xuRBuPRjn06qtMX7Vq1Hu1LS1ct3cvl952W859j7JRWluLjMctM5RuHWGTuRdcAFLyxPXX819NTWy98042/OIXhHp72fyb3/DaT37C7LPPZu7553Pg+eeRUvLqD34AJJ4aO9PM12knX2TYBeqEq69m5urVluuomjPHqhw1MR8FzYmjnX/+s/Xe3qeeAo5m5xz3nvew9c47efDDH7ZCCU7tFXKhbvFienftssJEA2nSJ03MnuzmhRqcOTNpsQSzXYAZxzb3K9zX59jH3XLyzc2U1day569/5a+f+lTiu/J0YvZwjfm4nM+NwuP1Mn3lSgYOHLCyMmoXLXJMTYwODxMLhdKuLNa4fLk1WZqvk4fRVa/ZRH6s7XpjkQhdW7ZY2Ucm5U1NVj+kyjFOWHpLSqhfsuRouu3evSCE46Q+QM1xx9GzcyexcJjdf02sAbvltttGFUgd2bSJ6NCQFS4sNGan2c7Nm/EHg1mFdvopp1A+bRrb7rqL4SNHWP+Tn/DWbbcl1dccd+mlNJ9xBsOdnRx65RX2P/ecFR5M18kykmcV+FjRIp8jHp/PiikvTWmCZa8cNTFT92KhEJ1bt3Jo3TpO+MQn8FdUsOPBB5FS0nrvvSz56Ed5/4MP8rHXXmOku5tXf/ADSqqqxrxKfN3ixch43AqR9O3Zk1Hk55x7Lv5gkHcZla4VM2ZYTt50WAAdb7xBLBJJyryxV/oe2byZwfZ2okNDlDc2IoSg4cQTab3/fka6u5m+alXelX1+W7hm8OBBAo2NOS8faDL3/POBRCqc1++ntqWFntbWUVkQptNObTVtsvCKK6zXdUZaXS6MVeQD9fV4S0vzdvI9ra3EwmEaU0TeY0ubbLKJU740Ll9uzeH07dlDxfTpaReCMXP9D77yCtHhYY679FJGurpGVfIeePFFAGZMlsgbN/LOt95ynE9IRXg8XHHvvcy74AKWrV3LwZdeonPzZk765Ce58NZbOf1rX2PZpz5l1Ve89N3vImMx3nH99fgCgVFppybayRchH3r8cd79gx+MusjNVC4zbi2lpG/3bqvj466//IVQTw/TTjmFeRdcwM6HHqJ7+3aGOzuZYxRiNa1YQXDmTGKhELUtLWNOqzIzbLqNoqieHTuS2jakUtnczD/191vjMJ18PBajc+tWosPDzD3/fOLRKD2trfTu2sU0I33RXPVoqKOD35x4In+84ALgaPx3zrnnAvDBRx/lKuNCzgd7uGYgTdFNNk689lqOv/JKLr3tNgBqQhtmQAAAESpJREFUWlqIDA6OWtrNFPl0T1Dzzj+fWWeeybu+9728xmGJfEqWycCBA1ZrBieEEFnTKKWU7H3qqaQVvsw5GPsiHqmkuvx8aFy2jIH9+xnu7KRv796M8ezalhaiw8NsNUKXp3z+88DRNFiTAy++SPm0aVZL40Jj3si7t2+32klnY+bpp/PBRx/lzO9/39q25KMf5aRrrmHNN7+Jt6SE2pYWAo2N7HjgAYTXy4zVq2k48UQ63njDuhbt5FNYNx60yOfBzNWrWXXDDaO2p7b5HTx0iOjICPMvvBBfWRlbjR7nDUuXsuDyy+nft4/1N98MJDruQeKinnfhhUB6N5kL9lz54SNHCPX25rUkYu3ChcSjUfr27KH9tdcAWHLVVQAceOEFwv39NK1YARzN9d76hz8ARyfkaowqwVO/9CU+uX078y64IO/FXCA5Tz5d0U02qufO5T23326V5ZsVjF3bttH6wANEjNa75upS6TI2hMfDR55+mtNuvDGv7y936Ck/ePgwwx0dVqgsHcFZszK2gn71ppu465xz+P0pp1hZWZkyXk77138F8p8bsWOffO3evj3jZLp53r1xyy00nHgis848E29pqaPIz1y9uuD54iZltqfkfM+pstpart6wgbV79ow6V4QQNK9ZAyRuhv7ycppWrKDjzTd57Sc/4dcLF3LQlmIZ0SmU6mCGQ8wL0owf1y1ZQsNJJ1kxubolS1j0gQ9QUlXFmz//OaXV1UkX+sp/+ReArBd/JkqrqqiYMYOurVut2HM+Im9+d+dbb3F4/Xp85eUsuOwyALbeeSdwdCEVU+QP2bKDAMvp+8rKMj5FZKOkqoroyAixcDhRPj8GkU/FFPm/3XAD911+OY8ZudahLE5+rJiCYhd582Zo3izTUb9kCR0bNjhmZ8SjUV696abE60iEtmefBY6KvNNTwimf+xz/HI2OKw5sivy+Z56hf+/eUWEhO1aMXUpmn3UWXr+fphUrkuoUNv/+9/S0tlo9aSYDsy03OBcJZqPxpJPSFmKZ14ppjBqXL2e4s5NnjRvs9j/9CUgcv+jIiBZ5VSirrcVfUWFl2JiTp/VLllgFRoH6eoIzZlASDHLK5z4HwPEf+UiSw21YupRPbNrEGUYmy1iZvnIl+59/3soiyUdozX4gnW+9xeHXXksU0tTVUbd4sbV4ghnnNkV+pLs76caULi0wX8zY6UhXV6IR1hjCNalUzZlDaU2NVXzTet99ie8wY/JjzL1Ohz8QwF9RwZBN5M2bfmOW2HjzmjWE+/sdm8bt+9vfGD5yhPfccQfe0lIrvXPw4MHEZKKDkAshxvREZaeiqYngzJnWspGZQj8lwSCnf+1r1C9dyqovfAFIGID2115DxuO03n8/f/n4x2lctmzMhU1jwW9bkMesnJ4oTrrmGv45GmWVYdjMG7m5WIt5nKzlMHW4Rg2EEIk0SiOlrGvrVnzl5VTOmmVN0ppiD7D6K1/h/J//nHfZ4nsmDSecMG6RnHPOOfS0trLrkUfwlpRY1aG5UFZTQ+WsWRx48UXa33jDSrE8zmj/Wj1/PlWzZ4MQlsiHurupmD6dv3v6aa4aZz/6pLGYsdPWVuKRyIQ4eeHxcN5//ieVs2dzwic+Qbi/n8jwsBWuGU+oLB2prQ0Ovvwy1fPnZy3mMSfyzAwnOweMlZPmX3IJ9UuWWGmzYw1r5UPjihVWfDlbfP+d3/gGn9i0yXK+0045hXB/P9vuvpvHPv1pahct4qqXXko7eVtoCjHZa7+RzjjtNCtl9bhLL7WetJx6FxUKLfITRM3ChZZzPvTqq9QtXozweGhasYLL772XC379a+uz3pISll93Xd6LEOeK6bS33nEHdccfn3c71oVXXEHrffcRGRhg9llnAbB87VoWXn45777pJoTHk2jyZIj8cFcXpbW1zD7zzAlNg7NnQcDoJebGypKrrmLtnj1WUdVQe3vCyQsx5vqETJRPm2ZN9EopOfDCC1bsNhPV8+Yx74ILWPfDH45atav99depWbgwsTzlnDmWwRjrBHU+mKmBwuPJ2j9GCJEUa59rVEo/9JGPIDwe3nPnnUnOerI489/+jap588bc/yZXPD4f127dylUvvkj90qUMHT6MlNKaa9IplApRt3gxPdu3s+eJJ9j//PNJaZYtV1wx5hLssVC/dKkVPhnLJNvy//W/rNfHvec9QCKWfcV997HoAx8AjCXxbE6+EPs3SuQnULyEEFbceujwYUa6uiirrZ2wghs71fPmWSm1vTt3MnjoEDNzLOpa8+1vM9zZyUspIbz2N96wQgFVc+daocKhNA3DJpIlV13FzHe+k8vuuSfvydKqOXNoXrMGfzDIBx5+2OpHM9mc+sUvsnbXrkmZ7K2YPj3RJG7aNGKhEOH+fuum7ddOXh3qFi8mOjLCo//wDwRnzmTFZz4zZWMRQnDGd75D5Zw5HHfppXn/+4YTTuCaLVv42Pr1aR+j7Ytbj3R3T/iEJSQXrUD+mRDZsHdKHOnuLkioBhLpjH179iDjcWtZP/saBpmYsWoVJ15zDa98//vsNMI2od5eenfutHq5VM2ZQ7ivj5GenkkJ1/jLy7nq+edpsdUO5MN7776bqzdssDKejhWs8+3w4aNOfhJE3pf9I5pcMCcs+3bv5uybbx61HNpk03LFFWO+CAGryVc6So3FrSNmpWghRL5A4RqTJCdfoBsVJOYxYuEwAwcOsPeJJwjOnGmluubC+T//OQdffpmnPvc55l98sVVcY4m8kavevW0bod7egodrxkuhb0LFit1UTNaCIaCd/IQx8/TTmXPuuVTOns1JRhm/mzGdfCEnLM0Jq4EDBxLNvCb4gkhy8l1dBQupmUU+PTt3svfJJ5lz7rl5hQm8JSWceuONdG/fzv7nnrMyg6xwjRFXNtc9LXS4RjM2zPUbBg8fntSJV+3kJwiP18uHHnuMyNDQhKUQFjOl1dV0btmStVJ0PHi8Xkpragj19Ey4i4dEKl1JZSWDhw8T6u7Ou0tmrphVyFvvvJPhI0esSuB8aHnf+3iqtpY7jSytmgULLEdsOnlT5IvdyR+rmE3i7O1PdAqlYgghjgmBh8TEa7i31yoiKpQLNpuamamcE015U5Pl5Cc6R96ket48ymprefOWWwCYOwaRLwkGueKBB5h7/vkEGho456c/td4rb2rCW1pqifyxGg4pdszzK9TdrZ28pvgpq6lJCtcUKp5du2gRB158kaZCify0aQweOsRIT0/BJl6FEEw75RT2PP441fPnp+3tn41ZZ5zBh4xujkm/3+OhcvZsq8JZO/nixB8I4C0tZaS72+oImm/TvrEwLicvhPiGEGK/EOIN488ltve+LIRoFUJsE0JcOP6haoqJkupq4tGo1bGyUAK5+qtfpXnNGk74+McL8vvLm5ro2bEDGYsVbB/g6Lqk8y+5JMsnx4a9VXSmxmeaqcVcsMRa37UAKbupTISTv1lK+QP7BiHEUuAjwAnATOBxIcQiKaXzEika5TAnRc31YAslkLULF3KlsdpOIaiYNs1qLFeocA3Aik9/mumrVlGbR5vifJi+ahV7n3iCytmzJ63RlyZ/Sg2RF0JMSqgGCheTvxy4U0oZklLuAlqBUwv0XZopwBT5vt27E5WiY1xtaKoJ2Hq62xtXFYLpK1cWpKIWYNUXvkDdkiVWjxhNcWKuLxvq65uU9EmYGCd/vRDi48A64AYpZTfQDLxk+0ybsU3jEuxOvqymZlIeOwuBfeGOuglaQ3QqCNTVcW2adXc1xUNZXR0DbW0Irzep5XEhyXplCiEeF0JscvhzOXALsABYARwEfpjvAIQQa4UQ64QQ6zpSFlbQFC+WyO/aVbBJ18mgwdY9szyPtVs1mrFgxuSHjxzJaxnJ8ZDVyUspz8vlFwkhfgU8ZPy4H7CvOTfL2Ob0+38J/BJg5cqV0ukzmuKjxBD54Y6Ogjd5KiRme4Fgc7OOZWsKjinyUspJa+swrnCNEGKGlNJcR+19gNn4+gHgdiHEj0hMvLYArzj8Co2i2GPwhcxKKTRCCD575MioNV81mkJQVldHuK+P6PDwpIVrxhuT/3chxApAAruB6wCklJuFEHcBbwFR4LM6s8Zd2DNRJuuxs1CMddF0jSZfgs2Jqcl4JEJ5sYRrMiGl/FiG974DfGc8v19TvJRUVBCor2e4szOv5QU1mmMZc6lQoHgmXjWadAhfwiMUKvdbo3Eb9vmryXoC1iKvGTtGHLtOi7xGkxN2J29P3y0kWuQ1Y8Zcmb6mpWWKR6LRqIG9AGrGaadNynfqBmWaMXPuf/wHK2+4YVKXNtRoVOe8W26hZsGCvNdeHita5DVjxldamnUFKY1Gk8wK2xrKk4EO12g0Go2L0SKv0Wg0LkaLvEaj0bgYLfIajUbjYrTIazQajYvRIq/RaDQuRou8RqPRuBgt8hqNRuNiRDH10RZCdAB7xvjPG4AjEzgcVTgW9/tY3Gc4Nvdb73NuzJVSOi5tVlQiPx6EEOuklCunehyTzbG438fiPsOxud96n8ePDtdoNBqNi9Eir9FoNC7GTSL/y6kewBRxLO73sbjPcGzut97nceKamLxGo9FoRuMmJ6/RaDSaFLTIazQajYtxhcgLIS4SQmwTQrQKIW6c6vFMFEKIW4UQ7UKITbZtdUKIx4QQ242/a43tQgjxU+P/YIMQ4uSpG/nYEULMFkI8JYR4SwixWQjxT8Z2t+93mRDiFSHEm8Z+f9PYPl8I8bKxf38QQpQY20uNn1uN9+dN5fjHgxDCK4R4XQjxkPHzsbDPu4UQG4UQbwgh1hnbCnKOKy/yQggv8J/AxcBS4EohxNKpHdWE8RvgopRtNwJPSClbgCeMnyGx/y3Gn7XALZM0xokmCtwgpVwKrAY+axxPt+93CDhHSrkcWAFcJIRYDfwbcLOUciHQDXzS+PwngW5j+83G51Tln4Attp+PhX0GOFtKucKWE1+Yc1xKqfQf4HTgUdvPXwa+PNXjmsD9mwdssv28DZhhvJ4BbDNe/wK40ulzKv8B7gfOP5b2GygHXgNOI1H56DO2W+c68ChwuvHaZ3xOTPXYx7CvswxBOwd4CBBu32dj/LuBhpRtBTnHlXfyQDOwz/Zzm7HNrUyTUh40Xh8CphmvXff/YDyOvwN4mWNgv42wxRtAO/AYsAPokVJGjY/Y983ab+P9XqB+ckc8IfwY+CIQN36ux/37DCCBvwoh1gsh1hrbCnKO64W8FUZKKYUQrsyBFUIEgXuAz0kp+4QQ1ntu3W8pZQxYIYSoAe4FXL1KuhDiPUC7lHK9EOKsqR7PJHOGlHK/EKIJeEwIsdX+5kSe425w8vuB2bafZxnb3MphIcQMAOPvdmO7a/4fhBB+EgJ/m5TyT8Zm1++3iZSyB3iKRKiiRghhmjH7vln7bbxfDXRO8lDHyxrgMiHEbuBOEiGbn+DufQZASrnf+LudxA39VAp0jrtB5F8FWowZ+RLgI8ADUzymQvIAcLXx+moSMWtz+8eNmfjVQK/t0U8ZRMKy/zewRUr5I9tbbt/vRsPBI4QIkJiH2EJC7D9ofCx1v83/jw8CT0ojYKsKUsovSylnSSnnkbhun5RSfhQX7zOAEKJCCFFpvgYuADZRqHN8qicgJmgS4xLgbRIxzK9M9XgmcL/uAA4CERJxuE+SiEE+AWwHHgfqjM8KEllGO4CNwMqpHv8Y9/kMEvHKDcAbxp9LjoH9Xga8buz3JuBrxvbjgFeAVuBuoNTYXmb83Gq8f9xU78M49/8s4KFjYZ+N/XvT+LPZ1KxCneO6rYFGo9G4GDeEazQajUaTBi3yGo1G42K0yGs0Go2L0SKv0Wg0LkaLvEaj0bgYLfIajUbjYrTIazQajYv5/7sqeNBuLwgOAAAAAElFTkSuQmCC\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "73.2 bpm\n", + "[101, 188, 269, 347, 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": [ + "R = 0.459\n", + "7900\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": [ + "[79, 160, 239, 320, 400, 483]\n", + "[400, 483, 320, 79, 239, 160]\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": [ + "74.8 bpm\n", + "[88, 169, 247, 329, 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": [ + "R = 0.443\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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Fa/2dzb3AsGsUiuRdq2s8trRcukRtzeLAPyLvVuYK3rLVtMhnGVPkVa6usds11gQc1SJ5F4EsKC1V6mKVrLpGRZF3TkwzH6su8m6ePGC16PYCWuSzjLWqksKRvD3xCmr6wM4ZlmAci74+z6y9ORZuIh/0UISYCTFHElwIQTAc9o3IBx0i76VJa1rks4x5YAsU9eSllCMieVBU5F3smoLS0sS6osaJ6XViw8MgBCIYtLapGsk75yyAPxbzthKvjn3z0nHSIp9lVPfkrXpm1SN5N6tDsU6U8eFhggUFCCGsbUEPiUcm2DuCmgQLC5WvrnHLm4D25H2Na3XNwIAyy+eZP8ygX0TeJiyqLQHo7FMO3hKPTPBtJJ8s8ao9ef/iTLxa7YY9csDHwoysVLdr3CIs1XrKO2fsgrdsgExw2xc/iLxbCSV4K3eiRT7LuEXyoFD0aCaObZF8gXE3ohLJqmtAnf7+zooUSIhHPBJJ9ExRCOfsY/CHyKcqofRKjyEt8lkm6hBJ1RYOMceveiTvB08+Fom42jWgXumhs04eEsfGPE6q4vY7A2/Zalrks4x58jlFXplI3jF+UFTkHb1SQD1P3i2S91pflHRxvSspLFRe5FPZNV45Rlrks0zUkbhULXp0jh8UFXmfevJeW3UoXZx18oAv6uRTJV69coy0yGeZmCNxqZpdY3nyits1rolXxTz5ZIlXUC+Sj7nZNYWF1nFSlWSRfEhPhvIvUYdIKpd4NS9SfonkHa2GQa1IflTZoaoinySSV71OPlkkr+0aHxMbGiIQChEIhQD1IvlkiVevVAqkS6rqGlUuuKk8ea9YAeniWicfDqsfyadIvGqR9ynRwUH36FERYUmaeO3vV6bnC7h3ofSDJ6+sXePTxGvStgbFxYkWGtFoPoY1grRFXgjxgBCiRQixybatWgjxghBip/H3FGO7EEL8RAixSwixQQhxVi4G70VijuZeqkbyTpEHtcr2XJt7FRYiAgFljkXM6MFuR9XEq2udvA8Sr1Yk71InD964GGcSyf8KuMqx7avASinlAmCl8RzgamCB8ecO4L6JDVMdRjX3Ui2ST2LXgFoLh7iJvBBCqZ7yfiqhdK2T93Ekb+VOPHDOpC3yUspVQLtj83XAg8bjB4EP2rY/JBO8CVQJIaZPdLAqYK6q1B/pZ0/HHvUieVvidVf7Lgajg2qKvBkhFoTY3LLZ2q5ST3l74nVTS+IGWlWRNy9YUkrreAR0JD8pTNSTr5NSNhmPjwB1xuMZwEHb+xqNbaMQQtwhhFgjhFjT2to6weHkHzOSv/a31zL/J/MTEbEQ6giL8aMcCsZY8G8L+Ovf/7WaIm+cfP/67r2cft/prD60GjjWU14F4pEIwXCYJ7Y+waL7FvHopkeVtGuklFZ1zb2rE8dj1f5VhPwQyadoawDeOE5ZS7zKRFYu48yclPJ+KeVSKeXS2trabA0nb5gLbqzcuxJIWAQqtRs2I49IMHEoX9jzgiXyKlXYmCffmqa1AOzr3AckInlV7qrMZKUZxW9q2eSpCDFd7LXka43jsbt9tz8i+UgksXatrR002CxODxyniYp8s2nDGH+3GNsPASfY3jfT2OZ7YkNDI5KWUkqlFg6x6uQLRlelqBTJW4m+keeeUp58qhmvXhCPdHFbwAWOefIqVW05cUuOg6KefBKeAm41Ht8KPGnbfotRZXMu0GWzdXxNzFFCGZMx5SL5YGHhiMhEVbvGKZCglicfT9JPHrxhA6SLtRCNS3UNUiIV66hpx7TUnHjpjiuTEsrfAm8AJwshGoUQHwe+C1wuhNgJXGY8B3ga2APsAn4OfCqro/YwZuLVJC7jykXyoaIipM1585XIKx7Je0k80sWtWRwcq3xSedZrst+Zly7GoXTfKKX8aJKXLnV5rwTuHO+gVCY2NDQiYonLuFKRfMy4SNlvoVUUebcoGNT05O0ECgpACLVE3qXFhP15fHgYjNnIqjGmXeOB46RnvGYZt0i+QKFI3rRrYvLYLbSKIu9Wlw3qePJmRYr9QiWRiVp/D/UqTwcrz2OUUJqYx0fl5GtSu8ZHiVeNA+dkqFg8lhAWRUTetGvi8tiatCqKvNtEIlDHk5exGEiZ1ArwgnikS7KFNczzROUyymSRfMhHiVeNg6ijrUFcxpWyCMxIXnWRd+vgCChzV+VWfy2MUiEvrR+aDnGbXWNP6FuRvMIinyyY8JInr0U+yzhLKFXz5M2LlF3kC8w6eUX2ARLC4azmAMOTHxz0/BqpyaJfUDCSt9k1dqxIXmG7JpbErtGevI9xK6FUsbomFlfbk0+WeA0pUvOfSuSDHlqQIh2S2jU+ieRd7RrtyfsTKWUi4adwJB9zsWvM/viqCUsyTx6832442YpDoGAkn6S6JuCDxGuySN68i9R2jc+IRyIg5agSStUi+aDDrgH1VodKVScP3reeks0SBZStrhk1scsHiddkkbwIBBIrX3ngnNEin0XcFsE2I/l4NGq1JfUybiWUoKDIu6xEBApF8i4WhzlBzUtLy6WDfcarvYTSF5F8ElsQvHOctMhnEeci3nCshBLUaDfslngFBUU+WdWDIsfCj4lXt941oHgkn8SuAe/ccWmRzyJuqyqZkTx43yIA9zp5UE/kU9XJg/cjeddFT4wSSq+IR7rY98WthFLldV6T1cmDcc544Dhpkc8ibuujmp48eD96hGOJV3t1DRj15QqJvNm/3IkqF1y3NWpVtWvsdfIjZrz6oIRyrEjeC+eMFvksYnnyLl0owfvCAljVQapH8qpX14xl16gUyUeT1cn7oIQyVSTvlYuxFvks4pdIPuQooQQ1RT5lnbzHj0Uqu8Yr4pEu8THsGpUj+WTBBHjnYqxFPou4LYKtkicfj8WIR6O+iOSdnrxpdVjHQpFIPtlEG5WOxVhdKFWO5FPaNdqT9x/JSihDioi8/U5E+RJKh8ibFy3LrvH4sUhVQmnmR1RZUWnMLpQKi7y2a44zLJF0lFAWKGIR2HMKbpG8Umu8OloNm4lka71ar0fyLuW4JgUlJch4XBlxjA0PEwiFEIFjciOR/ki8jmHXeCEw0iKfRZSP5McQea9fpEzisRgyHh/hyZv7EwgGEyefx/cl6iLyVgmlIkGDiX1imunJS1sbZVUuVm4ka2sA2pP3JckSr8pE8ub4i4tHlVCqZNe4JS1HtE5WYOEQt0h+VF7B478nE7t1Zto1cRlHBAIEQiFlI3kZjyNjMW3XHE+oXkIZs03mSpZ4VcEHjrsk+uw5BhUWDkll16gWycdd5iyYxyMQDisbycdSNJEDnXj1JUlLKM22ox4/Kcfy5GU8bnVH9DJjRfIqLObtlt8x7RpVggYT+1KMpl1jHo9QYaGyM17jKSqgQHvyviRZCWUgFCIYDnv+pBwrkgfv92GHNERegZW63O4KTZSM5B3RrpUjCYeVtWtSTVgD7cn7kmSJV0CJdsP28buVUIJaIu+WeAW1PHl7lKi0J29crOyePCQEUlW7xryrTdWFMh6NEo9GJ3NYo9Ain0WSlVACSiwcYrebkkXyKpRRui03Z08kq+LJm2uijjoWikXyznJWOHY8goWF6kfyKewaOFbQkC+0yGeR6OAggYKCEfXAKkbybiJvTiLy+j6A+0QiFT15M/oddSwUmbVrYm8x4fTk/RzJm4FRvi0bLfJZxLmIN4ycaTnc05OPYaVNzG7XOEoow2VlAER6eyd9XJniB0/eTeStCV2q2TVDQ9bd7Si75niI5PN896tFPouYqyrZMb3tcHm550U+VXVNgSHywyqJfJISShU8+ahNGM2xWwGDaiLv0izO3CeVI/lUSzTCsdxcvssosyLyQoh9QoiNQoh1Qog1xrZqIcQLQoidxt9TsvFdXiY6MGDdopmYJ2a4okIZkXeza6xI3uPiCGMnXlXy5OHY2O3WH6hhncHIxOsou6awUFmRT7XYOtgieT+IvMHFUsolUsqlxvOvAiullAuAlcZzXxMzls6zY/6YCysqGO7uzsew0sZeQumsrilQyK5J15P38sQuV7vGOCYFZhJcFZG3JV5dq2sUt2tSrQwF/vbkrwMeNB4/CHwwh9/lCVJG8irYNWZVSorEq1J2TYpIHik9LS72/I4zkheBAKGiIiXuqiCNOnm/R/I+8eQl8LwQYq0Q4g5jW52Ussl4fASoc/uHQog7hBBrhBBrWltbszSc/BAdHBxRIw/HkmXhigqGVInkXTx5pRKvY5RQhhSoTrFH8ubYR1lOHh6/nRF18katv5VE9kHiNVXvGvCPXXOBlPIs4GrgTiHEe+wvysQ9muu9sZTyfinlUinl0tra2iwNJz+MFclH+/uJx2Ju/9QTRAcHE6v3BAJJI3kVhCUdTx68bXek8uQBCsrLiXj8ztAklV0TCIeVbWuQzoxX8IldI6U8ZPzdAjwBLAeahRDTAYy/W7LxXV5mrMQr4GnLJmarDnKWUAZCIUJFRf6waxSI5KMpSihBDfvPxF5d46wUChYW5n2y0HgZy67xTSQvhCgVQpSbj4ErgE3AU8CtxttuBZ6c6Hd5nWiKxGu4vBzwtsjb7SZnJA+J5KsKdo098eqMHEGNiV1jRfKqiXwoyb4UKNTC2slYdo2ZIM+3yIey8Bl1wBNGaVQI+I2U8lkhxGrgMSHEx4H9wEey8F2exi2St+rkzUjew768/SLlKvKlpUpE8m49eJx18uDtSH6EJy9He/Lh8nIG29vzMrZMsS8a4qwUUmmdAiduVVx2gh5JvE5Y5KWUe4DFLtvbgEsn+vkqER0YUDqSt1d0OEsowYjkPSyMJm71/ip68s7o135MwuXldO/fn5exZYKUcsSiIc4kssoib/aTT9VqGHziyWsSxAYHk3ryhQpE8rEx7JqwInaNW8tk1Tz5Me0aBeZdgOFbS5m0HDRUXEw8Esl7p8bxYP+dueEbT15zjIibXRM/1tYAvB3Jj2nXlJUpISzRgQECoVBiaTnj/9/ZhRLU8eST2TVe/i2ZONtvJ+vDo2I0b90xOs55Ez/OeD2ukVKmnPFqevJerpWPpqiuASisqmKoq2uyh5UxbglkZz958LZd41pd47Brhnt7PT1rF0avlua8YKnUwtpJbHD0+hF2AsEggYICbdf4hXgkgozHxy6h9LDIx8aI5IsUEnnzOKT05FW2a8rLQUpP7wOMzI+Au10DakfyyRKv4I0lALXIZwnzQKaaDAXet2tSefKFVVUMdXZO9rAyxu1i5ebJe9WuMdfSHVPk8fbvCUYvielWQgnePRapMAstzKZrbgSLirRd4xfclv4DW0vVgoLEZCIvR/Iu/VLsFFZVEenrs6oKvIq9ysmthDIYDhMIhTwbBZv116EUbQ1UEfmknrz0hyefzKoxCWmR9w9jRfKQmIru5ZPSnnh1K6EsrKwE8LxlM5ZdA0ZPeY9Gj1bvnRQzXgurqgA8f2fltGvcSihBTZF3y8E5CRUXa0/eLzh/zCZ2cfF6u+GxSihVEpZUiVfwdoOvaBKRt+9DUXU1gOcnRDkTr37z5NOK5LUn7w+SRfIq9RuxV9ckS7yC90XeHmG5lVBCwpf3qg/sjOTdSiiVEfmx7BrFeuPbsd8xJiNUXJz3fdMinyXSsWu83m446iKOdpSJ5G3zFVJF8l5t0ZDUrrFZaMVTpwIw4HGRjzoSr8mWMsx3tDse0rFrvDBLXIt8lkg2+82ZLPNye9ixSihNkR/0usi7Vdcwcn8KKys9m1tIJvIjIvkpidU0vR7J+72EciyRD5eV5f3uXYt8logoHsnHo1FkPD7qtto+2cYSlra2yR9gBrjlFpwXLS+Xg1o+dgqRD4RChCsqPC/yzuAnmcjn29IYD9GBgTE9+XB5ed5bgWiRzxLJInn7LbaXE6+jqiBcfOCSadMA6G/x9tIA9vYSVgmlw35SQeSds4+d+1BUXe39C65tSUkYvS9+j+S9UFGnRT5L2D15e/Q7orrGEBYvTkV3eqdu0WMwHKZoyhT6mpsnf4AZMNZkKEjclXhV5NOprgEorq5WxpNPdjxUaBaXjHQ8eS809dMinyVGiDzJRT42PJz3yRFujHVbbVJSV0e/x0Xe1ZN3s2u6u5Hx0bkHJ527d/PAqafStHp19gfrQjqePEDR1Kmej2dkBtoAACAASURBVOTHCh4CoRCFlZUMHD2anwFOgHRKKMPl5UQHB/PaZVOLfJawz+yzn4z2W2zT0x4rghzq6uKxSy+l+d13czBSd8aamWiigsjbWz5b9oAcbdcgZVrJ15c+9znat21j5+9+l/3BuuBsBeBmnQGU1tUpcVcFo4OHEZVCtbUMtLZO/uAmiFtrcScFZWVAfmcma5HPEvZI3i7szkgexhb55nfe4cBLL/HwWWflYKTujDUz0aS0vt7TwiLj8cQiFWNEwZlUCrVu2ABA7+HD2RxqUpLZNaMuuPX19B854kn7zyQ6OAhCWAtruOZ6amvpV1Dk06quMdtP5NGy0SI/DmIuq8tbIu+I5N1EfrCjI+Xn9x46dOzfx0bXq+eCsWYmmpTW1dF35MikjGk8mN6uGUGl8uQB+pubaVm3Lvnn9ffTc+AAAO3btmV9vG6kU10DiQtudHDQs8l8ONYPyWzi5bYvJdOmTTiZP9TdzYt33jmpF4t07RrQkbxS7HnmGX5UWGhFdybRwUECBQUEgsGkIp/ujNGexkbr8WTdxiabmegUlrKZMxnu7vZsKagZMYXHEHnzgvubFSt46Mwzadu61fXzOnbuBBJCNNkiP9bdSGl9PQC9TU2TMq7xYJ9FDe77UlxbS++hQ7x9zz3jnoOx+aGHWPcf/8Eb//RPExtwBkQHBqwLcTLMYCOfyVct8hmy79lnAdj88MMjtkddyvacj9O1a3oOHrQeT9YJnGpmot0OqJo3D0gkI72IeTKZJ1eyEsqKE04Y8fzwG2+4fl779u0AzLrkEoa7uyelnjvdEkpT5L18Z+WsQHHbl5LaWgbb21n15S+z9sc/Htf3NL35JgBH3n57AqNNn+jQEDIWs9YmSIaO5BXEPFiH//znEduTzRZ1tWsyiOQn6wROVuoGjKgWqpo/H/CuyKcbyZv7YXJkzRrXzzMXy55+zjkAk2IHpB3JT58OQJ+HI/lIX5/VThiSzN41WjTA+EW6cdUqIJE/mYwchakD5mJAyQh7IPEayts3K0rHjh3A6BMr4tIvxfk43Ui+9/Bhqk85hfZt2ybtBE62uIP5OCAS8UClYpF8MoEE+PCLL3Jk9Wr2PvMMRzdudP283sZGwuXl1kWhv6WFytmzczF0i3RFvnzGDGBkUOA1In19I6Jdt31ZcP319DU10XvoEHv+9CeklCkX4nAy0N5Oz8GDlM2YQe+hQwy0tVFSU5O9nXDBEnkjUk9GcW1tYox5TCzrSD5DTI/WWWFiX6giWQllqLCQUHHxmInXoc5Opp56auJ7JknkTRvCnJySbB8KKyoorq21LnZewxnJJyuhBJh96aWc89WvUlJXx0CSevOeQ4comzlzUmf7Rh2J12QllIWVlRRVV9O1Z0/OxzRekom8/XhUzZvHRd//PtPPPZfhnp6MWzW0rl8PwPxrrwWwEuW5JJKmyJfW1QH5zZtokc+AeDRKf0sLoeJiov39DNtm6bnVZsP4eqYMdXZSUldHYVXV5Nk1psgbJ2Sqfag780ya166dlHFlSiaRvElxdXVSYeltbKR8xgyKDZGfjIgsNjREIBRCBBKnZ7ISSkjcWXld5M0LLiS/YAFUzpkDQNfevWl9tmnLNBkWz/wPfACA7kkQ+XQj+WA4THFNTV4tNS3yGWBGe1NPOw0YGdW5tbd1PoaxRV4aE3QKKyspqa2dtJmAVumhIfL2ro3OfahftoyjmzZ5sqnU8DhE3uwB4+bl9uYhkndOskm1D1Xz5tHpcZEfy64xqTBssK59+8b8XCklvz7nHP77iivY8vDD1J19NvVLlwKTE8mnK/KQyJ34WuSFEFcJIbYLIXYJIb6a6+974rrrxp2hHwtTcKcuXJh4bhf5JKsqjarPHkPko4ODxCMRCquqKJ7ESSKmyIdc7Bo3kZexWMr68nwRSTPxaqeoupp4NDqqzC0WidDb1ET5zJmES0sJlZRMykSwSH9/2sJYOW8e3fv353XafCqGe3vTF3kjku9OQ+SPrF7NkdWr2f/CC7Rt3szJH/kIxTU1BMNhemzzTHKFKfIFaYh82fTp/rVrhBBB4F7gamAh8FEhxMJcfV/btm3sfuopXv7853Py+abg1owRyScroQQonDIlZXXNsDHNvrCykuKamklL2ET6+wkUFBA0ZybGk+9D/fLlQOJES+uzBwZ44rrr2PXkk1kabYrvSrOE0o65ypKz2VfPgQPIWMxKNpdNUkTmrEhJVkIJid9iPBKh3aM5Emckn2pfiqqqCFdUWBVNqdj1+98TCIU46cMfpmHFCs78zGcQQiTOmUm4+804kj98mMHOTvrz0KMn19U1y4FdUso9AEKIR4DrgC3Z/JJXNj7Ld5/4GkhJy/WJbese/xiBYDCbX0P3/v0cvB5eL36WA9fDK9v+mSnR/wZg16JdFFa28uQTt9A7fCwifHHPi9zyxC3W88ZTtjAw9Sgv2LbZGerqYtf18OrAb+g7+Qg9ZYdYmeS92aRJvE3X9bDO+K7XD75uvfaJP36CwuDISR87PlbM0wd+zMwnknvzwz099DYdJjY0TEtwHTz4FKdG/jLrx8VOy8C7HL1BsOHp2wGsY7G9bfuI42Cnu/cgB6+Ht168k2JD8CFR5bT/enhj6BFKn3iZfZf1ACt5LMfH4+DUVQy/t4dXje853JNop3Ck98iofRiMdLD7enj12U9QuX1uTsc1Hra+p40pta/xX8a4u4YSQczujt2ux2PXDYLC4FM8+ETqnkL7Op4n/teVzLumCDiRZ5/9ROJzrxqgoPR5fpPjY9R2ZCtHrod33/gywXdST4g6On8Tzd2N/OqzswgWFDDvfe8b9Z54NMoHTr2OG0+/MetjFbmsKRVC/AVwlZTyb43nNwPnSCk/bXvPHcAdALNmzTp7fxpXcSc/++VX+frGfxmxrayhYcRMu2ww3N3NQFsb5TNn0tPYSFF1NYWVlUAi6gsVF1slU4WhQopDxXQOjozaB9raiPT2Wv6jk9jQEL2HD1NaV0d0cJChri4q5+b+5B042kqkf4CKWbOsbdXF1fQM9xCJRUa9v7+5mVgkQvnMmUk/s3vfvlE+d9mMGQTD4ewN3MFgWxvDtv/fgAgwtWQqrX3J74iig4P0NTVRWl8/wgs3j3fFrFmIYJD+lhZiQ0OUOyZSZZu+I0eQ8ThlDQ3Wtmml02jpc88HdO3da1XaeI2uvXsprKqy2kgIIagtqU26L31NTUgpR+y7G9379lFQXm4tg5jpv58oQ52dDHZ0pHVumue0SfnMmVYvH5Puffv4i5L38NPv/O+4xiOEWCulXOr6opQyZ3+AvwB+YXt+M/Dvyd5/9tlny/EQj8Xkg2eeKe8B+dDSpfIekDuffHJcn5WK17/5TXkPyOjQkPx+MChXfe1r1mv/NmWKfPEznxnzM1Z9/evy+8GgjMfjrq/vfe45eQ/Ixtdek6t/8AN5D8iBjo6s7UMy/nDTTfIXCxak/f7//fKX5Q/DYRmLRl1fb1m/Xt4D1jHZ8utf5+y42HnmttvkfTNmZPRvWjZulPeA3PbYYyO2v/T5z8sfFRdbx+rlL35R/rCwMOmxyxa/vfBC+cjFF6f9/geXLJH/feWVSV8f7u+X79x7r4wOD2djeGkz3N8v7wH55v/7f2n/mz/dfLP82ezZKd/Ttn27vAfkxl/9atRrT914Y0a/4/Hyv1/6kvxhYWFa741Fo/Kns2bJJz74QXkPyNU//OGI13uPHJH3gFz7k5+MezzAGplEV3OdeD0E2MOemca2rCICAa773e+Yc9VVrPi//xfITalbf0sLRVOmWItn2Ovdh3t7R5SKJaOwqgoZiyVdJMH068OVlZM6kcLpnY7FlAULiA0PJ52I02b0ebll3TpuXr2aWZddBqSXVJsIQ52d1qSzdLGWNXTMX2hes4aa00+3JuaUz5hBbGgo50vuRfr6rPkK6VC7eLFVK+7G6u99j5V33snWX/86G8NLG2ezuHQonT6d3sOHU85aNUssnbOWgUmrSBvu6UnLjwcIBIN8fPt2rvvd7yifOZNmx+xqc87JlAULsj5OyH11zWpggRBirhAiDNwEPJWLL6qcM4e/eOYZS0xyUZXSc/AgZYY9YRf52PAw8UgkrR9z0RidKO2J1zJj2vpkZOadyb6xqDrxRAA6jclhTtq3bgUhmHLSSUDi5AuVlKRdAz1eBjs6LNFOl0Jjarq9m2N0aIimt99mxoUXWtvMY59OYnAiRPr7MzoWtYsX03fkiFX5c3Tz5hEi2fzOO0D6ifJsYSXBMwgeyhoaiEciSSenwbFAwayrt1NcU8NgR0fOq436W1spzmBWrdmJs27p0lHHwZxgaZ4r2SanIi+ljAKfBp4DtgKPSSk35/I7w6WlhIqLc3I17zlwwPKsC6dMYcgQaucsy1SMFZ2bi1gUVVVRaviKvZNQEuYs2xuLKYbId+za5fp6+7ZtVM6ZQ4HhcQshqJwzJ60a6Ikw2N6esTddUFoKQozorNnyzjvEhoaYecEF1rbaM85IvJbjxVwyPRbTFi8GEjM/D65axa9OP531P/uZ9bopKgdeeim7A3Vh43/+pzU5yTn3Ih3KzFYNtiZ9Trr27SMQClm9e+yYwpvrZRH7mprG5fvXL1tGx86dIyrsOnbsIFBQMCIflk1yXicvpXxaSnmSlHK+lPI7uf4+IGf15d0HDlhJtyJbKaSzbC8V5jTnZPXWQ11diECAgrIyqzdJLkR+26OP8vStt1oRU6Z2TVlDA6HiYjqTiHz3/v1W6aFJ+cyZ41p4Y7i3l/865xx2/+EPo16LDg6y+eGHrchtPJG8CARGLbLeYtgf02wLt0w58UQKKytzHhFH+/sztmsgMeZDr70GwO6nEjfMMh6nv7kZEQzSvm1bTsWvp7GR5267jd8aF8bxiHw6DfC69++nfNYs1yqtybI4ew8fdr3IjIU5YavFuLsCY8JdQwOBUG6KHX0547XEVl/euXs3+154YcKfOdzXx2B7+7FIvqpqVCSfjsiXGCKfbAm9oc5OwhUVCCEIV1RQUFqaE5Ff/f3vs+Whh3j33/8dyNwHFoEAVfPnW7eaTnoOHbKiMpOS+vpx1Zlvefhhjrz9Nk/ecMMor3bjAw/wzC238OdvfhMYXyQPiW6C9qUAj27cSLiiYkR0JQIB6pcvZ+9zz+V0nd5MrbPiqVMpnzmT1vXrre6oZsO1gfZ2ZDzOidddBxxryZsLtv72twDEIxHi0ahlSWaSIzHvEJMFD5Cwa9ysGsBqTJZLX15KOe5Ivu7sswFGrBfc39pqzajOBb4U+WIj+RIdHOQXJ57I41dcMeEVlrqMyGJEJG/8iJ2zLFMx1vR4s6UBJCyOshkzsr7snJTSOonMiCmaoUUACV/e7WSMx2L0HT48qryybPr0RHlghmW7O594IvG50eio23izNe3WX/+aWCRCpLc340geEiJvj+RbN2ygdtGiUd0Ql33pS3Tv28e6++7L+DvSQcbjRAcGMj4WtYsX07x2LYdeT8xv6G1qQsbjVrAz733vI1Rc7Ho3lC3sdzitGzZYCWpnmWMqwuXllNTVpRT5rn37rNmxTqxIPociP9TZSWxoaFyRfPHUqVTOmzci+TrQ2mqNOxf4UuRLpk2jr7nZ6jENicigt6mJt++5J+kqQKnYZdz+znzve4FjIi+lzMiuCZeVpZweP9TVNSLyKZsxI+sNl7oPHLBaK5hJROf083SYsmABnbt3I+Mjp6j3t7QQj0ZHiXzp9OnEI5HMuwxu2ED1yScnHjuqSBpffRVIVFyYSd3CcYh8YWXliEi+fetWq32FnTmXX86MCy7g3X//95z0LTfvEDK5qwKYccEFtG/bxlBnJ3Vnn42MxRjs6LCCiYrZs1lwww2s/+lP+Y+6Oo5uyep8RCBx91BtdE9t3bjRsgKLMhB5SPyuzMVanJhzGpJF8qYnn8t2IGbQVTYOkYeEZXPEGclrkc+M0unT6T9yZMRCEK0bNvDmt7/Nqi9/mTe//e2MPq910ybW/vCHzHzPe6wVhYpra5GxGEOdnRklXiHhy6eya8xIHhLT1s1mYNsee8x1fdlMObppEwCVc+fStW+f1bcl09LD6lNPJTY0NCr5atpLTrtmPMvV9TU309/czKkf+xhwzCuHRLuErj17mGF4wPtffBFgxKzVdLFH8oMdHQy0tVGVpKTtlI9+lK49e1ImB8eL2fQtE7sGYLZRVQaw4IYbgEQ0a4pdybRpnHf33Zxx++30t7Sw/dFHszTiBJGBATp27GDB9dcTDIdp27KFQUPkMz0e05YsoeXdd10rZMyAJ2kkb1xQchnJm+ePWWGWKfXLltG9fz/9ra1IKXUkPx7KGhqIDQ+z7/nnKZ85ExEMJioP/vd/AZL6yMlY8/3vE49Gueo//9PaZk+gZhLJQ+qFi+12DSQ8vEhvL09efz1/vPFG1vzwhxmN3Q2zLnfOlVcmFlkwTohMRd5MIjkTkWbtvFskD5n1yDfX0p1x/vlUzps3IpI3I/eTP/IRAPY//zww/kjeFHnz91GdpKSt5vTTAWjLQTRsJSszFPlpZ57JGbffzpUPPGAdl/7WVut3VlJby5QFC7ji/vtpOO889jz9tPVvnXdi46Hl3XeR8Tj1S5cy5eSTadu8mYG2NgorKzNOKDasWEGkr88SUzupyich0dq3sLIypyJ/6PXXCZWUWAnvTJlx/vkA7P7DH4j09REdHNSRfKaYYtL4yis0nH8+1SefzL7nn7dOyo6dO9O+1Y5Ho+x4/HFOvvFGa31TOJZA7TtyJONIviRVJO+wa+qM6o59hoBteuCBtL4jFR07dlBUXU3dWWchYzHr/yVTL3vqqacSKi4eJfLJInnz9jaTHvmmyNeccQbTHJN+zDzJ9OXLqZw712qAVuWo6kmHQlvi1RT5ZJG82aAupyKfoXUWCAa54v77WfQ3fzOiwsT05O013fOuuYbmNWsSd0mtrfxiwQIeee97R6yPkClmADXjwgsTd5+bN487CT59xQrAfd1d88KerC0IkNPGfvFYjP3PP8/0c86xmvllyvRzz6X2jDN4+1/+xboz0ZF8htiz3vVLl1K7eLElRKf99V8z1NnJgNE//I1vf5uXPvvZpJ/V09hIpK/PWuPTxF4lYyZgw7YIPBWldXVJPflhRyRfs2gRZ9x+O1NOOokzbr+drn37Jhx5dezYwZSTTrIuhmaOIlORD4RC1J111qgZfD2NjQQKCkZFJ9bC05lE8uvXU9bQQElNDbWLF9Oxa5clRqZNVDl/vlW1ECouHtdtdNgp8kIkvVgUT51KybRpORF5825irLVDU2H+v5uRfFF19Yho2myQtfeZZ3j9rrvo2rOHxlWr2GUkuDMhNjzMkTVr2PH449ScfjolNTVMXbiQ7n376DlwIGM/HhJRekldnavId+7ZQzAcHhVA2Cmurc1Z3/93/vVfad++ncWf/OS4P0MIwUU/+AEdO3bw0mc+A4zf308H34t83dlnW5NYimtqOOlDHwISMzUPvf46r3/jG7zzk58knZ5vJiadkYMpWP2GZ1xQWko4zeirpK6OgdbWUWItbQuGmAghuOL++/n49u1MO+ss4kaP8/ESi0Roefddak47zdoHU+THY3PUL1tG8zvvjPBPzbpfc2Ujk3B5OQWlpRnbNTXG8atdvDjRadSYjNS2eTNF1dUUT51Kw3nnAYk7r/F0uSyaMoXowADRoSE6d+6kYtYsazlHN6YuXJhTkS9MM2Bwwx7Ju5Xn1S5eTMWcOWy4/362/uY3LPyrv6KsoYGdv/99xt/16v/5P/zXsmW0vPsuiz7+ceDYojqNr72WUWWNiRCChhUr3CP5PXuomDMn5TGumDUrJ5PuehobWfXVrzL/2ms5+cMfntBnzb7sMua9733WBLVpS5ZkY4iu+FbkzcRV3dlnc9KHPsT8a6/lA489ZvWH6Ni5c8SPKFlpWTKRL66uRgSD9B05Qn9LS0Z1riXTpiXK2xxTtweNmuZk06XNMYy3/4uUku2PPspgRwfz3v9+S+TbxxnJA9QtXUp0YGBExVJPY2PS7pSlRhllOkQGBmjbvJm6M88E4IT3vpeC0lJWffnL9B4+TNPbb1O/fDlCCJb83d/RcN55rLjrroz3AY5VgAy2tdFu3OmkwhT5VLbfa3fdxb9NmZJRH/2hLETyocJCwuXlViTvvKMSQrDotts4/MYbDHd3s+RTn2LWZZdZNfaZYN4hn/XZz3LGHXcAx+wspBz3LM7Zl19O565dbHvkkRHbu/bsGTXJzknV/Pl0GwUF2WTDL35BPBrl4h/9KKOFxpNxluEglM+caZ2LucCXIh8qKuKOffv4+95eCisqmLJgAdc/+SSzLr6YyrlzEYEAHbt2cWT1aipmz6Zk2rSka5ZaIu/4sYpAgNK6OnoOHaK/udmyb9KhJMmsVzNCT1Z/a4n8OHqnxKNRnrj2Wp6++WbKZ85kzhVXWBem8do1kIjkYWTytbexMentdGl9fdp3Ii3GHYJplRVNmcKKu+/m8Jtv8tMZMzi6cSPTjQVMQkVF/OXrr1sN6jLFmg7f1kbnzp1jNouaunAhQ11do+5KTNGPx2Ks/+lPGersZIutMdhQV9eIUk0nViQ/AZEHY66I4ckXuwQgZ332szSsWMGCD32IhhUrmLZ4MX1NTRmXHrZt2cKiv/1bLvnxj61ksd0uM/31TFl8xx00rFjBC5/85IigoHPPnjFzLlXz5xOPRunOcvXT7qeeYuaFF44r5+PG7MsuY9qSJZxw0UVZ+bxk+FLkIeFLutknwXCYitmz6dy5k+Y1a6hftizlrXf3/v2U1NW53rrXnH46revW0dfcbFXbpIP53gGHb9iXQ5Hf9dRT7PnjHzn/n/6Jv9myhYKSksQiw1OnWt87HrtmyoknEq6osMpVpZSJSD5Jz3WzvNV879bf/CbpMoKHjdmZ9nzI8i99idu2bqV81iwKSkst+22imLZCx44dDHV1jenrmxU2zqTzs7fdxuNXXsmBlSsZaG2loKyMgy+9lLhza2/nwSVL+M/TTkt6ocuGJw+J33+/ade4JPUKKyr46Ouvc+1jjwHH+vKYM2XTod+4iDjnEwSCQev/r2GcIh8Ihbj8pz9lqKuL3X/8I5AobR3q7Bwzkq80WyOkmFCVKYOdnbSsW8cJF1+ctc8UQvDR11/nil/8Imuf6YZvRT4VUxYs4NBrr9G1dy/1y5ZRfeqpSW+9+1takgp4/bJlHN28me59+zK2a2B0JG+JfJJbt3BpKcU1NeMS+aa33iIYDrP8y18e0SK1xPiuYGGh1UwsE0QgMGJyR19TE9GBgaQnYllDAz2NjUgp2fiLX/Cnj32M/7nmGtf/+8ZVq6icN2/U/0f1ySfz1xs28MlDhyxxmiimyJsXnLFshoYVKyisquKt736XB5cs4bnbb+fI2rVs/tWv2Pf88zx+5ZWEiot57z33MNDWRsv69Wy4/3669+2j99ChpG1/LbsmzTa2Sfentpb+5mYGjh5N+tsUQlh5E/Oi1ZqByJsi6mZtfeiZZ7jgO9+xJrGNh5pFiyidPp0DK1cmvs9YsHysSLp20SJCRUVsefjhcX+3yYaf/5z199+f6AkkJScYkyGzRUFJCaEsL27k5LgU+RkXXGAlWs1I3u3WGxK378k88vrly5GxGMM9PeOya5xllGZ0lyrTXjF79riSSs1r11KzaNGoVZlMW2Iiq0/VLV1K6/r1iaSleSK69PqGhCBE+vroPXyYbcaEnL6mplF+sIzHOfTqq8xKEjkVVlZOKDnpxDzGpsinWvEKEneEJ3/kIzS9+Sat69ez8Re/4I1vfYtQcbF15zHvfe/jxGuvBeDAypXsePxxpp9zDhWzZydtcjbc3U1BaemEl0gsqa1NzBqVMq3yvJK6OgrKylI2BnNiBiluQcmUE0/k3K9/fULetRCC2ZdeyoGXXkJKSdcYvy2T4qlTOeuzn2XLf/3XiMlzYyGlZO9zz1nrt3bs3Mnzd9zBC5/4BDsef5xgOMz0c88d9/7ki+NS5M1mTZBIzNYYt5tu7Q4Gjh5NWgY254orrMeZ+GpFU6YQCIVGlXn1NTUlqnRSRHEVs2ePK5JvXb+eaUYC045ZejiRXtb1y5YRj0Q4unHjsRMxSbQ11Zj23rx2LYdefZWFtyTW4mw0uida492wgcGODquNRK4xj3GrIfJlY4g8wEU/+AFnfuYzXP3gg0DCs11www1c/dBDXPCd73DZffdR1tBA9amnsu23v6V57VpOvO466pctSynyE7VqIBHJx4aGAKxupqkQRsmoefycRPr7rfkgJubvNxOrMlNOuOQS+ltaOLp5sxVApBOQLP/KVyiqquKFT34y7WZyG+6/n/+56ipe/od/AGDPn/5kvbb5wQepX758XHe7+ea4FPmaRYu4+qGHuHXjRgorKqx+G26+/GCKSD5UVMQNf/oTF//oR8y+9NK0v18IYfXXsdO1Zw/lY9gEpsgnq+qIRSK88pWv8Icbb6TPOAkjAwMMHD3qOkvQ7Po3kfVB7TNfO3btAiGSTlapPuUUANbddx+x4WEW/tVfMWXBglGRvDm5Jtu3x8kIFRZSUFpKT2MjIhhMq9ohXFbGpT/5CafdcgtLv/AFyhoauODb36b6pJM49+tftzoizr70UmvhjhMuuoj65cvp2ruXvuZmXr/7btqNGchgTIbLgsjbffhkk7qcVM2fnzSSf/Sii7ivvn7E7868E83lRJ5Zl1wCJO6EOnfupLi2Ni0rq2jKFC7/2c9oevNN/mS0xEhFPBq12p3sfeYZpJQc3bSJ4poay4c/7ZbcLg6eK45LkRdCcNrNN1Nr+JCl9fUUVlXRsm4dj195JW/98z8DiQqJgfb2lLW+8665hrM/97mMx+Cc9SqlTJQELnVfi9ekct48ogMDSev61/zgB6z+3vfY/thjbDNav1ozUF2i0/nXXcfiqdrkSwAAD61JREFUT36SC78z/lb/FbNnU1xby5HVqzm6YQPVJ52UdLHu0vp6SqZNY9+zzxIqLmbmhRfScN55HH7jDUtApJTseuopKufNy9lCCm6YyeKyhoaM7ZL33nMPtydpgTvLFgDUnX22VZH057vv5o1vfYtnbr3Ven0oS5G83T5Mtxqkcv58uvbuHTV/IzY8zJHVq4n09XHwlVes7f0tLRRWVeXUU66cPZuq+fM58NJLHN28+Vh5Zhqc/OEPs+RTn0q0DzB6AiXj4Cuv0NPYyJyrrqL30CE6du5MfN/pp/P+3/6W6596ijNuv32iu5MXjkuRdyKEoPaMM9j0wAPse/55Xv361+nYuTPRqVHKjJb5SpeSuroRdk1PYyP9zc3UGyWByTD7XjTaTjYTGY+z4f77OeHii6k+5RTrdtMUebfb9oLiYi43bIXxIoRg+vLlNL39Ns3vvGNZQMneu/jv/g5I9JwJFRXRsGIFA62tdO7eTSwS4fErruDgyy9zljEbcLIwe5FMzUBITIQQSae5z7vmGs7/1rf40LPPEgyHqT/7bBDCWr2p5d13iRrWSrbsGnsuI90+OFXz5xMbGhrV2tpuLdlnxfY1N+e0D7rJrEsv5eDLL9O6fr2VIE6X+R/4APFIxGrBnIzGVasQgQDLv/IVIHFM2jZvZuppp1FaV8f8D3xg3OPPN1rkDZZ98YvAsdmynbt3W02OciLyDrvGtCuc7ROcTFu8mKLq6hENpkzad+yga+9eTv3Lv2TWJZfQ9OabVkkjpOczj5f65ctp27yZnoMHR6ym5MY5X/sa1/3ud1zx858DWLNVG199lZc//3n2v/gi533zm5z193+fs/G6YSa861xyFxMhGA6z4hvfYO6VVwKJyhmzvt/s5GkK63B3d1YSyuUzZ1KzaFFGuSIz4ndaNu3GouzVp5xiWRmQuvIsm8y65BKGe3qIDgxkLPJmUDTWYimHXn+d2jPOoOHccxHBINseeYThnh7rOKmMFnmD+R/4ALesW8dHXn4ZSPSMNmekjmdq9liUGfXi5q3xgZdeIlxRMabAiECA0269lW2PPDKqvrzprbeAhGhOWbCA4Z4eBtraUkby2WLeNddYj+dedVXK94YKCxMtaY3Id+rChZROn87KT3+adffey5JPfYoV3/jGqLYIuca0VeZefXXOv+uDv/89533zm5z/rW8Bx8pns2XXANzy7rt8JIN1XZMtvWdegM7+3Ofo2LmTjb/8JQD9R45kVFU2Xuy16Zkm4sPl5VTOnWt1tOzYtYtXvvIVuvbtsyalSSlpXruW6eecQ6ioiKkLF7LLaPFgBiAqo0XexrTFiy0PuK+pKaeRfOW8ecSGh+k+eBApJQdWrmTme96TVlvWFXfdRfHUqbzwd39HZGDA2t701luEKyqYesopVp1615499DQ2Ei4vn3DtdSrqly7l5BtvZOEtt2Tkm0Ji8sxpt95KtL+f8/7xH7ns3nuzMm08U+a///18qqWFmRdemPPvKq2v57y77rJKWE2RH+7uzkriFRL/r5n8P5bPmoUIBkeLfFMTRdXVnHHHHdQuXsyWhx+27hBTNQrLFqXTplFaX0/1yScz1UjcZ0LNokUc3bQJGY/zx5tuYvX3vsfP587llyefzHBfH/0tLQx1dlqTusy+NKGiojHLNVVAi7yDUFERhVVV9DY1jXtlm3QwT+7OnTvp2LGDzt27044gi6qquPTee2l66y2e/9u/tbYfeftt6pcts9ZfhYTI9x46lFOrxuQDjzzCNUY5Yaacd/fdfOTll8fdeyZb5LKvtxvm7ObepiaklFnz5MdDsKCAqnnzRt0h9jU1UTp9eqJu/fLLaXrrLfpbW4n09U2KyAN8fMcObrYtfp0JtYsW0b59OwdeeonmtWtZcffdzDj/fPqbm9n2m99YpdNmld0Zt9/O3Kuv5sMvvpiXYCPbaJF3oayhYUQkX5KDSN7eKM1MkJotYNPhlI98hPP+8R/Z+pvfcOjPfyYyMEDr+vWWh2jWEnfu3k3voUM5tWqyQaioiFkXXeSLkyoTSmpqCIRC9B0+TKS/HxmP503kAU784AfZ//zzVvktJETezFfMvPBCYkND7Daark3W7ypcXp7xQiom0889FxmL8dLnPkeoqIhlX/gCN736KpVz57L3uedG5BwgcZf1oaeftvx81dEi70Lp9On0NTUx2NZGoKAg7RWfMqGsoYFQcTHt27ez509/oub006lMsRCCG0v/4R8IV1Twype+xDv/+q8jmnkVlJRQWl9Pp2HXTFbEpckMEQhYTduGDY84W3bNeDj9ttuQ8ThvGLkCSNxlmHcc5iI2ZuJfhd+VuTxk2+bNzL/2WsLl5QghqF++nCOrV9O6bh3higrPB0LjRYu8C2XTpycSr0ePUlxTk5PoUgQCTDvzTA6sXEnjqlUZRfEm4bIyVtx1F4f//Gde/drXKK2vtyaPQML379ixg74jR8acpq/JH+ZykNloMzxRpp5yCkvuvJP1991H87vvIqWk/8gRS+TLZsygqLqavc88Yz33OkVVVdbs9IU332xtr1+2jJ4DB9j15JNMX7580hP9k4U/92qCmJH8wNGjOamsMZl+7rkc3bSJeDTKvPe/f1yfsewLX+CvVq/m0nvv5UPPPjsiuVo1fz6H//xnZCymxMl4vFJcU8NgW1vWOlBOlPO/9S0KyspYd++9DLa3Exsetuwac05JbGiIcHn5pE5Wmwg3PP00t27YwHzbeTbn8suBxHKUY5Uuq8yERF4I8Y9CiENCiHXGn2tsr31NCLFLCLFdCHHlxIc6eZgLgXfs2pWTyhoTe9TdMIHGR/VLl3Lmpz7FNMfCwpXz5lklms52sBrvUDR1KgM2kc+nXQOJyHfu1Vez+w9/sMpv7e2v5xtN12oXL046s9lrBIJBahctGrGt9owzrNzYyTfdlI9hTQqZLaPuzo+klN+3bxBCLARuAk4DGoAXhRAnSSljWfi+nGOtfbp5M9VZ6lfuxrxrruHqhx5KdB3McEX7dLC34R1vX29N7imeOpWBo0c9YdeYzL3qKrY/+igHV60CRi6peeanP03Hzp0suu22fA0va9z4yivEhoczzoepRPaVJcF1wCNSyiFgrxBiF7AcGL1oowexRy1jrRA0EcweOrliwQc/SMN551E5d64yEdfxSNHUqQx1djLY3g5MbH3XbGHe+R00Jgfaz4lgQQGX/8d/5GVc2SaXC2h7hWyI/KeFELcAa4AvSCk7gBmAfR5xo7FtFEKIO4A7AGZ5xN+zRy3ZWpQiH4hAgI++9tpxV5aoGqYl2L59+4jn+cRc7MNcaDrZamUa7zOmJy+EeFEIscnlz3XAfcB8YAnQBPwg0wFIKe+XUi6VUi6tneSJKMmwt8mtcfh4qqEF3vuYyf32rVsJFRdT4LJs5WRTWFlJ6fTpDHV2UlhZ6bqUpkYNxozkpZSXpfNBQoifA380nh4C7It8zjS2KUGwoIArf/lL3vnJTya0fJlGkw6myLdt2ULJtGmeuTDXnnEGfU1NrovNaNRhotU19nu464FNxuOngJuEEIVCiLnAAuDtiXzXZLPottu4dd26pO1jNZpsYS5Q0rV376S07k2Xme95D8CE2lBr8s9E6+S/J4TYKITYAFwMfB5ASrkZeAzYAjwL3KlKZY1GM9lU2BYa8ZLImxP0Trz++jyPRDMRJpR4lVImLQ2RUn4HGP9yQxrNcUJhRQVF1dUMtrd7SuSnLV7MZ7K0HKEmf+gZrxqNBzArarwk8pD/iVmaiaNFXqPxAOZs1wU33JDnkWj8Rq4mQ2k0mgx4/yOP0PzOO75Ybk7jLbTIazQe4IT3vpcTMlzaTqNJB23XaDQajY/RIq/RaDQ+Rou8RqPR+Bgt8hqNRuNjtMhrNBqNj9Eir9FoND5Gi7xGo9H4GC3yGo1G42OElDLfY7AQQrQC+8f5z2uAo1kcjiocj/t9PO4zHJ/7rfc5PWZLKV1XXfKUyE8EIcQaKeXSfI9jsjke9/t43Gc4Pvdb7/PE0XaNRqPR+Bgt8hqNRuNj/CTy9+d7AHnieNzv43Gf4fjcb73PE8Q3nrxGo9FoRuOnSF6j0Wg0DrTIazQajY/xhcgLIa4SQmwXQuwSQnw13+PJFkKIB4QQLUKITbZt1UKIF4QQO42/pxjbhRDiJ8b/wQYhxFn5G/n4EUKcIIR4WQixRQixWQjxWWO73/e7SAjxthBivbHf3zS2zxVCvGXs36NCiLCxvdB4vst4fU4+xz8RhBBBIcS7Qog/Gs+Ph33eJ4TYKIRYJ4RYY2zLyW9ceZEXQgSBe4GrgYXAR4UQC/M7qqzxK+Aqx7avAiullAuAlcZzSOz/AuPPHcB9kzTGbBMFviClXAicC9xpHE+/7/cQcImUcjGwBLhKCHEu8C/Aj6SUJwIdwMeN938c6DC2/8h4n6p8Fthqe3487DPAxVLKJbaa+Nz8xqWUSv8BVgDP2Z5/DfhavseVxf2bA2yyPd8OTDceTwe2G49/BnzU7X0q/wGeBC4/nvYbKAHeAc4hMfMxZGy3fuvAc8AK43HIeJ/I99jHsa8zDUG7BPgjIPy+z8b49wE1jm05+Y0rH8kDM4CDtueNxja/UielbDIeHwHqjMe++38wbsfPBN7iONhvw7ZYB7QALwC7gU4pZdR4i33frP02Xu8Cpk7uiLPCj4EvA3Hj+VT8v88AEnheCLFWCHGHsS0nv3G9kLfCSCmlEMKXNbBCiDLgf4DPSSm7hRDWa37dbyllDFgihKgCngBOyfOQcooQ4v1Ai5RyrRDionyPZ5K5QEp5SAgxDXhBCLHN/mI2f+N+iOQPASfYns80tvmVZiHEdADj7xZju2/+H4QQBSQE/tdSyt8Zm32/3yZSyk7gZRJWRZUQwgzG7Ptm7bfxeiXQNslDnSjnA9cKIfYBj5CwbP4Vf+8zAFLKQ8bfLSQu6MvJ0W/cDyK/GlhgZOTDwE3AU3keUy55CrjVeHwrCc/a3H6LkYk/F+iy3fopg0iE7L8Etkopf2h7ye/7XWtE8AghiknkIbaSEPu/MN7m3G/z/+MvgJekYdiqgpTya1LKmVLKOSTO25eklB/Dx/sMIIQoFUKUm4+BK4BN5Oo3nu8ERJaSGNcAO0h4mP8n3+PJ4n79FmgCIiR8uI+T8CBXAjuBF4Fq472CRJXRbmAjsDTf4x/nPl9Awq/cAKwz/lxzHOz3GcC7xn5vAu4yts8D3gZ2Af8NFBrbi4znu4zX5+V7Hya4/xcBfzwe9tnYv/XGn82mZuXqN67bGmg0Go2P8YNdo9FoNJokaJHXaDQaH6NFXqPRaHyMFnmNRqPxMVrkNRqNxsdokddoNBofo0Veo9FofMz/BwdnZ2t93ubKAAAAAElFTkSuQmCC\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": [ + "R = 0.432\n", + "8100\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": [ + "[39, 120, 200, 283, 372, 459]\n", + "[372, 200, 283, 459, 120, 39]\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": [ + "72.1 bpm\n", + "[47, 129, 209, 290, 381]\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": [ + "R = 0.430\n", + "8200\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": [ + "[20, 100, 183, 272, 359, 458]\n", + "[272, 458, 100, 183, 359, 20]\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": [ + "67.0 bpm\n", + "[109, 190, 281, 368, 467]\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": [ + "R = 0.409\n", + "8300\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, 83, 172, 259, 358, 452]\n", + "[452, 172, 358, 83, 259, 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": [ + "65.0 bpm\n", + "[90, 181, 268, 367, 461]\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": [ + "R = 0.411\n", + "8400\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, 159, 258, 352, 444]\n", + "[352, 72, 258, 159, 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": [ + "64.5 bpm\n", + "[81, 168, 267, 361, 453]\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": [ + "R = 0.409\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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yl1clbjAskRdCVNgeXgqYmTfPA1cIITKFELOAecDq4XyWV4juXQNqi7yju0ZFn7yTu0YhkY9uBQDejTlEu9YmurvGn+gLhRCPAmcApUKI/cDPgDOEEEsACdQA3wSQUm4SQjwBbAaCwA1SypC7Qx9/mO1MJ2Ke/AB3jbGZtypEByVNTJGXUlquAa8SXSUK3m2VbW/PANpdk7DISymvdDh8X5zX3wLcksqgvIq5i455gfnS0xE+nye/KIkSXQwFEXHoOXhwrIbkOjIUsU+c3DXWjT3qOa8R7ZMH7waWo/sM+fx+hM83YS15XfHqIqbgmReYEAJ/To5yvdXtTITsGicrF2x9yhVw2Tha8llZnjyP9loVE6/esNxAi7yLxFzyKuS6iGYi5MnHEnm/QpWUVuA16jx60fp1zITSIq9xg+gMBfCuXzNRHFMoFbPkw4YbzsldA2qIfExL3oPCOBGqk5NBi7yLOPk1VRO8aEKBAD6/H1/a4a4VE8WSN0U+qKrIe9RAUb1wLVm0yLtIrC+KSoIXjX1/VxPTJy+lHKNRuYvTzRsOB5tVsOTDKgVeAwHnDV4UOE+poEXeRaL7WIN3raFECTmIfHp2NkipzJfKdNcM2v5PIZFXLfDqtOry4g3LDbTIu4iTT34iuGucLHlQpwgsliWvlMg7FUN5OPA66JrUPnmNG0zE7BpHkVesZ4/TzRtsPnkFxMPpRqaUJa/dNRo3UCl4lSihQGBQTrJq7RwmanaNZ33y2l0zAC3yLuIUvPIrVuIfTbC3N6Ylr8oKZsIWQ2Vne1IYYwVevTgXN9Ai7yIT1ZJPs3WgBHV98hOuGMpw13gtSypmnrwC5ykVtMi7yEQV+Wh3jXI++QnqrvEbWVLm/L1CrI6h2pLXDJtYxVD93d2es4YSJWYKJepb8soXQ5ndGz12HkM6u2YAWuRdJFYaGkarWhWJl0KpiiU/kYuhwHvZQzq7ZiBa5F0kVu8a8J41lCiOFa+KzXnIYiiPiaATliVvm6N1Hj00P7P3v1NNg5fm4SZa5F3EaclrpRMqYtVG4+iuUWzOQxVDKeGuMXoQCd9hSfCiuyYcDIKUMQOvqrpN46FF3kUcC0oUs2qjCcVLoVRkzkMVQ6ngBnCyfs3z6KWVypCZUIq6TeOhRd5FYvWuAZTdOCQYCAzYxBsU9MnHyK7xpaUh0tKUEflYwuilm/WQN2QP3bDcQou8izj65BVzXUTj5K5Jy8gAITwlDvGIJRygTv61Y9qhBwOvToYW2OaiwLlKFi3yLmK5a/yHt85VLZ0wGieRF0IotZl3LBcAHN7M2+s4pR168dod0l3joRuWW2iRdxFzySuEsI6p5p+2I412wtHiAGoVgcUqhgLFRD6WJe+h8+iUCgpqNZNLFi3yLuIYvFLMP23HFL/oilcwNg5RZM5OKzQTVVLz4gVevTS/oEOtCqjVgiJZtMi7iJNfU2VL3ir+chD5dIUseacVmolfEUve8dr1oIsjZuDVg/EFt9Ai7yJOS17V2u7aCTps4m2iUvfNcH+/o6sG1HbXeDEzLFbg1a+za4ZGCHG/EKJRCLHRdqxECPGqEGK78X+xcVwIIf4ohNghhNgghDh2JAY/3oi75FVE8OyY4hadQglq+eSdBNAkLTNTiYyNUCCghCUfs8+QdtckxIPA+VHHbgJWSCnnASuMxwAXAPOMf9cDfxreML1BPHeNl6yhRInrrlHIJx92uHmbqGTJxzRQPHTtxgq8+rW7ZmiklG8BLVGHLwEeMn5+CPic7fjDMsL7QJEQomK4gx3vBG3WUGdfJ1LKwxeXIoJnJ2gTeSklnX2d1nNKWfL9/VZPl75QH4HgYVFXJU/evloxz6PP70ekpXlKGKMteXMuKlUnJ8twffLlUsp64+cDQLnx8zRgn+11+41jSmNa8nta95B/az53fXAXwufz7F6ZQ2G35P+46o/k35rPvrbIaVfKJ2+zcufdOY+sWw67p1Sx5M1r982aN8m/NZ9Xd74KeO9mbe8E+8SmJ8i/NZ91B9ZpS94NZKTzT9Ldf4QQ1wsh1ggh1jQ1Nbk1nDHBXPLuaNkBwLOfPAt474uSKHaRf2rLUwDUtNYAas051N9vWYZ72/YOeE6lFMq0zExW7lkJwFt73gK8t22evX/UizteBOCj+o8O++Q9NBe3GK7IN5huGOP/RuN4LTDd9rpK49ggpJR3SymXSimXlpWVDXM4Y0usAJ1KVq0dK/AayyeviMg7xVpMVLHkY167HrtZmyIffU2q1DE0WYYr8s8D1xg/XwM8Zzt+tZFlcxLQZnPrKEvYoTQcvPdFSZS4KZTZ2crc2EJ9fRMihdIpuOy1HZUsSz7qfHkxU8gtBpfwxUAI8ShwBlAqhNgP/Az4T+AJIcR1wB7gS8bLlwMXAjuAbuB/uTjmcUuor4+MgoJBx1UVectd45RCaVjyUkrHIiIvEba5a6JRuRgKvHftOm1IDhM7uyZhkZdSXhnjqbMdXiuBG1IdlFeJteRVKZ3QzlAVrxi9bZzy6L1ELCsX1LLkHRuwedQnHz0X07JX4Vwli654dZGYS16PWUOJEs8n71eo0jfU1zdo6z8TlURehWs3lsgLITwXRHYLLfIuEm/JO9GKoawiMAVWMLE6bYJh6SqwrZxTxSt4T+RjFUOBsZm3FnnNcIiXXaOiuyY4RMUrKGLJxxF5f2YmSBnZW9SjSCljxh28Zv06bUhuosqqK1m0yLtITJ+8x6yhREnEklfh5jZU7xrwdtaG2TJaBUs+1Nc3aENyE6/dsNxCi7yLxOpx4rUvSqKYwubYoGyCWPIq5F/H6twI3kyhjJXuqkoLimTRIu8iwSi/pumnVbUYymmDBmkUPU8Yn7wCPVGcgpX28+ilG/VQhWvaktcMC1VyjRPFDNY5LY29uD9oLFQX+aGClV4Sxrjprh6bi1tokXcJGQ4TDgYHXGBmEZA/O5twf7+ng3NOhHp7YwckFdr2MJ5P3q+AyDtZ8oLItWvGk7ySPRT3XGl3jWY4hOIEr1TKNLETdLBwwzIMeLMXeSxUt+Rj5ZZDxPo1DRgvMGSfIW3Ja1LFvrekKXQm6Xl5APR1dg56n5cJ9fYOCrqac7dubB635E2Bi5cnD2qIfKykAfDOzToUrwWFdtdohoM9QyFa5DNMke/oGPVxjSROFq5qlny8WgA47K7xsniEHALoJl7r+RJ3Fy/trtEMB/uSNyRDA57LyM8HoF8xSz7Y2zuoOVkoHJm7Kj75cBxXBqjhrok3R6/drIeKn3hlHm6iRd4l7EvemO4aBS356L415tzTMjJACM9/qYay5FUQ+Xg+ea+16I0r8tnZnlmRuIkWeZdw8smbGQmmJa+cTz4QGGzJG6sYIQTpCtQHxGvCBmoVQ/ni1Dt45WYdL4VS1VTmodAi7xID3DXhge4a05LvV8ySDzqkUNpXMSp8qeK1brAfV8GSd7qRpXnQJx/Xkve40ZEKWuRdIuRgyZt58kpb8vFEXoHGbPEyT0ANkXcqhjLz5L1oyUeLvLUqyckh1NdHOBRyequyaJF3ibCDT95y1yjqkw86pFDaVzEqNGaL5a6xWlYoIPLx2hp4rXLZSeQHZXx5ZFXiFlrkXSKR7BrVRD4RS14Vn3z0PM1znKZCCuUQxVDgnfk5pVBaGV8KdUZNBi3yLmHPNY521/j8fvxZWUqmUMYqhgK1ffJWFpGixVAquWsGFeh5ZC5uoUXeJZx88vZ+H+l5eRPCkrevYlTY2zaWlWu5AFRw18TrJqpACqVqBXrJokXeJezWUHR2DURcNqpZ8k6bdE8US948x8Lnw+f3e1rkEymG8sr2lU4plKbhoVL762TQIu8STpa8nYyCAgJtbaM9rBHFqQul/Qansk/efo7TMjOVyJNPy8iwLHgTr1nyTimU2l2jcQXLGnLoXQOQVVxM76FDoz2sEUNKOaALpenDnSiWfLTIe9mSd6rWtrKHPObicNoZSrtrNK7glF1jBl5BPZEP9/eDlJalZ1qAdvFTwSfvtPsVDIw9qCLy9kI+83z6/H5EWppnsmucfPITPbvG78YvEULUAB1ACAhKKZcKIUqAx4EqoAb4kpRSHZWLYqjAa1ZJCQGFRH6o1EKIfKm84suNhWn1mQ3XTAZZ8h4RQSfChvUrhLDmNcDt5pFK0XAohAyFYgdezaZ5Hr8mk8VNS/5MKeUSKeVS4/FNwAop5TxghfFYWcJDBF4zi4vpbWkZ7WGNGKZlF927xqni1Su7CjlhirxZFGQyQAQV8MmbwmjepAesyHJzPRFbCcfYuCc68KrdNe5xCfCQ8fNDwOdG8LPGnHhtDQCyS0oI9vZ6Ztk7FLEqQaPdNeCdQhonLEs+SuQHWPIe71NuF3lzXoNEvqtrTMaWDLFaUFiBVy3yw0ICrwgh1gohrjeOlUsp642fDwDlLn3WuGQod01mcTGAMn75oVILwdaYzcOpo8Hubnzp6fj8/gHnUzl3TZTID6h3yM31xDmMZclHu2u84HpyE7dE/lQp5bHABcANQojT7E/KyLfDcc0uhLheCLFGCLGmqanJpeGMPpYVkZ4+qK0BRAKvoI7IJ+KuUaGdQ7Cnx7Li7XMbVPTlYetwgLsmPNhdk5GX5ylL3pyLeVOODrx6wfXkJq6IvJSy1vi/EXgWOAFoEEJUABj/N8Z4791SyqVSyqVlZWVuDGdMcApe2ckqKQFQxi8fy11jFz8VGrP1d3dbbif7eVWpR08oEBjkrhmwIvOouyba9ZSWnk5aRoYn5uImwxZ5IUSuECLf/Bk4D9gIPA9cY7zsGuC54X7WeMbJr2knu7QUgB4Pr1bsRFvyTnnyKlvy0bEHT4u8g7sm2ifvhTbZ0ZW7jnPJy/OE68lN3EihLAeeNYKMfuB/pJQvCSE+AJ4QQlwH7AG+5MJnjVvs1pBTdk3e1KkAdNbVjeq4Ropon7xTnrwKe9v2d3dbIm9fpURX9irjromVXeMB6zfaXWPOZcDqMj/f00ZHKgxb5KWUu4CjHY43A2cP9/d7BSdryE5OWRk+v18ZkTct+bj95FWx5Idw13i96CvU12fdrB0Drx71ycey5L2wKnETXfHqEkO5a4TPR25FBZ21taM9tBEh2pJX2V2TPoS7xp+d7Wl3TTiRFEoPCGP0DldOc8nIy1NuG86h0CLvEmGHJW80eVOnKmPJJ+SuUSDwGuzutix5+yrFqaWyV4u+hsquMYuhxvv8BrlrjLnYz1tGfr625DWp4bTkjbbo86ZNU8aSj+muifJ/gsdFPoHAqz8nBxkOWyLjNQa4GnHOk0fKcR93SNRd44VViZtokXeJoaoGQXFLXg625NMyMiIpax7+UiWSQpnu8SKbId01ZlHbOPfLJyLyGQpu3jMUWuRdwm4NOS15IWLJB1pbPe2/NQlFWfJOWRng/WwGuyUfL7sGvFtkk4i7Bhj3bo5on7xTdk26dtdoUsXJGor2zauURhmMsuSdimjA+FK1t4/u4FwkaEuhVNWSH6oYykqFHec360QteS+vLFNBi7xLDJVrDBFLHlDCL29VvJqWfIzVS255OV0HDozu4FzEnkIZK/Dq9/iOQwNWoQ7XbvakSQD0NDeP/uCSIJHAa3peHsGeHsLB4OgPcIzQIu8STnny0VatSpZ8qLfX2t8U4qxeKivp2L9/1MfnBuFQiGBv79BtDTzeE8UpnmQ/j9lGu5HucV6tbe8fBTEseXNVMs7jC26iRd4lQoEAaXEuLlDLkrdv/Qex51wwfTod+/aN+/Q7J8xYQmZhITCx3DX2+eWYLTkOHhz9wSVBzLYGHJ5LZkEBgHL7LcdDi7xLhAKBwwG6GK6LjPx80nNzlbHk7emTMV1UlZX0d3V58ktljjnDEAZlA69DXLtZprvGK5Z8dODVdq7MHlLjfVXiJlrkXSLY22s164rluhBCKJMrH4phyUe7qPKnTwegY9++0RucS/QZIp+oJe9FF4CUMnLtxgmgp6Wnk1lUNO4t+UQCrzmTJwPj/4blJlrkXcJu2cZyXYA6ufL2mxrEnnNhVRUArTt2jNrY3CJgZAWZlnwskfdy0Vf0huyxzmNOWdm4t34T6UJpxRcaHTufK4kWeZewW0OxXBdgiLwilry9l3wsF1XpUUchfD4aPvpoVM/3hcYAACAASURBVMfnBoEoSz5Wdo15E/CiyFtFbUPUO2SXlXnGkjcDr1Z2je1c5XgkiOwmWuRdwsmSd2w5PG0anXV1ngxE2ollyUe7qNJzciiprqbRgyLfl6gl7+EePda+AHG6UALkV1bSunPn6A4uScL9/Yi0NHxpaZHHTtk1BQX40tO1u0aTHJZfM0F3TSgQ8PwOUcHubqsSEuLPefKSJTRt2DBqY3OLaEs+lsj7/H782dmeFvmh3DWTlyyhvaaG3tbW0R1gEthTQcF5LkIIciZP1pa8JjnMZWJ0ib9TN0pV0ijtPV0g/pyL58+nY98+S1C8gmnJW+6aGNk1YLRv8GBl76D2FA4FRACTjzkGgKb160dxdMkRLfJO2TUQCb56uUAvWbTIu0B09edQljx4vyDKXu4P8edcNGcOSEnb7t2jNj43CLS1IdLShmxrAN7t0ROM8snHOo/lxx2Hz+9n8yOPjO4Ak8BekAix51I0Zw6t27eP6tjGEi3yLhC932lckVfIkvfbLPm4Ij93LsC49+lGE2hrI7OwEGNrSyVF3rLkh2iTnVNWxjHf+x4f33cf9R98MLqDTBB7URfEnsukhQtp3bnTcyvLVNEi7wKJLnkBcisqADUs+QHumjhzLpozB/BeGmXg0CEyi4qsx7Gya8C7Ih9toMRzu33qZz8je9Ik1vzud6M3wCSwdwwF5+waiIi8DIdp2bp1VMc3VmiRd4FEg1cQsZiyS0s9b8nbG3dB/Dlnl5aSUVDgOUu+p6XFas4FQ1jyBQXjvkujE9EGSrzzmFlQwMxzz6V25cpxmR0WLfKx5lJ61FEANK5bN3qDG0O0yLtAKIY15PRFATUKomIFXh33txUi4gf1mMj3NjdbJf2QQODVgyIf7ZOPVe9gMu3UU+msq6OtpmZUxpcM0XGiWIHXSQsWkFlURO3bb4/q+MYKLfIukGiusYnXWxvIcDimJR9rzkVz5njOXdPT3Jy4Je9RkY/lk3dyuwFMWboUgIMffzwKo0uORC154fMx7dRT2f/WW6587iePPcbTF100Llc3oEXeFZJx14D3LXlzvukJumsgEnxtq6khHHIWj/FIbxIin1lURO+hQ+P2ix6LZJIGwBZEH4c37P6enoSvyYoTTuDQtm1xm8r1NDdTv3r1kOf0hSuvZPfy5bTv2ZPiyEcWLfIukEzgFSKWfFdDA6H+/tEZoMuYXwx/goFXgKLZswn393umt3w4GCTQ1jbQXRMn8JozeTKhQMBzufKxtnGMtSLLLikhq7iYQ+NQ5BMNvAKUVFcDcGjbNsff1dfVxUOLF/PXE0/kzR/8IOZn2m8A9e+/n9K4R5oRF3khxPlCiK1CiB1CiJtG+vPGgmStobypU0FKuhsaRmeALmP2TU/Gks+fMQPwTjfKHqMiOVFLPqe8HIAuj53TRPPk7RTNnTsuLflE3TUAJUccAUDLJ584/q4tjzxCZ10dxfPns/b3v6f23XcdX2dfkY/X1NIRFXkhRBpwF3ABsBC4UgixcKQ+r3H9ejb993+P1K+PSdLuGo/nypvb3CX6hQJby+G9e0d4dO7Qa2x1l6jI5xoi77Ubd6J58naK5s4dl0H0ZES+aN48EILmGCJf88orFM6ezVcM4d735puOr7O7aHrGaWfLkbbkTwB2SCl3SSn7gMeAS0big1p37uThJUt48eqrR71kedB+p0Msec2qV6+4LqLpd7Dkh5pzgSHy7V6x5A2RTzS7xrOWfHRm2BBuN4gE0dtraqx2HuOFRLNrANKzs8ktL6czxnfw4McfM/mYY8gsKCC/sjJmTn1XfT0AIi3NWv2NN8RIBoqEEJcB50spv248/ipwopTyu06vX7p0qVyzZk3Sn/P88r9wy5M3WtkN0z79afIrp6U+8CRp3bmTA6s/YM4ll5Cek83ru1+nsStyV7/iqCsGvT7c38+2p56mdPEiSo88ctTG6RY9TU3seW0F0888g9wpUwB4bONjAJTnlnPmrDMd37ft6acpmFnFlKXHjdpYU6Vjfy21K1dStWwZWSXFANS217Jy70oAjqs4jnmT5lmvD/b0suNvf6P8uOMonj/P8XeOR5o2fEzzpk1UX3EFCHhh2wt09nWSk57DxUdc7Piett27qX9/FbM/c5HVS388sPXxJyg+Yj6TlywB4Jktz9AX6qM4q5hlc5cNev3uF1/Cn5PD9NNPG3A8HAyy7cmnKF10FKVHHcXeN94g3N9P1XnnDfodh7Zto2Hth2QWFSL8fqrOPTfl8V88/2KuXHRlSu8VQqyVUi51es6f8ohcQghxPXA9wAzDb5ssHbKHPSW9ZM+voKu+nuaWTWSnjZ5FFQi00l0BXS0bEW1pFGUVMX/SfJq7m/mw/kPH97TNSKexdzd59YFRG6db9Hd101kB7d078ddHfJILShcwKWcSjV2NMefcPlVwgDrq6sVoDjclAp1tdFdAZ+d2fIHDX5NjK44FoKOvY+A8JRyqgObAbrLrvZNK2UMTvVMF3Qcic5maP5Xy3HIauhpinseg7KGjAtoa1pHemev4mlFHwqHyMAfTmthvjHtW0Swm506OOZeO0j5kqJemqOdCvQHaK6A1o4W99R/SXRwJqLc4/I6ewEF6KyA9P0Qo0O34mkRo27WL0s2tKYt8XKSUI/YPOBl42fb4ZuDmWK8/7rjjZKqEQyEppZQPLl4sn77oopR/Tyq898tfyttA9vf2Jvyev116qbx3/vwRHNXIse2ZZ+RtIBs++iip9/3t0kvlfdXVIzQqd1n1m9/I20AG2tsTfs+fpk6Vy7/2tREclfu88q1vyf9XVpbUezoPHJC3gVz7xz/GfM2e11+Xr/3Lv8jugweHO8SECHR2yttArvr1rxN+zz+uvlr+ecaMQcd3/uMf8jaQte+9J6WU8v1bb5W3gezr7h702hevvVb+V0WFfOXb35b/r7Q0pbH3trVFxv6b36T0fimlBNbIGLo60j75D4B5QohZQogM4Arg+ZH4IOGLTKWkujpmxHyk6OvoIC0jY8BOSUNRungxh7Zvp8+D+4Ja2+IZLXgTpfiII2jduZNwMDgSw3KV3uZmfOnppBsbgiTCeM06iUdfe3vSLpecyZPxZ2XFzAvvaWnhqWXL+OjOO3n+sstGpXbAKRlgKHLLy+luaBg0PjOuYsZZzOC7GYwf8Nr6evIqKsguKaG3pQUZjh2wjoX5dyyYOTPp9ybCiIq8lDIIfBd4GdgCPCGl3DSSn1lSXU3b7t1Watho0NfRkfQXZfLRR4OUNG/cOKzPllKy/dlnR/VmYfVZN3ZMSpSSI44g3N+fUMvhtj17xrSBlFntanagTARPinxHR9LnUQhBXmVlzHTYunffJdzfz/zLLmPfm2+y8/kRsesGkIrI55SXO9Y2mPu/mpt+m8H3HieRP3CAnClTyCwuRobDKVU9myJf6EWRB5BSLpdSzpdSzpFS3jLSn1dSXY0Mhzk0iv2i+zo6SE9S5MuOPhpg2Dsm7Xz+eZ77/OdZdcuI/2ktrG3xkpyzWYDSNERJfDgU4okzz+T+6mr2uVR6nizRfWsSoXjuXLoOHKCvs3OERuU+gfZ2a3vDZMifPj2myNe+8w4+v59l991HSXU1K3/84xG35s3ajWQteRicEdXd0EB6bi4Zxs5npiXvtMetaclnlZREXpNCho2nLfmxwOytsf+f/xy1z0xlyVtYVUVGfj6Nw9xp5+P77gMY9u9JhkB7O/6srAG9uxOh/NhjyS4rY8v//E/c1+1+8UXL2t/x3HMpjzMZ2mpqBiy1o/vWJIIX++b3jYDI173zDpOPPZbMggKW/uAHNG/ePOI7SqViyWeXlgKD3TDdjY2WFQ+xLflwKER3YyO5hrsGIu2pk6V9zx7SMjMHfKabKCfyxfPmUTR3Lrv+8Y9R+8xU3DXC56Ns8eIhL/63brqJ+xcsYH+MjnnmSqD+/fdHrW9KqsKQlpHBgiuvZNff/x7XnVb33nv4/H7Kly6l/r33hjPUhGhct457Zs3io7vuso71HDyYtMgXz4ukTnrJZZPKtQuRuofOurpB8ZVQXx8HPviAaaecAsDcSy9FpKWx9YknXBlvLEyRt9duDEVWDAu9u6HB8sdDbJ98T1MTMhwm12bJp7J3c3djIznl5VZc0W2UE3mA2RddxL433ojbfMhNUv2ilC5eTNOGDTHFuWXrVj647TZaPvmEv118Mdv/9rcBzwd7e2nfu5eMggJ6W1roTcGKSIVAW1tKIg+RGoZQX19cN1XjunVMWriQytNOo2Ht2hEP1G57+mkA9q9caR3rrKsj1yhaSxRzc5Tx2NclFn3t7Un75CFiyctwmE6jGMik4cMPCfb2WiKfU1rKjLPOYusTT9D08cdsfeopV8YdjbnBeGYSyQDZMSz0aEs+1uvMuedOmTIsd01vSwtZxcVJvy9R1BT5Cy8k2NvL3jfeGJXPS1XkJx99NH3t7Y69uevef59nL76YjPx8PvPYY2QUFvLcpZcO6I/RunMnSMnMc84BRq8vTKrCAJHufwD1q1bFfE3TunWULVlC6cKFhPr6RrxK1ixZN6sX+7u7CbS2kj8tuYK6jPx8csrLPbV/6HDcNTD4mqszerxM/dSnrGMLvvxlWnfu5KHFi/n7F7/IruXLhzFiZwKmyNt28hoK010TLd5dDQ2Wvx4iK9CM/HzLkpdSsuvFF6l56SWAAT75VCz53kOHrPePBEqKfOXpp+PPyWH3CFxMTqQq8mYgMnp533XgAE+ecw59HR1c9OijVF9+OdesX09aZiZbbBspmx30Zpx9NjC6Ip+qJZ8/fTrZZWU0fvSR4/OBtjY66+qYtHDhqLW1NXsINa1fj5TSepyXpMhDJPjqFUs+1N9PsLc3pWs3lsjXvvMOhbNmkWdscwlw5NVXc8ovfsEx3/0uaRkZI7IZeCoin5Gfj8/vH+CGkeEwPU1Ng/zjWZMmWTeD/W+9xTMXXsjKH/8YiDTfMy1xJ5EPh0L8/YorWP+XvziOo/fQIW3JJ4s/M5OZ55zDruXLR8VPnarIF86aBUB7lCW/78036e/q4nPPPcfsCy4AIumKsy+8kK1PPmn1ZG8xRf6ssyK/Z5Saf6WakQGR9LtJ1dUcipEeaQYtzdgKxBb5roaGAS6WVJBS0llXhz87m76ODrobG+kYhsgXzp496HyOV8x0P7cseSklte+8Y7lqTITPx8n/9/9y9p13MuPss2nZsmUYo3bGFPlkxFIIMUC8IWLVy3B4gE8eIi4b83X7bEkdxfPnkz9tGv6sLPw5OY4iv+Wvf2Xr44/z6re+xQGHti3aXZMis84/n/aamhHfpkxKSX9nZ0pflLypU/H5/YPGWL9qFf6sLKsHh8kRl19OV329tW1Z6/bt5JSXUzJ/Pr70dE+4a8AoWIsh8mbqa/HcueRVVODPznbs+R0OhXhgwQIeO+20YaXL9ra0EAoELGFq2717WJZ8QVUVHfv3e6Lgy0qFTeFcZhYWkp6XN+Caa9u1i+6GBqZGibydSQsX0vLJJ65vHtPb2kpaZqbVJDBRsqNEPjpHfsDrjABt7dtvU3b00VzyzDN88bXXrNdkFRc7inzNK6+QkZ9PVnEx7/3Hfwx6PnDoEJla5JNnyvHHA9Cwdu2Ifk5/ZycyHE7pi+Lz+8mfPn1QcdCBNWuYfOyxpKWnDzg++6KL8GdnW5kKh7Zto3jePITPR960aaMm8j3NzcO6KEuqq+k5eNCxuMS02gvnzEH4fJQfeyx1Dhk29e+/bwWaYy2DE8HsBz7t1FOBgSKfrE8eIqmxMhRKOo5waPv2Ya9KksUUtGSziCBiBUenUda+8w7AIEvezqSFCwn29iZUEJcMgdbWpFw1JtmTJg1w13RHVbuaZNled3DjRsqPPZZ5l15qdVcFyDKqXqM5tH07U044gcXf/Ca7li+nu6nJei7Y20uwt9dKwRwJlBX50kWL8KWn05BCV8tkMNsa50ZdFIlSUFU16IJv37vXclXYycjLY/ZnPsO2p54iHAzSsnUrxfPnR37PjBmj0qu9r7OTvvb2lKxck2JzwwYHa75l61bypk61ClGmn3UW9atXD2rLbApi4ezZw7qRWyJvWvK7dtGxfz8ZBQWpueCqqoDBLrhoDm7aZGWEtGzbxn3z5/PYaaclXPz14Z13Oi79k8F076VahFMwffqAm1ntO++QWVgYt7Oq6aJ0u812oLWVrBREPstmocMQlnxzM/09PXTV11vzGPC7Yoh86/btFM+bx4IvfxkZCrH1ySet50xDRVvyKeDPzKSkupqDm9zvotDX0UGgrQ2wibwt0JQMBTNmDPRrhsN01dVZPeejqb78crobG1n35z/T3dhoFX/lR33hRgpTFFOxck0mGQFnpx5DzZs2UXrUUdbjeZ/7HMLn46llywb0L699+21KqquZefbZcdNQh8L82xfNnUtOebllyad6EyswRD6em/D9X/2KB486ipevuw6AtXfcYT334R/+MORndNbX8/r3vsejcSzmRDCNgoIUu786WfIVJ58cN9/bbE3dPcSeDwfWrBmUnhmP4Vjy9hWlWf0abbRlTZpEoLWVtl27ABxFPq+iYtB3sKe5md5DhyieN4+yRYsoPeootvz1r9bz5k1B++RTJK+iwrozJ4sMh2Nutr386qu5s6iI+tWrD+fKpijy+dOn01Vfb/lwuw8eJBwMxhSZWRdcQHpuLq//y78AMOfii63f01lbm5Kvs2P/fna+8MKAY7F6cFj+6iRzyO0UVFWRlpExyJIPh0I0b9nCJJvIlx97LBc/+STNmzez1hBAGQ5T+847VH7605QuXkxvS0vKG6O37d6NSEsjv7KSwlmzLJFP9SaWX1mJ8PkGWfJSSl65/nqePPdc3vnpTwHY/swz1L7zDhsfeIBFX/86S77zHXa/9BL9RmFPLHa/+CIQKTxK5nxLKVlz++1WvUX73r2k5+WlJI4Quea6GxoIBgL0HjpE86ZNTLOlTjphinw8AW/bs4dHjj+eP0+dmvDGJL2pinxpKb3NzZaR0N3QgEhLGyS6pkvLzApzEvlJRx5Je03NgLYWVozJKJQ78pprqHv3XWpeeQU4vJoazvdpKJQW+ZzJk+OK/KaHH2bPihWOz73+/e/z52nTWHXrrQOOSynZYXxJNt5/v5VbbV68yWIVlRgi1WX8H+ukp+fkcKKRurXw6qstMSqYMYNwf39K28+9+u1v8+xnP8vGhx4C4J8/+hF/LCx0LFwxxzkcd40vLY2iefMGWfJtu3YR7OkZtNyfd+mlzPnsZ3nvP/6DrsZGDm7aRKC1lWmnnkrZ4sVAZCefVGjbvZuCGTPw+f0UzppF665dw7Lk0zIyyJs2bZAlv/+tt9hwzz0c2r6d+V/4Atds2IDw+Xj01FNBSk76yU+oWraMYHc3TevWxf0Me4yiOU6mStOGDQPaXXzy2GO8+cMf8tyll9K0YQMde/dSMHNmUk3Y7JgZNp21tdQZm1hPHULkM4uKSMvIiLt724HVq62fhwqqd9bXc2jHDrrq68kpK0t06BZZkyYR6uuj32jwZxZCRa9GTJE3XWTmis2Oed3az4k5/iJD5I/57ncpWbCAf1x1FZ11dVaWmZlOPRIoLfLZZWX02IIcdupXreLFa67hyXPOGdQetK2mho/uvBOAtb///YBMCXua4u6XXqKrvh5fenpKwSsYnIrWkYClfNKPf8y1W7dywQMPWMdMv2oqfVOaN28GYOsTT9DT3MwHt90GUvLat79ttRWGyAVrFg4N1/IoOeKIQWmU5g136sknD3r96bfdRrC7mw9uu81a7laefjplixYBqTd6a9u927LKimbPpn3PHjr27x/WTaywqmqQJb/5kUfIKCjgf23Zwmcff5yyRYtYcNVVpGVkcO7dd1NYVWVlUzUOIfL23x0r2L5/5UoeWrKEh5cssYqPtj7+OBAJKj522mnUvvsuJUZMJxUKbJuz1737LsLno+LEE+O+RwhBzpQpcUXeHmOJ525t+vhj/jx1KvfNm0fHvn2ULFiQ5AwGV7N2NTQ49pAxj9W99x5pmZkD6gBMTDfjuz//udW249D27Qifj6LZs4HIFqGXPPMMgbY23vjf/5v9b71FVnGxVZg1Eigt8jmTJ9Pf1eXYhtfeIiA6e8Mscz/9ttvobmwcUDlrXoCLrruO9j172LNiBblTpgzbGjIDUV0JWsol8+cPsDbKDd+8aVElSk9zs+VnrH//fcttc/Zdd9Fz8CAf/Pa3QORvcn91NR/fey9lixcPe9u3kupqWnfuJNTfbx3b+fe/UzhrlqNVU3LEESy46irW/Pa3rP71r1n4la9QOHMmWcXF5FdWpiTyUkradu2yRL5w1iwwlu1Oy/FEKaiqGmTJ165cSeVpp5Fua6B1wYMP8r2ODo665hogci1kFhUN2c+obfduKk46CYi9GfzGBx4AKcmeNIl/3ngj/d3d7HntNZZ85zt8+b33EGlpdDc0MO/zn095nmZyQPOWLdS9+y5lRx9NRgL993OnTInrk29cv56S6mqEz0dzDJFv2bYtsgqyMWnhwiRGHyG6L013Y6NjEoVpuR9YvTqy+nGIOxTNncuJN9/M7uXLee073wEiQdeCmTMHNPObVF3NCT/6EVufeILtzz5LzjD0IxGUF3nA0Zpv+eQTa0OIg1E93XcvX07pokUc893vklFQwCePPmo917B2LSItjeN/9KPI4zVrBuWzJ0OBkyUvRNLun9zJkymeN4/aJNPwTCt+/mWX0dvSwupbbyVv2jSWfOtbHPGlL7Hmd7+jraaGV7/5TQpnzWLJd77DJc88k9RnOFFSXU04GLRuMAc3b2b3iy9SfeWVMS/4T/3855QfeyzH33gj5/zpT9ZxsweQSWddHR/89rdD+nO3PfUU3Y2NVl63PeA7lEUaj4KqKjr377duYN0HD9KydatjkZD9yy+EYPKSJXEt+XAoRPvevZZbxEnkw8EgO59/ngVXXcUZd9xB8+bNvHzddfR3dXHEl75E0axZXPz008z7wheYe8klqc/TuMkeWL2a+lWrhnTVmOQOYcm37dpF6aJFFMyc6VgjIaXklW98A5/fzzdqaqzPTUXko5uUdcew5AtmzADjuix0cNVA5Px9+le/4rgf/IBNDz7IoR07rDTnaE75xS/40uuvc9wPfsAp//7vSY87GdQWecNH1+0k8lu2MPOcc0jLzBxQhh4OhahfvZppp56KPyuL6ssvZ9NDD7Hq17/mwNq1NKxdS+mRR1Iyf77lsph+xhkpjzGzsJCM/HxL5Lvq6siZPHlQjnwizP7MZ9j5wgvssRVoQKRC7+VvfMMx2GX2sl58/fVAJIVxzsUXI3w+Tr3lFsJ9ffzPySfT09zM2XfdxTl33WU14hoOJWYa5SefEOrv5+VrryWzoIDjvv/9mO8pmj2br65dy+m/+c0Ai7Fs8eLI7zFE/ZVvfpN/3ngj7/3ylzF/V8OHH/LClVdSOGsWC778ZeBwbQWkJhgmhVVVyHDYWp2Z/Vzi5Y9bczn6aJo+/jhmQLWrvp5wfz8l8+eTU15uiXyor4+XrruOvW++yf6VK+lpbmbepZdyxBe/SHZZGZ889hiTjzmGytMim1bPOOMMLnnqqWGtyIQQlB93HBsffJD+rq4hg64m8URehsO019RQWFVFwcyZju6oj+68k/1vvcWnb72VwpkzOfP22znya19L6bq0u2uklFZHyGjSMjKs+NdQq7xjbrgBGQ6z+6WXIokEDimlQghmnHkmZ/7udxzxxS8mPe5kUFvkjTtydPA11N9P686dkf4oc+YMKJtv3rKF/s5OphrL4TNuv52Z553Hyptu4pGlS6l5+WXKjzsOgM89/zxlixcz7wtfGNY47bvsdNTWpuzvPvWXv6Rozhxe/9d/HRBn+PDOO/n43nt58wc/GPQe060w7dRTrb/X0YbgF8+dy+JvfpOuAwfILCxkptEjxw1KbLnyq//zP6lftYpz7747peBZ2eLFhPv7adm6lb6ODqtn0aaHHoqZWrn297/Hn53NFStXWts2Cp+P8x98kE//6lf40tJSnNngXPm6d9/Fl55uudTiMXnJEoLd3YNaOZj7dZo1FQVVVeRPm2bdSLY8+igb77+fJ848k08efRR/VhZV55+PPyuLL776Kouvv57PPfec626BaUbgGCIdRhMhd8oUupuaHKuCuw4cINTXR+GsWeTPmDGoVYeUkjV33MH0M85g8Te+AURWXRc88EBK58zSiIYGAm1tBHt6Yq6izY2BnGpY7BTOmkVuRQVb/vrXSCKBbYU4Figt8tmGYES7a1p37CAcDDJpwQKK580bEME/YHRHNJfrGXl5fOEf/+CaDRtY9PWvkz99Okt/+EMAphx3HNesXz/sbbvsRSVddXUpB/3Sc3I48eabad68eYALytxicMfzzw+KT7Tv2UNOeTnp2dlc+c47XLNhwwD306d+9jMWfuUrfHHFCnx+f0rjciKzsJDcKVNo3rKFDffcQ9WyZVR/6Usp/a5SW/D14MaNyHCY2RddRMfevY7LfYB9b7zB3IsvHpQqedQ113DizTenNA6T6Fz52rffpvy44wb442Nh/u33vv76gONv/+Qn3F9dbXXvLJw1i7xp0yxLfputwMb8e5oFZZOPPprz/vKXAdWZbnHUtdcCEVdXor8/t6ICpHRcYZt/s4KqKgpmzIikBdtuBoe2baO9poYjLr/clRtWVkkJ/pwc2vfts5IWYq0Ijv+3f2Ph1Vez6Otfj/s7hRBMO+UU6o34WLzisNFAaZGPZcmbKU4l1dUUzZ1L286dluVbv2oVWcXFA/xowuejbNEilt1zD9fX1Lh+0uxFJZ1xCqESwexIaTZR6uvqomXbNmacdRbB7m52/f3vA17fXlNjZeYUz51rZauY5JSVceF//zdTjNWLm5RUV7PlkUfo2LeP6iuvTP33HHEEvvT0ASmDZsxkBHwFYQAADdpJREFU+7PPDnp9X1cXHfv3p5SNkQj2XPm+zk7qV61K2KVXdvTRVJx0Eu/94hdWvnU4GGTVrbdyaNs2/nnjjUDER2wX+aYNG5hvW/YPd3WZKAXTp3P5P//JF2OkIjthWspOLhtzpVI4axYFM2YM6llvZneZ7bWHixCCgunT6di712oRHctSX3TttVz40EMJVdZWLVtm/Vwa9Z0abZQW+fTcXPzZ2YNE3szPNkU+2NtrpS7Wr1rFlBNOiFm1NxK7t+TPmEF3Q4PVBXFY6XszZ5I/fbrlBz60dStIydHf/jZ506axxRZEhkjK5XAySYaDGXwFmGsUdaVCWno6kxYu5ODHH9O0YQOZhYVUfvrTTD35ZNb913+xZ8WKAW4b0xVSPIz0wbjjycggf/p0WrZuZe+KFYSDQarOPTeh9wohOPP22+mqr7fSeA/Y9hCAiCXsz8oib9o0epqb6ayvp2PfPqYsXcqye+/ltN/8xoozjAbTTzuN3CS2rosn8qaLq2DmTPKNFE1724/GdevILCx0JS5kkm9UnZuxOTd+9+yLLgIi7qxkdqsaCZQWeSEE2WVlg5aFBzduJL+ykoy8vAFbth3asYOmDRuYfuaZozpO86IyGzwNNwd90sKFlpvCDKwWzZ7NEZdfzu4XX7T6ZQQDAdr37LH846PNnM9+FojkxQ+3rLvMyLBpWr+essWLEUJw8s9+RqC1lSfPOceygOFwgcpwcsSHYurJJ7Pjb39jxfe+R/6MGXE7Mzq9d8rxx7Pb2JTCbCl9pJFqaV4fpjFQ8/LLQORvsOi66zjhxhuHFVMYaYay5E33oenLtmdONa1fT9nRR7saW8ifPp12w7WXN3WqK6KcV1HBFW+9xaVRK+exQGmRh8FVr6G+Pna/+KIl5ObSrO6993jx6qsRPh8Lv/KVUR2jeaMxXSzDseQhctNo3bkzEqiz+Tirr7iCcH+/5cJo27ULGQ6PmEU7FLMvvJCr3n+fz9r8yakyecmSSOWlka8NMGvZMr5VW8uCq67iozvvpNtIkzPTNt20BqOpPP10QoEAHXv3csnTT1vB3USZduqpHFi9mmAgELFkheCM22/n+B/9iJONtgj5lZXA4TYHZvXveMfMXulyyPZqq6mxVpZ5U6eSXVbGnldeYd2f/sTe11+ncf36YaUsO1FYVUXXgQPsXr6cKcbOZW5Q+elPp9Q0zW3UF/moqtcN99xDoLXV8gHnV1aSWVTE2z/5CY0ffcSy++4bVvOtVLBE3qVq0qI5cwi0tdHb0kL7nj2k5+WRVVzMlKVLKZozh08eeww4vLPUWIk8RALcbvy97asvu9hl5Odz/I03Eurrs9pRdNbVkZGfP+yCrnjMv+wyFl59NV96/XWriVwyTDvlFIK9vTStW0fb7t3kT5tGdkkJp//615ZryzQGdi1fTvakSSn3Txpt0rOzySwsjOmuMbOTzLqBnX//O6995zs8cfbZBLu7WfjVr7o6nsrTTgMp6WluZsYor+JHA/fSJcYpOZMnW31N3vvlL3nnpz+latkyZhmBEV9aGsvuu4+VN93EsvvuozLBNDA3McuazWi8G5Y8RPztZmDVXN5Wf/nLrLrlFjY9/DDNmzfj8/utrpBeZrJhvQOD3G1mha5ZZDTc4HYi5JSWcqHRCygVzDTdho8+on33bgqNsng7RXPm4M/Job+zkynHHz+iVZNu45QrH2hvp233bhZcdZV17JR//3eKZs9mziWX0Lx5M6FAIKWbZjzsbTRmf+Yzrv7u8YDyIp8/fTqddXXUr1rFO//f/8cRl1/OsvvuGxBAnf/5zzN/GOXdblC6aBH73niDtIyMlPvgmFjbCu7ZQ/uePQMq9I7/t39jx9/+xouGf3fGWWeNqEU7Wgifj6+sWUN6bi7FUdkRQghKFy3ioOHb7aqrI3eERX64mNWkjR99xKEdO6g677xBr/FnZlJYVUXz5s3WFpBeIcfW2mDDvfey57XXqDztNGQ4zPTTT7deN/Xkky0RNrfCdJu0jAyufPttMouLrR4zKjEsd40Q4udCiFohxDrj34W2524WQuwQQmwVQiyL93tGkqK5c5HhsLV70Jl33GHlD48nzGpLN/pY5Bm+2s7aWtr37BmwKURmQQFfXbs2suQVwvWl71gy5bjjYq5KyhYvpunjj609XUfakh8uQggmH3MM+954g676+phdCk/79a+pOu88ljoUuo1n8ioq6DpwgOZPPuGVb3yDrY8/zoobbsDn91Ph0KBupJl2yimUDqPKeTzjhk/+DinlEuPfcgAhxELgCuBI4Hzgv4QQYxLuN/3dGx94gLLFix27x40HzPx0N6yVrOJi/FlZNG/eTO+hQ4N2/klLT+fChx/mB319HPW1rw3787zApIULCbS20t3QEBH5UY67pMLUT33qcCZQjAyoOZ/5DJe9/PKYp+kli+mu2fzww4i0NC594QVKqqs57957Eyoa0yTOSLlrLgEek1IGgN1CiB3ACcDgzTpHGHtR00yHJe94Yf5ll9FZV8cSo3vdcBBCkFdZaaVkOvW+BlytYB3vmNdB7bvvEgoERj24ngr2+FDxGKW5jhS5U6fS19HBjuefp+LEE5lz0UXMMXLLNe7ihiX/XSHEBiHE/UIIM9l5GmDvLLTfODYIIcT1Qog1Qog1TTF6vw+H7NJSy//u5NccL/izsjjhRz9KqFVrIuRXVlodJofbdkEFTJHfY+zIM1YFYMkw9ZRTyJ8xg7ypUwfFGbyOuXJt3rTJCjJrRoYhTTkhxGuAU8eenwB/An4BSOP/3wHXJjMAKeXdwN0AS5cuTW2jzjgIIbhu+3a2Pf20kulRsTBzqGHohkoTgYKZM/H5/dS8+mrksQdEPiM3l+trakDKEam0HksmH3OM9bMW+ZFlSJGXUibUJEIIcQ9gbhRaC9i7FVUax8aEotmzOcFW8TgRmHLiiWx+5BFEWtqws3VUwOf3Uzx//uHVjQdEHiJGCh5KjUwU+8Yc43mFrQLDza6xRzEvBczWh88DVwghMoUQs4B5wOro92tGDjOAm+resypipuJll5WNywyricZVq1fz9R07xm0yhCoMN/L2GyHEEiLumhrgmwBSyk1CiCeAzUAQuEFKmfi28pphUzRnDp++9VZmnX/+WA9l3DDl+OP5+L77BmwOohk7KvR5GBVErE0VxoKlS5fKNcZu6BqN2/QeOsS7P/85J//0p9qFpVEKIcRaKaVjKfDEyaHTTHiyios56w9/GOthaDSjilohe41Go9EMQIu8RqPRKIwWeY1Go1EYLfIajUajMFrkNRqNRmG0yGs0Go3CaJHXaDQahdEir9FoNAozripehRBNwJ4U314KHHRxOF5hIs57Is4ZJua89ZwTY6aUsszpiXEl8sNBCLEmVlmvykzEeU/EOcPEnLee8/DR7hqNRqNRGC3yGo1GozAqifzdYz2AMWIiznsizhkm5rz1nIeJMj55jUaj0QxGJUteo9FoNFEoIfJCiPOFEFuFEDuEEDeN9XjcQghxvxCiUQix0XasRAjxqhBiu/F/sXFcCCH+aPwNNgghjh27kaeOEGK6EOINIcRmIcQmIcS/GsdVn3eWEGK1EGK9Me9/N47PEkKsMub3uBAiwzieaTzeYTxfNZbjHw5CiDQhxEdCiBeMxxNhzjVCiI+FEOuEEGuMYyNyjXte5IUQacBdwAXAQuBKIcTCsR2VazwIRO/fdxOwQko5D1hhPIbI/OcZ/64H/jRKY3SbIPBDKeVC4CTgBuN8qj7vAHCWlPJoYAlwvhDiJODXwB1SyrnAIeA64/XXAYeM43cYr/Mq/wpssT2eCHMGOFNKucSWLjky17iU0tP/gJOBl22PbwZuHutxuTi/KmCj7fFWoML4uQLYavz8F+BKp9d5+R/wHHDuRJo3kAN8CJxIpCjGbxy3rnXgZeBk42e/8Tox1mNPYa6VhqCdBbwACNXnbIy/BiiNOjYi17jnLXlgGrDP9ni/cUxVyqWU9cbPB4By42fl/g7GcvwYYBUTYN6G22Id0Ai8CuwEWqWUQeMl9rlZ8zaebwO8uHHt74EfAWHj8STUnzOABF4RQqwVQlxvHBuRa1zv8ephpJRSCKFkepQQIg94Gvi+lLJdCGE9p+q8pZQhYIkQogh4Fqge4yGNKEKIzwCNUsq1Qogzxno8o8ypUspaIcRk4FUhxCf2J928xlWw5GuB6bbHlcYxVWkQQlQAGP83GseV+TsIIdKJCPxfpZTPGIeVn7eJlLIVeIOIq6JICGEaY/a5WfM2ni8Emkd5qMPlFOBiIUQN8BgRl80fUHvOAEgpa43/G4nc0E9ghK5xFUT+A2CeEZHPAK4Anh/jMY0kzwPXGD9fQ8RnbR6/2ojEnwS02ZZ+nkFETPb7gC1SytttT6k+7zLDgkcIkU0kDrGFiNhfZrwset7m3+My4HVpOGy9gpTyZillpZSyisj39nUp5VUoPGcAIUSuECLf/Bk4D9jISF3jYx2AcCmIcSGwjYgP8ydjPR4X5/UoUA/0E/HDXUfEB7kC2A68BpQYrxVEsox2Ah8DS8d6/CnO+VQi/soNwDrj34UTYN6LgY+MeW8Efmocnw2sBnYATwKZxvEs4/EO4/nZYz2HYc7/DOCFiTBnY37rjX+bTM0aqWtcV7xqNBqNwqjgrtFoNBpNDLTIazQajcJokddoNBqF0SKv0Wg0CqNFXqPRaBRGi7xGo9EojBZ5jUajURgt8hqNRqMw/z8OmemAxkv+SwAAAABJRU5ErkJggg==\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": [ + "R = 0.411\n", + "8600\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": [ + "[58, 152, 244, 327, 404, 477]\n", + "[152, 327, 58, 244, 477, 404]\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", + "[67, 161, 253, 336, 412]\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": [ + "R = 0.411\n", + "8700\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": [ + "[52, 144, 227, 304, 377, 451]\n", + "[52, 227, 144, 451, 377, 304]\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": [ + "73.8 bpm\n", + "[61, 153, 236, 312, 386]\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": [ + "R = 0.404\n", + "8800\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": [ + "[44, 127, 204, 277, 351, 434]\n", + "[434, 127, 44, 351, 277, 204]\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": [ + "78.2 bpm\n", + "[53, 136, 212, 286, 360]\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": [ + "R = 0.412\n", + "8900\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": [ + "[27, 104, 177, 251, 334, 451]\n", + "[451, 334, 27, 251, 177, 104]\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": [ + "69.2 bpm\n", + "[112, 186, 260, 343, 460]\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": [ + "R = 0.405\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": [ + "R = 0.405\n", + "9100\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": [ + "[51, 134, 251, 354, 459]\n", + "[251, 134, 459, 51, 354]\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": [ + "58.8 bpm\n", + "[60, 143, 260, 363, 468]\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": [ + "R = 0.405\n", + "9200\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": [ + "[34, 151, 254, 359, 466]\n", + "[151, 34, 359, 466, 254]\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": [ + "55.6 bpm\n", + "[43, 160, 263, 368, 475]\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": [ + "R = 0.406\n", + "9300\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": [ + "[51, 154, 259, 366, 466]\n", + "[51, 259, 466, 366, 154]\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": [ + "57.8 bpm\n", + "[60, 163, 268, 375, 475]\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": [ + "R = 0.411\n", + "9400\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, 159, 266, 366, 476]\n", + "[159, 476, 366, 266, 54]\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": [ + "56.9 bpm\n", + "[63, 168, 275, 375, 485]\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": [ + "R = 0.411\n", + "9500\n" + ] + }, + { + "data": { + "image/png": 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bAS9wq5TSF9+mpx/BMx51LJlCGfI9WEHVquyavvjcbnLCpVBaTPDoGCmUKbBrYg7yUsprwmx+NMr+dwF3DaVRmUq4IG/FjILgFZLAGqo2tDtudzoRdrupb2zRUJ58X8JNhsqUgVdFEMquCRB6s7OCkg83R8IqJZbDEVq7BpQnD5mbQqnQUHZNgOCSqhCk5E1sXYS9iC1QsycSXlXWoA+eCDNeVZDPMPxhcoOtml0TbuDVzAEv3EQ4qyt5NRnqOPpx97kulF2TeYRTL/acHKMrbxW8IZ68/tjMAS9sASoLB/mIKZRut6kL1UVCnwWuL6ICge/D7/Xi93oT+tkqyMeRiHaNxdRL6PcgbLZAZoWJA17ojFewdkEun9vd57sAa68OFby+q46xclyCRaAK8nEkbBfVgnZNqJIH81sX4ZS808KefKSBV7BmkA9e31XHWFQowd+HCvJxJDQ/HKxbhbJfj8bkSwD6wpW0MPmNLRphq1BqStZqPVvon4wAyVtUSAX5OBI2T15LoZRSpqhVySc0Tx4wvV2j1+sRQhjbrKrk/T4f0u8Pm10DFlXyvb1GZVIdI8hrhQ0ThQrycSSsetH+kX6PJxVNSgnhbnZmt2tC6/UAOPPzcXd2pqhFqUMPWqF2jZU9eW9PT38lr30/SslnEJGUvP6cFZBSBmyrUCVvclUbWq8HIKuoCE9HR4palDrCldyG5HnQ6Ui43q2yazKQSGUNwDrqxe/xgJT9MivMruTD3diyCgtxtbenqEWpwzdAkDfz2EwkwnryupJXdk3mEM2usYqSD13EW8fs6YS+3t5+N7bsoiL8Ho/l5klECvJWEzzBeHt6IqZQKiWfQSi7pv8i3jqmt2vCKfmiIgDcFlPz+rmuUiiPEy6t2KaUfOYRLchbRc0Zk4IsmCffz5MvLAQsGOQj2TUWTqEMm3GmlHxmIaWMuEI9WOfEtqqSD6fUdCVvNV9+oIFXyyp5lUKZ2fi9XpDS8nZNVCVvZk8+TC8uW7drLJZhYyj5CEkIVhE8wYRLobSpFMrMIlwVwuC/rWLXRFTy2mQos04KC9cddyq7ps92yyt5ZddkNgOd2FZRL5GUvLFwiEm/h3AlLbKtOvAaYTKUlVMowxUoUwOvGcZASt4ydk0EJe80+epQ4ZR8lkXtmkievFVTKPVywkrJZzjKrgngjeLJg3lryofz5PXsGqsNvEbq1docDoTNZplerU64CqWgBl4zjogTQJSSB4LsGpN21cPNaHTm54MQlrVrQq8FIURgbMaiQT6iXaOUfGYQSclb1ZMPN+MVTGzXuFz9ZrwKIcguKrKsXRPqyYO2zqtJb/SR0I837e0aIcRjQogmIcTWoG0jhBBvCCF2a79Lte1CCPF7IUSNEGKzEGJBIhqfToRbGQgsaNcM4Mmb1a4Jp+Qh4MtbTcnr53qokgeLrq8QZpF3AGG3gxBpZdc8DlwYsu0O4C0p5VTgLe1vgM8AU7Wfm4Glw2tm+jNQRoHVlHzE7BoTBnnp9+P3ePrd2MCaRcoiDbyCpuQtci3oRPLkhRCB5UHTRclLKd8FjoVsvgR4Qnv8BHBp0Pa/ygAfAyVCiNHDbWw6E9Gu0W0Ki3RRrajkIw02gzWVfCTBA8cX0bESkTx5CHxH6aTkw1EhpTysPW4AKrTHY4GDQfsd0raZlkh2jc3hwOZwWCbID6jkTfg9RLrBA5b05CMNvELgvLBKr1YnkicPyVkDOm4DrzIwlXHQ0xmFEDcLIdYKIdY2NzfHqzlJJ5p6ceTmmlLBhiPajFcwp5KP5LlCYNarVZV8uJue3YJ2TbTzw5GdnfZKvlG3YbTfTdr2OqAqaL9x2rZ+SCkfkVIulFIuLC8vH2ZzUkc0NWf2RayD8blcgd6L3d5nu5knQ3kHUvIWC/IDefKWU/ID2TVpruSXAddrj68HXgrafp2WZbMIaAuydUxJJLsGzL9gRjDhSu7CcbvGako+y6J2jbDZ+t3owZpKXr/2w2VfJcOuccS6oxDiaeBsoEwIcQj4KfAr4FkhxE3AfuBKbfflwEVADdAN3BjHNqclA9k1Vgny4Ra0BoyV6s2o5KP14vTsGiklQohkNy0lhCu5rWPl7JqwnnwSBl5jDvJSymsiPPXpMPtK4NahNioTiabknRYL8uGCnbDZApkVJvweIqXIgVa/Rko8XV1kFRQku2kpwe92hxU7oNk1Vs2TD2PXZNTAq9WJ6slbaODVF2FSEJh3dahoN3gr1pSPpuTtVvTko2XXZEAKpUIjql1joYHXcCV3dcy6OlRUJW/BmvLKrulLtPNDKfkMQg28BghXclfH7Eo+rCdvwSUAfS5XRLvGkgOvul0TLqVUBfnMwcgocPQf5rBUkB9IyZvwe4g2sJZlwYVDBlLyVrNrfFrGmbD1D7fKrskgfC5X5BNbW/rOCoRb5kzHmZ9vSm96oOwasJYn7x8gyOuLaFgFb09PxGtCKfkMIqqCVUoeCAQ8Mwa7aHnyVlwCMNq4jNWqskLkCqWglHxG4YuSNubMy8NjkSAfTcmbdWJQtBmvVvXkIwoei1VlBe2aCJM+CUrJZxThFo3Q0ZV8YPqAuYl2gZt1in/UGa+aXeMx4c0tEtHOASuu8zqQXeNXSj4zGMiuQcqEd8vSgWhdU7OW3Y20GhYELmKb02ktJT+AJw/WUvLRMs7sWVkJt65UkI8T0ewasy99F0y0Ho3uyUu/P8mtSixGHnSY/7+xBKCVgrxS8n1Qdo1JGMiuAXPWUg/FF6FAGQSlE3Z2JrNJCUcPapFq0zhNOuAciWhB3mmha0HH29MTdeDV7/Ek1MpVQT5ORD2xTbxgRihelyviCW3WTJNIlTd1rKjkIwoeC10LOtGSEfTzJpFWrgrycSKqD6kvmGGBE9vX2xvZrjFpHZdIlTd1soqKrOfJDyB4PF1dyWxSShnIkwcSOviqgnycGHDgFfOrF7/Xi/T7ow68gvWUfJbFVoeKVtbAzOsKRGIgTx4SO29ABfk4EVOQN/mJHWnpPx09ndBsqjYWJW+23ks0otk1Zl4hLBJRPXnte1JKPgOIxa4xu5KPtIi3jlk9+WiDzWBNTz6iXZOfD1hLycdi1yglnwGogdcYlLxJZ39GG2yGQHaN2Y45ElKbDxKtSB1Yy5OPxa5JZBqlCvJxImoddaXkgeNB3myzP6MNNkNAyXu7u/H7fElsVWrwezxA5Bu91ewaKWX0Ga9q4DVziFp5zyJB3sqefDQlb9asonAYs38jXAs2pxNht1vGrhkoGUENvGYQsQy8mv3EHkjJ251OHDk5pvOnvT09A3ryYL6xiHBEK9YGgRnATpOuEBaOaOu7ghp4zSgGWvYOzK/ko9VV1zFj/ZponisEPHmwmJKPcg448/NNL3h0PFHWd4XjPR7lyWcA0ewaq0zljraWpY4ZJwZ5e3qM/3E4rKTkYwnyjrw8ywy8RqtQCsquyRik34/f643cRbXZAtXmTB7ko61zq2PGiUHenp6oSt6sWUXh0KfnRzsHrGTXDCR8kqHk+y9IOgSEELVAB+ADvFLKhUKIEcAzwASgFrhSStkSj89LNwbyIcEaq0P5YlTyZrMtBgzyBQUAeExWmC0cerCKNOMVNCVvlSA/kF2TYbVrzpFSzpdSLtT+vgN4S0o5FXhL+9uU6IMmkewaCAR5s5/YsdzszDgxaKAgb6Xc8Jg8eSspeS3I65PAQsn0FMpLgCe0x08Alybws1JKTEo+L88ySt5Kxbr8Pl9g8k+0yVAWmuUZi2XnzM83XbnpSOg3M/1GH0omKXkJrBBCrBNC3Kxtq5BSHtYeNwAVcfqstEOplwAxZdcUFuJua0tWkxKOEdSiZdfoQd4KSl7v1UbrzRUXm643Fwn9xh4xhTJTPHlgsZSyTggxCnhDCPFJ8JNSSimECFsVX7sp3AxQXV0dp+Ykl1jsGmd+vukvcm8MSj67pARXWxtSyoiLbGQSRnc8WpBXdk0fsktKcLW2JqtJKUUP8s5MV/JSyjrtdxPwInAK0CiEGA2g/W6K8NpHpJQLpZQLy8vL49GcpBOLXeMsKDB9FzWWCzx35Ej8Xq9pBl+NgbUoQd7mcASyq0zek4OBZ7xCIMj3trZaYmF74/yIEORtSVDyYrhftBAiH7BJKTu0x28APwc+DRyVUv5KCHEHMEJK+cNo77Vw4UK5du3aQbfh9n/fzsaGjUNofXxwd3bSuG4dZbNmkVtWFnafI1u34u3tpXLhwrDPm4H2/ftpq62l6swzIYJK72po4NjOnYw+9dSoij9T8Pb0cHj1akaecAJ5FZEdyboPPiCvYhSlU6YmsXXJp7upiaM7dlB58skR1WvHwYO07t3LuMWLEXZ7kluYXDrr62nZvZsxp50W/sYnJQfffZfiCRM489RLeODCB4b0OUKIdUFJL32Ih11TAbyodb0dwFNSyn8LIdYAzwohbgL2A1fG4bPSE21hamGL3DESdjvS5AWqpNQW6I5iw9gcgVPO7/Umo0kJR8bwv9eflz5zLWAejli+j+BzwG7yIK9f8xFvZtq1Ylw7CWmElGnzc9JJJ8lM5MB//iPvBVn75psR91lxyy3yj6NGJbFVyeft739f3p+XF3Wfg+++G/iu3ngjSa1KLPUffyzvBbnn1Vej7vd/06bJZVddlaRWpY5Njzwi7wXZfuhQxH0+efZZeS/Ipi1bktiy1PDhz38u7wXpdbsj7vPb7Gz5zg9/OKzPAdbKCHFVzXiNA/4YMgqs4slHS50DyBk5EoCeo0eT0aSEE8tgMwQG3qww8BrTXImSEgBTZVlFwtvTg83pxO50RtzHnp2tatekO94YBpuc+fl4u7uN7qwZ8fX2Rs0XB8gdMQKA3mPHktGkhBPLwCsc//+bnVgHXgF6LZBh4+nujjg2oWPPykr/7BqrE1OevD613cQXerRKnDo5Fg7yVlDysVwLOVqQt0Iapbe7O2JmjY5S8hlALHaNFeqXRFvLUseelYWzoICeI0eS1KrEEmuQt0rlRV8Mc0ayS0sBTHMORGOgkhcQ+K4ytayBZYjJrtGCvJl9+WgLpwSTX1lJV0NDElqUeAal5E3ci9PxuVzYs7KiTnTLHTkSR04OHYcOJbFlqSEmuyY7W5UaTndims5vASXvjUHJg7mCvEfZNX2I5UYvhKCwupr2/fuT1KrU4YnFrlFKPv2JpYuqlPxx8kePpuvw4QH3ywQGWt5NJ6uw0DSzfKOhK/mBKLJIkPcqJW8OBqPkzXyhW1HJD1QvXCerqAhvd7dpJoFFItYbfdH48XQcOECnSW72kfB0dSklbwZiLcoE5s4N9nZ3D6hoAQpGj8bV1mZYHZmMt6cHm8NhzOKMRLZFVofyud0xBfmSyZPpamjgoTFj+ODOOxPfsBThamszsokiYc/OVimU6Y5h10SZ8GDkBreYcnEsQMskGEC1AORVVgKYwrKJJXsCIKu4GDD/Oq+xKvl5X/86s2+8EYBVv/wlPSZJqQ3F1dpqXPuRsGVlqRTKdMfncmFzOqPW68jR0sbMnBsca8ArHDcOCBSqynRiPWarLOYda5DPKSnhwsce49p16/B7POx+/vkktC65SCljCvIOpeTTn1hObEdODvbsbPMr+RgCXvHEiQC07duX6CYlHE+sSt4ido03xoFXnVEnnkheRQWH3n8/ga1KDR5tDEYpeRPgc7tjOrFzSktNHeQ9MXryhVVVIARttbWJb1SC8fX2KiUfRKxKXkcIQeXChTSuW5fAVqUGl3atD+jJq7IG6U+sJ7aZV8SRUuLt6RkwXQwC3dPCsWNpN0GQH6wn7zLxwDsEZn8PJsgDVJx0Esd27MBtsnkEem2egZS8KmuQAcTsQ5pYycey1mkwxRMn0rZ3byKblBSUJ9+XWOoXhVK5cCHS76d5Y+oW/kkEuqDTx+MiYc/ONuZbJAIV5ONArHaNmZV8rNP7dUqmTuXYzp2JbFJS8Pb0xDQ3wCqefCzlpkOpOOkkABqGsCpcOuOKUckneqKcCvJxQCn5gVelD2XkjBl0NzVlfOpcrEremZ+PsNlMPU8CtEyzQQy8AhSMGUN+ZaWpfHmf222kCA8U5LOLi/G53Qmb9aqCfByINcjnlpfT3diI9Pt55wc/YPm11yahdclBV/KxePIAI9/V994AACAASURBVGbMAODYJ58krE3JINbsGiEEuWVldDc3J6FVqSPWyVChlM+dy9Ht2xPQouTTcegQD1dVseLmmxF2O/mjR0fdPzvB4zUqyMeBWO2awqoqPF1d7Hn5Zdbedx/b//53uhobk9DCxDNYu2bkCScAcGzHjoS1KRnEml0DWjkHE0wAi8ZQ7BoI2Hctu3cTWMkus6l94w26m5qAQC8lKz8/6v66lZeoXp4K8nEgViVfWFUFwNbHHze2HdmyJabP6Gps5LUbbkjbZfO8g7RriiZMwJ6dzdEMD/Kx2jWgFWYzSc2eSMSySEY4SqdOxd3eHrGn4+nupnHDhoy4CRzZvBl7djZz//u/+dzTTw+4v1LyGUDMRZm0IF/zr39RMmUKAE2bNsX0Gat//Wu2PfEE6373u6E3NIHEWnJXx2a3M2L69Iy3awYd5E2u5GOpnx6O0qlTAWitqQn7/LOf/jR/W7CAnc88M6z2JYOmTZsonzeP8x95hLFnnDHg/tkJLnmhgnwcGIxdo3PCVVeRW1ZGy65dMX3G/hUrANi3fPnQGplgBuvJA4w44QRrKXmt+qZZ1/n1eTz4PR6cA9gT4SieNAkgbFqtu6uLhtWrAdj85z8Pr5FJoHX3bkZodmQsKCWfAQymjrpO9XnnkVdRQU8MA3Huri6ObNsGwLGdO9OyyzpYTx4CQb5t376E1tJOJNLvx+d2x5RCCYHqm36vN+MziiJhWHZDUPKFY8cChC093LhuHdLvp/KUUziwcmVaz5SWfj9djY0UjBkT82sSPVEu4UFeCHGhEGKnEKJGCHFHoj8v3kgpWXn77dR9+GHEfWIdbLLZ7Xzpww857X//l3GLF5M3apQxQBONo9u2gZSMO/NMPJ2daZmGOVhPHgK+PFLSWVc34L67XniBj++6K61ucPpKT/qCMANRoBdmO3AgYW1KJcb3MQQln1VYiLOggK76+n7PNW3YAMCnH3wQhGDTww8Pr6EJpLelBb/HQ75WaTUWMlrJCyHswB+BzwAzgWuEEDMT+ZnxpufIEdb/7nc8fcYZEbvZPrc75tzgMaedxhk/+xk2hyMQ5GNQ8s2abz/5858HSMsVdfQVrwZzgRdVVwPQHiHo7XzuOf516aUc3bGDZZdfzvv/8z8RPXyf281Hv/gF+15/fZAtHzr6BJaswsKY9td951gtukxDnysxFE8eApkonWGCfMfBgzhycqhcuJDpV17Jhj/8IW2z0vSB9cEEef38ycggD5wC1Egp90op3cA/gEsS/JlxJTigHotwcQ62KJNOXnl5TEq+efNmnAUFjDvrLCA9laB+gg408SMYPciHOx6f283LX/wiNS+9xEtf+IKxvS5CtcJNDz3EBz/5Ce9873uDafawMIJ8jEq+ZMoUEMIUM33DMRy7BiIH+c66OgrGjkUIwRk//zne3l5W3X33sNqaKIYS5O1OJ878fMPyjDeJDvJjgeCi4Ye0bXGlbf9+tjz2WEIKHAUH+Ugj/0PNDc4bNQpXa+uAFeiaN2+mfM4ciidM6NemdMHd1obN4RiUXaPbF+GUfPDEmGOffMLYxYvJLS+PaJs1aXVPOg8dSpqlo/deYlXyztxciqqrzavkh2HXQBQlf+iQca6MmDaNmddey+ZHHknLdOKhBHmAb7W1cWaCblwpH3gVQtwshFgrhFjbPMTZgA1r1vD6TTfRunt3nFsXY5AfhF0TTG55ORCwhMLh7upi6+OPU//RR5TPnUtuWRmO3Fza0iDIu9ra+uR8u9rayC4uRggR83s4c3PJGzUqrJLXB9eWPPQQoxctYslDD1Fx4okc2bw57Hu1aP97V1tb0urU60reGWOQBxg5axaNmsdsNoZr1+SPGUNXfX2/m3RnXZ0xMAuw8LvfxdvTw46nnhp6YxPEUIO8zW5PRHMC752wdw5QB1QF/T1O22YgpXxESrlQSrmwXAt6g6VES79qTUBVw/b9+3EWFJBdXExLmCAvpRy6XTNqFEBEy2b13Xfz7xtvxO/xUHnqqQghKKquTrld4+3t5Q8lJfxNKywFgWJMepbAYCisrg6r5PVAPe2KK/jyRx9RNmsWI2fN4uiOHWHHRlp272bkzMBwT7Kmx3sGadcAVJ9zDsd27AirWGMhnQaeQ4mHkvf29vYp4ie1gXldyQOUz5lD6bRp7H311eE1OAF0NTTgyMkxZrGmA4kO8muAqUKIiUKILOBqYFm8PyRaju1w6WpooGDMGEomTw77/n6PB2DIdg2ED/LS7zdygs9bupRZ110HBFa5T7VdU6vl7HfW1+PTjl9X8oOlKEKQb6+txVlQQM6IEca2slmz8Pb09FPqrvZ2uhsbGX/eeUDylhUcrF0DGG3c9cILg/68vcuX8xubjZ3PPTfo1yaDeHjyQJ8bYM+RI/jc7j5KHmDSRRdx8J13jPMvXehuaCCvsnJQPdpEk9AgL6X0At8EXgd2AM9KKbfF+3NySkrIKS1NiJLvbWkhp7Q04pR03U8fil2Tp/VcwmXYHNu1i+6mJi549FHmf+1rRncuHYJ88GIfuoXlamsb1KCrjt4zCVWobbW1FE+c2OdiKZs9G4AjW7f22Ve3asZ+6lPYnM6I2TrxxrBrBqHky+fNY+zixbx9++1sefTRQX3egZUrAVifrrOedSUfxyDfcehQ4LkgJQ+BZQN9LlfarUnQ1dAwaKsm0STck5dSLpdSTpNSTpZS3pWozymeNCkh//DelhayS0sj5rR7tWL/gxlw1Imm5Ou1AcYxp5/eZ3thdTXdTU2G/5kK2oOUsm6NDFXJF1ZX4+nq6pf737ZvnzHQrKPbMfrEMB19LGbE9OkUjhuXNDtrsCmUEKhG+ZnHH6fy5JNZccstETO2wqHfzGKZQJcKDE9+GHYN9A3y+hyKUCWvVzFNt8qVlgzyyaJw3LiE1AVxtbaSU1JCXkUF3U1N/RSnvqJLrLMeg8kuKcHmcIS9aOs/+oic0lJGTJvWZ7u+wMKh994b9OfFi44DB4zZu/o4hau1dch2jf6eOlJK2mtrA5OlgsgqLKSwujowOSwIPfiVTJ4c0eNPBJ4hzA2AQDsvfu45pM/H7hdfjPl1+hyBcLNC0wHPMO0a/ZzqChPkQ5W8XsU03cpiqCCfQHJGjEhISpUrSMn7PZ5+Kzt5hxHkhRCBGvPhlPxHHzF60SKEre+/qPqcc3Dk5bHz2WcH/Xnxov3AAUbOmEFWUZFxQQ5HyevvqdPb0oK7o4PiiRP77V82a1Z/u2bXLgrHjcOZl0dRVVXyPPmODhx5eUPKjCgcO5aKBQvYF2XwsP3AAUPp+71eo6fqbm9PaU8uEp6uLhBiSNcCBGye7OLifnaNsNnIr6jos29WYSGFVVVpVara5/HQc+SICvKJImfkSHrjXBNESklva2vAk9dOstCZdnqQtw/xxA5nA7na2ji6fTtjTjut3/6OnBzmfOUrbH3sMfa/+eaQPnO4dBw8SGF1tZHX7PN4cHd0kD3AWpbhCDfrVR9YDbVrQFtcYscO43uXfj8HVq6k8uSTgePlfJORheLu6BiUVRNK1TnncHj16oiDh38/5RQemz4dT08PnYcP4/d6jXMiHUsWu1payCkpGdagY35lZZ9rrLOujvzKSmwOR799S6dNM3px6UDrnj1A30KE6YBpgnzuiBF4e3qMkrfxwN3RgfT5yCktJU8L8t0hQX44dg2En/V6eNUqkDJskAc46777KBgzhtX33DOkzxwOPo+Hzvp6ioKCfMfBgyClUUp5MOSVl2PPzu5j1+gDu6F2DUDFwoX4PR6atTr89R99RGd9PdOuuCLwfhUV+FyupCyY7W5vNxboHgqVp5yCz+WiOUzuv9/rNc61nc88Y/RO9JtZOpYs7j12rE821FDIq6joc4211dZSNH582H1LtYVG0oUDb70FQJU2Mz1dME2Qzxk5EiCuaj54tXU9yIcqqOHYNRAYMG7ZtauP8qz/6CMQgspTTgn7Gkd2NjOvvTaQQjbAbNl401lXB1JSWFVFwdixdNbXG9k+4YLyQAibjcKqqr5KXgvy4ZS8HuQa1qwBYNdzz2HPzmbS5z4HHJ+Ekgyl23vs2JB6LzqjTz0VwCijG0ywJXV49Wojy8QI8mmo5HsSEeT37Qtr20FAyfceO5YWM1/9Ph87nnqKovHjjZTudME8QV47uXrj+A/XMz6yS0qOl0INqZjoG6ZdUzZnDr0tLdS89BLPnHMOR7Zvp/7DDymbNSuqShw1fz5+rzfpi27owVhX8l319UZQjqS4BqJo/Pg+Sr5t3z6yi4vJCRNAi6qrya+spP6DD5BSsuuFF5hw/vnGd5Uf4WacCHpbWoYV1Iqqq8kZMcIoyRCMru7zRo2iedMmQ8mXz58PkBaBLZTeo0cNsTVU8isqjP+d3+ul4+DBqEEe0qPg21u33kr9hx9y+p13plWOPJgoyOdqJ1c8a3XrvYKc0lKyS0pw5uf3G9QbrpIvnzMHgJcuu4yD77zDvy65hAMrVzLhgguivq5Me11zjMsHRkNKyb9vuimmCTr68RdWV1Mwbhw+t9tQokP1IkMnRIXLrNERQlB19tkcePttWvfsoePAASZ+5jPG83m6kk9ClcLeY8fC3ohiRQhB+bx5YYN86549CJuNKZdeSvOmTYGZ1/n5lEyeHPjsdAzyx46RO0wln19ZiautDW9vLx2HDiF9vshBXq/qmWLLpqupiU2PPMK8r3+d2TfckNK2hMN0QT6eJ7/ebcyrqEAIQWFVldFt1hnuwOuo+fONkghzvvpVWmtq8Hu9zLr++qivK502DZvT2S+dcCg0rFnD1sceY9nllw84YKkr7sKqKiONbc/LL1MwduyQZv1C4IYRPHu2rbY2rFWjM/688+g6fJjnzj8fgKqzzzae0+2a7gxQ8hD4/x/ZsgW/z9dne+uePRRWVTH6lFPwdHWx/403KJowAWduLo7c3JiVfPeRI0kryxsvTx4CN2k9myhSkC+eOBFht6dcye977TWQkjk33ZTSdkTCPEG+rAyIXAdmKOgXhx44CseN66fkhzvwml1czFdravjyxx+zZOlSZt1wAxc8+qih8CNhdzoDXnYcZr/u/Oc/jceh6YmhHP3kE/JHjyYrP99Y4qyzrs7wl4dCUXW1sXiI9Ptp27cvqr8/87rrmHDhhbTt20f53Ll9llrLHTECYbcnPLBJv9+YDT0cyufNw9vT00+Ntu7ZQ/GkSZTPmwcEcuTLZs0CAoImliDffvAgfyov59GpU+OakBAOv88XyEQbZpAv0G3RQ4eMc1Gf+BSK3emkeOLEYSt5KSXv/uhHfXqyXpeL7giFA0NpXLuWrKIiKk48cVjtSBSmCfL5lZXYs7LiWoGwu7ERm8NhXMihA4QwvBmvOoXjxjH61FOxORx85i9/Yc5XvhLT6yLVfRkszRs3GlPzmwaokHhkyxbK584Fjl+Q0H9m7mAITqNs3bsXb3e3UcIgHHanky+88gpfePVVrnn//T4eqJ5THasnv3f58rDZLRC4+Hc9/3yfGb46rvZ2kDIuSh4C/4Ng2vbupWTyZEZqgR0wHseaLlzzr38BgSyxSHX4IXDD2rh0Kdv//vdBt1/H1doKUho96qGiq/a2ffto3rKF3JEjo+adl06bNuxxqa2PP87qX/2KZZdfjruzk55jx/j7woX8eeLEQKbbAHQcOkRRdXW/OS3pQnq2aggIm43iiRONXNV40NXYGLBqtH9exUkn0XX4MEeCplIP15MfDoXV1XFR8s1btjD1C1/AkZsb1h/W8Xu9HN2+3RgPEEIw9+abKZ40icladstQKAya9arfZEYNoIpsdjuTLroobJ56XpQg31JTw2FtDKHn2DFe+OxneWLevLB1j9bcey/LrriCpxYt6jf5KHi8ZjiMnDEDm9NJ08aN7Pv3v3n/f/6H3pYWupuaKJk8GWdurhH4gpV8LLbknmXLKKyuxp6VZRSVC8fOf/6TN7/xDZZfey0dMSzFGA79+84dYiVZHd2ma9u3jyNbtlA2Z07UgcxR8+ZxdPv2Ya0TvOmhh4zHWx97jDe//nWObN2Kp7OT5y68sM/1Ho7gevfpiGmCPEBxhEqRQ6WroaHPTLtpl18OQvSZbTrc7JrhUFRdTWddHX6vd8jv0d3cTHdjI6PmzaNszhwa166NuG/D2rX4XK4+3dLzH36Y/96zhxHTpw+5DYVVVdgcDpo3b6bu/fexORxRlfxA5FdW9pvPAIFp949OncqTp56K3+s18pqBfiq2bf9+PvzpT3EWFNBZX8/ukEFpPfNquErenpXFqPnzWXf//Tz/mc/w8V13sfa3vwUwBlm/vHo15/7+98byj7HM7na1tXHwnXeYcc01jF28mP1Rgryu+AF2PPnkkI5DX+2qNKQMx2Bx5OSQP3o0TRs30rh+vZEyGomKk07C7/VyZIgJCO0HD9KwejVn3nMPI2bMYOVtt7Hz2Wc54+c/56t792LPzua1666LOlbVeegQhSrIJ4eSSZNo3bMnbrMduzUlr5NfWUnVWWex89lnjc8wlPwQBx2HQ1F1NdLvH3JtcjjuwZfNmUP1uedS/9FH9IaUbtDZ9vjjOHJzjZz0eOHMzaX63HPZ9PDDbPjjH5l+1VXD+j7zKyvDKvngoF734YccWLmSrKIixi5ezI4nnzT+p1JK3vnud0EIbty2jeJJk9j6l7/0eS+93tBw7QmAmddea8x3cOTl8fEvfgEcD/J5ZWUs+Na3sGuVTmPx5Pe88gp+r5fJF1/M+PPPp3nz5rA1b6SU1L7+OrNvvJHSadMMW6d5yxbj3I6FFi3Ih9ZaGgolkyax+4UX8Hs8TLkk+mqhoxYsAOhjq0i/n53//Ge/+k7dzc08d8EFvHvHHcZAd/0HHwCBwfwlS5cy/9Zbufq99zjtJz+hZOJETr/zThrXrePwxx+H/Xyf201XY6MK8sli1Ikn4u7oiOixxsKR7dv5v6lTefXLX6Zl165+I/vTr7qKYzt2GD6gr7cXm8MRdtp1oglX92WwGEF+9mymXHIJfq+XZ84+m72vvdZnP093NzuefpppX/zisGZ5RmL2TTchfT7m3nwzS5YuHdZ7GcXkQhYXCV70Zd9rr9Gwdi2VCxcy+4YbaNm1y5hgteXRR9n9wguc9tOfUlRdzewbbuDAypW0Bo336DfWfK1y4nCYfeONnHLHHVy3cWOfDA09yIeSP3q0UWc9Elv/8heKJkxgzKJFTNCykPa/8Ua//dr27aO3pYXRixYxdvFi6j74gMOrV/PE3Lks++IXw753aCYQBJR8wZgxwyrzoDP18suBwM1s9KJFUfctnjCBEdOn85/vf5/Dq1ZxeNUqXvj853n5yiv5x5ln9rEf//ODH1C7YgWr77mHVb/8JRC42Tvy8iifO5eqs87ivAcfZNzixcZrZn75ywi7nT2vvBL28zsPHw5MDlRBPjlMuugiIJDSN1Q+efppWmtq2PHUU7g7Oqg+99w+z+v56wfefhsIKPlUWDUQfSHsWDkSNLg1+tRTOe2nP6V582ZeufpquoIylXa/+CLu9nZm33jjsNsdjhOuvJLbOjtZ8qc/DTtQ5FdW4vd4aFi7lu1//7uheltrasguLmbMaaexf8UKjmzeTMVJJzHtiitw5OWx6eGH2bh0KW/deivjlyzhlB/8AIBZ11+PIyeHl6+4wgiselmBAq1y4nDIKijgzLvvZtS8eUZAduTkRCz4VjhuXCAbKYwy93u9vP2d73DgrbeY97WvIWw2Rs2bR96oUdS+/nq//fUxkIoFC6g+5xx6jx3jRc0W2vvKK/2ylNb/4Q/8oaSkj0ruamxk76uvGhVSh8v8b3yDU3/0I65+770Bi78JIZh1/fV4e3t5ctEinly0iPoPP2TuzTfjzM9n/R/+AATU/b7XXmPGl77EtC9+kdX33EP3kSOBQoBa0kM4sgoLqTz5ZA6+846xbf+bbxpCsjNCvft0wlRBPr+ykrLZswNlAWIkdECtdsUKRkyfjj0rC5vTSdU55/R5vnjCBAqrqjgYFORTMegK8VHyjRs2MHL2bIQQCCE44847+a81a3C3t/cJClsfe4ziiROpOvPMYbc70VRr/7MnFy1i+bXX8sH//i8QSEssmTKFqnPOoXH9enxuNxUnnUR2cTGzrr8+MOj2jW9Qde65fO7pp40B96Lqaj771FM0rl/PhgcfBAJKPqe0NO7/+/FLlrDgttu4PorHrAeUzpA5GwCrf/1r1j3wAPO+9jVO/v73gUBSwoQLLqB2xYp+vZvG9esRdjtls2czURNJ3U1NjNPqrzSuW2fs237gACu//W08nZ289+MfA4F1iJ86/XQ8nZ0svis+y0U4srP51C9/ycgIqZOhLPz+97luwwYWfu97TLzoIm6ureX8hx8OFIDTbJbmLVvobmpi/Pnnc/qdd+Lp7mbVXXfRvHFjxBpROlVnn03D6tW4u7poWLeOfy5ZwhPz5uFzu415M0rJJ5GyOXNiniDUtGkTv8vPN07YjkOHaFi9mhn/9V/cevQoN+3a1W8GnxCCMaefbpz8vhQG+az8fHJHjhxykO9qbKRx3TpjSTqdUfPnk1VUZPiVbbW1HFi5ktk33pi2aWLBlM+dy4Tzz2fU/PnkV1YaPnNrTQ0lkycz89prjX0nffazAJx1zz3M+9rXOOeBB7j81Vf7ee1TL7uMMaedxva//Q0IKPl4WDWhOLKzOfeBByidMiXiPnpACZ2YJ/1+1j3wAJM+9zmWLF3aRwVPuOACeo4cYec//9knJbRpwwbKZs3CkZND7ogRnPzDHzJ+yRKWaBknjevXB95bSlZ++9vYnE4WfPvb1L3/Pi27d7Pm3ntp27uXLyxfPuDcjkRhdzoZNX8+Z993H5e/+qrRAxqzaBFHt2+nt7XVsKrGn3ceZTNnMu2KK1j3wAOByp4DpP9WnX02fq+X+g8/ZFOQlVj7+usZEeSTbyQnmLLZs/nk6adjKgO7Z1lgudlVd99N3qhR9GiTH0646iqyCgoiLtBcNns2O595BndnJ96eniEt4h0vhpNGuffVV0FKI2tDx2a3M+a006jTVqfa9te/gtYtzhQuf+01hM3Ghz/7GR/+7Gf0HD1KW20t06+6ipEnnMAFjz5KblmZ8T/OKiwccCxg2hVX8M73vkfrvn101tfHxaoZCpGCfNPGjfQ0NzP9yiv7vWbC+ecj7HZeufpqbE4n17z3HqNPPZXG9ev7lIU4K6iyaenUqYads+HBB6l56SXO/u1vmX7llWx48EGWX3cdzZs2Mf3KK43eUzphFIBbs4baFSsYOWuWUYPq3Ace4PCqVRRVVfWZMR2OsWecgbDbqV2xgj0vv8zkz3+eva++SsO6dbjb2nAWFKTVwt2hpL8sGyR6LnHosmDS72fbX//aZxbb/rfeYsT06VQsWMDb3/kOH991F1MuvdSoiRHxM7T0vqPbtw+7pvhwKZkyxchsGCx7Xn6ZwqoqY3JTMBUnncSxHTvwulzUvv46lSefbIwBZAJ6j6Py5JNBSva8/DLS5zMGM+d85StMufjiQb2nrvr3r1hB+/79KasbnlVURHZJSb/p/LpPPv7Tn+73mrzycq7497854Zpr8Hs8rHvgATrr6+lubIw4U3PUiSfSuH49vS0tfPCTnzDh/PM56fbbKRw7ljlf/SqHP/6Y7JISzrr33vgfZByoPPlkEIKD77xD3XvvMWHJEuO5gjFjuHnfPq55/32yBljZK6uggPFLlrD2vvvobmpi1vXXUzp9Ok3r19NRV0fhuHFpV5QsGPMF+QiLPdcsW8Zr11/Ps0EDqUe3b2fcmWfyX2vXctkrr3Du73/PRVp3PKbP2LYNV3s7WUNYESlelM2eTevevbi1RZRjxdvbS+2KFUy++OKwJ2j5vHn4vV4a1qyhYfXqtFRqsaDPEtUH40ui2CADUTptGoVVVXzyzDN0NTQYa84mG90yPPSf//TZ3rJ7N9nFxcYyeqGMP+88PvfUUyy47TZ2Pf88NS+9BBCxJMWoBQtor61l7f3342pr41O/+pVxrpz9299yyYsvct2GDWl7888uLmbkzJmsuvtuvL29jA8K8sCgrMeF3/kOEOg5T7nkEioWLKBh7Vpaa2rSbpGQUEwX5IsnTsSRm9snyEspWXvffUAgm6S3pQVPTw89zc0UjR+PEILJn/0sC771rYgWTTB6d7mzrg53W1tCUgpjpXzOHJBy0IXKDqxcibe7u59VozNKq5my7v778Xu9/bKMMoWiqioceXnHg3yEtMRYEEIwfskSY9A9uORAsqk+5xyO7dzZZyHwtr17KZ40aUBVOe+WW/B7PLz5jW/gyM01cs1DqdC2f/z//h8VCxb0UfxZ+flMvfTSfsvypRvTLr8ctPkP44aRNDDh/PO5adcuvvThh9gcDsaecQZdhw/TtGEDoyOs+5AumC7IC5uNkTNnciQo6O1Ztoy6Dz4wJlYc3b69T8ncweLIySGntJSuhoaAkk9lkNdqnxwOs/BENPa++irOgoKIfmTJlCnkjRrF7hdeIKuoaEDfMl0RNhsjZ8zA7/GQW1Y2bB89uMs/nFm5w+WEq68mu6SEFf/938YkLj3ID8TIGTOMXPSqc87B7nSG3S8462R2jPWU0o1T7riDeV/7Gle/+25MAi4apVOnGp7+uKDVn0YPkJ2TakwX5CGQXdG0caNx8m/729/Iq6jg7N/8BgjYLMZqRkPsauaPHk3X4cOBJeBSaNcUT5hAyZQp7Fu+fFCvO/Tee4xdvDjizFKb3c4J11wDwIwvfcmYbZmJ6F76mNNPH3Z2UPV555FdXMzkiy9OaUZF4bhxLL7rLg69+y6H3n0Xv89H2759MfdUlixdyjkPPMBFf/1rxH2yCgr41N13UzZnDnO++tV4NT2pOHNzWbJ0KeM+9am4vu/IGTOY9NnPUj53bp/JU+nIsM54IcSdQog6IcRG7eeioOd+JISoEULseNbbMAAACfZJREFUFEJEXwEjzlQsXEhPczPtBw7gc7vZt3w50y6/nOKJE3Hm5weUvF4XfahBvrKSrsOHcbW1pVTJCyGYfPHFHHjrrX4TVw7+5z/839Sp/ab4u9raOLJ164D5wWf87Gd89skn+bQ2oSRTOfn732f6lVdyxs9/Puz3yisr4xtNTVz20kspH2ybfcMNCJuNA2+/HajH73ZTEuPSc3nl5Zx0220DlmU49Y47uGHz5pSU7UhnhBB84ZVXuH7TppSKvFiIh5K/X0o5X/tZDiCEmAlcDcwCLgT+JISIPnUtjugeWcOaNTRv3oy3p4dxZ52FsNmMxX/bDxwAIYasxvJHj6attha/x5Pyf/K8W27B5/GwISQYr7n3XlpratgYVGUP4ND774OUjB0gPzi7uJgZX/pSSko2xJOswkI+/8wzxjjDcEmXXo0zL4+SyZM5um2bUZhvOGMOCnOSKLvmEuAfUkqXlHIfUAMkbXSifO5c7FlZNKxebXjVegZByZQptNbU0L5/PwVjxkT0IwdCt2uAlOfIjpg2jamXXcaGP/4Rd0eHsV0fdwieuert7eXjX/wCZ34+Y9O8m6kYmLLZszmydatRYjvdFpFWpJ54BPlvCiE2CyEeE0LoxbXHAsErLRzStvVDCHGzEGKtEGJts1bZb7jYs7Ionz+fw6tXc+jdd8mvrDS895LJk2nbty+w+tAwUr+CewCpVvIAJ37zm7haWzmwciUQqI6nr//aGlSYa82993L444+ZcMEFKZupq4gfI2fPpmX3bo5u346w29M2nVGROgYM8kKIN4UQW8P8XAIsBSYD84HDwG8G2wAp5SNSyoVSyoXlw1xwIJjKk0/m8Mcfs/fVV5l40UWGf1oyZQp+j4e6Dz4Ysh8PfdedTGUKpc6Y007D5nRSp5Ui0KvjjZg+nZ4jR4zywXuXLyersJDzH3kklc1VxImyWbOQPh97li2jeMKEjLfWFPFnwCAvpTxPSjk7zM9LUspGKaVPSukH/sxxS6YOCJ4hME7bljTGn3cePpcLT2cnUy+7zNiuL24hfT6Kxo8f8vsHB/lUTobSceTkUHHSSdRrpQi6tFK4eqpX6549uDs6aFi9mgW33x6XOuiK1KOncbbs3j3gAhsKazLc7JrgpOPLAH0G0jLgaiFEthBiIjAVGFwi9zCZcvHFVJ5yCuOXLDFS6KDvsnLDWeCgOGih6YoIk0mSTdmsWUbNdH0ZNz11rLWmhta9e5F+f9gyBorMJLgEhxpjUYRjuH27Xwsh5gMSqAVuAZBSbhNCPAtsB7zArVLK/isNJBBhs3HNe+9hczj6pLoFT4gIDv6DJbhezXAnWcSLwqoquhsb8bpchpLXB5w76+oMDz74BqXIbOxZWcy87joOrlzZp9CYQqEzrCAvpbw2ynN3AfEpMD1EIqW6nXnPPbTs2hV1FfhYuPy119JqsQC9hkZnXR2d9fXYnE5KJk/GkZtLZ309Qis9W6SCvKm46IknUt0ERRpjyVGaU374w7i8z8QLL4zL+8QLPch3HDxIZ10dBWPGIGw2CsaOpbOuDunz4dRq0CsUCmtgySBvVvoE+fp6CrRFLQrGjKGzvh5vby9FEyakfKamQqFIHqasXWNV+il5rZhSwZgxdNbV0V5bq/x4hcJiqCBvIrLy88kpLaU9VMlrdk3bvn3DShtVKBSZh7JrTEZhVRXHduzA3dFhKPmSKVPw9vYado1CobAOSsmbjMKqKg6vWgVgKHl9Ahio9EmFwmqoIG8yCquq8Pb0AMdn5ZYGTfpSBawUCmuhgrzJCPbc9WXddEUPRFy0WaFQmBMV5E3GNG1ZNwisigOBBQ7+a80avt7YOOyVkRQKRWahBl5NRunUqSx56KF+K8hXLlyYohYpFIpUooK8CZl3yy2pboJCoUgTVN9doVAoTIwK8gqFQmFiVJBXKBQKE6OCvEKhUJgYFeQVCoXCxKggr1AoFCZGBXmFQqEwMSrIKxQKhYkRUspUt8FACNEM7B/iy8uAI3FsTqZgxeO24jGDNY9bHXNsjJdSlod7Iq2C/HAQQqyVUlpu7r4Vj9uKxwzWPG51zMNH2TUKhUJhYlSQVygUChNjpiD/SKobkCKseNxWPGaw5nGrYx4mpvHkFQqFQtEfMyl5hUKhUIRgiiAvhLhQCLFTCFEjhLgj1e2JF0KIx4QQTUKIrUHbRggh3hBC7NZ+l2rbhRDi99p3sFkIsSB1LR86QogqIcTbQojtQohtQojbtO1mP+4cIcRqIcQm7bh/pm2fKIRYpR3fM0KILG17tvZ3jfb8hFS2fzgIIexCiA1CiFe0v61wzLVCiC1CiI1CiLXatoSc4xkf5IUQduCPwGeAmcA1QoiZqW1V3HgcuDBk2x3AW1LKqcBb2t8QOP6p2s/NwNIktTHeeIHvSSlnAouAW7X/p9mP2wWcK6WcB8wHLhRCLALuAe6XUk4BWoCbtP1vAlq07fdr+2UqtwE7gv62wjEDnCOlnB+ULpmYc1xKmdE/wGnA60F//wj4UarbFcfjmwBsDfp7JzBaezwa2Kk9fhi4Jtx+mfwDvAQssdJxA3nAeuBUApNiHNp241wHXgdO0x47tP1Eqts+hGMdpwW0c4FXAGH2Y9baXwuUhWxLyDme8UoeGAscDPr7kLbNrFRIKQ9rjxuACu2x6b4HrTt+IrAKCxy3ZltsBJqAN4A9QKuU0qvtEnxsxnFrz7cBI5Pb4rjwAPBDwK/9PRLzHzOABFYIIdYJIW7WtiXkHFdrvGYwUkophDBlepQQogB4HrhdStkuhDCeM+txSyl9wHwhRAnwInBCipuUUIQQnwOapJTrhBBnp7o9SWaxlLJOCDEKeEMI8Unwk/E8x82g5OuAqqC/x2nbzEqjEGI0gPa7Sdtumu9BCOEkEOCflFK+oG02/XHrSClbgbcJWBUlQghdjAUfm3Hc2vPFwNEkN3W4nAFcLISoBf5BwLL5HeY+ZgCklHXa7yYCN/RTSNA5boYgvwaYqo3IZwFXA8tS3KZEsgy4Xnt8PQHPWt9+nTYSvwhoC+r6ZQwiINkfBXZIKX8b9JTZj7tcU/AIIXIJjEPsIBDsr9B2Cz1u/fu4AlgpNcM2U5BS/khKOU5KOYHAdbtSSvllTHzMAEKIfCFEof4YOB/YSqLO8VQPQMRpEOMiYBcBD/P/S3V74nhcTwOHAQ8BH+4mAh7kW8Bu4E1ghLavIJBltAfYAixMdfuHeMyLCfiVm4GN2s9FFjjuucAG7bi3Av+rbZ8ErAZqgH8C2dr2HO3vGu35Sak+hmEe/9nAK1Y4Zu34Nmk/2/SYlahzXM14VSgUChNjBrtGoVAoFBFQQV6hUChMjAryCoVCYWJUkFcoFAoTo4K8QqFQmBgV5BUKhcLEqCCvUCgUJkYFeYVCoTAx/z8roQqL2dAZWQAAAABJRU5ErkJggg==\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": [ + "R = 0.421\n", + "9600\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, 166, 276, 388, 493]\n", + "[276, 493, 388, 166, 66]\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": [ + "56.2 bpm\n", + "[75, 175, 285, 397]\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": [ + "R = 0.429\n", + "9700\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, 176, 288, 395, 407]\n", + "[395, 176, 288, 66, 407]\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": [ + "54.7 bpm\n", + "[75, 185, 297, 404]\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": [ + "R = 0.397\n", + "9800\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": [ + "[76, 188, 295, 307, 407]\n", + "[295, 407, 76, 188, 307]\n" + ] + }, + { + "data": { + "image/png": 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ppQ94lqOWTBUwImDT4doyhUa43F+HEnnj4gVr3vQiRfKOrCzLRq2R8uRBiXwsdEvkhRBDA95eAeiZN+8C1wgh0oQQo4BxwMru/FayEdGusVjkqqPsGj+RInkrTwEY6akXlMjHgj3WDYUQLwNnAoVCiErgXuBMIcQ0QAJ7gFsBpJSbhBCvAZsBD3C7lFJ1gwcQ6cS16iN5JLvG2dRkVpNMIWIkb1G7xuf1Ir3eiJG8FY9JvMQs8lLKa8Msnh9l+4eAhxJplBUI9wiakp5O++HDJrXIXNzt7SBEp1HArdXVJraq74noyWdl0V5XZ0KLzCXcxOagPPl4UCNeTUJl1wTjaW/Hnp5u1NcH/03PascjWnaNFaNWY85b5cknjBJ5k1DZNcEEThiiY7U+Ct2aiJhdY0FP3pjzVtk1CaNE3gSkz4fP7VbZNQFEFHkLHY9I1gRoBbksKGi+CMdERfKxo0TeBPSLWUXyRwkr8unpliprEMmaALBnZVkyavVGOCbKk48dJfImEClis5o9EYiK5AOsiSiRvJSyr5tlKt4Ix0RF8rGjRN4E9BM3XFqYz+22ZNGlSCLv83jweTwmtapviRbJOzIzkT6fce5YhUiRvCprEDtK5E0gml0D1oxOItk1YJ0iVJGiVrBuuWH9WgkNiGwOB8Jms+S1Ei9K5E0g0sVs1SnvILzIp1hN5KNF8toUgFaLXPVrJTQgEkL400oteK3EixJ5E/BGSAuz6uTV4N9nR4jI6++t0vkaLZJ3WDSS90WI5EFNHBIrSuRNIFrHK1hX5CNG8hY5HpGsCQiwayyWK++JEMmD9TrmE0WJvAmojIHOKE8+sjUB1rVrokXyajLv2FAibwKR7Borz3YTKbsGrHM8uhoMBdaza6L1U6hIPjaUyJuAsms6EzWSt8jxiHTzh6N2jdUi+agZRxau2hoPSuRNQNk1wUifD09HR0RP3jIdr7FE8hbz5FUk332UyJtAl3aNxU5c3Y6xB8wKBRa0ayIMkoOjnrzVIteuMo6sdq0kghJ5E4ho11jMntAxpv6zul0TYZAcWNiu6SqSt9jxSAQl8iag7Jpgws0KBRYcDBUtkrd4x2ukPHk1GKprlMibQJf1OCx24kYSebvVPPko1kRKWhoIYT1PXuXJdxsl8ibQZSRvEVHTiSjyFrvpRRM0IQQOC5Yb9rpcIAQiJaXTOrvy5GNCibwJRBR5i3nQOl1F8la56UWL5MGaE4f4tDlvA6eF1HFonrzVyi/HS8wiL4RYIISoEUJsDFg2WAixSAixXft3kLZcCCH+KITYIYRYL4Q4oTcaP1CJZNcIm42UtDTLibw7kieviZ1VRD7SVHc6VpznNdKct+A/X/RZ1hSRiSeSfx44P2TZ3cCnUspxwKfae4ALgHHa3zzgz91rZnIRddBLerplRE0nUiQvhPAfD4vc9LxOp1FCNxxWnOfVq0Xy4bCanZcoMYu8lPJL4EjI4suAF7TXLwCXByz/q/SzAsgXQgztbmOThcCLudnZTH17vbHOip1JoSJf3VKN06PdCC00BaDX6TQETUrJ/sb9QesdWVmWs2sCI/l2dzu1rbXGOqvW2I+X7nryJVLKg9rrQ0CJ9roUCDxDK7VlCoKjkyGPDmHw7wYb65TI+4/JFa9e4V9moSebQEFbsHYBZX8oY0XlCmO9Je2agGvljOfPoPj3xcY6FcnHRo91vEp/70fcPSBCiHlCiFVCiFW1tbVdfyAJCLyY29zBF22KhURNJ5xd89GOj4xlVrmIvS6XcV58te8rADbXbjbWW7HjNVDkvznwTdA6JfKx0V2Rr9ZtGO3fGm15FTAiYLvh2rJOSCmfkVLOkFLOKCoq6mZzBgbROpMcFhI1nUiePFjrphftvAC/XWM5Tz7ataKPArbY9RIv3RX5d4GbtNc3Ae8ELL9Ry7I5BWgMsHUsT7TOJCt50DqBIh+aDme1jlc9R15PGRQcTR20ql0TbrQrHA0KrHZM4sUe64ZCiJeBM4FCIUQlcC/wMPCaEOIWYC9wtbb5h8CFwA6gDbi5B9s84OkqLcwqoqYTWLvGK71B6+wZGZa56XUZyVvQrvG5XGEHh4Gya2IlZpGXUl4bYdXZYbaVwO2JNirZ6SotzFlfH3ZdsuJpb/cPeLHZ8Hk9Qeus1PHq6ULkLRnJO51dRvJK5KOjRryaQNRI3kKiphM4YYjXFxzJp1jMronFk7fSCM9oAZHDopU540WJvAkouyaYIJEPY9dY5aYXi12DlMZgOivQ1bUCKpLvCiXyJtCVXWO1kzZQ5H3SF7TObqGO6JhEHmt1NIa7VvQnGaPj1WLXS7wokTcBr9Np1EoPxYp2jTuKXWPV7JpwOLKzAXA1N/dVk0wncOyAjh4IqEg+NpTIm4CnoyNqxoDVTlpPe7sxRN3qdk2kTkaA9EGDACzVMR9Y6sFYpp0jhshb6MkmEZTIm0C0x/KU9HS8TifS5wu7PhnxtLcbU/+F2jVWGgzVVXZNWn4+AB1WEvkwdo1+jthSUkhJTbVcUBQvSuRNwNPREdmu0aMTC3WuRcuu0e0aK2SURMsJh4BIvqGhr5pkOuECosBzxIpPvvGiRN4EonmvDgv6jF1l1yClJWqGd9XxmqaJvNUi+VALK/AcsWdkWKojOhGUyJuAt6NDpYUF0FUkD9aYOCTQrtGfXGRAzb90C4q8L4xdExTJqykAu0SJvAl4omTXOLKyACxViCpaCmWKhaZE7CqST83ORthslul4lT4fPo8nYnYNKLsmFpTIm0BUu8biIh/WriH5I3mf14v0eg1BC1egTNhspOXn02ERTz7SNJnKrokPJfJ9jM/j8V/MKpI3cLe1dWnXJPuAqK4m8dZJHzTIMpG8IfJROl4dyq7pEiXyfYyni4vZEPmWlj5rk5lIKbsc8QrJb9foIh/6hCdD5uFJHzyY9sOH+6xdZhJpLmRl18SHEvk+Ro9IO13MWkeb1SJ5r8sFUlrerokUyYfe9HLKymjas6evmmUqsdo1ajBUdJTI9zHGxRxi1+gnrtVEPnRWqHBVKCH5Rd4TIWoNPR75o0fTuHu3JQbLRbrxBR6T1OxsXBZ56k0UJfJ9TCS7Ro/YrC7yVrdruork88eMwety0XLgQJ+1zSwiRfKBx8SRk4PbQrV8EkGJfB9j2DWhkbxPRfIQxq6xeMdr6PHIGz0agMNbtiT9KGBfpI7XgGOSmpNjqYJtiaBEvo/p6mLWC3VZVuRDs2us4snHkEkCUDR1KsJm4425c1n4wx8mtdDrT72dRrz6gkXe63IZx0/RGSXyfYwuVpEey20pKf7cX4uJfLQCZYHbJSux2jVZxcWct2ABABsXLKB23bq+aaAJ+GKwa1JzcgCULx8FJfJ9jJEqF8GugaPTvFmBWO2apI/kY7RrACbddBP/T8uwqVq6tNfbZhaRUihD7RqwVo39eFEi38fEcjE7srIsE5nEatdYxZMPTa0NPR46uWVlZA0dyoHly3u9bWbh6aL/CpTIx4K9J75ECLEHaAa8gEdKOUMIMRh4FSgH9gBXSymtMVQvCpHsGqtG8vp+6h3OESN5i9k1utceLpIHf9mDkunTqV2/vm8aaAKGyGs3ep1wkbzKsIlMT0byc6SU06SUM7T3dwOfSinHAZ9q7y1PJLsmKC0sO9syI171uiO6yId60DaHA4RIerumq9TacOSOHEnz/v292i4zCX3K0wnrySuRj0hv2jWXAS9or18ALu/F3xowBEbygZkRgdFJ+qBBlikn2ymSD7EnhBCWmAIwNJLXC5RFsmsAckaMwNnQkLQCF0nklV0THz0l8hL4WAixWggxT1tWIqU8qL0+BJSE+6AQYp4QYpUQYlVtbW0PNaf/EhjJBwp74IlrpSJU+pD0SHO8gjUm8w4VeT1ajWTXgN+XB2hK0mjeCIgijA4H/2AoUCIfjZ4S+dlSyhOAC4DbhRCnB66U/pA1bEKvlPIZKeUMKeWMoqKiHmpO/yXwYg587Ax8nT54MB1HjvR528wgNJIPZ0/Y09Mt0/GqZ5LoxyGaXZMzYgRA0lo2yq7pGXpE5KWUVdq/NcDbwElAtRBiKID2b01P/NZAJ9CuCYzew9k1VqhP4m5txWa3k+JwAOHtCSvaNfpx6MquAWiprOzl1plD6BgKnaCnXm1yc6tU5kyEbou8ECJLCJGjvwbmAhuBd4GbtM1uAt7p7m8lA7HYNWmDBiF9PktEJ+62NiOKh/D2RIoF7Rr9OESzazKLiwFoq0nO+MnT3k5KairCFixTgcfEZrf7yy9bwOpNlJ5IoSwB3tY6iuzA36WU/xRCfAO8JoS4BdgLXN0DvzXg0SNSm8OBz3U0Og21a8A/l2daXl7fNrCPcbe2Gn48RLZrkj6S10Z32kM8+Wh2jSMjA0dWFm1JKnDejo6wk+uEHpPMoqKkPQY9QbdFXkq5C5gaZvlh4Ozufn+y4XU6saenI4SIateAX+Tzysv7uol9iic0ko9g11jBk7fZ7UbUGotdA5BRVJS0UWzgZDKBhB6TZD4GPYEa8drHeDs6Oj2SQ4jPqEfyFuh8dbe2dmnXWCG7xhMyiXcsdg0kdxTrjiTyIcckmY9BT6BEvo/xBlzMkbJrMgoKACwRnbhbW3F0YdekWMGuCRH5WOwaSO4o1tPe3mnQIHQ+JhlFRUnbL9ETKJHvYzxOp+EzRrJr9Pznxr17+7ZxJtCp4zVSdk2ST/EWKvIx2zWFhbTV1fVq28zC29ERk12TWVREx+HDlshGSwQl8n2Mt6PD6FyLZNek5uSQUVBA0+7dfd6+via04zWcPWGFWj6h/nM8dk1SR/Kx2DVDhiB9PhXNR0CJfB8TGLFFiuQBckeNotECIh9Lx2tqdrb1RD6OjldPezuuJDw+gcck0KIJPSZ5I0cC0GSBJ99EUCLfx3gC0sIiefIAeaNGsefjj1ny61/T0dDQp23sS5xNTaRmZxvvw3nQVozkDU+e6BZEpjZKPBmj+UBPPtq1kqtloFnB3kwEJfJ9jNfp7NKuARh5tj/7dMWDD/Le1ck5xEBKibO+3sgmgsh2jdflwut292Xz+hRPe3vQyE7DrukiktdFPhmzSzwBnnzUp149ktcmUlEEo0S+j/HG0PEKMPXWW/nesmWccMcd7F20iCPbtvVpO/sCd1sbXpcrWOTDiJoVJjePaNd04clnJHskH2bGsNBzJC03l/TBg2lUIh8WJfJ9jCcgTz7aIyjAsJkzOemuuwDY8Y9/9E0D+xC90qY++Asi2zVgLZGPNYUymSN5V0tL2MJ14Y5JXnm5iuQjoES+j4nVrtHJHjaM/LFjObhiRZ+0ry/RB3tFsmv0evsOzbO3ksjHatckcyTvbm42qkxGe+oFvy+vIvnwKJHvYwI7Xrs6cXWGnXIKB5YvD5pkJBloDyfyYY6JEckn8WxZido1qTk52BwO2pMsV97n8eDp6Dgq8l0ERLkjR9K0Z0/SXSM9gRL5PiaWEa+hDD3lFFoPHUq6uuFd2TX662Syaw6sWBF28m13W1tCdo0QIimH9esVWHWRj8Wu8bS3J91x6AmUyPcxeoEyiM2uAb/Ig18gkomu7Br9mCSLyPs8Hv4+cyZ/P/XUTusStWsgOUsbhIp8LHYNqFz5cCiR72MCO15jtWuKpkzBnp6eVL58w+7d1G3eDMRh1wxwkd/32WfGa