{ "cells": [ { "cell_type": "markdown", "id": "d75fa5b5", "metadata": {}, "source": [ "# Multi-Device Synchronization\n", "This example illustrates how to resynchronize multiple Red Pitaya-125 via the daisy chain connectors (gen 1: SATA, gen 2: USB-C) to an accuracy of +/- 1 clk cycle between neighboring devices. \n", "\n", "In detail, a pair of Red Pitaya-125 are resynchronized and after a variable hold time output a gaussian pulse on their RF outputs. Both pulses are acquired on the RF inputs of the first device and the corresponding arrival times are estimated, expecting a spread of +/- 1 clk cycle at low hold times but increasing at larger timescales due to relative drifts in the frequency of the Red Pitaya reference clocks. \n", "\n", "Required hardware connection (see [README](https://github.com/dspsandbox/OpenLabCtrl/blob/main/README.md#ios--pin-mapping) for IO Names and Pin Mapping):\n", "* SMA cable between rp_0.rf_out_0 <-> rp_0.rf_in_0\n", "* SMA cable between rp_1.rf_out_0 <-> rp_0.rf_in_1\n", "* SATA / USB-C cable rp_0.daisy_0 <-> rp_1.daisy_1 " ] }, { "cell_type": "markdown", "id": "f78f4e37", "metadata": {}, "source": [ "### Imports" ] }, { "cell_type": "code", "execution_count": null, "id": "607b9c7a", "metadata": {}, "outputs": [], "source": [ "import time \n", "import numpy as np\n", "from matplotlib import pyplot as plt\n", "from openlabctrl.device import Rp_125_14_Z7010\n", "from openlabctrl.sequence import IoSequence\n", "from openlabctrl.frame import IoSyncFrame, ParamIoSyncFrame\n", "from openlabctrl.io.scope import ScopeSource" ] }, { "cell_type": "markdown", "id": "43fb4f95", "metadata": {}, "source": [ "### Device instances" ] }, { "cell_type": "code", "execution_count": 4, "id": "563af75c", "metadata": {}, "outputs": [], "source": [ "rp_0 = Rp_125_14_Z7010(ip=\"192.168.1.143\", label=\"rp_0\", daisy_0_en=True, daisy_1_en=False)\n", "rp_1 = Rp_125_14_Z7010(ip=\"192.168.1.155\", label=\"rp_1\", daisy_0_en=False, daisy_1_en=True)" ] }, { "cell_type": "markdown", "id": "0436c2e7", "metadata": {}, "source": [ "### IO Sequences & IO Frames instances" ] }, { "cell_type": "code", "execution_count": 5, "id": "6e410a24", "metadata": {}, "outputs": [], "source": [ "seq = IoSequence(device_list=[rp_0, rp_1])\n", "fr_0 = ParamIoSyncFrame(device_type=Rp_125_14_Z7010, trig=None)\n", "fr_1 = ParamIoSyncFrame(device_type=Rp_125_14_Z7010, trig=None)\n", "fr_2 = ParamIoSyncFrame(device_type=Rp_125_14_Z7010, trig=None)\n", "fr_3 = ParamIoSyncFrame(device_type=Rp_125_14_Z7010, trig=None)" ] }, { "cell_type": "markdown", "id": "e5930f84", "metadata": {}, "source": [ "### Frame definitions \n" ] }, { "cell_type": "code", "execution_count": 6, "id": "0406fc31", "metadata": {}, "outputs": [], "source": [ "\n", "\n", "def rf_init(fr: IoSyncFrame):\n", " fr.reset()\n", " fr.rf_out_0.frequency(0)\n", " fr.rf_out_0.phase(0)\n", " fr.rf_out_0.amplitude(0)\n", " fr.rf_out_0.phase_reset()\n", " fr.rf_out_1.frequency(0)\n", " fr.rf_out_1.phase(0)\n", " fr.rf_out_1.amplitude(0)\n", " fr.rf_out_1.phase_reset()\n", "\n", "def delay(fr: IoSyncFrame, delay: int):\n", " fr.reset()\n", " fr.delay(delay)\n", "\n", "def rf_io(fr: IoSyncFrame, waveform:np.ndarray):\n", " fr.reset()\n", " fr.scope_0.source(ScopeSource.RF_IN_0)\n", " fr.scope_1.source(ScopeSource.RF_IN_1)\n", " fr.scope_0.decimation(1)\n", " fr.scope_1.decimation(1)\n", " fr.scope_0.acquire(samples=len(waveform), label=\"acq_ch_0\")\n", " fr.scope_1.acquire(samples=len(waveform), label=\"acq_ch_1\")\n", "\n", " for data in waveform:\n", " fr.rf_out_0.amplitude(data)\n", " fr.rf_out_1.amplitude(data)\n", " fr.rf_out_0.amplitude(0)\n", " fr.rf_out_1.amplitude(0)\n", "\n", "def rf_o(fr: IoSyncFrame, waveform:np.ndarray):\n", " fr.reset()\n", " for data in waveform:\n", " fr.rf_out_0.amplitude(data)\n", " fr.rf_out_1.amplitude(data)\n", " fr.rf_out_0.amplitude(0)\n", " fr.rf_out_1.amplitude(0)\n", "\n", "\n", "\n", "\n", "fr_0.set_frame_function(rf_init)\n", "fr_1.set_frame_function(delay)\n", "fr_2.set_frame_function(rf_io)\n", "fr_3.set_frame_function(rf_o)\n", " \n" ] }, { "cell_type": "code", "execution_count": null, "id": "641f4621", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "7d3c09a3", "metadata": {}, "source": [ "### Sequence definition" ] }, { "cell_type": "code", "execution_count": null, "id": "1430a2e3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "+--------------------+--------------------+\n", "| rp_0@192.168.1.143 | rp_1@192.168.1.155 |\n", "+--------------------+--------------------+\n", "| rf init | rf init |\n", "|-rsync_0--------------rsync_0------------|\n", "| delay | delay |\n", "| RF in/out | RF out |\n", "+--------------------+--------------------+\n", "NOTE: Frames with (*) are triggered by external trigger source.\n", "\n" ] } ], "source": [ "seq.reset()\n", "seq.add_frame(frame=fr_0, device=rp_0, label=\"rf init\")\n", "seq.add_frame(frame=fr_0, device=rp_1, label=\"rf init\")\n", "seq.add_rsync()\n", "seq.add_frame(frame=fr_1, device=rp_0, label=\"delay\")\n", "seq.add_frame(frame=fr_1, device=rp_1, label=\"delay\")\n", "seq.add_frame(frame=fr_2, device=rp_0, label=\"RF in/out\")\n", "seq.add_frame(frame=fr_3, device=rp_1, label=\"RF out\")\n", "\n", "print(seq.sequence_description())" ] }, { "cell_type": "markdown", "id": "14044a39", "metadata": {}, "source": [ "### Run scan" ] }, { "cell_type": "code", "execution_count": 8, "id": "b47594a9", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Delay: 1 (0.000000008 s) -> idx_max_1: 61, idx_max_2: 58\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Delay: 2 (0.000000016 s) -> idx_max_1: 61, idx_max_2: 59\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Delay: 4 (0.000000032 s) -> idx_max_1: 61, idx_max_2: 59\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Delay: 8 (0.000000064 s) -> idx_max_1: 61, idx_max_2: 59\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Delay: 16 (0.000000128 s) -> idx_max_1: 61, idx_max_2: 58\n" ] }, { "data": { "image/png": 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tUqmpqer2229XJSUl3kdZWVmnn93Z762732vd7g665pprOu0PW7FiRZfvkZyczFtvvdVpmfHjx/Pll51vin3rrbdy6623dvl5QoSlskJQbm2T+Liuu2jWHTwNwNUjBnT93npyuHQ3uFqYlJOE1WykvLaJw6drGZbWQT5BePXEHsN/+9vfOH36NG+88QZvvPGG93x2djZFRUW9VHNfssewEKFKXy/I73yAJwh01RUEkJQL1gRoqobT+7DaxjExO4n1hyvIP1IpQcBPF7rH8MKFC1m4cGEv1c4/soCcEKHK7v/IoGMVdRyrqMdsNDB1aErX7200QqYnz1C8HYDLhmiv23CkoqNXiT5IgoAQoco7PLTrSWLrPK2AS7KTiGtvglh72kwag9YgsPFIhawq2o9IEBAiFLmcWk4AtOGcXfjiQDkA3xjhR1eQLmOC9uxZluKirARPXqCZw6drO3yZ6FskCAgRisoPgLNRm9SVlNtp0Wanm/zDWhDwKx+ga5scdjZjNZu4ZLA2Dyf/SMfLGoi+RYKAEKHIOz9grNZ/34mCE1XUNbtIjrEwJrMbs+CTcsAaD65mqNBm9LftEhL9gwQBIUJRN5LC+gSxyTnJvstGd8VggFTP2jen9wJw2RBt4bINRyoDmhc4ewat6FxP/r5kiKgQocjbEug6KbztuBYELslO7P7npOVpm9aUaUHgoqzENvMF6hiWFtv99+wGi8WC0WikuLiY1NRULBYLBj9n7fZHSimam5s5ffo0RqPRZ7n98yVBQIhQo5TWTw9ad1CnRRXb9SDg6c/vlrTR2rMnCERGaHmB/CMVbDhS0etBwGg0kpubS0lJCcXFQVovKAxFR0czePBgjF10FfpDgoAQoaa2FOorwGBs7a7pwInKBsprm4kwGRg7sOulps/h7Q5qXQjtsiEp5B+pIP9IBbdflt399+wmi8XC4MGDcTqd3n1HRMdMJhNms7nHWkwSBIQINXorIGUYRER1WlTvChqdmdC6mXx3pI3SniuPQEsjRERyaY7Woig4XtX99ztPBoOBiIiIc1bcFL1PEsNChBq7Jwikd94VBG3yAYMTz++zYtMhMlFbo6j8AABjPC2KU1UNnKlrPr/3FWFDgoAQoaZ0j/acPqbLotsuJB8A2gghPS/g6RJKiIogJ0VbV3/Xqerze18RNiQICBFqvEGg85ZAfbOTvSU1gLZcxHlL8+QFPMlhwJtfkCDQ90kQECKUOJugfL923MXIoJ0nq3G5FenxVjITIs//M1M9eYE2yeFxniCwW4JAnydBQIhQUn4A3E5tU/n4gZ0WbdsVdEEjRbwtgULvqXHSEug3JAgIEUradgV18cW+7VgVcAH5AJ2eEzhzDJrrgdbk8Mkzkhzu6yQICBFK9JnCXSSFfSaJnc9M4bZiBkD0AEB5u6ISoiLI9iSHdxdLa6AvkyAgRCjxMyl88kwDFXXaJLExmecxSexs+nyBsta8gCSH+wcJAkKEEj+DwB7PX+cj0uPOb5LY2VI7zgtIcrhvkyAgRKioLYO6MsDQmqztwO5TDgDG9kQrAFpbAu2MEJKWQN8mQUCIUOFdLmIoWGI6Lar3048d2I39AzrTXneQJ8CcqGygql6Sw32VBAEhQoXeFaSP1umAUsrbRTPmfBaNa4/eHVR9HJq0rSUToiMYnOxJDntaHqLvkSAgRKg47Zkk1kUQKKtpory2GaMBRtl6qCUQnewZIQRUHPSeli6hvk+CgBChotzz5TtgeKfF9KTw0NRYoiw9kBTWpY7Unk8f8J7SRwjJMNG+S4KAEKGiwr8g4E0K91RXkG7ACO1ZX7YCGO3Zs3hviXQH9VUSBIQIBXUV2kYyoO0j0AlvPqA7m8r7w9sSaBMEMrTPOFpeR32zs2c/T4QECQJChAK9FZCQ1eXIoD3FvdQS0INAeWt3UGqclQGxVpSCffaanv08ERIkCAgRCvQv3i66gs7UNXOqqgFo7arpMQM8QaDyCDhbh4RKl1DfJkFAiFDgDQIjOi2mtwKyU6KJj+zhrRjjM8ESp61iWnnEe3pURhwAhcUSBPoiCQJChAI/RwZ5J4n11EzhtgyG1s8vPzcvIC2BvkmCgBChwBsEOm8JtE4S6+GuIF07w0T1BPQ+ew1ut+qdzxVBI0FAiGBzNsGZIu04pas5Aj28ZtDZ2hkmmpMSg9VspL7ZxbHK+t75XBE0EgSECLbKo6BcWn98nK3DYvXNTooq6gAYldHbLYHWIGA2GcmzSV6gr5IgIESwtR0Z1MluYofKalEKUmIspMZZe6cu+gih8oPgdntPj5K8QJ8lQUCIYPNzZNCBUm1htxHpcb1Xl6QcMFnA2QDVJ7yn9WGihRIE+hwJAkIEm58jgw6UapO1RqTH9l5dTGZIHuqpV2tyWFoCfZcEASGCzc+WwH7PjN0Rtl5sCQCkeurRJi+g5wRKqhtl4/k+RoKAEMGkFFQc0o677A7SgsDI3uwOgjZ5gdYgEBfZureAtAb6FgkCQgRTbSk0OcBghOTcDos5GlsoqW4EYHhvB4F25gpA66QxyQv0LRIEhAgmvSsoKQfMHY/4OehpBdjiI0mI6uHlIs6m5yb0ForHSE+X0H5ZSK5PkSAgRDDpSeEuJontt3tGBvV2PgBaE8P15dBwxntazwvsL5Ug0JdIEBAimLz5AP9GBo3szZFBOmssxGVqxxWHvaf1lsCB0hpcsnxEnyFBQIhg8rYEOt9IRg8CvZ4P0KXow0Rb9xvO9iwf0dji5oQsH9FnSBAQIpj0loCfQaDXRwbp9Pq0yQuYjAaGe1oissFM3yFBQIhgcTZB1THtuJPuoIraJsprtbH5wwPRHdS2PhUHfU6PTNdGCElyuO+QICBEsJwpAuUGSyzEpndYTF8uYnByNNEWc2Dq5m0JHPY5PdIW66mTBIG+ottBYN26ddx4441kZmZiMBj46KOPfK4rpfjd735HRkYGUVFRTJ8+nYMHff+aqKysZM6cOcTHx5OYmMi8efOora31KbNz506uuuoqIiMjycrK4tlnnz2nLu+//z55eXlERkYybtw4Pvvss+7ejhDB0zYf0MnCcQFZLuJsbYNAm4XkRtr0vQVkrkBf0e0gUFdXx0UXXcTSpUvbvf7ss8/ywgsv8Morr7Bx40ZiYmKYMWMGjY2N3jJz5sxhz549rFy5kmXLlrFu3Truuece73WHw8F1111HdnY2W7duZfHixSxcuJA///nP3jLr169n9uzZzJs3j+3bt3PTTTdx0003sXv37u7ekhDBUeHfmkH7vUEgQPkAgMRsMJq1heQcp7yn9ZxEUUU9jS2uwNVH9B51AQD14Ycfen92u93KZrOpxYsXe89VVVUpq9Wq3n77baWUUoWFhQpQmzdv9pb5xz/+oQwGgzp16pRSSqmXX35ZJSUlqaamJm+Zhx9+WI0cOdL78w9+8AM1a9Ysn/pMmTJF/b//9//8rn91dbUCVHV1td+vEaLHfPQzpR6PV2rNok6Lff+PX6vsh5epD7edDFDFPF6YqNXv0GrvKbfbrcYvXKGyH16mdp+qCmx9hF+6+73WozmBo0ePYrfbmT59uvdcQkICU6ZMIT8/H4D8/HwSExOZNGmSt8z06dMxGo1s3LjRW+bqq6/GYrF4y8yYMYP9+/dz5swZb5m2n6OX0T+nPU1NTTgcDp+HEEFT3vXIIKVU68JxgWwJQLszhw0Gg8wc7mN6NAjY7XYA0tN9k1zp6enea3a7nbS0NJ/rZrOZ5ORknzLtvUfbz+iojH69PYsWLSIhIcH7yMrK6u4tCtFz/BgeWlbThKPRidEAQ1JjAlQxD32uwNnLR6TLzOG+pF+NDnrkkUeorq72Pk6cONH1i4ToDQ1ntGUZoNMgoCeFc1JiiIwwBaJmrdqZKwCyhlBf06NBwGbT9kctLS31OV9aWuq9ZrPZKCsr87nudDqprKz0KdPee7T9jI7K6NfbY7VaiY+P93kIERR6V1BchrZMQwf04aEBmx/Qlr6eUbnv6L48CQJ9So8GgdzcXGw2G6tWrfKeczgcbNy4kalTpwIwdepUqqqq2Lp1q7fM6tWrcbvdTJkyxVtm3bp1tLS0eMusXLmSkSNHkpSU5C3T9nP0MvrnCBHS/JwpfDAYI4N0et2qjmsT2zz0pStKqhupbmhp75UijHQ7CNTW1lJQUEBBQQGgJYMLCgo4fvw4BoOBBx54gH//93/n448/ZteuXfzLv/wLmZmZ3HTTTQCMGjWKmTNncvfdd7Np0ya+/vpr7rvvPm677TYyM7VFq370ox9hsViYN28ee/bs4d1332XJkiUsWLDAW4/777+f5cuX89xzz7Fv3z4WLlzIli1buO+++y78tyJEb6sI0TWD2opNA0scoKDyiPd0QlQEmQmRPvUTYay7w4/WrFmjgHMec+fOVUppQ8gee+wxlZ6erqxWq7r22mvV/v37fd6joqJCzZ49W8XGxqr4+Hh15513qpqaGp8yO3bsUFdeeaWyWq1q4MCB6plnnjmnLu+9954aMWKEslgsasyYMerTTz/t1r3IEFERNO/crg2/XP9Sh0Xcbrca+7vlKvvhZWpvSZD+jf7pG1o9Cz/2OT331Y0q++Fl6o0NRcGpl+hQd7/Xuj0H/ZprrkGpjpeRNRgMPPHEEzzxxBMdlklOTuatt97q9HPGjx/Pl19+2WmZW2+9lVtvvbXzCgsRivTlGDrZR8DuaKSmyYnJaCB3QIBHBulShkHx9nOSw8PTYlm7/zSHymo7eKEIF/1qdJAQIcHthko9CAztsJieFM5JicZqDvDIIJ03OXx2ENC6pyQIhD8JAkIEmuMkOBvBGKEtz9CBoCaFdR3MFRjmGa10sFSCQLiTICBEoOlDLpNzwdRxj2xQk8I671wB32Giw9K0IGB3NOJolBFC4UyCgBCBpgeBASM6LaZ3BwV09dCz6UGgvgLqK72n4yMjsMVrI4SkSyi8SRAQItD8GB6qlPJ+uQa1O8gaq01oA59hotA6ge2QdAmFNQkCQgRaeddLSBdXN1Lb5MRsNJCTEqSRQTo9WJW33yV0sEzmCoQzCQJCBJp3tnDHQUDPB+QOiMFiDvL/ph2sIaSPEDoo3UFhTYKAEIHUXNe6SUsnLYGQGBmk6ygIyAihPkGCgBCBpH+RRiVDdHKHxYK6cNzZ2tlXAGBYqla3U1UN1DU5A10r0UMkCAgRSH6ODDoYCklhXQf7DSfFWBgQawXg8GlpDYQrCQJCBJI3CHQ+MuiwJwgMTwuBlkAH+w1Da/2kSyh8SRAQIpC8w0M7XzNIHxmUHeyRQaBNaEvK1Y47ygtIcjhsSRAQIpD8GB6q/1WdEwojg3QdjhDyzBWQYaJhK0T+hQnRDyjl1+qhB0OpK0g3oP0gMEyGiYY9CQJCBIqjGFrqwGCCpJwOi+l/VYdUEOhimOjxynoaW1yBrpXoARIEhAiUijYLx5ktHRbTu4OGhcLIIF1K+8NEU2IsJEVHoJSsIRSuJAgIESjlXSeFlVKh2R3UwX7DBoOBPFs8APtk4/mwJEFAiEDxY3jo6domqhtaMBoI3m5i7dH3G1ZuqDzqcykvQ2ux7CtxBKNm4gJJEBAiUPwYHqqvyJmdEkNkRJB2E2uPwdAmOey7kNwoaQmENQkCQgSKvkVjZ8NDPV1Bw0KpK0jXwWqi3paAXVoC4UiCgBCB0FwP1Se0406Hh4bgyCDdgJHac/kBn9PD0+IwGqC8tpnTNU3tvFCEMgkCQgRC+QFAaQvHxQzosNjBUFo47mypnvWOTu/3OR1lMZHjyV9IayD8SBAQIhBO79Oe00Zp/esdOOQdGRRCw0N1bVsCSvlc8uYFSiQvEG4kCAgRCGV7tefUvA6LVNQ2UVHXjMEAQ1NDsCWQPERbSK659pyF5PJsWtDaKy2BsCNBQIhAaNsS6IDeChiUFEWUJYRGBunMFi0QwDldQnkZWktgr7QEwo4EASECQQ8CnbQEDoRyV5BO3wfhrOSw3hI4VFZDi8t99qtECJMgIERva66HM8e0406CQGGx1pUSEhvJdCTVkxc4qyUwKCmKWKuZFpfiyOm6IFRMnC8JAkL0tvL9gILoFIhN7bDY7lPVAIwflBCgip0HPYidFQS05SNkvkA4kiAgRG8r07uCOs4HNDld3i/PcQNDOAh4u4P2n3NJnzQmeYHwIkFAiN522jMyKK3jrqD99hpaXIrE6AgGJUUFqGLnQZ/tXF8BdRU+l1oXkpOWQDiRICBEb9O7TjrJB+w8qXUFjRuYgKGTeQRBZ4mBhMHa8VmtgVHeloAEgXAiQUCI3ubHHIGwyAfoOkgO6wntUkcTVfXNga6VOE8SBIToTc11UOUZGdTJHIHWlkBiACp1gToIAnGREQxM1LqyZEXR8CFBQIjepH9RRg/ocM2gxhYXB0q1L82waAl0lhz2jBDS70eEPgkCQvQmP2YK7y1x4HQrUmIsZCREBqhiF8DbEjhwzqWR3mGiEgTChQQBIXqTHzOF9XzAuEEhnhTW6S0Bx0lo8v2y14PAfgkCYUOCgBC9yTtHYGSHRfR8wPhQnh/QVnQyxKRpx+csH6ENEz1gr0GdtdKoCE0SBIToTfrIoE66g3Z5WwKJAahQD9HnPJQW+pzOHRCD2WigpsnJqaqGIFRMdJcEASF6S30lVB/XjtPHtlukoTnMksI623jt2b7T57TFbPQugy1dQuFBgoAQvUX/gkzKgajEdosUllTjVpAaZyU9PgySwrqMi7Tnkh3nXPLmBWSEUFiQICBEbynxBAH9C7Mdu9rMFA4r+j3Zd4Pb5XNJksPhRYKAEL1F/ytZ7zppx27P8tFjwy0IpAyDiGhoqYOKwz6X8iQIhBUJAkL0Fr07KGNCh0W8w0PDLQgYTa15jrPyAnpL4PDpWtlgJgxIEBCiNzTVQvlB7Tij/ZZAY4uLg57dxMYOjA9UzXqOfl8lBT6nBybKBjPhRIKAEL2hdDegIC4DYtPaLbLPXoPLM1PYFk5JYZ03OezbEjAYDIxI10YIybLSoU+CgBC9wZ+ksKcraGyoLx/dET3XUbIDzpoYNlKfNCYjhEKeBAEheoMfSeE93iAQhl1BoE2AM0ZAYxVUHfe5JMnh8NHjQWDhwoUYDAafR15e67opjY2NzJ8/n5SUFGJjY7nlllsoLS31eY/jx48za9YsoqOjSUtL46GHHsLpdPqUWbt2LZdccglWq5Vhw4bx+uuv9/StCHH+9CDgR0sg7JLCOrO1debwWclhPQgUFkt3UKjrlZbAmDFjKCkp8T6++uor77UHH3yQTz75hPfff58vvviC4uJivve973mvu1wuZs2aRXNzM+vXr+cvf/kLr7/+Or/73e+8ZY4ePcqsWbOYNm0aBQUFPPDAA/zkJz9hxYoVvXE7QnSPs6l1S8kOgkCTs3Wm8JjMMA0C0OGksTEDEzAYoLi6kTJHYxAqJvzVK0HAbDZjs9m8jwEDtHXUq6ur+Z//+R+ef/55vvnNbzJx4kRee+011q9fz4YNGwD4/PPPKSws5I033mDChAlcf/31PPnkkyxdupTmZm23oldeeYXc3Fyee+45Ro0axX333cf3v/99/vCHP/TG7QjRPWWF4HZCVBIkDGq3yAF7LS0uRUJUiO8p3BVb+8nhWKuZEWlaa2D7iaoAV0p0R68EgYMHD5KZmcmQIUOYM2cOx49r/YVbt26lpaWF6dOne8vm5eUxePBg8vPzAcjPz2fcuHGkp6d7y8yYMQOHw8GePXu8Zdq+h15Gf4+ONDU14XA4fB5C9Li2SeEOEr67i8NkT+GudLJ8xISsRAB2SBAIaT0eBKZMmcLrr7/O8uXL+eMf/8jRo0e56qqrqKmpwW63Y7FYSExM9HlNeno6drsdALvd7hMA9Ov6tc7KOBwOGho6Xrlw0aJFJCQkeB9ZWVkXertCnMuPfIA+SWxMuCaFdeljAAPU2qHGN7c3YXAiAAUSBEKauaff8Prrr/cejx8/nilTppCdnc17771HVFRwm72PPPIICxYs8P7scDgkEIieV7xNe/YjCIRtUlhnjdX2Sji9D4q3w8iZ3kt6S2DnyWpcboXJGMYtnj6s14eIJiYmMmLECA4dOoTNZqO5uZmqqiqfMqWlpdhsNgBsNts5o4X0n7sqEx8f32mgsVqtxMfH+zyE6FEtDWDfpR0PurT9Ii43ez1DJ8eGc1JYN3Ci9nxqq8/p4WmxREWYqG1ycvh0bRAqJvzR60GgtraWw4cPk5GRwcSJE4mIiGDVqlXe6/v37+f48eNMnToVgKlTp7Jr1y7Kysq8ZVauXEl8fDyjR4/2lmn7HnoZ/T2ECJqSHVpSODYdEtpvZR4oraHZ6SbOamZwcnSAK9gLBl6iPZ/a4nPabDIyzrNHQsHxqgBXSvirx4PAr371K7744guKiopYv349N998MyaTidmzZ5OQkMC8efNYsGABa9asYevWrdx5551MnTqVyy67DIDrrruO0aNH8+Mf/5gdO3awYsUKfvvb3zJ//nysVisAP/3pTzly5Ai//vWv2bdvHy+//DLvvfceDz74YE/fjhDdc2KT9jzo0g6TwluPnQG0PnNjX+giadsSOGvm8MWeLqGCk1WBrZPwW4/nBE6ePMns2bOpqKggNTWVK6+8kg0bNpCamgrAH/7wB4xGI7fccgtNTU3MmDGDl19+2ft6k8nEsmXLuPfee5k6dSoxMTHMnTuXJ554wlsmNzeXTz/9lAcffJAlS5YwaNAg/vu//5sZM2b09O0I0T0nN2vPHXQFAWwu0oLApOzkQNSo96WPBZMVGquh8gikDPVe0vMC0hIIXT0eBN55551Or0dGRrJ06VKWLl3aYZns7Gw+++yzTt/nmmuuYfv27edVRyF6hVJ+BYGtRZUAXJqTFIha9T5ThJYEP7lJaw20DQKeEUL7S2toaHYRZTEFqZKiI7J2kBA9xXEKakrAYILMi9stcqqqgeLqRkxGg/cLsk/Qu4RO+uYFMhKiSI+34nIr7zIZIrRIEBCip+j5ANtYsLSf8N3iaQWMzogn2tLjDfHg6WCEEMBFgxIBKDhxJoAVEv6SICBET9H/Cu6sK8iTFJ7UV7qCdIM8QcC+E5zNPpf0Fs92yQuEJAkCQvQUbz5gcodFtvS1pLAuKVdbK8nV7NlQp5V+r5uLKlFnjR4SwSdBQIie4Gxq3WZx0KR2i9Q0tnh32upzLQGDocMuoYuyErCYjZTXNnOkXLabDDUSBIToCfZd2l/B0SmQPKTdItuPV+FWkJUcRXo4bifZlQ6CgNVs8s4X2HikMsCVEl2RICBET/BjktiWY320K0g30NMCaic5PGVICgCbjlYEskbCDxIEhOgJxz3LmHfQFQStI4MmZvexriCd3hIoPwD1vn/xT8nVAt/Go5IXCDUSBIS4UErBsfXacfaV7RZpcbm9SypfmtNHWwIxKZAyXDs+sdHn0sWDEzEbDZRUN3LyTMfLvYvAkyAgxIUqPwD15WCObF1M7Szbj1dR3+wiOcbC8LTYAFcwgLI9izjqQdEj2mJmvGcxuY1HJS8QSiQICHGhjn2tPQ+6VNt8vR3rDpwG4MphA/rGonEdGXy59nxWEACYnCt5gVAkQUCIC1XkCQLZV3RY5MuDWhC4ekRqIGoUPNmeIFBSAM2+w0GnDGnNC4jQIUFAiAuhVGtLIKf9IHCmrpmdnnVzrho+IFA1C47EwRA/UNtT4ax1hCZmJ2E0wLGKeuzVjUGqoDibBAEhLsSZo9qiccaIDpeL+OpQOUpBni2ub84PaMtggMGevIA+YsojPjKC0Znabn6biqQ1ECokCAhxIfSuoIETIaL9rU31rqA+3wrQdZAcBrjMkxfQcyQi+CQICHEhuugKUkqx7kA50A/yATo9OXxyM7hafC5NH50OwMrCUlpc7kDXTLRDgoAQF+JY50nhQ2W12B2NWM3Gvjs/4GypeRCZCC312p7LbVyak8yAWAvVDS1sOCKjhEKBBAEhzlfVCag6rm0ik9X+yqFfeLo9pgxJITKin+yqZTS2jhI6q0vIZDTwrdE2AP6x2x7omol2SBAQ4nwVfaU9Z04Aa1y7Rb486OkK6i/5AF0HyWGA68dqQeDzPXZcbllCItgkCAhxvg4s156HTGv3cmOLy9vl0W/yATo9R3L0S22Z7TamDk0hISqC8tpm73pKIngkCAhxPpxNcOif2nHeDe0WyT9SQZPTzcDEqL69VER7Mi6G2HRoroGiL30uRZiMTB+lJYilSyj4JAgIcT6KvoTmWoi1aV947Vi7rwyAb4xMxdDB8tJ9ltEII2Zqx/s+O+ey3iW0Yo8dt3QJBZUEASHOh/7FNvJ67QvvLEop1uzXksLTRqYFsmahI2+W9rz/H9rM6jauHD6AGIuJkupGdpysCnzdhJcEASG6Syntiw1gZPtdQUfK6zheWY/FZOTyoSkBrFwIyf0GRMRATXHr1psekREmvunpElqxpzQIlRM6CQJCdFdJgfbFFhEDuVe3W2StpxUwOTeZGKs5gJULIRGRMOyb2nE7XULXeSaOfV4oeYFgkiAgRHfprYBh39S+6Nqxdr+WD7hmZD8bFXS2kXqX0LlB4JqRqUSYDBw5XcehstoAV0zoJAgI0V3efED7XUF1TU7vhurT8vppPkA3YoY2ma50N5wp8rkUFxnB5UO1+RMrC6VLKFgkCAjRHVXHoXQXGIwwfEa7RfIPV9DscjM4OZohA2ICXMEQE53cOnFMb0G18S3pEgo6CQJCdMfeZdpz1mXanrrtWN2mK6jfDQ1tjz6PQv/dtaEHge3HqyhzyB4DwSBBQIju2PuJ9jz6O+1ebnK6+GxXCQDXeka/9Ht539aej6+HunKfS+nxkUzISgTgn3vLAlwxARIEhPBfTWnrWjijbmy3yKq9ZVTVt2CLj+TKYf1svaCOJGWDbTwot3QJhSAJAkL4a98yQEHmJZAwqN0i7205AcAtEwdi6ssbynfXKE/LSW9JtTFjjBYE1h+qoKax5ZzrondJEBDCX110BdmrG707Zn1/YlagahUe9JbTkTXQ6PC5NDQ1liGpMTS73LKWUBBIEBDCH/WVrQuhjWo/CPx920ncCibnJJPb30cFnS11JKQMA1czHPzc55LBYOBWT9B8e9PxYNSuX5MgIIQ/DiwHtxPSxkDK0HMuK6V439MV9P1J7XcV9WsGQ2trYN+5o4S+P3EQZqOB7cer2FviOOe66D0SBITwR+HH2nMHXUFbjp2hqKKeaIuJWeMyAlixMKIHgQOfQ4vvcNDUOCvXeXID70hrIKAkCAjRlfpKOLxaO+6gK+gv64sAmDUuo/+uFdSVzEsgfiC01LX+PtuYPXkwAB9sP0VDsyvQteu3JAgI0ZX1L4KrCWzjIG3UOZcPldXwqWduwJ1X5Aa6duHDYGgNohtePmd56SuGDiArOYqaRqf39yl6nwQBITpTVw4b/6QdX/Ov2hfZWV5afQiltFUxR2fGB7iCYWbqfDBZtSS7vj2nh9Fo4LZLtdaAdAkFjgQBITrz9X9q3ReZF2sbyJzlyOlaPt5RDMAvrh0e4MqFocQsmPoz7fjzx8DlOy/g1klagnjLsTOsP1zezhuIniZBQIiO1JTCpv/Wjqc92m4rYOmaw7gVTB+VxtiBCQGuYJi68kGIToGKg7DtLz6X0uIimTNFaw088UkhTpc7GDXsVyQICNGRr/4AzgYYdCkMm37O5aLyOj4qOAVIK6BbIhPgmke04zWLzpk89uC3RpAYHcE+ew3vbD4RhAr2LxIEhGjPmSLY8j/acTutALdb8cgHu3C5FdNGpjJ+UGLAqxjWJt4BKcOhvhzyX/K5lBht4cHpIwB47vP9VNfLUhK9SYKAEO1Z+bg2u3XINdrjLK+vLyL/SAVRESYev3FMwKsX9kwRcO1j2nH+y9ow3DbmTBnM8LRYztS3sGTVwSBUsP+QICDE2Y7lQ+FH2sYxM54+pxVwqKyW3y/fB8Cjs0aRI0tEnJ+8G7Vht8018PUSn0tmk5HHvj0agL/kF7H7VHUwatgvSBAQoi23G1Z4+qsv+RdI9/0rv8Xl5pfvFdDkdHP1iFRvElOcB6MRpv1WO970Z6j13U/g6hGpzBqXgcvT9SZJ4t4R9kFg6dKl5OTkEBkZyZQpU9i0aVOwqyTC2a73oHg7WOK0XEAbSike/vtOdpysJj7SzLO3jJedwy7UiBkwcBK01GuJ+LM8/p3RxEea2XWqmtc9s7JFzwrrIPDuu++yYMECHn/8cbZt28ZFF13EjBkzKCuTHYrEeTi1FT79lXZ81QKI9d0kfvGK/Xyw7RQmo4Elt12MLSEyCJXsYwwG+KYn2G7+Hzi8xudyWlwk/3qDNkv7uc8PcKKyPtA17PPCOgg8//zz3H333dx5552MHj2aV155hejoaF599dVgV02Em9JCeOMWrX865yptZmsbf80v4uW1hwFYdPM4puWltfcu4nwMmaYNwXU1wf/eDGufAXfr2kE/vDSLKbnJNLS4uPfNrZTVyF7EPSlsg0BzczNbt25l+vTW8dtGo5Hp06eTn5/f7muamppwOBw+DyEoPwR//S40nNG6Jma/DWar9/KrXx3ld/+3B4AF3xrBDy6VDWN6lMEAP3wDLpkLKFi7CN76ITibPZcNPHPLeJKiI9h9ysHNS9dzoLQmuHXuQ8I2CJSXl+NyuUhP993MOz09Hbu9/d2JFi1aREJCgveRlSX/M/d7J7fAq9dBXRmkj4Pb/wbWOEDLAfx++T6eWFYIwLwrc/n5N4cFs7Z9V0QUfOcFuPlPEBENh1bC8oe9l3MHxPDBz64gd0AMp6oauOXl9d5d3MSFCdsgcD4eeeQRqqurvY8TJ2Q2Yr+2dxm8/m2or4CMCfDjDyEqCYDGFhe/fH8Hf/R0AT00YyS/nTVKEsG97aLb4Na/AAbY8ipsbV1WIndADB/cezmTc5KpaXJyx2ubePWro6izViMV3RO2QWDAgAGYTCZKS0t9zpeWlmKz2dp9jdVqJT4+3uch+qG6cvjsIXj3dm1ZiOEz4I5PITYVgKPlddz88no+2HYKowF+f8s45k8bJgEgUEZc15os/uxXcKJ1xF9SjIX//clkvj9xEG4FTywr5JEPdskG9RcgbIOAxWJh4sSJrFq1ynvO7XazatUqpk6dGsSaiZBVXwnr/gOWTNDGpaNg0l1w21tgjaXJ6eKtjcf5zotfsbfEQUqMhb/eNYUfXipzAQLuql9pO5G5mrXW2vJHoFbr/rGaTSz+/ngevWEUBgO8s/kEU55exSMf7JRJZefBoMK4LfXuu+8yd+5c/vSnPzF58mT+8z//k/fee499+/adkytoj8PhICEhgerqamkV9GWntsGm/4I9H4DTM7LENh6u+3dU7tUcKa9j+W47r31dRHltEwCX5iTx4uxLZBhoMDXVaK21I2u1nyNitGWor7jfm7dZu7+MJ5cVcvh0nfdls8Zn8JuZeWQlRweh0sHX3e+1sA4CAC+99BKLFy/GbrczYcIEXnjhBaZMmeLXayUI9F1KKcorK2hZ/hiZB9/ynj8dPZyv03/E+qhplNW1sONEFWfaLFCWkRDJvCtzmXt5DhGmsG0o9x1KaVtRrv53KN6mnYtJhWt+A+N/CNY4lFJsOlrJGxuP8+nOYtwKLGYjd1yew+1Tshmc0r+CQb8LAhfifIJAbZOTvSUO9pU42Guv4URlPUNTY5mYncTFgxMZmBjl7TtWSlFc1cDx0kpKK6sor67hcI2ZoioXp6oaSIqxMMoWx4j0OOIizZhNBqxmE9kp0QxNjSUywuTz2S0uNyfPNHj7P90KjlXUsftUNQdKa0mNszImM54R6XE4Gloorm6kqr6ZWKuZ+KgIEjyP+MgIYqwmIiNMWM1GXG5FXbOLuiYnZTWNnKpq5HRNE3FWM2nxVlJjrcRGmolzO4h2VtEUl4sTA5ERJjISIn3ut6S6kROV9ZRUN1LqaMSlFGajgSiasCXFkpOWRGZiFE1ON3VNTk6cqWfT0Uo2Ha2kscXFhKwkJmYnkRJrobqhhZpGJ5ERRlIiFZm1ezBY43HGZ+G0xONoaMHR2EJDs5toi4kYq5nT1TXs3V1ATdFW7m55k0EGbWOSj1yX8xfnDLarYYBv377VbOSirERmT87i2+Mz5cs/FCkFez+Bfy6ESi1Zj8GoLeuReTFYYsFooswZw7PHhvG3Y61f/JcPTWF4WixHK+o5UVlPZmIk00amccWwAdgdjWw7doaDpbXYEiIZnh7LiPQ4xg1MOOf/P3+43IrTNU2cqW9mQKyVlBgLRmPXuSSlFKdrmzh5poGEqAgGJkad1+eDBIFuOZ8g8PHyfzB8/UNscuex0T2KvSqb0YZjXG7cw2jjMUwGhdVsxGpwEu2sIlE5sBhaJ740qgg2ukexzj2OWqJJwUGKwYHNUEGmoZJUQxURODHhxmJwY/Yc1xmi2OQayUbXSCpUAhmGCmyGSpqIoESlYFfJNGIBIAInWYYycg12Ug1VOFQMlcRhxM0YQxFjjMeIwMku9xB2qKEcVhlUqHiqVCwJhjqyDGUMNJQTTz0xhkaSqGGE8STphirt96ai2eweySZ3HjtMY2hKHYcZF4mnt3CJexeRNFNNDPXKykjjSS4xHCDXqCXwm5QZBzHsc2exR+VwwD2IchKoUPHUE4kZF2ZcmHBhxk20oZHrjFv4rmk9SYba1v92Kop6ImlS2m/LamjBSgsJ1Pr8vksMabyb8WtOp17mPacHxcToCEZnxDMmMwGLWb74w4KrBba8pi0/XXWsw2KOpLGscl3EjgozVSqGBiy4MOHExF73YEpJ9pRUTDHsY5ppO0XKxkb3KI4qGxaTiQlZiQxLj6Wxvh5TnZ0EQy3Z8UYGxhowNlTSeKYYZ00Zpa4E9pPFvpZ03HWVZKpSEg21HHBncciYQ1pSAuMGJTB+UCIpMRaKKuooOl1LVV09zsZ6nE0NmBzHGeg8Ro6hlHplpYxEWqJSGT9hMnd+e1q3fkUSBLrhfIJA0af/Qc7mJ8/r89wYMBLev+4GZSHK0Oxzrl5ZMeIm0tC7IzQq0HbuSqHz5F+zMYrGxGFEjbiGiGm/AWtsr9ZLBImjWBs5VFaoJZDdTji9Hw6tAuXq8GUKA3ut4/mkfizfjtjCGPd+37clhjplxYURKy2kGs4/2dysTBxRmZxRcVQTgwkXWYbTZBnKiDE0dfn67bZbufin/92tz5Qg0A3nlROoq4BjX8Gx9VD0NZTtgbTRkHs1zoGXUt5ooNTRRL3LiC1jIAMzs7DEJoE5CowmOL1P+0da9KX2ftEp2iM+E+IHQlwGymylqklhr2mhyW2kyW0kurGU7NodxJVuxtBSp5WNzwRnEzhOgqNE+x8BtM9JGAQpwyAuE5qqtXorF6SPhYyLwGiG4m2ok1vBcRJDXbk2eiYqARKztUdUkvYFao2DASMhLU+7j9JdUPQ17mPrUUVfY2qqAsAZY8M47FqMcenQWKXtGJU8BLKmwMBLwGBANdXSUGXHWr4Hk30nVBzSxunXV0BzPZjMWt2MZu0+jGatuT/hR9ryAkYTNNdpXwAtDVqi19UC5khtlm9UonbPRvnLvt+qK4c9H4J9FzRWa/8WWxq1INFSrwWNtkxWGP0d7d/UyS3a8hVncRqtNFqSaFQW6t1mGkxxuGLSMMemkuA8TbzjAJE1x1GRiRiSczBEJqDsuzHU+7dPsjPGhjEtD+OA4aiWBlqqS3BWl9A07kckTft5t25fgkA39EhiWKl2957tN9xuKD+g9c8OGN6/fxciPFQdh13vw9F12h8YU+6FOM9owpZGOHO0tWVhjND+4IpO7vrfttul/ZGiU0r7rPKDWiBqOKP9f5KUDYk5EJOi/VFltvbo/zcSBLpBRgcJIfqa7n6vSZtZCCH6MQkCQgjRj0kQEEKIfkyCgBBC9GMSBIQQoh+TICCEEP2YBAEhhOjHzMGuQDDpUyRkr2EhRF+hf5/5OwWsXweBmhpts2rZa1gI0dfU1NSQkJDQZbl+PWPY7XZTXFxMXFxct7YOdDgcZGVlceLEiT4701juMfz19fsDucf2KKWoqakhMzMTox9raPXrloDRaGTQoEHn/fr+sE+x3GP46+v3B3KPZ/OnBaCTxLAQQvRjEgSEEKIfkyBwHqxWK48//jhWqzXYVek1co/hr6/fH8g99oR+nRgWQoj+TloCQgjRj0kQEEKIfkyCgBBC9GMSBIQQoh+TICCEEP2YBIFuWrp0KTk5OURGRjJlyhQ2bdoU7Cqdt0WLFnHppZcSFxdHWloaN910E/v37/cp09jYyPz580lJSSE2NpZbbrmF0tLSINX4wjzzzDMYDAYeeOAB77m+cn+nTp3i9ttvJyUlhaioKMaNG8eWLVu815VS/O53vyMjI4OoqCimT5/OwYMHg1jj7nG5XDz22GPk5uYSFRXF0KFDefLJJ30WSQu3e1y3bh033ngjmZmZGAwGPvroI5/r/txPZWUlc+bMIT4+nsTERObNm0dtbW33KqKE39555x1lsVjUq6++qvbs2aPuvvtulZiYqEpLS4NdtfMyY8YM9dprr6ndu3ergoICdcMNN6jBgwer2tpab5mf/vSnKisrS61atUpt2bJFXXbZZeryyy8PYq3Pz6ZNm1ROTo4aP368uv/++73n+8L9VVZWquzsbHXHHXeojRs3qiNHjqgVK1aoQ4cOecs888wzKiEhQX300Udqx44d6jvf+Y7Kzc1VDQ0NQay5/5566imVkpKili1bpo4eParef/99FRsbq5YsWeItE273+Nlnn6lHH31UffDBBwpQH374oc91f+5n5syZ6qKLLlIbNmxQX375pRo2bJiaPXt2t+ohQaAbJk+erObPn+/92eVyqczMTLVo0aIg1qrnlJWVKUB98cUXSimlqqqqVEREhHr//fe9Zfbu3asAlZ+fH6xqdltNTY0aPny4WrlypfrGN77hDQJ95f4efvhhdeWVV3Z43e12K5vNphYvXuw9V1VVpaxWq3r77bcDUcULNmvWLHXXXXf5nPve976n5syZo5QK/3s8Owj4cz+FhYUKUJs3b/aW+cc//qEMBoM6deqU358t3UF+am5uZuvWrUyfPt17zmg0Mn36dPLz84NYs55TXV0NQHJyMgBbt26lpaXF557z8vIYPHhwWN3z/PnzmTVrls99QN+5v48//phJkyZx6623kpaWxsUXX8x//dd/ea8fPXoUu93uc58JCQlMmTIlbO7z8ssvZ9WqVRw4cACAHTt28NVXX3H99dcDfeMe2/LnfvLz80lMTGTSpEneMtOnT8doNLJx40a/P6tfryLaHeXl5bhcLtLT033Op6ens2/fviDVque43W4eeOABrrjiCsaOHQuA3W7HYrGQmJjoUzY9PR273R6EWnbfO++8w7Zt29i8efM51/rC/QEcOXKEP/7xjyxYsIB//dd/ZfPmzfziF7/AYrEwd+5c77209283XO7zN7/5DQ6Hg7y8PEwmEy6Xi6eeeoo5c+YA9Il7bMuf+7Hb7aSlpflcN5vNJCcnd+ueJQgIQPtreffu3Xz11VfBrkqPOXHiBPfffz8rV64kMjIy2NXpNW63m0mTJvH0008DcPHFF7N7925eeeUV5s6dG+Ta9Yz33nuPN998k7feeosxY8ZQUFDAAw88QGZmZp+5x2CR7iA/DRgwAJPJdM7IkdLSUmw2W5Bq1TPuu+8+li1bxpo1a3z2V7DZbDQ3N1NVVeVTPlzueevWrZSVlXHJJZdgNpsxm8188cUXvPDCC5jNZtLT08P6/nQZGRmMHj3a59yoUaM4fvw4gPdewvnf7kMPPcRvfvMbbrvtNsaNG8ePf/xjHnzwQRYtWgT0jXtsy5/7sdlslJWV+Vx3Op1UVlZ2654lCPjJYrEwceJEVq1a5T3ndrtZtWoVU6dODWLNzp9Sivvuu48PP/yQ1atXk5ub63N94sSJRERE+Nzz/v37OX78eFjc87XXXsuuXbsoKCjwPiZNmsScOXO8x+F8f7orrrjinKG9Bw4cIDs7G4Dc3FxsNpvPfTocDjZu3Bg291lfX3/OLlkmkwm32w30jXtsy5/7mTp1KlVVVWzdutVbZvXq1bjdbqZMmeL/h11wWrsfeeedd5TValWvv/66KiwsVPfcc49KTExUdrs92FU7L/fee69KSEhQa9euVSUlJd5HfX29t8xPf/pTNXjwYLV69Wq1ZcsWNXXqVDV16tQg1vrCtB0dpFTfuL9NmzYps9msnnrqKXXw4EH15ptvqujoaPXGG294yzzzzDMqMTFR/d///Z/auXOn+u53vxvSwyfPNnfuXDVw4EDvENEPPvhADRgwQP3617/2lgm3e6ypqVHbt29X27dvV4B6/vnn1fbt29WxY8eUUv7dz8yZM9XFF1+sNm7cqL766is1fPhwGSLa21588UU1ePBgZbFY1OTJk9WGDRuCXaXzBrT7eO2117xlGhoa1M9+9jOVlJSkoqOj1c0336xKSkqCV+kLdHYQ6Cv398knn6ixY8cqq9Wq8vLy1J///Gef6263Wz322GMqPT1dWa1Wde2116r9+/cHqbbd53A41P33368GDx6sIiMj1ZAhQ9Sjjz6qmpqavGXC7R7XrFnT7v9/c+fOVUr5dz8VFRVq9uzZKjY2VsXHx6s777xT1dTUdKsesp+AEEL0Y5ITEEKIfkyCgBBC9GMSBIQQoh+TICCEEP2YBAEhhOjHJAgIIUQ/JkFACCH6MQkCQgjRj0kQEEKIfkyCgBBC9GMSBIQQoh/7/2EDb9ABgZfIAAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Delay: 32 (0.000000256 s) -> idx_max_1: 61, idx_max_2: 59\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Delay: 64 (0.000000512 s) -> idx_max_1: 61, idx_max_2: 59\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Delay: 128 (0.000001024 s) -> idx_max_1: 61, idx_max_2: 58\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Delay: 256 (0.000002048 s) -> idx_max_1: 61, idx_max_2: 58\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Delay: 512 (0.000004096 s) -> idx_max_1: 61, idx_max_2: 59\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Delay: 1024 (0.000008192 s) -> idx_max_1: 61, idx_max_2: 58\n" ] }, { "data": { "image/png": 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7uLi4U/cfbvdVRH/4wx/qj5OSkhg9ejSDBg3iq6++4pZbbmnvj2uTBQsWMG/ePP25w+GQQCC6t/x92iSxgHCwxly8eIOE8D3JTXQFAUQkgskCVcX4Ok4weXQ0f0k/wWeZZxg/LLLp13SmmnJ4/uLX2iH+7wyYG3+pX+hS9hgGeP7553n55ZfZtm1bowEzoOU6P/roI1atWtX2ul+iDh8iOnDgQPr27cvhw4cBsNlsjfbXrK2tpbCwUM8j2Gw28vLyPMq4n1+sTHO5CNByFVar1eMmRLfmXirCNlrbF+AiPss6g9OluOrChHBDJl+I0iaNkZvFHVf0A2DNXjsV1bKcRGt0xB7De/bs4Y477uDpp59m4sSJ7VLP1ujw/QROnTpFQUEB0dFa32RKSgpFRUVkZGRw1VVXAfDll1/icrlITk7Wy/ziF7+gpqZG358zLS2NYcOG0adPH73MunXrmDt3rv5ZaWlpbdrRR4huL3eXdh/duqGhXx7QvlxuS2oiF9BQ9Bg4swNysxh7yxRiw/w5WVhB2v48vjemi36Fu/kGaL/Iu+qzW6G99xjet28ft9xyC7NmzeKpp55qfX3bQZtbAqWlpfr2Z6DtfpOZmUlOTg6lpaU88cQTbNmyhePHj7Nu3TruuOMOBg8eTGpqKgDDhw9n0qRJPPzww2zbto3//ve/zJkzhx/+8IfExGh/fPfccw9ms5mZM2eyd+9ePvroI5YtW+bRlfPYY4/xxRdfsHTpUg4cOMDChQv55ptvOi2jLkSnsNcFgVbMDyiprGHbMa2v+duJF+nWaZAcNhgM3DFGaw38a+fpS65quzEYtC6Zrri1orUF7bvH8N69e7n55puZMWMGzz33XKtf125UG61fv14BjW4zZsxQ5eXlauLEiSoiIkL5+vqq+Ph49fDDDyu73e7xHgUFBWrq1KkqKChIWa1W9cADD6iSkhKPMllZWer6669XFotF9evXTy1evLhRXVasWKGGDh2qzGazGjlypFq1alWbrqW4uFgBqri4uK3/DEJ0PGetUr+xKfW0Van87IsWX73rjIqfv1KNX7L+4u99KkN7398mKOVyqWy7Q8XPX6mG/GK1qqypvfy6t1JFRYXat2+fqqio6LTPbC9HjhxRNptNjRgxQv39739XBw8eVPv27VPLli1TiYmJSimlAPXJJ594vC4kJES9/fbbSimldu/erSIiItT06dNVbm6ufsvPz2/xs1v6d2vr91qbu4PGjx/fYn/YmjVrLvoeYWFhfPDBBy2WGT16NF9/3fLmF3fffTd33333RT9PCK9UcFhLkvoGQPigixZ3dwXd3JrkbtRIbZvK8gIoPsWQyP70DTJzrrSaXaeKuWZA541O8Vbtscfw3//+d86ePct7773He++9px+Pj4/n+PHjHVRzT7LHsBDdlTspHDUKjE0M9WzA5VKszz4LtKIrCMDHApHDtc/IzcIQGsu4hDBW77az7VihBIFWutw9hhcuXMjChQs7qHatIwvICdFd5WZp97akixbdc6aYc6VVBJpNjEto5Rd4g7wAwLi6L/6tx5ofwy56HgkCQnRX9taPDHJ3BV0/pC9mn1b+b+2efOYOAgnhAGQcL5TZw72IBAEhuiOl6oeHtmJk0Pq6INCqriC3C4LAMFswwX4+lFU72Z9b0pbaCi8mQUCI7shxBioKwWCCyBEtFj1bUkXWqWKglUlht6iRYDBCqR1K8zEZDXouYOuxgou8WPQUEgSE6I7cXUERw8DXr8Wi7rkBw6OtRFpbLuvBHAB9BmiP8/cD6PmEbZIX6DUkCAjRHbWhKyjrVBEAY+NC2/45EcO1+7PazFd3ENh+vBCXq/M2mrlwBq1oWXv+e8kQUSG6ozz3mkEXHxmUWbchzBWxoW3/nMhEyF6ltwRGxYTg52vkfHkNh8+WNr/+UDsxm80YjUbOnDlDREQEZrMZQytn7fZGSimqq6s5e/YsRqPRY7n9SyVBQIjuKG+fdu9e6K0ZtU4Xu+vyAZcUBC5oCZh9jIyN68PmIwVsO1bY4UHAaDSSkJBAbm4uZ8500XpBXiggIIC4uDiMxsvvzJEgIER3U1MBhUe1xxdJCh/KL6WixkmQxYeBEUFt/6zIuqWQ8/drI5IMBsYlhLH5SAFbjxUy/dr4tr9nG5nNZuLi4qitrdX3HRHNM5lM+Pj4tFuLSYKAEN3N2QOA0vYQCGp5tE9WXVfQ6P4h9ZvJt0X4EG2EUGURlOZBsE0fIbQz53zb3+8SGQwGfH19G624KTqeJIaF6G7q+ueJHHHRVS3d+YAxl9IVBNrIoz4JHp87ql8IAKfOV1BYVn1p7yu8hgQBIbqbvL3a/UW6gqBBEOgfeumfF+mZFwjx9yWhr7a71q66kUei55IgIER3o7cEhrdYrLy6loN52szeS0oKu0U0yAvUGd1faw3sqks6i55LgoAQ3U1+60YG7T5VjEuBzeqHLaQNk8QudEFLAGB0XctCWgI9nwQBIbqT8kIoydUeR7S8ibl7ktiY2JDL+0y9JXBAGyEEjKlrCWSdKm7TfrrC+0gQEKI7cXfJhMSBn7XFolknta6aS04Ku/Udoq1RVFWsB6CRMdpoo7MlVdgdlZf3/qJbkyAgRHfi7gq6SD4ALnOmcEM+FggbWPf5WhDyN5sYEqnNO5C8QM/W5iCwceNGbr/9dmJiYjAYDHz66af6uZqaGubPn09SUhKBgYHExMRw3333NZoJOGDAAAwGg8dt8eLFHmV27drFDTfcgJ+fH7GxsbzwwguN6vLxxx+TmJiIn58fSUlJrF69uq2XI0T3oucDWh4ZdK60itNFFRgMkNTvMruDoH7SWIO8wBjJC/QKbQ4CZWVljBkzhtdee63RufLycnbs2MEvf/lLduzYwT//+U+ys7P53ve+16jsM888Q25urn776U9/qp9zOBxMnDiR+Ph4MjIyWLJkCQsXLuTNN9/Uy2zevJmpU6cyc+ZMdu7cyZQpU5gyZQp79uxp6yUJ0X24l4u4yPDQPae1X+cJfQMJ9muHCVZNjBBKkhFCvUKbZwzfeuut3HrrrU2eCwkJIS0tzePYq6++yrhx48jJySEuLk4/HhwcjM1ma/J93n//faqrq3nrrbcwm82MHDmSzMxMXnzxRWbNmgXAsmXLmDRpEk888QQAzz77LGlpabz66qssX768rZclRNdTynOiWAv2nnEAWt99u4hoqSWgJYdlYbeeqcNzAsXFxRgMBkJDQz2OL168mPDwcK688kqWLFlCbW2tfi49PZ0bb7zRY4W81NRUsrOzOX/+vF5mwoQJHu+ZmppKenp6s3WpqqrC4XB43IToNhynteSswaQla1uw94z263xkTMvJ41bTh4lm6yOEhtmCMZuMFFfUcKKgvH0+R3Q7HRoEKisrmT9/PlOnTsVqrf9jffTRR/nwww9Zv349P/rRj3j++ed58skn9fN2u52oqCiP93I/t9vtLZZxn2/KokWLCAkJ0W+xsbGXfY1CtBt3K6DvEC1Z2wJ3S2BUe7UEwgdrawhVObQ1hNBWFB1eF2SyJC/QY3VYEKipqeEHP/gBSineeOMNj3Pz5s1j/PjxjB49mkceeYSlS5fyyiuvUFVV1VHVAWDBggUUFxfrt5MnT3bo5wnRJq0cGeSorP9l3m4tAR9L/S5j5w7qh8dIXqDH65Ag4A4AJ06cIC0tzaMV0JTk5GRqa2s5fvw4ADabjby8PI8y7ufuPEJzZZrLMwBYLBasVqvHTYhu42zdl+9FJontr2sFxIT40Sfw8jcV0fUdWlePbP2QO8gcsEvXaU/V7kHAHQAOHTrE2rVrCQ8Pv+hrMjMzMRqNREZqy+ampKSwceNGampq9DJpaWkMGzaMPn366GXWrVvn8T5paWmkpKS049UI0YnO1X35ur+Mm7GnLgiMaK+uIDd3HuLcIf3QMJsWBLLtJe37WaLbaPPooNLSUg4fPqw/P3bsGJmZmYSFhREdHc3//M//sGPHDlauXInT6dT76MPCwjCbzaSnp7N161ZuvvlmgoODSU9P5/HHH2f69On6F/w999zDr3/9a2bOnMn8+fPZs2cPy5Yt46WXXtI/97HHHuOmm25i6dKlTJ48mQ8//JBvvvnGYxipEF5DqfpumIsEAXdSeFS/dm7J9h2m3Z+rbwkMjQrCYIBzpdWcK62ib1DLuQrhhVQbrV+/XgGNbjNmzFDHjh1r8hyg1q9fr5RSKiMjQyUnJ6uQkBDl5+enhg8frp5//nlVWVnp8TlZWVnq+uuvVxaLRfXr108tXry4UV1WrFihhg4dqsxmsxo5cqRatWpVm66luLhYAaq4uLit/wxCtC+HXamnrUo9HaJUdUWLRVNf2qDi569U/9lrb986nNii1WHpcI/DN77wpYqfv1JtOnS2fT9PdIi2fq+1uSUwfvz4FheUaukcwNixY9myZctFP2f06NF8/fXXLZa5++67ufvuuy/6XkJ0e+5WQJ94baOXZlTWODmUXwq0Y1LYzd0d5DgNVSVg0fYXHhYVzImCcrLtJVw3uG/7fqbocrJ2kBDdQSu7grLtJThdij4BvkRfzvLRTQkIg8CIuvrU5wUSbcH6Z4ueR4KAEN1Bq/MBdfMD+oV0zAxePS/QODl8IE+CQE8kQUCI7qCNSeER7d0V5KaPEKqfKzCsriVwKK8El0v2FuhpJAgI0R3ocwSGtVis3dcMupA7CDUYITQgPACzj5Hyaicnz8vyET2NBAEhulpVKThOaY9baAk4XUqftNXuSWG3CHcQqO8O8jEZGRyh7S1wQPICPY4EASG6WkHdvJuAvlpythknC8uprHFh9jEyIDywY+riDkIFR8BZv6ijJId7LgkCQnS11o4MqkvMDokMwmTsoGWdrf3BNwBcNXD+uH54mASBHkuCgBBdTQ8CLS8ffbDuC3hYVHDH1cVo1FYUbVgv6oOArCHU80gQEKKruRdsu0hS+GDdJLGhtg4MAg3r0SA5nFg3TPR4QTmVNc6O/XzRqSQICNHV3EnYi3QHdUpLoGE9GiSHo6wWQvx9cboUh+uCkegZJAgI0ZWctVB4RHvcQhCornVx5GwntQTc3VINlpQ2GAySF+ihJAgI0ZWKToCzGnz8IaT5ne6OF5RR61IEWXyIae/lIi7kzgm4g1Md9wihgzJzuEeRICBEV3InX8MHa0nZZrh/fQ+JCur4Dd/DBmr3FeehvFA/PLSuGypbgkCPIkFAiK7kDgIRF8kH5HVSPgDAHAjBMdrjgvrWgLs76KB0B/UoEgSE6Ep6S6Dl4aHulsDQzggCAOGDtPsGXUJDI7XPPlNciaOypqlXCS8kQUCIrnSubrbwxeYIuFsCHZ0UdnMHgYL6XQRDAnyxWbV8xCHpEuoxJAgI0ZVaMVu4ssbJiUJt4bbOawnUJYcLPJPDQ/URQjJMtKeQICBEVykrgIq6xKv7S7cJh/NLUQrCAs30DTJ3Tt3CGrcEQEYI9URtDgIbN27k9ttvJyYmBoPBwKeffupxXinFr371K6Kjo/H392fChAkcOnTIo0xhYSHTpk3DarUSGhrKzJkzKS31/GWxa9cubrjhBvz8/IiNjeWFF15oVJePP/6YxMRE/Pz8SEpKYvXq1W29HCG6jrsVEBIH5oBmi9XnAzphZJCbPkz0KDTYMlYfISTJ4R6jzUGgrKyMMWPG8NprrzV5/oUXXuDll19m+fLlbN26lcDAQFJTU6msrNTLTJs2jb1795KWlsbKlSvZuHEjs2bN0s87HA4mTpxIfHw8GRkZLFmyhIULF/Lmm2/qZTZv3szUqVOZOXMmO3fuZMqUKUyZMoU9e/a09ZKE6Bp6V1DzrQDo5JFBbn0GgMEI1aVQmqcfdtdBWgI9yOXsag+oTz75RH/ucrmUzWZTS5Ys0Y8VFRUpi8Wi/va3vymllNq3b58C1Pbt2/Uy//73v5XBYFCnT59WSin1+uuvqz59+qiqqiq9zPz589WwYcP05z/4wQ/U5MmTPeqTnJysfvSjH7W6/sXFxQpQxcXFrX6NEO1mzS+Uetqq1OonWyw2462tKn7+SvXX9OOdVLE6vx+t1e/YJv1QeVWtGvDzlSp+/kp1tqSyc+sjWqWt32vtmhM4duwYdrudCRMm6MdCQkJITk4mPT0dgPT0dEJDQ7n66qv1MhMmTMBoNLJ161a9zI033ojZXN//mZqaSnZ2NufPn9fLNPwcdxn35zSlqqoKh8PhcROiy+hrBrVu9dBOSwq76cnh+ryAv9lEfFiAR72Ed2vXIGC32wGIioryOB4VFaWfs9vtREZGepz38fEhLCzMo0xT79HwM5or4z7flEWLFhESEqLfYmObn6YvRIdrxcggR2UNZ4q1rtRO7Q6C+uTwBctHuIOR7DLWM/Sq0UELFiyguLhYv508ebKrqyR6q9qq+k1bWpgo5h6Pb7P6ERLg2wkVa6CZYaIyQqhnadcgYLPZAMjLy/M4npeXp5+z2Wzk5+d7nK+traWwsNCjTFPv0fAzmivjPt8Ui8WC1Wr1uAnRJQqPgnKBORiCm/+bdY/H7/CVQ5sSXreGUHNzBSQI9AjtGgQSEhKw2WysW7dOP+ZwONi6dSspKSkApKSkUFRUREZGhl7myy+/xOVykZycrJfZuHEjNTX1U9PT0tIYNmwYffr00cs0/Bx3GffnCNGtNcwHtDDss35kUFBn1MpTw2GiLpd+WB8hZC9BNRg+KrxTm4NAaWkpmZmZZGZmAloyODMzk5ycHAwGA3PnzuU3v/kNn332Gbt37+a+++4jJiaGKVOmADB8+HAmTZrEww8/zLZt2/jvf//LnDlz+OEPf0hMjLZo1T333IPZbGbmzJns3buXjz76iGXLljFv3jy9Ho899hhffPEFS5cu5cCBAyxcuJBvvvmGOXPmXP6/ihAdrbX7CndVUhi0pa1NZnBWgeOUfnhA30B8TQbKqp2cLqro/HqJ9tXW4Ufr169XQKPbjBkzlFLaMNFf/vKXKioqSlksFnXLLbeo7Oxsj/coKChQU6dOVUFBQcpqtaoHHnhAlZSUeJTJyspS119/vbJYLKpfv35q8eLFjeqyYsUKNXToUGU2m9XIkSPVqlWr2nQtMkRUdJl/zNKGX254ocViY5/5j4qfv1LtOlnUSRW7wCvXaPU8vM7jcOpLG1T8/JVq7T5719RLNKut32sGpXpve87hcBASEkJxcbHkB0TnevNmOLMDfvAXGHFHk0XOlVZx9W/WYjDAvl9Pwt9s6uRKAn+bCtmr4bbfwbiH9cOP/m0nn2Wd4clJw/jJ+JYnu4nO1dbvtV41OkiIbkGpVu0r7B6HHx8W0DUBAJpcTRQgMVqWj+gpJAgI0dlK86C6RFuWwb2LVxPco2+6JB/g5h6+es5z/S/3MNEDuRIEvJ0EASE6mzspHBoHPpZmi3X6HgJNcbdU3HWuM8ymdTMcOVtKda3rwlcJLyJBQIjO5u5a6W67iTUlYph2X3wSqsv0wzEhfgT7+VDrUhw9J3sLeDMJAkJ0tlbsJqaU4mCe9uXapS2BgDAI6Ks9btAlZDAY9PkCkhfwbhIEhOhsekug+VE1Z4orKa2qxddkYEB4YCdVrBnNdgnJGkI9gQQBITpbQd0v6haCgHtk0MC+QZh9uvh/04img0CiTVoCPYEEASE6U201nD+hPW6hO0gfGdSVXUFufevyAmezPQ67k8MSBLybBAEhOtP546Cc4BsIwdHNFtP3EIjsgjWDLtRcd1BdTuB0UQWOypoLXyW8hAQBITqT3hU0qMWF47pVS8DdHVRwBJy1+uGQAF+iQ/wA2WDGm0kQEKIzFVx8ZJDTpTicX7eEdFcOD3Wz9gffAHDV1O+BUEeSw95PgoAQnencxZPCJwvLqap1YfExEle3lWOXMhrr63vuwryAJIe9nQQBITpTKyaKuWcKD44MwmRsvsuoU0U0nRyWEULeT4KAEJ1J7w5qYXhod1gz6EJ6cthzDaFhUdoIoQN2h2ww46UkCAjRWSqKoOys9ti9iXsT3DOFh3TFbmLN0YOAZ0tgUGQgPkYDjspa7I7KLqiYuFwSBIToLO69eoNs4Nf8Ou/1W0p2o5aA3h10UFsKu47Fx8SAvtqMZnfwEt5FgoAQnaUVM4VrnS6OntUWautW3UFhA7Wlr6tLoMTucarhnsPC+0gQEKKztCIfcLygnGqnC39fE/1C/TupYq3gY4E+CdrjC7qE3MHKPbdBeJd2DwIDBgzAYDA0us2ePRuA8ePHNzr3yCOPeLxHTk4OkydPJiAggMjISJ544glqa2s9ynz11VeMHTsWi8XC4MGDeeedd9r7UoRoX/rw0OZHBh2q+yIdEhWEsbuMDHJr2CXUwNC63MUhCQJeyae933D79u04nU79+Z49e/jOd77D3XffrR97+OGHeeaZZ/TnAQH1Y6GdTieTJ0/GZrOxefNmcnNzue+++/D19eX5558H4NixY0yePJlHHnmE999/n3Xr1vHQQw8RHR1Nampqe1+SEO2jFauHuvvVu1VXkFvfIZBNo+Uj3LOaD+aV4nKp7he8RIvaPQhERER4PF+8eDGDBg3ipptu0o8FBARgs9mafP1//vMf9u3bx9q1a4mKiuKKK67g2WefZf78+SxcuBCz2czy5ctJSEhg6dKlAAwfPpxNmzbx0ksvSRAQ3ZPLVZ8YbmG2cP3w0G40MsjNvZDcBUEgPiwAs4+Rihonp85XEBfeDSa4iVbr0JxAdXU17733Hg8++CCGBuukvP/++/Tt25dRo0axYMECysvL9XPp6ekkJSURFRWlH0tNTcXhcLB37169zIQJEzw+KzU1lfT09BbrU1VVhcPh8LgJ0SmKc6C2AkxmCI1vtthBvTuoO7YEmp4r4GMyMihCC1oHpUvI63RoEPj0008pKiri/vvv14/dc889vPfee6xfv54FCxbw17/+lenTp+vn7Xa7RwAA9Od2u73FMg6Hg4qKimbrs2jRIkJCQvRbbGzs5V6iEK2Tf0C7Dx8CpqYb4NW1Lo6d00YGdavhoW7uFkzJGaj0/AE1rK7lIslh79Pu3UEN/fnPf+bWW28lJiZGPzZr1iz9cVJSEtHR0dxyyy0cOXKEQYOan0DTHhYsWMC8efP05w6HQwKB6Bxn92v3kYnNFjleUEatSxFs8dFX5+xW/EMhKApK87Thrv2u0k/V5wUkCHibDmsJnDhxgrVr1/LQQw+1WC45ORmAw4e1pJnNZiMvL8+jjPu5O4/QXBmr1Yq/f/PD6iwWC1ar1eMmRKdwtwQihjdbxL3+zuCoII/u026lmS6hoZH1yWHhXTosCLz99ttERkYyefLkFstlZmYCEB2tbbCRkpLC7t27yc/P18ukpaVhtVoZMWKEXmbdunUe75OWlkZKSko7XoEQ7agVLQE9KRzZDbuC3NxdQo12GdPqfCS/lFqnq7NrJS5DhwQBl8vF22+/zYwZM/Dxqe9xOnLkCM8++ywZGRkcP36czz77jPvuu48bb7yR0aNHAzBx4kRGjBjBvffeS1ZWFmvWrOGpp55i9uzZWCwWAB555BGOHj3Kk08+yYEDB3j99ddZsWIFjz/+eEdcjhCXx+WqH1vfQktgf64WBIZHd+cg0PQIoX6h/gSYTVQ7XRwvKG/ihaK76pAgsHbtWnJycnjwwQc9jpvNZtauXcvEiRNJTEzkZz/7GXfddReff/65XsZkMrFy5UpMJhMpKSlMnz6d++67z2NeQUJCAqtWrSItLY0xY8awdOlS/vSnP8nwUNE9FR2vGxlkgbCEZovtz9WSrYnR3bib0t0SuKA7yGg0MCRSJo15ow5JDE+cOLHJZWVjY2PZsGHDRV8fHx/P6tWrWywzfvx4du7cecl1FKLTuPMBfYeC0dRkkeKKGk4XaSPbhtu6cxCoywkUHgVnDZh89VNDo4LJOlVMdl4JtyY1v3+y6F5k7SAhOtrZuiDQQj7gQF0roF+oPyEBvs2W63LWfuAb2OJWkzJCyLtIEBCio7mDQEQLQcDuBfkA0LaadC+Ad0FewD3BTUYIeRcJAkJ0tHz3yKCWksJ1+YDu3BXkpg8T9QwC7glux86VUVnjvPBVopuSICBER3I5678sW2gJuIPA8O6cFHbr2/RqolFWC6EBvjhdisP50hrwFhIEhOhI549DbSX4+EGfAU0WcbqUvtxCt+8OggYjhDyDgMFg0JPa+3JlXS5vIUFAiI7kzgf0HdLsyKDjBWVU1rjw8zUSHx7YiZW7RA1nDV8wCnBETF0QOCNBwFtIEBCiI7nzAS1OEtO+MIfZrJi8YS3+8EHaVpNVxVCa73HK3Z21X1oCXkOCgBAdqRXDQ91fmCO8oSsI6raaHKA9dl9fHXd31v5cR5NzhUT3I0FAiI7UioXj6peL8IKksFukto4XeXs8Dg+JDMbXZMBRWcuZ4souqJhoKwkCQnSU2ur6TdmjRjRb7IA3DQ91i75Cu8/N8jhs9qnfYEbyAt5BgoAQHeXcQXBWg8Xa7G5iReXV+i/mRG/pDgKIHqPdXxAEAEZIXsCrSBAQoqPYd2v3tiRoZn8Ad1dQ/z7+WP268XIRF3IHgXMHobrM45Qkh72LBAEhOoq7v9yW1GyRvWeKAS/LBwAER0GQDZQL7J55AfcwUQkC3kGCgBAdxb5Lu48a1WyR3ae1IDCmf0hn1Kh9NdMl5A5oxwvKKa2q7exaiTaSICBER1DKszuoGbtPaUEgqX9oJ1SqncVcod1fEATCAs1EWbUNoLLt0hro7iQICNERHKeh4jwYfZpdM8hRWcPRc1p/elK/ntMSgPrWwL5cWVa6u5MgIERHcPeT9x0Gvn5NFtlT1xXUL9SfsEBzZ9Ws/biDwNn9UOM5J0BGCHkPCQJCdAS9K6iFfEBdV9Bob8wHgLbBTEA4uGohf6/HKb0lIHMFur12DwILFy7EYDB43BIT65vDlZWVzJ49m/DwcIKCgrjrrrvIy8vzeI+cnBwmT55MQEAAkZGRPPHEE9TWeiaYvvrqK8aOHYvFYmHw4MG888477X0pQlw6d1K4hXzArtPufICXBgGDodkuoVF13Vv7cx3UOF2dXTPRBh3SEhg5ciS5ubn6bdOmTfq5xx9/nM8//5yPP/6YDRs2cObMGb7//e/r551OJ5MnT6a6uprNmzfz7rvv8s477/CrX/1KL3Ps2DEmT57MzTffTGZmJnPnzuWhhx5izZo1HXE5QrRdG5LCo/uFdkKFOkgzQWBAeABWPx+qal1k2yUv0J11yEbzPj4+2Gy2RseLi4v585//zAcffMC3v/1tAN5++22GDx/Oli1buPbaa/nPf/7Dvn37WLt2LVFRUVxxxRU8++yzzJ8/n4ULF2I2m1m+fDkJCQksXboUgOHDh7Np0yZeeuklUlNTO+KShGi9SgecP6Y9jmo6CBSX15BTWA54aVLYrZnlIwwGA2NiQ/n60DmyThXpLQPR/XRIS+DQoUPExMQwcOBApk2bRk5ODgAZGRnU1NQwYcIEvWxiYiJxcXGkp6cDkJ6eTlJSElFRUXqZ1NRUHA4He/fu1cs0fA93Gfd7NKeqqgqHw+FxE6Ld5e/T7oNjIDC8ySLu+QHx4QHde2P5i3G3BPL2amslNTCmbthr1smizq2TaJN2DwLJycm88847fPHFF7zxxhscO3aMG264gZKSEux2O2azmdDQUI/XREVFYbfbAbDb7R4BwH3efa6lMg6Hg4qKimbrtmjRIkJCQvRbbGzs5V6uEI21oito1+kiAO//hdxnAPiFaGsknd3vccqd8N5V1+0luqd27w669dZb9cejR48mOTmZ+Ph4VqxYgb+/f3t/XJssWLCAefPm6c8dDocEAtH+WpEUrs8HeHkQMBgg5ko4+hWc3lHfMgCuiA0F4GBeCWVVtQRaOqT3WVymDh8iGhoaytChQzl8+DA2m43q6mqKioo8yuTl5ek5BJvN1mi0kPv5xcpYrdYWA43FYsFqtXrchGh3Z3Zq99Gjmy2y65SXjwxqKGasdn86w+NwpNUPm9UPl6qfEyG6nw4PAqWlpRw5coTo6GiuuuoqfH19WbdunX4+OzubnJwcUlJSAEhJSWH37t3k59dvW5eWlobVamXEiBF6mYbv4S7jfg8hukxVqdY/DtD/miaLFJZVc7pI67b0+u4ggH5Xaffu4NfAmFjpEuru2j0I/O///i8bNmzg+PHjbN68mTvvvBOTycTUqVMJCQlh5syZzJs3j/Xr15ORkcEDDzxASkoK1157LQATJ05kxIgR3HvvvWRlZbFmzRqeeuopZs+ejcWirUfyyCOPcPToUZ588kkOHDjA66+/zooVK3j88cfb+3KEaJszO7WVNa39wBrTZJHMk+cBGBgR6F3LRzenX11LIH9fo2Wlx9R1CWWeKurcOolWa/dOulOnTjF16lQKCgqIiIjg+uuvZ8uWLURERADw0ksvYTQaueuuu6iqqiI1NZXXX39df73JZGLlypX8+Mc/JiUlhcDAQGbMmMEzzzyjl0lISGDVqlU8/vjjLFu2jP79+/OnP/1JhoeKrndqm3bf/+pmi2Sc0ILA2Lg+nVGjjmeNgeBoKMmF3F0QX98id48Q2iVBoNtq9yDw4Ycftnjez8+P1157jddee63ZMvHx8axevbrF9xk/fjw7dzZufgrRpU59o933H9dsEXcQuCq+hwQB0PIC2au0vECDIODOeZwsrKCgtIrwIEtX1VA0Q9YOEqK9KAUn3S2BpvMBtU4XWSe1/vEeFQT6Xandn9nhcdjq58vAiEBA8gLdlQQBIdrL+eNQfg6Mvh5DJRs6YC+hosZJsJ8Pg+s2ZO8R3Mnh0zsanbrCPWlMuoS6JQkCQrQXd1dQ9Ohml492dwVdGdcHo7HpfYe9UkxdS+D8MSgv9DjlTg7vzCnq3DqJVpEgIER70ZPCrcgH9JSksJt/HwgbpD2+oEvI3e21I+c8Tpfq7JqJi5AgIER7ObVdu29hZNCOnB6YFHZzDxW9oEso0RZMoNlESWUtB/NkRdHuRoKAEO2hpqJ+zaBmksJ5jkpOna/AaKifRNWjNJMX8DEZGVsX9L45Xnjhq0QXkyAgRHs4k6ntsBUUBaFxTRbZUdcVNDQqmOCeMEnsQg2Xj1Ce3T5Xx4cBsP34+c6ulbgICQJCtIdTDYaGGppO+PboriDQEuJGXyjLh6ITHqeuGSAtge5KgoAQ7eFE3V4Wsb1sklhDvv71Q2NztnqcuiIuFJPRwJniSn3dJNE9SBAQ4nK5nHBis/Z4wPVNFqmscbLntLaJUY9ZLqIpcdoaYJzc4nE4wOzDyBht1V5pDXQvEgSEuFz2XVBVDBYr2JqeJLb9eCHVThc2qx/x4QGdXMFOFJus3edsaXTKnRf4RvIC3YoEASEu17Gvtfv4b4Gp6eW4vj50DoDrh/TF0EzOoEdwtwTy90NFkccpd15gu7QEuhUJAkJcruObtPtmuoKgPgjcMKRvZ9So6wRFQthAQNXPm6hzVV0QyM4robiipgsqJ5oiQUCIy+GsbZAPuKHJImdLqtifq+UDrhvcw4MAQGxda+CCLqHIYD8GhAegVP1IKdH1JAgIcTlys6C6RNtsvZk9hTcf0VoBw6Ot9O0NSynH1eUFTm5tdOrqAVpeYOtR6RLqLiQICHE5jrvzAdeB0dRkkV7TFeQWV7efwKlvwOnZ7XN9XUvoq+z8C18luogEASEuhzsINNMVpJRikzsp3Bu6ggDCh2gLytVWaDuNNXDT0AgMBm1J7TMyX6BbkCAgxKVy1tT3eyc0HQSOnC3F7qjE7GNkXEJYJ1auCxmN9UNFL5gv0CfQzJV1S0t/lX22kysmmtLuQWDRokVcc801BAcHExkZyZQpU8jOzvYoM378eAwGg8ftkUce8SiTk5PD5MmTCQgIIDIykieeeILa2lqPMl999RVjx47FYrEwePBg3nnnnfa+HCGadyYTqku1X72RI5ss4u4KumZAH/x8m+4u6pFamC/w7cRIAL48IF1C3UG7B4ENGzYwe/ZstmzZQlpaGjU1NUycOJGysjKPcg8//DC5ubn67YUXXtDPOZ1OJk+eTHV1NZs3b+bdd9/lnXfe4Ve/+pVe5tixY0yePJmbb76ZzMxM5s6dy0MPPcSaNWva+5KEaNrR9dp9/HXar98m1HcFRXRWrbqH+G9p98c3aTOqG7i5Lgj89/A5KmucF75SdLJ232j+iy++8Hj+zjvvEBkZSUZGBjfeeKN+PCAgAJvN1uR7/Oc//2Hfvn2sXbuWqKgorrjiCp599lnmz5/PwoULMZvNLF++nISEBJYuXQrA8OHD2bRpEy+99BKpqantfVlCNHaw7gfHkIlNnq6scbL5SAHQi5LCbv2u1kZMVRRqq4o2WFNpRLSVKKuFPEcV244VcuPQXhYgu5kOzwkUF2ubS4eFefaHvv/++/Tt25dRo0axYMECysvL9XPp6ekkJSURFRWlH0tNTcXhcLB37169zIQJEzzeMzU1lfT09GbrUlVVhcPh8LgJcUlK87UvN4ChTf/o2HToHBU1TmJC/PR1c3oNkw8MukV7fNDzh6HBYODmYdIl1F10aBBwuVzMnTuX6667jlGjRunH77nnHt577z3Wr1/PggUL+Otf/8r06dP183a73SMAAPpzu93eYhmHw0FFRdOjDhYtWkRISIh+i42NbZfrFL3Qof8ASttbN7iZFu0+7W/1OyOievZSEc0ZOkm7P/ifRqfcXULrs/NRSrac7Ert3h3U0OzZs9mzZw+bNm3yOD5r1iz9cVJSEtHR0dxyyy0cOXKEQYMGdVh9FixYwLx58/TnDodDAoG4NO5ft+4vugs4XYp1+7VfuRNHNh0kerzBEwAD5O2G4lMQ0l8/df3gvviaDJwoKOfYuTIGRgR1XT17uQ5rCcyZM4eVK1eyfv16+vfv32LZ5GRtJMHhw4cBsNls5OXleZRxP3fnEZorY7Va8ff3b/JzLBYLVqvV4yZEm9VWwZG6pHAzXUE7cs5TUFaN1c+n9wwNvVBgeH0u4JBnayDQ4sO1A8MB+M++vAtfKTpRuwcBpRRz5szhk08+4csvvyQhIeGir8nMzAQgOjoagJSUFHbv3k1+fn1/YVpaGlarlREjRuhl1q1b5/E+aWlppKSktNOVCNGME//VhoYG2ZpdOjqt7ovt24mR+Jp68XQcd9L8YONRe5NGaT/oVu3K7cwaiQu0+1/n7Nmzee+99/jggw8IDg7Gbrdjt9v1fvojR47w7LPPkpGRwfHjx/nss8+47777uPHGGxk9ejQAEydOZMSIEdx7771kZWWxZs0annrqKWbPno3Foq298sgjj3D06FGefPJJDhw4wOuvv86KFSt4/PHH2/uShPDk/kIbOrHJoaFKKdbs1fIBvbYryM3dUjq6AWo8c3WTRtowGQ3sPl3M8XNlTbxYdIZ2DwJvvPEGxcXFjB8/nujoaP320UcfAWA2m1m7di0TJ04kMTGRn/3sZ9x11118/vnn+nuYTCZWrlyJyWQiJSWF6dOnc9999/HMM8/oZRISEli1ahVpaWmMGTOGpUuX8qc//UmGh4qOpRRk/1t73Ew+4FB+KScKyjGbjDL8MWoUWPtpS0gc98wNhgdZ+NYgrUto1W5pDXSVdk8MXyzTHxsby4YNGy76PvHx8axevbrFMuPHj2fnzp1tqp8Ql+VstraJuskCCTc1WcTdFXTd4HCCLB069qL7Mxi0LqGMt7XgOeQ7Hqe/Ozqarw+dY+WuXGbfPLiLKtm79eLOSiEuwa4PtftB3wZL4xEtSin+lXkakK4gXeJk7X7/59r+Cw2kjrThYzSwP9fBkbOlXVA5IUFAiNZyOSGrLghccU+TRTJOnOdgXil+vkZuS4ruxMp1YwPHa+srleXXr7paJzTAzPV1s6klQdw1JAgI0VpH1kNJLviHNZsP+GBbDgC3j44hxN+3M2vXfZl8YcQd2uM9f290enJdsFy560xn1krUkSAgRGtlvqfdj/4B+JgbnS4ur9F/zd6THNeZNev+Rv2Pdr/vc22eRQMTR9owm4wczCvVt+EUnUeCgBCtUV4IB1Zpj5vpCvrHjlNU1bpItAVzRd2a+aJO/LcgOBqqiuHwWo9TIf6+TBihLSPx1y0nuqJ2vZoEASFaY88/wFkNUUkQ3XiCmFJK7wqalhzXO9cKaonRBCO/rz3e3bhLaEbKAAD+ueMUReXVnVgxIUFAiNbIfF+7b6YVsP34eQ7nl+Lva+KOK/t1YsW8SNJd2n32v6HKcyTQuIQwhkdbqaxx8dH2k11Qud5LgoAQF3MmE87sBKOPlg9owlubjgHwvTExWP0kIdykmLHQJ0GbOJbtOQfIYDDwwHUDAPhL+glqna4uqGDvJEFAiIvZ8oZ2P/JOCGy8OcyhvBK+qFsmYuYNF18rq9cyGGD0/9Meb35Fm33dwPfGxBAWaOZ0UQVr98s+A51FgoAQLSmxa/kAgGt/0mSR1786AkDqyCiGRgV3Vs2807hZYA4C+6765Tfq+PmamDpOW9r9nc3HuqJ2vZIEASFasu2P4KqB2Guh39hGp3MKyvksSxvfPufmIZ1dO+8TGK4FAoCvFjVqDUy/Nh4fo4EtRwvZfPhcF1Sw95EgIERzairgm7e0xylNtwLe2HAEp0tx49AIkvqHdGLlvFjKnGZbA9Eh/voci2dW7pPcQCeQICBEc3Z9pG2UHhoHid9tdNpeXMk/Mk4BMEcWP2u9i7QG5n1nKKEBvhywl/C3umG3ouNIEBCiKc5aSH9NezzuR9o49ws8s3Iv1U4X4waE9d7dwy5Vw9bAgZUep0IDzMz7zlAAlqYdlHkDHUyCgBBNyXgbzh0Ev1AYe2+j0yt3nWH1bjs+RgO/un1E59fP2wWGQ/KPtMfrnm20uug94+IYFhVMUXkNL6Yd7IIK9h4SBIS4UFkBfPkb7fG3nwI/z77+syVV/PLTPQD85ObBjOonuYBL8q1HtSB7Lrt+ie46PiYjT9cF1/e2nGDP6eIuqGDvIEFAiAut/w1UFmm7Yl31gMcppRS//HQP58trGB5tlVzA5fAPhRt+pj1evwhqKj1Of2twX747OhqXgl98shunq+UNq8SlkSAgREO5WfDN29rjW18Ak+fOYB9uP8kXe7VuoN/dPRqzj/wvdFnGzdK2n3Scgu1/bHT6l98dQbDFh6xTxfraTKJ9ef1f8GuvvcaAAQPw8/MjOTmZbdu2dXWVhLeqqYDPHgUUjLoLBlzncXpnznme/tdeAOZNHMrIGOkGumy+fnDz/2mPv14KhZ6TxKKsfvxv6jAAXvjiAPkllRe+g7hMXh0EPvroI+bNm8fTTz/Njh07GDNmDKmpqeTny5Rz0UZKaQEgN1PbNOY7z3qcPltSxY/f20G100XqyCh+fNOgrqlnTzRmKkSOhIrz8MdvN9qQfvq18ST1C6Gkspaf/2M3NTJ3oF15dRB48cUXefjhh3nggQcYMWIEy5cvJyAggLfeequrqya8zX+Xwe4VYDDBD96FkPqVQCtrnMz5YAd2RyWDIgL53d1jZKno9mQ0wfS/Q8yV2ryMv9wBGe/qp01GA8/fmYTZZOTLA/nM/ShTJpG1I68NAtXV1WRkZDBhwgT9mNFoZMKECaSnpzf5mqqqKhwOh8dNCPZ/DmsXao9v/S0k3Kifqqh28tC737D1WCGBZhN/uPcqgmWV0PZnjYH7V2t7Drhq4fNHIesj/XRS/xCW3zsWX5OBVbtyeeLvuyRR3E68NgicO3cOp9NJVFSUx/GoqCjsdnuTr1m0aBEhISH6LTY2tjOqKrqzne/DihmAgqvuh2se0k+VVdXywDvb2HT4HAFmE3++/xoGR8oCcR3GHAD/81b9Qn3/mg1HN+inv50YxWv3jMXHaOCTnad54J3t2IslR3C5vDYIXIoFCxZQXFys306elM0rei2lYNPv4V8/AeWEMffAbb8DgwGlFGv35XHXG5vZcrSQIIsPf3lwHNcODO/qWvd8BgNMfK6uRVADH02HvL366Ykjbbwy9UrMPkY2HjzLxJc28K/M0yglrYJL5XPxIt1T3759MZlM5OXleRzPy8vDZrM1+RqLxYLFYumM6onuquik1ve/62M4u187dt1jMOHXVDsVa3fnsnzDEXad0iYnhfj78u6D42TP4M5kNMKUN6A0D078F979HvzwA4hLBuDWpGgGRwYxb0UWu08X89iHmby/JYf/TR0my3dcAoPy4hCanJzMuHHjeOWVVwBwuVzExcUxZ84cfv7zn1/09Q6Hg5CQEIqLi7FarR1dXdGVqstg/fOw5XVQdUlFkwUmPM3xIffzwbYc/pFxioIybZ0af18T930rnlk3DCQ8SH44dInyuiSxfReYzPDd38OV0/TTNU4Xr68/wmtfHaa6VvtveuPQCP7vtkQSbb33/+e2fq95dRD46KOPmDFjBn/4wx8YN24cv//971mxYgUHDhxolCtoigSBXsDlgkNrYPWTUKxNNqrql4Jj6F0cDP82b2ecZ92BPH0hy4hgCz+4uj8PXJdAX/ny73rVZfDJj7TkPWiruSbdDUMmajkEILe4gle+PMyK7SepdSmMBvjhuDgenzCUiODe99+wVwUBgFdffZUlS5Zgt9u54oorePnll0lOTm7Vay83CJRV1XLqfAVxYQH4m00ex4srarBZ/TAavWMooVKK8+U1KKUItPhg8TE2GgZZ63SRU1iOwWDAx2jAYACnS1HjVFh8jIQFmgkwmy5p+GR5dS1nS6ooraqlvNqJv6+J2LAAQvxbNxLH6VKcKaogp7CckwVllNgPMTAvjbEFK+lTpS33bDdE8POqB/jKdUWj148fFsG05HhuHhaBj6lXpcq6P5cLNiyGDb+tP+YbCHHXQmwy9LsKAsI4XW5k2eZzrNhfCWh/g5HBFhL6BtIv1J+wQDNhQWaGRQUzLiGsx47y6nVB4HJcShBI33uMf6fvYFeBgX3njVTjg83o4KaIUoYGVXKwyMC+8wbOq0BcZivRkZGEB/tTXFGDo7KWqhonBmc1kbW59HXm0dd5lj6uQqowU2oIotInCGtIHyLD+xJsDcZeXM3p4grOVygqTNr5foYCrnTtY3jtfkqUHxmuIWyuGojDacFMDWZqMBkN+Bgh2MfJqMBiEi2FRPqUU2UKoMrgz3lTGEfMQ8lz9eHU+XKO5BVjrjhLBRaKCcTXZCRlUF/+56r+JPf34+v/buLgrnR8Ks5xQtk4rGKoxMxIw3FGGY9jxMURFUOOMZZasxV/kyLARxFuLCPcUEKwoZxDqj8Z1QNw1JoICzQTH1RLhKuA0oJcnGXnsFBDFb5UYiaQSiINRcT4llLkH8/hPjcQEBpJeJCZfr4l9K84SFXhKWqKc3GVFVBdWYaPqsbGeUYZjxFiKNf/m5Uof9533sLLtd+nHD/MJiMWHyMBFhMTR9i4/7oBDIoI6qg/M9Fe7Lth98ew5xO9VdeUWnMIh1wx7KyMZo9KYI9rAAdVfyqpbxWYjAaS+oXg72uivFr74WEyGjAZDfj7mhgSFUSizUr/Pv4Yqsswl+ZQTgBnfaIor3JSWzc81aUUReXV5JdUUVhWTWSwHwMjAukTYGb36SIyTpynsKyabw3qy3dGRBEfHsC+Mw725TpwKcWA8EAS+gZSXeviTHEl9uIKCkqrKSirprCsmrvG9uP+69q2b7UEgTa4lCCwffVbXLPtcf15rTLiY2h+4opLGSjFn2IVSDGBhFBGjOEcJkP3+Gc/o8KoVr7EGM5hNjgBKFcW8lQoZkMtVsoJNlS02+dVKxMnlI0IQxGhhrJWv65WGdmhhhBJEQOMeRcvb/AhNyiJHeGTyQy+iT6hfbgiNpTR/UMIDTBfziWIrqaUFhBOboWcLdrooaoSqC6BSgfQ9P9bDnMkdp/+5FQFkl/lQwV+GHHhRzUWQw0WqvGjBj+qCTRUEEgVYQYH4YYS/T32u+L4t3Mc+1Q8tRhxYSSUMiIM54kwFNPX4KAPJfQxlBBIJYGGSszUUqYslONHKf6UKwtl+FOm/ChDu1UrH5yYqMWIL04shmos1BA8bDz33DurTf88EgTa4FKCwPktHxCwdj7m2hIMdX9symCkwi8Kh08YQYZq/J0lGKuKMdQ2/+Xp9A2ixhqLK6gfKtgGzioMlUWoimJqKkpwVZZgclbqv058VA0+1Q4MyonTaKGgzxjsIVfgryqIcuwi+PxeDK5alNGMMvmiDEZQoIwmSizRnPWJolCFYKYSP1cF4dWniag4hpH6AKYMJgzK2fR1G0KpDk+kb3Q8pvNH4exBqK2EqBEQPQZl9MV1Nht19hCG2nJcBh+UwUSN2UqVOYxao4XQ4v2YKz33ja3yDcEV0Bef4Ah8zf7grNbW8PENoDYgkhJjML6ntxFUtF9/jQsDdt84Sv1jINiGX0gUIVYrwUHBGAP6QPRoiBgOPvJl3+vUVEDBYTibrQWH3CxtKZDygst621JDEP6qHBOdO1O5+IofETLlhTa9RoJAG1xWTsDlgiqHlrgKjGj6C6e2CiqLoaJIu68sAnMghA/WXtPWvnOloLpUG9Vy4ec5a8Fg1IbXtVZVqTbyQinoEw/B0dqXsOMMlNjB1w+XOYQCFUjfCJtnX79S2q0tn6cUnD8OBUe0GaKhcWBpZTdMwRFtTZmQ/tD/6kZr/AvRLKW0kUaFR7S/o4rz2v+31aVg9NEWsTNZwNcffPy0myVI2/nMP1T7O/UL0d4jezUcWK0NX3XVgsupnQuOgqAoCOwLAX0hIBwswdp7mHyhplz7/626RPvsqlLt8931cFbXv5/Jt74e8dfBsEltulwJAm0go4OEED1NW7/XZBiEEEL0YhIEhBCiF5MgIIQQvZgEASGE6MUkCAghRC8mQUAIIXoxCQJCCNGLee1+Au3BPUVCtpkUQvQU7u+z1k4B69VBoKREWxNEtpkUQvQ0JSUlhIRcfGZ9r54x7HK5OHPmDMHBwW1a/tjhcBAbG8vJkyd77ExjuUbv19OvD+Qam6KUoqSkhJiYGIytWNalV7cEjEYj/fv3v+TXW63WHvuH5ybX6P16+vWBXOOFWtMCcJPEsBBC9GISBIQQoheTIHAJLBYLTz/9NBZLz92/VK7R+/X06wO5xvbQqxPDQgjR20lLQAghejEJAkII0YtJEBBCiF5MgoAQQvRiEgSEEKIXkyDQRq+99hoDBgzAz8+P5ORktm3b1tVVumSLFi3immuuITg4mMjISKZMmUJ2drZHmcrKSmbPnk14eDhBQUHcdddd5OXldVGNL8/ixYsxGAzMnTtXP9ZTru/06dNMnz6d8PBw/P39SUpK4ptvvtHPK6X41a9+RXR0NP7+/kyYMIFDhw51YY3bxul08stf/pKEhAT8/f0ZNGgQzz77rMciad52jRs3buT2228nJiYGg8HAp59+6nG+NddTWFjItGnTsFqthIaGMnPmTEpLS9tWESVa7cMPP1Rms1m99dZbau/everhhx9WoaGhKi8vr6urdklSU1PV22+/rfbs2aMyMzPVbbfdpuLi4lRpaale5pFHHlGxsbFq3bp16ptvvlHXXnut+ta3vtWFtb4027ZtUwMGDFCjR49Wjz32mH68J1xfYWGhio+PV/fff7/aunWrOnr0qFqzZo06fPiwXmbx4sUqJCREffrppyorK0t973vfUwkJCaqioqILa956zz33nAoPD1crV65Ux44dUx9//LEKCgpSy5Yt08t42zWuXr1a/eIXv1D//Oc/FaA++eQTj/OtuZ5JkyapMWPGqC1btqivv/5aDR48WE2dOrVN9ZAg0Abjxo1Ts2fP1p87nU4VExOjFi1a1IW1aj/5+fkKUBs2bFBKKVVUVKR8fX3Vxx9/rJfZv3+/AlR6enpXVbPNSkpK1JAhQ1RaWpq66aab9CDQU65v/vz56vrrr2/2vMvlUjabTS1ZskQ/VlRUpCwWi/rb3/7WGVW8bJMnT1YPPvigx7Hvf//7atq0aUop77/GC4NAa65n3759ClDbt2/Xy/z73/9WBoNBnT59utWfLd1BrVRdXU1GRgYTJkzQjxmNRiZMmEB6enoX1qz9FBcXAxAWFgZARkYGNTU1HtecmJhIXFycV13z7NmzmTx5ssd1QM+5vs8++4yrr76au+++m8jISK688kr++Mc/6uePHTuG3W73uM6QkBCSk5O95jq/9a1vsW7dOg4ePAhAVlYWmzZt4tZbbwV6xjU21JrrSU9PJzQ0lKuvvlovM2HCBIxGI1u3bm31Z/XqVUTb4ty5czidTqKiojyOR0VFceDAgS6qVftxuVzMnTuX6667jlGjRgFgt9sxm82EhoZ6lI2KisJut3dBLdvuww8/ZMeOHWzfvr3RuZ5wfQBHjx7ljTfeYN68efzf//0f27dv59FHH8VsNjNjxgz9Wpr62/WW6/z5z3+Ow+EgMTERk8mE0+nkueeeY9q0aQA94hobas312O12IiMjPc77+PgQFhbWpmuWICAA7dfynj172LRpU1dXpd2cPHmSxx57jLS0NPz8/Lq6Oh3G5XJx9dVX8/zzzwNw5ZVXsmfPHpYvX86MGTO6uHbtY8WKFbz//vt88MEHjBw5kszMTObOnUtMTEyPucauIt1BrdS3b19MJlOjkSN5eXnYbLYuqlX7mDNnDitXrmT9+vUe+yvYbDaqq6spKiryKO8t15yRkUF+fj5jx47Fx8cHHx8fNmzYwMsvv4yPjw9RUVFefX1u0dHRjBgxwuPY8OHDycnJAdCvxZv/dp944gl+/vOf88Mf/pCkpCTuvfdeHn/8cRYtWgT0jGtsqDXXY7PZyM/P9zhfW1tLYWFhm65ZgkArmc1mrrrqKtatW6cfc7lcrFu3jpSUlC6s2aVTSjFnzhw++eQTvvzySxISEjzOX3XVVfj6+npcc3Z2Njk5OV5xzbfccgu7d+8mMzNTv1199dVMmzZNf+zN1+d23XXXNRrae/DgQeLj4wFISEjAZrN5XKfD4WDr1q1ec53l5eWNdskymUy4XC6gZ1xjQ625npSUFIqKisjIyNDLfPnll7hcLpKTk1v/YZed1u5FPvzwQ2WxWNQ777yj9u3bp2bNmqVCQ0OV3W7v6qpdkh//+McqJCREffXVVyo3N1e/lZeX62UeeeQRFRcXp7788kv1zTffqJSUFJWSktKFtb48DUcHKdUzrm/btm3Kx8dHPffcc+rQoUPq/fffVwEBAeq9997TyyxevFiFhoaqf/3rX2rXrl3qjjvu6NbDJy80Y8YM1a9fP32I6D//+U/Vt29f9eSTT+plvO0aS0pK1M6dO9XOnTsVoF588UW1c+dOdeLECaVU665n0qRJ6sorr1Rbt25VmzZtUkOGDJEhoh3tlVdeUXFxccpsNqtx48apLVu2dHWVLhnQ5O3tt9/Wy1RUVKif/OQnqk+fPiogIEDdeeedKjc3t+sqfZkuDAI95fo+//xzNWrUKGWxWFRiYqJ68803Pc67XC71y1/+UkVFRSmLxaJuueUWlZ2d3UW1bTuHw6Eee+wxFRcXp/z8/NTAgQPVL37xC1VVVaWX8bZrXL9+fZP//82YMUMp1brrKSgoUFOnTlVBQUHKarWqBx54QJWUlLSpHrKfgBBC9GKSExBCiF5MgoAQQvRiEgSEEKIXkyAghBC9mAQBIYToxSQICCFELyZBQAghejEJAkII0YtJEBBCiF5MgoAQQvRiEgSEEKIX+/8hkHskQHykLgAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Delay: 2048 (0.000016384 s) -> idx_max_1: 61, idx_max_2: 59\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Delay: 4096 (0.000032768 s) -> idx_max_1: 61, idx_max_2: 58\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Delay: 8192 (0.000065536 s) -> idx_max_1: 61, idx_max_2: 59\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Delay: 16384 (0.000131072 s) -> idx_max_1: 61, idx_max_2: 58\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Delay: 32768 (0.000262144 s) -> idx_max_1: 61, idx_max_2: 58\n" ] }, { "data": { "image/png": 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gB0ybNo3i4uJm37u0tLRD9x/2+CqiP/3pT12Phw0bxvDhw+nXrx+bNm3i9ttv9/Tp2mTBggXMmzfP9dxqtUogEJ2bZZ92HzusVdm/PFzAubIaokLMTBgS03Qm53uV5kHVBSYNjePd7Xl8frCA/56iMOjbuEKpp9VVwvPx3jn3b86CqfGX+qWuZI9hgOeff56XX36ZHTt2NBowA1pf5/vvv8/69evbXvYr1O4NgH379iUyMpKjR48CEBsb22h/TZvNRnFxsasfITY2loKCArc8zueXy9NcXwRofRWhoaFuNyE6NWdNoJVB4Itvtb+tKSPj8TM08+cdEA7hSa73T+0bQXigH0UVtew40fwvVHFRe+wxfODAAX74wx/y7LPPMmHCBI+UszXafT+B06dPU1RURFyctm5JWloaJSUlZGVlMXr0aAC+/PJLHA4HqamprjxPP/00dXV1rv05MzIyGDhwID169HDl2bBhA3PmzHGdKyMjo007+gjRqSkF+fU1gbjLLxqnlHIN9bx1QHTLmeOGQ8lJyN+HX/JYvj8ohjVZp/n0QD5p/Xpebcmvjl+g9ovcW+duBU/vMXzo0CFuv/12Zs6cyW9/+9vWl9cD2lwTKC8vd21/BtruN9nZ2eTl5VFeXs4TTzzBtm3byM3NZcOGDfzwhz+kf//+pKenAzBo0CAmTpzII488wo4dO/jmm2+YPXs2P/3pT4mP16qA9957LyaTiRkzZnDw4EHef/99li9f7taU8/jjj/Ppp5+ybNkyDh8+zMKFC9m1a1eH9agL0e6sZ7VN5XUGiBp02eyHLWUUltUQ4GdgTJ8eLWeOvdg5DLiGin5+qKBNv3LbhU6nNcl449bKzXo8ucfwwYMHue2225g+fTrPPfdcq1/nMaqNNm7cqIBGt+nTp6vKyko1YcIEFRUVpfz8/FRSUpJ65JFHlMVicXuPoqIiNXXqVBUcHKxCQ0PVgw8+qMrKytzy7N27V918883KbDarXr16qSVLljQqy+rVq9WAAQOUyWRSQ4YMUevXr2/TtZSWlipAlZaWtvVjEKL9Hf5EqWdDlVpxQ6uyv77pqEqav049+NaO1r/3q6lKKaWqam2q/2/Wq6T569TJ8xVXU+o2qaqqUocOHVJVVVUddk5POXbsmIqNjVWDBw9W//znP9V3332nDh06pJYvX65SUlKUUkoB6sMPP3R7XVhYmHrrrbeUUkrt379fRUVFqfvuu0/l5+e7boWFhS2eu6XPra3fa21uDho3blyLvxQ+++yzy75HREQEf//731vMM3z4cL766qsW89x9993cfffdlz2fED7J1Sncuv0DnE1BY6+JvHxmZ/PS+e+grgp/vwCG9w4n6+QFtp8oIrFn65pFujNP7DH8z3/+k3PnzrFq1SpWrVrlOp6UlERubm47ldyd7DEsRGfVhpFBFTU2duZqnbq3DrxMfwBASJy2YX3leSg4BL1Hc31yBFknL7Azt5i7x8iouda42j2GFy5cyMKFC9updK0j0wOF6KzaMDIo81gRdXZFYkQgfVrzK16nazBpbC8A1/fRxqbLCKHuRYKAEJ1RdSlcyNUetyIIbHY2BQ2IRNfKzs2Gk8YARvfpgU4HuUWVFMquY92GBAEhOiNL/UKIYQnaom+XseVIK4eGNuSqCWg1jlB/PwbHaXNnduRKbaC7kCAgRGfUhqag3PMVnCyqxM+ga9sYf2dNoOCgtlAdcJ00CXU7EgSE6IzaEAScHcIjE8IJNrdhrEdEP21ylK3K1fSUmixBoLuRICBEZ1R4SLuPHnzZrNmnSgAYlXiZCWKX0ushcoD2+Ny3AIyprwnkFJRRUlnbtve7CpfOoBUt8+TnJUNEhehsHA44l6M9bkMQGNE7vO3nikqB/GwoPAyD7iAqxEzfqCCOn6tgV+4Fxg9uZhE6DzGZTOj1es6ePUtUVBQmk6n1HdvdkFKK2tpazp07h16vd1tu/0pJEBCisynNg7oKMJggom+LWatq7Ry2lAEwMjG87eeKrl8F89zFNXCu7xPB8XMV7MwtbvcgoNfrSU5OJj8/n7NnvbRekA8KDAwkMTERfSuWF78cCQJCdDaF9V/IkQPA0PKf6IGzpdgdiqgQM/Fh/m0/l3NNogZB4Lo+Eby385Srr6G9mUwmEhMTsdlsrn1HRPMMBgNGo9FjNSYJAkJ0Ns7+gKjLr1W/t74paGRC+JV9KUQN1O7Pf6eNEDIYXTWKQ/lWbHYHxuaWpPYgnU6Hn59foxU3RfuTjmEhOhvnr/LoyweBPQ2CwBUJT9JGCNlr4cIJAJJ7BhFsNlJd5+DoufIre1/hMyQICNHZFGojdVrVKZxXAsCoKw0CbiOEDtcf0jE4Xps0tv906ZW9r/AZEgSE6Ewcdq1pBi7bHHSurIYzJVXodDCsd9iVn9N5nsKL/QLDemnvd+CMBIGuToKAEJ3JhVywVYPRH3r0aTGrc2ho/6hgQvyvoi3dNULoW9chZxDYL0Ggy5MgIERn4uoUHgh6Q4tZs09dAK6iP8DJNUIox3VoaH0QcHYOi65LgoAQnYmzSaYV20k6awJXND+goUtHCAF9I4MIMhmornNw7Fzj7RNF1yFBQIjOxNkkE91yEHA4FPtOaU01V10TaGKEkF6vY4g0CXULbQ4CW7Zs4Y477iA+Ph6dTsfatWtdaXV1dcyfP59hw4YRFBREfHw8DzzwQKOZgH369EGn07ndlixZ4pZn37593HLLLfj7+5OQkMALL7zQqCxr1qwhJSUFf39/hg0bxscff9zWyxGicylsXRA4UVRBWY0Nfz89A2NCru6cDUcIFTbuF5DO4a6tzUGgoqKCESNGsGLFikZplZWV7N69m9/97nfs3r2bDz74gJycHO68885Gef/whz+Qn5/vuv3Xf/2XK81qtTJhwgSSkpLIyspi6dKlLFy4kDfeeMOVZ+vWrUydOpUZM2awZ88epkyZwpQpUzhw4EBbL0mIzsFeB+ePaI8vMzLI+cU8KC7UM5O5nOdr0C/gDAL7Tpdc/fuLTqvNM4YnTZrEpEmTmkwLCwsjIyPD7dirr77K9ddfT15eHomJia7jISEhxMbGNvk+7777LrW1tbz55puYTCaGDBlCdnY2L774IjNnzgRg+fLlTJw4kSeeeAKARYsWkZGRwauvvsrKlSvbellCeF/RMXDUgSlY20ymBYfOWgEYUj+e/6o1MULo0s7hjpg5LDpeu/+rlpaWotPpCA8Pdzu+ZMkSevbsyahRo1i6dCk2m82VlpmZydixY91WyEtPTycnJ4cLFy648owfP97tPdPT08nMzGy2LDU1NVitVrebEJ2G8ws4aqDWRNOCA2e1msDQ+KuYH9CQsyO6wVwB6RzuHto1CFRXVzN//nymTp1KaOjFXyyPPfYY7733Hhs3buTnP/85zz//PE8++aQr3WKxEBPjvnqh87nFYmkxjzO9KYsXLyYsLMx1S0ho+deWEB3K2RRzmZFBSikOnHHWBDwVBOpHCBUd0SasUd85HC+dw11duwWBuro67rnnHpRSvP76625p8+bNY9y4cQwfPpxHH32UZcuW8corr1BTU9NexQFgwYIFlJaWum6nTp1q1/MJ0SbOmcKR17SY7UxJFaVVdRj1OgbEBnvm3OGJYDBrI4RKTroOD5XO4S6vXYKAMwCcPHmSjIwMt1pAU1JTU7HZbOTm5gIQGxtLQUGBWx7nc2c/QnN5mutnADCbzYSGhrrdhOg0nJ3ClwkCzlrAgJgQzMaWJ5S1mt5w8bzOcnCxz+HbfGk67ao8HgScAeDIkSN88cUX9Ox5+Y2vs7Oz0ev1REdHA5CWlsaWLVuoq6tz5cnIyGDgwIH06NHDlWfDhg1u75ORkUFaWpoHr0aIDqKU1jEM0LPlIHCovj/AY53CTs4g0GCEUEqcNvz0sKUMpZRnzyc6hTaPDiovL+fo0aOu5ydOnCA7O5uIiAji4uL4yU9+wu7du1m3bh12u93VRh8REYHJZCIzM5Pt27dz2223ERISQmZmJnPnzuW+++5zfcHfe++9/P73v2fGjBnMnz+fAwcOsHz5cl566SXXeR9//HFuvfVWli1bxuTJk3nvvffYtWuX2zBSIXyG9ay2m5jOcNk1gw7UjwxyNtV4jHOugLNZCugfHYxBr6O0qg6LtZq4sADPnlN4n2qjjRs3KqDRbfr06erEiRNNpgFq48aNSimlsrKyVGpqqgoLC1P+/v5q0KBB6vnnn1fV1dVu59m7d6+6+eabldlsVr169VJLlixpVJbVq1erAQMGKJPJpIYMGaLWr1/fpmspLS1VgCotLW3rxyCEZx3bqNSzoUotH3XZrNc/l6GS5q9TO08UebYM+9ZoZfjzBLfD45dtUknz16kvDxd49nyiXbT1e63NNYFx48a1WC1sKQ3g2muvZdu2bZc9z/Dhw/nqq69azHP33Xdz9913X/a9hOj0WtkfcK6shgJrDTqdNlHMo5qoCQCkxIVypLCcw/ll3DYw2rPnFF4nsz+E6AyK6ptYe/ZvMdvB+v6A5Mgggswe3h22Z39AB1XFUHHedTgl1tkvIJ3DXZEEASE6g1bWBA46+wM8NT+gIVMghNfPnWlQGxjk7BzOL/P8OYXXSRAQojMoqg8ClxkZ5Byv7/GRQU5NNAkNjNXOdexcObU22Vugq5EgIIS31VVBSf3ExdbWBDw9MsjJFQQuzhWID/MnxN+IzaE4JhvPdzkSBITwtuITgAJzGARFNZutvMZGXnEl0A6dwk5NzBXQ6XQMqq8NSL9A1yNBQAhvczYFRfYHna7ZbDkWrU0+OsRMRJCp2XxXJbLBLmMNpEi/QJclQUAIbzvfuv4AZxAYGHuVm8i0xNkcVJKnNVPVGxh7ceaw6FokCAjhbc7hoZEtDw/NqW+KSWnPIBAUCf7hQINlLIAUaQ7qsiQICOFtrawJHHbVBNpx4UOdrsHG8xf7BZw1gQJrDcUVte13ftHhJAgI4U1KNegTaD4IKKXIKdCCQLvWBBqWo8EIoWCzkcSIQEBqA12NBAEhvKniPFSXAjqI6NtstsKyGkoq69DrtEXd2lVzy0fESudwVyRBQAhvctYCwhPAr/kVOp1NQX0ig/D389AeAs1pYQ0hrSxSE+hKJAgI4U3OL9rLjgzqgE5hp4h+2n3Rca25qt4gGSHUJUkQEMKbnO3uzs7YZrg6hWM6YDe8Hn1Ap9f2Nyi/uHufsyaQYynD7pANZroKCQJCeFMr9xXukDkCTkaTtucwuA0TTYwIJMDPQI3NQW5RRfuXQ3QICQJCeJNzeQZnO3wTbHYHRwq1NXs6pDkIGjQJXdxF0KDXMUA6h7scCQJCeEtdlTYzFy4u19CEk8WV1NocBPgZXMM0251zX4PiY26HB9cvHyEbz3cdEgSE8JaiY4DSZugGRTabzdkUNCAmGL2++bWFPKqnsybgHgRk5nDX0+YgsGXLFu644w7i4+PR6XSsXbvWLV0pxTPPPENcXBwBAQGMHz+eI0eOuOUpLi5m2rRphIaGEh4ezowZMygvd1+idt++fdxyyy34+/uTkJDACy+80Kgsa9asISUlBX9/f4YNG8bHH3/c1ssRwntc/QEDWlw47nBH9gc4RTQXBJw1AWkO6iraHAQqKioYMWIEK1asaDL9hRde4OWXX2blypVs376doKAg0tPTqa6uduWZNm0aBw8eJCMjg3Xr1rFlyxZmzpzpSrdarUyYMIGkpCSysrJYunQpCxcu5I033nDl2bp1K1OnTmXGjBns2bOHKVOmMGXKFA4cONDWSxLCO5xBIKr5/gC4ODy0XZeLuJSzJnDhBDgubiTjrAmcKanCWl3XceUR7edqdrUH1Icffuh67nA4VGxsrFq6dKnrWElJiTKbzeof//iHUkqpQ4cOKUDt3LnTleeTTz5ROp1OnTlzRiml1GuvvaZ69OihampqXHnmz5+vBg4c6Hp+zz33qMmTJ7uVJzU1Vf385z9vdflLS0sVoEpLS1v9GiE8Zs2DSj0bqtTXf2ox27ilG1XS/HXqq+/OdVDBlFK2OqV+31Mr34U8t6QbF29QSfPXqR0nijquPKLV2vq95tE+gRMnTmCxWBg/frzrWFhYGKmpqWRmZgKQmZlJeHg4Y8aMceUZP348er2e7du3u/KMHTsWk+nimunp6enk5ORw4cIFV56G53HmcZ6nKTU1NVitVrebEF7TsDmoGdV1dk7WD8ccENPOy0U0ZDBq8wXAbYQQNGwSkr+frsCjQcBisQAQExPjdjwmJsaVZrFYiI6Odks3Go1ERES45WnqPRqeo7k8zvSmLF68mLCwMNctISGhrZcohGc4HHDeuYR080HgxPkKHApC/Y1EhZg7qHD1nE1Cl4wQSomTfoGupFuNDlqwYAGlpaWu26lTp7xdJNFdlZ4CWxUYTBCe1Gw25/yAa2JC0LXQedwunMNEi467HZYRQl2LR4NAbGwsAAUFBW7HCwoKXGmxsbEUFha6pdtsNoqLi93yNPUeDc/RXB5nelPMZjOhoaFuNyG8wrlcREQ/remlGUfrl4++pr1XDm2Kc1XTS5qDBtXXBHIsZThk+Qif59EgkJycTGxsLBs2bHAds1qtbN++nbS0NADS0tIoKSkhKyvLlefLL7/E4XCQmprqyrNlyxbq6i6OPsjIyGDgwIH06NHDlafheZx5nOcRolNzbthymZFBDWsCHa6Z5qA+PYMwG/VU1to5daGy48slPKrNQaC8vJzs7Gyys7MBrTM4OzubvLw8dDodc+bM4b//+7/56KOP2L9/Pw888ADx8fFMmTIFgEGDBjFx4kQeeeQRduzYwTfffMPs2bP56U9/Snx8PAD33nsvJpOJGTNmcPDgQd5//32WL1/OvHnzXOV4/PHH+fTTT1m2bBmHDx9m4cKF7Nq1i9mzZ1/9pyJEe2tFpzA0CALeqAk4m4Mu5ILd5jpsNOgZECP9Al1GW4cfbdy4UQGNbtOnT1dKacNEf/e736mYmBhlNpvV7bffrnJyctzeo6ioSE2dOlUFBwer0NBQ9eCDD6qysjK3PHv37lU333yzMpvNqlevXmrJkiWNyrJ69Wo1YMAAZTKZ1JAhQ9T69evbdC0yRFR4zZuTtOGXe99vNktNnV31W7BeJc1fp86WVHZg4erZ7UotitbKWXTMLWnu+3tU0vx16pUN33V8uUSL2vq9plNKddtGPavVSlhYGKWlpdI/IDrWC/2g8jzM3ATxo5rMcqSgjO+/tIVgs5H9Cyd0fMcwwGtpUHgIpv0Trvm+6/Drm47xx08P88OR8Sz/adPlF97R1u+1bjU6SIhOobJYCwDQ4mYy3xVoTUH9o4O9EwCg2TWEnM1TRwrKL32F8DESBIToaM6RQaG9wNx8W/+RQi+ODHJqYklpgGvqJ64dO1cuG8z4OAkCQnQ0577Cl9lI5uLIIC8GAWcZL9lvuHePQMxGPTU2B6eKZYSQL5MgIERHa+W+wkcLnCODvDA81Mm5z8ElQcCg19Hf2SRUKE1CvkyCgBAdrRXLRdjsDo6f7wQ1Aec8hrJ8qC51S3L1CxTKMFFfJkFAiI7mag7q32yWk8WV1NkVgSYD8WEBHVSwJviHQUic9vi8+74gzglsR6Vz2KdJEBCiI9nroLh+LZ4WmoOONBgZ1GG7iTXHWWNx7odcz9kc9J3UBHyaBAEhOtKFk+CwgTFAGx3UjKP1X6z9vTkyyCnK2S/gHgSczUFHC8tlDSEfJkFAiI7UsClI3/yfn7OztVMEgWZqAokRgZiMeqrrHJwpqfJCwYQnSBAQoiM529UvMzLI2Rw0wJsjg5ycNYFLgoDRoKdvZBAgncO+TIKAEB3JtXBc80HA7lAcO9cJRgY5OYeJlpyEumq3JGfnsMwc9l0SBIToSM6Zty3UBE5fqKTG5sBk1NO7R2AHFawFwdHaKCHlaDxz2Nk5LEHAZ0kQEKIjnb/8bOGj9f0B/aKCMXh7ZBCATtdg0lhzncPSHOSrJAgI0VHcFo5rfo6AV/cQaI5z0tg595nDzuaqI4XldOMFiX2aBAEhOoqzKSUkvuWF4wo6YRBopiaQ1DMIP4OOylq7jBDyURIEhOgorWgKgk42R8ApKkW7v6Qm4GfQ0zfS2S8gTUK+SIKAEB2lFauHKqVcfQKdYmSQk7M5qOgoOOxuSQNinRvPS+ewL5IgIERHacUcgfzSaipq7Rj1OpJ6BnVQwVohLFGb5Wyv0fYcbiClPghITcA3eTwI9OnTB51O1+g2a9YsAMaNG9co7dFHH3V7j7y8PCZPnkxgYCDR0dE88cQT2Gw2tzybNm3i2muvxWw2079/f95++21PX4oQnnX+8gvHOTuF+0QG4WfoRL/R9PqL5b5kWWnnpvOHLRIEfJHR02+4c+dO7PaL1cUDBw7w/e9/n7vvvtt17JFHHuEPf/iD63lg4MWx0Ha7ncmTJxMbG8vWrVvJz8/ngQcewM/Pj+effx6AEydOMHnyZB599FHeffddNmzYwMMPP0xcXBzp6emeviQhrp7d1sqF4zrBbmLNiRwIlv3azOGBk1yHB9YHgWOF5djsDoydKXiJy/J4EIiKinJ7vmTJEvr168ett97qOhYYGEhsbGyTr//88885dOgQX3zxBTExMYwcOZJFixYxf/58Fi5ciMlkYuXKlSQnJ7Ns2TIABg0axNdff81LL70kQUB0TsXHwVEHfoEQltBsNtdM4c4YBKKa3mCmd48AAk0GKmvt5BZV0L8zLHUhWq1dQ3ZtbS2rVq3ioYcectso+9133yUyMpKhQ4eyYMECKisvbk+XmZnJsGHDiImJcR1LT0/HarVy8OBBV57x48e7nSs9PZ3MzMwWy1NTU4PVanW7CdEhzn2r3UcNbHnhOOcS0jGd8Iu0ma0m9Xqda/kI6Rz2Pe0aBNauXUtJSQk/+9nPXMfuvfdeVq1axcaNG1mwYAF/+9vfuO+++1zpFovFLQAArucWi6XFPFarlaqq5scqL168mLCwMNctIaH5X2RCeFThYe0+alCzWZRSF1cPjeqENQHnXIFz38ElE8MG1o9kypHOYZ/j8eaghv7yl78wadIk4uPjXcdmzpzpejxs2DDi4uK4/fbbOXbsGP369WvP4rBgwQLmzZvnem61WiUQiI7hrAlEpzSfpbyG0qo69DroG9WJRgY59ewHOj3UlEJ5IYRc/CE2MDYUgByL1K59TbvVBE6ePMkXX3zBww8/3GK+1NRUAI4e1WZTxsbGUlBQ4JbH+dzZj9BcntDQUAICmt+Kz2w2Exoa6nYTokM4awLRg5vN4pwfkBgRiL+foSNK1TZGM/Tooz2+ZOaws3NYFpLzPe0WBN566y2io6OZPHlyi/mys7MBiIvT9jFNS0tj//79FBYWuvJkZGQQGhrK4MGDXXk2bNjg9j4ZGRmkpaV58AqE8BBb7cWJYlHN1wSOujaS6YT9AU6RTe8tMCBWaw7KLaqgqtZ+6atEJ9YuQcDhcPDWW28xffp0jMaLLU7Hjh1j0aJFZGVlkZuby0cffcQDDzzA2LFjGT58OAATJkxg8ODB3H///ezdu5fPPvuM3/72t8yaNQuz2QzAo48+yvHjx3nyySc5fPgwr732GqtXr2bu3LntcTlCXJ3iY9qWkqYQCOvdbLZv87WmlAGdaabwpVydw+6bzkcFm4kIMqHUxWAmfEO7BIEvvviCvLw8HnroIbfjJpOJL774ggkTJpCSksKvfvUr7rrrLv7973+78hgMBtatW4fBYCAtLY377ruPBx54wG1eQXJyMuvXrycjI4MRI0awbNky/vznP8vwUNE5FTYYGaRrfmnog2e1IDAkPqwjSnVlmtlvWKfTuYKXdA77lnbpGJ4wYUKTy8omJCSwefPmy74+KSmJjz/+uMU848aNY8+ePVdcRiE6zDlnf0DzTUF1dodrxu2Q+E7cV+Xcb/iSmgBASmwo244XS+ewj5GpfUK0N1dNoPnhocfOlVNrcxBsNpIY0Ql2E2uOsznIegZq3H/xO5ePyJHOYZ8iQUCI9uaqCTQfBA6e0X49D44LRd8ZdhNrTkAPCIrWHl9SGxhY3zksNQHfIkFAiPZkq4GiY9rjloJAfX/A4M7cFOTUzPIRzppAgbWGksraji6VuEISBIRoT+ePgLKDOQxC4prNdvBsKdDJ+wOcnP0ClwwTDfH3o1e4Nk9HVhT1HRIEhGhPDTuFmxkZpJTiUL4PjAxycnUOf9coKcW1wYwEAV8hQUCI9uTqFG5+ZNCp4irKqm2YDPrOtZtYc6JaCAJxzr0FpF/AV0gQEKI9taZTuL4paEBscOfaSKY5zppA8XGw17klOdcQkuYg3+ED/+OE8GGtqAm4JonF+UBTEEBoL/AL0mZBF59wSxrUoDnI4Wg8V0h0PhIEhGgvtRUXdxOLGdpsNlencC8f6BQGrW/D2STkrOnU6xMZhMmgp7LWzukLzS/rLjoPCQJCtJeCQ4CC4BgIjmo228VOYR8JAgAxQ7T7ggNuh/0MevrV74om/QK+QYKAEO3Fsk+7jx3WbJbz5TUUWGvQ6bRlF3xGrLbgI5b9jZKcTULSL+AbJAgI0V6cv5JbbArSfi0nRwYRZG7XPZ48y3lNlgONkgbKMFGfIkFAiPbi/IJsoSZw4IzWHzDUF+YHNBRbHwRK86DqgltSSpxWo/lWmoN8ggQBIdqDwwEFB7XHLdQE9p0uAWB4bx8LAv5hEJ6oPb6kNuCcMJZ7voLqOtlgprOTICBEe7hwAuoqwGCGnv2bzbb/dH1NoJePBQG42C9wSedwdIiZ8EA/HLLBjE+QICBEe3B+MUYPAkPTbf3ny2s4W1qNTudjI4OcnM1cl3QO63Q6V23AuVua6LwkCAjRHpxfjC30B+yv7w9IjgwixN+vI0rlWa7O4cYjhJwjnaRzuPOTICBEe2hFp7CzKWi4LzYFwcVrO3cYbO5LR6fIMFGf4fEgsHDhQnQ6ndstJeXilPnq6mpmzZpFz549CQ4O5q677qKgoMDtPfLy8pg8eTKBgYFER0fzxBNPYLPZ3PJs2rSJa6+9FrPZTP/+/Xn77bc9fSlCXLlWDA911gSG9Q7vgAK1g/BEbYlse22jxeQG1Y8QOni2tMmtZkXn0S41gSFDhpCfn++6ff311660uXPn8u9//5s1a9awefNmzp49y49//GNXut1uZ/LkydTW1rJ161beeecd3n77bZ555hlXnhMnTjB58mRuu+02srOzmTNnDg8//DCfffZZe1yOEG1TdQFKT2mPnTNrm+CsCQzz1ZqATndxqOglncMpcSGYDHouVNaRV1zphcKJ1mqXIGA0GomNjXXdIiMjASgtLeUvf/kLL774It/73vcYPXo0b731Flu3bmXbtm0AfP755xw6dIhVq1YxcuRIJk2axKJFi1ixYgW1tVqVc+XKlSQnJ7Ns2TIGDRrE7Nmz+clPfsJLL73UHpcjRNs4h4aGJUJAeJNZCsuqsVh9uFPYqZnOYbPRwKD668o+VdLBhRJt0S5B4MiRI8THx9O3b1+mTZtGXl4eAFlZWdTV1TF+/HhX3pSUFBITE8nMzAQgMzOTYcOGERMT48qTnp6O1Wrl4MGDrjwN38OZx/kezampqcFqtbrdhPA4V39A801Bzkli/aKCfWum8KVa6BweWT/3QYJA5+bxIJCamsrbb7/Np59+yuuvv86JEye45ZZbKCsrw2KxYDKZCA8Pd3tNTEwMFosFAIvF4hYAnOnOtJbyWK1WqqqaX7lw8eLFhIWFuW4JCQlXe7lCNNaKkUH7fL1T2KlhTeCStv+RieEA7JUg0Kl5/CfIpEmTXI+HDx9OamoqSUlJrF69moCAAE+frk0WLFjAvHnzXM+tVqsEAuF5+dnafStGBg3ztZnCl4pKAZ0BqorBehbCermSRtR3eB84a6XW5sBklMGInVG7/6uEh4czYMAAjh49SmxsLLW1tZSUlLjlKSgoIDY2FoDY2NhGo4Wczy+XJzQ0tMVAYzabCQ0NdbsJ4VE15VB4SHvca0yz2Vwjg3y9JuDnf3HXNGfwq5ccGUSov5Fam0PmC3Ri7R4EysvLOXbsGHFxcYwePRo/Pz82bNjgSs/JySEvL4+0tDQA0tLS2L9/P4WFha48GRkZhIaGMnjwYFeehu/hzON8DyG8Jj8blEPbfSs0rsksBdZqCstq0OtgsC93CjvFjdTuz2a7HdbpdIxICAcg+5T7InOi8/B4EPj1r3/N5s2byc3NZevWrfzoRz/CYDAwdepUwsLCmDFjBvPmzWPjxo1kZWXx4IMPkpaWxg033ADAhAkTGDx4MPfffz979+7ls88+47e//S2zZs3CbDYD8Oijj3L8+HGefPJJDh8+zGuvvcbq1auZO3eupy9HiLY5vUu773Vts1l2n9S+EAfEhBBo8uFOYaf4kdr9JTUBgFGuIFDaYcURbePx/4GnT59m6tSpFBUVERUVxc0338y2bduIitJ2VnrppZfQ6/Xcdddd1NTUkJ6ezmuvveZ6vcFgYN26dfziF78gLS2NoKAgpk+fzh/+8AdXnuTkZNavX8/cuXNZvnw5vXv35s9//jPp6emevhwh2uaMMwg03xS0M1cLAmP69OiIErW/hjUBpbT5A/WkJtD5eTwIvPfeey2m+/v7s2LFClasWNFsnqSkJD7++OMW32fcuHHs2bPnisooRLs5s1u77918EMg6WQzAmKSIjihR+4sdqnUOVxQ27hyuDwLHzlVgra4j1BfXSOripLteCE+x5oP1DOj0F38dX6Kq1u7aTWx0UhepCfgFNNs5HBlspncPbbDGPmkS6pQkCAjhKc6moOjBYA5uMkv2qRJsDkVsqL/ry7FLaKZzGGBkfW1gb/0GOqJzkSAghKe4OoVHN5tlV67WFDS6Tw90DdrOfZ6zc/hs4yZaZxDYkyf9Ap2RBAEhPOVMlnbfQn/ArvqRQWO6SlOQU/wo7T4/u9HM4WvrrzXr5AVZUbQTkiAghCc47Bd/BTdTE3A4FLvrfw1f16eLdAo7xQyp7xw+p3UONzA0PgyzUVtR9Ni5Ci8VUDRHgoAQnnDuMNSWgylYW0qhCd8VllFWbSPQZHBtutJlNOwcvqRJyGTUu5qEnM1hovOQICCEJzj7A+JHgd7QZBbn/IBRieEYDV3wT6+FSWPOmo/zMxCdRxf8nyiEF5zeod230Cmc5ewU7irzAy7Vwgih0fUT43adlJpAZyNBQAhPyP1Gu0+6qdkszk7h67rKTOFLOTuHz+5p3Dmc2AOdDk4WVVJYVu2FwonmSBAQ4mpZz8KFE9okscQbmsxypqSK0xeqMOh1rvbxLidmKBjMUHkeio66JYUF+DEwRusHyZImoU5FgoAQV8tZC4gdDv5Nrwr6zdHzAAzvHUZIV106wc8fEq7XHud+1SjZuVaS9At0LhIEhLhaJ7/W7vvc3GyWrfVB4KZ+kR1RIu9xfgYnGgcBZ+dwlvQLdCoSBIS4WpfpD1BK8c2xIgBu7N+zo0rlHX1u0e5zv27ULzCmPggcOGulstbW0SUTzZAgIMTVKCuAoiOADpKa3tToSGE558pqMBv1XJvYRTuFnXqPAaO/tqLo+e/cknqFBxAX5o/docjOK/FO+UQjEgSEuBon62sBMUMhoOkveGd/wHV9IvD3a3oOQZdhNF/sFzixpVGyszaw/YQ0CXUWEgSEuBq5zv6A5oeGfnO0mzQFOfUZq9030Tl8Uz/tM9j03bmOLJFogQQBIa7GyZb7A2x2B9uPa0Ggy3cKOzk7h5voF/heSjQAe0+VyHyBTkKCgBBXquK8tmYQNBsE9p8ppazGRqi/kaG9wjqwcF7UazT4BUJlERR+65YUHerP8N7a57DxcKE3Sicu4fEgsHjxYq677jpCQkKIjo5mypQp5OTkuOUZN24cOp3O7fboo4+65cnLy2Py5MkEBgYSHR3NE088gc3mPqJg06ZNXHvttZjNZvr378/bb7/t6csRonnOWkDUIAhquqlna/2ooBv69sSg70L7B7TEaIKEVO1xE01Ct6fEALDhWwkCnYHHg8DmzZuZNWsW27ZtIyMjg7q6OiZMmEBFhfsSso888gj5+fmu2wsvvOBKs9vtTJ48mdraWrZu3co777zD22+/zTPPPOPKc+LECSZPnsxtt91GdnY2c+bM4eGHH+azzz7z9CUJ0bSjX2j3fW9tNouzU/im/t2kKcjJ1STURBAYpDUJfXXkPNV19o4slWiCxzea//TTT92ev/3220RHR5OVlcXYsWNdxwMDA4mNjW3yPT7//HMOHTrEF198QUxMDCNHjmTRokXMnz+fhQsXYjKZWLlyJcnJySxbtgyAQYMG8fXXX/PSSy+Rnp7u6csSwp1S8N3n2uNrJjSZxVpdx876ReNuvqabBYHkW4FFcHwL2Gq12kG9IfGhxIb6Y7FWk3m8iNsGRnuvnKL9+wRKS7XNpSMi3FdOfPfdd4mMjGTo0KEsWLCAyspKV1pmZibDhg0jJibGdSw9PR2r1crBgwddecaPH+/2nunp6WRmZjZblpqaGqxWq9tNiCuSvxfKLeAX1OxM4U0556izK/pFBdEvquk9h7usXtdCUBTUlF5sNqun0+n4Xn1t4EtpEvK6dg0CDoeDOXPmcNNNNzF06FDX8XvvvZdVq1axceNGFixYwN/+9jfuu+8+V7rFYnELAIDrucViaTGP1WqlqqqqyfIsXryYsLAw1y0hIcEj1ym6oe/qmx373aaNjW/C5we1/6sThjRd4+3S9AYYMFF7nPNxo+Tx9UFgw7cFsuWkl3m8OaihWbNmceDAAb7++mu34zNnznQ9HjZsGHFxcdx+++0cO3aMfv36tVt5FixYwLx581zPrVarBAJxZY7UB4EBTTc91tjsbMrRxsJPGBzTZJ4uL2Uy7PkbHP4YJr0Auosd4zf2i8TfT8/Z0mq+zS9jcHzTC++J9tduNYHZs2ezbt06Nm7cSO/evVvMm5qqjSQ4elRbfjY2NpaCggK3PM7nzn6E5vKEhoYSEBDQ5HnMZjOhoaFuNyHarLzw4qbyzfQHZB4rorzGRnSImRG9wzuubJ1J33FgDADrabDsd0vy9zNwc/8oAD45kO+FwgknjwcBpRSzZ8/mww8/5MsvvyQ5Ofmyr8nOzgYgLi4OgLS0NPbv309h4cX2woyMDEJDQxk8eLArz4YNG9zeJyMjg7S0ptdvEcJjjmRo93EjIaSZwQ2HtB8o3x8cg767DA29lF8A9Pue9riJJqE7Rmh/7//KPitNQl7k8SAwa9YsVq1axd///ndCQkKwWCxYLBZXO/2xY8dYtGgRWVlZ5Obm8tFHH/HAAw8wduxYhg8fDsCECRMYPHgw999/P3v37uWzzz7jt7/9LbNmzcJs1tpfH330UY4fP86TTz7J4cOHee2111i9ejVz58719CUJ4e67+hFwzTQFORyKjPog0C37AxpK+YF2f3h9o6QJg2MJMhnIK65ktywo5z3Kw4Amb2+99ZZSSqm8vDw1duxYFRERocxms+rfv7964oknVGlpqdv75ObmqkmTJqmAgAAVGRmpfvWrX6m6ujq3PBs3blQjR45UJpNJ9e3b13WO1iotLVVAo3ML0ay6GqWe66XUs6FKnd7VZJZducUqaf46NfSZT1VNnb2DC9jJlJ9TamG49nldyGuUPPe9PSpp/jr12w/3e6FwXVNbv9c83jGsLlOtS0hIYPPmzZd9n6SkJD7+uHEVsqFx48axZ8+eNpVPiKuSuwVqyyAoGuJGNZnl80PaqKBxKdGYjN18ZZagSG32cF4m5HwCqTPdkn84qhcf7DnD+v35PHPHYPwM3fzz8gL5xIVoi31rtPvBd4K+8Z+Pw6FYv0/r6Ewf0k1HBV1qYH2T0LcfNUq6qV9PIoNNFFfU8tURWVnUGyQICNFatRVweJ32ePh/NpklK+8Cpy9UEWw2utbI6fYG36ndn/xGG1nVgNGg544R8QCs3XO2o0smkCAgROvlfAK15dCjD/S+rsksH+45A0D6kFgCTF18A5nW6tFHW1lUOeDQvxolTxnZC9Ca0cprZNvJjiZBQIjW2ve+dj/sHreJT061NoerKehHo3p1ZMk6vyE/1u4PftgoaXjvMPpGBlFd5+CT/TJnoKNJEBCiNcrPwdH6eSnD72kyy6acQkqr6ogOMZPWr5vsItZaQ6Zo9ye3gtX9i16n03HXaG1C6Zpdpzu4YEKCgBCtcfBDUHaIvxYir2kyy9psrSnohyPju8/eAa0V1rt+jwEFh9Y2Sv7J6N7odbAjt5jj58o7vHjdmQQBIVrD2RTUTIdwaVUdX9SviDlFmoKa5mwSOvBBo6SYUH/G1S8pvSZLagMdSYKAEJdT+C2c2QU6Awz9cZNZPt6fT63NwYCYYAbHyZpUTRr8Q0AHp3dAyalGyfeM0ZqE/i/rNDa7o4ML131JEBDicrav1O5TfgDBjTdAqbHZeW2TtvjhXdf2RtdEp7EAQuMu7sXsrFk18L2UGCKCTBSW1bBF5gx0GAkCQrSkshj21n9hpf6iySx/yzzJqeIqokPM3J+W1IGF80Gj6vcN2fqy9tk2YDLqXaOqVu+UJqGOIkFAiJbs/ivYqiBmGCTd2Ci5pLKWV77UagG/njCQQFO7btHh+4bfAzFDoboUNv+xUfI9Y7T9Pb74toAzJU1vDiU8S4KAEM2x22DH/2qPb3i0ybkBr355lNKqOlJiQ1zDHEUL9AaY8N/a451/hvNH3ZIHxoZwY7+e2ByKl7844oUCdj8SBIRoTs56bUOUwJ4w9CeNkvOKKvlr5kkAnpqUIsNCW6vfbdpmPA4bfPFso+RfTRgIwD93n+bE+YqOLl23I0FAiKYoBZmvaY9HPwh+/pckK55eu59au4Nbronk1gFRXiikD/v+ItDptbWYTm51Sxqd1IPvpURjdyheyvjOSwXsPiQICNGUve/BqW1gMMN1Mxolf7D7DF8dOY/JqOf3dw6REUFtFZ0C1z6gPd60uFHyryYMAODf+85y2GLtyJJ1OxIEhLhU+Tn4bIH2eNxTEBrvlny+vIZF6w8B8Pjt19A3KrijS9g13PJr0PvBiS2Q+41b0pD4MCYPi0Mp+H+f5XipgN2DBAEhLvXJk1B1AWKHwY3/1Sh54UcHKamsY3BcKDPH9vVCAbuI8ISLQ0Y3L2mUPPf7AzDodXzxbSFf1G/XKTxPgoAQDeV8Agc/0GYH3/kqGPzckldtO8m6ffkY9Dpe+Mlw2Qnrat0y72Jt4JK+gf7RwTx8SzIAz/zrgCwz3U58/n/wihUr6NOnD/7+/qSmprJjxw5vF0n4qtIz8K/Z2uMbZ0P8SLfkTw/k87t/HQBgzu3XMLRXWAcXsAsKT4RR07THmxrXBubcPoCEiADOllaz7HNpFmoPPh0E3n//febNm8ezzz7L7t27GTFiBOnp6RQWFl7+xUI0ZKuFNdOh8rw2MWzcArfkbceLeOy9bJSCqdcnMvt7/b1U0C7oll+B3ggnNsP2/3FLCjAZeG7KMADe3ppL9qkSLxSwa/PpIPDiiy/yyCOP8OCDDzJ48GBWrlxJYGAgb775preLJnzN50/D6Z1gDoP//Cv4BbiS9p0u4ZG/7qLW5uD7g2NY9EMZDeRR4Ylw63zt8SdPXpygV2/sgCimjIxHKbj/L9t5d/tJHA7lhYJ2TT4bBGpra8nKymL8+PGuY3q9nvHjx5OZmdnka2pqarBarW43Idjxv7DjDe3xj9+AiIudvQfOlHLfn7dTVm3j+j4RvDJ1FEbpB/C8sU/ATY9rjz/+Nez8i1vyM3cMYURCOGXVNp7+8AD/+UYmJ4tkIpkn+Oz/5vPnz2O324mJcd/MOyYmBovF0uRrFi9eTFhYmOuWkJDQEUUVnZWtBj56TPvSAW3I4sCJruQDZ0qZ9uftWKttjEnqwZsPXoe/n+wb3C50Ohj/e0ir75NZPw92veVKjggy8cEvbuSZ/xhMoMnAztwL/Pi1rew7XeKd8nYhPhsErsSCBQsoLS113U6darymuegmSk7BmxNh9zuADr73W7jtaVfy1qPnmfq/2yitquPaxHDeevA6gs2yOFy70um0dYVumKU9XzdHW8CvnkGv46Gbk/l87liGxIdSVFHLT9/YxqYc6QO8Gj4bBCIjIzEYDBQUuI8fLigoIDY2tsnXmM1mQkND3W6iGzr8May8Gc7uhoAecN8/teYIvfbn8M+s0zzw5g7K6msA7zx0PSH+fpd5U+EROh2kP3dx2e6PHoNtK8Fhd2Xp3SOQ93+exs39I6mstfPwO7v47dr95Mo6Q1dEp5Ty2R6W1NRUrr/+el555RUAHA4HiYmJzJ49m6eeeuqyr7darYSFhVFaWioBoTuoKYONi2HbCu15r9Hwk7c4TRTr9uVzsqiSk0UVbD1WBMAdI+JZ+pPh0gTkDUrVdxLX99VEpcBtv4FBd7pWc621OZj/f/v4cI+2t7NOBxOHxDJzbF9GJfbwVsm9rq3faz4dBN5//32mT5/O//zP/3D99dfzpz/9idWrV3P48OFGfQVNkSDQTVSXwvY3tC//qgvasRtmUXrz07y2JY+3vsml9pLtDH85rh+/njAQvawM6j1KQeYK2LIUqku0Y1GD4IZfaPsS+AWglGLb8WLe2HKMjTkXdyO7vk8ED92czG0pUZiN3SuId6sgAPDqq6+ydOlSLBYLI0eO5OWXXyY1NbVVr/VEELBW11FdZ8fuUNjsSrt3OAgwGYkP82/zUMILFbWcL6+hqKIWm10xKC6EnsHmFl9TY7OTnVdCZIiZvpFBTZ6z1ubA7lAEmC7/B1FcUcuJ8xUkRgQSFdLyuZuilKKy1k5ZtQ0/g44gsxGzUd+oXBU1NmptDnoEmdp8jpbOfc5aRV5+AZVHttAzdx39irfgr6oBKPDrxarQR9jEdeQWVVBWrc1CvT45ghuSI0iICGRwfChD4mUiWKdRXaoFg8wVUFuuHXMu7z34TkhMA72BHEsZ//vVcf6VfYY6u/a1FuJvJH1ILDf170lMiD/RoWYCTUaMeh1+Bj3hgX4eGe7rcCguVNbSI9Dk9R8O3S4IXI0rCQJ2h2JP3gW+PFzIl4cLOWwpa5THiI0QKgkI6cl1/aLoHxWMXWkBoqrWTkWtncpaG2ajnrAAP/z9tP/Ae0+XUGCtAUCHg0isgKJXD38GxYaRHBlEcmQgIWGRVGGivMbGlu/O8elBi+vLrEegH8N7h+NQCmtVHSVVdVSXlxJSW0A45YQEBhATHoTOHExOVSiny3UoINTfSIi/H2dLqigsq3Fdy5AIBzdF1YDRnyqdPwodvfQXiNUVYcLGaX0cuY5Y8quNFFprKLRWU1JVh81tHLciTF9NgrmSBHMlIfoajlQGcaQ6jAr86R9i47poSAjVozP64zCYKag1cbRUx5mSaipr6gh3XCBOFZLoX01SUC0xplqMjmp0thr86koJrz5NTO1pIhxFBOpquNR3jl68avsR6xw34GjQFXZNdDC/+cEgxg2MkrH/nV1VCez5mzahrLTBoI7Anto6T1EpEHkNxeberDmm56+H7Jwpa3nD+hCzkZS4EJJ6BlFgrebEee2HwXV9IvheSjRD4kMpLKvhbEkVtTYHgWYDgSYD5dU2zpZWc7akiuPnKjhaWE5VnZ2eQSbS+vXkuj4R+Bn02B0OHErr1DbqdZiMegJNRoLNRursDooqarlQUUudQyunUlBVa6e8xkZlrY1bB0QzeXhcmz4mCQJtcCVBYM2/1lKz8+KIBR2gx4FJ7yBEV0VfzpKky8cPOw6lo4QgClQEJ1QsuSoWI3aSdfkk6QqoxY9CFU6B6kEh4ZxT4dRhZKzfYW7U7aOHKm2yDHXKwEHVh92Oa/DDRoo+j2v0+RSocA44+nDMEU8v3XlS9Hn0150hTFfZ7PVcUMFYVA/OqXDOEY4eB2FUEG2sIM5hoaeucZBrSo3yw4gNg05Ro/ywEkgZgQRSTQ/KMOuaXvfFrnQYdE3/F6xVBkoIIYwKzLq6VpWjoWJDT3J6jqe4z39QHT0KuwKbQxFoMhAW4EePIBND40Nl3L+vsdvg6Bfw7UfafgTVTf+dKHTUBsaSr48hz96TPHsEx2vDKbIFUqmM2JSeFN0pRuiP0Vd3lpMqhoOqDyccsYToqoigjEBdNXb02DBgVwZs9Y/rMFKNiRrlh72J8TV6FGZdHWbqMFOLEQcG7OgAG3rsGDBiJ0hXTRBV9ccN2NHjT2398Wpq+k3kzp890aaPR4JAG1xJEDi16W0SNj3eziVz0qF02n8whfYrARQGWv510xRlDsUR0BOb3Y7dVodfbSl+9uaDQ0NVfuEYHDaM9kr0OCj360mpXzQ2jETWnibIdqFV7+MwBlBnjsBmDMS/qhBD7cU/3lpDEHV6EwZHHUZHDUbl/qWvdAZswXFUmyIo0wVTpgJxGPxRRjPKFIwjPBl9ZH+CYpKJj47GFBgCRv8mt4QUXYi9Ds5mw7nD2q3oKFw4CRdytb2hfdzZlIeI/+lLbXpNW7/XZOBzG/VOGY3d8ZT7VoJ6g7YSol8A9OwHkQMhOEbrhKw8ry1MVnwMio5pq1L27Ac9krXt9cosUF5w8b7GCr3GQP/boff16Ixae7nrbEpBSR6c2gFndoHRrK11EzUArPmQvxeKjkBYAsQMgehBEJ6IzhyCAXDrEaguhdLTUJYPZQXa+Q1+4B8OAeHadP6IvgSYQy6e22En2GDEbQX9qhJt5I3BT1t901ZVf8wKpiAIjITAnuhNgZgBVy9DTbn2usAITEYzbj0DdVVQWaTd/MPQhfbGz2DEDwi5+n9G0VUY/CDhOu3WkFJQce5iQCg9pf1ft57R/t/ZqsFeAxH9oPcY7W+2+Lj291OSp/3/D+wJ5hBteKqjrv7ept3stdpkw7oqUE38KNPptB8hRn8wmMBg1L4jAJRdq80YjGAKBr9A7TvEXqe9t1+g9ndjDiY+Zlh7f4JSE5DRQUKIrqSt32vSGCqEEN2YBAEhhOjGJAgIIUQ3JkFACCG6MQkCQgjRjUkQEEKIbkyCgBBCdGPderKYc4qEbDMphOgqnN9nrZ0C1q2DQFmZti6ObDMphOhqysrKCAu7/Gq43XrGsMPh4OzZs4SEhLRpBUmr1UpCQgKnTp3qsjON5Rp9X1e/PpBrbIpSirKyMuLj49HrL9/i361rAnq9nt69e1/x67vDFpVyjb6vq18fyDVeqjU1ACfpGBZCiG5MgoAQQnRjEgSugNls5tlnn8VsbvvWi75CrtH3dfXrA7lGT+jWHcNCCNHdSU1ACCG6MQkCQgjRjUkQEEKIbkyCgBBCdGMSBIQQohuTINBGK1asoE+fPvj7+5OamsqOHTu8XaQrtnjxYq677jpCQkKIjo5mypQp5OTkuOWprq5m1qxZ9OzZk+DgYO666y4KCgq8VOKrs2TJEnQ6HXPmzHEd6yrXd+bMGe677z569uxJQEAAw4YNY9euXa50pRTPPPMMcXFxBAQEMH78eI4cOeLFEreN3W7nd7/7HcnJyQQEBNCvXz8WLVrktkiar13jli1buOOOO4iPj0en07F27Vq39NZcT3FxMdOmTSM0NJTw8HBmzJhBeXl52wqiRKu99957ymQyqTfffFMdPHhQPfLIIyo8PFwVFBR4u2hXJD09Xb311lvqwIEDKjs7W/3gBz9QiYmJqry83JXn0UcfVQkJCWrDhg1q165d6oYbblA33nijF0t9ZXbs2KH69Omjhg8frh5//HHX8a5wfcXFxSopKUn97Gc/U9u3b1fHjx9Xn332mTp69Kgrz5IlS1RYWJhau3at2rt3r7rzzjtVcnKyqqqq8mLJW++5555TPXv2VOvWrVMnTpxQa9asUcHBwWr58uWuPL52jR9//LF6+umn1QcffKAA9eGHH7qlt+Z6Jk6cqEaMGKG2bdumvvrqK9W/f381derUNpVDgkAbXH/99WrWrFmu53a7XcXHx6vFixd7sVSeU1hYqAC1efNmpZRSJSUlys/PT61Zs8aV59tvv1WAyszM9FYx26ysrExdc801KiMjQ916662uINBVrm/+/Pnq5ptvbjbd4XCo2NhYtXTpUtexkpISZTab1T/+8Y+OKOJVmzx5snrooYfcjv34xz9W06ZNU0r5/jVeGgRacz2HDh1SgNq5c6crzyeffKJ0Op06c+ZMq88tzUGtVFtbS1ZWFuPHj3cd0+v1jB8/nszMTC+WzHNKS0sBiIiIACArK4u6ujq3a05JSSExMdGnrnnWrFlMnjzZ7Tqg61zfRx99xJgxY7j77ruJjo5m1KhR/O///q8r/cSJE1gsFrfrDAsLIzU11Weu88Ybb2TDhg189913AOzdu5evv/6aSZMmAV3jGhtqzfVkZmYSHh7OmDFjXHnGjx+PXq9n+/btrT5Xt15FtC3Onz+P3W4nJibG7XhMTAyHDx/2Uqk8x+FwMGfOHG666SaGDh0KgMViwWQyER4e7pY3JiYGi8XihVK23Xvvvcfu3bvZuXNno7SucH0Ax48f5/XXX2fevHn85je/YefOnTz22GOYTCamT5/uupam/u/6ynU+9dRTWK1WUlJSMBgM2O12nnvuOaZNmwbQJa6xodZcj8ViITo62i3daDQSERHRpmuWICAA7dfygQMH+Prrr71dFI85deoUjz/+OBkZGfj7+3u7OO3G4XAwZswYnn/+eQBGjRrFgQMHWLlyJdOnT/dy6Txj9erVvPvuu/z9739nyJAhZGdnM2fOHOLj47vMNXqLNAe1UmRkJAaDodHIkYKCAmJjY71UKs+YPXs269atY+PGjW77K8TGxlJbW0tJSYlbfl+55qysLAoLC7n22msxGo0YjUY2b97Myy+/jNFoJCYmxqevzykuLo7Bgwe7HRs0aBB5eXkArmvx5f+7TzzxBE899RQ//elPGTZsGPfffz9z585l8eLFQNe4xoZacz2xsbEUFha6pdtsNoqLi9t0zRIEWslkMjF69Gg2bNjgOuZwONiwYQNpaWleLNmVU0oxe/ZsPvzwQ7788kuSk5Pd0kePHo2fn5/bNefk5JCXl+cT13z77bezf/9+srOzXbcxY8Ywbdo012Nfvj6nm266qdHQ3u+++46kpCQAkpOTiY2NdbtOq9XK9u3bfeY6KysrG+2SZTAYcDgcQNe4xoZacz1paWmUlJSQlZXlyvPll1/icDhITU1t/cmuulu7G3nvvfeU2WxWb7/9tjp06JCaOXOmCg8PVxaLxdtFuyK/+MUvVFhYmNq0aZPKz8933SorK115Hn30UZWYmKi+/PJLtWvXLpWWlqbS0tK8WOqr03B0kFJd4/p27NihjEajeu6559SRI0fUu+++qwIDA9WqVatceZYsWaLCw8PVv/71L7Vv3z71wx/+sFMPn7zU9OnTVa9evVxDRD/44AMVGRmpnnzySVceX7vGsrIytWfPHrVnzx4FqBdffFHt2bNHnTx5UinVuuuZOHGiGjVqlNq+fbv6+uuv1TXXXCNDRNvbK6+8ohITE5XJZFLXX3+92rZtm7eLdMWAJm9vvfWWK09VVZX65S9/qXr06KECAwPVj370I5Wfn++9Ql+lS4NAV7m+f//732ro0KHKbDarlJQU9cYbb7ilOxwO9bvf/U7FxMQos9msbr/9dpWTk+Ol0rad1WpVjz/+uEpMTFT+/v6qb9++6umnn1Y1NTWuPL52jRs3bmzy72/69OlKqdZdT1FRkZo6daoKDg5WoaGh6sEHH1RlZWVtKofsJyCEEN2Y9AkIIUQ3JkFACCG6MQkCQgjRjUkQEEKIbkyCgBBCdGMSBIQQohuTICCEEN2YBAEhhOjGJAgIIUQ3JkFACCG6MQkCQgjRjf1/s+ddCQdZQWEAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Delay: 65536 (0.000524288 s) -> idx_max_1: 61, idx_max_2: 59\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Delay: 131072 (0.001048576 s) -> idx_max_1: 61, idx_max_2: 58\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Delay: 262144 (0.002097152 s) -> idx_max_1: 61, idx_max_2: 58\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Delay: 524288 (0.004194304 s) -> idx_max_1: 61, idx_max_2: 57\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Delay: 1048576 (0.008388608 s) -> idx_max_1: 61, idx_max_2: 56\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Delay: 2097152 (0.016777216 s) -> idx_max_1: 61, idx_max_2: 53\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Delay: 4194304 (0.033554432 s) -> idx_max_1: 61, idx_max_2: 47\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Delay: 8388608 (0.067108864 s) -> idx_max_1: 61, idx_max_2: 36\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Delay: 16777216 (0.134217728 s) -> idx_max_1: 61, idx_max_2: 13\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "delay_list = 1 << np.arange(25)\n", "waveform = 0.5 * np.exp(-np.linspace(-5, 5, 100)**2)\n", "\n", "rp_acq = rp_0 #Select which device is used to acquire\n", "rp_acq_id = rp_acq.get_uid()\n", "clk_freq = rp_acq.CLK_FREQ #125 MH\n", "\n", "\n", "\n", "for delay in delay_list: \n", " fr_1.set_frame_parameter(delay=delay)\n", " fr_2.set_frame_parameter(waveform=waveform)\n", " fr_3.set_frame_parameter(waveform=waveform)\n", " \n", " seq.upload()\n", " seq.start()\n", " seq.wait()\n", " \n", " scope_dict = seq.get_scope()\n", " \n", " data_in_1_list = scope_dict[rp_acq_id][\"RF in/out\"][\"scope_0\"][\"acq_ch_0\"][\"data\"]\n", " data_in_2_list = scope_dict[rp_acq_id][\"RF in/out\"][\"scope_1\"][\"acq_ch_1\"][\"data\"]\n", "\n", " idx_max_1 = np.argmax(data_in_1_list)\n", " idx_max_2 = np.argmax(data_in_2_list)\n", "\n", " # Calculate cross-correlation to find max overlap\n", " correlation = np.correlate(data_in_1_list, data_in_2_list, mode='full')\n", " max_overlap_index = np.argmax(correlation)\n", " max_overlap_index = max_overlap_index - (len(data_in_1_list) - 1) # Adjust index to account for 'full' mode\n", " print(f\"Delay: {delay} ({delay/clk_freq:.9f} s) -> idx_max_1: {idx_max_1}, idx_max_2: {idx_max_2}\")\n", " plt.figure(figsize=(4, 3))\n", " plt.plot(data_in_1_list, label=\"Ch1\")\n", " plt.plot(data_in_2_list, label=\"Ch2\")\n", " plt.legend(loc=1)\n", " plt.show()\n", " \n" ] }, { "cell_type": "code", "execution_count": null, "id": "a8e007a6", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.15" } }, "nbformat": 4, "nbformat_minor": 5 }