From b3a60fe90a899a874af78387a1fcd3d065c6fb58 Mon Sep 17 00:00:00 2001 From: ssypkens <63438981+ssypkens@users.noreply.github.com> Date: Wed, 6 Sep 2023 13:22:33 -0700 Subject: [PATCH] combo of two demo files --- mkids_v2/demos/Scan_and_tone.ipynb | 443 +++++++++++++++++++++++++++++ 1 file changed, 443 insertions(+) create mode 100644 mkids_v2/demos/Scan_and_tone.ipynb diff --git a/mkids_v2/demos/Scan_and_tone.ipynb b/mkids_v2/demos/Scan_and_tone.ipynb new file mode 100644 index 0000000..b8bd66b --- /dev/null +++ b/mkids_v2/demos/Scan_and_tone.ipynb @@ -0,0 +1,443 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 2, + "id": "6d65d777-9e6a-41ae-9471-a99bf3390b9e", + "metadata": {}, + "outputs": [], + "source": [ + "import pynq\n", + "import sys\n", + "sys.path.append('../qick/qick_lib/')\n", + "sys.path.append('../qick-tools/mkids_v2/soft/')\n", + "import qick\n", + "from qick import *\n", + "from mkids import *\n", + "import Scan\n", + "import matplotlib.pyplot as plt\n", + "from matplotlib import cm" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "bbee75c2-b3b5-4a38-ba12-0d40c319cd94", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['mkids_2x2_kidsim_v1', 'mkids_2x2_kidsim_v2']\n" + ] + } + ], + "source": [ + "ab = Scan.availableBitfiles()\n", + "print(ab)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "0f8e2349-e944-4b09-9d0b-cd7496e5d59c", + "metadata": {}, + "outputs": [ + { + "data": { + "application/javascript": [ + "\n", + "try {\n", + "require(['notebook/js/codecell'], function(codecell) {\n", + " codecell.CodeCell.options_default.highlight_modes[\n", + " 'magic_text/x-csrc'] = {'reg':[/^%%microblaze/]};\n", + " Jupyter.notebook.events.one('kernel_ready.Kernel', function(){\n", + " Jupyter.notebook.get_cells().map(function(cell){\n", + " if (cell.cell_type == 'code'){ cell.auto_highlight(); } }) ;\n", + " });\n", + "});\n", + "} catch (e) {};\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/javascript": [ + "\n", + "try {\n", + "require(['notebook/js/codecell'], function(codecell) {\n", + " codecell.CodeCell.options_default.highlight_modes[\n", + " 'magic_text/x-csrc'] = {'reg':[/^%%pybind11/]};\n", + " Jupyter.notebook.events.one('kernel_ready.Kernel', function(){\n", + " Jupyter.notebook.get_cells().map(function(cell){\n", + " if (cell.cell_type == 'code'){ cell.auto_highlight(); } }) ;\n", + " });\n", + "});\n", + "} catch (e) {};\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "resetting clocks: 245.76 491.52\n" + ] + } + ], + "source": [ + "scan = Scan.Scan(ab[1])" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "82ede436-46a6-4d8b-abc3-629db8d43120", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "QICK configuration:\n", + "\n", + "\tBoard: ZCU216\n", + "\n", + "\tAnalysis Chains\n", + "\t0:\t Analysis Chain: ADC Tile = 3, ADC Ch = 0, fs = 614.400 MHz, Number of Channels = 256 \n", + "\t1:\t Analysis Chain: ADC Tile = 3, ADC Ch = 2, fs = 614.400 MHz, Number of Channels = 256 \n", + "\t2:\t Analysis Chain: ADC Tile = 2, ADC Ch = 0, fs = 614.400 MHz, Number of Channels = 64 \n", + "\t3:\t Analysis Chain: ADC Tile = 2, ADC Ch = 2, fs = 614.400 MHz, Number of Channels = 64 \n", + "\n", + "\tSynthesis Chains\n", + "\t0:\t Synthesis Chain: DAC Tile = 3, DAC Ch = 0, fs = 614.400 MHz, Number of Channels = 256 \n", + "\t1:\t Synthesis Chain: DAC Tile = 3, DAC Ch = 2, fs = 614.400 MHz, Number of Channels = 256 \n", + "\t2:\t Synthesis Chain: DAC Tile = 2, DAC Ch = 0, fs = 614.400 MHz, Number of Channels = 64 \n", + "\t3:\t Synthesis Chain: DAC Tile = 2, DAC Ch = 2, fs = 614.400 MHz, Number of Channels = 64 \n", + "\n", + "\tDual Chains\n", + "\tDual 0: \n", + "\t\tAnalysis : ADC Tile = 2, ADC Ch = 0, fs = 614.400 MHz, Number of Channels = 64\n", + "\t\tSynthesis: DAC Tile = 2, DAC Ch = 0, fs = 614.400 MHz, Number of Channels = 64\n", + "\n", + "\tDual 1: \n", + "\t\tAnalysis : ADC Tile = 2, ADC Ch = 2, fs = 614.400 MHz, Number of Channels = 64\n", + "\t\tSynthesis: DAC Tile = 2, DAC Ch = 2, fs = 614.400 MHz, Number of Channels = 64\n", + "\n", + "\n", + "\tSim Chains\n", + "\tSim 0: \n", + "\t\tAnalysis : ADC Tile = 3, ADC Ch = 0, fs = 614.400 MHz, Number of Channels = 256\n", + "\t\tSynthesis: DAC Tile = 3, DAC Ch = 0, fs = 614.400 MHz, Number of Channels = 256\n", + "\n", + "\tSim 1: \n", + "\t\tAnalysis : ADC Tile = 3, ADC Ch = 2, fs = 614.400 MHz, Number of Channels = 256\n", + "\t\tSynthesis: DAC Tile = 3, DAC Ch = 2, fs = 614.400 MHz, Number of Channels = 256\n", + "\n", + "\n", + "\t4 ADCs:\n", + "\t\tADC tile 2, ch 0, fs = 2457.600 MHz, decimation = 4, 0_226, on JHC7\n", + "\t\tADC tile 2, ch 2, fs = 2457.600 MHz, decimation = 4, 2_226, on JHC7\n", + "\t\tADC tile 3, ch 0, fs = 2457.600 MHz, decimation = 4, 0_227, on JHC7\n", + "\t\tADC tile 3, ch 2, fs = 2457.600 MHz, decimation = 4, 2_227, on JHC7\n", + "\n", + "\t4 DACs:\n", + "\t\tDAC tile 2, ch 0, fs = 2457.600 MHz, interpolation = 4, 0_230, on JHC3\n", + "\t\tDAC tile 2, ch 2, fs = 2457.600 MHz, interpolation = 4, 2_230, on JHC3\n", + "\t\tDAC tile 3, ch 0, fs = 2457.600 MHz, interpolation = 4, 0_231, on JHC3\n", + "\t\tDAC tile 3, ch 2, fs = 2457.600 MHz, interpolation = 4, 2_231, on JHC3\n" + ] + } + ], + "source": [ + "print(scan.soc)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "46a28db3-b714-405d-bb47-44108a2b175a", + "metadata": {}, + "outputs": [], + "source": [ + "chain = KidsChain(scan.soc, dual=scan.soc['dual'][0])\n", + "chain = scan.kidsChain" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "35238303-419c-4df2-9ced-6865c39e3277", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2700" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "scan.set_mixer(2700)" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "03467028-907d-4252-bef2-d015147a2f43", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Starting sweep:\n", + " * Start : 2705.0 MHz\n", + " * End : 2795.0 MHz\n", + " * Resolution : 0.04502251125541079 MHz\n", + " * Points : 2000\n", + " \n", + "0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 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1934, 1935, 1936, 1937, 1938, 1939, 1940, 1941, 1942, 1943, 1944, 1945, 1946, 1947, 1948, 1949, 1950, 1951, 1952, 1953, 1954, 1955, 1956, 1957, 1958, 1959, 1960, 1961, 1962, 1963, 1964, 1965, 1966, 1967, 1968, 1969, 1970, 1971, 1972, 1973, 1974, 1975, 1976, 1977, 1978, 1979, 1980, 1981, 1982, 1983, 1984, 1985, 1986, 1987, 1988, 1989, 1990, 1991, 1992, 1993, 1994, 1995, 1996, 1997, 1998, 1999, " + ] + } + ], + "source": [ + "#######################\n", + "### Frequency Sweep ###\n", + "#######################\n", + "chain.analysis.qout(8)\n", + "chain.synthesis.qout(8)\n", + "fc = 2750\n", + "df = 90\n", + "f,a,phi=chain.sweep(fc-df/2,fc+df/2,N=2000,g=0.95, doPlotFirst=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "de07c398-169d-448f-96f7-b1dcb4992af0", + "metadata": {}, + "outputs": [], + "source": [ + "f_loopback = f\n", + "a_loopback = a" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "361b2995-3de2-4ce0-a687-24e22fc40574", + "metadata": {}, + "outputs": [], + "source": [ + "f_KPUP_q2 = f\n", + "a_KPUP_q2 = a" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "73896edd-4cfa-4ff7-b13c-f6a00c366139", + "metadata": {}, + "outputs": [], + "source": [ + "f_KPUP_q4 = f\n", + "a_KPUP_q4 = a" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "57ceafaf-3558-4c6f-9a0c-257255bbedef", + "metadata": {}, + "outputs": [], + "source": [ + "f_KPUP_q6 = f\n", + "a_KPUP_q6 = a" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "28f5e3a5-2716-432b-b1e9-4eda02577a89", + "metadata": {}, + "outputs": [], + "source": [ + "f_KPUP_q8 = f\n", + "a_KPUP_q8 = a" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "id": "235d896b-ec17-4e3c-a2e1-0653fd7729bd", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "viridis = cm.get_cmap('viridis', 6)\n", + "cmap = viridis(np.linspace(0,1,6))" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "id": "fb95637f-1143-40b2-9e52-99df0d660ac5", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(dpi=150)\n", + "plt.plot(f_loopback,20*np.log10(a_loopback/max(a_loopback)), color = cmap[0], label = 'loopback')\n", + "plt.plot(f_KPUP_q2,20*np.log10(a_KPUP_q2/max(a_KPUP_q2)), color = cmap[2], label = 'KPUP')\n", + "plt.plot(f_KPUP_q2,20*np.log10(a_KPUP_q2/max(a_KPUP_q2))/20*np.log10(a_loopback/max(a_loopback)), color = cmap[4], label = 'KPUP/loopback')\n", + "plt.xlabel(\"Frequency [MHz]\");\n", + "plt.ylabel(\"Amplitude [dB]\");\n", + "# plt.title('g=0.9')" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "fa24b760-a78a-4b4b-836d-b855e19087f3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'time (s)')" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, (ax1, ax2, ax3, ax4) = plt.subplots(4, 1, figsize = (8,8))\n", + "\n", + "ax1.plot(f_loopback,20*np.log10(a_loopback/max(a_loopback)), color = cmap[0], label = 'loopback')\n", + "ax1.plot(f_KPUP_q2,20*np.log10(a_KPUP_q2/max(a_KPUP_q2)), color = cmap[3], label = 'KPUP')\n", + "ax1.set_ylabel('q = 2')\n", + "ax1.set_title('RES vs quantization value')\n", + "\n", + "ax2.plot(f_KPUP_q4,20*np.log10(a_KPUP_q4/max(a_KPUP_q4)), color = cmap[3], label = 'KPUP')\n", + "ax2.set_ylabel('q = 4')\n", + "\n", + "ax3.plot(f_KPUP_q6,20*np.log10(a_KPUP_q6/max(a_KPUP_q6)), color = cmap[3], label = 'KPUP')\n", + "ax3.set_ylabel('q = 6')\n", + "\n", + "ax4.plot(f_KPUP_q8,20*np.log10(a_KPUP_q8/max(a_KPUP_q8)), color = cmap[3], label = 'KPUP')\n", + "ax4.set_ylabel('q = 8')\n", + "ax4.set_xlabel('time (s)')" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "id": "d6024b5f-5808-47bd-81aa-10dd10e8c9ef", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'divided')" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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47RtkXHoz07/eN7kVFsX8kc/SulZ14/ZG1fR1/VWc7Fnx+vPcjoimurMjGk3eZXpu6jvG99dCwnlu9jIAen/3Oxe/fjfX/y+zdhwwzswKmKw3VFlRKp8gpJS7pJSZ3Q6OAtUflF5RSjudTsfV4zfw6tTgoc+VOavr2X8uEXijdC0mdOJmAC/+spofdhwkNT0j1zSnfQONwWHG0D5UdrRj06nLPDVzMTqd5FpIOD/tPkxlRzs61dMHwzFd29KlYW0q2NlkO5d7Bad8BYd71avsyukpbxk/XwvJ2SssNT2dxQdOAfBJ384FvkZ5UCoDxD1eBu7bZUMIMUYIcVIIcTIsrHhGTipKQQXfvENyYgq1CzDFxv0IIXj9h1EAXD587aHPZyoXA0IYtXAdZ/2C+W3/CVp8MYdTvtmnBTl83Y/RC9dT2dGeYxPf4OnmDdj4zgjMtBr8IqJp8vmPPDd7Gf6RMXw1sJex2uidXp2Y+1L/3C5baJbmZmz7YDQAry/ZlGP/ros3ABjXowOD2jShV2NPxvXoYNI8lHYlFiCEEHuEEBdzefXPkuZzIB1Ycb/zSCkXSClbSylbV6yo5stXSie/SwEAeDR2N8n5+o97EitbS2aM+pkbZ26Z5Jx52XbuKk/NXMy4P/7K0WbgHxnN+FXbMNdq+fHFvnRtWBuAMb//iU9oBKBvV/h2634q2Nmw+o3nsbOyBMDB2oozU95mTNe7vYImPtudjp4PH0zzUtPVCYA7sfEcuJq9HI/c8MPR2or/dW2HtYU5P7zYF8/KrkWep9KkxNogpJQ9HrRfCDES6At0l5nTWSpKGXXHT/90W6W2afrLa7VarO2sSE5I4fVWH1GjflXsXex48uVu9Hmlu0mu8Y+3DxPW78K9ghNTBvRkwvqdpKRn4BcRzZ8nLzKkXVNj2ol/7iE0Np65L/WnU72a9Gzsyaoj55i6eR/9fviD3k08OXkrkIj4RD5+ujMVHeyyXUujEbzTqxOvdm5DcHQsdd2K74f47V4dmbPrMBM27GL/Z/8DIDktnU2nLtO7iWehqrDKi1JZxSSEeBJ9o3Q/KaWaAF8p88L8w7GwMsfR9eF6MGU1fccE43v/q0FcPnKNWa/9wqXDV/N1fF73XT/vPkJ0YjLn/UP4YNVWUtIzmDqoF+4VnJi/7yhHffS9qBb/d5JjPv6M7dbe2GYAMKxDM74erG943nnhOhHxifyvaztGdGpx32vaWloUa3AA+F/XdgCExyUaR1z/sOMAoB9s9ygrrb2YfgYsgd2GngVHpZRjSzZLilJ4Ib6hVHJ3fegeTFnVaebB2uCFDKnyWrbt7z42gXknv8WzZe37Hrvvsg9vLduMlbkZE/p347lWXtn2/332CleCw/i8X1cOX/fjH++bWJub0cOrLrUruvDxmu288tsGY3prczP657KUZv+Wjaju4si+yz7UqujMoDZNHvJbF42OnjU5fN2PVl/+xKkpb7Ht3FU83SrQs7FnSWetRJXKJwgpZV0pZQ0pZXPDSwUHpUzzvRRATa8aJj+vs5sTu3Xr2K1bx5b45bTsqa/2ObX7/H2P+fvsFd5athnQV6VMWL+LF39ZTYZO364Ql5zCtL/20aJmVQa2bkwnTw8Aqrk4Ym9lSTP3Ksx4/inj+SzMtGwfPxo3R7sc1wJo5VGND596otQGB4B5I+82gLf68iciE5L4+BHtuZRVqQwQilKepCanEng9GI8iCBBZWdlY8u3OL6jRoBqLPl3BnuX/5UgTm5TMx2v0nQJ/GtGPvZ+8ihBw1i+YX/cdIz45hYl/7iY2OYXP+3XF0tyMjp76hvUhbe/+wDetUZm/3x/JkS9f5+CEsTnaFMoac62WA5//j0oO+nmc+rdsRPs6pulQUJaJ8tT+27p1a3ny5MmSzoaiZONzzpexLT7k81Xv0mVopyK91slbAWzaf4a9P++io0tFvt/1pXFfanoGLb6YA8CS1wbTprZ+eFGGTkffWUu5HRFtTNu9UR3mjOhn/Bwel0AFOxuTVpGVRhk6HRohyv33zEoIcUpK2Tq3feoJQlGKmO9F/TKjpuriej8bT11i5IJ1bLx6g9ietTlYQUdCSqpx/+YzlwGo4eJoDA4AWo2GX0Y9x4hOLbAyN+PpZg2Yfs+8Rq72to/Ej6ZWo3kkvmd+ldZGakUpN7yPXsPMXEs1z8LP4pqXwKgYJqzXT1z3bKtGbDp1mXgPR7p99jOrPxnFMR9/vvprH4BxcFhWNV2d+KRvFz7o8zjm2kdnriHlwVSAUJQi5n3sOo0fa4C5hflDnyshJRVbS4ts2zJ0Oj5cpW9X2PLeSGpXcmF8lw70fPkb4r0q0nfWUmPaD5964oH9+lVwULJSVUyKUoSklARcC8K9YeGmE8tsI0xNz2DKpr10mDKPfZd9sqXZfu4q5/yD6VDXndqV9JPJObs6sHLiKzjuuomzRn8fuGLsUEY93oqMjAwyMjI4+89FEmISHuLbKeWdChCKUoSiQ2NIjE2ier2qBT42JCaOPjMXs+WMN8sPn2HNsfNk6CRvLdvMd9v0PZSSUtP4eO0OPFydWTB6QLbj67WqQ7WARKyn/8eMWo1pXlOfh98+XsGT5s/zYffJzH5j4cN/SaXcMkkVkxDCB/2sqweA/6SUl01xXkUp6wKu6WdbrV6vYIsExSQlM2zeKkJjE/hk7Q68qrnRpHplJj7XnUE/rWDJgVPEJCZzzEffAP5q5za5Vh2179uKHYv/4cexC1g1fSOWNhbc9r47gd4/qw7x+ID2PD6w/UN8S6W8MtUTRCPgV6ACMFMIcVMIsdFE51aUMivgWhBAgZ8glh44TWhsAm0MayFcCrxDq1rVaFi1Ejs+1Dcybzx1iaDoWIa2a8qzrXKOYgZ4a95ruDesBujng8oaHDJNGfw94UGRBcqf8mgwVYDIANIM/9UBd4BQE51bUcqsgKtBmJlrqVQz+/xCKWnpfL5+Jz6hETnWTUhJS2fd8fN0bVibRa8ONG7PXEGthosTc4Y/Q9/mDXizRwcm9Ot2366ZFpbmjP/9TVwqOxm3vT33VbanrOLXszON245uOZXjWCklOxb/Q2xkXIG/t1I+mKoXUyxwAZgFLJRSRpjovIpSZqWnpfPv2sPUb1sXbZbeQfHJKfT74Q/uxMaz6ZS+Nnb/Z2NwtdeP4v3m73+JTEhieKcWaDUaRj/eiiUHT9Gi5t2nkO5edenuVTdf+WjYzpM1QQu54xeGnbMttg76RXdqN63JmqAFDK06htmvL8CjcQ0aGxY0klJyfPsZvn9lHgf/bMlXmz9R4wMeQaYKEMOAx4A3gFeFEIfRt0XsNdH5lUdMhk6HlOS6jnBZcXrPBUJvhzPqq+eN29IyMmg3eV6OtJ2/XkDnBrVAwv6rt+joWZN2tfVTc7z35GOMfLyVMYAUVuZKdFm5VHY2vt+38iBeHesjhGDK4O85+OcxAI5tPc3vn62k+/An+G70XD5f9S5V6xTdmA6l9DDpVBtCiAZAH+BdoJKU0tpkJ88HNdVG2RCXnMK64xdISk1j5GMtjQvHZIpPTqHd5HnYWJjz0dOdGdy29E7y9iDrZ23h1/F/sD50kXGa77XHzjN5k/6+6dL090hNz2D4L6u5FJi9Rva/z/+XY3nNopIQm8i7nSbge8mfhu09catZkX/XHH7gMWuCFmQLLpl0Oh0x4XE4V3Isquw+ck7tPoebRyWqe1YhNSWNxZ+vosvQjtRvk78nyLwU+VQbQogNhp5MswFb4CUg519PGeEfGU10QlJJZ6Pc+njNdr7ffoB5e4/SbvI8jt/0N+5LTU/n++36ufgTU9OYtHEPd2LiWXXkHOdvl671l/Ny2zsQR1d7Y3AIjo5j0f4TAByf9Cagnwn1l1HPUavi3X8u7z35WLEFBwBbBxuad20MgPfR68bg0LRzI34+/g029jnv88a1+zTHtuunbzKi9psMqfwqPTWDOfzXiQde9+KhK8SEx5KcmGKCb1F88rqpllJyes95YiPu33YjpeTo36eY+fI85r+3hIsHvXNNl5SQzCe9pzK6/tu81f5Tzv17ifWztjCu3adMfG5Gnnl5WCZ5ghBCtAFOSylzX6W8mJjiCeKYjz8v/7YeZ1tr/nx7OJXK+CyVpc2Qn1dwKTCUDnXdydBJY3A4OXkcKekZfL/9P/48eYkBrb14oUNzBv20gh5eddlzSb8+8L5PXrvvtNKlzbuPT0Cj0TBr/xQAvD79AYCJz3VnSNumOdKfvBWAVzU3rE0w4rqgQnxDefexCUQERRm3zT48jUbt67Fu5mYWfLQMgObdGnN230XMzLVsS15lbJdISUqhr+3wbOe0dbThz4jFaDQ570Nvnvfjf83HA/rV5LYmrcTMPGeN97VTPlRyd8XOyZa4qARO7z5P826Ncahgl+vIdN9L/hzbeppqnpXxbFk712o1gIyMDI79fZrQ2+HERcUz4svBuadLz+CN1h/T6dm2vDRpCLcu+DF9+Bx6vtSFwR88kyP9jsX/8P0rd6sQOw/pwITV7+dId+GAN+93/jLbtskbP6Jj/zbGz0kJyXzS6ysuH7m77njFGhUI87/bxPvT0a9p0Pbh1qwo8icIKeUJoKEQYogQ4qXMlynOXZwu+Ifw8m/rAYhKSOKHHQdLOEfly+2IaGNVyvxRz7LolYEMa98MgNYTf6bTV/P58+Ql2tepwVcDe+Hp5oq5VmsMDgDvr/y7RPJeUDt+38elQ1dp0FZfDXDjTrhx3zPNG+Z6TOta1UskOABU9qjEytu/UKW2Gy17NqVVr2Z4tqwFQJU6boA+OHy3ZyLv/jKG9LQMemmHEBYQwbn9l4zBwc7JFq9O+lXYEmISGdviwxx3uSd2njUGBwCdTrJ57k50uuzrXF875cObbT5hsNurfNRjCn/+uJVvRszh+Wpj+OF/v+b4DknxScwY+RO/fbKcyQNnMqbZB8Zuxvc6tPE4E5+bwdx3fuePSWsZ1+4TEmKzL17p5x3AkxbPc/O8H8umrGPfqoOMaTaeWxdus+DDPwgPzN4XZ9/KA9mCA8D+tUe4eOhKjuuf2HEmx7aJz83g7193Gz/v+WN/tuAAEOYfQf02dYyfP+szzbicbVEwVRXTROAnw6srMAPo98CDSqG5e44A8Muo5+hcvxZHbtzmtG8gw+at4nLgnRLOXdmXOUXEro9exlyrRaMRTOjfjY+ezr4wy+QBPQF9A3Vahv6h9JshTzK+z+OcvR2MT2jp7SQXk5TMy7+t54Pr50hoWomkTu4cuHqL/j/q78D3ffJaiQWBvGg0Gv648TPf7vyCb3ZMMN6hZzZIZ96pNnni7piLF9zHMr7rJOPn5bfm8uOBqXy0dBwAty7c5tqpm6QblvJcPGEVn/WZluPa899fwoyRPxs/p6aksenn7cbPFw5443PO1/h599L92Y6XUjLY7VWun75l3JYYm8ToBu+QGJe9uvivuTv4asisbNuunvBh00/bs207sT37j/j0F2dn+zysxljCAvR/i+FBkUwfrp9K3dnNkWGfPmccuPje41+wa+m/xuN++2Q5q6brh4l9sfZ91t35DY/G+g4Js19fwK0Lfvh5B7B9kb6t6pXpL7Ixconx+Bl7JrIzfQ0AcVEJDK/1Bgs/Xp4jwJqCqbqIDAK6AyFSytFAM/RLhj4UIcR4IYQUQhTpIrXJael0/+Y3Dlzz5c3u7Xm8vgfdvOoQFpfAiF/Xct4/hPn7jhVlFsq9K8FhfLftP2pXdKGac/YGzJGPtWTbB6N578nHODv1baq73N0/6vFWAHRtWJu+LRqiEYItZ3Kvry1pwdFxdJwy3zi6OaZPXRYcO8PYJZsA6NaoTpmpHsuqdtOazDnyNSMnDwGgRv2qPDuuT450EzeMx9ZR39Oq27DHGDl5KADj2n7C5EEz2b/2MCu//hMAIQSzD01lt26d8fgjm0+SlJAMwCe9vjIGgbot9E8y9/5gj6jzJqnJqeh0Og5tOk5Kkn5q8/Z9W9Hvjd7GdP0dXzLesXsfu87Pby0C9D/kM/dNoteoLgAs+WI1Wxfo7+AvHrrCok9XAPD2vLtLujpVdGBN0ALMLfXBc8VX67l2yodZr843pvl295e8PO0FdqavNQ5SXPTpCnYv28+kgd+xZsZfAAz5sD9PDOqAU0VHhnx4d0W7Mc3G86rXe1w/fYvHBrTj+Y+fxc7pbg82G3trNBoNL097wbht7Xd/5VqV97BM1QZxQkrZRghxCv0TRBxwUUrplcehDzpnDeA3oAHQSkoZnschhWqDSEhJpce3vxGblEJlR3u2fTAKS3MzLviH8Py8VYB+ycRTvoGsemMYTWuo7n2F8f32A/z+30lWvzGMJgUow9T0DBJT03CysQLg7WWb2XvZh8kDepS6JSxn7zrEgn+OA2B7MpiE1nen12hUtRKr3hhWprvt3mvDD3+z5IvVJCemMHLyUIZ/MShHmp6a3Ov2J24Yz2PPtQMgIjhK/wP6x/4c6V6aNIQew5/gpbr6J5IPF79JvdZ1eK2Jvl6/3dMtERphHOg35MP+jJ76PGbmZvhd9ufVxnfr/5//+FlWf7sJAIcK9szaP5majfR37rNe+8V4x/7YgHbGLr4tujdhxu4v2ThnG/PeXYxLFWfWBC5ASkkv7ZAc+Z2+YwKtezUzfk5KSOaDLhO5fupmtnTjf3+D3qO6Ztvm5x3Aq17vZdv2waI3eHJ012xlmTWontp9jk96T831fPlVpG0QQt9KdV4I4QQsBE4Bp4HjD3nqH4CPgCJtpjfXamhWowpPN2vAno9fwdLQUFbT1QkAV3sbpg/R342sOXauKLNSbul0kq1nr9C2do0CBQfQ9/LJDA4An/frBuhnMC1tjt/0p36VinQ7EI7j3lss7NmNHR+OZsHoASwbO7RcBQeAge/1ZUv8clbe/oUXPh+Qa5rMqqas5p+eYQwOABWqOOc6F9SX68cz/ItBuHncbWhu+1QLajaqzuipwwD9GI2so8Bf/eZFY2N3zUY1jE8xgDE4AMz6b4oxOACMnjaMBu30VWiZwQHgfzP1TamNOtQDwM5J37tMCMHTr/XIkeeswQHA2tYqR+B8dlwfur3wWI5jazasztwT3/DihIE06+LFgnMzjcEBYOTkodmejABa9WzGtuSV9BrZJcf5TEJK+dAv4FSW9x5A04c8Xz9gtuG9L+D6gLRjgJPASXd3d2lK+71vysCoGCmllONXbZVPTPvFpOd/VHy3db9s9MksufbYeZOc74v1u2TLL+bIIzf8pJRSRiUkyStBoTIgMtok5y+Mc35BsulnP8pJK7bJHmKQ7CEGyeTE5BLLT2nie9lfjm7wtvyo52S5+ttNuabR6XTy8tFrxrJ7tfF7UqfTGfdfOOgt/1t/JNsxvbSDjel7iEHywkHvXM+9d8V/2dJt+WVXrukiQ6KypQv1DzfuCwuMkD3EILnhh7+z5fnCgcuyhxgk/11zSIYFhOd2WimllOlp6fKNNh/LjXO23TdNSQFOyvv8vpqqimkusETqezPl95g9QG63k58DnwG9pJQxQghfoLUsoiqm/Fp+6AzT//63THWzLA1ik5LpOn0htSq6sPbNFx64WE1+XQ8JZ9DPK0jPyNko993zT/Fkk3omuU5BjFq4Dv+IGN6rVofZI+cxdcsntHu6VbHmoTw4/NcJ3DwqUqeZR55pA64Hc+nQFc7tv8TISUPv26UVIPR2GD7n/LB3sTNOJ5Kb1JQ0gm6EoMvQUbtpzWz7EmITsbG3LndTjjyoislUAeIyUA/wAxIAAUgpZc7O3nmfqwmwF8jsc1YdCALaSilDHnRsUQaI87eDGTZ/NV8N7MmA1o2L5BrlSXxyCiExccbeO+vfepGGVSuZ7Py+YVE8PWtJrvuGtmvKl892N9m18hKXnMJjU39hRKcWOB8IYN3MzfydsDzXfv2KUto8KECY6i84Z5eGQpJSXgCMvyQFeYIoSo2rV6aGiyNzdh2mf8tGaIugx0B54BMaQb8f/si2bUyXtiYNDgAeFZ35+aV+RCcmc/JWABOf7cGVoFDGLtnEhpMXead3JxytrfI+kQnsu+xDeoaOnl6erJt3iKp1K6vgoJQLphoo55fbyxTnLi00GsG4Hh0Ii0vgYoAaE5GbC/4hOYLD9MG9ead3pyK5XteGdXiulRfTBvXGwkxLU/cqLHxlAOkZOuYZxrQUh+3nrlLVyYFziw9wbOtpajVxL7ZrK0pRKvW3wVJKj5J+esj0eINaaDWCf6/czDvxI2jSxj0A1K9SkWX/G8Kl6e/Rr2XuC9kUlUZVK9G7iScrj5zjxp2iH1B3/KY/B6750qdZPY5tPQ1w32kbFKWsKfUBojRxtLaikoMdC/45TkR8Yt4HPEJ+3n2YK8FhfPx0Z/58ezgtPaqVSD6EEHz2TFd0UvKPt0+RX2/VEX3X5wGtGhMZHEWvUV3w8KqRx1GKUjaoAFFAY7q0BWDBP2pkdaaElFTjSPNnWuQ+z1BxcrW3xdOtAjvOXyvy2S6TUtNoVLUSlW1tCA+MpGptNZBSKT9UgCigIe2a8lwrL5YfPsuBq7fyPuARcOqWfp3jH17si7NtsS4Bcl/dvepyJTiMdScuFNk1MnQ6roaEUdXZgfP79SvDVa2rAoRSfqgAUQijn9D3bx+7ZBPn/R/Y8/aRcOTGbSzMtDxRv1ZJZ8Vo5GMtAdh2tuhGXC87dIbQ2AQeq+fBtt/07S8N2z/c1MuKUpqoAFEIdSpVYPZw/Vzww+at4tdHuLopPUPH3ss3aFu7BlalqGung7UVw9o348StAO7ExJv8/FJKVh45S6OqleheswaHNh6nY/82VPYwbXdeRSlJKkAUUg+vukx6Tj8Xy5xdh4ul0TrZMGVyabLlrDeBUbEMKYXLgnZpWBuAbt8sJCEl1aTnnr7lXwKjYnmxY3NuntP36H7u7adMeg1FKWml55avDBrctgkaIfjyz908Me1Xzk97p0gG0IXHJfDqog1cvxNB90Z1+KJ/NyqWkpXuNp/2plZFZ7o1qpN34mLWoa47zrbWRCUk0XbSXGwszI0N2G/36kRdtwqFOm9YXAIrjpwFoGdjT7bO0a8jULtZzQccpShlj3qCeEgD2zSmTa3qAJy4FVAk19hyxpvrhj79ey/70GX6QryDQvM4quilZ+i44B9MJ8+apXJ+Gq1Gw3+f/c/4OTE1jdsR0ey97EP/H//APzK6wOc84xdEl68XALDktcHYWlrgc86XijUq4OBib6qsK0qpoAKECcwf9Sy2lhZ8uGpbkXSrPOrjT3VnB/Z+8iqNDFNWDPppBVeCi26pwfw44xdEUlo6jauX3p47Go3g3NR3+PHFvlR2tOfZVo2MTw5Pfre4QP+/pJR8uUG/oEzrWtVoU7s6QT4h7Ft5kDrNPYoi+4pSolSAMAFrC3O6N6pDZEKSyafhSE1P59StAJ5oUJvKjvase+tFzLVaAAbOWc728yWzLoKUkrl7juBsa83jpaj3Um7MtBp6NvZk7yevMm1Qb9aNewEbw3Ka10LyN0g/PUNH489+5GZYJCMfa8lPI/Qr6v4xeS0AnQd3LJrMK0oJUgHCRD55pgtmWg07LlzLO3EBHPPxJyktnQ51787vc/jL1+lvmMJi/KptdJtu+kbYvJy8FciJWwG82b1DtgV9ygILMzP+fn8UAAPmLM912vB7nfcPBsDD1Zn3n3wcB8NEgNdP3aRDv9b0GP5EkeVXUUqKChAm4mhtRcua1Thx09+k5/3H+ya2lhY8Vs/DuM3Gwpxpg3rx/TB9r5k7sfHM23vUpNd9EJ1OMmqhftnDfi1LfuR0Ybg52lG7kgsA5ww//g+y/8ottBrBqjeeN64Ml5KUQsDVoHytXaAoZZEKECbUpIYblwJDiUlKNtk5r4WE06BKRSzMtNm2CyF4sml91rw5DAszLUsOnOLAVV+TXfde3kGheH36A16f/sCzs/UztjrZWGFraVFk1yxqK8YORasRHLzm+8B0Uko2nrhINa0ls0fN4/DmEyTGJdHXdjg6nVTtD0q5pQKECbWoWRWAeXtMdzd/OyIaj4rO993fuHplvh/2NAAfrt6Wr+qSwvhx5yHje5/QSABjNU1Z5WBtRXP3qqw/foG0jIz7pjvvH0JEYhIxWy7x37ojTHx2Bv0dXzLuV08QSnmlAoQJdWlQm8qOdpzxCzLJ+ZLT0omIT6Sas8MD03VrVIeZw54iLjmFYz6mreICeHfFlhx32aveGFZq5l16GC90aEZkQhLf/r0/23adTsc/W0/wRp/J7Nx3BgDLm1E5jn/t2+FUrqVGTyvlkxooZ0JCCAa2bsy8fUeJTkx+6Mbb77b9B0A1pwcHCIDWhrEYH6/dzq6PXjH20nlYqekZ7L54A4BTU94qVdNpmEKvxvVwr3CYA1dv6RdpN4znWDNzM1OjbkFzB/ZfvQrpOiySMug3rg+7l+0nISaRNk82Z8iH/Uv4GyhK0Sm1TxBCiLeEEFeFEJeEEDNKOj/51b6uO1Ly0I3VUzbtZfVR/VoD1V0c80xf0d6WQW0aE5WQxJ6L1x/q2qCvdz93O9g4IO+HF/uWaHBIS00jISbhgWnioxOIi8p73qXkxBT2rz3ML+8v4eY5X17p3JqAqFjO3tY3VsckJeuDQ1ZmGqZu+YQ357zMpqilLL81j0kbPyr091GUsqBUBgghRFegP9BUSukFzCzhLOVb4+pumGu1nPINLPQ5/MKjWXPsPADDOzanSY38DUSb+GwPHK2tOH7z4Ud0/7b/BC/MX820zfsAqF+5Yp7HhPqHE+L74BHeN87e4u9fd/N+ly85vec8EcE5q20Atvyyi/HdJpEUnwTAzJfn8azzKNJS03Kk1el0LJ24htEN3mFAhdHMffv3+waTU7vPMa7tJ0x9/gc2/LiV11t9REd3/eJGw39Zw39XbvHCt0uN6Tsd0A9GFGkZNGx3d6ZWt5oVsbA0zVOaopRWpTJAAK8D30gpUwCklCU/r0Q+WZiZ0bi6G+uOXyClkJPrnTYEl7/efYlPn+ma7/mdNBpBm9rVOebjn+cI4YwHNMqeuhVgbJS+FBiKmUZD6Glf/pi09r7nmjJ4Ji/WfJ0Rtd/k8pGruV5fSsm4tp8y+/UFXPjPm497fcX7T3yRI93BjceY88ZCzv17iS3zdxF88w77Vh4E4NMnpxEeFJkt/f61R1j+1XqiQ2MA2PTzdrYt3JvjvDqdjk96T8XvcvYAOrLK/3ina3sAXl+6Cd+URDRxKUyqWp+ez3XA7rA/T/ilYedke98yU5TyqLQGiHrA40KIY0KI/UKINiWdoYJ4rpUXyWnp7L50o1DHn/INxNHaitoVXfJ9zJXj10lKSKadRzWComPZdZ9qpuVfrWfyoJk8af485/69lGuaN377EwCzCMMMtek6PntyGsumrCPK8COcSafT8dfPOziw4e6U5+90msCW+buypUtLTWP5lPVkpGcPTEE+dwi4fnccQnpaOpMH3n1gXPjxcl6qO874+dy/l1g5dYPx860Lfqya/meO77Dgo2V8O/In4+eM9Aw2z9uZLU39NncnGEz+6xJPeNxdKtRpry/dBnXAo3ENHA7488yTbXNcQ1HKuxILEEKIPUKIi7m8+qNvPHcG2gMfAmvFfWaDE0KMEUKcFEKcDAsr2bmJMj3ToiGO1laFXnHu5K0AWteqhkaj/8qbftrO+f8uo9Pl3oX11gU/3mr/Gf3sR7Coh765Zu6eIznSpaels3TiGg7+qf8xH99tEqd2n8uW5rbvHeLT0rA5HUzF387yuNYex5V3V2Wb0Hc64YERxs+LP1/F/PeW5LjW6m83cvXE3QC5d/kB47QUANZ2dxvwR9d/mxDfUHQ6HTt+/+d+xWK8gz+1+5wx318NmcWtC7cBePatPoz57m730z3L/mPRpys4uPEYv7y/lLlv/w7oF/X57dIPzDnyNaOmPA/Alvk7uf76GirPOkrFxefYvP8bKlRxpk3v5sw/NYOeL3W+b74UpbwSRb1mb2EIIXagr2L61/DZB2gvpXxgBGjdurU8efJkMeQwb28v28zeyz4cnDA2W3fQpPgkzCzM0Gg1aLXaHMddDrzD4J9X4vyvH01SLfh21xcMrPgyALaONqwK+BVr27s/rr6X/HmtyfvZzuHyWgcuuggOffG6sSfV0b9P8UW/b3LN666MtQghiI2I48MvFnPQMYMKqy5ieTs21/R9/9eTt+e9xpHNJ5ky+HvjU8Hsw9PwvxLIvHcWkxinbzt45esXuH01kN1L73YjnX1oKnVb1sbnrC9vd/jMuN21mgvhgfrqow8Xv0nPlzrTSzsEgBl7vqR+m7pMHjST07v17TNaM63x2n3/15N35o8BYOeSf5j58rxc8w6wI211trJ/s+0nXDvpky3Nbt26+x6vKOWJEOKUlLJ1bvtKaxXTJqAbgBCiHmAB5G9WtRJy87xftuqXzKkxhs1blS3dB10m8pTVCzxp/jwXDnjnOM/Cf44jktOxuBjKjTO3WDntbnVKQkwiZ/ddzJb+i2em5zhH8E591dFbf/wFwB2/ML5/Rf+DmezhSNDHHQn6uCOplfVrSvTSDmHTz9uZ+N5CDjrqf3DX7J+OU8W73Wt/9/6RZ9/qA8Dfv+6mt9lQJj43g4z0DJwqOTL/9Awata9H71FdcW9U3Xjcos9WZgsO03dMoFGH+lhYmtOgbV3Gfj/SuC8zOAB0e+ExhBA0fqwBANU8q2Bjb03DtncbijODw+ipwxgz8+6TQ+9RXVl2c26OcvFsWYs1QQtyBOavt33Gq98MB8CrU32mbvkkx7GK8igqrQHid6C2EOIisBoYKUvwUefGmVvGO+J7ZaRnEB0Ww/+aj2dI5Vc5/NcJAIa0a0rzmlXwj4zh7zPe3DzvR0/NYK6fvlvt9H5nfU+eTIE3gjlw/AqWfjFoE/S9df6cvS3b9b7s/y1Xjl8nIz2Due/8Toiv/qGq+4uPM3rqMGzsrfV3/uk6TvsFsXTpbobXeoOo8FiCxrcncqiX8VzhI5sS9HFHpEYw9+3fOXJDX1XjsvYyld0rMufo18a0VetU5s3ZL/Pi5wMBsjVCj/1+JHWb353R9Z15r1G7ac7Fc6xsLWndq5nxsxCCge/1xcrGMlu6lyYOwczQpfajJeP4+I+3qFTDFYDnP32OoR/dHXtgZq6ly9CO2Z6qQN/LyKNxjWzbhn06AJfKOUelO7o6MOTDfszaP4WZ+ybR7ulWOdIoyqOoVFYxFZapqph+GvcbsZHxfL7yXZLik+jn8BLObo6sDf4tR9rFE1ax8uvsjaQ/H/+G+q3rcDsimj4zFwP6RhWNXwwWgbHYH/RHZCn23bp1pKWmseirdfyUFoL9QX++HPk0P/zvV2OawR88w7rvt+Sa3zHfvcTgD/RrZCclJPPTm7+xfdNRQl9vhTY6GfsDt4l+pp4xvZlGQ3qW9gzrS2GYB8cT26MWFglprH5pIPVb6xtwe2oGG/MI+mD5eqvs/f83hP2OQ4Xsi+VIKfnl/aX8OXsrAD1GPMGAd57Gs2XtHPn38w7g5I6z7Ph9H2/Pe40mj+c9AeD+dUeo7FGRml41cgSYrO74hbF/7WEGvtcXrVnOKj1FedQ9qIpJBYgsUpJSWPDhMmNvlxc/H0jgjWD+XXMY0K85/NqM4ZgbRilfPnKVdzpNyPVcY78fycD3+rLkwEm+23Ygx/46e26TdErf3bJqHTcigqKIdrcn6tn6tDwbzbLtk40/zi17NOHbXV+y/Kv1LJ24Jse5frv0AzUb3q3WObDhKFMGf0/4MC9S3bMPstv0zgg8K+vvxo/euM0rizZk298sOI2VS+4GgNXfbMTNoxJdn+9k3Cal5PfPVlKnuQddhnbiQYJv3uG2d4C6K1eUUkoFiHw6uPFYti6WuZm5bxLNuniRkpRCX9vhxu3tn2mFe/1qrJ252bjNq1N9vI9eJ6mqHSm1nEhqUIEM57sN1q8kO7J99nbj54jBDdHVcOTwlDexsbEyBohV/r/gWk2/CtreFQf4ZsQc4zE7Ulfnemd8+0ogo9p+SOSAhqRV0bc1LHp1IO3ruGdLt/38Vcav0ldjeV6L48cpo/HwqpHjfIqilE8PChDla2Kdh+R9NPexA0M+7M/a7/QNvuO7TaJF9yac2Xu36+cHv73Oky93A/RtEht+1FerXDqkX+3N0j8WS/9YRrdswnOfDOL77QfYeu4Ki6xiqGypRZOSgc5cQ4qHE82tHbAx9Dz65cx3bJm/C5cqd+vNOw/pQFpqOhaWZtg62d632sS9QTU23vyF9LQM/K4G0bKLV67p+jStz+P1PLgaEk4rj2oFKC1FUco79QRhsOjTFaz+dhMA9i52zDnyNaPrvw3AzvQ1bJy9jV8+WJrjuD6vdOe1GcOxd7Yzbtuz/D++femnbOk+WjKObi8+hlarJTYpmaFzV3E7IponG3uS/stRTgeHEjm4IT+/+AxdG9ct1HdQFEUpqLLYzbXYpKel80X/b4zBoUptN/4MX0zVOm7GNBqNhoHv9WXEl4OzHetQwZ73F47NFhwAegx/gj9u/IyVjSX2LnZ4NK5Bu74tjd0rHayt2GpYS2HHxesEDqpP5GB9w2zH+h5F80UVRVEK6JGvYkpJTOHollPGzy9PGwbog8K9Xpo0hFpN3Jky+Hvqt6nDh4vfvO95q9R2Y13oIszMtcYum1lpNII5w5/h7eVb8A7RD/FoVLUSluVsOm1FUcouVcUEvNXhM64cu84Kv/nG/vagn/fHpYoTNerfrZtPS03j719203t0V2zsH37BnOM3/Vl15BxPNq1HJ8+a2Fndv8umoiiKqaleTHmICI7i2kkfOjyTaxkpiqKUW6oNIg8Vqjir4KAoinIPFSAURVGUXKkAoSiKouSqXLVBCCHCAL+Szkcp4Eopn/22GKmyyE6Vx12qLPRqSilzXVO4XAUIRU8IcfJ+jU6PGlUW2anyuEuVRd5UFZOiKIqSKxUgFEVRlFypAFE+LSjpDJQiqiyyU+VxlyqLPKg2CEVRFCVX6glCURRFyZUKEIqiKEquVIAoA4QQNYQQ/wghvIUQl4QQ7xi2rxFCnDW8fIUQZw3bewohTgkhLhj+2y3LuVoZtt8QQswRQogS+lqFUtCyyHKcuxAiXggxPsu2Ml0WULjyEEI0FUIcMaS/IISwMmwv0+VRiH8n5kKIpYbv7C2E+DTLucp0WZiMlFK9SvkLqAK0NLy3B64Bje5J8z3wpeF9C6Cq4X1jIDBLuuNAB0AA24E+Jf39irIssmzbAKwDxpeXsijk34YZcB5oZvhcAdCWh/IoRFm8AKw2vLcBfAGP8lAWpnqpJ4gyQEoZLKU8bXgfB3gDxjnIDXc3Q4BVhjRnpJRBht2XACshhKUQogrgIKU8IvX/Cv4Ani2+b/LwCloWhm3PAjfRl0XmtjJfFlCo8ugFnJdSnjMcEyGlzCgP5VGIspCArRDCDLAGUoHY8lAWpqICRBkjhPBA/4RwLMvmx4E7UsrcFtUeCJyRUqag/8cSkGVfAFn+AZU1+SkLIYQt8DEw+Z7Dy1VZQL7/NuoBUgixUwhxWgjxkWF7uSqPfJbFeiABCAZuAzOllJGUs7J4GGr5sjJECGGHvqrkXSllbJZdw8hyx5wlvRfwLfq7RtA/Lt+rTPZzLkBZTAZ+kFLG31ONXG7KAgpUHmbAY0AbIBHYK4Q4BWQ9JlOZLI8ClEVbIAOoCjgDB4QQeyhnfxsPQwWIMkIIYY7+j36FlPLPLNvNgAFAq3vSVwc2Ai9JKX0MmwOA6lmSVQeCKGMKWBbtgEFCiBmAE6ATQiQbji/zZQEFLo8AYL+UMtyQZhvQElhOOSiPApbFC8AOKWUaECqEOAS0Bg5QDsrCFFQVUxlgqDtdBHhLKWfds7sHcEVKGZAlvROwFfhUSnkoc7uUMhiIE0K0N5zzJeCvos6/KRW0LKSUj0spPaSUHsCPwNdSyp/LQ1lAwcsD2Ak0FULYGH40OwOXy0N5FKIsbgPdhJ4t0N6QpsyXhamoAFE2dAJGoP9jzuyu95Rh3/PkrF4aB9QFvsiSvpJh3+vAb8ANwAd9D42ypKBl8SBlvSyggOUhpYwCZgEngLPAaSnlVsPusl4eBf3bmAvYARfRl8diKeV5w76yXhYmoabaUBRFUXKlniAURVGUXKkAoSiKouRKBQhFURQlV+Wqm6urq6v08PAo6WwoiqKUGadOnQqX91mTulwFCA8PD06ePFnS2VAURSkzhBB+99unqpgURVGUXKkAUQqk6VIISw4s6WwoiqJkowJEKfB30CJ+vPYWcWlRJZ0VRVEUIxUgStjR8O2cjNwDQFhKQB6pFUVRio8KECXIP/EaW4IWGj8vujmRlIykEsyRoijKXSpAlKCgpJsAjK410bjtSqzqhaUoSumgAkQJymxzqGXnxYcNFgAQlqIaqxVFKR1UgChiF2OOMOfauySkZ1+PJTjpFv+ErsPNyh2tMMPJwhUXCzfCTRwgUnUpXI87Y9JzKoryaFABogh5x55gld933Em+zdeXR3E55rhx3/GIXQB0d3veuM3VshrhKaZblyQ2LZItgQtZcusrfBO875suKOkmB8I2mey6iqKUDypAFJHE9DiW+07Ptm2F3zek69JY5fcdxyN30sC+NV6O7Y37XS2rEJ4ShKmmYJ/h/Rqno/YBEJ0aet90c6+PZ0fwH0y//DJ3km+b5NqKopR9RRoghBBPCiGuCiFuCCE+yWV/AyHEESFEihBifEGOLe1Ckn2N77M+JUy8OJSLMUcA8LRvke2YChZVSZMpxKZFPPT1dVKHzLKM7jr/2ZyLOvDAY+LTo9kZvOyhr60oSvlQZAFCCKFFv2JTH6ARMEwI0eieZJHA28DMQhxbqmX2UHqn3my6uQ3hhZofZdtvLixp7tw527ZKVvplcP0Srzz09WPSwnNs2xDwU45tP117L9tn+Wiuza4oSi6K8gmiLXBDSnlTSpkKrAb6Z00gpQyVUp4A0gp6bGm3PXgpGrRUsqoBgJdje96o+x0AdmZOTGy8EiutTbZjatjUx1Jjw6WYow917QyZzq6QFQAMrvEOtmaOANhoHbKli0+PJiQ5+zxdKRmJD3VtRVHKj6IMENUA/yyfAwzbivrYEpfZIKwjI9v2ajZ1eL/+XN6qNwv9WujZmWssqGffgoDEaw91/bNR+zkfra9OauDQhvEN5tO+Qh/i0iP5/PwAEtJj0ckM45iLSpY1+NJrBc2dOhOdy5OHoiiPpqIMEDl/Acl3/UW+jxVCjBFCnBRCnAwLC8t35opSZrfSD+rPy7GvgmUV7Myc7ntsVevaRKeFk5geV+jrJ2UkAKBBi5XWBguNVbb2jpAkX7YG/c7GAH3+XqszFUutNU4WFYlJC+fvwEWFvraiKOVHUQaIAKBGls/Vgfz24cz3sVLKBVLK1lLK1hUr5rrmRbELTwmkgkUVXCwrF/jYKta1AHJU/RREbFoE5sKSKU3WGrdVt6lrfP/7rUkcjdhu/GxjZg9Auk5f03ckYqtxn1+Ct5ppVlEeUUUZIE4AnkKIWkIIC+B5YHMxHFviwlOCcLWsWqhjq1h5APqBdGm6FG4nXC3wOaJTw3CyqJitGsvOzInJjdfkSDuq1pfG9x1dnza+T0qPB2CBz+f8eO2tAudBUZSyr8gChJQyHRgH7AS8gbVSyktCiLFCiLEAQojKQogA4H1gghAiQAjhcL9jiyqvpqSTOiJSggsdIOzMnbAzcyI42Zd1t2fzq8+nBa5uCkn2y/X6ZhpzqlnXMX7uWmkwnvbNjZ8dLVx5sebHAESkhpAhM+49haIoj5AiXXJUSrkN2HbPtl+yvA9BX32Ur2PLgrNR/5ImU3G2cCv0OapY1yIw8YZxXqaE9FhjNVBejoZvJyI1mPaufXLd/3zN8USkBHE++hAdsjwxZHKyqARAdFpYtrEciqI8esrVmtSlwRFD3X49+5aFPkcduybsCP7D+DkxI5b8duI6HrkTgNYuPXPd72LhhouFW45BepnsDF1iNwbMo5atl3F7ui4NM415vvJQFmXIDPaHbqCCRRXq2jfD1swh74MUpZxTU22YkJSS2LQImjo9ToVCNFBn6lAh+519Qj6rmPTVWyG0q9AHC41loa6d2cMqOSMB79i7c0clZMTe54jywTvmGHvvrGat/w/Muz5ercuhKKgAYVLRaWHEp0fjYdvwoc5jpjGnilUt4+eYtPx1341MDSFdplLZqmahr60RGl6rM9X4ObOqLOtstP6J18mQ6YW+RmmTIdPZGDjf+Dk6LRy/xPtPbqgojwoVIEwoNFm/ZKiblftDn+uVOlPoUmkQ1lo7Ag3TdjxIeEoQP1wdB1DoBvJMHraNqGHjCYC7TX0AEtNjADgSvpVfbnzMmtuzSDBsK+v+vbOe5IwE7Myc+KihfoW/qNS7Qbk8BUNFKQgVIEzojmHsQiXLGnmkzJu11paelV/AzcqdqNQ7OfZLKdFl6WUUlCWIZO2pVFiNHTsCUNeuKQBx6VGEJgdwMnIvAJdijjLnnnmcyqrMGWxH1foCezNnADYH/kpYciAxaRF8eWEIZ6L+KcksKkqJUI3UJqKTOnaGLEODNt89jvLDybwivgmXc2zfFDifk5F7qGHjSV27FvwTqh8UN9T9fSy11g993U6u/Wjg0AZ7M2c2BPzMev+cE/3Fp0c/9HVKg9AUfxo6tDUOUuxaaTD/hK7jatxJXC31nQOOhG+jhXPXksymohQ7FSBMxCf+PKDvJWRKjhauxEZHopMZaIQWKSW/+nyKv2G+Jv/E6/gnXgfAwdyFpk6PmeS6Qoj7VlVZamxI0ekn9UtMjzNpQCxuqbpkwlOCjU9MAD0qD+Nk5B6Ck3yN28yERQnkTlFKlqpiMpHMAPFKnSkmPa+juSs6MozrVwcl3TQGBzORvdtpM6cnTHrtTO/Xn5vt87h63xsH1B2L2Fkk1ywuPvEXkOioeU/HgirWtfCOPYFP/AUAY0BUlEeJeoIoJJ3UIRAIIdga9DuHw/+milUtHMxdTHqdzCeSyNQ7WGptmHfjQwCGe3xKQ4c23Em+zYXow9S0rY9HlnELplTBsgrNnTpzNno/b9f7ERcLN+O8TXvurKSZ8+Mmf3IqDjqZwbrbP6JBm6PnWS3bRlyLO821uNOAvvyllLnOwqso5ZUKEIWQITP46dp7hKUEZNte2brw3Uvvp4JlFUB/p3s++iAAtmaONHRoA+h7TLlVfvheU3npW/UVHqvYz9hDq5JVdWrbNuZmwkXCkgPKZIAISwkgRZdE10qDMb9n3Egrlx7sDFlu/JyqSyYmLRwni9IxIaSiFAdVxVQIR8K35ggOkH1pUVNxMncF4J/QtRyP3ImbVU3eq5ezwbioWZvZGRtxMz1f8wNA38W2NEvOSGRjwLwcs9JmtjE0ceqU4xhbMwemNf2T4R6f8mJN/Yq3ar1u5VGjAkQBBSb6sD14CQCaLMX3VZP1OBvmMTIljdDSxPHuD1hbl15Ym9mZ/DqFYaN1wEpjQ0RqcEln5b4uRB/iq0vDORm5hx+vvUVsWiSgb1z/K/BXrDQ2xp5KuWno0IZadvqqOxUglEeNqmIqoMxqntYuPelfbQxpulQkEo0oulj7fM0P8IxszonI3bR0KT1dLYUQOFu4EZUaWtJZua/twUuzff7W+1X6VRvD7pCVpOqS6eT6DFqhfeA5rLW22Jk55frUqCjlmXqCKKA7KbepYlWL56q/jkZosdRa51hbuii0cunO2LrfYKGxKvJrFYStmQPX4k4TkRJS0lnJITYtkti0SDxsG/F5o6U0dXocgM2BC0jK0K93kd9qwUqW1Y0j5RXlUfHAACGEiBNCxN7vVVyZLC3SdWkEJF6nirVHSWel1Khr3wzQjzwubVb4fgtI+lUbg42ZPUPds4/8fr3ut/keVFjRqgYBSdc5Gr4978SKUk48sIpJSmkPIISYAoQAy9CvF/0iUHZHRxXSldgTJGXEm2wwWnnwmGt/zkcfJCK1dD1BhCUHEJB0nY6ufbPNjfVZo8UINGiEBiutbb7PV9uuMccitrMlaCESSXOnJ0pNW5CiFJX8VjH1llLOk1LGSSljpZTzgYFFmbHS6FjkTuzNnKljmJ9I0bdDNHJoR1TqnVI1RfbtRP1SrY0c2mXbbmvmiI2ZfYGCA0Bjxw50qTQIgL+DfuOvwF9J06WYJrOKUkrlN0BkCCFeFEJohRAaIcSLwCO1HqVO6ghMvEEjx/Zo8mjUfNRkTi9+IeZQCefkLv/Ea1hpbHKMkH4YXSoNxFKjb2+6EHOIPwPmmezcilIa5TdAvAAMAe4YXoMN28qFhPSYXPvyByb6EG2Y9jkqNZQUXRJV7xkLoICbYYDgxoB5xKSGk5SRwPW4s+y9s4awEmjYlVLiHXsCd9sGJu1dZq6x5KOGv/JK7ckAnI8+oNbtVsq1fHVzlVL6Av2LNislZ4P/z1yNO8XExiuz9RLKnNZiWtM/CU6+BUBlK4+SyGKp5mR+d3TxwptfkKZLMc70uu/OGjztWzDSY0KxTVNxOfYY8enR1LRtYPJzW2ltqW3XhKHu77Pm9iyCk25S3bB2hqKUN/m6vRJC1BNC7BVCXDR8biqEmFC0WSseSRkJXI07BcCt+LvTauvuuTMMTLyBBg1uVg+/1kN5oxEaJjZeBUBU6p0c04BfjztDdD5XxSuIK7En2RK4EClltu2XY44B0Mn1GZNfM1Nt28YAzL/xcY6/FUUpL/L7/L0Q+BRIA5BSngdMP69ECbDW2vJe/Z8B+MN3qnH2zqxLbCakx3A8Yie17BrnmLNH0bPQWBqXJ81kLu6WlW/CJZNeb7nvNyzz/ZqjEdu5EX/OuF0nM7gWd4bmTp2L9P+VnbmTcQpwNT5CKa/yGyBspJTH79lWbtZhdLWsahxEdTH6MAAxaRHG/VdjT5GsS6S729ASyV9Z8UrtyQysPo6Wzt0YU2can3st5asm6wFY7/8T1+POmuQ6kSkheMfe/XNccmsKB8P+AmBb0GISM2KpZ9/SJNd6kHGeMwGM068rSnmT36k2woUQdQAJIIQYBJTeCXgKYUiNd0lIjzF2j8xaJbIh4GfMhAXVbeqVVPbKBGeLSji7dKOlS7ds253MXYlOC2fvndV42jd/6OtcizsDwNNVX8En/jxXYk+wPXgp++6sJUWn72pbz77FQ18nL66W1bDQWBGaouZoUsqn/D5BvAn8CjQQQgQC7wKvF1WmSoIQgurWdQlJ9sU75jhRKdnXgdYITZ5z9ii5+1/db7DS2JhkmpBUXQpbghZiZ+ZER9eneaHmh/Rw03eoywwOExuvLJZBbEIIHMwrGCcAVJTyJr+9mG4CPYQQtoBGShlXtNkqGVWtawOw3O8bAGy1DoyrN4tvvV+lpo3pe8Q8KhzMXfC0b05g0s37pknTpXI4fAvtKzyVbfqLqNRQwlMC8TQ8EWQu4NPSWf+UohVmtHftQ6ouiVsJF2nt0rNY56tyMHdRAUIptx4YIIQQ799nOwBSyllFkKcS09CxLZWtahKS7AdA7yojcDB34ZXak43BQykcN6uaXIg5zHr/nxhU461s+y7FHGWV30wkOnRS0tVtkHHf5sAFXIs7zWeNlmBr5sCV2JNYa+3oUXmYMY211pbeVUYU23fJykZrz8X4w6Tr0jDTmOd9gKKUIXlVMdkbXq3RVylVM7zGAo2KNmvFTyvMeK3OVOPnFs76qbVr2zUp8NQMSnYetvo/lzNR/5Ahs/dvWOk3A4kO0C9heiBsk3Hf3SU/Q/Q9lGJPUc++Ramp7qthaJc6Ebm7hHOiKKb3wAAhpZwspZwMuAItpZQfSCk/AFoB1Ysjg8XNSmtL/2r/Y4THZ0W6xsOjxsO2EX2qjAIgJMnPuD0w0cf4vpp1HQB2BP+R4/iw5AAuRB8iISOWBoblVkuDjq59cbFw41bCxZLOiqKYXH5/Ad2B1CyfUwEPk+emlGhboTcNHFqXdDbKFSEEjRz1E+dtCVpImi6FO8l+xtHqb9f7gVdqT6GZobtxfFp0tmksjkRsZ3vwHziZuxZLF9b80ggNla08uJPsX9JZURSTy2+AWAYcF0JMEkJMBI4BOW/zFOUBnM31S7L6J15jze0f2G54UnAyd6WSpTuWWmseq6if0WXGlTGEG1ZwszdzISjJh7j0SHpXealYFmgqCDcrdyJTgknTpeadWFHKkHwFCCnlNGA0EAVEA6OllF/ndZwQ4kkhxFUhxA0hxCe57BdCiDmG/eeFEC2z7PMVQlwQQpwVQpzM9zdSSi0hBJ0rDgDAO/Y41+POYC4s+bDhAmPHhypWtXA0r0CGTGfONf0CP6NqTUAY/lTr2jUrmcw/gJuVOzp0hKUElnRWFMWk8urF5CCljBVCuAC+hlfmPhcp5X379wkhtMBcoCcQAJwQQmyWUl7OkqwP4Gl4tQPmG/6bqauUMrxA30gp1XpVGQ5CsD90AwBd3QZn2y+E4L36c5l0UT+TS2PHDlS29mBMnWmYacyxMSt961RlLkgUmnxbzfarlCt5jYNYCfQFTmEYRW0gDJ8f1PezLXDDMIYCIcRq9DPCZg0Q/YE/pH62taNCCCchRBUpZbkapa1k17XSIBzNXWnl3C3XrqHmGgtaOnfFJ/48/auNBcDdtn5xZzPfKlhWwVxY4ptwmebOnUs6O4piMnktOdrX8N/C3BZVA7K23AWQ/engfmmqoZ/GQwK7hBAS+FVKuSC3iwghxgBjANzd3XNLopQy5hpL2lXo/cA0A6qPQyLLRE8yrTCjnkMLTkTu5skqL6ku0Uq5kd/pvv8SQgwTQhSkdTC3yf9lAdJ0klK2RF8N9aYQ4oncLiKlXCClbC2lbF2xYsXckihlkBCiTASHTF4OHQC4Ga+6uyrlR37/Bc4CHge8hRDrhBCDhBB5zWcQAGRdPKE6cO+ybfdNI6XM/G8osBF9lZWilEr1HfT9K8JVQ7VSjuS3F9N+KeUb6NscFqBffjQ0j8NOAJ5CiFpCCAv060dsvifNZuAlQ2+m9kCMlDJYCGErhLAHMMz/1AtQt2ZKqWWltcXOzImwXJauVZSyKr/TfSOEsAaeAYYCLYGlD0ovpUwXQowDdgJa4Hcp5SUhxFjD/l+AbcBTwA0gEX1XWgA3YKOh66MZsFJKuaMA30tRip2rZVVCkv3QyQw0pWQqEEV5GOLe5RpzTSTEGvQNzDuAtcC/UkpdEeetwFq3bi1PnlRDJpSSsSt4OfvD/qSmTQPG1M1zmJCilApCiFNSylynjshvG8RioI6UcqyUcl9pDA6KUtKeqKQfBOiXeKWEc6IopvHAACGEyFwazAboL4QYkPVV9NlTlLLDSmvD01VfASAy9U4eqRWl9MvrCSKza+kz6AfM3ftfRVGyqG3rBcD3V14nTZdSwrlRlIeTVyN1nGHRoIvoxydkjlvIu+FCUR5BlazuDta8FncGL8f2JZgbRXk4eT1B2KFfMKgV+gWDqgBVKacLBinKw9IIDVOarMNG68BKvxmEJgeUdJYUpdAKumDQ+PK+YJCiPCyt0NLCMCfTlsBcZ4hRlDIhv+MgHqkFgxTlYT1ZZSTJGYmciz6ATurK1LQhipLpYRYMeuBAOUV5lGmEhuo2nqTLVP4MmFvS2VGUQnmYBYOmF2G+FKXMa+r0GABnov4hXZdWwrlRlILL93OvlPK0lHK24XWmKDOlKOWBldaGoe7vAxCUdLOEc6MoBacqRhWlCNWxa4pA4BN/oaSzoigFpgKEohQhWzMHbM0cCUtR3V2Vsiffs7kqilI4deyaciX2BKm6ZCw0eS2jopSkG3HnsNBY4WBeAScL15LOTolTTxCKUsTaVuhFii6JC9GHSjoreboed5ao1LyWeimfQpJ8WXxrMr/6fMp3V8YQmxZZ0lkqcSpAKEoRq2nTEButA74J3iVy/cT0ONbdnk1iehy6+0zEfCf5NnOvj2fJrSnMvDKW9f4/GffFpkXy+fkBXIw5YtymkzqmXnqJz88P4PsrbxD+gIWSkjMS2BQwn6Ph29HJDNN9MRMKSfLjp+vvZ9t2OPzvEspN6aEChKIUMSEENWw88U+8VuzXDkz0YdrlkZyN3s+0yyNZe/uHXNPtCl6erafVmah/jJ9vxV8C4GDYJgDSdCl8cWEQSRnxAESmhrDC91tSc5mc8HD433x1aQQnInezJWghC3w+e2CX3xtxZ/ErgUC6985qAFq79GBa0z+pb9+aA2GbOBP1b7HnpTRRAUJRikFlq5pEpASTIdOL7Zo6mcEfvtOybbsQc4hVfjONM83qpI4FNz7nStxJWjh35Quv5bxa+ysA5l4fT2xaJAFJ1wEISwkiVZfC6ah/AKhr14yJjVfyVJXRhKb4s+zWNLIuQBaQeJ2tQb8D0KXSIAD8E6/z1aXhOZ4kMp8yFt+awgKfz9kWtLjYxo7cTrjK5dhj1LNvyXPV3wCgbzX9tO1no/YD+nI6GPYX8enRxZKn0kIFCEUpBpWsaqAjg/CUwGK5Xqouha8vjyY+PZrubs8zufEaJngtw87MiYsxh/nW+zUuxxxj7vUP8EvU37E/VWUUVlobatl50cq5OwCzr75trGpJzkhg8sVhbA5cQA0bT0bV+hILjRUdXfvS0rkrNxMussrvO3RSx53k2yzznY6V1paPGi6kZ+UXmNpkA1Wta5Mu09gf+qcxrzqpY0fwH5yI3G3cdih8S7Yqnv2hG1h3e7bJyylDZvCrz6cANHXqZNzuYuHG4xWf5Ub8OcJTgvBPvMr24KVsCVxo8jyUZqoXk6IUg+o2ngB4x57AzaqmSc6ZkB5DaHIA0Wlh1LdvhY2ZvXHfqci9JGXE4+XQnq6VBiOEwAxzPmm4iJ+vv09Ish8r/L4FQIOWTxv9nu34ATXexFxjwdGI7QAMrP4WZ6L/5aZhPMczVcdgWDMeIQTPVX+DmLQILsUe5YsL+qcFezNnXq41CUfzCsZ0b9T9jvk3PmLPnVVEp4XTyrkbu0KWcyvhEi2duzKwxlsALL01lb131lDdxhMP20bsClkBQI/Kw3C2qATcXeIVYHStL6lr3/y+ZZWmS2Vb8GKuxZ6ijl0zOlcaQEJ6rDE4VLCoQgvnrtmOaezYgQNhm/jh6jjszJwAiEmLKMj/ojIvX2tSlxVqTWqltJJS8tWl4TiYu/Bu/Z/yPiAffrgyjvDUu43D3d2ep7FjR45H7OBIxDbcberzv7o5Z8SJTg3ncPgWTkf9QwvnLnSuOAA7c6cc6dJ1aZyJ+pe69s1wtqhESkYSN+MvUN+hda6TD0op+Sd0HXvvrMbLsT1PVRmNk0XFHOnSdCms9PuOa3Gnjdu6VhpMd7fnjUEnNi2SX258gkZo6Vv1FZb56tf4fqbqa7Sp0Iult77CJ/58tvOOrfsNNWzq5bjerfhL/Hbzi9wL0WBS49WYayxybF96a2q2fLpaVuM9E/3/Ky0etCa1ChCKUkzW3Z7N+eiDTGy8EjON+UOda4P/z5yO2geAubAkTeZsIH7LcxaVrT3uew4ppfEHubjpZAZ/Bf5KTGo43dyG4m5bP0eaK7EnjYFBK8ywN3MiNi0SR4uKRKXeobZdE16s+RE+8RdY6TcDgC+8lmGltTWe43z0QdbcngVAa5ee+CV45xi0+G69OVS0yn31Ap3MYOmtaVhpralkWYN9oWt5p95sKlnVwC/Bm+AkX+zNnWno0LbMztirAoSilAIXow+z6vZMXq/7rbHKqTCiUkOZeWUsAJ81WoytmSPRqeGs8PuWhPQY6tg14amqL2Od5YeyLJJScj76AAFJN2ji2ImI1CBj99vKVh686fkdGqEF9FV3y32n08ChDYNrvIOV1obQ5ADmXh9PukxlqPv7xskTM2QGiemx3E68Sn37VvkO1oGJPsy78SG2Zo7UtWvKuegDxn39qo2hXYUnTVwCxUMFCEUpBTJ/2J+p+hrtXfsU+jwHwjaxI/gPPqg/DxfLyibMYekmpeRs9L9EpYbxWMX+WGgss+3fErjQ2GZS37411+JOAYI3PGdQ1bq2SfJwKGwL24IXA2Bn5oSHbSMuxhwGoKPr0zxd9RWTXKc4PShAqEZqRSkmTuYVsTVzJDDpRqHPEZYcyP7QP6lmXeeRCg6gb+S+tyE5q2eqvYadmRN77qziatxJnC3cGFzjbZMFB4BOFZ/B1swBB3MXats1ASA+PZrpl1/maPh2elZ+sVxNp6IChKIUEyEE1a09uZVwuUCrzEkpScqIx8bMnn9C15KuS+XZ6q8XcW7Lpi6VBtHM+QkydOk4WlQokh/r5oblZDPZmTnxWp1pLPT5nOmXX+YLr2XGqq+yrmy2qihKGdXM6XGiUu/gE38u38ccDv+baZdHcjDsL85FH6C5c2eT3hWXJ0IIXCzcqGhVrVjv5GvaNKCWbWNSdckci9iZbV+6Lo2AxBtcjjlGYnpcseXJFNQThKIUo0aObTELsOBa3Gk87Vvk65j/wjYCsD1Yv8pvG5deRZY/pXCEELxSezKLbk5ka9DvRKXeobqNJ0FJN7kcc4yI1GBj2mervU6bCj1LMLf5pwKEohQjc40lHrYNuRF3Pu/EQGiyP/Hp0TibV6KaTR36VfsftmYORZxLpTCEEAxxf5cN/j9xKHyLcbuZMMfLsT0hSX5EpAazKXA+tey8cLWsWoK5zR8VIBSlmNW1b8aO4D+ISYswjjK+n+MRu9CgYWzdb3IdzKaULg7mLozw+IwDYX8Rnx5FbbsmeDm2N+6/nXCVRTe/ZNHNL3ml9pQcQUJKSbIuEUuNValox1BtEIpSzDzt9FVL56L+e2C68JQgTkbuprZdExUcyhAzjTld3QbxTLXXsgUHAHfb+rxedwbpunRW+s0wrr2hkxkcj9jFxItDmXppBJMuDmNvyOr7Ts9eXIr0CUII8SQwG9ACv0kpv7lnvzDsfwpIBEZJKU/n51hFKavcrNypZ9+Sf0PX09qlR7Y5kPwSrnAu+gDHDP35AdpUUG0O5Ull65o8W30sa27PYuaVsTR27Ehk6h2CknwAaO7UmeBkX/aFriVNptKz8otohZZdISuISQ1nsPs7xnOFJQfgHXucNJlGt0pDTD4yvsgChBBCC8wFegIBwAkhxGYp5eUsyfoAnoZXO2A+0C6fxypKmSSEoIfbMObd+JADYZvoWfkFkjIS2BWygpNZZjS11NjwYs2PqGPftARzqxQFL8f2vFF3BktufcXFmMNYaqzpV20MLZ27Ya6xQErJSr8ZHAjbRFJGAp1cn2F/6AYAOrg+RVXrOhyP2MnWoN/RkYGLRWW6uw01eT6LbCS1EKIDMElK2dvw+VMAKeX0LGl+Bf6VUq4yfL4KdAE88jo2N2oktVJWSCn57eYX+CZkv+epYlWLFs5d8HLsgL25E1qhmgnLuwyZgU6mY37PyHCd1LE9eIlx2nOBQCJxsXDDzaom3rHHcbepT9+qr1LZ2gNtIdssSmokdTXAP8vnAPRPCXmlqZbPYwEQQowBxgC4u7s/XI4VpZgIIXi59mTW3f6BCzGHcTB3oXflETkGYSnln1Zoc/1x1wgNfaqMooqVB7cSLtHU6XFCk/3ZHryE6NTwHDPgFoWiDBC55frex5X7pcnPsfqNUi4AFoD+CaIgGVSUkqQVWoa6f8Bg3lVPCkquNEJDS5dutHTpBoCnfXM6uD5t3FfUivKvMgCokeVzdeDelc3vl8YiH8cqSpknhECrepsrBVCc04oX5ZVOAJ5CiFpCCAvgeWDzPWk2Ay8JvfZAjJQyOJ/HKoqiKEWoyG5dpJTpQohxwE70XVV/l1JeEkKMNez/BdiGvovrDfTdXEc/6NiiyquiKIqSU7laD0IIEQb4lXQ+SgFXILykM1FKqLLITpXHXaos9GpKKXOuDUs5CxCKnhDi5P26rT1qVFlkp8rjLlUWeVNTbSiKoii5UgFCURRFyZUKEOXTgpLOQCmiyiI7VR53qbLIg2qDUBRFUXKlniAURVGUXKkAoSiKouRKBYgyQAhRQwjxjxDCWwhxSQjxjmH7GiHEWcPLVwhx1rC9pxDilBDiguG/3bKcq5Vh+w0hxBxRlDN9FYGClkWW49yFEPFCiPFZtpXpsoDClYcQoqkQ4ogh/QUhhJVhe5kuj0L8OzEXQiw1fGfvzFmjDfvKdFmYjJRSvUr5C6gCtDS8tweuAY3uSfM98KXhfQugquF9YyAwS7rjQAf0EyJuB/qU9PcryrLIsm0DsA4YX17KopB/G2bAeaCZ4XMFQFseyqMQZfECsNrw3gbwBTzKQ1mY6qWeIMoAKWWwNKy0J6WMA7zRT4kOGFfmGwKsMqQ5I6XMnNzwEmAlhLAUQlQBHKSUR6T+X8EfwLPF900eXkHLwrDtWeAm+rLI3FbmywIKVR69gPNSynOGYyKklBnloTwKURYSsBVCmAHWQCoQWx7KwlRUgChjhBAe6J8QjmXZ/DhwR0p5PZdDBgJnpJQp6P+xBGTZl7n+RpmUn7IQQtgCHwOT7zm8XJUF5Ptvox4ghRA7hRCnhRAfGbaXq/LIZ1msBxKAYOA2MFNKGUk5K4uHoeYZLkOEEHboq0relVLGZtk1jCx3zFnSewHfor9rhAKss1HaFaAsJgM/SCnj76lGLjdlAQUqDzPgMaAN+gky9wohTgFZj8lUJsujAGXRFsgAqgLOwAEhxB7K2d/Gw1ABoowQQpij/6NfIaX8M8t2M2AA0Oqe9NWBjcBLUkofw+YA9GtrZCqT62wUsCzaAYOEEDMAJ0AnhEg2HF/mywIKXB4BwH4pZbghzTagJbCcclAeBSyLF4AdUso0IFQIcQhoDRygHJSFKagqpjLAUHe6CPCWUs66Z3cP4IqUMiBLeidgK/CplPJQ5napX2sjTgjR3nDOl4C/ijr/plTQspBSPi6l9JBSegA/Al9LKX8uD2UBBS8P9FPoNxVC2Bh+NDsDl8tDeRSiLG4D3YSeLdDekKbMl4WpqABRNnQCRqD/Y87srveUYd/z5KxeGgfUBb7Ikr6SYd/rwG/o1+DwQd9DoywpaFk8SFkvCyhgeUgpo4BZ6BflOgucllJuNewu6+VR0L+NuYAdcBF9eSyWUp437CvrZWESaqoNRVEUJVfqCUJRFEXJlQoQiqIoSq5UgFAURVFypQKEoiiKkisVIBRFUZRcqQChKIqi5EoFCEVRFCVX/wecsxloXcE8SgAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, (ax1, ax2) = plt.subplots(2, 1, figsize = (6,4))\n", + "\n", + "ax1.plot(f_loopback,20*np.log10(a_loopback/max(a_loopback)), color = cmap[0], label = 'loopback')\n", + "ax1.plot(f_KPUP_q2,20*np.log10(a_KPUP_q2/max(a_KPUP_q2)), color = cmap[2], label = 'KPUP')\n", + "ax1.set_ylabel('raw')\n", + "ax1.set_title('RES vs loopback')\n", + "\n", + "ax2.plot(f_KPUP_q2,20*np.log10(a_KPUP_q2/max(a_KPUP_q2))/20*np.log10(a_loopback/max(a_loopback)), color = cmap[4], label = 'KPUP/loopback')\n", + "ax2.set_ylabel('divided')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c7a0cd64-4144-4002-891a-8c6b3f903cd6", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.10.4" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}