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|
{
"cells": [
{
"cell_type": "code",
"execution_count": 34,
"id": "511d71f5",
"metadata": {},
"outputs": [],
"source": [
"import sys\n",
"\n",
"import numpy as np\n",
"import matplotlib\n",
"import matplotlib.pylab as pylab\n",
"import matplotlib.pyplot as plot\n",
"import scipy.fftpack\n",
"from scipy.signal import butter,filtfilt"
]
},
{
"cell_type": "markdown",
"id": "c3fd4cab-8cf6-4803-b5e8-cf966f0e1f24",
"metadata": {},
"source": [
"Load all data formats and check if they looks ok. All with same apmplitude and\n",
"frquency but in different saved binary formats"
]
},
{
"cell_type": "markdown",
"id": "74f26874",
"metadata": {},
"source": [
"# Load data u8\n"
]
},
{
"cell_type": "code",
"execution_count": 110,
"id": "206500c0",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"u8 sample num 256\n",
"\n",
"cu8 sample num 256\n",
"\n",
"s8 sample num 256\n",
"\n",
"cs8 sample num 256\n",
"\n",
"s16 sample num 256\n",
"\n",
"cs16 sample num 256\n",
"\n",
"u16 sample num 256\n",
"\n",
"cu16 sample num 256\n",
"\n",
"s16q11 sample num 256\n",
"\n",
"cs16q11 sample num 256\n",
"\n"
]
}
],
"source": [
"SAMPLE_TOTAL=256\n",
"\n",
"#FILE_IN_S8=\"./sin/out.s8\"\n",
"FILE_IN_S8=\"/Users/jackyjack/Downloads/dsp_tests/sin_2025_05/out.s8\"\n",
"FILE_IN_CS8=\"/Users/jackyjack/Downloads/dsp_tests/sin_2025_05/out.cs8\"\n",
"FILE_IN_U8=\"/Users/jackyjack/Downloads/dsp_tests/sin_2025_05/out.u8\"\n",
"FILE_IN_CU8=\"/Users/jackyjack/Downloads/dsp_tests/sin_2025_05/out.cu8\"\n",
"FILE_IN_S16=\"/Users/jackyjack/Downloads/dsp_tests/sin_2025_05/out.s16\"\n",
"FILE_IN_CS16=\"/Users/jackyjack/Downloads/dsp_tests/sin_2025_05/out.cs16\"\n",
"FILE_IN_U16=\"/Users/jackyjack/Downloads/dsp_tests/sin_2025_05/out.u16\"\n",
"FILE_IN_CU16=\"/Users/jackyjack/Downloads/dsp_tests/sin_2025_05/out.cu16\"\n",
"FILE_IN_S16Q11=\"/Users/jackyjack/Downloads/dsp_tests/sin_2025_05/out.s16q11\"\n",
"FILE_IN_CS16Q11=\"/Users/jackyjack/Downloads/dsp_tests/sin_2025_05/out.cs16q11\"\n",
"#FILE_IN2=\"../prog/c/siggen/out.bit16\"\n",
"#sample1 = np.fromfile(FILE_IN1, np.int16, count=SAMPLE_TOTAL).astype(np.float32).view(np.complex64)\n",
"sample_u8 = np.fromfile(FILE_IN_U8, np.uint8, count=SAMPLE_TOTAL*2).astype(np.float32).view(np.complex64)\n",
"sample_cu8 = np.fromfile(FILE_IN_CU8, np.uint8, count=SAMPLE_TOTAL*2).astype(np.float32).view(np.complex64)\n",
"sample_s8 = np.fromfile(FILE_IN_S8, np.int8, count=SAMPLE_TOTAL*2).astype(np.float32).view(np.complex64)\n",
"sample_cs8 = np.fromfile(FILE_IN_CS8, np.int8, count=SAMPLE_TOTAL*2).astype(np.float32).view(np.complex64)\n",
"sample_s16 = np.fromfile(FILE_IN_S16, np.int16, count=SAMPLE_TOTAL*2).astype(np.float32).view(np.complex64)\n",
"sample_cs16 = np.fromfile(FILE_IN_CS16, np.int16, count=SAMPLE_TOTAL*2).astype(np.float32).view(np.complex64)\n",
"sample_u16 = np.fromfile(FILE_IN_U16, np.uint16, count=SAMPLE_TOTAL*2).astype(np.float32).view(np.complex64)\n",
"sample_cu16 = np.fromfile(FILE_IN_CU16, np.uint16, count=SAMPLE_TOTAL*2).astype(np.float32).view(np.complex64)\n",
"sample_s16q11 = np.fromfile(FILE_IN_S16Q11, np.int16, count=SAMPLE_TOTAL*2).astype(np.float32).view(np.complex64)\n",
"sample_cs16q11 = np.fromfile(FILE_IN_CS16Q11, np.int16, count=SAMPLE_TOTAL*2).astype(np.float32).view(np.complex64) \n",
"print(\"u8 sample num %d\\n\"%(len(sample_u8)))\n",
"print(\"cu8 sample num %d\\n\"%(len(sample_cu8)))\n",
"print(\"s8 sample num %d\\n\"%(len(sample_s8)))\n",
"print(\"cs8 sample num %d\\n\"%(len(sample_cs8)))\n",
"print(\"s16 sample num %d\\n\"%(len(sample_s16)))\n",
"print(\"cs16 sample num %d\\n\"%(len(sample_cs16)))\n",
"print(\"u16 sample num %d\\n\"%(len(sample_u16)))\n",
"print(\"cu16 sample num %d\\n\"%(len(sample_cu16)))\n",
"print(\"s16q11 sample num %d\\n\"%(len(sample_s16q11)))\n",
"print(\"cs16q11 sample num %d\\n\"%(len(sample_cs16q11)))"
]
},
{
"cell_type": "markdown",
"id": "abdc4d31-287c-4180-a1ab-1bddb8ba934b",
"metadata": {},
"source": [
"# Load data s8"
]
},
{
"cell_type": "markdown",
"id": "c8b1a1d3-26c6-457a-9c27-6cc93e942555",
"metadata": {},
"source": [
"# Load data s16"
]
},
{
"cell_type": "markdown",
"id": "02bae342-06d4-4bb9-b0b9-af71ab642b6c",
"metadata": {},
"source": [
"# Load data sc16q11"
]
},
{
"cell_type": "markdown",
"id": "c71575e1",
"metadata": {},
"source": [
"# Draw signal s8"
]
},
{
"cell_type": "code",
"execution_count": 40,
"id": "483d0e14",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#signed 8\n",
"#scale \n",
"sample_s8 = np.divide(sample_s8,128.0)\n",
"xf = np.linspace(0.0,1.0/(SAMPLE_TOTAL*2),SAMPLE_TOTAL)\n",
"plot.plot(xf,sample_s8)\n",
"plot.title(\"SIgnal s8\")\n",
"plot.show()"
]
},
{
"cell_type": "markdown",
"id": "e9426596-657e-4a12-8e0c-f843c2afde99",
"metadata": {},
"source": [
"## Draw signal cs8"
]
},
{
"cell_type": "code",
"execution_count": 114,
"id": "5b0e5338-5707-4419-8f65-c697f0e379ef",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#complex signed 8\n",
"#scale \n",
"sample_cs8 = np.divide(sample_cs8,128)\n",
"#sample_cs8 = np.subtract(sample_cs8,0.0)\n",
"xf = np.linspace(0.0,1.0/(SAMPLE_TOTAL*2),SAMPLE_TOTAL)\n",
"plot.plot(xf,sample_cs8)\n",
"plot.title(\"Signal cs8\")\n",
"plot.show()"
]
},
{
"cell_type": "markdown",
"id": "d72e06bd-39ea-44f4-ad17-f69adef4fca8",
"metadata": {},
"source": [
"## Draw signal u8"
]
},
{
"cell_type": "code",
"execution_count": 61,
"id": "4f4c53bf-31d8-4ef0-9017-be25ae5a513d",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# unsigned 8\n",
"#scale\n",
"sample_u8 = np.divide(sample_u8,255)\n",
"xf = np.linspace(0.0,1.0/(SAMPLE_TOTAL*2),SAMPLE_TOTAL)\n",
"plot.plot(xf,sample_u8)\n",
"plot.title(\"Signal u8\")\n",
"plot.show()\n"
]
},
{
"cell_type": "markdown",
"id": "a99de1d0-d260-42fc-b25a-5e4b58b78ef5",
"metadata": {},
"source": [
"## Draw cu8"
]
},
{
"cell_type": "code",
"execution_count": 116,
"id": "c51e01a2-0ec6-4b4c-bd02-d32c4e387294",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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mntt8hBOFFcCARkX+tPskmjt6MCE1Tp40OVrnF6bhqyWZEAJ4cdux6BSQ6CzWb6uCXwCLizJw0ZSMkN57/XmTMCktHi2dHryx62SUSkg0she2HgUAXH9eHgp658uMhtlswt1fLYLDasbeE63ycBXFDgMalRBC4IUtgd6ZWxYWwBrGHIJViwsBAK/vrEFLZ09Ey0d0Nq1dHry2I7Bm1G2LJ4f8fovZhO9fVAAAWL+1Cn4/W7gUWwdq27DtcDMsZhNu6a2LoUhPdOCaeRMBAC9sORrh0tHZMKBRib/srUNlYzsS7BasOD+8lZEXTE7H9JxkdHv88sx8olj5n4+PoKPHh+KsRCwuCq13RvLt+XlIclpR1dSBt8rYS0OxI4TAE5sqAADLZmZj4rj4sD5n1aICAMCm8gbsqWmJUOloNBjQqMAplxsP/2kfAOC2r0xGcphZSiaTCff1TqZ8fstR7KpmlyfFxt4TLXhuc6BFeu9lxWEvH5DgsGL1knMAAI/8ZT8a2rhFAsXGn3bX4v3yBtgsJtx1aVHYnzMlMwnfODcXQgA/fn0Puj2+CJaSRsKARgV+9qd9ONPpwbScZNxx8ZQxfdZl07PwzXNz4RfAT3gxUQz0eP34yet74fMLXDUrB8vGmN1x+1cmY9aEFLR1B9K/iaKt0dWNh/+8HwBw16VFmJqdNKbPe3j5DGQk2lHZ2I7f/L0yEkWkUWBAo7Ajp9rxzr56WMwm/PLbs2G3jv1P8vOrZyAj0YEjpzrw3oGGCJSSaHh/L2/AoQYX0hLsePQbM8b8eVaLGb/89hzYLCa8X97IzVgp6n7/WTVauzyYkZuMf7r4nDF/XlqCHf/2zUDW3vptVczaixEGNArbuLcOALBoSgZm5KZE5DNT4+1Ycd7EoM8nipa3vwzUsX8onYj0REdEPnNqdhKWFGcGfT5RtGzsrWPfv6gwYos6XjEjG3lpcej2+PHhwVMR+UwaGQMahUk366tmR3YRpqtmBdZO+PBQI/cYoajp6vHh7/1Wqo6kr/deE2/vreWaHhQ1FQ0uVDS0w24x47LpWRH7XJPJJN+H3/6yNmKfS8NjQKOgw43tOFjvgtVswtIIXkgAMC0nCYUZCXB7/fh7OYedKDo+OtSILo8PE8fFYfbEyPQwSr46LRN2qxlHTnXgUAOHnSg63u7txV5clIGUuMhuGyMF5R8cbOSwUwwwoFGQ1M25qCgDqfGD97kZi0DrICfoe4gi7a9SD+OsnIhvjJrktGFJ8XgAHDql6NkYpV5yAJiRm4xJafHo9vjlbREoehjQKMTvF/jj7sA6G9Ha80P63A8PncLpDi60R5HV2unBB9JwUxQeBkDfMNYfd9fCx4X2KML2nWxFZWPkh5skJpNJvjbe5OrXUceARiGbK07h6KkOJDmsWDYzOyrfMS0nCbMmpKDH68fLnx6PyneQcb2yoxpdHh9KsgP1LBqWzshCSpwN1ac78T6HTinC1vXunfe1mdlhr/91Nt8uDSRofHCwkfvsRRkDGoXI+4Wcn4ekKF1IgY0rA9sh/PaT43B7uSYNRYbH58dLvXuGrVpUGPHhJkm83YobL5gEAFjXuzUIUSTUt3bjL3sCk3Wl+2Q0TB6fiMumBTL21m9jHY4mBjQK2F/bKu8XsnJhQVS/68pZOchOdqKp3Y0/7+ZMe4qMt/fWob6tGxmJDlx97tl3Ix6LlQsLYLOY8Pmx01xKniLmt58cg9cvcH5hGmZPTI3qd61aFNjb7A87T+AMh/+jhgGNAv7v02oAY9svZLRsFrO8ydr/ctiJIkSqSysX5MNhtUT1u7KSnVg+Ozfoe4nGwuPz49XPA/fhWxdFr3dGcuHkNMzIDeyz98auE1H/PqNiQBNjXp8f7+4LzKq//rxJMfnOb5dOhNkE7D3Riurmzph8J+lXbUsXdh4/A5MJuO688DZSDdWK3u/52/569Hj9MflO0q/tR5pxptODjEQHvjot8pOBBzKZTLi+tw7/lRl7UcOAJsY+ORq4kNIS7LhwclpMvjM90YEF56QD4KqrNHZSmut5+WnISnbG5DvnF6QhM8kBV7cXWw9z1VUam7f3Bobfl83MhsUcnflfA10xMxtmE7C7pgU1p9mwjAYGNDEmPQyumJENa4SW2B6NK7kmDUWIVIeunBWd7LyhWMwmORvw7b31Mfte0p8erx9/2x/ImIvWkhlDyUxy4vzCQCP2nX28D0cDA5oY8vj8eHdf4Gb89Sit2zGcr80ItA6+PMlhJwpfbUsXdlW3wGTCmHfVDtVVvfNo3jtQz4w9Ctu2I01o7QoMN0kBRqxIdfhtDjtFBQOaGPrs6Gl5uOmCGF9IHHaiSHinNyCP5XCTZH7+OHnYadvhpph+N+nHO733v1gON0mkhuWeE60cdooCBjQxtLkisKrqV0syYzrcJLliRqDL/uMKzkGg8GzurTtLZ0R/IuVAZrMJl/eu5vpxBQMaCp0QQtE6PD7JgdL8cQCALZWsw5HGgCaGpAq8uHd/mlhbNCUDALDz+Bl09bDLnkLT7fHh86pmAMDiImXq8OKiQB3eyh4aCsORU+1oaHPDYTXjvILY9pJLFk0JXDvsZYw8BjQxcsrlxsH6wI7BC3uHfmKtMCMBuSlO9Pj8+PzYaUXKQNq1q/oMuj1+jE9yoDgrUZEyLJicAbMpsFN9XWuXImUg7ZIalecVpMFpi+76ScNZVBS4/2870sT9ySKMAU2MbD8SuJCm5yQjI9GhSBlMJhMW9bZw2TqgUEl1ZtGUjKhtdXA2KfE2zOpd1XXb4WZFykDaJdfh3vugEuZMTEWiw4qWTg8O1LYpVg49YkATI1srlb+QAOCi3mEnjt9SqKQ6LNUhpSyaEmjhbq3kXDAaPY/Pj0+PBnqmFylYh60WMy6cHKjDW7imUkQxoIkBIURQ61ZJ0sOovK4NTe1uRctC2tHa6cHek60AlK/D0hyErYebIQS77Gl09tS0oN3txbh4G6bnJCtalsXsKY8KBjQxcLSpA7Wt3bBblJuIJslIdGBa78XMi4lGa/uRJggBTMlMRHZKbNO1B5qXnwqnzYymdjcqGtoVLQtphzSRfOGUDJhjnK49kNSw3HHsDLo9TNCIFAY0MSAFDvMLxiHOrsxEtP7YOqBQbVVJDyMAOKwWnF/Y22XPYScaJXnYXwV1+JzxCchOdqLH68cOJmhEDAOaGNiikrkHEqkcWyub2GVPo6KmgAYAFk9hUE6j5+r2oKymBYA66nD/BA0uQRA5DGiizOvz49Mj0todyl9IAHB+QRrsFjNqW7tR1dShdHFI5WpOd+J4cycsZhMuVGjJgYGkoPyzqtPcfZvO6rOjp+HzC+SnxyMvLV7p4gDoC6y2MkEjYhjQRNmeE61wub1IibNhRm6K0sUBAMTZLfJqlWwd0NlIdWRuXiDdVA1KspOQkWhHZ48PZdVnlC4OqZzaehiBvqB8f20bTnf0KFwafWBAE2VSl/hFU9Jjvm/ISOTuTrYO6Cy2qmDtjoHMZhMWnsMuexodNQY045McKMlOAsCh00hhQBNlalm7YyDpwv7kSDO8PnbZ09D8foHtKnwYAOAcBBqV+tZuHG5sh8kEOQhWi0WcCxZRDGiiqMPtxa7e7vDFU5TZ+2Y4MyekICXOBpfbK68vQjTQgbo2nOn0INFhxZy8VKWLE0RqJOypaUFbt0fh0pBaScHC7AkpSIm3KVyaYBcV9S10ygSNsWNAE0WfVTXD6xfIS4vDpHR1TESTWMwmeU8pDjvRcKQMvQsnp8GmwA7xI5mQGofJGQnwi0BPI9FQth5WZy85AFxQmAabxYSTLV043typdHE0T113KJ3ZWhm4yS5SWe+MhF32dDZqWeF6ONybjEYihFDlHDBJvN2KeZOYoBEpDGiiSPUPg95ylVWfQYfbq3BpSG26PT55V3Y1PgyA4DWViAaqaGjHKZcbTptZzuxUG6ZvRw4DmihpbOvGoQZX70Q0dazdMdCktHhMHBcHj0/g8yquVknBvjh2Bj1eP7KSHThnfKLSxRnSgnPSYTYFthc52dKldHFIZaRej/ML0+GwKr9K+1CkxsL2I03w+TmPZiwY0ETJtiOBC2lmbgrGJdgVLs3QTCaTvNgfuztpoL5U1/EwmdSz5EB/yU6bPFmZw040UF8vuToblQAwa0IKkpxWtHV7sY8JGmPCgCZKth0OzJ9R40S0/i5i2iANY/sRae6Beh8GAFNfaWhenx+fHlX/fdhqMWPB5N4EDdbhMWFAEyU7jwfStS+YrOzu2mdzQe8mf4caXEx9JVlnjxf7a9sA9NURtZLKJ11zRABwsN6Fzh4fkpxWTMtOVro4I7qgN6DZxTo8JgxoouB0R4+8R9K8PHVORJOMT3IgLy0OQgTW8yACgL0nWuHzC2QnO5GbGqd0cUY0Jy8FJhNw4kwXGtu6lS4OqYS0BtjcSeNgVtEq7UOZNykVQKDMXI8mfAxookCKss8Zn6C6hZyGIqUN7jreomxBSDWk3o55+anKFmQUkpw2TM0KLCG/i/s6US+5DvcGC2o2IzcFdqsZZzo93DB4DBjQRIF0U5UCBbWTAxo+DKhXmcbq8Fy5DrcoWxBSDS3dh+1WM2ZNCGxezDocPgY0USBfSCpd92Ag6YIvqz4DP9MGDU8IId9U52rgYQD067LnHAQCcMrlRs3pLphMwLka6KEBgoedKDwMaCLM6/NjT00g9U4LLQMAKMlJgtNmRlu3F0eb2pUuDinseHMnTnf0wG4xY+YEdU+mlEiNh70nW9Hj5WarRicFBUWZiUh2qn/YH+g/9M+AJlwMaCLsYL0LXR4fkhxWFGWqczGygWwWM2ZPTAXAeTTU9zCYMSFZtYuRDTQ5IwGp8Tb0eP04UNemdHFIYVoabpJIQXlFgwvtXLk9LAxoIkyae3DupFTVz6zvj/NoSKLFh4HJZGILl2RlvQ0zrQz7A0BWshMTUuPgZ8Zp2BjQRJjW5h5IpPFbruVBUi+dlgIagHMQKMDj82PvyRYAGqzD+QzKx4IBTYT1tW5TlS1IiKQLqbKxHa1dXGDPqDrcXhysDwzZaCFlu7++ye0tyhaEFFVe14Zujx8pcTZMzkhQujghYVA+NgxoIqip3Y3jzZ0AgLkqX1BvoIxEByalxQMAdrO707D2nGiBXwA5KU7kpKh7Qb2B5uSlwmwCTrZ0oYEL7BmW1LsxV2PD/kC/oLymhQvshYEBTQRJLcMpmYmaWFBvIKa+klSHtdZVDwAJDium9i5xzzpsXLs0XIen5STDYTWjpdODo1xgL2QMaCJIq8NNEnn8lt2dhtW/datF7LInLU5ql9itZsye2LvAHoPykDGgiaBdx7V7IQF95d5d08IF9gxICIGy3uFGLWWH9DePKwYbWqOrGyfOBBbUm5OXonRxwsI6HD4GNBHi9fmx90TvgnoafRiUZCchzmaBq9uLw6e4wJ7RHOu3oN6MXG0sqDeQdO19yQX2DEnK0JualYQkjSyoN9Dcfiu3U2gY0ESIvKCe04op47WxoN5AVgu7O41M+pvP1NCCegMVpMcjLcGOHq8f+2tblS4OxVhZvx22tUrKLjzU4IKrmxmnoQgroHnmmWdQWFgIp9OJ0tJSbNmyZcTjX375ZcyZMwfx8fHIycnB9773PTQ3N4dVYLWSxm3PzdPezPr+OI/GuLQ890BiMpkwNy8VALvsjUjr8xgBIDPJiYnj4iAE5G10aHRCDmg2bNiAe+65Bw899BDKysqwePFiLFu2DNXV1UMev3XrVtx8881YtWoV9u/fj9dffx07duzArbfeOubCq4nW589IOH5rXHJ2iEaHTCUMyo2px6v9YX8JV24PT8gBzRNPPIFVq1bh1ltvxbRp0/Dkk08iLy8Pzz777JDHf/rppygoKMDdd9+NwsJCLFq0CLfffju++OKLMRdeTfTyMJCyWw43tqO1k92dRtHu9uKQtKCexoNyqQ6XcdjUUMrr2uD2+pEar70F9QZitl54Qgpoenp6sHPnTixdujTo9aVLl2L79u1DvmfhwoU4ceIENm7cCCEEGhoa8Ic//AFXXXXVsN/jdrvR1tYW9KNmTe1uVJ8OLKh3bm93t1ZlJDqQnx5YYK+shheTUeytCSyol5viRHaKU+nijMmciYEF9mpbu1HfygX2jEJ6+M/NS4XJpN1hf6CvYVxWzYzTUIQU0DQ1NcHn8yErKyvo9aysLNTX1w/5noULF+Lll1/GihUrYLfbkZ2djdTUVPzXf/3XsN+zdu1apKSkyD95eXmhFDPmpOGmosxEpMRpc2Z9fxx2Mh75YaDxHkYgsMBeibTAHlu4hqHlBfUGmpaTDKfNjNYuLrAXirAmBQ+MfoUQw0bEBw4cwN13342f/exn2LlzJ959911UVVVh9erVw37+mjVr0NraKv/U1NSEU8yY0dOFBPR1dzJt0Dh0V4d7M0WYrWcc8jxGHQTlNosZsyekAmBQHoqQApqMjAxYLJZBvTGNjY2Dem0ka9euxUUXXYSf/OQnmD17Nq644go888wzWL9+Perq6oZ8j8PhQHJyctCPmkkVrlQHFxLQd0PYze5OQxBCyMGrbuowJ1UaSmNbN062dMFsCuzppQdze4NyNixHL6SAxm63o7S0FJs2bQp6fdOmTVi4cOGQ7+ns7ITZHPw1FktgjQs9bL7l8fmx90QLAO3tTjycqVlJiLdb4HJ7UdnIBfb0rqqpA2c6PXBYzZieo+7Gw2hJAc2+k21we30Kl4aiTQpci7OSkOiwKlyayJCD8t7FAunsQh5yuu+++/DCCy9g/fr1KC8vx7333ovq6mp5CGnNmjW4+eab5eOXL1+ON998E88++yyOHj2Kbdu24e6778b555+P3NzcyJ2JQg7WudDt8SPZacXkDG0uqDeQ1WLGnImpANjCNQJpuGnWhBTYrfpYazNfWmDP58f+WnUnFdDY6SXLtD8poKlodKGNC+yNSsh3rxUrVuDJJ5/Eo48+inPPPRcff/wxNm7ciPz8fABAXV1d0Jo0t9xyC5544gk89dRTmDlzJr797W9j6tSpePPNNyN3Fgra1W9lSi0vqDcQ5yAYh7wYmY4eBiaTibvHG4he1gHrb3ySA3lp0gJ7LUoXRxPC6pu74447cMcddwz5u5deemnQa3fddRfuuuuucL5K9fSwuupQOAfBOPoeBqnKFiTC5k4ah/fLG1HGbD1d6/H6sfdk74J6OqvD8yaNQ83pLuw63oLFReOVLo7q6aN/WUE75Zn1qcoWJMKkvVCOnOpAS2ePwqWhaHF1e3CowQVAv0H5TvbQ6Nr+2sBGpOPibSjU+IJ6A8l1mA3LUWFAMwb9t6rX+oJ6A6Ul2OWbQxm7O3VrT00rhAAmpMYhM1nbC+oNNCcvBRazCfVt3aht6VK6OBQl/Zcc0PqCegOVygvsnWHG6SgwoBkDafZ5caZ2t6ofCZeQ1z89zp+RxNutmJaTBIBDp3qm5zpckp2EOJsFrm4vjpxixunZMKAZg7JqfQ43SbhisP7pYXfikTD1Vf+kBtdcHdZhq8WM2RNTADAoHw0GNGMgDcXMzdNfywDoexjsqeECe3okhJCzJ+bqbP6MRKrDu7kvmS41tnWjtrU7sKBe71ITeiMvdMqh/7NiQBMmv1+gvHd9i5kTUhQuTXQUZSXCbjXD5fai5kyn0sWhCKtt7caZTg8sZhNKspOULk5UzJwQWCiwvM4FH4Ny3ZHWGJo8PhEJOllQb6CZuYHnC9dTOjsGNGGqOdMJl9sLu8WMoix9LKg3kM1ixtSswIOOF5P+7O9NdS3KTITTZlG4NNFRmJGIOJsFXR4fqrjJn+7srw3U4Rm5+ljheijSuR2sd8Hj8ytcGnVjQBMm6QFfnJ0Im0W//4zSxSTdOEg/pDo8XccPA4vZhJIcKShnHdYbqQ7rOaCZlBaPRIcVPV4/JwafhX6fxFF2QLqQcvQ53CTpC2jYQ6M3fQ8DY9ThA6zDumOEOmw2m+Q91vafZB0eCQOaMMldnRP02zIAgOkcv9WtAwborgf6Hnasw/rS1u1B9enA3D691+HpbFiOCgOaMBmhqxMApuUkwWQCTrncaHR1K10cipAzHT2obQ38PfU85AQED5sKwYnBeiH1uE1IjUNqvF3h0kQXh/5HhwFNGAIPdzdMJqAkW98Pg3i7FZN7Vwxml71+HKgL/C0npcUjWYeLQvZXnJUEi9mEM50e1LcxKNeLAwaYAyaRehkP1LUxKB8BA5owSFFyYUaCblMF+2OXvf4YITtE4rRZUJQZyETkHAT9MEovOdC7hIbFDFe3FyfOcBuP4TCgCYMRJqL1x0mV+mOkhwHAOQh61BeU6/8+bLOYUZzdG5Rz2GlYDGjCIHd15hjtYcALSS+MkLLdn5wlwjqsC26vD4cbAynMxqvDDMqHw4AmDNL8A6O0bqUW0LHmTri6PQqXhsaqq8eHo73rWRihdQtw2FRvKurb4fULpMbbkJuir13ih8M6fHYMaELU7vbKK44aJaBJS7Ajp/emUV7nUrg0NFbl9W3wCyAj0Y7MJIfSxYkJqRV/sqULLZ09CpeGxqr/HDCTyaRwaWKDmU5nx4AmROW9vTPZyU6kJxrjYQDwYtKTvuGmFMM8DFLibMhLiwPAuWB6YLR5jAAwLScZJhPQ0OZGU7tb6eKoEgOaEEn73xild0bCBfb0wygL6g0krerNOqx9RsrSkyQ4rChMDyyhwTo8NAY0ITJadoiEWyDoB+swexm1zOcX8tC30eowEzRGxoAmRP27641EunFUNrjg9voULg2Fy+Pz42C99DAwWB2ewKBcD6qaOtDl8SHOZkFhRqLSxYkpTgweGQOaEPR4/ahsNGbLYEJqHFLibPD6BSobuOOrVh091YEerx+JDivy0+KVLk5MSQ+DI6fa0e1hUK5VUpZpSU5gBWgjkZ475QxohsSAJgSVjS54fALJTismjotTujgxZTKZuMCeDkhd1dNykmA22MMgM8mBjEQ7/AJyLxVpjxHnz0ikIaeq5g60u70Kl0Z9GNCE4FDvTbAkxzipgv1N613YiQ8D7ZLrsM73IBuKyWSS6/ChegblWmXkOpyR6EBmkgNCBIb/KRgDmhBU9A61TM1KUrgkyijOCoxXS8NupD0VvTfB4mxj1uGizMB5V3DYVLOkIe+pBq3Dxb3PHw79D8aAJgRSRFyUZayJaJIp8sOAAY1WSQ9yabNGo5GuXdZhbWp3e3GyJbA5o1Hr8JRM1uHhMKAJQUVvz4TUyjMa6WHQ0OZGaxe3QNCajn4Pg2Kj9zKydatJ0v5N45McSI23K1waZcg9NI2swwMxoBmlzp6+bduLDdpDk+y0yVsgHOawk+ZID4OMRDvSEoz5MJB6GevbutHGfck0Rx4yNeg9GOgflPMePBADmlE60tgBIYD0BLuhtjwYqCiLcxC0SnoYGLWHEQhsgZCdHAjK2UujPZWsw/K517Z2c7PgARjQjFKFwefPSIo5fqtZUg+NkVu3QN81zBau9kjDLEa+D6fE2+RNZQ9z2CkIA5pRMvr8GUkR5yBolhSETjHo/BkJM520S7rvGHUOmISZTkNjQDNKfReScVsGQP8hJ7ZutUZ6gBcbNDtEwuUHtIkZTn2Y6TQ0BjSjJN38igzeMpBuJI0uN1o7OX6rFcxw6lPE1q0mMcOpDzOdhsaAZhQ63F7UnObDAACSnDbk9mY6HWLrQDMq5QwnB8YZNMNJIg2b1rd1MyjXkIp6ZjhJpH+DQ1y1PQgDmlEo790MLSvZYdh01/6k5eMPcAt7zei/h5PRJTtt8l5s0kaHpH5yHTbglgcDSask17d143RHj8KlUQ8GNKMgbdUu7dZrdNIGadzCXjtYh4NNz5HqMINyrZDr8AQGNElOGwrS4wGwDvfHgGYUDsgPA15IQN+/A1u32sE6HEwK7LhzvDb4/ULuKWdQHsA6PBgDmlHYXxeIgKVWndFJF1JFgws9Xr/CpaGz8fkFDvbuLj2dAQ2AvsCOvYzacPx0Jzp6fHBYzZickaB0cVSBPeWDMaA5C4/Pj4r6wIRKtgwCJo6LQ7LTCo9PMPVVA46eake3x494uwWF6XwYAH3DFodPtaPb41O4NHQ20rBKSXYSrBY+toD+AQ2HnCSsGWdR2dCOHp8fSU4r8tLilC6OKphMJrYONET6G03LSYbZbFK4NOqQnexEWoIdPr9gpogGSHV4OhuVMqmX8WhTBzp7vAqXRh0Y0JyFFP1Oz0mGycSHgYTjt9oh1WHOn+ljMpk4F0xD9nMO2CCZSU6MT3JACKC8jkE5wIDmrJgdMjRmiWgHHwZDYx3WBiGEvEQE63AwOShnHQbAgOasDtTxYTAUaQ7Cgdo2+P1C4dLQcIQQ/eowg/L+OGyqDadcbjS198BsAkq4Bk0QTm4PxoBmBEL0ja+XcEGyIOeMT4TNYkJHj09eUp/Up9HlRkunB2ZT3/4vFCAtEFnZ0A4hGJSr1cHee3BBRgLi7BaFS6MuUoDHVdsDGNCM4JTLjdauwMPgnPF8GPRns5hR2Js+yUwn9ZI2rytIT4DTxodBfwXpCbCaTWh3e1Hb2q10cWgYUh0uzmSjciBpK57DDMoBMKAZkbT/TT4fBkPiJn/qJ+2wXcT9bwaxW/uCcu5arF7S/YV7OA1WmBEIyl1uL+rbGJQzoBmBdJMz+lb1w5FaTBUMaFTrcKO0oR9bt0Pp38IldZJ6gItYhwexW80okINy1mEGNCOokFsGvJCGIrWYOOSkXn09NKzDQ5F6rthDo05CiH49NKzDQ5Hvw6zDDGhGIlUQdtcPrUi+kNqZ6aRCQgj2Mp5FkdTL2MjWrRrVt3XD5fbCYjahICNe6eKo0hS5p5wBDQOaYQgh5Dk0RZyMNqT89ATYLCZ0eZjppEYNbW64ugMPg8njueXBUKTW7eEGFydVqpDUw1iQHg+HlfMYh1Is9zIyKGdAM4z+GU58GAzNZjFjcgaHndRK+pvk82EwrIKMBHn5AWY6qY/US87hpuHJ88AamenEgGYYfS0DZjiNpIitA9WS54Cxh3FY/ZcfYJe9+lRyDthZ9V9+oM7gQTkDmmFINzcuRjYyqXXAh4H69LVuWYdH0rf8AOuw2lQ0sg6fTXCmk7HrMAOaYVQy3XVUpMmmXItGfeSgnHV4RFIdZi+juggh5HR6zmMcWXEW78MAA5phVXJBslEp6jd+y0wn9QhOd2UdHkkxe2hUqa41kOFkNZvkYUEamhTwGX0uIwOaIfRPd2UPzcgK0uNht5iZ6aQyDW1uOd2VD4OR9a2nxEmVaiJlmRZkJMBu5aNqJH1D/+yhCdkzzzyDwsJCOJ1OlJaWYsuWLSMe73a78dBDDyE/Px8OhwPnnHMO1q9fH1aBY6HR5UZbtxdmE/gwOAurxSxngRl9/FZN+vZwYobT2UjLD3Ryo1VV4Ryw0ZNGEoye6RRyQLNhwwbcc889eOihh1BWVobFixdj2bJlqK6uHvY91113Hf7+979j3bp1OHToEF555RWUlJSMqeDRxA39QlPE1oHq9C2oxx7GswlafoB1WDX6EjNYh8+GG60GhBzQPPHEE1i1ahVuvfVWTJs2DU8++STy8vLw7LPPDnn8u+++i82bN2Pjxo247LLLUFBQgPPPPx8LFy4cc+GjhfNnQiNPDDb4+K2acP5MaKZwCwTVqWAdHrX+G60aeS5YSAFNT08Pdu7ciaVLlwa9vnTpUmzfvn3I9/z5z3/G/Pnz8Ytf/AITJkxAcXExfvzjH6Ora/iuXbfbjba2tqCfWGKGU2g4w159uKFfaLjRqroIIXC4kXs4haJvcrtx67A1lIObmprg8/mQlZUV9HpWVhbq6+uHfM/Ro0exdetWOJ1OvPXWW2hqasIdd9yB06dPDzuPZu3atXjkkUdCKVpESTc1rkEzOgMzncxmk8IlMjZu6Bc6eQsE9jKqQl1rN9p7M5wK0jmPcTSKshKBL43dyxjWpGCTKfiBJYQY9JrE7/fDZDLh5Zdfxvnnn48rr7wSTzzxBF566aVhe2nWrFmD1tZW+aempiacYoaFGU6hy0/ry3Q6cYaTKpXWf0M/TmofHXlxPS4/oArSPbiQGU6jxo1WQwxoMjIyYLFYBvXGNDY2Duq1keTk5GDChAlISUmRX5s2bRqEEDhx4sSQ73E4HEhOTg76iZVGFzf0CxUzndSl/4Z+fBiMTn56PDOdVITzGEPHjVZDDGjsdjtKS0uxadOmoNc3bdo07CTfiy66CLW1tWhv74saKyoqYDabMXHixDCKHF3SA5kb+oWmfwuXlMUN/ULHjVbVhVl6oeNGq2EMOd1333144YUXsH79epSXl+Pee+9FdXU1Vq9eDSAwXHTzzTfLx99www1IT0/H9773PRw4cAAff/wxfvKTn+D73/8+4uLiIncmEVIhL7XNlkEoiuUtEPgwUBo39AsPN1pVj0pOCA4ZN1oNcVIwAKxYsQLNzc149NFHUVdXh5kzZ2Ljxo3Iz88HANTV1QWtSZOYmIhNmzbhrrvuwvz585Geno7rrrsO//Zv/xa5s4ggtm7DI69Fw9at4rihX3gC13ydobNE1CA4w4l1OBRFmUmoaGhHZYMLl0zNVLo4MRdyQAMAd9xxB+64444hf/fSSy8Neq2kpGTQMJVaSS0Dtm5DU9xvpUpmOimHG/qFr28LBAblSqrtl+GUzwynkPRlOhkzKOeMwX6CM5zYMgjFpN5Mp26Pn5lOCuKGfuGTVqStbGCmk5KY4RS+YoPPZWRt6aehrS/DiQ+D0DDTSR3kbTv4MAgZN1pVBw77h8/omU684/XDDKexKeY8GsVx7kH4+gflHHZSDlO2wydttNph0OUHGND0I8+s59yDsHALBOUx3XVsuNGq8iqY4RS2/plORrwPM6Dph9vVj03fWjRs3Sqlgq3bMZGWH+CwqTICk9qloJx1OBxGvg8zoOlH3q6eLYOwSDegw1w+XhHc0G/sitjLqKiTLV3o6PHBZjGhgPMYw2LkjVYZ0PQK3tCPLYNw5KcHJqJ2e/yoOdOpdHEMhxv6jd3AjVYptqRh/8KMBNgsfDyFo2/onz00htXQ5uaGfmNkMZtwzniutqoUpruOXf+NVo04qVJp0kOY64CFT+5lNGBQzrteLzndlRlOY1KcxTkISmF2yNhx+QFlceuZsZMynYy40SoDml7MDomM/vNoKLZYhyODmU7K4Ro0Y9d/o1Wj3YcZ0PTi/JnI6HsYsHUba0x3jQxutKoMv1/025SS9+GxKDJoTzkDml5SihvHbsemuN+kSp/Bxm+V1D/dlQ+DseFGq8qobe1CZ2+GE/dwGpsig2Y6MaDBwAwnBjRjMSktHg6rGW6vHzWnmekUK7Wt3ejo8QUynDipfUwGbrRKsSHdgydnJDLDaYyMutEqaw2A+rZuZjhFSP9MJ6NukKaE/hlOfBiMzaS0eHn5AW60Gjt964Cxh3GsjLr8AO986OuWK0iPZ7prBBh1/FZJnEwZOVaLGZMzmOkUa9J9mFvPjF1BerwhM5349AYfBpEmb2HPh0HMMGU7srjRauwdbuQcsEix9st0MtKwEwMa9H8YMKCJhKJMLq4Xa8xwiix5Hg3rcEz0z3DifTgy+nrKjVOHGdCgrxXGlkFkSA/VI6eY6RQLzHCKPGY6xdbJlr4Mp4L0eKWLowt9PeUMaAzD7xeoqOeQUyTlMdMppmpOBzb0s1vMTHeNkGKDTqpUysHee/A54xNh5aT2iDBippPha86x5g509PjgsPZNBKSxCd7TyTgXk1IO1LUCAIqzme4aKf0znbjRavTtrw3U4em5yQqXRD+mZPb10BglKDf83e9AXRsAoCQnmS2DCCrOYup2rOyvDdThGTkpCpdEP7jRamzJdTiXdThSCtKNt9Gq4Z/gfRcSWwaRVMRMp5iR6jBbt5FlxC57pRyQ6nAO63Ck9N9o1Sh1mAENA5qoKOYGfzEjddezDkeWESdVKqGls0fuQWBQHllG22jV0AGNEAIH5IcBuzojSUrdZqZTdDW1u9HQ5obJBExj6zaipmRyHlgsSL0zeWlxSImzKVwafSk2WB02dEDT6HKjqb0HFrMJJdnMcIqk/plO1cx0ihqph7EwPQEJDqvCpdEXbrQaG5wDFj3SWjRG6WU0dEAjddWfMz4BTptF4dLoi8VsYgs3Bg5w/kzUcKPV2OCQafQYbU8nYwc0JzmzPpr6t3ApOpjuGj3caDU2OKk9evLTjJXpZOyAhjPro4qbVEZfeR3rcDQVsw5HVbfHhyOnAsEiA5rI65/pZIQ6bOiA5pp5E/D9iwqx4Jx0pYuiS0W9Czsdqtf/haQEt9eHY82BoZCSbD4MoqEvS4R1OBqOnGqHXwDJTiuyk51KF0eXpDp8yAB12NCzCJfOyMbSGdlKF0O3pInWR061o8frh91q6Pg54qqaOuDzCyQ5rchKdihdHF2S6rDUE0aRdbjfpqomk0nh0uhTSXYS/rIHKK/Tf0DDJwxFzcRxgTRMj0+whRsF0toSfBhEjzS/7sipDnR7fAqXRn+k+wJ32I4eabK1NN9OzxjQUNSYTCZ5boeUjUORI63CLK35Q5GXlexAeoIdPr+QN1CkyJGCctbh6JGC8qqmDnS4vQqXJroY0FBUGal1EGts3UafyWSSJ6syKI88KSgvZh2OmvFJDmQmOSAEcLBe33WYAQ1F1YwJUkCj7wtJCZXy/AO2bqNJauEyKI+sbo9PXnSTdTi6+hqW+r4PM6ChqJIeBuV1bYZY2ClW3F4fjjdLDwO2bqNpukEeBrEmZTilxNkwPomT2qNJDspP6rsOM6ChqJqckQCH1YyOHh+ONXcoXRzdOHoqkOGU7LQikw+DqJJatwfr27gFQgRVNvT1MHJSe3TJPTR1+u5lZEBDUWW1mFGSwxZupPWfP8OHQXQVpicg3m5Bt8ePo6e4YnCkSHV4SiZ7GKNN6qGpqG+Hx+dXuDTRw4CGos4o47ex1L91S9FlNpvkncxZhyOHc8BiJy8tDklOK3p8fl1vVMmAhqJOehgc0vkM+1iqbJRSttm6jYVpOYF/Z6ZuRw4znGLHZDJhWu9q4oca9HsfZkBDUVecyQ3+Iq2y36J6FH19G60yoImEbo8Px3sznIrYQxMT0r8ze2iIxkB6GJw406X7hZ1iodvTN8GaD4PYkHrCKnT8MIilw43tEFKGUyIntcdCcZb+6zADGoq6cQl2ZCTaAfTt3ULhO3qqQ97QjxlOsSEFjjVnOtHVwy0QxupwIzOcYq1I7inXby8jAxqKib4Wrn4vpliRbkjcwyl2MhIdSEuwQwgG5ZHAVa5jT/q3rj6t36CcAQ3FhJTJwIfB2Elj4HwYxJbUwmVQPnbyxqrcwylmMhLtGBdvgxCBRQ31iAENxURRFntoIqVCzg7hwyCWpDkInNw+dv17GSk2TCaTfB/W67ATAxqKib7WLR8GYyU9UJmyHVvFcpaIPh8GsdLV07eH0xQG5TEl1WG93ocZ0FBMSC2xky3MdBqLbo8Px3sznNhDE1vSirYVOm3dxsqRU4EMp9R4ZjjFmtQI0mtQzoCGYiKQ6RS4eXEeTfikDCdu6Bd7UgBZc7oLnT0MysMlDzdlclJ7rBWxh4YoMvq6O/XZOoiFvrkHTHeNtfREB9ITAssPHGnkRqvhqpAntbOHMdaknnK9Lj/AgIZipogrBo8Z012VVcSgfMy45YFy+i8/oMdMJwY0FDPMdBo7uXXLdFdFyKutch5N2PomtbMOK2GKjpcfYEBDMSOnvep0/DYW2LpVltzLyDoclv4ZTuxlVIaeM50Y0FDMSBcSM53C0+3p/zBg61YJ7GUcGynDaVy8Td4OhWJLzxutMqChmEmNt8uZOZxHE7ojp9rhZ7qrovpvtMpMp9D1nwPGSe3K0PNGqwxoKKa4fHz4KvvNn+HDQBlp3Gh1TDh/Rnl63miVAQ3FVF93Jx8GoWKGkzpM4arXYeMcMOXpeaNVBjQUU0x7DR839FOHvsntrMOh4ho06tC3hIa+6nBYAc0zzzyDwsJCOJ1OlJaWYsuWLaN637Zt22C1WnHuueeG87WkA8x0Ct9hbuinCkXcpDIsXT0+1JwJTGpnHVaWvPyAzu7DIQc0GzZswD333IOHHnoIZWVlWLx4MZYtW4bq6uoR39fa2oqbb74ZX/3qV8MuLGmf1DI42dKFdmY6jVq3x4fjTHdVhWLOAwvL4cZAhlNav21QSBl63Wg15IDmiSeewKpVq3Drrbdi2rRpePLJJ5GXl4dnn312xPfdfvvtuOGGG7BgwYKwC0vaF5TppLOLKZqkh0Eq010V1z/TicsPjJ40vDGFQ6aK0+tGqyEFND09Pdi5cyeWLl0a9PrSpUuxffv2Yd/34osv4siRI3j44YdH9T1utxttbW1BP6QfcuuAXfajxg391GMcM53CIs8B4/wZxel1o9WQApqmpib4fD5kZWUFvZ6VlYX6+voh31NZWYkHHngAL7/8MqxW66i+Z+3atUhJSZF/8vLyQikmqZzet7CPhkpOplSVvrU8WIdHixlO6qHXjVbDmhQ8sIUohBiy1ejz+XDDDTfgkUceQXFx8ag/f82aNWhtbZV/ampqwikmqZTet7CPhr7WLR8GaiC1cNlDM3rS8IYUDJKy9JhxOrouk14ZGRmwWCyDemMaGxsH9doAgMvlwhdffIGysjLceeedAAC/3w8hBKxWK9577z1ceumlg97ncDjgcHDSmF4x7TV00pATe2jUgVsghKazx4sTZ7oAcMhJLYoyk/Dp0dO6mkcTUg+N3W5HaWkpNm3aFPT6pk2bsHDhwkHHJycn48svv8Tu3bvln9WrV2Pq1KnYvXs3LrjggrGVnjSpuLeFVtvaDVe3R+HSqF/Qhn5s3apCERfXC8mRxg45wymdGU6q0JfppJ86HFIPDQDcd999uOmmmzB//nwsWLAA//M//4Pq6mqsXr0aQGC46OTJk/jd734Hs9mMmTNnBr0/MzMTTqdz0OtkHCnxNmQmOdDocuNwYzvmThqndJFUjRv6qY/UyyhttJrgCPlWaijyKtfMcFKNvvWU9NNDE/JVuGLFCjQ3N+PRRx9FXV0dZs6ciY0bNyI/Px8AUFdXd9Y1aYiKshLR6HKjsoEBzdn0DTcxw0ktxvWupdLUHgjK5+SlKl0kVavgopCqI/0tpEyneLv2g/KwJgXfcccdOHbsGNxuN3bu3ImvfOUr8u9eeuklfPTRR8O+9+c//zl2794dzteSjjBLZPSY7qpOxTqcVBkth1mHVSctwS5nOullcjv3ciJFFHP5+FGrbGB2iBqxDo9ehbyoHuuwmugt45QBDSlCr0tvRwM39FOnKdwCYVQ6e7yoOc0MJzUq1tk8GgY0pIgiZjqNCjf0Uy9utDo60nBGOjOcVKdIZ3WYAQ0pQsp0AthlPxIpw4kb+qmP1NvAjVZHxh5G9dLbRqsMaEgxUgv3sE5aB9HAdFf16r/Rql4mVUZDJTOcVKtIZxutMqAhxehx6e1IY+tW3Yp01sKNBnkfMgblqpOms41WGdCQYuTUbR1cSNHCDf3Ujdt4nJ3cy8g6rEryZsE6uA8zoCHFMNPp7KSbDFO21Ulvaa+R1uHuv4cT67Aa6ek+zICGFCO12OqY6TSk4AwndterkTwPTAet22g4cirw75KRaEdaArftUKMpOtpolQENKSYlzoasZGY6DedwYyDDiemu6iXNC2Gm09DkOWDsYVStYh1ttMqAhhQlj9/qoHUQaVKLaQonU6pW/0wn1uHB5FWu2cOoWgM3WtUyBjSkKM5BGB439NOGvjkIrMMDcUKw+o3rt8aV1odOGdCQoqb23ugO1bN1O1BFvRTQsHWrZlLAeZB1eBB5Y1X2MqqaXjZa1f5+4aRp03KSAQAH6toghIDJZFK4ROqxv7YNADA9N1nhktBI+upwq8IlUZczHT042RLIcJrGOqxqN16Qj2Uzs3FeQZrSRRkTBjSkqKnZSbCYTTjd0YP6tm7kpMQpXSRVOOVyo9HlhskElGTzYaBmM3of1gdqGZT3d6AuEJBPSotHstOmcGloJFfNzlG6CBHBISdSlNNmwZTxge7O/SfbFC6NeuyvDbT2CzMSkOBgu0PNijKTYLOY0Nbdt+YK9dXhGeydoRhhQEOKk2540hAL9bVuZ+SmKFwSOhu71SzPo5Ee4tR3PTOgoVhhQEOKmy4HNHwYSOT5Mzl8GGgBg/LB+gIaBuUUGwxoSHHSDY8Pgz4H2LrVFNbhYF09PhztXSWYdZhihQENKU7qoTnZ0oWWzh6FS6O8drcXVU0dAPgw0IoZ7GUMUl7fBr8AMhIdyEx2Kl0cMggGNKS4lDgb8tIC2U0H2MJFee/8mexkJ7c80IhpOckwmYCGNjea2t1KF0dxnD9DSmBAQ6owIyfQZS9NhjUyKaDh+jPakeCwojA9AQCDcoB1mJTBgIZUYWq2fnZ8HStp1eSSbC4XryWsw30qWIdJAQxoSBW4p1MfaU8gbuinLdLO20bf00kI0beHE3fZphhiQEOqIK3jcbixHUIIhUujHCGEvCklHwbaIm3AWNlo7B6aUy432rq9MJuAyeMTlC4OGQgDGlKFgvQEWM0mtLu9qGvtVro4imlq70FLpwdmEzCFG/ppihSUVzYYOyiXelkL0hPgtFkULg0ZCQMaUgW71YzCjEBrzshzECp7z31SWjwfBhpTkBEPi9kEl9uL+jbjBuXS9cuAnGKNAQ2pRv8WrlHJcw+yONykNQ6rBQXp8QCMXYcrGwPnXsw6TDHGgIZUQ2rRGbmHpqL3YVDE1q0mSQ9xI9fhSjkoZx2m2GJAQ6ohPwwaDdy67X0YsHWrTUUG72Xsn+HEOkyxxoCGVKO4t0V3uMFlyEmVgYcBU7a1TOpZqzBoplNjvwwnaU4cUawwoCHVKMhIgM1iQkePD7UGzHQ61e5Ga1cgw+mc8QxotEhefsCgmU6VzHAiBTGgIdWwWcyYnBF4kB804BYIB+sCrfp8Pgw0q7A3KHe5vTjZ0qV0cWLuYH3gumUPIymBAQ2pynR512LjBTTSOXP/G+2yW82Y0rsgopHr8IzcFIVLQkbEgIZUZYYc0LQqXJLYk86ZOxRr2wxDB+Wsw6QcBjSkKkbuoTnA1q0uSA/zAwYLyrs9Phw51QGAdZiUwYCGVGV6TuBhcOJMF1q7PAqXJnY63F5UNUsPA7ZutUx6mB8wWFB+qN4Fn18gPcGOrGSH0sUhA2JAQ6qSGm/HhNQ4AMZ6IBysb4MQQFayAxmJfBho2bScwBya2tZunOnoUbg0sdN/DpjJZFK4NGREDGhIdYw4j0Z+GOSwd0brkpw25PdugWCkoVPpeuWkdlIKAxpSHSN22e8/yfkzemLkoJx1mJTCgIZUx4hZIvvrmB2iJ9JD3Sh12OcX8ho0rMOkFAY0pDozJgRuiIdPtaPb41O4NNHn8flRUR9YYZWtW32YbrAemqOn2tHt8SPebkFhOrc8IGUwoCHVyU52Ii3BDp9f4FC9/vfEqWxoR4/PjySnFXlpcUoXhyJA6qU42tSBzh6vwqWJPqknalpOMsxmTggmZTCgIdUxmUzy5FgjdNnLkylzmB2iF5lJToxPckAIoLxO/0E5F9QjNWBAQ6pkpEmVnEypT0ZaYK+vDjOgIeUwoCFVkuYgHDDAJpXSOfJhoC8zDFKHhRD96jCDclIOAxpSJenGeLAusPqoXvn9AuVS63YCAxo9MUqmU21rN1o6PbCaTdxlmxTFgIZUqTAjAXE2C7o8PlQ1tStdnKipOdMJl9sLu9WMc8bzYaAnUg/NwXoXPD6/wqWJnv0nA0NqRVlJcFgtCpeGjIwBDamSxWySl5DXcwtXOreS7CTYLLwc9SRvXDySHFb0eP04ckq/QTnnz5Ba8A5KqmWELvv+GU6kL2azCdOkbL2Teq7D3LaD1IEBDamWNDF430n9ZonsO8nWrZ7JdVjHmU5M2Sa1YEBDqjVnYioAYE9Niy4nBvv9ArtrWgAAc/JSFS0LRce5vX/XsuoWRcsRLfWt3ahr7YbZBMycwAwnUhYDGlKtqdlJSLBb0NHjQ0WD/hYnO9rUgdYuD5w2szw0Qfoyb9I4AIFeDD1u47Gr+gwAoCQ7GQkOq8KlIaNjQEOqZTGb5J4L6capJ9I5zZ6QygnBOpWXFoeMRDs8PqHLRSJ3HQ/U4Xn5qcoWhAgMaEjlpBburuMtyhYkCsp6A5q5fBjolslkwlwd12EpKJeuUyIlMaAhVZNafmV67KHpfcDxYaBvclCuszrs9vrkSe2sw6QGYQU0zzzzDAoLC+F0OlFaWootW7YMe+ybb76Jyy+/HOPHj0dycjIWLFiAv/3tb2EXmIxlbl7gRnm0qQNnOnoULk3ktHV7UNEYmBfEh4G+zZuUCiAQ0Aihn8nt+2vb0OPzIy3Bjvz0eKWLQxR6QLNhwwbcc889eOihh1BWVobFixdj2bJlqK6uHvL4jz/+GJdffjk2btyInTt34pJLLsHy5ctRVlY25sKT/o1LsGNyRgIAoKxGPy3cPTUtECIwx2J8kkPp4lAUzZ6YCqvZhIY2N2pbu5UuTsTI82cmpXKXeFKFkAOaJ554AqtWrcKtt96KadOm4cknn0ReXh6effbZIY9/8skn8c///M8477zzUFRUhMceewxFRUX4y1/+MubCkzHocQ4Ch5uMI85ukbPYpCBAD6RU9Lmsw6QSIQU0PT092LlzJ5YuXRr0+tKlS7F9+/ZRfYbf74fL5UJaWtqwx7jdbrS1tQX9kHFJ82j0NAeBkymNpf+wk16wDpPahBTQNDU1wefzISsrK+j1rKws1NfXj+ozfvWrX6GjowPXXXfdsMesXbsWKSkp8k9eXl4oxSSdkW6Yellgz+8X8iRnPgyMYV6+NDG4RdmCREhdaxfqWrt7l1bggnqkDmFNCh44XiqEGNUY6iuvvIKf//zn2LBhAzIzM4c9bs2aNWhtbZV/ampqwikm6URxVhISHVZ09PhwqF77C+wdbWpHW7cXTpsZJb0bcJK+SYHrAZ0ssCcNmZZkJyHezgX1SB1CCmgyMjJgsVgG9cY0NjYO6rUZaMOGDVi1ahVee+01XHbZZSMe63A4kJycHPRDxtW/FaiHLnvpYTB7IhfUM4qJ4+KQkeiAxyd0sTcZh5tIjUK6m9rtdpSWlmLTpk1Br2/atAkLFy4c9n2vvPIKbrnlFvz+97/HVVddFV5JydD0tJYHHwbGYzKZdDWPRq7DXBSSVCTk5uF9992HF154AevXr0d5eTnuvfdeVFdXY/Xq1QACw0U333yzfPwrr7yCm2++Gb/61a9w4YUXor6+HvX19Wht1X4rhWJHevjrYZO/voAmVdmCUEzJ82g0nq3n9vqwnwvqkQqFPPi5YsUKNDc349FHH0VdXR1mzpyJjRs3Ij8/HwBQV1cXtCbNf//3f8Pr9eIHP/gBfvCDH8ivr1y5Ei+99NLYz4AMYW7vw7+qqQOnO3qQlmBXtkBhauv2oLKxHUDfA46MoX8v42jnHarRvpOBBfXSE+yYlMYF9Ug9wprNdccdd+COO+4Y8ncDg5SPPvoonK8gCpIab8fk8Qk4eqoDZdVn8NVpI8/ZUqvd1YEF9SalxSMjkQvqGcnsiSmwmk1odLlxsqULE8dpMxiQ9yCbNE6zQRnpE2ckkmboYR4Nh5uMy2mzYHpu7wJ7Gh465fwZUisGNKQZeth5W3qQcbjJmPrqsIaDcq5yTSrFgIY0Q2oR7jnRAq/Pr2xhwsAF9UiaC6bV3eNrW7pQ3xZYUG/2RC6oR+rCgIY0oygzsMBeZ48Phxq0t8DekVPtcHV7EWezoCSbC+oZkRTI7q9t0+QCe9Jw07QcLqhH6sOAhjTDYjbh3LxUANqcg7Czd5hh9sQUWLmgniFNHBfYXd3rF9h7QntLV+w8zh5GUi/eVUlTpMm0ZRqcg9A3mZIPA6PS+gJ78hwwBjSkQgxoSFPm5ms304kPAwK0OzG42+PDgdpArxLrMKkRAxrSlHl5gRvpseZONLe7FS7N6LV2enC4d0G9uUzZNrT+O28LoZ3d4/edbIXHJ5CRaEdeWpzSxSEahAENaUpKvA3njE8AoK1tEMpqAq3x/HQuqGd0syYEFthranfjxJkupYszaru4oB6pHAMa0pxSDQ47cbiJJE6bBTMmaG/3eGn9mVLOASOVYkBDmqPFFYPLuEIw9SNPDNbIPBohBHeJJ9VjQEOaI81B2FPTqokF9vx+gd29PTRz+TAg9A/KW5QtyCidbOlCo8sNKxfUIxVjQEOaM2V8IpKcVnR5fDhYr/4F9iob2+FyexFv54J6FCAF5eV1bejqUf8Ce1LgNT03GU6bRdnCEA2DAQ1pjrnfAntaWEJe6qrngnokyU1xIitZWmCvReninNUuLqhHGsC7K2mSlrrs+TCggQIL7GmnDpfJGU6pyhaEaAQMaEiTpEyLz6tOq34tjy8Y0NAQpDq849hphUsysg63F/tr2wCwDpO6MaAhTSrNHwebxYSTLV2oPt2pdHGGdeJMJ6qaOmA2AedPTlO6OKQiF05OBwB8drQZHhVPbv+86jS8foG8tDjkpcUrXRyiYTGgIU1KcFjljKEtlU0Kl2Z42w83AwDm5KUi2WlTuDSkJtNzkjEu3oaOHh/21LQoXZxhbT0cuL4WTclQuCREI2NAQ5q1uPcGu+2wegOaLb1lW8yHAQ1gNpuwsLdeqDko39pbtotYh0nlGNCQZl1UFLjBbj/SDJ9fffNo/H6B7Yf5MKDhqT0ob3R141CDCyYTsPAc1mFSNwY0pFmzJ6QgyWlFa5cH+062Kl2cQcrr29Dc0YN4u4UL6tGQpEC3rKYFrm6PwqUZTAq0ZuQmIy3BrnBpiEbGgIY0y2oxY0HvxMqtKmzhSg+DCwrTYLfyUqPB8tLiUZAeD59f4LOj6st22loZmAO2aMp4hUtCdHa8y5KmLeoddtqqwjkIWzj3gEZBqh9qC8qFENh6+BQATggmbWBAQ5om3Wh3Hj+jqiXkuz0+eX2RxUVs3dLwFqk0oDlyqh0NbW7YrWbML+CQKakfAxrStMKMBOSmONHj8+NzFS1Qtqv6DLo9foxPcqA4K1Hp4pCKLTwnAyYTcLixHfWt3UoXRyb1ep5fkMb9m0gTGNCQpplMJnnYSU2ZItLDYNGUDJhMJoVLQ2qWEm/D7AmBHazV1EuzlRl6pDEMaEjzLlLhWh7b+DCgEKgtKPf4/Pj0qDRkyjpM2sCAhjRPChrK69rQ1O5WuDRAS2cP9vamkXMyJY1G/4nBatibbE9NC9rdXoyLt2F6TrLSxSEaFQY0pHkZiQ5M673pqqGF+8mRZggBTMlMRHaKU+nikAaU5o+D02bGKZcbFQ3tShdHHm5aOCUDZjOHTEkbGNCQLixWUZc9976hUDmsFpxfqJ41lbaxDpMGMaAhXZC77CuV77JnQEPhWDSlN6CpPKVoOdrdXpRVtwBgHSZtYUBDunB+QRrsFjNqW7tR1dShWDlqTnfieHMnLGYTLjwnXbFykPZIq/F+VnUaPV6/YuX47GgzvH6B/PR45KXFK1YOolAxoCFdiLNbUJofWPxLyS576bvn5qUi0WFVrBykPSXZSUhPsKOzx4ey6jOKlYMrXJNWMaAh3VDDNghcu4PCZTab5Hqj5Fww6bsXsw6TxjCgId2Qxvs/OdIMry/2XfZ+v8B26WHAtTsoDFId3qJQQFPf2o3KxnaYTMACDpmSxjCgId2YOSEFqfE2uNxe7DgW+y77spozONPpQaLDijl5qTH/ftI+qZdxT00LTrliv6bSBwcbAQCzJ6QgNd4e8+8nGgsGNKQbFrMJl0/LAgBs/LIu5t//9t56AMBl0zJhs/DSotDlpsZhzsQU+AXwt/31Mf9+6br52sycmH830Vjxrku6ctXswI34nX318Pljl77t9wv5YXDV7NyYfS/pz5WzAnX47b2xDcqb293YfiQw1HXVLAY0pD0MaEhXLpqSgZQ4G5ra3fi8Kna7b5fVnEF9WzcSHVbOn6ExkQKaz6qaYzrs9Lf9DfALYNaEFExKZ7o2aQ8DGtIVm8WMK2YEhp3e/rI2Zt/7197W9OXTs+C0WWL2vaQ/eWnxmJOXCr8A3o3hsJN0vUi9nERaw4CGdEca8nl7bx26Pb6of1+P1y8HNFeyq54i4Ou99ejNXSdi8n21LV345EgzAA43kXYxoCHdueicdExIjcOZTg/+WHYy6t/35z21OOVyIyvZgSXF46P+faR/35ibC7vFjLLqFuyKwSJ7L20/Br8AFkxO5+rApFkMaEh3rBYzvndRAQDgha1VUd3bSQiBF7YcBQDcsrAQdisvKRq7zCQnvnFuoKdx3ZaqqH5Xu9uLVz6rBgDc9pXCqH4XUTTx7ku6dN15eUh0WHG4sR2bK6K32d/2I804WO9CnM2CG86fFLXvIeNZtTgQXLyzrw41pzuj9j2v7aiBy+3F5PEJuLg4M2rfQxRtDGhIl5KdNlx/Xh4A4H8/OR6175E++9vzJyIl3ha17yHjKclOxuKiDPgF8Mrn1VH5DiEE/u+zQB3+/kWFMJtNUfkeolhgQEO6dV1vQPNx5Sm0dnki/vkdbi8+PBRYWXVF73cRRdJ18wP16u0v66IydFpe58LRUx2wW8345twJEf98olhiQEO6VZyVhKLMRHh8Au8faIj45//9YCPcXj8K0uMxPSc54p9PdGlJJhxWM443d2J/bVvEP19aDPLi4vHcHZ40jwEN6Zq86moUtkJ4e2/fuh0mE7vqKfISHFZcWhKY1xLpOiyEkD+Ta8+QHjCgIV2TbtRbIjzs1OH24qNDgcnGV83iVgcUPVIdfntvZIedyutcqGrqgMNqxld790Aj0jIGNKRr/Yed3orgImV/2l0Lt9ePwowETMtJitjnEg10aUkmnDYzqk934tOjkdvO47UvagAAF0/lcBPpAwMa0r3vXpgPAPjlexU42dI15s+rb+3G2nfKAQA3XjCJw00UVfF2K741dyIA4MG3vkRXz9hXv955/Ax++8kxAMANF+SP+fOI1IABDenedy/Mx/z8cWh3e3H/H/aOqdteCIE1b+6Fq9uLOXmpuGVhQeQKSjSMB5aVIDvZiaqmDvzyvUNj+qxujw8/eX0PhACumTeBq1uTbjCgId2zmE34xT/MhsNqxtbDTfjgYGPYn7X1cBM+PHQKdosZv/yH2bBaeAlR9KXE2bD2mlkAgBe3VaG6OfyF9v7v0+M42tSBzCQHHv76jEgVkUhxvBuTIUwen4iVvb0p67aGv5T8C73L0N9wwSQUZXHuDMXOJSWZ+ErxePgFsH5beHXY6/PjxW3HAAD3XFbMxSBJVxjQkGGsXFgAi9mE7Ueasb+2NeT3VzS4sLniFEymwKqqRLF266JAvXvti5qwsvbe3V+Pky1dSE+w45p5XEiP9IUBDRnGhNQ4eV2a//n4aMjvf773PVdMz8akdO5ITLG3uCgDU7OS0Nnjw/99GtqWHj6/wPO9PYzfvTAfTpslGkUkUgwDGjIUqYX7p921+NFre9DZ4z3re7p6fLj/D3vx+s5A2re0aSBRrJlMJrn+/fK9Q3jy/Qr4/Gef5H7K5cbN6z/DnpoW2K1mOfOPSE/CCmieeeYZFBYWwul0orS0FFu2bBnx+M2bN6O0tBROpxOTJ0/Gc889F1ZhicZqTl4qHlhWArMJeGPXCVz91DZUNLiGPf5wowvffHobNnxRA5MJ+PHSYpxXkBbDEhMFu3beRFx/Xh6EAJ58vxI3rfsMja7uYY/ffqQJV/5mC7YdbkaczYJffnsOxic5YlhiotgIOaDZsGED7rnnHjz00EMoKyvD4sWLsWzZMlRXD70bbFVVFa688kosXrwYZWVlePDBB3H33XfjjTfeGHPhicKxesk5+P1tFyIzyYHDje24+qmteO2LmkHp3G/sPIHl/7UNhxpcyEh04P9WXYA7Ly1SqNREARazCY9fOxu/XjEH8XYLth9pxpX/byu2HW4KOs7nF/h/71fiuy98hlMuN4qzEvHnOy/C1XO4sjXpk0mEuCjHBRdcgHnz5uHZZ5+VX5s2bRq++c1vYu3atYOOv//++/HnP/8Z5eXl8murV6/Gnj178Mknnwz5HW63G263W/7vtrY25OXlobW1FcnJ3ASQIqOp3Y17N+zGlsrAg+CyaZnISwvMjTl5pgvv9W5oufCcdDx5/bnITHIqVlaioRxubMcPXt6FQw0umEzAt+ZOQEpcIHNp38lW7Dh2BgBw3fyJeOTqmYizc94MxVZbWxtSUlJi8vwOab3rnp4e7Ny5Ew888EDQ60uXLsX27duHfM8nn3yCpUuXBr12xRVXYN26dfB4PLDZBqcNrl27Fo888kgoRSMKWUaiA7/93vl4dvMR/Oq9Q3i/PHh9GrMJ+OFXi3HnpVNgMXM1YFKfKZmJ+NOdF+GRv+zHK5/X4M1dJ4N+H2ez4N+/NRPXzJuoUAmJYiekgKapqQk+nw9ZWcEbmWVlZaG+vn7I99TX1w95vNfrRVNTE3JyBu/yumbNGtx3333yf0s9NESRZjab8INLpuCiKRn4e3kD/L0dlmaTCZeUZGLepHEKl5BoZE6bBWuvmY2l07PxxfG+vZ5sFjOunpOLyeMTFSwdUeyEtSPZwL1rhBAj7mcz1PFDvS5xOBxwODhpjWLn3LxUnJuXqnQxiMJ2SUkmLinJVLoYRIoJaVJwRkYGLBbLoN6YxsbGQb0wkuzs7CGPt1qtSE9PD7G4RERERIOFFNDY7XaUlpZi06ZNQa9v2rQJCxcuHPI9CxYsGHT8e++9h/nz5w85f4aIiIgoVCGnbd9333144YUXsH79epSXl+Pee+9FdXU1Vq9eDSAw/+Xmm2+Wj1+9ejWOHz+O++67D+Xl5Vi/fj3WrVuHH//4x5E7CyIiIjK0kOfQrFixAs3NzXj00UdRV1eHmTNnYuPGjcjPD6w8WVdXF7QmTWFhITZu3Ih7770XTz/9NHJzc/Gb3/wG1157beTOgoiIiAwt5HVolBDLPHYiIiKKjFg+v7mXExEREWkeAxoiIiLSPAY0REREpHkMaIiIiEjzGNAQERGR5jGgISIiIs1jQENERESax4CGiIiINC+s3bZjTVr7r62tTeGSEBER0WhJz+1YrOGriYDG5XIBAPLy8hQuCREREYXK5XIhJSUlqt+hia0P/H4/amtrkZSUBJPJFLHPbWtrQ15eHmpqanS9pQLPU1+McJ5GOEeA56knRjhHIPTzFELA5XIhNzcXZnN0Z7looofGbDZj4sSJUfv85ORkXVdACc9TX4xwnkY4R4DnqSdGOEcgtPOMds+MhJOCiYiISPMY0BAREZHmGTqgcTgcePjhh+FwOJQuSlTxPPXFCOdphHMEeJ56YoRzBNR9npqYFExEREQ0EkP30BAREZE+MKAhIiIizWNAQ0RERJrHgIaIiIg0jwENERERaZ5qA5pnnnkGhYWFcDqdKC0txZYtW0Y8fvPmzSgtLYXT6cTkyZPx3HPPDTrmjTfewPTp0+FwODB9+nS89dZbIX+vEAI///nPkZubi7i4OFx88cXYv39/0DFutxt33XUXMjIykJCQgKuvvhonTpzQzHl6PB7cf//9mDVrFhISEpCbm4ubb74ZtbW1QZ9x8cUXw2QyBf1cf/31mjlPALjlllsGncOFF14YdIzW/54ABp2j9POf//mf8jGj/XsqcY4ff/wxli9fjtzcXJhMJvzxj38c9Bl6uDbPdp56uTZH8/eM5LWp1nOM5HWp1HmuXbsW5513HpKSkpCZmYlvfvObOHToUNAxkb42hyVU6NVXXxU2m008//zz4sCBA+KHP/yhSEhIEMePHx/y+KNHj4r4+Hjxwx/+UBw4cEA8//zzwmaziT/84Q/yMdu3bxcWi0U89thjory8XDz22GPCarWKTz/9NKTvffzxx0VSUpJ44403xJdffilWrFghcnJyRFtbm3zM6tWrxYQJE8SmTZvErl27xCWXXCLmzJkjvF6vJs6zpaVFXHbZZWLDhg3i4MGD4pNPPhEXXHCBKC0tDSrPkiVLxG233Sbq6urkn5aWFk39PVeuXCm+9rWvBZ1Dc3NzUHm0/vcUQgSdX11dnVi/fr0wmUziyJEjIf09lTrHjRs3ioceeki88cYbAoB46623Bn2XHq7Ns52nXq7N0fw9I3VtqvkcI3VdKnmeV1xxhXjxxRfFvn37xO7du8VVV10lJk2aJNrb2+VjInltjkSVAc35558vVq9eHfRaSUmJeOCBB4Y8/p//+Z9FSUlJ0Gu33367uPDCC+X/vu6668TXvva1oGOuuOIKcf3114/6e/1+v8jOzhaPP/64/Pvu7m6RkpIinnvuOSFE4IZjs9nEq6++Kh9z8uRJYTabxbvvvquJ8xzK559/LgAEXRxLliwRP/zhD4d9T7jfF8vzXLlypfjGN74xbNn1+vf8xje+IS699NKg10bz91TqHPsb6uGgl2vzbOc5FC1em/2NFNBE4tpU8zkOFO51KYQ6zlMIIRobGwUAsXnzZiFE5K/NkahuyKmnpwc7d+7E0qVLg15funQptm/fPuR7Pvnkk0HHX3HFFfjiiy/g8XhGPEb6zNF8b1VVFerr64OOcTgcWLJkiXzMzp074fF4go7Jzc3FzJkzg8qv5vMcSmtrK0wmE1JTU4Nef/nll5GRkYEZM2bgxz/+MVwuV9DvtXCeH330ETIzM1FcXIzbbrsNjY2N8u/0+PdsaGjA22+/jVWrVg363Uh/T6XOcTT0cG2GS2vXZijGem1q4Rwl4V6XgLrOs7W1FQCQlpYGILLX5tmobrftpqYm+Hw+ZGVlBb2elZWF+vr6Id9TX18/5PFerxdNTU3IyckZ9hjpM0fzvdL/DnXM8ePH5WPsdjvGjRs3YvnVfJ4DdXd344EHHsANN9wQtLvqjTfeiMLCQmRnZ2Pfvn1Ys2YN9uzZg02bNmnmPJctW4Zvf/vbyM/PR1VVFf7lX/4Fl156KXbu3AmHw6HLv+dvf/tbJCUl4Zprrgl6/Wx/T6XOcTT0cG2GQ4vX5mhF4tpU+zn2F+51qabzFELgvvvuw6JFizBz5kz5e6T3DfycUK/Ns1FdQCMxmUxB/y2EGPTa2Y4f+PpoPjNSxww03DFqPk8gMAnx+uuvh9/vxzPPPBP0u9tuu03+/zNnzkRRURHmz5+PXbt2Yd68eWF930jHD3w9Eue5YsWKoHOYP38+8vPz8fbbbw+6sYym/Go9z/7Wr1+PG2+8EU6nM+j10f49lTrH0dDDtTlaWr82zyaS16Zaz7G/sV6X4ZQp0ud55513Yu/evdi6deuovivca3M4qhtyysjIgMViGRSVNTY2DorwJNnZ2UMeb7VakZ6ePuIx0meO5nuzs7MB4KzH9PT04MyZMyOWX83nKfF4PLjuuutQVVWFTZs2BbUAhzJv3jzYbDZUVlZq6jz7y8nJQX5+vnwOevp7AsCWLVtw6NAh3HrrrcP+G0gG/j2VOsfR0MO1GQotX5vhCufa1Mo5juW6BNRxnnfddRf+/Oc/48MPP8TEiRODvgeIzLV5NqoLaOx2O0pLS4O60wBg06ZNWLhw4ZDvWbBgwaDj33vvPcyfPx82m23EY6TPHM33St1+/Y/p6enB5s2b5WNKS0ths9mCjqmrq8O+ffuCyq/m8wT6bpiVlZV4//335Qo+kv3798Pj8SAnJ0cz5zlQc3Mzampq5HPQy99Tsm7dOpSWlmLOnDnD/htIBv49lTrH0dDDtTlaWr82wxXOtamVcxzLdQkoe55CCNx5551488038cEHH6CwsDDo+Ehem2c16unDMSSln61bt04cOHBA3HPPPSIhIUEcO3ZMCCHEAw88IG666Sb5eCn97N577xUHDhwQ69atG5R+tm3bNmGxWMTjjz8uysvLxeOPPz5s+utw3ytEIP0sJSVFvPnmm+LLL78U3/nOd4ZMP5s4caJ4//33xa5du8Sll146Ymqo2s7T4/GIq6++WkycOFHs3r07KF3Q7XYLIYQ4fPiweOSRR8SOHTtEVVWVePvtt0VJSYmYO3euZs7T5XKJH/3oR2L79u2iqqpKfPjhh2LBggViwoQJuvp7SlpbW0V8fLx49tlnxUCj/XsqdY4ul0uUlZWJsrIyAUA88cQToqysbNCSClq/Ns92nnq5Ns92npG8NtV6jpJIXJdKnuc//dM/iZSUFPHRRx8F1cfOzk75mEhemyNRZUAjhBBPP/20yM/PF3a7XcybN09OARMikM63ZMmSoOM/+ugjMXfuXGG320VBQcGQleP1118XU6dOFTabTZSUlIg33ngjpO8VIpCC9vDDD4vs7GzhcDjEV77yFfHll18GHdPV1SXuvPNOkZaWJuLi4sTXv/51UV1drZnzrKqqEgCG/Pnwww+FEEJUV1eLr3zlKyItLU3Y7XZxzjnniLvvvnvQOhFqPs/Ozk6xdOlSMX78eGGz2cSkSZPEypUrB/2ttP73lPz3f/+3iIuLG3INi1D+nkqc44cffjhkfVy5cqV8jB6uzbOdp16uzbOdZ6SvTTWeoyRS16VS5zlcfXzxxRflYyJ9bQ7H1FsgIiIiIs1S3RwaIiIiolAxoCEiIiLNY0BDREREmseAhoiIiDSPAQ0RERFpHgMaIiIi0jwGNERERKR5DGiIiIhI8xjQEBERkeYxoCEiIiLNY0BDREREmvf/AT4T9VQBgRNtAAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# comples unsigned 8\n",
"#scale\n",
"sample_cu8 = np.divide(sample_cu8,255)\n",
"xf = np.linspace(0.0,1.0/(SAMPLE_TOTAL*2),SAMPLE_TOTAL)\n",
"plot.plot(xf,sample_cu8)\n",
"plot.title(\"Signal cu8\")\n",
"plot.show()"
]
},
{
"cell_type": "markdown",
"id": "047a4c64-aa96-47fb-858d-936e833754f0",
"metadata": {},
"source": [
"## Draw signal s16/c16 and u16/cu16"
]
},
{
"cell_type": "code",
"execution_count": 118,
"id": "a7ecc2a6",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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IpRNIGc+vO4TDrd3ISnLgV/86c9RLVcwqmoAfLKgAADzy9h6093iiWUwCYBIaeFzv7OxESkoKOjo6kJycrHRxokIIgRtf+BQbDrbhsinZeGFxddif8es1+/Cb9/YjJ9mJ974/f8ShJ6Jo6PX4cdnja3GsvRe3XzwRP7y8MuzP+Pf/bwve2tmIc0vS8Npt53OdI4qp+hM9+PKv16LPG8Bv/u1sfPXs/LDe7/UHcNWT67GvqQvfPL8ID3/trCiVVDui+fvNvZBU4p81zdhwsA0OqxkPXD11TJ/x7xdNRGFaHBo7+/C7dYciXEKi03vx48M41t6LvBQnbr940pg+4yf/MhVxNgs+qz2Bt3ayJ5Fi69F39qLPG8B5pWn4ysy8sN9vs5jx0FenAwBe/rQO+5pcZ3gHjQcDGBUQQuA37+0DAHz7wtIhszVGy2mz4L4rpgAI/ph09DIbnmKjy+3D8+uDQfOPrqgc9dDRqfJT4/CdecGEySff249AQPUdxKQTB5pd+L8vgmtu/fTqqWPu/Tu/LB2XT8uGEMB/v38gkkWkUzCAUYEP9jZj57FOxNst+M68MyeMnc7C6Tkoz06Eq8+H/9lQG5kCEp3BHzbWor3Hi7KMBFw9hifXgb59YSkSHVbsaXTh3d1NESoh0en99/sHIASwYGo2puWNb3XzOy+dDAD4vy+O40BzVySKR8NgAKOwYO9LMEq/aU4x0hLsZ3jH6ZnNJtxxSfDLs/Kjw1yTgKKu2+3DC6Hk8+9dMmnEKdOjlRpvx81zSwAEe2E0kKZHGnewpQv/2B7sfZGCj/GYlpeCL08N9sI89f7+cX8eDY8BjMI2HzmJ7fXtcNrM4+59kVx5Vi4mZiago9eLv2zhdD6Krte3HsOJbg+K0+PHlDcwnFsuLEW83YLdDZ3YeHDoHkpEkfT7jw8jIIDLpmRFbG+5O0MPkv/4ooHrc0UJAxiFScM8Xzs7HxmJkdk+wWI24eYLgnkE/7vxCPMIKGqEEPhDqA7fPLcEVktkmpQJCXZcO7sAAPA/G2sj8plEw+ns8+L1z4P7yZ1uwbpwnVWQgnNL0uAPCPzx0yMR+1zqxwBGQU2dfXg7NNPipjmR3cfomln5SHJYcai1Gx8d4BYDFB0bD7Vhf3MX4u0WXFtVENHPXhT6TqzZ3YRj7b0R/WwiyaotR9Hj8WNyViLmlEV2e5vFoaHQP35WB7ePK0xHGgMYBf3x0zr4AgLnlEwYd9LYqRIcVvkH5Q98gqUo+cOG4JPlNbPzkeyM7NYgk7OTMHdiOgICePkTPsFS5AUCAv+7MVi3Fs0tifi6QwumZSM72YHWLo/8sEqRwwBGIf6AwGub6gEAN80pico5pCfY9/Y0o6GDT7AUWc2uPqypCc4Suun8kqicY1Hou/GnzfXw+gNROQcZ16eHT+BQazcSHVZ8fVZ4i9aNhs1ixo3nBdvhlz+tO8PRFC4GMAr5+EArGjv7kBpvw+XTsqNyjrLMRJxbmgYhgDe2HovKOci4/r7tOPwBgVlFqajISYrKOS6dkoWMRDtauzxYv78lKucg43r98+Akh6tn5iIxSiuX/7/qAphMwGeHT6D+RE9UzmFUDGAUIn9xZuSdccPG8bh2dn7ofMc4HZUiSprhds3syOa+DGSzmPGVmcE6vGoLg3CKnB6PD6t3NACIbh3OTYnDBRMzAEBOFqbIYACjAFefF2/vCo6HXjM78t2WAy08KxcOqxkHmrvwxdGOqJ6LjGP38U7saXTBbjHj6hm5UT2X9B1ZU9OEjh6ua0SR8e6uJnR7/ChKi0d18YSonkuqw69vPcoHyQhiAKOAt3Y2os8bQFlmAs4uTI3quZKdNlw+LQcAsOpzrglDkSH1IF46JQup8eNbfPFMpuUlozInCR5fAP+343hUz0XGIbWH18zOj/qmoVdMz0G83YIjbT3YcuRkVM9lJAxgFCCt+HjNrOh/cQDg66Hof/WOBvi5JgyNUyAg8I/QnjHRSHw8lclkks8jfXeIxqO1y42PQ8tLXDMresNHkni7FVdMDz5Isg5HDgOYGDvZ7cGG0MqiV82IzKqlZ3LhpAykxNnQ2uXBZ4dPxOScpF9b60+iqdONRIcV8ysyY3LOq0LDVJ8dPoEWlzsm5yT9endXEwICmFGQgqL0sW2eG66rQ+39WzsbubhohDCAibE1u5vgDwhMyU1GaUZCTM5ps5ixYGpwptNbOxtick7Sr9U7gvlbl03JimoC+kAFE+IxsyAFAQG8s4vradD4SMm7C6dHN39roLmT0pHktKLZ5caWOg4jRQIDmBhbHQogrgx1J8bKlWcFv6iM/mk8hBB4S2r8z4pd4z/wfAzCaTxOdHuw8VCwF/zKs2LXDjusFnx5SvBBUgqgaHwYwMRQR49XHne9MsozN051waQMJDmtaHG5sZlJZDRG2+rbcbyjDwl2C+aXx2b4SHJl6Gn5k0Mn0NbFYSQamzW7G+EPCEzLS0Zxemx6wSXSg+TbfJCMCAYwMfTeniZ4/QLl2YmYmJkY03PbrWZ8mcNINE7S9P+LK7PgtMVm+EhSlB6P6fnJ8AcE/hlaAZgoXG+FlvRfGONecAC4cHIGEh1WNHT0YfvR9pifX28YwMTQezXNACBPa461BVOD531/TzPXIqAxUUsd/meoHETh6PH45EkUStRhp80iJ76/v4d1eLwYwMSIxxfAun3BpdAvqcxSpAzzJmfAbjHjSFsPDrZ0K1IG0q4jbd040NwFq9mEL8V4+EgifXc+2t+KPi9396XwfLS/FR5fAIVpcZiUFdtecMmloTrMIHz8GMDEyKbaE3C5fchItGNmQaoiZUhwWHH+xOB28e+xC57CJPW+nFOShpS4yO48PVrT8pKRk+xEr9ePT0KJmESjJfV6XFqZHZM1uIZzUUUWTCagpqETx9u5ye54MICJEanxv7giC2azMl8coD/6f4/dlxQmufGfokwPIhBc1O6S0PnZBU/hCASEKupwWoIds4uCWxewDo8PA5gYEELgvT3BHg8lvzhAfxf8liMn0d7jUbQspB2uPi8+PRzs8VBqCFQiB+E1zOWi0dt1vBPNLjcS7BacW5qmaFmk7xADmPFhABMDh1u7caStBzaLCRdOViZ3QFKYFo+K7CT4AwJrQzk5RGfy8YFWeP0CpRkJKIvxDLpTXTApA06bGcfae7GvqUvRspB2SMHChZMzYrYA40ikB9mPDzCXazwYwMTA+v3BtV/OKUlDosOqcGkgZ8F/FCoX0ZmsC9WVWK/9MhynzYLzSoO5XOv3Mwin0ZHqykUVyvYgAkBFdhJykp1w+wLYVMvtXcaKAUwMSF+ceQr3vkjmTc4AEAys2AVPZyKEkGfQfak8Q+HSBA2sw0Rn0tnnxdb6dgDBveGUZjKZWIcjgAFMlHl8AWwMrTsgVVilnVOSBofVjMbOPhxoZhc8nd6Rth4cPdkLm8Uk93woTZrG/enhNnbB0xltPNgGf0CgLCMBhWmx2bzxTOaF6vA6DuWPGQOYKNtadxLdHj/SE+yYmpusdHEABLvgpSS2dYz+6QykHsSq4glIUMEQKABMzkpEdrIDfd4AtnBrDDqD/l5wdTxEAsGeIJMJ2NPoQnNnn9LF0SQGMFEmdQ9eODlD0enTp/pSaDiLOQR0JlKQq5YhUEDqgucTLI3OehXW4bQEO6blBR9qPzrAB8mxYAATZVKAoIZx14EuDD2JfHKoDW4fu+BpeF6/+oZAJVJ52ItIp1PX1oMjbT2wmk3yQp5qMU9+kGQdHgsGMFHU2efFjmMdAPoDBrWozElCRmKwC35bXbvSxSGV2nGsA11uH1LibJiWl6J0cQa5IPRQUNPQiRPdXNOIhrfhYDA4mFWUqopZoAPNC9XhDQc5oWIsGMBE0WeHTiAggNKMBOSmxCldnEFMJhPOLwvmwWzkkuw0Aqn35fyyNFhUNAQKABmJDpRnB9ek+ZR1mEYgtW9zJqrrIRIAZhdPgN1iRlOnG4dbuT9duBjARJH0xTm/TF3dlpI5oe5U6UeK6FTSfkNz1FqHQ+ViEE7DEULI7Zsa67DTZsGsolQArMNjwQAmiuQvjsrGXSVSYLW1rp1TUWkIjy+AzbXBGT5qfHoF+uswg3AazqHWbjS73LBbzXKgoDZ8kBw7BjBR0t7jQU1jJwDIQzVqU5aRgKwkBzz+AD7nVFQ6xfaj7ej1BpcAkIZq1Oa8UACzv7kLLS63wqUhtZGCgtlFqXDalN0+YCRSz9Anh04wDyZMDGCiJFgZgUlZichKcipdnGGZTKb+6J/dl3SK/vyXdJhM6sp/kaQl2FGZkwSgf7iLSCLnv5SpswcRAM4uSoXDakZrlxsHW7iwaDgYwESJ2nMHJHPYBU8jkOqw2qaenopBOA1HCCEnd6t1GB8AHFYLqksmAGA7HC4GMFHy2eHgBl3nqXT4SCJ1wX9xtIN5MCTz+gP4vC44rHh+qcrrcGh7g83cFI8GONzajdYuD+xWM2YWqmsJgFNJdfizWg7lh4MBTBR09nnl/JdzS9Td+JekxyM9wQ6PP4CdoTVriHYf70SfN4CUOBsmZqoz/0VSVRx8et3X1IWOHq/CpSG12BzK65tZkAKHVZ35L5LqUB3ewiA8LAxgomDLkZMQAihOj0dWsjrzXyQmk0n+AdjMRF4KkepCVfEEVW2BMZzMJAdK0oMb9Em9RkRbaqU6rO6HSCCYB2Mxm3C8ow/H23uVLo5mMICJAqkr+xyV975IpPHXzey+pJAtR4J1WApu1U76kdp8hE+wFCTVhWoN1OF4u1Xe7Jebk44eA5go2HQ4WAHPKVH/Fwfob/w/rzvJaXwEIYQczGqh8Qf6g3A2/gQAJ7s9ONgSXNlWO0E463C4GMBEmNvnx7aj7QC00wMzPT8ZdqsZJ7o9XM6acPRkL5pdbljNJswsTFW6OKMiBVrb6tvh9QcULg0pTQoCJmYmYEKCXeHSjE7/UD57EUeLAUyE7TjaAY8vgIxEO0ozEpQuzqg4rBbMyA9m6TMPhqTGf1p+imoX/zrVxMxEJDut6PMGsPt4p9LFIYVtqevP4dIKqRexpsGFbrdP4dJoAwOYCBuY/KjWxb+GUyV1wTMPxvC0lDsgMZuZjE79tshDoNroBQeA3JQ45KfGwR8Q2FbfrnRxNIEBTIRt1WDkD/R/0dl9SVrLf5FUh4Zst7AOG5rHF8D20DB+lUbyECVyEM4HyVFhABNBQghsrWsHAJxdqM0vzsGWbpzs9ihcGlJKZ58Xe5tcALTb+AeXMWAyulHtPN4Bty+AtAQ7yjQyjC+RZ4QyCB8VBjAR1NDRh2aXGxazCWflq3vlx1OlJdhRlhn8snMtDePaWtcOIYCitHjV7uE1kpkFqbCaTWjqdOPoSa6lYVTS8NHsIm0N4wP9QfjWunb4AwzCz4QBTARJvS9TcpMQZ9dG8uNA1cwhMDxpJVCtDR8BQJzdgmmhBwdORTUuOYdLYz2IAFCZk4xEhxVdbh/2NrqULo7qMYCJoG31wUbzbI1MPT2VlAfDRF7jkpPQNdj4AwODcHbBG5EQQg5etRiEW8wmzCpKBcBcrtFgABNBUg/MLI3lv0hmh77w24+2w+PjWhpG4/MH5NkPWktClzAJ0tiOtPUEN3C0mDFdY8P4ktlFXNButBjARIjHF8CO0GaIUgStNRMzEzAh3ga3L4Bdx7mxo9HsaXShx+NHktOK8qwkpYszJtJT994mF1x93NjRaKQf/en5yZpZw+hU/Ym8DGDOhAFMhOxp7ITbF9y9VysL2J1q4MaOn4d6k8g4pOTtWUXq38BxJFnJThSmxUEIYHs9g3Cj+Vyjy1gMNKtoAswmaUXsPqWLo2oMYCJE6no/uzBVc5nvA80sSAUAfBFaR4GMQ/rB12oOl0Sqw9tZhw3ni6NSHdZuAJPosGJSViIA4AsG4afFACZC5PwXjQ4fSWaEfry2cyVIw5GC1pkF2swdkMgBDOuwobh9fuxpDG4jMUPjdXgGHyRHZUwBzDPPPIPS0lI4nU5UVVVh/fr1pz3+5ZdfxsyZMxEfH4/c3Fx861vfQltb25gKrFZbB3S/a5m0J1JtWw86ephDYBRdbh8OtHQB6G88tUr68ZKexskYahpc8PoF0hLsKJgQp3RxxkV6iNjOOnxaYQcwr732Gu6++24sX74cW7duxbx587Bw4ULU1dUNe/xHH32ERYsW4ZZbbsGuXbvw5z//GZs2bcKtt9467sKrxcluD2rbegAAZ2u88Z+QYEdRWjwA4Itj7coWhmJm57EOCAHkpTiRmeRQujjjMj0/BWYT0NjZh+ZO5hAYhdRbMaMgRdPD+MDgHhiuKj2ysAOYxx9/HLfccgtuvfVWTJkyBU888QQKCwvx7LPPDnv8J598gpKSEtx5550oLS3FhRdeiNtuuw2bN28ed+HVQsp/KctMQEq8TdnCRACfYI1HGm7Reu8LACQMyCHgE6xxbNNRHa7MTYLNYsLJHi/qT3BV6ZGEFcB4PB5s2bIFCxYsGPT6ggULsGHDhmHfM3fuXBw9ehSrV6+GEAJNTU34y1/+gquuumrE87jdbnR2dg76o2by8JGGE8cGYg6B8UjB6oxCbecOSJhDYDxSHdZ6DhcAOKwWTMlNBsBk9NMJK4BpbW2F3+9Hdnb2oNezs7PR2Ng47Hvmzp2Ll19+Gddffz3sdjtycnKQmpqK//7v/x7xPCtWrEBKSor8p7CwMJxixtzW0A+91hN4JeyBMZ7tcgJvqqLliBTmEBhLl9uHgzrJ4ZL0t8PtyhZExcaUxHvq+KIQYsQxx927d+POO+/ET3/6U2zZsgVvv/02Dh8+jCVLloz4+cuWLUNHR4f8p76+fizFjIlAQAyaQq0HzCEwlrau/s0Ptbp66amYQ2AsO47qJ4dLMkNeDoBB+Eis4RyckZEBi8UypLelubl5SK+MZMWKFbjgggvwwx/+EAAwY8YMJCQkYN68eXj44YeRm5s75D0OhwMOhzYq4ZETPXD1+WC3mlGRo83VS0+V4LBiclYS9ja5sP1oB748VVu7ElN4vgitIF2WkYCUOO3ncAH9OQTtoRyCovR4pYtEUdSfwJuqaDkiSeoN3XmsA/6AgEWji0tGU1g9MHa7HVVVVVizZs2g19esWYO5c+cO+56enh6YzYNPY7EEl3jWw5PRzlDjPyU3GTaLfpbVYfelcUiLZWl97YyBmENgLHrL4QKASVmJiLdb0OPxy8NjNFjYv7j33nsvXnjhBbz44ouoqanBPffcg7q6OnlIaNmyZVi0aJF8/NVXX43XX38dzz77LA4dOoSPP/4Yd955J84991zk5eVF7koUIgUwZ+UnK1ySyJIXtGP3pe7p8ekVYBBuJHrL4QKCO1NPzwvlcnFCxbDCGkICgOuvvx5tbW146KGH0NDQgOnTp2P16tUoLi4GADQ0NAxaE+bmm2+Gy+XCU089he9///tITU3FJZdcgl/+8peRuwoF7ZADGP1E/kB/EqSUQ6D1dRVoeEIIOUidqaOnV0AKyOoYhOucHnO4JDMKUvBZ7Ql8cbQD/69a3ZNZlBB2AAMAS5cuxdKlS4f9u5deemnIa3fccQfuuOOOsZxK1YQQcg/MtDx9fXEqc5Jht5iZQ6BzDR19aO1yw2I2YWquvuowcwiMQY85XBKpJ5y9iMPTT9KGAupO9KCzzwe7xYzybH0k8ErsVjOm5AavaRu/PLolNYzl2UmIs1uULUyEDcwhONDMHAK90mMOl0TqCa9pcMHjCyhcGvVhADMOO48FF9irzE2C3aq/f0p5KirHX3Vru44W/zrVoBwCBuG6pdccLgAoSotHarwNHn9A3qiS+unvVzeGpPwXvY27Srignf7pufEHmMird3rO4QKCa65J+ZXM5RqKAcw47NRpAq9kZmj8defxYA4B6YsQAjuO6rf7HejPIdjBxl+XGjv1m8MlkXK5djAIH4IBzBgJIfp7YHSWwCuZmJkIp82MHo8ftW3dSheHIuzoyV509vlgs5h0l8MlmZ4XXN5gT6MLPj9zCPRmV2gYf1Jmou5yuCTTQ0t07DrOIaRTMYAZo6Mne9HR6w02/jmJShcnKixmEypz+OXRq13HgwF4ebY+c7gAoCQ9AQl2C9y+AA62MAjXG6ldmpanr3W4BpJmuO5rYiLvqfTZasWA1PtSkZMEh1WfkT/Q3zBIP3akH0Zo/M1mk7wiL+uw/kj3dKqO63DBhDgkO63w+gX2N7uULo6qMIAZI73nv0ik6H83e2B0pz+A0XsdZi+iXhmhDptMJjlAYx0ejAHMGOl9BpJkYOOvh72rqJ/09KrnHhig/8eNPTD60t7jwbH24Aq8eu6BAfggORIGMGMwcAVevSbwSipykmAxm3Ci24PGzj6li0MR0trlRlOnGyYT5CEWvZJ+3HYzCNcV6ce8MC1OdyvwnopD+cNjADMGx9p7cbLHC6vZhIocfc7ekDhtFkzMTADQn/FP2id1RZemJyDBMaYdRTSjPDsJNosJnX0+ec8c0j55+Ein06cHGtgDE+CSFjIGMGMg9b6UZyfBadNvAq+kvwueAYxeGCH5UWK3mjE5K/igwSdY/TDKECgATMxMgMNqRrfHjyMnepQujmowgBkDaQsBaX6+3rH7Un+MkPw4EBN59UeuwwZoh60WMypzGISfigHMGNQ0GKvxZwa8/uw2wBTqgRjA6Euvx4+DLcENOo3TDrMn/FQMYMZgdyiAMUL3O9A/xnysvRftPR6FS0Pj1eX24XBrcFE3wwQw+ZyJpCd7GjsREEBGoh1ZSQ6lixMTDMKHYgATppPdHjR0BGfjVOo8gVeSEm9DwYQ4AJzGpwdSD2JOshPpicZo/KfkJsNkApo63WjtcitdHBon6Ud8al4KTCaTwqWJjWnybLoOzqYLYQATJqnxL0yLQ5JT31P3BpK/PA0MYLTOaMNHAJDosKIkPTibjkG49u1uMF4drsxJhtkEtHZ50OJiEA4wgAmbPHyk87UzTsWZSPphpNkbAzGXSz+MsA3GqeLsFkzMDO67xzocxAAmTDUNwb0o9L7416k4E0k/Bna/GwnrsD74/AHsMdhECgnr8GAMYMJk9B6Ygy3d6PP6FS4NjZXHF8C+pmAQbqSnV4DLsevFodZuuH0BJDqsKE6LV7o4McWe8MEYwITB4wvgQLMxe2Cykx1IT7DDHxDY08gdUbVqf7MLXr9ASlx/YrZRSAHb4bZudLt9CpeGxkrqfZiSmwSz2RgJvBLORBqMAUwYDjR3wesXSHJaDdf4D94Rld2XWiUPH+UmG2b2hiQj0YHsZAeE6E/GJ+2RtjQx2vAR0J/HVXeiBx29XoVLozwGMGGQGr0pBmz8gf4vDxt/7RpYh41IGvplHdaumkapDhtjGYuBUuPtyE8NPjzvZU84A5hwGDX/RTIlJ3jdexr4xdGqPXISuvEafwColAIYNv6aJIQw7EQKibT+2J5GBuEMYMJQY/AApjJX+uK4uJCSBgkh5EbP8I0/e2A0qaXLjRPdHphNkDfoNBqpHa7hgyQDmNESQsg9MEZt/MsyEmGzmNDl9uHoyV6li0Nhana5cbLHC4vZhElZiUoXRxHSd3dvowuBAINwrZF6EEsyEhBntyhcGmVUSj3h7IFhADNajZ19aA81/pOzjdn4261mTMrq74UhbZF6EMsyEuC0GbPxL8tIgN1iRrfHzyBcg4zegwgwCB+IAcwoSY3/xEzjNv4AMCVH6r5k9K81UpdzpYEbf6vFLD+A1PAJVnPk/BeD7EM3nJL0eDisZvR4/Kg70aN0cRTFAGaUdh83dv6LpD8Pho2/1kj3zCibkI6kksnomiU9OEn30IisFjPKs9kOAwxgRs3ome8SNv7aZfQZSJIpuexF1CKPL4CDLV0A+h+kjKoyh4m8AAOYUZOnUBts+fVTSQ3H4bZu9Hq4pYBWuH3+/sbfwE+vAJMgtepQa2ghUYdVXgvFqKRhYKPXYQYwo9Dj8aG2rRsAe2AyE4NbCggBeU8dUr+Dzd3wBQSSnVbkpjiVLo6ipCD8yIkebimgIXvkHK4kQy4kOtCUHE6mABjAjMq+pi4IEVyKPCPRoXRxFGUymeQgzujRv5YMnL1h9MY/I9GBzCQHg3CNqeEMJJnUA3OkzdhBOAOYUdjL5MdBOP6qPUbfQuBUlXyC1Rx5Fp3Bh0ABIC3Bjuzk4MO0keswA5hRkL44FQxgAAxYjp1JkJohNXIMwoPkXkTWYc2Q7pXRE3glzOViADMq0qZZDGCCBj69cksBbeAaMIPJvYgGfnrVkrYuN5pdbgBARTbbYWDAkhYG7glnAHMGQgjsbeLT60CTshJhMZvQ0etFY2ef0sWhM2hxudHa5YbJBJQbdBXpU/UvB9DJIFwDpIfI4vR4JDisCpdGHaawB4YBzJlIm4eZDLx52KmcNgvKMhIAGDv61wqp8S9JT0C8nY0/AEzMSoDVbEJnnw8NHQzC1a6GQ6BDDOyBMWoQzgDmDAY2/kbdPGw4Ug4Bl2NXv/4ZSGz8JQ6rRd7Q0shPsFqxh0noQ0zMDG6u63L7cKzdmPt6MYA5g72M/IfF8Vft4OyN4XE2nXb0J6GzDktslgGb6xq0DjOAOYM9TOAdljT+yplI6te/fwzr8ECcTacNPn9AzkNkL+JgRt9clwHMGXADvOFJPTCHWrvh9nFLAbXy+QM40MwtBIbDtWC0obatBx5fAPF2CwonxCtdHFXp31zXmHWYAcxp+AMC+5uCjX8FG/9BcpKdSHZa4Q8IHGrpVro4NILath54/MHGv2CCsfePOZUU0B1mEK5q0mrJk7OTYDYbexXpU0m/S0ZdUZoBzGnUtnXD7QvAaTOjKI2R/0Amk0keVjPql0cL5MY/K5GN/ymykx0MwjVAykMsz+ISAKeS1sQxahDOAOY05C9OdhIsbPyHKA99efYatPtSC6QAppyLfw3BIFwb9jczD3EkUhDuCwgcbjVeEM4A5jTkBF42/sNi469+0hAoA5jhMQhXv32hOjyZdXiIgUG4EeswA5jTkDZxZOQ/PLnxZwCjWtK9KWcdHhaDcHVz+/xyzwIfJIcntcNGrMMMYE5jL9ceOC3pi1N/otfQW7qrldvnR22o8ecWAsNjEK5uh1u74Q8IJDmt8u7LNFh/D0yXwiWJPQYwI+jx+HDkRA8A7n46krQEOzKTgo3K/mbjfXnU7nBrN3wBgSSHFTnJTqWLo0oMwtVtYB6iycQ8xOGwB4aG2NfUBSGAjEQ7MhIZ+Y9E6tbdZ8DxV7WTcgfKc9j4j4RBuLoxh+vMpH+buhM96PEYKwhnADMC5r+MDrvg1Wuf/PTK4aPTYRCuXnIOF+vwiAYF4U3GCsIZwIxAGk+syGb+y+lU5AQbFiN2X6odp1CPDoNw9drfxJmgo1Fh0DrMAGYEUuMv/UDT8DgNVb2kIREGMKfHIFyd+rx+OQ+RU6hPr9ygvYgMYEYwcPlqGpn079PscuNkt0fh0pCkz+tHbZs0A4l1+HQYhKvTgeZgHmJagh0ZiXali6NqUhDOHhhCe48HzS43gOAS7DSyRIdV3mOHT7DqITX+E+JtbPzPgEG4Og3cBoNJ6Kdn1JlIDGCGIc3eyE+NQ5LTpnBp1K/CoF8eNRvYg8jG//QYhKvTXuZwjZoUhDd1utHeY5wgfEwBzDPPPIPS0lI4nU5UVVVh/fr1pz3e7XZj+fLlKC4uhsPhwMSJE/Hiiy+OqcCx0N/4s/dlNKRVXo3WfalmUhDO5MfRYRCuPvsHLANApzc4CDfOTKSwA5jXXnsNd999N5YvX46tW7di3rx5WLhwIerq6kZ8z3XXXYf33nsPK1euxN69e/HKK6+gsrJyXAWPpn3MfA9L/zRU43xx1G4fp5+GhUG4+nAX6vAYcSaSNdw3PP7447jllltw6623AgCeeOIJvPPOO3j22WexYsWKIce//fbbWLt2LQ4dOoS0tDQAQElJyfhKHWVM4A3PwGmoQggOWagAp1CHh0G4unS7fTjW3guAdXi0ynOS8N6eZkPNRAqrB8bj8WDLli1YsGDBoNcXLFiADRs2DPuev//976iursajjz6K/Px8lJeX4wc/+AF6e3tHPI/b7UZnZ+egP7HUv/ojI//RKMtMgMVsQkevV05+JuV0u304epKNfzhODcJJWdISAJlJDkxIYBL6aBixByasAKa1tRV+vx/Z2dmDXs/OzkZjY+Ow7zl06BA++ugj7Ny5E2+88QaeeOIJ/OUvf8Htt98+4nlWrFiBlJQU+U9hYWE4xRyX1i432ro9MJmASey6HBWnzYKS9HgAnIqqBlLjn5HIxn+0GISrC1eRDt/AmUhGCcLHlMR76hDB6YYNAoEATCYTXn75ZZx77rm48sor8fjjj+Oll14asRdm2bJl6OjokP/U19ePpZhjInW9F06IR7w97BE2w5K2XGASpPK4CGP4GISrC4dAwycF4e09XrQYJAgPK4DJyMiAxWIZ0tvS3Nw8pFdGkpubi/z8fKSkpMivTZkyBUIIHD16dNj3OBwOJCcnD/oTKxw+GhsuBqYe0tPr5Cw2/uFgEK4enEIdvkFBuEHqcFgBjN1uR1VVFdasWTPo9TVr1mDu3LnDvueCCy7A8ePH0dXVnxy3b98+mM1mFBQUjKHI0cUvzthwGqp67AsNIXEj0vAwCFcP7kI9NtJ33ih1OOwhpHvvvRcvvPACXnzxRdTU1OCee+5BXV0dlixZAiA4/LNo0SL5+BtuuAHp6en41re+hd27d2PdunX44Q9/iG9/+9uIi4uL3JVEyH4GMGNSLj+9diEQMMb4q1oxf2BsGISrQ0evF42dfQC4Fle4jLYib9hJHtdffz3a2trw0EMPoaGhAdOnT8fq1atRXFwMAGhoaBi0JkxiYiLWrFmDO+64A9XV1UhPT8d1112Hhx9+OHJXESFCCHkRIAYw4SlOi4fdakav14+jJ3tRFOrKpNga3PizDofj1CDcbOZyAEqQHiLzUpxI5kroYemfiWSM5QDGlKW6dOlSLF26dNi/e+mll4a8VllZOWTYSY2aXW509HphNgUTomj0rBYzJmUmYndDJ/Y2uRjAKORAc7Dxz2XjHzYG4eogPUQyAA+fFITvb3IZIgjnXkgDSN1uJekJcNosCpdGe5gEqby9jWz8x0oKwgHjJEGqEVeRHjspCO/x+OWFAPWMAcwAHD4aHyZBKq9/Gww2/mPBIFx5nEI9doOCcAO0wwxgBmDy4/hI646w8VcOt8EYHwbhymMAMz4VBtrXiwHMAPua2fiPh9TgHGzpgtcfULg0xsRdqMeHQbiy2rrcaO3yAOAMpLEy0kwkBjAhQgh57QGunzE2+alxSLBb4PUL1LZ2K10cwznR7UFrV3AFTm6DMTYMwpUlBeCFaXFcCX2MpCDcCL2IDGBCjnf0ocvtg9VsQkk6ZyCNhclkkrPg9xjgy6M20hNXwYQ4JDjY+I9FfmocEh1WeP0ChxmEx9z+UC94OVeRHjMjBeEMYEKkxr80IwF2K/9ZxkpqePYboPtSbfbLCbxs/MfKZDLJvVdG6IJXGzn/hb3gYzawJ/xIm76DcP5Sh+znFyciBi4GRrG1lwm8EdG/Ii/rcKzta+RedONlMpnkNkBaVkGvGMCESDeaXZfjIzU8fHqNPTmBl7tQj4uUPLqPw6AxJYSQJ1JwBtL4GKUdZgATIo+9MvIfF+nptbatG31ev8KlMY7gNhjchToS5LVgmvXd+KtNi8uN9p7gSugTM9kOj4cUAO7XeR1mAAMgEOifgcQhpPHJTHIgJc6GgAgmkVFstHT1N/6cgTQ+UuNf28ogPJakHkSuhD5+RlnPiAEMgKMne9Hr9cNuMaM4jfufjIfJZJJ7sfYzhyBmpNyBYjb+45aV5ECy04qAAA616DsJUk36c7gYgI+XHIS39cDt028QzgAG/eOEZZkJsFr4TzJecvSv8/FXNekfPmLjP14mk4lbCihgP1fgjZjs5GAQ7g8IXQfh/LVG/1g3F7CLDHn8lY1/zOxnHY6oyQZazVQtuIVA5AR7wvVfhxnAYOAeSPziREI5p6HGnDTWzSnUkcGp1LE1cCV0tsORUW6AXkQGMOhvpNj9HhlSDkzdiR70eHwKl0b/Bm2DwcY/IiYbZBqqWjR09MEVWgm9NIMroUdCubwgo36DcMMHMP6AwIEW7oEUSemJDmQk2gEAB5r1++VRCzb+kScFgvUnGYTHwl6uhB5xRhjKN3xNOdLWDY8vAKfNjMIJnIEUKdJaJHqfxqcG3AYj8tITHUhPsEMIBuGxwJXQI0/6tzxyoge9Hn3ORDJ8ayd1r03KSoTZbFK4NPohT6Vm4x91TH6Mjv5hJNbhaONK6JGXkehAWigI1+uaXIYPYDh1LzqMkECmFnIOF9fPiKgKA3TBqwVXQo8O6d9Trz3hhg9g9jKAiQp5JpJOvzhqwl2oo2My1zOKCa6EHj1yO6zTLQUMH8D0T91j5B9JUlfw8Y4+uPq8CpdGvwIBMaAHho1/JElJ/VxROrq4Enr06P1B0tABjNcfwKFWrj0QDSnxNmQnOwAwhyCajrX3N/4l6Wz8I0kKwo+19zIIjyJpmHliViJXQo8wva/JZejaUtvaDa9fIMFuQX5qnNLF0R0jTONTmjS2zW0wIi8l3oaspGAQzmT06OkfxmcveKRJ/6bH2nvR5dbfcgCGbvHkGUjZSTCZOAMp0rgnUvTta2YOVzTJeyLptAteDTiRInpS4+39QbgO22GDBzBS8iMj/2jgrtTRJ6/Ay+THqJDWM9JrF7wa7OMWAlHV3xOuvzrMAAb84kSLETYTU5q8BxK3wYiKihxpPSPW4WgYuBI6h5CiQ8894ValC6Ckr56dj7zUOJxbmqZ0UXRJmhXT7HKjvceD1Hi7wiXSF26DEX3yVGoOIUUFV0KPvnId7+tl6ADmiuk5uGJ6jtLF0K1EhxX5qXE41t6LfU1dDBQjjI1/9Ek9WwzCo0P6UZ2clcSV0KNkso57wg09hETRJ68EqcMvj9L6d1Fn4x8tSU6bPEOReTCRx/yX6JPa4KZONzp69LUcAAMYiipOpY4e+emVuQNRNVnHXfBK4xTq6Ety2pCX4gSgvxV5GcBQVJUzhyBqmIQeGxU67oJXGqdQx4Ze96ZjAENRJffAcCGwiJOnULPxjyo95xAoyeML4FBLNwDugRRtep1KzQCGompSViJMJuBEtwetXW6li6MbA7fB4BBSdFXotPFXWm1bN3wBgUSHVR7ioOjQa084AxiKqji7BUWhDdq4mmnkcBuM2JGC8DYG4RE1MIeLK6FHl7yoKHNgiMLDBe0ib6/c+HMbjGgbFISzDkeM9EAjbZpJ0TMptBxAa5cHbToKwhnAUNT1T6VmF3yk9E8/5fBRLMhbCrAXMWLkZQBYh6Mu3m4dEITrpx1mAENRx6nUkSc/vTKBNybk1UyZjB4x8l50TOCNCT2uyMsAhqJu4BCSEELh0ugDd6GOLelHlkF4ZPR5/ahtC81AYh2OCT0O5TOAoagry0yAxWxCZ58PTZ36GX9VSp/XjyNtPQD49Bor0hDS3kYG4ZFwqKUbAQGkxNmQleRQujiGoMep1AxgKOocVgtK0pkEGSmHWrrhDwgkO61s/GNkYBDe7GIQPl77BqzAyyT02Bi4K7VegnAGMBQTeuy+VIo0FbIihzOQYsVps6A4FITrbS0NJXAV6dgry0yA2QR09HrRopMgnAEMxQQDmMiRfkAns/GPKW4pEDkMYGLPabOgJD0BgH4212UAQzHR332pn/FXpchTqLM4/TSWuKVA5HAKtTL6HyT10Q4zgKGYkKbwHdDR+KtS5KdXJvDGVP80VH00/krp8fhQdyKUhM4emJiS67BOhkEZwFBMlGQkwGYxodvjx7H2XqWLo1m9Hj/qTwYbf3a/x1bFgPWMGISP3YHQWjrpCXakJzIJPZbkXal1sqUAAxiKCZvFjLIM/S2kFGsHmrsgRLDxz2DjH1MMwiOjfxVpBuCxNnAqtR6CcAYwFDNy9M8u+DHbO2ADPIqtgUG4ntbSiLWBU6gptkrSE2A1m9Dl9uF4R5/SxRk3BjAUM1LSqV7GX5UgL7/Op1dFTJb39WIdHitpFh1zuGLPbjWjLDM4E0kPPeEMYChm9Db+qgQ2/sriVOrxYxCuLHk2nQ4eJBnAUMxI468HmrvgD2h//FUJbPyVNVmHy7HHUkevFw2hoQuuY6SMCh1NpWYAQzFTlBYPh9WMPm8A9aFplDR6bPyVJ+Vt7G92IcAgPGzSZpi5KU6kxNkULo0x6WlXagYwFDMWswmTsvTz5Yk1Nv7KK05PgF0Kwk8yCA/XXq7Aqzh5JpIOgnAGMBRT3FJg7Nj4K89iNmFSZiiRVwc5BLEm5V1wF3Xl6CkIZwBDMaW3paxjiY2/Okj//vubWYfDxSBceRazCRMz9bGqNAMYiik9jb/GGht/dZCnUrMHJixCCPnfjEnoyqrQSTs8pgDmmWeeQWlpKZxOJ6qqqrB+/fpRve/jjz+G1WrF2WefPZbTkg5IP76HWrrh8wcULo12sPFXD06lHpvWLg9O9nhhMkHOhSNl6GVj0rADmNdeew133303li9fjq1bt2LevHlYuHAh6urqTvu+jo4OLFq0CJdeeumYC0val58ah3i7BR5/ALVt2h5/jSU2/urBIHxspB/LkvQExNktCpfG2PQylTrsAObxxx/HLbfcgltvvRVTpkzBE088gcLCQjz77LOnfd9tt92GG264AXPmzBlzYUn7zGYTJnMmUtikf6vitHg2/grLT41DnI1BeLjkRRi5hYDipCD8YHOXpoPwsAIYj8eDLVu2YMGCBYNeX7BgATZs2DDi+37/+9/j4MGDeOCBB0Z1Hrfbjc7OzkF/SD84Eyl8/Y0/h4+UZjab+teDYR0eNS7CqB4FE/qD8CMaXpMrrACmtbUVfr8f2dnZg17Pzs5GY2PjsO/Zv38/7rvvPrz88suwWq2jOs+KFSuQkpIi/yksLAynmKRyDGDCJzf+nIGkClIOAfdEGj05CZ11WHFms0lORtfylgJjSuI1mUyD/lsIMeQ1APD7/bjhhhvw4IMPory8fNSfv2zZMnR0dMh/6uvrx1JMUinuSh0+zkBSlwpuKRAWIUT/MgCsw6owOUv77fDoukRCMjIyYLFYhvS2NDc3D+mVAQCXy4XNmzdj69at+N73vgcACAQCEELAarXi3XffxSWXXDLkfQ6HAw6HI5yikYZI3e+1rd1w+/xwWJnTcTqDGn8+varCZJ1MQ42VY+296Pb4YbOYUJKRoHRxCEBFTqgOa3hz3bB6YOx2O6qqqrBmzZpBr69ZswZz584dcnxycjJ27NiBbdu2yX+WLFmCiooKbNu2Deedd974Sk+alJPsRJLTCl9A4HBrt9LFUb1BjX86G381kALJw63d8Pi0mwQZK1KgNzEzETYLlx9TAz3sSh1WDwwA3HvvvbjppptQXV2NOXPm4He/+x3q6uqwZMkSAMHhn2PHjuEPf/gDzGYzpk+fPuj9WVlZcDqdQ14n4zCZTCjPTsKWIyexr6kLlTnJShdJ1aTGvywjEXYrG381yEl2Islhhcvtw+HWbvaMncHexuAwBYdA1UMaypOCcC22LWGX+Prrr8cTTzyBhx56CGeffTbWrVuH1atXo7i4GADQ0NBwxjVhiMp1kEAWK3Ljzx9J1TCZ+pMgmch7ZkxCV5/clGAQruWe8DGFXEuXLkVtbS3cbje2bNmCL33pS/LfvfTSS/jwww9HfO/PfvYzbNu2bSynJR3hTKTR659+yvUz1ETeE4l1+Iy4DID6mEwmTNJ4Lpf2+oxIFxjAjB4bf3WSZnFwT6TT8/kDONAS7EXkDCR10fq2GAxgSBHSj/GREz3o8/oVLo16DWr82f2uKtyVenSOnOiBxxdAnM2CgglxSheHBtD6nkgMYEgRGYl2TIi3QQjgAH8ARiQ1/k6bGYUT4pUuDg0g5cAcaetmEH4a+wZsIWA2D10vjJSj9fWMGMCQIqSZSIB2o/9Y2Ddg+IiNv7pkJjowId6GAIPw0+IijOolr8ml0SCcAQwpplwnO6JGExt/9QrORJKGkRiEj4QzkNQrM8mB1FAQfrBFe+0wAxhSTLnGM+BjgRvgqZtUh6Wp7jQUk9DVy2QyoTxLuz3hDGBIMRxCOjO58efTqyr15xCwDg+nz+tHbVtwt2P2wKhT/7YY2gvCGcCQYqQA5ujJXnS7fQqXRn0GNf58elUleRYHh5CGdailG/6AQEqcDVlJ3N9OjaTAUouLijKAIcVMSLAjM9SocSrqUFLjn+y0IjuZjb8aSUF4/QkG4cMZOARqMjEJXY3kXak1GIQzgCFFMQ9mZAOTH9n4q1Nagh0ZicHgkjORhpKT0HO4irRaSW2wFoNwBjCkqHId7IgaLZyBpA0VOdwTaSTS95pDoOqVnuhARqIdgPaCcAYwpCjpx5mN/1BSAi+TH9WNWwqMbA9nIGmCVidUWJUuABlbZejHeQ8b/yH2NHQCACpzkhUuCZ3OlFwGMMPp7PPiWHsvANZhtbvhvCJcMT0H55SkKV2UsDCAIUWVZyfBZAJaXG60drnlfAKj6+jx4nhHHwD2wKid9OO8p7FT4ZKoixTQ5aU4kRJvU7g0dDr/MiNP6SKMCYeQSFEJDiuK04J7/PAJtp/0Y5ifGoeUODb+alaenQSzCWjt8qDF5Va6OKoh9yDmsveFooMBDCluSqiBq2ngE6xEGlKThidIveLsFpRkJABgL8xANazDFGUMYEhxUhd8TQN7YCQ1zH/RlCk5DMJPxTpM0cYAhhRXmSsl8rLxl0hPr5V8etUEORmdQTgAIBAQ8pAwe2AoWhjAkOKkp9f9TV3w+QMKl0Z5/oCQ18/g06s2SHkeNczjAgDUn+xBj8cPu9WMkvQEpYtDOsUAhhRXMCEOCXYLPP4ADrd2K10cxdWd6EGv1w+H1YyS9Hili0OjIPXAHGh2wcsgXB4OLs9OhNXCnxmKDtYsUpzZbJKnCvMJtn/2Rnl2Eht/jSiYEIckhxVev8ChFgbh0nAwexApmtg6kipIM5H2MAmSszc0yGQyMZdrACkXaAqnUFMUMYAhVajkVGoZZ29ok3S/drMOoyYUxE3hIowURQxgSBWmcEsBmdz9zh4YTZF7YAw+E6nb7cORth4AXEWaoosBDKlCeaiha+joQ3uPR+HSKMfV50X9Ce4fo0XcUiBI2pg1K8mBdG4NQlHEAIZUIdlpQ8GEOADG7oWRdoPNTnYgLcGucGkoHFJvQ1OnGye6jRuESz1Q3EKAoo0BDKmG/ARr4BwCafope1+0J9FhRVFoXy8j98LsYf4LxQgDGFKNKbnMg2H+i7ZxRd6BPTCswxRdDGBINaZwNVO58Z/K7ndNkpcDMGgPjBCifwYS6zBFGQMYUg3p6XVvYyf8AaFwaWIvEBBy7xOHkLRJ6kU06sakx9p74erzwWYxoSwjUenikM4xgCHVKE5PgNNmRp83gNo2461meqy9F13uUOOfyf1jtEgKPPc1uQy5r5fUgzgxMxF2K39eKLpYw0g1LGYTKnKMu6DdruPBa56clQQbtxDQpKK0eCTYLXD7jLmvl7SIH4dAKRbYSpKqTMsLNnzSj7mR7D7eAaD/34C0x2w2ybkfRqzDu0J1eCrrMMUAAxhSlamGbvxDT69s/DVtqhyEdyhckthjHaZYYgBDqiL1Puw+3gEhjJXIKzX+0/JSFC4JjYdRexE7erw4ejK4ivS0XNZhij4GMKQqlTnJMJuA1i4Pml1upYsTM21dbjR29gHgLtRaJwWgu453GioI39UQ7HEqmBCHlHibwqUhI2AAQ6oSZ7dgYmZw+qWRuuClp/WS9HgkOdn4a9nk7ERYzSZ09HpxrL1X6eLEzG65B5HDRxQbDGBIdeQu+GPG6YLn8JF+OKwWTM4O9qIZaRiJdZhijQEMqc7ALnij4OwNfTFiHswuzqKjGGMAQ6ojN/4NxhlCYve7vgxMRjeCPq8fB1uC696wB4ZihQEMqY7UC1F/ohcdvV6FSxN93W4fDrex8dcTo/Ui7ml0wR8QSE+wIzvZoXRxyCAYwJDqpMbbkZ8aB6C/Z0LP9jR2QgggK8mBzCQ2/nogzSRr6OjDiW6PwqWJvoFDoCaTSeHSkFEwgCFVmmagxcB2cfhId5KcNpSkxwMwWh1mDyLFDgMYUiWpITRCD4w024qNv74YaRiJQTgpgQEMqZKRZnFIycps/PVlqkHqsM8fwJ4GBjAUewxgSJWm5QcbwgMtXejz+hUuTfR4/QHsa+wCwB4YvTHKMOih1m64fQEk2C0oSU9QujhkIAxgSJVykp1IS7DDHxDY2+hSujhRs7+pCx5/AElOKwrT4pQuDkWQFJAebu1Gt9uncGmiRwrQpuQmw2xmAi/FDgMYUiWTyWSIYSR59kYuZ2/oTWaSA1lJDggRnGmmV/05XBw+othiAEOqNdUAXfCcvaFvxgjCWYdJGQxgSLWkBnGnrht/JvDqmVyHj+kzCBdCcBsMUgwDGFKtGfnBxr/meCc8voDCpYk8nz+AnaHu9xkFfHrVo7NC9/WLo/oMYGrbetDZ54PdakZFTpLSxSGDYQBDqlWcHo+UOBs8/oAuE3kPtHSh1+tHgt2CssxEpYtDUTCzIBUAsK/JhR6P/hJ5vzjaDiCYw2Wz8OeEYos1jlTLZDLJPRPbQw2lnnxRH3wqP6sgBRbO3tClnBQnspIcCAh95sFsD9XhmexBJAUwgCFVmyF3wbcrW5AokIIy6Smd9GlG6P5ur29XtBzRIH0vZ7AOkwIYwJCqSQ2jHnMIpGti469vM3WaB+PzB7AzlMA7s5A9MBR7DGBI1fSaQ+D2+eW1QZjAq28zClMB6K8XcX9zF/q8ASQ6rCjLYA4Xxd6YAphnnnkGpaWlcDqdqKqqwvr160c89vXXX8eXv/xlZGZmIjk5GXPmzME777wz5gKTseg1h6CmwQWvXyAtwY6CCVyBV8+k2XS1bT3o6PEqXJrIkQKy6flcgZeUEXYA89prr+Huu+/G8uXLsXXrVsybNw8LFy5EXV3dsMevW7cOX/7yl7F69Wps2bIFF198Ma6++mps3bp13IUnY9BjDkF/7kAKV+DVuQkJdhSlxQMAvjjWrmxhImj7USmBN1XZgpBhhR3APP7447jllltw6623YsqUKXjiiSdQWFiIZ599dtjjn3jiCfzoRz/COeecg8mTJ+MXv/gFJk+ejH/84x/jLjwZgx5zCLaFgjHmvxjDDB3WYSbwktLCCmA8Hg+2bNmCBQsWDHp9wYIF2LBhw6g+IxAIwOVyIS0tbcRj3G43Ojs7B/0h45qpwxyCL45y+qmRnB2qw3rpRezz+rGnIbg2ExN4SSlhBTCtra3w+/3Izs4e9Hp2djYaGxtH9RmPPfYYuru7cd111414zIoVK5CSkiL/KSwsDKeYpDPS06tecgi63D4cbOkCwKdXo9DbbLqahk74AgLpCXbkpzKHi5QxpiTeU8fshRCjGsd/5ZVX8LOf/QyvvfYasrKyRjxu2bJl6OjokP/U19ePpZikE6nxdhSn6yeHYMfRDggB5KU4kZnkULo4FAPT85NhNgGNnX1o7uxTujjj1r8EAHO4SDlhBTAZGRmwWCxDeluam5uH9Mqc6rXXXsMtt9yCP/3pT7jssstOe6zD4UBycvKgP2RsenqCZe6A8cTbrZicFdwraLsO6vB21mFSgbACGLvdjqqqKqxZs2bQ62vWrMHcuXNHfN8rr7yCm2++GX/84x9x1VVXja2kZGhSrogecgjkp1fmDhiKnlaVlnO4WIdJQWEPId1777144YUX8OKLL6Kmpgb33HMP6urqsGTJEgDB4Z9FixbJx7/yyitYtGgRHnvsMZx//vlobGxEY2MjOjq0/xRCsaOnHhjp6fVsPr0airSgndZ7YJjDRWphDfcN119/Pdra2vDQQw+hoaEB06dPx+rVq1FcXAwAaGhoGLQmzG9/+1v4fD7cfvvtuP322+XXFy9ejJdeemn8V0CGcGoOQVayU+kijUlblxtHT/YCAKZzBpKhzBzQAzPavEE1knK48lPjkJHIHC5STtgBDAAsXboUS5cuHfbvTg1KPvzww7GcgmgQKYdgb5MLW+vbcfm0HKWLNCZSD1JZZgKSnTaFS0OxVJmTDLvFjPYeL4609aAkI0HpIo3J9gGLMBIpiXshkWbMLk4FAHx+5KSyBRmHzUdOAABmF01QuCQUa3arGdPzgxMStmi5DtcGy846TEpjAEOaUVUcXPxwsw4a/+piNv5GVF2i7ToshMDndcGyV5WwDpOyGMCQZkg/+juOdqDP61e4NOHz+gNy93s1G39DqgrV4S2hnjitOdTajRPdHjisZkzP4xASKYsBDGlGcXo8MhLt8PgD2HlMezM5dh3vRJ83gJQ4G8oyEpUuDilACmD2NXVpclXpLaEexJkFqbBb+fNBymINJM0wmUzyuLsWcwikMlcVT4DZrM0ZKDQ+GYkOlIRWlf68Xrt1eDaHQEkFGMCQpkhDL1rMIZCGDarY+BualMsl9WZoiZSEzhwuUgMGMKQpUuP/+ZGTEEIoXJrRE0IwgZcADAzCtZUHc7Lbg4Mt3QAYhJM6MIAhTZmenwy71Yy2bg8Ot3YrXZxRO3qyF80uN6xmE2aGVmQlY5IC2G317fD6AwqXZvSk4aOJmQmYkGBXuDREDGBIYxxWi7yiqZaGkaSn7Wn5KXDaLAqXhpQ0MTMRKXE29HkD2H28U+nijJr0fasO9YISKY0BDGmOFnMIOHxEErPZJA/BaCkIl3O4uAQAqQQDGNKc6mLt5RBsOcIAhvppbT0Yt88vb0LJOkxqwQCGNEeawnmwpRsnuz0Kl+bMOvu82NvkAsCnVwqqLu5fDkALyei7jnfC4wsgLcGOUo3u4UT6wwCGNCctwY6yzGAjKi1rrmZb69ohBFCUFo+sJG3uok2RNaMgFVazCU2d/buTq9mWAfsfaXUXbdIfBjCkSdUayiHYUsv1X2iwOLsF0/KDyehaWJRRXv+FPYikIgxgSJOkmRCba9WfQ7B5wAq8RBIpCN+k8joshGAOF6kSAxjSpHNKgwHM9np1b+zo9vnlxv/cUk4/pX7nhHam/vSwugOYgy1daO0KbeCYzw0cST0YwJAmlaTHIyfZCY8/oOou+O31HXD7AshItGNyFjdwpH7nl6XBZAIONHehxeVWujgj2niofwiUaxiRmjCAIU0ymUyYMzEdALDxYJvCpRmZVLbzytKZ/EiDpMbbMSUnGQDwySH11uFPQnV4Tlm6wiUhGowBDGmW1KBuVHHjv/FQKwA2/jQ8OQhXaR0WQsjBlVRWIrVgAEOadX4oKNhe345ut0/h0gzV5/Xj87p2AP1lJRpIqhefqLQXcV9TF9q6PYizWTCjIFXp4hANwgCGNKswLQ75qXHwBYQqp1N/XncSHl8AmUkOTMzk4l801LmlaTCbgEOt3Wjq7FO6OENsPBjsQawumQC7lT8XpC6skaRZJpNJfoJVYx7MwNwB5r/QcFLibJiWF5zZo8Y6LA1tsQeR1IgBDGnaBZOCDevHB1oVLslQH4XKNJe5A3Qac0N1+COV1WGfPyAHVazDpEYMYEjTLpyUAQDYebwDbV3qmYra0evFtvp2AMC88kxlC0Oq9qXJwfqxfn+LqvZF2n60A519PqTE2Zj/QqrEAIY0LSvZicqcJAgBfKyiLviNB1sREMDEzATkp8YpXRxSseD6KmY0dbqxv7lL6eLI1u9vARB8SLCYOQRK6sMAhjTvS6EejvX7WhQuSb91+4PDAfMms/eFTs9ps+C80uAQzToV1eH1ch3OULgkRMNjAEOaJzWw6/e3qqILXggh/xB9qZyNP52ZVIelwFdpA4dAL2QAQyrFAIY075ySNDisZjR29uGACrrgj7T14OjJXtgsJvnJmuh0pF7ETw+1qWJvr40H2+APCJRlJqBgQrzSxSEaFgMY0jynzSJvlPjhXuW74NeGel9mF01AgsOqcGlICyZnJSI72QG3L6CKzR3X7msG0J9gTKRGDGBIFy6pzAIAvLenSeGSAP+sCZbh0ilZCpeEtMJkMsl1+IM9zYqWRQiB92qCZbi4knWY1IsBDOmC1Phvqj2Jjl6vYuXocvvwaWj33ksqsxUrB2mPVF/e29OkaC7XruOdaHa5EW+34LxQzyaRGjGAIV0oTk/ApKxE+ANC0ZkcH+1vhccfQHF6PLcPoLBcMCkddqsZ9Sd6FZ1OLfW+XDgpA06bRbFyEJ0JAxjSDWnI5r0a5YaRpHNfWpnN7QMoLPF2q7zirRREKOH9PRwCJW1gAEO6cWmoC/7DfS3w+QMxP38gIPDB3uAPDxt/GotLQ0Oh7yuUy9Xs6sP2ox0AmP9C6scAhnRjdlEqUuNtaO/x4rPa2M/k2Fp/Eq1dHiQ5rDinhLkDFL5LpgSD8C1HTqLFFfutMf65OxiAzyxIQVaSM+bnJwoHAxjSDavFjAVTgz8Ab+1ojPn53/wieM7LpmbDbuVXi8KXnxqHmQUpCAjgnV2xr8OrdzQAAK6YnhvzcxOFi60s6crCs4IN79u7GuEPxG4mRyAg8NbOYOO/cHpOzM5L+iPVYak+xcqJbg82HgruJ3blWazDpH4MYEhXLpiYgWSnFS0uN7YcORmz824/2o6Gjj4k2C3yqqpEY3FlqPfjk0MnYrrD+prdwaB/Wl4yitM5g47UjwEM6YrdasaXpwafHqXu8FiQznXplGxOPaVxKUqPx/T8ZPgDAu/ujl0y75uhYdcrz+LwEWkDAxjSHan7e/WOhpgMIwUCAqvlxp9d7zR+UhDxf18cj8n5TnR7sOFAcCNJDoGSVjCAId25cHIGUuNtaHa58fGB6O/u++nhEzjW3oskhxUXVXDqKY3f1TPyAAAbDrahoaM36uf7x/bj8AUEpucnoywzMernI4oEBjCkOw6rRf4BeP3zo1E/n3SOq2bkcviIIqIwLR7nlqZBCOCvW6PfCyPV4WtnF0T9XESRwgCGdOnaqmBD/PauRrj6orc3Uo/HJ+e/SOckioRrZ+cDAFZ9fjSqeyMdaHZh+9EOWM0mfGVmXtTOQxRpDGBIl2YWpKAsMwF93gDe2hm99TTe3dWEbo8fRWnxqC6eELXzkPFceVYuHFYzDjR3YcexjqidZ9XnxwAAF1VkIT3REbXzEEUaAxjSJZPJJHeHv/pZXdTO8+qm4GdfMzufex9RRCU5bbh8WjCh9pXP6qNyDo8vgFVbpOGj/KicgyhaGMCQbv2/6gLYLCZ8XteOnVF4gt3b6MInh07AYjbhuurCiH8+0Q3nFQEA/rr1GDp6Iz8U+s6uRjS73MhMcuDS0DYGRFrBAIZ0KyvJiYWhRcH+sLE24p8vfeaCqdnIS42L+OcTnVeahorsJPR6/fjLlsgnpEt1+IZzi7j9BWkOayzp2uK5xQCAv207jpPdnoh9bkevF6+HcgcWzSmJ2OcSDWQymbAoVIf/d2MtAhFc12jX8Q5sqj0Jq9kk9/QQaQkDGNK12UUTMDU3GW5fAH+MYC7Ma5vq0Ov1ozw7EeeXcedpip6vnZ2PJIcVtW09eG9Pc8Q+98WPagEAV0zPQXYyd54m7WEAQ7pmMpnwnS+VAgBeWH8I3W7fuD+z1+PH79YdAgDcOq+MybsUVQkOK244P9hD8uR7+yMypfpIWzf+ui3Yg/ideWXj/jwiJTCAId27ekYeSjMScLLHiz9sPDLuz3v50yNo7fKgMC0OX5/FmRsUfd+dV4Y4mwU7jnXgg73j74V5+oMD8AcELqrIxMzC1PEXkEgBDGBI96wWM7538SQAwPPj7IXp9fjx21Dvy+0XTYLNwq8QRV96ogM3zQnmwvzmn+Prhalr65Hzt+68dHJEykekBLa+ZAhfPTsPJenxONHtwX+/f2DMn/PMhwfQ4nIjPzUO13DZdYqh74R6YbYf7ZCHf8bi4Td3wxcQmDc5A7OLuPgiaRcDGDIEq8WMn1w1FQCw8qNDONDcFfZn1LZ247drg70vP7lqCqedUkxlJjnwvUuCPYm/WL0HnWPYIuODvc14d3cTLGYT/uNfpka6iEQxxRaYDOOyqdm4tDILXr/Af/x1Z1hTUgMBgf/42054/AHMm5yBK6bnRLGkRMO7dV4pyjIS0OJy47F39ob13h6PDw/+fRcA4NsXlKA8OykaRSSKGQYwZCgPXD0NDqsZGw+14ZkPRz+U9Lv1h7B+fyvsFjMe/Mo0zjwiRTisFjz41WkAgP/ZeARvj3KfLyEElr+xE7VtPchOduCuy8qjWUyimGAAQ4ZSlB6Pn39tOgDg8TX7sH5/yxnfs/FgG/4r9LT7wFemoiwzMaplJDqdeZMzceuFwaUBfvjn7TjUcubh0Jc/rcMbW4/BYjbhyX+bhUSHNdrFJIq6MQUwzzzzDEpLS+F0OlFVVYX169ef9vi1a9eiqqoKTqcTZWVleO6558ZUWKJIuK66ENdXFyIggO/+YQvW7hs5iPn4QCtu+Z9N8AcErpmVjxvO5YqlpLwfL6zEOSUT4HL78I3nP8H+JteIx77yWR3+4287AQA/vLwC55Wlx6qYRFEVdgDz2muv4e6778by5cuxdetWzJs3DwsXLkRd3fCrnB4+fBhXXnkl5s2bh61bt+L+++/HnXfeiVWrVo278ERj9eBXp2F+eSZ6vX7c+j+b8MyHB9Dn9ct/7/b58bt1B/Gt329Cj8ePCyal4z+/fhaHjkgVbBYznr5xNsqzE9HU6cb/++1GrNpydFBeV0ePFw/9YzeWvb4DQgQ3hrztS1y0jvTDJMJcUOC8887D7Nmz8eyzz8qvTZkyBV/72tewYsWKIcf/+Mc/xt///nfU1NTIry1ZsgTbt2/Hxo0bhz2H2+2G2+2W/7uzsxOFhYXo6OhAcnJyOMUlGpHHF8A9f9qGN79oAABkJDpQVZwKE0z4vO4kml3BOnj5tGz85t9mwWmzKFlcoiFOdntw80ubsL2+HQBQlBaPmYWp6OrzYvORk3D1Bdc8WjJ/In58RQUDcIq5zs5OpKSkROX3O6weGI/Hgy1btmDBggWDXl+wYAE2bNgw7Hs2btw45PjLL78cmzdvhtc7/DTAFStWICUlRf5TWFgYTjGJRsVuNeO//20WHr9uJnKSnWjtcuOdXU14e1cjml1uZCU58F//OgPP3ljF4IVUaUKCHa9993zct7ASSQ4r6k704B/bj+ODvS1w9flQnp2Il751Du5bWMnghXQnrEyu1tZW+P1+ZGdnD3o9OzsbjY3DZ8M3NjYOe7zP50Nraytyc3OHvGfZsmW499575f+WemCIIs1sNuGa2QW48qxcfH7kJHY3dAIApuQmo6p4AgMXUj2nzYIl8yfiG+cW4fO6k9jT4EKCw4JpecmYWZAKK1eLJp0aUyr6qZG8EOK00f1wxw/3usThcMDhcIylaERj4rRZMHdSBuZOylC6KERjkhJnw8UVWbi4IkvpohDFRFiheUZGBiwWy5Delubm5iG9LJKcnJxhj7darUhPZzY8ERERhS+sAMZut6Oqqgpr1qwZ9PqaNWswd+7cYd8zZ86cIce/++67qK6uhs1mC7O4RERERGOYRn3vvffihRdewIsvvoiamhrcc889qKurw5IlSwAE81cWLVokH79kyRIcOXIE9957L2pqavDiiy9i5cqV+MEPfhC5qyAiIiJDCTsH5vrrr0dbWxseeughNDQ0YPr06Vi9ejWKi4NbvTc0NAxaE6a0tBSrV6/GPffcg6effhp5eXl48sknce2110buKoiIiMhQwl4HRgnRnEdORERE0aGadWCIiIiI1IABDBEREWkOAxgiIiLSHAYwREREpDkMYIiIiEhzGMAQERGR5jCAISIiIs1hAENERESaM6bdqGNNWmuvs7NT4ZIQERHRaEm/29FYM1cTAYzL5QIAFBYWKlwSIiIiCpfL5UJKSkpEP1MTWwkEAgEcP34cSUlJMJlMEfvczs5OFBYWor6+XtdbFPA69cUI12mEawR4nXpihGsEwr9OIQRcLhfy8vJgNkc2a0UTPTBmsxkFBQVR+/zk5GRdVzgJr1NfjHCdRrhGgNepJ0a4RiC864x0z4uESbxERESkOQxgiIiISHMMHcA4HA488MADcDgcShclqnid+mKE6zTCNQK8Tj0xwjUC6rpOTSTxEhEREQ1k6B4YIiIi0iYGMERERKQ5DGCIiIhIcxjAEBERkeYwgCEiIiLN0VQA88wzz6C0tBROpxNVVVVYv379aY9fu3Ytqqqq4HQ6UVZWhueee27IMatWrcLUqVPhcDgwdepUvPHGG2GfVwiBn/3sZ8jLy0NcXBwuuugi7Nq1S3fXefPNN8NkMg36c/7552vmGtetW4err74aeXl5MJlM+Otf/zrkM/RwL0dznZG8l0pd54oVK3DOOecgKSkJWVlZ+NrXvoa9e/cOOiaS91Ot16iHe/nss89ixowZ8uquc+bMwVtvvTXoGD18N0dznXq4nwOtWLECJpMJd99996DXI3I/hUa8+uqrwmazieeff17s3r1b3HXXXSIhIUEcOXJk2OMPHTok4uPjxV133SV2794tnn/+eWGz2cRf/vIX+ZgNGzYIi8UifvGLX4iamhrxi1/8QlitVvHJJ5+Edd5HHnlEJCUliVWrVokdO3aI66+/XuTm5orOzk5dXefixYvFFVdcIRoaGuQ/bW1tmrnG1atXi+XLl4tVq1YJAOKNN94Yci493MvRXGek7qWS13n55ZeL3//+92Lnzp1i27Zt4qqrrhJFRUWiq6tLPiZS91PN16iHe/n3v/9dvPnmm2Lv3r1i79694v777xc2m03s3LlTPkYP383RXKce7qfks88+EyUlJWLGjBnirrvuGvR3kbifmglgzj33XLFkyZJBr1VWVor77rtv2ON/9KMficrKykGv3XbbbeL888+X//u6664TV1xxxaBjLr/8cvFv//Zvoz5vIBAQOTk54pFHHpH/vq+vT6SkpIjnnnsujCsc3flOFavrFCL4xfrqV78a1vUMR6lrHGi4H3a93MuBThfAROJeCqGO6xRCiObmZgFArF27VggR2fup1msUQp/3UgghJkyYIF544QUhhD6/m5KB1ymEfu6ny+USkydPFmvWrBHz588fFMBE6n5qYgjJ4/Fgy5YtWLBgwaDXFyxYgA0bNgz7no0bNw45/vLLL8fmzZvh9XpPe4z0maM57+HDh9HY2DjoGIfDgfnz549YNi1ep+TDDz9EVlYWysvL8Z3vfAfNzc2auMbR0MO9DMd47yWgruvs6OgAAKSlpQGI3P1U8zVK9HQv/X4/Xn31VXR3d2POnDkA9PndHO46JXq4n7fffjuuuuoqXHbZZUPOE6n7qYkAprW1FX6/H9nZ2YNez87ORmNj47DvaWxsHPZ4n8+H1tbW0x4jfeZoziv9bzhlG4marxMAFi5ciJdffhnvv/8+HnvsMWzatAmXXHIJ3G636q9xNPRwL0crEvcSUM91CiFw77334sILL8T06dPlz5DeN9rPGY6arxHQz73csWMHEhMT4XA4sGTJErzxxhuYOnWq/BnS+0ZbNi1eJ6CP+/nqq6/i888/x4oVK0Y8j/S+0ZZtONZRH6kCJpNp0H8LIYa8dqbjT319NJ8ZqWNGS63Xef3118v/f/r06aiurkZxcTHefPNNXHPNNae7pFGVORbXGI2yRfKzYnWdkbyXYylTpK/ze9/7Hr744gt89NFH4y5bOGVWwzXq5V5WVFRg27ZtaG9vx6pVq7B48WKsXbt20I+7Hr6bZ7pOrd/P+vp63HXXXXj33XfhdDojWrZTaaIHJiMjAxaLZUhk1tzcPCSCk+Tk5Ax7vNVqRXp6+mmPkT5zNOfNyckBgLDKNhI1X+dwcnNzUVxcjP3794/uAsd4rkhc42jo4V6O1VjuJaCO67zjjjvw97//HR988AEKCgoGnQcY//1U8zUOR6v30m63Y9KkSaiursaKFSswc+ZM/OY3v5E/A9DHd/N01zkcrd3PLVu2oLm5GVVVVbBarbBarVi7di2efPJJWK1W+P3+iN1PTQQwdrsdVVVVWLNmzaDX16xZg7lz5w77njlz5gw5/t1330V1dTVsNttpj5E+czTnLS0tRU5OzqBjPB4P1q5dO2LZtHidw2lra0N9fT1yc3NHd4FjPFckrnE09HAvx2os9xJQ9jqFEPje976H119/He+//z5KS0sHHR+p+6nmaxyOFu/lcIQQ8rCJnr+bA69zOFq7n5deeil27NiBbdu2yX+qq6tx4403Ytu2bbBYLJG7n6NO91WYNB1s5cqVYvfu3eLuu+8WCQkJora2VgghxH333Sduuukm+XhpOtg999wjdu/eLVauXDlkOtjHH38sLBaLeOSRR0RNTY145JFHRpxePNJ5hQhOB0tJSRGvv/662LFjh/jGN74x7ul9artOl8slvv/974sNGzaIw4cPiw8++EDMmTNH5Ofnj3lKaqyv0eVyia1bt4qtW7cKAOLxxx8XW7duHTIlXuv38kzXGcl7qeR1/vu//7tISUkRH3744aAppz09PfIxkbqfar1GvdzLZcuWiXXr1onDhw+LL774Qtx///3CbDaLd999Vz5GD9/NM12nXu7nqU6dhSREZO6nZgIYIYR4+umnRXFxsbDb7WL27NlDphLOnz9/0PEffvihmDVrlrDb7aKkpEQ8++yzQz7zz3/+s6ioqBA2m01UVlaKVatWhXVeIYJTwh544AGRk5MjHA6H+NKXviR27Nihq+vs6ekRCxYsEJmZmcJms4mioiKxePFiUVdXp5lr/OCDDwSAIX8WL14sH6OHe3mm64z0vVTqOoe7RgDi97//vXxMJO+nGq9RL/fy29/+tnzOzMxMcemllw4KXoTQx3fzTNepl/t5quECmEjcT5MQoQwdIiIiIo3QRA4MERER0UAMYIiIiEhzGMAQERGR5jCAISIiIs1hAENERESawwCGiIiINIcBDBEREWkOAxgiIiLSHAYwREREpDkMYIiIiEhzGMAQERGR5vz/JE+r+wTvA7UAAAAASUVORK5CYII=",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"xf = np.linspace(0.0,1.0/(SAMPLE_TOTAL),SAMPLE_TOTAL)\n",
"sample_u16 = np.divide(sample_u16,65535)\n",
"plot.plot(xf,sample_u16)\n",
"plot.title(\"Signal u16\")\n",
"plot.show()\n",
"\n",
"xf = np.linspace(0.0,1.0/(SAMPLE_TOTAL),SAMPLE_TOTAL)\n",
"sample_cu16 = np.divide(sample_cu16,65535)\n",
"plot.plot(xf,sample_cu16)\n",
"plot.title(\"Signal cu16\")\n",
"plot.show()\n",
"\n",
"xf = np.linspace(0.0,1.0/(SAMPLE_TOTAL),SAMPLE_TOTAL)\n",
"sample_s16 = np.divide(sample_s16,32767)\n",
"plot.plot(xf,sample_s16)\n",
"plot.title(\"Signal s16\")\n",
"plot.show()\n",
"\n",
"xf = np.linspace(0.0,1.0/(SAMPLE_TOTAL),SAMPLE_TOTAL)\n",
"sample_cs16 = np.divide(sample_cs16,32767)\n",
"plot.plot(xf,sample_cs16)\n",
"plot.title(\"Signal cs16\")\n",
"plot.show()"
]
},
{
"cell_type": "markdown",
"id": "365447e4-943a-4a7d-bbd9-c95544be557c",
"metadata": {},
"source": [
"## Draw signal s16q11/cs16q11"
]
},
{
"cell_type": "code",
"execution_count": 120,
"id": "3980b2de-6c9d-477c-a713-ccaefa332b46",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"xf = np.linspace(0.0,1.0/(SAMPLE_TOTAL),SAMPLE_TOTAL)\n",
"sample_s16q11 = np.divide(sample_s16q11,2048)\n",
"plot.plot(xf,sample_s16q11)\n",
"plot.title(\"Signal s16q11\")\n",
"plot.show()\n",
"\n",
"xf = np.linspace(0.0,1.0/(SAMPLE_TOTAL),SAMPLE_TOTAL)\n",
"sample_cs16q11 = np.divide(sample_cs16q11,2048)\n",
"plot.plot(xf,sample_cs16q11)\n",
"plot.title(\"Signal cs16q11\")\n",
"plot.show()"
]
},
{
"cell_type": "markdown",
"id": "ebb69403-16cb-43c7-a480-6d493ce34c5c",
"metadata": {},
"source": [
"## Draw FFT u8/cu8 and s8/cs8"
]
},
{
"cell_type": "code",
"execution_count": 122,
"id": "4380a177",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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Ax86dO1dTp07VhRdeqKeffnrAc3t6etTZ2ZlwG06pLu2VeueMcGkvAAD2ySiMtLW1KRgMqqysLOF4WVmZWltbUz5m6tSp2rRpkx577DE9/vjjOvXUU3XhhRfq2Wef7ffrNDQ0yOv1xm7l5eWZNHPQAikWPZMkB2EEAADbubJ5kGUlVgyMMX2ORZ166qk69dRTY5/Pnz9fe/bs0d13362Pf/zjKR+zevVq1dfXxz7v7Owc1kBCZQQAgOGTUWWktLRUTqezTxXkwIEDfaolAzn33HP11ltv9Xu/x+NRcXFxwm04RS/dzUu+moZLewEAsF1GYcTtdqumpkaNjY0JxxsbG7VgwYK0n2f79u2aOnVqJl96WPkDA09gZdEzAADsk/EwTX19vZYuXap58+Zp/vz52rRpk5qbm1VXVycpPMSyb98+PfTQQ5Kk9evXa+bMmZozZ458Pp8efvhhPfbYY3rsscfsfSU28odSL3rmjHxOZQQAAPtkHEaWLFmi9vZ2rV27Vi0tLaqurtaWLVtUWVkpSWppaUlYc8Tn8+nmm2/Wvn37VFBQoDlz5ug3v/mNLrnkEvtehc2ii54lD9MwZwQAAPtZxpgR/87a2dkpr9erjo6OYZk/cvptv1NXT0BP3/wJVZUWxo5/9p4/6aU9B/WTZfN00Wnpz5EBAGAsSvf9m71pUvAdozLCMA0AAPYhjKTQezVN6gmsDNMAAGAfwkgSY0wsbEQrIVGxvWlG/sgWAACjBmEkiT/YGzRcSZURF7v2AgBgO8JIEn/clrzu/jbKC1IZAQDALoSRJIGEykjqYZoQwzQAANiGMJLEHzcE02fOCFfTAABgO8JIkmhlxOWw+mz+1ztnhDACAIBdCCNJ/MHU+9JIksMijAAAYDfCSJJoGEmeLyKxHDwAAEOBMJKkvwXPJMnBnBEAAGxHGEkSq4w4qIwAADAcCCNJohNYU1VGnI7wMcIIAAD2IYwk8fezSZ4kRfMJwzQAANiHMJIkuhx88lLwkuSKVEZChBEAAGxDGEkSCPU/Z4RFzwAAsB9hJEl0zojblWrOCBvlAQBgN8JIEt8AV9P0hpFhbRIAAMc1wkiSwIBzRqiMAABgN8JIkuickVRX00SXg2fOCAAA9iGMJPEPsM5ItDISMoQRAADsQhhJ0rsCa4oJrJFqSXQoBwAADB5hJElgoEXPorv2UhkBAMA2hJEkAy165mRvGgAAbEcYSTLQBFYXi54BAGA7wkiS2ATWVHNGohNYCSMAANiGMJIkNoE15UZ54e6iMgIAgH0II0kCaVzay5wRAADsQxhJ4h9o0TPCCAAAtiOMJPEH0lkOnjACAIBdCCNJYlfTDLBRXoC9aQAAsA1hJEk664yQRQAAsA9hJElgwKtpqIwAAGA3wkiS6KW9buaMAAAwLAgjSfyRoOFKMWckdjUNe9MAAGAbwkiS3mGa/isj7NoLAIB9CCNJehc963/OCMM0AADYhzCSxBeMLnqW4moai2EaAADsRhhJEhjg0t7oFTZURgAAsA9hJMnAi55FNspjzggAALbJKoxs2LBBVVVVys/PV01NjbZu3ZrW4/70pz/J5XLpYx/7WDZfdlgMuOhZZJgmxDANAAC2yTiMbN68WStXrtSaNWu0fft2LVq0SIsXL1Zzc/OAj+vo6NCyZct04YUXZt3Y4eAP9r9RXu+iZ4QRAADsknEYWbdunZYvX65rr71Ws2fP1vr161VeXq6NGzcO+LhvfOMbuvrqqzV//vysGzsceq+mYc4IAADDIaMw4vP51NTUpNra2oTjtbW12rZtW7+Pe+CBB/T3v/9dt912W1pfp6enR52dnQm34eKPzBlJueiZRRgBAMBuGYWRtrY2BYNBlZWVJRwvKytTa2tryse89dZbWrVqlR555BG5XK60vk5DQ4O8Xm/sVl5enkkzB2XAq2lYZwQAANtlNYHVshKrBsaYPsckKRgM6uqrr9Ydd9yhU045Je3nX716tTo6OmK3PXv2ZNPMrAy0Nw0b5QEAYL/0ShURpaWlcjqdfaogBw4c6FMtkaSuri799a9/1fbt23X99ddLkkKhkIwxcrlcevLJJ/XJT36yz+M8Ho88Hk8mTbNN79U0/U9gJYsAAGCfjCojbrdbNTU1amxsTDje2NioBQsW9Dm/uLhYL7/8snbs2BG71dXV6dRTT9WOHTt0zjnnDK71QyC2zkiKMOKiMgIAgO0yqoxIUn19vZYuXap58+Zp/vz52rRpk5qbm1VXVycpPMSyb98+PfTQQ3I4HKqurk54/OTJk5Wfn9/n+EgRmzPi6H+YJmT6H5oCAACZyTiMLFmyRO3t7Vq7dq1aWlpUXV2tLVu2qLKyUpLU0tJyzDVHRrLY3jSu/sOIFJ7EmmooBwAAZMYyZuQvJ9rZ2Smv16uOjg4VFxcP6dc6cfVvFDLSC7deqMnF+Qn3dXX7dfrtT0qSXv/uPyg/zzmkbQEAYDRL9/2bvWnihEJG0at2U1/a23uMy3sBALAHYSSOP25iaqohmPhpJMGRX1ACAGBUIIzE8cftxptqnZGEygg79wIAYAvCSJxAMK4yknI5+LhzGaYBAMAWhJE48ZURZ4owYllW3OW9hBEAAOxAGIkTv+BZf2uI9C4JTxgBAMAOhJE4/kA4YOSlmC8SFdssjzkjAADYgjASJ3o1Tar5IlHOSMWEq2kAALAHYSROdCn4gSojzsglv0H2pwEAwBaEkTj+yNU0Ay3z7mLOCAAAtiKMxImGkYEqI47oMA1hBAAAWxBG4kSrHWlNYCWMAABgC8JInNgwzUATWJ0M0wAAYCfCSJzoBNZUm+RFRa+mCRFGAACwBWEkTu+ckQEqI0xgBQDAVoSROP40Lu2NbpbHnBEAAOxBGIkTSGPRMwcTWAEAsBVhJE46i55xNQ0AAPYijMTxpbHoGXNGAACwF2EkTlrLwVMZAQDAVoSRONE5I+lcTUMYAQDAHoSRONGraaJXzKTSuzcNG+UBAGAHwkicdDbKi1ZGQobKCAAAdiCMxAlEwog7jTkj0fklAABgcAgjcWLDNANURri0FwAAexFG4vQuetZ/tzgie9MEGaYBAMAWhJE4vcvBD1AZcVIZAQDAToSROL0b5Q00ZyR8H3NGAACwB2EkTiA2Z2SAMBIpmnA1DQAA9iCMxIktejbARnmxygjDNAAA2IIwEscXOHZlhKtpAACwF2EkTjrLwTsIIwAA2IowEiedjfJc7NoLAICtCCNxMlkOPsjeNAAA2IIwEid2ae8Ai571hpFhaRIAAMc9wkic6NBLniud5eBJIwAA2IEwEic2TJNGZYQ5IwAA2IMwEieQxnLw0TASIowAAGALwkgcKiMAAAw/wkic2EZ5LhY9AwBguBBG4qSzHDyLngEAYK+swsiGDRtUVVWl/Px81dTUaOvWrf2e+9xzz2nhwoUqKSlRQUGBZs2ape9///tZN3gopbNRHpURAADs5cr0AZs3b9bKlSu1YcMGLVy4UPfee68WL16snTt3qqKios/5hYWFuv7663XGGWeosLBQzz33nL7xjW+osLBQX//61215EXbxpbXoGRvlAQBgp4wrI+vWrdPy5ct17bXXavbs2Vq/fr3Ky8u1cePGlOfPnTtXV111lebMmaOZM2fqS1/6kj71qU8NWE3JlWhlxD1AZSSaU4KGMAIAgB0yCiM+n09NTU2qra1NOF5bW6tt27al9Rzbt2/Xtm3bdP755/d7Tk9Pjzo7OxNuwyE6Z2TAykgkqASDhBEAAOyQURhpa2tTMBhUWVlZwvGysjK1trYO+NgZM2bI4/Fo3rx5uu6663Tttdf2e25DQ4O8Xm/sVl5enkkzsxa9mmagS3vZKA8AAHtlNYHVshIrB8aYPseSbd26VX/961/1ox/9SOvXr9fPf/7zfs9dvXq1Ojo6Yrc9e/Zk08yMxfamGagyEnmdIYZpAACwRUYTWEtLS+V0OvtUQQ4cONCnWpKsqqpKknT66afrvffe0+23366rrroq5bkej0cejyeTptmidwVWFj0DAGC4ZFQZcbvdqqmpUWNjY8LxxsZGLViwIO3nMcaop6cnky89LPxpzBmJ3sdGeQAA2CPjS3vr6+u1dOlSzZs3T/Pnz9emTZvU3Nysuro6SeEhln379umhhx6SJN1zzz2qqKjQrFmzJIXXHbn77rt1ww032PgyBi8YMoqOvOQNMGfEYbHOCAAAdso4jCxZskTt7e1au3atWlpaVF1drS1btqiyslKS1NLSoubm5tj5oVBIq1ev1q5du+RyuXTSSSfprrvu0je+8Q37XoUNovNFpGNURlj0DAAAW1nGjPyZmJ2dnfJ6vero6FBxcfGQfI2ubr9Ov/1JSdLr3/0H5ec5U5735Kut+vpPmzS3YoJ+uWLhkLQFAIDjQbrv3+xNExGIWzcknQmsISojAADYgjASER2msazewJEKV9MAAGAvwkjEe53hq3smjnMPeF50QTTmjAAAYA/CSMTuDw5LkmaWFg54XvRCG8IIAAD2IIxE7G4/IkmqLBk34HlURgAAsBdhJOLdtkhlpGTgyghzRgAAsBdhJCLdyoiTdUYAALAVYSTi3fb0KiMsegYAgL0II5KO+AI60BW+mibdygjDNAAA2IMwot4hGm9BniYc49Le2KJnI3/hWgAARgXCiKTdsSGagasiUlxlJMiuvQAA2IEwovjJqwPPF5GYMwIAgN0II5LejYSRdCojDisSRhimAQDAFoQR9Q7TpFUZcVIZAQDAToQR9Q7TzCzNYM4IYQQAAFuM+TDS7Q9qf8dRSelVRpyRYRpjpBCBBACAQRvzYWTvh0dkjFTodqqkcODLeqXevWkk5o0AAGCHMR9G3m3rvZLGilQ9BuJ09p7DvBEAAAaPMBJdYySN+SJS7zCNRBgBAMAOYz6MZLLGiNQ7gVViEisAAHYgjHyQ/hojUu+iZxKVEQAA7EAYyWCNEUlyEEYAALDVmA4j/mBIez8MX9Y7M80wIrEkPAAAdhrTYWTfh0cVDBnl5zk0uciT9uN6Fz5jszwAAAZrTIeR6JU0lRMLE4ZfjiUaRsgiAAAM3pgOI9EraSrSnLwaRWUEAAD7jOkwEltjJMMwwpwRAADsM6bDSKZrjERFKyMsBw8AwOC5ct2AXLrjsjlaem6lTplSlNHjYsM0QcIIAACDNabDSPnEcSqfmNkQjdS7WV6IyggAAIM2podpshXduJfl4AEAGDzCSBailREmsAIAMHiEkSw4uZoGAADbEEay4LQIIwAA2IUwkoXeRc8IIwAADBZhJAsuZ3Q5eMIIAACDRRjJgsOiMgIAgF0II1noXQ6evWkAABgswkgWeq+myXFDAAA4DhBGssCuvQAA2IcwkgXWGQEAwD5ZhZENGzaoqqpK+fn5qqmp0datW/s99/HHH9fFF1+sSZMmqbi4WPPnz9fvfve7rBs8ErgIIwAA2CbjMLJ582atXLlSa9as0fbt27Vo0SItXrxYzc3NKc9/9tlndfHFF2vLli1qamrSBRdcoM985jPavn37oBufK1RGAACwj2VMZlvPnnPOOTrzzDO1cePG2LHZs2fr8ssvV0NDQ1rPMWfOHC1ZskT/8i//ktb5nZ2d8nq96ujoUHFxcSbNHRLf+Olf9btX39Odl1frS+dW5ro5AACMSOm+f2dUGfH5fGpqalJtbW3C8draWm3bti2t5wiFQurq6tLEiRP7Paenp0ednZ0Jt5EkulFeKLMcBwAAUsgojLS1tSkYDKqsrCzheFlZmVpbW9N6jv/8z//U4cOHdeWVV/Z7TkNDg7xeb+xWXl6eSTOHnCN6NU2QMAIAwGBlNYHViqxAGmWM6XMslZ///Oe6/fbbtXnzZk2ePLnf81avXq2Ojo7Ybc+ePdk0c8gwgRUAAPu4Mjm5tLRUTqezTxXkwIEDfaolyTZv3qzly5frF7/4hS666KIBz/V4PPJ4PJk0bVjFJrAyTAMAwKBlVBlxu92qqalRY2NjwvHGxkYtWLCg38f9/Oc/15e//GX97Gc/06WXXppdS0cQp0VlBAAAu2RUGZGk+vp6LV26VPPmzdP8+fO1adMmNTc3q66uTlJ4iGXfvn166KGHJIWDyLJly/SDH/xA5557bqyqUlBQIK/Xa+NLGT5OJ3NGAACwS8ZhZMmSJWpvb9fatWvV0tKi6upqbdmyRZWV4UtcW1paEtYcuffeexUIBHTdddfpuuuuix2/5ppr9OCDDw7+FeSAi2EaAABsk3EYkaQVK1ZoxYoVKe9LDhh//OMfs/kSI5rDYtdeAADswt40WXDFNsqjMgIAwGARRrIQnTMSIowAADBohJEsRK+moTICAMDgEUaywKJnAADYhzCSBWdkbxrCCAAAg0cYyYIz0muEEQAABo8wkoVoZYQ5IwAADB5hJAvROSP+IOuMAAAwWISRLHjH5UmSDh7x57glAACMfoSRLJQUuiVJHxz25bglAACMfoSRLEwkjAAAYBvCSBZKCj2SpPbDPTluCQAAox9hJAsTx4crI93+kI74AjluDQAAoxthJAuFbqc8rnDXtR9iqAYAgMEgjGTBsqzYJNZ25o0AADAohJEsRYdqPmDeCAAAg0IYydLE6CRWhmkAABgUwkiWWGsEAAB7EEayxJwRAADsQRjJUnTOCMM0AAAMDmEkS73DNExgBQBgMAgjWYpOYGXOCAAAg0MYydJE5owAAGALwkiWSpkzAgCALQgjWYpWRo76gzrqC+a4NQAAjF6EkSyN97jkdkb2p2ESKwAAWSOMZMmyrFh1hEmsAABkjzAyCExiBQBg8Agjg1DCJFYAAAaNMDIILHwGAMDgEUYGIbZzL8M0AABkjTAyCNFhmg8YpgEAIGuEkUHgahoAAAaPMDII0TkjbYQRAACyRhgZhNgwDRNYAQDIGmFkEGI79zJnBACArBFGBiE6Z+SwL6huP/vTAACQDcLIIBTnu5TntCQxiRUAgGwRRgYhfn8aVmEFACA7hJFB6l34jEmsAABkI6swsmHDBlVVVSk/P181NTXaunVrv+e2tLTo6quv1qmnniqHw6GVK1dm29YRqYS1RgAAGJSMw8jmzZu1cuVKrVmzRtu3b9eiRYu0ePFiNTc3pzy/p6dHkyZN0po1a/TRj3500A0eaVj4DACAwck4jKxbt07Lly/Xtddeq9mzZ2v9+vUqLy/Xxo0bU54/c+ZM/eAHP9CyZcvk9XoH3eCRJjZnhDACAEBWMgojPp9PTU1Nqq2tTTheW1urbdu22daonp4edXZ2JtxGqtLx0QmszBkBACAbGYWRtrY2BYNBlZWVJRwvKytTa2urbY1qaGiQ1+uN3crLy217brvFFj6jMgIAQFaymsBqWVbC58aYPscGY/Xq1ero6Ijd9uzZY9tz241hGgAABseVycmlpaVyOp19qiAHDhzoUy0ZDI/HI4/HY9vzDaXe/WkIIwAAZCOjyojb7VZNTY0aGxsTjjc2NmrBggW2Nmy0iF3ay6JnAABkJaPKiCTV19dr6dKlmjdvnubPn69NmzapublZdXV1ksJDLPv27dNDDz0Ue8yOHTskSYcOHdL777+vHTt2yO1267TTTrPnVeRQSWTOSFdPQD2BoDwuZ45bBADA6JJxGFmyZIna29u1du1atbS0qLq6Wlu2bFFlZaWk8CJnyWuOzJ07N/ZxU1OTfvazn6myslLvvvvu4Fo/AhQXuORyWAqEjD447NNUb0GumwQAwKhiGWNMrhtxLJ2dnfJ6vero6FBxcXGum9PHuf/6e7V2duuxb85XTeXEXDcHAIARId33b/amsUH19PBibtubD+a2IQAAjEKEERucWTlBkvRi84e5bQgAAKMQYcQGZ1acIEl6cffB3DYEAIBRiDBigzNmeOV0WGrt7Nb+g0dz3RwAAEYVwogNxrldOm1qeGJO026GagAAyARhxCZnVkyQxLwRAAAyRRixyZmVkXkjXFEDAEBGCCM2iU5i3bm/Q93+YI5bAwDA6EEYscmMEwo0qcgjf9Do5X0duW4OAACjBmHEJpZl9c4bYRIrAABpI4zYKLbeCJNYAQBIG2HERjWRSaxNuw9qFGz5AwDAiEAYsVH1dK/ynJbaDvVo74csfgYAQDoIIzbKz3PqtGnhTfMYqgEAID2EEZvVVESHaggjAACkgzBis7NmhsNI4873FAiGctwaAABGPsKIzS6YNVkTC91q6ejWU68dyHVzAAAY8QgjNsvPc+oLZ5VLkh56/t3cNgYAgFGAMDIEvnhupRyWtO3v7Xrrva5cNwcAgBGNMDIEpk8o0MWnlUmSHnp+d45bAwDAyEYYGSLXzJ8pSXrsxb3q7PbntjEAAIxghJEhMv+kEn1k8ngd8QX1eNPeXDcHAIARizAyRCzL0jXzKyWFh2pCIZaHBwAgFcLIEPrHM2dovMeld9oO68mdrbluDgAAIxJhZAiN97j05QUzJUnf/fVrOuoL5rZBAACMQISRIbbigpM0zZuvfQePauMf3851cwAAGHEII0NsnNul//fTp0mSfvTsO9rdfjjHLQIAYGQhjAyDf6ieokUnl8oXCOmO/9mZ6+YAADCiEEaGgWVZuv2yOcpzWvrD6wf01M73ct0kAABGDMLIMDlp0ngtP+9ESdJNm3fo968RSAAAkAgjw+qfLvyIzp45UV09AS3///6qHzz1FuuPAADGPMLIMBrndunha8/R0nPDi6F9/6k3VfdwkzqOsFw8AGDsIowMM7fLoe9eXq1/v+IMuZ0OPbnzPV30/Wf05KssigYAGJsIIzly5Vnl+kXdfJ00qVDvd/Xo6z9t0j/9fLvaD/XkumkAAAwryxgz4ictdHZ2yuv1qqOjQ8XFxblujq26/UGtf+otbXr27woZyeNy6OLTynRFzQwt+kipXE7yIgBgdEr3/ZswMkK8tOegbv3ly3p1f2fs2KQijxZXT9E/VE/R2TMnEkwAAKMKYWQUMsbolX2deuzFvfrVjn36MG5i68RCtz5zxlRdu+hElU8cl8NWAgCQHsLIKOcLhPTc2+/rf19uVeNr7+lgJJg4HZY++7FpWvGJj+gjk8fnuJUAAPSPMHIc8QdD2vb3dv1k6zva+lZb7LjH5VBRvkuFHpe8BXmaXOTRpCKPJhXl6/TpXp1dNVHegrwcthwAMJal+/7tGsY2IUt5TofOP2WSzj9lknbsOah7nn5bjTvfU08gpJ5DPrUd8qV8nMOS5kzzam7FBJWO92hioVslhW5Nm1CgmSWF8o4jqAAAco/KyCjV1e1Xx1G/DvUEdKg7oA+P+PV+V4/e7+rRvoNH9Nd3P9Q7bQPvEDxhXJ6megvkdjnkclhyOqyEfwvcTp02tVgfKz9BZ5R7VZxPeAEApG9IKyMbNmzQf/zHf6ilpUVz5szR+vXrtWjRon7Pf+aZZ1RfX69XX31V06ZN03e+8x3V1dVl86URUZSfp6JjhIPWjm79+Z12vfFelz487NMHh31qP+zTng+O6EBXjw4e8cfmovRny8vhxdgsS/IW5MlhWXJY4WrNyWVFOmO6V2fM8Gp8vkvvth3Ru+2HteeDI3I4LBXkOVWQ51R+niP8r9sZO1bgdio/z6ni/DxVlozTlOJ8ORyWpPDlzrvaDqu1s1tup0Mel0Mel1OevLiPXQ65XeHPucoIAEa3jMPI5s2btXLlSm3YsEELFy7Uvffeq8WLF2vnzp2qqKjoc/6uXbt0ySWX6Gtf+5oefvhh/elPf9KKFSs0adIkXXHFFba8CKQ2xZuvy+dOT3nfEV9AzR8cUWtHt4Iho0DIxP0bUiBo1HHUr5f2dmjHng+154OjfYJLS0e3nn3zfVvamp/nUMXEcTrcE9S+g0czeqzTYSnPacnlcMSqOo6kKk/v571VIGeKalDvscyey2FZCW2K/9SS5Iic47Akh2XJshR7nMMK7+zssCw5Hb0fR88NP1YJ5zotS44U51qx86LnJp5jyZIvGFSPP6TuQFChkJTncsjt7A13eZGPXZFwaIxkZCL/hq/6cliWxnmcGu9xqSDPKcuyZIxRyITvjw+Ixhh9cNgX+3nz5DlU6HZpfL5LxkjvH+pR+yGfDh7xyVuQp2kTCjTVm6/SIo/cznB7nA5LPYGgDvcEdag7oO5AUHnOcBvdkTa7nFbs/Gg/peIPhtR+yKe2Qz3yB0ORYO/SeI9L49zOPo8LhYy6egKSFPs5y3Na/T5/f476gjp41CdLcd9HR/z3P7HNvkBIh3sCOtQT0BFfUFO8+ZoaF9oHo9sf/n8WChl5C/JUXJCn/DznoJ8XI48xRkf9QXUeDciypMlFnox/dodDxsM055xzjs4880xt3Lgxdmz27Nm6/PLL1dDQ0Of8W265RU888YRee+212LG6ujq99NJLev7559P6mgzT5F77oR59eMQnY6SQkQ77Atq5v1N/23tQf9vboW5/UDNLC1VVWqiKieNkSTrqD6nbH1S3P6ij/qCO+sL/ho+FdNQf1IeRN6lA0oaB0TelUMioJxAMz48JhOQLhNQTCMofHPGji2NGNAjFfw9dDkvj3E6Nc7vCQ4mRN/NsWVY4FGXC6QiHtvjgaYxRZ3f/bXFY0niPS0X5eXI4pI4jfnX1BFJ+bZfDkstpKc8RDkIup0N5jvC/8ccP9wTUdsg36D6QwpPWZ5YUalKRRz2B3v9X0f9PR31BBUKhcEUxL1xBzI/863E5ZCTtP3g05TwzdyT0RQOtpXC/OxzRj/u+gaV6SzOSAsGQApE/blwOK1bRzHNZspIelep9MdXzJn/9lG+naTxXOq8j+RRLvf3idFjyB0M67AvoSE9QR3xBOSyFv//RsOrq/f5LSgjyRpIin0f/UHHG/YES/h5Ycsb9wSJJR/1BHeoJ6HBPIOH3X/JbePxnoZDREV8w4f/meI9LH5k8XidNGi+3y6GjvnDYPeoP6oZPnqyzqyb27cRBGJJhGp/Pp6amJq1atSrheG1trbZt25byMc8//7xqa2sTjn3qU5/SfffdJ7/fr7y8vkMNPT096unpXRa9s7OzzzkYXiXjPSoZ70k4dmbFCZIqB/3cgWBI+w4e1bvtRzTe41RV6XidMC5vwPQeDJlYMOn2h+QPhhQycRWeoIn7PFzpCYaMgtFjwd5zg6bvOdHniFaLQib6eaj3cZH7AqFQwptV8vuWMUahkBSKqxwEIx+HjIndH4x+bHrPDUW+dvLnwfBvtoRzTfx5JlLJSPo8ZEysAuJxOeWwJF/QyBcIyhcMhz1/0ET+DYUrK5FfxNE3JEvh5zniD8bCaSjpF2IgFH7Tj3/jn+rN11RvvgIho0PdvQGldLxHpUUeeQvydPCIT/sPHlVLR7eO+IJxfdj73OMiQ3z+YPh75o+88aX6GQnKSME+d8npsFRS6Fae06Gu7vDcq1DktSS3uz/RN9tuhY55bpQr8mYfDIW/L8eSn+fQeE+ePC6HDnR1qycQ0hvvdemN97oGfJw/GNRhX4oXHqfQ7VSey6HOo36FjOQLhlL21WD5pMj38njfEHQIOs9GzkhF7VBPQDv2HNSOPQf7nPP/1MwY5lb1yiiMtLW1KRgMqqysLOF4WVmZWltTb/TW2tqa8vxAIKC2tjZNnTq1z2MaGhp0xx13ZNI0jGIup0OVJYWqLClM+zHOyATbAjel5VwJhcLl38M9ARmF/2qMvtmGj4f/Ui9wOzTjhHEZDQMYY9QTCIcMfyQYefLCw0LOFMMUoZCRPxQOUv5AKBz24oYfoyHTGOmEcXk6YZw7YbgjWsru6g6oKxKUgqFQbAijOD9PliUFguFQ6g/1BqFoGIqGo0CkHdHzCt0ulY53q7TIoyKPKyFkm0jwTRXoXJEqS1QgGNL+g916p+2QPjjsSzkPqyDPGfvLvScQUo8/FFdZDA/LTfHma8YJBfIWhAN/KGR0yBd+3aFQb2g1igvLGValXNGhTqcVq252+0PhwJPwfe7znT/G/anCfvLn/VcK+n/O5CdJ/DQUGaoMRvrH4bA03uNUocelcXkuGUV/FhJ/PgLR15sU6qPVptgfE3F/BBmj2M9rKPKzYWRilcbxHpfynI4+Q8Hx4u8r9LhUnJ+ncW6n/EGj3e2H9daBQ/r7gUMy6g3349zOyB+YuZHVBNbkv1iNMQP+FZvq/FTHo1avXq36+vrY552dnSovL8+mqQCGiMNhqdATXucm2YRBPrdlWb3hxTPwudG2eBxOeVzpnZ/q641zuzTO7VLZACPBKV7qoFiWFSvlH4vL6VBFyThVlNi7ArPDYak4P4+r5cYAt8vSyWVFOrmsKNdN6SOj/1qlpaVyOp19qiAHDhzoU/2ImjJlSsrzXS6XSkpKUj7G4/HI48niNwoAABh1Mrom0u12q6amRo2NjQnHGxsbtWDBgpSPmT9/fp/zn3zySc2bNy/lfBEAADC2ZLxAQ319vX7yk5/o/vvv12uvvaabbrpJzc3NsXVDVq9erWXLlsXOr6ur0+7du1VfX6/XXntN999/v+677z7dfPPN9r0KAAAwamU8ArpkyRK1t7dr7dq1amlpUXV1tbZs2aLKyvBVFS0tLWpubo6dX1VVpS1btuimm27SPffco2nTpumHP/wha4wAAABJLAcPAACGSLrv36yjDQAAcoowAgAAcoowAgAAcoowAgAAcoowAgAAcoowAgAAcoowAgAAcoowAgAAcsrmPSiHRnRdts7Ozhy3BAAApCv6vn2s9VVHRRjp6uqSJJWXl+e4JQAAIFNdXV3yer393j8qloMPhULav3+/ioqKZFmWbc/b2dmp8vJy7dmzh2Xmk9A3qdEv/aNvUqNf+kffpHY89YsxRl1dXZo2bZocjv5nhoyKyojD4dCMGTOG7PmLi4tH/Td8qNA3qdEv/aNvUqNf+kffpHa89MtAFZEoJrACAICcIowAAICcGtNhxOPx6LbbbpPH48l1U0Yc+iY1+qV/9E1q9Ev/6JvUxmK/jIoJrAAA4Pg1pisjAAAg9wgjAAAgpwgjAAAgpwgjAAAgpwgjAAAgp8Z0GNmwYYOqqqqUn5+vmpoabd26NddNGlYNDQ0666yzVFRUpMmTJ+vyyy/XG2+8kXCOMUa33367pk2bpoKCAn3iE5/Qq6++mqMW50ZDQ4Msy9LKlStjx8Zyv+zbt09f+tKXVFJSonHjxuljH/uYmpqaYvePxb4JBAL653/+Z1VVVamgoEAnnnii1q5dq1AoFDtnrPTLs88+q8985jOaNm2aLMvSf//3fyfcn04/9PT06IYbblBpaakKCwt12WWXae/evcP4Kuw3UL/4/X7dcsstOv3001VYWKhp06Zp2bJl2r9/f8JzHI/9EmPGqEcffdTk5eWZH//4x2bnzp3mxhtvNIWFhWb37t25btqw+dSnPmUeeOAB88orr5gdO3aYSy+91FRUVJhDhw7FzrnrrrtMUVGReeyxx8zLL79slixZYqZOnWo6Oztz2PLh88ILL5iZM2eaM844w9x4442x42O1Xz744ANTWVlpvvzlL5v/+7//M7t27TJPPfWUefvtt2PnjMW+ufPOO01JSYn59a9/bXbt2mV+8YtfmPHjx5v169fHzhkr/bJlyxazZs0a89hjjxlJ5pe//GXC/en0Q11dnZk+fbppbGw0L774orngggvMRz/6URMIBIb51dhnoH45ePCgueiii8zmzZvN66+/bp5//nlzzjnnmJqamoTnOB77JWrMhpGzzz7b1NXVJRybNWuWWbVqVY5alHsHDhwwkswzzzxjjDEmFAqZKVOmmLvuuit2Tnd3t/F6veZHP/pRrpo5bLq6uszJJ59sGhsbzfnnnx8LI2O5X2655RZz3nnn9Xv/WO2bSy+91Hz1q19NOPa5z33OfOlLXzLGjN1+SX7TTacfDh48aPLy8syjjz4aO2ffvn3G4XCY3/72t8PW9qGUKqQle+GFF4yk2B/Ix3u/jMlhGp/Pp6amJtXW1iYcr62t1bZt23LUqtzr6OiQJE2cOFGStGvXLrW2tib0k8fj0fnnnz8m+um6667TpZdeqosuuijh+FjulyeeeELz5s3T5z//eU2ePFlz587Vj3/849j9Y7VvzjvvPP3+97/Xm2++KUl66aWX9Nxzz+mSSy6RNHb7JVk6/dDU1CS/359wzrRp01RdXT2m+qqjo0OWZWnChAmSjv9+GRW79tqtra1NwWBQZWVlCcfLysrU2tqao1blljFG9fX1Ou+881RdXS1Jsb5I1U+7d+8e9jYOp0cffVQvvvii/vKXv/S5byz3yzvvvKONGzeqvr5et956q1544QX90z/9kzwej5YtWzZm++aWW25RR0eHZs2aJafTqWAwqO9973u66qqrJI3tn5l46fRDa2ur3G63TjjhhD7njJXfz93d3Vq1apWuvvrq2K69x3u/jMkwEmVZVsLnxpg+x8aK66+/Xn/729/03HPP9blvrPXTnj17dOONN+rJJ59Ufn5+v+eNtX6RpFAopHnz5ulf//VfJUlz587Vq6++qo0bN2rZsmWx88Za32zevFkPP/ywfvazn2nOnDnasWOHVq5cqWnTpumaa66JnTfW+qU/2fTDWOkrv9+vL3zhCwqFQtqwYcMxzz9e+mVMDtOUlpbK6XT2SZMHDhzok9jHghtuuEFPPPGEnn76ac2YMSN2fMqUKZI05vqpqalJBw4cUE1NjVwul1wul5555hn98Ic/lMvlir32sdYvkjR16lSddtppCcdmz56t5uZmSWP3Z+bb3/62Vq1apS984Qs6/fTTtXTpUt10001qaGiQNHb7JVk6/TBlyhT5fD59+OGH/Z5zvPL7/bryyiu1a9cuNTY2xqoi0vHfL2MyjLjdbtXU1KixsTHheGNjoxYsWJCjVg0/Y4yuv/56Pf744/rDH/6gqqqqhPurqqo0ZcqUhH7y+Xx65plnjut+uvDCC/Xyyy9rx44dsdu8efP0xS9+UTt27NCJJ544JvtFkhYuXNjn8u8333xTlZWVksbuz8yRI0fkcCT+OnU6nbFLe8dqvyRLpx9qamqUl5eXcE5LS4teeeWV47qvokHkrbfe0lNPPaWSkpKE+4/7fsnVzNlci17ae99995mdO3ealStXmsLCQvPuu+/mumnD5pvf/Kbxer3mj3/8o2lpaYndjhw5EjvnrrvuMl6v1zz++OPm5ZdfNlddddVxeTniscRfTWPM2O2XF154wbhcLvO9733PvPXWW+aRRx4x48aNMw8//HDsnLHYN9dcc42ZPn167NLexx9/3JSWlprvfOc7sXPGSr90dXWZ7du3m+3btxtJZt26dWb79u2xq0LS6Ye6ujozY8YM89RTT5kXX3zRfPKTnxz1l7AO1C9+v99cdtllZsaMGWbHjh0Jv497enpiz3E89kvUmA0jxhhzzz33mMrKSuN2u82ZZ54Zu6R1rJCU8vbAAw/EzgmFQua2224zU6ZMMR6Px3z84x83L7/8cu4anSPJYWQs98v//M//mOrqauPxeMysWbPMpk2bEu4fi33T2dlpbrzxRlNRUWHy8/PNiSeeaNasWZPwRjJW+uXpp59O+XvlmmuuMcak1w9Hjx41119/vZk4caIpKCgwn/70p01zc3MOXo19BuqXXbt29fv7+Omnn449x/HYL1GWMcYMXx0GAAAg0ZicMwIAAEYOwggAAMgpwggAAMgpwggAAMgpwggAAMgpwggAAMgpwggAAMgpwggAAMgpwggAAMgpwggAAMgpwggAAMip/x9LRIgO8Bds9QAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"yfft = scipy.fftpack.fft(sample_u8)\n",
"xf = np.linspace(0.0, 1.0/(2.0*(1.0/SAMPLE_TOTAL)), SAMPLE_TOTAL//2)\n",
"#print(len(yfft))\n",
"#print(len(yfft))\n",
"plot.plot(xf,2.0/SAMPLE_TOTAL * np.abs(yfft[:SAMPLE_TOTAL//2]))\n",
"plot.title(\"FFT u8\")\n",
"plot.show()\n",
"\n",
"yfft = scipy.fftpack.fft(sample_cu8)\n",
"xf = np.linspace(0.0, 1.0/(2.0*(1.0/SAMPLE_TOTAL)), SAMPLE_TOTAL//2)\n",
"#print(len(yfft))\n",
"#print(len(yfft))\n",
"plot.plot(xf,2.0/SAMPLE_TOTAL * np.abs(yfft[:SAMPLE_TOTAL//2]))\n",
"plot.title(\"FFT cu8\")\n",
"plot.show()\n",
"\n",
"yfft = scipy.fftpack.fft(sample_s8)\n",
"xf = np.linspace(0.0, 1.0/(2.0*(1.0/SAMPLE_TOTAL)), SAMPLE_TOTAL//2)\n",
"#print(len(yfft))\n",
"#print(len(yfft))\n",
"plot.plot(xf,2.0/SAMPLE_TOTAL * np.abs(yfft[:SAMPLE_TOTAL//2]))\n",
"plot.title(\"FFT s8\")\n",
"plot.show()\n",
"\n",
"yfft = scipy.fftpack.fft(sample_cs8)\n",
"xf = np.linspace(0.0, 1.0/(2.0*(1.0/SAMPLE_TOTAL)), SAMPLE_TOTAL//2)\n",
"#print(len(yfft))\n",
"#print(len(yfft))\n",
"plot.plot(xf,2.0/SAMPLE_TOTAL * np.abs(yfft[:SAMPLE_TOTAL//2]))\n",
"plot.title(\"FFT cs8\")\n",
"plot.show()"
]
},
{
"cell_type": "markdown",
"id": "f33547b1-f090-4efa-a733-f1d9e22063e4",
"metadata": {},
"source": [
"## Draw FFT u16/cu16 and s16/cs16"
]
},
{
"cell_type": "code",
"execution_count": 124,
"id": "277dc29e",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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QUVGRFi5cqEcffVRpaWl6+OGHj4vbeqXWOiPsGQEAwB6Ww8gVV1zR6ZLGmjVr2h27/PLL9f7771v9qB7Rukxjc0cAAHAoxz+bxsVTewEAsJXjwwjLNAAA2IswEqzAyswIAAC2cHwYCT6bhnLwAADYgzDiougZAAB2cnwYCe4ZYWYEAAB7OD6MuN3cTQMAgJ0cH0Y8gQqszIwAAGAPx4cRNrACAGAvwghFzwAAsJXjw4jHnBmxuSMAADiU48OIO7hnhDQCAIAtCCOUgwcAwFaODyMebu0FAMBWhJFAGGFiBAAAezg+jLi4mwYAAFs5Pox42DMCAICtCCOBEeBuGgAA7OH4MOLiQXkAANjK8WGkdZnG5o4AAOBQhJFgBVaWaQAAsIXjwwgPygMAwF6EkUA5eG7tBQDAHo4PIx42sAIAYCvHhxE35eABALCV48MI5eABALCX48OIuWeENAIAgC0IIzybBgAAWzk+jFBnBAAAezk+jLjNu2ls7ggAAA5FGOGpvQAA2MrxYYRlGgAA7EUYCYwARc8AALCH48OIi7tpAACwlePDiIcNrAAA2IowQjl4AABsFVMYWblypTIyMpSUlKTMzExt3ry50/Zr167VmDFj1Lt3bw0ePFg//elPdfDgwZg63NWCz6ZhzwgAAPawHEYKCwu1YMECLVmyRKWlpZo8ebKys7NVXl4esf2WLVuUk5OjOXPmaOfOnXrxxRf1l7/8Rbfcckvcne8KwXLwhBEAAOxhOYwsX75cc+bM0S233KJRo0ZpxYoVSk9P16pVqyK2//Of/6wRI0bojjvuUEZGhiZNmqRbb71V27dvj7vzXcHDBlYAAGxlKYw0NDSopKREWVlZYcezsrK0devWiOdMmDBB+/btU1FRkQzD0JdffqmXXnpJ06ZN6/Bz6uvrVVtbG/bqLq3LNJLB7AgAAD3OUhiprq5Wc3OzUlNTw46npqaqsrIy4jkTJkzQ2rVrNXPmTCUmJmrQoEE69dRT9R//8R8dfk5BQYFSUlLMV3p6upVuWhKswCpJZBEAAHpeTBtYXSF/wKWWGYW2x4J27dqlO+64Q/fcc49KSkr0+uuva8+ePcrNze3w+vn5+aqpqTFfe/fujaWbUfGE9JuS8AAA9DyvlcYDBgyQx+NpNwtSVVXVbrYkqKCgQBMnTtSdd94pSbrgggvUp08fTZ48Wffff78GDx7c7hyfzyefz2elazFzh8SxZr+hBE+PfCwAAAiwNDOSmJiozMxMFRcXhx0vLi7WhAkTIp5z5MgRud3hH+PxtPzFPx72aATrjEgs0wAAYAfLyzR5eXl68skntXr1au3evVsLFy5UeXm5ueySn5+vnJwcs/306dO1bt06rVq1Sp999pneffdd3XHHHbrkkkuUlpbWdd8kRm6WaQAAsJWlZRpJmjlzpg4ePKhly5apoqJCo0ePVlFRkYYPHy5JqqioCKs5cvPNN6uurk6PPPKI/uVf/kWnnnqqpkyZon//93/vum8Rh7Awwu29AAD0OJdxPKyVHENtba1SUlJUU1Oj5OTkLr12s9/Qmb8skiSV/upqndYnsUuvDwCAU0X799vxz6YJ2TJCFVYAAGzg+DDicrkUXKlhzwgAAD3P8WFEaq014vfb3BEAAByIMKLWkvDMjAAA0PMIIwp5ci930wAA0OMIIwpZpmFmBACAHkcYUcgyDTMjAAD0OMKIWkvCk0UAAOh5hBG1VmFlmQYAgJ5HGFFrGGGZBgCAnkcYkeQJjAJhBACAnkcYUevdNKzSAADQ8wgjaikJL1H0DAAAOxBG1Ho3Dcs0AAD0PMKIQm/tJYwAANDTCCOS+dReysEDANDzCCNq3cDKnhEAAHoeYUQhyzR+mzsCAIADEUZEBVYAAOxEGJHkDhY9I4wAANDjCCNq3TPCBlYAAHoeYUSSmzojAADYhjCikJkRsggAAD2OMCI2sAIAYCfCiEI2sMY4NbL3qyMq+eKrLuwRAADOQRhR/OXg/+f/LtH1j23TgW+OdmW3AABwBMKI4l+m+bL2WxmGVFVX35XdAgDAEQgjag0jzTFWYG1o8of9EwAARI8wotBy8LHNjDQEUkxjrGkGAAAHI4wovmUawzCYGQEAIA6EEUmBiZGYysE3hcym1BNGAACwjDCi+JZpQmdDGlimAQDAMsKI4isHH7pPhGUaAACsI4wovnLwDYQRAADiQhhR656RWDawhgYQ7qYBAMA6wojiXaZpPYeZEQAArIspjKxcuVIZGRlKSkpSZmamNm/e3Gn7+vp6LVmyRMOHD5fP59OZZ56p1atXx9Th7hDXMg0bWAEAiIvX6gmFhYVasGCBVq5cqYkTJ+rxxx9Xdna2du3apWHDhkU8Z8aMGfryyy/11FNP6ayzzlJVVZWampri7nxXiafOSOjSDLf2AgBgneUwsnz5cs2ZM0e33HKLJGnFihV64403tGrVKhUUFLRr//rrr2vjxo367LPP1K9fP0nSiBEj4ut1F4tnmSY0gLBMAwCAdZaWaRoaGlRSUqKsrKyw41lZWdq6dWvEc9avX69x48bp17/+tYYMGaKzzz5bixYt0tGjHT/htr6+XrW1tWGv7uQJjEK8t/aygRUAAOsszYxUV1erublZqampYcdTU1NVWVkZ8ZzPPvtMW7ZsUVJSkl555RVVV1dr7ty5+uqrrzrcN1JQUKD77rvPStfiEtwzYsR5Nw0zIwAAWBfTBlZX4I93kGEY7Y4F+f1+uVwurV27VpdccomuvfZaLV++XGvWrOlwdiQ/P181NTXma+/evbF0M2rBvsdSDp6iZwAAxMfSzMiAAQPk8XjazYJUVVW1my0JGjx4sIYMGaKUlBTz2KhRo2QYhvbt26eRI0e2O8fn88nn81npWlw85p4R6+dyNw0AAPGxNDOSmJiozMxMFRcXhx0vLi7WhAkTIp4zceJEHThwQIcOHTKPffzxx3K73Ro6dGgMXe565rNpYlmmYWYEAIC4WF6mycvL05NPPqnVq1dr9+7dWrhwocrLy5WbmyupZYklJyfHbD9r1iz1799fP/3pT7Vr1y5t2rRJd955p372s5+pV69eXfdN4hBcYYrlQXmhRc+4tRcAAOss39o7c+ZMHTx4UMuWLVNFRYVGjx6toqIiDR8+XJJUUVGh8vJys/0pp5yi4uJi3X777Ro3bpz69++vGTNm6P777++6bxEnTxx7RigHDwBAfCyHEUmaO3eu5s6dG/G9NWvWtDt2zjnntFvaOZ6YyzQ8tRcAgB7Hs2kUWoHV+rlsYAUAID6EEbWGkZiWaZgZAQAgLoQRtVZgjWWZhqJnAADEhzCi+J5NQzl4AADiQxhR69008e4Z4dZeAACsI4wodANrnHfTMDMCAIBlhBHFt0zTEFL0jD0jAABYRxiR5AlUYI236BlhBAAA6wgjap0ZMVimAQCgxxFGFFJnJM5be5v9RkzXAADAyQgjai0HH8vERtvbebm9FwAAawgjar21N5ZlmrZLM9zeCwCANYQRSa4u2sAa6XcAANA5wohCl2ninxlhEysAANYQRtQaRuIteiZJjcyMAABgCWFEIRVYY9nA2hQeYJgZAQDAGsKIQm7t7YINrOwZAQDAGsKIJE9gFPxx1hmRuJsGAACrCCNiZgQAADsRRhT61F7r5wY3sCZ6W4aSPSMAAFhDGFHI3TRxLNOc4vNK4m4aAACsIoyo9UF5sdQZCc6MBMMIMyMAAFhDGFFrOXirdUb8fkONzS3n9AmGEWZGAACwhDAiKTAxYjmMNIYUJjnF55FEGAEAwCrCiGJfpgkNHsGZkXqWaQAAsIQwotBy8NbOCy7RSK1hhA2sAABYQxhR6K29FpdpArMgHrdLSd7AMg0zIwAAWEIYUeuekViXaRI97tY6I8yMAABgCWFEsdcZCc6CJHhc8hFGAACICWFEsZeDN2dGvB4leFquwTINAADWEEYUezl4sxS8x8UyDQAAMSKMKI5lmqbW59IketjACgBALAgjkjyBUbC8TGPuGWEDKwAAsSKMKGSZJp6ZEcIIAAAxIYwonj0jLSckeNxKDG5gJYwAAGAJYUSte0as1hlp3cAaMjPCnhEAACwhjCjk2TQx39rbGkYaCSMAAFgSUxhZuXKlMjIylJSUpMzMTG3evDmq89599115vV5deOGFsXxst/EElmmMmDewusy7aepZpgEAwBLLYaSwsFALFizQkiVLVFpaqsmTJys7O1vl5eWdnldTU6OcnBxdddVVMXe2u8RdDp4NrAAAxMxyGFm+fLnmzJmjW265RaNGjdKKFSuUnp6uVatWdXrerbfeqlmzZmn8+PHH/Iz6+nrV1taGvbqTO+SpvVZmRxpDbu1NYAMrAAAxsRRGGhoaVFJSoqysrLDjWVlZ2rp1a4fnPf300/r73/+ue++9N6rPKSgoUEpKivlKT0+30k3Lgss0krU7aiLOjLBnBAAASyyFkerqajU3Nys1NTXseGpqqiorKyOe88knn2jx4sVau3atvF5vVJ+Tn5+vmpoa87V3714r3bTMHRZGrM+MJHrcPCgPAIAYRZcO2nCF/PGWWpY22h6TpObmZs2aNUv33Xefzj777Kiv7/P55PP5YulaTNwhkazZbyjBE915kcrBczcNAADWWAojAwYMkMfjaTcLUlVV1W62RJLq6uq0fft2lZaWat68eZIkv98vwzDk9Xq1YcMGTZkyJY7ud41gnRHJ2sxIQ2jRM2ZGAACIiaVlmsTERGVmZqq4uDjseHFxsSZMmNCufXJysnbs2KGysjLzlZubq+985zsqKyvTpZdeGl/vu4g7zj0jbGAFACB2lpdp8vLydNNNN2ncuHEaP368nnjiCZWXlys3N1dSy36P/fv365lnnpHb7dbo0aPDzh84cKCSkpLaHbdTaBixcnuvuWckZANrPcs0AABYYjmMzJw5UwcPHtSyZctUUVGh0aNHq6ioSMOHD5ckVVRUHLPmyPEmbJkmljDicYUt03S0hwYAALQX0wbWuXPnau7cuRHfW7NmTafnLl26VEuXLo3lY7tNSBaxVBI+dAOrz9O667XJb5jLNgAAoHM8m0YtdwcFA4m1Dayte0aCMyMS+0YAALCCMBIQ3Dfit5AjIhU9Cz0OAACOjTASEMuTe0PLwXvcrbMrVGEFACB6hJEAjzkzYn2ZJlh9lVojAABYRxgJiGXPSGNTa9EzqaUsvCTVE0YAAIgaYSTAXKaxMDNSH7JMI0mJXkrCAwBgFWEkIFhrxNrMSOsGVkk8LA8AgBgQRgLMPSMWysG3bmB1hf2TDawAAESPMBIQrJhqZZmGDawAAMSPMBIQ2PZh7dk0TW33jBBGAACwijAS0LpMY31mJBhCgnfTsEwDAED0CCMBbrf1PSMNzIwAABA3wkiAO449I8EZkWAoIYwAABA9wkhATLf2Nre0bXdrL8s0AABEjTASEKzAGu3MSLPfMNsmskwDAEDMCCMBbosbWEOrrCa03cBKGAEAIGqEkQBzmSbKHBG6FBMsdpbIMg0AAJYRRgLMDaxRzoyEzn6wgRUAgNgRRgKsbmANLQUfrN7KzAgAANYRRgKCG1j9UW5gDc5+BGdFJDawAgAQC8JIQLDoWbR305gzI97WIfSxTAMAgGWEkQCr5eDrO5kZaWSZBgCAqBFGAlpv7Y2ufbDgWQLLNAAAxIUwEuC2+NTeYODwhSzTBINJPTMjAABEjTASEPvdNMyMAAAQD8JIgNUH5ZlP7PW6zGNUYAUAwDrCSIDVPSNtn9grMTMCAEAsCCMBreXgY1+m8XE3DQAAlhFGAmItB58YYQMrFVgBAIgeYSQgOMFhdQMryzQAAMSHMBJg7hmxWg4+ZGaEDawAAFhHGAmwWg6+oZOiZ/WEEQAAokYYCfCYe0aiax9xZoQNrAAAWEYYCQg+tdeIp+gZG1gBALCMMBJgeZnGfFBeSNEzNrACAGAZYSTAY/HWXvNumgjLNIQRAACiF1MYWblypTIyMpSUlKTMzExt3ry5w7br1q3T1VdfrdNPP13JyckaP3683njjjZg73F2CRc+izCLmUkykZZomvxH1XTkAADid5TBSWFioBQsWaMmSJSotLdXkyZOVnZ2t8vLyiO03bdqkq6++WkVFRSopKdGVV16p6dOnq7S0NO7OdyVXjM+miTQzIrFvBACAaFkOI8uXL9ecOXN0yy23aNSoUVqxYoXS09O1atWqiO1XrFihu+66SxdffLFGjhypBx98UCNHjtRrr70Wd+e7UnCCI9owEmkDa+jPhBEAAKJjKYw0NDSopKREWVlZYcezsrK0devWqK7h9/tVV1enfv36ddimvr5etbW1Ya/u5jEflGdtZsQXoehZ6PsAAKBzlsJIdXW1mpublZqaGnY8NTVVlZWVUV3jd7/7nQ4fPqwZM2Z02KagoEApKSnmKz093Uo3YxK8myb6cvDti5653S4lBO6uIYwAABCdmDawBvdXBBmG0e5YJM8//7yWLl2qwsJCDRw4sMN2+fn5qqmpMV979+6NpZuWmA/KizJD1EfYMyJREh4AAKu8VhoPGDBAHo+n3SxIVVVVu9mStgoLCzVnzhy9+OKLmjp1aqdtfT6ffD6fla7FzWN5ZqT9nhGpJZwcbmhmzwgAAFGyNDOSmJiozMxMFRcXhx0vLi7WhAkTOjzv+eef180336znnntO06ZNi62n3czdBXfTSK3hhJkRAACiY2lmRJLy8vJ00003ady4cRo/fryeeOIJlZeXKzc3V1LLEsv+/fv1zDPPSGoJIjk5OfrDH/6gyy67zJxV6dWrl1JSUrrwq8QnWA7e6sxIaAVWKaTwGTMjAABExXIYmTlzpg4ePKhly5apoqJCo0ePVlFRkYYPHy5JqqioCKs58vjjj6upqUm33XabbrvtNvP47NmztWbNmvi/QRcxl2niuLVXogorAABWWQ4jkjR37lzNnTs34nttA8Y777wTy0f0OLfFcvBsYAUAoGvwbJqA1g2s0bXvaGbEx8wIAACWEEYCzD0j0W5gjfCgvNDf2TMCAEB0CCMBwaJnUZeDb2ppl+iJfDdNI2EEAICoEEYCPBb3jBxrZqSeZRoAAKJCGAkI7hmJMouosamDu2nYwAoAgCWEkQCXxaJn9cfaM0IYAQAgKoSRgGDtsmiWaQzDCLmbhqJnAADEgzASYKXoWZPfMJdz2m5gDf7eyMwIAABRIYwEBJdpoikHH3qnDLf2AgAQH8JIgMe8tffYbYO39UpsYAUAIF6EkQCPhZmR+uZmSZLLJXndkfeMcGsvAADRIYwEuN1Wlmla2iR43ObyThDLNAAAWEMYCQhOcERza29wCcbnaT98CSzTAABgCWEkwGNpZiRwW6+3/fAFH5RHOXgAAKJDGAlwWyh6Fpz1aHtbr0TRMwAArCKMBLTOjBy7bYM5M+Jq9x530wAAYA1hJCC4ZySaomcNHTyXRmqdGfm2qbnrOgcAwEmMMBLgtvDU3uB+kEjLNMP69ZYk7dhXw74RAACiQBgJsFIOvrGDh+RJ0thhp6lfn0TVftukv3z+Vdd2EgCAkxBhJMDtsrBnpJMNrB63S1POGShJKt71Zdd1EACAkxRhJMDttnA3TUjRs0imjkqV1BJGjCiWfQAAcDLCSICVcvDmzEiEZRpJ+u7ZA+TzurXv66P625d1XddJAABOQoSRAHdgJCwVPetgZqR3oleTzhogSSreyVINAACdIYwExFL0zNfBzIgkXX1uYKlmN2EEAIDOEEYCrBQ9qz5UL6nzMDJl1EC5XNKH+2pUWfNtl/QRAICTEWEkINqZkYYmv/7P9r2SpEkjB3TYbmDfJF2Yfqok6U1mRwAA6BBhJCDaB+X9v48q9GVtvU7v69M/XZDWaVtzqYZbfAEA6BBhJCCacvCGYeipLXskSTmXDe/wbpqgrEAY2fb3g6r7trFrOgoAwEmGMBIQTTn47V98rQ/31cjndevHlw0/5jXPPP0UnTGgjxqa/brzxQ8pDw8AQASEkQCPWfSs4zarA7Mi1100RP36JB7zmi6XS/d9/zwletx6fWel7ni+lEACAEAbhJGA4MxIRxVT9351RG/srJQk/XRiRtTXnTzydD1+U6YSPW79v48qteCFMjURSAAAMBFGAoL1yzpapvlfWz+X35Amjxygs1P7Wrr2lecM1KqfXKQEj0v/d0eFbnrqPb1f/nW8XQYA4KRAGAno7Nbe/yzbr2f+/IUk6WeTop8VCXXVqFSt+nHLDMm2zw7qupVblbP6PZV88RXPrwEAOJrX7g4cL4J7RkJzQbPf0G/e+Jse2/h3SdI156Xq8pGnx/wZU89NVXHed/XIW59qXel+bfr4H9r08T809LRemjoqVVeNGqhLMvrJ5/XE9V0AADiREEYC2s6MVNQc1ZJXPtJbf62SJP3iijO1KOs75tN9YzW8fx/95kdjNG/KWXr07U/1atkB7fv6qNZs/Vxrtn6uBI9L3xnUV+cPOVXnD0nRmaf3UcbpfXT6KT65XPF9NgAAxyOXcQKsEdTW1iolJUU1NTVKTk7uls/Y/81RTXzoLXncLk08a4C2fPIP+Y2Wku+/vv4Cff/CId3yuUcamrTlk2r91+4qvfW3Kv2jrj5iu1N8Xg09rZdSk5OUmuzTwL6BfyYnKTU5Sf37JCqld4L6+ryEFgDAcSHav98xzYysXLlSv/nNb1RRUaHzzjtPK1as0OTJkztsv3HjRuXl5Wnnzp1KS0vTXXfdpdzc3Fg+utt4QmZGNn38D0nSJRn99Ktp5+r8oSnd9rm9E73KOm+Qss4bJMMwtO/ro9qxv0Yf7qvRropa7ak+pH1fH9Wh+ib9tbJOf62s6/R6bpeU3CtBKYFXclKCknt51SvBq96JHvX2edQ79OdEj/leH59HPq9HPq9bicGXp+WfPq9HCR4XQQcA0OUsh5HCwkItWLBAK1eu1MSJE/X4448rOztbu3bt0rBhw9q137Nnj6699lr9/Oc/17PPPqt3331Xc+fO1emnn64f/vCHXfIlusKAUxJ1duopOlzfrOsuGqLrM4dqeP8+PdoHl8ul9H69ld6vt649f7B5/NvGZu396oj2f3NUVXX1qqr9Vl/W1quqLvDP2m918HCD6pv88hvSN0ca9c2R7qn4muh1y2cGlNbQkuBxy+txy+t2yeN2KcHjksftVkLgd6/HJa+75X1v8D1P4D23yzzX63YH3m857na1/Ox2Se7g7y6XXC4FjrsCxxU4Hrl92O/ulrFuOe6S263wzwkeD3xOy8sll9R6LPCfV+jPbpfkUssBd8g5LlfrMqAr0Kbt+4Q8AE5meZnm0ksv1UUXXaRVq1aZx0aNGqUf/OAHKigoaNf+7rvv1vr167V7927zWG5urj744ANt27Ytqs/siWWak8G3jc2qPdqomjavum+bdKShWUcbmnS4odn8+Ujg5yMhP9c3Nauhyd/yavarsfm4X8U7aQSDTWvgCQlDgZ/dgQCjYFu3KywMSa4I1wkJTsHAFPi8wKXMMGRGok7ei3SN1u/gCmsX/jmusM8MfdMltXvPFfG98EaR3gv93Ej9jPR9Ovuu5tXb9S/C92rbz7asHe4wpHbcvnuvH+mNjr6r9b501N7i9a10vtPPtXb9rhsH+/6PyfWZQzV6SNeuBHTLMk1DQ4NKSkq0ePHisONZWVnaunVrxHO2bdumrKyssGPXXHONnnrqKTU2NiohIaHdOfX19aqvb907UVtba6WbjpWU4FFSgkcDk5O67Jp+v6GGZr/qQwJKQ5M/PLQEjjf7DTU2G2r2G2ry+9UU+LnR3/JeU3PguPmzoabAecGfQ99r9vvVbLQ8vNDvN+Q3DDX7WwrTNRuG/IZCjhsyDAWOB9u3LLv5g8dC2xuG/H6Z74VdN3Cu32i5pt8wZEhSyM+G+c8uG2oZhmQo9GGNBEEAPeei4ad1eRiJlqUwUl1drebmZqWmpoYdT01NVWVlZcRzKisrI7ZvampSdXW1Bg8e3O6cgoIC3XfffVa6hm7idruU5G4JOYjMaBNagj9LwYDREm7MAONvORYaPoLtDCPCOYFM0tqu9WeZ7VrP93dwjhEIZIFeh/RP5s/B7xNsYR6TEXpa2DlGyLXC3zPU5uPatzXC27e9tjq8duv1In2uIrRr+7mt3zH8c9Xptdtfr/W8Ntdpo6Pg2tHktOXrdNjeWqjt+Prt37Del+iv3Vn7jnQ4ljb1s8Pud9F/5l1t5MBTeuaDIohpA2vbaSTDMDqdWorUPtLxoPz8fOXl5Zm/19bWKj09PZauAt0uuATi7nhyGwDQCUthZMCAAfJ4PO1mQaqqqtrNfgQNGjQoYnuv16v+/ftHPMfn88nn81npGgAAOEFZKgefmJiozMxMFRcXhx0vLi7WhAkTIp4zfvz4du03bNigcePGRdwvAgAAnMXys2ny8vL05JNPavXq1dq9e7cWLlyo8vJys25Ifn6+cnJyzPa5ubn64osvlJeXp927d2v16tV66qmntGjRoq77FgAA4IRlec/IzJkzdfDgQS1btkwVFRUaPXq0ioqKNHz4cElSRUWFysvLzfYZGRkqKirSwoUL9eijjyotLU0PP/zwcVVjBAAA2Idy8AAAoFtE+/fb8jINAABAVyKMAAAAWxFGAACArQgjAADAVoQRAABgK8IIAACwFWEEAADYijACAABsFdNTe3tasC5bbW2tzT0BAADRCv7dPlZ91RMijNTV1UmS0tPTbe4JAACwqq6uTikpKR2+f0KUg/f7/Tpw4ID69u0rl8vVZdetra1Venq69u7dS5n5NhibyBiXjjE2kTEuHWNsIjuZxsUwDNXV1SktLU1ud8c7Q06ImRG3262hQ4d22/WTk5NP+P/AuwtjExnj0jHGJjLGpWOMTWQny7h0NiMSxAZWAABgK8IIAACwlaPDiM/n07333iufz2d3V447jE1kjEvHGJvIGJeOMTaROXFcTogNrAAA4OTl6JkRAABgP8IIAACwFWEEAADYijACAABsRRgBAAC2cnQYWblypTIyMpSUlKTMzExt3rzZ7i71qIKCAl188cXq27evBg4cqB/84Af629/+FtbGMAwtXbpUaWlp6tWrl6644grt3LnTph7bo6CgQC6XSwsWLDCPOXlc9u/fr5/85Cfq37+/evfurQsvvFAlJSXm+04cm6amJv3rv/6rMjIy1KtXL51xxhlatmyZ/H6/2cYp47Jp0yZNnz5daWlpcrlcevXVV8Pej2Yc6uvrdfvtt2vAgAHq06ePvve972nfvn09+C26Xmfj0tjYqLvvvlvnn3+++vTpo7S0NOXk5OjAgQNh1zgZx8VkONQLL7xgJCQkGH/84x+NXbt2GfPnzzf69OljfPHFF3Z3rcdcc801xtNPP2189NFHRllZmTFt2jRj2LBhxqFDh8w2Dz30kNG3b1/j5ZdfNnbs2GHMnDnTGDx4sFFbW2tjz3vOe++9Z4wYMcK44IILjPnz55vHnTouX331lTF8+HDj5ptvNv77v//b2LNnj/Hmm28an376qdnGiWNz//33G/379zf+9Kc/GXv27DFefPFF45RTTjFWrFhhtnHKuBQVFRlLliwxXn75ZUOS8corr4S9H8045ObmGkOGDDGKi4uN999/37jyyiuNMWPGGE1NTT38bbpOZ+PyzTffGFOnTjUKCwuNv/71r8a2bduMSy+91MjMzAy7xsk4LkGODSOXXHKJkZubG3bsnHPOMRYvXmxTj+xXVVVlSDI2btxoGIZh+P1+Y9CgQcZDDz1ktvn222+NlJQU47HHHrOrmz2mrq7OGDlypFFcXGxcfvnlZhhx8rjcfffdxqRJkzp836ljM23aNONnP/tZ2LHrrrvO+MlPfmIYhnPHpe0f3WjG4ZtvvjESEhKMF154wWyzf/9+w+12G6+//nqP9b07RQppbb333nuGJPP/IJ/s4+LIZZqGhgaVlJQoKysr7HhWVpa2bt1qU6/sV1NTI0nq16+fJGnPnj2qrKwMGyefz6fLL7/cEeN02223adq0aZo6dWrYcSePy/r16zVu3Dj96Ec/0sCBAzV27Fj98Y9/NN936thMmjRJ//Vf/6WPP/5YkvTBBx9oy5YtuvbaayU5d1zaimYcSkpK1NjYGNYmLS1No0ePdtRY1dTUyOVy6dRTT5V08o/LCfHU3q5WXV2t5uZmpaamhh1PTU1VZWWlTb2yl2EYysvL06RJkzR69GhJMsci0jh98cUXPd7HnvTCCy/o/fff11/+8pd27zl5XD777DOtWrVKeXl5+uUvf6n33ntPd9xxh3w+n3Jychw7Nnfffbdqamp0zjnnyOPxqLm5WQ888IBuvPFGSc7+70yoaMahsrJSiYmJOu2009q1ccq/n7/99lstXrxYs2bNMp/ae7KPiyPDSJDL5Qr73TCMdsecYt68efrwww+1ZcuWdu85bZz27t2r+fPna8OGDUpKSuqwndPGRZL8fr/GjRunBx98UJI0duxY7dy5U6tWrVJOTo7ZzmljU1hYqGeffVbPPfeczjvvPJWVlWnBggVKS0vT7NmzzXZOG5eOxDIOThmrxsZG3XDDDfL7/Vq5cuUx258s4+LIZZoBAwbI4/G0S5NVVVXtErsT3H777Vq/fr3efvttDR061Dw+aNAgSXLcOJWUlKiqqkqZmZnyer3yer3auHGjHn74YXm9XvO7O21cJGnw4ME699xzw46NGjVK5eXlkpz735k777xTixcv1g033KDzzz9fN910kxYuXKiCggJJzh2XtqIZh0GDBqmhoUFff/11h21OVo2NjZoxY4b27Nmj4uJic1ZEOvnHxZFhJDExUZmZmSouLg47XlxcrAkTJtjUq55nGIbmzZundevW6a233lJGRkbY+xkZGRo0aFDYODU0NGjjxo0n9ThdddVV2rFjh8rKyszXuHHj9OMf/1hlZWU644wzHDkukjRx4sR2t39//PHHGj58uCTn/nfmyJEjcrvD/3Xq8XjMW3udOi5tRTMOmZmZSkhICGtTUVGhjz766KQeq2AQ+eSTT/Tmm2+qf//+Ye+f9ONi185ZuwVv7X3qqaeMXbt2GQsWLDD69OljfP7553Z3rcf84he/MFJSUox33nnHqKioMF9Hjhwx2zz00ENGSkqKsW7dOmPHjh3GjTfeeFLejngsoXfTGIZzx+W9994zvF6v8cADDxiffPKJsXbtWqN3797Gs88+a7Zx4tjMnj3bGDJkiHlr77p164wBAwYYd911l9nGKeNSV1dnlJaWGqWlpYYkY/ny5UZpaal5V0g045Cbm2sMHTrUePPNN43333/fmDJlygl/C2tn49LY2Gh873vfM4YOHWqUlZWF/fu4vr7evMbJOC5Bjg0jhmEYjz76qDF8+HAjMTHRuOiii8xbWp1CUsTX008/bbbx+/3GvffeawwaNMjw+XzGd7/7XWPHjh32ddombcOIk8fltddeM0aPHm34fD7jnHPOMZ544omw9504NrW1tcb8+fONYcOGGUlJScYZZ5xhLFmyJOwPiVPG5e23347475XZs2cbhhHdOBw9etSYN2+e0a9fP6NXr17GP/3TPxnl5eU2fJuu09m47Nmzp8N/H7/99tvmNU7GcQlyGYZh9Nw8DAAAQDhH7hkBAADHD8IIAACwFWEEAADYijACAABsRRgBAAC2IowAAABbEUYAAICtCCMAAMBWhBEAAGArwggAALAVYQQAANjq/wOXFsp9cJddAAAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"yfft = scipy.fftpack.fft(sample_s16)\n",
"xf = np.linspace(0.0, 1.0/(2.0*(1.0/SAMPLE_TOTAL)), SAMPLE_TOTAL//2)\n",
"#print(len(yfft))\n",
"#print(len(yfft))\n",
"plot.plot(xf,2.0/SAMPLE_TOTAL * np.abs(yfft[:SAMPLE_TOTAL//2]))\n",
"plot.title(\"FFT s16\")\n",
"plot.show()\n",
"\n",
"yfft = scipy.fftpack.fft(sample_cs16)\n",
"xf = np.linspace(0.0, 1.0/(2.0*(1.0/SAMPLE_TOTAL)), SAMPLE_TOTAL//2)\n",
"#print(len(yfft))\n",
"#print(len(yfft))\n",
"plot.plot(xf,2.0/SAMPLE_TOTAL * np.abs(yfft[:SAMPLE_TOTAL//2]))\n",
"plot.title(\"FFT cs16\")\n",
"plot.show()\n",
"\n",
"yfft = scipy.fftpack.fft(sample_u16)\n",
"xf = np.linspace(0.0, 1.0/(2.0*(1.0/SAMPLE_TOTAL)), SAMPLE_TOTAL//2)\n",
"#print(len(yfft))\n",
"#print(len(yfft))\n",
"plot.plot(xf,2.0/SAMPLE_TOTAL * np.abs(yfft[:SAMPLE_TOTAL//2]))\n",
"plot.title(\"FFT u16\")\n",
"plot.show()\n",
"\n",
"yfft = scipy.fftpack.fft(sample_cu16)\n",
"xf = np.linspace(0.0, 1.0/(2.0*(1.0/SAMPLE_TOTAL)), SAMPLE_TOTAL//2)\n",
"#print(len(yfft))\n",
"#print(len(yfft))\n",
"plot.plot(xf,2.0/SAMPLE_TOTAL * np.abs(yfft[:SAMPLE_TOTAL//2]))\n",
"plot.title(\"FFT cu16\")\n",
"plot.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "8a347970",
"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": "3.12.7"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
|