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@keflavich
Created June 13, 2020 22:47
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"C:\\Users\\Adam\\Documents\\GitHub\\1420SDR\n"
]
}
],
"source": [
"cd C:\\Users\\Adam\\Documents\\GitHub\\1420SDR\\"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"C:\\Users\\Adam\n"
]
}
],
"source": [
"cd C:\\Users\\Adam\\"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Volume in drive C is OS\n",
" Volume Serial Number is 848B-7E0F\n",
"\n",
" Directory of C:\\Users\\Adam\n",
"\n",
"\n",
" Directory of C:\\Users\\Adam\n",
"\n",
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"06/01/2020 07:18 AM 120,960 psd_200601_071819_tint60s_sdr0_fsw.fits\n",
" 2673 File(s) 319,582,080 bytes\n",
" 0 Dir(s) 285,804,347,392 bytes free\n"
]
}
],
"source": [
"ls -lhrt *fits"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"import pylab as pl\n",
"import pylab as plt\n",
"plt.style.use('dark_background')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"import glob\n",
"background_csvs = [fn for fn in glob.glob(\"*0528_19*60s_background.csv\")] "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"background_csvs"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"background_data = np.array([np.loadtxt(fn, delimiter=',')[:,1] for fn in background_csvs])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"data_csvs = [fn for fn in glob.glob(\"*0528_*60s.csv\")]\n",
"data_csvs = data_csvs[572:] + [fn for fn in glob.glob(\"*0529_*60s.csv\")]\n",
"data = np.array([np.loadtxt(fn, delimiter=',')[:,1] for fn in data_csvs])"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"from astropy import coordinates\n",
"from astroplan import Observer\n",
"from astropy.time import Time\n",
"from astropy import units as u\n",
"from astropy.io import fits\n",
"from astropy.table import Table\n",
"import glob\n",
"import tqdm.notebook, tqdm"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Time object: scale='utc' format='datetime' value=2020-06-01 11:19:20.878457>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Time.now()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"bgfilenames = glob.glob(\"*sdr0_background.fits\")\n",
"bgtables = [Table.read(fh) for fh in bgfilenames]"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "a12893e89e91442682453ff55b8a930f",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"HBox(children=(FloatProgress(value=0.0, max=2673.0), HTML(value='')))"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n"
]
}
],
"source": [
"filenames = glob.glob(\"*sdr0_fsw.fits\")\n",
"tables = [Table.read(fh) for fh in tqdm.notebook.tqdm(filenames)]"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/html": [
"<i>Table length=2048</i>\n",
"<table id=\"table2052616892104\" class=\"table-striped table-bordered table-condensed\">\n",
"<thead><tr><th>freq1</th><th>freq2</th><th>power1</th><th>power2</th><th>fsw_rvel</th><th>fsw_pow</th></tr></thead>\n",
"<thead><tr><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th></tr></thead>\n",
"<tr><td>1419301000.0</td><td>1419111000.0</td><td>0.004462295678225784</td><td>0.0042740411309318115</td><td>233.17017196561034</td><td>-0.0029649716649695545</td></tr>\n",
"<tr><td>1419302171.875</td><td>1419112171.875</td><td>0.004433108665184293</td><td>0.0042752867345095995</td><td>232.92283469155086</td><td>-0.003043418380701886</td></tr>\n",
"<tr><td>1419303343.75</td><td>1419113343.75</td><td>0.004370038228963004</td><td>0.004265931471538011</td><td>232.67549741749144</td><td>-0.0031932855039878702</td></tr>\n",
"<tr><td>1419304515.625</td><td>1419114515.625</td><td>0.00439786478626562</td><td>0.004226896382017154</td><td>232.42816014338396</td><td>-0.0031807313527833668</td></tr>\n",
"<tr><td>1419305687.5</td><td>1419115687.5</td><td>0.004315702804792611</td><td>0.00420523696948897</td><td>232.18082286932454</td><td>-0.00332191396318271</td></tr>\n",
"<tr><td>1419306859.375</td><td>1419116859.375</td><td>0.004305621053948423</td><td>0.00416126394181509</td><td>231.93348559526507</td><td>-0.0034130674798165334</td></tr>\n",
"<tr><td>1419308031.25</td><td>1419118031.25</td><td>0.004281848924264007</td><td>0.004117720062072619</td><td>231.68614832120562</td><td>-0.0034380436200731595</td></tr>\n",
"<tr><td>1419309203.125</td><td>1419119203.125</td><td>0.004242828228380493</td><td>0.004095104830863719</td><td>231.43881104714615</td><td>-0.003589958991204854</td></tr>\n",
"<tr><td>1419310375.0</td><td>1419120375.0</td><td>0.004245054193373448</td><td>0.004065127653722729</td><td>231.19147377303872</td><td>-0.0036125985903096717</td></tr>\n",
"<tr><td>1419311546.875</td><td>1419121546.875</td><td>0.004218620686853096</td><td>0.004056979526290757</td><td>230.94413649897928</td><td>-0.003639057218189752</td></tr>\n",
"<tr><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td></tr>\n",
"<tr><td>1421689281.25</td><td>1421499281.25</td><td>0.0048021426948730095</td><td>0.004655504331644528</td><td>-270.9031925871343</td><td>nan</td></tr>\n",
"<tr><td>1421690453.125</td><td>1421500453.125</td><td>0.0047238538370551275</td><td>0.004591125799226536</td><td>-271.1505298611938</td><td>nan</td></tr>\n",
"<tr><td>1421691625.0</td><td>1421501625.0</td><td>0.004755770340249912</td><td>0.004525084945830346</td><td>-271.39786713525325</td><td>nan</td></tr>\n",
"<tr><td>1421692796.875</td><td>1421502796.875</td><td>0.0046909967844670514</td><td>0.004518952429845811</td><td>-271.64520440931267</td><td>nan</td></tr>\n",
"<tr><td>1421693968.75</td><td>1421503968.75</td><td>0.004628601396332601</td><td>0.004483328653289943</td><td>-271.8925416833721</td><td>nan</td></tr>\n",
"<tr><td>1421695140.625</td><td>1421505140.625</td><td>0.0046807999901029565</td><td>0.004386847509221581</td><td>-272.1398789574796</td><td>nan</td></tr>\n",
"<tr><td>1421696312.5</td><td>1421506312.5</td><td>0.004593403941584725</td><td>0.0044662200637342634</td><td>-272.387216231539</td><td>nan</td></tr>\n",
"<tr><td>1421697484.375</td><td>1421507484.375</td><td>0.004538931493113932</td><td>0.0044218466374819215</td><td>-272.6345535055985</td><td>nan</td></tr>\n",
"<tr><td>1421698656.25</td><td>1421508656.25</td><td>0.004480688456987249</td><td>0.004386193705893702</td><td>-272.8818907796579</td><td>nan</td></tr>\n",
"<tr><td>1421699828.125</td><td>1421509828.125</td><td>0.004458901691889166</td><td>0.004332274146927899</td><td>-273.12922805371744</td><td>nan</td></tr>\n",
"</table>"
],
"text/plain": [
"<Table length=2048>\n",
" freq1 freq2 ... fsw_rvel fsw_pow \n",
" float64 float64 ... float64 float64 \n",
"-------------- -------------- ... ------------------- ----------------------\n",
" 1419301000.0 1419111000.0 ... 233.17017196561034 -0.0029649716649695545\n",
"1419302171.875 1419112171.875 ... 232.92283469155086 -0.003043418380701886\n",
" 1419303343.75 1419113343.75 ... 232.67549741749144 -0.0031932855039878702\n",
"1419304515.625 1419114515.625 ... 232.42816014338396 -0.0031807313527833668\n",
" 1419305687.5 1419115687.5 ... 232.18082286932454 -0.00332191396318271\n",
"1419306859.375 1419116859.375 ... 231.93348559526507 -0.0034130674798165334\n",
" 1419308031.25 1419118031.25 ... 231.68614832120562 -0.0034380436200731595\n",
"1419309203.125 1419119203.125 ... 231.43881104714615 -0.003589958991204854\n",
" 1419310375.0 1419120375.0 ... 231.19147377303872 -0.0036125985903096717\n",
"1419311546.875 1419121546.875 ... 230.94413649897928 -0.003639057218189752\n",
" ... ... ... ... ...\n",
" 1421689281.25 1421499281.25 ... -270.9031925871343 nan\n",
"1421690453.125 1421500453.125 ... -271.1505298611938 nan\n",
" 1421691625.0 1421501625.0 ... -271.39786713525325 nan\n",
"1421692796.875 1421502796.875 ... -271.64520440931267 nan\n",
" 1421693968.75 1421503968.75 ... -271.8925416833721 nan\n",
"1421695140.625 1421505140.625 ... -272.1398789574796 nan\n",
" 1421696312.5 1421506312.5 ... -272.387216231539 nan\n",
"1421697484.375 1421507484.375 ... -272.6345535055985 nan\n",
" 1421698656.25 1421508656.25 ... -272.8818907796579 nan\n",
"1421699828.125 1421509828.125 ... -273.12922805371744 nan"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tables[0]"
]
},
{
"cell_type": "code",
"execution_count": 75,
"metadata": {},
"outputs": [],
"source": [
"import pytz\n",
"now = pytz.timezone('US/Eastern').localize(datetime.datetime.now())\n",
"utc_offset = now.utcoffset()"
]
},
{
"cell_type": "code",
"execution_count": 161,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2020-06-01 11:57:49.475674\n"
]
},
{
"data": {
"text/plain": [
"(<Galactic Coordinate: (l, b) in deg\n",
" (85.36340191, -45.79834956)>,\n",
" <Quantity 27.94438328 km / s>)"
]
},
"execution_count": 161,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"time = Time.now()\n",
"print(time)\n",
"observer = Observer(coordinates.EarthLocation.from_geodetic(-82.3*u.deg, 29.6*u.deg, 100*u.m), timezone='US/Eastern')\n",
"#observer.altaz(Time.now(), coordinates.SkyCoord(17*u.h, -30*u.deg))\n",
"target = coordinates.AltAz(alt=70*u.deg, az=180*u.deg, location=observer.location, obstime=time).transform_to(coordinates.Galactic)\n",
"barycorr = coordinates.SkyCoord(target).radial_velocity_correction(obstime=time, location=observer.location) \n",
"ELL, BEE = target.l, target.b\n",
"target, barycorr.to(u.km/u.s)"
]
},
{
"cell_type": "code",
"execution_count": 109,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<FK5 Coordinate (equinox=J2000.000): (ra, dec) in deg\n",
" (281.91823457, 9.57795083)>"
]
},
"execution_count": 109,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"target.transform_to(coordinates.FK5)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# pointing\n",
"\n",
"Was pointed straight up for most of this. At 9 AM on May 31, tilted to ~20deg from zenith, pointed straight south.\n",
"\n",
"\n",
"10:11 AM 5/31/2020: switched to 30 km/s FSW throw (60 total)"
]
},
{
"cell_type": "code",
"execution_count": 110,
"metadata": {},
"outputs": [],
"source": [
"# from astropy.table import Table\n",
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 111,
"metadata": {},
"outputs": [],
"source": [
"import datetime"
]
},
{
"cell_type": "code",
"execution_count": 112,
"metadata": {},
"outputs": [],
"source": [
"times = [datetime.datetime.strptime(\"_\".join(x.split(\"_\")[1:3]), \"%y%m%d_%H%M%S\") for x in filenames]\n",
"times = Time(times)"
]
},
{
"cell_type": "code",
"execution_count": 113,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2020-06-01 07:18:19\n",
"2020-06-01 11:18:19\n"
]
}
],
"source": [
"print(times.max())\n",
"times = times - utc_offset\n",
"print(times.max())"
]
},
{
"cell_type": "code",
"execution_count": 114,
"metadata": {},
"outputs": [],
"source": [
"pointingchange = Time('2020-05-31T10:11:19') + utc_offset"
]
},
{
"cell_type": "code",
"execution_count": 115,
"metadata": {},
"outputs": [],
"source": [
"targets = [coordinates.AltAz(alt=90*u.deg, az=180*u.deg, location=observer.location, obstime=time).transform_to(coordinates.Galactic)\n",
" if time < pointingchange else\n",
" coordinates.AltAz(alt=70*u.deg, az=180*u.deg, location=observer.location, obstime=time).transform_to(coordinates.Galactic)\n",
" for time in times]"
]
},
{
"cell_type": "code",
"execution_count": 116,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x1dd8d6c5988>]"
]
},
"execution_count": 116,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1440x720 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import pylab as pl\n",
"from astropy.visualization import time_support\n",
"time_support() \n",
"ra = u.Quantity([t.transform_to(coordinates.FK5).ra for t in targets])\n",
"dec = u.Quantity([t.transform_to(coordinates.FK5).dec for t in targets])\n",
"pl.figure(figsize=(20,10))\n",
"pl.subplot(1,3,1).plot(ra.to(u.hourangle), dec, '-s')\n",
"pl.subplot(1,3,2).plot(times.mjd, ra.to(u.hourangle), '-s')\n",
"pl.subplot(1,3,3).plot(times.mjd, dec, '-s')"
]
},
{
"cell_type": "code",
"execution_count": 117,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.PathCollection at 0x1dd93b0a588>"
]
},
"execution_count": 117,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"x = coordinates.SkyCoord(np.linspace(0,24,50)*u.hourangle, (30*u.deg)*np.ones(50), frame='fk5')\n",
"pl.scatter(x.galactic.l, x.galactic.b, c=pl.cm.jet(np.linspace(0,24,50)/24))\n",
"x = coordinates.SkyCoord(np.linspace(0,24,50)*u.hourangle, (10*u.deg)*np.ones(50), frame='fk5')\n",
"pl.scatter(x.galactic.l, x.galactic.b, c=pl.cm.jet(np.linspace(0,24,50)/24))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"times.writeable = True\n",
"times[166] = times[166] + 24*u.h\n",
"times.writeable = False\n",
"times[166]"
]
},
{
"cell_type": "code",
"execution_count": 118,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x1ddfc90bac8>]"
]
},
"execution_count": 118,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x720 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import pylab as pl\n",
"from astropy.visualization import time_support\n",
"time_support() \n",
"ell = u.Quantity([t.l for t in targets])\n",
"ell = coordinates.Angle(ell).wrap_at(180*u.deg)\n",
"bee = u.Quantity([t.b for t in targets])\n",
"pl.figure(figsize=(20,10))\n",
"pl.subplot(1,3,1).plot(ell, bee, '-s')\n",
"pl.subplot(1,3,2).plot(times.mjd, ell, '-s')\n",
"pl.subplot(1,3,3).plot(times.mjd, bee, '-s')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Read data into arrays"
]
},
{
"cell_type": "code",
"execution_count": 82,
"metadata": {},
"outputs": [],
"source": [
"frq = frq1 = tables[200]['freq1'] # redshifted (lower frequency)\n",
"frq2 = tables[200]['freq2'] # blueshifted (higher frequency)\n",
"rvel = tables[200]['fsw_rvel']\n",
"data = np.array([tbl['fsw_pow'] for tbl in tables])\n",
"data1 = np.array([tbl['power1'] for tbl in tables])\n",
"data2 = np.array([tbl['power2'] for tbl in tables])\n",
"\n",
"#bgdata = np.array([tbl['power'] for tbl in bgtables])"
]
},
{
"cell_type": "code",
"execution_count": 83,
"metadata": {},
"outputs": [],
"source": [
"#frq = u.Quantity(np.loadtxt(data_csvs[-1],delimiter=',')[:,0], u.Hz)\n",
"hi_restfreq = 1420.405751786*u.MHz\n",
"#rvel = frq.to(u.km/u.s, u.doppler_radio(hi_restfreq)) + barycorr"
]
},
{
"cell_type": "code",
"execution_count": 84,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x1dd8cb0acc8>]"
]
},
"execution_count": 84,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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WZWunvI0GjRuhRbu2uHs9F6GfLwQAHFr7AxJ37sELoWPUthk0dRLs7AT4deVak8VsayqehSTF7kOLdm3woOAePjq4m1sWGR8LVw+x2nb9xgcDAJanngYAbJ67ABeO/W6mqK3HiHdncdOlJSU8RmJ+BicPsViM7Oxsbl6pVKJ3795a1yktLUVBQQFcXV0hFouRlJSksq1YXP4PXVubs2fPRlxcHHJzcw0NndTAsUEDlfnih4/w68q1uJqWzr2OeOHYSQDl/fhMWBYF2eny10ZXvT4VTcQtMWTGFJX+ngaGvwFn92aIWbwUxQ8fmelILNOgqROrXX7jnyxuurSkRMsrorpdEU1Z9aVVf9BmCkIHBwwMf4PvMHhj8G0rTZfrVe//altH3/oWLVpg7NixWL16dY1xTZs2DVKpFFKpFG5u1OePPoT29pjw5WK8vnSRSv2BVevxx/ZYjT9S6Ud/x4JeA3DnenlS/zf9IlIPJmD56AnYs/QblXW7Dw/A0jPH4dKycrS1Ee/OQteh9DbQ0155p/oP+c7s0fwxWuHtfG56y7sf4uz+eCweOAIfvxDA/XWclZqutt2K9EQ0b+1d+4BtTDcb//dq8JWHUqmEp6cnN+/h4YGcnByN61y7dg1CoRBOTk7Iz8+vdltN9d27d0fbtm2hUCgAAA0aNIBcLoevr69aXNHR0YiOjgYASKVSQw/TprTt3Qs9XhmqVp8Yu69W7QntNf8z+/jQHqx+Yzoe3b/P/QU379DRWu3DmvQYMRQTli7WuKzowQPuivDEj79oXGfJsGAIHRwAANdkGdge+Sm3bFH/4RAIBLh/twAzN61F2yofes7ft52uQHTUyM2Vm/7f9Lk8RsIPg688pFIpfH194e3tDQcHB4SGhiIuLk5lnbi4OISFhQEAgoODcezYMa4+NDQUIpEI3t7e8PX1xZkzZ7S2eeDAAbRo0QI+Pj7w8fHBgwcPNCYOYhh7kYPK/OU/kzGvc1+UFBXVqr0/duzGoXU/4Or5v9WWzfn5e/R7vfJDNkvpI8pU7AQCjYlj+egJmNe5LxYPeKXGNoofPsTDe/c0Lnt4rxD37xYAANaHz9KYKDq8+Lx+QduokfNmAwD+y7+DjMQzPEdjfgYnj9LSUsyePRuHDh3CpUuXEBMTg4sXLyIqKgojR44EAGzcuBGurq6Qy+V47733sGBB+UdmFy9e5NY/ePAgZs2ahbKyMq1tEvOo+Ku1gqHvrpcUFeHw+o1YPXE6PujeT21537GjuOmvz/9p0L4s3Yj3ZmmsZ0+6djHFK8GfB6i+ePLmuhVo69/T6PuxJi2frfyj9evXbPO5h1E+EoyPj0d8fLxK3aJFlffLi4qKMG7cOI3bLlmyBEuWqI+BoKnNqho1alSLaEl1/Ea9gtDPPubmL536E9dkGUZpm5WVgVlp91bGuGJybNgAA8Je17isImmY4nOSO9dzMb/HS/Dt0wvT1pU/n5q5cQ12LPwCZ3+NR1mJ7Xy7oKvA2dMBlN8WfPoZky2hjhGJiqcTBwD88PY8niKxMHomD3tHR5W/XgFgSVLl856Kj81uXi1/69DUnUqWPn4M2alElSvDkM8+4pIJqdSqSyd0GlB+ntZMeovnaPhD3ZMQTtXbVStDTNutxdXzf8OrSye1ejs7O4sb90PfK4/QTyPRfXgAvgh8Dc8N6o+uAYO4ZX/u2I3dX3wNgVAIz04dEDh7OvKvPXkJxcTnpepVRru+/hB3aIdrl4xz9WkN5v7yAzdd/PAhj5Hwi648COed7Ru56dPbY6G8KDPJfr4ZF4Y9S1dgW2QUAODQuh9Ulveq5mvqukrfoUZ9enYDAAQvnI+g+XPh3a0zt2zX58vBGENpSQmy0tKxYdoc7kfdHEm16kP092K2wK2Vh8n3SywLXXkQAEC9Zxqq3EYx5V9U1y5lcH/JLhk+tvyvasYwdNY0AOW3zkpLSnDh6O8W9CFh7Z55PPtCH5X5/GvXq9+ApyuyD3/biYie/VFSXMzL/vkmEArxwZ5fcOoX6xxStjboyoMAAEY8ee2wwmMz/WjfzlaClZXh8IZNOPL9Zq5+wtLFGDjFct5iMcYD820fRuGrUeONEI3h9i77Fpl/panUDZkxBb59/FSOtVXnjrATWP/PiGPDhmjm44UxH3/A1a2dPJPHiPhn/f/VSY3sRSL0DS5/XXb5a2/grwOHcZKHv7COrN+EtVMqv6ru/PIA2Duq96/16vy5Gsey4JO+t600dW1/90YeHj+q/lsaBvNceZz6eQc2TJ+Lv347xNW9PH0y3or+Di+ML++3zLtbF8zdtrHGblSsQdUeoVeGTMY/51J5iqZuoORB8PKMydx0rvwKfolYhEeF/5k9jtKSEvxzNgUH15b3DNDCtw2WnT2h1rFf/4mh8B81wuzxVUfXKw+hvT2CP1EfYgAAynTpWM+Md61Kioqwd9m3avWenToCAJyfjDVS9a0xayR0UL3DbytDzVaHkgfBkOl1a7CgIxs2qcxHxsfyFIk+ak4e9o6O+CrllMpHkU+ri72yFt1/oFbX69VhPETCL3uHyqEE0g4f4zGSuoOSh42rrtt1PiVEq44h0v7Fut3fUsV9f2f35pi5aS3qN1b/gHXMx++r1a16fSo3rctAQuZ+hVnbA/KKYYltRZchA7jp/Stq7pjVFlDysHG9Rpa/Fnvx5B/YPFfz7RQ+xH+3QWV+2rpvEBm/S+1blLqi4q6VqH49tPXrodJDcONmTeE/eqTKrbastHTM69wX/6Zf5L7gLyvV4UNAHt62ilm0BMtfe0OlJ97er400exx8GvFe5Qsld3JoOAiAkodN8+r6HII/mQ8A2PJuJDc2R12xJkz1611Xj5YY9qRbiDqn6jOPJz/y3QJfxgd7fkbIp6p/qcct/46brrhdpa33Yb4l796PXPkVrJ6oeu77P+lKpdvQwXhu0Et8hGZ268I19z1miyh52KiGLs74v5+jufm6+P5+5l9pKm9fAYBzi+Y8RVM9gZ3q/0oVHRlOXP4ZGjRurLa+3VPrlz5+kjx0uKqqS1/et+rckZuesmoZj5GYjkAoxDOuLtz8FelfPEZTt1DysFHzYrdy0zV+mMaj/6p0Otd92BCeIqlBlSsPxoD6GpJGhadHAawYffHerVsmCc2YqvbAa+2CIt5B1IkDAAAFJQ4VlDxskP+oEXBq1pSb3/r+x9Wsza+bWf/i963bsTJkMt+hVKvqXauAmeH4/I/KbyT+PlE+Vvi2D6Mwr3NflfE2jkZvwWdDRiFfqTqIWl1053ou/jf9/zQuq/dMQzNHY3pPv1m29T3bekmgJnXzJisxmU4D+ql8YHf+yHFkX6i7Y6UwxhC3/DuNt3RE9evVme5L7EUilXmXFpVD7Bbk3cSmOR9U3YTDGMPd3Bsmi83YMhKliP30KzBWhrGLFnD1k7/9Et+/9Q4EAmGdvA1aG/UaVibEikG0SDm68rAxjlX+OuwyZCBPkein9PFjtbqlZ44bpe2Gzk4QVPmCuCo7OzsMeStc660oUf16Wrfd+l7d+hreGBJ37kFS7D6cP1L538C3dy8sTzmNZed+5zEy43n6D4IfZqm/Zm3rKHkQi6GQ/oWfIxap1K1IT0Tz1t61btNOIMCnpw4iJKr6H/hn+/VB4KxpeC3yPY3Le47U/OHc3mXfIistXeMya7DlvUg8vFeoVt+iXVseojGuAZMrB+a6dPIPHiOpmyh52Joqb+vEfvYVT4Hob334LKQcOIxlr4aq1M/ftx2Bc2r3Cq9AWH7FUdOD+IovjEX160FUvz4cGzTgljVv7a0yHsfTTv28o1ZxWZKMJKla3eA3J3HTrXt2w4r0RJVbeZZg2JwZAIAf31lQw5q2iZKHjavLzzu0ycu8ioie/VXqhkyfAnGHdnq3JRDq9r9AxQNxxoCo3w9gSfJRtH+xL1akJ2L+vu3cet+On4r53V/Ej+9+iO/emKZ3PJYoZtES/Lljt0pdRTJu0a4tBj1JJD49u5o9Nl28OGEc2vj1UKl7pknl67npR63jNpyxUfKwcXdz8/gOoVZKiovx68q1KnXvxWzRsrZ2FVceNXqSPVhZGfd8o+oQrVfOpiD7wkWUlpQgPeEErqZd0DseS/Tov/uQxh1Qq1+Rnoj3d/2EDv3Ku5ZhunxBz4NRC97F25sq/y01b+ODqN/Vj4eoouRhYyZ8WT56X0L0FkT0GoD/8u/wHFHtHd/0M3Z8skSlrtOAfvDt44dPT8ajeRufGtsQCKt/4dC5eTMIhEI0cCp/UK7tBYOVIZOxrsoHjbYkV36lxnWYicdhN5Sofj30fm0k5u/dxtV9Pcb6u5uvLXpV14aI6tfnppN3x6GkqPqxIyzBmT370Xlwf3Ts/wIAIHz1cm7Z/L3bEDX4VdzLu6l1+6rjNDyt3jMNsTBhH1IOHEb34QFa1/ugWz+dOjW0ZsUPH3HD165IT9S4Tt35Nl6z8UsWocvLA1Tq6PVc7ejKw0YI7e1V+lcy5TCz5vbTBx9jyfCxuHBM/d70oqNx1W6r7SGunUCAITPCAaDaxDGvc1+bTxxVbZmn+c21Hq9oP491gXfX51Tmz+z9tdo/PGydUZLH0KFDIZPJIJfLERGh3jOrSCSCRCKBXC5HUlISvLy8uGULFiyAXC6HTCZDQEBAjW3+/PPPkMlkSE9Px8aNG2FfRzuTq2sGTJmAboEvc/PFD+rGx3XGUPzwEW5nK7F57gLkZCjUljvUc+Te2X/6QSgAvCPZpLY+AHQdMlDlVU1NbOWZhr7OHz6G97u+gPe7PI+lI8Zx9c8NrNudJxY9UP2D6o/tu3iKxDIYnDwEAgHWrl2LYcOGoWPHjhg/fjw6dOigss7UqVNx584d+Pr6YuXKlVi2rLwTtQ4dOiA0NBSdOnVCYGAg1q1bB4FAUG2bv/zyC9q3b4/OnTujfv36ePPNNw09BJvQ2M1VZf6xFdyy0mTT7PIvuZ/+tuJL6QksO/c7Pti7DVG/H0CnAf20bm8nEKDTgH5o5uOldZ19y1cBMN+QsJaIlZWBMYZbV7Pxzdgwrn5FeiJa9+zGY2TaFT+VPD70HwTlRRmP0dR9Bv/Z7u/vD4VCgczMTACARCJBUFAQLl26xK0TFBSExYsXAwBiY2OxZs0arl4ikaC4uBhZWVlQKBTw9/cHAK1txsfHc+2eOXMGHh4ehh6CTWjfr3Iwpe9nvFPnH17W1p3ruVj6yljczr6Gr8//qbLM/ckD9PDVy6GQ/oWYRUu5ZUIHewTOng6fHl3RtsprmxVKH5fgfMJxZJ5LA6DHm1o2rmK8kgqD3wyrk+N/Fz2oHDXRmm7rmorBVx5isRjZ2dncvFKphFgs1rpOaWkpCgoK4OrqqnVbXdq0t7fHxIkTcfDgQUMPwSa4tSpPsgfXRuPyn8k8R2Nat/5VgjGGxQNe0bpOW78eiDywU6VuyIwpaonj/t0CfDMuDF+PeQPze7yIn+d/wj3jENbwphaplBJ/hJtu368P3vphtUofa3VBXb0iqqsMTh52VbsThfqYA9rW0bf+aevWrcPJkydx+vRpjXFNmzYNUqkUUqkUbm5u1R6DtfsiKYGbrjo+uDUrvJ2PR//dN6iNRS8Nw7VLGbieUfkqavGj8udF9wvoTRxd7V22UmXet3cvlZEV+aLp6rHMSq/Kjc3g5KFUKuHp6cnNe3h4ICcnR+s6QqEQTk5OyM/P17ptTW1+8sknaNq0Kd57T3M/QwAQHR0NPz8/+Pn54ZYFjJNgShU9gz54qhtwW3G2ysdruYp/dNpux8Iv8PWYNzQOvnQz61/s/HQZfqnSzxbR7r/bd7AyZArfYagQt2+HIW+Fq9Sd3rYTnw0ZxVNElsXg5CGVSuHr6wtvb284ODggNDQUcXGqr0fGxcUhLKz8oVlwcDCOHTvG1YeGhkIkEsHb2xu+vr44c+ZMtW1OnToVQ4cOxfjx4+vUqGqW4LsJttFdxtP2fbVKpS+s5aMn4KPnh2BF8CTs/3o1oga/isSde1W2uS6/gjN7f1W52qgqaedei/7Akg/KizKkHT7GdxicdySbEFAleexZ+g29nqsjg2/alpaWYvbs2Th06BCEQiE2bdqEixcvIioqCmfPnsX+/fuxceNG/PTTT5DL5cjPz4zQNIEAABvPSURBVEdoaPn/zBcvXkRMTAwuXryIkpISzJo1i7tk1NQmAGzYsAFXr15FYmL5h0i7d+/GZ599ZuhhWK2nL8tvK6/xGAk/ykpLkZd5FY/u38ednFwAwKPC/5BzWY6cy3IAQOyny/Dw3j0MmlreB1P0zHd5i9fa3cz6V2V+6Znj+NC//Kt9gb0QDZ2cUFhl9EhTqXrL6rOXg8yyX2thlCd+8fHxKm9BAcCiRZWX9EVFRRg3blzVzQAAS5YswZIlS9TqNbUJAA46jPNMKokaVH5VXlZiux+zffx8gFqPwk97XFQ+eFFG4hkU3KC/PE2l4o/DK2dT0KZXd4jq14N3187ISkvHax+9j77Bo7DAbwAePzL8VXLn5s0AAHdvqPffVvW56reh4RrXI9rRF+ZWbsj08vvMW2x8CM2K7w60qXjHPzPlvLlCskln9x3Ag3v3sOOTJbhyLgUAMOfn79HQ2Ynr1t5e5GiUfS1M2IeFCfs0LnNs2EBlPi/zqlH2aUvoXUMr5tiwAfeVtDz5LM/R1G2nJbvQqKkrTvy4reaVSa3dVl7DwheGAgDWh8/G3O0b4dmxPT49VfnKvUCg/ralsX12+pDK/NPfeBDd0JWHFWvo4sxNaxrtjVQqKSrC/q9X08dhZsTKyrBm0ltq9QITdznUc+Qw7nnHvVu38cWwMSbdn7Wi5GHFGjqXJ4+fPljIcySEaFZSVISTP6mOtrjw8F6MX/KJSfbX/sW+eP2pti//kYx8ZU41WxBtKHlYsfDV5UPMWuqAT8Q27PvqW3zUt7LTTqGDPXppGRPeUFUH8KLbVbVHzzysVP3GjbjOEG3xFV1iWTT1BODYsAGK7hv+424nEMDBUQSXli1U6g+ujcbJrRKD27dVdOVhpQJnT+emC2/d5jESQnRT9fbVkqSjsHc0/M2roPlzsfTMcZURAm9lK3Fkwya68jAAJQ8r1W98MADgDwmNSUAsQ4GG7yxeeWemwe2+OEH9G7PloyYY3K6to9tWVsijY3tues/Sb6pZk5C64/efJLjxTxYU0nP4UnoCAPDSGyG4d/MWjm/62Wj7+e6NaSgpLjZae7aKrjyskLN7c27aWsftINaHlZXh0qk/8fhREc7GVfYuMeLdWZi5aS13FfL60kVax0mv4FBP8+2ueZ370giQRkLJwwpNWfUlAGDtZMMv+Qnhw45FX+Dq+b+5+bZ+PTBo6iQ0EbdAzxGB1W7b0MWZu3IhpkPJw4pVHcGNEEtRVlKK7ya8iXXhs1TqPzq4W2Xe3tERoxa8i/qNGwEAmnq3wqcn1fvEI8ZHzzysVMGNm0Z5zZEQPl2R/oXdS1bgtch5asuevnXVZ0wQUuKPwH+06gBTJY8f40/JbvSbMBYCAf2tbEyUPKzMmI8/AAA4NW/KcySEGMcf22Pxx/bYap9zONRzVEscH/oP4rqbObxhI4QO9HNnTJSKrczzIa/xHQIxgwIbHLBoTZh6P1jVebqfsof3CvHfbRq8y5goeVgpekXXei19ZSyWj36D7zDMLvOvNOyMKn8ZpPB2PiQfqw4Cd+tfJf4+cZqP0GwSXcdZqdPbdvIdAjGRW/8q+Q6BN0mx+3Bm76/cwGahn1d2+rl2ytu4l3cTjdxcYS+iQeNMjZKHFakYOU12OonnSAgxHU0jYi4e8Ao3fC11x2MelDysxFcppyB8Mg5C+359eI6GEPO6X1DAdwg2h555WAnhUwPo/LljdzVrEmI9Ht0v741X09UIMS268rBCu5es4DsEQszim7GT4dmpfc0rEqOj5GFlbmb9S/1ZEZtxO1uJ29m2+wIBn+i2lZXZFhnFdwiEEBtglOQxdOhQyGQyyOVyREREqC0XiUSQSCSQy+VISkqCl5cXt2zBggWQy+WQyWQICAiosU1vb28kJSUhIyMDEokEDg70St7ThHQ+CCFmwgwpAoGAKRQK5uPjwxwcHFhqairr0KGDyjozZ85k69evZwBYSEgIk0gkDADr0KEDS01NZSKRiHl7ezOFQsEEAkG1be7YsYOFhIQwAGz9+vXsrbfeqjFGqVRq0DHW9eLqIWYr0hPZivREZicQ8B4PFSpUrKNU99tp8JWHv78/FAoFMjMz8fjxY0gkEgQFBamsExQUhC1btgAAYmNjMXjwYK5eIpGguLgYWVlZUCgU8Pf3r7bNQYMGITY2FgCwZcsWjBo1ytBDsHjtnvcHAPxv+v/R8w5CiFkYnDzEYjGys7O5eaVSCbFYrHWd0tJSFBQUwNXVVeu22updXV1x9+5dlJaWat2XLWrq3QqPi4ogTz7HdyiEEBthcPKws7NTq2OM6bSOseo1mTZtGqRSKaRSKdzc3LTGb+kc6jmi/8RQ5F+7TlcdhBCzMTh5KJVKeHp6cvMeHh7IycnRuo5QKISTkxPy8/O1bqut/tatW3B2doZQKNS6rwrR0dHw8/ODn58fbt26Zehh1lnh330FANSXDyHErAxOHlKpFL6+vvD29oaDgwNCQ0MRFxensk5cXBzCwsIAAMHBwTh27BhXHxoaCpFIBG9vb/j6+uLMmTPVtnn8+HEEBwcDAMLCwrBv3z5DD8Giidu3AwD8b/o7PEdCCLE1Bj+RHzZsGLt8+TJTKBQsMjKSAWBRUVFs5MiRDABzdHRkMTExTC6Xs+TkZObj48NtGxkZyRQKBZPJZCwwMLDaNgEwHx8flpyczORyOYuJiWEikcigNwYsvVS8ZcV3HFSoULG+UsNvJ/8B8nwCLLZ4dX2OrUhPZO/s2Mx7LFSoULG+YtJXdQl/xi5aAAB4dO8/niMhhNgaSh4WrPjhIwCAnUD9LTRCCDElSh4WrORxMQDg/l0ay4AQYl6UPCyUq4cY3l07AwBiP13GczSEEFtDXbJbqMj4WG76QcE9HiMhhNgiuvIghBCiN0oeFu7zoaP5DoEQYoMoeVggxwYNAACH1kbjTk4uz9EQQmwRJQ8LFPrFQgCAwIEeWRFC+EHJwwJ1eXkAACB5V1z1KxJCiIlQ8rBgdMuKEMIXSh4WhsYoJ4TUBZQ8LIxnpw58h0AIIZQ8LE3PkYEAgMPrN/IcCSHEllHysCB2dnZ4flz5dx2H1v3AczSEEFtGycOCuIhb8B0CIYQAoORhUbw6d+I7BEIIAUDJw6I09W7FdwiEEAKAkodFGfr2mwCA7IsyniMhhNg6Sh4Wos/YUdz0qvFTeYyEEEIoeViMzoP6c9OsrIzHSAghhJKHxWjy5E2r28prPEdCCCGUPCyCnUCAZj5e+C//DpYOH8t3OIQQYljycHFxweHDh5GRkYHDhw/D2dlZ43qTJk1CRkYGMjIyMGnSJK6+R48eOH/+PORyOVatWlVju6+//jrS0tKQlpaGP/74A126dDEkfIvRvI0PAOCaLAOMMZ6jIYSQcqy2ZdmyZSwiIoIBYBEREezLL79UW8fFxYVduXKFubi4MGdnZ3blyhXm7OzMALDk5GTWp08fBoAdOHCABQYGVttu3759uW0DAwNZUlKSTnFKpdJaH2NdKAOnTGAr0hNZ8zY+vMdChQoV2yk1/HbWvmGZTMbc3d0ZAObu7s5kMpnaOqGhoWzDhg3c/IYNG1hoaChzd3dnly5d0rieLu06OzszpVJpjBNQ58vbm9ex+fu28x4HFSpUbKtU99tp0G2r5s2bIze3fEyJ3NxcNGvWTG0dsViM7Oxsbl6pVEIsFkMsFkOpVKrV69ru1KlTER8fb0j4NXrG1QWdB/eHvUhk0v1URyAUotVzHSE7nchbDIQQUlWN45geOXIE7u7uavUfffSRTjuws7NTq2OMaa3XxYABAzB16lT069dP6zrTpk3D9OnTAQBubm46tVtV2149MPHrz/H1mIm4nqGoVRuGaubjBYd6jrgmk/Oyf0II0aTG5DFkyBCty27cuAF3d3fk5ubC3d0deXl5ausolUoMGDCAm/fw8MCJEyegVCrh4eGhUp+Tk1Nju507d8YPP/yAYcOGIT8/X2ts0dHRiI6OBgBIpdKaDlPz8WVmAQCat/bmLXkEL5wPAMhKOc/L/gkhRBODblvFxcUhLCwMABAWFoZ9+/aprXPo0CEEBATA2dkZzs7OCAgIwKFDh5Cbm4vCwkL07t0bQPkbWRXba2vX09MTu3fvxsSJEyGXm/4v8ZtZ2SgrLUUzHy+T70sTOzs7+PToCgC4c52GnCWE1C21fpjSpEkTlpCQwDIyMlhCQgJzcXFhAFjPnj1ZdHQ0t96UKVOYXC5ncrmcTZ48mavv2bMnS09PZwqFgq1evbrGdqOjo1l+fj5LSUlhKSkpOj8IN+SB+Ye/7WQTl3/Gy8Oqes80ZCvSE9mK9ETeH5xRoULF9orJ3raylGJI8ghfvZzN2/UTL3G36tKJrUhPZL1fG8n7OaRChYrtFZO9bWUL8jKvoqmXJ+wE5j1Vbq08MPeX8tECHerVM+u+CSGkJpQ8apD3TxYcHB3RRNzSrPt95Z23uelzvx40674JIaQmlDxqUPHGlbkfmv974SI3/fBeoVn3TQghNaHkUYMb/2QBKH9d15wcHB0BAFGDRpp1v4QQogtKHjV4VPgf7t28Zdbk8YyrCzdq4L2bt8y2X0II0RUlDx3kZV5Fs9bmu23VedAAs+2LEEJqg5KHDm78k4XmPt5m21/wJ+VflW+a84HZ9kkIIfqg5KGDvMws1G/cCI1cm5hlf1fTLgAA/j5x2iz7I4QQfVHy0MGNf64CAJqZ4bmHqH49eHV9Did/2mHyfRFCSG1R8tCBOd+4+mDPNgDAP+dSTL4vQgipLUoeOriXdxMPC/+De9vWJt9XE3ELAMCFYydNvi9CCKktSh46unbpMjyf62DSfbi1quyinsYqJ4TUZZQ8dGQvEqHVcx1Neuvq+dAxAIC9y7412T4IIcQYKHnoKO3wMQCAV5fnTLaP/hNDAQBJsXtNtg9CCDEGSh46ku47AABwfKahSdoX1a/sOffxoyKT7IMQQoyFkoeOHt67h6IHD1SeSxiTR8f2AICjP2w1SfuEEGJMlDz0cD3jCvqND4adnZ1R223o4oxZP64HACjOnDVq24QQYgqUPPRwN/cGAMDZvblR2x3x7ixuOiv1glHbJoQQU6DkoYfk3XEAKr/FMJZ6jZ4BUN6DbvHDh0ZtmxBCTIGShx5uXs0GALRo19ao7XZ5eQAA4Jtxk43aLiGEmAolDz3cycnFbeU1tO7ZzWhtitu346YLb902WruEEGJKlDz09O/5v+HVpZPR2vPt42e0tgghxFwoeejpavpFOLs3516tNZRX1/KPDhN30oeBhBDLQclDT5f/SAIAtO5l+K2rxk3d0OXlAUg9mIBdn31lcHuEEGIuBiUPFxcXHD58GBkZGTh8+DCcnZ01rjdp0iRkZGQgIyMDkyZN4up79OiB8+fPQy6XY9WqVTq326tXL5SUlGDMmDGGhF8reZlXUZB3U+VZRW20aNcWi47tBwDkZCioI0RCiEUxKHksWLAAR48eRbt27XD06FEsWLBAbR0XFxcsWrQIvXv3hr+/PxYtWsQlg/Xr12P69Onw9fWFr68vAgMDa2xXIBBg2bJlOHTokCGhG+Rq2gX4dO9qUBvv7/qJm06M2WNoSIQQYlYGJY+goCBs2bIFALBlyxaMGjVKbZ2hQ4fiyJEjuHPnDu7evYsjR44gMDAQ7u7uaNy4MZKSym8Dbd26ldu+unbnzJmDXbt2IS8vz5DQDfLPX2lw9WiJRm6uBreVlZqOBwX3jBAVIYSYj0HJo3nz5sjNzQUA5ObmolmzZmrriMViZGdnc/NKpRJisRhisRhKpVKtvrp2W7ZsidGjR2PDhg01xjZt2jRIpVJIpVK4ubnV/iA1yPwrDQDgFzS8Vts71HPkpmPpWQchxALZ17TCkSNH4O7urlb/0Ucf6bQDTf1AMca01lfn22+/RUREBMrKymrcb3R0NKKjowEAUqlUp1h1pbwowzVZBnqOHIZjG3+qeYMqXFqUn8+fIxbheobCqLERQog51Jg8hgwZonXZjRs34O7ujtzcXLi7u2u8laRUKjFgwABu3sPDAydOnIBSqYSHh4dKfU5OTrXt9urVCxKJBADg5uaG4cOHo6SkBPv27dPtaI0oMWYvgj+Zj2Y+XsjLvKrzdvUbN0ZEXPkxFOTdNFV4hBBiUgbdtoqLi0NYWBgAICwsTOOP+KFDhxAQEABnZ2c4OzsjICAAhw4dQm5uLgoLC9G7d28A5W9kVWyvrd3WrVvDx8cHPj4+iI2Nxdtvv81L4gAA2R+JAIAR783Wa7vxXyzkpnMuy40aEyGEmBOrbWnSpAlLSEhgGRkZLCEhgbm4uDAArGfPniw6Oppbb8qUKUwulzO5XM4mT57M1ffs2ZOlp6czhULBVq9eXWO7T5fNmzezMWPG6BSnVCqt9TFWV1akJ7KlZ47rvL5X1+fYivREtiI9kdV7pqFJYqJChQoVY5Uafjv5D5DnE1Dr8kLoGLYiPZE18/HSaf2KxLHsr5O8nxMqVKhQqalU99tJX5gb4O/jp/C4qAgvPRl7vDoNnZ246Uj/QaYMixBCTI6ShwHu3sjD2bh49B07qsYBogZOeQMAkHb4GEpLSswRHiGEmAwlDwP9IYkFACw8or1jw86D+2Ng+Bu4cz0XP32wUOt6hBBiKSh5GOhmVuUHkFG/H1Bb/tyglzD52y8BAJv/LwJMh29UCCGkrqPkYaCS4mI8flQEAHimiQtWpCeiw0svAACGzZmBKauWAQAyU87jmiyDtzgJIcSYavxIkNRsgd8ADHkrHIGzpgEA3lz7tcryc78exLYPo/gIjRBCTIKuPIzkyIZN+GZcmMZl2yM/NXM0hBBiWnTlYUTXLmVgXue+GPxmGO4XFCB5Vxw94yCEWCVKHiZw9IctfIdACCEmRbetCCGE6I2SByGEEL1R8iCEEKI3Sh6EEEL0RsmDEEKI3ih5EEII0RslD0IIIXqj5EEIIURvdigfFcqq5eXl4erVqxqXubm54datW2aOqG6jc6KOzok6OifqrO2ceHl5oVmzZlqX8z7UIZ/FVEPUWnKhc0LnhM4JnZOaCt22IoQQojdKHoQQQvQmBLCY7yD49tdff/EdQp1D50QdnRN1dE7U2co5sYkH5oQQQoyLblsRQgjRm8Unj40bN+LGjRtIT0+vdr1evXqhpKQEY8aM4eri4+Nx584d7N+/X2XdgQMH4ty5c0hPT8ePP/4IoVAIAOjfvz/u3r2LlJQUpKSkYOHChcY/ICOo7Tnp2rUr/vzzT1y4cAFpaWkYN24ct663tzeSkpKQkZEBiUQCBwcHAIBIJIJEIoFcLkdSUhK8vLxMd2AGMOc5CQsLQ15eHvfvZOrUqaY7sFoyxfmYNWsW5HI5GGNwdXVVaWfVqlWQy+VIS0tD9+7djX9ARmDOc2IpvyU14f2VL0PKiy++yLp3787S09O1v1ImELCjR4+y3377jY0ZM4arHzRoEBsxYgTbv38/V2dnZ8f+/fdf5uvrywCwqKgoFh4ezgCw/v37q6xbV0ttz4mvry9r27YtA8BatGjBcnJymJOTEwPAduzYwUJCQhgAtn79evbWW28xAGzmzJls/fr1DAALCQlhEomE9+Pn+5yEhYWx1atX837M5j4f3bp1Y15eXiwzM5O5urpy7QwbNowdOHCAAWC9e/dmSUlJvB8/3+fEUn5LqisWf+Vx6tQp5OfnV7vOnDlzsGvXLuTl5anUHzt2DIWFhSp1rq6uKCoqglwuBwAcOXJE5WrFEtT2nMjlcigUCgDA9evXkZeXh6ZNmwIABg0ahNjYWADAli1bMGrUKABAUFAQtmwpHzkxNjYWgwcPNvrxGIM5z4klMMX5SE1N1fgxblBQELZu3QoASE5OhrOzM9zd3Y11KEZjznNiDSw+edSkZcuWGD16NDZs2KDT+rdu3YKDgwN69uwJAAgODoanpye3vG/fvkhNTcWBAwfQsWNHk8RsarqcEz8/P4hEIly5cgWurq64e/cuSktLAQBKpRJisRgAIBaLkZ2dDQAoLS1FQUGB2i0LS2DMcwIAY8aMQVpaGnbu3AkPDw+Tx29s+p6P6jz9bwRQP1eWwpjnBLD83xKrTx7ffvstIiIiUFZWpvM2oaGhWLlyJZKTk1FYWIiSkhIA5a/geXl5oVu3bli9ejX27t1rqrBNqqZz4u7ujp9++glTpkwBYwx2dnZq6zDGAKDaZZbEmOdk//798Pb2RteuXZGQkMBdmVkSfc9HdWz130h1rOW3hPd7Z4YWLy8vrfcp//nnH5aZmckyMzNZYWEhu3HjBgsKCtL53uOQIUPYjh07NC6reh+zLpXanpNGjRqxc+fOseDgYJVtbt68yYRCIQPA+vTpww4ePMgAsIMHD7I+ffowAEwoFLKbN2/yfux8n5Oni0AgYHfv3uX92M1xPipK1f8vNmzYwEJDQ7l5mUzG3N3deT9+Ps+JvsvraOE9AJP+B3+6bN68WeWBOaA5eTRt2pQBYCKRiCUkJLCBAwcyAKx58+bcOn5+fuzq1au8H7sxz4mDgwNLSEhgc+fOVVsvJiZG5eHwzJkzGQD29ttvqzww15Zo60Ix1zl5+odx1KhRLDExkfdjN8f5qChVfwiHDx+u8sA8OTmZ92Pn+5xY0m9JNYX3AAwq27ZtYzk5Oay4uJhlZ2ez8PBwNmPGDDZjxoxq/4MDYCdPnmR5eXnswYMHLDs7mwUEBDAA7KuvvmIXL15kMplM5R/ErFmz2IULF1hqaipLTExkffv25f34jXlOJkyYwIqLi1lKSgpXunbtygAwHx8flpyczORyOYuJiWEikYgBYI6OjiwmJobJ5XKWnJzMfHx8eD9+vs/JkiVLuH8nx44dY88++yzvx2+O8zFnzhyWnZ3NHj9+zK5du8aio6O5NtasWcMUCgU7f/4869mzJ+/Hz/c5sZTfkuoKfWFOCCFEb1b/wJwQQojxUfIghBCiN0oehBBC9EbJgxBCiN4oeRBCiJXRtZNHAGjVqhUSEhKQlpaG48eP6/X1P++vfFGhQoUKFeMVXTp5rCgxMTFs0qRJDAAbOHAg27p1q6774f9AqVChQoWKcUvVDx5bt27N4uPj2dmzZ9nJkye5748uXLjAxGIxt15BQYFO7dNtK0IIsQHff/895syZg169euH999/HunXrAABpaWlcz+GjR49G48aN0aRJkxrbszdptIQQQnjXsGFDPP/889i5cydX5+joCAB4//33sWbNGkyePBknT56EUqnkOoOtDiUPQgixcgKBAHfv3tU4iuP169e5K4+GDRtizJgxuHfvXs1tGj1KQgghdUphYSEyMzMRHBzM1XXp0gVA+QB4Fd3mf/jhh9i0aZNObVLyIIQQK7Nt2zYkJibi2WefRXZ2NsLDwzFhwgRMnToVqamp+PvvvxEUFAQAGDBgAC5fvozLly+jefPm+OKLL3TaB3WMSAghRG905UEIIURvlDwIIYTojZIHIYQQvVHyIIQQojdKHoQQQvRGyYMQQojeKHkQQgjRGyUPQgghevt/XO/0DFRmONYAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#pl.plot(frq, data[-1,:]-background_data.mean(axis=0))\n",
"pl.plot(frq, data.mean(axis=0) )"
]
},
{
"cell_type": "code",
"execution_count": 85,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x1dd8c090a48>]"
]
},
"execution_count": 85,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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8JIEQWpquzLl9yxYY85G6sux3L0/FZ4NHN8j/gyHOIi80c2hu8tdlgRIDMambaZu0t79bGY0FCzbX0LqyzKTkOrVXKZU4/4+ubEL7p/oisHsX/PDDv8jOvqvdP2fuc1UdbjRTVn2jvf3967NqdUzPnm0RFKRbb33XrhNGj0vjtSm6BCQUVv6zcPPyVSgqXOj9+oJpPrGPnDcL/zu2V3s/7Wr1Q5hNoUP/J5m+vqlQYiAmc/7CSu3t27fz8c47hssuDH/3Le3t+d10k8Hq8olxxydfaPuJAfXaAxOXfYHQ7rprFhMm9EfK9R/0FgEyBqGlJab/tA4B3XQXupNOnTF4nFjsgZOnvtXeb9kioobWj08qleHAAXWXyeTJVQ9Nnd9V/4+iKWYE95ugO+9/10VCVUU9LFNY9rx6Tftxny800LJxoMRgJiQSb3h7O8PCwgICgfm9bZ99NgGdOwcAAPbtO1eriVkdB/XHgFcnAAA+6jNE75pBbbqSNMpLSnH97AV8/IRuRbSOg/qj9+uvw1usKy3h7++B8PAetX7e2vj6wnG9pPDN6PG1Ou66/Ae9+wUFD4waV1WWL9sNAFj//fRq23zQc6D2du8XRiPis4Wwc2qYYb9PVkgKV2KOYv/aH2po3bBuJSZpb2vmxzRm5vcXponp3TsI06cPx7Wk75F+azOUqmgolLuh4vZgyZJJ+Pjjhv0kaQxt2/rggw9f0N5/ZtgiKJXVVw3VmLhMd6G1NqN3DHlwt0DvmkPYqGfx3l+/o8cw3SfzHTsXGK1shk9wO737UR99qrekZnUeXUeipgl/xrRv3zn169XwwaP0QRE+eeoZ7f3Q8Gfw6X81XyOqK1tHB3x19gjC5+m63H5694MajjCt7iOGGm5k5igx8JSXlzOeeioE/534GqtWv1llm/fmjcGixePrvMKZKT3xRHskJK7T3h896vMaWutUrM/z5fDKo0Hqe/FRpVTivS76i+FEfPMVQvr+T3s/OeXxK4vO3LoB727XXU9Z9vxESHf/Y/C4Zctew+9/6EYstXBiM8Gqdevqy27fv5OPVRPe0Ns3/qtFRnvtz078C6sK7/83o8fXWH7cVLY+XAq14qz1xooSA0/dytiMmMO1H5qo4vZAJOLf4ipHj32lvb158yHs3h1bq+N6jNbV68m9WbkEcl26kh6lUiixdOwrevteXf8dpGd1F7YVyt1o1qx+hdNGzpsFcWf9yVAVuyKqIxAI9IbPirwn4t69onrFUF+ahY8OHKx54l3qxctQVfhj3XX4ECyNOwVr22Y1HGXYx4eiK+2rzbcsU7i4/5D2NsuJfqZAiYFnHBxsUVpWeVWy+fM2QeQ9ETbWo2FjPbrKippp6T/p1bxhbcwY3boCK1fsxuRJK2p97HMfqsfTR854z+hxAUDGNRm2PPwEqPFfM10XjkAgQFHxb3V+XgsLC70LpgAwv/tTBo/r3l0ChXK39n6f3u8hMzOvzq//uD76SD15zs/P3WDbJVWUi5j+0/p6v7ato2OlFdMqrhHBJ82dW7IOoUFRYuCZLVtn642MeXvm9xBYjMA33/yOzMw8lJcrUF6uwHOjP0fkD/8ipIP+hcJnnw2FittT5ZBDUxo4sBN27npfe//dd2t/4dBToltxLeFY1UM0jTGO/dL+Q5Vm9n53Vf9b13vv1W4Yq6ckEEvjTuHbyxUquZ45hw97D4KitPrJe4A6mZyR6i/hGRtrnJIXdVVSorvAb2NT80XW3JvpmN/9KZQW6b7V+AS3xZC3XqvTeH8LCwv0fH4UPjuhf61i2/uLUZhb/yKBDUG6+28AwPB33jLQ0rxRYuCZ8HDdp9YtW2KwevVfVba7e/cBpk5dhatXb+L8+ZRKj5+RLoOnJ5tPNWvXTtPrivD0mFCn49/7Xf2p9eT236tNAI/TlfSoiqt+KTkLHMrQdRMs+XoyXn65f43HP/3GZG3MFa2bMkNvwZfqPHpNQ2AxgskELo3Ll+UAgMWLXzLYVlFaWmkdicHTpuDzkwfQ9dkh2iq4dk6OcG3lo21j5+SIfq+M0ybT5z/WL3ExJ6QXzv1Vc5kUFv5api7L0dhHJlFi4JGKI4yeHb4YkyYur6G1Tu9eczFp4nK9hd67dAlERuYWo8doiETijTen6UatbNt2VG8iWV1Ef/ud4UZG8OnT4ZgT0gtrJk0DAFzOs8VmWQvt41u2zkaXHsF6xwitrDBk+lQsjTuFYTNeR30sXBgBFbcH/v4e2n3WVqPq9VzG9MH76p+befNrt3KeSqHEh70HVdo//stF+OzEvxj42kR8cvgvvP/3TggtLeEmboVP/9uPke9VrmlVVHBPrwQH39zPywegnijZmJluXjsxaNFi3Rj3f/6pXSlmACgrU2DLlhhs2RKD999/Hp9/obuwOm5cP/z669Eajjaua0m6InEnTybg5fHf1tC6ZuUlNXfBGNv1cxcxt2NvfHv5JPJKLfF3mgOG+6oXzzkXuwSTvr2IwLBuNfYvz+/+FAK6dsLd2zWXxO7dOwiL/6c/p8FUw1INqfiz9+STHXDs2BWDx5QU3seckF7oOHgAJi7VH3n2zCzdqLqaZkzvXfU9Dm74qe4Bm9j9vHw0d24JGzs7vW60xqRW3xiGDBmCxMREyGQyzJ9fuaqhtbU1oqKiIJPJEBsbCz8/9epazs7OiImJQWFhIVat0tWmsbW1xV9//YWEhARcuXIFX375ZaXnbGpSb/yovf2/xb/W0LJmX365E1Nf0/1f/7JtrklqATk52VcaNtu3T91nxg6You52qm3pA2N3uXAch43T3gUAJBXYIKNI99npp7mdEShqDh/7ygX8fnpngbpwX2kpkk6dQbb8Ro2vc+Dgp9rbt27dgZWl6Yr51cbaNeq+9JdffqpOxyWdOgOlQmHw/B8lv3DZLJICoPvZHFrPb4rmwGBiEAgEWLNmDYYNG4bg4GCMGzcOQUFBem2mTJmC/Px8SCQSLF++HEuWqFeGKikpwcKFCzF3buWKjd9++y2CgoLQpUsX9OnTB0OHNv5JIzVp1Uo3GmPRom2P9VyRkf9i/rxNevsuXlrVYAvTtGkjQnKKfsXN+n761VzUu1LL6pnGvNagkfhfrPbbypoj+tcIXgoswPP+usl2JfcfYE5IL8Qdqt23MktLIYqKf4OtrW6cfuvAqbWa8GdKe/eqJ7u9NnWIgZb6SgrvY16XJ7BkZATmhPTChjfeqbbtmT/+wsdPDMWckF5Y/cob1bbjm+0fq4eRl9w3fP3IXBnsSgoLC0NycjLkcvUFqaioKISHhyMhQfeJLjw8HIsWLQIA7Nq1C6tXq8sLFxUV4cSJE2jdurXecxYXF+PIkSMAgPLycpw/fx4+Pj5oqiquS1BxRa3H8c03v+P8+RS9i8DZOb/gpXHfICrqmFFeAwBef31opRIKbST1+yRlY6+r83/w+001tGx4C0Kf0t5eYWtTaa1lu/ICfDV5Lm5cMtzNUtHhI1/ozY8IajcNpaUNuwpZffz9t9Rwo1q4dvI05nfrh4BunWBhIYCirAypl640+MprDakw9w5y09Lh2TqAdSgNxuA3BpFIhLS0NO399PR0iESiatsolUoUFBTAxaV2k62cnJwwYsQIHDp0qMrHp06dCqlUCqlUCldX11o9p7nZ9qt6rL5UKtNbUetxHTp0CRs36I/s2Pbre3oVOx9Hs2bWlZKCQ/PnkZycWa/n01SuvJOeUetjTDF6p7i4FHa2Y3Djhm700htdyjFlTKdaP0e3bq2h4vagTx/dRezgoGm4dq3y5D2+cXdvYbhRDRRlZUg6JcW1k6eRcvaCWScFjft5+eg4qD+sbW1Zh9IgDCaGqr6qP/rLWJs2VREKhfj111/x3Xffab+RPGrjxo0IDQ1FaGgocnNzq2xjzrp2DcSIEWEAgCf6Gr9a5fTp6/HWNP31e6/Gr0WbNqJqjjDMz88dy5e/pjcB7PbtfLi5jseDB4YXta+KQCjES19+AgB16lZoiK6kqpSUlMFfPEW72hkAfPRwVFHFb3yPevnl/nj33XBIz+qPMDt8+DISE/mdFI4fvwoAWLGy9utsNxWaZT5Dw58x0NI8GUwM6enp8PXVfcL08fFBRkZGtW2EQiGcnJyQl2d41uaGDRsgk8mwcuVKg20bq7PndLOBy8qqX++4vhQKJdav3wtLof7FzcRr61Fc8nu9nlOeGolZ7+ie79ChS/D2egV37tS/0F3FZRPv5fD3A0BV138K7++EitsDFbcHn302AbNmjYRQKMBbbz2DLVtnY+kjy4f6iCZi4IDareDG0sgR6gvkrObD8NmGN9UDFJo1b5wL9xhMDFKpFBKJBGKxGFZWVoiIiEB0tH49k+joaEycqK5XPnbsWMTEGF6d6tNPP4WTkxPeeaf6i1NNyaCnPzLc6DGoVCrYWI9GUtIt7T4bGyuouD2YO3c0HB3t0Lat4es8kT9WXmTGGLEPemMygLrXxTH1RLCyMgUEFiNg2+w5XL16s9LjH3z4ApavmIpyxW6sXjOt0uO+PpOQkWH6Uhf1UVDwAPv3n4etbf1qRjVmSSdPAwBaeHkYaGmeDCYGpVKJGTNmYP/+/UhISMCOHTsQHx+PxYsXY8QI9ciTyMhIuLi4QCaTYfbs2ViwYIH2eLlcjmXLlmHSpElIS0tDUFAQRCIRPvroIwQHB+P8+fO4cOECpkyZ0nBnyVODBnXR3j506FKDv155uQLt2r4Jsd+revu//uZV3C3YjoTEdXjiifYQiVywdu00tGzZHN26tUZp2R/aT8SPLuLSzGa0UWJr21u9DkJtVzfTMFVX0qNKS8sR0mE63p75veHGUA8qEFiMwK1b/CrxYEhmZj78/NyZ/T/zleYDSe8XRutVAm4sajXBbe/evdi7d6/evk8++UR7u7S0FC+88MKjhwEA/P39q9xPP2jA/n/VpZ6fHmjaboWbN3MgFIzE2XPL0aVLoN5jFauhVpzBXBVfn0lG6/56kH8XxYX3ed2NVJXVq/9CVNQx9O4dhIEDO2Hm2/rDdD//bDt+/PGAUQcVmNLRI3GYNGkgIn+chVcn174IYlPSpmco4o/+xzoMo6KSGIxUHJ1y5ozM5K/PcRy6dX0HK1fsNtz4EbPe3oDAgNeM9unX1tEB9i1baAuU1QXLmkIaubn3EB19GrNmbYCVZTgEFiO028KFP0Mur3kWNJ9pqvhOmjTQQMumZ9XL6mHZU1Z/Y6Cl+aGSGIwc/2+J9vb9+8XM4pg9OxIffLAVCoWyynLfALB162HY2Fhhyqsr6z3qqCbdnlVPbsxMSjbQsjK+ffPk20S1x1VxiC7Rl5dRv2HZ5oASA2OaGaascByH4mL1LF8b69GIOfw55syOxMy3R2D8+KdgKQzXW5ClIfSbqJ7Ul3jidIO+Dnk8NjZWvJyMx8q9nFwkxUph7+TEOhSjo64kxsJHfmq4kYmUlyvwRN/5OHMmCRNeXgqBxYgGTwoA4OytXkayPhOf+NCV1NhJpequzkcnMxIgW34DoqA2sHNqmHIzrFBiYMDb21l7W6FQMoyEPUc39Wz2m3Hx9Tqeb11JrK2d/BZWRLxquGEdvDJBvYiQqpF1kxlD8hn1N35XP+NUE+ALSgwMrF3XuFd/qovWYV0BAP98V/8lIYlOytkLta5MW1uash2TX6285kJTl//wOkPHp2tezMncUGJgYORI9Zh9f3HTm7vxKNdW6k9aaVfq942BupJMy8GhcdYGqq9suXqSY//J4w20NC+UGEysYtcHjfgAnEXeuHs7CyX3H9TreOpKMo0fNqrXY54zxzgTGhuLsmLdiEKBpZBhJMZFicHENAXzZkxfxzgS9iwEAoSGP4MWno2zrEBj8uGHWwEAI0aGMY6Efy4fOAwAcPVtPEsHUGIwsdHP9QIAHDlStzr+jVHFxeHri7qSTCMnpwAAKs2UJ0BMpDppuvuLmcZhTJQYTGziRPUM0vj4ygXYmho3v1YAgDWT6WI8MV+aZUzd/f0YR2I8lBhMyPJhH6Smzn1TpyklcFuWUudjX5mwDJt+PKAdY08a3qZNBwEAPj6Nc8Gs+iotKkJZcQnCRj/LOhSjocRgQpqS1Xl5hYwjYU9oqZt0X1RQ93UcUlIyMWXKd42uBAWfZRQVZycAACAASURBVN3OBwCcPrOUcST8Y23bDG5+vo3mAjQlBhNq0cIeALBmdd2LxTU2mvVyz+7Za6Al4YtPPlEvUnThQt3WzGgK4o+eAAA4ubsxjsQ4KDGYkGZE0sGDFxlHwt7snZsBACd+3cU4ElJb5eUKnDqViA4dGk9furEc2xoFABgw5RXGkRgHJQYTEYtpSGZV7qRnGG5EeKNXr3Zo1coNTk72rEPhlYLsHADqhXsaA0oMJvLzL3MAAEMGf8w4En7Ivakus/Ag/y7jSEhdFBWpK/G2aePNOBJ+0fw8NxaUGEykd+8gAMCBAxcYR8Keo5srXFv54H5ePutQSB2Fdn8XANCuXeOZzGUMKqUSsbvUi141hgvQlBhMKCnpFusQeMEjUL3ca1p8IuNISF3JZBkoKyunxFAFzc+zu9j8r8FQYjCBp5/uDABo00bEOBJ+aGZvBwDYSxVVzY5CocTduw/w/gdVr/HelN1OUs/H8ZKY/+xwSgwm8O8B9WI8ixdtYxwJPwT36wsAyL3RuPplm4rcXPW8k1atGsfQTGPJfDhRM+Tpp9gGYgSUGEzoypUbrEPgBSd3VxRk56C0qIh1KKQejj6s8zV9+nDGkfCL5ue50+ABjCN5fJQYTCgv7z7rEJizc3JE2z496zXbmfDD2rXqCZpXr1K9r8aKEkMD08x2BoAjR+IYRsIPAd3U11tUTXxJU3NWUKD+ZExrQFd29fBx1iEYBSWGBvbJJ+MAAH/8cYpKREO3xvOmWfMZR0Lq6/bDmkmlpeWMI+EfTYXVgO5dGEfyeCgxNLCcHHWXyZzZkYwj4QfN2rj5mbcZR0LqS6FQ4rffTqKgoIhW0HvE9k++AACIO4UwjuTxUGJoYGE92kChUCI1NYt1KMxZCASQ9OzOOgxiBIcOXkSrVm4IDPRkHQqvyM9fQm5aOrzbtmYdymOpVWIYMmQIEhMTIZPJMH9+5S4Aa2trREVFQSaTITY2Fn5+6q9Tzs7OiImJQWFhIVatWqV3TNeuXXH58mXIZDKsXLnSCKfCTyNH9tCuw9DU2Tycv0DM3/Xr6m98wcGtGEfCP66+PugybBDrMB6LwcQgEAiwZs0aDBs2DMHBwRg3bhyCgoL02kyZMgX5+fmQSCRYvnw5lixZAgAoKSnBwoULMXfu3ErPu27dOrz++uuQSCSQSCQYOnSokU6JP7p1M+9PDcYW+LDf9W5WNuNIyOO6e/cBAODP3R8xjoS/rJrZsA6h3gwmhrCwMCQnJ0Mul6O8vBxRUVEIDw/XaxMeHo7Nm9VllHft2oWBA9XLVxYVFeHEiRMoKSnRa+/p6QlHR0fExsYCALZs2YJRo0YZ5YT4JCLiSQDAW9PWMo6EH0LD1ePe/1mxjnEk5HGdOZPEOgTe2vk/9QdjjwB/xpHUn8HEIBKJkJaWpr2fnp4OkUhUbRulUomCggK4uLjU+Jzp6bpZr1U9p8bUqVMhlUohlUrh6mpeSwp27CQGAGzdephtIDzROqwbAODcX/sYR0KMydGRuggrkp9Tr7fi1cZ8S2MYTAxVjTp4dNhlbdrUt/3GjRsRGhqK0NBQ5ObmGgqXVwYNUnedPHhQYqBl08CpaBnOxmTypBUAAD8/d8aR8EvuzXSoVCq4+JpvbTSDiSE9PR2+vr7a+z4+PsjIyKi2jVAohJOTE/Ly8mp8Th8fXXXGqp7T3AmFNODrUffz8nH5AH17aiw0M5/btjXfP4ANQalQIO1KAjr0f5J1KPVm8K+XVCqFRCKBWCyGlZUVIiIiEB0drdcmOjoaEydOBACMHTsWMTExNT7n7du3UVhYiB49egAAXnnlFezevbu+58BLbm5OAIDdu2MZR8IP1rbN4Ornqy00RsyfXK4egr1j5wLGkfBPivQc3MStzHaeh6WhBkqlEjNmzMD+/fshFArx448/Ij4+HosXL8bZs2exZ88eREZGYuvWrZDJZMjLy0NERIT2eLlcDkdHR1hbW2PUqFEYPHgwEhISMG3aNPz000+wtbXF3r17sXdv41oUfvToXgCALZtrTpJNhWfrAAgEAmRck7EOhRjJnTvqyZvZ2bQK36PyMm7D0soKDm6uuPdw2U9zw5nLJpVKmcdQ203F7eFU3B5u4MBOzGPhw9bz+VHc0rhTXEsvT+ax0Ga8LebwF5yK28PZ2towj4VPW4cBT3JL405x3UYMYx4LUPe/ndQR3kCSk9XXTGJiLjOOhB+827RG8b1CKoXRyBw/dhUArQH9qPSr6tXcXvrCPNd4p8TQAFq39kLr1upfFCqcp9YnYgxsHR1Yh0GM7JdfjgAAQkMlbAPhmft3C1iH8FgMXmMgdde+vR/rEHjF0sZ8Z4CSmslkGXjwoIRKYzxCUVqK+KMn4Oxjnt+k6BtDA3B3V49I+nrJLsaR8IPk4cQ2Gqra+HAch7NnkzHw6U6sQ+GdjKRkuLXyhdDS/D5/U2JoAIsWvwQAWL68cQ3Bra/X1i4FABzc+BPbQEiD2L/vHEJCxHqLUhEgK+U6hFaWcBOb37cpSgwNwMvLGQCQlUXD+AAg71YmACAnlZaCbIxu3FAPx+zUyXxrAzUEzZydQDNctIcSg5FpJrRE/vAv40j4I+1qAm6nyFFWTKVBGqOsLPWKbu3a+Rho2bRkJqWg5P4DiNq1YR1KnZlf5xfPeXq2BACcO5fMOBL+6DR4AIoK7rEOgzSQ//6LBwB4eLRgHAn/pCdcg3uAmHUYdUbfGIzsySfbAwDS0syr4F9DcXBVV9lNT7jGOBLSUMrKFCgvV2D0c71Zh8I72ddT4Rlofl1slBiM7OmnOwPQFRhr6jS/FId//JlxJKQhCYUCeHs7sw6Dd24nX4etowO825rXPA9KDEbm6GSHlJRMWuP5ofD57wCgC8+N3c8/H4GbmxNatmzOOhReuZWorg3m1ca8VnOkxGBk7du3QlzcDdZh8IayXAEAVAqjkevQQT2pc/mKqYwj4Zf0eHVpjJbenowjqRtKDEZkbW0JicQb8dSNpMWBQ8Lxk6zDIA1s2ptrAADjx/djHAm/KMrKcC8nF85elBiarOef7wsrK0tcuULfGDScvb208xhI4yWVqrtMftp0iHEk/HMnPQM+7duxDqNOKDEY0daf5wCgC88aNvZ2sG/hhPwMSgxNwZUrN+Di6sg6DN7JuXETonZtYOdkPv83lBiMKCnpFgAgLi6VbSA84SxSFxDLy6DrC01Bamo2/P09WIfBO+UlpQCANj1DGUdSe5QYjMjFxQG3bt1hHQZvuD5cDP1OWjrjSIgpNG/eDJ06+cPZmcqrV6QZqm3T3HxqSVFiMCJLSyHOnqWlKzW6jRgGAMhNu8U4EmIKR4/EAQD69g1mHAm/FOSoa0m1Du3KOJLao8RgJA4OtnBysscVGqqqZWNnC5VSiZLC+6xDISagqSY84ZUBjCPhF5VCCQDoOnwI40hqjxKDkQwbpl5zICMjj3Ek/OHu74fz/1Axwabi3r0iAMCYMVQaw9xRYjASX183AMCvvx5lHAk/OLq5ooWnB+5QNxIhiDuk/rtgLqUxKDEYSZeugbh9Ox937z5gHQovtO//BAD1GG7SdMx770cA6q5VonMi6jcAQIeHvxd8R4nBSF56qZ92uCoBvCSBAID0qwmMIyGmlJSk/iDQvr35rVrWkLJS5ACAkEH9GUdSO5QYjEAzPO/JJzswjoQ/yoqKoSgrQ9b1VNahEBPSlJufNOlpxpHwy72cXNy9nYVsuXkMTqHEYAR+fu4AgA/e38w4Ev5w8nTHvRya09HUaMrBvP7GUMaR8E96wjWzWc2NEoMRdOig/tr8xx+xjCPhj67PDEZmEq1i19SUP6ymSyrLSU1DCw931mHUCiUGI+jY0R/FxaVITqYLrQDQ8mElyXu59I2hKVqxfDdUKhWEQvrzUtHd21mwamYDRzdX1qEYVKt3bsiQIUhMTIRMJsP8+fMrPW5tbY2oqCjIZDLExsbCz89P+9iCBQsgk8mQmJiIwYMHa/e/8847uHLlCuLi4rBt2zbY2NgY4XTYCOkoxtWrN6FUqliHwgstPNWfiuIOHmEbCGHi3LlkCAQCdO4cwDoUXrmVmAQACOzehXEkhhlMDAKBAGvWrMGwYcMQHByMcePGISgoSK/NlClTkJ+fD4lEguXLl2PJkiUAgKCgIERERKB9+/YYOnQo1q5dC4FAAG9vb7z99tvo3r07QkJCIBQKERER0TBnaAKdOokRdzmVdRi84dtBXRLBXC60EeM6cUI9Eq1bN/NatayhpV1VL9rj5ufLOBLDDCaGsLAwJCcnQy6Xo7y8HFFRUQgPD9drEx4ejs2b1Rded+3ahYEDB2r3R0VFoaysDKmpqUhOTkZYWBgAwNLSEra2thAKhbCzs0NGhnl2w7i7t4CHR0tcpsSg5d1WgrtZ2bRqWxOVmpqFvLxCdO0ayDoUXlGUluJ+Xj4Cw7qxDsUgg4lBJBIhLS1Nez89PR0ikajaNkqlEgUFBXBxcan22IyMDHz77be4efMmMjMzUVBQgAMHDlT5+lOnToVUKoVUKoWrK//65jp2FAMAJYYKnH28kEcT25o0GxsrGplUhbSrCXD29mIdhkEGE4OFhUWlfRzH1apNdftbtGiB8PBw+Pv7w9vbG/b29hg/fnyVr79x40aEhoYiNDQUubm5hsI1OUoM+qxtmyGwWxezW+OWGJe9fTPWIfDS9XOX4CzygoOrC+tQamQwMaSnp8PXV9cn5uPjU6nbp2IboVAIJycn5OXlVXvs008/DblcjtzcXCgUCvz+++/o3ds8C2+17+CH27fzcefOPdah8IKbWD10t6oPBaTp2Lr1MADAzc2JcST8kpGkLsvv8nARK74ymBikUikkEgnEYjGsrKwQERGB6OhovTbR0dGYOHEiAGDs2LGIiYnR7o+IiIC1tTXEYjEkEgnOnDmDmzdvomfPnrC1VddTGThwIBISzLN0gkTijWvXqBSGhp2T+g/BtvcXM46EsPTrNnXRuLZtRQZaNi2aLtaWIn53JxlMDEqlEjNmzMD+/fuRkJCAHTt2ID4+HosXL8aIESMAAJGRkXBxcYFMJsPs2bOxYMECAEB8fLy2/b59+zB9+nSoVCqcOXMGu3btwvnz5xEXFweBQIANGzY07Jk2AIFAgJAQP8ioRpKWq68PAKAgh3/dfsR0NHN6aKlPfZoBGSED+zGOxDDOXDapVMo8hoqbj48rp+L2cFOnDmEeC1+2GVu+55bGneJs7OyYx0Ibu83a2pIrV/zJ/e9/45nHwrdtybmj3NK4UyZ9zbr+7aSpiY9B82lILs9iHAl/KBXqkgilRUWMIyEslZUpkJCQjn5PhbAOhXfKS8sAgNcXoCkxPIaAAPXIG0oMOvYtnHDl8DHWYRAeOHb0Cjp39mcdBu/s/W49APXvCl9RYngMPXq0QVlZOW7ezGEdCi/Yt3CClyQQnoFUCoEA8fE34eBgR2szPCLnxk0AgHdb/s4Mp8TwGN6c9gxu3MihipIPeT8sKSy/cIlxJIQPUlLUF1rHjevHOBJ+sX44GnP8V/wduUeJoZ5atmwOQD1clai16dkdAHDohy2MIyF8EB+vrnrwwYcvMI6EX5JOnQEApJy9wDiS6lFiqCdfX3V5jjmzf2AcCX8MmPIKAHV5YULS0tRdrEePXmEcCb+UFZdAfuEy6zBqRImhnnx81Inh5MlExpHwx43LVwEA5SWljCMhfLFt21H4+bmxDoN3slLk8AgQsw6jWpQY6ql3b3Xpcc2nIgLYOTrg0r8xrMMgPJKYkAax2AN2dua73kpDyLqeiubOLeHu78c6lCpRYqinwUPUi21kZd1lHAk/WAgEaCnywp20dNahEB7RXGdo29aHcST8knFNXTPJu62EcSRVo8RQT8XFZUhJyaRV2x5q4eEOSysr3KFy26SChAR1YggKosRQ0c04dberiw8/a0lRYqinoCBfHI7h9wUkU/Jqox6TfSeN6kYRneTkTCgUSgQH01yGisqKS1B4Jw+te/Bz0R5KDPXg7t4Crq6OuHKFlq7UGDpjKgAg9yZ1JRGd8nIFkpMz0bNXW9ah8E55aSlvF+2hxFAPrVur38ykJOo20SjIUl+Ep+U8yaOkUhn69etAF6AfkXz6HFxb8bOLjRJDPWgmtclklBg0Wni6I/7oCdZhEB7av+8chEIhfH1p2GpFmkWtArt3YRxJZZQY6mHTT+8AAG7cyGYcCT8IhEK4iVshK0XOOhTCQzduqL9N0nwGfbu/XgkAcHTj31r2lBgeg0KhZB0CLziLvGBlY4Os65QYSGVyubp7UVONmKhlylKgUqngzsOJbpQY6umnnw6xDoE3PALVpZVvJ1NiIJVlZOTh/v1iWubzEYrSUmSlyOETxL8L85QY6sjTsyUA4ML5FMaR8IdHgDoxZMtplBapWlJSBtq24+eFVpYyZSnw7RDEOoxKKDHU0RNPtAcAXLpEn441PALFyMvIpFXbSLXOn0tGnz5BEAjoT05FGYlJcHBxhn3LFqxD0UPvUh1phqqePStjHAl/eAYGIOt6KuswCI8dORIHBwc7hIXxswQEK6KH3Uij5r/DOBJ9lBjqyM/PHTk5BSgqogqigLpGkkeAmEYkkRpJpeoPUkFBvowj4Zd/10UC4N/EUEoMddR/QEdcvpzKOgzeaOntCatmNshKSWUdCuGxW7fuAAC+WjKJbSA8ky2/gaJ79+Dg5sI6FD2UGOrAzs4GEok31UiqQHPhmYaqkppovmE7OzdnHAn/ZCal8K78NiWGOtBcX6AZzzqegWIAoGsMpFaEQiHrEHgn71YmXH34NWKLEkMdaEphJCVRBVENj0B/FGTloKTwPutQCM9dvHgdANCsmTXjSPglNy0dTh5ucHBxZh2KFiWGOujZsx1UKhWSkzNZh8IbHgH+1I1EauXggYsAgI4dxWwD4ZmbD5fE5dMMaEoMdeAf4IHk5Ew8eFDCOhTe8AgU04xnUitbtqiXfRWL3RlHwi8ZSeoRW614NNGtVolhyJAhSExMhEwmw/z58ys9bm1tjaioKMhkMsTGxsLPT3chZcGCBZDJZEhMTMTgwYO1+52cnLBz504kJCQgPj4ePXv2NMLpNCxPz5a4eZPWeNZo4ekBGzs7+sZAakVTdHLIkK6MI+GX+3fyUZCVA4/AANahaBlMDAKBAGvWrMGwYcMQHByMcePGIShIP7NNmTIF+fn5kEgkWL58OZYsWQIACAoKQkREBNq3b4+hQ4di7dq12pmPK1euxL59+xAUFIROnTohISGhAU7PeCwsLNC6tRfS0nJZh8Ibnq0fjkiiOQykFgoLiwEAHg/LyhCdrOtyeDwcyMEHBhNDWFgYkpOTIZfLUV5ejqioKISHh+u1CQ8Px+bNmwEAu3btwsCBA7X7o6KiUFZWhtTUVCQnJyMsLAwODg548sknERmpntxRXl6OgoICY5+bUfn5ucPdvQVOx15jHQpv6IaqprINhJiN7duPox3VTKokM/k6PAL8YWFhwToUALVIDCKRCGlpadr76enpEIlE1bZRKpUoKCiAi4tLtccGBAQgJycHmzZtwvnz57Fx40bY2dlV+fpTp06FVCqFVCqFqyu7uuWaxcyvXr3JLAa+8Qj0x73cOygquMc6FGIm4i6nIiDAE/b2zViHwitZyddhY2eLliJ+LPVpMDFUlcE4jqtVm+r2W1paomvXrli3bh26du2KBw8eYMGCBVW+/saNGxEaGorQ0FDk5rLrxunRoy0UCiWuXqUKohoegVQKg9SNZg6QZk4QUctMVg/l9WrNj+sMBhNDeno6fH119U18fHyQkZFRbRuhUAgnJyfk5eVVe2x6ejrS09Nx5swZAOrup65d+X1Bqn0HPyQnZ+Lu3QesQ+EN9VDVVNZhEDOiqZmkqVJM1DQfsDRrm7BmMDFIpVJIJBKIxWJYWVkhIiIC0dHRem2io6MxceJEAMDYsWMRExOj3R8REQFra2uIxWJIJBKcOXMGWVlZSEtLQ5s2bQAAAwcORHx8vLHPzajat2+FhIQ0ww2bCEd3N9g6NKdvDKROUlOzAAAffPgC40j4pfRBEQqycuDuL2YdCgDA0lADpVKJGTNmYP/+/RAKhfjxxx8RHx+PxYsX4+zZs9izZw8iIyOxdetWyGQy5OXlISIiAgAQHx+PHTt2ID4+HgqFAtOnT4dKpQIAzJw5E7/88gusra1x/fp1TJ48uWHP9DE0a2YNicQLO3f8xzoU3tCWwqDEQOrBk0YmVZIlT4UHjya5ceaySaVSJq/bpUsgp+L2cGPH9mH+f8CXre9LY7mlcac4Bxdn5rHQZl7bpp/e4VTcHs7KypJ5LHzaRn8wh/vs5IEGee66/u2kmc+10KFDKwBAXBxdeNZo4emJ8pJSFN7JYx0KMTOXLsoBAP7+Howj4Zec1BuwdWjOi5pJlBhqISREjJKSMiQnU1VVDRcfb+Rn3mYdBjFDsbGJAIA2bbwZR8IvmjXTW4UEM46EEkOttO/gh4SENCiVKtah8IZP+3a4lUCT/UjdXbumrk5ME9303bikLqbn2TqQcSSUGGolJMSPupEqaNbcHs7eXrh1jda9JnWXn38fmZl5CG7vxzoUXiktKgIADJ0xlXEklBgMatHCHj4+rrh6hRKDhmsr9dyUnFQavkvq5+rVmwgOpvWfqyLgwWJGlBgMGD48FABw8eEFMwIEPdkbAJB7kxIDqZ/4h4mBL7WB+CLtqrqYqKWNDdM4KDEYoOkHPXUqkXEk/OEb3A4AkHsznXEkxFxdvXoTzZvbwteXXf0zPjq2NQoA4C5uxTQOSgwGtJZ4Qy7Pwv37xaxD4Y3mzi0hiz0LRVkZ61CImYqPV3/bbN+e7R9AvrmVqL5ux7o0BiUGA9q3b4XLl6kbqSI3/1bITqVrLqT+NMUoO3SgC9AV5d5Ig1KhYL42AyWGGggEAkgk3riWSF0mGt5tJbBzdESmLIV1KMSMaYpRLnj/ecaR8ItSocCdtFvw8BczjYMSQw3EYnfY2Fhpx10T3apt189eYBwJMXeZmXmwtbVmHQbv3E6RU1cSn2n6PzX9oQRw8VVfjKdZz+RxbdywH82aWcPOju0IHL7Jui6HaysfCC0N1jhtMJQYaqDp/4yPp1XbNETt2iBbfgNlxSWsQyFm7uJF9eI03bq1ZhwJv2SlpEJoaQlXP3bzPCgx1KB9Bz+kpmZpFzEngEeAGLep1DYxAk0X7cSJAxhHwi98WLSHEkMN+vYNxpkzVPZBQ2hpCRdfEbKuU2Igjy8tTb1U76tTBjOOhF+yU29CpVLBk+HaDJQYquHkZI9Wrdxw/lwy61B4w6tNawgtLZGVkso6FNII3L9fjHPnknH06BXWofCKorQUd29nIaB7F2YxUGKohubC8xWqkaTl2yEIACA/f4lxJKSxuHLlBiQSL9Zh8M69nFxIenRn9vqUGKqhufBMVVV1vCSBKL5XiLu3s1iHQhqJxIR0eHu7wNnZgXUovJIiVQ8Ht2/ZgsnrU2KoRq/e7XDnzj2kpeWwDoU3/Dp2QEYSda0R40lPV19noJFJ+jTfylmtAU2JoRpdugTgxIkE1mHwhqWNDbzaBCKFJrYRIzp+XL04jZ+fG+NI+EWzmlvvF0YzeX1KDFVwcLBFx47+uH+fxupreLUOgNDSEhmJSaxDIY1IevodPHhQgpAQMetQeOVOunoor01zeyavT4mhCiNH9gAApCRnMo6EP0RBbQAAtygxECNSqVS4dEmOSZMHsg6Fd66dPA0HVxcmr02JoQpisTsA4KuvdjGOhD+820pQXHgfebcoWRLjys4ugIODHays2JWA4KNbiUnab+qmRomhCgGBXrh16w6Ki0tZh8IboqA2yKA1nkkD+P23kwCAgABPxpHwy62EJFhaWzOZAU2JoQodOvghJYU+GWtYWlvDNzgINy9fZR0KaYSuXVOXtW/bVsQ4En7JfDgC0FMSYPLXpsTwCCsrS3Tu7I9TJ2kpTw1nkReEVpbIkNFQVWJ8mppJtGiPvpybaVCUl8NLEmjy16bE8IiePdvCysoSZ89St4mGX8f2AIDMJFqchxjfvXtFuHRJjgEDO7IOhVdUCiWy5Tfg2Zqn3xiGDBmCxMREyGQyzJ8/v9Lj1tbWiIqKgkwmQ2xsLPz8dJl/wYIFkMlkSExMxODB+sWyBAIBzp8/jz179jzmaRhPz55tAQBHjlD9Fo2hM14HoPtqS4ixHY65jCeeaA9LSyHrUHilMPcOgp/sA4HQtP8vBhODQCDAmjVrMGzYMAQHB2PcuHEICgrSazNlyhTk5+dDIpFg+fLlWLJkCQAgKCgIERERaN++PYYOHYq1a9dCINC95KxZs5CQwK9JZN1DJbh+/Tbu3LnHOhTeaOHpwToE0shduiSHlZWldkQgUbuTngEAJu9OMpgYwsLCkJycDLlcjvLyckRFRSE8PFyvTXh4ODZv3gwA2LVrFwYOHKjdHxUVhbKyMqSmpiI5ORlhYWEAAJFIhOHDh+OHH34w9jk9lr59g3HqFF1f0LC0Ua+uJTt9lnEkpDFLSlJfZ2jXzodxJPzy37adAAB3E5fGMJgYRCIR0tJ0S1ump6dDJBJV20apVKKgoAAuLi41HrtixQrMmzcPKpWqxtefOnUqpFIppFIpXF1da39m9eDn5w4vL2ecpFIYWq1D1aV/r8QcYxwJaczi4m5ApVKhSxfTX2jls9wbaVAqFBC1lZj0dQ0mBgsLi0r7OI6rVZvq9g8fPhzZ2dk4f/68wQA3btyI0NBQhIaGIjc312D7x6G5vnDmDM3u1Rj0xqsAgAt7DzCOhDRm9+8X49q1Wwjr0YZ1KLyiVCiQdiUBAd06m/R1DSaG9PR0+Prq1h718fFBRkZGtW2EQiGcnJyQl5dX7bF9+vTByJEjIZfLERUVhQEDBmDr1q3GOqd6Gzy4C+7cuYdLlxr/CmW+HYIx8+cNcPeveYigprrjg/y76wuaPwAADCNJREFUJoiKNGUn/ovH8OGhsLamGdAV3Yi7Cq82rWEhMN0gUoOvJJVKIZFIIBaLYWVlhYiICERHR+u1iY6OxsSJEwEAY8eORUxMjHZ/REQErK2tIRaLIZFIcObMGXzwwQfw9fWFv78/IiIiEBMTgwkTJjTA6dVN3yfa47//4qFQKFmH0uBKHzyAuFMIxJ2rHyJobWsLaztbHNiwyYSRkaZK84GMupP0JZ08jbN79sLGztZkr2kwMSiVSsyYMQP79+9HQkICduzYgfj4eCxevBgjRowAAERGRsLFxQUymQyzZ8/GggULAADx8fHa9vv27cP06dMNXlNoCG+8MRRjx/apsY1I5AKJxBv/HY83UVRs5aTeRFHBPYg7dai2jbhzBwgtLXH97EUTRkaaqr//Vg9wCAmhiW4VJf4Xi98+/Rol9x+Y9HU5c9mkUmm9jjsjXcYdPPRZjW3ee+85TsXt4bp3lzA/T1NtU9Z8y82Pjqr28YnLv+SWxp3ibOzsmMdKW+PfBAIB98efH3LPPhvKPJbGttX1b2eTmPl88kQCevRoW+PkmU6dA1BermhSM56vnYiFu78f3MStKj1maWODjk8/BQAoLSoycWSkKVKpVBg96nP89ZeUdShNXtNIDCcTYG/fDJ06VV+lsHfvdvjjj1gTRsXelZjjAID2Tz1R6bFWIcEAgBNRv5k0JkIIe00iMWiW6Fz53etVPt62rQ/EYg+cPNE0ri9o3L2dhQf5dzH83bcqPda6u3r+wr7VG0wdFiGEsSaRGG7dugMA6N07qMrHx4/vBwD488+m9Y0BADKTr0MgEMC+hZPe/q7PDoX8wmUUFVBpEEKamiaRGABg0Se/AAA8PVtWemzcS/1w+vQ13LyZY+qwmPtn5ToAwIDXXtHuCxv1LNz8fHFp/yFWYRFCGGoyiWHv3nMAgPfee05vf7t2PggM9MLPWw+zCIu5G5fUVWSfmvgSrG1t0ay5PV789EMAwPm/97MMjRDCSJNJDOfOqdcSeHf2KL2ZlX/8+SGKi0vx28PlBZui/WvVhQy/PBODz08d1O5/cLeAVUiEEIaaTGJQqVTY9KO63s+WrXMAACNH9kDbtj7IyrqL27fzWYbH1L/rIlF8r1Bv37yuTzKKhhDCB8wnX9R2q+8EN83WrJk1p+L2cCpuD/fWW89obwcF+TI/N9abraMD13HwAK59/yc4oaUl83hoo4024231+NvJPugGPLlK2zPPdNcmBBW3h5s1ayTz86KNNtpoa8itrn87m1wZw3/+OYuXx3+LCa8MwE+bDmL79uOsQyKEEF5pcokBALZtO4pt246yDoMQQnipyVx8JoQQUjuUGAghhOihxEAIIUQPJQZCCCF6KDEQQgjRQ4mBEEKIHkoMhBBC9FBiIIQQoscC6inQZiE7Oxs3btww+eu6uroiNzfX5K9rTOZ+DuYeP0DnwBdN8Rz8/Pzg7u5ep9dgXseD75sxajSx3sz9HMw9fjoH/mx0DoY36koihBCihxIDIYQQPUIAi1gHYQ7Onz/POoTHZu7nYO7xA3QOfEHnUDOzuvhMCCGk4VFXEiGEED2UGAghhOhp9IkhMjISWVlZiIuLq7Fd9+7doVAoMGbMGO2+vXv3Ij8/H3v27NFr279/f5w7dw5xcXH46aefIBQKtY+tXLkSMpkMly5dQpcuXczuHPr164e7d+/iwoULuHDhAhYuXMj0HDp16oSTJ0/iypUruHTpEl544QVtW7FYjNjYWCQlJSEqKgpWVlYAAGtra0RFRUEmkyE2NhZ+fn5mdw4TJ05Edna29n2YMmUKb89h+vTpkMlk4DgOLi4ues/Dp9+H+pyDOf0+/Pzzz0hMTERcXBwiIyNhaalbh60+7wPzMbkNuT3xxBNcly5duLi4uOrH7AoE3KFDh7i///6bGzNmjHb/gAEDuGeffZbbs2ePdp+FhQV38+ZNTiKRcAC4xYsXc6+++ioHgBs2bBj3zz//cAC4Hj16cLGxsWZ3Dv369dNry/p9kEgkXOvWrTkAnJeXF5eRkcE5OTlxALjt27dzL774IgeAW7duHffmm29yALhp06Zx69at4wBwL774IhcVFWV25zBx4kRu1apVZvE+dO7cmfPz8+Pkcjnn4uKifR6+/T7U5xzM6fdh2LBh2mO3bdum/Vmqz/vQ6L8xHD9+HHl5eTW2mTlzJn777TdkZ2fr7Y+JiUFhYaHePhcXF5SWlkImkwEADhw4oM3m4eHh2LJlCwDg9OnTaNGiBTw9Pc3qHBpKfc9BJpMhOTkZAJCZmYns7Gy4ubkBAAYMGIBdu3YBADZv3oxRo0YBUL8PmzdvBgDs2rULAwcONLtzaCgNcQ4XL16ssiIB334f6nMODaUhzmHv3r3admfOnIGPjw+A+r0PjT4xGOLt7Y3Ro0dj/fr1tWqfm5sLKysrdOvWDQAwduxY+Pr6AgBEIhHS0tK0bdPT0yESiYwf9COMeQ4A0KtXL1y8eBH//PMPgoODGyTmR9XmHEJDQ2FtbY2UlBS4uLjg7t27UCqVAPT/ryu+D0qlEgUFBZW6OPh+DgAwZswYXLp0CTt37tT+kje0up5DTfj8+1DbcwDM4/ehIktLS0yYMAH79u0DUL/3ocknhhUrVmD+/PlQqVS1PiYiIgLLly/H6dOnUVhYCIVCAQCwsLCo1JbjOKPFWh1jnsP58+fh5+eHzp07Y9WqVfjzzz8bKmw9hs7B09MTW7duxeTJk8FxXI3/13x9H+pyDnv27IFYLEanTp1w8OBB7TeghlbXc6iJubwPNTGX34eK1q5di2PHjuG///4DUP/3wej9Z3zb/Pz8qu3Lu379OieXyzm5XM4VFhZyWVlZXHh4eK37GAcNGsRt376dA8CtX7+ei4iI0D6WmJjIeXp6mtU5PLo92ufK4hwcHBy4c+fOcWPHjtU7JicnhxMKhRwArmfPnty+ffs4ANy+ffu4nj17cgA4oVDI5eTkMP9Zqus5VNwEAgF39+5d3p5DdT8rfPx9qOs5mNPvAwDu448/5v744w/OwsLicd8H4/yw8Xmr6Q2ouG3atEnvwi1Q9R9VNzc3DgBnbW3NHTx4kOvfvz8HgHvmmWf0LvKcPn3a7M7Bw8ND2yY0NJS7ceMG03OwsrLiDh48yM2aNatSux07duhduJ02bRoHgHvrrbf0Lj5Xl/T4fA4Vf3FHjRrFnTp1irfnoNke/aPJt9+H+pyDOf0+TJkyhTtx4gTXrFkzvf31fB+Mc5J83bZt28ZlZGRwZWVlXFpaGvfqq69yb7zxBvfGG2/U+AYA4I4dO8ZlZ2dzRUVFXFpaGjd48GAOAPf1119z8fHxXGJiYqU3aPXq1VxycjJ3+fJlrlu3bmZ3DtOnT+euXLnCXbx4kTt16hTXq1cvpucwfvx4rqysjLtw4YJ269SpEweA8/f3506fPs3JZDJux44dnLW1NQeAs7Gx4Xbs2MHJZDLu9OnTnL+/v9mdwxdffKF9H2JiYri2bdvy9hxmzpzJpaWlceXl5dytW7e4jRs38vL3oT7nYE6/D+Xl5VxycrJ2/8KFC+v9PlBJDEIIIXqa/MVnQggh+igxEEII0UOJgRBCiB5KDIQQQvRQYiCEEJ6qbbE9AGjVqhUOHjyIS5cu4fDhw489y9wow69oo4022mgz7labYnuabceOHdwrr7zCAeD69+/Pbdmy5XFem/3J00YbbbTRVvX26ES4gIAAbu/evdzZs2e5Y8eOaee4XLlyhROJRNp2BQUF9X5N6koihBAzsmHDBsycORPdu3fH3LlzsXbtWgDApUuXtFWSR48eDUdHRzg7O9frNSwNNyGEEMIH9vb26N27N3bu3KndZ2NjAwCYO3cuVq9ejUmTJuHYsWNIT0/XFsesK0oMhBBiJgQCwf/bu0MbCIEgCsPPUwAl4KiBDhCswy1VUABtIGllLQaxCoFYS6CBE5cjmQTFJZcT/yfXvHUvY2a07/vtFbaU0jUxZFmmpml0HMeznK9+CQD4mfM8ta6rnHPXW1mWkt4HuD4rtvu+1ziOj3MoBgD4U9M0KYSgoii0bZu892rbVl3XaZ5nLcuiuq4lSVVVKcaoGKPyPNcwDI9zWaIHADCYGAAABsUAADAoBgCAQTEAAAyKAQBgUAwAAINiAAAYLxzkM/7j7RtbAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pl.plot(frq1, data1[-3:].mean(axis=0) )\n",
"pl.plot(frq2, data2[-3:].mean(axis=0) )"
]
},
{
"cell_type": "code",
"execution_count": 86,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x1dd8cbf59c8>]"
]
},
"execution_count": 86,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pl.plot(data1[-1:].mean(axis=0) )\n",
"pl.plot(data2[-1:].mean(axis=0) )"
]
},
{
"cell_type": "code",
"execution_count": 87,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x1dd8cb38508>]"
]
},
"execution_count": 87,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pl.plot(frq, data[-1:,:].mean(axis=0)-np.median(data, axis=0))"
]
},
{
"cell_type": "code",
"execution_count": 88,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x1dd8c897a48>]"
]
},
"execution_count": 88,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pl.plot(frq1, data1[-1:,:].mean(axis=0)-np.median(data1, axis=0))\n",
"pl.plot(frq2, data2[-1:,:].mean(axis=0)-np.median(data2, axis=0))"
]
},
{
"cell_type": "code",
"execution_count": 89,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x1dd8ca36388>]"
]
},
"execution_count": 89,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pl.plot(frq1, data1[:,:].mean(axis=0)-data2[:,:].mean(axis=0))"
]
},
{
"cell_type": "code",
"execution_count": 90,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x1dd8c6c4c08>]"
]
},
"execution_count": 90,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pl.plot(rvel, data1[-1:,:].mean(axis=0)-data2[-1:,:].mean(axis=0))"
]
},
{
"cell_type": "code",
"execution_count": 91,
"metadata": {},
"outputs": [],
"source": [
"#pl.plot(rvel, data[-1,:]-background_data.mean(axis=0))"
]
},
{
"cell_type": "code",
"execution_count": 92,
"metadata": {},
"outputs": [],
"source": [
"from astropy import visualization"
]
},
{
"cell_type": "code",
"execution_count": 93,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(2673, 2048)"
]
},
"execution_count": 93,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.shape"
]
},
{
"cell_type": "code",
"execution_count": 94,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"nan nan\n"
]
},
{
"data": {
"image/png": 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