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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Cube Extracted Spectra examination\n", | |
"\n", | |
"This notebook is pretty hacked together, but it gives a clear idea of why W51-E has problems in B6: there is a lot of error in how the continuum channels are selected. There are many channels that are likely line-dominated and are injecting a lot of amplitude noise into the images. See the spectra below." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"%matplotlib inline\n", | |
"import pylab as pl\n", | |
"pl.style.use('dark_background')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import spectral_cube as SpectralCube" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"'/apps/python3/3.6.5/bin/python3'" | |
] | |
}, | |
"execution_count": 3, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"import sys\n", | |
"sys.executable" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"import subprocess\n", | |
"for module in ('pyspeckit', 'spectral-cube', 'radio-beam', 'reproject'):\n", | |
" subprocess.check_call([sys.executable, '-m', 'pip', 'install', '--user', '--editable',\n", | |
" f'/orange/adamginsburg/repos/{module}'])" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"%%bash\n", | |
"pip install --user --editable /orange/adamginsburg/repos/spectral-cube\n", | |
"pip install --user --editable /orange/adamginsburg/repos/radio-beam\n", | |
"pip install --user --editable /orange/adamginsburg/repos/reproject\n", | |
"pip install --user astropy\n", | |
"pip install --user --editable /orange/adamginsburg/repos/pyspeckit" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"/orange/adamginsburg/ALMA_IMF/2017.1.01355.L/imaging_results/spectra\n" | |
] | |
} | |
], | |
"source": [ | |
"cd /orange/adamginsburg/ALMA_IMF/2017.1.01355.L/imaging_results/spectra" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"casa-20190830-214908.log\n", | |
"pngs\n", | |
"W51-E_12M_B3_robust0.maxspec.fits\n", | |
"W51-E_12M_B3_robust0.meanspec.fits\n", | |
"W51-E_12M_B3_robust0.medianspec.fits\n", | |
"W51-E_12M_B3_spw1_robust0.maxspec.fits\n", | |
"W51-E_12M_B3_spw1_robust0.meanspec.fits\n", | |
"W51-E_12M_B6_robust0.maxspec.fits\n", | |
"W51-E_12M_B6_robust0.meanspec.fits\n", | |
"W51-E_12M_B6_robust0.medianspec.fits\n", | |
"W51-E_12M_B3_robust0.maxspec.png\n", | |
"W51-E_12M_B3_robust0.meanspec.png\n", | |
"W51-E_12M_B3_robust0.medianspec.png\n", | |
"W51-E_12M_B3_spw1_robust0.maxspec.png\n", | |
"W51-E_12M_B3_spw1_robust0.meanspec.png\n", | |
"W51-E_12M_B6_robust0.maxspec.png\n", | |
"W51-E_12M_B6_robust0.meanspec.png\n", | |
"W51-E_12M_B6_robust0.medianspec.png\n" | |
] | |
} | |
], | |
"source": [ | |
"%%bash\n", | |
"ls\n", | |
"ls pngs" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import pyspeckit" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## A better continuum selection approach?\n", | |
"\n", | |
"Let's try \"statcont\" ing some of the spectra" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"os.chdir('/orange/adamginsburg/ALMA_IMF/2017.1.01355.L/imaging_results/spectra/')\n", | |
"import glob\n", | |
"for fn in glob.glob(\"*spec*fits\"):\n", | |
" pl.figure()\n", | |
" sp = pyspeckit.Spectrum(fn)\n", | |
" sp.plotter(color='w')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 42, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"W51-E_12M_B3_spw1_robust0_lines.maxspec.fits\n", | |
"W51-E_12M_B3_spw1_robust0_lines.meanspec.fits\n", | |
"W51-E_12M_B3_spw1_robust0_lines.medianspec.fits\n", | |
"W51-E_12M_B3_spw1_robust0.maxspec.fits\n", | |
"W51-E_12M_B3_spw1_robust0.meanspec.fits\n", | |
"W51-E_12M_B3_spw1_robust0.medianspec.fits\n", | |
"W51-E_12M_B6_spw1_robust0.maxspec.fits\n", | |
"W51-E_12M_B6_spw1_robust0.meanspec.fits\n", | |
"W51-E_12M_B6_spw1_robust0.medianspec.fits\n" | |
] | |
} | |
], | |
"source": [ | |
"%ls *spw1*fits" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 43, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"from spectral_cube import OneDSpectrum\n", | |
"from astropy.io import fits\n", | |
"spec = OneDSpectrum.from_hdu(fits.open('W51-E_12M_B6_spw1_robust0.maxspec.fits'))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 62, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x2b59924067f0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"from astropy import stats\n", | |
"spec = OneDSpectrum.from_hdu(fits.open('W51-E_12M_B6_spw1_robust0.maxspec.fits'))\n", | |
"clipped = stats.sigma_clip(spec.value, sigma=1.8, stdfunc=stats.mad_std)\n", | |
"spec.quicklook()\n", | |
"pl.plot(spec.spectral_axis, clipped)\n", | |
"maxsel = clipped.mask" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 63, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x2b5992164048>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"spec = OneDSpectrum.from_hdu(fits.open('W51-E_12M_B6_spw1_robust0.medianspec.fits'))\n", | |
"clipped = stats.sigma_clip(spec.value, sigma=1.8, stdfunc=stats.mad_std)\n", | |
"spec.quicklook()\n", | |
"pl.plot(spec.spectral_axis, clipped)\n", | |
"medsel = clipped.mask" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 64, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x2b59923c9a20>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"spec = OneDSpectrum.from_hdu(fits.open('W51-E_12M_B6_spw1_robust0.meanspec.fits'))\n", | |
"clipped = stats.sigma_clip(spec.value, sigma=1.8, stdfunc=stats.mad_std)\n", | |
"spec.quicklook()\n", | |
"pl.plot(spec.spectral_axis, clipped)\n", | |
"meansel = clipped.mask" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 80, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"[<matplotlib.lines.Line2D at 0x2b59915b6710>]" | |
] | |
}, | |
"execution_count": 80, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x2b5991468390>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"spec = OneDSpectrum.from_hdu(fits.open('W51-E_12M_B6_spw1_robust0.meanspec.fits'))\n", | |
"clipped = stats.sigma_clip(spec.value, sigma=1.8, stdfunc=stats.mad_std)\n", | |
"spec.quicklook()\n", | |
"pl.plot(spec.spectral_axis, clipped, linewidth=4, alpha=0.75, zorder=10, color='r')\n", | |
"meansel = clipped.mask\n", | |
"clipped.mask = medsel\n", | |
"pl.plot(spec.spectral_axis, clipped, linewidth=3.5, alpha=0.75, zorder=-1)\n", | |
"clipped.mask = maxsel\n", | |
"pl.plot(spec.spectral_axis, clipped, linewidth=3, alpha=0.75, zorder=11)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 74, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"[<matplotlib.lines.Line2D at 0x2b58e9ff75c0>]" | |
] | |
}, | |
"execution_count": 74, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x2b5991221240>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"pl.plot(maxsel.astype('int')+medsel+meansel)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 72, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.collections.PolyCollection at 0x2b59915809b0>" | |
] | |
}, | |
"execution_count": 72, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x2b599151e5c0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"pl.fill_between(np.arange(len(maxsel)), 0, maxsel, label='max', color='w')\n", | |
"pl.fill_between(np.arange(len(maxsel)), 0, meansel, label='mean', color='r', alpha=0.5)\n", | |
"pl.fill_between(np.arange(len(maxsel)), 0, medsel, label='median', alpha=0.5, color='g')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 58, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"W51-E_12M_B6_spw1_robust0.maxspec.fits\n", | |
"W51-E_12M_B6_spw1_robust0.meanspec.fits\n", | |
"W51-E_12M_B6_spw1_robust0.medianspec.fits\n" | |
] | |
} | |
], | |
"source": [ | |
"%ls W51-E_12M_B6_spw1*fits" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"less ../../science_goal.uid___A001_X1296_X105/group.uid___A001_X1296_X106/member.uid___A001_X1296_X107/calibration/cont.dat" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"sys.path.append('/orange/adamginsburg/ALMA_IMF/reduction/reduction/')\n", | |
"import metadata_tools, parse_contdotdat" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"from casatools import msmetadata as msmdtool" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 13, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"'93.1652149435~93.165764346GHz;93.1753483661~93.1756535897GHz;93.182856866~93.1857870123GHz;93.1901211871~93.1905485001GHz;93.1933565569~93.1944553618GHz;93.1982401341~93.1998272967GHz;93.2006819227~93.2018417723GHz;93.2026353536~93.2051992316GHz;93.2059928129~93.214722207GHz;105.187328117~105.195140752GHz;105.227856161~105.234692217GHz;105.397292683~105.399245842GHz;105.428543223~105.430496382GHz;91.7412087132~91.7470681753GHz;92.0688503001~92.0991241874GHz;92.1191440161~92.1235386126GHz;92.1694377321~92.205082793GHz;92.2578179515~92.3227603227GHz;92.3598702491~92.3891675594GHz;92.4179765812~92.4262774857GHz;92.6059676556~92.6079208096GHz;102.114883785~102.629052594GHz;102.650049041~102.927397459GHz;102.949858774~103.048004957GHz'" | |
] | |
}, | |
"execution_count": 13, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"parse_contdotdat.parse_contdotdat('../../science_goal.uid___A001_X1296_X105/group.uid___A001_X1296_X106/member.uid___A001_X1296_X107/calibration/cont.dat')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 41, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"'pngs/W51-E_12M_B6_spw2_robust0.medianspec.png'\n", | |
"'pngs/W51-E_12M_B6_spw6_robust0.maxspec.png'\n", | |
"'pngs/W51-E_12M_B3_spw1_robust0_lines.meanspec.png'\n", | |
"'pngs/W51-E_12M_B6_spw1_robust0.meanspec.png'\n", | |
"'pngs/W51-E_12M_B6_spw1_robust0.medianspec.png'\n", | |
"'pngs/W51-E_12M_B6_spw2_robust0.maxspec.png'\n", | |
"'pngs/W51-E_12M_B3_spw1_robust0_lines.maxspec.png'\n", | |
"'pngs/W51-E_12M_B6_spw6_robust0.medianspec.png'\n", | |
"'pngs/W51-E_12M_B3_spw1_robust0_lines.medianspec.png'\n", | |
"'pngs/W51-E_12M_B6_spw0_robust0.meanspec.png'\n", | |
"'pngs/W51-E_12M_B6_spw3_robust0.maxspec.png'\n", | |
"'pngs/W51-E_12M_B6_spw5_robust0.medianspec.png'\n", | |
"'pngs/W51-E_12M_B6_spw7_robust0.meanspec.png'\n", | |
"'pngs/W51-E_12M_B3_spw0_robust0_lines.medianspec.png'\n", | |
"'pngs/W51-E_12M_B6_spw4_robust0.maxspec.png'\n", | |
"'pngs/W51-E_12M_B3_spw1_robust0.maxspec.png'\n", | |
"'pngs/W51-E_12M_B6_spw3_robust0.medianspec.png'\n", | |
"'pngs/W51-E_12M_B6_spw0_robust0.maxspec.png'\n", | |
"'pngs/W51-E_12M_B6_spw5_robust0.meanspec.png'\n", | |
"'pngs/W51-E_12M_B6_spw6_robust0.meanspec.png'\n", | |
"'pngs/W51-E_12M_B6_spw1_robust0.maxspec.png'\n", | |
"'pngs/W51-E_12M_B6_spw3_robust0.meanspec.png'\n", | |
"'pngs/W51-E_12M_B3_spw1_robust0.meanspec.png'\n", | |
"'pngs/W51-E_12M_B6_spw4_robust0.medianspec.png'\n", | |
"'pngs/W51-E_12M_B6_spw7_robust0.medianspec.png'\n", | |
"'pngs/W51-E_12M_B6_spw2_robust0.meanspec.png'\n", | |
"'pngs/W51-E_12M_B6_spw7_robust0.maxspec.png'\n", | |
"'pngs/W51-E_12M_B6_spw0_robust0.medianspec.png'\n", | |
"'pngs/W51-E_12M_B6_spw5_robust0.maxspec.png'\n", | |
"'pngs/W51-E_12M_B3_spw0_robust0_lines.meanspec.png'\n", | |
"'pngs/W51-E_12M_B3_spw1_robust0.medianspec.png'\n", | |
"'pngs/W51-E_12M_B3_spw0_robust0_lines.maxspec.png'\n", | |
"'pngs/W51-E_12M_B6_spw4_robust0.meanspec.png'\n" | |
] | |
} | |
], | |
"source": [ | |
"for fn in glob.glob(\"pngs/*png\"):\n", | |
" print(f\"'{fn}'\")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 40, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<IPython.core.display.Image object>" | |
] | |
}, | |
"execution_count": 40, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"from IPython.display import Image, display\n", | |
"\n", | |
"Image('./pngs/W51-E_12M_B6_spw2_robust0.medianspec.png')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Band 6 spectra" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 37, | |
"metadata": { | |
"collapsed": true, | |
"jupyter": { | |
"outputs_hidden": true | |
} | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<IPython.core.display.Image object>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<IPython.core.display.Image object>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<IPython.core.display.Image object>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<IPython.core.display.Image object>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<IPython.core.display.Image object>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<IPython.core.display.Image object>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<IPython.core.display.Image object>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<IPython.core.display.Image object>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<IPython.core.display.Image object>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<IPython.core.display.Image object>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<IPython.core.display.Image object>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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mze0f4gBeXl6MGDGCHTt2YDabK3W/u+66i5tuuokHH3yQkJAQxo0bx9KlS10Gg61atXJ4rFKpaNmypUOOVu/evdm9ezcFBQVs3ryZsLAwunTpQufOne3DwFu2bHEZKPv4+DBo0CBGjhzJnDlzePLJJxk5cuQVLWvTvHlzp7Jz587RqlUrp3zP4uHWywOHy58vQOvWrctcpqU8Dz/8MK1bt2bYsGFEREQwefJk1qxZU6lzi9/voqIip2PFs80rkxpROn8QsAdpkZGRLsszMjIAOHnyJAADBgwgKCjI4eu3336zzzovfv1cvW5t2rSpsH0FBQW8+OKLREZGotPpaNSoEUFBQWRmZpKVlVXh8/H393dotxC1SQJAcc3o1asXWVlZHDx40J7/VywmJoZz584RHx/Pli1bCA8PJyoqqtzrFX9ouEoWr8j06dMJCwuzf91xxx1VvkZtiIuLY/Dgwfj6+rJ69WqH3i5XevbsSYsWLXj88cc5c+YMd999d620a+DAgQD2nrXi5XBc5aEFBwdjMpkqPSnEYDCwadMmfv/9d+677z4OHDjAXXfdxc033+xy7cGK9OrVC5PJxLZt29i8ebM90OvduzebN2/m2LFjpKSkVKqntPjn4ttvv61yO+oqV7SsgP/y1y44OJh9+/bx448/ctttt7F+/XqGDRvGxIkTK7xHWFgYgMuljBISEggICHDZO3g5jUZTpXJFUQDsfwx8+eWXLnvmV65cWeG9K+PRRx/ltdde484772Tp0qX89ttvrF27lsDAQJd/kFTUbiFqk0wCEdeM0usBxsbG8vjjj9uPde3aFZ1Ox4YNG9i+fbt9HbrynD59GsBpmK0ynn76ae6991774+K/3OtTWloagwcPpqioiHXr1tk/dCsyfvx4Xn31Vdq1a0d0dHSttK24N694ODQ8PJzQ0FD7EF1pFy9eRK/XVxi8lqZWqxk4cCADBw7k3Xff5fXXX+ff//4369evd1jwurgnqJiiKJw6dco+eQhsw6RarZbNmzezefNmnnrqKcA2q/qTTz5h3bp19scVKSoqwmq1uuz9uRJNmzblwIEDWK1Wh17AY8eO2Y+XdvnzBdtkqNKze/39/e3/F0pzNQyp1WoZMWIEI0aMwGq18vDDD/Pxxx/zn//8h5YtW5YZTDZu3JigoCCXC4vv2LGj1n7uihVPcgoODi5zAXQoef1cvW7Hjx+v8D7ff/89EydO5J133rGXFRYWVmkWuBB1RXoAxTWjW7du6PV6lixZQnx8vEMPoE6no0uXLnzwwQfk5eU5DP9mZ2c7DT0pimLPM7uSJU/at2/vMLTbtWvXK3xWNSMvL49bbrmF+Ph4Vq9e7XIIqywPPvggM2fOdPjQqmk//fQTYNu5pdhdd91FXFycQ05ZamoqK1euZMCAAZVeONlVD25xQHH5+148K7bY999/T0JCAsOGDbOX6fV6unfvzjfffMP58+cdegALCgqYN28eLVq0cAiwMzMzMZlMTu0oHoJ3Nfv1Stxyyy0kJiY6zBI1m83Mnz8fLy8v+vbt61B/xYoVDkH2jh072L59u8PzbdGihb1Xs9j+/fudZlGnpaU5PFar1fbAufh19vT0BFwvezN69GhWrVrlsOzOunXrOHHihH35GLDlzh07dqzchc+rasiQIfj4+PD666+7fJ+Kn3tYWBjR0dEsXrzYIWhfu3atfRme8mg0Gqfeu/nz519RT7QQtU16AMU1Q6vV0r17dzZv3oxOp3MKumJiYuxBTOkAcM+ePYwfP57x48fTsmVLCgoK+N///kdsbCxTpkyhS5cuDtdZsGABmZmZXLx4EbAFLxcuXABsQzylk8PLEh8fz1dffeVU7uXlxe23317p5/zTTz/Z88dMJhMHDhywB6633Xab/QP4nnvuYceOHUyePJmjR486rP1X0T2bNm1ao/uZ7tmzx/7cc3JyWLduHcuXLycmJobBgwfb6z333HMsXbqU0aNHM2PGDHx9fVm4cCEmk4nXX3+90vebNWsWmzZtYvjw4TRt2pTk5GQ+/PBDIiIinPJAAwIC6NWrF5MmTSIpKYm5c+fSsmVLHnroIYd6vXv35o033sDX15dOnToBtt6jNm3acPz4cact+TZs2MBjjz3GmDFjaNWqFUajkc2bN/PDDz/QrVs3h97i6pgyZQoff/wx999/P7t376ZZs2Z8//33xMbGMnfuXKde05YtW9KrVy+mTp1KUVERc+fOJTAwkKefftpeZ/Lkybz77rsMGTKEBx54gOTkZBYuXEiHDh3Izs6213vwwQdJT09nwIABREREcO7cOebPn090dLQ9BzE6OhqNRsOcOXPIyspCp9MxYMAAgoODef7551m2bBn9+/dn+vTp5Obm8tZbb9GpUycmTZpkv098fDzt2rVj4sSJVd6GsSw+Pj589NFH3HfffXTp0oVx48YRFBTE+fPn+fnnn7nppptYsGABALNnz2b48OH06tWLyZMnk56ezvz58+nQoUOFE3puvfVWvvzyS3x9fWnfvj3btm3j999/d1iOSoirRn1OQRaiqoqXfYiJiXE69sMPPyiA4u3t7bBUxenTp5WxY8cqzZo1U/R6veLh4aF07dpVWbhwocMSDMXKW8blzJkzFbaxvPOrupPAxIkTy7xW6eVpqnLPyuxUUlPLwLi5uSlRUVHKU089ZV9CpbS//vpLGTVqlOLj46MYDAZlwIAByo4dOyp9T0VRlHXr1ikjR45UwsPDFa1Wq4SHhyvjx49XTpw4Ya9TvAzMN998ozz33HNKcHCwYjAYlOHDhzvsTFHs559/VgBl2LBhDuUPPvigAiifffaZQ/mpU6eUCRMmKFFRUYrBYFD0er3SoUMHZebMmUpubm6Vnk9Fu3gkJSUpkyZNUho1aqRotVqlU6dOTksVlb7GO++8o0RGRio6nU7p3bu3sn//fqdrfvXVV0pUVJSi1WqV6Oho5ddff3VaBub7779XBg8erAQHBytarVZp0qSJ8o9//MO+c06xTz75RImKilI0Go3TkjCHDh1SBg8erHh4eCh+fn7KPffcoyQmJrpse+klj8p6TYrf12XLljmUl/Xzu379emXIkCGKr6+votfrlRYtWij333+/smvXLod6y5cvV9q1a6fodDqlffv2yg8//OByJxAuWwYmIyPD/t54eXkpQ4YMUY4dO6Y0bdrU4fmU177LXzMhaotKUSTbVAjx97Zhwwb69+/PsmXLGDNmTH03Rwgh6p3kAAohhBBCNDCSAyhEHTMajRUuPePr61tny4BUpD7bm5iYWO5xg8FQqZzMq4HFYqlwn1cvLy+8vLzqqEVCiIZMAkAh6tjWrVvp379/uXU+//xzp4kG9aU+21vRUjY1OVGgtsXFxblc3Lm0mTNn1uiEHCGEKIvkAApRxzIyMti9e3e5dTp06FDpdfxqW322t6JdWsLDwyu1RdfVoLCw0L6VYVmioqIqXMBcCCFqggSAQgghhBANjEwCEUIIIYRoYCQHsBqsVisXL17E29u7zC2QhBBCCHF1URSFnJwcwsPDK73r0N+NBIDVcPHiRSIjI+u7GUIIIYS4AnFxcURERNR3M+qFBIDVULztUlxcHD4+PvXcGiGEEEJURnZ2NpGRkU7bJzYkEgBWQ/Gwr4+PjwSAQgghxDWmIadvNcyBbyGEEEKIBkwCQCGEEEKIBkYCQCGEEEKIBkYCQCGEEEKIBkYCQCGEEEKIBkYCQCGEEEKIBkYCQCGEEEKIBkYCQCGEEEKIBkYCQCGEEEKIBkYCQCGEEEKIBka2ghNCCCHE1SM3GS7sApUa1JqSf0OvA4+A+m7d34YEgEIIIYS4eqSfgT8/dC4f8poEgDVIhoCFEEIIcfVQrAAcKmzEvxL6syanua1cpanHRv39SA+gEEIIIa4eigWAD9K68EtOC4qsGoZ6n7ENBYsaI6+mEEIIIa4el3oAi6y2Hj8vtclWLgFgjZJXUwghhBBXD6vF4eH1hkTbN2oZAq5JEgAKIYQQ4upxqQfQifQA1ih5NYUQQghx9ZAAsE7IqymEEEKIq8dlQ8B2MgRcoyQAFEIIIcTVQ3oA64S8mkIIIYS4eihl9ADKOoA1SgJAIYQQQlw9pAewTsirKYQQQoirh+QA1gnZCUQIIYQQ9a7w6FGMFy6gV1LQuqogPYA1SgJAIYQQQtSr9K+/JmfNr7YHecn4ReWDz2WVJACsUfJqCiGEEKLemNPTyVnzK3u0wTwR2JejumAyD+RgtSiOFWUIuEZJACiEEEKIemEtKCDnV1vP38v+N7BHF8I/m9wJioIl77JcQOkBrFEyBCyEEEKIOmEtLCT3jz8wJSVjSU+j8PBhFLMt0MvU6B3rmhQo3ekny8DUKAkAhRBCCFHrFIuFpNdnYzx71l52XuPNTz5RBFkKXJ3h+FB6AGuUBIBCCCGEqHX5u3djPHuW7zxbs9KzBS9kbGe2Xw/Ou18+2wMKVe5O8Z/kANYsCQCFEEIIUasUq5XUBR8A8KFvNAAvBNxEmsbgsv4Rz0hiDa0vnXypUHoAa5S8mkIIIYSoVfnbtwPwsXcne1lZwR/AbwGd7d+rdl0k66QFxWSqvQY2QNIDKIQQQohaUXTyJHlbt5Kz7g8AvvZuV6nzfmnU1f59j5Rj5KrD8dHIEHBNkgBQCCGEEDUuf+9eUubNA4ttb9+1hiZVvkbr/HgAvG+7E5UEgDVKAkAhhBBC1LicNWvIsWp4PGggkeYc1l9BADg2ZQdovfC6ZUwttLBhkxxAIYQQQtS4wqPH2K8L4pS7f6WDv+6FiQ6Pm3h44tYiGrWnZ200sUGTAFAIIYQQNUpRbFN3L1/JpTwzMnfTwpzpUNbclIMmOKwGWyaKyRCwEEIIUQusRiMZX35Jwf4DaAID8Bs9BkPHDvXdrDqhGI1VPqeVKYMctbv9sVqxosOCW6NGNdk0cUmd9AB+8MEHNGvWDL1eT8+ePdmxY0e59ZctW0bbtm3R6/V06tSJ1atXOxxXFIUXX3yRsLAwDAYDgwYN4uTJkw510tPTueeee/Dx8cHPz48HHniA3Nxc+/ENGzYwcuRIwsLC8PT0JDo6miVLltTckxZCiCtkzcsj78/t5G7ahCUzs+ITxFUp/fNF5G7cxOlcC9mnz5H85ptceGw61vz8+m5arTP+9RcACqpy66kUhdvzTjEzfRvtTOk0N2Xbj1kvrfuna9mi9hragNV6APjdd98xY8YMZs6cyZ49e+jcuTNDhgwhOTnZZf2tW7cyfvx4HnjgAfbu3cvtt9/O7bffzqFDh+x13nzzTebNm8fChQvZvn07np6eDBkyhMLCQnude+65h8OHD7N27VpWrVrFpk2bmDJlisN9rrvuOpYvX86BAweYNGkSEyZMYNWqVbX3YgghRAXMGRkkzppF6ocfkvbpZ1x84QWMFy7Ud7NEFSlmM3mxscTqwpkQPIxpgQNIURuwZGYS98+pFJ05U99NrFU569cD8J+Am5yOPZ2xk5WJK1ie+CMbEpbxRNYeBhTGoQIKS+33uzJxBQCeN9xQJ21uaFRK8UB9LenZsyfdu3dnwYIFAFitViIjI3n00Ud59tlnnerfdddd5OXlOQRiN9xwA9HR0SxcuBBFUQgPD+fJJ5/kX//6FwBZWVmEhISwaNEixo0bx9GjR2nfvj07d+6kW7duAKxZs4ZbbrmFCxcuEB4e7rKtw4cPJyQkhP/+97+Vem7Z2dn4+vqSlZWFj4/zVjZCCFFZVqMRa3Y2uRs3kbVyJZ96dyRdrWdG1m58b+xJo6lT67uJlaZYLFfVkh0p8xdgjDuP2uCBWq9H5WFAGxGB3+jRtXbPwuMnSHrtNd7y7coqz5IerBamTOalrsfHW0/E/PmoVOX3kF2rzk2YyBZ9OP8O6OV0bOPFpQ6PG039J7q2bYmf/jib9eG8cOmc3y9+jztWmn6xuMbbJ5/ftZwDaDQa2b17N88995y9TK1WM2jQILZt2+bynG3btjFjxgyHsiFDhrBihe0vgTNnzpCYmMigQYPsx319fenZsyfbtm1j3LhxbNu2DT8/P3vwBzBo0CDUajXbt29n1KhRLu+dlZVFu3ZlL1JZVFREUVGR/XF2dnaZdYUQorJy1q0j49vvUC79fpT2or8AACAASURBVMlWafnSuz0Aw/NP02Hbn1dlAGgtKMCan49bYKDtcWEh6YsWk79jOyoPD/xGj8a7f/96baM5NZWC/ftRjEasgOrSlzU7B2ov/iPt008xoXYI/gD+cvfjJf8beTt9E0VHj6Jv3772GlFPrJfy/17161luvcsDO0Pn6+ix/zA355+lmTkbd6z4j7ur1trZ0NVqAJiamorFYiEkJMShPCQkhGPHjrk8JzEx0WX9xMRE+/HisvLqBAcHOxx3c3MjICDAXudyS5cuZefOnXz88cdlPp/Zs2fz8ssvl3lcCCGqynjhAumLvyBO48UBQzgDC89jKdUrZLkK9z9VFIXM778ne/VqsFjRNm9O0OPTyf7xR3K3buWAthHBeQVYP1+Ee1gY+rZt66RdOevWkb74C1RaLY2m/pO82Fjyd+0GIEOt5cGgwYSZ85ifth61R9nbkFWHYjJhSkjAnJRU5tInO/WhACS9MadWerfqVU4i+Su/gKwLFIS7V1y/FN9Royg6cZIXMm3zBNybROLZp09ttFIgs4ABWL9+PZMmTeKTTz6hQ4eyZ2g999xzDr2T2dnZREZG1kUThRB/U4UHDwLwdGAfLrp5kZ6t59b80071zBkZqNRqNL6+dd1EJ4UHDpD90yqOuftzVuvDoDNnSf/sMwoOHORXQ1Nm+/fEy2rk58QV5O/eXScBYMr8BeTv3IkVsBpNpLw/D4DN+nAy1XqsOWdJ1XiQqvEgGzWehpoPAAv27SPlgw/tPbmJmrLXrvtTF8oNRYmYEhNxDw2t8bbUm/TTuCf8jlKQ7vJwU1MWAH6j73A6pouKIuyN2RTs24fawxND5+tQ6/W12tyGrFYDwEaNGqHRaEhKSnIoT0pKIrSMH/jQ0NBy6xf/m5SURFhYmEOd6Ohoe53LJ5mYzWbS09Od7rtx40ZGjBjBe++9x4QJE8p9PjqdDp1OV24dIYSoiGK1krtxI8az58i9lCx/0c0LgMXe7eloTHU6J3764/bvvYcOwX/MGPL37sMUdx73yCZ49OherXwyxWwmZ90fmOLj0bVpjWfPnqjcXH9EFCf4T200EKtKjV6x0O+ALZDdYLD9UZyr1gJQeOAg3HPFzaoUc0oK+Tt3csLNj4eCBwPwY8IK3LHa88lGFpWk7JzOPM1fqRCRuJPuod1rpA1Wo5GUBR+QbNbwh2dr+hfElVv/kLYRNxQlcvHpZwh/c87fJwj0b4abjxuLQ52H/h/O2sct+bbJL4YuXVye7ubvX+9pAw1FrY4taLVaunbtyrp16+xlVquVdevWceONN7o858Ybb3SoD7B27Vp7/ebNmxMaGupQJzs7m+3bt9vr3HjjjWRmZrJ79257nT/++AOr1UrPniU5CRs2bGD48OHMmTPHYYawEELUprTPPrMtEXIpkCrNpNKwR+eY4mJBxc8ezdmtDSZR40HOml85/+BDpH7wAVk//kTqBx+Q8eWXV9weRVFIfu89MpYsIXfDBtI+/j8uPPoY5owMl/UL9uwFSpbpiL8UvAIYrGbH55OQQOaKFbW69En6V7YlvIqDP4DT7r4YS80oLVSX/PGeq9Fz3pzMvuR9NdaGgr37UIxG3vHryoe+0bzl163c+l96t+epgN4o4PLn4FpjtSo8/u1epq1KBK2GnT4tHY7/cOht7so7gbdiIuixR9HK6Fm9q/XkkhkzZvDJJ5+wePFijh49ytSpU8nLy2PSpEkATJgwwWGSyPTp01mzZg3vvPMOx44d46WXXmLXrl1MmzYNAJVKxeOPP86rr77Kjz/+yMGDB5kwYQLh4eHcfvvtALRr146hQ4fy0EMPsWPHDmJjY5k2bRrjxo2zzwBev349w4cP57HHHmP06NEkJiaSmJhIerrrbmshhKgJ5rQ08rbEslkfzu0ht/GjRxSmy34Vf+FdMjHgC6/2LPJuz5t+3ZnRqB93hdzKl162yWqb9I2ZFDSY7bpQcv5YjyUn54raZLpwgcKDh/jZ0JwhoXfwhz4Sa14e8dMfJ3/vXoe6xUvSnHUrmTl5xD3A/n2KxnloNeuH/xH/yiyy810HlFfs6CrY/A7pv39HQbJjXrkKWFsqB2+7Xyf799t8OmAqSKB7sOteqCtx/vA2ck15bNPbPmN26MP4zKdTuefs0IeRq3In+5c1NdaO2nb4YhZD527iv1scl7E5n57Pin0XWXUggUGnx3HIq6n9mLc5nwBjJmqDjiaLF+HRrfzgWNSNWs8BvOuuu0hJSeHFF18kMTGR6Oho1qxZY5/Ecf78edTqkl9+MTExfP3117zwwgs8//zztGrVihUrVtCxY0d7naeffpq8vDymTJlCZmYmvXr1Ys2aNehL5QosWbKEadOmMXDgQNRqNaNHj2bevHn244sXLyY/P5/Zs2cze/Zse3nfvn3ZsGFDLb4iQoiGLG/rVlAU+9DkO37d8LUWlVl/pz7UPmmg2Kc+nbgr97h9jbW3fbuyLPlnik6ewqPL9VVvU2wsAG/624ZDXw64kV15IUzKOQzvzcW9cWPUBj1Fp2yL+xahZmLwUPv5WwwRPKbux1OZuzioC7KXr7mUDzg2ZTODDq5Hfe9Wbnr+3ZoLAC7shPjdrPCKIknr53DooJsP33qX5HRnupcErBaVCtwVOuhqboeJNed/o32O89D95bSKxaFnMl2j57TaF//NW/Dp7bxkytVmwR+nOJaYw6xVR7g/phkAarUKa6kV5c6YSt6LzjlneO/kf3H3ciNk+r1/22VvrkV1Mglk2rRp9h68y7kKtsaOHcvYsWPLvJ5KpWLWrFnMmjWrzDoBAQF8/fXXZR5ftGgRixYtKvO4EELUBnNyilNZlrrqucWlz0l2s002UIoKyd+9G2teHoYuXdB4eZV1up1tNu8vTuU/e0aRp3bnX5m78I6PRwFOuvsRbs5jtUdzp/r7dcEs8W5HqDmPxEvtme1vS7lZFtSbQUnrsRqLiP9rP61qKgD0CuaA0ZuFze92OvSpX9cyTzvg257+HrG45ySCf9My61XWryf3ccLaghB3U7n1FievIcycy+DwMfayCcHDAPjPp99xX9FxtIMeqHZ7alN6XskWbze/txGTReHXx8ueqdvf+zzBMcF4XNcWtX/9T2ASJWQWsBBC1AFFUVCKisjfs8fp2DsV5ItVpI3RlrqS+tFCe5lK/xUhzz6LLiqqzPMyl/9A1o8/YUTN0DDnWZkbDJFsMEQSUxhPY3Mey7xal9uOX1wEhsX+0fFFFh6axbK4n3jCfDcGtxqYhesZxK/5QRXXu8xFQyiF2raQeR6alL9WXWU8/c15soxD+KXNkDLr/CP7AM3MZa8d+0rYUEasWUjwVRoAJmQV4KN3Z/uZkjSpv1LyADiSkI2/h+slX9z734PX4DkgPX9XHQkAhRCilhWdPk3a/32C6eLFGrtm6S2zjmsDyFG5462Y+N6zFcfd/Xkiaw+JL72MW1AQnjExeA8cgMavZGiu6MwZslauJFltYGzoiHLvtVXfuEbavM2vMypdGp8c+IRp109DXd01Dj2DSKf8XreyzEwfy8Qs1+vRVlVWfvm7ntyZe5zb805VeJ0HCofyVUYq3r6BqNVXT8B0NCGbYe9vLvP4/rhM+rR2HYhP6Ntegr+rlASAQghRgcIjR8j+9TeUwgI8Y2Lw6tu30ucqJhOpCxaQnZbFdn0EBsXMLP/q7216b8gtDo9vDRvFgPzz/OFhm/jgpliZnHMYdVoOgStXkrVyJYboaAKnPITGy4vsVT9jRF1h8FeTUt188LX8BVYzZqsZrUZbvQt6BlFgrcZuplnV32M532gu9/iGi0spDn/cGzfGFB9fZt2DXs3oPGc7AO+M7czorhHVbl9NKC/4A9hyKhUvvWM40S7Mh+VTb8RDK2HG1UreGSGEKEfR6dMkv/02JrMVk0pN4dFjKBYL3gMGAGDNy8MYH4+2aVPULtYJTf/yK8ypaTzRaCDHtIFVuneApYB0F7Nqy1Ic/AEkunky5lJw90zGDvSKmf779uH2448E3H03+Tt3cryK7bmcRrFWaacSnTmfGyyFjGg5FlV1gz8AzyDMVmuF1Ybln3E9PJ11ARSlWj1U59NdL2+jtxSyKPFHVCrwHTkSn1uHY4qLI3HWKzyeuYf/encgW1N27ucHG05dFQGg2VLx66tWwYq9JYFt7LMDaOxXOzutiJpz9e0xJIQQV5G82K1YzBYeDBrMqJDbSFYbyN20CYDczZuJe2QaSa++xoWpD5NTan1SRVEwXognd8MGkjQelQr+Nl5c6vDYz1pEpyLnSSOVUXotwTn+PXg5IIYj7gHkbtxI4dGjAFip3tDck5m7K65USo4+lGHu3qgKs6p1XzuPQBIKHYcewwocNxLQW83cm3OU7vnnmZ7wu8Ox4/0WVnt4UlGceyBvTtnK68fnEaaCRo88gt/oO1DrdGhbtEDXqhWj8k/xU9JKRqTuKvO6Z1LzqtWumrDqwEVa/tt5gtDlfj+azNa/0gAY0DZYgr9rhASAQogaoygKBfv3k/nD/8jfvdvlh+O1ZFfiLlLXrKJQ5cYZd18K1O6cdPfHePoMWT//TNonnxKn8uA93y7sU/uRvvgLjHFx5GzYwPmJ95Pw/PMAvOTveuF7V15Jj3V4fLiavXSl/ebRDKWgkKTZb5Ct0vKe75Wvg/d05k6GF5whzJxb6XNSdAGotSooKnsyRJVo3Mi1eDsU3XVhpf372/NO8WXyL0RYcnk780/uUNIZry0JqIfM/7PaTcg3FTqVjUn6nQi/AEJf/A+ePXvYy1UqFcFPP4XvqFEATE2J5YUzy2h2WdAKto7J+vbM9wfquwmiFskQsBCiRpgSE0l4/nkUs8Ve5tWnN4EPPghcmgVrMqHW1sDQXx0wWU18evBTRmWdwawxwKWdJy3YhsQyv7P11r0YEMNpdz9WeLZk48WlJPz7Bdv5qPnDEElzcxZHqhDE9Sl0zBFTqtlLV1rpiSOPNerPGXfHZTlmpccS7+aN3mpmZP5fFKk0PBHYl3S1nhH5p1EB9+Taeg+Lew/uyj3O3MuWXIkw53DBzTEwA/C0FKLWqqEgs8aek+JWEim1zj1Nq/wLtMk7T4o+iJF5pwi2FuB98824h4Wi9vHhtS5d+OaFX+3nJGcXEuxz5fvN7o9zDIC7NM4hqectBHYeiC6qpVN9tU6H36jbMVzXibR3Xubm839xwNqRs4Q41a1veUZLxZUuY70aIldRKRIACiGqreDgQZLfehuAfdogPvHpxD05R4nZtBmf226jYP9+sv63AqWw4NJEhClX/SbvJzNOYjIVYUVFtrpkiYu12mDe9+vG4PxzeCtGTruXzKwtUGkwKBZ2a4OZ0ajfFd/7xsKLbNOHc0v+GTwUM2/62RZonpf6B481GnDF113j0Zy1hqY8kr3PKfhrZ0yj72XBp4di5uNUx605AfTt2uI9aBA56/5g1JEjdC9K4iOf69ipC+X9tPUkajx51b8nd+SeYKl3O/t5sX7tuO5UFL+0yaKmstuKfPwhB5o3P0wHr30Qr2Vm/HIae9lmLvveMQq/S7tEFZs5oj0v/3QEsC1hUp0A0GIpCdB/md6bdmE+5dQuoWvRgrD5n6OYTDxXqFD442F+O+LcE3itycy/slnZou5JACiEqBZTUhLJb71NoUrDLL8biDXYPnhf8b+BXxL/x8V/PQXARY0niZpArt+1G7XnEgIfuDrXOwNQzGY2LZvL8E0neanVVJJK7RixybstAF+XCmyKHdI2wtdaxGc+HZ2OVaRbYaL9+5cytnHazZe2pnRMqNmrDSbckktnYyqjck/yP69WLq/RtSiRzkWp/Lec+1tUaua5GPqdlmXbFzf8zTkoZgvujcMxXbhA3tZtoFahjYxE4+ODrnVrVG62jw59x46kfvwxEXv28mrGVoxo0GGhnSmD/gkXUFDYo/HjlEeY/T45Vh1rT2cx6aYqv0Qu6RTb1msRXo2JaKPh8D+a0fNgER66phiuvx7PXs67a0y6qbk9APz1cBL92gRf8f1/P2oL2ga0Da508FdMpdGg0mgI08Oc0dfx25G1DsdNFivumvrJ1ErJKXt3GoD3x0Uz/VvnvZQn3dSsllokapoEgEJcw8wpKRQcOIBKp8ejy/WoPTzqvA0Xn3kWK/BQo5s5X2q7rXy1O0Wo0V0aMn0o6GZy1VreSd1Aty1brtoAUFEUfj60jIjVuyiwuJPUpPLbhf0rsPLLw1zu9Uu5f0GPPUrWqlV0SEhA7eGLOiuLFzK32+tNy95Hr8J43vftwnl3H3oVXGCLwdafFmrO5+7cYw4B4D05R3kw5yBTy5mFrLOa6WBKwz0sFPfQkm3ntJGRaO+KLLPNaoOB4Mcfx5SQQNaPP2HNz0ffsQPuoWFk//wzhUeO8PHJzzit9eehdo/Yz1txXs/9ilLtbcGKzBZOXLQNawe5deDJbvfYDgwt56RLwn31XMwq5Pvdccy+o/w9e8sTcqn30OBe/lqAFfH31DKueyS/H00iNde228a8dSd5cnCbal33SpgsVrq/9rtT+dND2/DmmuM8N6wtI6Mbk5pr5JVVRxzqyASQa4cEgEJco4pOnSL5rbexFhQAkAa4R0bgP3YshujoOmmD8exZsFr5UxfmEPwVGxw+hlnpscQUJpCrtuX+nXH3pZsxuU7adyW2XdzGDye/oGMLC/N0r9TqvW7L+4sQSx6djSnosOB/9914dOuGR7duKJcCJHNaGgUHD6LWanGPjCTj22/pdvAQn6asZa8uiLamdHsA2LfwAu44LtvR2JyLGng0ax+PBA102Y6W5kxUQNCMGVf0PNzDwmj0jykOZYZOHSk8doychc/TIS3B4dj+HB9e/ukIL93WgerYeSbD/r2lirlnE2Ka8cYvx2gRVPF2eWWJzyzgx/22xb2vb+JXQe2KvTH6Oo4lZjN0rm3dvfl/nCI9z8jmk6msnt4bL13dfGSfSnbMa+zezJ8xXSO4q3sTxndvgr9n2Xm8Ve0FFfVHZgELcY3KWrmSggIjL/vfwGfeHShCQ25cAsnvvkfBwUO1fv+CAwdIeHEmAM8F9i6z3osBN7HCs4VT+dU6Q/iGsJ50KCxgRxPnNtekpzN2MjV7P/fmHqOTMQ3fkbfhPWSw/Xhx75hbYCDe/frhGRODNjKSkKeeIuzVV/Bu2pgbihLxsxp5LGsPo3NP0KXIFlg3NufYr9PCbJtw4aG4zs0yWE08mbkbja8vbsFXPhTqir5tW4LGDyF8YCDDvP9yOLZo69lqXTu70MS9n5X0jE4f6HpYvCwdw6u/L+2usyXbonVsXDP73LYJcZw8s2T7ec6n5zPxvztq5PqVEXfZ2obL/hnDXd1ta0yWF/xN7dcCzzoKUkX1SQAoxDWqYP8B9uiC+cPQhC+8OzAy9DbuDBlOvsqNrJ9+LPdcS24uiql6ydqKyQSFWSiJByusu6XUVmKe1kv3NTvuoHAqOZcPN5wiNbf83KPapi7KYYrFgwxj2xq/do/Ckp6w4QW2CR6BDz1I4/fn4jd6dKWHRLVNmhD2yitELvwIXZs2jM47xWPZ+9D72XpfPkxdR5eiJPoWxNHSZAsA9UrJjM7rLq0tODT/DCsTV9LCnIX30CHVHpJ1yacxeIWA3rGHrEWQZ7Uu++xyxyVKoq6wJ+9YYg45hdX7vxAd6ccNUTWzXI9KpWLjU/2cynefy3CuXEtK/xwM6xhaTk1xLZNQXYgqsuTmkvPbWrJWrABAG9Ucr9698RowoHY+QF0oHvZN1pTk/BWo3SnAnUPaQHocO45iNpO/azfmlBS0zZtj6NgBS3Y2KQsWUHTsOCqtFt/bRuAzYkTV2318DaoNH0JmHN8GOyfZX26frqRnSa/YAj/FbEblXjK79uEluzmRlMuZlDzeGtu5au2pSTkJeKOmmTmI4zV86QEFcezQh9HRmAqA/93j8epddu9pRdQeHoQ89yyFh4+gFBWiv+46CnbtgoUf817aRgBUBj26qBaEHz7Mo1l70ShWbs//i3NuPkSac9CgEPjAZDz79KmR5+ik3a3Q7laarD4KKaftxX+lVG+h49UHSybNNAuseu6r0VISEH+x7RyP9HdesqWyPHXVy/+7XNPA6gXHNWnOmOvKPFZoqvoyMeLqIQGguGZYjUaKjhxBURT0bduiNtR9srFiNJL02uv2/TwVIPf0OYynz2DJyMBvzJg6aUfhIdsQ70l357yjb73a0qMoifOTHSdZ+I0ZjfHCBfKPnSBW35gIcw5R3y9HG9UCQ8cq5mK56VBTSK5ax8KIkoz79058xg8hvdjsW3HiuvH8efRtSuqdSLLlHS3bfaF+A8BsW05XI42tVyi0KINEnb/LqrfnnWKFZ9mBw835Zwm2FLDEux2eViODCs7TyZhKkKUAlbs7huuvfCHmYiq1GkOnkkkfnjExuEdEUHDwIFgVPG+8AZVWS/Lb7zDm7El7vSi9FV2LTviPG4d748auLl2jHuoTxbpjyU75ZTXh8UGtq3xOoGfJNmwVzXhtqK5v4oeP3r3M4yeTchweF1zBuoGi/kgAKK4Jluxskl6fjemi7cPZLTiY4Kefwr2Gc5YqUnDoMKb4eBZ5tefzUjMtX0zfxqDVq/EZNgy1Z+3+9W7JzSNl/gIUYL3BeYbmbl0ICqACfjdEstyzNY9m7aX998sB2KoP5z8BN6G3mvk18Qfyd+yoegDoE47aXc1n4YMciv3MeUzJ2FluALjO0ISbChNIeu11mixe5LL3sT6Xv8BoC1C+z7I9h4EZB2hSmMI7TW7HqLb9ygwx5/HP7AN0MSaXGwBmqvW8kLmDEfmn0Stm3LESYclF17o1fneMwj2kdn5+tU2aoG3SxKEs9MX/YDx/3na8WTNU6rp9fRt56fh9Rl92nU1nzMJtAGTkGcvNKStPn9ZBbDphG8oe2K7qr+N1Eb5469zIKTLjoa16D57FqtiXQbFY6yafNSWniCDvsvcPrm8jo8PruwmiCiQHUFwTsn/9FdPFi3zp1Y7/8+6EKTmZ7J9X1307Vtvu+fll66x959UGxWyh6PSZWm9D3lbbciEPBA22z6y9XLpaz3mNN6/438gRbSAz/W+k+CNqncEWGBReCmZyN2yoeiO8w1C5q1gd2NXpkEZffjL8FkME83xts5Tzt21zWaeuPlBdaj8S7vqKFgG2D1q/4CCGFsWzJNm2J6qH1cQnKWsZUBiHn7WIb5NWsTRplctLNTXbtjwLs+QRHOJPwORJNP1iMaEv/Bt9+/Z183wuUbm5oYuKQhcVVefBX2ldmpT0pm4/k3bF1ykO/t4Z2xnvcnqpyqJSqRjTzTZ7ungf26rY+leq/fucQnM5Na+Mv4fzczqbVjf7Ax+5WLmt+loGO+ZdXt/EdU+5uDpJACiuCTm/rSVNredTn04s8W7HSXc/ctevr/N2WDJcJ2If1wYAYE5NcXm8JmV8tQSAv1wM/xbLUmu5L2SY/XGymyez/G7gzuDhrDeU9AyV3hqsSnTeqL38iCq8bOcCvQ/h1gJG5Z5kZN4p9FbXH4yrLs0KLjxyxOXxemfwA62tJ7f7AxPxf+hxgq0F/Hbxe5Yn/YSvYsT3jlH43303YZZ8Qiz5jMq1Da/2KEzg66SfeTxzN5NzDuEWFESTxYsInzMH73796vFJXR3U6pIe3+rkARb32gVcYQ8i2HogAfbFVX1ruoxSO170bhV0xW0oy8f3dXMqu5hZUOP3cSX70qSY0xW8PxNjmuF26f2ceGPTWm+XqFkyBCyuaqakJC4++yxYrJhKTXjYow2htSkTU1Iyag8Dar3eYUJBbbDm52NOKT/As2Rl1WoblEszZ5PV5ec/pqudt7b6w6OJU9k5Nx/aWK6gzSoVqraD6PDHXxzxLBmGNmi9UGHl8ey9AKzyiCr3MtaCwqrfuw7kG80cSbD1gqhUKnxuuQW30DByfvsNxWTCq28fvC5NmvAeMpj4GTOYkn6QTsZUuhqT8bMWMSr/LzSBAQQ99midTQ66VvRsHsD2M+mcuCyHrCqKX9HqrOM3tGMYK/bZ0kp+PpDA8OvCKjjDtdrY/7a6s6SrozioG3V9+bmh3np3Tr1+C3lFZln+5Rok75i4ahWeOEHSq69hBS5ovHGnJMH4D0MkY/NOcPEp2zZjbo0CCZg02SEZvqalL16MApxyc+5587Haksit+flOx2qSMS4OsG2zVh6zqgqd+1YrBQcPYuhUtd0QVNH3sCykZJ/YZ5PXE6a24tWnN+a0dAoPH8bXWkS6xhas+liLyFY75i8pRtfJ9/lGC/pq7qxQHQs3lKxZZ700HO3R5Xo8ulzvVFelUhH8xBOoFixgYGIcGl9fAh98BPfwcDSNGknw58L2M7b181buu8ibY65D51Y/73W/NiU9d+fTq/Z/171UT2akf81PSHPVs/n70WRGRtf+hJ1iWrfK/R6R4O/aJEPA4qpkzc8n6dXXyFe5MSL0du4LGca4kFvtx49rA5jt151MtY6fPKJISc8l7ZNPsBqNtdOeggLytv3JOkMkDwYPdjrudWltO6WWA0DTpQAw3GKbqKBVzGy8uJRX0mN5NqNkodhnAiu3pMdWvS1pO/mtt8laubJKbTGqSj6gwsy5DDOnoGvVCv977sEzJgYo6aUBuCXfOT/SGn8E1jwPG+Y4lFc2B6m2LNl+3v59kbnimY3aJk1o/OabRCyYT+N572Po3Bm3oCAJ/iohLr1uhjVd0btruKOLLaCq6luVVVAyBHxPz5of/nT1s+NnqN1RDtGwSAAorko5a22boo8OGVHmRIe1Hs1417cLb/t14x3frlgyM8nbtKlW2pO10raw8nq94zDq3FRbHuJFNy/MqMjdtJmk2bMxJSQ4XaNG2rHKNtlgjUdzAO7PseXQ9SmMZ1jB2Spfb5F3B/qG38lR9wAyl/+AJbfyOVmll3y4r29rwl57lZAX/o3aYECltb1nvtaSHr72AHXiGQAAIABJREFURsdE+/z8TCxnDlBw8QjWM5tRcfXsDNKk1Lpyfh6VzzHT+PhI0FdFxxLrN9hXX+H7dSzRNnwd6qN3yGusTbUx1CwaLgkARZ2wFhSgWK0VV8S2RVjm8h8woyJfXf5fvBsvLYOy2RBhW5Nvy5bqNtW5PWYz2atXk6jxYIvBcfillakkefyCmxdH3QPIPXqcpDlvolhqfk0sc2ISmaUC4uJ1AL0H2fZ4jS5yvcfu/TmHy73us/4xJOcnc2jXL5Vuy6GLJbmDU27pjDYy0h786Dt0ALWaf2YfwN9SyKNZe+lbGM8vCT/YzzmjaDhl8afryYncE3cbSun+wqM/gaXmZ1ZWlu7S0NcNUQH0aBZQb+34u2rkVZIKkFsLM2jrQvEklJraAq4ylmw/b09JqE0fbzpdcSVxzZMAUNQqxWQi9eP/I27qw5x/4AEyvv2uwsDIfGmtvy+8q7ZMRpLGA3NiUsUVq8h47hwATwU4DqtOzDmMV6n9VScGD+OfQYNY4BuNJT0d4+na+SVqKfXf1nzp++Ih185Gx0kqr6TH8kvCD0zKOcwPiWVvD5fp5kF6YToXT+2vcntCffS4XbZmn8bLE68+fehZlMiKpB8Zk2ebIeuhlHzYfxl8E3/6tCZf0bIt/7K8ptQToKn/vKJ7b2haZ707Dcnro2ovV7euNQmo+i4k1XHr/Jr/I7e00gFmbSxvI64eEgCKWpX10yryYmPZ49aIo2o/slevJm+r67XfimUuty1YvNi7aosTK6hqZRKGKdG25VSAtWTGakxhPPflHHVZ/3+etk3p8/ftq/G2XK57kS3gLd7JYXRuyU4Pr6VvoU9hvD3oCrQ6zri9PekPp+upk1KdyiriW0ZeUsD9Ewm4/348Y27Eb+wYNP6Oa4Rt823LRxHDXJ5L4JVvyyWufoM7hDKoXcgVn2+1KuTV064TiVmFdb4FmqbUHyFHErJrNUe2dP/iE4Na1dp9RP2TAFDUGkVRyF71E0fdA3iiUT/+GTSIfJUb+bt2lXte/q7dmKl6r0vmpRmmNT30Wrz0S+n9bJ/L2Ik75Q9pq/U1OzNwTewiEvMTiTOXTHQZnm/rZVQbDGijmjv0sPlZilC5aWiyeBGGro5bjrUxpmO8bEauBRVKfuUT8hOyyl/CRaVW4z2gP43++U98R4zAZ+iQSl/7uKp5pevWhqMJV748iaiaxOyqLwV0stR2cn6e1ZsYEXdp9u+cNccqrLs/LpMbZq+j7X/WVOuelfX7jL6M79GEFQ/f5FD+25HEMs6oWfW2G4+oE/LuilphNRpJ/egjFLOFnbqSv/TPuflQsHdvhefnqxx/qS9JWs1XSau5Of8cvQsuMDn7kNM5n3rbhpXSFy2uZusdmZMdh1X/lbkLH8WItoXrNe4CLLYgKu/P8ns6qypv+Y+kF2YyPaJkv+HEnDg8evQAwOeWW3DHynup6/l3xp90MKXhNWiQbR27obb9eh/N2ksjSz7/yD5A64L4y+6g4sToyu9N+69ltuHi45Vcy82jZ08A5qc69zxeLlOp22G1yxXP8JSc+9qTVWD7Q2bHpSVhqqL0TjHl7VVbGYFetpzayrzXT31fkiJxIaP2Zy+3DP5/9u48vKkq/QP4N3u6paV7CwUKRdqytyBUFlEQkKoo6KgDLogwjqADOLiNMoqjzDiDOCqKiA76GxBxRh0FBCsIqOxlkbWyt7S0pXRJ96y/P9LcJE2armm27+d5+pDce+7NCZTkveee877BWDp1AAZ0s51n6M4USeQ7GACSS5S8swI1e/ehWiTFj0rL/K4CiSm56aUHH4Kx4RNXX1UF9ZYtKPrb67j04EMAgBPyCOGYW2ouopu+Cgn6KrxQvg9/KduNh6pO4lH1MYiNllG4g8pYFIsDULVzZ4e8B6PRiLrTp1H90082Cy8G1xdDpFQg+MYbAQByo+2IY6kkABelIdDmXYahzn50w1BXh8rt26He+h305S2rQKAz6CApKEK5TGWzXSQSIXCoqWJA4NChCLnlFqRpSzChNheBgwYi9DZT6hxFUhIUSb1xd/UZ/LdoI9I1xUiot73d+33KEFRrXPelJg03LaZQGRzn/rMmlrg33YU5Ee7Abp03wd/fJEaaPgtaWobtm6MFmLh8F346Y/m9je6AurhPjjPd5mwu512dVo9fiywjj18fLWj3a7fVX79tfrSyra5WNv//k3yD+2dZk8/RFhai9sgRfBfQHa+FDYfRKs3CkvAMFKkD8duqHJS8/Q60+flCyhQdRJAC+FUWhv8LSRGOeaHclN8ufulr0OTmwqg3oHLrFjxw6RQeqDqFVSGm8nAAsCugG+6uPoPKbdsQMm5cu99L8fLlAEyVR8wS9FUIGDIUyj6mL46l137EU5FjbY77OKQf/ly2F/VnzyGgv2Uuo66sDEWv/AW6EtOXWNnatYi67xYERmuA0O5Ar7EOFz98enQVoitqsLa7JRfi4jMroZQqETBoIADTLdfwB2Yg9M4pgMEAsVVKEpFEguhFi1C5fTu0+QXQXLqIqBOX8Ocz7+LlPo8DAL6QZCI95zLgPMc0ANuJ4hHtKMXVmAQG0yIXD1gAAnCkxZVG9IrAhoOX0SOiZaO9T64/DKMRmPHhPnzyyPUd1g/zbU6NzoChf8nC5AFxWDLFfpGKW+tTA1g0sS/+vjVHeH65rAbdunT8SLl1veEwB/WIyXd4xqcs+ZSCp58BALyrGmwT/Jm9rxqEsbWXEX/wIGpEUhxUdsVpWTjWhqTg1poL+DbQMv+rd0OalfBHZkLWtauw2CFoxHBUZmWh7NP16Kaz3IJ8O3QIxtbmAR9/guAbb4RI2vZfcZFIhICBA1Gzbz9Wq2y/EOSJiZB17QpJeDiGlhYjQadGntQyOpcjMy140Fy6KASARqMRVdu3Q1dSgrdUg5EHMebn/hfX3nwdtcODIekdgK5nNyNh0jIhK22trhZrs9/GnlP/QSbEONBloPAaXeuLoYjoBXGA7VxDSUiIw/cjDghAaGam0Jddb82FJPuMTZujv7asFNZXRyy3j1+6o3WLdZwRVjg3k/6HvF+PiNaVOrO+RfvgR6aLwtoOWAjSNczy/6ekSoNP9lzCs7cmI1DuWV+Pc29KwqxRicL8wxoXLYJ5Z/tZAKbFXcxp6dt4C5jazVBXh/oLF6ArKYHm4kUAwM+KOJRJ7OvRmj0TPhrlYgXeUQ3Gi+EjhRE86+APABK1plxzsvh4m+0iqRSqW00rSGP0tit//91wrpbMNWxOYJppTlxAw+KKKdWmD0dlQ1DX5d7fAADKGtXeLW6oW1z+2QZcevAhXF2xArkPPYyK/32NSpEM/w2+DvuDk/B40mP4X/hgPKt+GK+U9sSuooPAVctVvlKixIX8fQhQ67Fw0BJh+4jSQwCAkDtuQ1uIRCKU3tgf2+9vXB+4ZaMcH/1sqephXU6rJaROJlv1ljXMBxO7d+RN5+bRHn9y6VoN9py7hpzC1i+8qaxvf5oSpUxit5K9NXM/y2tcU33IEaVM4rBEXEcxGo346azp7oR1pRPyTQwAqV3qz59HwbPPofDPLyF/4VO4svjPMAJ4PmK00+NyZSosCh+NTUGOF1KYja3Lg0guh7x740DFoofONiWCOQ1L+VdftexNOKHs39+mRtTounwEjRwJRaIpUDVqTR+SEqPtimCtSIJ1wcn4v+AU6CFCzb79qBFJ8ZMyHgVSS/H6cnkoPu55L/ICuuJE8VQEQgyctPRbJBJhYnUNSqW2yYgDlYW4GheIkJ5tT5cSJAuCWGz7TafTS7HxlwJodM5XOJtHTcICZQhpxST8kPHj0VVfhWlVv2JY3RUE601zJH9buAvrjy/DCPllAMDGX1xTSaUlcq9ZLii4CtJ1FFZz7u7/YC8mvrkLBeXuKQsnaZTr0QjT6OKViub7M+a61l0AebJzV1teCYi8n2eNcZMdg0YDY10dJCpV8407mdFoROknn0BdpsZ/g1MwRFOMAZpruChtWV9/lTuvsLDpypcINmqhmnoXxErHo4nBN94I7NyJG+rysVtpm0xYm3e5ZW/ECUlICOS9EoFK05dV6JQpiMi8QdivTDGNNj5QdQrvhA5BWn0RDjWsen5fZbpde0UShBRtKf4RNrTZ1wuECKi0DX4y9GK822iCenFSJbYnxmB6WtvnQgXLgh1un7fuMBbecp0wOd7MaDQKt4TMX5gLxl/XqtcMmTQRNYcO4clSU47EIkkgfjHKMebKbihEQE1gd6AaiFE1PXrsateqLZPgXTna4u9S4+w/J4or6xEf1vL0Sbektj2XoDPHLlfg/g/2AgC+njcSA7uFNdm2X7znfTa3VXMXfuRbeHnroYxGI8rWr8flxx7D5XlPoOj1vwtJjg319aj68SdU/fQzDLXuK6SuLyuD5vwFfB50HT5UDcC8yHF4PXQo3lENbve5R9deRrBRC0lEOEKnTGmyXZff3g8AuL6u4yuAAAD0OkTd1A0ilelaSdEjzmZejDQqCoqkJNxdfQbrizbhH9fsaxFvCurVouAPAFSXtbb3n+orIYMIPWstI6V9Y75BZMhppCki2jVHJ1huCgBDQuzTcGw4mGfz/PkvjyHtlSy7BLStLZIhi45G3F9eQeAIU0qYGH0NbjGUQxGTCkSnYuR1phFNT5h6lBDesXkcyZZYLML1ibYXgdYJlr84dBmjX9+O7adN/7eDFfbjFa/dNaBD+qLV2wY+5uAPAH48Y58cfWSSJUtBa2pFe5Nv/+D8Lg55PwaAHqpm336oN3+Lk6JQ7FJ2Re3x4yj4059QtWsX8mbPwbUPPsC1VauQ97vHUJeT0/wJXUCbb0qDsDWwp7BtU1AvHFTGAjDdFv1D+SFhX6BBi0k1F9AS5u//0DvucBrkiAMCII2MxJ01Z222mxNJG9ubyO2n5RCf+xJnakwT1o37VgE62zQJUQsXIHjkSMTpqyFu4Ry6psi7yAC91ZyiUlOi559KLGXounY5iASRGPenPdmu1zKPAA4auBsDB/yMyEhLWovGOc7W7ctFWY0W6w/ktus1AUASHIzwGTMQ/dRCxC5+EfGv/w3d3nkb3T/6ELKEbu0+P3mv7EtlwuOFG44ir7QWL351wrSAysF8v6gOSAMDOC95ds4q6bQnMH+mTVi+C/kdfMv8fInpvUaHKJDiYISWfAsDQA+l3rQJOojwWNR4vBg+EsfkkdBfK8W11R/CCODN0CF4JnwUjACKXn0NtcfsEyO7mjbPFAwkaR3nskvSluO2mvOYX56N965+j28Lv8Rz5Qcw0i4BcdMar3B1JHbJEogAbCjaKGwzj7jVHTvW4teyU54HXNiJV4otWfivM14A8rNtmkmCgxH5uzltfx0rAYEyQGv1oa4xzclJVZhGIZIVV/EqIrEk+WFERPZt12uZRwDl8npERhYiKLD58lLmERpHoyKtIVGpEDBoEBRJSZDFxkKiUrVrxTb5BoVUjLzSGjz3xS/CtvzyWvx7X/svPJyZ4ORW8heH8/H9SRfdYWiDshrL4oytxzu2Iog5B2AxcwH6BQaAHkpz6RIMVuXQiiUBWB3SH+uD+uKELAJfBvXBXmU8xsXdDSOA4r//HZcefAh6tetqRFoz1NSgbP1nMALIlzqeS3ZNooQcBtxVcw6pWsttxj+X7XXY3lpRwypacZDjc1uTBAdB1q0bYvQ1CDCYPhwPKGJgBHD1rbebfzNNydsHAPhXmSX1SpikHii75LB56NS7IIL9ghBH7r22D0uPvWa3PQgioMYqMa7WdNtfJTGNCk5RnUUcpBD1Gtuit+BM79DeeHrY03j5hpfxxo1v4LMZjzV7zIaDl6HRGYScaFo9V8tSx3pr2xl8ut92CsKLX3X+Ba61Rz85iJn/OuDWPphZzzk0dHCpGnHD3ZaJ/Vwzt5I8CwNAL3FeGob/C0nFe6GDMDfKkuBYLxJjbPxvsEvZFXqIcO2DD1zel+o9e5D32O8BAOuCk3FO5niCdHp9MQAg8vePodu7K9Djk48RdEMGFLDPX/Vy6W48UHlSeH5Dnel2pLyFtwSj5s0FAPy2ypQhv0QSiL2KOBg1Ghjq23g1q28ivUOF48UlwaNGAQC+v/IfPFV+0CYQ3FbwOTZf+QIPVp7EGyU7cHfZAYSL7G87BRkbbmlVNow4aEwB4P6aRvn5lO2vUBEsD0ZyeDISQhIQpgxDrCpIWNHoaL6VWZG6TsiRNrRnl3b3g/xXRY1tqhGjEcg65Xy0LVDe8SmCrlU3n8pl/0XLRWxKrPtuj05Ns3wmHrjY+jJ6LSEVMzTwB/xX9hIakfN/qhfDR+LbwJ6oPfqLSxeG6KuqUfLeShRIgrAuOBmrVAObbBvUMBon790bkmDTSF7wTTcDMJVTsza27jJ66iqE50PrTV8C4tCWBTrS6GgAwECN5dbkm6GmHH71v/7aonPY0VSjWOfoFrTjq25pZCRiF78IMYA7as5jXfFmzFIfw/qijZDCiCCjDrMqjyNdU4zyqABsnpGE66SHIBdZ0o4M/fV3pgdnvjP92RBs5mpNfw91hobATN66JLot9cCIHgCAqnqdUO2jXmcfsJsnzbsqTcrPZ1tWHswVzLVpDVwQ6XIJ4baVLF7dfMppcmdXLcwZktD0Kl9HZo1OhFQsQniQ3C6HoKvdkmIZnQvysGTV5F0YAHqJz4Obn++VJzVVgKg/e7aZlm1X8NRTAIBXugwX0pw0JcRouqo2B38AIE/sCQB4XG0pqj68zpT2pFJkmdAd3HBsS1e5iqRSKJKSMFhzFfE600Rmc9CsudTG+UP1anxQaruiWSnSCbdlHVEkJaH7x2sQds/diNXX4MGqU4gz1iHy8ceR8P5KxL70Z8S//jf8OKM/Krso0K3/Toy87m/2J/rlM9Of5bko01v+Xm5TnQMCugAKx9U+2qt/V/vbS0UVtiOo9Tq9y5LEyj0g796OnKsA0OET7Mle31j7KR71bkhFEhva8rRDQXIJ4kIDsO/5cdi5aGyzNYQ7WveIQAxrGHkPUTIApLZz/6ct2dM3BBma1iXlXB+cbJoP+MYbLumW0WCAobYWZ6RhOCmPbLLdsLpCXF93BXdUn4MsPh4iq4UcYrkciuuuQ19tGR6vOIJuuko8XHkCAJCsvQZRQ9DRQ1eJoJEjHZ6/KdHPmkrQ/b4huCyVmF5XX9rG2yR1FVhdOkh4uj9pjSk9SZ3zeZYikQiht9+OhFXvI/bPi5Hw3rsIGjEc4oAAKHr1giw2FlOSpuCupLswKrwf+ops00jUGxr+W+p1QFUhyvWWL6c+ijIgrLvL8qQEtKD2baFVQJgY2bEjkQMbRmLcFQjWafXYc940+tjZX+xk6+50++kfnjAqmxhl+p2PCFa0Kgl6R8roZUpDc76kYxM3l9ew+oc/4Secp6mrgHHzH4FrZ1FT4Xy17Bz1L3bbdii7AXoDDJqOL0+krzDdov0qqLfTdvMrDuHvpT8iUqRB2N3T7EbxYv70PADg3upfsbb4W2GBSIq2DP8p+gbfFfwHYpkMqszJreqfWC6HWBWCKL1l5KZWJEHl99+j+M03W3UuAIBEgdFBlsnoUZKG83Yf0bL+KJVQ9O7tcCVzekw6bu99Ox7JeA7PIhx/i/1B2PdA3u2mBxv/AFSX4GRdhO3BQU0H3x2psk6HlTvP4URBhc320obSV8EKKZQtCBhbw93p/6zT3/zlzv5OWpKrjUqy/z3f8FgG+kSbRg1bcrHSHk2d/3h+5yy0c6a64Tb53vMdO1Vi+fem6TI1mvaX2CPPx/FjT3Pyf6jcfQT/jRqBtxKarvP6l9KfMLquAKdk4fgxwHKl/FFIf9xUdxk1Bw4guJUjaM3RFZtujWlE9h+M/yz5AaGGekiNBnTTV0ESFoboRX+EPCHBrq1IJEL31R+gcvt26MvKoOjbFwGDB6Pif19DfugQREolQu+4A/Jurc8JJw2PQNJFyy3fAkkweusqYKhsQy6vm/8Eed5B4FQR/npbL4hS3wZgBMKdl69rlRBTzsR7w07jmcKbAAD7axvqHjesNl5fnmp7TFDnlJ56b+c5rNp13m77maLW12z1NqEBMvxmqP3vLnWsWk3TQ3q3pMZg//PjoJBKoJCJhYuNl6f0xz+25mDWqMQmj20t6wTU3sA8VUOrN2LzsSuYPCCumSOaZ13TuH/X9i8yI8/HANDT/LIBv54A3kptOvgDgNENq2SfrDiMCEMdvgoyVVDIlZk+GK6tXt3hAeC1998HAHxnlfgZAGaqj2OwxhQcSiMjETxuMlSTJzudvyeSy6GaNMlmW9hddyLsrjvb1UdJeBeILlrStDwSPRE7CjZA0qVtq1W3NVQhgDwICG+6HnG7ZL4BbFqIN+O+x/wr4yGDHlMuTkWpPgDR0mpk1zb6cA+McHyeDrZ+v+O5k2cbEuO2O8m2B/OESiT+YMx1kfjoZ8fJ4SViEaIdlAQcnBCGfz86vEP7cX2i/f+pWq0emQPisOmYpTRjXKgSs0d34AVgG0WHWP5e3t1xtkMCQOtk2AtvaV2JR/JODAA9UJ3R+T/LU+UHAQAhEycAW7/DgopDQgAIAHqIINF37GSZ+jNnoCspgd7qJl2AQYuvC/8HOUyvlfDBKojk8naVJ2svSVgYpI5W6ba2ZlkDhVSMOq2hnfU9mhFl+rDtrTBVQdBCgqN1ppV+eVrLoox/xG03PYhPc2VvBOomqiN825B8ttrJas320nTw7y95JnETnxWDEsKg6MQ5mGndw3DXkK4IDZBhze6LwvYV09MgXX8Y/ztSgLhQJfY8N67pk3Si9B6WC9pYVceujA6QSdz6GU6dp1P+h61YsQI9e/aEUqnE8OHDsX//fqftP//8cyQnJ0OpVGLAgAHYvHmzzX6j0YjFixcjLi4OAQEBGD9+PM6cOWPTprS0FNOnT4dKpUJYWBhmzZqFqirb24C//PILRo8eDaVSiYSEBLz++usd84bbqmFE5WRQ07eerq+7gjtqzkMklaLL/fcjYMgQuzZbpKarWaO24yb0Vv34E/QQ4Za4acK2paU/QQ4Dgm8cg+4ffQixQuH2Dw5ZQzoYa/lV+SgPa9u1jvm2k/UHrrtMDG64HRviuiStnZ3SojHrOYXnr3pWCS7qeAOsbjWOSorEW/cPwfcLb8SXv7+hUz9LpBIxlt87GC/d0Q8jepnqEyfHmlbav/Gbwfjo4aHY8LuMTutPc5QyCTIHmkb9rlR0zGr1M8WmqR1G117ukgdxeQD42WefYeHChfjzn/+MQ4cOYdCgQZg4cSKKi4sdtt+9ezfuv/9+zJo1C4cPH8add96JO++8E8ePWzLBv/7663jrrbewcuVK7Nu3D0FBQZg4cSLq6uqENtOnT8eJEyeQlZWFjRs3YteuXZgzx1KuS61WY8KECejRoweys7Px97//HS+99BJWrVrlur+M5ujqYTQaoW/0zzKjcIfweHSdaWFI7JIlEInFCLnZNG+sm84yL+vrwETU6+uhuXixw7pWtWMHKsUy6K3yEaoMpjkjEbNmeUwZr/qBfZBbmYtHLn8lbKvUVOJSO9dNNDVS0ZECHSSGthPrPPVOe4lEImGSfXOmpnXt8NcPD7KsiHZWn5V8g/VK637xKtwxKB5J0cEQt3HEviMsnToQD9/QE2/eZ0oBJRGLcHNyjF3OQneTNvwdddRiGHNqpzotR9/9hcsDwDfeeAOzZ8/GzJkzkZqaipUrVyIwMBAfffSRw/b//Oc/MWnSJCxatAgpKSl45ZVXkJaWhnfeeQeAafTvzTffxAsvvIApU6Zg4MCB+OSTT1BQUICvvjJ96Z86dQpbtmzB6tWrMXz4cIwaNQpvv/021q9fj4IC09y5tWvXQqPR4KOPPkK/fv1w33334cknn8QbLkqh0iLaGhh19ldfU65aShBViE054SRhpnQZypQU6Iw6PJH3H6FNhKYM+VX5qPr1tIs77HlC43rgl9RA9Ku0jAiXRilxIqLp3H0eQRWP3grHNZVtKN1XgWBQN9uJ4a/dNcAlr9M1zDXJfluGox/+LjEyCC/d0Q/Jbqz20RK3NNQvlnRwsDy6T+dkGSD3c2kAqNFokJ2djfHjx1teUCzG+PHjsWfPHofH7Nmzx6Y9AEycOFFof+HCBRQWFtq0CQ0NxfDhw4U2e/bsQVhYGIYOHSq0GT9+PMRiMfbt2ye0GTNmDORyuc3r5OTkoKyszGHf6uvroVarbX46lLYGBq39F1C0tgJRumpE6mswuu4yJF26QBxkuhqtEWlxIKwMYdV56N8Q9PwcngaNXoNTFzu2dmVVo3x1EnjelaJcIkf55OE4MsZyK/iLW4bibPk5z160MPBeAMD8yKb/zYLFWpdVAHEmMliBl+/oB1Wj28OdOUersxzONQXhetY47nTuSADtzURuT5pE3s6ln+AlJSXQ6/WIibGdsxQTE4PCwkKHxxQWFjptb/6zuTbRjeaCSaVShIeH27RxdA7r12hs6dKlCA0NFX4SHKQ4aRdNDQwaA76ItuSZu7nUlOvvP3mf4r9FG9FTVwnVrZOE+TFBsiAYH5sOAOhea1mttmFOPxwfFd8h3aqvq0a1thqnRLYr8nroKiHr2vG3AdsrKaIv8vtbbmNerYhDta4aak3rAnaj0eiyihd2GtLB6I1OVk676fP+y8dvwEM39HTPi3cyfUP5u8p63n7uDNa3gI/nVzhpSa7GW7/+x/cu4V3oueeeQ0VFhfCTl5fX/EGtoauFRCnGzYEXAQBdjNV4XroNikg5FHGhCBo5EpHz5tqlT7kn5V589kQ/VN9lqXihk0pQr7ct4dUWZXVlWP/XmcirzMNBqxHAxaV7IAIQ+djv2v0aHS0ywHQLIyjI9IUikZhWq9bp6po8xpHez29Gpw0aSk3BtaG5q3pl5+fnilYpmm/kAu7MzTY+xXULbcjCupa0wZNH6H1cYUUdnvviGACOxPoTl87cj4yMhEQiQVHIvMFwAAAgAElEQVRRkc32oqIixMbGOjwmNjbWaXvzn0VFRYiLi7NpM3jwYKFN40UmOp0OpaWlNudx9DrWr9GYQqGAQuHCL0NNDSRKCeYk5eB+wwX0kKkhEikBKIG0ycDA3zg8TCqWIj4oHrk62/dzouREu7u06fwmRB3KxepuU3EgzFQZIVBfj3F1puBX3qNHu1+joykbgimVqhTV1ZaAqU7f8gAw91oNDFbfRz0iXDwBXGY6v8FqBDBRVo46oxQ1BileivnJtLHXWNf2A8CZYsvq28hgORRSx5PMXbVKU11nGnU9eKkMw3t1Ts5DIn82Yuk24bEvTu0gx1z6Ly2Xy5Geno5t2yy/XAaDAdu2bUNGhuMl9RkZGTbtASArK0ton5iYiNjYWJs2arUa+/btE9pkZGSgvLwc2dnZQpvt27fDYDBg+PDhQptdu3ZBa5UqJSsrC3379kWXNiYNbjepAohIQoS0Dj3lasstv9vebDL4Myuts613q9XKoTPq2j3vbXvedhTJIoTgDwBCtaZbqeEPPtCuc7uKQuI4SG/NCOCRy5YFGV3DAmxGKlwiKAqQB6G/0pRQO1iswXe9PsOepP/D0ev+hbtCzwCpU0x1gDuR9QRzvaFzRmhUDfVV3fFF1ElvkRzoEihvvhHZuXStfQvczhbbVvYZ1jO8Xecj7+Hy3B0LFy7EQw89hKFDh+L666/Hm2++ierqasycORMA8OCDD6Jr165YunQpAOAPf/gDbrzxRixbtgyZmZlYv349Dh48KKRnEYlEmD9/Pv7yl7+gT58+SExMxIsvvoj4+HjceaepikRKSgomTZqE2bNnY+XKldBqtZg3bx7uu+8+xMeb5sX99re/xcsvv4xZs2bhmWeewfHjx/HPf/4Ty5cvd/VfSdO6ppl+rBkMLZr8ZRrdsozUXLiYgpTkQyipLUFUYNtLh4kMRuhEtr8mV5Sm80kiPHN0JkBqu4q0pCQOPXvktOqWuPXCug2PdUL+L4kU6HMLMjVfIUW5DsFiDWSihlsxvW4EeowEElpWg7i9Hr6hp00yXDPra4nhia77khjWswvyj3RMbrPW+va4aR4tb0d2nsW3pWLd/lz8YXwfd3fFq5h/RwvVdajX6ZscqW/OtaqOrxtP3sHlAeC9996Lq1evYvHixSgsLMTgwYOxZcsWYcFFbm4uxGLLlf4NN9yAdevW4YUXXsDzzz+PPn364KuvvkL//pYRqKeffhrV1dWYM2cOysvLMWrUKGzZsgVKpWWRwtq1azFv3jyMGzcOYrEY06ZNw1tvvSXsDw0NxXfffYe5c+ciPT0dkZGRWLx4sU2uQI8gbtsoiFpt+oLOKctpVwAoq7efhxVbdxUGowEiuWdesSskCqC+CtoaU9+lxgrgag6qv3sBmPoJEBDW4nON6BXeeWlJ0h8BIEKv8z8Asi5Av1lA30nNHtbRpgyOdxgAnrNKzPzObzunGklnM5fY0rISSad5ZFQiHunAur7+YmSSJV3LyQI1hnR3f7J68i6dkr133rx5mDdvnsN9O3bssNt2zz334J577mnyfCKRCEuWLMGSJUuabBMeHo5169Y57dfAgQPx448/Om3jTcRiy5dWdXUoDAYRNp3fhFFdR7X5nIo6+wDw+orjOF9xHjFRnnmrQCFVALp6RAUcQ0lFEqpqogBdPbajBBn16lYFgJ1KLAaGzQKGPuLWYrSRwY5voRdXWkZQo0LcszCks4xKYi408mzhQXKolFKo63SY9fFBPHdrMu4Z2sGZKcincbanjxgWMwxisRFKZbWwraoqFEU1RU6Oap7cQQA4seRnBMuCERjd/gLkrqCUKAGxBFqDaeROow/BxWujcQ4aIHdvi87xxSFTxZVfi9xQjox1OImoBcIa5k2WVmuw6D+/tOkcP50t6cgukRdhAOgjRnYdCQCQyy0LHUrLTLkQtfq25bK7VlMCrdSAvATLCtjZuf+B1GhAtzmPt6O3rqWQKgCxFFq95dbt+asNicMPfQKc+LLZc2w/bVpFXlrN+TFmz96aDLlUjH82lMjyRbz1S/5G2UGl5Mj7eEYBV2o3g9H0xVVba13H1TSSVFJbgrjgVozW6epxYuPjWKY+Dhj0+ErxsrDr3EMinEM/TJw4pSO67RLmEcDGDl16GL/E7MfAI58CybcBEhnqdaYRTusJ1MXq1uUL9BeP3dgbs0Ylun5FtBt9fdRUKlLPRSDkBa5Wtj/XK/kv3/0k9zPm1CdBgZZqF8XF3QAAhTWOK5s0SapAXtUVwKBHRY39nJJH+j/S9o52AplYBoilCA2wTdRdXpuIv129HtDWAMUnUavRY8zrP2DU335AtVXlh2NWFQmCFf59jaRrVBKtM4I/8ytuOnbFaTtXMOd7bGoeJJEnSYoObr5RMy6UVDffiHwSA0Af0TusNwCgT5+jwraqKtNih4sVF1t9vpiQbtAbZMjOfVTYlpa4xvRntGevABWJRFDKghARdAbRIcdt9uXrGj4wt/4JVw58hSJ1Pa5W1iO/3JJ25KOfLwiPf/jj2M7osse65oZb4NUNK89jQpTNtHSd3lHt/2IlcrU+Me3/PbVO/A5wGoQ/YQDoI+QSOe657h6EhFRgQP89AACZzHR74KL6YqvPF92lFwxG29GvUPlFwKBHoMzFVTE6wKLrn4FILLYLAC/WR2FHlWlUs6bMMsJ06FKZ8Pjns9eEx76+2tUTje3b9rRFRP6koqb9tcq7BMpsnt8xqGNqyJPnYwDoQ25NvBUSkQSBgabM7lqtAnq9BBcrLra6IkhYl2TkFGbabBOJjBgU4nml3xxJDE3ERwHJeE1uPxfw4cu3YUdVAm77yZJ7bPPxQhiNRvzpy2PCtltS/bMeLCeFE3mH8S74jOoZGdTh5yTPxADQx4zrPg4ikeWftYfoN1iQvqDV5zmtiUdx5QDhef+u6wEAYwO9KM+Urh5xUsfzWx6+fJvN84ggOS5eq8HafbnCtimD/fNK2HrUc1CCh+ZMdJH2ltUi6kyBDi5wiVrKv2e4+6Dbe9+OtC6TMGHfzwCAYFECeob2bPV5tIExAK4Kz6OiCpERnoGBPcZ1UE87gaYaUS38Da/R6HCl3Lb8mFTsv/n4shaMwdp9uZg+vHNrD1vTdPJcpCqrhUDuqENM1Fr94kNtnmv1hnYv1JIwD6nfYADoY4JkQegTbbndGx7UxnJtctvbAEsmf4QElReN/rXS1hNFdkXQ/bm0Up+YELx0Rz+3vLZ5uoI5F2NnqbEKAFPjVJ362kQdobRagxhV6xZP7cgxXehP6heLJ8YlQezHF77+hpe5PkgkEgkT6f+y6ZTTVV0VtVrMX38Y/7f3UuOTCA97RQV5Z/AX0LoA7p/bztg8j+YCELeIDTUl8I4Mdk+tabEI/BIkvxHUcBv5ziFd7UYUybcxAPRR1iu5rFe4Nvb1kXx8daQAL351XEiK3Nj7M9I7vH+dYtgsAMCCyP1NNrnTap5fZZ3OZp+It0Lconu4568yJ/IEUR2Qr9L8OZcSF9Luc5F3YQDoo6amdRMe/+7f2Q7bGAxGvL/rvPB85F9/QJ3WNghMig5Gnxgv/WDoOQYA8IfIbFxMfg+95OUAgBCxJXt+9wjHK966hgU43E6+q07L/GfkXUIDZfjx6Zvc3Q3yUgwA/UB5E7midp+7hstlloUPJVX1KGoog1bVaDTMK4nFwEPfACm3AwC29/oUF5Pfw/ru/xOaWFcAsZbfaEEI+b5f8k0XCAZWgSMvkhAeCAmnLFAbMAD0Yz+evWq37XShKYfgM//9BUDTwaPXEImA4b8DfvsZEDcIEInRe9gkYXeI0vE6qAczvCPfIXUcUUPtbFUTvxNEvqiqiYtg8n0MAH2Y9VyqliaCfvGr4zhwsVQoARbR1lXEnkYeBEx8FXjoa2Dgb4TNvaKCseyeQXbNn5+c0pm9IwdKqjR4fcvpTn/dZK4AJj+Ra5X3MlDOCx9/wwDQh72QaQliThSoAQBZJ4vwxKeHkVdag/d3nrc7priyHves3CM8X/mAly4AccJ6bYdcIsa09G425cc+mzOC1TA8xLs7znGEgshFKustd3hY9tL/MOT3YVq9ZdSvSF2H/l1DMfuTgwCAb44WCPsiguTCiF9jiT5YFkghleDJm5NwprgKY66LBAC8kJkKlfIM7krriuG9ItzcQ7K26ZcC3DvMfQmpiXzFp/tzUVWnw6OjEyESifDjmRIAQFijesDkHxgA+rDhvSyJjeVOKhv8cWJfPPeFqQbukO5hOJxb7vK+udvCCX1tnidFB+Ot+4e4qTdkTSaxndBuHr12tf0XrnXK6xC5w5miSuFzfmzfKPSJCcFfvzVNsfD6ud7UJrwF7MMigxW4LiYYAPBTw5WeI3end8MfJ1wHAFApeSVI7tV41Lm9pa1aypwPLZf1gMkHvfi/48LjWq3jnK/kXxgA+rjShlu7Cidz2mQSsfDlt/NX+5XBRJ1JJBLhvmHuqzwzLb2r216byFX2ni9tct+SKe4p+0juxQDQx92cHA3AtPjDkVtSY5o8dsPvMlzSJ6Lm/HXaQPx+bG+3vLY5HQyRL7HOFaiuNS2sig811Q0ekuC/dc/9GQNAH3c0rwIAcOqK2i7p8ZwxvbCyocxbvYNbAl04MZiIyCforTKcm5Oek39jAOjj5t6cJDy+UmFb3SJGpRSuCntHB9sdm+RgG5Gv+t+RfHd3gahdnKV7TY61lPRUSJnmihgA+rzbB8YJj4vU9Tb7NDpL7dNYldJmX1r3MGFeIJE7bT1R2CmvE99Q/1nHWnDkZcyjeycKKtzcE/ImDAB9nEgkQteGL7bGrk8Md7gdAKJDlE3uI+oM5ikLnZWjzHy9M6JX0/8viDxZS1f3FlbUQqc3oKCizsU9Ik/GANBPjU+JwaBuoU3u7xPD27/kXjdeZ6rOIuFINJFTrb1o+eDHCxj48nfCc4WMoYA/4r+6n1oxfQikTvKrWdcRJnKHzo77jud3TsJpIlfR6g3NN2pQo7GMFvbhfG+/xADQDxSqTcP8z395TNjWXKqLuFDHt42JfFGd1a0z1kQlb2Mu+/nD6dbncVVIxZzv7acYAPoB8wThS1YVDpyVhgMAMX8zyE/1jPC9+tfkH8KD5K0+pl7X8lFD8i38mvdDA53M/TNL687EoERE3uCG3hFO9xuNRpwurOyk3pC3YABIdmaO7Amlk9JxRETkPaoaFQEgAhgA+oUXMlNa1V6lZAUQIiJfNLpPpM3zv00b4KaekLsxAPQDj47u1ar2qfEqF/WEiIjc6YMHhyIy2DJXMKELMz74KwaAREREfuT2QfHCY3M5UPI/DACJyO/pWf6N/Ih1GdCB3cLc2BNyJwaABMA295m6VuvGnhB1vl8uW2qoypwkSCfyRs4ubzgC6L/4SeeHqursV4RZ5z7jCmDyNzqDZUSkuRyZRJ5KXef44v30FUsKGLFIxNx/BIABoN9YM3OY8Ph8SbXdfrFYhJduT8V9wxIwPiWmM7tG5NRRq9E5V0uJ4wIo8j6ahhJwW48XOtxfbZUGRi4V260EJv8kdXcHqHOM7RstPI5VKR22eXhkYmd1h6hZoQGWdEQancGlI3NlNaaRE+uScETewvyZ3jPSeRWblhQBIP/BANCP7PjjWGw7XYxpaV3d3RWiZvWJCREeG53OYmq/hZ8dAQBccDA6TuTpekUFu7sL5IV4C9iP9IwMwqxRiQgLbH29SCJ3Kiivc+n5dVwFTER+hgEgEXmkEIXlBsVXh/Nd+lpDe5hqX790e6pLX4eIyFPwFjAReSSRSIRAuQQ1Gj1ELs5UcfBSGQAgPFjRTEsi72Oe22rOd5nRKwKxKiWS40IgkzANjL9iAEhEHmtqWlf8e2+uy19HJAKMRiBYwRRI5HsWbjgKADhRoAYARKuU2PPczRC5+sqKPJpLbwGXlpZi+vTpUKlUCAsLw6xZs1BVVeX0mLq6OsydOxcREREIDg7GtGnTUFRUZNMmNzcXmZmZCAwMRHR0NBYtWgSdzja33Y4dO5CWlgaFQoGkpCSsWbPGZv/SpUsxbNgwhISEIDo6GnfeeSdycnI65H0TkXeRNiTDTY3jKknyPbUOVrcz+COXBoDTp0/HiRMnkJWVhY0bN2LXrl2YM2eO02MWLFiAb775Bp9//jl27tyJgoICTJ06Vdiv1+uRmZkJjUaD3bt34+OPP8aaNWuwePFioc2FCxeQmZmJm266CUeOHMH8+fPx6KOPYuvWrUKbnTt3Yu7cudi7dy+ysrKg1WoxYcIEVFdzFSAREfmOId1N5d7+cc8gN/eEPInLbgGfOnUKW7ZswYEDBzB06FAAwNtvv43JkyfjH//4B+Lj4+2OqaiowIcffoh169bh5ptvBgD861//QkpKCvbu3YsRI0bgu+++w8mTJ/H9998jJiYGgwcPxiuvvIJnnnkGL730EuRyOVauXInExEQsW7YMAJCSkoKffvoJy5cvx8SJEwEAW7ZssXntNWvWIDo6GtnZ2RgzZoyr/lqIiIg61eHccgBAoJxTHMjCZSOAe/bsQVhYmBD8AcD48eMhFouxb98+h8dkZ2dDq9Vi/Pjxwrbk5GR0794de/bsEc47YMAAxMRYqlVMnDgRarUaJ06cENpYn8PcxnwORyoqTNUGwsPDm2xTX18PtVpt80NEROQJzHP8GjPf7U3oEtiJvSFP57IAsLCwENHR0TbbpFIpwsPDUVjouFxNYWEh5HI5wsLCbLbHxMQIxxQWFtoEf+b95n3O2qjVatTW1tq9rsFgwPz58zFy5Ej079+/yfe0dOlShIaGCj8JCQlNtiUiIuoMEqv5fFp903V+Y0MdV4Ei/9TqAPDZZ5+FSCRy+nP69GlX9NVl5s6di+PHj2P9+vVO2z333HOoqKgQfvLy8jqph0T+zcBEzURNGmBV4k2n5/8VaplWzwF86qmn8PDDDztt06tXL8TGxqK4uNhmu06nQ2lpKWJjYx0eFxsbC41Gg/LycptRwKKiIuGY2NhY7N+/3+Y48yph6zaNVw4XFRVBpVIhICDAZvu8efOEBSrdunVz+r4UCgUUCuYJI+os5sGML4/kY+GEvi55jep6HbT80iQvxlx+1BatDgCjoqIQFRXVbLuMjAyUl5cjOzsb6enpAIDt27fDYDBg+PDhDo9JT0+HTCbDtm3bMG3aNABATk4OcnNzkZGRIZz31VdfRXFxsXCLOSsrCyqVCqmpqUKbzZs325w7KytLOAcAGI1GPPHEE/jyyy+xY8cOJCYmtvJvgohczfzF1iPceZH79jhTbElNFRHMMolE5B9cNgcwJSUFkyZNwuzZs7F//378/PPPmDdvHu677z5hBXB+fj6Sk5OFEb3Q0FDMmjULCxcuxA8//IDs7GzMnDkTGRkZGDFiBABgwoQJSE1NxQMPPICjR49i69ateOGFFzB37lxhdO6xxx7D+fPn8fTTT+P06dN49913sWHDBixYsEDo39y5c/Hvf/8b69atQ0hICAoLC1FYWOhwjiARuUd6Q4m2zhAXqoRMwuqY5HuMHOAmB1z6abd27VokJydj3LhxmDx5MkaNGoVVq1YJ+7VaLXJyclBTUyNsW758OW677TZMmzYNY8aMQWxsLL744gthv0QiwcaNGyGRSJCRkYEZM2bgwQcfxJIlS4Q2iYmJ2LRpE7KysjBo0CAsW7YMq1evFlLAAMB7772HiooKjB07FnFxccLPZ5995sq/EiLyUBIxb6OR9yuosB3EqKjVuqkn5OlcWgouPDwc69ata3J/z549YWx0aaJUKrFixQqsWLGiyeN69Ohhd4u3sbFjx+Lw4cNN7m/8ukTkn66Uc9SfvFuAzJLfL7+sFr2jgoXnZ4oqhcfhQZziQBa830FEfu3CNVP1n8tlDATJO4lEIqTGqZy26R4eyFFussEAkIj8mrxh3t+N1zW/uI3IWzH2o8YYABIRgbfHyDeVVGnc3QXyUAwAicjn5ZfX4qkNR7H9dFHzjYl8yKkrpvJwVyrq3NwT8jQMAInI5731/Rn899BlPLLmoLu7QtSplA0LRAZ1C2umJfkbBoBE5PMulFS7uwtEbtU9ItDdXSAPwwCQiIjIR319tAAAk0GTPQaAROTXvvnlCgDmBiXvZmj4/f3xzFWb7fGhSgCAxlxYm6gBA0Ai8nn7L5Y2uS9WZSohWaPRd1Z3iDqcebWv0ioptLXRSZGd2R3yAgwAicjjHcotc/lr3NiXeQDJe2UOiHV3F8jLMAAkIo9lvivL0Tkioo7FAJCIPNagBFPqCoW0Yz6qQhQuLX9OROQ1GAASkceSd0DgV2iVALeyXtfu8xF5kx2/Xm2+EfklBoBE5NOuVtbbPK/l7WTyI3qDaR6FEVzlTrYYABKRx6vXGZBTWNmmYw9esl0BrDXYpsNg9hfyJcVqywXPlYpa4fENvbkKmGwxACQir/DU50fadNzL35x0uv+7k6b6wAwEyZuZF0pZpzyqrLNMeUgIZyUQssUAkIg8llhkeXw8X+2S14gIkgMAugTKXXJ+os7QMzIIABDTkNfSmvl3nMgal8QRkceKVSnbfGydVo/XNp9qcfs+McFtfi0id+vOET5qJY4AEpHHEolEzTdqQtbJInyy51IH9oaIyHcwACQin1TFlC/kh/aeL8WZorYtmCL/wgCQiHzS3vPX3N0FIrf48KcL7u4CeQEGgETk0TY9OQoAEBlsP7ndmYparcPtZ4qq2t0nIk9jvYi9UF3XZDsiMwaAROTRxG2cB7iziQoIFbWa9nSHyCNZJzxva85M8i8MAInIK5RU1WPPuZbf1k2JVdk8D5BJHLbjXEHyBUarRJYDuoa6sSfkLRgAEpFHi7FKBfPQv/a3+DhZozrCSdH2aV6q63Wo1xnsthMR+ToGgETk0cKtkthqWhGsHc0rt3kudnAn2XquVGJDIl0ib8RE5tRaDACJyOP1agjObu0f26L2eoNtXbeRSRFO26uUUsgk/Dgk7zV5QBxCFKztQC3HTzwi8njT0rsBAFRKWYvaG6zmQ62ZOQz/evh6l/SLyFMEyCV4bnKKu7tBXoQBIBH5tCHdu0BuNR/wclmtG3tD5HrfnSxydxfICzAAJCKvUVTZ9vxm+eWmY89frRa25ZbWtLtPRJ7CPIshRGm6FVysrnfSmvwdA0Ai8njmlbq7z7a9useIXuEATLfKzAorTEGhuo6pYMj7pXXvAgCQNqx4Ol9iSnp+rZq5L8keA0Ai8ni9o0yLQLqFB7T5HNbpZMzMK4PHXBfV5vMSeSpJwy/49Ynhbu4JeSIGgETk8eJC2x74tYTMUY4YIi93+oqpIkiXwJYtniL/wgCQiLzG+avVNhUPmnKhxDLPT8LgjvxMWY0W9Tq9UB6uiHMByQEGgETk8ayTNJe2YD5TSZXlCy/YSW406/qpRL7kb9/mCPNdRyVFurk35InEV686LphOROQpIoMtVQ60+uZHAM2ui7Ev/2Zt++liAEBFrbZtHSPyUB/9fEF4HMZbwOSAuFu3blixYoW7+0FE1CIf/Hi+Q84z55ODOJRrKhfHMnBE5G+kBQUFKC0tdXc/iIiaJBJ1/Dy+7EtlwuNuXQI7/PxEnS021H6lO1FTxBEREejTp4+7+0FE5NTvbuwFAOioUDDIam7g2L5MA0PeL0QpQ48I08XM+JQYN/eGPB0XgRCRz1HXNp/Y2VwFJDk2BAO6hrq6S0Sd4rfXdwcA/HK53M09IU/HAJCIfM7hPNPt3bIax4s7tHqD8PjF21IhZqoY8hF1Wsvv9vH8Cjf2hDwdA0Ai8irfHi9stk2Q3HR7Nz7MkkDanD7wq8P5UFut+u3P0T/yIeaSh8WV9bhcVgvAUkqRyBoDQCLyCrUaPQAgwioljCNavQFbT5iCxH7xKmG73mD6EuzWJQB//PyosJ2JosmXWM9tVchMX/GDuoW5qzvkwRgAEpFXuLGhXm9zK4L/k30ZJwrUdtszekcIj3/IYf5T8k2pcZaLnpqGi6ZgZdPJ0Ml/MQAkIp+SU1gpPC5hpQ/yM9bzWTW89UtOiBcsWIAzZ8645OSlpaWYPn06VCoVwsLCMGvWLFRVVTk9pq6uDnPnzkVERASCg4Mxbdo0FBUV2bTJzc1FZmYmAgMDER0djUWLFkGns131t2PHDqSlpUGhUCApKQlr1qxp8jX/+te/QiQSYf78+W1+r0TkGcxpMACgjl+AREQOiY8dO4bU1FQsX768w08+ffp0nDhxAllZWdi4cSN27dqFOXPmOD1mwYIF+Oabb/D5559j586dKCgowNSpU4X9er0emZmZ0Gg02L17Nz7++GOsWbMGixcvFtpcuHABmZmZuOmmm3DkyBHMnz8fjz76KLZu3Wr3egcOHMD777+PgQMHdtwbJyKP1XhURC7hjRAi8j/i77//Hhs2bMCSJUs69MSnTp3Cli1bsHr1agwfPhyjRo3C22+/jfXr16OgoMDhMRUVFfjwww/xxhtv4Oabb0Z6ejr+9a9/Yffu3di7dy8A4LvvvsPJkyfx73//G4MHD8att96KV155BStWrIBGYyoSv3LlSiQmJmLZsmVISUnBvHnzcPfdd9sFuVVVVZg+fTo++OADdOnSpUPfPxF5FvMq4KOXK2CeRvj7sb0hlzIAJN8yY0R3m+cyCRc6kT0xANx0000IC+vYVUJ79uxBWFgYhg4dKmwbP348xGIx9u3b5/CY7OxsaLVajB8/XtiWnJyM7t27Y8+ePcJ5BwwYgJgYS5bziRMnQq1W48SJE0Ib63OY25jPYTZ37lxkZmbatSUi79VUyovEKEu9X1nDqN+MET06pU9EnWlcoyogKbGqJlqSP5MCQFhYGC5cuNChJy4sLER0dLTti0mlCA8PR2Gh4zxehYWFkMvldsFoTEyMcExhYaFN8Gfeb97nrI1arUZtbS0CAgKwfv16HDp0CAcOHGjxe6qvr0d9vWVSuVptv9KQiFzraJ7zCgfmFLi9rcAAACAASURBVDCNRQYrhMd6g2k4kOMi5OuevDmJic7JIfGTTz6Jb775psUHPPvssxCJRE5/Tp8+7cIut19eXh7+8Ic/YO3atVAqW148e+nSpQgNDRV+EhISXNhLIrIWF2pJ6mxdyaOxeKt254oti87MyaEBSwBI5Iu6WSVAZxJoaor4zJkzuPfee20WUTjz1FNP4dSpU05/evXqhdjYWBQXF9scq9PpUFpaitjYWIfnjo2NhUajQXm57RV+UVGRcExsbKzdqmDz8+baqFQqBAQEIDs7G8XFxUhLS4NUKoVUKsXOnTvx1ltvQSqVQq/XO+zfc889h4qKCuEnLy+vRX9nRNR+XbsENN+okS5BMuFxgFxitz88yHlSaSJvZF0Bh6gp0m+//RYbN27E448/3qKFIFFRUYiKimq2XUZGBsrLy5GdnY309HQAwPbt22EwGDB8+HCHx6Snp0Mmk2Hbtm2YNm0aACAnJwe5ubnIyMgQzvvqq6+iuLhYuMWclZUFlUqF1NRUoc3mzZttzp2VlSWcY9y4cTh27JjN/pkzZyI5ORnPPPMMJBL7LwoAUCgUUCgUDvcRked5+Y7+Ns/vSe+Gz7MvAwBUSimUMsf/14m8mXV1G451U1OkADBq1CibxRodISUlBZMmTcLs2bOxcuVKaLVazJs3D/fddx/i4+MBAPn5+Rg3bhw++eQTXH/99QgNDcWsWbOwcOFChIeHQ6VS4YknnkBGRgZGjBgBAJgwYQJSU1PxwAMP4PXXX0dhYSFeeOEFzJ07VwjOHnvsMbzzzjt4+umn8cgjj2D79u3YsGEDNm3aBAAICQlB//62XwxBQUGIiIiw205EnsfYgm+1JVP6Ib1H06v7Q5SyJvcReTOlTIKlUwdgz7lrWDSxr7u7Qx5KDJgWgXzxxRcdfvK1a9ciOTkZ48aNw+TJkzFq1CisWrVK2K/VapGTk4Oamhph2/Lly3Hbbbdh2rRpGDNmDGJjY236JpFIsHHjRkgkEmRkZGDGjBl48MEHbUYvExMTsWnTJmRlZWHQoEFYtmwZVq9ejYkTJ3b4eySizmGdyuLXokonLZt2tYqVQcg/3H99d7x1/xBhxTtRYy4tEBgeHo5169Y1ub9nz54wNrqUVyqVWLFiBVasWNHkcT169LC7xdvY2LFjcfjw4Rb3dceOHS1uS0SdL9BqEYe6Tttku5NXml6dPy4lBjtYB5iIiLWAich7XBcT3GybS9eqATiug1pdbykZeaWituM6RkTkZRgAEpHXOXe1usl95nx/A7vZJ7dX11pGDpkJhoj8GQNAIvIaZxvy+l2tbH4uX7DC+QyXqWldO6RPRETeiAEgEXmNOwebgjZpB1Q2eGUKV/wTkf9iAEhEXkPpIJlzWwU1M0JIROTLGAASERER+RkGgERERER+hgEgEfkMg8GIYicLRMalREMsAtK6268QJiLyJ5wEQ0Q+I7/cktsvPkxptz+9Rzj2Pj8OXQLlndktIiKPwwCQiHyGdWGhsCaCvOgQ+8CQiMjf8BYwEfmcoA5cLUxE5IsYABIRERH5GQaARERERH6GASARERGRn2EASERERORnGAASERER+RkGgERERER+hgEgERERkZ9hAEhERETkZxgAEpHX2XPumru7QETk1RgAEpHXKKmsBwAYrGu+WdEZDJ3ZHSIir8UAkIi8xvjUGACAXOr4o+tQbjkAoFqj77Q+ERF5IwaAROQ1ZBJRi9pJxC1rR0TkrxgAEpHPGZUU6e4uEBF5NAaARERERH6GASARERGRn2EASERERORnGAASERER+RkGgERERER+hgEgERERkZ9hAEhERETkZxgAEhEREfkZBoBEREREfoYBIBF5nVrW+iUiahcGgETkNQwG058HL5W5tyNERF6OASAReY2ekYEAAKWMH11ERO3BT1Ei8hrRIUp3d4GIyCcwACQiIiLyMwwAiYiIiPwMA0Ai8jp1WoPD7VtPFAIADEZjZ3aHiMjrMAAkIq8RIJcIjy+WVNvtjwiSAwDUdbpO6xMRkTdiAEhEXiMyWCE8rqpvOsi7JSW6M7pDROS1GAASkVeJC+VKYCKi9mIASERERORnGAASERER+RmXBoClpaWYPn06VCoVwsLCMGvWLFRVVTk9pq6uDnPnzkVERASCg4Mxbdo0FBUV2bTJzc1FZmYmAgMDER0djUWLFkGns50PtGPHDqSlpUGhUCApKQlr1qyxe638/HzMmDEDERERCAgIwIABA3Dw4MF2v28iIiIiT+bSAHD69Ok4ceIEsrKysHHjRuzatQtz5sxxesyCBQvwzTff4PPPP8fOnTtRUFCAqVOnCvv1ej0yMzOh0Wiwe/dufPzxx1izZg0WL14stLlw4QIyMzNx00034ciRI5g/fz4effRRbN26VWhTVlaGkSNHQiaT4dtvv8XJkyexbNkydOnSpeP/Ioiow1U7WQRCRETNMLrIyZMnjQCMBw4cELZ9++23RpFIZMzPz3d4THl5uVEmkxk///xzYdupU6eMAIx79uwxGo1G4+bNm41isdhYWFgotHnvvfeMKpXKWF9fbzQajcann37a2K9fP5tz33vvvcaJEycKz5955hnjqFGj2vUeKyoqjACMFRUV7ToPEbVc3xc2G3s8s9G4csdZu33P/OeoscczG41vb/vVDT0jIm/B72+j0WUjgHv27EFYWBiGDh0qbBs/fjzEYjH27dvn8Jjs7GxotVqMHz9e2JacnIzu3btjz549wnkHDBiAmJgYoc3EiROhVqtx4sQJoY31OcxtzOcAgK+//hpDhw7FPffcg+joaAwZMgQffPBB+984EbmUuR6wXMopzEREbeWyT9DCwkJER9vm4pJKpQgPD0dhYWGTx8jlcoSFhdlsj4mJEY4pLCy0Cf7M+837nLVRq9Wora0FAJw/fx7vvfce+vTpg61bt+L3v/89nnzySXz88cdNvqf6+nqo1WqbHyLqXIMSwhxuNxqNWH8gDwBQrdF3ZpeIiLxOqwPAZ599FiKRyOnP6dOnXdHXDmUwGJCWlobXXnsNQ4YMwZw5czB79mysXLmyyWOWLl2K0NBQ4SchIaETe0xEzpTXaIXHx/Mr3NgTIiLPJ23tAU899RQefvhhp2169eqF2NhYFBcX22zX6XQoLS1FbGysw+NiY2Oh0WhQXl5uMwpYVFQkHBMbG4v9+/fbHGdeJWzdpvHK4aKiIqhUKgQEBAAA4uLikJqaatMmJSUF//3vf5t8X8899xwWLlwoPFer1QwCiTwQSwETETnX6gAwKioKUVFRzbbLyMhAeXk5srOzkZ6eDgDYvn07DAYDhg8f7vCY9PR0yGQybNu2DdOmTQMA5OTkIDc3FxkZGcJ5X331VRQXFwu3mLOysqBSqYSALiMjA5s3b7Y5d1ZWlnAOABg5ciRycnJs2vz666/o0aNHk+9JoVBAoVA0uZ+IPENaD67mJyJyxmVzAFNSUjBp0iTMnj0b+/fvx88//4x58+bhvvvuQ3x8PABTHr7k5GRhRC80NBSzZs3CwoUL8cMPPyA7OxszZ85ERkYGRowYAQCYMGECUlNT8cADD+Do0aPYunUrXnjhBcydO1cIzh577DGcP38eTz/9NE6fPo13330XGzZswIIFC4T+LViwAHv37sVrr72Gs2fPYt26dVi1ahXmzp3rqr8SIuoks0cnursLREQezaXL6NauXYvk5GSMGzcOkydPxqhRo7Bq1Sphv1arRU5ODmpqaoRty5cvx2233YZp06ZhzJgxiI2NxRdffCHsl0gk2LhxIyQSCTIyMjBjxgw8+OCDWLJkidAmMTERmzZtQlZWFgYNGoRly5Zh9erVmDhxotBm2LBh+PLLL/Hpp5+if//+eOWVV/Dmm29i+vTprvwrIaJOECRv9c0NIiK/IjIaOVumrdRqNUJDQ1FRUQGVSuXu7hD5hSc+PYxvjhbgz7enYuZIy0hfWbUGQ17JAgCcf20yxGKRu7pIRB6O39+sBUxERETkdxgAEhEREfkZBoBEREREfoYBIBEREZGfYQBIRERE5GcYABIRERH5GQaARORVzJmrvj1e6OaeEBF5LwaARORV1HU6AEBUMMsyEhG1FQNAIvIq41Oi3d0FIiKvxwCQiIiIyM8wACQiIiLyMwwAicgnXKvWuLsLRERegwEgEfmEc1erhMcikRs7QkTkBaTu7gARUXut3XcJP/5aAgDo31UFESNAIiKnGAASkVe7UFKNP315XHgul/DGBhFRc/hJSURerUajc3cXiIi8DgNAIvJKP50tcXcXiIi8FgNAIvIqGp0BAKA3mErCXa2sd2d3iIi8EgNAIvIqw3qGAwAC5RIAwJmiKmfNiYjIAQaARORVZI0WecgkXPFLRNRaDACJiIiI/AwDQCIiIiI/wwCQiIiIyM8wACQiIiLyMwwAiYiIiPwMA0AiIiIiP8MAkIiIiMjPMAAkIiIi8jMMAImIiIj8DANAIvJKNRq9u7tAROS1GAASkVeqqtehlkEgEVGbMAAkIq+SFB0sPL5aWe/GnhAReS8GgETkVeRSMYLkEnd3g4jIqzEAJCKv9mtxlbu7QETkdRgAEpFXKyivdXcXiIi8DgNAIvJqQQqpzfOyGq2bekJE5D0YABKRT+kVGeTuLhAReTwGgETkU6xXCRMRkWMMAImIiIj8DANAIiIiIj/DAJCIiIjIzzAAJCIiIvIzDACJyGtV1tunfKmq17mhJ0RE3oUBIBF5nWqNHgBwIl9tt0+nN3Z2d4iIvA4DQCLyOt3DAwEAYrHIzT0hIvJOLg0AS0tLMX36dKhUKoSFhWHWrFmoqnJet7Ourg5z585FREQEgoODMW3aNBQVFdm0yc3NRWZmJgIDAxEdHY1FixZBp7O97bNjxw6kpaVBoVAgKSkJa9assdmv1+vx4osvIjExEQEBAej9/+3de1BU590H8O/ucpECu7iIwkbwxktABWM0L2ITkTeMdx0U9SUhFS81SQMxQpugk9haDSImMU01MdPWqJ1KOzo16QSjDsGIY7IFB7PewTRRqVwES2BBBNblef/IcF43gIJczlnO9zOzM/Cc5zz7O7+Hs/vjnLNnx4zB5s2bIQSPHhAp3ah7b/bMXZaIqNv6tABMTEzExYsXkZubi5ycHJw8eRLPP//8fddJTU3Fp59+ioMHDyI/Px/l5eVYtGiRtNxut2Pu3LloaWnBV199hX379mHv3r349a9/LfW5evUq5s6di5iYGFgsFqxduxY///nPcezYMalPVlYWdu3ahZ07d+Ly5cvIysrCtm3bsGPHjt5PBBH1mcPnK+QOgYjI6WhEHx3yunz5MsaOHYvTp09j8uTJAICjR49izpw5uHHjBkwmU7t16urq4Ofnh+zsbCxevBgAUFxcjLCwMJjNZkyZMgVHjhzBvHnzUF5ejmHDhgEAPvzwQ6Snp6O6uhpubm5IT0/H4cOHceHCBWnshIQE1NbW4ujRowCAefPmYdiwYdi9e7fUJz4+Hh4eHvjLX/7SpW20Wq0wGAyoq6uDXq9/uEQRUbclfVSI/CvVeHvJBLx1rBg3rc3Ssv+dHIisxREyRkdESsf37z48Amg2m+Hj4yMVfwAQGxsLrVaLgoKCDtcpKiqCzWZDbGys1BYaGoqgoCCYzWZp3PDwcKn4A4CZM2fCarXi4sWLUp97x2jr0zYGAEydOhV5eXm4cuUKAODs2bM4deoUZs+e3cMtJyI5CZ4TJiJ6IJe+GriyshJDhw51fDIXFxiNRlRWVna6jpubG3x8fBzahw0bJq1TWVnpUPy1LW9bdr8+VqsVd+7cgYeHB9atWwer1YrQ0FDodDrY7XZkZGQgMTGx021qbm5Gc/P/H2mwWtt/ApGI5NXK+o+I6IG6fQRw3bp10Gg0930UFxf3Ray96sCBA9i/fz+ys7Nx5swZ7Nu3D2+//Tb27dvX6TqZmZkwGAzSIzAwsB8jJqKuiBxllDsEIiLF6/YRwF/+8pdYvnz5ffuMHj0a/v7+qKqqcmi/e/cuampq4O/v3+F6/v7+aGlpQW1trcNRwJs3b0rr+Pv7o7Cw0GG9tk8J39vnx58cvnnzJvR6PTw8PAAAr776KtatW4eEhAQAQHh4OK5fv47MzEwkJSV1GN/69euRlpYm/W61WlkEEimMmwvvbkVE9CDdLgD9/Pzg5+f3wH5RUVGora1FUVERJk2aBAA4fvw4WltbERkZ2eE6kyZNgqurK/Ly8hAfHw8AKCkpQWlpKaKioqRxMzIyUFVVJZ1izs3NhV6vx9ixY6U+n332mcPYubm50hgA0NjYCK3W8Y1Cp9OhtbW1021yd3eHu7v7A7ediPpfdIgfNBrgf0KHPrgzEZHK9dm/ymFhYZg1axZWr16NwsJCfPnll0hJSUFCQoL0CeCysjKEhoZKR/QMBgNWrVqFtLQ0fPHFFygqKsKKFSsQFRWFKVOmAABmzJiBsWPH4mc/+xnOnj2LY8eO4Y033kBycrJUnL344ov47rvv8Nprr6G4uBgffPABDhw4gNTUVCm++fPnIyMjA4cPH8a1a9fw8ccfY/v27Vi4cGFfpYSI+tBrsx7F3hX/De9BrnKHQkSkeH32IRAA2L9/P1JSUvD0009Dq9UiPj4ev//976XlNpsNJSUlaGxslNreffddqW9zczNmzpyJDz74QFqu0+mQk5ODX/ziF4iKioKnpyeSkpKwadMmqc+oUaNw+PBhpKam4r333sPw4cPxpz/9CTNnzpT67NixAxs2bMBLL72EqqoqmEwmvPDCCw73EyQiIiIaiPrsPoBqwPsIEcmj7T6A8yICcPpaDW5am3F4zZMYZzLIHRoROQG+f/O7gInICd20NgEAPuO3gBARPRQWgETkdOImPgIAcNVpYb1z9wG9iYjox/r0GkAior4wMfCH20Q13+38U/tERNQ5HgEkIiIiUhkWgETkdNxddXKHQETk1FgAEpHTGW9S56f2iIh6CwtAInI6Wo1G7hCIiJwaC0AiGhDc+R3ARERdxldMIhoQxvh5yR0CEZHTYAFIRAOChqeFiYi6jAUgERERkcqwACQiIiJSGRaARERERCrDApCInA4v9yMi6hkWgETkdDQaDTz4bSBERA+NBSAROaXdSZPlDoGIyGmxACQipzQ1eIjcIRAROS0WgETktAa58iWMiOhh8NWTiIiISGVYABIRERGpDAtAInJacY89AgB46r94PSARUXe4yB0AEdHDWj8nDI8HDcb0R/3kDoWIyKmwACQip2XwcMXSJwLlDoOIyOnwFDARERGRyrAAJCIiIlIZFoBEREREKsMCkIiIiEhlWAASERERqQwLQCIiIiKVYQFIREREpDIsAImIiIhUhgUgERERkcqwACQiIiJSGRaARERERCrDApCIiIhIZVgAEhEREamMi9wBODMhBADAarXKHAkRERF1Vdv7dtv7uBqxAOyB+vp6AEBgYKDMkRAREVF31dfXw2AwyB2GLDRCzeVvD7W2tqK8vBze3t7QaDRyh6NoVqsVgYGB+Pe//w29Xi93OKrD/MuL+ZcX8y8/pc2BEAL19fUwmUzQatV5NRyPAPaAVqvF8OHD5Q7Dqej1ekXs/GrF/MuL+ZcX8y8/Jc2BWo/8tVFn2UtERESkYiwAiYiIiFRGt3Hjxo1yB0HqoNPpMH36dLi48MoDOTD/8mL+5cX8y49zoCz8EAgRERGRyvAUMBEREZHKsAAkIiIiUhkWgEREREQqwwKQiIiISGVYAJIkMzMTTzzxBLy9vTF06FDExcWhpKTkvutcvHgR8fHxGDlyJDQaDX73u9+162O327FhwwaMGjUKHh4eGDNmDDZv3uzwHYyHDh3CjBkz4OvrC41GA4vF0m6cpqYmJCcnw9fXF15eXoiPj8fNmzd7vuEKovQ5mD59OjQajcPjxRdf7PmGK4Rc+bfZbEhPT0d4eDg8PT1hMpmwbNkylJeXO4xTU1ODxMRE6PV6+Pj4YNWqVWhoaOi9BMhM6flve457H1u3bu29BCiAnK9BGzduRGhoKDw9PTF48GDExsaioKDAYZyBvg/0JxaAJMnPz0dycjL++c9/Ijc3FzabDTNmzMDt27c7XaexsRGjR4/G1q1b4e/v32GfrKws7Nq1Czt37sTly5eRlZWFbdu2YceOHVKf27dv48knn0RWVlanz5WamopPP/0UBw8eRH5+PsrLy7Fo0aKH32AFUvocAMDq1atRUVEhPbZt2/ZwG6tAcuW/sbERZ86cwYYNG3DmzBkcOnQIJSUlWLBggcM4iYmJuHjxInJzc5GTk4OTJ0/i+eef770EyEzp+QeATZs2Ofz9v/zyy72z8Qoh52tQSEgIdu7cifPnz+PUqVMYOXIkZsyYgerqaqnPQN8H+pUg6kRVVZUAIPLz87vUf8SIEeLdd99t1z537lyxcuVKh7ZFixaJxMTEdn2vXr0qAIivv/7aob22tla4urqKgwcPSm2XL18WAITZbO5SfM5ISXMghBDR0dHilVde6WL0zk+O/LcpLCwUAMT169eFEEJcunRJABCnT5+W+hw5ckRoNBpRVlbWpficjZLyf7/xBzI556Curk4AEJ9//rkQQp37QF/iEUDqVF1dHQDAaDT2aJypU6ciLy8PV65cAQCcPXsWp06dwuzZs7s8RlFREWw2G2JjY6W20NBQBAUFwWw29yg+JVPSHLTZv38/hgwZgvHjx2P9+vVobGzsUWxKJmf+6+rqoNFo4OPjAwAwm83w8fHB5MmTpT6xsbHQarXtTpMNFErKf5utW7fC19cXEydOxFtvvYW7d+/2KDalk2sOWlpa8Ic//AEGgwETJkwAoM59oC/xdtzUodbWVqxduxY//elPMX78+B6NtW7dOlitVoSGhkKn08FutyMjIwOJiYldHqOyshJubm7tXoyHDRuGysrKHsWnVEqbAwB49tlnMWLECJhMJpw7dw7p6ekoKSnBoUOHehSfEsmZ/6amJqSnp+OZZ56BXq8H8MM+MHToUId+Li4uMBqNA3IfUFr+AWDNmjV4/PHHYTQa8dVXX2H9+vWoqKjA9u3bexSfUskxBzk5OUhISEBjYyMCAgKQm5uLIUOGAFDfPtDXWABSh5KTk3HhwgWcOnWqx2MdOHAA+/fvR3Z2NsaNGweLxYK1a9fCZDIhKSmpF6IdmJQ4B/deaxMeHo6AgAA8/fTT+PbbbzFmzJgex6kkcuXfZrNh6dKlEEJg165dPX5uZ6XE/KelpUk/R0REwM3NDS+88AIyMzPh7u7e4ziVRo45iImJgcViwa1bt/DHP/4RS5cuRUFBQbvCj3qB3OegSXmSk5PF8OHDxXfffdet9Tq79mP48OFi586dDm2bN28Wjz76aLu+nV1/lpeXJwCI77//3qE9KChIbN++vVtxOgMlzkFHGhoaBABx9OjRbsWpdHLlv6WlRcTFxYmIiAhx69Yth2W7d+8WPj4+Dm02m03odDpx6NChbsWpdErMf0cuXLggAIji4uJuxekM5HwNuldwcLDYsmWLEEJd+0B/4DWAJBFCICUlBR9//DGOHz+OUaNG9cq4jY2N0God/9R0Oh1aW1u7PMakSZPg6uqKvLw8qa2kpASlpaWIiorqlTiVQMlz0JG2W8UEBAT0aBylkDP/bUeevvnmG3z++efw9fV16B8VFYXa2loUFRVJbcePH0draysiIyN7JU65KTn/HbFYLNBqtQPq6JTSXoNaW1vR3NwMQB37QH/iKWCSJCcnIzs7G//4xz/g7e0tXVNhMBjg4eEBAFi2bBkeeeQRZGZmAvjhQt1Lly5JP5eVlcFiscDLywvBwcEAgPnz5yMjIwNBQUEYN24cvv76a2zfvh0rV66UnrumpgalpaXSfbfa7jvl7+8Pf39/GAwGrFq1CmlpaTAajdDr9Xj55ZcRFRWFKVOm9E+C+oGS5+Dbb79FdnY25syZA19fX5w7dw6pqamYNm0aIiIi+idBfUyu/NtsNixevBhnzpxBTk4O7Ha79NxGoxFubm4ICwvDrFmzsHr1anz44Yew2WxISUlBQkICTCZTv+apryg5/2azGQUFBYiJiYG3tzfMZjNSU1Px3HPPYfDgwf2ap74k1xzcvn0bGRkZWLBgAQICAnDr1i28//77KCsrw5IlSwBAFftAv5L1+CMpCoAOH3v27JH6REdHi6SkJOn3ttOFP35ER0dLfaxWq3jllVdEUFCQGDRokBg9erR4/fXXRXNzs9Rnz549HY7zm9/8Rupz584d8dJLL4nBgweLn/zkJ2LhwoWioqKiDzPS/5Q8B6WlpWLatGnCaDQKd3d3ERwcLF599VVRV1fXx1npP3Llv7MxAIgvvvhCGuc///mPeOaZZ4SXl5fQ6/VixYoVor6+vo+z0n+UnP+ioiIRGRkpDAaDGDRokAgLCxNbtmwRTU1N/ZCZ/iPXHNy5c0csXLhQmEwm4ebmJgICAsSCBQtEYWGhQ3wDfR/oTxoh7rkNNxERERENeLwGkIiIiEhlWAASERERqQwLQCIiIiKVYQFIREREpDIsAImIiIhUhgUgERERkcqwACQiIiJSGRaARERE1G9OnjyJ+fPnw2QyQaPR4JNPPunW+k1NTVi+fDnCw8Ph4uKCuLi4dn0qKirw7LPPIiQkBFqtFmvXru2t8AcMFoBEpFrLly/v8M3jxIkT0Gg0qK2tlSEqooHt9u3bmDBhAt5///2HWt9ut8PDwwNr1qxBbGxsh32am5vh5+eHN954AxMmTOhJuAMWvwuYiIiI+s3s2bMxe/bsTpc3Nzfj9ddfx1//+lfU1tZi/PjxyMrKwvTp0wEAnp6e2LVrFwDgyy+/7PAftZEjR+K9994DAHz00Ue9vxEDAI8AEhHdx7Vr16DRaNo92t6MiKh3paSkwGw2429/+xvOnTuHJUuWYNasWfjmm2/kDm1A4RFAIqL7CAwMREVFhfR7ZWUlYmNjMW3aNBmj/noUugAAAmRJREFUIhqYSktLsWfPHpSWlsJkMgEAfvWrX+Ho0aPYs2cPtmzZInOEAwcLQCJStZycHHh5eTm02e126WedTgd/f38AP1x8HhcXh6ioKGzcuLE/wyRShfPnz8NutyMkJMShvbm5Gb6+vjJFNTCxACQiVYuJiZGuJ2pTUFCA5557rl3flStXor6+Hrm5udBqeQUNUW9raGiATqdDUVERdDqdw7If/6NGPcMCkIhUzdPTE8HBwQ5tN27caNfvzTffxLFjx1BYWAhvb+/+Co9IVSZOnAi73Y6qqio89dRTcoczoLEAJCJ6gL///e/YtGkTjhw5gjFjxsgdDpFTa2howL/+9S/p96tXr8JiscBoNCIkJASJiYlYtmwZ3nnnHUycOBHV1dXIy8tDREQE5s6dCwC4dOkSWlpaUFNTg/r6elgsFgDAY489Jo3b1tbQ0IDq6mpYLBa4ublh7Nix/bi1yqURQgi5gyAiksPy5ctRW1vb7ka0J06cQExMDL7//nvcuHEDkZGRSEtLQ3JystTHzc0NRqOxv0Mmcnpt+9ePJSUlYe/evbDZbHjzzTfx5z//GWVlZRgyZAimTJmC3/72twgPDwfww21erl+/3m6Me0sajUbTbvmIESNw7dq13tsYJ8YCkIhUqysF4CeffIIVK1a0Wzc6OhonTpzop0iJiHoXC0AiIiIileHH2IiIiIhUhgUgERERkcqwACQiIiJSGRaARERERCrDApCIiIhIZVgAEhEREakMC0AiIiIilWEBSERERKQyLACJiIiIVIYFIBEREZHKsAAkIiIiUhkWgEREREQq839HRAkGNE8z9gAAAABJRU5ErkJggg==\n", | |
"text/plain": [ | |
"<IPython.core.display.Image object>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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