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Created May 14, 2024 22:30
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{
"cells": [
{
"cell_type": "code",
"execution_count": 44,
"id": "1fac6d5e",
"metadata": {},
"outputs": [],
"source": [
"%matplotlib widget"
]
},
{
"cell_type": "code",
"execution_count": 45,
"id": "27a47719",
"metadata": {},
"outputs": [],
"source": [
"from kosmoscraftroom.finder import *"
]
},
{
"cell_type": "code",
"execution_count": 46,
"id": "6aa72157",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"INFO: Query finished. [astroquery.utils.tap.core]\n",
"\n",
" Propagating proper motions from 2016.00 (catalog) to 2023.65 (requested).\n",
" The largest motion was 0.552 arcsec; the median was 0.0398 arcsec.\n",
" \n"
]
}
],
"source": [
"f = Finder('Kepler-51')"
]
},
{
"cell_type": "code",
"execution_count": 47,
"id": "ad6d9fa1",
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "cea07cfbd65941c591e2490b4b490b8b",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"AppLayout(children=(Output(layout=Layout(grid_area='footer')), Canvas(layout=Layout(grid_area='center'), toolb…"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f.interact()#faintest_magnitude_to_label=12)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "2baaedd7",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"INFO: Query finished. [astroquery.utils.tap.core]\n",
"\n",
" Propagating proper motions from 2016.00 (catalog) to 2000.00 (requested).\n",
" The largest motion was 1.15 arcsec; the median was 0.0834 arcsec.\n",
" \n"
]
}
],
"source": [
"from lightkurve import search_lightcurve\n",
"\n",
"indices = list(f.selected.keys())\n",
"gaia_dr3_ids = list(f.stars[indices]['source_id'])\n",
"\n",
"f_2000 = Finder('Kepler-51', epoch=2000.0)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "8f622f5c",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div><i>QTable length=2</i>\n",
"<table id=\"table10947165968\" class=\"table-striped table-bordered table-condensed\">\n",
"<thead><tr><th>source_id</th><th>ra</th><th>dec</th><th>G_gaia_mag</th><th>RP_gaia_mag</th><th>BP_gaia_mag</th><th>parallax</th><th>parallax_error</th><th>pmra</th><th>pmra_error</th><th>pmdec</th><th>pmdec_error</th><th>distance_from_center</th><th>r_sloan_mag</th><th>i_sloan_mag</th><th>g_sloan_mag</th><th>V_johnsoncousins_mag</th><th>R_johnsoncousins_mag</th><th>I_johnsoncousins_mag</th></tr></thead>\n",
"<thead><tr><th></th><th>deg</th><th>deg</th><th>mag</th><th>mag</th><th>mag</th><th>mas</th><th>mas</th><th>mas / yr</th><th>mas / yr</th><th>mas / yr</th><th>mas / yr</th><th>deg</th><th>mag</th><th>mag</th><th>mag</th><th>mag</th><th>mag</th><th>mag</th></tr></thead>\n",
"<thead><tr><th>int64</th><th>float64</th><th>float64</th><th>float32</th><th>float32</th><th>float32</th><th>float64</th><th>float32</th><th>float64</th><th>float32</th><th>float64</th><th>float32</th><th>float64</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th></tr></thead>\n",
"<tr><td>2135275362382289280</td><td>296.4797626892878</td><td>49.937631770097376</td><td>14.666415214538574</td><td>14.136340141296387</td><td>15.031805038452148</td><td>1.2456611282944607</td><td>0.01647661067545414</td><td>0.07452227575654158</td><td>0.020272882655262947</td><td>-7.451047476175879</td><td>0.019091017544269562</td><td>3.938604784200642e-05</td><td>14.631905555725098</td><td>14.464875221252441</td><td>15.13184928894043</td><td>14.829039573669434</td><td>14.434259414672852</td><td>14.058446884155273</td></tr>\n",
"<tr><td>2135275362382288384</td><td>296.47813999703556</td><td>49.93499881618767</td><td>14.814093589782715</td><td>14.278525352478027</td><td>15.174763679504395</td><td>0.3833334689372206</td><td>0.019735438749194145</td><td>-1.9744216479114627</td><td>0.024400847032666206</td><td>-6.5098928583279685</td><td>0.02280094288289547</td><td>0.002870707876795456</td><td>14.779522895812988</td><td>14.61219310760498</td><td>15.280194282531738</td><td>14.97696304321289</td><td>14.581828117370605</td><td>14.205684661865234</td></tr>\n",
"</table></div>"
],
"text/plain": [
"<QTable length=2>\n",
" source_id ra dec ... R_johnsoncousins_mag I_johnsoncousins_mag\n",
" deg deg ... mag mag \n",
" int64 float64 float64 ... float32 float32 \n",
"------------------- ------------------ ------------------ ... -------------------- --------------------\n",
"2135275362382289280 296.4797626892878 49.937631770097376 ... 14.434259414672852 14.058446884155273\n",
"2135275362382288384 296.47813999703556 49.93499881618767 ... 14.581828117370605 14.205684661865234"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"f.stars[indices]"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "419123f1",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<SkyCoord (ICRS): (ra, dec) in deg\n",
" [(296.47976193, 49.9376807 ), (296.47816014, 49.93504157)]>"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"k51 = f_2000.stars[indices][0]\n",
"comp = f_2000.stars[indices][1]\n",
"centers = SkyCoord(ra=f_2000.stars[indices]['ra'], dec=f_2000.stars[indices]['dec'])\n",
"centers"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "e89f4b22",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"No data found for target \"<SkyCoord (ICRS): (ra, dec) in deg\n",
" (296.47816014, 49.93504157)>\".\n"
]
}
],
"source": [
"lcs = [search_lightcurve(c, mission='Kepler') for c in centers]"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "ec0e7c30",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"SearchResult containing 34 data products.\n",
"\n",
"<table id=\"table10945271584\">\n",
"<thead><tr><th>#</th><th>mission</th><th>year</th><th>author</th><th>exptime</th><th>target_name</th><th>distance</th></tr></thead>\n",
"<thead><tr><th></th><th></th><th></th><th></th><th>s</th><th></th><th>arcsec</th></tr></thead>\n",
"<tr><td>0</td><td>Kepler Quarter 01</td><td>2009</td><td><a href='https://archive.stsci.edu/kepler/data_products.html'>Kepler</a></td><td>1800</td><td>kplr011773022</td><td>0.0</td></tr>\n",
"<tr><td>1</td><td>Kepler Quarter 02</td><td>2009</td><td><a href='https://archive.stsci.edu/kepler/data_products.html'>Kepler</a></td><td>1800</td><td>kplr011773022</td><td>0.0</td></tr>\n",
"<tr><td>2</td><td>Kepler Quarter 03</td><td>2009</td><td><a href='https://archive.stsci.edu/kepler/data_products.html'>Kepler</a></td><td>1800</td><td>kplr011773022</td><td>0.0</td></tr>\n",
"<tr><td>3</td><td>Kepler Quarter 04</td><td>2010</td><td><a href='https://archive.stsci.edu/kepler/data_products.html'>Kepler</a></td><td>1800</td><td>kplr011773022</td><td>0.0</td></tr>\n",
"<tr><td>4</td><td>Kepler Quarter 05</td><td>2010</td><td><a href='https://archive.stsci.edu/kepler/data_products.html'>Kepler</a></td><td>1800</td><td>kplr011773022</td><td>0.0</td></tr>\n",
"<tr><td>5</td><td>Kepler Quarter 06</td><td>2010</td><td><a href='https://archive.stsci.edu/kepler/data_products.html'>Kepler</a></td><td>1800</td><td>kplr011773022</td><td>0.0</td></tr>\n",
"<tr><td>6</td><td>Kepler Quarter 07</td><td>2010</td><td><a href='https://archive.stsci.edu/kepler/data_products.html'>Kepler</a></td><td>1800</td><td>kplr011773022</td><td>0.0</td></tr>\n",
"<tr><td>7</td><td>Kepler Quarter 08</td><td>2011</td><td><a href='https://archive.stsci.edu/kepler/data_products.html'>Kepler</a></td><td>1800</td><td>kplr011773022</td><td>0.0</td></tr>\n",
"<tr><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td></tr>\n",
"<tr><td>26</td><td>Kepler Quarter 15</td><td>2013</td><td><a href='https://archive.stsci.edu/kepler/data_products.html'>Kepler</a></td><td>1800</td><td>kplr011773022</td><td>0.0</td></tr>\n",
"<tr><td>27</td><td>Kepler Quarter 16</td><td>2013</td><td><a href='https://archive.stsci.edu/kepler/data_products.html'>Kepler</a></td><td>60</td><td>kplr011773022</td><td>0.0</td></tr>\n",
"<tr><td>28</td><td>Kepler Quarter 16</td><td>2013</td><td><a href='https://archive.stsci.edu/kepler/data_products.html'>Kepler</a></td><td>60</td><td>kplr011773022</td><td>0.0</td></tr>\n",
"<tr><td>29</td><td>Kepler Quarter 16</td><td>2013</td><td><a href='https://archive.stsci.edu/kepler/data_products.html'>Kepler</a></td><td>60</td><td>kplr011773022</td><td>0.0</td></tr>\n",
"<tr><td>30</td><td>Kepler Quarter 16</td><td>2013</td><td><a href='https://archive.stsci.edu/kepler/data_products.html'>Kepler</a></td><td>1800</td><td>kplr011773022</td><td>0.0</td></tr>\n",
"<tr><td>31</td><td>Kepler Quarter 17</td><td>2013</td><td><a href='https://archive.stsci.edu/kepler/data_products.html'>Kepler</a></td><td>60</td><td>kplr011773022</td><td>0.0</td></tr>\n",
"<tr><td>32</td><td>Kepler Quarter 17</td><td>2013</td><td><a href='https://archive.stsci.edu/kepler/data_products.html'>Kepler</a></td><td>60</td><td>kplr011773022</td><td>0.0</td></tr>\n",
"<tr><td>33</td><td>Kepler Quarter 17</td><td>2013</td><td><a href='https://archive.stsci.edu/kepler/data_products.html'>Kepler</a></td><td>1800</td><td>kplr011773022</td><td>0.0</td></tr>\n",
"</table>\n",
"Length = 34 rows"
],
"text/plain": [
"SearchResult containing 34 data products.\n",
"\n",
" # mission year author exptime target_name distance\n",
" s arcsec \n",
"--- ----------------- ---- ------ ------- ------------- --------\n",
" 0 Kepler Quarter 01 2009 Kepler 1800 kplr011773022 0.0\n",
" 1 Kepler Quarter 02 2009 Kepler 1800 kplr011773022 0.0\n",
" 2 Kepler Quarter 03 2009 Kepler 1800 kplr011773022 0.0\n",
" 3 Kepler Quarter 04 2010 Kepler 1800 kplr011773022 0.0\n",
" 4 Kepler Quarter 05 2010 Kepler 1800 kplr011773022 0.0\n",
" 5 Kepler Quarter 06 2010 Kepler 1800 kplr011773022 0.0\n",
" 6 Kepler Quarter 07 2010 Kepler 1800 kplr011773022 0.0\n",
" 7 Kepler Quarter 08 2011 Kepler 1800 kplr011773022 0.0\n",
"... ... ... ... ... ... ...\n",
" 26 Kepler Quarter 15 2013 Kepler 1800 kplr011773022 0.0\n",
" 27 Kepler Quarter 16 2013 Kepler 60 kplr011773022 0.0\n",
" 28 Kepler Quarter 16 2013 Kepler 60 kplr011773022 0.0\n",
" 29 Kepler Quarter 16 2013 Kepler 60 kplr011773022 0.0\n",
" 30 Kepler Quarter 16 2013 Kepler 1800 kplr011773022 0.0\n",
" 31 Kepler Quarter 17 2013 Kepler 60 kplr011773022 0.0\n",
" 32 Kepler Quarter 17 2013 Kepler 60 kplr011773022 0.0\n",
" 33 Kepler Quarter 17 2013 Kepler 1800 kplr011773022 0.0\n",
"Length = 34 rows"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"k51_lcs = search_lightcurve('KIC 11773022')\n",
"k51_lcs"
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "30eb93c8",
"metadata": {},
"outputs": [],
"source": [
"k51_lc_all = k51_lcs.download_all()"
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "0ad9bf67",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x2977f67a0>"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "22a8142113c24c66b2b06cbfa7167eeb",
"version_major": 2,
"version_minor": 0
},
"image/png": 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",
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"\n",
" <div style=\"display: inline-block;\">\n",
" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
" Figure\n",
" </div>\n",
" <img 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' width=848.5/>\n",
" </div>\n",
" "
],
"text/plain": [
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = None\n",
"\n",
"for lc in k51_lc_all:\n",
" ax = lc.normalize().plot(ax=ax)\n",
"plt.legend('off')"
]
},
{
"cell_type": "code",
"execution_count": 35,
"id": "5914adc9",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"SearchResult containing 49 data products.\n",
"\n",
"<table id=\"table11022197584\">\n",
"<thead><tr><th>#</th><th>mission</th><th>year</th><th>author</th><th>exptime</th><th>target_name</th><th>distance</th></tr></thead>\n",
"<thead><tr><th></th><th></th><th></th><th></th><th>s</th><th></th><th>arcsec</th></tr></thead>\n",
"<tr><td>0</td><td>Kepler Quarter 01</td><td>2009</td><td><a href='https://archive.stsci.edu/kepler/data_products.html'>Kepler</a></td><td>1800</td><td>kplr011773022</td><td>0.0</td></tr>\n",
"<tr><td>1</td><td>Kepler Quarter 02</td><td>2009</td><td><a href='https://archive.stsci.edu/kepler/data_products.html'>Kepler</a></td><td>1800</td><td>kplr011773022</td><td>0.0</td></tr>\n",
"<tr><td>2</td><td>Kepler Quarter 03</td><td>2009</td><td><a href='https://archive.stsci.edu/kepler/data_products.html'>Kepler</a></td><td>1800</td><td>kplr011773022</td><td>0.0</td></tr>\n",
"<tr><td>3</td><td>Kepler Quarter 04</td><td>2010</td><td><a href='https://archive.stsci.edu/kepler/data_products.html'>Kepler</a></td><td>1800</td><td>kplr011773022</td><td>0.0</td></tr>\n",
"<tr><td>4</td><td>Kepler Quarter 05</td><td>2010</td><td><a href='https://archive.stsci.edu/kepler/data_products.html'>Kepler</a></td><td>1800</td><td>kplr011773022</td><td>0.0</td></tr>\n",
"<tr><td>5</td><td>Kepler Quarter 06</td><td>2010</td><td><a href='https://archive.stsci.edu/kepler/data_products.html'>Kepler</a></td><td>1800</td><td>kplr011773022</td><td>0.0</td></tr>\n",
"<tr><td>6</td><td>Kepler Quarter 07</td><td>2010</td><td><a href='https://archive.stsci.edu/kepler/data_products.html'>Kepler</a></td><td>1800</td><td>kplr011773022</td><td>0.0</td></tr>\n",
"<tr><td>7</td><td>Kepler Quarter 08</td><td>2011</td><td><a href='https://archive.stsci.edu/kepler/data_products.html'>Kepler</a></td><td>1800</td><td>kplr011773022</td><td>0.0</td></tr>\n",
"<tr><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td></tr>\n",
"<tr><td>41</td><td>TESS Sector 15</td><td>2019</td><td><a href='https://archive.stsci.edu/hlsp/tess-spoc'>TESS-SPOC</a></td><td>1800</td><td>27846348</td><td>0.0</td></tr>\n",
"<tr><td>42</td><td>TESS Sector 15</td><td>2019</td><td><a href='https://archive.stsci.edu/hlsp/tasoc'>TASOC</a></td><td>120</td><td>27846348</td><td>0.0</td></tr>\n",
"<tr><td>43</td><td>TESS Sector 15</td><td>2019</td><td><a href='https://archive.stsci.edu/hlsp/tasoc'>TASOC</a></td><td>1800</td><td>27846348</td><td>0.0</td></tr>\n",
"<tr><td>44</td><td>TESS Sector 15</td><td>2019</td><td><a href='https://archive.stsci.edu/hlsp/tasoc'>TASOC</a></td><td>1800</td><td>27846348</td><td>0.0</td></tr>\n",
"<tr><td>45</td><td>TESS Sector 15</td><td>2019</td><td><a href='https://archive.stsci.edu/hlsp/cdips'>CDIPS</a></td><td>1800</td><td>27846348</td><td>0.0</td></tr>\n",
"<tr><td>46</td><td>TESS Sector 56</td><td>2022</td><td><a href='https://heasarc.gsfc.nasa.gov/docs/tess/pipeline.html'>SPOC</a></td><td>20</td><td>27846348</td><td>0.0</td></tr>\n",
"<tr><td>47</td><td>TESS Sector 56</td><td>2022</td><td><a href='https://heasarc.gsfc.nasa.gov/docs/tess/pipeline.html'>SPOC</a></td><td>120</td><td>27846348</td><td>0.0</td></tr>\n",
"<tr><td>48</td><td>TESS Sector 56</td><td>2022</td><td><a href='https://archive.stsci.edu/hlsp/tess-spoc'>TESS-SPOC</a></td><td>200</td><td>27846348</td><td>0.0</td></tr>\n",
"</table>\n",
"Length = 49 rows"
],
"text/plain": [
"SearchResult containing 49 data products.\n",
"\n",
" # mission year author exptime target_name distance\n",
" s arcsec \n",
"--- ----------------- ---- --------- ------- ------------- --------\n",
" 0 Kepler Quarter 01 2009 Kepler 1800 kplr011773022 0.0\n",
" 1 Kepler Quarter 02 2009 Kepler 1800 kplr011773022 0.0\n",
" 2 Kepler Quarter 03 2009 Kepler 1800 kplr011773022 0.0\n",
" 3 Kepler Quarter 04 2010 Kepler 1800 kplr011773022 0.0\n",
" 4 Kepler Quarter 05 2010 Kepler 1800 kplr011773022 0.0\n",
" 5 Kepler Quarter 06 2010 Kepler 1800 kplr011773022 0.0\n",
" 6 Kepler Quarter 07 2010 Kepler 1800 kplr011773022 0.0\n",
" 7 Kepler Quarter 08 2011 Kepler 1800 kplr011773022 0.0\n",
"... ... ... ... ... ... ...\n",
" 41 TESS Sector 15 2019 TESS-SPOC 1800 27846348 0.0\n",
" 42 TESS Sector 15 2019 TASOC 120 27846348 0.0\n",
" 43 TESS Sector 15 2019 TASOC 1800 27846348 0.0\n",
" 44 TESS Sector 15 2019 TASOC 1800 27846348 0.0\n",
" 45 TESS Sector 15 2019 CDIPS 1800 27846348 0.0\n",
" 46 TESS Sector 56 2022 SPOC 20 27846348 0.0\n",
" 47 TESS Sector 56 2022 SPOC 120 27846348 0.0\n",
" 48 TESS Sector 56 2022 TESS-SPOC 200 27846348 0.0\n",
"Length = 49 rows"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"k51_lcs = search_lightcurve(centers[0], radius=1*u.arcsec)\n",
"k51_lcs"
]
},
{
"cell_type": "code",
"execution_count": 33,
"id": "fa0fb293",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"SearchResult containing 2 data products.\n",
"\n",
"<table id=\"table11017114464\">\n",
"<thead><tr><th>#</th><th>mission</th><th>year</th><th>author</th><th>exptime</th><th>target_name</th><th>distance</th></tr></thead>\n",
"<thead><tr><th></th><th></th><th></th><th></th><th>s</th><th></th><th>arcsec</th></tr></thead>\n",
"<tr><td>0</td><td>TESS Sector 14</td><td>2019</td><td><a href='https://archive.stsci.edu/hlsp/cdips'>CDIPS</a></td><td>1800</td><td>27846348</td><td>0.0</td></tr>\n",
"<tr><td>1</td><td>TESS Sector 15</td><td>2019</td><td><a href='https://archive.stsci.edu/hlsp/cdips'>CDIPS</a></td><td>1800</td><td>27846348</td><td>0.0</td></tr>\n",
"</table>"
],
"text/plain": [
"SearchResult containing 2 data products.\n",
"\n",
" # mission year author exptime target_name distance\n",
" s arcsec \n",
"--- -------------- ---- ------ ------- ----------- --------\n",
" 0 TESS Sector 14 2019 CDIPS 1800 27846348 0.0\n",
" 1 TESS Sector 15 2019 CDIPS 1800 27846348 0.0"
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"comp_lcs = search_lightcurve(centers[1], radius=1*u.arcsec)\n",
"comp_lcs"
]
},
{
"cell_type": "code",
"execution_count": 36,
"id": "cacf7932",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"WARNING: column quality has a unit but is kept as a Column as an attempt to convert it to Quantity failed with:\n",
"TypeError('The value must be a valid Python or Numpy numeric type.') [astropy.table.table]\n",
"WARNING: column irq1 has a unit but is kept as a Column as an attempt to convert it to Quantity failed with:\n",
"TypeError('The value must be a valid Python or Numpy numeric type.') [astropy.table.table]\n",
"WARNING: column irq2 has a unit but is kept as a Column as an attempt to convert it to Quantity failed with:\n",
"TypeError('The value must be a valid Python or Numpy numeric type.') [astropy.table.table]\n",
"WARNING: column irq3 has a unit but is kept as a Column as an attempt to convert it to Quantity failed with:\n",
"TypeError('The value must be a valid Python or Numpy numeric type.') [astropy.table.table]\n",
"WARNING: column rstfc has a unit but is kept as a Column as an attempt to convert it to Quantity failed with:\n",
"TypeError('The value must be a valid Python or Numpy numeric type.') [astropy.table.table]\n",
"WARNING: column quality has a unit but is kept as a Column as an attempt to convert it to Quantity failed with:\n",
"TypeError('The value must be a valid Python or Numpy numeric type.') [astropy.table.table]\n",
"WARNING: column irq1 has a unit but is kept as a Column as an attempt to convert it to Quantity failed with:\n",
"TypeError('The value must be a valid Python or Numpy numeric type.') [astropy.table.table]\n",
"WARNING: column irq2 has a unit but is kept as a Column as an attempt to convert it to Quantity failed with:\n",
"TypeError('The value must be a valid Python or Numpy numeric type.') [astropy.table.table]\n",
"WARNING: column irq3 has a unit but is kept as a Column as an attempt to convert it to Quantity failed with:\n",
"TypeError('The value must be a valid Python or Numpy numeric type.') [astropy.table.table]\n",
"WARNING: column rstfc has a unit but is kept as a Column as an attempt to convert it to Quantity failed with:\n",
"TypeError('The value must be a valid Python or Numpy numeric type.') [astropy.table.table]\n"
]
}
],
"source": [
"lcs = comp_lcs.download_all()"
]
},
{
"cell_type": "code",
"execution_count": 39,
"id": "2c2bab09",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: xlabel='Time - 2457000 [BTJD days]', ylabel='Flux [$\\\\mathrm{mag}$]'>"
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "72199670bc2f4decb96ecf4ba39a14bb",
"version_major": 2,
"version_minor": 0
},
"image/png": 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",
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"\n",
" <div style=\"display: inline-block;\">\n",
" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
" Figure\n",
" </div>\n",
" <img 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' width=848.5/>\n",
" </div>\n",
" "
],
"text/plain": [
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"lcs[0].plot()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "952cbeb4",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"WARNING: column quality has a unit but is kept as a Column as an attempt to convert it to Quantity failed with:\n",
"TypeError('The value must be a valid Python or Numpy numeric type.') [astropy.table.table]\n",
"WARNING: column irq1 has a unit but is kept as a Column as an attempt to convert it to Quantity failed with:\n",
"TypeError('The value must be a valid Python or Numpy numeric type.') [astropy.table.table]\n",
"WARNING: column irq2 has a unit but is kept as a Column as an attempt to convert it to Quantity failed with:\n",
"TypeError('The value must be a valid Python or Numpy numeric type.') [astropy.table.table]\n",
"WARNING: column irq3 has a unit but is kept as a Column as an attempt to convert it to Quantity failed with:\n",
"TypeError('The value must be a valid Python or Numpy numeric type.') [astropy.table.table]\n",
"WARNING: column rstfc has a unit but is kept as a Column as an attempt to convert it to Quantity failed with:\n",
"TypeError('The value must be a valid Python or Numpy numeric type.') [astropy.table.table]\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "c69f14419aa047af828627c2479c8b70",
"version_major": 2,
"version_minor": 0
},
"image/png": 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ivn37mk7l8vX1NV1IfuLECcXGxqp169by9vbWlStX9Msvv2jDhg0aMGCA6cLxki52t7e3V/Xq1c222blzZ33yySf6+OOP1bJlS126dElffPGF3N3d1bp16xLrRvmrdAHkdsXHx6tjx45mbWFhYRo5cqRZ29GjR+Xv7y9HR0eFhoZq6tSppqnEPXv2qKCgwGycoKAg1a5dW/Hx8QQQAABwywwGg8aMGaNmzZppw4YN2rZtmwoKCuTj46OWLVuqZ8+epa574MABXb16Vb/++qt+/fVXs2X9+vXT888/b3qfnZ2tPXv2qHv37iVeoG5ra6uJEydq8eLFWrFihTIyMuTl5aXevXuX+tyNG3F2dtbbb7+tTz75RDNmzJDBYFDz5s01ZMgQU5jx8PCQi4uLli1bposXL6pq1aqqWbOmxo8ff0fHU+Hh4apSpYrWrl2rjRs3ysnJSUFBQRo3bpxpNgWWd98HkLS0NPn4+Ji1+fj4KCsrS5cvX5aTk5NCQkIUGxurBx98UKmpqZo8ebLatGmjgwcPytXVVWlpabK3t5eHh0excW50fmFeXp7y8vJM76+f1wgAACqX1atXl9ju4+NT4jKDwaCOHTsW+yPpzTz//PNmIeNGXFxctGrVqhv2qVatmkaMGHFbNUil76+vr6/p9rqlbe/111+/7e1J0oIFC4q1GQyG2z47BuXvvg8gt+LPP7RNmjRRSEiI6tSpo+XLl5vdVeF2TZ06VZMnTy6LEgEAAIB7QqW7C9bt8vX1LXa3qvT0dLm5ucnJyanEdTw8PPTAAw/o2LFjpjHy8/OVkZFRbJzSrhuRpKioKGVmZppeycnJd7czAAAAQAV33weQ0NBQbdq0yaxt48aNCg0NLXWd7OxsHT9+XH5+fpKkFi1aqEqVKmbjJCYmKikp6YbjODg4yM3NzewFAAAAVGaV7hSs7Oxs08yEdO1uCgkJCfL09FTt2rUVFRWllJQUffbZZ5KkYcOGae7cuRo7dqwGDx6szZs3a/ny5VqzZo1pjDFjxig8PFx16tTRmTNnNGnSJNna2pruc+3u7q7IyEiNHj1anp6ecnNz04gRIxQaGsoF6AAAAMCfVLoAsnv3brVv3970fvTo0ZKkgQMHKjY2VqmpqWZP26xXr57WrFmjUaNGac6cOapVq5Y+/fRTs1vwnj59Wv369dP58+fl5eWl1q1ba+fOnWb3xJ41a5ZsbGzUu3dv5eXlKSwsTB988IEF9hgAAAC4d1S6APLkk0/KaDSWuvx/n3J+fZ19+/aVus6yZctuul1HR0fNmzdP8+bNu6U6AQBAcTY2184OLywstHIluF9d/9m7/rOIsscnCwAAKozrT8j+/fffrVwJ7lfXf/au/yyi7FW6GRAAAHDvcnZ2VqtWrUzPkahfv77p6ddAeSosLNTvv/+u1atXq1WrVnJ2drZ2SZUWAQQAAFQoffr0kVT6w+yA8tSqVSvTzyDKBwEEAABUKDY2Nurbt6/Cw8N18eJFFRUVWbsk3AdsbGxUrVo1Zj4sgAACAAAqJGdnZw4GgUqIi9ABAAAAWAwBBAAAAIDFEEAAAAAAWAwBBAAAAIDFEEAAAAAAWAwBBAAAAIDFEEAAAAAAWAwBBAAAAIDFEEAAAAAAWAwBBAAAAIDFEEAAAAAAWAwBBAAAAIDFEEAAAAAAWAwBBAAAAIDFEEAAAAAAWAwBBAAAAIDFEEAAAAAAWAwBBAAAAIDFVLoAsm3bNoWHh8vf318Gg0FxcXE3XWfLli1q3ry5HBwc1KBBA8XGxpotnzp1qh577DG5urrK29tbPXr0UGJiolmfJ598UgaDwew1bNiwMtwzAAAA4N5X6QJITk6OgoODNW/evFvqf+LECXXt2lXt27dXQkKCRo4cqSFDhmj9+vWmPlu3btXw4cO1c+dObdy4UQUFBerUqZNycnLMxho6dKhSU1NNr3fffbdM9w0AAAC419lZu4Cy1rlzZ3Xu3PmW+8+fP1/16tXTjBkzJEmNGjXS9u3bNWvWLIWFhUmS1q1bZ7ZObGysvL29tWfPHrVt29bU7uzsLF9f3zLYCwAAAKByqnQzILcrPj5eHTt2NGsLCwtTfHx8qetkZmZKkjw9Pc3alyxZoho1auiRRx5RVFSUcnNzb7jtvLw8ZWVlmb0AAACAyqzSzYDcrrS0NPn4+Ji1+fj4KCsrS5cvX5aTk5PZsqKiIo0cOVJPPPGEHnnkEVP7888/rzp16sjf31/79+/XuHHjlJiYqJUrV5a67alTp2ry5Mllu0MAAABABWa1ANKrV6/bXmf+/Pny9vYuh2pu3fDhw3Xw4EFt377drP2ll14y/btx48by8/NThw4ddPz4cQUGBpY4VlRUlEaPHm16n5WVpYCAgPIpHAAAAKgArBZA4uLi9OyzzxabYSjN0qVLlZ2dXeYBxNfXV+np6WZt6enpcnNzK1bbq6++qm+//Vbbtm1TrVq1bjhuSEiIJOnYsWOlBhAHBwc5ODjcRfUAAADAvcWqp2C99957txwovvzyy3KpITQ0VGvXrjVr27hxo0JDQ03vjUajRowYoVWrVmnLli2qV6/eTcdNSEiQJPn5+ZVpvQAAAMC9zGoB5Icffih2EfeNfPfdd6pZs+ZN+2VnZ+vYsWOm9ydOnFBCQoI8PT1Vu3ZtRUVFKSUlRZ999pkkadiwYZo7d67Gjh2rwYMHa/PmzVq+fLnWrFljGmP48OFaunSpvv76a7m6uiotLU2S5O7uLicnJx0/flxLly5Vly5dVL16de3fv1+jRo1S27Zt1aRJk1veRwAAAKCyMxiNRqO1iyhLW7ZsUfv27Yu1Dxw4ULGxsYqIiNDJkye1ZcsWs3VGjRqlQ4cOqVatWnrzzTcVERFhWm4wGErcVkxMjCIiIpScnKwXXnhBBw8eVE5OjgICAtSzZ09NmDBBbm5ut1x7VlaW3N3dlZmZeVvr3am1B1L11yV7dfKdruW+LQAAgMrA0sdrlVGFCCBpaWn6+eefTTMLvr6+CgkJue+eqUEAAQAAqNgIIHfPqteA5OTk6OWXX9ayZctkMBhMp2RduHBBRqNR/fr100cffSRnZ2drlgkAAACgjFj1QYSvvfaadu3apTVr1ujKlStKT09Xenq6rly5orVr12rXrl167bXXrFkiAAAAgDJk1QDy1VdfKTY2VmFhYbK1tTW129raqlOnTlq4cGG53f0KAAAAgOVZNYAUFRXJ3t6+1OX29vYqKiqyYEUAAAAAypNVA0i3bt300ksvad++fcWW7du3T6+88orCw8OtUBkAAACA8mDVADJ37lz5+PioRYsWql69uho1aqRGjRqpevXqevTRR+Xt7a25c+das0QAAAAAZciqd8GqVq2avvvuOx0+fFjx8fFmt+ENDQ1VUFCQNcsDAAAAUMasGkCuCwoKImwAAAAA9wGrnYL1zTffqKCg4Jb7r127VpcvXy7HigAAAACUN6sFkJ49eyojI+OW+z/33HNKTU0tv4IAAAAAlDurnYJlNBoVEREhBweHW+p/5cqVcq7o/pN8IdfaJQAAAOA+Y7UAMnDgwNvq379/f7m5uZVTNfenKwU8YwUAAACWZbUAEhMTY61NAwAAALASqz4HBAAAAMD9pcIEEE9PTyUlJUmSfvrpJ+Xl5Vm5IgAAAABlzaoB5J///Ke2bNmi3NxcGY1GGQwGSVLnzp2VkpJizdIAAAAAlAOrBpDk5GT99a9/lYeHhy5duqSZM2dqx44dKioqMoURAAAAAJWHVZ+E/tFHH0mSzp07p/r16+vChQuKiIjQ5cuXNWTIEHXq1Elt27ZVaGioNcsEAAAAUEasOgPy6aef6vDhw6pRo4ZsbW311ltv6ciRI3J2dtZf/vIXHTlyRAMGDLBmiQAAAADKkFVnQOLi4vSPf/xDkpSdna1Fixbp+eeflyQ9++yzql+/vjXLAwAAAFDGrDoD8u233+rcuXPavn27HB0dtWPHDj366KPKzc3V+PHjtWjRIp08edKaJQIAAAAoQxXiNrxBQUGys7PTRx99pLNnz8rJyUk1a9bUsmXLFBwcbO3yAAAAAJSRChFAJKl169ZydHRUlSpVZDAYNHz4cH333Xe6cOHCbY2zbds2hYeHy9/fXwaDQXFxcTddZ8uWLWrevLkcHBzUoEEDxcbGFuszb9481a1bV46OjgoJCdGuXbvMll+5ckXDhw9X9erV5eLiot69eys9Pf22agcAAAAquwoTQFavXi1vb29J0vjx4+Xp6SlJsrW1va1xcnJyFBwcrHnz5t1S/xMnTqhr165q3769EhISNHLkSA0ZMkTr16839fniiy80evRoTZo0SXv37lVwcLDCwsJ09uxZU59Ro0Zp9erVWrFihbZu3aozZ86oV69et1U7AAAAUNkZjEaj0dpFlBeDwaBVq1apR48epfYZN26c1qxZo4MHD5rannvuOWVkZGjdunWSpJCQED322GOaO3euJKmoqEgBAQEaMWKE/vGPfygzM1NeXl5aunSpnnnmGUnS4cOH1ahRI8XHx6tVq1a3VG9WVpbc3d2VmZkpNze3O9zrWzfn+6Oa9f0RnXyna7lvCwAAoDKw9PFaZVRhZkCsJT4+Xh07djRrCwsLU3x8vCQpPz9fe/bsMetjY2Ojjh07mvrs2bNHBQUFZn2CgoJUu3ZtU5+S5OXlKSsry+wFAAAAVGb3fQBJS0uTj4+PWZuPj4+ysrJ0+fJlnTt3ToWFhSX2SUtLM41hb28vDw+PUvuUZOrUqXJ3dze9AgICymanAAAAgArqvg8g1hQVFaXMzEzTKzk52dolAQAAAOXKqg8irAh8fX2L3a0qPT1dbm5ucnJykq2trWxtbUvs4+vraxojPz9fGRkZZrMgf+5TEgcHBzk4OJTdzgAAAAAVnNVnQAoKCmRnZ2d2EbglhYaGatOmTWZtGzduVGhoqCTJ3t5eLVq0MOtTVFSkTZs2mfq0aNFCVapUMeuTmJiopKQkUx8AAAAAFWAGpEqVKqpdu7YKCwvLZLzs7GwdO3bM9P7EiRNKSEiQp6enateuraioKKWkpOizzz6TJA0bNkxz587V2LFjNXjwYG3evFnLly/XmjVrTGOMHj1aAwcO1KOPPqqWLVtq9uzZysnJ0aBBgyRJ7u7uioyM1OjRo+Xp6Sk3NzeNGDFCoaGht3wHLAAAAOB+YPUAIklvvPGGxo8fr88//9z0/I87tXv3brVv3970fvTo0ZKkgQMHKjY2VqmpqUpKSjItr1evntasWaNRo0Zpzpw5qlWrlj799FOFhYWZ+vTt21d//PGHJk6cqLS0NDVt2lTr1q0zuzB91qxZsrGxUe/evZWXl6ewsDB98MEHd7UvAAAAQGVTIZ4D0qxZMx07dkwFBQWqU6eOqlatarZ87969VqrMsngOCAAAQMXGc0DuXoWYAbnRgwIBAAAAVB4VIoBMmjTJ2iUAAAAAsACr3wULAAAAwP2jQsyAFBYWatasWVq+fLmSkpKUn59vtvzChQtWqgwAAABAWaoQMyCTJ0/WzJkz1bdvX2VmZmr06NHq1auXbGxsFB0dbe3yAAAAAJSRChFAlixZok8++UR///vfZWdnp379+unTTz/VxIkTtXPnTmuXBwAAAKCMVIgAkpaWpsaNG0uSXFxclJmZKUnq1q2b2QMBAQAAANzbKkQAqVWrllJTUyVJgYGB2rBhgyTpl19+kYODgzVLAwAAAFCGKkQA6dmzpzZt2iRJGjFihN588001bNhQAwYM0ODBg61cHQAAAICyUiHugvXOO++Y/t23b1/VqVNHO3bsUMOGDRUeHm7FygAAAACUpQoRQLZt26bHH39cdnbXymnVqpVatWqlq1evatu2bWrbtq2VKwQAAABQFirEKVjt27cv8VkfmZmZat++vRUqAgAAAFAeKkQAMRqNMhgMxdrPnz+vqlWrWqEiAAAAAOXBqqdg9erVS5JkMBgUERFhdserwsJC7d+/X48//ri1ygMAAABQxqwaQNzd3SVdmwFxdXWVk5OTaZm9vb1atWqloUOHWqs8AAAAAGXMqgEkJiZGklS3bl2NGTOG060AAACASq5CXAMyduxYs2tATp06pdmzZ5seSAgAAACgcqgQAaR79+767LPPJEkZGRlq2bKlZsyYoe7du+vDDz+0cnUAAAAAykqFCCB79+5VmzZtJElffvmlfH19derUKX322Wd67733rFwdAAAAgLJSIQJIbm6uXF1dJUkbNmxQr169ZGNjo1atWunUqVNWrg4AAABAWakQAaRBgwaKi4tTcnKy1q9fr06dOkmSzp49Kzc3NytXBwAAAKCsVIgAMnHiRI0ZM0Z169ZVSEiIQkNDJV2bDWnWrJmVqwMAAABQVipEAHnmmWeUlJSk3bt3a926dab2Dh06aNasWXc05rx581S3bl05OjoqJCREu3btKrVvQUGBpkyZosDAQDk6Oio4ONisDunarYINBkOx1/Dhw019nnzyyWLLhw0bdkf1AwAAAJWRVZ8D8me+vr7y9fU1a2vZsuUdjfXFF19o9OjRmj9/vkJCQjR79myFhYUpMTFR3t7exfpPmDBBixcv1ieffKKgoCCtX79ePXv21I4dO0wzML/88osKCwtN6xw8eFB/+ctf1KdPH7Oxhg4dqilTppjeOzs739E+AAAAAJVRhZgBKWszZ87U0KFDNWjQID300EOaP3++nJ2dtXDhwhL7f/755xo/fry6dOmi+vXr65VXXlGXLl00Y8YMUx8vLy9TSPL19dW3336rwMBAtWvXzmwsZ2dns35cwwIAAAD8n0oXQPLz87Vnzx517NjR1GZjY6OOHTsqPj6+xHXy8vLk6Oho1ubk5KTt27eXuo3Fixdr8ODBZg9QlKQlS5aoRo0aeuSRRxQVFaXc3Ny73CMAAACg8qgwp2CVlXPnzqmwsFA+Pj5m7T4+Pjp8+HCJ64SFhWnmzJlq27atAgMDtWnTJq1cudLslKs/i4uLU0ZGhiIiIszan3/+edWpU0f+/v7av3+/xo0bp8TERK1cubLEcfLy8pSXl2d6n5WVdRt7CgAAANx7Kl0AuRNz5szR0KFDFRQUJIPBoMDAQA0aNKjUU7YWLFigzp07y9/f36z9pZdeMv27cePG8vPzU4cOHXT8+HEFBgYWG2fq1KmaPHly2e4MAAAAUIFVulOwatSoIVtbW6Wnp5u1p6enF7vI/TovLy/FxcUpJydHp06d0uHDh+Xi4qL69esX63vq1Cl9//33GjJkyE1rCQkJkSQdO3asxOVRUVHKzMw0vZKTk286JgAAAHAvq3QBxN7eXi1atNCmTZtMbUVFRdq0aZPp+SKlcXR0VM2aNXX16lV99dVX6t69e7E+MTEx8vb2VteuXW9aS0JCgiTJz8+vxOUODg5yc3MzewEAAACVWaU8BWv06NEaOHCgHn30UbVs2VKzZ89WTk6OBg0aJEkaMGCAatasqalTp0qSfv75Z6WkpKhp06ZKSUlRdHS0ioqKNHbsWLNxi4qKFBMTo4EDB8rOzvyjO378uJYuXaouXbqoevXq2r9/v0aNGqW2bduqSZMmltlxAAAAoIKrlAGkb9+++uOPPzRx4kSlpaWpadOmWrdunenC9KSkJNnY/N/kz5UrVzRhwgT9/vvvcnFxUZcuXfT555/Lw8PDbNzvv/9eSUlJGjx4cLFt2tvb6/vvvzeFnYCAAPXu3VsTJkwo130FAAAA7iUGo9FotHYRuCYrK0vu7u7KzMy0yOlYc74/qlnfH9HJd25+OhkAAAAsf7xWGVW6a0AAAAAAVFwEkPtYoHdVa5cAAACA+wwB5D5m8z9PcQcAAADKGwEEAAAAgMUQQAAAAABYDAEEAAAAgMUQQAAAAABYDAEEAAAAgMUQQAAAAABYDAEEAAAAgMUQQAAAAABYDAEEAAAAgMUQQAAAAABYDAEEAAAAgMUQQAAAAABYDAEEAAAAgMUQQAAAAABYDAEEAAAAgMUQQAAAAABYDAEEAAAAgMUQQAAAAABYDAEEAAAAgMVU2gAyb9481a1bV46OjgoJCdGuXbtK7VtQUKApU6YoMDBQjo6OCg4O1rp168z6REdHy2AwmL2CgoLM+ly5ckXDhw9X9erV5eLiot69eys9Pb1c9g8AAAC4F1XKAPLFF19o9OjRmjRpkvbu3avg4GCFhYXp7NmzJfafMGGCPvroI73//vs6dOiQhg0bpp49e2rfvn1m/R5++GGlpqaaXtu3bzdbPmrUKK1evVorVqzQ1q1bdebMGfXq1avc9hMAAAC411TKADJz5kwNHTpUgwYN0kMPPaT58+fL2dlZCxcuLLH/559/rvHjx6tLly6qX7++XnnlFXXp0kUzZsww62dnZydfX1/Tq0aNGqZlmZmZWrBggWbOnKmnnnpKLVq0UExMjHbs2KGdO3eW6/4CAAAA94pKF0Dy8/O1Z88edezY0dRmY2Ojjh07Kj4+vsR18vLy5OjoaNbm5ORUbIbj6NGj8vf3V/369dW/f38lJSWZlu3Zs0cFBQVm2w0KClLt2rVL3S4AAABwv6l0AeTcuXMqLCyUj4+PWbuPj4/S0tJKXCcsLEwzZ87U0aNHVVRUpI0bN2rlypVKTU019QkJCVFsbKzWrVunDz/8UCdOnFCbNm106dIlSVJaWprs7e3l4eFxy9vNy8tTVlaW2QsAAACozCpdALkTc+bMUcOGDRUUFCR7e3u9+uqrGjRokGxs/u/j6dy5s/r06aMmTZooLCxMa9euVUZGhpYvX37H2506darc3d1Nr4CAgLLYHQAAAKDCqnQBpEaNGrK1tS1296n09HT5+vqWuI6Xl5fi4uKUk5OjU6dO6fDhw3JxcVH9+vVL3Y6Hh4ceeOABHTt2TJLk6+ur/Px8ZWRk3PJ2o6KilJmZaXolJyffxp4CAAAA955KF0Ds7e3VokULbdq0ydRWVFSkTZs2KTQ09IbrOjo6qmbNmrp69aq++uorde/evdS+2dnZOn78uPz8/CRJLVq0UJUqVcy2m5iYqKSkpFK36+DgIDc3N7MXAAAAUJnZWbuA8jB69GgNHDhQjz76qFq2bKnZs2crJydHgwYNkiQNGDBANWvW1NSpUyVJP//8s1JSUtS0aVOlpKQoOjpaRUVFGjt2rGnMMWPGKDw8XHXq1NGZM2c0adIk2draql+/fpIkd3d3RUZGavTo0fL09JSbm5tGjBih0NBQtWrVyvIfAgAAAFABVcoA0rdvX/3xxx+aOHGi0tLS1LRpU61bt850YXpSUpLZ9R1XrlzRhAkT9Pvvv8vFxUVdunTR559/bnZB+enTp9WvXz+dP39eXl5eat26tXbu3CkvLy9Tn1mzZsnGxka9e/dWXl6ewsLC9MEHH1hsvwEAAICKzmA0Go3WLgLXZGVlyd3dXZmZmRY5HWvtgVT9dclenXyna7lvCwAAoDKw9PFaZVTprgEBAAAAUHERQAAAAABYDAEEAAAAgMUQQAAAAABYDAEEAAAAgMUQQAAAAABYDAHkPmZjsHYFAAAAuN8QQO5jHRv5aGdUB2uXAQAAgPsIAeQ+ZmdrI193R2uXAQAAgPsIAQQAAACAxRBAAAAAAFgMAQQAAACAxRBAAAAAAFgMAQQAAACAxdhZuwD8H6PRKEnKysqyciUAAAAoyfXjtOvHbbh9BJAK5NKlS5KkgIAAK1cCAACAG7l06ZLc3d2tXcY9yWAkvlUYRUVFOnPmjFxdXWUwlP9jyrOyshQQEKDk5GS5ubmV+/ZQPvgeKw++y8qD77Ly4LusHMryezQajbp06ZL8/f1lY8PVDHeCGZAKxMbGRrVq1bL4dt3c3PiPaiXA91h58F1WHnyXlQffZeVQVt8jMx93h9gGAAAAwGIIIAAAAAAshgByH3NwcNCkSZPk4OBg7VJwF/geKw++y8qD77Ly4LusHPgeKxYuQgcAAABgMcyAAAAAALAYAggAAAAAiyGAAAAAALAYAggAAAAAiyGAALjvRUREqEePHtYuAzcQHR0tg8Egg8Gg2bNnW7uc2/bkk09q5MiRFt3e9c8rISHBYtsFgFtBAAFQqV0/CCvtFR0drTlz5ig2NtbapZbo5MmTioyMVL169eTk5KTAwEBNmjRJ+fn5JfY/duyYXF1d5eHhYdYeGxtbbN8dHR3N+pT2GU2bNs3U58KFC+rfv7/c3Nzk4eGhyMhIZWdnm42zf/9+tWnTRo6OjgoICNC7775brM4VK1YoKChIjo6Oaty4sdauXXvTz+Lhhx9WamqqXnrpJVNb3bp1TXXa2trK399fkZGRunjxoqRr4fJG33/dunUlFQ8Ifz6Ad3BwUM2aNRUeHq6VK1fetM6KYOXKldq1a5e1ywCAEhFAAFRqqampptfs2bPl5uZm1jZmzBi5u7sXO2CvKA4fPqyioiJ99NFH+u233zRr1izNnz9f48ePL9a3oKBA/fr1U5s2bUoc63/3/dSpU2bL/7wsNTVVCxculMFgUO/evU19+vfvr99++00bN27Ut99+q23btpkFgqysLHXq1El16tTRnj17NG3aNEVHR+vjjz829dmxY4f69eunyMhI7du3Tz169FCPHj108ODBG34WdnZ28vX1lbOzs1n7lClTlJqaqqSkJC1ZskTbtm3T3/72N0nSnDlzzPZJkmJiYkzvf/nll1K3N3ToUKWmpur48eP66quv9NBDD+m5554z29+KytPTU15eXtYuAwBKZgSA+0RMTIzR3d29WPvAgQON3bt3N71v166d8dVXXzW+9tprRg8PD6O3t7fx448/NmZnZxsjIiKMLi4uxsDAQOPatWvNxjlw4IDx6aefNlatWtXo7e1tfOGFF4x//PFHme/Hu+++a6xXr16x9rFjxxpfeOGFEveztH2/ke7duxufeuop0/tDhw4ZJRl/+eUXU9t3331nNBgMxpSUFKPRaDR+8MEHxmrVqhnz8vJMfcaNG2d88MEHTe+fffZZY9euXc22FRISYnz55ZdLrWXSpEnG4ODgYu116tQxzpo1y6ztrbfeMj700EMljiPJuGrVqmLt7dq1M7722mulvr9u4cKFRknGjRs3llprdna28cUXXzRWrVrV6Ovra5w+fXqx8T777DNjixYtjC4uLkYfHx9jv379jOnp6Uaj0WgsKioyBgYGGqdNm2Y27r59+4ySjEePHjUWFRUZJ02aZAwICDDa29sb/fz8jCNGjDDrf+LECaMk4759+0qtFQCsgRkQACjBokWLVKNGDe3atUsjRozQK6+8oj59+ujxxx/X3r171alTJ7344ovKzc2VJGVkZOipp55Ss2bNtHv3bq1bt07p6el69tlny7y2zMxMeXp6mrVt3rxZK1as0Lx580pdLzs7W3Xq1FFAQIC6d++u3377rdS+6enpWrNmjSIjI01t8fHx8vDw0KOPPmpq69ixo2xsbPTzzz+b+rRt21b29vamPmFhYUpMTDSdFhUfH6+OHTuabS8sLEzx8fG3sPc3lpKSotWrVyskJOSuxyrJwIEDVa1atRueivX6669r69at+vrrr7VhwwZt2bJFe/fuNetTUFCgt956S7/++qvi4uJ08uRJRURESLp2KtzgwYMVExNjtk5MTIzatm2rBg0a6KuvvtKsWbP00Ucf6ejRo4qLi1Pjxo3LfH8BoDwQQACgBMHBwZowYYIaNmyoqKgoOTo6qkaNGho6dKgaNmyoiRMn6vz589q/f78kae7cuWrWrJn+9a9/KSgoSM2aNdPChQv1ww8/6MiRI2VW17Fjx/T+++/r5ZdfNrWdP39eERERio2NlZubW4nrPfjgg1q4cKG+/vprLV68WEVFRXr88cd1+vTpEvsvWrRIrq6u6tWrl6ktLS1N3t7eZv3s7Ozk6emptLQ0Ux8fHx+zPtff36zP9eW3a9y4cXJxcZGTk5Nq1aolg8GgmTNn3tFYN2NjY6MHHnhAJ0+eLHF5dna2FixYoOnTp6tDhw5q3LixFi1apKtXr5r1Gzx4sDp37qz69eurVatWeu+99/Tdd9+ZrqeJiIhQYmKi6TqOgoICLV26VIMHD5YkJSUlydfXVx07dlTt2rXVsmVLDR06tFz2GQDKGgEEAErQpEkT079tbW1VvXp1s78wXz+APnv2rCTp119/1Q8//CAXFxfTKygoSJJ0/PjxErfx577Dhg27aU0pKSl6+umn1adPH7ODzaFDh+r5559X27ZtS103NDRUAwYMUNOmTdWuXTutXLlSXl5e+uijj0rsv3DhQvXv37/YheoV0euvv66EhATt379fmzZtkiR17dpVhYWF5bI9o9Eog8FQ4rLjx48rPz/fbAbG09NTDz74oFm/PXv2KDw8XLVr15arq6vatWsn6VqwkCR/f3917dpVCxculCStXr1aeXl56tOnjySpT58+unz5surXr6+hQ4dq1apVxUIOAFRUBBAAKEGVKlXM3hsMBrO26wegRUVFkq795Ts8PFwJCQlmr6NHj5YaDP7cb8qUKTes58yZM2rfvr0ef/xxswu6pWunX02fPl12dnays7NTZGSkMjMzZWdnZzqALWn/mjVrpmPHjhVb9uOPPyoxMVFDhgwxa/f19TUFruuuXr2qCxcuyNfX19QnPT3drM/19zfrc3357apRo4YaNGighg0b6qmnntLs2bO1Y8cO/fDDD3c03o0UFhbq6NGjqlev3h2PkZOTo7CwMLm5uWnJkiX65ZdftGrVKkkyu7vZkCFDtGzZMl2+fFkxMTHq27ev6QL8gIAAJSYm6oMPPpCTk5P++te/qm3btiooKLi7HQQACyCAAEAZaN68uX777TfVrVtXDRo0MHtVrVq1xHX+3Od/T236s5SUFD355JNq0aKFYmJiZGNj/p/u+Pj4YmHG1dVVCQkJ6tmzZ4ljFhYW6sCBA/Lz8yu2bMGCBWrRooWCg4PN2kNDQ5WRkaE9e/aY2jZv3qyioiLTX/xDQ0O1bds2swPhjRs36sEHH1S1atVMfa7PVPy5T2hoaKmfwe2wtbWVJF2+fLlMxvuzRYsW6eLFi2Z3BvuzwMBAValSxXRNjCRdvHjR7DS8w4cP6/z583rnnXfUpk0bBQUFFQt2ktSlSxdVrVpVH374odatW2c6/eo6JycnhYeH67333tOWLVsUHx+vAwcOlNGeAkD5sbN2AQBQGQwfPlyffPKJ+vXrp7Fjx8rT01PHjh3TsmXL9Omnn5oOim/X9fBRp04dTZ8+XX/88Ydp2fUZg0aNGpmts3v3btnY2OiRRx4xtU2ZMkWtWrVSgwYNlJGRoWnTpunUqVPFZjmysrK0YsUKzZgxo1gtjRo10tNPP62hQ4dq/vz5Kigo0KuvvqrnnntO/v7+kqTnn39ekydPVmRkpMaNG6eDBw9qzpw5mjVrlmmc1157Te3atdOMGTPUtWtXLVu2TLt37y42s3OrLl26pLS0NBmNRiUnJ2vs2LHy8vLS448/fkfjXZebm6u0tDRdvXpVp0+f1qpVqzRr1iy98sorat++fYnruLi4KDIyUq+//rqqV68ub29vvfHGG2ahsXbt2rK3t9f777+vYcOG6eDBg3rrrbeKjWVra6uIiAhFRUWpYcOGZgEtNjZWhYWFCgkJkbOzsxYvXiwnJyfVqVPnrvYZACyBGRAAKAP+/v766aefVFhYqE6dOqlx48YaOXKkPDw8is1Y3I6NGzfq2LFj2rRpk2rVqiU/Pz/T63ZcvHhRQ4cOVaNGjdSlSxdlZWVpx44deuihh8z6LVu2TEajUf369StxnCVLligoKEgdOnRQly5d1Lp1a7Pg4O7urg0bNujEiRNq0aKF/v73v2vixIlmz854/PHHtXTpUn388ccKDg7Wl19+qbi4OLPAdDsmTpwoPz8/+fv7q1u3bqpatao2bNig6tWr3/IYRUVFsrMz/5vcJ598Ij8/PwUGBqpXr146dOiQvvjiC33wwQc3HGvatGlq06aNwsPD1bFjR7Vu3VotWrQwLffy8lJsbKxWrFihhx56SO+8846mT59e4liRkZHKz8/XoEGDzNo9PDz0ySef6IknnlCTJk30/fffa/Xq1be1zwBgLQaj0Wi0dhEAANxIdHS04uLilJCQUC7jBwUFaciQIRozZky5jH+nfvzxR3Xo0EHJycnF7hx2MydPnlS9evW0b98+NW3atHwKBIA7wAwIAOCecODAAbm4uNx0BuJ2nD17VosWLVJiYqI6dOhQZuPerby8PJ0+fVrR0dHq06fPbYePzp076+GHHy6n6gDg7jADAgCo8C5cuKALFy5IunYKk7u7e5mM27x5c128eFGjR4/WiBEjymTMshAbG6vIyEg1bdpU33zzjWrWrHlb66ekpJguwr9+zQkAVBQEEAAAAAAWwylYAAAAACyGAAIAAADAYgggAAAAACyGAAIAAADAYgggAAAAACyGAAIAAADAYgggAAAAACyGAAIAAADAYgggAAAAACzGztoF4P8UFRXpzJkzcnV1lcFgsHY5AAAA+B9Go1GXLl2Sv7+/bGz4W/6dIIBUIGfOnFFAQIC1ywAAAMBNJCcnq1atWtYu455EAKlAXF1dJV37gXZzc7NyNQAAAPhfWVlZCggIMB234fYRQCqQ66ddubm5EUAAAAAqME6Xv3OcuAYAAADAYgggAAAAACyGAAIAAADAYgggAAAAACyGi9ABALCA3NxcXbx4UUVFRdYuBUAJbGxsVK1aNTk7O1u7lEqPAAIAQDkqKirSihUrtHPnTmuXAuAWtGrVSn369OEhg+WIAAIAQDm6Hj7Cw8NVv3592draWrskACUoLCzU77//rtWrV0uS+vbta+WKKi8CCAAA5SQ3N9cUPp566ilrlwPgJurWrStJWr16tcLDwzkdq5wwtwQAQDm5ePGiJKl+/fpWrgTArbr++3r99xdljwACAEA5uX7BOaddAfeO67+v3DCi/BBAAAAAAFgM14AAAICb2r59u7Zs2aJjx44pOztb/v7+Cg8PV8eOHWUwGCRJP/74o3788UcdOXJE58+f16BBg9SrVy+zcdLS0vTRRx/pxIkTysrKkqurqxo1aqQXX3xRNWvWNPX7/vvvNWfOnGJ19O7dWxEREZKuXWMTFxen3bt368yZM6pSpYoaNmyoAQMGmM7ll6SlS5fqP//5T4n79fTTT2v48OE37PfXv/5VnTt3Nr2fMWOGEhMTdeHCBdnZ2alu3bp69tln1bx582LrHj58WIsXL9aRI0ckSbVr19Zf//pX02k+t/K5StKCBQu0Z88enTt3TpJUs2ZN9ezZU23btjXb3tmzZ7Vo0SIdOHBAV65cUc2aNfXMM8/oiSeeMPW5lW3e6mcrSadOnVJsbKyOHDmiwsJC1a1bV88//7yaNGli1u/777/Xl19+qfT0dHl5eSk8PFzh4eGm5eWxzf/+979asGCBTpw4IXd3d3Xp0kW9e/c2+2xheQQQAABwU3FxcfLx8VFkZKTc3NyUkJCguXPn6ty5c+rXr58k6aefflJ6eroee+wxrVu3rsRxLl++rGrVqqlNmzby8vLShQsX9OWXX2r8+PF677335O7ubtZ/8uTJZhcCV69e3fTvP/74Q+vWrdNf/vIXvfDCCyooKNCqVas0ZswYzZo1SwEBAZKkTp06FQsHv/32m2JjY9WiRQuzdnt7e7399ttmbb6+vmbvCwoK1KNHD/n7+ys/P18bN27U5MmT9a9//UsPP/ywqd+vv/6qyZMnq2PHjurdu7cKCwt15MgR5eXl3dbnKklXrlxRWFiYatWqJYPBoJ9++knTpk1TUVGRnnzySVNdkyZNkiQNHTpULi4u+uGHH/Tvf/9b0dHRps/gVrZ5q59tZmamJkyYIB8fH/3tb3+TnZ2dVq9erejoaM2cOdMUHH788UfNmTNH/+///T89+uij+u233/Tpp5/KYDCoW7du5bLNM2fOaNKkSWratKlefPFFnThxQosWLZKNjU2xYAwLM6LCyMzMNEoyZmZmWrsUAEAZSEpKMo4cOdKYlJRk7VLuWkZGRrG2999/3/jss88aCwsLjUaj0fS/RqPR2K1bN+NXX311S2OnpKQYu3XrZvzhhx9MbRs3bjR269atxO1ed/nyZePly5fN2nJzc439+vUzzp8//4bbnDlzpvG5554z5ufnm9qWLFlifOaZZ26p5j+7evWqMSIiwvj++++btQ0ePNgYExNzw3Vv5XMtzeuvv26cMGGC6f1///tfY7du3Yz79+83tRUWFhoHDx5snDNnzm1t81Y/261btxq7detmTEtLM7VduXLF2KtXL+N//vMfU9vLL79sfPvtt83Gmz9/vrFfv37GgoKCctnm+++/bxw8eLDZd7xo0SJj3759zdr+181+bzleu3tcAwIAAG7qf2cmpGt3C8rNzdWVK1ck6Y4f3Obq6ipJunr16m2t5+joKEdHR7M2Jycn+fn56fz586Wul5+fr507d+qJJ55QlSpVbr/g/2FraysXFxcVFBSY2hISEnT27FmzU4xKciufa2lcXV3NPrPCwkJJMpsxsrGxkbOzs4xG421t81Y/2+vbr1q1qqnN3t5ednZ2pm1euXJFZ86cUbNmzczGa9asmS5duqTDhw+X+TYlac+ePWrVqpXZd9ymTRvl5OSYtgnrIIAAAIA7cujQIVWvXv2OnpVQVFSkq1evKj09XfPnz1eNGjUUGhparN+rr76q7t27a8iQIVqxYoXpILs02dnZOnXqlOl0nZL88ssvys3NVbt27Yoty8/PV//+/dW9e3f99a9/1fr160scw2g0qrCwUFlZWVq5cqXOnDljdp1IYmKiXF1ddfToUQ0bNkzdu3fXyy+/rM2bN9+wfqn0z/X6NrOzs7V582bt27fPdPqSJAUFBal27dr6/PPPlZaWpuzsbK1evVopKSkKCwu7o23+WUmfbcuWLeXh4aEFCxbowoULyszM1KJFi2QwGNS+fXtJ1wKD0WgsFvauv09OTi7zbV65ckXnzp1TrVq1zMa7fgrb6dOnb/h5oHxxDQgAALhtv/32m3788UcNHjz4jtafNWuWtmzZIkny8/PTP//5T7O/aHt6eur555/Xgw8+KEnatWuXFi9erPPnz2vYsGGljhsbGyuDwWAWBv7X1q1bVb16dbPrNa7XMXDgQAUGBio/P19bt27V3LlzlZOTU+yagQ0bNmju3LmSrv2VfuzYsQoKCjItv3jxovLy8jRnzhz1799fAQEB2rp1q2bNmiUPD48SL1iXbvy5/vrrr3rzzTclXZt1efnll80uLre1tdXbb7+tf/7znxo6dKikazMDr7/+ulltt7PNPyvps3VxcdG///1vTZkyRQMHDpR0bWYmOjradO2Mi4uLXF1ddeTIEXXs2NG0bmJioqRrIaOst5mTkyPJfJZEuhZ6HBwcdOnSpRvuK8oXAQQAANyWc+fO6d1331Xjxo1veopRafr376/w8HD98ccf+uabbzRhwgT9+9//lre3tySpefPmZgfpzZs3l729vb7++ms9++yz8vT0LDbm999/r/Xr12vkyJGqUaNGidvNzs7W7t271bVr12KnjF3/6/l1jz32mK5evarly5fr//2//yc7u/87bGrVqpXq16+vrKws/fTTT/r3v/+t8ePH69FHH5V0bbYiPz9fAwcONM1SBAcH6/Tp01q+fHmJAeRmn+sDDzygmTNnKjc3V3v27NHHH38sW1tbderUSZKUl5end955R0ajUePHj5ezs7N++uknTZ8+XdHR0WrcuPFtb/Nmn21GRobefvtt+fr6asiQIbKxsdH69ev11ltv6Z133jHNXHTp0kWrVq3SQw89pEcffVSHDh3SN998U+r2ymKbqLgIIAAAVBBvrDqg9Kwbn/d/u3zcHPV2z+IHnncqOztb0dHRcnNzU1RU1B1f9+Hr6ytfX1898MADatGihV5++WWtXLnyhrMbrVu31qpVq/T7778XCyC7d+/W3Llz1bdvX3Xo0KHUMXbs2KGCggLTnaNupnXr1vrpp5+UmppqdmDr7u5uupaiRYsWunTpkmJiYkwBxMXFRdK10PFnwcHBWrNmTbHt3Mrn6uzsrIYNG5rGKSws1IIFC9ShQwfZ2tpq48aNOnLkiGJiYky1BQcHKzU1VZ999pmmTZt229uUbvzZfvXVV8rOztbs2bNNp1QFBwdr+PDhWrZsmV5//XVJUp8+fZSWlqaZM2fKaDTK0dFRERERmj9/folh8m63eX3m4/pMyHUFBQXKy8szXXcE6yCAAABQQZRlUCgPeXl5mjJlinJycjR9+vRip7fcKUdHRwUEBCg1NfWO1j98+LDeeecdPfXUU3rhhRdu2Hfr1q2qVauWAgMD72hbpWnQoIH27Nljel+7du1S++bn55u9v9PPtUGDBvrmm2+UlZWlatWqKSkpSdWrVy92kXn9+vWLXXtyq9u82WebnJysWrVqmV3fYWtrq7p16yotLc3U5uDgoDFjxmjo0KG6ePGifH19lZSUJEmm0+zKcpuOjo6qUaNGsWs9UlJSZDQai10bAsuqdBehb9u2TeHh4fL395fBYFBcXNxN19myZYuaN28uBwcHNWjQQLGxsWbLo6OjZTAYzF7/ey7llStXNHz4cFWvXl0uLi7q3bu30tPTy3DPAACwnsLCQv373//W6dOnNXnyZLPncdyt3NxcnTx5Uj4+Pjfs9+OPP8rGxsYsPCQlJWnKlClq0qSJ6YGCpblw4YIOHjxY4sXnpdm2bZuqVq0qPz+/G/Y7dOiQ2fNCmjVrJjs7OyUkJJj1S0hIUIMGDUzv7+ZzPXTokJydneXm5iZJ8vb21rlz55SZmWnW79ixY6ZT225nm7fy2Xp7e+v06dNmoaqwsFAnT5402+Z17u7uqlu3rhwdHbVmzRo9/PDDZmGgLLfZokUL/fzzz2Z3Cvvxxx9VtWrVG14Tg/JX6WZAcnJyFBwcrMGDB9/SQ2ZOnDihrl27atiwYVqyZIk2bdqkIUOGyM/Pz+yOEQ8//LC+//570/s/nwcqSaNGjdKaNWu0YsUKubu769VXX1WvXr30008/ld3OAQBgJR9++KF++eUXRUZGKjc31+w2poGBgapSpYqSkpLM7mh06tQp/fTTT3JwcDCdmrR06VLl5OTooYcekpubm86ePavVq1eroKBA3bt3N607ceJENWnSxPRQuZ9//lnr169XeHi4qlWrJunatQCTJk2Svb29unfvrqNHj5rWd3Z2LjYLsW3bNhUVFZUaQEaOHKmnnnpKtWrVUn5+vrZs2aL4+HgNHTrU9P/7v/zyizZv3qzHHntMXl5eunTpkrZu3aq9e/eaTjeSpGrVqqlbt25avHixDAaDatWqpW3btikxMVHR0dG39bmeOHFCsbGxat26tby9vXXlyhX98ssv2rBhgwYMGCBbW1tJUrt27bRixQpFR0frmWeekZOTk3766Sft379fo0ePvq1t3upn26lTJ23YsEH//Oc/1a1bN9nY2GjdunU6c+aMXn31VdM6u3fvVmpqqmrXrq3s7Gxt2bJFBw4c0L///W9Tn7LeZq9evbR161ZNmzZNXbp00alTp7Ry5Uq9+OKLZXL7Zdw5g/HPN0yuZAwGg1atWqUePXqU2mfcuHFas2aNDh48aGp77rnnlJGRYXqKa3R0tOLi4or9FeO6zMxMeXl5aenSpXrmmWckXZs+bNSokeLj49WqVatbqjcrK0vu7u7KzMw0/TUDAHDvSk5O1syZMzV69Oh7/sLYyMhInT17tsRln376qXx8fLR06VL95z//Kbbc29tbCxYskHQtSMTFxenUqVO6cuWK6W5Uzz33nNkMwscff6w9e/bo3LlzMhqNqlmzpv7yl78oPDxcBoNBknTgwAGNHz++xJoeeeQRTZ061axt1KhRsrGx0YwZM0pc59///reOHDmijIwMSVLdunUVHh5udr1IcnKyFi1apKNHjyorK0tubm6qW7eunnnmmWIXeRcWFuqLL77Qhg0blJmZqYCAAPXv318hISG39blevHhRn376qQ4fPqyLFy+qatWqqlmzpnr06FHsGOPYsWNavHixjh8/rry8PPn7+6t79+5mF9jfyjZv57P99ddftWzZMp06dUpFRUWqXbu2+vbta/aU+X379ikmJkZnzpyRnZ2dHnnkEQ0cONDs96KstylJ//3vf7VgwQL9/vvvcnd3V5cuXfTMM8+YfoZKcrPfW47X7t59H0Datm2r5s2ba/bs2aa2mJgYjRw50jSFGR0drWnTpsnd3V2Ojo4KDQ3V1KlTTUl88+bN6tChgy5evCgPDw/TOHXq1NHIkSM1atSoEredl5envLw80/usrCwFBATwAw0AlURlCiDA/YIAUv4q3TUgtystLa3YOac+Pj7KysrS5cuXJUkhISGKjY3VunXr9OGHH+rEiRNq06aN6R7SaWlpsre3Nwsf18f58wVY/2vq1Kmmu2i4u7vzf04AAACo9O77AHIrOnfurD59+qhJkyYKCwvT2rVrlZGRoeXLl9/VuFFRUcrMzDS9bvQkUAAAAKAyqHQXod8uX1/fYnerSk9Pl5ubm5ycnEpcx8PDQw888ICOHTtmGiM/P18ZGRlmsyDp6elm57P+LwcHBzk4ONz9TgAAAAD3iPt+BiQ0NFSbNm0ya9u4caNCQ0NLXSc7O1vHjx833ZKvRYsWqlKlitk4iYmJSkpKuuE4AAAAwP2m0s2AZGdnm2YmpGu32U1ISJCnp6dq166tqKgopaSk6LPPPpMkDRs2THPnztXYsWM1ePBgbd68WcuXLzd7SumYMWMUHh6uOnXq6MyZM5o0aZJsbW3Vr18/SdfuaR0ZGanRo0fL09NTbm5uGjFihEJDQ2/5DlgAAADA/aDSBZDdu3eb3Wru+n2vBw4cqNjYWKWmppqevClJ9erV05o1azRq1CjNmTNHtWrV0qeffmr2DJDTp0+rX79+On/+vLy8vNS6dWvt3LlTXl5epj6zZs2SjY2Nevfurby8PIWFhemDDz6wwB4DACoqG5trJxoUFhZauRIAt+r67+v131+UvUp9G957Dbd1A4DKJTc3V2+88YbCw8P11FNPWbscALdg8+bNWr16td5++205OzsXW87x2t2rdDMgAABUFM7OzmrVqpVWr14tSapfv77pqdUAKpbCwkL9/vvvWr16tVq1alVi+EDZIIAAAFCO+vTpI0mmEAKgYmvVqpXp9xblg1OwKhCm9ACg8srNzdXFixdVVFRk7VIAlMDGxkbVqlW76cwHx2t3jxkQAAAswNnZmVM6AEA8BwQAAACABRFAAAAAAFgMAQQAAACAxRBAAAAAAFgMAQQAAACAxRBAAAAAAFgMAQQAAACAxRBAAAAAAFgMAQQAAACAxRBAAAAAAFgMAQQAAACAxRBAAAAAAFgMAQQAAACAxRBAAAAAAFgMAQQAAACAxRBAAAAAAFgMAQQAAACAxRBAAAAAAFhMpQsg27ZtU3h4uPz9/WUwGBQXF3fTdbZs2aLmzZvLwcFBDRo0UGxsrNnyqVOn6rHHHpOrq6u8vb3Vo0cPJSYmmvV58sknZTAYzF7Dhg0rwz0DAAAA7n2VLoDk5OQoODhY8+bNu6X+J06cUNeuXdW+fXslJCRo5MiRGjJkiNavX2/qs3XrVg0fPlw7d+7Uxo0bVVBQoE6dOiknJ8dsrKFDhyo1NdX0evfdd8t03wAAAIB7nZ21CyhrnTt3VufOnW+5//z581WvXj3NmDFDktSoUSNt375ds2bNUlhYmCRp3bp1ZuvExsbK29tbe/bsUdu2bU3tzs7O8vX1LYO9AAAAACqnSjcDcrvi4+PVsWNHs7awsDDFx8eXuk5mZqYkydPT06x9yZIlqlGjhh555BFFRUUpNze37AsGAAAA7mGVbgbkdqWlpcnHx8eszcfHR1lZWbp8+bKcnJzMlhUVFWnkyJF64okn9Mgjj5jan3/+edWpU0f+/v7av3+/xo0bp8TERK1cubLUbefl5SkvL8/0Pisrq4z2CgAAAKiYrBZAevXqddvrzJ8/X97e3uVQza0bPny4Dh48qO3bt5u1v/TSS6Z/N27cWH5+furQoYOOHz+uwMDAEseaOnWqJk+eXK71AgAAABWJ1U7BiouLk729vdzd3W/ptWbNGmVnZ5d5Hb6+vkpPTzdrS09Pl5ubW7HZj1dffVXffvutfvjhB9WqVeuG44aEhEiSjh07VmqfqKgoZWZmml7Jycl3uBcAAADAvcGqp2C99957tzyj8eWXX5ZLDaGhoVq7dq1Z28aNGxUaGmp6bzQaNWLECK1atUpbtmxRvXr1bjpuQkKCJMnPz6/UPg4ODnJwcLizwgEAAIB7kNUCyA8//FDsIu4b+e6771SzZs2b9svOzjabdThx4oQSEhLk6emp2rVrKyoqSikpKfrss88kScOGDdPcuXM1duxYDR48WJs3b9by5cu1Zs0a0xjDhw/X0qVL9fXXX8vV1VVpaWmSJHd3dzk5Oen48eNaunSpunTpourVq2v//v0aNWqU2rZtqyZNmtzyPgIAAACVncFoNBqtXURZ2rJli9q3b1+sfeDAgYqNjVVERIROnjypLVu2mK0zatQoHTp0SLVq1dKbb76piIgI03KDwVDitmJiYhQREaHk5GS98MILOnjwoHJychQQEKCePXtqwoQJcnNzu+Xas7Ky5O7urszMzNtaDwAAAJbB8drdqxABpLCwULa2tqb3P//8s/Ly8hQaGqoqVapYsTLL4gcaAACgYuN47e5Z9Tkgqampat26tRwcHNSuXTtdvHhR3bp1U2hoqJ588kk98sgjSk1NtWaJAAAAAMqQVQPIuHHjZDQatWrVKvn5+albt27KyspScnKyTp48KS8vL7399tvWLBEAAABAGbLqXbC+//57rVy5Uq1atdITTzyhGjVqaOPGjaaLzadMmaKhQ4das0QAAAAAZciqMyAXL140hQ1PT085OzurTp06puUNGjTgFCwAAACgErFqAPH29jYLGK+++qrZrXkvXryoqlWrWqM0AAAAAOXAqgGkadOmio+PN71/5513zALI9u3beY4GAAAAUIlY9RqQr7/++obLH3vsMbVr185C1QAAAAAob1YNIDfTsmVLa5cAAAAAoAxZ7RSsb775RgUFBbfcf+3atbp8+XI5VgQAAACgvFktgPTs2VMZGRm33P+5557jjlgAAADAPc5qp2AZjUZFRETIwcHhlvpfuXKlnCsCAAAAUN6sFkAGDhx4W/379+8vNze3cqoGAAAAgCVYLYDExMRYa9MAAAAArMSqzwEBAAAAcH+pMAHE09NTSUlJkqSffvpJeXl5Vq4IAAAAQFmzagD55z//qS1btig3N1dGo1EGg0GS1LlzZ6WkpFizNAAAAADlwKoBJDk5WX/961/l4eGhS5cuaebMmdqxY4eKiopMYQQAAABA5WHVJ6F/9NFHkqRz586pfv36unDhgiIiInT58mUNGTJEnTp1Utu2bRUaGmrNMgEAAACUEavOgHz66ac6fPiwatSoIVtbW7311ls6cuSInJ2d9Ze//EVHjhzRgAEDrFkiAAAAgDJk1RmQuLg4/eMf/5AkZWdna9GiRXr++eclSc8++6zq169vzfIAAAAAlDGrzoB8++23OnfunLZv3y5HR0ft2LFDjz76qHJzczV+/HgtWrRIJ0+etGaJAAAAAMpQhbgNb1BQkOzs7PTRRx/p7NmzcnJyUs2aNbVs2TIFBwdbuzwAAAAAZaRCBBBJat26tRwdHVWlShUZDAYNHz5c3333nS5cuHBb42zbtk3h4eHy9/eXwWBQXFzcTdfZsmWLmjdvLgcHBzVo0ECxsbHF+sybN09169aVo6OjQkJCtGvXLrPlV65c0fDhw1W9enW5uLiod+/eSk9Pv63aAQAAgMquwgSQ1atXy9vbW5I0fvx4eXp6SpJsbW1va5ycnBwFBwdr3rx5t9T/xIkT6tq1q9q3b6+EhASNHDlSQ4YM0fr16019vvjiC40ePVqTJk3S3r17FRwcrLCwMJ09e9bUZ9SoUVq9erVWrFihrVu36syZM+rVq9dt1Q4AAIDb8/sf2cq7WmjtMnAbDEaj0WjtIsqLwWDQqlWr1KNHj1L7jBs3TmvWrNHBgwdNbc8995wyMjK0bt06SVJISIgee+wxzZ07V5JUVFSkgIAAjRgxQv/4xz+UmZkpLy8vLV26VM8884wk6fDhw2rUqJHi4+PVqlWrW6o3KytL7u7uyszMlJub2x3uNQAAwP2j7j/WaP4LzfX0I34W2R7Ha3evwsyAWEt8fLw6duxo1hYWFqb4+HhJUn5+vvbs2WPWx8bGRh07djT12bNnjwoKCsz6BAUFqXbt2qY+AAAAAKx8G96KIC0tTT4+PmZtPj4+ysrK0uXLl3Xx4kUVFhaW2Ofw4cOmMezt7eXh4VGsT1paWqnbzsvLU15enul9VlbWXe4NAADA/aewyNoV4Hbc9zMg1jR16lS5u7ubXgEBAdYuCQAA4J5jyxHtPeW+/7p8fX2L3a0qPT1dbm5ucnJyMj2lvaQ+vr6+pjHy8/OVkZFRap+SREVFKTMz0/RKTk4um50CAAAAKiirB5CCggLZ2dmZXQRuSaGhodq0aZNZ28aNGxUaGipJsre3V4sWLcz6FBUVadOmTaY+LVq0UJUqVcz6JCYmKikpydSnJA4ODnJzczN7AQAAAJWZ1a8BqVKlimrXrq3CwrK5fVp2draOHTtmen/ixAklJCTI09NTtWvXVlRUlFJSUvTZZ59JkoYNG6a5c+dq7NixGjx4sDZv3qzly5drzZo1pjFGjx6tgQMH6tFHH1XLli01e/Zs5eTkaNCgQZIkd3d3RUZGavTo0fL09JSbm5tGjBih0NDQW74DFgAAAHA/sHoAkaQ33nhD48eP1+eff256/sed2r17t9q3b296P3r0aEnSwIEDFRsbq9TUVCUlJZmW16tXT2vWrNGoUaM0Z84c1apVS59++qnCwsJMffr27as//vhDEydOVFpampo2bap169aZXZg+a9Ys2djYqHfv3srLy1NYWJg++OCDu9oXAAAA3NiIpxqokR9nkdxLKsRzQJo1a6Zjx46poKBAderUUdWqVc2W792710qVWRb3lQYAAKjYOF67exViBuRGDwoEAAAAUHlUiBkQXEOiBgAAqNg4Xrt7Vr8LFgAAAID7R4U4BauwsFCzZs3S8uXLlZSUpPz8fLPlFy5csFJlAAAAAMpShZgBmTx5smbOnKm+ffsqMzNTo0ePVq9evWRjY6Po6GhrlwcAAACgjFSIALJkyRJ98skn+vvf/y47Ozv169dPn376qSZOnKidO3dauzwAAAAAZaRCBJC0tDQ1btxYkuTi4qLMzExJUrdu3cweCAgAAADg3lYhAkitWrWUmpoqSQoMDNSGDRskSb/88oscHBysWRoAAACAMlQhAkjPnj21adMmSdKIESP05ptvqmHDhhowYIAGDx5s5eoAAAAAlJUK+RyQnTt3aseOHWrYsKHCw8OtXY7FcF9pAACAio3jtbtXIW7Du23bNj3++OOys7tWTqtWrdSqVStdvXpV27ZtU9u2ba1cIQAAAICyUCFOwWrfvn2Jz/rIzMxU+/btrVARAAAAgPJQIQKI0WiUwWAo1n7+/HlVrVrVChUBAAAAKA9WPQWrV69ekiSDwaCIiAizO14VFhZq//79evzxx61VHgAAAIAyZtUA4u7uLunaDIirq6ucnJxMy+zt7dWqVSsNHTrUWuUBAAAAKGNWDSAxMTGSpLp162rMmDGcbgUAAABUchXiGpCxY8eaXQNy6tQpzZ492/RAQgAAAACVQ4UIIN27d9dnn30mScrIyFDLli01Y8YMde/eXR9++KGVqwMAAABQVipEANm7d6/atGkjSfryyy/l6+urU6dO6bPPPtN7771n5eoAAAAAlJUKEUByc3Pl6uoqSdqwYYN69eolGxsbtWrVSqdOnbJydQAAAADKSoUIIA0aNFBcXJySk5O1fv16derUSZJ09uxZHnEPAAAAVCIVIoBMnDhRY8aMUd26dRUSEqLQ0FBJ12ZDmjVrZuXqAAAAAJSVChFAnnnmGSUlJWn37t1at26dqb1Dhw6aNWvWHY05b9481a1bV46OjgoJCdGuXbtK7VtQUKApU6YoMDBQjo6OCg4ONqtDunarYIPBUOw1fPhwU58nn3yy2PJhw4bdUf0AAABAZWTV54D8ma+vr3x9fc3aWrZseUdjffHFFxo9erTmz5+vkJAQzZ49W2FhYUpMTJS3t3ex/hMmTNDixYv1ySefKCgoSOvXr1fPnj21Y8cO0wzML7/8osLCQtM6Bw8e1F/+8hf16dPHbKyhQ4dqypQppvfOzs53tA8AAABAZWQwGo1GaxdR1kJCQvTYY49p7ty5kqSioiIFBARoxIgR+sc//lGsv7+/v9544w2z2YzevXvLyclJixcvLnEbI0eO1LfffqujR4+anmHy5JNPqmnTppo9e/Yd1Z2VlSV3d3dlZmZy7QsAAEAFxPHa3asQp2CVpfz8fO3Zs0cdO3Y0tdnY2Khjx46Kj48vcZ28vDw5OjqatTk5OWn79u2lbmPx4sUaPHiw2QMUJWnJkiWqUaOGHnnkEUVFRSk3N/cu9wgAAACoPCrMKVhl5dy5cyosLJSPj49Zu4+Pjw4fPlziOmFhYZo5c6batm2rwMBAbdq0SStXrjQ75erP4uLilJGRoYiICLP2559/XnXq1JG/v7/279+vcePGKTExUStXrixxnLy8POXl5ZneZ2Vl3caeAgAAAPeeShdA7sScOXM0dOhQBQUFyWAwKDAwUIMGDdLChQtL7L9gwQJ17txZ/v7+Zu0vvfSS6d+NGzeWn5+fOnTooOPHjyswMLDYOFOnTtXkyZPLdmcAAACACqzSnYJVo0YN2draKj093aw9PT292EXu13l5eSkuLk45OTk6deqUDh8+LBcXF9WvX79Y31OnTun777/XkCFDblpLSEiIJOnYsWMlLo+KilJmZqbplZycfNMxAQAAgHtZpQsg9vb2atGihTZt2mRqKyoq0qZNm0zPFymNo6OjatasqatXr+qrr75S9+7di/WJiYmRt7e3unbtetNaEhISJEl+fn4lLndwcJCbm5vZCwAAAKjMKuUpWKNHj9bAgQP16KOPqmXLlpo9e7ZycnI0aNAgSdKAAQNUs2ZNTZ06VZL0888/KyUlRU2bNlVKSoqio6NVVFSksWPHmo1bVFSkmJgYDRw4UHZ25h/d8ePHtXTpUnXp0kXVq1fX/v37NWrUKLVt21ZNmjSxzI4DAAAAFVylDCB9+/bVH3/8oYkTJyotLU1NmzbVunXrTBemJyUlycbm/yZ/rly5ogkTJuj333+Xi4uLunTpos8//1weHh5m437//fdKSkrS4MGDi23T3t5e33//vSnsBAQEqHfv3powYUK57isAAABwL6mUzwG5V3FfaQAAgIqN47W7V+muAQEAAABQcRFAAAAAAFgMAQQAAACAxRBAAAAAAFgMAQQAAACAxRBAAAAAAFgMAQQAAACAxRBAAAAAAFgMAQQAAACAxRBAAAAAAFgMAQQAAACAxRBAAAAAAFgMAQQAAACAxRBAAAAAAFgMAQQAAACAxRBAAAAAAFgMAQQAAACAxRBAAAAAAFgMAQQAAACAxRBAAAAAAFgMAQQAAACAxRBAAAAAAFgMAQQAAACAxVTaADJv3jzVrVtXjo6OCgkJ0a5du0rtW1BQoClTpigwMFCOjo4KDg7WunXrzPpER0fLYDCYvYKCgsz6XLlyRcOHD1f16tXl4uKi3r17Kz09vVz2DwAAALgXVcoA8sUXX2j06NGaNGmS9u7dq+DgYIWFhens2bMl9p8wYYI++ugjvf/++zp06JCGDRumnj17at++fWb9Hn74YaWmpppe27dvN1s+atQorV69WitWrNDWrVt15swZ9erVq9z2EwAAALjXGIxGo9HaRZS1kJAQPfbYY5o7d64kqaioSAEBARoxYoT+8Y9/FOvv7++vN954Q8OHDze19e7dW05OTlq8eLGkazMgcXFxSkhIKHGbmZmZ8vLy0tKlS/XMM89Ikg4fPqxGjRopPj5erVq1umndWVlZcnd3V2Zmptzc3G53twEAAFDOOF67e5VuBiQ/P1979uxRx44dTW02Njbq2LGj4uPjS1wnLy9Pjo6OZm1OTk7FZjiOHj0qf39/1a9fX/3791dSUpJp2Z49e1RQUGC23aCgINWuXfuG283KyjJ7AQAAAJVZpQsg586dU2FhoXx8fMzafXx8lJaWVuI6YWFhmjlzpo4ePaqioiJt3LhRK1euVGpqqqlPSEiIYmNjtW7dOn344Yc6ceKE2rRpo0uXLkmS0tLSZG9vLw8Pj1ve7tSpU+Xu7m56BQQE3MWeAwAAABVfpQsgd2LOnDlq2LChgoKCZG9vr1dffVWDBg2Sjc3/fTydO3dWnz591KRJE4WFhWnt2rXKyMjQ8uXL73i7UVFRyszMNL2Sk5PLYncAAACACqvSBZAaNWrI1ta22N2n0tPT5evrW+I6Xl5eiouLU05Ojk6dOqXDhw/LxcVF9evXL3U7Hh4eeuCBB3Ts2DFJkq+vr/Lz85WRkXHL23VwcJCbm5vZCwAAAKjMKl0Asbe3V4sWLbRp0yZTW1FRkTZt2qTQ0NAbruvo6KiaNWvq6tWr+uqrr9S9e/dS+2ZnZ+v48ePy8/OTJLVo0UJVqlQx225iYqKSkpJuul0AAADgfmFn7QLKw+jRozVw4EA9+uijatmypWbPnq2cnBwNGjRIkjRgwADVrFlTU6dOlST9/PPPSklJUdOmTZWSkqLo6GgVFRVp7NixpjHHjBmj8PBw1alTR2fOnNGkSZNka2urfv36SZLc3d0VGRmp0aNHy9PTU25ubhoxYoRCQ0Nv6Q5YAAAAwP2gUgaQvn376o8//tDEiROVlpampk2bat26daYL05OSksyu77hy5YomTJig33//XS4uLurSpYs+//xzswvKT58+rX79+un8+fPy8vJS69attXPnTnl5eZn6zJo1SzY2Nurdu7fy8vIUFhamDz74wGL7DQAAAFR0lfI5IPcq7isNAABQsXG8dvcq3TUgAAAAACouAggAAAAAiyGAAAAAALAYAggAAAAAiyGAAAAAALAYAggAAAAAiyGAAAAAALAYAggAAAAAiyGAAAAAALAYAggAAAAAiyGAAAAAALAYAggAAAAAiyGAAAAAALAYAggAAAAAi7GzdgH4P0ajUZKUlZVl5UoAAABQkuvHadeP23D7CCAVyKVLlyRJAQEBVq4EAAAAN3Lp0iW5u7tbu4x7ksFIfKswioqKdObMGbm6uspgMJT79rKyshQQEKDk5GS5ubmV+/ZQPvgeKw++y8qD77Ly4LusHMryezQajbp06ZL8/f1lY8PVDHeCGZAKxMbGRrVq1bL4dt3c3PiPaiXA91h58F1WHnyXlQffZeVQVt8jMx93h9gGAAAAwGIIIAAAAAAshgByH3NwcNCkSZPk4OBg7VJwF/geKw++y8qD77Ly4LusHPgeKxYuQgcAAABgMcyAAAAAALAYAggAAAAAiyGAAAAAALAYAgiA+15ERIR69Ohh7TJwA9HR0TIYDDIYDJo9e7a1y7ltTz75pEaOHGnR7V3/vBISEiy2XQC4FQQQAJXa9YOw0l7R0dGaM2eOYmNjrV1qiU6ePKnIyEjVq1dPTk5OCgwM1KRJk5Sfn19i/2PHjsnV1VUeHh5m7bGxscX23dHR0axPaZ/RtGnTTH0uXLig/v37y83NTR4eHoqMjFR2drbZOPv371ebNm3k6OiogIAAvfvuu8XqXLFihYKCguTo6KjGjRtr7dq1N/0sHn74YaWmpuqll14ytdWtW9dUp62trfz9/RUZGamLFy9KuhYub/T9161bV1LxgPDnA3gHBwfVrFlT4eHhWrly5U3rrAhWrlypXbt2WbsMACgRAQRApZaammp6zZ49W25ubmZtY8aMkbu7e7ED9ori8OHDKioq0kcffaTffvtNs2bN0vz58zV+/PhifQsKCtSvXz+1adOmxLH+d99PnTpltvzPy1JTU7Vw4UIZDAb17t3b1Kd///767bfftHHjRn377bfatm2bWSDIyspSp06dVKdOHe3Zs0fTpk1TdHS0Pv74Y1OfHTt2qF+/foqMjNS+ffvUo0cP9ejRQwcPHrzhZ2FnZydfX185OzubtU+ZMkWpqalKSkrSkiVLtG3bNv3tb3+TJM2ZM8dsnyQpJibG9P6XX34pdXtDhw5Vamqqjh8/rq+++koPPfSQnnvuObP9rag8PT3l5eVl7TIAoGRGALhPxMTEGN3d3Yu1Dxw40Ni9e3fT+3bt2hlfffVV42uvvWb08PAwent7Gz/++GNjdna2MSIiwuji4mIMDAw0rl271mycAwcOGJ9++mlj1apVjd7e3sYXXnjB+Mcff5T5frz77rvGevXqFWsfO3as8YUXXihxP0vb9xvp3r278amnnjK9P3TokFGS8ZdffjG1fffdd0aDwWBMSUkxGo1G4wcffGCsVq2aMS8vz9Rn3LhxxgcffND0/tlnnzV27drVbFshISHGl19+udRaJk2aZAwODi7WXqdOHeOsWbPM2t566y3jQw89VOI4koyrVq0q1t6uXTvja6+9Vur76xYuXGiUZNy4cWOptWZnZxtffPFFY9WqVY2+vr7G6dOnFxvvs88+M7Zo0cLo4uJi9PHxMfbr18+Ynp5uNBqNxqKiImNgYKBx2rRpZuPu27fPKMl49OhRY1FRkXHSpEnGgIAAo729vdHPz884YsQIs/4nTpwwSjLu27ev1FoBwBqYAQGAEixatEg1atTQrl27NGLECL3yyivq06ePHn/8ce3du1edOnXSiy++qNzcXElSRkaGnnrqKTVr1ky7d+/WunXrlJ6ermeffbbMa8vMzJSnp6dZ2+bNm7VixQrNmzev1PWys7NVp04dBQQEqHv37vrtt99K7Zuenq41a9YoMjLS1BYfHy8PDw89+uijpraOHTvKxsZGP//8s6lP27ZtZW9vb+oTFhamxMRE02lR8fHx6tixo9n2wsLCFB8ffwt7f2MpKSlavXq1QkJC7nqskgwcOFDVqlW74alYr7/+urZu3aqvv/5aGzZs0JYtW7R3716zPgUFBXrrrbf066+/Ki4uTidPnlRERISka6fCDR48WDExMWbrxMTEqG3btmrQoIG++uorzZo1Sx999JGOHj2quLg4NW7cuMz3FwDKAwEEAEoQHBysCRMmqGHDhoqKipKjo6Nq1KihoUOHqmHDhpo4caLOnz+v/fv3S5Lmzp2rZs2a6V//+peCgoLUrFkzLVy4UD/88IOOHDlSZnUdO3ZM77//vl5++WVT2/nz5xUREaHY2Fi5ubmVuN6DDz6ohQsX6uuvv9bixYtVVFSkxx9/XKdPny6x/6JFi+Tq6qpevXqZ2tLS0uTt7W3Wz87OTp6enkpLSzP18fHxMetz/f3N+lxffrvGjRsnFxcXOTk5qVatWjIYDJo5c+YdjXUzNjY2euCBB3Ty5MkSl2dnZ2vBggWaPn26OnTooMaNG2vRokW6evWqWb/Bgwerc+fOql+/vlq1aqX33ntP3333nel6moiICCUmJpqu4ygoKNDSpUs1ePBgSVJSUpJ8fX3VsWNH1a5dWy1bttTQoUPLZZ8BoKwRQACgBE2aNDH929bWVtWrVzf7C/P1A+izZ89Kkn799Vf98MMPcnFxMb2CgoIkScePHy9xG3/uO2zYsJvWlJKSoqefflp9+vQxO9gcOnSonn/+ebVt27bUdUNDQzVgwAA1bdpU7dq108qVK+Xl5aWPPvqoxP4LFy5U//79i12oXhG9/vrrSkhI0P79+7Vp0yZJUteuXVVYWFgu2zMajTIYDCUuO378uPLz881mYDw9PfXggw+a9duzZ4/Cw8NVu3Ztubq6ql27dpKuBQtJ8vf3V9euXbVw4UJJ0urVq5WXl6c+ffpIkvr06aPLly+rfv36Gjp0qFatWlUs5ABARUUAAYASVKlSxey9wWAwa7t+AFpUVCTp2l++w8PDlZCQYPY6evRoqcHgz/2mTJlyw3rOnDmj9u3b6/HHHze7oFu6dvrV9OnTZWdnJzs7O0VGRiozM1N2dnamA9iS9q9Zs2Y6duxYsWU//vijEhMTNWTIELN2X19fU+C67urVq7pw4YJ8fX1NfdLT0836XH9/sz7Xl9+uGjVqqEGDBmrYsKGeeuopzZ49Wzt27NAPP/xwR+PdSGFhoY4ePap69erd8Rg5OTkKCwuTm5ublixZol9++UWrVq2SJLO7mw0ZMkTLli3T5cuXFRMTo759+5ouwA8ICFBiYqI++OADOTk56a9//avatm2rgoKCu9tBALAAAggAlIHmzZvrt99+U926ddWgQQOzV9WqVUtc5899/vfUpj9LSUnRk08+qRYtWigmJkY2Nub/6Y6Pjy8WZlxdXZWQkKCePXuWOGZhYaEOHDggPz+/YssWLFigFi1aKDg42Kw9NDRUGRkZ2rNnj6lt8+bNKioqMv3FPzQ0VNu2bTM7EN64caMefPBBVatWzdTn+kzFn/uEhoaW+hncDltbW0nS5cuXy2S8P1u0aJEuXrxodmewPwsMDFSVKlVM18RI0sWLF81Owzt8+LDOnz+vd955R23atFFQUFCxYCdJXbp0UdWqVfXhhx9q3bp1ptOvrnNyclJ4eLjee+89bdmyRfHx8Tpw4EAZ7SkAlB87axcAAJXB8OHD9cknn6hfv34aO3asPD09dezYMS1btkyffvqp6aD4dl0PH3Xq1NH06dP1xx9/mJZdnzFo1KiR2Tq7d++WjY2NHnnkEVPblClT1KpVKzVo0EAZGRmaNm2aTp06VWyWIysrSytWrNCMGTOK1dKoUSM9/fTTGjp0qObPn6+CggK9+uqreu655+Tv7y9Jev755zV58mRFRkZq3LhxOnjwoObMmaNZs2aZxnnttdfUrl07zZgxQ127dtWyZcu0e/fuYjM7t+rSpUtKS0uT0WhUcnKyxo4dKy8vLz3++ON3NN51ubm5SktL09WrV3X69GmtWrVKs2bN0iuvvKL27duXuI6Li4siIyP1+uuvq3r16vL29tYbb7xhFhpr164te3t7vf/++xo2bJgOHjyot956q9hYtra2ioiIUFRUlBo2bGgW0GJjY1VYWKiQkBA5Oztr8eLFcnJyUp06de5qnwHAEpgBAYAy4O/vr59++kmFhYXq1KmTGjdurJEjR8rDw6PYjMXt2Lhxo44dO6ZNmzapVq1a8vPzM71ux8WLFzV06FA1atRIXbp0UVZWlnbs2KGHHnrIrN+yZctkNBrVr1+/EsdZsmSJgoKC1KFDB3Xp0kWtW7c2Cw7u7u7asGGDTpw4oRYtWujvf/+7Jk6caPbsjMcff1xLly7Vxx9/rODgYH355ZeKi4szC0y3Y+LEifLz85O/v7+6deumqlWrasOGDapevfotj1FUVCQ7O/O/yX3yySfy8/NTYGCgevXqpUOHDumLL77QBx98cMOxpk2bpjZt2ig8PFwdO3ZU69at1aJFC9NyLy8vxcbGasWKFXrooYf0zjvvaPr06SWOFRkZqfz8fA0aNMis3cPDQ5988omeeOIJNWnSRN9//71Wr159W/sMANZiMBqNRmsXAQDAjURHRysuLk4JCQnlMn5QUJCGDBmiMWPGlMv4d+rHH39Uhw4dlJycXOzOYTdz8uRJ1atXT/v27VPTpk3Lp0AAuAPMgAAA7gkHDhyQi4vLTWcgbsfZs2e1aNEiJSYmqkOHDmU27t3Ky8vT6dOnFR0drT59+tx2+OjcubMefvjhcqoOAO4OMyAAgArvwoULunDhgqRrpzC5u7uXybjNmzfXxYsXNXr0aI0YMaJMxiwLsbGxioyMVNOmTfXNN9+oZs2at7V+SkqK6SL869ecAEBFQQABAAAAYDGcggUAAADAYgggAAAAACyGAAIAAADAYgggAAAAACyGAAIAAADAYgggAAAAACyGAAIAAADAYgggAAAAACyGAAIAAADAYgggAAAAACzGztoF4P8UFRXpzJkzcnV1lcFgsHY5AAAA+B9Go1GXLl2Sv7+/bGz4W/6dIIBUIGfOnFFAQIC1ywAAAMBNJCcnq1atWtYu455EAKlAXF1dJV37gXZzc7NyNQAAAPhfWVlZCggIMB234fYRQCqQ66ddubm5EUAAAAAqME6Xv3OcuAYAAADAYgggAAAAACyGAAIAAADAYgggAAAAACyGAAIAAADAYgggAAAAACyGAAIAAADAYgggAAAAACyGAAIAAADAYgggAAAAACyGAAIAAADAYgggAAAAACyGAAIAAADAYgggAAAAACyGAAIAAADAYgggAAAAACyGAAIAAADAYgggAAAAACyGAAIAAADAYipdANm2bZvCw8Pl7+8vg8GguLi4m66zZcsWNW/eXA4ODmrQoIFiY2PNlkdHR8tgMJi9goKCzPpcuXJFw4cPV/Xq1eXi4qLevXsrPT29DPcMAAAAuPdVugCSk5Oj4OBgzZs375b6nzhxQl27dlX79u2VkJCgkSNHasiQIVq/fr1Zv4cfflipqamm1/bt282Wjxo1SqtXr9aKFSu0detWnTlzRr169Sqz/QIAAAAqAztrF1DWOnfurM6dO99y//nz56tevXqaMWOGJKlRo0bavn27Zs2apbCwMFM/Ozs7+fr6ljhGZmamFixYoKVLl+qpp56SJMXExKhRo0bauXOnWrVqdRd7BAAAAFQelW4G5HbFx8erY8eOZm1hYWGKj483azt69Kj8/f1Vv3599e/fX0lJSaZle/bsUUFBgdk4QUFBql27drFxAAAAgPtZpZsBuV1paWny8fExa/Px8VFWVpYuX74sJycnhYSEKDY2Vg8++KBSU1M1efJktWnTRgcPHpSrq6vS0tJkb28vDw+PYuOkpaWVuu28vDzl5eWZ3mdlZZXpvgEAAAAVzX0fQG7Fn0/patKkiUJCQlSnTh0tX75ckZGRdzzu1KlTNXny5LIoEQAAALgn3PenYPn6+ha7W1V6errc3Nzk5ORU4joeHh564IEHdOzYMdMY+fn5ysjIKDZOadeNSFJUVJQyMzNNr+Tk5LvbGQAAAKCCu+8DSGhoqDZt2mTWtnHjRoWGhpa6TnZ2to4fPy4/Pz9JUosWLVSlShWzcRITE5WUlHTDcRwcHOTm5mb2AgAAACqzSncKVnZ2tmlmQrp2m92EhAR5enqqdu3aioqKUkpKij777DNJ0rBhwzR37lyNHTtWgwcP1ubNm7V8+XKtWbPGNMaYMWMUHh6uOnXq6MyZM5o0aZJsbW3Vr18/SZK7u7siIyM1evRoeXp6ys3NTSNGjFBoaCh3wAIAAAD+pNIFkN27d6t9+/am96NHj5YkDRw4ULGxsUpNTTW7g1W9evW0Zs0ajRo1SnPmzFGtWrX06aefmt2C9/Tp0+rXr5/Onz8vLy8vtW7dWjt37pSXl5epz6xZs2RjY6PevXsrLy9PYWFh+uCDDyywxwAAAMC9w2A0Go3WLgLXZGVlyd3dXZmZmZyOBQAAUAFxvHb37vtrQAAAAABYDgEEAAAAgMUQQAAAAABYDAEEAAAAgMUQQAAAAABYDAEEAAAAgMUQQAAAAABYDAEEAAAAgMUQQAAAAABYDAEEAAAAgMUQQAAAAABYDAEEAAAAgMUQQAAAAABYDAEEAAAAgMUQQAAAAABYDAEEAAAAgMUQQAAAAABYDAEEAAAAgMUQQAAAAABYDAEEAAAAgMUQQAAAAABYDAEEAAAAgMVUugCybds2hYeHy9/fXwaDQXFxcTddZ8uWLWrevLkcHBzUoEEDxcbGmi2fOnWqHnvsMbm6usrb21s9evRQYmKiWZ8nn3xSBoPB7DVs2LAy3DMAAADg3lfpAkhOTo6Cg4M1b968W+p/4sQJde3aVe3bt1dCQoJGjhypIUOGaP369aY+W7du1fDhw7Vz505t3LhRBQUF6tSpk3JycszGGjp0qFJTU02vd999t0z3DQAAALjX2Vm7gLLWuXNnde7c+Zb7z58/X/Xq1dOMGTMkSY0aNdL27ds1a9YshYWFSZLWrVtntk5sbKy8vb21Z88etW3b1tTu7OwsX1/fMtgLAAAAoHKqdDMgtys+Pl4dO3Y0awsLC1N8fHyp62RmZkqSPD09zdqXLFmiGjVq6JFHHlFUVJRyc3PLvmAAAADgHlbpZkBuV1pamnx8fMzafHx8lJWVpcuXL8vJyclsWVFRkUaOHKknnnhCjzzyiKn9+eefV506deTv76/9+/dr3LhxSkxM1MqVK0vddl5envLy8kzvs7KyymivAAAAgIrpvg8gt2v48OE6ePCgtm/fbtb+0ksvmf7duHFj+fn5qUOHDjp+/LgCAwNLHGvq1KmaPHlyudYLAAAAVCT3/SlYvr6+Sk9PN2tLT0+Xm5tbsdmPV199Vd9++61++OEH1apV64bjhoSESJKOHTtWap+oqChlZmaaXsnJyXe4FwAAAMC94b6fAQkNDdXatWvN2jZu3KjQ0FDTe6PRqBEjRmjVqlXasmWL6tWrd9NxExISJEl+fn6l9nFwcJCDg8OdFQ4AAADcgypdAMnOzjabdThx4oQSEhLk6emp2rVrKyoqSikpKfrss88kScOGDdPcuXM1duxYDR48WJs3b9by5cu1Zs0a0xjDhw/X0qVL9fXXX8vV1VVpaWmSJHd3dzk5Oen48eNaunSpunTpourVq2v//v0aNWqU2rZtqyZNmlj2AwAAAAAqMIPRaDRau4iytGXLFrVv375Y+8CBAxUbG6uIiAidPHlSW7ZsMVtn1KhROnTokGrVqqU333xTERERpuUGg6HEbcXExCgiIkLJycl64YUXdPDgQeXk5CggIEA9e/bUhAkT5Obmdsu1Z2Vlyd3dXZmZmbe1HgAAACyD47W7V+kCyL2MH2gAAICKjeO1u3ffX4QOAAAAwHIIIAAAAAAshgACAAAAwGIIIAAAAAAshgACAAAAwGIIIAAAAAAshgACAAAAwGIIIAAAAAAshgACAAAAwGIIIAAAAAAshgACAAAAwGIIIAAAAAAshgACAAAAwGIIIAAAAAAshgACAAAAwGIIIAAAAAAshgACAAAAwGIIIAAAAAAshgACAAAAwGIIIAAAAAAshgACAAAAwGIIIAAAAAAshgACAAAAwGIqXQDZtm2bwsPD5e/vL4PBoLi4uJuus2XLFjVv3lwODg5q0KCBYmNji/WZN2+e6tatK0dHR4WEhGjXrl1my69cuaLhw4erevXqcnFxUe/evZWenl5GewUAAABUDpUugOTk5Cg4OFjz5s27pf4nTpxQ165d1b59eyUkJGjkyJEaMmSI1q9fb+rzxRdfaPTo0Zo0aZL27t2r4OBghYWF6ezZs6Y+o0aN0urVq7VixQpt3bpVZ86cUa9evcp8/wAAAIB7mcFoNBqtXUR5MRgMWrVqlXr06FFqn3HjxmnNmjU6ePCgqe25555TRkaG1q1bJ0kKCQnRY489prlz50rS/2/v7mOquu84jn8uKFw2ejEo8qD4xKYYH8ChILa2mrHdqTHaonNua5kP7VyQVEnnNBrRbgvpYn2I2s1kLUSdqxqVpdpQFauNDuuGGLUqUzRgEVDXCUorIPfsj653vRVaQfhdvL5fyUnK737POd+fv9ye+8nhXORyuRQdHa2MjAwtXrxYNTU1CgsL07Zt2zRt2jRJ0oULFzR48GAVFhZq9OjRD9RvbW2tQkJCVFNTI4fD0cZZAwAAoKPwee3h+dwdkNYqLCxUSkqKx5jT6VRhYaEkqaGhQUVFRR41fn5+SklJcdcUFRWpsbHRoyY2NlZ9+vRx1zSnvr5etbW1HhsAAADgyx77AFJVVaXw8HCPsfDwcNXW1uqzzz7TzZs31dTU1GxNVVWV+xgBAQHq1q1bizXNyc7OVkhIiHuLjo5un0kBAAAAndRjH0C8acmSJaqpqXFvV69e9XZLAAAAQIfq4u0GvC0iIuK+b6uqrq6Ww+FQUFCQ/P395e/v32xNRESE+xgNDQ26deuWx12QL9c0JzAwUIGBge03GQAAAKCTe+zvgCQnJ6ugoMBj7MCBA0pOTpYkBQQEKCEhwaPG5XKpoKDAXZOQkKCuXbt61JSUlKi8vNxdAwAAAMAH74DcuXNHly5dcv985coVnTp1SqGhoerTp4+WLFmiiooKbd68WZI0b948bdiwQYsWLdLs2bN16NAh7dixQ/v27XMfIzMzU2lpaRo5cqQSExO1du1a1dXVadasWZKkkJAQzZkzR5mZmQoNDZXD4VBGRoaSk5Mf+BuwAAAAgMeBzwWQf/7znxo/frz758zMTElSWlqacnNzVVlZqfLycvfr/fv31759+7Rw4UKtW7dOvXv31p///Gc5nU53zYwZM3Tjxg0tX75cVVVVio+PV35+vseD6WvWrJGfn59SU1NVX18vp9OpN954w8CMAQAAgEeHT/8dkEcN3ysNAADQufF57eE99s+AAAAAADCHAAIAAADAGAIIAAAAAGMIIAAAAACMIYAAAAAAMIYAAgAAAMAYAggAAAAAYwggAAAAAIwhgAAAAAAwhgACAAAAwBgCCAAAAABjCCAAAAAAjCGAAAAAADCGAAIAAADAGAIIAAAAAGMIIAAAAACMIYAAAAAAMIYAAgAAAMAYAggAAAAAYwggAAAAAIwhgAAAAAAwhgACAAAAwBifDSAbN25Uv379ZLfblZSUpBMnTrRY29jYqFdffVUxMTGy2+2Ki4tTfn6+R02/fv1ks9nu29LT090148aNu+/1efPmddgcAQAAgEeNTwaQ7du3KzMzU1lZWTp58qTi4uLkdDp1/fr1ZuuXLVumTZs2af369Tp37pzmzZunZ599VsXFxe6af/zjH6qsrHRvBw4ckCRNnz7d41gvvviiR90f/vCHjpsoAAAA8IixWZZlebuJ9paUlKRRo0Zpw4YNkiSXy6Xo6GhlZGRo8eLF99VHRUVp6dKlHnczUlNTFRQUpK1btzZ7jgULFmjv3r26ePGibDabpM/vgMTHx2vt2rVt6ru2tlYhISGqqamRw+Fo0zEAAADQcfi89vB87g5IQ0ODioqKlJKS4h7z8/NTSkqKCgsLm92nvr5edrvdYywoKEhHjx5t8Rxbt27V7Nmz3eHjC3/5y1/Uo0cPDR06VEuWLNGnn37aYq/19fWqra312AAAAABf1sXbDbS3mzdvqqmpSeHh4R7j4eHhunDhQrP7OJ1OrV69Wk8//bRiYmJUUFCg3bt3q6mpqdn6vLw83bp1S7/4xS88xn/605+qb9++ioqK0unTp/Wb3/xGJSUl2r17d7PHyc7O1sqVK1s/SQAAAOAR5XMBpC3WrVunF198UbGxsbLZbIqJidGsWbP01ltvNVv/5ptvasKECYqKivIYf+mll9z/PWzYMEVGRur73/++SktLFRMTc99xlixZoszMTPfPtbW1io6ObqdZAQAAAJ2Pz/0KVo8ePeTv76/q6mqP8erqakVERDS7T1hYmPLy8lRXV6eysjJduHBBwcHBGjBgwH21ZWVlOnjwoObOnfuNvSQlJUmSLl261OzrgYGBcjgcHhsAAADgy3wugAQEBCghIUEFBQXuMZfLpYKCAiUnJ3/tvna7Xb169dK9e/e0a9cuTZky5b6anJwc9ezZU5MmTfrGXk6dOiVJioyMbN0kAAAAAB/lk7+ClZmZqbS0NI0cOVKJiYlau3at6urqNGvWLEnSCy+8oF69eik7O1uS9OGHH6qiokLx8fGqqKjQihUr5HK5tGjRIo/julwu5eTkKC0tTV26eP7TlZaWatu2bZo4caK6d++u06dPa+HChXr66ac1fPhwMxMHAAAAOjmfDCAzZszQjRs3tHz5clVVVSk+Pl75+fnuB9PLy8vl5/f/mz93797VsmXLdPnyZQUHB2vixInasmWLunXr5nHcgwcPqry8XLNnz77vnAEBATp48KA77ERHRys1NVXLli3r0LkCAAAAjxKf/Dsgjyq+VxoAAKBz4/Paw/O5Z0AAAAAAdF4EEAAAAADGEEAAAAAAGEMAAQAAAGAMAQQAAACAMQQQAAAAAMYQQAAAAAAYQwABAAAAYAwBBAAAAIAxBBAAAAAAxhBAAAAAABhDAAEAAABgDAEEAAAAgDEEEAAAAADGEEAAAAAAGEMAAQAAAGAMAQQAAACAMQQQAAAAAMYQQAAAAAAYQwABAAAAYAwBBAAAAIAxBBAAAAAAxvhsANm4caP69esnu92upKQknThxosXaxsZGvfrqq4qJiZHdbldcXJzy8/M9alasWCGbzeaxxcbGetTcvXtX6enp6t69u4KDg5Wamqrq6uoOmR8AAADwKPLJALJ9+3ZlZmYqKytLJ0+eVFxcnJxOp65fv95s/bJly7Rp0yatX79e586d07x58/Tss8+quLjYo27IkCGqrKx0b0ePHvV4feHChXrnnXe0c+dOHTlyRNeuXdNzzz3XYfMEAAAAHjU2y7IsbzfR3pKSkjRq1Cht2LBBkuRyuRQdHa2MjAwtXrz4vvqoqCgtXbpU6enp7rHU1FQFBQVp69atkj6/A5KXl6dTp041e86amhqFhYVp27ZtmjZtmiTpwoULGjx4sAoLCzV69Ohv7Lu2tlYhISGqqamRw+Fo7bQBAADQwfi89vB87g5IQ0ODioqKlJKS4h7z8/NTSkqKCgsLm92nvr5edrvdYywoKOi+OxwXL15UVFSUBgwYoJ/97GcqLy93v1ZUVKTGxkaP88bGxqpPnz4tnhcAAAB43PhcALl586aampoUHh7uMR4eHq6qqqpm93E6nVq9erUuXrwol8ulAwcOaPfu3aqsrHTXJCUlKTc3V/n5+frjH/+oK1euaOzYsbp9+7YkqaqqSgEBAerWrdsDn7e+vl61tbUeGwAAAODLfC6AtMW6dev03e9+V7GxsQoICND8+fM1a9Ys+fn9/59nwoQJmj59uoYPHy6n06l3331Xt27d0o4dO9p83uzsbIWEhLi36Ojo9pgOAAAA0Gn5XADp0aOH/P397/v2qerqakVERDS7T1hYmPLy8lRXV6eysjJduHBBwcHBGjBgQIvn6datmwYOHKhLly5JkiIiItTQ0KBbt2498HmXLFmimpoa93b16tVWzBQAAAB49PhcAAkICFBCQoIKCgrcYy6XSwUFBUpOTv7afe12u3r16qV79+5p165dmjJlSou1d+7cUWlpqSIjIyVJCQkJ6tq1q8d5S0pKVF5e3uJ5AwMD5XA4PDYAAADAl3XxdgMdITMzU2lpaRo5cqQSExO1du1a1dXVadasWZKkF154Qb169VJ2drYk6cMPP1RFRYXi4+NVUVGhFStWyOVyadGiRe5jvvLKK5o8ebL69u2ra9euKSsrS/7+/po5c6YkKSQkRHPmzFFmZqZCQ0PlcDiUkZGh5OTkB/oGLAAAAOBx4JMBZMaMGbpx44aWL1+uqqoqxcfHKz8/3/1genl5ucfzHXfv3tWyZct0+fJlBQcHa+LEidqyZYvHA+Uff/yxZs6cqX//+98KCwvTU089pePHjyssLMxds2bNGvn5+Sk1NVX19fVyOp164403jM0bAAAA6Ox88u+APKr4XmkAAIDOjc9rD8/nngEBAAAA0HkRQAAAAAAYQwABAAAAYAwBBAAAAIAxBBAAAAAAxhBAAAAAABhDAAEAAABgDAEEAAAAgDEEEAAAAADGEEAAAAAAGEMAAQAAAGAMAQQAAACAMQQQAAAAAMYQQAAAAAAY08XbDeD/LMuSJNXW1nq5EwAAADTni89pX3xuQ+sRQDqR27dvS5Kio6O93AkAAAC+zu3btxUSEuLtNh5JNov41mm4XC5du3ZNTzzxhGw2W4efr7a2VtHR0bp69aocDkeHnw8dg3X0Hayl72AtfQdr6Rvacx0ty9Lt27cVFRUlPz+eZmgL7oB0In5+furdu7fx8zocDv6n6gNYR9/BWvoO1tJ3sJa+ob3WkTsfD4fYBgAAAMAYAggAAAAAYwggj7HAwEBlZWUpMDDQ263gIbCOvoO19B2spe9gLX0D69i58BA6AAAAAGO4AwIAAADAGAIIAAAAAGMIIAAAAACMIYAAAAAAMIYA4sM2btyofv36yW63KykpSSdOnPja+p07dyo2NlZ2u13Dhg3Tu+++a6hTfJPWrGVubq5sNpvHZrfbDXaLlnzwwQeaPHmyoqKiZLPZlJeX9437HD58WN/73vcUGBio73znO8rNze3wPvH1WruOhw8fvu89abPZVFVVZaZhtCg7O1ujRo3SE088oZ49e2rq1KkqKSn5xv24XnYubVlHrpXeRQDxUdu3b1dmZqaysrJ08uRJxcXFyel06vr1683W//3vf9fMmTM1Z84cFRcXa+rUqZo6darOnj1ruHN8VWvXUvr8L71WVla6t7KyMoMdoyV1dXWKi4vTxo0bH6j+ypUrmjRpksaPH69Tp05pwYIFmjt3rt57770O7hRfp7Xr+IWSkhKP92XPnj07qEM8qCNHjig9PV3Hjx/XgQMH1NjYqB/+8Ieqq6trcR+ul51PW9ZR4lrpVRZ8UmJiopWenu7+uampyYqKirKys7Obrf/xj39sTZo0yWMsKSnJ+uUvf9mhfeKbtXYtc3JyrJCQEEPdoa0kWXv27PnamkWLFllDhgzxGJsxY4bldDo7sDO0xoOs4/vvv29Jsv7zn/8Y6Qltd/36dUuSdeTIkRZruF52fg+yjlwrvYs7ID6ooaFBRUVFSklJcY/5+fkpJSVFhYWFze5TWFjoUS9JTqezxXqY0Za1lKQ7d+6ob9++io6O1pQpU/TRRx+ZaBftjPelb4mPj1dkZKR+8IMf6NixY95uB82oqamRJIWGhrZYw/uy83uQdZS4VnoTAcQH3bx5U01NTQoPD/cYDw8Pb/F3jquqqlpVDzPaspaDBg3SW2+9pb/97W/aunWrXC6XxowZo48//thEy2hHLb0va2tr9dlnn3mpK7RWZGSk/vSnP2nXrl3atWuXoqOjNW7cOJ08edLbreFLXC6XFixYoCeffFJDhw5tsY7rZef2oOvItdK7uni7AQDtKzk5WcnJye6fx4wZo8GDB2vTpk367W9/68XOgMfToEGDNGjQIPfPY8aMUWlpqdasWaMtW7Z4sTN8WXp6us6ePaujR496uxU8hAddR66V3sUdEB/Uo0cP+fv7q7q62mO8urpaERERze4TERHRqnqY0Za1/KquXbtqxIgRunTpUke0iA7U0vvS4XAoKCjIS12hPSQmJvKe7ETmz5+vvXv36v3331fv3r2/tpbrZefVmnX8Kq6VZhFAfFBAQIASEhJUUFDgHnO5XCooKPBI+1+WnJzsUS9JBw4caLEeZrRlLb+qqalJZ86cUWRkZEe1iQ7C+9J3nTp1ivdkJ2BZlubPn689e/bo0KFD6t+//zfuw/uy82nLOn4V10rDvP0UPDrG22+/bQUGBlq5ubnWuXPnrJdeesnq1q2bVVVVZVmWZT3//PPW4sWL3fXHjh2zunTpYq1atco6f/68lZWVZXXt2tU6c+aMt6aA/2ntWq5cudJ67733rNLSUquoqMj6yU9+Ytntduujjz7y1hTwP7dv37aKi4ut4uJiS5K1evVqq7i42CorK7Msy7IWL15sPf/88+76y5cvW9/61resX//619b58+etjRs3Wv7+/lZ+fr63pgCr9eu4Zs0aKy8vz7p48aJ15swZ6+WXX7b8/PysgwcPemsK+J9f/epXVkhIiHX48GGrsrLSvX366afuGq6XnV9b1pFrpXcRQHzY+vXrrT59+lgBAQFWYmKidfz4cfdrzzzzjJWWluZRv2PHDmvgwIFWQECANWTIEGvfvn2GO0ZLWrOWCxYscNeGh4dbEydOtE6ePOmFrvFVX3wd61e3L9YvLS3NeuaZZ+7bJz4+3goICLAGDBhg5eTkGO8bnlq7jq+99poVExNj2e12KzQ01Bo3bpx16NAh7zQPD82toySP9xnXy86vLevItdK7bJZlWebutwAAAAB4nPEMCAAAAABjCCAAAAAAjCGAAAAAADCGAAIAAADAGAIIAAAAAGMIIAAAAACMIYAAAAAAMIYAAgAAAJ/xwQcfaPLkyYqKipLNZlNeXl6rj2FZllatWqWBAwcqMDBQvXr10u9///v2b/Yx1cXbDQAAAADtpa6uTnFxcZo9e7aee+65Nh3j5Zdf1v79+7Vq1SoNGzZMn3zyiT755JN27vTxxV9CBwAAgE+y2Wzas2ePpk6d6h6rr6/X0qVL9de//lW3bt3S0KFD9dprr2ncuHGSpPPnz2v48OE6e/asBg0a5J3GfRy/ggUAAIDHxvz581VYWKi3335bp0+f1vTp0/WjH/1IFy9elCS98847GjBggPbu3av+/furX79+mjt3LndA2hEBBAAAAI+F8vJy5eTkaOfOnRo7dqxiYmL0yiuv6KmnnlJOTo4k6fLlyyorK9POnTu1efNm5ebmqqioSNOmTfNy976DZ0AAAADwWDhz5oyampo0cOBAj/H6+np1795dkuRyuVRfX6/Nmze76958800lJCSopKSEX8tqBwQQAAAAPBbu3Lkjf39/FRUVyd/f3+O14OBgSVJkZKS6dOniEVIGDx4s6fM7KASQh0cAAQAAwGNhxIgRampq0vXr1zV27Nhma5588kndu3dPpaWliomJkST961//kiT17dvXWK++jG/BAgAAgM+4c+eOLl26JOnzwLF69WqNHz9eoaGh6tOnj37+85/r2LFjev311zVixAjduHFDBQUFGj58uCZNmiSXy6VRo0YpODhYa9eulcvlUnp6uhwOh/bv3+/l2fkGAggAAAB8xuHDhzV+/Pj7xtPS0pSbm6vGxkb97ne/0+bNm1VRUaEePXpo9OjRWrlypYYNGyZJunbtmjIyMrR//359+9vf1oQJE/T6668rNDTU9HR8EgEEAAAAgDF8DS8AAAAAYwggAAAAAIwhgAAAAAAwhgACAAAAwBgCCAAAAABjCCAAAAAAjCGAAAAAADC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" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
" Figure\n",
" </div>\n",
" <img 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' width=800.0/>\n",
" </div>\n",
" "
],
"text/plain": [
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\n",
"\n",
"\n",
"fi, ax = plt.subplots(3, 1, figsize=(8, 8), sharex=True, sharey=True)\n",
"i = indices[0]\n",
"g = gaia_dr3_ids[0]\n",
"for i, a in zip(indices, ax):\n",
" star = f_2000.stars[i]\n",
" center = SkyCoord(ra=star['ra'], dec=star['dec'])\n",
" lcs = search_lightcurve(center)\n",
" lcs[-1].download().normalize().plot(ax=a)\n",
" a.set_ylabel(f'star #[{i}]')\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "29da9046",
"metadata": {},
"outputs": [],
"source": [
"lc = lcs[-1].download().normalize()"
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "bfe222c8",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'INHERIT': 'T',\n",
" 'EXTNAME': 'PRIMARY',\n",
" 'EXTVER': 1,\n",
" 'TELESCOP': 'TESS',\n",
" 'INSTRUME': 'TESS Photometer',\n",
" 'OBJECT': 'TIC 420814525',\n",
" 'TICID': 420814525,\n",
" 'RADESYS': 'ICRS',\n",
" 'RA_OBJ': 330.794887333,\n",
" 'DEC_OBJ': 18.8843189579,\n",
" 'RA_ORIG': 330.79502193,\n",
" 'DEC_ORIG': 18.8842419299,\n",
" 'EQUINOX': 2000.0,\n",
" 'TIMEREF': 'SOLARSYSTEM',\n",
" 'TASSIGN': 'SPACECRAFT',\n",
" 'TIMESYS': 'TDB',\n",
" 'BJDREFI': 2457000,\n",
" 'BJDREFR': 0.0,\n",
" 'TIMEUNIT': 'd',\n",
" 'TELAPS': 27.88366156228949,\n",
" 'TSTART': 2825.258485482373,\n",
" 'TSTOP': 2853.142147044663,\n",
" 'TIMEDEL': 0.002314814814814815,\n",
" 'MJD-BEG': 59824.75848548254,\n",
" 'MJD-END': 59852.64214704465,\n",
" 'BESTAP': '3.5:5.0:4.0',\n",
" 'SMALLAP': '3.0:4.0:3.0',\n",
" 'LARGEAP': '8.0:10.0:5.0',\n",
" 'DETMET': 'QSP',\n",
" 'KSPPENCO': 0.75,\n",
" 'KSPBSMIN': 0.3,\n",
" 'KSPBSMAX': 2.5,\n",
" 'SIMPLE': True,\n",
" 'BITPIX': 8,\n",
" 'NAXIS': 0,\n",
" 'EXTEND': True,\n",
" 'NEXTEND': 1,\n",
" 'ORIGIN': 'MIT/QLP',\n",
" 'FILTER': 'TESS',\n",
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" 'CAMERA': 1,\n",
" 'CCD': 2,\n",
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" 'RADIUS': 1.18655,\n",
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" 'MASS': 1.13,\n",
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" 'MH': 0.05,\n",
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" 'PMDEC': -17.8904,\n",
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" 'CALIB': 'TICA v1.2.0',\n",
" 'LABEL': 'TIC 420814525',\n",
" 'MISSION': 'TESS',\n",
" 'RA': 330.794887333,\n",
" 'DEC': 18.8843189579,\n",
" 'FILENAME': '/Users/zach/.lightkurve/cache/mastDownload/HLSP/hlsp_qlp_tess_ffi_s0056-0000000420814525_tess_v01_llc/hlsp_qlp_tess_ffi_s0056-0000000420814525_tess_v01_llc.fits',\n",
" 'FLUX_ORIGIN': 'sap_flux',\n",
" 'AUTHOR': 'QLP',\n",
" 'TARGETID': 420814525,\n",
" 'QUALITY_BITMASK': 'default',\n",
" 'QUALITY_MASK': array([False, False, True, ..., True, True, True]),\n",
" 'NORMALIZED': True}"
]
},
"execution_count": 27,
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}
],
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{
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"id": "f5846c34",
"metadata": {},
"outputs": [],
"source": []
}
],
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