From b416fba6d7191424fd4114f92f43ab0cf91257c7 Mon Sep 17 00:00:00 2001
From: michaelJwilson <mjwilson@lbl.gov>
Date: Fri, 17 Dec 2021 10:13:27 -0800
Subject: [PATCH] Add desi grab.

---
 desi.py               |  13 ++
 docs/nb/desi_qa.ipynb | 335 ++++++++++++++++++++++++++++++++++++++++++
 2 files changed, 348 insertions(+)
 create mode 100644 docs/nb/desi_qa.ipynb

diff --git a/desi.py b/desi.py
index b091148a..9e334a64 100644
--- a/desi.py
+++ b/desi.py
@@ -49,6 +49,8 @@ def tile2rosette(tile):
 # e.g. 280/28027/redrock-sv3-bright-28027.fits
 tabs = []
 
+print('Gathering DESI zs.')
+
 for x in fpaths:
     zbest = Table.read(x, hdu='REDSHIFTS')
     fmap  = Table.read(x, hdu='FIBERMAP')
@@ -78,6 +80,8 @@ def tile2rosette(tile):
 # DESI
 c             = SkyCoord(ra=desi_zs['TARGET_RA']*u.degree, dec=desi_zs['TARGET_DEC']*u.degree)
 
+print('Matching DESI to GAMA Gold.')
+
 # GAMA
 catalog       = SkyCoord(ra=gold['RA'], dec=gold['DEC'])
 idx, d2d, d3d = c.match_to_catalog_3d(catalog)
@@ -88,5 +92,14 @@ def tile2rosette(tile):
 desi_zs      = hstack([desi_zs, gold_match])
 desi_zs['GAMA_SEP'] = d2d
 
+max_sep      = 1.0 * u.arcsec
+
+print(np.mean(desi_zs['GAMA_SEP'] < max_sep))
+
+opath = fpath.replace('gama', 'desi')
+
+print('Writing {}'.format(opath))
 
+desi_zs.write(opath, format='fits', overwrite=True)
 
+print('Done.')
diff --git a/docs/nb/desi_qa.ipynb b/docs/nb/desi_qa.ipynb
new file mode 100644
index 00000000..79948573
--- /dev/null
+++ b/docs/nb/desi_qa.ipynb
@@ -0,0 +1,335 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 61,
+   "id": "c87ba29f-4042-476a-a5e8-910b14965f28",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import pylab as pl\n",
+    "import astropy.units as u\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "from   astropy.table import Table"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "6cbbb969-22ce-4bdd-8d89-5077558e53c5",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<i>Table length=113687</i>\n",
+       "<table id=\"table46913707815840\" class=\"table-striped table-bordered table-condensed\">\n",
+       "<thead><tr><th>CATAID</th><th>OBJID</th><th>RA</th><th>DEC</th><th>R_PETRO</th><th>ZGAMA</th><th>NQ</th><th>SPECID</th><th>SURVEY_CLASS</th><th>UMAG_DRED_SDSS</th><th>GMAG_DRED_SDSS</th><th>RMAG_DRED_SDSS</th><th>IMAG_DRED_SDSS</th><th>ZMAG_DRED_SDSS</th><th>LUMDIST</th><th>DISTMOD</th><th>FIELD</th></tr></thead>\n",
+       "<thead><tr><th></th><th></th><th>deg</th><th>deg</th><th>mag</th><th></th><th></th><th></th><th></th><th>mag</th><th>mag</th><th>mag</th><th>mag</th><th>mag</th><th></th><th></th><th></th></tr></thead>\n",
+       "<thead><tr><th>int32</th><th>int64</th><th>float64</th><th>float64</th><th>float32</th><th>float32</th><th>int16</th><th>bytes33</th><th>int16</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float64</th><th>float64</th><th>bytes4</th></tr></thead>\n",
+       "<tr><td>144805</td><td>587724650868310204</td><td>181.58795236</td><td>-1.35183152</td><td>19.08238</td><td>0.14863</td><td>4</td><td>G12_Y3_005_153</td><td>6</td><td>20.324842</td><td>19.35406</td><td>18.96799</td><td>18.768354</td><td>18.587437</td><td>496.9944432349327</td><td>38.48175766513651</td><td>G12</td></tr>\n",
+       "<tr><td>266731</td><td>587726016159678736</td><td>218.91738439</td><td>2.7441489</td><td>18.493168</td><td>0.23033</td><td>4</td><td>G15_Y4_212_374</td><td>6</td><td>21.836617</td><td>19.813776</td><td>18.43148</td><td>17.948763</td><td>17.627686</td><td>810.8345229400653</td><td>39.54466115695725</td><td>G15</td></tr>\n",
+       "<tr><td>273412</td><td>587726031176335475</td><td>183.5380865</td><td>1.40362186</td><td>18.44269</td><td>0.04533</td><td>4</td><td>2dF300493</td><td>6</td><td>19.49543</td><td>18.556381</td><td>18.315521</td><td>18.076347</td><td>17.974678</td><td>140.8330148751501</td><td>35.74352238260108</td><td>G12</td></tr>\n",
+       "<tr><td>543632</td><td>588848898852979250</td><td>212.09167127</td><td>-1.0381582</td><td>19.336393</td><td>0.18547</td><td>4</td><td>G15_Y1_AX1_260</td><td>6</td><td>21.224653</td><td>20.071844</td><td>19.197983</td><td>18.880997</td><td>18.871613</td><td>635.1612060036331</td><td>39.01441982325185</td><td>G15</td></tr>\n",
+       "<tr><td>419350</td><td>587728879260270976</td><td>139.75886746</td><td>2.8254414</td><td>19.266422</td><td>0.19924</td><td>4</td><td>G09_Y2_008_225</td><td>6</td><td>22.874878</td><td>20.394337</td><td>19.291807</td><td>18.775837</td><td>18.345142</td><td>688.2326749735776</td><td>39.18867643808146</td><td>G9</td></tr>\n",
+       "<tr><td>575631</td><td>588848899895460171</td><td>140.71190199</td><td>-0.02337685</td><td>19.357258</td><td>0.19501</td><td>4</td><td>G09_Y2_016_056</td><td>6</td><td>21.166218</td><td>20.226902</td><td>19.363337</td><td>18.922388</td><td>18.59357</td><td>671.8483399776075</td><td>39.136356242171374</td><td>G9</td></tr>\n",
+       "<tr><td>3887131</td><td>588010930834112659</td><td>136.68691275</td><td>-1.62182262</td><td>18.036407</td><td>0.05474</td><td>4</td><td>G09_Y4_210_012</td><td>6</td><td>19.58722</td><td>18.389935</td><td>18.021496</td><td>17.772703</td><td>17.665688</td><td>171.28543949765904</td><td>36.168602231798175</td><td>G9</td></tr>\n",
+       "<tr><td>320105</td><td>587726032264757360</td><td>216.99458251</td><td>1.75221622</td><td>18.848051</td><td>0.18445</td><td>4</td><td>G15_Y1_EN1_247</td><td>6</td><td>20.496384</td><td>19.403862</td><td>18.784462</td><td>18.401745</td><td>18.247435</td><td>631.2605329339048</td><td>39.001043188163564</td><td>G15</td></tr>\n",
+       "<tr><td>550502</td><td>588848899356492084</td><td>135.93356841</td><td>-0.5908127</td><td>19.48937</td><td>0.25057</td><td>4</td><td>G09_Y6_060_154</td><td>5</td><td>22.13179</td><td>20.69266</td><td>19.454628</td><td>18.889046</td><td>18.616196</td><td>892.6710497969865</td><td>39.75345725201822</td><td>G9</td></tr>\n",
+       "<tr><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td></tr>\n",
+       "<tr><td>287944</td><td>587726031709930027</td><td>176.02967436</td><td>1.76825208</td><td>19.580692</td><td>0.22406</td><td>4</td><td>G12_Y2_032_241</td><td>5</td><td>22.347015</td><td>20.680182</td><td>19.616602</td><td>19.098223</td><td>18.889364</td><td>785.8035118476514</td><td>39.47656982696438</td><td>G12</td></tr>\n",
+       "<tr><td>288729</td><td>587726031711633601</td><td>179.90006557</td><td>1.74402092</td><td>19.650532</td><td>0.16176</td><td>4</td><td>G12_Y6_058_241</td><td>5</td><td>22.420666</td><td>20.633698</td><td>19.549147</td><td>19.113953</td><td>18.780981</td><td>545.5918306270661</td><td>38.68433929412785</td><td>G12</td></tr>\n",
+       "<tr><td>386186</td><td>587727944562114974</td><td>130.14260397</td><td>2.1307725</td><td>18.044426</td><td>0.05031</td><td>4</td><td>G09_Y1_AX2_054</td><td>6</td><td>19.381771</td><td>18.301626</td><td>17.962875</td><td>17.799587</td><td>17.704718</td><td>156.8978659060313</td><td>35.97808518219416</td><td>G9</td></tr>\n",
+       "<tr><td>750405</td><td>588848901003804894</td><td>219.65152451</td><td>0.83650969</td><td>19.26103</td><td>0.16663</td><td>4</td><td>G15_Y3_031_089</td><td>4</td><td>21.595098</td><td>20.017954</td><td>19.231695</td><td>18.99604</td><td>18.707644</td><td>563.800034449809</td><td>38.755625490361155</td><td>G15</td></tr>\n",
+       "<tr><td>343400</td><td>587726032802939285</td><td>220.01412894</td><td>2.14010051</td><td>19.571747</td><td>0.13744</td><td>4</td><td>G15_Y4_224_033</td><td>5</td><td>21.864435</td><td>20.407377</td><td>19.577585</td><td>19.069664</td><td>18.692848</td><td>456.1516368028802</td><td>38.29554618787875</td><td>G15</td></tr>\n",
+       "<tr><td>136793</td><td>587724650329079970</td><td>176.12962846</td><td>-1.82714584</td><td>17.72695</td><td>0.10508</td><td>4</td><td>G12_Y3_039_168</td><td>6</td><td>20.340668</td><td>18.494366</td><td>17.565271</td><td>17.208231</td><td>16.879065</td><td>341.07068044351684</td><td>37.66422193815578</td><td>G12</td></tr>\n",
+       "<tr><td>106558</td><td>587722984440463597</td><td>216.57921659</td><td>0.90726435</td><td>17.961374</td><td>0.0648</td><td>4</td><td>G15_Y6_099_158</td><td>6</td><td>19.577785</td><td>18.377525</td><td>17.89852</td><td>17.647228</td><td>17.474823</td><td>204.29493322329515</td><td>36.55128797852565</td><td>G15</td></tr>\n",
+       "<tr><td>545982</td><td>588848898857370290</td><td>222.15670281</td><td>-0.89572205</td><td>19.02147</td><td>0.2333</td><td>4</td><td>G15_Y3_008_097</td><td>6</td><td>21.27826</td><td>20.146637</td><td>19.00593</td><td>18.492651</td><td>18.198502</td><td>822.7445402765466</td><td>39.57632504501355</td><td>G15</td></tr>\n",
+       "<tr><td>549037</td><td>588848899353936322</td><td>130.13443705</td><td>-0.45227761</td><td>17.675013</td><td>0.13595</td><td>4</td><td>G09_Y1_AS1_026</td><td>6</td><td>20.486303</td><td>18.598629</td><td>17.554258</td><td>17.113749</td><td>16.741615</td><td>450.7534547515825</td><td>38.269695320053714</td><td>G9</td></tr>\n",
+       "<tr><td>561643</td><td>588848899377725582</td><td>184.38997161</td><td>-0.45801998</td><td>18.836517</td><td>0.12273</td><td>4</td><td>G12_Y1_HN1_067</td><td>6</td><td>21.964405</td><td>19.643112</td><td>18.718401</td><td>18.32113</td><td>17.998386</td><td>403.2756409797479</td><td>38.02800995075748</td><td>G12</td></tr>\n",
+       "</table>"
+      ],
+      "text/plain": [
+       "<Table length=113687>\n",
+       " CATAID       OBJID             RA      ...      DISTMOD       FIELD \n",
+       "                               deg      ...                          \n",
+       " int32        int64          float64    ...      float64       bytes4\n",
+       "------- ------------------ ------------ ... ------------------ ------\n",
+       " 144805 587724650868310204 181.58795236 ...  38.48175766513651    G12\n",
+       " 266731 587726016159678736 218.91738439 ...  39.54466115695725    G15\n",
+       " 273412 587726031176335475  183.5380865 ...  35.74352238260108    G12\n",
+       " 543632 588848898852979250 212.09167127 ...  39.01441982325185    G15\n",
+       " 419350 587728879260270976 139.75886746 ...  39.18867643808146     G9\n",
+       " 575631 588848899895460171 140.71190199 ... 39.136356242171374     G9\n",
+       "3887131 588010930834112659 136.68691275 ... 36.168602231798175     G9\n",
+       " 320105 587726032264757360 216.99458251 ... 39.001043188163564    G15\n",
+       " 550502 588848899356492084 135.93356841 ...  39.75345725201822     G9\n",
+       "    ...                ...          ... ...                ...    ...\n",
+       " 287944 587726031709930027 176.02967436 ...  39.47656982696438    G12\n",
+       " 288729 587726031711633601 179.90006557 ...  38.68433929412785    G12\n",
+       " 386186 587727944562114974 130.14260397 ...  35.97808518219416     G9\n",
+       " 750405 588848901003804894 219.65152451 ... 38.755625490361155    G15\n",
+       " 343400 587726032802939285 220.01412894 ...  38.29554618787875    G15\n",
+       " 136793 587724650329079970 176.12962846 ...  37.66422193815578    G12\n",
+       " 106558 587722984440463597 216.57921659 ...  36.55128797852565    G15\n",
+       " 545982 588848898857370290 222.15670281 ...  39.57632504501355    G15\n",
+       " 549037 588848899353936322 130.13443705 ... 38.269695320053714     G9\n",
+       " 561643 588848899377725582 184.38997161 ...  38.02800995075748    G12"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "gama = Table.read('/global/cscratch1/sd/mjwilson/norberg//GAMA4/gama_gold.fits')\n",
+    "gama"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "id": "ced22df1-cf2e-4669-8661-cabe3bb79222",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<i>Table length=176662</i>\n",
+       "<table id=\"table46913712888992\" class=\"table-striped table-bordered table-condensed\">\n",
+       "<thead><tr><th>TARGETID</th><th>CHI2</th><th>COEFF [10]</th><th>Z</th><th>ZERR</th><th>ZWARN</th><th>NPIXELS</th><th>SPECTYPE</th><th>SUBTYPE</th><th>NCOEFF</th><th>DELTACHI2</th><th>COADD_FIBERSTATUS</th><th>TARGET_RA</th><th>TARGET_DEC</th><th>PMRA</th><th>PMDEC</th><th>REF_EPOCH</th><th>FA_TARGET</th><th>FA_TYPE</th><th>OBJTYPE</th><th>SUBPRIORITY</th><th>OBSCONDITIONS</th><th>RELEASE</th><th>BRICKID</th><th>BRICK_OBJID</th><th>MORPHTYPE</th><th>FLUX_G</th><th>FLUX_R</th><th>FLUX_Z</th><th>FLUX_IVAR_G</th><th>FLUX_IVAR_R</th><th>FLUX_IVAR_Z</th><th>MASKBITS</th><th>REF_ID</th><th>REF_CAT</th><th>GAIA_PHOT_G_MEAN_MAG</th><th>GAIA_PHOT_BP_MEAN_MAG</th><th>GAIA_PHOT_RP_MEAN_MAG</th><th>PARALLAX</th><th>BRICKNAME</th><th>EBV</th><th>FLUX_W1</th><th>FLUX_W2</th><th>FLUX_IVAR_W1</th><th>FLUX_IVAR_W2</th><th>FIBERFLUX_G</th><th>FIBERFLUX_R</th><th>FIBERFLUX_Z</th><th>FIBERTOTFLUX_G</th><th>FIBERTOTFLUX_R</th><th>FIBERTOTFLUX_Z</th><th>SERSIC</th><th>SHAPE_R</th><th>SHAPE_E1</th><th>SHAPE_E2</th><th>PHOTSYS</th><th>PRIORITY_INIT</th><th>NUMOBS_INIT</th><th>SV3_DESI_TARGET</th><th>SV3_BGS_TARGET</th><th>SV3_MWS_TARGET</th><th>SV3_SCND_TARGET</th><th>DESI_TARGET</th><th>BGS_TARGET</th><th>MWS_TARGET</th><th>PLATE_RA</th><th>PLATE_DEC</th><th>COADD_NUMEXP</th><th>COADD_EXPTIME</th><th>COADD_NUMNIGHT</th><th>COADD_NUMTILE</th><th>MEAN_DELTA_X</th><th>RMS_DELTA_X</th><th>MEAN_DELTA_Y</th><th>RMS_DELTA_Y</th><th>MEAN_FIBER_RA</th><th>STD_FIBER_RA</th><th>MEAN_FIBER_DEC</th><th>STD_FIBER_DEC</th><th>MEAN_PSF_TO_FIBER_SPECFLUX</th><th>CATAID</th><th>OBJID</th><th>RA</th><th>DEC</th><th>R_PETRO</th><th>ZGAMA</th><th>NQ</th><th>SPECID</th><th>SURVEY_CLASS</th><th>UMAG_DRED_SDSS</th><th>GMAG_DRED_SDSS</th><th>RMAG_DRED_SDSS</th><th>IMAG_DRED_SDSS</th><th>ZMAG_DRED_SDSS</th><th>LUMDIST</th><th>DISTMOD</th><th>FIELD</th><th>GAMA_SEP</th></tr></thead>\n",
+       "<thead><tr><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th>deg</th><th>deg</th><th>mag</th><th></th><th></th><th></th><th></th><th>mag</th><th>mag</th><th>mag</th><th>mag</th><th>mag</th><th></th><th></th><th></th><th>deg</th></tr></thead>\n",
+       "<thead><tr><th>int64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>int64</th><th>int64</th><th>bytes6</th><th>bytes20</th><th>int64</th><th>float64</th><th>int32</th><th>float64</th><th>float64</th><th>float32</th><th>float32</th><th>float32</th><th>int64</th><th>uint8</th><th>bytes3</th><th>float64</th><th>int32</th><th>int16</th><th>int32</th><th>int32</th><th>bytes4</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>int16</th><th>int64</th><th>bytes2</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>bytes8</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>bytes1</th><th>int64</th><th>int64</th><th>int64</th><th>int64</th><th>int64</th><th>int64</th><th>int64</th><th>int64</th><th>int64</th><th>float64</th><th>float64</th><th>int16</th><th>float32</th><th>int16</th><th>int16</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float64</th><th>float32</th><th>float64</th><th>float32</th><th>float32</th><th>int32</th><th>int64</th><th>float64</th><th>float64</th><th>float32</th><th>float32</th><th>int16</th><th>bytes33</th><th>int16</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float64</th><th>float64</th><th>bytes4</th><th>float64</th></tr></thead>\n",
+       "<tr><td>39627751489016708</td><td>8978.298949219286</td><td>649.6114366625287 .. -21.794763807531762</td><td>0.28889633337721987</td><td>4.945844833026809e-05</td><td>0</td><td>7900</td><td>GALAXY</td><td></td><td>10</td><td>311.1272517181933</td><td>0</td><td>178.98596856089202</td><td>-1.55865290641474</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.8407840645505351</td><td>516</td><td>9010</td><td>322443</td><td>4996</td><td>SER</td><td>5.3268905</td><td>21.659086</td><td>44.19788</td><td>217.58514</td><td>131.49124</td><td>27.183735</td><td>0</td><td>3602245146248298496</td><td>G2</td><td>20.669582</td><td>20.274534</td><td>18.63297</td><td>0.0</td><td>1788m015</td><td>0.02657007</td><td>55.936947</td><td>37.892376</td><td>1.8722614</td><td>0.4611639</td><td>2.3634233</td><td>9.609657</td><td>19.609621</td><td>2.3634233</td><td>9.609657</td><td>19.609621</td><td>3.0725806</td><td>0.8982461</td><td>-0.35175312</td><td>-0.3856709</td><td>S</td><td>102100</td><td>9</td><td>1152921504606846976</td><td>131074</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>178.98596856089202</td><td>-1.55865290641474</td><td>1</td><td>306.1762</td><td>1</td><td>1</td><td>-0.003</td><td>0.003</td><td>0.004</td><td>0.004</td><td>178.98595719101013</td><td>0.0</td><td>-1.5586673477788957</td><td>0.0</td><td>0.74884486</td><td>185097</td><td>587725041702076632</td><td>178.9933246</td><td>-1.57812922</td><td>18.002394</td><td>0.14827</td><td>4</td><td>2dF299026</td><td>6</td><td>19.590616</td><td>18.437204</td><td>17.907755</td><td>17.57333</td><td>17.354822</td><td>495.67220641352463</td><td>38.47597283802337</td><td>G12</td><td>0.020818202744412463</td></tr>\n",
+       "<tr><td>39627751493206196</td><td>8463.270686775446</td><td>221.26270114472453 .. -4.18207391665733</td><td>0.14756515752470148</td><td>1.0347126423482268e-05</td><td>0</td><td>7914</td><td>GALAXY</td><td></td><td>10</td><td>610.5001398026943</td><td>0</td><td>179.00684662808823</td><td>-1.5854359049019477</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.39934897699621286</td><td>516</td><td>9010</td><td>322444</td><td>180</td><td>SER</td><td>9.510991</td><td>17.955027</td><td>29.486227</td><td>201.25485</td><td>99.9256</td><td>20.759195</td><td>0</td><td>0</td><td></td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>1791m015</td><td>0.02626748</td><td>29.401152</td><td>17.249445</td><td>1.8708502</td><td>0.4161666</td><td>2.0745454</td><td>3.9163656</td><td>6.431561</td><td>2.0752914</td><td>3.91767</td><td>6.432513</td><td>1.3576496</td><td>2.4701838</td><td>0.00839696</td><td>-0.72231585</td><td>S</td><td>102100</td><td>9</td><td>1152921504606846976</td><td>131074</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>179.00684662808823</td><td>-1.5854359049019477</td><td>1</td><td>306.1762</td><td>1</td><td>1</td><td>-0.001</td><td>0.001</td><td>0.001</td><td>0.001</td><td>179.006842805758</td><td>0.0</td><td>-1.5854394798393572</td><td>0.0</td><td>0.72444165</td><td>185109</td><td>587725041702076895</td><td>179.00689353</td><td>-1.58544949</td><td>19.392159</td><td>0.14748</td><td>4</td><td>G12_Y2_044_188</td><td>6</td><td>20.969</td><td>19.949112</td><td>19.285656</td><td>19.01996</td><td>18.83842</td><td>492.77254152440804</td><td>38.46323249946821</td><td>G12</td><td>4.881250127241795e-05</td></tr>\n",
+       "<tr><td>39627757528809723</td><td>8585.26397619769</td><td>604.5944099773179 .. 13.416900560453012</td><td>0.27555742847675446</td><td>7.047210453836566e-05</td><td>0</td><td>7909</td><td>GALAXY</td><td></td><td>10</td><td>278.7991098612547</td><td>0</td><td>178.76341769464946</td><td>-1.360004643664555</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.9482061326925376</td><td>516</td><td>9010</td><td>323883</td><td>251</td><td>DEV</td><td>6.0708613</td><td>24.147734</td><td>49.132526</td><td>185.22723</td><td>53.757114</td><td>14.891148</td><td>0</td><td>0</td><td></td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>1788m012</td><td>0.025601806</td><td>60.175957</td><td>37.54111</td><td>1.6179776</td><td>0.43245456</td><td>2.1230528</td><td>8.444751</td><td>17.182234</td><td>2.1230528</td><td>8.444752</td><td>17.182234</td><td>4.0</td><td>1.2388442</td><td>-0.08725699</td><td>0.32913506</td><td>S</td><td>102100</td><td>9</td><td>1152921504606846976</td><td>131074</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>178.76341769464946</td><td>-1.360004643664555</td><td>1</td><td>306.1762</td><td>1</td><td>1</td><td>0.001</td><td>0.001</td><td>0.0</td><td>0.0</td><td>178.7634215954249</td><td>0.0</td><td>-1.3600047613191817</td><td>0.0</td><td>0.74281824</td><td>144058</td><td>587724650867130498</td><td>178.7684619</td><td>-1.35582125</td><td>18.554876</td><td>0.16787</td><td>4</td><td>G12_Y1_DS1_060</td><td>6</td><td>20.202606</td><td>19.16578</td><td>18.491385</td><td>18.101618</td><td>17.781433</td><td>568.4519341296809</td><td>38.77346874243836</td><td>G12</td><td>0.006552137142048083</td></tr>\n",
+       "<tr><td>39627751489014455</td><td>8650.939685828984</td><td>416.96115551275443 .. 4.869732876284497</td><td>0.16681894206001005</td><td>2.4017364386746455e-05</td><td>0</td><td>7900</td><td>GALAXY</td><td></td><td>10</td><td>174.26732604950666</td><td>0</td><td>178.8741785599472</td><td>-1.4874210779555759</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.8095879482057685</td><td>516</td><td>9010</td><td>322443</td><td>2743</td><td>EXP</td><td>4.5276737</td><td>9.894308</td><td>16.32525</td><td>191.195</td><td>42.285774</td><td>26.197313</td><td>2048</td><td>0</td><td></td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>1788m015</td><td>0.027221669</td><td>19.92977</td><td>9.808237</td><td>1.711509</td><td>0.45601565</td><td>1.9288088</td><td>4.2150183</td><td>6.9546285</td><td>1.9288088</td><td>4.2150183</td><td>6.9546285</td><td>1.0</td><td>0.78911877</td><td>-0.15392245</td><td>0.15664464</td><td>S</td><td>102100</td><td>9</td><td>1152921504606846976</td><td>65545</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>178.8741785599472</td><td>-1.4874210779555759</td><td>1</td><td>306.1762</td><td>1</td><td>1</td><td>0.003</td><td>0.003</td><td>-0.003</td><td>0.003</td><td>178.8741899489986</td><td>0.0</td><td>-1.4874102713286603</td><td>0.0</td><td>0.7542349</td><td>185068</td><td>587725041702011155</td><td>178.85126445</td><td>-1.50037372</td><td>19.456223</td><td>0.16288</td><td>4</td><td>G12_Y3_006_161</td><td>5</td><td>22.245768</td><td>20.040623</td><td>19.34644</td><td>18.946756</td><td>18.842228</td><td>549.7705987774476</td><td>38.70090755230861</td><td>G12</td><td>0.02631483428506429</td></tr>\n",
+       "<tr><td>39627751489013608</td><td>9649.093964904547</td><td>904.0885701427658 .. 45.899310840071</td><td>0.14290528242406353</td><td>1.1196772547171301e-05</td><td>0</td><td>7890</td><td>GALAXY</td><td></td><td>10</td><td>2951.0636972486973</td><td>0</td><td>178.8316242558849</td><td>-1.4807740906426945</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.8082330224368068</td><td>516</td><td>9010</td><td>322443</td><td>1896</td><td>SER</td><td>96.03242</td><td>193.96255</td><td>347.49557</td><td>33.16658</td><td>16.360119</td><td>3.062924</td><td>0</td><td>0</td><td></td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>1788m015</td><td>0.026511215</td><td>279.6854</td><td>222.62694</td><td>0.47903174</td><td>0.15305638</td><td>10.25385</td><td>20.710327</td><td>37.103798</td><td>10.254372</td><td>20.710846</td><td>37.104095</td><td>3.6561062</td><td>5.233705</td><td>0.09695543</td><td>0.26879966</td><td>S</td><td>102100</td><td>9</td><td>1152921504606846976</td><td>131074</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>178.8316242558849</td><td>-1.4807740906426945</td><td>1</td><td>306.1762</td><td>1</td><td>1</td><td>0.0</td><td>0.0</td><td>-0.003</td><td>0.003</td><td>178.83162390567188</td><td>0.0</td><td>-1.4807629549674806</td><td>0.0</td><td>0.7251477</td><td>185046</td><td>587725041702011010</td><td>178.83164024</td><td>-1.48076223</td><td>17.072691</td><td>0.14295</td><td>5</td><td>371704239182866432</td><td>6</td><td>18.812923</td><td>17.498837</td><td>16.812054</td><td>16.38272</td><td>16.084978</td><td>476.1963793333473</td><td>38.38893044503849</td><td>G12</td><td>1.9899652496315195e-05</td></tr>\n",
+       "<tr><td>39627751489014571</td><td>8585.085429362953</td><td>293.12257447550013 .. -3.99858149478891</td><td>0.44827139471451305</td><td>0.00011765581451593106</td><td>0</td><td>7870</td><td>GALAXY</td><td></td><td>10</td><td>190.13739101216197</td><td>0</td><td>178.88223322608434</td><td>-1.4592874114192547</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504609009673</td><td>1</td><td>TGT</td><td>0.39512559159693617</td><td>517</td><td>9010</td><td>322443</td><td>2859</td><td>DEV</td><td>3.3431652</td><td>18.031357</td><td>44.755554</td><td>110.66601</td><td>20.129177</td><td>12.197061</td><td>0</td><td>0</td><td></td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>1788m015</td><td>0.02735304</td><td>80.87573</td><td>43.221825</td><td>1.4157137</td><td>0.38406676</td><td>1.0088228</td><td>5.441084</td><td>13.505293</td><td>1.0088228</td><td>5.441084</td><td>13.505293</td><td>4.0</td><td>1.238228</td><td>0.05217518</td><td>-0.030236574</td><td>S</td><td>102100</td><td>9</td><td>1152921504609009673</td><td>131074</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>178.88223322608434</td><td>-1.4592874114192547</td><td>1</td><td>306.1762</td><td>1</td><td>1</td><td>0.001</td><td>0.001</td><td>-0.002</td><td>0.002</td><td>178.88223692688422</td><td>0.0</td><td>-1.4592800621272375</td><td>0.0</td><td>0.7411678</td><td>185061</td><td>587725041702011083</td><td>178.86422165</td><td>-1.44916563</td><td>17.53056</td><td>0.14329</td><td>5</td><td>371704788938680320</td><td>6</td><td>20.033371</td><td>18.354153</td><td>17.551334</td><td>17.116941</td><td>16.805912</td><td>477.43748129158075</td><td>38.39458255176949</td><td>G12</td><td>0.020655710777290157</td></tr>\n",
+       "<tr><td>39627751489013565</td><td>8576.984808493406</td><td>732.433116304454 .. 31.091475148718626</td><td>0.16499737039919948</td><td>3.415068247628022e-05</td><td>0</td><td>7887</td><td>GALAXY</td><td></td><td>10</td><td>182.27609199029393</td><td>0</td><td>178.82967123169004</td><td>-1.4595489207611765</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.8679772651955027</td><td>516</td><td>9010</td><td>322443</td><td>1853</td><td>SER</td><td>8.238864</td><td>20.363678</td><td>38.18573</td><td>230.07874</td><td>123.504555</td><td>26.720825</td><td>0</td><td>0</td><td></td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>1788m015</td><td>0.026112027</td><td>34.273685</td><td>23.889652</td><td>2.1033828</td><td>0.50645196</td><td>2.313479</td><td>5.718135</td><td>10.72258</td><td>2.313479</td><td>5.718135</td><td>10.72258</td><td>1.257524</td><td>1.2030737</td><td>0.15278563</td><td>-0.06945849</td><td>S</td><td>102100</td><td>9</td><td>1152921504606846976</td><td>131074</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>178.82967123169004</td><td>-1.4595489207611765</td><td>1</td><td>306.1762</td><td>1</td><td>1</td><td>0.003</td><td>0.003</td><td>-0.002</td><td>0.002</td><td>178.82968270240156</td><td>0.0</td><td>-1.4595418207813253</td><td>0.0</td><td>0.7406577</td><td>185078</td><td>587725041702011347</td><td>178.82967047</td><td>-1.45954699</td><td>19.271603</td><td>0.16511</td><td>4</td><td>G12_Y2_026_137</td><td>6</td><td>21.618761</td><td>20.243</td><td>19.287077</td><td>18.862352</td><td>18.59563</td><td>558.1064155774957</td><td>38.73358507436336</td><td>G12</td><td>2.0754840503260076e-06</td></tr>\n",
+       "<tr><td>39627751489013325</td><td>8832.450295948423</td><td>1048.708750054115 .. 16.029155592388207</td><td>0.1437115841949695</td><td>6.772776033222978e-05</td><td>0</td><td>7874</td><td>GALAXY</td><td></td><td>10</td><td>429.30130431521684</td><td>0</td><td>178.8172435272043</td><td>-1.5226947469627305</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.6956204750923226</td><td>516</td><td>9010</td><td>322443</td><td>1613</td><td>SER</td><td>29.001284</td><td>73.189445</td><td>136.03065</td><td>51.660324</td><td>17.865145</td><td>5.380392</td><td>0</td><td>0</td><td></td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>1788m015</td><td>0.027112927</td><td>113.45804</td><td>70.1683</td><td>1.0427217</td><td>0.29747653</td><td>5.923032</td><td>14.947731</td><td>27.782007</td><td>5.923036</td><td>14.947743</td><td>27.78203</td><td>4.4531517</td><td>2.3590236</td><td>-0.0059899315</td><td>0.09250433</td><td>S</td><td>102100</td><td>9</td><td>1152921504606846976</td><td>131074</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>178.8172435272043</td><td>-1.5226947469627305</td><td>1</td><td>306.1762</td><td>2</td><td>2</td><td>0.6255</td><td>0.8838838</td><td>0.851</td><td>1.2027888</td><td>178.81977787836593</td><td>9.112456</td><td>-1.5259231592027191</td><td>11.608567</td><td>0.36190474</td><td>185045</td><td>587725041702011001</td><td>178.81725062</td><td>-1.5226894</td><td>17.997007</td><td>0.14369</td><td>4</td><td>G12_Y1_DS2_091</td><td>6</td><td>20.507004</td><td>18.908314</td><td>17.914408</td><td>17.493668</td><td>17.167404</td><td>478.8982375202155</td><td>38.401216193600455</td><td>G12</td><td>8.880441323715524e-06</td></tr>\n",
+       "<tr><td>39627751489013290</td><td>8921.76774309948</td><td>1134.053182832482 .. 31.888199358645725</td><td>0.15104722512878976</td><td>3.465762556696129e-05</td><td>0</td><td>7892</td><td>GALAXY</td><td></td><td>10</td><td>682.5426936317235</td><td>0</td><td>178.81570364028272</td><td>-1.4980875587322116</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.9844658527532008</td><td>516</td><td>9010</td><td>322443</td><td>1578</td><td>SER</td><td>24.277386</td><td>61.2458</td><td>116.911736</td><td>171.05243</td><td>80.07962</td><td>20.018982</td><td>0</td><td>3602293769574513536</td><td>G2</td><td>20.057457</td><td>19.301786</td><td>17.809387</td><td>0.0</td><td>1788m015</td><td>0.026537275</td><td>123.91508</td><td>92.20543</td><td>1.340475</td><td>0.3958004</td><td>7.305722</td><td>18.430517</td><td>35.181904</td><td>7.305739</td><td>18.430548</td><td>35.181946</td><td>2.6018806</td><td>1.5548697</td><td>-0.20972303</td><td>0.38728243</td><td>S</td><td>102100</td><td>9</td><td>1152921504606846976</td><td>131074</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>178.81570364028272</td><td>-1.4980875587322116</td><td>1</td><td>306.1762</td><td>1</td><td>1</td><td>-0.002</td><td>0.002</td><td>-0.002</td><td>0.002</td><td>178.8156956203351</td><td>0.0</td><td>-1.4980799150071276</td><td>0.0</td><td>0.73144543</td><td>185044</td><td>587725041702010999</td><td>178.81571751</td><td>-1.49809142</td><td>18.080729</td><td>0.15106</td><td>4</td><td>G12_Y1_DS1_077</td><td>6</td><td>20.705893</td><td>18.896572</td><td>17.962805</td><td>17.506046</td><td>17.22875</td><td>505.93387780582833</td><td>38.52046880573549</td><td>G12</td><td>1.4392601038633543e-05</td></tr>\n",
+       "<tr><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td></tr>\n",
+       "<tr><td>39627817922593361</td><td>8614.806522250175</td><td>391.53594722569454 .. -9.24816985863392</td><td>0.32103354909633625</td><td>1.3793656245724903e-05</td><td>0</td><td>7897</td><td>GALAXY</td><td></td><td>10</td><td>501.73534655570984</td><td>0</td><td>178.53080852683817</td><td>1.289638892805471</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.3488442171882069</td><td>516</td><td>9010</td><td>338282</td><td>593</td><td>EXP</td><td>3.3571997</td><td>7.4211698</td><td>11.123369</td><td>391.018</td><td>142.04462</td><td>33.122307</td><td>0</td><td>0</td><td></td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>1786p012</td><td>0.018630309</td><td>10.322432</td><td>7.7841206</td><td>2.5726073</td><td>0.5787623</td><td>1.4525881</td><td>3.2109807</td><td>4.812843</td><td>1.4525881</td><td>3.2109807</td><td>4.812843</td><td>1.0</td><td>0.7982774</td><td>0.07021668</td><td>0.25059018</td><td>S</td><td>102000</td><td>9</td><td>1152921504606846976</td><td>65537</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>178.53080852683817</td><td>1.289638892805471</td><td>1</td><td>453.512</td><td>1</td><td>1</td><td>0.005</td><td>0.005</td><td>-0.015</td><td>0.015</td><td>178.53082995463234</td><td>0.0</td><td>1.289695604165242</td><td>0.0</td><td>0.73778564</td><td>272264</td><td>587726031174172835</td><td>178.5262338</td><td>1.29469305</td><td>19.373247</td><td>0.19579</td><td>4</td><td>G12_Y1_CX1_060</td><td>6</td><td>21.428751</td><td>20.390892</td><td>19.294064</td><td>18.847252</td><td>18.578283</td><td>674.864176901049</td><td>39.14608187780051</td><td>G12</td><td>0.006816303101388629</td></tr>\n",
+       "<tr><td>39627817922595808</td><td>9728.75465898631</td><td>2797.7507271138024 .. 0.0</td><td>0.00037661480240481983</td><td>7.352109143944327e-06</td><td>0</td><td>7902</td><td>STAR</td><td>K</td><td>5</td><td>1983.7611001514833</td><td>0</td><td>178.67399627303178</td><td>1.2708709561777538</td><td>-3.2828703</td><td>-1.8567483</td><td>2015.5</td><td>2305843009213693952</td><td>1</td><td>TGT</td><td>0.07755587320409407</td><td>516</td><td>9010</td><td>338282</td><td>3040</td><td>PSF</td><td>28.659924</td><td>46.635815</td><td>56.854122</td><td>270.0548</td><td>93.80796</td><td>52.744896</td><td>0</td><td>3892236699509601920</td><td>G2</td><td>18.442213</td><td>18.775187</td><td>17.85983</td><td>-0.010868383</td><td>1786p012</td><td>0.019132854</td><td>15.268477</td><td>7.052678</td><td>2.6384618</td><td>0.6175666</td><td>22.27661</td><td>36.248802</td><td>44.191227</td><td>22.27661</td><td>36.248802</td><td>44.191227</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>S</td><td>101500</td><td>9</td><td>2305843009213693952</td><td>0</td><td>1280</td><td>0</td><td>0</td><td>0</td><td>0</td><td>178.67399627303178</td><td>1.2708709561777538</td><td>1</td><td>453.512</td><td>1</td><td>1</td><td>0.005</td><td>0.005</td><td>-0.01</td><td>0.01</td><td>178.6740169564975</td><td>0.0</td><td>1.2709091644301682</td><td>0.0</td><td>0.789</td><td>272297</td><td>587726031174238330</td><td>178.66339319</td><td>1.27448725</td><td>18.44808</td><td>0.15415</td><td>4</td><td>G12_Y1_CX2_059</td><td>6</td><td>21.305672</td><td>19.470968</td><td>18.382105</td><td>17.947763</td><td>17.684658</td><td>517.3372043109882</td><td>38.56886855912413</td><td>G12</td><td>0.011200334371606792</td></tr>\n",
+       "<tr><td>39627817922595796</td><td>8480.874703511596</td><td>379.58385447872996 .. 12.902548936731156</td><td>0.44117879097380247</td><td>7.84398085487234e-05</td><td>0</td><td>7919</td><td>GALAXY</td><td></td><td>10</td><td>313.27909307926893</td><td>0</td><td>178.67337108072346</td><td>1.3004677750958427</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504609009673</td><td>1</td><td>TGT</td><td>0.10173074327279075</td><td>517</td><td>9010</td><td>338282</td><td>3028</td><td>DEV</td><td>3.8972876</td><td>19.387526</td><td>45.74866</td><td>158.64285</td><td>41.250374</td><td>10.792119</td><td>0</td><td>0</td><td></td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>1786p012</td><td>0.018528791</td><td>95.713066</td><td>59.24745</td><td>1.3905451</td><td>0.4033367</td><td>1.1607578</td><td>5.774329</td><td>13.62566</td><td>1.1607578</td><td>5.774329</td><td>13.62566</td><td>4.0</td><td>1.4745688</td><td>0.20549718</td><td>0.10994947</td><td>S</td><td>102100</td><td>9</td><td>1152921504609009673</td><td>131074</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>178.67337108072346</td><td>1.3004677750958427</td><td>1</td><td>453.512</td><td>1</td><td>1</td><td>0.003</td><td>0.003</td><td>-0.013</td><td>0.013</td><td>178.67338440710054</td><td>0.0</td><td>1.3005168132327845</td><td>0.0</td><td>0.7196229</td><td>272314</td><td>587726031174238456</td><td>178.68485017</td><td>1.30308491</td><td>19.187033</td><td>0.15464</td><td>4</td><td>G12_Y2_042_385</td><td>6</td><td>21.206095</td><td>19.90377</td><td>19.302254</td><td>18.872679</td><td>18.707264</td><td>519.1491953902114</td><td>38.57646092626833</td><td>G12</td><td>0.011770763633231547</td></tr>\n",
+       "<tr><td>39627817922596493</td><td>9258.860928231152</td><td>1902.43554440192 .. 0.0</td><td>-2.1808198749777563e-05</td><td>5.42258301679921e-06</td><td>0</td><td>7874</td><td>STAR</td><td>K</td><td>5</td><td>2343.870510211913</td><td>0</td><td>178.71537736504027</td><td>1.374021715007195</td><td>3.2078822</td><td>-8.390956</td><td>2015.5</td><td>2305843009213693952</td><td>1</td><td>TGT</td><td>0.8927847648846966</td><td>516</td><td>9010</td><td>338282</td><td>3725</td><td>PSF</td><td>15.03017</td><td>34.535007</td><td>51.269516</td><td>417.80438</td><td>116.40155</td><td>55.073288</td><td>0</td><td>3892239998044498560</td><td>G2</td><td>18.823437</td><td>19.313187</td><td>18.052221</td><td>0.9268146</td><td>1786p012</td><td>0.017457433</td><td>25.879156</td><td>14.232232</td><td>2.4557517</td><td>0.58300805</td><td>11.671377</td><td>26.817467</td><td>39.812313</td><td>11.671389</td><td>26.8175</td><td>39.81238</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>S</td><td>101400</td><td>9</td><td>2305843009213693952</td><td>0</td><td>33</td><td>0</td><td>0</td><td>0</td><td>0</td><td>178.71537736504027</td><td>1.374021715007195</td><td>1</td><td>453.512</td><td>1</td><td>1</td><td>0.005</td><td>0.005</td><td>-0.006</td><td>0.006</td><td>178.71539751950797</td><td>0.0</td><td>1.374044618648926</td><td>0.0</td><td>0.789</td><td>272298</td><td>587726031174238355</td><td>178.72734765</td><td>1.37270502</td><td>16.138815</td><td>0.0773</td><td>5</td><td>579861576178231296</td><td>6</td><td>19.18791</td><td>17.241888</td><td>16.182272</td><td>15.645595</td><td>15.254873</td><td>245.95703295758753</td><td>36.95429622699561</td><td>G12</td><td>0.012039065494049993</td></tr>\n",
+       "<tr><td>39627817926787609</td><td>8756.046881139278</td><td>248.54919308133788 .. -2.2102428384330928</td><td>0.19652283811780455</td><td>1.1618982387471274e-05</td><td>0</td><td>7894</td><td>GALAXY</td><td></td><td>10</td><td>664.7576061487198</td><td>0</td><td>178.78081345632515</td><td>1.3674242095133289</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>5764607523034234880</td><td>1</td><td>TGT</td><td>0.9014907453069307</td><td>575</td><td>9010</td><td>338283</td><td>537</td><td>SER</td><td>4.436968</td><td>7.991916</td><td>12.144446</td><td>485.03915</td><td>153.9087</td><td>35.813503</td><td>0</td><td>0</td><td></td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>1788p012</td><td>0.018647708</td><td>10.572699</td><td>11.932904</td><td>2.481485</td><td>0.55960494</td><td>2.0072806</td><td>3.6155362</td><td>5.4941373</td><td>2.007303</td><td>3.6155999</td><td>5.4942265</td><td>0.5</td><td>0.7542698</td><td>-0.20526609</td><td>0.06280421</td><td>S</td><td>102000</td><td>9</td><td>5764607523034234880</td><td>65537</td><td>0</td><td>131072</td><td>0</td><td>0</td><td>0</td><td>178.78081345632515</td><td>1.3674242095133289</td><td>1</td><td>453.512</td><td>1</td><td>1</td><td>0.005</td><td>0.005</td><td>-0.005</td><td>0.005</td><td>178.78083352159288</td><td>0.0</td><td>1.3674433977024285</td><td>0.0</td><td>0.7536605</td><td>272327</td><td>587726031174303863</td><td>178.7878432</td><td>1.36945554</td><td>18.674847</td><td>0.15214</td><td>4</td><td>G12_Y1_CX1_014</td><td>6</td><td>20.58443</td><td>19.423264</td><td>18.657602</td><td>18.297892</td><td>18.119825</td><td>509.9149808524829</td><td>38.53748885671906</td><td>G12</td><td>0.007315423137352873</td></tr>\n",
+       "<tr><td>39627823966586280</td><td>8786.541831851006</td><td>180.80091945264329 .. -4.727120382986678</td><td>0.27252576319718913</td><td>5.6429948866294346e-05</td><td>0</td><td>7921</td><td>GALAXY</td><td></td><td>10</td><td>151.20291785150766</td><td>0</td><td>178.82731729459326</td><td>1.3967203576176281</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.6985754765976284</td><td>516</td><td>9010</td><td>339723</td><td>1448</td><td>SER</td><td>3.2099388</td><td>12.009955</td><td>24.542437</td><td>420.80658</td><td>101.13309</td><td>31.163475</td><td>0</td><td>0</td><td></td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>1788p015</td><td>0.01899857</td><td>29.552843</td><td>23.922306</td><td>2.27105</td><td>0.5401184</td><td>1.7233545</td><td>6.447914</td><td>13.176363</td><td>1.7280629</td><td>6.459819</td><td>13.197355</td><td>2.1282837</td><td>0.6361375</td><td>0.119564295</td><td>0.5805457</td><td>S</td><td>102000</td><td>9</td><td>1152921504606846976</td><td>65537</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>178.82731729459326</td><td>1.3967203576176281</td><td>1</td><td>453.512</td><td>1</td><td>1</td><td>0.006</td><td>0.006</td><td>-0.004</td><td>0.004</td><td>178.82734115062524</td><td>0.0</td><td>1.3967358675346326</td><td>0.0</td><td>0.7593031</td><td>272335</td><td>587726031174303986</td><td>178.82667871</td><td>1.39413892</td><td>19.087439</td><td>0.15236</td><td>4</td><td>G12_Y1_CX2_020</td><td>6</td><td>21.938168</td><td>20.30943</td><td>19.182154</td><td>18.744759</td><td>18.41411</td><td>510.72651699027983</td><td>38.5409420353477</td><td>G12</td><td>0.002659204508869675</td></tr>\n",
+       "<tr><td>39627823966585027</td><td>11275.056098937988</td><td>863.4450481066694 .. 15.315721909700988</td><td>0.23441197454248677</td><td>1.3818521613110174e-06</td><td>0</td><td>7896</td><td>GALAXY</td><td></td><td>10</td><td>27430.28537750244</td><td>0</td><td>178.7607020073202</td><td>1.3875726909364325</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.08789938098875583</td><td>516</td><td>9010</td><td>339723</td><td>195</td><td>SER</td><td>4.8333044</td><td>7.937071</td><td>4.836026</td><td>315.94775</td><td>104.03699</td><td>30.404774</td><td>0</td><td>0</td><td></td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>1788p015</td><td>0.018044883</td><td>3.8507726</td><td>5.1848154</td><td>2.67384</td><td>0.56291705</td><td>2.4892228</td><td>4.087708</td><td>2.4906247</td><td>2.4914017</td><td>4.0911417</td><td>2.4947298</td><td>6.0</td><td>0.62530816</td><td>0.032758776</td><td>-0.42403778</td><td>S</td><td>102000</td><td>9</td><td>1152921504606846976</td><td>65537</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>178.7607020073202</td><td>1.3875726909364325</td><td>1</td><td>453.512</td><td>1</td><td>1</td><td>0.003</td><td>0.003</td><td>-0.009</td><td>0.009</td><td>178.76071477840244</td><td>0.0</td><td>1.387606414655185</td><td>0.0</td><td>0.75779647</td><td>272322</td><td>587726031174238759</td><td>178.76177496</td><td>1.40530684</td><td>19.345415</td><td>0.15714</td><td>4</td><td>G12_Y1_CX2_003</td><td>6</td><td>21.673544</td><td>20.34129</td><td>19.348694</td><td>18.885069</td><td>18.473942</td><td>528.4096915912872</td><td>38.61485387217287</td><td>G12</td><td>0.017766558100515917</td></tr>\n",
+       "<tr><td>39627830010579555</td><td>8869.902484065766</td><td>2197.099799673631 .. 0.0</td><td>-0.00011594897414763195</td><td>6.253736084395648e-06</td><td>0</td><td>7862</td><td>STAR</td><td>K</td><td>5</td><td>1735.2705212171131</td><td>0</td><td>179.1234597828037</td><td>1.655529475770051</td><td>-2.1955686</td><td>-6.2591543</td><td>2015.5</td><td>2305843009213693952</td><td>1</td><td>TGT</td><td>0.5235360751318631</td><td>516</td><td>9010</td><td>341164</td><td>2659</td><td>PSF</td><td>18.061817</td><td>36.99833</td><td>52.811565</td><td>373.03452</td><td>109.56554</td><td>54.03633</td><td>0</td><td>3892279958420113280</td><td>G2</td><td>18.717026</td><td>19.246618</td><td>18.0245</td><td>0.24847342</td><td>1791p017</td><td>0.021748919</td><td>19.763296</td><td>6.6483727</td><td>2.368521</td><td>0.5855148</td><td>14.027455</td><td>28.73423</td><td>41.015358</td><td>14.027455</td><td>28.73423</td><td>41.015358</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>S</td><td>101500</td><td>9</td><td>2305843009213693952</td><td>0</td><td>10240</td><td>0</td><td>0</td><td>0</td><td>0</td><td>179.1234597828037</td><td>1.655529475770051</td><td>1</td><td>491.1213</td><td>1</td><td>1</td><td>-0.01</td><td>0.01</td><td>-0.006</td><td>0.006</td><td>179.12342117602873</td><td>0.0</td><td>1.6555504960185297</td><td>0.0</td><td>0.789</td><td>288542</td><td>587726031711305740</td><td>179.09528724</td><td>1.65620404</td><td>19.449001</td><td>0.22731</td><td>4</td><td>G12_Y1_CX1_385</td><td>5</td><td>22.116213</td><td>20.674334</td><td>19.392422</td><td>18.873518</td><td>18.491077</td><td>798.7589823780536</td><td>39.51207877508292</td><td>G12</td><td>0.02816885646974523</td></tr>\n",
+       "<tr><td>39627823970779746</td><td>7802.604053474963</td><td>296.60473963667107 .. -4.638540792913945</td><td>0.3115369410427204</td><td>4.0410130104760964e-05</td><td>0</td><td>7899</td><td>GALAXY</td><td></td><td>10</td><td>229.37117858603597</td><td>0</td><td>179.02785029294526</td><td>1.5909798988716264</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.2516316724782406</td><td>516</td><td>9010</td><td>339724</td><td>610</td><td>REX</td><td>3.112096</td><td>9.897974</td><td>20.614836</td><td>343.08878</td><td>103.24651</td><td>15.841923</td><td>0</td><td>0</td><td></td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>1791p015</td><td>0.021849364</td><td>31.285973</td><td>-2.0765455</td><td>2.162964</td><td>0.5049256</td><td>1.4086603</td><td>4.4802227</td><td>9.331106</td><td>1.4161298</td><td>4.500376</td><td>9.367726</td><td>1.0</td><td>0.5988697</td><td>0.0</td><td>0.0</td><td>S</td><td>102000</td><td>9</td><td>1152921504606846976</td><td>65537</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>179.02785029294526</td><td>1.5909798988716264</td><td>1</td><td>396.4085</td><td>1</td><td>1</td><td>-0.001</td><td>0.001</td><td>-0.001</td><td>0.001</td><td>179.0278464649294</td><td>0.0</td><td>1.5909834612580693</td><td>0.0</td><td>0.76247287</td><td>219772</td><td>587726013994762400</td><td>179.03887879</td><td>1.57718296</td><td>18.625002</td><td>0.17999</td><td>4</td><td>G12_Y1_CX1_390</td><td>6</td><td>20.55852</td><td>19.316725</td><td>18.514906</td><td>18.070555</td><td>17.807049</td><td>614.2543048065643</td><td>38.9417410438899</td><td>G12</td><td>0.01766041683263398</td></tr>\n",
+       "<tr><td>39627830010578329</td><td>7754.733414856717</td><td>527.5785436129403 .. -7.748240811672773</td><td>0.21397935366188278</td><td>5.8908448892770265e-05</td><td>0</td><td>7890</td><td>GALAXY</td><td></td><td>10</td><td>192.8130842372775</td><td>0</td><td>179.06446752017513</td><td>1.642754567025354</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.7311757602173515</td><td>516</td><td>9010</td><td>341164</td><td>1433</td><td>DEV</td><td>4.554174</td><td>14.537929</td><td>28.321898</td><td>197.9917</td><td>45.996483</td><td>20.6546</td><td>0</td><td>0</td><td></td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>1791p017</td><td>0.021698117</td><td>28.211567</td><td>20.643957</td><td>2.1050014</td><td>0.5059079</td><td>2.5218022</td><td>8.050149</td><td>15.682806</td><td>2.5218022</td><td>8.050149</td><td>15.682806</td><td>4.0</td><td>0.50519973</td><td>-0.03364423</td><td>-0.4733275</td><td>S</td><td>102000</td><td>9</td><td>1152921504606846976</td><td>65537</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>179.06446752017513</td><td>1.642754567025354</td><td>1</td><td>427.1038</td><td>1</td><td>1</td><td>-0.01</td><td>0.01</td><td>0.005</td><td>0.005</td><td>179.0644279402225</td><td>0.0</td><td>1.6427354351057648</td><td>0.0</td><td>0.7630033</td><td>219762</td><td>587726013994762281</td><td>179.0644822</td><td>1.64276327</td><td>19.743746</td><td>0.21358</td><td>4</td><td>G12_Y2_014_372</td><td>5</td><td>22.122738</td><td>20.907745</td><td>19.694237</td><td>19.235987</td><td>18.883875</td><td>744.3082902120113</td><td>39.3587642812638</td><td>G12</td><td>1.706053700392514e-05</td></tr>\n",
+       "</table>"
+      ],
+      "text/plain": [
+       "<Table length=176662>\n",
+       "     TARGETID            CHI2        ... FIELD         GAMA_SEP       \n",
+       "                                     ...                 deg          \n",
+       "      int64            float64       ... bytes4        float64        \n",
+       "----------------- ------------------ ... ------ ----------------------\n",
+       "39627751489016708  8978.298949219286 ...    G12   0.020818202744412463\n",
+       "39627751493206196  8463.270686775446 ...    G12  4.881250127241795e-05\n",
+       "39627757528809723   8585.26397619769 ...    G12   0.006552137142048083\n",
+       "39627751489014455  8650.939685828984 ...    G12    0.02631483428506429\n",
+       "39627751489013608  9649.093964904547 ...    G12 1.9899652496315195e-05\n",
+       "39627751489014571  8585.085429362953 ...    G12   0.020655710777290157\n",
+       "39627751489013565  8576.984808493406 ...    G12 2.0754840503260076e-06\n",
+       "39627751489013325  8832.450295948423 ...    G12  8.880441323715524e-06\n",
+       "39627751489013290   8921.76774309948 ...    G12 1.4392601038633543e-05\n",
+       "              ...                ... ...    ...                    ...\n",
+       "39627817922593361  8614.806522250175 ...    G12   0.006816303101388629\n",
+       "39627817922595808   9728.75465898631 ...    G12   0.011200334371606792\n",
+       "39627817922595796  8480.874703511596 ...    G12   0.011770763633231547\n",
+       "39627817922596493  9258.860928231152 ...    G12   0.012039065494049993\n",
+       "39627817926787609  8756.046881139278 ...    G12   0.007315423137352873\n",
+       "39627823966586280  8786.541831851006 ...    G12   0.002659204508869675\n",
+       "39627823966585027 11275.056098937988 ...    G12   0.017766558100515917\n",
+       "39627830010579555  8869.902484065766 ...    G12    0.02816885646974523\n",
+       "39627823970779746  7802.604053474963 ...    G12    0.01766041683263398\n",
+       "39627830010578329  7754.733414856717 ...    G12  1.706053700392514e-05"
+      ]
+     },
+     "execution_count": 38,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "desi = Table.read('/global/cscratch1/sd/mjwilson/norberg//GAMA4/desi_gold.fits')\n",
+    "desi"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 54,
+   "id": "ba7a8b21-48a3-4cb0-9ce1-21f8859b77d8",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.1910088191008819"
+      ]
+     },
+     "execution_count": 54,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "good_match = desi['GAMA_SEP'] < 1. * u.arcsec\n",
+    "np.mean(good_match)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 55,
+   "id": "d4f81b3b-72cf-4f9c-9187-16a79567130c",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<i>Table length=33744</i>\n",
+       "<table id=\"table46913952209456\" class=\"table-striped table-bordered table-condensed\">\n",
+       "<thead><tr><th>TARGETID</th><th>CHI2</th><th>COEFF [10]</th><th>Z</th><th>ZERR</th><th>ZWARN</th><th>NPIXELS</th><th>SPECTYPE</th><th>SUBTYPE</th><th>NCOEFF</th><th>DELTACHI2</th><th>COADD_FIBERSTATUS</th><th>TARGET_RA</th><th>TARGET_DEC</th><th>PMRA</th><th>PMDEC</th><th>REF_EPOCH</th><th>FA_TARGET</th><th>FA_TYPE</th><th>OBJTYPE</th><th>SUBPRIORITY</th><th>OBSCONDITIONS</th><th>RELEASE</th><th>BRICKID</th><th>BRICK_OBJID</th><th>MORPHTYPE</th><th>FLUX_G</th><th>FLUX_R</th><th>FLUX_Z</th><th>FLUX_IVAR_G</th><th>FLUX_IVAR_R</th><th>FLUX_IVAR_Z</th><th>MASKBITS</th><th>REF_ID</th><th>REF_CAT</th><th>GAIA_PHOT_G_MEAN_MAG</th><th>GAIA_PHOT_BP_MEAN_MAG</th><th>GAIA_PHOT_RP_MEAN_MAG</th><th>PARALLAX</th><th>BRICKNAME</th><th>EBV</th><th>FLUX_W1</th><th>FLUX_W2</th><th>FLUX_IVAR_W1</th><th>FLUX_IVAR_W2</th><th>FIBERFLUX_G</th><th>FIBERFLUX_R</th><th>FIBERFLUX_Z</th><th>FIBERTOTFLUX_G</th><th>FIBERTOTFLUX_R</th><th>FIBERTOTFLUX_Z</th><th>SERSIC</th><th>SHAPE_R</th><th>SHAPE_E1</th><th>SHAPE_E2</th><th>PHOTSYS</th><th>PRIORITY_INIT</th><th>NUMOBS_INIT</th><th>SV3_DESI_TARGET</th><th>SV3_BGS_TARGET</th><th>SV3_MWS_TARGET</th><th>SV3_SCND_TARGET</th><th>DESI_TARGET</th><th>BGS_TARGET</th><th>MWS_TARGET</th><th>PLATE_RA</th><th>PLATE_DEC</th><th>COADD_NUMEXP</th><th>COADD_EXPTIME</th><th>COADD_NUMNIGHT</th><th>COADD_NUMTILE</th><th>MEAN_DELTA_X</th><th>RMS_DELTA_X</th><th>MEAN_DELTA_Y</th><th>RMS_DELTA_Y</th><th>MEAN_FIBER_RA</th><th>STD_FIBER_RA</th><th>MEAN_FIBER_DEC</th><th>STD_FIBER_DEC</th><th>MEAN_PSF_TO_FIBER_SPECFLUX</th><th>CATAID</th><th>OBJID</th><th>RA</th><th>DEC</th><th>R_PETRO</th><th>ZGAMA</th><th>NQ</th><th>SPECID</th><th>SURVEY_CLASS</th><th>UMAG_DRED_SDSS</th><th>GMAG_DRED_SDSS</th><th>RMAG_DRED_SDSS</th><th>IMAG_DRED_SDSS</th><th>ZMAG_DRED_SDSS</th><th>LUMDIST</th><th>DISTMOD</th><th>FIELD</th><th>GAMA_SEP</th></tr></thead>\n",
+       "<thead><tr><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th>deg</th><th>deg</th><th>mag</th><th></th><th></th><th></th><th></th><th>mag</th><th>mag</th><th>mag</th><th>mag</th><th>mag</th><th></th><th></th><th></th><th>deg</th></tr></thead>\n",
+       "<thead><tr><th>int64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>int64</th><th>int64</th><th>bytes6</th><th>bytes20</th><th>int64</th><th>float64</th><th>int32</th><th>float64</th><th>float64</th><th>float32</th><th>float32</th><th>float32</th><th>int64</th><th>uint8</th><th>bytes3</th><th>float64</th><th>int32</th><th>int16</th><th>int32</th><th>int32</th><th>bytes4</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>int16</th><th>int64</th><th>bytes2</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>bytes8</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>bytes1</th><th>int64</th><th>int64</th><th>int64</th><th>int64</th><th>int64</th><th>int64</th><th>int64</th><th>int64</th><th>int64</th><th>float64</th><th>float64</th><th>int16</th><th>float32</th><th>int16</th><th>int16</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float64</th><th>float32</th><th>float64</th><th>float32</th><th>float32</th><th>int32</th><th>int64</th><th>float64</th><th>float64</th><th>float32</th><th>float32</th><th>int16</th><th>bytes33</th><th>int16</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float64</th><th>float64</th><th>bytes4</th><th>float64</th></tr></thead>\n",
+       "<tr><td>39627751493206196</td><td>8463.270686775446</td><td>221.26270114472453 .. -4.18207391665733</td><td>0.14756515752470148</td><td>1.0347126423482268e-05</td><td>0</td><td>7914</td><td>GALAXY</td><td></td><td>10</td><td>610.5001398026943</td><td>0</td><td>179.00684662808823</td><td>-1.5854359049019477</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.39934897699621286</td><td>516</td><td>9010</td><td>322444</td><td>180</td><td>SER</td><td>9.510991</td><td>17.955027</td><td>29.486227</td><td>201.25485</td><td>99.9256</td><td>20.759195</td><td>0</td><td>0</td><td></td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>1791m015</td><td>0.02626748</td><td>29.401152</td><td>17.249445</td><td>1.8708502</td><td>0.4161666</td><td>2.0745454</td><td>3.9163656</td><td>6.431561</td><td>2.0752914</td><td>3.91767</td><td>6.432513</td><td>1.3576496</td><td>2.4701838</td><td>0.00839696</td><td>-0.72231585</td><td>S</td><td>102100</td><td>9</td><td>1152921504606846976</td><td>131074</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>179.00684662808823</td><td>-1.5854359049019477</td><td>1</td><td>306.1762</td><td>1</td><td>1</td><td>-0.001</td><td>0.001</td><td>0.001</td><td>0.001</td><td>179.006842805758</td><td>0.0</td><td>-1.5854394798393572</td><td>0.0</td><td>0.72444165</td><td>185109</td><td>587725041702076895</td><td>179.00689353</td><td>-1.58544949</td><td>19.392159</td><td>0.14748</td><td>4</td><td>G12_Y2_044_188</td><td>6</td><td>20.969</td><td>19.949112</td><td>19.285656</td><td>19.01996</td><td>18.83842</td><td>492.77254152440804</td><td>38.46323249946821</td><td>G12</td><td>4.881250127241795e-05</td></tr>\n",
+       "<tr><td>39627751489013608</td><td>9649.093964904547</td><td>904.0885701427658 .. 45.899310840071</td><td>0.14290528242406353</td><td>1.1196772547171301e-05</td><td>0</td><td>7890</td><td>GALAXY</td><td></td><td>10</td><td>2951.0636972486973</td><td>0</td><td>178.8316242558849</td><td>-1.4807740906426945</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.8082330224368068</td><td>516</td><td>9010</td><td>322443</td><td>1896</td><td>SER</td><td>96.03242</td><td>193.96255</td><td>347.49557</td><td>33.16658</td><td>16.360119</td><td>3.062924</td><td>0</td><td>0</td><td></td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>1788m015</td><td>0.026511215</td><td>279.6854</td><td>222.62694</td><td>0.47903174</td><td>0.15305638</td><td>10.25385</td><td>20.710327</td><td>37.103798</td><td>10.254372</td><td>20.710846</td><td>37.104095</td><td>3.6561062</td><td>5.233705</td><td>0.09695543</td><td>0.26879966</td><td>S</td><td>102100</td><td>9</td><td>1152921504606846976</td><td>131074</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>178.8316242558849</td><td>-1.4807740906426945</td><td>1</td><td>306.1762</td><td>1</td><td>1</td><td>0.0</td><td>0.0</td><td>-0.003</td><td>0.003</td><td>178.83162390567188</td><td>0.0</td><td>-1.4807629549674806</td><td>0.0</td><td>0.7251477</td><td>185046</td><td>587725041702011010</td><td>178.83164024</td><td>-1.48076223</td><td>17.072691</td><td>0.14295</td><td>5</td><td>371704239182866432</td><td>6</td><td>18.812923</td><td>17.498837</td><td>16.812054</td><td>16.38272</td><td>16.084978</td><td>476.1963793333473</td><td>38.38893044503849</td><td>G12</td><td>1.9899652496315195e-05</td></tr>\n",
+       "<tr><td>39627751489013565</td><td>8576.984808493406</td><td>732.433116304454 .. 31.091475148718626</td><td>0.16499737039919948</td><td>3.415068247628022e-05</td><td>0</td><td>7887</td><td>GALAXY</td><td></td><td>10</td><td>182.27609199029393</td><td>0</td><td>178.82967123169004</td><td>-1.4595489207611765</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.8679772651955027</td><td>516</td><td>9010</td><td>322443</td><td>1853</td><td>SER</td><td>8.238864</td><td>20.363678</td><td>38.18573</td><td>230.07874</td><td>123.504555</td><td>26.720825</td><td>0</td><td>0</td><td></td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>1788m015</td><td>0.026112027</td><td>34.273685</td><td>23.889652</td><td>2.1033828</td><td>0.50645196</td><td>2.313479</td><td>5.718135</td><td>10.72258</td><td>2.313479</td><td>5.718135</td><td>10.72258</td><td>1.257524</td><td>1.2030737</td><td>0.15278563</td><td>-0.06945849</td><td>S</td><td>102100</td><td>9</td><td>1152921504606846976</td><td>131074</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>178.82967123169004</td><td>-1.4595489207611765</td><td>1</td><td>306.1762</td><td>1</td><td>1</td><td>0.003</td><td>0.003</td><td>-0.002</td><td>0.002</td><td>178.82968270240156</td><td>0.0</td><td>-1.4595418207813253</td><td>0.0</td><td>0.7406577</td><td>185078</td><td>587725041702011347</td><td>178.82967047</td><td>-1.45954699</td><td>19.271603</td><td>0.16511</td><td>4</td><td>G12_Y2_026_137</td><td>6</td><td>21.618761</td><td>20.243</td><td>19.287077</td><td>18.862352</td><td>18.59563</td><td>558.1064155774957</td><td>38.73358507436336</td><td>G12</td><td>2.0754840503260076e-06</td></tr>\n",
+       "<tr><td>39627751489013325</td><td>8832.450295948423</td><td>1048.708750054115 .. 16.029155592388207</td><td>0.1437115841949695</td><td>6.772776033222978e-05</td><td>0</td><td>7874</td><td>GALAXY</td><td></td><td>10</td><td>429.30130431521684</td><td>0</td><td>178.8172435272043</td><td>-1.5226947469627305</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.6956204750923226</td><td>516</td><td>9010</td><td>322443</td><td>1613</td><td>SER</td><td>29.001284</td><td>73.189445</td><td>136.03065</td><td>51.660324</td><td>17.865145</td><td>5.380392</td><td>0</td><td>0</td><td></td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>1788m015</td><td>0.027112927</td><td>113.45804</td><td>70.1683</td><td>1.0427217</td><td>0.29747653</td><td>5.923032</td><td>14.947731</td><td>27.782007</td><td>5.923036</td><td>14.947743</td><td>27.78203</td><td>4.4531517</td><td>2.3590236</td><td>-0.0059899315</td><td>0.09250433</td><td>S</td><td>102100</td><td>9</td><td>1152921504606846976</td><td>131074</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>178.8172435272043</td><td>-1.5226947469627305</td><td>1</td><td>306.1762</td><td>2</td><td>2</td><td>0.6255</td><td>0.8838838</td><td>0.851</td><td>1.2027888</td><td>178.81977787836593</td><td>9.112456</td><td>-1.5259231592027191</td><td>11.608567</td><td>0.36190474</td><td>185045</td><td>587725041702011001</td><td>178.81725062</td><td>-1.5226894</td><td>17.997007</td><td>0.14369</td><td>4</td><td>G12_Y1_DS2_091</td><td>6</td><td>20.507004</td><td>18.908314</td><td>17.914408</td><td>17.493668</td><td>17.167404</td><td>478.8982375202155</td><td>38.401216193600455</td><td>G12</td><td>8.880441323715524e-06</td></tr>\n",
+       "<tr><td>39627751489013290</td><td>8921.76774309948</td><td>1134.053182832482 .. 31.888199358645725</td><td>0.15104722512878976</td><td>3.465762556696129e-05</td><td>0</td><td>7892</td><td>GALAXY</td><td></td><td>10</td><td>682.5426936317235</td><td>0</td><td>178.81570364028272</td><td>-1.4980875587322116</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.9844658527532008</td><td>516</td><td>9010</td><td>322443</td><td>1578</td><td>SER</td><td>24.277386</td><td>61.2458</td><td>116.911736</td><td>171.05243</td><td>80.07962</td><td>20.018982</td><td>0</td><td>3602293769574513536</td><td>G2</td><td>20.057457</td><td>19.301786</td><td>17.809387</td><td>0.0</td><td>1788m015</td><td>0.026537275</td><td>123.91508</td><td>92.20543</td><td>1.340475</td><td>0.3958004</td><td>7.305722</td><td>18.430517</td><td>35.181904</td><td>7.305739</td><td>18.430548</td><td>35.181946</td><td>2.6018806</td><td>1.5548697</td><td>-0.20972303</td><td>0.38728243</td><td>S</td><td>102100</td><td>9</td><td>1152921504606846976</td><td>131074</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>178.81570364028272</td><td>-1.4980875587322116</td><td>1</td><td>306.1762</td><td>1</td><td>1</td><td>-0.002</td><td>0.002</td><td>-0.002</td><td>0.002</td><td>178.8156956203351</td><td>0.0</td><td>-1.4980799150071276</td><td>0.0</td><td>0.73144543</td><td>185044</td><td>587725041702010999</td><td>178.81571751</td><td>-1.49809142</td><td>18.080729</td><td>0.15106</td><td>4</td><td>G12_Y1_DS1_077</td><td>6</td><td>20.705893</td><td>18.896572</td><td>17.962805</td><td>17.506046</td><td>17.22875</td><td>505.93387780582833</td><td>38.52046880573549</td><td>G12</td><td>1.4392601038633543e-05</td></tr>\n",
+       "<tr><td>39627751489015473</td><td>8628.5112837255</td><td>-5.698035012981374 .. -3.6445797135110816</td><td>0.17460723127447925</td><td>2.4759095888423346e-05</td><td>0</td><td>7880</td><td>GALAXY</td><td></td><td>10</td><td>291.8391193151474</td><td>0</td><td>178.92539961412555</td><td>-1.4966580544903623</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.4288975646006742</td><td>516</td><td>9010</td><td>322443</td><td>3761</td><td>SER</td><td>6.5070014</td><td>15.074447</td><td>30.169344</td><td>313.85968</td><td>127.37541</td><td>27.39917</td><td>0</td><td>0</td><td></td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>1788m015</td><td>0.027592104</td><td>48.491276</td><td>46.934925</td><td>1.7348423</td><td>0.42161608</td><td>1.4849912</td><td>3.4402049</td><td>6.8850775</td><td>1.485018</td><td>3.4402297</td><td>6.8850994</td><td>1.4978405</td><td>2.2055092</td><td>0.6099208</td><td>0.07544761</td><td>S</td><td>102100</td><td>9</td><td>1152921504606846976</td><td>131074</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>178.92539961412555</td><td>-1.4966580544903623</td><td>1</td><td>306.1762</td><td>1</td><td>1</td><td>-0.001</td><td>0.001</td><td>-0.003</td><td>0.003</td><td>178.92539539207687</td><td>0.0</td><td>-1.4966468183033563</td><td>0.0</td><td>0.7261786</td><td>185106</td><td>587725041702076744</td><td>178.9253884</td><td>-1.49669254</td><td>19.48159</td><td>0.1746</td><td>4</td><td>G12_Y2_026_129</td><td>5</td><td>21.29278</td><td>20.362146</td><td>19.54714</td><td>19.066359</td><td>18.589636</td><td>593.8105106045869</td><td>38.86823940228173</td><td>G12</td><td>3.6261842145141034e-05</td></tr>\n",
+       "<tr><td>39627751484822207</td><td>8712.22295193933</td><td>620.3478713134267 .. 25.892168081175072</td><td>0.16662537854771178</td><td>7.202557314946325e-05</td><td>0</td><td>7916</td><td>GALAXY</td><td></td><td>10</td><td>153.8018165542744</td><td>0</td><td>178.73361188944136</td><td>-1.4194675264538323</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.967717375585535</td><td>516</td><td>9010</td><td>322442</td><td>4799</td><td>DEV</td><td>10.222103</td><td>27.579014</td><td>50.78948</td><td>174.16187</td><td>80.204315</td><td>17.930693</td><td>2048</td><td>0</td><td></td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>1786m015</td><td>0.024173364</td><td>52.529823</td><td>31.968287</td><td>1.4409071</td><td>0.3739885</td><td>2.6601932</td><td>7.1771436</td><td>13.21742</td><td>2.660601</td><td>7.178319</td><td>13.219713</td><td>4.0</td><td>1.7598299</td><td>-0.18761422</td><td>-0.08575299</td><td>S</td><td>102100</td><td>9</td><td>1152921504606846976</td><td>131074</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>178.73361188944136</td><td>-1.4194675264538323</td><td>1</td><td>306.1762</td><td>1</td><td>1</td><td>-0.004</td><td>0.004</td><td>0.0</td><td>0.0</td><td>178.73359636501849</td><td>0.0</td><td>-1.4194670152466577</td><td>0.0</td><td>0.7286044</td><td>144033</td><td>587724650867065134</td><td>178.73362171</td><td>-1.41945319</td><td>19.273743</td><td>0.16656</td><td>4</td><td>G12_Y1_DS1_084</td><td>6</td><td>22.162899</td><td>20.250738</td><td>19.154583</td><td>18.71944</td><td>18.522907</td><td>563.5375532259756</td><td>38.754614310121795</td><td>G12</td><td>1.7375790599941835e-05</td></tr>\n",
+       "<tr><td>39627751489013618</td><td>18748.808570712805</td><td>0.008060513384451986 .. 0.0</td><td>0.14375299907850864</td><td>1.0088499081094984e-05</td><td>0</td><td>7865</td><td>QSO</td><td></td><td>4</td><td>14428.144272953272</td><td>0</td><td>178.83191473124245</td><td>-1.4088208304854346</td><td>-0.07804861</td><td>0.8563991</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.42080097963404983</td><td>516</td><td>9010</td><td>322443</td><td>1906</td><td>SER</td><td>44.940247</td><td>86.10391</td><td>131.91595</td><td>130.62253</td><td>71.135</td><td>21.239317</td><td>0</td><td>3602297751007783296</td><td>G2</td><td>19.17936</td><td>18.595024</td><td>17.478544</td><td>0.010144437</td><td>1788m015</td><td>0.026070394</td><td>428.45615</td><td>784.34753</td><td>0.66292655</td><td>0.15803708</td><td>16.240597</td><td>31.116405</td><td>47.67205</td><td>16.240887</td><td>31.118303</td><td>47.67739</td><td>4.282294</td><td>0.9399915</td><td>0.037090283</td><td>-0.048969235</td><td>S</td><td>102100</td><td>9</td><td>1152921504606846976</td><td>131074</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>178.83191473124245</td><td>-1.4088208304854346</td><td>1</td><td>453.512</td><td>2</td><td>2</td><td>0.082</td><td>0.11810589</td><td>0.304</td><td>0.4292144</td><td>178.8322691326793</td><td>1.3180335</td><td>-1.4099694490183459</td><td>4.12283</td><td>0.37455797</td><td>144068</td><td>587724650867130551</td><td>178.83194042</td><td>-1.40882872</td><td>17.708885</td><td>0.1446</td><td>4</td><td>2dF297953</td><td>6</td><td>19.62415</td><td>18.334019</td><td>17.674603</td><td>17.280598</td><td>17.148766</td><td>482.22400260147566</td><td>38.41624411749395</td><td>G12</td><td>2.6865550455542155e-05</td></tr>\n",
+       "<tr><td>39627751489012431</td><td>9577.251358687878</td><td>747.9734566799025 .. 5.030321165837629</td><td>0.22625902992522734</td><td>1.06018178675957e-05</td><td>0</td><td>7880</td><td>GALAXY</td><td></td><td>10</td><td>2021.154848396778</td><td>0</td><td>178.77832203354774</td><td>-1.4707931820105564</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.9858044259065994</td><td>516</td><td>9010</td><td>322443</td><td>719</td><td>SER</td><td>30.948454</td><td>68.86559</td><td>123.47902</td><td>69.70473</td><td>31.47242</td><td>7.1526175</td><td>0</td><td>0</td><td></td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>1788m015</td><td>0.025220707</td><td>140.34793</td><td>120.469795</td><td>0.9584386</td><td>0.27334765</td><td>4.7277327</td><td>10.520012</td><td>18.86284</td><td>4.728716</td><td>10.5220175</td><td>18.865707</td><td>2.3410585</td><td>2.600573</td><td>0.08436359</td><td>0.17305252</td><td>S</td><td>102100</td><td>9</td><td>1152921504606846976</td><td>131074</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>178.77832203354774</td><td>-1.4707931820105564</td><td>1</td><td>306.1762</td><td>1</td><td>1</td><td>0.001</td><td>0.001</td><td>-0.003</td><td>0.003</td><td>178.7783255429535</td><td>0.0</td><td>-1.4707821708151447</td><td>0.0</td><td>0.72435594</td><td>185052</td><td>587725041702011060</td><td>178.77831555</td><td>-1.47079161</td><td>18.034916</td><td>0.22831</td><td>4</td><td>2dF299062</td><td>6</td><td>19.916206</td><td>18.92343</td><td>18.079565</td><td>17.634125</td><td>17.336027</td><td>802.7536073427406</td><td>39.52291132918415</td><td>G12</td><td>6.669326376680688e-06</td></tr>\n",
+       "<tr><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td></tr>\n",
+       "<tr><td>39627823966586623</td><td>8774.540522575378</td><td>819.0996430863098 .. 20.363784494679</td><td>0.22662936996846111</td><td>4.7377131645285844e-06</td><td>0</td><td>7905</td><td>GALAXY</td><td></td><td>10</td><td>3094.351266860962</td><td>0</td><td>178.84500828697776</td><td>1.4586254800242364</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.3955881055240208</td><td>516</td><td>9010</td><td>339723</td><td>1791</td><td>REX</td><td>8.795169</td><td>14.350951</td><td>19.554956</td><td>352.88324</td><td>110.87591</td><td>27.716251</td><td>0</td><td>0</td><td></td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>1788p015</td><td>0.018601624</td><td>15.380167</td><td>12.398982</td><td>2.4629166</td><td>0.5600495</td><td>3.4190865</td><td>5.578874</td><td>7.60191</td><td>3.4191267</td><td>5.578945</td><td>7.6020007</td><td>1.0</td><td>0.7211514</td><td>0.0</td><td>0.0</td><td>S</td><td>102000</td><td>9</td><td>1152921504606846976</td><td>65537</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>178.84500828697776</td><td>1.4586254800242364</td><td>1</td><td>396.4085</td><td>1</td><td>1</td><td>-0.009</td><td>0.009</td><td>0.004</td><td>0.004</td><td>178.8449727068052</td><td>0.0</td><td>1.4586096321987418</td><td>0.0</td><td>0.7529406</td><td>219744</td><td>587726013994696994</td><td>178.84501485</td><td>1.45859164</td><td>19.591415</td><td>0.2267</td><td>4</td><td>G12_Y2_033_213</td><td>5</td><td>20.753817</td><td>20.16736</td><td>19.568016</td><td>19.345713</td><td>19.146425</td><td>796.3241673415976</td><td>39.50544948082788</td><td>G12</td><td>3.447016960091287e-05</td></tr>\n",
+       "<tr><td>39627823966585927</td><td>8633.59043803811</td><td>407.57460436300875 .. -1.0188739585519404</td><td>0.1529432971109113</td><td>1.1822916203372724e-05</td><td>0</td><td>7928</td><td>GALAXY</td><td></td><td>10</td><td>644.5414406955242</td><td>0</td><td>178.81060086192414</td><td>1.4380672806791752</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.9530815383522441</td><td>516</td><td>9010</td><td>339723</td><td>1095</td><td>SER</td><td>28.143187</td><td>53.91679</td><td>88.06263</td><td>127.81622</td><td>35.48651</td><td>9.82751</td><td>0</td><td>0</td><td></td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>1788p015</td><td>0.018179974</td><td>75.35145</td><td>55.92758</td><td>1.5211822</td><td>0.41532418</td><td>3.9411383</td><td>7.5504427</td><td>12.332185</td><td>3.9411862</td><td>7.5505095</td><td>12.332258</td><td>0.6274343</td><td>1.7422001</td><td>0.06506453</td><td>0.079854846</td><td>S</td><td>102100</td><td>9</td><td>1152921504606846976</td><td>131074</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>178.81060086192414</td><td>1.4380672806791752</td><td>1</td><td>315.6995</td><td>1</td><td>1</td><td>0.008</td><td>0.008</td><td>-0.02</td><td>0.02</td><td>178.81063451907764</td><td>0.0</td><td>1.43814294475504</td><td>0.0</td><td>0.68552214</td><td>219732</td><td>587726013994696921</td><td>178.81061297</td><td>1.43806121</td><td>18.247574</td><td>0.15289</td><td>4</td><td>G12_Y6_060_335</td><td>6</td><td>19.898405</td><td>18.835545</td><td>18.147627</td><td>17.781906</td><td>17.56995</td><td>512.6824424165776</td><td>38.54924222312786</td><td>G12</td><td>1.3541281718852934e-05</td></tr>\n",
+       "<tr><td>39627817922594883</td><td>8570.026254475117</td><td>1007.7877356615194 .. 38.47963067316828</td><td>0.0706647282057881</td><td>3.2095733086307396e-06</td><td>0</td><td>7850</td><td>GALAXY</td><td></td><td>10</td><td>3118.018540561199</td><td>0</td><td>178.62025009318234</td><td>1.248995626888784</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.7169701994836901</td><td>516</td><td>9010</td><td>338282</td><td>2115</td><td>REX</td><td>19.630253</td><td>29.334179</td><td>38.1727</td><td>177.26636</td><td>53.25453</td><td>15.078373</td><td>0</td><td>0</td><td></td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>1786p012</td><td>0.018009616</td><td>20.675083</td><td>24.643423</td><td>2.147276</td><td>0.51160336</td><td>4.4896054</td><td>6.7089753</td><td>8.73042</td><td>4.5034394</td><td>6.7291355</td><td>8.749914</td><td>1.0</td><td>1.197339</td><td>0.0</td><td>0.0</td><td>S</td><td>102100</td><td>9</td><td>1152921504606846976</td><td>131074</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>178.62025009318234</td><td>1.248995626888784</td><td>1</td><td>315.6995</td><td>1</td><td>1</td><td>0.008</td><td>0.008</td><td>-0.026</td><td>0.026</td><td>178.62028448289243</td><td>0.0</td><td>1.249095408493005</td><td>0.0</td><td>0.68244445</td><td>272259</td><td>587726031174172810</td><td>178.62030073</td><td>1.2490395</td><td>18.885187</td><td>0.07073</td><td>4</td><td>G12_Y1_CX2_042</td><td>6</td><td>20.17847</td><td>19.203869</td><td>18.865833</td><td>18.583267</td><td>18.461788</td><td>223.97058767542103</td><td>36.75095494772087</td><td>G12</td><td>6.699043876701257e-05</td></tr>\n",
+       "<tr><td>39627823966586264</td><td>8402.992509886855</td><td>316.1233490956164 .. -7.337002404148852</td><td>0.15259498526671894</td><td>0.00016674536323568585</td><td>0</td><td>7883</td><td>GALAXY</td><td></td><td>10</td><td>98.06819241656922</td><td>0</td><td>178.82665811505242</td><td>1.3941291201113826</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.6628010999057109</td><td>516</td><td>9010</td><td>339723</td><td>1432</td><td>SER</td><td>8.36375</td><td>21.737862</td><td>41.122578</td><td>145.66835</td><td>34.633453</td><td>11.029137</td><td>0</td><td>0</td><td></td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>1788p015</td><td>0.019024443</td><td>29.222773</td><td>18.121302</td><td>1.5742751</td><td>0.38285097</td><td>2.4465697</td><td>6.358773</td><td>12.029202</td><td>2.449869</td><td>6.364155</td><td>12.033995</td><td>6.0</td><td>1.6581348</td><td>0.08906218</td><td>-0.06584132</td><td>S</td><td>102100</td><td>9</td><td>1152921504606846976</td><td>131074</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>178.82665811505242</td><td>1.3941291201113826</td><td>1</td><td>427.1038</td><td>1</td><td>1</td><td>-0.006</td><td>0.006</td><td>0.013</td><td>0.013</td><td>178.8266331961397</td><td>0.0</td><td>1.3940795026390864</td><td>0.0</td><td>0.71608126</td><td>272335</td><td>587726031174303986</td><td>178.82667871</td><td>1.39413892</td><td>19.087439</td><td>0.15236</td><td>4</td><td>G12_Y1_CX2_020</td><td>6</td><td>21.938168</td><td>20.30943</td><td>19.182154</td><td>18.744759</td><td>18.41411</td><td>510.72651699027983</td><td>38.5409420353477</td><td>G12</td><td>2.2802162403838536e-05</td></tr>\n",
+       "<tr><td>39627823966586990</td><td>9520.32962005958</td><td>505.7526165386138 .. 5.589033718003124</td><td>0.22621258648477793</td><td>5.2774781728126445e-05</td><td>0</td><td>7908</td><td>GALAXY</td><td></td><td>10</td><td>161.03013564273715</td><td>0</td><td>178.86536707363</td><td>1.495820674936044</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.25558604768023785</td><td>516</td><td>9010</td><td>339723</td><td>2158</td><td>SER</td><td>6.211335</td><td>19.395401</td><td>37.90628</td><td>251.88986</td><td>64.804504</td><td>16.27137</td><td>0</td><td>0</td><td></td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>1788p015</td><td>0.019474486</td><td>34.76097</td><td>20.2448</td><td>1.4094394</td><td>0.39682645</td><td>2.0295196</td><td>6.337341</td><td>12.385669</td><td>2.0302436</td><td>6.3390365</td><td>12.391549</td><td>6.0</td><td>1.4079164</td><td>0.09298482</td><td>0.117882766</td><td>S</td><td>102100</td><td>9</td><td>1152921504606846976</td><td>131074</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>178.86536707363</td><td>1.495820674936044</td><td>1</td><td>427.1038</td><td>1</td><td>1</td><td>-0.006</td><td>0.006</td><td>0.006</td><td>0.006</td><td>178.86534298344364</td><td>0.0</td><td>1.4957976911526552</td><td>0.0</td><td>0.73033994</td><td>219754</td><td>587726013994697154</td><td>178.86537448</td><td>1.49580127</td><td>19.525448</td><td>0.22647</td><td>3</td><td>G12_Y6_060_337</td><td>5</td><td>22.15728</td><td>20.617044</td><td>19.523773</td><td>19.016205</td><td>18.820854</td><td>795.4065390569821</td><td>39.50294578505199</td><td>G12</td><td>2.076941215168854e-05</td></tr>\n",
+       "<tr><td>39627823966585969</td><td>8679.489034175873</td><td>869.131382491431 .. 4.170638061036766</td><td>0.143555076573927</td><td>6.7357141023634935e-06</td><td>0</td><td>7928</td><td>GALAXY</td><td></td><td>10</td><td>1283.4103527069092</td><td>0</td><td>178.8122553086524</td><td>1.4144840057394936</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.3807498250232181</td><td>516</td><td>9010</td><td>339723</td><td>1137</td><td>REX</td><td>9.518239</td><td>16.82003</td><td>26.069818</td><td>368.20688</td><td>114.384735</td><td>30.660776</td><td>0</td><td>0</td><td></td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>1788p015</td><td>0.018522535</td><td>28.020737</td><td>27.557455</td><td>2.253443</td><td>0.537029</td><td>4.109685</td><td>7.2623744</td><td>11.25615</td><td>4.1110086</td><td>7.2694273</td><td>11.2746525</td><td>1.0</td><td>0.6359529</td><td>0.0</td><td>0.0</td><td>S</td><td>102100</td><td>9</td><td>1152921504606846976</td><td>131074</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>178.8122553086524</td><td>1.4144840057394936</td><td>1</td><td>427.1038</td><td>1</td><td>1</td><td>-0.004</td><td>0.004</td><td>0.008</td><td>0.008</td><td>178.8122387694033</td><td>0.0</td><td>1.4144535138069048</td><td>0.0</td><td>0.75924104</td><td>272334</td><td>587726031174303976</td><td>178.8122454</td><td>1.41445224</td><td>19.478548</td><td>0.14359</td><td>4</td><td>G12_Y3_016_399</td><td>5</td><td>21.03952</td><td>20.055517</td><td>19.471098</td><td>19.123146</td><td>18.951698</td><td>478.5329723357067</td><td>38.39955933658423</td><td>G12</td><td>3.327437111473794e-05</td></tr>\n",
+       "<tr><td>39627817926787577</td><td>9066.654234431684</td><td>1684.088389664666 .. 61.246499014342184</td><td>0.15232147043610317</td><td>4.3124557370809455e-05</td><td>0</td><td>7895</td><td>GALAXY</td><td></td><td>10</td><td>897.6368950570468</td><td>0</td><td>178.77876150288705</td><td>1.3579351953699472</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.6530292607074182</td><td>516</td><td>9010</td><td>338283</td><td>505</td><td>SER</td><td>23.863398</td><td>61.066452</td><td>110.03711</td><td>148.54204</td><td>36.66151</td><td>13.289028</td><td>0</td><td>3892244808407867136</td><td>G2</td><td>19.970274</td><td>19.440655</td><td>17.93378</td><td>0.0</td><td>1788p012</td><td>0.018761592</td><td>107.238655</td><td>69.75373</td><td>1.2292492</td><td>0.3508462</td><td>7.4335833</td><td>19.022545</td><td>34.277184</td><td>7.4335833</td><td>19.022545</td><td>34.277184</td><td>6.0</td><td>1.4389416</td><td>-0.06596288</td><td>0.046224613</td><td>S</td><td>102100</td><td>9</td><td>1152921504606846976</td><td>131074</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>178.77876150288705</td><td>1.3579351953699472</td><td>1</td><td>427.1038</td><td>1</td><td>1</td><td>-0.005</td><td>0.005</td><td>0.011</td><td>0.011</td><td>178.77874070666954</td><td>0.0</td><td>1.3578930567038905</td><td>0.0</td><td>0.72617835</td><td>272299</td><td>587726031174238368</td><td>178.77877402</td><td>1.35793483</td><td>18.218718</td><td>0.15231</td><td>4</td><td>G12_Y1_CX1_018</td><td>6</td><td>21.148125</td><td>19.317123</td><td>18.241608</td><td>17.8604</td><td>17.571278</td><td>510.54204950815665</td><td>38.54015758732808</td><td>G12</td><td>1.2518930471032511e-05</td></tr>\n",
+       "<tr><td>39627823966585576</td><td>8618.577895928174</td><td>1099.9542151303162 .. -13.064214296936216</td><td>0.1803104495998441</td><td>5.011526325310797e-05</td><td>0</td><td>7896</td><td>GALAXY</td><td></td><td>10</td><td>614.1319076539949</td><td>0</td><td>178.7925739968982</td><td>1.505095183793034</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.9789969362419771</td><td>516</td><td>9010</td><td>339723</td><td>744</td><td>DEV</td><td>9.832874</td><td>27.42464</td><td>52.593864</td><td>407.42358</td><td>103.856316</td><td>33.09945</td><td>0</td><td>3892248454836491136</td><td>G2</td><td>20.269978</td><td>19.813332</td><td>18.361618</td><td>0.0</td><td>1788p015</td><td>0.018413197</td><td>48.887</td><td>33.58735</td><td>2.017482</td><td>0.5270999</td><td>5.2346916</td><td>14.599956</td><td>27.999203</td><td>5.2346997</td><td>14.59999</td><td>28.425243</td><td>4.0</td><td>0.47017327</td><td>0.098584846</td><td>0.19844648</td><td>S</td><td>102100</td><td>9</td><td>1152921504606846976</td><td>131074</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>178.7925739968982</td><td>1.505095183793034</td><td>1</td><td>427.1038</td><td>1</td><td>1</td><td>-0.006</td><td>0.006</td><td>0.009</td><td>0.009</td><td>178.79254957549966</td><td>0.0</td><td>1.5050610819987864</td><td>0.0</td><td>0.766291</td><td>713629</td><td>587726013994631360</td><td>178.79257374</td><td>1.50505751</td><td>19.032377</td><td>0.18017</td><td>4</td><td>G12_Y2_042_368</td><td>4</td><td>22.357254</td><td>20.116213</td><td>19.00747</td><td>18.614029</td><td>18.249283</td><td>614.9391052383347</td><td>38.944160557996156</td><td>G12</td><td>3.767466831602611e-05</td></tr>\n",
+       "<tr><td>39627823966586481</td><td>8604.08192640543</td><td>95.82173609472824 .. -17.956408860448352</td><td>0.1496677538068249</td><td>9.765666841871356e-06</td><td>0</td><td>7888</td><td>GALAXY</td><td></td><td>10</td><td>553.7003791928291</td><td>0</td><td>178.83781945237374</td><td>1.515675360016767</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.7347957399703412</td><td>516</td><td>9010</td><td>339723</td><td>1649</td><td>SER</td><td>16.261988</td><td>36.40233</td><td>70.93679</td><td>165.82852</td><td>45.26816</td><td>11.10314</td><td>0</td><td>0</td><td></td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>1788p015</td><td>0.01939417</td><td>100.94509</td><td>78.48507</td><td>1.3455459</td><td>0.37597302</td><td>2.8936994</td><td>6.4775224</td><td>12.622672</td><td>2.8936994</td><td>6.4775224</td><td>12.622672</td><td>1.1035705</td><td>2.8444545</td><td>0.6107672</td><td>-0.3437365</td><td>S</td><td>102100</td><td>9</td><td>1152921504606846976</td><td>131074</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>178.83781945237374</td><td>1.515675360016767</td><td>1</td><td>427.1038</td><td>1</td><td>1</td><td>-0.002</td><td>0.002</td><td>0.015</td><td>0.015</td><td>178.8378098626124</td><td>0.0</td><td>1.5156195786937634</td><td>0.0</td><td>0.7031302</td><td>219743</td><td>587726013994696990</td><td>178.83783835</td><td>1.51566832</td><td>18.70924</td><td>0.14989</td><td>4</td><td>G12_Y1_CX2_007</td><td>6</td><td>20.77513</td><td>19.555027</td><td>18.698229</td><td>18.256062</td><td>17.913076</td><td>501.62660083089406</td><td>38.50190279349681</td><td>G12</td><td>2.01601653025351e-05</td></tr>\n",
+       "<tr><td>39627830010578329</td><td>7754.733414856717</td><td>527.5785436129403 .. -7.748240811672773</td><td>0.21397935366188278</td><td>5.8908448892770265e-05</td><td>0</td><td>7890</td><td>GALAXY</td><td></td><td>10</td><td>192.8130842372775</td><td>0</td><td>179.06446752017513</td><td>1.642754567025354</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.7311757602173515</td><td>516</td><td>9010</td><td>341164</td><td>1433</td><td>DEV</td><td>4.554174</td><td>14.537929</td><td>28.321898</td><td>197.9917</td><td>45.996483</td><td>20.6546</td><td>0</td><td>0</td><td></td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>1791p017</td><td>0.021698117</td><td>28.211567</td><td>20.643957</td><td>2.1050014</td><td>0.5059079</td><td>2.5218022</td><td>8.050149</td><td>15.682806</td><td>2.5218022</td><td>8.050149</td><td>15.682806</td><td>4.0</td><td>0.50519973</td><td>-0.03364423</td><td>-0.4733275</td><td>S</td><td>102000</td><td>9</td><td>1152921504606846976</td><td>65537</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>179.06446752017513</td><td>1.642754567025354</td><td>1</td><td>427.1038</td><td>1</td><td>1</td><td>-0.01</td><td>0.01</td><td>0.005</td><td>0.005</td><td>179.0644279402225</td><td>0.0</td><td>1.6427354351057648</td><td>0.0</td><td>0.7630033</td><td>219762</td><td>587726013994762281</td><td>179.0644822</td><td>1.64276327</td><td>19.743746</td><td>0.21358</td><td>4</td><td>G12_Y2_014_372</td><td>5</td><td>22.122738</td><td>20.907745</td><td>19.694237</td><td>19.235987</td><td>18.883875</td><td>744.3082902120113</td><td>39.3587642812638</td><td>G12</td><td>1.706053700392514e-05</td></tr>\n",
+       "</table>"
+      ],
+      "text/plain": [
+       "<Table length=33744>\n",
+       "     TARGETID            CHI2        ... FIELD         GAMA_SEP       \n",
+       "                                     ...                 deg          \n",
+       "      int64            float64       ... bytes4        float64        \n",
+       "----------------- ------------------ ... ------ ----------------------\n",
+       "39627751493206196  8463.270686775446 ...    G12  4.881250127241795e-05\n",
+       "39627751489013608  9649.093964904547 ...    G12 1.9899652496315195e-05\n",
+       "39627751489013565  8576.984808493406 ...    G12 2.0754840503260076e-06\n",
+       "39627751489013325  8832.450295948423 ...    G12  8.880441323715524e-06\n",
+       "39627751489013290   8921.76774309948 ...    G12 1.4392601038633543e-05\n",
+       "39627751489015473    8628.5112837255 ...    G12 3.6261842145141034e-05\n",
+       "39627751484822207   8712.22295193933 ...    G12 1.7375790599941835e-05\n",
+       "39627751489013618 18748.808570712805 ...    G12 2.6865550455542155e-05\n",
+       "39627751489012431  9577.251358687878 ...    G12  6.669326376680688e-06\n",
+       "              ...                ... ...    ...                    ...\n",
+       "39627823966586623  8774.540522575378 ...    G12  3.447016960091287e-05\n",
+       "39627823966585927   8633.59043803811 ...    G12 1.3541281718852934e-05\n",
+       "39627817922594883  8570.026254475117 ...    G12  6.699043876701257e-05\n",
+       "39627823966586264  8402.992509886855 ...    G12 2.2802162403838536e-05\n",
+       "39627823966586990   9520.32962005958 ...    G12  2.076941215168854e-05\n",
+       "39627823966585969  8679.489034175873 ...    G12  3.327437111473794e-05\n",
+       "39627817926787577  9066.654234431684 ...    G12 1.2518930471032511e-05\n",
+       "39627823966585576  8618.577895928174 ...    G12  3.767466831602611e-05\n",
+       "39627823966586481   8604.08192640543 ...    G12   2.01601653025351e-05\n",
+       "39627830010578329  7754.733414856717 ...    G12  1.706053700392514e-05"
+      ]
+     },
+     "execution_count": 55,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "match = desi[good_match]\n",
+    "match"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 69,
+   "id": "10213f47-7c4b-4f45-a195-59c9be52cd0a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0, 0.5, 'Declination [deg.]')"
+      ]
+     },
+     "execution_count": 69,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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7BvKtuHjRAkzpcI2QePUQqsipYmDTlurqCevDd/CNgsLbvBr47psALabdkowS4MO387lF9e+OL7IXLMispcBljx74UUTWqGqfW9HUJ+GLSBeAnwG4zC34EpFLRKRfRPp37NjhXVGI9P+m+tvaysFXUP4vN36JWgEURWqfB2zjPbW9HtWHjfcw+PKlwH3fTLsRRMnb9UzaLci+wohx0VQDMBFpQTn4+oGq3uhWRlWvVtU+Ve2bN2+ed2Uh0v+b6hsbqzTi0AMm+b/8esmsY/1t8a/c9MVVkBQF/2+C7Xo67RYQJW8n/88DnfR+46JproIUANcAWK+qX0+rHX56xwuYXfT45G/fjihgvtcBjjQUBwK8mshxiISiWbIKaO1OuxXZ1tGTdguIktdzdNotyL6zrzQummYP2OkA/gTAWSIyYH2dE726ZOayeU5d90vOajBE2VMs1jYNxZxltbsW1R9JfbYCEaXtqHjnWdelzauNi6a5CvJeAFXOZrfpWhBbVXa+M1+8er287rf1lM316llLyt7N5X8M9oJRWJtXA+ODabci24Z3pt0CouQ9+uO0W5B9a683fp/1/FgrInMMvmbF1uhqLVyZSLWnjXjMAzNhH6YEDgnMduVqnBaiNMFJ+BQNJ5gHK02k3QKi5G2LliWqsZj3K/n1gL1offnVlgOw1PhqSXrmjmSqbbUSmIZNPREwLyyVNWWcTE1RcOJtsMEap5QhSkOu5hksp5+V7zMu6jexY72qHqGqL/P6ApCd3Z33v5RItZuiJGEF/IchAZy/v8b7QKKJw48UDSfeBiuyB4wawBLzLO8NK0QvoV8A9mqD803K1MacIxOpdmapFHud+WIRl++t9ZyaUqjJgUQHxDDx9oauTrx+8WHoXbYYfUsOw0UL51edB28g34pPzZ+L9y1agBu6OqtuY1W4SIEawenVbdncENbfbFzUs3tHVQNzJJiUqZmRZCbBdpYirq70GYIcz+UwkG+t/WbcISYHEh1Q5cTbK+bOwa3dBwOkYi6HNbkcLlq0ANe9tC3S88BZ52P5Obizox3/vj2lyfAa/wc1osxZsqq8rR0TM3sLETJE+tgmIr+Mcl6iFp6YSLUtUdNbBKyQvHZmCnmVNtxV+2vS9LdnY+RTb+jqPBgoOXaUKCJaMuKPze+ZWieA+zvaccXcOZHbWp34FnQTZdbm1dEWpDWSFx82Lhq13/yjEc9LTpv5BphhTCT0wrojl0IGkMHNtb8mTX/Lzoh86n/NsD5oeOTKe6Y53PPghq5O3N/RPrVO6/at3Z213+ILADrSCvyIamjtDwGwt9dXiPmgkQIwVU1mxns1Elrht3zS4I8Z5hNBJQv+aAqjt01cwUIR5KPPr9qW83iJiRgw3dTddcj5bnXekvZ8MKJ6lcCWf3VnzhHGRQM/forIo5g6qjkIoB/AV1Q1GyshE8pPcvHgfvymo8M/rUSYFBXWZt7DXm9MSTquio0GqHEN7Yh86kST7f/c+Ryyngu3dHUazwMzKfVgPoUPGt2Lan9Noprj8GOgCfMMByb9/7ehnLbqeuvn96I84WEQwHUA3haudQl55PuJVNs7XkBLqXToG0kMUvk3nn9cGlel6a5rXuRTO0slFCpJh62Ay7kn6s+6unDu0LBREDbRFPxh58XmGic5BhJLg0OUKQntOFNXBl8wLmoSVZyuqn+pqo9aX58H8FpV/SqA5RGbGL/m8JN5TZ1YsA1DVjsB0Tr/3KFa5wEDE7FSNPmZkU+ddM6htAdf1gT6kpgvSmkxeP5NNjXVfjJ+QquwiTJl5fvABScB2s03CDIJwLpE5NTKDyKyCoA1EQOT4VqWoLF9iVV92Z695RuVNw2/NwGDN4jZtd6Iu4IpKCiKCFtYVZ4FJa++Xsew/TqDYcOBfCs22yftuz3XbHPLvj4reuAYHvOAUQNYsoo574K87q+Mi5r8JT8C4Dsi8pyIPAfgOwA+KiKdAP4+WgsTMJLcVLTe8YLnno5T+B2z6jiwv2Qt5dprf02qD90LQxVXAJfO78HJyxZj2HB+5E4rN56XG7o6cdHC+RixTwXwWFlZuf9XtZyMn08hrQxRGpjzzlsuD/RdZFw8MABT1YdU9QQAvQBOUtUTVXW1qg6r6k+itzRmpeQSw93Q1Rl+L0g3Vh0dacwAE06epIhOvyxU8Uvn9+D+jnYURIBKwOTXM2w9L74yZ7br4YF8K77SMwdFW84vz94v2/35BHax8DQxUrtrEaVl82pwIr6P4jjQf51x8cAATEQWiMg1AH6kqntF5HgR+XAVTUzG8LbEqr6js6N8I2j40VAqI+gm6TSI3IRcYdzfbs3HdCReDfJUa4trL9gtXZ3lzEOVOvzqs90/WMuVxnF8QCPKugjTERrOg/9qXNTkFeo6AL8GcJj18x8AhPtIPM2dPWx9uvVLRWFCFU0A3pbGBPxcCivDqD6EXGHcWXT0PKkGf3Cxgiq3zPgbWnwWa/vUO9jkP6wZqwR74Ikygwu5go3sMS5qEoD1WEONJQBQ1UmU01JkS4ITA4+e8Ok9Mu0Rs8p9cO++dCbgc/sIiirkCuMx54cUkx6wSoLisUPnRw7kW/Gw33ZFfj1hUsOkrNwbj4gAoMU8D6FJ1DIsInNhDfyKyKtQzgGWLZLc1j4HPpW7zT8x7RGzys1IKxAqcQiSIpp3jHHRgXwrRmMc+rt2RnflhSfS+RtCbnVERD44BBls5mLjoiavlJcDuAXAkSJyH4DvA/izaC1LUIJTMA58KnessjogKKiyhmByqulsQURUjYW9xkUP9DiZBkyO59S1Mw5dTfhgW8is9o7n4p40krIS1av2uWm3IPvmmSc8D/x4qKoPi8hrARyLcpjzlKpmsDsluSHI3vECOopFjHjNowp6s7Em7/eOj6O3kMLwI8DcLRTdqFmKl4F8K35W2asxaL6kLRGr3caWlkN+Hq5yB4qWkkLB1JFEsTB8LWho40PGRT0DMBF5h8ehY0QEqnpj2HYlKuHcJD2lEp53BmAmk/JtZZ5xvLnUFAMwispw4m1/W9uhqxX92MvYniMmme49uZy7tTnH4IsoLuwBC/ZCv3FRvx6wyh6P8wGcBuA31s+vB/A7ANkKwErJ9ixN2VLFdEXkIcviy6uyOAmf6lHf2BgEM6FhVwvbyj5tpaLoHS+Ez7/nUnZfzHu4empmomNqAPd9M+0WZN+Kc42Ler46qerFqnoxypPvj1fVd6rqOwG8vPoW1oGwk4Kt8m7L7GuDARhFZDjxtne8gEUTtt3J3IJ+rw8CVtBWEsEvrHlk35k5o3ysitQvKlKbLYlWvC24DNF0t29L2i3IvqduMy5q8vFwuaq+ZPt5GwDzZVHT2EC+FZ+aPxcXLlqA7mqyatvyIO0TwXdmzogtP9FAvhVfnjsbX5o7279OfkKnqELk/mkOWiFskEB1p7WKcm/Y3itncGfV+dPKvLQk5Wu47RFRWma/LO0WZN/OPxgXNVmj/TsR+TWAH6LcjfJeAL+N1rLpYyDfiosXLsCk8/0iSjJWW/qKa2eVP9ULZuL1IyO4eHB/5CHJG7o68aWeOQd+/ml3F77/0jaP+tgDRhEtWVXe46w47lvs67Nm4vlWa55jFUmLB635ih1QTNngx69ej/uLNfnf50wzIkKozg6TvSA/CeDfAKxEeT/Iq1U1e2koYnbtjO5y8BW0/5wpR8+AAvhNRwc+vHB+pN6wG7o68aW5sw/UV6nzT+f3uJ/Q0hH6GkQHLDs9sMiv7Ckoqhg2fMYK4nIlj/0eQ+p2qyduuzcmfw2itI1lLwVo5sxfYVzUqI9fVW9S1T+3vm6K3DAHEfmuiGwXkcfiqjMON3R14jeV/R+jJF11cqvDepMqeGy/4mcg31ru+XJ5o9ufy+FjbkFYaXLqfUQmNq8GNvwmsNisYohs8M7tiWy3h6yhx+EoCV0r9djq29Zcgy2JmKCSGkH7rLRbkH27zIcgPV/hROSXQSeblAlwHYA3VVlHWS5kwkYfh2y+7bYBsLMnzLRnzCOB6y86w83PmpKZ31H//R3tU99wxvaG2qWd6ADD4GJ7mKSnPr1kzVaP1YxKQBem59n+fLVd5xdJb0nEnSaoEXQfFlym0XXOMy7qNwfsDBG5xee4ADje+EouVPVuEVleTR0HtM8ChrbFUtXZwyP4fXube+b7ajbjdrIStG5obcUNXZ24wHCT7pn2Nya3IEwV35g9E9dt3XHosfU3A30XVd9uaixj+wKLDORbsSfMhu+V/13XhKzl5922Sn1hsup7lN0Z4/ZIRA1r55NptyD7QgxB+gVg5xmcn3hCKxG5BMAlALB06VLvgsV4mqIALhgaLs+v8vqU7nyhryYos96EburuMg7ABg3emNa1ugy5dHjMDyPys3VdYJEDWwjZgyov9uMu5cZzOXx91kwUw66C9L1muKqIyEVzWmmUppFt642LegZgqnpXLI2pkqpeDeBqAOjr6/N+Ga0mTYQLQQyv2SFWgm0MMXyzzz4U6lH/hMjUpK+7nzW+BtEBK84DnvWfA/akW8DvxS9Is479uDvknpKB14ynGu/62cNGDaB9dtotyL49zxkXrZ9Xjdk+vWMhCMqT8DWOF/4QdezP5cqZvw081O4xB8x+XbfJ/fz0QglpQ8jFKgEri0dNe7/85ofZjs0tJrtVGeYenWz9RFlw0gfSbsE0YN51Uz8B2KxlVVdxQ1cnLly0AF+u5NaqNgjzWel1COs6/zQ7OGP3DV2d2BDUW2ZL+nqIeQ2RP5fitv7mwCILKxnwTSfMB5Qzfgnze45WetoAnGs4vB/ZzMOTrZ8oCxZUNe27MYRYEJhqACYiPwTwewDHisgWEflw5Mr2bqqqLV+fNRNf6pmDR/Ot5Rd/k022gzjnkAXUORzwqf9j83vwpZ45GAma7Gxd51pnxv2Fvf7nEblZeGJgkUfz1ouOac48rzlg1nmhdp5wftBx1AUAP+pKOBu+wd+IaNpjupVgIVJ1BAZgInK6iNwhIn8QkQ0i8pyIbKiqgRZVfZ+qLlLVFlVdrKrXRK5sl/m4q9NAvhXXOvedC9izzv7p2rNchVfg5bJ1ynmHLXAtesXcObi/o92/PkddEODztkz5GN0VfB6R03hw8sUh57+k6f+8k3VeqCkAfolfrft/1d2ZbC6wthnJ1U2UFe1z025B9oWY6mPSA3YNgK8DOAPAKQD6rO/ZItGnzN/S1Vme/GXyphHmjSHMvnjW7Q2trVPeKAbyrbg14qTk51taDtYXYk8/ooP8/+cG8q1Qe++tX5Bl0rOsitG45mBaH5gUCJ3wOBQ+t6gRbF2bdguyb+EJxkVNArBBVb1NVber6q7KV/TWJSQfPH/Ky66cy5uHvYfL/mbgkml7ioDhEE/Wdb7hmAt2S5cj+ArZ83btzG7g9MvKe/oRhbXyfYB4D3s/5JUY2JRLT/AMkyFI0+eUVa5vbCxC4wx0H8bnFjUI5nMJNPco46ImAdhvReRrIvJqEXll5St66xIyMWXbXmM9zhVSQcvk7d/duJUJ8ea0oaXlkJ93OZNIhtxrb3uuGdj1jHF5oinUe5uhUyqBjdsHFhMuz5PRA9etojetVva/WN6uiajerbwQyed0meZCzJPzS8Racar1vc92nwI4K0STkldFioXjxgtANw7Nzm3CJOlkBK2O67+QM3mYbG2qsOpZVpgA9r8UR9OoEa293vdw73gBUixCK4tDvJ4TIZ4rY0HJhsM876znaX9b26F58eK09nr2glH9W7IKaO0CCvvTbkl2dS8yLhr4zq6qr6+qMbXS0hH51CmZ5cNsfWL/HiZ48zHiWA0ZmHbCi9We9flWYM6RVbeLGtTQjsAiTU1NONBH5vXBxPQDi8kClwhzMRMbggTAXgFqGFWMNjWE0z9lXNRkFeRMEfm6iPRbX/8kItEnXCVlJNq0NIVtM+ywwZPbnCyvT/4hOP+9Q2/J4vBcawt+ueHhquog8nJDVyeKHhvDB/KbLxmwsjFM3aKaXO8XAOzemFzdRFSXTN7ZvwtgP4B3W1/7AFybZKMiaY8WE/60qxMbKtuouE22N9BTKpX/kPZ8RM55LSEm7Rebmg5kxR/It6JkmlvJrV5rBdj/5BPftpPqlv//3U3dVo4tt7PYBDMAACAASURBVP9Tt9umOcKi9CZ7fBhSa2uuxLz0SHJ1E2UJd1Txd983jYuaBGBHquoXVXWD9XUlgCMiNy4pc8xXHtj910zbJsJ2IXqyOoolfO+lbXj3/iGc7JyQ7FefG6vcjdab2i/sKyCrmNzc3zkZ7lyiii733HQVg00+zx3nbeeHnKCgze1nPz4LZxJNQ7HopOTqJsqK/uuAiYR3lZjuXlpnXNQkABsVkTMqP4jI6bAtUsqMF9ZEOm1fmOE9jx6y/bkm9I4X8H927cGOoMnDdj5DLRPW951VDj9WDMZUDzWghSt9D4+H3Yjab3WxPSgL+4HDq4fNa2uuOL3sjOAyRNOdwbZkDS/EAgWTV86PA/iWiGwUkU0A/gXApRGblhyfZfL+54Up6z68Ye9b2tIcccWiw4R1rCfMliw+mmJYHEANauuA7+H5kyH3gawISk7sd5+TW+Dm+IBzYBP7uOXyTMRKjYFbbgUL8ToYGICp6oCqrgRwIoATVPUkVc1eOtxF/p/SPYX5UOzxRrA/lzswZyuOVZAAMGwN67ytsolwlfU2KbBm055qm0UNyftJMpBvxWNtjn0g02AQuM0vJjQMX5wILkNUD7jlVrBZS4yLegZgIvJ+6/vlInI5gI8A+Ijt52w54d3Rzqs2XrJe5L9j7SUZeaDPsaHwHmso82lHUlbPjYf96gUwkWvCP9/wjaito0a28n2eh/rb2sw2r0+DY0jy4r1J5S4qBeZKI6oL3Asy2KxlxkX94gWrSwfdLl9dUduWmAgbTQ/kW7HLLcdW2G2GAOyvdo6VY4JyuzX0eGdnx8HjLuVc2+dcjWmVF/RX10Yihz63RSd+G9mb3J/QcPlvKpvZJ8EgVxrRtBfhfZa8eU5YUtV/t27eqar32Y9ZE/GzZfuToU+5pavz4Kd3k+SO9kz5jrIdWsJAvhWTlUAsTLJIl9VgQ7kcBvKtmD1ZDFefz+rNXSMcv6cIfLbW6B0voKVUwoT9A0jY/F1uKyPjCMLsz1VV/Ly7E5fvHay+Xjd7NiVTL1GWcK5jsO1PGBc16bb5f4b3pWvTvdWd77YKy6uMy9L5vU1NB5e5h0kZ4ZExvIjyJtq3djs24o5ISoonR7hSiyIIeNGdskzENN+Xm4i5+EzqSzQTXsRE0ERUZ4bNe8M9e8BE5NUATgMwzzHnawaAiHvjJCjCa/UK5x6QQLhAx1Z2vKkJD1USPYbdp87j5yfdEsRG1ASXN0qiKg3kW6fu1BCmB8vkA09MJpOcpzbvuOTqJsqKEBtNN6zDTzEu6tcD1oryXK9mHDr/ax+Ad1XRvGRE2J9qfd4jwIm4nH5d0GqwMG9KYc8PyDhebBKcNut7ZtcnsvN50T2k19fOrxe42udBxLLjTU3JZcMPMexANG1xEn6wOcuNi/rNAbsLwF0icp2qZn+CQzH8AMOunC3+jNIL5piv0mK6xYrzem7lVNFc0kPL+rXLLfu4/bsqJmb8wb99RG58hiDLk/BnVtfrG7Wc8zlr8Jz6RVdnMntCju6Ov06irOEkfAPmHxxNsoaOiMjXALwcwIFMhqp6VviGZUvV2eGdL/5RzvWxsxIghnkj8joOoGXfMaatIzpoySrPQ73jBXQUixjJhZyV4PWhIkogZ/IBxRLXzhIujUmoXqIMGduXdguyb2GvcVGTV6MfAHgSwMsAXAlgI4CHorQrUce9NfQph2yhYhLkhB06cSsfIlCbCPNGFFRvqYT7937Q+NpEB2xe7XloIN9qHnx57CRxCPv/sulzxdmz7HPeYI5bchFFxjlgwQJ2DrEzeTWaq6rXAJhQ1btU9UMAXhW1bYmZcVjoU96xf6h8w+SF3v4J2yNv0YTb0J9bPUGirCJzBmEem4EzGz6FtvaHnoc854DZ+ex56vo/HnUvyMo5Ph9I9oTtqTO/cEL1EmVI98K0WzANmL8WmARglX02XhKRt4jISQAWR2lWoh75r1DFFcDRExM4bMJjexK/3qvKC7yjjOeeeGF7zqw3nommkG8WbvPAHP79rmfD1UnkM6dhZtGWp+5Acffg37v6mBOv+gxjLp9IaNug4lgy9RJlyemXpd2C7Ftovi2iSQD2FRGZCeAvAHwawHcA/Hm0liWoEG4V5Np8Ky5eOB8vtljT4JxvIEG9V/YeMev7C5WNuH1SS/iaUr/Zab5sQd2K9nvxyPPsAaOQVl7oeWiw0qMUNcVDmJx5Yep0sp4HZ4wkFCgJhzapAWzjat9AIRYqBE7CV9VfWjcHAbw+YpOSNxkuALt2Znc5L5Db6qmwbwjWi/u4yQRf00nGUXoFPJK6Vo71dK7Dhr2vCV8vNbYlq4Bcq+tKY9dVkCZJjSvHK6J+aDFlPc/X51uBygb3cZq1PP46ibJm/c1ptyD7QqTqCAzARGQegI8CWG4vb80Fm7a252y/uulWRG6sN5GcKorOeWJR54BFLR+Qd2nn8IkoTDIdK4XUf51nmpfe8QJmF4vuc6uC/nejrO6N+jy1rEsqD1i+M7gM0XS38ETg2d+k3YpsC9EDZtJvfjOAmQDuBHCr7atqIvImEXlKRJ4RkSuqqy3cEMCygjUXxCTpqV9vlPVmUHRO0A+zpUqEzb8DOc7rLBaxfvSMKBsGUKN75Pu+h48ouMyritqDa7/ttuglYu90xd6w8ypN7d6QTL1EWdI2I+0WZF+I/TJN8oB1qOrnorfGnYjkAHwLwNkAtgB4SERuUdVog8wiobYjerDdsXrLbwgkaBil2l4vtwStbr1yJkM6Hr/PSGL5j6juBSQ5frS1ZeqdUXquqpkG4MYliDsnieFHAFwFSQ2Bm3HHyuRd+Zcick4C114F4BlV3aCqBQA/AnBe5Nq0GKr4vqYQ2e7t352cn9KrXdHllerCfsyNIyv/lMOVKqprHTWinPew3Q1dnSiYpHYwyVXn7AHzS18R0Vmjo7HVdYiu+cnUS0TTS4hcaSYB2KdQDsJGRWSfiOwXkTjS4R4OYLPt5y3WfTWRj5IqwmAo0mj/u7iX3Ye4PgMwCu2kD3geurOzo3zD74NDRdg5YVF2mPCqz7p97Yzu6PX5GdqRTL1EWbL2+rRbkH3P3Wtc1GQVZEKvWK6xwJRXWxG5BMAlALB06dLYLj7qN+QYZo85+zle95t+gne7bpWTjg+w6uAUfAptwfEoP12n/o/PnrTlAatVSokgPs+ZjS0uw6VxKOxPpl6iLHn2rrRbkH2bHzAu6hmAichxqvqkiLzS7biqPhyhaXZbACyx/bwYwIsu17kawNUA0NfX5/1xWHKhhiFdX5693kSqeVMJk+bCbS5ZmGvHFawR2W28B14TLJ+vzP8ynZvoJ+r/vZPPubNL4aYqEJHNvhfSbkH25c0XKvj1gP0Fyukn/snlmAKodjPuhwAcLSIvA/ACgPcC8M74GGTG4cDg80ZFB/KtmIg7caJfj1WtgiKf3rqeyRL4GZ0i8clrM29yEghK7eC3QtitXIKO9Nr5ompc5EINoH0WMLQt7VZk2+v+0rioZwCmqh+1vieSfFVVJ0XkkwB+DSAH4Luq+njkCvdtMS7a39ZW7gKL8wU/zgnDYXsLDM5tVvaMUUQ+eW3OGB3Dbzo7wq9ydOPc6ivO4Uer7rcltQpyWfa2xyWK3cr3Afd9I+1WZFvfRcZF/YYg3+F3oqreaN4izzp+BeBX1dZTZv5i7Zq9G4hnqDEu9lWVYYYxPd6AdjczAKOIlp8J5PJAcXzKofWV3i+voCfs/MdqP8gEDIX2jvun1Ihs8apk6iXKkl1Pp92C7Nu8urx7iAG/fvO3+Xy9tcomxq+5zbjoyvECciXHdPRqgqewbxom14o6jOmWfwlAoUlw2qzvmdVBZLdkFfDmf3A9tCvn8xLitjIyKJ1LpUy1q5I9rjGQVCb8reuSqZcoS3Y+k3YLsu/OvzEu6jcEeXEcbamZCfO9IAXlXzzW6bhhgrA4thcKe74qJmb8AdgLXP/g87jw1PhWlFID2DrgevegSYLfML3McT83HImNr53ZjW9uN98qxNjCE+OvkyhrOucCO9NuRMbteMq4aOCrp4j8nYjMsv08W0S+ErFpCQr3aXhu0dEDVu3wo0n+ryBuZas933Z/y75jAAC3PfaSeZ1Em1cD/de6HtoTZmsf0//vOIfyHc/Ljc0JpaHYxZ4BagDzjk27Bdk3Y5FxUZOlO29W1b2VH1R1D4AkMuPX1Elj1nyWoAz2psMhQLTtV/zOr9wX9fqOtty/94MAgLmdCQ3DUH3yyey8fNJlH0gvpotGElwNmVgaip2cG0MNYGX0RAUNY5b56JJJAJYTkXzlBxFpB5D3KT8tPNJu/QpeeYfsQ4qmQx1Ocb2RxPyG9NgLg7HWR3XOJw3FxYNWcpO4d3dIYrcIADOdPd9x6Tk6mXqJsmTJKqD7sLRbkXHm79cmm3H/F4D/EZFrUR7n+xCAaT+be1fQ3JWwQU+UzbNTMjgaoteCyCcNRe94wT/1Q9RUEgnpcS6+icvpn0qmXqKsKfH9w1fXPOOigT1gqvoPAL4CYAWAlwP4snXftJZzvsYnuT9jWud7/E6jBWYDpxCWn+l7+IRKagfn/1s1qSTi/uCSdB6wJ29Npl6irOlemHYLsu1F8xXRpumb1wP4b1X9CwD3iEhS+0NWIdwLdrd6TMKPa/PfMAImz0dma0+TraqRCQZgFEJATpsDKyGTSGwco5ZiMbk8YAM/SKZeoqyZtSztFmTb1rXGRU1WQX4UwE8B/Lt11+EAfh6pYUlqnx2qeMFtzle1Q4Ym+Y7cVLs1i8G1mm1lEhzhoXq0ebXnoRu6Og/uB2milv98jmtNmKTMiIp7TFKj+MPtabcg25rbjYuavCJ9AsDpAPYBgKo+DWB+pIYlaebhoYq3ug2XeE3ENxVXVv0wbTAMGidtRZqyNy2Nsmzt9Z6H7ujsKN8wfe6YpmuJY2eJWs6/7DSf90E0bd3xRaCUUC9yvTjitcZFTQKwcVU98BcXkWaETbpVC2P7QhXfH/dm3EmIY389S5NtiDZ7Dx5l2tAOz0NnD1sJkKud/+WVwmW6dNe+6k/TbgFR8h79SdotyL6CeVJ4kyjkLhH5KwDtInI2gBsA/CJi05IzOXWfOj8TJu8PcW4tFFW1W7JYx5YWDj7U7ACjUHxW9VwwNGz+/x/leZLBVcSuQmzASzRtdXinpCHLc3cZFzUJwK4AsAPAowA+hvLm2V+I1LAkhXhxVwBqEoaYBj+VT+pR54B5MV0N5lfmQJ4zw/JETgt7fQ8b58IPSBQ8rd3xxbRbQJS8xX1ptyD71Hw+qEkaihLKk+7/VFXfpar/oZrBV8sQQYUAUJOBuDDBT9TNs+Ng8HCMyOSB2+3N02D4lbIjYFVPLJm10nz+xGEdh2aoATATfjAx357N851Yyv5GRHYCeBLAUyKyQ0T+OoYmxq8QLr9PV9gYMmjPuqAtjaKIYwsiy46Wgw91e2uI/fuIAj6stIRNblrtsHpEklQSVoBDM9QYtj2RdguyL2e+UZBfV8hlKK9+PEVV56rqHACnAjhdRP68uhYmIOQcsJFqJwk776sMF6b5yd3nTYuL5CmylRfCb+agxPFcchNzECZJpqFYwqEZagAPfDvtFmTf5KhxUb9XpA8AeJ+qPle5Q1U3AHi/dSxb8p3GRQfyrZioNuWEmzAbdyfBuQ2SjT0PWCuHICmMJauAEy7wPFycJsOFiT4zQ2S/Jpq2pslzPV3mrzR+78QtqrpzStWqOwCEyLxYI/NXGBftb2ub2lsVxz+WSQ9YHAlaI5xrD8Cak+wJoPq0+1nvY0l96Ig5DUVzkh+OtjIAowZw6sfTbkH2xTEHDIBftrUMZmIzD1aeabb2II+7x8qkrjBBVZi2BfwuY7kcVrTfCwDYP87NVCmEzauBFx7xPHzk5OTUO6uZE2k/J8bhylySAdh0yCtIVK0Fx6fdguzr7DEu6veqsVJE9rl87QdwQtWNjNuuZ4yL9re3lW/UYs5W2CDKLkzbKr+L2/Wsenpm3Q0AOHJel3m9RGuvh99axy/s3FO+4RY4RXl+RdmX1eA640n2/OYzuD0uUdw23pN2C7IvxLZkzV4HVHV6LZUb3WNcdPHEBLY11+jXs7+ZuN22/2wyfOm3lYvhm93JS8Ptm0mNLqV5HzF/OEp0DtjCE5OsnSgb+q9LuwXZFyIWqZ9+8xBR52V7B8s3ajFhvnIN53wzv2EWr+GbqElZrXp27n0NAOD3G3YF10NUsfJ9vocfsvcoxyGJlC4A8kk+38cHk6ubKCsGN6fdguxrimcO2PTSbJ57o3e8gAUTtnkrcb0wu61C9HpTMspeH3II0jATf56rICmMgNw/p4yNlW8kEeDEtToZwIX7hqqvy8uI+adeoumLqyADLT7FuGj9vBM3hVuY+fIJ2zqCJOaBxVFn2EUCXqs6K3PAOssrtfaPuUyaJvKy/mbfwyvHC8kEX9XO0XR8ILl8b4K9VKPsVaYG4LMvLFkaMgBrNc8DBgCDIboJY2OwafYht2Me0tk5XJ6nsmWveaI4Iqw4z/dw6P9S0z1Tq92twvH8Gci3hqsvlPp5KSXy1Dk/7RZk32M3Ghetn1eNYrjMGE+2eK4/mCqurVNMhh2D7o/a06CK9aNnAABmtIX43Yn6LgJa/Vf5tUf9v0w6b55tgUt/W1u4thHRoYa3p92C7AsxHzSVAExELhCRx0WkJCLx7OExY5Fx0YF8K4ZzLj1gXp/Mq5z8HlqUQC2oSts+eExDQaEFDD0cXwiRW87vf9i5mrfaDyCVuZGq6KvMVUvCBHuVqQGMJziPsl4seLlx0bR6wB4D8A4Ad8dWY4jX5WtnWp/mnS/u1WbGryaPl1s91SaxtN9ty4H0/O6RKK2iRrV5NbB7Q0CheBMaN9luHyLic6oF5cU3iSkxuTE1gDw/vAc64T3GRVMJwFR1vao+FWulO82r25FLaAguruHCaoO/gOv2LpkVvn5qXAbJF/fEOKdSVNFWtNLKxNSzfMREwgGScrt7agBzj0y7Bdm3da1x0czPARORS0SkX0T6d+zY4V0wRB6wvtGAZfNRe57czqtmdVjYNBSV7y7nNduGII9ewKzdFMLyMwOLtMTYA9ZUUuT8pvaHmTdm3f7CroTTROSSnOBPlBVMQxFoh3lnUGIBmIjcKSKPuXz5L6lyUNWrVbVPVfvmzfOZhzL3KOM6Z/itMgyRUf4QboFPNcvoq9mn0uW8SdsQ5P5RDpdQCEtWBU7Cb4lxBDIvwLv2W3NNojwHHDnxcqrJDj8CwOJ4prISZdrwzrRbkH0htkVMLABT1Teo6itcvvyTCkUVYmy6zy9xpFsyVdM3AbdhwDSGId3OFTmwGTcz4VNoAcP27wgKmNyeDx5lc1bOrtnFKob1bM+BtpL3PpaxmbE4+WsQpa3n6LRbkH2FYeOimR+CNLbvJeOivaaJI+PYUDjMuUFtCjoekMqikoiVmfAptIkqVhDae5UNFroMW72186sJwGxm1mLLsU33Jn8NorQddXbaLci+nHlS+LTSULxdRLYAeDWAW0Xk11VXOhKuVycXV26vOAUFa1WuqixOlpPVcg4YhVby3z3hzs6O8g2P3tcwWqz/180xLZapyfT4HHOMUQPgjg+xSmsV5E2qulhV86q6QFX/qOpKQ06CDVyzFXUuWBRegZ5zf8eorN8j1/4CAOAdr+RwCYXl/3/4hmErtUk12eut2yePjZd/junpt6epBi9zHbOTvwZR2gwW5DS8SfP5pvUzFhXy03LBtLep2gDIeX6YLYf8gsAq2nXyMr5ZUEhN/h9wLhgaRkeYIUPn88BlmLJnMp6+q8hZ+sPgGxMRAaF25amfAGx8f3XnV5MF36+upJK9RphbtnPva8JfjwiASaLVfJjqKr27lZXCtt7eSm9aXHO3DvSoJSnEyieiaeu+b6bdguwLmK5hVz8BWIg8YADQ6lwZ5RUYRVnNGDawiiPjfUAOslypdGAvSKLQDF5UjgizHREQ+Dx5u3NlZdhce6oQABfvq/LDmYlN9yd/DaK07Xw67RZkX8dc46L1E4A1h5sE22n/oZqNtE0CobDX8ivvtbrSLQu/7b4ZtRiGoYZ22V5rE9oqU6/c2F1OKXPB0DCOKBQO1mm6Yb3NMYVC8jnAAGAywX0mibKi0zy4aFhLX2VctH4CsBVvC1X8tJGAbPgVca9MDLtKLGjj4qDzrDLLBhcaNI7IQ6f/ZtyAld7FL+eWYXLh+cWDvW3DlS2OIqaEeaqlBQP5GmSpP+6tyV+DKG3zjku7BdnXFfxaWVE/AdhEuA2mj5q0XuSryVYfVdheMy8h2l1s4QbcVIW8WeqSwHlbfit7VQEFLh48OGSYV8Mkql5JlUXQ38YUEUSxyM9IuwXZt7DXuGj9BGAhx6ZnVlZsxTU0Z715HPKzVzmTwClo3kvQeRXWtZ7tqME8GKpfhmleFvqtXDToxWotFQ8ZMpw0/ZDhs2n3gZ0vkvTUbclfgyhtG+9JuwXZFyJXWv0EYJ09oYoP5hxDG35bpJgGQPb3gDDzVYLml0XZlNuxeGAk13RgKyKiUDavBrY9blR0ospVwyc4JvIXoiYDs+o8YWy8NnPAmkOtASWanroXpd2C7GtvxEn4844NVbxvbKz80u63H6QzADKZcxVWUpPjncv8Ud6KqImb2VNYG+8BYDYUuHwiwkbvtufOkZOHrrac4ZxTZvxhqIptxKLgJHxqBHOPSrsF2bd1wLho/QRguzeGKt47XsBcr8SRVeTaSp1b710lD9jwiTiyp9PlJCIfy88EJHDvCAC2lA9h0kXYjr1t6NCNbN/vrC9kQDWvaJ6Tpyohsl8TTVsPXp12C7Jvx1PGResnAKt2M1xnHjC/njEvtcgZFlS/V+9d5dRaLzig6W/JKqClw6ho73gBJ1QSn3qlUHGyyv31zt1ThgsvGBpGm9sHJcN0L/YJ/Yni04oawSQXcwUabsQ5YCHS/1dMGSypMgO+VIZL3HJy+fE4nqvUZ/pG5izj3Npl1t3Z6amj6SXEKuOzRq3huJA9yBc4er8qPrvHkV/MbSGLy/91vlSqzfwvAMi11OY6RGnKca5joJL5NIz6CcAimPLLV9k71By1N8vjvOaY57FM5MbwoTOOiKUuajCGQ5CAbdVhNat3bS4YGsaCCdtQouHzYW7RMIVFHBaZLz0nmrYW96Xdguwb32dctH4CsKZwm3EDwPn7rU/c1aZ6qDTBq3xQolWP+lzjaNN2ugyHthTbcOGpS83OJ7Irmfck9Y4XsGDSY+6Vx//vYQHB0j/u3OV7vtv2YR8ZNH8hrNriU2p3LaK0hAguGlaP+YLA+gnAWs0SRdpdvncQSyurtqKkeqiwXvAjf+L2qK/JbWJJlMz7qmgCN+OmiDavDn3KP+6wBUx+Q/uGwVLveAFnjZgPg/YUi55Dmol4/KbaXYsoLfteSrsF2feGvzEuWj8BmGGmbqfBpir+BLY3lmMLBfzR8MiU+yPVZ71J5dyygJv01rkMa544lMNLeH20dlFji5B8sXe8cHBz7oAPDceOF4yCpTP8tg9zPC9OHB83bmss9r1Q2+sRpWEG84AF2vaEcdH6CcDaZoY+5Yq5cw4mZA2zgtFlheHhE5MYyjUden8VgZgAmOuzvYpv21yGY94ytgvvXcRPLxRBiMSCdrOdqxc9Ehx/Yfceo/rWV/Z09EpmbPX2imrtVj9WcHELNYJZy9JuQfY98n3jovUTgDWH33D3rs728g2XFYO+XMr0lEpY59z0t4qNuo8ZL+Aje61hmTBz1JzXtH7elxP8yaLN4dpDBITaWsPOmVTV7flwbKGAlYYrFQOfTdZz5KLB/bVb/VjBBJXUCEbNPiw1tBC7YtRPALb8zNCnHO41UdjJb2si6/YwBHubzFeK+dYPYKJJcMHQ8MFeBJdeLaM6re+vHC3g8N43RmsfNbYIzy2gnFS1CfBMDtwE4Au79hin0DqQpNUn2fDFe/fh8r2DkdpblXxX7a9JVGuD/BAfqH22cdH6CcCe/Z/Qp3xhlxXNBwU0Hr1K9tv97W04x+sNIoKWUrmO0/zmvXhxmQP2os4tJ9QkCmvJqkirjHvHC/jCzt0Ht/yyBUpLJybwvRe3heqp6h0v4LSR0fIP9l5h63/93fuH0gm+AE5OpsbAHR+Cje41Llo/AdiOP4Q+pXe8gFbnXnMRzSoVcfneQbQGbW/kxmVoZsLatHFrc25qmaChTbcAsa3N/xwiP53zI512wdAwvv/SNhzhWG389qER9BbCv5j/+/adeMv+YbSWbD28qmhWnbKNUU0VajznjCgN3HQ+2K5njIvWTwAWIlGk3WRM+z1W5rGc4LUZcSXfl2FPVmVT4w2tVWbYtq63pMg3CKpCFaufescLuHLnbrSpIqeKNtWDyVojuGrXbqx5fgv+euduvMJKT3Ht1u21n/dld8yb07s2Ua1EnWbTSEoenTAuwo8rZFXEbPHtpRKGc4b/VJUgymU+1sH5KSHa6LOlSmUV1xGFCaxpr+Kf3mrzY51FoP86oO+i6HVR45pzJPDCmsin944X8B9bt+OhtjacMjYWS7B0wdBwbXN9ETW6MSZiDXTkWcZF66cHLGLX6OJJ82gVgPtkeFuvViFMXjGPoHHpxMSBN6jL9jr2wYtoe3NzqOWxRIfY/WzVVfSOF/DRwX3p9lQl5Ymb024BUfKK5vscNqz5xxkXrZ8ALOIqpPDJK3Do5F/rqzLHqm/UcNK8VzJJlJfRV/SOF9Bin1fmVW/A/e/YPwR0L/RvE5EXzv3w55Y0majeTI6m3YJsa2oOtWo8lQBMRL4mIk+KyDoRuUlEZlVdaYRErADw9v1D5RsuqSU8OXvB9OAGxDNckrQG1uG4b70jn9ix9l46t/N8gjkAQKmEdw6NAKdf5t8mIk/xbAhftxigUiPo4od4X6/+ZKhsA2n1gN0B4BWqeiKAPwD4y6prHNwS6bQLhoYhpNi/+gAAEvpJREFUzpWQIeeT5bV0YFilb2zsYO6joOz6HkHfrtyhD8s7nEGisz637Pi2Tb57SiU05WcwDQVFF/H51TCYCZ8awYT5fqwNaf0toYqnEoCp6u2qWsmC+gCAxVVXWog+GXeRPQAL0xPmone8gOX2PfA8Ju0fOO522+Fo58pKW3Dly6pzf1MOKAwFlyfyMhl91WJD4NAMNQKugvS3ewOwebVx8SzMAfsQgNuqrqU1eibq4+z5iEyDG5u5xUN70JbbAya/JK4Vjus56zuQw8stYPNrq3Xs5LExbpVC0fVfBwxtS7sV2Sb1s6CcyBPfR4Ktvd64aGIBmIjcKSKPuXydZyvzeQCTAH7gU88lItIvIv07duzwvuCy0yK39eLB/eX0EX5zqXyOfWTw0KW5F+/bj1zluPPLrW7bzwLgXMfS+gM5k+xtCarL0l0s4tvbdgIr3+N6nCjQeq7wC6QhV1MTTUfzjkm7BdOA+RSmxAIwVX2Dqr7C5etmABCRDwJ4K4A/VvXuxlHVq1W1T1X75s2b533B0z/lkYw1+I+xcryAiwdtG1/bvzvvcwRTp42M4l2OgGnleAHXvbgNF+wbwlnDIzhirHgw474zGLN9FwX+z87dUzYn7h0v4OK9jva5tdXRviZVfHvbTpSkJfJ+fkRYcV5wmUbXNiPtFhAlb+WFkZOexyofsOiu51jguLcCnQtQjgGC4oAm7zKHnexzmjNRehOw8n0B1zoolX5zEXkTgM8BeK2qxjOrb8kq4EP/Xe7+G9oBdM0r/7MAwMZ7gO1PAk/fDkyMAd3zgTlHATueBDrmYm9+IU7bsBmdE3txT2czZGw+UOrAzuETMTv/LCZm/AFtY7OBXAHDLfuxu3UCJQHO3zeMj+0Zwa6jzkfPy04sJ6nbug6r287ATY+8gDePrsZtxVVYW/pfAIAV7feiZ+6v8HxbASURLBnpxuxCO+YVC9iRa8WGoVdjzfg4LljxHLDwRGB8H/DUfwPDO3DRzgnMnRjCbzrbMbHvBOiM9Xi6rYT5kyV0TubRNjYbw227sCM/iVmTwDHjglfua8djY2ei7bw/xXGcgE9R9V0E9H8H2Ppo2i3Jrld+MO0WECWv8j573zeBnU8Dza3A2GB5BGlipPyetewM4Pjzyj3nO58BBp8vn5vLlz+o9P4xcNxbynXsf6kcTO18EmhuK29kvfxMYNfTwK5ngY655Tq3ry9nmO9eBLz7e+V2bF59sB09RwMtHcAL/cCKc4GzrzzY5s2ryzFA+1xgdFf5+zN3ABvvA4rj5UBt1UcPlnnmdmDrY0BLO3Dqx63Xv+vKv48CePHhcidH38Xl6/zso8BTtwFzlgNv+XqoxW7i0/mUGBF5BkAewC7rrgdU9dKg8/r6+rS/vz+RNi2/4tZI573x+AW4+gN9U+5/2RW3+ibF99KVz+GxK9805f4PXPMg7n56Z+j6BMBzV70lQkuILJtXA9ecnXYrsq3vQ8Bb/zntVhBRxojIGlWdGiQgvVWQR6nqElXttb4Cg6+kvebonkjnfey1R7rf/5ojItX3V+cc73r/qUfMjVTfysXR8qMRHbDxnrRbkH1bHkq7BUQ0zWRhFWQmfP/Dp2JWe7gR2SYAJy+b7XrsinNWhK4PAC48danr/a86Ym6k7S5//skzwp9EZMf5g8F2PZd2C4hommEAZjPwxT8KVb5vuXvwVfHZN60IVV9nq/fkxpOXzcbfnn9CqPpyTF5OVBsH0hoSEZlhAFaFz73ZP8Dy6s3y8ievWhZY37I5Hcb1efXOEYUSIq9Nw2ppT7sFRDTNMACLqKerNdYAp6s1hyvOCe4xm9XhXPbqLShAJDLDrtRA+e60W0BE0wwDMAfTeVuXn32sUbl8s9mf+K/e4j753uk9p5j1ql36miPYA0bxCJHXpmG1cbELEYXDAMzBZN7Wpa85wnh48eLTlgeWOb/3MOP6Ljx1KZqb/HskVizsNupNIzKyZFVw4sNGNzqYdguIaJphAOZw4alLcX7vYZ7HexfPDBXcXHHOCvT6pIJY2J3HN957Uqg2fuSMl/ke/8rbw03WJ/K1eTUwzgDDV6v53EwiIoABmKtvvPck/J1LENPVmouU1uHnnzwDl77mCNeZNN96v882Bx6uOGeFZ5DIoUeKHfOABev2/tBGROSGAZiHC09dio1XvQW9i2eiuUnQu3gmHvvS1Az1pq44ZwWeu+otOL/3MHTlc1ixsBs/+/hpkYOlb7z3JPzs46dhxcJutOYE87pa8XdvP4FDjxS/9mhJgBvKjifTbgERTTOp7AU5ncSdyDTscKOfk5fNxm2XvSa2+ohcje4KLtPoioW0W0BE0wx7wIjI39i+tFuQfYWhtFtARNMMAzAi8sc5YMGazPPzEREBDMCIKEj3wrRbkH2lYtotIKJphgEYEfk76o1ptyD7imNpt4CIphkGYETkj5Pwg2naDSCi6YYBGBH5W35m2i3IPuF+mUQUDgMwIvK3ZBWQa027FdkmfCklonD4qkFEwRZweytfpYm0W0BE0wwDMCIKtu+FtFtARFRXGIARUbDRPWm3gIiorjAAI6Jg845JuwVERHWFARgRBev7SNotICKqKwzAiMjf5tXAbZ9JuxVERHWFARgR+Vt7PVAspN2KjGMeMCIKhwEYEQVgcBGMfyMiCocBGBH5W7gy7RZMA6W0G0BE00wqAZiIfFlE1onIgIjcLiKHpdEOIjKwdSDtFhAR1Z20esC+pqonqmovgF8C+OuU2kFEQbb0p90CIqK6k0oApqr7bD92AtA02kFEBva9lHYLiIjqTnNaFxaRvwXwAQCDAF7vU+4SAJcAwNKlS2vTOCI6aN4xwKadabeCiKiuJNYDJiJ3ishjLl/nAYCqfl5VlwD4AYBPetWjqlerap+q9s2bNy+p5hKRlzdcmXYLsu+Is9JuARFNM4n1gKnqGwyLXg/gVgBfTKotRFSFJauAD98B3Ho5sPUxHJgx0GLNHmhqAQpDQFMOWHBC+fbkGFCcAIZ3lO+XXPm+Rb3AKz8A3P4FoLDfdpEmoLWzXKY0Ub4r1wp09ABaAiZHgYlxoDhWPiY5oLkNOGwlkGsDnn8AKI6Xy0oTkJ9R/nliZOrvk8sDpUlAtVxWJ6eWaWop119pY/dhwJzlwK5ngZFdQKlYPleagOVnAh+4KZ6/NRE1jFSGIEXkaFV92vrxXABPptEOIjK0ZBVw6b3x1dd3UXx1ERFNQ2nNAbtKRI5FOXnOJgCXptQOIiIioppLJQBT1XemcV0iIiKiLGAmfCIiIqIaYwBGREREVGMMwIiIiIhqjAEYERERUY0xACMiIiKqMQZgRERERDXGAIyIiIioxkRV026DMRHZgXLi1lrqAcCdiOsDH8v6wceyfvCxrB98LKdapqquG1lPqwAsDSLSr6p9abeDqsfHsn7wsawffCzrBx/LcDgESURERFRjDMCIiIiIaowBWLCr024AxYaPZf3gY1k/+FjWDz6WIXAOGBEREVGNsQeMiIiIqMYaOgATkSUi8lsRWS8ij4vIp6z7vyYiT4rIOhG5SURm2c75SxF5RkSeEpE/Sq/1ZOfzWM4RkTtE5Gnr+2zbOXwsM0hEvisi20XkMdt9vSLygIgMiEi/iKyyHePjmFFuj6V1/59Zj9fjIvIPtvv5WGaU12NpHfu0iKiI9Nju42MZRFUb9gvAIgCvtG53A/gDgOMBvBFAs3X/VwF81bp9PIC1APIAXgbgWQC5tH8Pfvk+lv8A4Arr/iv4WGb/C8BrALwSwGO2+24H8Gbr9jkAfsfHMftfHo/l6wHcCSBv/Tyfj2X2v9weS+v+JQB+jXKOzh4+luZfDd0DpqovqerD1u39ANYDOFxVb1fVSavYAwAWW7fPA/AjVR1X1ecAPANglbNeqj2vxxLlx+x7VrHvATjfus3HMqNU9W4Au513A5hh3Z4J4EXrNh/HDPN4LD8O4CpVHbfKbLfu52OZYR6PJQD8M4DPovwcreBjaaChAzA7EVkO4CQADzoOfQjAbdbtwwFsth3bYt1HGeJ4LBeo6ktAOUgDMN8qxsdyerkMwNdEZDOAfwTwl9b9fBynn2MAnCkiD4rIXSJyinU/H8tpRkTOBfCCqq51HOJjaYABGAAR6QLwMwCXqeo+2/2fBzAJ4AeVu1xO5zLSDPF6LN2KutzHxzK7Pg7gz1V1CYA/B3CNdT8fx+mnGcBsAK8C8BkAPxERAR/LaUVEOgB8HsBfux12uY+PpUPDB2Ai0oLyG/YPVPVG2/0fBPBWAH+s1qA2ylH8Etvpi3FwKIRS5vFYbhORRdbxRQAqwx18LKeXDwKoPKY34OBwBh/H6WcLgBu1bDWAEsp7CPKxnF6ORHl+11oR2Yjy4/WwiCwEH0sjDR2AWZ+6rgGwXlW/brv/TQA+B+BcVR2xnXILgPeKSF5EXgbgaACra9lmcuf1WKL8mH3Quv1BADfb7udjOX28COC11u2zADxt3ebjOP38HOXHECJyDIBWlDdw5mM5jajqo6o6X1WXq+pylIOuV6rqVvCxNNKcdgNSdjqAPwHwqIgMWPf9FYD/i/LqjTvK7+t4QFUvVdXHReQnAJ5AeWjyE6paTKHdNJXXY3kVykMcHwbwPIALAICPZXaJyA8BvA5Aj4hsAfBFAB8F8E0RaQYwBuASgI9j1nk8lt8F8F0rnUEBwAetUQY+lhnm9liq6jVuZfm8NMNM+EREREQ11tBDkERERERpYABGREREVGMMwIiIiIhqjAEYERERUY0xACMiIiKqMQZgRGRERIoiMiAij4nIL0RklnX/YSLyU4PzhzzuP19Ejo+7vXETkV9Vfucq67lORJ4TkUs9jrv+nSJc5z0i8oyI/DKO+ogoXgzAiMjUqKr2quorUN6U9xMAoKovquq7qqj3fACZD8BU9RxV3RtTdZ9R1X+LqS5XqvpjAB9J8hpEFB0DMCKK4vewNtcVkeVWUk2ISIeI/ERE1onIj60Nl/sqJ4nI34rIWhF5QEQWiMhpAM5FeaPtARE50n4REXmbVccjInKniCyw7n+tVX7AOtZt3f9ZEXnUusZV1n1Hish/i8gaEblHRI6z7r9ORP6viNwvIhtE5F3W/YtE5G5bb9+Z1v0bRaTHun25dewxEbnM9ndYLyL/ISKPi8jtItIe9IcUkZeJyO9F5CER+bLj2Ges+9eJyJW2+/+PiDwpIneIyA9F5NOhHj0iSh0DMCIKRURyAP4XytuNOP0pgD2qeiKALwM42XasE+VdJVYCuBvAR1X1fquez1i9a8866rsXwKtU9SQAPwLwWev+T6OcXbsXwJkARkXkzSj3pp1qXeMfrLJXA/gzVT3ZOu/btvoXATgD5X1fr7LuuxDAr626VwIYsJWHiJwM4GIAp6K8ofRHReQk6/DRAL6lqi8HsBfAO13+Rk7fBPCvqnoKgK2267zRqm8VgF4AJ4vIa6yA9p0ATgLwDgB9U6skoqxr9K2IiMhcu7XN03IAawDc4VLmDJQDCqjqYyKyznasAKAyH2kNgLMNrrkYwI+lvJF6K4DnrPvvA/B1EfkByhs7bxGRNwC4trJ/q6ruFpEuAKcBuMHaVgwobzNW8XNVLQF4otK7BuAhlLfKabGOHxKAWb/jTao6DAAiciPKQeAtAJ6zlV+D8t8qyOk4GKj9J4CvWrffaH09Yv3chXJA1g3gZlUdta7/C4NrEFHGsAeMiEyNWr1Cy1AOhj7hUkZc7quY0IN7nxVh9gHw/wH4F1U9AcDHALQBgKpehfL8pnYAD1jDigLAubdaE4C9Vu9a5WuF7fi4s+2qejeA1wB4AcB/isgHQvyO9vpMf0e4tLtynb+3tfsoa+89v+sT0TTBAIyIQlHVQQD/G8CnrV4iu3sBvBsArJWNJxhUuR/lXh03M1EOhADgg5U7ReRIVX1UVb8KoB/AcQBuB/AhEemwysxR1X0AnhORC6z7RERW+jVGRJYB2K6q/wHgGgCvdBS5G8D51ny3TgBvB3CPwe/p5T4A77Vu/7Ht/l9bv0+X1a7DRWQ+yn/jt4lIm3XsLVVcm4hSwgCMiEJT1UcArMXBwKHi2wDmWUOPnwOwDsBgQHU/AvAZazL9kY5jf4Py8OE9AHba7r/MmgC/FsAogNtU9b9RHgbst4ZKKxPT/xjAh62yjwM4L6A9rwMwICKPoDw0+E37QVV9GMB1AFYDeBDAd6y/R1SfAvAJEXkI5YCzcp3bAVwP4Pci8iiAnwLoVtWHrN9zLYAbUQ5ABwFARC71Sm9BRNkiB0cEiIiqY03Qb1HVMSuY+h8Ax6hqIeWmZYaIXAfgl6oamDvNp44uVR2yevvuBnCJFRg6y70OwKdV9a1Rr0VEyeAkfCKKUweA31pDkwLg4wy+phgE8GUR6akiF9jV1hBvG4DveQRf7wHwRZQXAxBRxrAHjIiIiKjGOAeMiIiIqMYYgBERERHVGAMwIiIiohpjAEZERERUYwzAiIiIiGqMARgRERFRjf1/+nzzcLi3JpcAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 720x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots(1,1, figsize=(10,5))\n",
+    "\n",
+    "pl.plot(desi['TARGET_RA'],   desi['TARGET_DEC'], marker='.', lw=0.0)\n",
+    "\n",
+    "pl.plot(gama['RA'],   gama['DEC'], marker='.', lw=0.0)\n",
+    "pl.plot(match['RA'], match['DEC'], marker='.', lw=0.0)\n",
+    "\n",
+    "pl.xlim(225., 128.)\n",
+    "\n",
+    "pl.xlabel('Right ascension [deg.]')\n",
+    "pl.ylabel('Declination [deg.]')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e3f53dac-e4ef-48f9-b7aa-aa2a3f842c12",
+   "metadata": {},
+   "source": [
+    "# Done."
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "DESI master",
+   "language": "python",
+   "name": "desi-master"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}