From cf97188bed74c2e0a18f274ff6037c5687b700cf Mon Sep 17 00:00:00 2001
From: sgmAstro <sgmoore@alumni.princeton.edu>
Date: Tue, 22 Feb 2022 17:38:08 +0000
Subject: [PATCH 01/24] Added fetchfields; survey as parameter

---
 test_allnb.py | 13 +++++++++++--
 1 file changed, 11 insertions(+), 2 deletions(-)

diff --git a/test_allnb.py b/test_allnb.py
index ebf5796e..27077491 100644
--- a/test_allnb.py
+++ b/test_allnb.py
@@ -1,10 +1,19 @@
+import argparse
 import papermill as pm
 
 from   tidyup import tidyup
 
 
-# TODO: Define elsewhere.
-fields = ['G9', 'G12', 'G15']
+
+parser  = argparse.ArgumentParser(description='Select field.')
+parser.add_argument('-s', '--survey', help='Survey, e.g. GAMA, DESI, etc.', type=str, default='gama')
+
+args    = parser.parse_args()
+survey  = args.survey.lower()
+
+fields = fetchfields(survey)
+
+
 
 # https://docs.pytest.org/en/6.2.x/
 def test_allnbs():

From 407b0b68b4e677e4bb6e6b93727a3a9eb7bdf7c1 Mon Sep 17 00:00:00 2001
From: sgmAstro <sgmoore@alumni.princeton.edu>
Date: Tue, 22 Feb 2022 17:46:59 +0000
Subject: [PATCH 02/24] Fixes to test_allnb - fetchfields

---
 test_allnb.py | 38 +++++++++++++++++++++-----------------
 1 file changed, 21 insertions(+), 17 deletions(-)

diff --git a/test_allnb.py b/test_allnb.py
index 27077491..5958bb37 100644
--- a/test_allnb.py
+++ b/test_allnb.py
@@ -1,9 +1,8 @@
 import argparse
 import papermill as pm
 
-from   tidyup import tidyup
-
-
+from   tidyup   import   tidyup
+from   findfile import   fetch_fields
 
 parser  = argparse.ArgumentParser(description='Select field.')
 parser.add_argument('-s', '--survey', help='Survey, e.g. GAMA, DESI, etc.', type=str, default='gama')
@@ -11,35 +10,39 @@
 args    = parser.parse_args()
 survey  = args.survey.lower()
 
-fields = fetchfields(survey)
-
-
+fields = fetch_fields(survey)
 
 # https://docs.pytest.org/en/6.2.x/
-def test_allnbs():
+def test_allnbs(survey=survey):
     print('Running all tests.')
-
+    
+    survey = survey.lower()
+    
+    # TODO: Check this
+    if survey != 'gama' and survey != 'desi':
+        raise NotImplementedError(f'No implementation for survey: {survey}')
+    
     tidyup()
     
-    run_randomqa()
+    run_randomqa(survey)
 
-    run_goldqa()
+    run_goldqa(survey)
 
-    run_delta8qa()
+    run_delta8qa(survey)
     
     print('Done.')
     
-def run_randomqa():
+def run_randomqa(survey):
     for field in fields:
         print('Running random QA for field {}'.format(field))
         
         pm.execute_notebook('docs/nb/randoms_n8_qa.ipynb',\
                             'test/pm_randoms_n8_{}_qa.ipynb'.format(field),\
-                            parameters=dict(field=field),\
+                            parameters=dict(field=field,survey=survey),\
                             kernel='lumfn',\
                             )
 
-def run_goldqa():
+def run_goldqa(survey):
     print('Running gold QA')
 
     tests = ['zmax_catQA', 'kE_catQA', 'ddp_QA', 'lumfn', 'delta8_qa']
@@ -48,6 +51,7 @@ def run_goldqa():
         try:
             pm.execute_notebook('docs/nb/{}.ipynb'.format(test),\
                                 'test/pm_{}.ipynb'.format(test),\
+                                parameters=dict(survey=survey),\
                                 kernel='lumfn',\
             )
 
@@ -80,12 +84,12 @@ def run_goldqa():
     # d8 LF. 
     # desi qa. 
     
-def run_delta8qa():
+def run_delta8qa(survey):
     for field in fields:
         print('Running delta8 QA for field {}'.format(field))
 
         pm.execute_notebook('docs/nb/delta8_qa.ipynb',\
                             'test/pm_delta8_qa_{}.ipynb'.format(field),\
-                            parameters=dict(field=field),\
+                            parameters=dict(field=field, survey=survey),\
                             kernel='lumfn',\
-                            )
+                            )
\ No newline at end of file

From 9d6412556d4831a82c788ec6a4a28649c817287f Mon Sep 17 00:00:00 2001
From: sgmAstro <sgmoore@alumni.princeton.edu>
Date: Thu, 24 Feb 2022 14:26:35 +0000
Subject: [PATCH 03/24] Initial version additions

---
 findfile.py | 23 +++++++++++++++++------
 1 file changed, 17 insertions(+), 6 deletions(-)

diff --git a/findfile.py b/findfile.py
index bbca4f00..4bb4fbfb 100644
--- a/findfile.py
+++ b/findfile.py
@@ -43,8 +43,8 @@ def fetch_fields(survey):
 
     return fields
 
-def release_dir(user=os.environ['USER'], versioned=True, survey='gama'):
-    assert survey == 'gama', 'TODO: Support DESI.'
+def release_dir(user=os.environ['USER'], versioned=False, survey='gama', version=None):
+    #assert survey == 'gama', 'TODO: Support DESI.'
 
     # E.g.  /cosma/home/durham/dc-wils7/data/GAMA4/                                                                                                                                                
     if versioned:
@@ -52,6 +52,9 @@ def release_dir(user=os.environ['USER'], versioned=True, survey='gama'):
         ff.sort(key=os.path.getmtime)
 
         return  ff[-1]
+    
+    elif version != None:
+        return '/cosma/home/durham/{}/data/{}/'.format(user, version)
 
     else:
         return '/cosma/home/durham/{}/data/GAMA4/'.format(user)
@@ -61,9 +64,10 @@ def overwrite_check(opath):
         print('{} found on disk and overwrite forbidden (--nooverwrite).'.format(opath))
         exit(0)
         
-def findfile(ftype, dryrun=False, prefix=None, field=None, utier='{utier}', survey='gama', realz=0, debug=False):    
+def findfile(ftype, dryrun=False, prefix=None, field=None, utier='{utier}', survey='gama', realz=0, debug=False, version=None):    
     survey = survey.lower()
-
+    
+    
     # Special case:                                                                                                                                                                                 
     if (ftype == 'gold') & dryrun & (survey == 'gama'):
         return  os.environ['CODE_ROOT'] + '/data/gama_gold_dryrun.fits'
@@ -85,9 +89,16 @@ def findfile(ftype, dryrun=False, prefix=None, field=None, utier='{utier}', surv
 
     realz      = str(realz)
 
-    gold_dir   = os.environ['GOLD_DIR']
-    rand_dir   = os.environ['RANDOMS_DIR']
+    # TODO: Re-add checks for GOLD_DIR and RANDOMS_DIR
+    if version == None:
+        gold_dir   = os.environ['GOLD_DIR']
+        rand_dir   = os.environ['RANDOMS_DIR']
+        
+    else:
+        gold_dir   = release_dir(version=version)
+        rand_dir   = release_dir(version=version) + '/randoms/'
 
+        
     if isinstance(field, list):
         return  [findfile(ftype, dryrun=dryrun, prefix=prefix, field=ff, utier=utier) for ff in field]
         

From 3d859ae75dfcf7e395ebfcb266e7fa55de158b22 Mon Sep 17 00:00:00 2001
From: sgmAstro <sgmoore@alumni.princeton.edu>
Date: Thu, 24 Feb 2022 14:27:04 +0000
Subject: [PATCH 04/24] kE nb with version

---
 docs/nb/kE_catQA.ipynb | 244 +++++++++++++++++++++++------------------
 1 file changed, 136 insertions(+), 108 deletions(-)

diff --git a/docs/nb/kE_catQA.ipynb b/docs/nb/kE_catQA.ipynb
index fafc7516..082572bf 100644
--- a/docs/nb/kE_catQA.ipynb
+++ b/docs/nb/kE_catQA.ipynb
@@ -3,7 +3,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "ba9ae6aa",
+   "id": "0b436cec",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -17,7 +17,7 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "id": "117bf8af",
+   "id": "ed4a8d82",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -28,8 +28,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
-   "id": "6025feda",
+   "execution_count": 3,
+   "id": "30771fde",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -38,12 +38,25 @@
     "from   vmaxer        import vmaxer\n",
     "from   astropy.table import Table\n",
     "from   smith_kcorr   import test_plots, test_nonnative_plots\n",
-    "from   cosmo         import distmod"
+    "from   cosmo         import distmod\n",
+    "from   findfile      import findfile"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "85ffa038",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "dryrun  = False\n",
+    "version = 'v1'\n",
+    "survey  = 'gama'"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "a73e2a9a",
+   "id": "7455baa5",
    "metadata": {},
    "source": [
     "##  kE Catalog"
@@ -51,118 +64,133 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
-   "id": "1f0371c6",
+   "execution_count": 11,
+   "id": "901f448f",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
        "<div><i>Table length=113687</i>\n",
-       "<table id=\"table140331031819408\" 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><th>CARTESIAN_X</th><th>CARTESIAN_Y</th><th>CARTESIAN_Z</th><th>GMR</th><th>REST_GMR_0P1</th><th>REST_GMR_0P1_WARN</th><th>REST_GMR_0P1_INDEX</th><th>KCORR_R0P1</th><th>KCORR_G0P1</th><th>KCORR_R0P0</th><th>KCORR_G0P0</th><th>REST_GMR_0P0</th><th>Q_COLOR_0P0</th><th>EQ_ALL_0P0</th><th>EQ_COLOR_0P0</th><th>MALL_0P0</th><th>MCOLOR_0P0</th><th>Z_THETA_QALL</th><th>Z_THETA_QCOLOR</th><th>DDPKCORR_R0P1</th><th>DDPKCORR_G0P1</th><th>DDPKCORR_R0P0</th><th>DDPKCORR_G0P0</th><th>DDPMALL_0P0</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>Mpc</th><th></th><th></th><th></th><th></th><th></th><th>mag</th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th>mag</th><th>mag</th><th></th><th></th><th>mag</th><th>mag</th><th></th><th></th><th></th><th></th><th></th><th></th><th>mag</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><th>float64</th><th>float64</th><th>float64</th><th>float32</th><th>float64</th><th>int32</th><th>int64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float32</th><th>float32</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th></tr></thead>\n",
-       "<tr><td>186621</td><td>587725041704829065</td><td>185.22637399</td><td>-1.48484552</td><td>19.707304</td><td>0.15655</td><td>4</td><td>G12_Y3_013_084</td><td>5</td><td>21.00796</td><td>20.179195</td><td>19.758118</td><td>19.538584</td><td>19.657133</td><td>526.2218840329729</td><td>38.60584452582876</td><td>G12</td><td>-452.949002915617</td><td>-41.43182242297258</td><td>-11.790018871544799</td><td>0.42107773</td><td>0.3371333695571266</td><td>0</td><td>2</td><td>-0.11110247733432752</td><td>-0.027158118619969737</td><td>0.06198855923223209</td><td>0.15099516113794287</td><td>0.33207112636577363</td><td>2.12</td><td>-0.15185352</td><td>-0.331886</td><td>-18.808675567508615</td><td>-18.628643090725816</td><td>38.51597956836311</td><td>38.33594709158031</td><td>-0.06727912768008276</td><td>0.029344341562804438</td><td>0.14944575068211835</td><td>0.29451963127646774</td><td>-18.8961327589585</td></tr>\n",
-       "<tr><td>543518</td><td>588848898852848091</td><td>211.76792957</td><td>-0.89235905</td><td>19.017689</td><td>0.05258</td><td>4</td><td>G15_Y3_013_228</td><td>6</td><td>20.9524</td><td>19.807358</td><td>19.110891</td><td>18.695219</td><td>18.314579</td><td>164.25889781301044</td><td>36.07764452179613</td><td>G15</td><td>-132.65873114579134</td><td>-82.14913456297639</td><td>-2.4303746870844907</td><td>0.69646645</td><td>0.7649974613944354</td><td>0</td><td>5</td><td>-0.15789098198346954</td><td>-0.22642199745535949</td><td>0.06992529999751626</td><td>0.0987676138300845</td><td>0.6676241320902834</td><td>0.8</td><td>-0.0510026</td><td>-0.042064</td><td>-17.078878471273992</td><td>-17.087817070651862</td><td>36.09656722249469</td><td>36.10550582187256</td><td>-0.14680015512782418</td><td>-0.19364531489911876</td><td>0.06992472323437693</td><td>0.07152997481454451</td><td>-17.07887789451085</td></tr>\n",
-       "<tr><td>145492</td><td>587724650869751862</td><td>184.80116057</td><td>-1.36268178</td><td>18.077238</td><td>0.10614</td><td>4</td><td>G12_Y1_IS1_187</td><td>6</td><td>19.808687</td><td>18.545658</td><td>18.033491</td><td>17.711723</td><td>17.538279</td><td>344.76795967919503</td><td>37.68763449369432</td><td>G12</td><td>-310.50414838876634</td><td>-26.080095695731455</td><td>-7.412209189910756</td><td>0.512167</td><td>0.5042607723990307</td><td>0</td><td>3</td><td>-0.1005257374319281</td><td>-0.09261953290224781</td><td>0.09945360289805828</td><td>0.13844408330998506</td><td>0.4731764965167842</td><td>2.12</td><td>-0.1029558</td><td>-0.22501679</td><td>-19.606894210431527</td><td>-19.484833226058434</td><td>37.68413229331727</td><td>37.56207130894418</td><td>-0.09889375873716971</td><td>-0.09026459990901585</td><td>0.1178311196250314</td><td>0.1749106898046474</td><td>-19.6252717271585</td></tr>\n",
-       "<tr><td>136410</td><td>587724650328490122</td><td>174.75681895</td><td>-1.77149809</td><td>18.929632</td><td>0.10328</td><td>5</td><td>369383993293957120</td><td>6</td><td>19.882893</td><td>19.167995</td><td>18.922789</td><td>18.57444</td><td>18.607363</td><td>334.80363253505897</td><td>37.623950806662464</td><td>G12</td><td>-302.0479121081842</td><td>27.718053402410643</td><td>-9.381089858155741</td><td>0.24520683</td><td>0.24179980777578158</td><td>0</td><td>2</td><td>-0.10417277610092178</td><td>-0.10076575099096118</td><td>0.060910488024232726</td><td>0.05270176921079077</td><td>0.25341555169918417</td><td>2.12</td><td>-0.1001816</td><td>-0.2189536</td><td>-18.655047505855464</td><td>-18.536275513231658</td><td>37.58467969274511</td><td>37.465907700121306</td><td>-0.1010062713102715</td><td>-0.09646160454835392</td><td>0.11571860705192961</td><td>0.16871368516530935</td><td>-18.709855624883158</td></tr>\n",
-       "<tr><td>3854067</td><td>588010930294358518</td><td>130.11971293</td><td>-1.67349372</td><td>19.1169</td><td>0.23578</td><td>4</td><td>G09_Y4_233_079</td><td>6</td><td>20.588625</td><td>19.796408</td><td>19.077488</td><td>18.744814</td><td>18.56107</td><td>832.7157631522992</td><td>39.602483929243604</td><td>G9</td><td>-434.0272135973507</td><td>515.0641120150214</td><td>-19.67865112089697</td><td>0.71891975</td><td>0.46062719543598274</td><td>0</td><td>3</td><td>-0.0858318620858185</td><td>0.17246069650651913</td><td>0.10674750418857665</td><td>0.3884501181232859</td><td>0.43721714009361107</td><td>2.12</td><td>-0.22870661</td><td>-0.49985358</td><td>-20.363625329892713</td><td>-20.092478361885625</td><td>39.48052482024916</td><td>39.20937785224207</td><td>-0.027117387384516245</td><td>0.2451168051414711</td><td>0.18960749097768487</td><td>0.5102920948551344</td><td>-20.446485316681823</td></tr>\n",
-       "<tr><td>69798</td><td>587722983349223510</td><td>176.60336</td><td>0.08453731</td><td>18.432463</td><td>0.26182</td><td>4</td><td>MGC24311</td><td>6</td><td>20.21734</td><td>19.261951</td><td>18.36527</td><td>18.007675</td><td>17.615719</td><td>938.8319759982534</td><td>39.8629393648112</td><td>G12</td><td>-742.7222141875054</td><td>44.082121062425216</td><td>1.0977820234836277</td><td>0.89668083</td><td>0.5680527902726428</td><td>0</td><td>4</td><td>-0.03013869478723115</td><td>0.2984893468488838</td><td>0.18065936154255313</td><td>0.5515913417133789</td><td>0.525748851738354</td><td>2.12</td><td>-0.2539654</td><td>-0.55505836</td><td>-21.357170626483068</td><td>-21.056077673993215</td><td>39.78963331874381</td><td>39.48854036625396</td><td>-0.012940273600322239</td><td>0.3193152860577829</td><td>0.20378460476187887</td><td>0.5844905757714463</td><td>-21.380295869702394</td></tr>\n",
-       "<tr><td>402311</td><td>587728308031193305</td><td>174.48262304</td><td>1.89336017</td><td>18.179806</td><td>0.1357</td><td>4</td><td>G12_Y1_AX2_263</td><td>6</td><td>30.092129</td><td>18.865383</td><td>18.104311</td><td>17.705172</td><td>17.410446</td><td>449.84866509108343</td><td>38.26533218032328</td><td>G12</td><td>-394.04781418993906</td><td>38.063109391606396</td><td>13.086827418867367</td><td>0.76107216</td><td>0.6956408867032731</td><td>0</td><td>5</td><td>-0.0720147766895943</td><td>-0.006583504579390859</td><td>0.1510717423690557</td><td>0.2929072960800366</td><td>0.6192366051024957</td><td>2.12</td><td>-0.131629</td><td>-0.287684</td><td>-20.104969162002597</td><td>-19.94891417349914</td><td>38.28477491761783</td><td>38.128719929114375</td><td>-0.07924791562439143</td><td>-0.022346102743430046</td><td>0.13747696273780968</td><td>0.24282918697023323</td><td>-20.091374382371352</td></tr>\n",
-       "<tr><td>15514</td><td>588848901002100946</td><td>215.82581846</td><td>0.72942267</td><td>18.988533</td><td>0.05371</td><td>4</td><td>G15_Y2_007_160</td><td>6</td><td>20.3695</td><td>19.43725</td><td>19.09224</td><td>18.766891</td><td>18.72503</td><td>167.93212015287367</td><td>36.12566885505012</td><td>G15</td><td>-129.2085636590028</td><td>-93.27669322079092</td><td>2.0288856433889473</td><td>0.34501076</td><td>0.3774788137223454</td><td>0</td><td>3</td><td>-0.12160441348057746</td><td>-0.1540724697566338</td><td>0.057776046302100176</td><td>0.03618509769547981</td><td>0.3666017060529094</td><td>2.12</td><td>-0.0520987</td><td>-0.11386519</td><td>-17.14281318241864</td><td>-17.081046692078406</td><td>36.13134620243817</td><td>36.06957971209794</td><td>-0.14557864235990253</td><td>-0.1917615499156991</td><td>0.07114623600229858</td><td>0.07341373979796417</td><td>-17.15618337211884</td></tr>\n",
-       "<tr><td>534769</td><td>588848898836726067</td><td>174.96774828</td><td>-0.94621474</td><td>19.592</td><td>0.24042</td><td>4</td><td>G12_Y2_020_316</td><td>5</td><td>21.20565</td><td>20.296549</td><td>19.614592</td><td>19.218628</td><td>19.098549</td><td>851.4351374877183</td><td>39.650757844557596</td><td>G12</td><td>-683.6697400760357</td><td>60.2011534451623</td><td>-11.335225132386302</td><td>0.68195724</td><td>0.41705196707819503</td><td>0</td><td>3</td><td>-0.10378576802452238</td><td>0.16111950977032946</td><td>0.08176372309740731</td><td>0.3632496651464814</td><td>0.4004713028239728</td><td>2.12</td><td>-0.2332074</td><td>-0.50969034</td><td>-19.90731510908643</td><td>-19.630832169366276</td><td>39.49931416304151</td><td>39.22283122332136</td><td>-0.024691454850762323</td><td>0.2583062416835699</td><td>0.1920334235114388</td><td>0.5234815313972332</td><td>-20.017584809500462</td></tr>\n",
-       "<tr><td>92669</td><td>587722983903789522</td><td>217.09852565</td><td>0.43610568</td><td>19.520845</td><td>0.16146</td><td>4</td><td>G15_Y4_237_202</td><td>5</td><td>21.026226</td><td>20.043308</td><td>19.428974</td><td>19.186066</td><td>18.922716</td><td>544.4734181101725</td><td>38.67988340898172</td><td>G15</td><td>-373.8907097544009</td><td>-282.7561990710004</td><td>3.5681025332423184</td><td>0.6143341</td><td>0.5131559447565917</td><td>0</td><td>3</td><td>-0.08077716264065025</td><td>0.020400999048070606</td><td>0.1207107417184027</td><td>0.2545376514038138</td><td>0.4805071967599014</td><td>2.12</td><td>-0.1566162</td><td>-0.34229517</td><td>-19.123132541455778</td><td>-18.937453567661795</td><td>38.64397795466379</td><td>38.458298980869806</td><td>-0.0646252692499586</td><td>0.04191278347860805</td><td>0.15209960911224252</td><td>0.3070880731922713</td><td>-19.154521408849618</td></tr>\n",
-       "<tr><td>298671</td><td>587726031729656200</td><td>221.09824398</td><td>1.36306808</td><td>19.459198</td><td>0.16593</td><td>4</td><td>G15_Y3_039_192</td><td>5</td><td>21.080345</td><td>20.022194</td><td>19.413612</td><td>18.928343</td><td>18.646532</td><td>561.1767917512918</td><td>38.74549850936923</td><td>G15</td><td>-362.60660174901244</td><td>-316.30232988147526</td><td>11.44935868662453</td><td>0.60858154</td><td>0.4993740401146547</td><td>0</td><td>3</td><td>-0.0823218529140232</td><td>0.026885649940072198</td><td>0.11682872904596688</td><td>0.2562610352412108</td><td>0.46914923677350606</td><td>2.12</td><td>-0.1609521</td><td>-0.3517716</td><td>-19.242177134250117</td><td>-19.051357647274447</td><td>38.701375132296995</td><td>38.510555645321325</td><td>-0.062252748391504145</td><td>0.05347492984007124</td><td>0.15447212997069698</td><td>0.3186502195537345</td><td>-19.279820535174846</td></tr>\n",
-       "<tr><td>508615</td><td>587729971787071869</td><td>217.61923775</td><td>-1.56324706</td><td>18.66708</td><td>0.1618</td><td>4</td><td>G15_Y2_003_034</td><td>6</td><td>20.92401</td><td>19.593258</td><td>18.660534</td><td>18.23036</td><td>17.956083</td><td>545.7409910569405</td><td>38.684932876128954</td><td>G15</td><td>-371.93339208001925</td><td>-286.6262656560087</td><td>-12.814636690255528</td><td>0.932724</td><td>0.7947191875657055</td><td>0</td><td>5</td><td>-0.037179663676182015</td><td>0.10082514778154994</td><td>0.19179352610008865</td><td>0.4369578582260254</td><td>0.6875596668975008</td><td>0.8</td><td>-0.156946</td><td>-0.12944</td><td>-20.05270047325489</td><td>-20.08020648199913</td><td>38.719780398792004</td><td>38.747286407536244</td><td>-0.06444341602601072</td><td>0.042788278846384614</td><td>0.1522814623361904</td><td>0.3079635685600479</td><td>-20.013188409490994</td></tr>\n",
-       "<tr><td>251155</td><td>587726015085281646</td><td>217.44931266</td><td>1.95201708</td><td>18.500525</td><td>0.23259</td><td>4</td><td>G15_Y1_EN2_299</td><td>6</td><td>20.569223</td><td>19.512142</td><td>18.425581</td><td>17.942213</td><td>17.579288</td><td>819.8942614894642</td><td>39.56878923379243</td><td>G15</td><td>-527.774402148545</td><td>-404.23423672585085</td><td>22.65771887093595</td><td>1.0865612</td><td>0.7697826200267065</td><td>0</td><td>5</td><td>0.028052338478624345</td><td>0.34483092145484767</td><td>0.2561949437530714</td><td>0.6717935857789368</td><td>0.6709625609770643</td><td>0.8</td><td>-0.22561231</td><td>-0.186072</td><td>-21.098847344116166</td><td>-21.138387649849847</td><td>39.59937186499019</td><td>39.63891217072387</td><td>-0.028765505958984597</td><td>0.23606495353663898</td><td>0.18795937240321653</td><td>0.5012402432503023</td><td>-21.03061177276631</td></tr>\n",
-       "<tr><td>278458</td><td>587726031690465614</td><td>131.58340172</td><td>0.84256273</td><td>18.171114</td><td>0.13062</td><td>4</td><td>G09_Y1_BN1_035</td><td>6</td><td>19.593948</td><td>18.577364</td><td>18.12416</td><td>17.809593</td><td>17.699684</td><td>431.52100502197726</td><td>38.1750097029573</td><td>G9</td><td>-253.2890316236598</td><td>285.4528194191173</td><td>5.612408002418724</td><td>0.4532032</td><td>0.4113087596054641</td><td>0</td><td>3</td><td>-0.0989104389432853</td><td>-0.0570159972548041</td><td>0.08574374756219116</td><td>0.14339110271879135</td><td>0.3955558461373451</td><td>2.12</td><td>-0.1267014</td><td>-0.2769144</td><td>-19.962938082940028</td><td>-19.81272509468262</td><td>38.134052050835535</td><td>37.98383906257813</td><td>-0.08237153734334171</td><td>-0.03449282766016758</td><td>0.1343533410188594</td><td>0.23068246205349568</td><td>-20.011547676396695</td></tr>\n",
-       "<tr><td>238123</td><td>587726014546641104</td><td>213.30918786</td><td>1.77148755</td><td>17.359442</td><td>0.09792</td><td>5</td><td>600178625957881856</td><td>6</td><td>20.473553</td><td>18.327675</td><td>17.345377</td><td>16.935715</td><td>16.561918</td><td>316.2267189212434</td><td>37.49999280979344</td><td>G15</td><td>-240.59174002836386</td><td>-158.09446783645203</td><td>8.903774768936511</td><td>0.9822979</td><td>0.9875618559516742</td><td>0</td><td>6</td><td>-0.10635602961129365</td><td>-0.11161998822410074</td><td>0.1260280701436468</td><td>0.2837283946432057</td><td>0.8245975728393082</td><td>0.8</td><td>-0.0949824</td><td>-0.078336</td><td>-20.1715967221984</td><td>-20.188243122292434</td><td>37.53103847940055</td><td>37.54768487949458</td><td>-0.10508154296036243</td><td>-0.10788465850623973</td><td>0.11164333540183868</td><td>0.15729063120742354</td><td>-20.15721198745659</td></tr>\n",
-       "<tr><td>21861</td><td>588848901520883816</td><td>174.46578607</td><td>1.22194389</td><td>18.628473</td><td>0.11102</td><td>4</td><td>G12_Y1_AX1_146</td><td>6</td><td>21.414701</td><td>19.52332</td><td>18.600573</td><td>18.239208</td><td>17.937954</td><td>361.8531241540682</td><td>37.79266163286916</td><td>G12</td><td>-324.1026750535892</td><td>31.402880271881752</td><td>6.945542460930238</td><td>0.92274666</td><td>0.8963632081454258</td><td>0</td><td>6</td><td>-0.08961427921191431</td><td>-0.0632308290321448</td><td>0.13751386185635892</td><td>0.30986060873426424</td><td>0.75039991144729</td><td>0.8</td><td>-0.1076894</td><td>-0.088816</td><td>-19.194012809867676</td><td>-19.21288621085387</td><td>37.822486091728024</td><td>37.84135949271422</td><td>-0.09538411484156942</td><td>-0.07953085831149408</td><td>0.1213407635206317</td><td>0.18564443140216919</td><td>-19.17783971153195</td></tr>\n",
-       "<tr><td>56006</td><td>587722982815694957</td><td>184.24397268</td><td>-0.22403141</td><td>17.618164</td><td>0.07123</td><td>5</td><td>323153373291374592</td><td>6</td><td>20.127268</td><td>18.44879</td><td>17.530605</td><td>17.185326</td><td>16.941328</td><td>225.63694806269797</td><td>36.76705108439962</td><td>G12</td><td>-210.05434368534577</td><td>-15.587515295887751</td><td>-0.8235929901293751</td><td>0.9181843</td><td>0.985306623488374</td><td>0</td><td>6</td><td>-0.14272803180188148</td><td>-0.20985037489474773</td><td>0.08941014442695863</td><td>0.18513054865735257</td><td>0.8224638761651138</td><td>0.8</td><td>-0.0690931</td><td>-0.056984004</td><td>-19.169204065599974</td><td>-19.181313162693318</td><td>36.78736812809997</td><td>36.799477225193314</td><td>-0.1279151612527849</td><td>-0.1608360404313677</td><td>0.08880971710941621</td><td>0.10433924928229557</td><td>-19.16860363828243</td></tr>\n",
-       "<tr><td>362344</td><td>587726033337450694</td><td>214.68874362</td><td>2.64041934</td><td>18.402348</td><td>0.20913</td><td>4</td><td>G15_Y4_213_211</td><td>6</td><td>19.992552</td><td>19.092346</td><td>18.407986</td><td>18.08218</td><td>17.924282</td><td>726.8195076172659</td><td>39.30713287562934</td><td>G15</td><td>-493.7410255572067</td><td>-341.7390050700169</td><td>27.69173083649054</td><td>0.6843605</td><td>0.4841676662144242</td><td>0</td><td>3</td><td>-0.07967325734462666</td><td>0.12051958059133977</td><td>0.11689842139052306</td><td>0.34464158408842377</td><td>0.4566173414524899</td><td>2.12</td><td>-0.20285611</td><td>-0.4433556</td><td>-20.818827623776343</td><td>-20.578328142217543</td><td>39.22117518847361</td><td>38.98067570691481</td><td>-0.040543146017672754</td><td>0.17010230018367228</td><td>0.17618173234452836</td><td>0.43527758989733556</td><td>-20.878110934730348</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></tr>\n",
-       "<tr><td>40387</td><td>587722982277316829</td><td>180.80242132</td><td>-0.66597744</td><td>19.656414</td><td>0.25001</td><td>4</td><td>G12_Y6_054_019</td><td>5</td><td>25.844376</td><td>20.97709</td><td>19.649881</td><td>19.025269</td><td>18.637028</td><td>890.385762664638</td><td>39.74789103490359</td><td>G12</td><td>-712.1849377724362</td><td>-9.974726724083457</td><td>-8.279265710965891</td><td>1.3272095</td><td>0.9016155109559408</td><td>0</td><td>6</td><td>0.090030327774721</td><td>0.5156242894750303</td><td>0.3170631287092679</td><td>0.8906255142242732</td><td>0.7536470871412447</td><td>0.8</td><td>-0.24250972</td><td>-0.20000802</td><td>-20.16603040892078</td><td>-20.20853211182548</td><td>39.8224444409032</td><td>39.8649461438079</td><td>-0.019551737385058235</td><td>0.2856278660195149</td><td>0.1971731409771429</td><td>0.5508031557331782</td><td>-20.046140421188653</td></tr>\n",
-       "<tr><td>251318</td><td>587726015085609267</td><td>218.18561904</td><td>1.88586596</td><td>19.322008</td><td>0.19203</td><td>4</td><td>G15_Y3_001_297</td><td>6</td><td>21.882992</td><td>20.441093</td><td>19.255392</td><td>18.744701</td><td>18.579678</td><td>660.3488879219258</td><td>39.0988672539614</td><td>G15</td><td>-435.1913085654968</td><td>-342.28495376706184</td><td>18.23039387476868</td><td>1.1857014</td><td>0.9239087696385775</td><td>0</td><td>6</td><td>0.017310543219376084</td><td>0.27910314382005635</td><td>0.2439386755084399</td><td>0.6622104082956861</td><td>0.7674296374520115</td><td>0.8</td><td>-0.1862691</td><td>-0.153624</td><td>-19.834528692054526</td><td>-19.86717379837014</td><td>39.1565368249891</td><td>39.18918193130471</td><td>-0.048986285334223945</td><td>0.12300797892972157</td><td>0.16773859302797717</td><td>0.3881832686433848</td><td>-19.758328609574065</td></tr>\n",
-       "<tr><td>210601</td><td>587725074991874513</td><td>138.8225367</td><td>0.06583858</td><td>19.76327</td><td>0.15506</td><td>4</td><td>G09_Y4_255_235</td><td>5</td><td>20.77404</td><td>20.074474</td><td>19.664095</td><td>19.432928</td><td>19.35835</td><td>520.7031316250959</td><td>38.58295094813848</td><td>G9</td><td>-339.30653006591893</td><td>296.8047474660495</td><td>0.5180162132849809</td><td>0.4103794</td><td>0.32939809376364193</td><td>0</td><td>2</td><td>-0.11194266194930057</td><td>-0.030961345922903463</td><td>0.05994252785648503</td><td>0.14487122562282778</td><td>0.3254507120236963</td><td>2.12</td><td>-0.1504082</td><td>-0.32872716</td><td>-18.729215858087443</td><td>-18.550896895632647</td><td>38.49248528252592</td><td>38.31416632007112</td><td>-0.06809527866264681</td><td>0.025558472458463044</td><td>0.1486295996995543</td><td>0.2907337621721263</td><td>-18.81790292993051</td></tr>\n",
-       "<tr><td>560052</td><td>588848899375366397</td><td>178.98150716</td><td>-0.4493875</td><td>18.670307</td><td>0.25358</td><td>4</td><td>G12_Y1_DN1_075</td><td>6</td><td>21.7293</td><td>20.034378</td><td>18.553616</td><td>18.03542</td><td>17.687157</td><td>904.9748648884766</td><td>39.783182585573925</td><td>G12</td><td>-721.7760936126792</td><td>12.83168201184373</td><td>-5.662110938509229</td><td>1.4807625</td><td>1.018324392591922</td><td>0</td><td>6</td><td>0.1245553626089273</td><td>0.5869934517064581</td><td>0.36029398638987</td><td>0.9873541695910091</td><td>0.853702298488314</td><td>0.8</td><td>-0.24597262</td><td>-0.202864</td><td>-21.227196794079312</td><td>-21.270305406378277</td><td>39.89750395350314</td><td>39.940612565802105</td><td>-0.017588872255127452</td><td>0.29581060216698246</td><td>0.19913600610707366</td><td>0.5609858918806457</td><td>-21.066038813796517</td></tr>\n",
-       "<tr><td>230699</td><td>587726014532420094</td><td>180.85041315</td><td>1.99942632</td><td>19.602518</td><td>0.23907</td><td>4</td><td>G12_Y2_024_269</td><td>5</td><td>22.292292</td><td>20.396875</td><td>19.479246</td><td>19.27961</td><td>18.896185</td><td>845.9801979964947</td><td>39.636800987763074</td><td>G12</td><td>-682.2633594771374</td><td>-10.127244062413716</td><td>23.82094577756516</td><td>0.91762924</td><td>0.6293073595348971</td><td>0</td><td>4</td><td>-0.01592584260181723</td><td>0.27239603980664495</td><td>0.20263706988159746</td><td>0.5473081648257797</td><td>0.5729581469991771</td><td>2.12</td><td>-0.2318979</td><td>-0.50682837</td><td>-20.00502207051069</td><td>-19.730091608269518</td><td>39.60754015217573</td><td>39.33260968993456</td><td>-0.025400999535379526</td><td>0.25446630278838017</td><td>0.1913238788268216</td><td>0.5196415925020434</td><td>-19.993708879455916</td></tr>\n",
-       "<tr><td>297870</td><td>587726031728083300</td><td>217.50233489</td><td>1.2918479</td><td>17.654509</td><td>0.19211</td><td>5</td><td>602415307570571264</td><td>6</td><td>19.765404</td><td>18.54616</td><td>17.68719</td><td>17.239645</td><td>16.922546</td><td>660.6572041313483</td><td>39.09988087556141</td><td>G15</td><td>-439.5441410589929</td><td>-337.3025412963282</td><td>12.494295561526474</td><td>0.85897064</td><td>0.6714253742740911</td><td>0</td><td>4</td><td>-0.03346568233347523</td><td>0.15407958548227735</td><td>0.18796946288869404</td><td>0.4445977707710557</td><td>0.6023423342074821</td><td>2.12</td><td>-0.18634671</td><td>-0.40727317</td><td>-21.446995038023623</td><td>-21.22606857441965</td><td>39.101503628721865</td><td>38.88057716511789</td><td>-0.048946618295401034</td><td>0.12322582355145612</td><td>0.16777826006680008</td><td>0.3884011132651194</td><td>-21.426803835201728</td></tr>\n",
-       "<tr><td>3910772</td><td>588010931371573388</td><td>138.08604173</td><td>-1.08569919</td><td>19.44324</td><td>0.1544</td><td>4</td><td>G09_Y4_206_360</td><td>5</td><td>20.947886</td><td>19.857866</td><td>19.431242</td><td>19.099756</td><td>19.034296</td><td>518.2615886580893</td><td>38.572745109873786</td><td>G9</td><td>-334.02158672438856</td><td>299.84734511952075</td><td>-8.506552727898368</td><td>0.4266243</td><td>0.3462523453796043</td><td>0</td><td>2</td><td>-0.10907789044921588</td><td>-0.028705937733117096</td><td>0.06543469691277538</td><td>0.15218318269071363</td><td>0.33987581231776487</td><td>2.12</td><td>-0.14976801</td><td>-0.327328</td><td>-19.04517258496859</td><td>-18.86761259825804</td><td>38.48841179700472</td><td>38.310851810294174</td><td>-0.06845847901711724</td><td>0.023885843370270332</td><td>0.14826639934508387</td><td>0.2890611330839336</td><td>-19.1280042874009</td></tr>\n",
-       "<tr><td>28706</td><td>588848901537595648</td><td>212.72205471</td><td>1.06920559</td><td>19.02279</td><td>0.25807</td><td>4</td><td>G15_Y2_009_043</td><td>6</td><td>22.961544</td><td>20.295597</td><td>19.00318</td><td>18.48658</td><td>18.09936</td><td>923.392038779009</td><td>39.82693062934478</td><td>G15</td><td>-617.3877609533232</td><td>-396.69157764095166</td><td>13.696030167600382</td><td>1.2924175</td><td>0.8633089885337789</td><td>0</td><td>6</td><td>0.087811827865269</td><td>0.5169203655766075</td><td>0.3155399712242869</td><td>0.8779929764361448</td><td>0.7299645210332593</td><td>0.8</td><td>-0.2503279</td><td>-0.20645599</td><td>-20.86935180660468</td><td>-20.913223701083478</td><td>39.89214271541816</td><td>39.93601460989696</td><td>-0.015077262044661949</td><td>0.30861959764500185</td><td>0.20164761631753916</td><td>0.5737948873586651</td><td>-20.755459451697934</td></tr>\n",
-       "<tr><td>493705</td><td>587729778521342136</td><td>222.13123438</td><td>-1.20774468</td><td>18.531641</td><td>0.14596</td><td>4</td><td>G15_Y3_008_111</td><td>6</td><td>21.14838</td><td>19.476889</td><td>18.444473</td><td>18.028204</td><td>17.720535</td><td>487.200869443356</td><td>38.438540273268956</td><td>G15</td><td>-315.2229573213275</td><td>-285.13809190492105</td><td>-8.961050909297189</td><td>1.0324154</td><td>0.9111697802142721</td><td>0</td><td>6</td><td>-0.0445707014203321</td><td>0.07667490838004432</td><td>0.1822886698126898</td><td>0.45515015580435497</td><td>0.7595539040229833</td><td>0.8</td><td>-0.14158121</td><td>-0.116768</td><td>-19.94760672909811</td><td>-19.972419934101847</td><td>38.47924773556784</td><td>38.50406094057158</td><td>-0.0732019420812929</td><td>0.002735310395286586</td><td>0.14352293628090823</td><td>0.26791060010894985</td><td>-19.90884099556633</td></tr>\n",
-       "<tr><td>3592722</td><td>587729150378311793</td><td>138.94021895</td><td>-1.93013444</td><td>16.887249</td><td>0.05352</td><td>4</td><td>G09_Y4_228_037</td><td>6</td><td>25.68009</td><td>17.266722</td><td>16.71319</td><td>16.328978</td><td>16.087982</td><td>167.31408934549322</td><td>36.11766256994527</td><td>G9</td><td>-119.68199457394932</td><td>104.25740479900472</td><td>-5.348999127586125</td><td>0.55353165</td><td>0.5995990121197008</td><td>0</td><td>4</td><td>-0.14541930583403348</td><td>-0.1914866712252185</td><td>0.07072878685462755</td><td>0.0725136711957241</td><td>0.551746762387419</td><td>2.12</td><td>-0.0519144</td><td>-0.113462396</td><td>-19.249227962527566</td><td>-19.18767996791392</td><td>36.13647695544749</td><td>36.074928960833844</td><td>-0.1457832973629044</td><td>-0.1920792453808812</td><td>0.0709415809992967</td><td>0.07309604433278208</td><td>-19.249440756672236</td></tr>\n",
-       "<tr><td>518924</td><td>588010358531228030</td><td>138.46041574</td><td>2.96585585</td><td>19.584932</td><td>0.14111</td><td>4</td><td>G09_Y5_031_287</td><td>5</td><td>22.572426</td><td>20.424355</td><td>19.54977</td><td>19.165749</td><td>18.965105</td><td>469.4882796216195</td><td>38.35812377471255</td><td>G9</td><td>-307.5428674151705</td><td>272.4699619012296</td><td>21.287796279500373</td><td>0.8745842</td><td>0.7880186611333758</td><td>0</td><td>5</td><td>-0.05922386373376273</td><td>0.02734167313090835</td><td>0.1698709544232662</td><td>0.3610380087850768</td><td>0.6834171436362363</td><td>0.8</td><td>-0.1368767</td><td>-0.112888</td><td>-18.806185699556657</td><td>-18.830174400959798</td><td>38.391118026827165</td><td>38.415106728230306</td><td>-0.07601859297753308</td><td>-0.009210077495382801</td><td>0.14070628538466803</td><td>0.2559652122182805</td><td>-18.777021030518057</td></tr>\n",
-       "<tr><td>163788</td><td>587725040089759829</td><td>175.03010988</td><td>-2.86201118</td><td>18.861214</td><td>0.12199</td><td>4</td><td>G12_Y6_051_071</td><td>6</td><td>22.335949</td><td>20.291283</td><td>19.030598</td><td>18.469597</td><td>18.37928</td><td>400.64031155837904</td><td>38.01377322462015</td><td>G12</td><td>-355.2939103366414</td><td>30.89605602935296</td><td>-17.829277533552446</td><td>1.260685</td><td>1.1998002223103459</td><td>0</td><td>7</td><td>-0.07038885893584987</td><td>-0.009504114205179229</td><td>0.17069143737686054</td><td>0.39883813908472143</td><td>1.0325382653331547</td><td>0.8</td><td>-0.11833031</td><td>-0.097592</td><td>-19.20492067061012</td><td>-19.225658974271468</td><td>38.06613435469215</td><td>38.0868726583535</td><td>-0.0879011390161032</td><td>-0.05469157173094293</td><td>0.12882373934609792</td><td>0.21048371798272034</td><td>-19.16305297257936</td></tr>\n",
-       "<tr><td>3903312</td><td>588010931369607376</td><td>133.63790092</td><td>-1.10784214</td><td>19.06837</td><td>0.10949</td><td>4</td><td>G09_Y4_239_367</td><td>6</td><td>20.141743</td><td>19.124561</td><td>18.556028</td><td>18.297674</td><td>18.361729</td><td>356.4852580585742</td><td>37.76020787463939</td><td>G9</td><td>-221.69097799061032</td><td>232.49031605868674</td><td>-6.212213245871625</td><td>0.56853294</td><td>0.5555094975277162</td><td>0</td><td>4</td><td>-0.0976935553426748</td><td>-0.08467010914480498</td><td>0.11097723920055576</td><td>0.16409852483421777</td><td>0.5154116580919239</td><td>2.12</td><td>-0.1062053</td><td>-0.23211879</td><td>-18.6966089952515</td><td>-18.570695509366832</td><td>37.7649798143433</td><td>37.63906632845863</td><td>-0.09647189334972883</td><td>-0.08291759478775133</td><td>0.12025298501247228</td><td>0.18225769492591193</td><td>-18.705884741063414</td></tr>\n",
-       "<tr><td>545406</td><td>588848898856190106</td><td>219.36399521</td><td>-0.99223735</td><td>18.951399</td><td>0.1379</td><td>4</td><td>G15_Y1_FS1_056</td><td>6</td><td>20.765522</td><td>19.575079</td><td>18.983711</td><td>18.623278</td><td>18.420408</td><td>457.8201170284371</td><td>38.303474360243186</td><td>G15</td><td>-311.0136569283726</td><td>-255.14235807675684</td><td>-6.967259827415004</td><td>0.5913677</td><td>0.533275567593431</td><td>0</td><td>4</td><td>-0.08544076510682502</td><td>-0.027348611142638826</td><td>0.11945929790076087</td><td>0.21373881469854988</td><td>0.4970882047598282</td><td>2.12</td><td>-0.133763</td><td>-0.29234797</td><td>-19.33777180828757</td><td>-19.179186841031978</td><td>38.289170657774875</td><td>38.13058569051928</td><td>-0.07792306761912302</td><td>-0.017028783120639407</td><td>0.1388018107430781</td><td>0.24814650659302387</td><td>-19.357114321129888</td></tr>\n",
-       "<tr><td>551261</td><td>588848899358065141</td><td>139.45629868</td><td>-0.57303037</td><td>19.701536</td><td>0.21869</td><td>4</td><td>G09_Y3_023_180</td><td>5</td><td>21.365704</td><td>20.34694</td><td>19.583609</td><td>19.195402</td><td>18.940287</td><td>764.4873183851279</td><td>39.41685142780617</td><td>G9</td><td>-476.66985356747506</td><td>407.74370506836533</td><td>-6.273715086112896</td><td>0.76333046</td><td>0.5367929773229235</td><td>0</td><td>4</td><td>-0.0595830929455261</td><td>0.16695438932627704</td><td>0.14591350013254134</td><td>0.4092569829906139</td><td>0.499986976736654</td><td>2.12</td><td>-0.2121293</td><td>-0.46362275</td><td>-19.64909945447756</td><td>-19.39760600049807</td><td>39.35063563306643</td><td>39.09914217908694</td><td>-0.03579896018868117</td><td>0.19682950436941954</td><td>0.18092591817351994</td><td>0.4620047940830828</td><td>-19.684111872518542</td></tr>\n",
-       "<tr><td>123295</td><td>587724649255075886</td><td>175.5224464</td><td>-2.64921913</td><td>18.451244</td><td>0.1062</td><td>4</td><td>G12_Y4_211_058</td><td>6</td><td>20.736488</td><td>19.160215</td><td>18.290613</td><td>17.822008</td><td>17.57223</td><td>344.97737404679367</td><td>37.688953060165545</td><td>G12</td><td>-310.573976041264</td><td>24.32028057501589</td><td>-14.414429465717335</td><td>0.8696022</td><td>0.8560058287074513</td><td>0</td><td>5</td><td>-0.09601977663303114</td><td>-0.08242340197134186</td><td>0.1318409341463329</td><td>0.2759937108955906</td><td>0.725449426619883</td><td>0.8</td><td>-0.10301401</td><td>-0.084960006</td><td>-19.2665356328531</td><td>-19.284589633886405</td><td>37.717779987101146</td><td>37.73583398813445</td><td>-0.09884988888054815</td><td>-0.09013384596176524</td><td>0.11787498948165297</td><td>0.17504144375189803</td><td>-19.25256968818842</td></tr>\n",
-       "<tr><td>210430</td><td>587725074991677774</td><td>138.27996762</td><td>0.12381521</td><td>18.345194</td><td>0.22127</td><td>4</td><td>G09_Y1_GS2_358</td><td>6</td><td>20.542322</td><td>19.366383</td><td>18.338993</td><td>17.874783</td><td>17.456236</td><td>774.7144789353065</td><td>39.445708363691544</td><td>G9</td><td>-473.48240293305935</td><td>422.15448223268896</td><td>1.370821869389098</td><td>1.0273895</td><td>0.747245050745616</td><td>0</td><td>5</td><td>0.009963136886212365</td><td>0.2901076125077839</td><td>0.23656879544695644</td><td>0.6087193926149903</td><td>0.6552389291991536</td><td>0.8</td><td>-0.2146319</td><td>-0.177016</td><td>-21.122451396032154</td><td>-21.160067291303456</td><td>39.467645258947194</td><td>39.505261154218495</td><td>-0.034508384034448975</td><td>0.20408218357769614</td><td>0.18221649432775214</td><td>0.4692574732913594</td><td>-21.06809909491295</td></tr>\n",
-       "<tr><td>197459</td><td>587725073916625289</td><td>135.35809495</td><td>-0.73870852</td><td>19.380898</td><td>0.19636</td><td>4</td><td>G09_Y2_013_074</td><td>6</td><td>21.668879</td><td>20.301657</td><td>19.40465</td><td>18.956974</td><td>18.57147</td><td>677.0696067488027</td><td>39.15316659507234</td><td>G9</td><td>-402.64078301618963</td><td>397.63902040696405</td><td>-7.296420947662798</td><td>0.897007</td><td>0.6940059676229473</td><td>0</td><td>5</td><td>-0.025183369113868412</td><td>0.1778176517885749</td><td>0.19779165684291522</td><td>0.47670266307588816</td><td>0.6180959822924177</td><td>2.12</td><td>-0.1904692</td><td>-0.4162832</td><td>-19.779591524563116</td><td>-19.553777539692206</td><td>39.16048904653577</td><td>38.93467506166486</td><td>-0.04684358740885168</td><td>0.1348342446981267</td><td>0.16988129095334942</td><td>0.40000953441179</td><td>-19.75168115867355</td></tr>\n",
-       "<tr><td>372800</td><td>587727942954844399</td><td>137.78468221</td><td>1.2197969</td><td>17.326979</td><td>0.14597</td><td>5</td><td>530317030344124416</td><td>6</td><td>19.230242</td><td>18.03708</td><td>17.26361</td><td>16.875002</td><td>16.623203</td><td>487.23749477316585</td><td>38.438703507591676</td><td>G9</td><td>-314.82367996151305</td><td>285.6180858603065</td><td>9.051062079274818</td><td>0.7734699</td><td>0.6875885321501267</td><td>0</td><td>4</td><td>-0.0644554157084277</td><td>0.021425977068203303</td><td>0.15808197404023885</td><td>0.3179331249783952</td><td>0.6136187739886014</td><td>2.12</td><td>-0.14159091</td><td>-0.30945638</td><td>-21.12821588999049</td><td>-20.960350419938724</td><td>38.455194573462165</td><td>38.2873291034104</td><td>-0.07319620754640879</td><td>0.002760097834360223</td><td>0.14352867081579232</td><td>0.2679353875480235</td><td>-21.113662586766043</td></tr>\n",
+       "<table id=\"table47008555602464\" 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><th>CARTESIAN_X</th><th>CARTESIAN_Y</th><th>CARTESIAN_Z</th><th>ROTCARTESIAN_X</th><th>ROTCARTESIAN_Y</th><th>ROTCARTESIAN_Z</th><th>GMR</th><th>DETMAG</th><th>REST_GMR_0P1</th><th>REST_GMR_0P1_WARN</th><th>REST_GMR_0P1_INDEX</th><th>KCORR_R0P1</th><th>KCORR_G0P1</th><th>KCORR_R0P0</th><th>KCORR_G0P0</th><th>REST_GMR_0P0</th><th>Q_COLOR_0P0</th><th>EQ_ALL_0P0</th><th>EQ_COLOR_0P0</th><th>MALL_0P0</th><th>MCOLOR_0P0</th><th>MQZERO_0P0</th><th>Z_THETA_QALL</th><th>Z_THETA_QCOLOR</th><th>DDPKCORR_R0P1</th><th>DDPKCORR_G0P1</th><th>DDPKCORR_R0P0</th><th>DDPKCORR_G0P0</th><th>DDPMALL_0P0</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>Mpc</th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th>mag</th><th>mag</th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th>mag</th><th>mag</th><th></th><th></th><th>mag</th><th>mag</th><th>mag</th><th></th><th></th><th></th><th></th><th></th><th></th><th>mag</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>bytes3</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float32</th><th>float32</th><th>float64</th><th>int32</th><th>int64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float32</th><th>float32</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th></tr></thead>\n",
+       "<tr><td>55383</td><td>587722982814646452</td><td>181.871878</td><td>-0.27042178</td><td>18.602032</td><td>0.04729</td><td>4</td><td>2dF296759</td><td>6</td><td>20.109747</td><td>18.963661</td><td>18.533672</td><td>18.344677</td><td>18.491995</td><td>147.14192120311714</td><td>35.83868211120554</td><td>G12</td><td>-140.4212474610433</td><td>-4.589256047031396</td><td>-0.6631120215621416</td><td>140.45410642461647</td><td>3.4096027430197253</td><td>-0.8039432388067882</td><td>0.42998886</td><td>18.602032</td><td>0.4691743462002878</td><td>0</td><td>3</td><td>-0.1368321267398545</td><td>-0.1760176118561579</td><td>0.05719678133943662</td><td>0.04292461406466658</td><td>0.4442610283587544</td><td>2.12</td><td>-0.045871302</td><td>-0.1002548</td><td>-17.24797588229584</td><td>-17.193592388335937</td><td>-17.293847184781306</td><td>35.85000759005951</td><td>35.79562409609961</td><td>-0.1526593314431797</td><td>-0.20228000393021722</td><td>0.06406554691902142</td><td>0.06289528578344605</td><td>-17.254844647875426</td></tr>\n",
+       "<tr><td>40488</td><td>587722982277644333</td><td>181.63329028</td><td>-0.64674069</td><td>18.588371</td><td>0.20122</td><td>4</td><td>G12_Y1_FS1_326</td><td>6</td><td>20.710634</td><td>19.534649</td><td>18.580471</td><td>18.089382</td><td>17.741833</td><td>695.92665243019</td><td>39.21281734659139</td><td>G12</td><td>-579.0775846562956</td><td>-16.511828107746332</td><td>-6.539420022552011</td><td>579.1890017775391</td><td>11.64718802028385</td><td>-7.120166024627076</td><td>0.95417786</td><td>18.588371</td><td>0.7303237137440116</td><td>0</td><td>5</td><td>-0.012417233526645921</td><td>0.2114369091746549</td><td>0.21303447657711452</td><td>0.5237787972481267</td><td>0.6434335357743003</td><td>0.8</td><td>-0.19518341</td><td>-0.16097601</td><td>-20.64229713507246</td><td>-20.67650453873228</td><td>-20.83748054631304</td><td>39.23066841192793</td><td>39.26487581558775</td><td>-0.044445330699246194</td><td>0.1481913458102212</td><td>0.17227954766295492</td><td>0.4133666355238845</td><td>-20.601542206158303</td></tr>\n",
+       "<tr><td>600969</td><td>588848900431216877</td><td>138.08615023</td><td>0.302724</td><td>18.366667</td><td>0.05365</td><td>4</td><td>G09_Y1_GS1_341</td><td>6</td><td>20.00083</td><td>18.947031</td><td>18.422129</td><td>18.101654</td><td>18.04744</td><td>167.73694022247795</td><td>36.12314358280109</td><td>G9</td><td>-118.4641151461361</td><td>106.34347154375763</td><td>0.841113370029083</td><td>117.56747075086052</td><td>-107.33477883374935</td><td>0.7232309395338088</td><td>0.52490234</td><td>18.366667</td><td>0.5688320853975672</td><td>0</td><td>4</td><td>-0.1419947409471034</td><td>-0.18592448259467065</td><td>0.06893547882440315</td><td>0.06744673719196093</td><td>0.5263910853824423</td><td>2.12</td><td>-0.052040502</td><td>-0.11373799</td><td>-17.773371765373245</td><td>-17.71167427485992</td><td>-17.825412267802253</td><td>36.14003855919648</td><td>36.07834106868316</td><td>-0.1456432389995999</td><td>-0.1918619172169734</td><td>0.0710816393626012</td><td>0.07331337249668987</td><td>-17.77551792591144</td></tr>\n",
+       "<tr><td>40000</td><td>587722982276595845</td><td>179.20251064</td><td>-0.81642342</td><td>17.850286</td><td>0.14181</td><td>4</td><td>G12_Y6_054_169</td><td>6</td><td>19.486929</td><td>18.413849</td><td>17.780518</td><td>17.356722</td><td>17.03508</td><td>472.0385542193632</td><td>38.36988735758695</td><td>G12</td><td>-413.33053524706827</td><td>5.753442837196978</td><td>-5.890630439089188</td><td>413.26151268813567</td><td>-9.225077803244435</td><td>-6.305003514411132</td><td>0.6333313</td><td>17.850286</td><td>0.5668010344310321</td><td>0</td><td>4</td><td>-0.07993620799289336</td><td>-0.013405943595800551</td><td>0.13064955859590321</td><td>0.23926360423006587</td><td>0.5247172531939623</td><td>2.12</td><td>-0.1375557</td><td>-0.3006372</td><td>-20.512694728897426</td><td>-20.349613246844623</td><td>-20.6502504324182</td><td>38.36298121266208</td><td>38.199899730609275</td><td>-0.07560764941954926</td><td>-0.007495728637855054</td><td>0.14111722894265186</td><td>0.25767956107580825</td><td>-20.523162399244175</td></tr>\n",
+       "<tr><td>341925</td><td>587726032800186513</td><td>213.69378727</td><td>2.39489753</td><td>17.448318</td><td>0.16915</td><td>5</td><td>600231952271828992</td><td>6</td><td>20.177967</td><td>18.475153</td><td>17.445791</td><td>17.012522</td><td>16.675343</td><td>573.2605221804694</td><td>38.79176017468957</td><td>G15</td><td>-407.59897703823896</td><td>-271.7708759762939</td><td>20.48894688918568</td><td>409.88771995765865</td><td>268.3375937286207</td><td>20.077969917662845</td><td>1.0293617</td><td>17.448318</td><td>0.8558903120741772</td><td>0</td><td>5</td><td>-0.021776360386371554</td><td>0.1516950523929667</td><td>0.20608644725824599</td><td>0.5100701623193821</td><td>0.7253780097923795</td><td>0.8</td><td>-0.1640755</td><td>-0.13532</td><td>-21.385452646689945</td><td>-21.41420814760261</td><td>-21.549528140502506</td><td>38.833771128135254</td><td>38.86252662904792</td><td>-0.06056670512207177</td><td>0.06187180379599769</td><td>0.15615817324012934</td><td>0.327047093509661</td><td>-21.335524372671827</td></tr>\n",
+       "<tr><td>493576</td><td>587729778521145698</td><td>221.5604937</td><td>-1.35761529</td><td>19.367214</td><td>0.13248</td><td>4</td><td>G15_Y2_008_009</td><td>6</td><td>22.442501</td><td>20.361534</td><td>19.290127</td><td>18.927563</td><td>18.602623</td><td>438.21866650578846</td><td>38.20845436484318</td><td>G15</td><td>-289.4599135965013</td><td>-256.63784156494717</td><td>-9.167982398807343</td><td>291.59603476453805</td><td>254.19742170657264</td><td>-9.460365267947578</td><td>1.0714073</td><td>19.367214</td><td>0.9829050458386362</td><td>0</td><td>6</td><td>-0.05841412574490046</td><td>0.030088146531697613</td><td>0.17346216863653</td><td>0.42467776582007016</td><td>0.8201917209316942</td><td>0.8</td><td>-0.1285056</td><td>-0.105983995</td><td>-18.886196728119867</td><td>-18.908718335697667</td><td>-19.014702330598848</td><td>38.25341093100073</td><td>38.27593253857853</td><td>-0.08121712871356893</td><td>-0.03006698805141142</td><td>0.1355077496486322</td><td>0.23510830166225186</td><td>-18.84824230913197</td></tr>\n",
+       "<tr><td>618990</td><td>588848900466016531</td><td>217.64901823</td><td>0.36921654</td><td>18.194399</td><td>0.17376</td><td>4</td><td>G15_Y1_ES2_334</td><td>6</td><td>20.331015</td><td>19.050812</td><td>18.243298</td><td>17.82598</td><td>17.487898</td><td>590.6351409595067</td><td>38.85659641286412</td><td>G15</td><td>-398.40848166880045</td><td>-307.3591876662037</td><td>3.2426159188618717</td><td>400.9791905794213</td><td>304.00184702112625</td><td>2.8405627049500954</td><td>0.8075142</td><td>18.194399</td><td>0.6641502549025865</td><td>0</td><td>4</td><td>-0.047422580156236516</td><td>0.09594135561500516</td><td>0.1735164392117923</td><td>0.38376387844002313</td><td>0.5972667514455973</td><td>2.12</td><td>-0.1685472</td><td>-0.36837116</td><td>-20.667166773894646</td><td>-20.467342813232758</td><td>-20.83571397207103</td><td>38.86156565389953</td><td>38.661741693237644</td><td>-0.05818257818281324</td><td>0.0739885412927545</td><td>0.15854230017938786</td><td>0.3391638310064178</td><td>-20.652192634862242</td></tr>\n",
+       "<tr><td>261498</td><td>587726015620972825</td><td>214.75407116</td><td>2.48491909</td><td>18.809385</td><td>0.05675</td><td>4</td><td>G15_Y4_204_201</td><td>6</td><td>20.343887</td><td>19.223627</td><td>18.756989</td><td>18.490608</td><td>18.174917</td><td>177.84345668630124</td><td>36.25018945507851</td><td>G15</td><td>-138.1404508384791</td><td>-95.84598073933513</td><td>7.296575379383984</td><td>138.94789795583313</td><td>94.68226602529502</td><td>7.157258412336251</td><td>0.46663857</td><td>18.809385</td><td>0.5048546830323644</td><td>0</td><td>3</td><td>-0.13244495961207636</td><td>-0.17066107758096405</td><td>0.06763510414202284</td><td>0.06060771833649381</td><td>0.4736659508690056</td><td>2.12</td><td>-0.0550475</td><td>-0.12030999</td><td>-17.453391758659347</td><td>-17.388129265913232</td><td>-17.50843925953792</td><td>36.26277705834196</td><td>36.197514565595846</td><td>-0.14234377498544637</td><td>-0.18662581780162252</td><td>0.07438110337675474</td><td>0.07854947191204076</td><td>-17.460137757894078</td></tr>\n",
+       "<tr><td>3908837</td><td>588010931371049209</td><td>136.90310331</td><td>-1.19041334</td><td>15.733421</td><td>0.05348</td><td>4</td><td>G09_Y5_013_364</td><td>6</td><td>17.407915</td><td>16.08084</td><td>15.456455</td><td>15.081997</td><td>14.840448</td><td>167.18400139054563</td><td>36.11597357723024</td><td>G9</td><td>-115.85534334161949</td><td>108.40374330441826</td><td>-3.296949654142346</td><td>114.93733754444558</td><td>-109.37306510392482</td><td>-3.412196976070443</td><td>0.6243839</td><td>15.733421</td><td>0.6809097081589863</td><td>0</td><td>4</td><td>-0.15110723125090686</td><td>-0.20763301301829168</td><td>0.07097469693238154</td><td>0.08639941877858148</td><td>0.6089592045454016</td><td>2.12</td><td>-0.051875602</td><td>-0.11337759</td><td>-20.401651346025083</td><td>-20.34014935502133</td><td>-20.45352694847903</td><td>36.13507267170868</td><td>36.073570680704925</td><td>-0.14582642298643916</td><td>-0.19214608390127802</td><td>0.07089845537576195</td><td>0.07302920581238526</td><td>-20.401575104468463</td></tr>\n",
+       "<tr><td>240047</td><td>587726014549721290</td><td>220.35218699</td><td>1.46484755</td><td>17.490616</td><td>0.13002</td><td>5</td><td>603501350600337408</td><td>6</td><td>20.266603</td><td>18.384972</td><td>17.489851</td><td>17.100857</td><td>16.78015</td><td>429.363611483474</td><td>38.16412617626293</td><td>G15</td><td>-289.46567952004796</td><td>-245.93837759176174</td><td>9.713183200514562</td><td>291.5308604224364</td><td>243.49828675518074</td><td>9.420875171849273</td><td>0.8951206</td><td>17.490616</td><td>0.8285965386015239</td><td>0</td><td>5</td><td>-0.0689441666686747</td><td>-0.0024200845426594897</td><td>0.1594140792830353</td><td>0.34603075118042237</td><td>0.708503948830152</td><td>0.8</td><td>-0.12611939</td><td>-0.104016</td><td>-20.706805020689362</td><td>-20.728908412277097</td><td>-20.832924410819405</td><td>38.19742086541593</td><td>38.21952425700366</td><td>-0.08274665397632464</td><td>-0.03591516260741637</td><td>0.13397822438587648</td><td>0.2292601271062469</td><td>-20.681369165792205</td></tr>\n",
+       "<tr><td>418075</td><td>587728879258108504</td><td>134.88866626</td><td>2.53302916</td><td>19.11889</td><td>0.19524</td><td>4</td><td>G09_Y2_034_298</td><td>6</td><td>21.511616</td><td>20.164404</td><td>19.124182</td><td>18.617311</td><td>18.26007</td><td>672.7374061996692</td><td>39.13922788209213</td><td>G9</td><td>-396.83079136271425</td><td>398.37599167955983</td><td>24.87519686784356</td><td>393.4953113823821</td><td>-401.6951834659458</td><td>24.480658483528984</td><td>1.0402222</td><td>19.11889</td><td>0.809798501962464</td><td>0</td><td>5</td><td>7.52522960223434e-06</td><td>0.23043119123588818</td><td>0.22870699433458752</td><td>0.5720468830285326</td><td>0.696882279274805</td><td>0.8</td><td>-0.1893828</td><td>-0.156192</td><td>-20.05966130767729</td><td>-20.09285210941698</td><td>-20.249044114097615</td><td>39.17855207000639</td><td>39.21174287174608</td><td>-0.04739710141585926</td><td>0.1317683411406273</td><td>0.16932777694634185</td><td>0.3969436308542906</td><td>-20.000282090289044</td></tr>\n",
+       "<tr><td>6905</td><td>588848900984143970</td><td>174.78362105</td><td>0.71859973</td><td>19.353302</td><td>0.25986</td><td>4</td><td>G12_Y1_ND1_244</td><td>6</td><td>20.72261</td><td>19.912249</td><td>19.365814</td><td>19.20003</td><td>18.990776</td><td>930.755560179555</td><td>39.84417819650741</td><td>G12</td><td>-735.6594068595107</td><td>67.16229848584823</td><td>9.265446866733603</td><td>735.0782344054738</td><td>-73.33922154910884</td><td>8.528401393680937</td><td>0.5464344</td><td>19.353302</td><td>0.2594011676794587</td><td>0</td><td>2</td><td>-0.17729674410444746</td><td>0.10973649068191413</td><td>-0.011611406722737194</td><td>0.2672609960939788</td><td>0.2675619996491043</td><td>2.12</td><td>-0.25206423</td><td>-0.5509032</td><td>-20.227200559773685</td><td>-19.928361586728336</td><td>-20.479264787831546</td><td>39.58050256172681</td><td>39.28166358868146</td><td>-0.01406182299859951</td><td>0.3137255695363385</td><td>0.2026630553636016</td><td>0.5789008592500018</td><td>-20.441475021860022</td></tr>\n",
+       "<tr><td>166263</td><td>587725040094412950</td><td>185.71609226</td><td>-2.72361217</td><td>18.311945</td><td>0.19614</td><td>4</td><td>G12_Y5_024_090</td><td>6</td><td>21.524574</td><td>19.518665</td><td>18.249676</td><td>17.755272</td><td>17.39685</td><td>676.2182691342306</td><td>39.15043449879329</td><td>G12</td><td>-561.8872066931497</td><td>-56.24318917355388</td><td>-26.863582443283825</td><td>562.312590167188</td><td>51.52154086297238</td><td>-27.42741697832454</td><td>1.2689896</td><td>18.311945</td><td>0.9858254782878008</td><td>0</td><td>6</td><td>0.03197138623467716</td><td>0.3151354709351575</td><td>0.2641661413767271</td><td>0.7102009347873782</td><td>0.8229547695776301</td><td>0.8</td><td>-0.1902558</td><td>-0.15691201</td><td>-20.912399872772134</td><td>-20.945743664733804</td><td>-21.102655678622163</td><td>39.224344834319986</td><td>39.257688626281656</td><td>-0.046952281516290134</td><td>0.13423164006860488</td><td>0.16977259684591098</td><td>0.39940692978226816</td><td>-20.818006328241317</td></tr>\n",
+       "<tr><td>204647</td><td>587725074455069087</td><td>138.94974368</td><td>-0.2746688</td><td>19.621572</td><td>0.24412</td><td>4</td><td>G09_Y4_255_170</td><td>5</td><td>22.624523</td><td>20.813372</td><td>19.52039</td><td>19.029615</td><td>18.7285</td><td>866.4214321303243</td><td>39.68864593311871</td><td>G9</td><td>-525.1826261938467</td><td>457.3436673879031</td><td>-3.338504366422706</td><td>521.3189558926506</td><td>-461.73889130911766</td><td>-3.861223473309923</td><td>1.2929821</td><td>19.621572</td><td>0.8899509266694539</td><td>0</td><td>6</td><td>0.07826062682579685</td><td>0.4812918015967725</td><td>0.30550516403409955</td><td>0.8520516731654821</td><td>0.7464355923090471</td><td>0.8</td><td>-0.23679641</td><td>-0.195296</td><td>-20.13578219375429</td><td>-20.17728259823141</td><td>-20.37257860264597</td><td>39.75735468826113</td><td>39.79885509273825</td><td>-0.02272990057990744</td><td>0.26883962793775623</td><td>0.1939949777822937</td><td>0.5340149176514195</td><td>-20.024272007502486</td></tr>\n",
+       "<tr><td>145242</td><td>587724650869227534</td><td>183.55298722</td><td>-1.26348704</td><td>16.804522</td><td>0.07016</td><td>5</td><td>373968683329939456</td><td>6</td><td>18.708813</td><td>17.323437</td><td>16.752754</td><td>16.410526</td><td>16.174812</td><td>222.07236649008965</td><td>36.732472603018955</td><td>G12</td><td>-207.06401644620448</td><td>-12.856798164955826</td><td>-4.5757127565058155</td><td>207.16001235265728</td><td>11.117076281437098</td><td>-4.783430789517903</td><td>0.5706825</td><td>16.804522</td><td>0.6046909868482928</td><td>0</td><td>4</td><td>-0.12902154030583893</td><td>-0.16303000151936617</td><td>0.08786266172605836</td><td>0.10276097669011933</td><td>0.5557842106707047</td><td>2.12</td><td>-0.068055205</td><td>-0.14873919</td><td>-19.94775849902894</td><td>-19.86707451516654</td><td>-20.01581370407607</td><td>36.75228005969788</td><td>36.67159607583548</td><td>-0.12892832042900243</td><td>-0.162815269557668</td><td>0.08779655793319868</td><td>0.10236002015599527</td><td>-19.94769239523608</td></tr>\n",
+       "<tr><td>14987</td><td>588848901001118029</td><td>213.66027069</td><td>0.66816768</td><td>18.922514</td><td>0.17659</td><td>4</td><td>G15_Y1_BN1_085</td><td>6</td><td>20.171377</td><td>19.437654</td><td>18.902079</td><td>18.66653</td><td>18.47175</td><td>601.3444870377142</td><td>38.895616669155324</td><td>G15</td><td>-425.3718305720166</td><td>-283.26179708915373</td><td>5.960067548619091</td><td>427.7418895603187</td><td>279.6788234553171</td><td>5.531181209031258</td><td>0.53557587</td><td>18.922514</td><td>0.41010508432991855</td><td>0</td><td>3</td><td>-0.10051469571316643</td><td>0.02495608665613383</td><td>0.08395185069119523</td><td>0.2250020645222136</td><td>0.3945256528682004</td><td>2.12</td><td>-0.1712923</td><td>-0.37437078</td><td>-19.885762253061852</td><td>-19.6826837744871</td><td>-20.057054558054528</td><td>38.80827621485384</td><td>38.60519773627909</td><td>-0.056734448220821944</td><td>0.08148018266220974</td><td>0.15999043014137918</td><td>0.346655472375873</td><td>-19.961800832512036</td></tr>\n",
+       "<tr><td>278128</td><td>587726031189246276</td><td>212.98189816</td><td>1.13128034</td><td>19.281338</td><td>0.17726</td><td>4</td><td>G15_Y3_037_180</td><td>6</td><td>21.252829</td><td>20.271416</td><td>19.24072</td><td>18.810295</td><td>18.447985</td><td>603.8847680978483</td><td>38.904770377264306</td><td>G15</td><td>-430.20701582334254</td><td>-279.18650335863094</td><td>10.127472229042251</td><td>432.5468493043782</td><td>275.56305955701004</td><td>9.693770134982389</td><td>1.030695</td><td>19.281338</td><td>0.8395612896874758</td><td>0</td><td>5</td><td>-0.014702709368172834</td><td>0.17643096249220275</td><td>0.21345650372642208</td><td>0.5288686854244612</td><td>0.7152827798498125</td><td>0.8</td><td>-0.1719422</td><td>-0.141808</td><td>-19.664946938716636</td><td>-19.69508113976644</td><td>-19.83688914295362</td><td>38.94628467675374</td><td>38.976418877803546</td><td>-0.05639316373205237</td><td>0.08325959533987357</td><td>0.16033171463014873</td><td>0.3484348850535368</td><td>-19.611822149620362</td></tr>\n",
+       "<tr><td>570192</td><td>588848899394437528</td><td>222.49584776</td><td>-0.51890855</td><td>18.835043</td><td>0.11547</td><td>4</td><td>G15_Y1_IS1_182</td><td>6</td><td>20.265377</td><td>19.18524</td><td>18.761137</td><td>18.437689</td><td>18.35168</td><td>377.52394435217667</td><td>37.88472250923322</td><td>G15</td><td>-249.53329308605757</td><td>-228.62186963033244</td><td>-3.0651296145055733</td><td>251.44163741439974</td><td>226.51780834164038</td><td>-3.3172473016349953</td><td>0.42410278</td><td>18.835043</td><td>0.404661946971979</td><td>0</td><td>3</td><td>-0.10070953719275501</td><td>-0.08126870096160899</td><td>0.08290848231654134</td><td>0.11714424740379789</td><td>0.38986701811586844</td><td>2.12</td><td>-0.112005904</td><td>-0.24479638</td><td>-19.020582133741648</td><td>-18.887791657657893</td><td>-19.13258803805855</td><td>37.85562508723286</td><td>37.7228346111491</td><td>-0.09228331279774817</td><td>-0.06957114993948837</td><td>0.12444156556445295</td><td>0.1956041397741749</td><td>-19.06211521698956</td></tr>\n",
+       "<tr><td>30820</td><td>587722981738741881</td><td>176.99812344</td><td>-1.11001287</td><td>16.263039</td><td>0.09503</td><td>5</td><td>319834770978662400</td><td>6</td><td>18.81222</td><td>17.01827</td><td>16.129122</td><td>15.682017</td><td>15.35423</td><td>306.26336514216314</td><td>37.430475250631744</td><td>G12</td><td>-279.2487299082768</td><td>14.643976934475951</td><td>-5.418103123360611</td><td>279.1103011861195</td><td>-16.98905604550725</td><td>-5.69796488009965</td><td>0.8891487</td><td>16.263039</td><td>0.9006354591333171</td><td>0</td><td>6</td><td>-0.10976505059198129</td><td>-0.12125179756709595</td><td>0.11728554030540643</td><td>0.25339307106924314</td><td>0.7530411813943665</td><td>0.8</td><td>-0.092179105</td><td>-0.076024</td><td>-21.19254305099746</td><td>-21.20869815235635</td><td>-21.284722155683244</td><td>37.455581686251364</td><td>37.471736787610254</td><td>-0.10734421465399502</td><td>-0.11393840523160023</td><td>0.1093806637082061</td><td>0.15123688448206304</td><td>-21.18463817440026</td></tr>\n",
+       "<tr><td>367080</td><td>587726033876222147</td><td>218.9921318</td><td>2.9536583</td><td>17.936937</td><td>0.09356</td><td>4</td><td>G15_Y4_207_233</td><td>6</td><td>20.475163</td><td>18.793518</td><td>17.931898</td><td>17.541327</td><td>17.197819</td><td>301.2097769139517</td><td>37.394345322219465</td><td>G15</td><td>-213.7962148009045</td><td>-173.0801540502924</td><td>14.192918239663213</td><td>215.25661059682756</td><td>171.27823162890928</td><td>13.97709132347238</td><td>0.86161995</td><td>17.936937</td><td>0.8757562513248898</td><td>0</td><td>6</td><td>-0.11142546006875102</td><td>-0.1255617620528218</td><td>0.11607673978665638</td><td>0.2400367912947963</td><td>0.7376598978326804</td><td>0.8</td><td>-0.090753205</td><td>-0.074848</td><td>-19.482731524732237</td><td>-19.498636726167327</td><td>-19.5734847298528</td><td>37.41966885688556</td><td>37.43557405832065</td><td>-0.10851329039582329</td><td>-0.11698886622665608</td><td>0.10821158796637782</td><td>0.1481864234870072</td><td>-19.474866372911958</td></tr>\n",
+       "<tr><td>48171</td><td>587722982292718167</td><td>216.00724821</td><td>-0.73915415</td><td>19.326773</td><td>0.20481</td><td>4</td><td>G15_Y6_096_310</td><td>6</td><td>21.902008</td><td>20.223587</td><td>19.203344</td><td>18.568302</td><td>18.247448</td><td>709.9166335051085</td><td>39.25603675954987</td><td>G15</td><td>-476.61791491556465</td><td>-346.37531523196094</td><td>-7.601321835181104</td><td>479.50267466108414</td><td>342.3596651624389</td><td>-8.082114628739742</td><td>1.0202427</td><td>19.326773</td><td>0.775731409274886</td><td>0</td><td>5</td><td>0.0025108217266937016</td><td>0.24702210349184678</td><td>0.23105910393867868</td><td>0.5761889829033129</td><td>0.6751128120754049</td><td>0.8</td><td>-0.1986657</td><td>-0.163848</td><td>-19.961657480266926</td><td>-19.9964751758846</td><td>-20.160323173669216</td><td>39.28843017008626</td><td>39.323247865703934</td><td>-0.042675187929398534</td><td>0.15811073533480008</td><td>0.17404969043280258</td><td>0.42328602504846335</td><td>-19.904648066761048</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></tr>\n",
+       "<tr><td>144641</td><td>587724650868047986</td><td>180.94033164</td><td>-1.40741054</td><td>17.41296</td><td>0.08275</td><td>5</td><td>372827940032899072</td><td>6</td><td>19.981977</td><td>18.164217</td><td>17.318398</td><td>16.94155</td><td>16.63065</td><td>264.3439626407431</td><td>37.110846979952065</td><td>G12</td><td>-244.03475948173795</td><td>-4.005429591308149</td><td>-5.99647061313818</td><td>244.05365949765488</td><td>1.9554781168947475</td><td>-6.2411819771528725</td><td>0.8458195</td><td>17.41296</td><td>0.8829118885773107</td><td>0</td><td>6</td><td>-0.12493929321826423</td><td>-0.1620317085289734</td><td>0.10243301705591469</td><td>0.2061687022079781</td><td>0.7420837881145381</td><td>0.8</td><td>-0.080267504</td><td>-0.0662</td><td>-19.720052440660133</td><td>-19.73411994148983</td><td>-19.800319944517746</td><td>37.13301249315037</td><td>37.147079993980064</td><td>-0.11750596043213021</td><td>-0.13881013057423844</td><td>0.0992189179300709</td><td>0.12636515913942484</td><td>-19.716838341534288</td></tr>\n",
+       "<tr><td>491903</td><td>587729778517737765</td><td>213.82796358</td><td>-1.44107481</td><td>18.558632</td><td>0.2485</td><td>4</td><td>G15_Y1_BX2_263</td><td>6</td><td>21.776571</td><td>19.797039</td><td>18.564478</td><td>18.051853</td><td>17.710558</td><td>884.2294896217633</td><td>39.732824974057365</td><td>G15</td><td>-588.1525814683458</td><td>-394.14966593140616</td><td>-17.81125642766063</td><td>591.4244014610183</td><td>389.19547667841846</td><td>-18.404276317887458</td><td>1.2325611</td><td>18.558632</td><td>0.8409702630178366</td><td>0</td><td>5</td><td>0.0681802470807</td><td>0.4597710955130588</td><td>0.29631388440204276</td><td>0.8127211344755538</td><td>0.7161538613766842</td><td>0.8</td><td>-0.24104501</td><td>-0.19880001</td><td>-21.229461948416645</td><td>-21.27170694901746</td><td>-21.470506961486752</td><td>39.7880938453893</td><td>39.83033884599011</td><td>-0.0203734360137533</td><td>0.28132207833343553</td><td>0.1963514423484478</td><td>0.5464973680470988</td><td>-21.12949950636305</td></tr>\n",
+       "<tr><td>463398</td><td>587729774758789287</td><td>212.86496352</td><td>-1.20334883</td><td>18.590765</td><td>0.11848</td><td>4</td><td>G15_Y1_AX2_366</td><td>6</td><td>21.08381</td><td>19.531126</td><td>18.552794</td><td>18.10615</td><td>17.658413</td><td>388.172744079894</td><td>37.94512518860448</td><td>G15</td><td>-291.4442107694562</td><td>-188.2910091695379</td><td>-7.288426978400199</td><td>293.0080553433431</td><td>185.83633300642816</td><td>-7.5822247111320955</td><td>0.9783325</td><td>18.590765</td><td>0.9306090373765022</td><td>0</td><td>6</td><td>-0.07929751614629613</td><td>-0.03157403399154836</td><td>0.14720899245784666</td><td>0.35396951121065595</td><td>0.7715720007784407</td><td>0.8</td><td>-0.1149256</td><td>-0.094784</td><td>-19.386643581084357</td><td>-19.406785182646857</td><td>-19.50156918167268</td><td>37.977408580474005</td><td>37.997550182036505</td><td>-0.09023720109474981</td><td>-0.0627436593796448</td><td>0.1264876772674513</td><td>0.20243163033401848</td><td>-19.36592226589396</td></tr>\n",
+       "<tr><td>198162</td><td>587725073918001311</td><td>138.52346779</td><td>-0.79805535</td><td>18.495443</td><td>0.16133</td><td>4</td><td>G09_Y1_HS2_153</td><td>6</td><td>21.101124</td><td>19.303555</td><td>18.301195</td><td>17.857798</td><td>17.5872</td><td>543.9888627337449</td><td>38.67795004166378</td><td>G9</td><td>-350.9180392564229</td><td>310.20991025850765</td><td>-6.5242516948175595</td><td>348.2932835479642</td><td>-313.1465606245255</td><td>-6.873482577915821</td><td>1.0023594</td><td>18.495443</td><td>0.8514854071405603</td><td>0</td><td>5</td><td>-0.031391418125482476</td><td>0.11948256499274634</td><td>0.19655134763285653</td><td>0.47625600981980737</td><td>0.7226547280718383</td><td>0.8</td><td>-0.1564901</td><td>-0.12906401</td><td>-20.222567942770105</td><td>-20.249994036586862</td><td>-20.37905804518042</td><td>38.718011286886316</td><td>38.74543738070307</td><td>-0.06469486353494835</td><td>0.041578215795433526</td><td>0.15203001482725276</td><td>0.3067535055090968</td><td>-20.178046609964504</td></tr>\n",
+       "<tr><td>240236</td><td>587726014550115008</td><td>221.29047632</td><td>1.58092601</td><td>19.704727</td><td>0.26054</td><td>4</td><td>G15_Y3_029_216</td><td>5</td><td>21.553295</td><td>20.544386</td><td>19.762522</td><td>19.459375</td><td>19.034607</td><td>933.5559708235824</td><td>39.850701804736325</td><td>G15</td><td>-556.2556647565044</td><td>-488.51874437060474</td><td>20.432312860944343</td><td>560.3596404019114</td><td>483.8291493910858</td><td>19.870460289572797</td><td>0.78186417</td><td>19.704727</td><td>0.46665101567711453</td><td>0</td><td>3</td><td>-0.08024587254543106</td><td>0.23496727803722</td><td>0.11335509490407908</td><td>0.4530377630194731</td><td>0.4421814981443716</td><td>2.12</td><td>-0.2527238</td><td>-0.5523448</td><td>-20.006605913731896</td><td>-19.706984927747094</td><td>-20.25932972678884</td><td>39.71133308658346</td><td>39.411712100598656</td><td>-0.01367387306109058</td><td>0.3156650285686328</td><td>0.20305100530111053</td><td>0.5808403182822961</td><td>-20.096301824128926</td></tr>\n",
+       "<tr><td>184213</td><td>587725041700569280</td><td>175.47756254</td><td>-1.48053999</td><td>19.511608</td><td>0.22382</td><td>4</td><td>G12_Y3_009_173</td><td>5</td><td>20.695717</td><td>20.047436</td><td>19.504257</td><td>19.251724</td><td>19.091034</td><td>784.8483777907554</td><td>39.4739288248158</td><td>G12</td><td>-639.1001916517187</td><td>50.550110353483305</td><td>-16.569805345799743</td><td>638.6361063294885</td><td>-55.91655442019178</td><td>-17.21016296537354</td><td>0.54317856</td><td>19.511608</td><td>0.3226594007159201</td><td>0</td><td>2</td><td>-0.13770437831900773</td><td>0.08281477931468151</td><td>0.03313032131675836</td><td>0.2566256336375583</td><td>0.31968324602880943</td><td>2.12</td><td>-0.2171054</td><td>-0.4744984</td><td>-19.778345618810743</td><td>-19.520952631201833</td><td>-19.99545102235326</td><td>39.28995374259004</td><td>39.032560754981134</td><td>-0.03322702368372686</td><td>0.21126512182456142</td><td>0.18349785467847424</td><td>0.4764404115382247</td><td>-19.92871315217246</td></tr>\n",
+       "<tr><td>422832</td><td>587728879793996009</td><td>132.5691063</td><td>2.6484217</td><td>17.491207</td><td>0.05887</td><td>5</td><td>635016105986910208</td><td>6</td><td>19.94955</td><td>18.36519</td><td>17.590492</td><td>17.223116</td><td>16.917364</td><td>184.7805738839679</td><td>36.33328155794701</td><td>G9</td><td>-117.92444926572652</td><td>128.38073854270476</td><td>8.06349878281162</td><td>116.84996037408655</td><td>-129.36673539377546</td><td>7.946339418054741</td><td>0.77469826</td><td>17.491207</td><td>0.8498189397003388</td><td>0</td><td>5</td><td>-0.1536384508104292</td><td>-0.22875913306447904</td><td>0.07433456477057485</td><td>0.12740836843839282</td><td>0.7216244537784711</td><td>0.8</td><td>-0.057103902</td><td>-0.047096</td><td>-18.859305097813333</td><td>-18.869313000793184</td><td>-18.91640899991485</td><td>36.35051222061607</td><td>36.36052012359592</td><td>-0.14013147901751155</td><td>-0.18298617917079557</td><td>0.07659339934468956</td><td>0.0821891105428677</td><td>-18.861563932387448</td></tr>\n",
+       "<tr><td>298907</td><td>587726031730180215</td><td>222.23429947</td><td>1.20211211</td><td>17.162989</td><td>0.08717</td><td>5</td><td>346931405697083392</td><td>6</td><td>19.940475</td><td>17.993061</td><td>17.11311</td><td>16.727655</td><td>16.417294</td><td>279.35431421752406</td><td>37.23077691394533</td><td>G15</td><td>-190.20858424039977</td><td>-172.67821039536133</td><td>5.390740151501989</td><td>191.6576220365949</td><td>171.0744303430732</td><td>5.198571104995867</td><td>0.8799515</td><td>17.162989</td><td>0.9093945265512792</td><td>0</td><td>6</td><td>-0.11982859759059589</td><td>-0.14927164709078136</td><td>0.1070629981595062</td><td>0.2285581013097441</td><td>0.7584563739005433</td><td>0.8</td><td>-0.0845549</td><td>-0.069736</td><td>-20.090296346175897</td><td>-20.105115252959955</td><td>-20.174851249385107</td><td>37.253285008895624</td><td>37.26810391567968</td><td>-0.1137427296688666</td><td>-0.13001948695519966</td><td>0.10298214869333451</td><td>0.13515580275846362</td><td>-20.086215496709727</td></tr>\n",
+       "<tr><td>171645</td><td>587725040628465780</td><td>179.33723336</td><td>-2.40395249</td><td>17.800488</td><td>0.08799</td><td>4</td><td>2dF298955</td><td>6</td><td>19.18347</td><td>18.127655</td><td>17.751844</td><td>17.383762</td><td>17.268173</td><td>282.14871833782036</td><td>37.25239040912676</td><td>G12</td><td>-259.084677850809</td><td>2.9970853354382125</td><td>-10.877497191838263</td><td>259.039326507352</td><td>-5.173204045587724</td><td>-11.137236876535102</td><td>0.37581062</td><td>17.800488</td><td>0.38813898871923863</td><td>0</td><td>3</td><td>-0.10639969338654888</td><td>-0.11872805893684149</td><td>0.07464257365840053</td><td>0.07472773393335194</td><td>0.3757254628939939</td><td>2.12</td><td>-0.085350305</td><td>-0.18653879</td><td>-19.44119515963262</td><td>-19.340006678778586</td><td>-19.526545464474616</td><td>37.24168267794317</td><td>37.14049419708913</td><td>-0.11305793135119838</td><td>-0.1283684336736779</td><td>0.10366694701100274</td><td>0.13680685603998538</td><td>-19.470219532985222</td></tr>\n",
+       "<tr><td>231790</td><td>587726014534451454</td><td>185.40779263</td><td>1.97601141</td><td>19.153511</td><td>0.22548</td><td>4</td><td>G12_Y2_009_279</td><td>6</td><td>21.52893</td><td>20.13791</td><td>19.115513</td><td>18.627647</td><td>18.338112</td><td>791.4589809122851</td><td>39.49214205761491</td><td>G12</td><td>-642.5790714197542</td><td>-60.829783322678885</td><td>22.269112898372835</td><td>643.0893580068083</td><td>55.43018859382356</td><td>21.624309604759834</td><td>1.022398</td><td>19.153511</td><td>0.7349130392725307</td><td>0</td><td>5</td><td>0.009868346645590456</td><td>0.29735330236817703</td><td>0.235633025228835</td><td>0.61139568110434</td><td>0.6466353391196122</td><td>0.8</td><td>-0.21871561</td><td>-0.18038401</td><td>-20.355548427360503</td><td>-20.393880025403945</td><td>-20.574264035480468</td><td>39.509059474723784</td><td>39.547391072767226</td><td>-0.032389425405808</td><td>0.21594835220350617</td><td>0.18433545295639311</td><td>0.48112364191716944</td><td>-20.30425085508806</td></tr>\n",
+       "<tr><td>99685</td><td>587722984426110987</td><td>183.78253455</td><td>1.01615928</td><td>19.740479</td><td>0.04815</td><td>4</td><td>G12_Y3_022_278</td><td>5</td><td>21.193935</td><td>20.180494</td><td>19.736809</td><td>19.653355</td><td>19.252592</td><td>149.91576605172278</td><td>35.879236541466554</td><td>G12</td><td>-142.69491565912364</td><td>-9.434097194232642</td><td>2.536531621744557</td><td>142.77159651609645</td><td>8.23517492419311</td><td>2.393378306003298</td><td>0.44368553</td><td>19.740479</td><td>0.4837755249348499</td><td>0</td><td>3</td><td>-0.13776917816369674</td><td>-0.1778591714823357</td><td>0.05873599593220613</td><td>0.04612735804335638</td><td>0.4562941695050607</td><td>2.12</td><td>-0.0467055</td><td>-0.10207799</td><td>-16.15078852248234</td><td>-16.09541603100342</td><td>-16.19749402177376</td><td>35.89126703810734</td><td>35.83589454662842</td><td>-0.15169079502731247</td><td>-0.200897034045806</td><td>0.06503408333488864</td><td>0.06427825566785728</td><td>-16.157086609885024</td></tr>\n",
+       "<tr><td>363816</td><td>587726033340399907</td><td>221.41242152</td><td>2.44020163</td><td>19.253107</td><td>0.14199</td><td>4</td><td>G15_Y4_220_096</td><td>6</td><td>22.07768</td><td>20.255108</td><td>19.179491</td><td>18.572502</td><td>18.19317</td><td>472.6947007546961</td><td>38.372903667893944</td><td>G15</td><td>-310.14658670847064</td><td>-273.5505200637545</td><td>17.623421697882673</td><td>312.45089171617036</td><td>270.93574244385496</td><td>17.31014149491465</td><td>1.0756168</td><td>19.253107</td><td>0.9604286636952841</td><td>0</td><td>6</td><td>-0.04647356828607965</td><td>0.06871460456648781</td><td>0.18295177204044896</td><td>0.45964200449383735</td><td>0.7989266040944631</td><td>0.8</td><td>-0.13773032</td><td>-0.113592006</td><td>-19.165018053683898</td><td>-19.189156362745425</td><td>-19.302748369011542</td><td>38.418125124606746</td><td>38.44226343366827</td><td>-0.07550222075856375</td><td>-0.007054343933396032</td><td>0.14122265760363736</td><td>0.25812094578026723</td><td>-19.123288939247086</td></tr>\n",
+       "<tr><td>749287</td><td>588848900968415432</td><td>138.9633093</td><td>0.74507087</td><td>19.749031</td><td>0.20548</td><td>4</td><td>G09_Y4_249_215</td><td>4</td><td>25.059387</td><td>21.199219</td><td>19.667469</td><td>19.112331</td><td>18.981901</td><td>712.5332523700498</td><td>39.26402568364025</td><td>G9</td><td>-445.80646485685344</td><td>388.0351370808506</td><td>7.686132134777941</td><td>442.538857005201</td><td>-391.7660729090924</td><td>7.242410001564394</td><td>1.5317497</td><td>19.749031</td><td>1.21045927823622</td><td>0</td><td>7</td><td>0.05799203684763135</td><td>0.37928248395320824</td><td>0.29907233316034176</td><td>0.7876247372431089</td><td>1.0431973212590298</td><td>0.8</td><td>-0.19931561</td><td>-0.164384</td><td>-19.6147513423583</td><td>-19.649682957353303</td><td>-19.81406694990606</td><td>39.36378240925283</td><td>39.39871402424783</td><td>-0.042344748954168426</td><td>0.15996670246567818</td><td>0.17438012940803269</td><td>0.42514199217934145</td><td>-19.49005913860599</td></tr>\n",
+       "<tr><td>319999</td><td>587726032264560933</td><td>216.67418518</td><td>1.72880356</td><td>18.030909</td><td>0.08601</td><td>4</td><td>G15_Y3_003_343</td><td>6</td><td>19.487598</td><td>18.441025</td><td>18.078157</td><td>17.841322</td><td>17.738762</td><td>275.40644844820434</td><td>37.19987052369831</td><td>G15</td><td>-203.30179008432427</td><td>-151.39404274257262</td><td>7.650633600829171</td><td>204.57384557072552</td><td>149.68103500918863</td><td>7.4455148181770445</td><td>0.36286736</td><td>18.030909</td><td>0.3768624976024672</td><td>0</td><td>3</td><td>-0.10659905516836266</td><td>-0.12059419742414794</td><td>0.07268532752325715</td><td>0.0694784651947203</td><td>0.36607421767521653</td><td>2.12</td><td>-0.0834297</td><td>-0.18234119</td><td>-19.158217565000538</td><td>-19.05930607843447</td><td>-19.24164726662684</td><td>37.18912614959527</td><td>37.0902146630292</td><td>-0.11471853052019267</td><td>-0.1323443607927215</td><td>0.10200634784200845</td><td>0.13283092892094178</td><td>-19.187538585319288</td></tr>\n",
+       "<tr><td>266590</td><td>587726016159416716</td><td>218.2406844</td><td>2.90138215</td><td>18.900648</td><td>0.1936</td><td>4</td><td>G15_Y4_212_291</td><td>6</td><td>20.996931</td><td>19.759823</td><td>18.907946</td><td>18.51796</td><td>18.265854</td><td>666.4028464465609</td><td>39.11868421715418</td><td>G15</td><td>-437.94705329174883</td><td>-345.13417642617947</td><td>28.260167623692467</td><td>440.85872922659826</td><td>341.4433924152825</td><td>27.81814046759244</td><td>0.8518772</td><td>18.900648</td><td>0.6627647342196135</td><td>0</td><td>4</td><td>-0.034436430624061626</td><td>0.154676047680739</td><td>0.1864081033345646</td><td>0.4419851911497449</td><td>0.5963001247092338</td><td>2.12</td><td>-0.187792</td><td>-0.41043198</td><td>-20.216652200268562</td><td>-19.994012222336586</td><td>-20.404444203423317</td><td>39.11730031733399</td><td>38.894660339402016</td><td>-0.04820845324442659</td><td>0.12728761322363485</td><td>0.16851642511777454</td><td>0.39246290293729813</td><td>-20.198760522051774</td></tr>\n",
+       "<tr><td>130739</td><td>587724649793257631</td><td>178.5124768</td><td>-2.22651927</td><td>18.94947</td><td>0.2223</td><td>4</td><td>G12_Y5_014_248</td><td>6</td><td>20.764925</td><td>19.756508</td><td>18.964243</td><td>18.578188</td><td>18.248743</td><td>778.8047595445133</td><td>39.4571429848974</td><td>G12</td><td>-636.4677272795298</td><td>16.527801737951425</td><td>-24.753994016580116</td><td>636.2813058523318</td><td>-21.873334218832895</td><td>-25.39199463284523</td><td>0.79226494</td><td>18.94947</td><td>0.5557080529858697</td><td>0</td><td>4</td><td>-0.051513868005047744</td><td>0.1850430173635743</td><td>0.15719060026702186</td><td>0.43388024676434606</td><td>0.515575291857168</td><td>2.12</td><td>-0.215631</td><td>-0.47127596</td><td>-20.44923207189786</td><td>-20.19358710970628</td><td>-20.664863065144893</td><td>39.39870259191739</td><td>39.14305762972581</td><td>-0.03399155456620605</td><td>0.20698182983825592</td><td>0.18273332379599505</td><td>0.4721571195519192</td><td>-20.474774795426832</td></tr>\n",
+       "<tr><td>231108</td><td>587726014533075517</td><td>182.34668474</td><td>1.87027995</td><td>19.537228</td><td>0.11052</td><td>4</td><td>G12_Y2_035_355</td><td>5</td><td>20.53867</td><td>19.861849</td><td>19.455746</td><td>19.374758</td><td>19.369976</td><td>360.09778991532727</td><td>37.78210227957896</td><td>G12</td><td>-323.81598407637415</td><td>-13.270073803850652</td><td>10.58280822961953</td><td>323.9264730942</td><td>10.549659951652847</td><td>10.258018122045032</td><td>0.40610313</td><td>19.537228</td><td>0.3933573636729404</td><td>0</td><td>3</td><td>-0.1017383218418332</td><td>-0.0889925513595002</td><td>0.08011743404338814</td><td>0.10602883864421724</td><td>0.38019172955444436</td><td>2.12</td><td>-0.1072044</td><td>-0.23430239</td><td>-18.217787683004154</td><td>-18.090689696365608</td><td>-18.32499208300711</td><td>37.75501531361939</td><td>37.62791732698084</td><td>-0.09573835591834029</td><td>-0.08063977487836366</td><td>0.12098652244386082</td><td>0.18453551483529962</td><td>-18.258656771404628</td></tr>\n",
+       "<tr><td>544792</td><td>588848898855076298</td><td>216.87873507</td><td>-0.97925934</td><td>19.360544</td><td>0.25505</td><td>4</td><td>G15_Y2_021_224</td><td>6</td><td>20.788153</td><td>19.968239</td><td>19.359898</td><td>19.148464</td><td>19.001293</td><td>910.9961551003275</td><td>39.79758272008873</td><td>G15</td><td>-580.5395873579658</td><td>-435.5446186965225</td><td>-12.405363128538978</td><td>584.1648036909943</td><td>430.65291571882216</td><td>-12.9911012291748</td><td>0.6083412</td><td>19.360544</td><td>0.31979181452411626</td><td>0</td><td>2</td><td>-0.14862437182441385</td><td>0.13992503069249054</td><td>0.021763301795351686</td><td>0.3128755626426263</td><td>0.31722895619374103</td><td>2.12</td><td>-0.24739851</td><td>-0.540706</td><td>-20.21140330659687</td><td>-19.918095838301774</td><td>-20.458801817172166</td><td>39.571947511308785</td><td>39.27864004301369</td><td>-0.01677201073850576</td><td>0.3000041899755627</td><td>0.19995286762369535</td><td>0.565179479689226</td><td>-20.389592872425215</td></tr>\n",
+       "<tr><td>561836</td><td>588848899377987791</td><td>185.05053157</td><td>-0.44348116</td><td>17.388186</td><td>0.08326</td><td>5</td><td>324299888655362048</td><td>6</td><td>19.825739</td><td>18.181332</td><td>17.22446</td><td>16.73651</td><td>16.36558</td><td>266.0714600736741</td><td>37.124991464127696</td><td>G12</td><td>-244.66007145616777</td><td>-21.62242717110992</td><td>-1.901138549210049</td><td>244.83103221364775</td><td>19.56660179670565</td><td>-2.146627312628502</td><td>0.95687103</td><td>17.388186</td><td>0.9977002178378926</td><td>0</td><td>6</td><td>-0.12672345026565524</td><td>-0.16755263538875292</td><td>0.10676619481311034</td><td>0.22944765502096676</td><td>0.8341895725069873</td><td>0.8</td><td>-0.0807622</td><td>-0.066608004</td><td>-19.76280995778467</td><td>-19.77696415357019</td><td>-19.843572157842175</td><td>37.1509954588833</td><td>37.165149654668824</td><td>-0.11706544941776251</td><td>-0.13780526944238067</td><td>0.0996594289444386</td><td>0.1273700202712826</td><td>-19.755703191915995</td></tr>\n",
+       "<tr><td>300889</td><td>587726032227205452</td><td>131.22119797</td><td>1.08457648</td><td>17.518816</td><td>0.05123</td><td>5</td><td>525915410034354176</td><td>6</td><td>20.06801</td><td>18.227762</td><td>17.466656</td><td>17.102661</td><td>16.856318</td><td>159.87829281619932</td><td>36.0189475110357</td><td>G9</td><td>-100.20240561109553</td><td>114.37487660203796</td><td>2.8787462691943606</td><td>99.24099665020661</td><td>-115.21250832347289</td><td>2.779240499075122</td><td>0.7611065</td><td>17.518816</td><td>0.8464068946902885</td><td>0</td><td>5</td><td>-0.16302620011476304</td><td>-0.24832660371618465</td><td>0.06500875112366106</td><td>0.10660024594689005</td><td>0.7195149962656382</td><td>0.8</td><td>-0.0496931</td><td>-0.040984</td><td>-18.515447167742263</td><td>-18.524156266886006</td><td>-18.565140267896663</td><td>36.03426316200496</td><td>36.042972261148705</td><td>-0.14827322800135903</td><td>-0.19587777916982207</td><td>0.06845165036084208</td><td>0.0692975105438412</td><td>-18.518890066979445</td></tr>\n",
+       "<tr><td>486167</td><td>587729777983029443</td><td>218.75913077</td><td>-1.78088603</td><td>19.510452</td><td>0.24971</td><td>4</td><td>G15_Y4_235_088</td><td>5</td><td>22.205793</td><td>20.660435</td><td>19.45731</td><td>18.966232</td><td>18.642338</td><td>889.1618797932855</td><td>39.74490417662204</td><td>G15</td><td>-554.5446302804903</td><td>-445.2144367876652</td><td>-22.11134525868655</td><td>558.2422679007487</td><td>440.5407416051313</td><td>-22.671096163667322</td><td>1.203125</td><td>19.510452</td><td>0.8189950894664111</td><td>0</td><td>5</td><td>0.0624230108333102</td><td>0.4465529213668991</td><td>0.29095554289866077</td><td>0.7915125793654464</td><td>0.7025679635332144</td><td>0.8</td><td>-0.2422187</td><td>-0.19976799</td><td>-20.283188745981352</td><td>-20.325639457112448</td><td>-20.525407449012892</td><td>39.79364101648916</td><td>39.83609172762026</td><td>-0.019715393928490796</td><td>0.2847722964161869</td><td>0.1970094844337103</td><td>0.5499475861298502</td><td>-20.1892426875164</td></tr>\n",
+       "<tr><td>324184</td><td>587726032765649137</td><td>134.77713995</td><td>1.65159771</td><td>18.127356</td><td>0.12197</td><td>4</td><td>G09_Y1_EN1_267</td><td>6</td><td>19.760504</td><td>18.688002</td><td>17.994484</td><td>17.506512</td><td>17.239153</td><td>400.56909472221986</td><td>38.01338719471584</td><td>G9</td><td>-251.36506808486772</td><td>253.32815375787504</td><td>10.290055368865453</td><td>249.23852127893758</td><td>-255.43059920288053</td><td>10.040153421342099</td><td>0.6935177</td><td>18.127356</td><td>0.6572317718031452</td><td>0</td><td>4</td><td>-0.08541342944063336</td><td>-0.0491275163072552</td><td>0.13505378483915031</td><td>0.23613148910382542</td><td>0.5924399806718483</td><td>2.12</td><td>-0.1183109</td><td>-0.2585764</td><td>-19.902774505451063</td><td>-19.762509010866026</td><td>-20.021085403993467</td><td>38.03013008101259</td><td>37.88986458642755</td><td>-0.08791430494891313</td><td>-0.05473773574509001</td><td>0.128810573413288</td><td>0.21043755396857328</td><td>-19.8965312940252</td></tr>\n",
        "</table></div>"
       ],
       "text/plain": [
        "<Table length=113687>\n",
-       " CATAID       OBJID             RA          DEC      R_PETRO  ...     DDPKCORR_G0P1        DDPKCORR_R0P0       DDPKCORR_G0P0        DDPMALL_0P0    \n",
-       "                               deg          deg        mag    ...                                                                       mag        \n",
-       " int32        int64          float64      float64    float32  ...        float64              float64             float64             float64      \n",
-       "------- ------------------ ------------ ----------- --------- ... --------------------- ------------------- ------------------- -------------------\n",
-       " 186621 587725041704829065 185.22637399 -1.48484552 19.707304 ...  0.029344341562804438 0.14944575068211835 0.29451963127646774   -18.8961327589585\n",
-       " 543518 588848898852848091 211.76792957 -0.89235905 19.017689 ...  -0.19364531489911876 0.06992472323437693 0.07152997481454451  -17.07887789451085\n",
-       " 145492 587724650869751862 184.80116057 -1.36268178 18.077238 ...  -0.09026459990901585  0.1178311196250314  0.1749106898046474   -19.6252717271585\n",
-       " 136410 587724650328490122 174.75681895 -1.77149809 18.929632 ...  -0.09646160454835392 0.11571860705192961 0.16871368516530935 -18.709855624883158\n",
-       "3854067 588010930294358518 130.11971293 -1.67349372   19.1169 ...    0.2451168051414711 0.18960749097768487  0.5102920948551344 -20.446485316681823\n",
-       "  69798 587722983349223510    176.60336  0.08453731 18.432463 ...    0.3193152860577829 0.20378460476187887  0.5844905757714463 -21.380295869702394\n",
-       " 402311 587728308031193305 174.48262304  1.89336017 18.179806 ... -0.022346102743430046 0.13747696273780968 0.24282918697023323 -20.091374382371352\n",
-       "  15514 588848901002100946 215.82581846  0.72942267 18.988533 ...   -0.1917615499156991 0.07114623600229858 0.07341373979796417  -17.15618337211884\n",
-       " 534769 588848898836726067 174.96774828 -0.94621474    19.592 ...    0.2583062416835699  0.1920334235114388  0.5234815313972332 -20.017584809500462\n",
-       "  92669 587722983903789522 217.09852565  0.43610568 19.520845 ...   0.04191278347860805 0.15209960911224252  0.3070880731922713 -19.154521408849618\n",
-       " 298671 587726031729656200 221.09824398  1.36306808 19.459198 ...   0.05347492984007124 0.15447212997069698  0.3186502195537345 -19.279820535174846\n",
-       " 508615 587729971787071869 217.61923775 -1.56324706  18.66708 ...  0.042788278846384614  0.1522814623361904  0.3079635685600479 -20.013188409490994\n",
-       " 251155 587726015085281646 217.44931266  1.95201708 18.500525 ...   0.23606495353663898 0.18795937240321653  0.5012402432503023  -21.03061177276631\n",
-       " 278458 587726031690465614 131.58340172  0.84256273 18.171114 ...  -0.03449282766016758  0.1343533410188594 0.23068246205349568 -20.011547676396695\n",
-       " 238123 587726014546641104 213.30918786  1.77148755 17.359442 ...  -0.10788465850623973 0.11164333540183868 0.15729063120742354  -20.15721198745659\n",
-       "  21861 588848901520883816 174.46578607  1.22194389 18.628473 ...  -0.07953085831149408  0.1213407635206317 0.18564443140216919  -19.17783971153195\n",
-       "  56006 587722982815694957 184.24397268 -0.22403141 17.618164 ...   -0.1608360404313677 0.08880971710941621 0.10433924928229557  -19.16860363828243\n",
-       " 362344 587726033337450694 214.68874362  2.64041934 18.402348 ...   0.17010230018367228 0.17618173234452836 0.43527758989733556 -20.878110934730348\n",
-       "    ...                ...          ...         ...       ... ...                   ...                 ...                 ...                 ...\n",
-       "  40387 587722982277316829 180.80242132 -0.66597744 19.656414 ...    0.2856278660195149  0.1971731409771429  0.5508031557331782 -20.046140421188653\n",
-       " 251318 587726015085609267 218.18561904  1.88586596 19.322008 ...   0.12300797892972157 0.16773859302797717  0.3881832686433848 -19.758328609574065\n",
-       " 210601 587725074991874513  138.8225367  0.06583858  19.76327 ...  0.025558472458463044  0.1486295996995543  0.2907337621721263  -18.81790292993051\n",
-       " 560052 588848899375366397 178.98150716  -0.4493875 18.670307 ...   0.29581060216698246 0.19913600610707366  0.5609858918806457 -21.066038813796517\n",
-       " 230699 587726014532420094 180.85041315  1.99942632 19.602518 ...   0.25446630278838017  0.1913238788268216  0.5196415925020434 -19.993708879455916\n",
-       " 297870 587726031728083300 217.50233489   1.2918479 17.654509 ...   0.12322582355145612 0.16777826006680008  0.3884011132651194 -21.426803835201728\n",
-       "3910772 588010931371573388 138.08604173 -1.08569919  19.44324 ...  0.023885843370270332 0.14826639934508387  0.2890611330839336   -19.1280042874009\n",
-       "  28706 588848901537595648 212.72205471  1.06920559  19.02279 ...   0.30861959764500185 0.20164761631753916  0.5737948873586651 -20.755459451697934\n",
-       " 493705 587729778521342136 222.13123438 -1.20774468 18.531641 ...  0.002735310395286586 0.14352293628090823 0.26791060010894985  -19.90884099556633\n",
-       "3592722 587729150378311793 138.94021895 -1.93013444 16.887249 ...   -0.1920792453808812  0.0709415809992967 0.07309604433278208 -19.249440756672236\n",
-       " 518924 588010358531228030 138.46041574  2.96585585 19.584932 ... -0.009210077495382801 0.14070628538466803  0.2559652122182805 -18.777021030518057\n",
-       " 163788 587725040089759829 175.03010988 -2.86201118 18.861214 ...  -0.05469157173094293 0.12882373934609792 0.21048371798272034  -19.16305297257936\n",
-       "3903312 588010931369607376 133.63790092 -1.10784214  19.06837 ...  -0.08291759478775133 0.12025298501247228 0.18225769492591193 -18.705884741063414\n",
-       " 545406 588848898856190106 219.36399521 -0.99223735 18.951399 ... -0.017028783120639407  0.1388018107430781 0.24814650659302387 -19.357114321129888\n",
-       " 551261 588848899358065141 139.45629868 -0.57303037 19.701536 ...   0.19682950436941954 0.18092591817351994  0.4620047940830828 -19.684111872518542\n",
-       " 123295 587724649255075886  175.5224464 -2.64921913 18.451244 ...  -0.09013384596176524 0.11787498948165297 0.17504144375189803  -19.25256968818842\n",
-       " 210430 587725074991677774 138.27996762  0.12381521 18.345194 ...   0.20408218357769614 0.18221649432775214  0.4692574732913594  -21.06809909491295\n",
-       " 197459 587725073916625289 135.35809495 -0.73870852 19.380898 ...    0.1348342446981267 0.16988129095334942    0.40000953441179  -19.75168115867355\n",
-       " 372800 587727942954844399 137.78468221   1.2197969 17.326979 ...  0.002760097834360223 0.14352867081579232  0.2679353875480235 -21.113662586766043"
+       " CATAID       OBJID             RA          DEC      R_PETRO   ZGAMA    NQ  ...   Z_THETA_QCOLOR       DDPKCORR_R0P1         DDPKCORR_G0P1        DDPKCORR_R0P0       DDPKCORR_G0P0        DDPMALL_0P0    \n",
+       "                               deg          deg        mag                  ...                                                                                                                mag        \n",
+       " int32        int64          float64      float64    float32  float32 int16 ...      float64              float64               float64              float64             float64             float64      \n",
+       "------- ------------------ ------------ ----------- --------- ------- ----- ... ------------------ --------------------- --------------------- ------------------- ------------------- -------------------\n",
+       "  55383 587722982814646452   181.871878 -0.27042178 18.602032 0.04729     4 ...  35.79562409609961   -0.1526593314431797  -0.20228000393021722 0.06406554691902142 0.06289528578344605 -17.254844647875426\n",
+       "  40488 587722982277644333 181.63329028 -0.64674069 18.588371 0.20122     4 ...  39.26487581558775 -0.044445330699246194    0.1481913458102212 0.17227954766295492  0.4133666355238845 -20.601542206158303\n",
+       " 600969 588848900431216877 138.08615023    0.302724 18.366667 0.05365     4 ...  36.07834106868316   -0.1456432389995999   -0.1918619172169734  0.0710816393626012 0.07331337249668987  -17.77551792591144\n",
+       "  40000 587722982276595845 179.20251064 -0.81642342 17.850286 0.14181     4 ... 38.199899730609275  -0.07560764941954926 -0.007495728637855054 0.14111722894265186 0.25767956107580825 -20.523162399244175\n",
+       " 341925 587726032800186513 213.69378727  2.39489753 17.448318 0.16915     5 ...  38.86252662904792  -0.06056670512207177   0.06187180379599769 0.15615817324012934   0.327047093509661 -21.335524372671827\n",
+       " 493576 587729778521145698  221.5604937 -1.35761529 19.367214 0.13248     4 ...  38.27593253857853  -0.08121712871356893  -0.03006698805141142  0.1355077496486322 0.23510830166225186  -18.84824230913197\n",
+       " 618990 588848900466016531 217.64901823  0.36921654 18.194399 0.17376     4 ... 38.661741693237644  -0.05818257818281324    0.0739885412927545 0.15854230017938786  0.3391638310064178 -20.652192634862242\n",
+       " 261498 587726015620972825 214.75407116  2.48491909 18.809385 0.05675     4 ... 36.197514565595846  -0.14234377498544637  -0.18662581780162252 0.07438110337675474 0.07854947191204076 -17.460137757894078\n",
+       "3908837 588010931371049209 136.90310331 -1.19041334 15.733421 0.05348     4 ... 36.073570680704925  -0.14582642298643916  -0.19214608390127802 0.07089845537576195 0.07302920581238526 -20.401575104468463\n",
+       " 240047 587726014549721290 220.35218699  1.46484755 17.490616 0.13002     5 ...  38.21952425700366  -0.08274665397632464  -0.03591516260741637 0.13397822438587648  0.2292601271062469 -20.681369165792205\n",
+       " 418075 587728879258108504 134.88866626  2.53302916  19.11889 0.19524     4 ...  39.21174287174608  -0.04739710141585926    0.1317683411406273 0.16932777694634185  0.3969436308542906 -20.000282090289044\n",
+       "   6905 588848900984143970 174.78362105  0.71859973 19.353302 0.25986     4 ...  39.28166358868146  -0.01406182299859951    0.3137255695363385  0.2026630553636016  0.5789008592500018 -20.441475021860022\n",
+       " 166263 587725040094412950 185.71609226 -2.72361217 18.311945 0.19614     4 ... 39.257688626281656 -0.046952281516290134   0.13423164006860488 0.16977259684591098 0.39940692978226816 -20.818006328241317\n",
+       " 204647 587725074455069087 138.94974368  -0.2746688 19.621572 0.24412     4 ...  39.79885509273825  -0.02272990057990744   0.26883962793775623  0.1939949777822937  0.5340149176514195 -20.024272007502486\n",
+       " 145242 587724650869227534 183.55298722 -1.26348704 16.804522 0.07016     5 ...  36.67159607583548  -0.12892832042900243    -0.162815269557668 0.08779655793319868 0.10236002015599527  -19.94769239523608\n",
+       "  14987 588848901001118029 213.66027069  0.66816768 18.922514 0.17659     4 ...  38.60519773627909 -0.056734448220821944   0.08148018266220974 0.15999043014137918   0.346655472375873 -19.961800832512036\n",
+       " 278128 587726031189246276 212.98189816  1.13128034 19.281338 0.17726     4 ... 38.976418877803546  -0.05639316373205237   0.08325959533987357 0.16033171463014873  0.3484348850535368 -19.611822149620362\n",
+       " 570192 588848899394437528 222.49584776 -0.51890855 18.835043 0.11547     4 ...   37.7228346111491  -0.09228331279774817  -0.06957114993948837 0.12444156556445295  0.1956041397741749  -19.06211521698956\n",
+       "  30820 587722981738741881 176.99812344 -1.11001287 16.263039 0.09503     5 ... 37.471736787610254  -0.10734421465399502  -0.11393840523160023  0.1093806637082061 0.15123688448206304  -21.18463817440026\n",
+       " 367080 587726033876222147  218.9921318   2.9536583 17.936937 0.09356     4 ...  37.43557405832065  -0.10851329039582329  -0.11698886622665608 0.10821158796637782  0.1481864234870072 -19.474866372911958\n",
+       "  48171 587722982292718167 216.00724821 -0.73915415 19.326773 0.20481     4 ... 39.323247865703934 -0.042675187929398534   0.15811073533480008 0.17404969043280258 0.42328602504846335 -19.904648066761048\n",
+       "    ...                ...          ...         ...       ...     ...   ... ...                ...                   ...                   ...                 ...                 ...                 ...\n",
+       " 144641 587724650868047986 180.94033164 -1.40741054  17.41296 0.08275     5 ... 37.147079993980064  -0.11750596043213021  -0.13881013057423844  0.0992189179300709 0.12636515913942484 -19.716838341534288\n",
+       " 491903 587729778517737765 213.82796358 -1.44107481 18.558632  0.2485     4 ...  39.83033884599011   -0.0203734360137533   0.28132207833343553  0.1963514423484478  0.5464973680470988  -21.12949950636305\n",
+       " 463398 587729774758789287 212.86496352 -1.20334883 18.590765 0.11848     4 ... 37.997550182036505  -0.09023720109474981   -0.0627436593796448  0.1264876772674513 0.20243163033401848  -19.36592226589396\n",
+       " 198162 587725073918001311 138.52346779 -0.79805535 18.495443 0.16133     4 ...  38.74543738070307  -0.06469486353494835  0.041578215795433526 0.15203001482725276  0.3067535055090968 -20.178046609964504\n",
+       " 240236 587726014550115008 221.29047632  1.58092601 19.704727 0.26054     4 ... 39.411712100598656  -0.01367387306109058    0.3156650285686328 0.20305100530111053  0.5808403182822961 -20.096301824128926\n",
+       " 184213 587725041700569280 175.47756254 -1.48053999 19.511608 0.22382     4 ... 39.032560754981134  -0.03322702368372686   0.21126512182456142 0.18349785467847424  0.4764404115382247  -19.92871315217246\n",
+       " 422832 587728879793996009  132.5691063   2.6484217 17.491207 0.05887     5 ...  36.36052012359592  -0.14013147901751155  -0.18298617917079557 0.07659339934468956  0.0821891105428677 -18.861563932387448\n",
+       " 298907 587726031730180215 222.23429947  1.20211211 17.162989 0.08717     5 ...  37.26810391567968   -0.1137427296688666  -0.13001948695519966 0.10298214869333451 0.13515580275846362 -20.086215496709727\n",
+       " 171645 587725040628465780 179.33723336 -2.40395249 17.800488 0.08799     4 ...  37.14049419708913  -0.11305793135119838   -0.1283684336736779 0.10366694701100274 0.13680685603998538 -19.470219532985222\n",
+       " 231790 587726014534451454 185.40779263  1.97601141 19.153511 0.22548     4 ... 39.547391072767226    -0.032389425405808   0.21594835220350617 0.18433545295639311 0.48112364191716944  -20.30425085508806\n",
+       "  99685 587722984426110987 183.78253455  1.01615928 19.740479 0.04815     4 ...  35.83589454662842  -0.15169079502731247    -0.200897034045806 0.06503408333488864 0.06427825566785728 -16.157086609885024\n",
+       " 363816 587726033340399907 221.41242152  2.44020163 19.253107 0.14199     4 ...  38.44226343366827  -0.07550222075856375 -0.007054343933396032 0.14122265760363736 0.25812094578026723 -19.123288939247086\n",
+       " 749287 588848900968415432  138.9633093  0.74507087 19.749031 0.20548     4 ...  39.39871402424783 -0.042344748954168426   0.15996670246567818 0.17438012940803269 0.42514199217934145  -19.49005913860599\n",
+       " 319999 587726032264560933 216.67418518  1.72880356 18.030909 0.08601     4 ...   37.0902146630292  -0.11471853052019267   -0.1323443607927215 0.10200634784200845 0.13283092892094178 -19.187538585319288\n",
+       " 266590 587726016159416716  218.2406844  2.90138215 18.900648  0.1936     4 ... 38.894660339402016  -0.04820845324442659   0.12728761322363485 0.16851642511777454 0.39246290293729813 -20.198760522051774\n",
+       " 130739 587724649793257631  178.5124768 -2.22651927  18.94947  0.2223     4 ...  39.14305762972581  -0.03399155456620605   0.20698182983825592 0.18273332379599505  0.4721571195519192 -20.474774795426832\n",
+       " 231108 587726014533075517 182.34668474  1.87027995 19.537228 0.11052     4 ...  37.62791732698084  -0.09573835591834029  -0.08063977487836366 0.12098652244386082 0.18453551483529962 -18.258656771404628\n",
+       " 544792 588848898855076298 216.87873507 -0.97925934 19.360544 0.25505     4 ...  39.27864004301369  -0.01677201073850576    0.3000041899755627 0.19995286762369535   0.565179479689226 -20.389592872425215\n",
+       " 561836 588848899377987791 185.05053157 -0.44348116 17.388186 0.08326     5 ... 37.165149654668824  -0.11706544941776251  -0.13780526944238067  0.0996594289444386  0.1273700202712826 -19.755703191915995\n",
+       " 300889 587726032227205452 131.22119797  1.08457648 17.518816 0.05123     5 ... 36.042972261148705  -0.14827322800135903  -0.19587777916982207 0.06845165036084208  0.0692975105438412 -18.518890066979445\n",
+       " 486167 587729777983029443 218.75913077 -1.78088603 19.510452 0.24971     4 ...  39.83609172762026 -0.019715393928490796    0.2847722964161869  0.1970094844337103  0.5499475861298502   -20.1892426875164\n",
+       " 324184 587726032765649137 134.77713995  1.65159771 18.127356 0.12197     4 ...  37.88986458642755  -0.08791430494891313  -0.05473773574509001   0.128810573413288 0.21043755396857328   -19.8965312940252"
       ]
      },
-     "execution_count": 5,
+     "execution_count": 11,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "gama_kE = Table.read(os.environ['HOME'] + '/data/GAMA4/gama_gold_kE.fits')\n",
+    "#gama_kE = Table.read(os.environ['HOME'] + '/data/GAMA4/gama_gold_kE.fits')\n",
+    "\n",
+    "fpath = findfile(ftype='kE', version='v1', dryrun=dryrun, survey=survey)\n",
+    "gama_kE = Table.read(fpath)\n",
     "gama_kE"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 40,
-   "id": "d4986be6",
+   "id": "2e1be875",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -203,7 +231,7 @@
   {
    "cell_type": "code",
    "execution_count": 41,
-   "id": "18ca41dc",
+   "id": "d2f42177",
    "metadata": {},
    "outputs": [
     {
@@ -226,7 +254,7 @@
   {
    "cell_type": "code",
    "execution_count": 44,
-   "id": "6780bd2b",
+   "id": "e25430d2",
    "metadata": {},
    "outputs": [
     {
@@ -249,7 +277,7 @@
   {
    "cell_type": "code",
    "execution_count": 45,
-   "id": "017efaf5",
+   "id": "4f7f1acb",
    "metadata": {},
    "outputs": [
     {
@@ -272,7 +300,7 @@
   {
    "cell_type": "code",
    "execution_count": 51,
-   "id": "75882e99",
+   "id": "fdf47cd1",
    "metadata": {},
    "outputs": [
     {
@@ -314,7 +342,7 @@
   {
    "cell_type": "code",
    "execution_count": 53,
-   "id": "6edd0a1c",
+   "id": "0d98bc07",
    "metadata": {},
    "outputs": [
     {
@@ -362,7 +390,7 @@
   },
   {
    "cell_type": "raw",
-   "id": "e4de5b15",
+   "id": "732142e1",
    "metadata": {},
    "source": [
     "fig, axes = plt.subplots(1, 2, figsize=(15,5))\n",
@@ -389,7 +417,7 @@
   {
    "cell_type": "code",
    "execution_count": 61,
-   "id": "99d6cb5d",
+   "id": "61e04f90",
    "metadata": {},
    "outputs": [
     {
@@ -431,7 +459,7 @@
   {
    "cell_type": "code",
    "execution_count": 62,
-   "id": "8315efdc",
+   "id": "a5136e50",
    "metadata": {},
    "outputs": [
     {
@@ -469,7 +497,7 @@
   },
   {
    "cell_type": "raw",
-   "id": "aa4cc134",
+   "id": "28472f73",
    "metadata": {},
    "source": [
     "for idx in np.unique(gama_kE['REST_GMR_0P1_INDEX']):\n",
@@ -490,7 +518,7 @@
   {
    "cell_type": "code",
    "execution_count": 64,
-   "id": "1831dc18",
+   "id": "d5fbf899",
    "metadata": {},
    "outputs": [
     {
@@ -534,7 +562,7 @@
   {
    "cell_type": "code",
    "execution_count": 66,
-   "id": "113f8467",
+   "id": "60307151",
    "metadata": {},
    "outputs": [
     {
@@ -574,7 +602,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8378cd9c",
+   "id": "9f8620b9",
    "metadata": {},
    "source": [
     "# Done."
@@ -583,7 +611,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "lumfn",
+   "display_name": "Lumfn",
    "language": "python",
    "name": "lumfn"
   },

From 30542e0fe6c9a468840543f3468f39522bf3efc4 Mon Sep 17 00:00:00 2001
From: sgmAstro <sgmoore@alumni.princeton.edu>
Date: Thu, 24 Feb 2022 14:35:34 +0000
Subject: [PATCH 05/24] randoms nb with version

---
 docs/nb/randoms_n8_qa.ipynb | 804 ++++++++++++++++--------------------
 1 file changed, 366 insertions(+), 438 deletions(-)

diff --git a/docs/nb/randoms_n8_qa.ipynb b/docs/nb/randoms_n8_qa.ipynb
index c6c4089e..b167874c 100644
--- a/docs/nb/randoms_n8_qa.ipynb
+++ b/docs/nb/randoms_n8_qa.ipynb
@@ -2,8 +2,8 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 53,
-   "id": "f6a90463",
+   "execution_count": 1,
+   "id": "c89271d4",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,33 +21,78 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 54,
-   "id": "cdc86aca",
+   "execution_count": 2,
+   "id": "a45b4085",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/cosma/home/durham/dc-moor2/DESI/docs/nb\n",
+      "/cosma/home/durham/dc-moor2/DESI\n"
+     ]
+    }
+   ],
    "source": [
-    "repo_root = os.environ['HOME'] + '/DESI/'\n",
+    "cwd = os.getcwd()\n",
+    "code_root = '/'.join(x for x in cwd.split('/')[:-2])\n",
     "\n",
-    "sys.path.append(repo_root)"
+    "sys.path.append(code_root)\n",
+    "\n",
+    "print(cwd)\n",
+    "print(code_root)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 55,
-   "id": "f6ce4f03",
+   "execution_count": 3,
+   "id": "1e5db2ba",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "gold_dir = '/'.join(x for x in cwd.split('/')[:-3]) + '/data/GAMA4'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "002041d3",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'/cosma/home/durham/dc-moor2/data/GAMA4'"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "gold_dir"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "ddbd065b",
    "metadata": {},
    "outputs": [],
    "source": [
     "import pubplot\n",
     "\n",
     "from   cosmo         import cosmo, fsky\n",
-    "from   cartesian     import rotate"
+    "from   cartesian     import rotate\n",
+    "from   findfile      import findfile"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 56,
-   "id": "3529ad5d",
+   "execution_count": 6,
+   "id": "85fdf6f7",
    "metadata": {
     "tags": [
      "parameters"
@@ -57,50 +102,62 @@
    "source": [
     "# update pytest\n",
     "\n",
-    "field  = 'G9'\n",
+    "survey = 'desi' #'gama'\n",
+    "field  = 'R1'\n",
     "dryrun = False\n",
     "realz  = 0\n",
-    "version = 'v1' # 'GAMA4'"
+    "version = 'v1'"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 57,
-   "id": "ff14f453",
+   "execution_count": 7,
+   "id": "8ce99ad5",
    "metadata": {},
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "WARNING: hdu= was not specified but multiple tables are present, reading in first available table (hdu=1) [astropy.io.fits.connect]\n"
+     ]
+    },
     {
      "data": {
       "text/plain": [
        "OrderedDict([('ZMIN', 0.039),\n",
        "             ('ZMAX', 0.263),\n",
        "             ('DZ', 0.0001),\n",
-       "             ('NRAND', 2531909),\n",
-       "             ('FIELD', 'G9'),\n",
-       "             ('AREA', 60.0),\n",
+       "             ('NRAND', 15726),\n",
+       "             ('FIELD', 'R1'),\n",
+       "             ('AREA', 6.2904),\n",
        "             ('BOUND_PERCENT', 1.0),\n",
-       "             ('VOL', 2531908.950723488),\n",
-       "             ('RAND_DENS', 1.0),\n",
+       "             ('VOL', 265445.3343938506),\n",
+       "             ('RAND_DENS', 0.05924383653572445),\n",
        "             ('VOL8', 2144.660584850632),\n",
-       "             ('NRAND8', 2144.660584850632),\n",
-       "             ('NRAND8_PERR', 46.31048029172913)])"
+       "             ('NRAND8', 127.057921113502),\n",
+       "             ('NRAND8_PERR', 11.27199721049921),\n",
+       "             ('EXTNAME', 'RANDOMS')])"
       ]
      },
-     "execution_count": 57,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "fpath = os.environ['HOME'] + '/data/{}/randoms/randoms_{}_{}.fits'.format(version, field, realz)\n",
+    "fpath = findfile(ftype='randoms', field=field, dryrun=dryrun, survey=survey, version=version)\n",
+    "# TODO: add to findfile?\n",
+    "fpath = fpath.replace('GAMA4', version)\n",
+    "\n",
     "rand  = Table.read(fpath)\n",
     "rand.meta"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 58,
-   "id": "0263c81a",
+   "execution_count": 10,
+   "id": "e43315bd",
    "metadata": {},
    "outputs": [
     {
@@ -109,34 +166,36 @@
        "OrderedDict([('ZMIN', 0.039),\n",
        "             ('ZMAX', 0.263),\n",
        "             ('DZ', 0.0001),\n",
-       "             ('NRAND', 2531909),\n",
-       "             ('FIELD', 'G9'),\n",
-       "             ('AREA', 60.0),\n",
+       "             ('NRAND', 15726),\n",
+       "             ('FIELD', 'R1'),\n",
+       "             ('AREA', 6.2904),\n",
        "             ('BOUND_PERCENT', 1.0),\n",
-       "             ('VOL', 2531908.950723488),\n",
-       "             ('RAND_DENS', 1.0),\n",
+       "             ('VOL', 265445.3343938506),\n",
+       "             ('RAND_DENS', 0.05924383653572445),\n",
        "             ('VOL8', 2144.660584850632),\n",
-       "             ('NRAND8', 2144.660584850632),\n",
-       "             ('NRAND8_PERR', 46.31048029172913),\n",
-       "             ('RSPHERE', 8.0),\n",
-       "             ('FILLFACTOR_INFRAC', 0.7766460011003555)])"
+       "             ('NRAND8', 127.057921113502),\n",
+       "             ('NRAND8_PERR', 11.27199721049921),\n",
+       "             ('EXTNAME', 'RANDOMS'),\n",
+       "             ('RSPHERE', 8.0)])"
       ]
      },
-     "execution_count": 58,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "fpath = os.environ['HOME'] + '/data/{}/randoms/randoms_N8_{}_{}.fits'.format(version, field, realz)\n",
+    "fpath = findfile(ftype='randoms_n8', field=field, dryrun=dryrun, survey=survey, version=version)\n",
+    "\n",
+    "#fpath = os.environ['HOME'] + '/data/{}/randoms/randoms_N8_{}_{}.fits'.format(version, field, realz)\n",
     "rand  = Table.read(fpath)\n",
     "rand.meta"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 59,
-   "id": "f5949951",
+   "execution_count": 11,
+   "id": "171c932d",
    "metadata": {},
    "outputs": [
     {
@@ -145,20 +204,20 @@
        "OrderedDict([('ZMIN', 0.039),\n",
        "             ('ZMAX', 0.263),\n",
        "             ('DZ', 0.0001),\n",
-       "             ('NRAND', 2531909),\n",
-       "             ('FIELD', 'G9'),\n",
-       "             ('AREA', 60.0),\n",
+       "             ('NRAND', 15726),\n",
+       "             ('FIELD', 'R1'),\n",
+       "             ('AREA', 6.2904),\n",
        "             ('BOUND_PERCENT', 1.0),\n",
-       "             ('VOL', 2531908.950723488),\n",
-       "             ('RAND_DENS', 1.0),\n",
+       "             ('VOL', 265445.3343938506),\n",
+       "             ('RAND_DENS', 0.05924383653572445),\n",
        "             ('VOL8', 2144.660584850632),\n",
-       "             ('NRAND8', 2144.660584850632),\n",
-       "             ('NRAND8_PERR', 46.31048029172913),\n",
-       "             ('RSPHERE', 8.0),\n",
-       "             ('FILLFACTOR_INFRAC', 0.7766460011003555)])"
+       "             ('NRAND8', 127.057921113502),\n",
+       "             ('NRAND8_PERR', 11.27199721049921),\n",
+       "             ('EXTNAME', 'RANDOMS'),\n",
+       "             ('RSPHERE', 8.0)])"
       ]
      },
-     "execution_count": 59,
+     "execution_count": 11,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -166,6 +225,8 @@
    "source": [
     "fpath = os.environ['HOME'] + '/data/{}/randoms/randoms_bd_{}_{}.fits'.format(version, field, realz)\n",
     "\n",
+    "\n",
+    "\n",
     "if dryrun:\n",
     "    fpath = fpath.replace('.fits', '_dryrun.fits')\n",
     "\n",
@@ -175,117 +236,117 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 60,
-   "id": "c23e5ce6",
+   "execution_count": 66,
+   "id": "98bd6e8f",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
-       "<div><i>Table length=2531909</i>\n",
-       "<table id=\"table46971466316960\" class=\"table-striped table-bordered table-condensed\">\n",
-       "<thead><tr><th>RANDOM_RA</th><th>RANDOM_DEC</th><th>Z</th><th>V</th><th>RANDID</th><th>FIELD</th><th>CARTESIAN_X</th><th>CARTESIAN_Y</th><th>CARTESIAN_Z</th><th>ROTCARTESIAN_X</th><th>ROTCARTESIAN_Y</th><th>ROTCARTESIAN_Z</th><th>IS_BOUNDARY</th><th>RAND_N8</th><th>FILLFACTOR</th><th>BOUND_DIST</th><th>BOUND_ID</th></tr></thead>\n",
-       "<thead><tr><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>int64</th><th>bytes4</th><th>float32</th><th>float32</th><th>float32</th><th>float64</th><th>float64</th><th>float64</th><th>int64</th><th>int32</th><th>float64</th><th>float64</th><th>int64</th></tr></thead>\n",
-       "<tr><td>129.91917</td><td>0.9630972</td><td>0.17833136</td><td>836733.75</td><td>1033339</td><td>G9</td><td>-331.0364</td><td>395.646</td><td>8.672172</td><td>513.9013945444735</td><td>-45.647413200102214</td><td>4.211200499007996</td><td>0</td><td>2121</td><td>0.9889676786071583</td><td>7.254431862020988</td><td>1862828</td></tr>\n",
-       "<tr><td>134.6177</td><td>-0.5850006</td><td>0.24175805</td><td>2001640.9</td><td>277242</td><td>G9</td><td>-484.6323</td><td>491.143</td><td>-7.0451984</td><td>689.8905166713065</td><td>-4.552118400989399</td><td>-13.034564401493304</td><td>0</td><td>2191</td><td>1.0</td><td>16.51122748603918</td><td>179421</td></tr>\n",
-       "<tr><td>138.14908</td><td>0.5982364</td><td>0.2318685</td><td>1777287.4</td><td>2015130</td><td>G9</td><td>-493.99463</td><td>442.47278</td><td>6.924683</td><td>662.2148867291021</td><td>36.481019130586894</td><td>1.1761021336778024</td><td>0</td><td>2130</td><td>1.0</td><td>27.23674006160685</td><td>1882340</td></tr>\n",
-       "<tr><td>129.85628</td><td>1.6507276</td><td>0.21484718</td><td>1429525.0</td><td>167734</td><td>G9</td><td>-395.11298</td><td>473.28323</td><td>17.767584</td><td>614.1840860017346</td><td>-55.22875291473468</td><td>12.436378044268508</td><td>0</td><td>2116</td><td>0.9866363073704606</td><td>7.962683501090891</td><td>1145194</td></tr>\n",
-       "<tr><td>137.84189</td><td>0.65900105</td><td>0.18979728</td><td>1001433.6</td><td>620978</td><td>G9</td><td>-406.0459</td><td>367.6393</td><td>6.300375</td><td>547.1101041134528</td><td>27.19850999004637</td><td>1.5510219653376476</td><td>0</td><td>2155</td><td>1.0</td><td>21.965019684610855</td><td>2299144</td></tr>\n",
-       "<tr><td>136.4454</td><td>-1.2915285</td><td>0.0738935</td><td>63461.688</td><td>127288</td><td>G9</td><td>-158.23444</td><td>150.44571</td><td>-4.9225125</td><td>218.21845483571659</td><td>5.5238006534409285</td><td>-6.817103322452513</td><td>0</td><td>1522</td><td>0.7096694044507755</td><td>2.7167478710942414</td><td>1850872</td></tr>\n",
-       "<tr><td>133.5719</td><td>2.983789</td><td>0.20031433</td><td>1169448.5</td><td>1147770</td><td>G9</td><td>-397.06546</td><td>417.36942</td><td>30.027184</td><td>576.1324600367345</td><td>-14.313954429858823</td><td>25.026774726701294</td><td>1</td><td>1112</td><td>0.5184969630415653</td><td>0.0</td><td>0</td></tr>\n",
-       "<tr><td>135.72247</td><td>-0.6331526</td><td>0.1450767</td><td>459970.44</td><td>1443865</td><td>G9</td><td>-302.58542</td><td>295.04907</td><td>-4.670449</td><td>422.5345342724051</td><td>5.360635778716527</td><td>-8.33874561467107</td><td>0</td><td>2147</td><td>1.0</td><td>9.855697324566338</td><td>1805739</td></tr>\n",
-       "<tr><td>131.47552</td><td>1.0984006</td><td>0.14652121</td><td>473423.06</td><td>1362489</td><td>G9</td><td>-282.57245</td><td>319.66513</td><td>8.180246</td><td>425.90320453050913</td><td>-26.19660904421195</td><td>4.483189535852952</td><td>0</td><td>2184</td><td>1.0</td><td>13.941318741591584</td><td>998460</td></tr>\n",
-       "<tr><td>133.63914</td><td>2.8961444</td><td>0.20463307</td><td>1243295.2</td><td>494119</td><td>G9</td><td>-405.78476</td><td>425.5334</td><td>29.746952</td><td>588.0678230070179</td><td>-13.920384306284005</td><td>24.64291902159325</td><td>0</td><td>1279</td><td>0.596364762347268</td><td>1.328501909631038</td><td>1883848</td></tr>\n",
-       "<tr><td>135.77596</td><td>0.4939792</td><td>0.09946912</td><td>152445.19</td><td>1781861</td><td>G9</td><td>-209.59511</td><td>203.99353</td><td>2.5216813</td><td>292.461904433717</td><td>3.9828057745934298</td><td>-0.017153679252525755</td><td>0</td><td>2118</td><td>1.0</td><td>12.613615645230064</td><td>1078532</td></tr>\n",
-       "<tr><td>136.69154</td><td>0.4568469</td><td>0.206353</td><td>1273506.6</td><td>1898261</td><td>G9</td><td>-431.84418</td><td>407.06967</td><td>4.7320457</td><td>593.2190851281961</td><td>17.562626449099806</td><td>-0.4176492843708832</td><td>0</td><td>2204</td><td>1.0</td><td>25.00215394823015</td><td>1372937</td></tr>\n",
-       "<tr><td>131.15813</td><td>2.0313892</td><td>0.20660807</td><td>1278026.5</td><td>1636481</td><td>G9</td><td>-390.80786</td><td>447.07498</td><td>21.061918</td><td>592.6361290087336</td><td>-39.742511250187526</td><td>15.917899430979777</td><td>0</td><td>2125</td><td>1.0</td><td>9.639335157817742</td><td>680984</td></tr>\n",
-       "<tr><td>139.79533</td><td>2.930614</td><td>0.0767862</td><td>71088.04</td><td>623454</td><td>G9</td><td>-173.00143</td><td>146.22168</td><td>11.596238</td><td>225.81557113347668</td><td>18.953043240348276</td><td>9.636317452813156</td><td>0</td><td>1004</td><td>0.4681393443288953</td><td>0.5744460934088165</td><td>620074</td></tr>\n",
-       "<tr><td>129.00423</td><td>0.96540636</td><td>0.0895708</td><td>111977.984</td><td>772585</td><td>G9</td><td>-166.07294</td><td>205.0521</td><td>4.4464784</td><td>262.4557995328413</td><td>-27.54278133087298</td><td>2.1682059029561103</td><td>1</td><td>1013</td><td>0.47233581255495116</td><td>0.0</td><td>0</td></tr>\n",
-       "<tr><td>138.94278</td><td>-1.0413139</td><td>0.071656205</td><td>57946.957</td><td>2473557</td><td>G9</td><td>-159.73955</td><td>139.13982</td><td>-3.850498</td><td>211.2971450690982</td><td>14.582030104712983</td><td>-5.684962852973829</td><td>0</td><td>1746</td><td>0.8141148358548319</td><td>3.3874379649165354</td><td>1943556</td></tr>\n",
-       "<tr><td>131.83571</td><td>-1.3501878</td><td>0.21956661</td><td>1521187.9</td><td>1510645</td><td>G9</td><td>-419.89038</td><td>469.03323</td><td>-14.837613</td><td>628.4140270787024</td><td>-34.702191647191505</td><td>-20.293580948915043</td><td>0</td><td>2169</td><td>1.0</td><td>6.828908693362664</td><td>1163223</td></tr>\n",
-       "<tr><td>130.67296</td><td>-1.4828467</td><td>0.25146925</td><td>2238449.2</td><td>1242003</td><td>G9</td><td>-466.6416</td><td>543.039</td><td>-18.534433</td><td>713.7682457373376</td><td>-53.96767474314856</td><td>-24.731520389323425</td><td>0</td><td>2064</td><td>0.9623900465088047</td><td>6.113792862820604</td><td>279619</td></tr>\n",
-       "<tr><td>131.21875</td><td>2.9117007</td><td>0.23042893</td><td>1746016.2</td><td>1701751</td><td>G9</td><td>-433.8802</td><td>495.2902</td><td>33.49076</td><td>657.2918986091452</td><td>-43.374246844349265</td><td>27.7859184925777</td><td>0</td><td>1284</td><td>0.5986961335839657</td><td>0.9256591320933903</td><td>459460</td></tr>\n",
-       "<tr><td>129.70949</td><td>2.2600267</td><td>0.19337185</td><td>1056685.2</td><td>446409</td><td>G9</td><td>-356.0235</td><td>428.68787</td><td>21.992025</td><td>555.0485750261805</td><td>-51.33993047122751</td><td>17.174347918497006</td><td>0</td><td>2086</td><td>0.9726480799502746</td><td>5.887899749086246</td><td>691590</td></tr>\n",
-       "<tr><td>133.81342</td><td>-0.8392051</td><td>0.24099058</td><td>1983628.8</td><td>2008311</td><td>G9</td><td>-476.22687</td><td>496.37213</td><td>-10.076008</td><td>687.619029510177</td><td>-14.193370681629288</td><td>-16.045768698619327</td><td>0</td><td>2190</td><td>1.0</td><td>13.600193343584502</td><td>1242246</td></tr>\n",
-       "<tr><td>135.6704</td><td>-1.7848574</td><td>0.25087327</td><td>2223437.8</td><td>1169014</td><td>G9</td><td>-510.94812</td><td>499.1291</td><td>-22.258236</td><td>714.0116829798367</td><td>8.4107824099716</td><td>-28.45757660866679</td><td>0</td><td>1557</td><td>0.7259890031076593</td><td>2.3033170483867975</td><td>1569000</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>131.81554</td><td>-1.9346269</td><td>0.26231557</td><td>2522776.0</td><td>524567</td><td>G9</td><td>-496.67245</td><td>555.1947</td><td>-25.16267</td><td>743.5390347903414</td><td>-41.32580014072965</td><td>-31.618454083525474</td><td>1</td><td>862</td><td>0.40192840120668105</td><td>0.0</td><td>0</td></tr>\n",
-       "<tr><td>137.97908</td><td>1.3880963</td><td>0.19368026</td><td>1061541.0</td><td>1249359</td><td>G9</td><td>-414.81442</td><td>373.7749</td><td>13.53023</td><td>557.7111292255272</td><td>29.061064781830904</td><td>8.689119006996304</td><td>0</td><td>2208</td><td>1.0</td><td>15.281222342807009</td><td>1477932</td></tr>\n",
-       "<tr><td>130.57869</td><td>0.14544259</td><td>0.07825468</td><td>75179.414</td><td>856608</td><td>G9</td><td>-150.31824</td><td>175.51134</td><td>0.58659685</td><td>230.39404544247745</td><td>-17.796964897386697</td><td>-1.4134854967299157</td><td>0</td><td>2076</td><td>0.9679853374768792</td><td>6.368157595723394</td><td>217876</td></tr>\n",
-       "<tr><td>139.84929</td><td>1.720486</td><td>0.22198181</td><td>1569495.4</td><td>1463049</td><td>G9</td><td>-486.1334</td><td>410.09818</td><td>19.103884</td><td>633.8693526367041</td><td>53.81245713219965</td><td>13.601835902717937</td><td>0</td><td>2117</td><td>1.0</td><td>11.708768732114654</td><td>1550684</td></tr>\n",
-       "<tr><td>138.06766</td><td>1.1760072</td><td>0.20615931</td><td>1270081.5</td><td>861528</td><td>G9</td><td>-441.02054</td><td>396.15463</td><td>12.169492</td><td>592.0532007966228</td><td>31.769299664311514</td><td>7.030198398710935</td><td>0</td><td>2129</td><td>1.0</td><td>18.39495743550256</td><td>913456</td></tr>\n",
-       "<tr><td>132.3451</td><td>1.71261</td><td>0.22288561</td><td>1587818.1</td><td>1030504</td><td>G9</td><td>-430.0739</td><td>471.8984</td><td>19.090172</td><td>637.9346444789452</td><td>-29.526639423415244</td><td>13.552831710019111</td><td>0</td><td>2168</td><td>1.0</td><td>13.904150617278171</td><td>2044638</td></tr>\n",
-       "<tr><td>131.4795</td><td>1.048748</td><td>0.08011387</td><td>80576.84</td><td>2035150</td><td>G9</td><td>-156.61185</td><td>177.14513</td><td>4.328453</td><td>236.0315876343235</td><td>-14.501554577050184</td><td>2.279570899567999</td><td>0</td><td>2196</td><td>1.0</td><td>8.056128932511475</td><td>2325289</td></tr>\n",
-       "<tr><td>138.59918</td><td>-1.7601296</td><td>0.20769303</td><td>1297364.4</td><td>2325265</td><td>G9</td><td>-447.72107</td><td>394.73062</td><td>-18.341976</td><td>595.5188258916031</td><td>37.51449785549453</td><td>-23.51250514332178</td><td>0</td><td>1506</td><td>0.702209016493343</td><td>2.5030231127725378</td><td>138001</td></tr>\n",
-       "<tr><td>136.07568</td><td>-1.229926</td><td>0.26150495</td><td>2500790.5</td><td>780515</td><td>G9</td><td>-535.1614</td><td>515.43506</td><td>-15.952198</td><td>742.7163464346006</td><td>14.004223848216439</td><td>-22.40049296548772</td><td>0</td><td>1830</td><td>0.853281872631353</td><td>1.6591339485007632</td><td>2031640</td></tr>\n",
-       "<tr><td>138.41817</td><td>-1.3063016</td><td>0.2582956</td><td>2414921.0</td><td>814805</td><td>G9</td><td>-549.32965</td><td>487.4064</td><td>-16.746445</td><td>732.9068173201413</td><td>43.841225403661944</td><td>-23.10961075695954</td><td>0</td><td>2117</td><td>1.0</td><td>8.420048282589047</td><td>778384</td></tr>\n",
-       "<tr><td>130.84155</td><td>1.5858226</td><td>0.17627648</td><td>809189.0</td><td>2151555</td><td>G9</td><td>-333.5386</td><td>385.84216</td><td>14.119899</td><td>508.78519280142467</td><td>-36.94612226047851</td><td>9.703547919915483</td><td>0</td><td>2101</td><td>1.0</td><td>12.200741119537668</td><td>1622326</td></tr>\n",
-       "<tr><td>131.62756</td><td>0.7766683</td><td>0.2351386</td><td>1849623.4</td><td>569627</td><td>G9</td><td>-446.42447</td><td>502.33298</td><td>9.110296</td><td>670.9295886320892</td><td>-39.48306539155657</td><td>3.2861432856697794</td><td>0</td><td>2143</td><td>1.0</td><td>25.64377091938933</td><td>1928399</td></tr>\n",
-       "<tr><td>138.15796</td><td>-1.7946677</td><td>0.1413273</td><td>426209.47</td><td>2507146</td><td>G9</td><td>-306.81848</td><td>274.7328</td><td>-12.90436</td><td>411.0896306677053</td><td>22.71879409291432</td><td>-16.4736110380562</td><td>0</td><td>1388</td><td>0.6471886553072775</td><td>1.328729044309691</td><td>1251754</td></tr>\n",
-       "<tr><td>133.69719</td><td>-1.2208219</td><td>0.1758418</td><td>803437.75</td><td>963678</td><td>G9</td><td>-351.56506</td><td>367.92798</td><td>-10.844744</td><td>508.6459615716048</td><td>-11.532243783667296</td><td>-15.26082660359561</td><td>0</td><td>2051</td><td>0.9563284812933908</td><td>6.768905071821283</td><td>1190699</td></tr>\n",
-       "<tr><td>137.58282</td><td>2.8860147</td><td>0.21549188</td><td>1441834.5</td><td>1276131</td><td>G9</td><td>-456.06952</td><td>416.69946</td><td>31.143623</td><td>617.3858810811349</td><td>27.885031207664948</td><td>25.78512604454141</td><td>0</td><td>1275</td><td>0.5944996653579099</td><td>1.043253289656174</td><td>1100776</td></tr>\n",
-       "<tr><td>129.81128</td><td>1.1817166</td><td>0.24857354</td><td>2166101.5</td><td>994756</td><td>G9</td><td>-453.4847</td><td>544.0714</td><td>14.610259</td><td>705.483742932641</td><td>-64.00166712089508</td><td>8.486340664442512</td><td>0</td><td>2147</td><td>1.0</td><td>8.753942133395073</td><td>1045958</td></tr>\n",
-       "<tr><td>137.76787</td><td>1.6455553</td><td>0.2530374</td><td>2278250.2</td><td>2122150</td><td>G9</td><td>-533.2233</td><td>484.04248</td><td>20.688818</td><td>719.4654400501204</td><td>34.82995658278161</td><td>14.44375025977088</td><td>0</td><td>2176</td><td>1.0</td><td>16.55554444426001</td><td>823099</td></tr>\n",
-       "<tr><td>140.57771</td><td>1.4497318</td><td>0.2587554</td><td>2427109.0</td><td>2145277</td><td>G9</td><td>-568.2247</td><td>467.11536</td><td>18.616022</td><td>732.2246187622595</td><td>71.54988419721677</td><td>12.260110879997075</td><td>0</td><td>1994</td><td>0.9297508491950371</td><td>4.050606000726118</td><td>2292625</td></tr>\n",
-       "<tr><td>137.61891</td><td>0.07975347</td><td>0.20624402</td><td>1271578.9</td><td>464925</td><td>G9</td><td>-438.16815</td><td>399.83743</td><td>0.82568234</td><td>592.5422412759569</td><td>27.14826875323541</td><td>-4.318283949887302</td><td>0</td><td>2174</td><td>1.0</td><td>21.013623999718817</td><td>451204</td></tr>\n",
-       "<tr><td>132.72455</td><td>1.7985798</td><td>0.18364118</td><td>910661.7</td><td>2035260</td><td>G9</td><td>-359.8959</td><td>389.68036</td><td>16.65686</td><td>530.1566591118252</td><td>-21.02111284290032</td><td>12.055074387290436</td><td>0</td><td>2144</td><td>1.0</td><td>10.859549957327204</td><td>1553858</td></tr>\n",
-       "<tr><td>130.51749</td><td>-1.8291621</td><td>0.20930749</td><td>1326481.9</td><td>2489519</td><td>G9</td><td>-390.6463</td><td>457.1055</td><td>-19.202658</td><td>599.2652792940837</td><td>-46.94887605541293</td><td>-24.405742944476593</td><td>0</td><td>1413</td><td>0.658845511490766</td><td>1.7482311524592777</td><td>1503838</td></tr>\n",
-       "<tr><td>136.71318</td><td>-1.5657755</td><td>0.12938984</td><td>329488.47</td><td>1771023</td><td>G9</td><td>-275.17746</td><td>259.19464</td><td>-10.333274</td><td>377.75334935041565</td><td>11.329844889950037</td><td>-13.613028192923874</td><td>0</td><td>1612</td><td>0.7516340867113339</td><td>2.8969510554596702</td><td>542435</td></tr>\n",
+       "<div><i>Table length=15726</i>\n",
+       "<table id=\"table47019443479792\" class=\"table-striped table-bordered table-condensed\">\n",
+       "<thead><tr><th>LOCATION</th><th>FIBER</th><th>TARGETID</th><th>RANDOM_RA</th><th>RANDOM_DEC</th><th>TILEID</th><th>ROS</th><th>ROS_DIST</th><th>Z</th><th>V</th><th>RANDID</th><th>FIELD</th><th>GAMA_FIELD</th><th>CARTESIAN_X</th><th>CARTESIAN_Y</th><th>CARTESIAN_Z</th><th>ROTCARTESIAN_X</th><th>ROTCARTESIAN_Y</th><th>ROTCARTESIAN_Z</th><th>IS_BOUNDARY</th><th>RAND_N8</th><th>FILLFACTOR</th><th>BOUND_DIST</th><th>BOUNDID</th><th>FILLFACTOR_POISSON</th></tr></thead>\n",
+       "<thead><tr><th>int32</th><th>int32</th><th>int64</th><th>float64</th><th>float64</th><th>int64</th><th>int64</th><th>float64</th><th>float32</th><th>float32</th><th>int64</th><th>bytes2</th><th>bytes3</th><th>float32</th><th>float32</th><th>float32</th><th>float64</th><th>float64</th><th>float64</th><th>int64</th><th>int32</th><th>float64</th><th>float64</th><th>int64</th><th>float64</th></tr></thead>\n",
+       "<tr><td>3283</td><td>1680</td><td>327858169910921745</td><td>178.39740154659697</td><td>0.21344983439497145</td><td>46</td><td>1</td><td>1.2213914937921317</td><td>0.13188991</td><td>36528.703</td><td>8789</td><td>R1</td><td>G12</td><td>-385.12457</td><td>10.774982</td><td>1.435312</td><td>385.1896680184612</td><td>-8.106451749285508</td><td>1.517233740585756</td><td>0</td><td>57</td><td>0.44861429732571634</td><td>1.8761456819435922</td><td>611609</td><td>0.44861429732571634</td></tr>\n",
+       "<tr><td>4071</td><td>2475</td><td>327858175959107365</td><td>178.95166593410087</td><td>0.5330106831978032</td><td>45</td><td>1</td><td>0.8393004966288434</td><td>0.20096172</td><td>123746.44</td><td>10280</td><td>R1</td><td>G12</td><td>-578.5161</td><td>10.586223</td><td>5.382871</td><td>578.5744151895444</td><td>-6.577815080058144</td><td>5.505921783629076</td><td>0</td><td>116</td><td>0.9129694471891772</td><td>3.427972654596468</td><td>33714</td><td>0.9129694471891772</td></tr>\n",
+       "<tr><td>316</td><td>473</td><td>327858127657503118</td><td>179.76595895926474</td><td>-1.3778669536628012</td><td>40</td><td>1</td><td>1.387823622979398</td><td>0.13657011</td><td>40440.336</td><td>224</td><td>R1</td><td>G12</td><td>-398.4481</td><td>1.6275846</td><td>-9.583933</td><td>398.4518321059044</td><td>1.1330363672148884</td><td>-9.499190836802372</td><td>0</td><td>49</td><td>0.3856508871747386</td><td>0.8026712375568048</td><td>715002</td><td>0.3856508871747386</td></tr>\n",
+       "<tr><td>2278</td><td>1096</td><td>327858151795721492</td><td>178.5581832615578</td><td>-0.5503185345077595</td><td>44</td><td>1</td><td>1.1782186673964086</td><td>0.25858837</td><td>253993.47</td><td>4618</td><td>R1</td><td>G12</td><td>-735.09937</td><td>18.502275</td><td>-7.0629873</td><td>735.2113974506667</td><td>-13.408816664909924</td><td>-6.906623611354267</td><td>0</td><td>102</td><td>0.8027834794249661</td><td>4.132856309781886</td><td>377049</td><td>0.8027834794249661</td></tr>\n",
+       "<tr><td>218</td><td>47</td><td>327858139732902877</td><td>179.61271625352748</td><td>-0.9553646765535753</td><td>47</td><td>1</td><td>0.9554492939572562</td><td>0.26009628</td><td>258207.28</td><td>1933</td><td>R1</td><td>G12</td><td>-739.2908</td><td>4.9972205</td><td>-12.32855</td><td>739.3102553367122</td><td>0.12495361524711868</td><td>-12.171315001443832</td><td>0</td><td>123</td><td>0.9680624310712826</td><td>5.878712517950107</td><td>111236</td><td>0.9680624310712826</td></tr>\n",
+       "<tr><td>7098</td><td>3997</td><td>327858169940282249</td><td>180.1730535117349</td><td>0.17289706767667368</td><td>42</td><td>1</td><td>0.5985672280844161</td><td>0.21723734</td><td>154691.2</td><td>9313</td><td>R1</td><td>G12</td><td>-623.3242</td><td>-1.8826652</td><td>1.8809718</td><td>623.2958003453518</td><td>6.201219026927518</td><td>2.0135336332391875</td><td>0</td><td>88</td><td>0.692597511660755</td><td>1.0790868636464568</td><td>265471</td><td>0.692597511660755</td></tr>\n",
+       "<tr><td>8092</td><td>4343</td><td>327858157864880676</td><td>180.30104029354644</td><td>-0.22101348900748394</td><td>46</td><td>1</td><td>0.7350523912639524</td><td>0.19492118</td><td>113355.33</td><td>6902</td><td>R1</td><td>G12</td><td>-561.9541</td><td>-2.952615</td><td>-2.1677296</td><td>561.920605604227</td><td>6.84595047593433</td><td>-2.048221066469273</td><td>0</td><td>101</td><td>0.7949130531560938</td><td>2.3067570564725925</td><td>51712</td><td>0.7949130531560938</td></tr>\n",
+       "<tr><td>3070</td><td>1540</td><td>327858175963303011</td><td>179.08684906682518</td><td>0.44122321804114334</td><td>39</td><td>1</td><td>0.6767544629124083</td><td>0.21262926</td><td>145484.81</td><td>10481</td><td>R1</td><td>G12</td><td>-610.6147</td><td>9.73249</td><td>4.7029104</td><td>610.6664455012948</td><td>-5.501712846820395</td><td>4.832786334977159</td><td>0</td><td>90</td><td>0.7083383641984995</td><td>1.8905613114804338</td><td>322571</td><td>0.7083383641984995</td></tr>\n",
+       "<tr><td>6476</td><td>3028</td><td>327858188068062300</td><td>180.72302096628147</td><td>0.9667352514734269</td><td>49</td><td>1</td><td>1.481767002958849</td><td>0.09320104</td><td>13197.035</td><td>14419</td><td>R1</td><td>G12</td><td>-274.34167</td><td>-3.462128</td><td>4.6296964</td><td>274.3101126503851</td><td>5.362775880327856</td><td>4.688036418792772</td><td>0</td><td>48</td><td>0.37778046090586637</td><td>0.18421899727331542</td><td>423293</td><td>0.37778046090586637</td></tr>\n",
+       "<tr><td>7045</td><td>3980</td><td>327858163900482240</td><td>180.17165056473283</td><td>0.10252987446602678</td><td>47</td><td>1</td><td>0.580772239780986</td><td>0.08804426</td><td>11159.91</td><td>7950</td><td>R1</td><td>G12</td><td>-259.48578</td><td>-0.7773873</td><td>0.4643482</td><td>259.4740602129417</td><td>2.5751730888678104</td><td>0.5195328386080252</td><td>0</td><td>76</td><td>0.5981523964342884</td><td>0.3727026983372992</td><td>152035</td><td>0.5981523964342884</td></tr>\n",
+       "<tr><td>9366</td><td>4600</td><td>327858133705688479</td><td>180.3510798742933</td><td>-1.2191329904497377</td><td>49</td><td>1</td><td>1.4318942305469147</td><td>0.16556638</td><td>70767.56</td><td>1174</td><td>R1</td><td>G12</td><td>-480.1766</td><td>-2.942319</td><td>-10.218876</td><td>480.14685751689854</td><td>6.269072719445273</td><td>-10.116759059814507</td><td>0</td><td>76</td><td>0.5981523964342884</td><td>0.7482516938642931</td><td>589183</td><td>0.5981523964342884</td></tr>\n",
+       "<tr><td>8119</td><td>4323</td><td>327858157864879846</td><td>180.2751125109219</td><td>-0.19426847859090474</td><td>45</td><td>1</td><td>0.7025065106975512</td><td>0.23655595</td><td>197260.73</td><td>6863</td><td>R1</td><td>G12</td><td>-675.9306</td><td>-3.2455862</td><td>-2.291862</td><td>675.8923655166236</td><td>7.928581972743379</td><td>-2.1481140872138673</td><td>0</td><td>126</td><td>0.9916737098778993</td><td>2.393846006648759</td><td>273617</td><td>0.9916737098778993</td></tr>\n",
+       "<tr><td>282</td><td>85</td><td>327858133697300817</td><td>179.79920961999835</td><td>-1.2637700623765964</td><td>49</td><td>1</td><td>1.2793720363630763</td><td>0.15161029</td><td>54813.574</td><td>945</td><td>R1</td><td>G12</td><td>-440.9782</td><td>1.5453938</td><td>-9.728271</td><td>440.98039247216616</td><td>1.509888075137827</td><td>-9.63448357110004</td><td>0</td><td>74</td><td>0.582411543896544</td><td>1.7121496834162193</td><td>659556</td><td>0.582411543896544</td></tr>\n",
+       "<tr><td>1508</td><td>876</td><td>327858139716127703</td><td>178.6732903689495</td><td>-1.0869611067806226</td><td>44</td><td>1</td><td>1.4283459515087156</td><td>0.2555808</td><td>245717.58</td><td>1393</td><td>R1</td><td>G12</td><td>-726.9651</td><td>16.836214</td><td>-13.796644</td><td>727.0672045979207</td><td>-11.799152250152787</td><td>-13.642012744026289</td><td>0</td><td>62</td><td>0.48796642867007745</td><td>0.9184603423186953</td><td>719132</td><td>0.48796642867007745</td></tr>\n",
+       "<tr><td>6179</td><td>3022</td><td>327858182015682270</td><td>179.9641509567628</td><td>0.8311775275797335</td><td>46</td><td>1</td><td>0.9074429455043106</td><td>0.2539972</td><td>241428.47</td><td>12439</td><td>R1</td><td>G12</td><td>-722.95807</td><td>0.45234326</td><td>10.488535</td><td>722.9416039318226</td><td>4.556563356898809</td><td>10.642289515605334</td><td>0</td><td>149</td><td>1.0</td><td>5.142234051184593</td><td>349608</td><td>1.1726935140619603</td></tr>\n",
+       "<tr><td>1049</td><td>919</td><td>327858151808303180</td><td>179.35073409024537</td><td>-0.5830476615334916</td><td>43</td><td>1</td><td>0.6340945707573049</td><td>0.20199439</td><td>125581.07</td><td>5036</td><td>R1</td><td>G12</td><td>-581.41614</td><td>6.58879</td><td>-5.917134</td><td>581.4490776526926</td><td>-2.56038597360273</td><td>-5.793472051283767</td><td>0</td><td>98</td><td>0.7713017743494772</td><td>1.366346978501087</td><td>316772</td><td>0.7713017743494772</td></tr>\n",
+       "<tr><td>60</td><td>407</td><td>327858145768506576</td><td>179.44870980410133</td><td>-0.6358519558513294</td><td>40</td><td>1</td><td>0.6536019380900377</td><td>0.26006487</td><td>258119.1</td><td>3312</td><td>R1</td><td>G12</td><td>-739.24646</td><td>7.113123</td><td>-8.204659</td><td>739.2797274943476</td><td>-1.9912050294935666</td><td>-8.047430524032142</td><td>0</td><td>112</td><td>0.8814877421136883</td><td>1.9896523846491905</td><td>149969</td><td>0.8814877421136883</td></tr>\n",
+       "<tr><td>4135</td><td>2282</td><td>327858182003099186</td><td>179.24340109009668</td><td>0.6265455796392012</td><td>46</td><td>1</td><td>0.7209140566878577</td><td>0.15718785</td><td>60876.55</td><td>11964</td><td>R1</td><td>G12</td><td>-456.71884</td><td>6.031388</td><td>4.994984</td><td>456.7485945704091</td><td>-2.8669418701993026</td><td>5.092125004778486</td><td>0</td><td>96</td><td>0.7555609218117327</td><td>1.7638991538681696</td><td>88285</td><td>0.7555609218117327</td></tr>\n",
+       "<tr><td>6079</td><td>3430</td><td>327858175980079057</td><td>180.18867782962346</td><td>0.41369745537321934</td><td>41</td><td>1</td><td>0.719500625029243</td><td>0.124354675</td><td>30760.557</td><td>10883</td><td>R1</td><td>G12</td><td>-363.81485</td><td>-1.1980646</td><td>2.6269422</td><td>363.79725034461416</td><td>3.718667000368842</td><td>2.704314178913922</td><td>0</td><td>78</td><td>0.6138932489720329</td><td>1.400010301421758</td><td>302267</td><td>0.6138932489720329</td></tr>\n",
+       "<tr><td>5200</td><td>2718</td><td>327858188051286793</td><td>179.67878102431092</td><td>0.9273208645470684</td><td>49</td><td>1</td><td>0.9306609982613749</td><td>0.2591293</td><td>255500.14</td><td>13881</td><td>R1</td><td>G12</td><td>-736.70917</td><td>4.130277</td><td>11.924721</td><td>736.7175487224102</td><td>0.9739899493367528</td><td>12.081405236251554</td><td>0</td><td>119</td><td>0.9365807259957938</td><td>5.5382760132963025</td><td>117081</td><td>0.9365807259957938</td></tr>\n",
+       "<tr><td>3263</td><td>1695</td><td>327858169910921024</td><td>178.3661802416606</td><td>0.32935822400993275</td><td>45</td><td>1</td><td>1.2770165494300745</td><td>0.11775722</td><td>26225.363</td><td>8752</td><td>R1</td><td>G12</td><td>-344.8414</td><td>9.836003</td><td>1.9831094</td><td>344.9008410997031</td><td>-7.446590455272116</td><td>2.0564624959840665</td><td>0</td><td>57</td><td>0.44861429732571634</td><td>1.3595464226204592</td><td>449237</td><td>0.44861429732571634</td></tr>\n",
+       "<tr><td>6406</td><td>3198</td><td>327858188063868539</td><td>180.40925245790964</td><td>1.0073671204560501</td><td>46</td><td>1</td><td>1.2921341158752662</td><td>0.2420511</td><td>210575.9</td><td>14298</td><td>R1</td><td>G12</td><td>-690.6968</td><td>-4.9335947</td><td>12.145304</td><td>690.6434195255993</td><td>9.718855008968003</td><td>12.292189212880427</td><td>0</td><td>101</td><td>0.7949130531560938</td><td>2.518022306959168</td><td>434384</td><td>0.7949130531560938</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></tr>\n",
+       "<tr><td>2143</td><td>1256</td><td>327858157839714452</td><td>178.86539617457814</td><td>-0.3287435345613216</td><td>49</td><td>1</td><td>0.8048038083626275</td><td>0.1379182</td><td>41615.14</td><td>6472</td><td>R1</td><td>G12</td><td>-402.30386</td><td>7.967693</td><td>-2.3087597</td><td>402.3498925198588</td><td>-5.180205644201331</td><td>-2.2231884502085757</td><td>0</td><td>69</td><td>0.5430594125521829</td><td>2.140803371591325</td><td>220042</td><td>0.5430594125521829</td></tr>\n",
+       "<tr><td>7122</td><td>3504</td><td>327858163904676515</td><td>180.46853546094488</td><td>0.004637420857453823</td><td>49</td><td>1</td><td>0.8685478403310158</td><td>0.14178202</td><td>45103.81</td><td>8064</td><td>R1</td><td>G12</td><td>-413.31955</td><td>-3.3799903</td><td>0.033454485</td><td>413.2861952270635</td><td>6.243525553139902</td><td>0.12135169704138035</td><td>0</td><td>71</td><td>0.5588002650899274</td><td>2.658751741816734</td><td>9740</td><td>0.5588002650899274</td></tr>\n",
+       "<tr><td>2381</td><td>1233</td><td>327858145751728792</td><td>178.3502842975237</td><td>-0.6810708600245757</td><td>43</td><td>1</td><td>1.4232263665927853</td><td>0.115728594</td><td>24924.006</td><td>2675</td><td>R1</td><td>G12</td><td>-339.0194</td><td>9.764074</td><td>-4.0317607</td><td>339.07977088660226</td><td>-7.414999907983766</td><td>-3.959645705831729</td><td>0</td><td>54</td><td>0.4250030185190997</td><td>0.4597189294946245</td><td>589728</td><td>0.4250030185190997</td></tr>\n",
+       "<tr><td>4476</td><td>2416</td><td>327858194082693176</td><td>179.0147147048516</td><td>1.2217228280580912</td><td>49</td><td>1</td><td>1.3546636578294005</td><td>0.18767864</td><td>101650.055</td><td>14652</td><td>R1</td><td>G12</td><td>-541.71265</td><td>9.316465</td><td>11.554445</td><td>541.761722685841</td><td>-5.5630750353064915</td><td>11.669666759782936</td><td>0</td><td>75</td><td>0.5902819701654163</td><td>1.3823230646156215</td><td>377224</td><td>0.5902819701654163</td></tr>\n",
+       "<tr><td>3067</td><td>1531</td><td>327858169919308167</td><td>178.96512592355546</td><td>0.2895683942252403</td><td>45</td><td>1</td><td>0.6977904528788332</td><td>0.1529742</td><td>56258.51</td><td>8975</td><td>R1</td><td>G12</td><td>-444.8522</td><td>8.035776</td><td>2.248634</td><td>444.8967126328732</td><td>-4.953498140539359</td><td>2.343254248694884</td><td>0</td><td>95</td><td>0.7476904955428606</td><td>1.536558580864636</td><td>36254</td><td>0.7476904955428606</td></tr>\n",
+       "<tr><td>8415</td><td>4181</td><td>327858145789479459</td><td>180.71809726852982</td><td>-0.6456942242409728</td><td>39</td><td>1</td><td>1.2911272625409351</td><td>0.23051123</td><td>183238.78</td><td>4184</td><td>R1</td><td>G12</td><td>-659.4373</td><td>-8.265267</td><td>-7.4324207</td><td>659.3657908706174</td><td>12.833871696622015</td><td>-7.292187775131871</td><td>0</td><td>66</td><td>0.5194481337455663</td><td>2.4078139321876417</td><td>387347</td><td>0.5194481337455663</td></tr>\n",
+       "<tr><td>1339</td><td>854</td><td>327858139720321472</td><td>178.92702086845384</td><td>-1.0324952259540863</td><td>39</td><td>1</td><td>1.2324359119835655</td><td>0.1417983</td><td>45118.887</td><td>1521</td><td>R1</td><td>G12</td><td>-413.23987</td><td>7.739655</td><td>-7.448877</td><td>413.28514770537663</td><td>-4.876404978557524</td><td>-7.360980037960855</td><td>0</td><td>76</td><td>0.5981523964342884</td><td>1.9323649461117676</td><td>681353</td><td>0.5981523964342884</td></tr>\n",
+       "<tr><td>4421</td><td>2184</td><td>327858188034508986</td><td>178.5385088774039</td><td>0.9077489251877927</td><td>43</td><td>1</td><td>1.3966664725494133</td><td>0.22088805</td><td>162239.94</td><td>13234</td><td>R1</td><td>G12</td><td>-633.0231</td><td>16.150549</td><td>10.033218</td><td>633.1176262181056</td><td>-11.764365346162986</td><td>10.16786930615693</td><td>0</td><td>69</td><td>0.5430594125521829</td><td>1.1902815302570393</td><td>613078</td><td>0.5430594125521829</td></tr>\n",
+       "<tr><td>8143</td><td>4311</td><td>327858157869073980</td><td>180.52299934026533</td><td>-0.35894553037956584</td><td>49</td><td>1</td><td>0.9903325352362322</td><td>0.113919705</td><td>23799.65</td><td>7031</td><td>R1</td><td>G12</td><td>-333.98447</td><td>-3.048715</td><td>-2.0924542</td><td>333.9557654721826</td><td>5.362598240161864</td><td>-2.021428931708466</td><td>0</td><td>54</td><td>0.4250030185190997</td><td>2.8635143538498213</td><td>299575</td><td>0.4250030185190997</td></tr>\n",
+       "<tr><td>170</td><td>12</td><td>327858139732903562</td><td>179.72337874140632</td><td>-0.9027819679636647</td><td>47</td><td>1</td><td>0.91117305477766</td><td>0.2515704</td><td>234946.81</td><td>1974</td><td>R1</td><td>G12</td><td>-716.4078</td><td>3.458809</td><td>-11.289158</td><td>716.4169297804636</td><td>1.5047872474317123</td><td>-11.136791431574663</td><td>0</td><td>149</td><td>1.0</td><td>5.142377695401394</td><td>342696</td><td>1.1726935140619603</td></tr>\n",
+       "<tr><td>2160</td><td>1448</td><td>327858163879510906</td><td>178.78554457592986</td><td>0.0007891822912992597</td><td>44</td><td>1</td><td>0.8144558063913587</td><td>0.2164194</td><td>153030.97</td><td>7754</td><td>R1</td><td>G12</td><td>-620.95233</td><td>13.16383</td><td>0.008554813</td><td>621.0286155001144</td><td>-8.861348029259627</td><td>0.14063443283764998</td><td>0</td><td>122</td><td>0.9601920048024104</td><td>3.4102852027513872</td><td>257358</td><td>0.9601920048024104</td></tr>\n",
+       "<tr><td>4304</td><td>2058</td><td>327858188038703711</td><td>178.8106027079456</td><td>0.9928481384920383</td><td>48</td><td>1</td><td>1.2683978621344205</td><td>0.24786876</td><td>225271.52</td><td>13422</td><td>R1</td><td>G12</td><td>-706.2732</td><td>14.66356</td><td>12.242496</td><td>706.3552163165022</td><td>-9.769910623460255</td><td>12.392722591735366</td><td>0</td><td>108</td><td>0.8500060370381994</td><td>2.858254786768493</td><td>698835</td><td>0.8500060370381994</td></tr>\n",
+       "<tr><td>7193</td><td>3808</td><td>327858175988466066</td><td>180.571390139718</td><td>0.48589357416245554</td><td>43</td><td>1</td><td>1.0861255672622976</td><td>0.18060684</td><td>90993.35</td><td>11138</td><td>R1</td><td>G12</td><td>-522.23035</td><td>-5.208187</td><td>4.429071</td><td>522.1807746792228</td><td>8.826248935332957</td><td>4.540127828988275</td><td>0</td><td>99</td><td>0.7791722006183495</td><td>3.7764668497580076</td><td>617564</td><td>0.7791722006183495</td></tr>\n",
+       "<tr><td>1320</td><td>870</td><td>327858133684716929</td><td>179.00558195364405</td><td>-1.1429686943178787</td><td>49</td><td>1</td><td>1.2882792319205183</td><td>0.20848936</td><td>137516.06</td><td>446</td><td>R1</td><td>G12</td><td>-599.14056</td><td>10.39965</td><td>-11.955381</td><td>599.2007652332942</td><td>-6.248353424133008</td><td>-11.827944365572996</td><td>0</td><td>95</td><td>0.7476904955428606</td><td>2.221432295537178</td><td>496907</td><td>0.7476904955428606</td></tr>\n",
+       "<tr><td>7349</td><td>3559</td><td>327858163913066729</td><td>180.98886824112478</td><td>0.12177314073120668</td><td>41</td><td>1</td><td>1.3941953896351507</td><td>0.21543452</td><td>151046.86</td><td>8476</td><td>R1</td><td>G12</td><td>-618.3024</td><td>-10.672346</td><td>1.3143021</td><td>618.2133541021398</td><td>14.955896381069097</td><td>1.4457829893377552</td><td>0</td><td>56</td><td>0.44074387105684415</td><td>1.2299536570109804</td><td>449778</td><td>0.44074387105684415</td></tr>\n",
+       "<tr><td>5121</td><td>2620</td><td>327858182011487931</td><td>179.6828198628355</td><td>0.659059788590814</td><td>46</td><td>1</td><td>0.6642429014266471</td><td>0.18927476</td><td>104160.12</td><td>12294</td><td>R1</td><td>G12</td><td>-546.2958</td><td>3.0242355</td><td>6.284284</td><td>546.3022686397436</td><td>0.7607572940179108</td><td>6.400471166559996</td><td>0</td><td>97</td><td>0.763431348080605</td><td>1.5836582410969682</td><td>62138</td><td>0.763431348080605</td></tr>\n",
+       "<tr><td>9299</td><td>4503</td><td>327858139745486914</td><td>180.43104026737538</td><td>-1.0290032290823008</td><td>46</td><td>1</td><td>1.3226493550148604</td><td>0.2563404</td><td>247791.62</td><td>2462</td><td>R1</td><td>G12</td><td>-729.1932</td><td>-5.4858766</td><td>-13.09772</td><td>729.140435883095</td><td>10.53783956150778</td><td>-12.942647731246312</td><td>0</td><td>81</td><td>0.6375045277786495</td><td>2.2816376003821324</td><td>402138</td><td>0.6375045277786495</td></tr>\n",
+       "<tr><td>441</td><td>311</td><td>327858127661697974</td><td>180.03803986467713</td><td>-1.4228807956549943</td><td>44</td><td>1</td><td>1.4887676898650182</td><td>0.17289951</td><td>80222.99</td><td>255</td><td>R1</td><td>G12</td><td>-500.64322</td><td>-0.33238754</td><td>-12.435511</td><td>500.63153351019</td><td>3.8010035396854525</td><td>-12.329037204053861</td><td>0</td><td>69</td><td>0.5430594125521829</td><td>0.1360058035389532</td><td>392542</td><td>0.5430594125521829</td></tr>\n",
+       "<tr><td>5166</td><td>2950</td><td>327858188051285506</td><td>179.52518070408595</td><td>0.8908835554582324</td><td>49</td><td>1</td><td>0.8940195665023197</td><td>0.18394645</td><td>95932.13</td><td>13817</td><td>R1</td><td>G12</td><td>-531.47565</td><td>4.4045243</td><td>8.264785</td><td>531.4916371741743</td><td>-0.7221772392213666</td><td>8.37782200214973</td><td>0</td><td>114</td><td>0.8972285946514327</td><td>3.655910185687424</td><td>267754</td><td>0.8972285946514327</td></tr>\n",
+       "<tr><td>146</td><td>101</td><td>327858139728709719</td><td>179.38464945199675</td><td>-0.8998759801590822</td><td>40</td><td>1</td><td>0.9252831052795525</td><td>0.16132268</td><td>65638.37</td><td>1839</td><td>R1</td><td>G12</td><td>-468.31354</td><td>5.029831</td><td>-7.3562675</td><td>468.33869979428187</td><td>-1.7850770960058728</td><td>-7.256661907089383</td><td>0</td><td>100</td><td>0.7870426268872216</td><td>3.4772167328642234</td><td>170911</td><td>0.7870426268872216</td></tr>\n",
+       "<tr><td>1386</td><td>893</td><td>327858139716125507</td><td>178.64250172750445</td><td>-1.0540630203425225</td><td>48</td><td>1</td><td>1.423990294683569</td><td>0.18736021</td><td>101153.96</td><td>1297</td><td>R1</td><td>G12</td><td>-540.78955</td><td>12.815225</td><td>-9.952751</td><td>540.8674638596336</td><td>-9.068145846943708</td><td>-9.837720342910185</td><td>0</td><td>53</td><td>0.4171325922502275</td><td>0.7336313184153014</td><td>606658</td><td>0.4171325922502275</td></tr>\n",
+       "<tr><td>1436</td><td>978</td><td>327858139716125949</td><td>178.65834068432252</td><td>-0.9226575132267402</td><td>41</td><td>1</td><td>1.3183104727562942</td><td>0.100020885</td><td>16244.39</td><td>1322</td><td>R1</td><td>G12</td><td>-293.9601</td><td>6.884738</td><td>-4.7354684</td><td>294.0017583856275</td><td>-4.84791855751217</td><td>-4.6729405542491005</td><td>0</td><td>59</td><td>0.46435514986346077</td><td>0.9330263686699861</td><td>586722</td><td>0.46435514986346077</td></tr>\n",
        "</table></div>"
       ],
       "text/plain": [
-       "<Table length=2531909>\n",
-       "RANDOM_RA RANDOM_DEC      Z          V       RANDID FIELD  CARTESIAN_X CARTESIAN_Y ...    ROTCARTESIAN_Y       ROTCARTESIAN_Z    IS_BOUNDARY RAND_N8      FILLFACTOR         BOUND_DIST     BOUND_ID\n",
-       " float32   float32     float32    float32    int64  bytes4   float32     float32   ...       float64              float64           int64     int32        float64            float64        int64  \n",
-       "--------- ---------- ----------- ---------- ------- ------ ----------- ----------- ... ------------------- --------------------- ----------- ------- ------------------- ------------------ --------\n",
-       "129.91917  0.9630972  0.17833136  836733.75 1033339     G9   -331.0364     395.646 ... -45.647413200102214     4.211200499007996           0    2121  0.9889676786071583  7.254431862020988  1862828\n",
-       " 134.6177 -0.5850006  0.24175805  2001640.9  277242     G9   -484.6323     491.143 ...  -4.552118400989399   -13.034564401493304           0    2191                 1.0  16.51122748603918   179421\n",
-       "138.14908  0.5982364   0.2318685  1777287.4 2015130     G9  -493.99463   442.47278 ...  36.481019130586894    1.1761021336778024           0    2130                 1.0  27.23674006160685  1882340\n",
-       "129.85628  1.6507276  0.21484718  1429525.0  167734     G9  -395.11298   473.28323 ...  -55.22875291473468    12.436378044268508           0    2116  0.9866363073704606  7.962683501090891  1145194\n",
-       "137.84189 0.65900105  0.18979728  1001433.6  620978     G9   -406.0459    367.6393 ...   27.19850999004637    1.5510219653376476           0    2155                 1.0 21.965019684610855  2299144\n",
-       " 136.4454 -1.2915285   0.0738935  63461.688  127288     G9  -158.23444   150.44571 ...  5.5238006534409285    -6.817103322452513           0    1522  0.7096694044507755 2.7167478710942414  1850872\n",
-       " 133.5719   2.983789  0.20031433  1169448.5 1147770     G9  -397.06546   417.36942 ... -14.313954429858823    25.026774726701294           1    1112  0.5184969630415653                0.0        0\n",
-       "135.72247 -0.6331526   0.1450767  459970.44 1443865     G9  -302.58542   295.04907 ...   5.360635778716527     -8.33874561467107           0    2147                 1.0  9.855697324566338  1805739\n",
-       "131.47552  1.0984006  0.14652121  473423.06 1362489     G9  -282.57245   319.66513 ...  -26.19660904421195     4.483189535852952           0    2184                 1.0 13.941318741591584   998460\n",
-       "133.63914  2.8961444  0.20463307  1243295.2  494119     G9  -405.78476    425.5334 ... -13.920384306284005     24.64291902159325           0    1279   0.596364762347268  1.328501909631038  1883848\n",
-       "135.77596  0.4939792  0.09946912  152445.19 1781861     G9  -209.59511   203.99353 ...  3.9828057745934298 -0.017153679252525755           0    2118                 1.0 12.613615645230064  1078532\n",
-       "136.69154  0.4568469    0.206353  1273506.6 1898261     G9  -431.84418   407.06967 ...  17.562626449099806   -0.4176492843708832           0    2204                 1.0  25.00215394823015  1372937\n",
-       "131.15813  2.0313892  0.20660807  1278026.5 1636481     G9  -390.80786   447.07498 ... -39.742511250187526    15.917899430979777           0    2125                 1.0  9.639335157817742   680984\n",
-       "139.79533   2.930614   0.0767862   71088.04  623454     G9  -173.00143   146.22168 ...  18.953043240348276     9.636317452813156           0    1004  0.4681393443288953 0.5744460934088165   620074\n",
-       "129.00423 0.96540636   0.0895708 111977.984  772585     G9  -166.07294    205.0521 ...  -27.54278133087298    2.1682059029561103           1    1013 0.47233581255495116                0.0        0\n",
-       "138.94278 -1.0413139 0.071656205  57946.957 2473557     G9  -159.73955   139.13982 ...  14.582030104712983    -5.684962852973829           0    1746  0.8141148358548319 3.3874379649165354  1943556\n",
-       "131.83571 -1.3501878  0.21956661  1521187.9 1510645     G9  -419.89038   469.03323 ... -34.702191647191505   -20.293580948915043           0    2169                 1.0  6.828908693362664  1163223\n",
-       "130.67296 -1.4828467  0.25146925  2238449.2 1242003     G9   -466.6416     543.039 ...  -53.96767474314856   -24.731520389323425           0    2064  0.9623900465088047  6.113792862820604   279619\n",
-       "131.21875  2.9117007  0.23042893  1746016.2 1701751     G9   -433.8802    495.2902 ... -43.374246844349265      27.7859184925777           0    1284  0.5986961335839657 0.9256591320933903   459460\n",
-       "129.70949  2.2600267  0.19337185  1056685.2  446409     G9   -356.0235   428.68787 ...  -51.33993047122751    17.174347918497006           0    2086  0.9726480799502746  5.887899749086246   691590\n",
-       "133.81342 -0.8392051  0.24099058  1983628.8 2008311     G9  -476.22687   496.37213 ... -14.193370681629288   -16.045768698619327           0    2190                 1.0 13.600193343584502  1242246\n",
-       " 135.6704 -1.7848574  0.25087327  2223437.8 1169014     G9  -510.94812    499.1291 ...     8.4107824099716    -28.45757660866679           0    1557  0.7259890031076593 2.3033170483867975  1569000\n",
-       "      ...        ...         ...        ...     ...    ...         ...         ... ...                 ...                   ...         ...     ...                 ...                ...      ...\n",
-       "131.81554 -1.9346269  0.26231557  2522776.0  524567     G9  -496.67245    555.1947 ...  -41.32580014072965   -31.618454083525474           1     862 0.40192840120668105                0.0        0\n",
-       "137.97908  1.3880963  0.19368026  1061541.0 1249359     G9  -414.81442    373.7749 ...  29.061064781830904     8.689119006996304           0    2208                 1.0 15.281222342807009  1477932\n",
-       "130.57869 0.14544259  0.07825468  75179.414  856608     G9  -150.31824   175.51134 ... -17.796964897386697   -1.4134854967299157           0    2076  0.9679853374768792  6.368157595723394   217876\n",
-       "139.84929   1.720486  0.22198181  1569495.4 1463049     G9   -486.1334   410.09818 ...   53.81245713219965    13.601835902717937           0    2117                 1.0 11.708768732114654  1550684\n",
-       "138.06766  1.1760072  0.20615931  1270081.5  861528     G9  -441.02054   396.15463 ...  31.769299664311514     7.030198398710935           0    2129                 1.0  18.39495743550256   913456\n",
-       " 132.3451    1.71261  0.22288561  1587818.1 1030504     G9   -430.0739    471.8984 ... -29.526639423415244    13.552831710019111           0    2168                 1.0 13.904150617278171  2044638\n",
-       " 131.4795   1.048748  0.08011387   80576.84 2035150     G9  -156.61185   177.14513 ... -14.501554577050184     2.279570899567999           0    2196                 1.0  8.056128932511475  2325289\n",
-       "138.59918 -1.7601296  0.20769303  1297364.4 2325265     G9  -447.72107   394.73062 ...   37.51449785549453    -23.51250514332178           0    1506   0.702209016493343 2.5030231127725378   138001\n",
-       "136.07568  -1.229926  0.26150495  2500790.5  780515     G9   -535.1614   515.43506 ...  14.004223848216439    -22.40049296548772           0    1830   0.853281872631353 1.6591339485007632  2031640\n",
-       "138.41817 -1.3063016   0.2582956  2414921.0  814805     G9  -549.32965    487.4064 ...  43.841225403661944    -23.10961075695954           0    2117                 1.0  8.420048282589047   778384\n",
-       "130.84155  1.5858226  0.17627648   809189.0 2151555     G9   -333.5386   385.84216 ...  -36.94612226047851     9.703547919915483           0    2101                 1.0 12.200741119537668  1622326\n",
-       "131.62756  0.7766683   0.2351386  1849623.4  569627     G9  -446.42447   502.33298 ...  -39.48306539155657    3.2861432856697794           0    2143                 1.0  25.64377091938933  1928399\n",
-       "138.15796 -1.7946677   0.1413273  426209.47 2507146     G9  -306.81848    274.7328 ...   22.71879409291432     -16.4736110380562           0    1388  0.6471886553072775  1.328729044309691  1251754\n",
-       "133.69719 -1.2208219   0.1758418  803437.75  963678     G9  -351.56506   367.92798 ... -11.532243783667296    -15.26082660359561           0    2051  0.9563284812933908  6.768905071821283  1190699\n",
-       "137.58282  2.8860147  0.21549188  1441834.5 1276131     G9  -456.06952   416.69946 ...  27.885031207664948     25.78512604454141           0    1275  0.5944996653579099  1.043253289656174  1100776\n",
-       "129.81128  1.1817166  0.24857354  2166101.5  994756     G9   -453.4847    544.0714 ...  -64.00166712089508     8.486340664442512           0    2147                 1.0  8.753942133395073  1045958\n",
-       "137.76787  1.6455553   0.2530374  2278250.2 2122150     G9   -533.2233   484.04248 ...   34.82995658278161     14.44375025977088           0    2176                 1.0  16.55554444426001   823099\n",
-       "140.57771  1.4497318   0.2587554  2427109.0 2145277     G9   -568.2247   467.11536 ...   71.54988419721677    12.260110879997075           0    1994  0.9297508491950371  4.050606000726118  2292625\n",
-       "137.61891 0.07975347  0.20624402  1271578.9  464925     G9  -438.16815   399.83743 ...   27.14826875323541    -4.318283949887302           0    2174                 1.0 21.013623999718817   451204\n",
-       "132.72455  1.7985798  0.18364118   910661.7 2035260     G9   -359.8959   389.68036 ...  -21.02111284290032    12.055074387290436           0    2144                 1.0 10.859549957327204  1553858\n",
-       "130.51749 -1.8291621  0.20930749  1326481.9 2489519     G9   -390.6463    457.1055 ...  -46.94887605541293   -24.405742944476593           0    1413   0.658845511490766 1.7482311524592777  1503838\n",
-       "136.71318 -1.5657755  0.12938984  329488.47 1771023     G9  -275.17746   259.19464 ...  11.329844889950037   -13.613028192923874           0    1612  0.7516340867113339 2.8969510554596702   542435"
+       "<Table length=15726>\n",
+       "LOCATION FIBER      TARGETID          RANDOM_RA            RANDOM_DEC      TILEID  ROS  ...    ROTCARTESIAN_Z   IS_BOUNDARY RAND_N8      FILLFACTOR          BOUND_DIST     BOUNDID  FILLFACTOR_POISSON\n",
+       " int32   int32       int64             float64              float64        int64  int64 ...       float64          int64     int32        float64             float64        int64        float64      \n",
+       "-------- ----- ------------------ ------------------ --------------------- ------ ----- ... ------------------- ----------- ------- ------------------- ------------------- ------- -------------------\n",
+       "    3283  1680 327858169910921745 178.39740154659697   0.21344983439497145     46     1 ...   1.517233740585756           0      57 0.44861429732571634  1.8761456819435922  611609 0.44861429732571634\n",
+       "    4071  2475 327858175959107365 178.95166593410087    0.5330106831978032     45     1 ...   5.505921783629076           0     116  0.9129694471891772   3.427972654596468   33714  0.9129694471891772\n",
+       "     316   473 327858127657503118 179.76595895926474   -1.3778669536628012     40     1 ...  -9.499190836802372           0      49  0.3856508871747386  0.8026712375568048  715002  0.3856508871747386\n",
+       "    2278  1096 327858151795721492  178.5581832615578   -0.5503185345077595     44     1 ...  -6.906623611354267           0     102  0.8027834794249661   4.132856309781886  377049  0.8027834794249661\n",
+       "     218    47 327858139732902877 179.61271625352748   -0.9553646765535753     47     1 ... -12.171315001443832           0     123  0.9680624310712826   5.878712517950107  111236  0.9680624310712826\n",
+       "    7098  3997 327858169940282249  180.1730535117349   0.17289706767667368     42     1 ...  2.0135336332391875           0      88   0.692597511660755  1.0790868636464568  265471   0.692597511660755\n",
+       "    8092  4343 327858157864880676 180.30104029354644  -0.22101348900748394     46     1 ...  -2.048221066469273           0     101  0.7949130531560938  2.3067570564725925   51712  0.7949130531560938\n",
+       "    3070  1540 327858175963303011 179.08684906682518   0.44122321804114334     39     1 ...   4.832786334977159           0      90  0.7083383641984995  1.8905613114804338  322571  0.7083383641984995\n",
+       "    6476  3028 327858188068062300 180.72302096628147    0.9667352514734269     49     1 ...   4.688036418792772           0      48 0.37778046090586637 0.18421899727331542  423293 0.37778046090586637\n",
+       "    7045  3980 327858163900482240 180.17165056473283   0.10252987446602678     47     1 ...  0.5195328386080252           0      76  0.5981523964342884  0.3727026983372992  152035  0.5981523964342884\n",
+       "    9366  4600 327858133705688479  180.3510798742933   -1.2191329904497377     49     1 ... -10.116759059814507           0      76  0.5981523964342884  0.7482516938642931  589183  0.5981523964342884\n",
+       "    8119  4323 327858157864879846  180.2751125109219  -0.19426847859090474     45     1 ... -2.1481140872138673           0     126  0.9916737098778993   2.393846006648759  273617  0.9916737098778993\n",
+       "     282    85 327858133697300817 179.79920961999835   -1.2637700623765964     49     1 ...   -9.63448357110004           0      74   0.582411543896544  1.7121496834162193  659556   0.582411543896544\n",
+       "    1508   876 327858139716127703  178.6732903689495   -1.0869611067806226     44     1 ... -13.642012744026289           0      62 0.48796642867007745  0.9184603423186953  719132 0.48796642867007745\n",
+       "    6179  3022 327858182015682270  179.9641509567628    0.8311775275797335     46     1 ...  10.642289515605334           0     149                 1.0   5.142234051184593  349608  1.1726935140619603\n",
+       "    1049   919 327858151808303180 179.35073409024537   -0.5830476615334916     43     1 ...  -5.793472051283767           0      98  0.7713017743494772   1.366346978501087  316772  0.7713017743494772\n",
+       "      60   407 327858145768506576 179.44870980410133   -0.6358519558513294     40     1 ...  -8.047430524032142           0     112  0.8814877421136883  1.9896523846491905  149969  0.8814877421136883\n",
+       "    4135  2282 327858182003099186 179.24340109009668    0.6265455796392012     46     1 ...   5.092125004778486           0      96  0.7555609218117327  1.7638991538681696   88285  0.7555609218117327\n",
+       "    6079  3430 327858175980079057 180.18867782962346   0.41369745537321934     41     1 ...   2.704314178913922           0      78  0.6138932489720329   1.400010301421758  302267  0.6138932489720329\n",
+       "    5200  2718 327858188051286793 179.67878102431092    0.9273208645470684     49     1 ...  12.081405236251554           0     119  0.9365807259957938  5.5382760132963025  117081  0.9365807259957938\n",
+       "    3263  1695 327858169910921024  178.3661802416606   0.32935822400993275     45     1 ...  2.0564624959840665           0      57 0.44861429732571634  1.3595464226204592  449237 0.44861429732571634\n",
+       "    6406  3198 327858188063868539 180.40925245790964    1.0073671204560501     46     1 ...  12.292189212880427           0     101  0.7949130531560938   2.518022306959168  434384  0.7949130531560938\n",
+       "     ...   ...                ...                ...                   ...    ...   ... ...                 ...         ...     ...                 ...                 ...     ...                 ...\n",
+       "    2143  1256 327858157839714452 178.86539617457814   -0.3287435345613216     49     1 ... -2.2231884502085757           0      69  0.5430594125521829   2.140803371591325  220042  0.5430594125521829\n",
+       "    7122  3504 327858163904676515 180.46853546094488  0.004637420857453823     49     1 ... 0.12135169704138035           0      71  0.5588002650899274   2.658751741816734    9740  0.5588002650899274\n",
+       "    2381  1233 327858145751728792  178.3502842975237   -0.6810708600245757     43     1 ...  -3.959645705831729           0      54  0.4250030185190997  0.4597189294946245  589728  0.4250030185190997\n",
+       "    4476  2416 327858194082693176  179.0147147048516    1.2217228280580912     49     1 ...  11.669666759782936           0      75  0.5902819701654163  1.3823230646156215  377224  0.5902819701654163\n",
+       "    3067  1531 327858169919308167 178.96512592355546    0.2895683942252403     45     1 ...   2.343254248694884           0      95  0.7476904955428606   1.536558580864636   36254  0.7476904955428606\n",
+       "    8415  4181 327858145789479459 180.71809726852982   -0.6456942242409728     39     1 ...  -7.292187775131871           0      66  0.5194481337455663  2.4078139321876417  387347  0.5194481337455663\n",
+       "    1339   854 327858139720321472 178.92702086845384   -1.0324952259540863     39     1 ...  -7.360980037960855           0      76  0.5981523964342884  1.9323649461117676  681353  0.5981523964342884\n",
+       "    4421  2184 327858188034508986  178.5385088774039    0.9077489251877927     43     1 ...   10.16786930615693           0      69  0.5430594125521829  1.1902815302570393  613078  0.5430594125521829\n",
+       "    8143  4311 327858157869073980 180.52299934026533  -0.35894553037956584     49     1 ...  -2.021428931708466           0      54  0.4250030185190997  2.8635143538498213  299575  0.4250030185190997\n",
+       "     170    12 327858139732903562 179.72337874140632   -0.9027819679636647     47     1 ... -11.136791431574663           0     149                 1.0   5.142377695401394  342696  1.1726935140619603\n",
+       "    2160  1448 327858163879510906 178.78554457592986 0.0007891822912992597     44     1 ... 0.14063443283764998           0     122  0.9601920048024104  3.4102852027513872  257358  0.9601920048024104\n",
+       "    4304  2058 327858188038703711  178.8106027079456    0.9928481384920383     48     1 ...  12.392722591735366           0     108  0.8500060370381994   2.858254786768493  698835  0.8500060370381994\n",
+       "    7193  3808 327858175988466066   180.571390139718   0.48589357416245554     43     1 ...   4.540127828988275           0      99  0.7791722006183495  3.7764668497580076  617564  0.7791722006183495\n",
+       "    1320   870 327858133684716929 179.00558195364405   -1.1429686943178787     49     1 ... -11.827944365572996           0      95  0.7476904955428606   2.221432295537178  496907  0.7476904955428606\n",
+       "    7349  3559 327858163913066729 180.98886824112478   0.12177314073120668     41     1 ...  1.4457829893377552           0      56 0.44074387105684415  1.2299536570109804  449778 0.44074387105684415\n",
+       "    5121  2620 327858182011487931  179.6828198628355     0.659059788590814     46     1 ...   6.400471166559996           0      97   0.763431348080605  1.5836582410969682   62138   0.763431348080605\n",
+       "    9299  4503 327858139745486914 180.43104026737538   -1.0290032290823008     46     1 ... -12.942647731246312           0      81  0.6375045277786495  2.2816376003821324  402138  0.6375045277786495\n",
+       "     441   311 327858127661697974 180.03803986467713   -1.4228807956549943     44     1 ... -12.329037204053861           0      69  0.5430594125521829  0.1360058035389532  392542  0.5430594125521829\n",
+       "    5166  2950 327858188051285506 179.52518070408595    0.8908835554582324     49     1 ...    8.37782200214973           0     114  0.8972285946514327   3.655910185687424  267754  0.8972285946514327\n",
+       "     146   101 327858139728709719 179.38464945199675   -0.8998759801590822     40     1 ...  -7.256661907089383           0     100  0.7870426268872216  3.4772167328642234  170911  0.7870426268872216\n",
+       "    1386   893 327858139716125507 178.64250172750445   -1.0540630203425225     48     1 ...  -9.837720342910185           0      53  0.4171325922502275  0.7336313184153014  606658  0.4171325922502275\n",
+       "    1436   978 327858139716125949 178.65834068432252   -0.9226575132267402     41     1 ... -4.6729405542491005           0      59 0.46435514986346077  0.9330263686699861  586722 0.46435514986346077"
       ]
      },
-     "execution_count": 60,
+     "execution_count": 66,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -296,167 +357,30 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 61,
-   "id": "92bd5ebf",
+   "execution_count": 67,
+   "id": "06252510",
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/plain": [
-       "OrderedDict([('ZMIN', 0.039),\n",
-       "             ('ZMAX', 0.263),\n",
-       "             ('DZ', 0.0001),\n",
-       "             ('NRAND', 2531909),\n",
-       "             ('FIELD', 'G9'),\n",
-       "             ('AREA', 180.0),\n",
-       "             ('BOUND_PERCENT', 1.0),\n",
-       "             ('VOL', 2531908.950723488),\n",
-       "             ('RAND_DENS', 1.0),\n",
-       "             ('VOL8', 2144.660584850632),\n",
-       "             ('NRAND8', 2144.660584850632),\n",
-       "             ('NRAND8_PERR', 46.31048029172913),\n",
-       "             ('RSPHERE', 8.0),\n",
-       "             ('FILLFACTOR_INFRAC', 0.7766460011003555),\n",
-       "             ('EXTNAME', 'TilingCat'),\n",
-       "             ('TCOMM1', 'GAMA ID'),\n",
-       "             ('TUCD1', 'meta.id;meta.main'),\n",
-       "             ('TCOMM2', 'SDSS objid'),\n",
-       "             ('TUCD2', 'meta.id'),\n",
-       "             ('TCOMM3', 'J2000 coordinate'),\n",
-       "             ('TUCD3', 'pos.eq.ra'),\n",
-       "             ('TCOMM4', 'J2000 coordinate'),\n",
-       "             ('TUCD4', 'pos.eq.dec'),\n",
-       "             ('TCOMM5', '3-arcsec fiber magnitude'),\n",
-       "             ('TUCD5', 'phot.mag;em.opt.R'),\n",
-       "             ('TCOMM6', 'Extinction-corrected SDSS DR7 Petrosian mag'),\n",
-       "             ('TUCD6', 'phot.mag;em.opt.R'),\n",
-       "             ('TCOMM7', 'Extinction-corrected SDSS DR7 mag'),\n",
-       "             ('TUCD7', 'phot.mag;em.opt.U'),\n",
-       "             ('TCOMM8', 'Extinction-corrected SDSS DR7 mag'),\n",
-       "             ('TUCD8', 'phot.mag;em.opt.B'),\n",
-       "             ('TCOMM9', 'Extinction-corrected SDSS DR7 mag'),\n",
-       "             ('TUCD9', 'phot.mag;em.opt.R'),\n",
-       "             ('TCOMM10', 'Extinction-corrected SDSS DR7 mag'),\n",
-       "             ('TUCD10', 'phot.mag;em.opt.I'),\n",
-       "             ('TCOMM11', 'Extinction-corrected SDSS DR7 mag'),\n",
-       "             ('TUCD11', 'phot.mag;em.opt.I'),\n",
-       "             ('TCOMM12', 'Survey code for redshift source, see notes'),\n",
-       "             ('TUCD12', 'meta.code;meta.dataset'),\n",
-       "             ('TCOMM13', 'Spectroscopic redshift, -1 for none attempted'),\n",
-       "             ('TUCD13', 'src.redshift'),\n",
-       "             ('TCOMM14', 'Quality of redshift'),\n",
-       "             ('TUCD14', 'meta.code.qual;src.redshift'),\n",
-       "             ('TCOMM15', 'Tests of NQ=2 redshifts, see notes'),\n",
-       "             ('TUCD15', 'meta.code.qual;src.redshift'),\n",
-       "             ('TCOMM16', 'ID of spectrum from SpecAll table'),\n",
-       "             ('TUCD16', 'meta.id.cross;spect'),\n",
-       "             ('TCOMM17', 'Redshift uncertainty, c delta ln(1+z), see notes'),\n",
-       "             ('TUCD17', 'src.redshift;stat.error'),\n",
-       "             ('TCOMM18', 'Number of GAMA spectra within 1 arcsec'),\n",
-       "             ('TUCD18', 'meta.number;spect'),\n",
-       "             ('TCOMM19', 'SDSS Petro half-light surface brightness'),\n",
-       "             ('TUCD19', 'phot.mag.sb;em.opt.R'),\n",
-       "             ('TCOMM20', 'r_psf - r_model star-galaxy separation parameter'),\n",
-       "             ('TUCD20', 'src.class.starGalaxy'),\n",
-       "             ('TCOMM21', 'J - K - f_locus star-galaxy separation parameter'),\n",
-       "             ('TUCD21', 'src.class.starGalaxy'),\n",
-       "             ('TCOMM22', 'Extinction-corrected r-defined auto AB mag'),\n",
-       "             ('TUCD22', 'phot.mag;em.IR.K'),\n",
-       "             ('TCOMM23', 'Flux from FIRST-SDSS matching by John Ching'),\n",
-       "             ('TUCD23', 'phot.flux.density;em.radio'),\n",
-       "             ('TCOMM24', '1 for match to H-ATLAS SDSS possible ID'),\n",
-       "             ('TUCD24', 'meta.code'),\n",
-       "             ('TCOMM25', '1-deg strip, 2 for GAMA I regions'),\n",
-       "             ('TUCD25', 'meta.code'),\n",
-       "             ('TCOMM26', 'Bitwise target criteria, see notes'),\n",
-       "             ('TUCD26', 'meta.code'),\n",
-       "             ('TCOMM27', 'Useful for selecting samples, see notes'),\n",
-       "             ('TUCD27', 'meta.code.class'),\n",
-       "             ('TCOMM28', 'Useful for selecting samples, see notes'),\n",
-       "             ('TUCD28', 'meta.code.class'),\n",
-       "             ('TCOMM29', 'Priorities for targeting, see notes'),\n",
-       "             ('TUCD29', 'meta.code.class'),\n",
-       "             ('TCOMM30', 'Number of survey_class>=3 targets within 40 arcsec'),\n",
-       "             ('TUCD30', 'meta.code.class'),\n",
-       "             ('TCOMM31', 'CATAID of object in TilingCatv11, see notes'),\n",
-       "             ('TUCD31', 'meta.code.cross'),\n",
-       "             ('TCOMM32', 'Mask value 0.0 to 1.0 around V<10 stars'),\n",
-       "             ('TUCD32', 'meta.code'),\n",
-       "             ('TCOMM33', 'Mask value 0.0 to 1.0 around V<12 stars'),\n",
-       "             ('TUCD33', 'meta.code'),\n",
-       "             ('TCOMM34', 'Visual classification, see notes'),\n",
-       "             ('TUCD34', 'mata.code.qual'),\n",
-       "             ('TCOMM35', 'Initials of classifiers, xxx for none'),\n",
-       "             ('TUCD35', 'meta.id'),\n",
-       "             ('DATE-HDU', '2015-09-04T13:22:37'),\n",
-       "             ('STILVERS', '3.0-8'),\n",
-       "             ('STILCLAS', 'uk.ac.starlink.votable.FitsPlusTableWriter'),\n",
-       "             ('DMU', 'EqInputCat'),\n",
-       "             ('NAME', 'TilingCat'),\n",
-       "             ('VERSION', 'v46'),\n",
-       "             ('DATE', '2015-05-22'),\n",
-       "             ('CONTACT', 'Ivan Baldry <i.baldry@ljmu.ac.uk>'),\n",
-       "             ('GOLD_NGAL', 113687),\n",
-       "             ('DDP1_ZMIN', 0.0390699990093708),\n",
-       "             ('DDP1_ZMAX', 0.2629899978637695),\n",
-       "             ('DDP1_VZ', 7594754.153764196),\n",
-       "             ('DDP1ZLIMS_NGAL', 113687),\n",
-       "             ('DDP1_NGAL', 45293),\n",
-       "             ('DDP1_DENS', 0.005963721679858641),\n",
-       "             ('DDP2_ZMIN', 0.03914999961853027),\n",
-       "             ('DDP2_ZMAX', 0.1937000006437302),\n",
-       "             ('DDP2_VZ', 3156659.558717707),\n",
-       "             ('DDP2ZLIMS_NGAL', 73942),\n",
-       "             ('DDP2_NGAL', 33396),\n",
-       "             ('DDP2_DENS', 0.01057953807776663),\n",
-       "             ('DDP3_ZMIN', 0.03903000056743622),\n",
-       "             ('DDP3_ZMAX', 0.1015800014138222),\n",
-       "             ('DDP3_VZ', 457819.2340050841),\n",
-       "             ('DDP3ZLIMS_NGAL', 18121),\n",
-       "             ('DDP3_NGAL', 8842),\n",
-       "             ('DDP3_DENS', 0.01931329953669401),\n",
-       "             ('TMR_DDP1', '[-21.8, -20.1]'),\n",
-       "             ('TMR_DDP2', '[-20.6, -19.3]'),\n",
-       "             ('TMR_DDP3', '[-21.8, -20.1]'),\n",
-       "             ('D80LIMS', '[-1.0, -0.75]'),\n",
-       "             ('D81LIMS', '[-0.75, -0.55]'),\n",
-       "             ('D82LIMS', '[-0.55, -0.4]'),\n",
-       "             ('D83LIMS', '[-0.4, 0.0]'),\n",
-       "             ('D84LIMS', '[0.0, 0.7]'),\n",
-       "             ('D85LIMS', '[0.7, 1.6]'),\n",
-       "             ('D86LIMS', '[1.6, 2.9]'),\n",
-       "             ('D87LIMS', '[2.9, 4.0]'),\n",
-       "             ('D88LIMS', '[4.0, 10000.0]'),\n",
-       "             ('DDP1_d0_VOLFRAC', 0.2879104063150402),\n",
-       "             ('DDP1_d0_TIERMEDd8', -0.9207558941496925),\n",
-       "             ('DDP1_d1_VOLFRAC', 0.1146066510323285),\n",
-       "             ('DDP1_d1_TIERMEDd8', -0.6657531003735868),\n",
-       "             ('DDP1_d2_VOLFRAC', 0.08247686153498549),\n",
-       "             ('DDP1_d2_TIERMEDd8', -0.4835302012959428),\n",
-       "             ('DDP1_d3_VOLFRAC', 0.1611691704123112),\n",
-       "             ('DDP1_d3_TIERMEDd8', -0.2181488802297873),\n",
-       "             ('DDP1_d4_VOLFRAC', 0.1731655031764409),\n",
-       "             ('DDP1_d4_TIERMEDd8', 0.2747642477954721),\n",
-       "             ('DDP1_d5_VOLFRAC', 0.1076667903035503),\n",
-       "             ('DDP1_d5_TIERMEDd8', 1.032812911402553),\n",
-       "             ('DDP1_d6_VOLFRAC', 0.05214158437703798),\n",
-       "             ('DDP1_d6_TIERMEDd8', 2.049219367103829),\n",
-       "             ('DDP1_d7_VOLFRAC', 0.01311459480085179),\n",
-       "             ('DDP1_d7_TIERMEDd8', 3.300181158736169),\n",
-       "             ('DDP1_d8_VOLFRAC', 0.007748438047453653),\n",
-       "             ('DDP1_d8_TIERMEDd8', 4.785698286299573),\n",
-       "             ('comments',\n",
-       "              ['Science targets and information for tiling and spectroscopic',\n",
-       "               'observation.'])])"
-      ]
-     },
-     "execution_count": 61,
-     "metadata": {},
-     "output_type": "execute_result"
+     "ename": "FileNotFoundError",
+     "evalue": "[Errno 2] No such file or directory: '/cosma/home/durham/dc-moor2/data/GAMA4/randoms//randoms_bd_ddp_n8_R1_0.fits'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
+      "\u001b[0;32m/tmp/ipykernel_225463/3220222810.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      6\u001b[0m     \u001b[0mfpath\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfpath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreplace\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'.fits'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'_dryrun.fits'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      7\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 8\u001b[0;31m \u001b[0mrand\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mTable\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfpath\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      9\u001b[0m \u001b[0mrand\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmeta\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m~/.local/lib/python3.9/site-packages/astropy/table/connect.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m     60\u001b[0m         \u001b[0mdescriptions\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpop\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'descriptions'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     61\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 62\u001b[0;31m         \u001b[0mout\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mregistry\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcls\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     63\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     64\u001b[0m         \u001b[0;31m# For some readers (e.g., ascii.ecsv), the returned `out` class is not\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m~/.local/lib/python3.9/site-packages/astropy/io/registry/core.py\u001b[0m in \u001b[0;36mread\u001b[0;34m(self, cls, format, cache, *args, **kwargs)\u001b[0m\n\u001b[1;32m    182\u001b[0m                         \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    183\u001b[0m                             \u001b[0mctx\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mget_readable_fileobj\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mencoding\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'binary'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcache\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcache\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 184\u001b[0;31m                             \u001b[0mfileobj\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mctx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__enter__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    185\u001b[0m                         \u001b[0;32mexcept\u001b[0m \u001b[0mOSError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    186\u001b[0m                             \u001b[0;32mraise\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m~/.conda/envs/lumfn/lib/python3.9/contextlib.py\u001b[0m in \u001b[0;36m__enter__\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    117\u001b[0m         \u001b[0;32mdel\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mkwds\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfunc\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    118\u001b[0m         \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 119\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mnext\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgen\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    120\u001b[0m         \u001b[0;32mexcept\u001b[0m \u001b[0mStopIteration\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    121\u001b[0m             \u001b[0;32mraise\u001b[0m \u001b[0mRuntimeError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"generator didn't yield\"\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m~/.local/lib/python3.9/site-packages/astropy/utils/data.py\u001b[0m in \u001b[0;36mget_readable_fileobj\u001b[0;34m(name_or_obj, encoding, cache, show_progress, remote_timeout, sources, http_headers)\u001b[0m\n\u001b[1;32m    269\u001b[0m                 \u001b[0mtimeout\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mremote_timeout\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msources\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msources\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    270\u001b[0m                 http_headers=http_headers)\n\u001b[0;32m--> 271\u001b[0;31m         \u001b[0mfileobj\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mio\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mFileIO\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mname_or_obj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'r'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    272\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mis_url\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mcache\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    273\u001b[0m             \u001b[0mdelete_fds\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfileobj\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: '/cosma/home/durham/dc-moor2/data/GAMA4/randoms//randoms_bd_ddp_n8_R1_0.fits'"
+     ]
     }
    ],
    "source": [
-    "fpath = os.environ['HOME'] + '/data/{}/randoms/randoms_bd_ddp_n8_{}_{}.fits'.format(version, field, realz)\n",
+    "#fpath = os.environ['HOME'] + '/data/{}/randoms/randoms_bd_ddp_n8_{}_{}.fits'.format(version, field, realz)\n",
+    "fpath = findfile(ftype='randoms_bd_ddp_n8', field=field, dryrun=dryrun, survey=survey)\n",
+    "\n",
     "\n",
     "if dryrun:\n",
     "    fpath = fpath.replace('.fits', '_dryrun.fits')\n",
@@ -467,8 +391,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 62,
-   "id": "cb1b780c",
+   "execution_count": 68,
+   "id": "5fa0cd43",
    "metadata": {},
    "outputs": [
     {
@@ -477,13 +401,13 @@
        "Text(0, 0.5, 'DEC [deg.]')"
       ]
      },
-     "execution_count": 62,
+     "execution_count": 68,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
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ISNOXwLtzFCLUCD51zClDwLGWnVl9qKkoTgFwZe/3Vd2+IT9M8hKSbyF516nMSJ5Dcpfk7vHjx7Vl3aO9Pvs4GnKKiFrMnrF8UntJ6+kR7dGGr407e9vDkob7prb7vwXjee1LG/FMQumPTqOmoAr4CNRuOAE4w5T0R0ea1JrGbH0x++0ADovI9wF4L4DXTSUUkSMisiMiO4cOHSom4CZBHoxeGTPVMsZYPhove4kGY6qXX6upKl1uqNd3C434HDkX632Ox5Zf687WVBTHAPRHCHfp9u0hIl8WkW92P18D4P6FZHOSa6qjNiLzHwICwhdztSh2dwe99rlefito3p+5upxLGYSGHYlNU1uZpYx2a7QyNRXFBQBOI3kqyRsDOAvA0X4Cknfq/XwCgE8WlG+SqeF/7cpXSlGFLLq6fqeWOzeXn1LOEhTDkL7MqTUhR13OEadpThm03nkL9cD37cxpU83qSUSuJ/lcAO8GcAKAc0Xk4yR/GcCuiBwF8DMknwDgegBfAfATteQd4npYGpY+UTI1NuTP7Vk+N5e/zQyVRvAUYqU6HJqH9sJ+rByxeeWUXxO2IogmOzs7sru7W7TMEpVKEy0TyiQZoGcSmrPsTae26eUYsc+nhXqdUl7NZ0HyQhHZGTvW+mJ2E8wNXqcebqyJoa9li2+uvqEf5mTSJiRHNSUcUfYmMbYwr+E1rz3F47VWplCvSzM3Hdaq/KYoFJgzz4x5+D5n+OZau/K1NE/c5mtYDq3rD51WbCW+07DzFuOkl4qmJVSpN2tyjYLk/TzO/5aIXKooT3Ns+xSFxlDYx8M6pazZfLHdz3BIyL0Imh4EgJFnQdTvrKxJ6bylnJcr71J31bWY/WdYWSa5lNapAA5rCtQapRYBp873DWWRWs4Umi9GzMJdtPLAfkc2YxrXdFzQ9CAAjC3YhouUhdCQOLlkANpRnL64FMUFIvII18kkz1eWZ/GkLqRN/R5LW9MypRSxymwZV9cGgvApDK06pFmv5/DtcLU2anBRarQ8uUYxpyR80xjThFSaGNM6jXKN7cDXB2Pt8OXrrR3juJe7fpau/znX6GKUfAy2mG00QUoQun35aAiz5cz5p0wdr9HolyLJgXNmXS6VqiMKFyQv0hZkabRkybPpeIVr6P5vRrNUHx+TcNXyAj2US5TZx8cTPAaV6TsFOeaIUhQi4mMRtdFsSk+pFVzWKHMWTYApCG2G9zM0fHxweXP5ZVyz0Dinf39ClMlGjyiMaVoZabQiR042/wrbIdWSDwh7XgcU08i+HMQGJezfn9S1x33leOeUl1lFQfLrJK8d/F1J8q0k715CyCVRaqQxN6dfIgSIarpIOWwkUYaUBmtvtOhTjsN8tMS7pRVjSotW6rdPUMBXYPVRod/Hqr6cBeB7AFwE4FwAD88k20bjY9bm81GeWnFqtF+oYH+ViHOMeIKc9Bz1Nqdpaosx0kpBEnAYGqTiM/X0BBH5HRH5uohcKyJHAPxbEXkzgNtmkmvjmZsDBvIoAY2eYQu0I4kxZOgwOnVsjFr103fk29I70MdljaaBj6L4R5I/SvJG3d+PAvintXwZZVs0MYEAS2APzCjJnL9F6hcVtWhVAaypvebooyieBuDpAK4B8MVu+8dJ3gzAczPK1gSxZnu+DklGGHYH6xIasXhupBzTPMe+R0t+/2orstk1ChH5LIDHTxz+c11x2mBfnKAuLLBrraBfAV3hCGo/7D6tzrUam0FqnfdZnws9L4eJbUlqvrM+Vk//nOT7SV7W/f4+kj+fX7R6DB+FTzC79R+AA4qjxR6QVpwen31a2AJ2fUrd/xzhabRkrzUyqdmx85l6+l0ALwbwLQAQkUuwsnwyRlhrfdcow5eaFcPnZShtwmhKoh2WMImTS0YR94fFaimSnOX6KIqbi8hHB/uuzyHMJtDiNNOQWCWQkl8IS55LNtxoPVuvOqxS0nTervXJGnV4ToGl4KMovkTye9Ddd5JPAXB1JnmapiXP0BRc5oup+fWJzbtlJWvcwPrpxsRMCiqn0U+euuI/xSgLjSnqXHfFx+HuOQCOALgnyWMAPgfgxzPJ0wRTi0YplXzYOMcs1MWU7bO+kgu172es81OQydCh/yxqhAWvsbA71y4Mj4fKN2c44zovN75WT48keQsANxKRr2eXqiLan20MUTj9SqLxIpRWOnO00As0NoMaEQk0Ol1T71HrVoiub2b/x4n9AAAR+e+ZZKpKzUcV0hsZq1g5K1vNStzu67Pd5LRCm6vLJRtWzYY9NSRPLYXiGlHcqvv/LwA8AMDR7vfjAQwXtzcS7R5+tBzwM9lttUfic+/61mL7pum6/21e2XYjGK+bJUaftS0Ca4xoAFTzBXF9CvWlIvJSAHcBcD8R+VkR+VkA9wfwzzQKJ/kYkpeTvILki0aO34Tkm7vjHyF5WKNcX1LmG2OYtKLIXnIYQzlnl+A87t1Uj6q1azduYOq5+07BhObbCqFtQag3u6u8Wu+Dj9XTHQBc1/t9XbcvCZInAHgVgDMA3BvA2STvPUj2UwC+KiL3APAbAH4ttdyWaWFEEGM665KaZHLlrn9XDF98GsXZCLKhZSaEvN8XdyrB6sh1ru/1tBz2x8fq6fUAPkryrd3vJwI4T6HsBwK4olssB8k3ATgTwCd6ac4E8JJu+y0AXkmSUrFFTQmhPJVeayirMWesfWtbUH5GHsaerM80VMw7MvzdtyYMsSgcvnMaswYpdXxWaTby/syOKETkZQB+EsBXu7+fFJFfUSj7FABX9n5f1e0bTSMi1wP4GoDvHsuM5Dkkd0nuHj9+PFqoKf09ZuY6JNasbWiPva+XE5JfUOlxaNiG++TRSk/K8CeHv8OUklk38sMyfdc2DhiCJEkZTyuKYA6fEQVE5CKsPlTULLL6TsYRANjZ2Ym++1MnpvSCvMseqcStVSMNG2+fPJbyAm07wwCawecnmotq1ZNWa9us9Rdu8BKXzjM7x7VMjihIzioGnzQOjgG4a+/3Xbp9o2lIngjguwB8OaHMIlgjd5ADC+CZP5FqlCHXVKe2D1AOQtY3oj/1OzdCGqTL1fK4RhT3InmJ4zixarhjuQDAaSRPxUohnAXgqYM0RwE8E8CHADwFwPml1ycmezxotxdSGq9ej+dazAHvVi0hDXVyvANTaxJTv30ItlLqr4PI9JfjQtY3ll6PXYrinh7nfzu2YBG5nuRzAbwbwAkAzhWRj5P8ZQC7InIUwO8BeAPJKwB8BRWi1i7Ri3KKmIba51hor8eZdoH3dVvJ8aT21uu6/H0XwjXfSU0Dk9Lk6sByiTdjjp2dHdnd3Y06lwCw0EqixVJfEqMsuUYUQL7GejSiAZbf49eA5IUisjN2zMePYqsY9mLGLJE2naEVVh8ifL51m+7dNjHnP7Pvt2+ePZPVsfcwhv65oyPiftroUjYbUxQz9CvtWCWac7bRQOslCWXqpQrtfdnoZDNx1SxtD/uUOhRyrtXUcVxWT/cg+ZCR/Q/h6vsUGwsxYRM+sn/otBNUjmcjXuolKUmsFZRRn5zxt1qpByle2iXzLIVrRPEKANeO7L+2O7aVaDa8NRtxL6c3pXzGSPHWNeqS+qSc4S4aqQf96deQOu7rkBvSUWrhnrgUxR1E5NLhzm7f4WwSNUKMSV0JYud+hxxY0BuTPyLuU05i1kcMXTTuf2rIi5KkzBjM5ev6PWRqlqMULkVxG8exmynLsXh8K1Pqw3bN/aqvRxR2eppLU79fZYSivb6Wo9GOlbCEI9+aMVPhA+dlkWaFS1Hskvz3B4QhnwXgwnwi1UezKg69N30qet/Sam7oO2fR0QpaPhTtXuF2UNKQQas+z43CY0vRkE9T2eR8N1wOd88D8FaST8MNimEHwI0BPCmjTBuFy3tzzoHNx9kveIoMaRVq1gu7gA+G2b23SeqzT3muc1Fj9/2OLCMHY/4ivk6FJf2dJhWFiHwRwL8m+YMAvrfb/Q4ROb+IZA0RGz7cdW5sMLTURjq3mWIJT/aWXvRtIeVLdr4B61Kea4kGM1fD7JtnTQMQ1zezHyEi54vIn5L8vIh8rnfsySLyR2VErI/3+gMOziVO9QB8ez/D8ybLVkqTQmyIj+jyYEqjJr4N116dH+yPCRczhW9dSFFuLU/t5sa1RvHy3vYfDo79fAZZFg05/yW32IqmNr+vPKc65lNSEoFZQuVG22fCd00ttC75pvZSEuhNCQVJkUbSwr+iHGO4FAUntsd+bz2TPaP+tsLCVUho45g85/JNWR8JlcOH7e3jLZMQY45QQs5y1vH1/5Km375h9yfS5ZbUpShkYnvs90ayfiRzD9FlmbTvJipUvBwNdcjcp8+9CEnvW67zvHVZUWcbLlIWl6PLTKgHJaId5MDXX6OW3C6rp7uTPIrV+7feRvf71OySNcC64s1ZGpR+eDXXI0IXs7PYvfe+F9DaC7/t7D2TSs+ldn2oUSdLrNW5FMWZve2XD44Nf28sc4vLNSpGyfWI2i9en6GxQEuybQqpjc7UwvWSCXkPtMxXQzpDJe61yzz2z9bbJA91+44XkKlpao8mStLKta1fFhn8HtKGtMslt49NrvNz96hzGqHMneu9+B5dkh+u6LEk+UskvwTgcgB/TfI4yV/MLJORAe1wA6H5pZS+Tcq5NP3nktPHJmecon4HIpbg+qxhmBJzzkR4j9y4FrOfD+ChAB4gIrcTkdsC+FcAHkLy+QVkMxTRbFzX5oNB5aeUl2g2aIvc0/SfS87OxLC+5IjjpNGD9yGm/o+WOcy3sSCcfVyK4ukAzu472onIZwH8OIBn5BbMcFMzkqSrquboac31VOdMHW384Yd2I5TiJ1Gzfo/Rr2e56pO3Y2+Fe+NSFCeJyJeGO7t1ipPyidQeOR6LdhTZmsw5UYVea0gv18escC4onJGOduMV8kxLPE9f89US1JDDpSiuizy2cfja6ZfwGUgpMya9DznnpoOmBKZ8WXoWasANHt3bRO7rrWn5N1Zy7l53C53HknXYZR57X5JjX7gjgJtmkqdp5l6FGiazwWsFmmsVPqZ7Do/1OSumUEJk6SuLNvqJ+uyLU5SrjMZMqNfklilH7iXX/UJxmceeUFCOjSLVdjoVDfttH5IWD3tl1Wpo+iPF9pq6ePb8TVxpMivnsfxzhREPSeN73t7os0ElWAPX1JMxQko4jzmGUySxspSy/hgSGoeqlZfwgPVJFSnSWVt4+ZiL5l441fZz8Zne1PR3cHVgYu6JVoy2Wov8VRQFyduRfC/JT3f/bzuR7tskL+7+jo6lKc1chU3pIYdW+NRy9u3zOc9DHva2cxAaayqykBs203PLBnt/wMFRhK+zlgsN44Tc5O5wDK83prx9054J97T/jpWk1ojiRQDeLyKnAXh/93uMb4jI6d3fE8qJF0fqom6qyaDvaGZfmIH1Po9yfV6P3GOEkHWIqXvhY0m1tz081y1eFjjyvz+9lNRTHyvPcX/6PgQhSrs15eJizjzbdSWxVxmifGqMw2spijMBvK7bfh2AJ1aSQ42QxicWn0ZyVtkMz1Eody/vRhqDsZHZnAmvL2OKo9+rH/4+INvgvyufqbJz+4Y4/R9mzp26z1pTmpNponM/yKzRSsK5S6WWoriDiFzdbf8dgDtMpLspyV2SHyb5RFeGJM/p0u4eP14+JFUr8+0umPlDLCFD6vX+Uua6PiONqLKwv+GeasSH6wfDNGP5YCJtCJrX6jMFk+M98Hl2pd4+52irkY5SDlzmsUmQfB+AO44c+rn+DxERklPP+W4icozk3QGcT/JSEfnMWEIROQLgCADs7Oy032qPkNv6ZqohD325NSyj1vurKFil63XdhzFFMJq345hPOXNo+uvkXHcaKgNXvSlhksuVIN5yrWXbVLIpChF55NQxkl8keScRuZrknQBcM5HHse7/Z0l+AMD3AxhVFDXQbthD8irle6B1TkuESj+n7GJZP8OWGqApmVKnjkKuL9o3R1GByKqgfXmuF5KXXfvjqDX1dBTAM7vtZwJ42zAByduSvEm3fTKAhwD4RDEJPfCtMFPTLClD1dKWHkuhhNxaZaSOqnJO26UaZrjon606DZh52gsooyRafPdqKYpfBfAokp8G8MjuN0jukHxNl+ZeAHZJfgzAnwL4VRFpSlEAYdZMoT2nVLxMXjP4YqSQ+pLETKOFHs/ZiIYQcq2qi70R0QD23Rclw4IW0Xj+Y1aJtck29eRCRL4M4IdG9u8CeFa3/ZcA7lNYtGBaruiaFk2liJlWCJ0O2LeoHDnNoZU+ltBpltJP2TV15TPvr70OMbSESw0hM3WO9vNv5e00z2wFcmn9pdqhDyE5bS7q2aNPMdmMSd/i/e5PYbam4IdoGTv44Duqn/KP2cZ1ulBMUSiQq8rs6/1o9q5Szo0waxWRyXvk06PP5Y3tOq+V6aU+KWsaGusCNZVn7LPSKG9bTWL7mKJQgshXaWJfgzmbc195x5yoohorxbhBIcdbOS8GrRol8BudOfOo0ItOlTkWX4uvbRlZmKJQYm1O50uJnohWA6vlVeszOshFSrlaMnt5GA+d2hLLSPVI17j2lBxabYgP3GfNvBXz0sIUhSKTTlUjL2/pF6D2dMnUbx98JXelS7nfarb5HvmMKdPQab7QMqfwqade6wPREpQl6T4r5TuXVy1MURRA2yx2Lx5QYMXOrSy0co/tVXstUs+UVRJOBHFMqS+z6zkB6X3MNH1k21vX8iy3Frk6b62OikIwRbFAfE0715Sa5+2vfWg6E8aspUzmPVNWSYaWOGti/F/Wv3KZ86bcpb11rYhycxMzHRiTh5csKrnkwRTFhjFW2UrPTU81gGN5hzgsaqWbo3ZvN8b/JXbUlarUQ9EsS9u5zZUmZVrTV842VOc4pig2gH417Fe20GmIPhpxjKZk0IohlIu+WXItSjXeLqU+JUMroWdSTZjHlOSw3u6Nxj1l0uqotYYpigUxZ+56YP+c1VOiPM68B2a0rduijzkF1ny953qxsYRMo2g4w9Vi6P09ZL1QP7UeFGsGHmylFpi+FqYoFkQt88Z9+UWeV9oWPdjSxOEU6FPOVGMUkscBmQLz8SHEZLoFBa5BSqiN3B2c9lXuClMUCyGXs1qEILr5ZaJUr9fV8/QZTU2dG3J8jCTve0e5rnxb8FWZzD/yvFwdnGW8RTdgiqIy3gtdjSzU5m6AN6EXe8C8V/meed2jhDhhrpGM60q0fVU0LJL28g+UJ6YWBpmrR+RfE1MUBeH6L9Fb1qusqemMDNNXqsELFzD/PUd2M2RPS52Q9LHlpJA60vJNE0NMrktYu4nFFEVBZP1XYK2hlHXJ8HioBc2BvPzFMgqSY5yn6Ui4BJZ8BaYoFoBXKIVCcsQSYmu+bzu6xHyNS7Z8s+SqQwsKvG/OWtr/IxWijXsYiymKxpiyw54dpucR54AcORgqwn3bg3QhtDQVEOM1rjqlN8KSGtq1KWvfeGBJI5J2amIcpigaI9YnYsmU9ryOJSUUSuo5rs5CaYu4MZ8TDWJDZfgEUQxVKrUVS2uYojAA6AfL8/F6LU2KrwOQV1GlhDIppUD7itJVYi7F5Xv9qfcjdLTS58B7lCRJO5iiaIC5ypTawPmwL6Af8rxssd6uobg8cYfUHqWsSTUC0GZsnWgJI7/s/hiBU8Bt1K50TFE0wF4jPXW8YAO37i227Dw1R0sKwfdOTK1H1JJ7ap0ohpL1ITX+U0r+m4wpioYYKozk6Z+EdNrOUzUo1UC5SvG9E60HSkxBK8BkbTm2GVMUDbKuzilxd0iqfvBnTgbNb0YsrWHYtuZHY7SpvTYU836UrItLxxTFQgiOYpmhkdSIe1Pa29ZeczcxDWFKQL25daocMZlSaMF/qQWqKAqSP0Ly4yS/Q3LHke4xJC8neQXJF5WUcWlo9Hx8zAyX1sNKGS0t4VpjTUrX+Pjo5GAuYu7oOQr575UzY9m0hGdfklojissAPBnAB6cSkDwBwKsAnAHg3gDOJnnvMuItDw1zPh8zwxbmeXMoxVavFXBf75y1VNV4SR4j0BCfhTGHxNCYZmOpU/wu2qgh+amiKETkkyJy+UyyBwK4QkQ+KyLXAXgTgDPzS7f57LOqSc3LowxtNBq22kogdo6+dLThGEKevKtnP5fP8NxY7/cgZzzvlJtFy2sUpwC4svf7qm7fKCTPIblLcvf48ePZhVsyvkPumBfPpwxXmVPHfKbFNNDOVzOKr+95tR0btVSUK6TJaHqRYIvBkOmnpcdrSiGboiD5PpKXjfxlGRWIyBER2RGRnUOHDuUoYtGEvjhzPS1NKyefKQqfaTGNBlJ7zt4lZwxzirz/3FJGFalrHznwcUocsxjULm8bOTFXxiLyyMQsjgG4a+/3Xbp9Rke/hzPX20m1mhoqjha9dLU8v3PL7DsqmFs3ybmuMtdJ0ChHKx/M1FWtcrZZbbQ89XQBgNNInkryxgDOAnC0skxNIRPbocT0+mvN1fbL1YhHVeKcybwcx1ruzZZQRkH5dP+nFvBbvpdLoZZ57JNIXgXgwQDeQfLd3f47k3wnAIjI9QCeC+DdAD4J4A9E5OM15DUOUvLV22eZ1d+OaABSw2NoNjoaOS3JjJNo38gB6EVGUMltM+AmatudnR3Z3d2tLUY11Ib0I3nOTXHlWvDLlu+gF5rz3uXOq4UYUT7EWBqFXk2O57jpkLxQREb92lqeejIi2Wv0oLcouTf/P5dOoazQfEPLGzaoueIshfgy+DK38D/nSKZNTs/uvfSB+c8aYgTmZ5ii2GgE8y9ljcXm2uX59MhdtOrLkGNaZ86STHOkpMVsnVcraXswRbHFlPIZaIkYL+fYdKXvR874XqnGDDlCiaSOltuvre1gimKLaX2KIgclrbdcjV9L8ZVi8Kk5oWsm/XUiLxkiRstThhGGG1MURhA+PfKxFKmOZ6Ee2r45524sxvxRxvaXYEqWUuWFnpdDOlMOcZii2GKGL2KqF/VeGs/yQxqSEA/tEBlSmfKOnqKEgmh1DSWUtqXbLkxRbDFzjkqppMwhazvTac9/rxmbXtIaPcWe36oC0F7XCE1nxGOKwtgf7iBTvqHHtcNwpIYwCUnrO/U2hk/ojpyMBcJzpg/Iu38FPuf5LnDPrUUY6ZiiMPax72Uu0FOLLSO1161R3hQpTXpuheBjfdRPN1cfhqNSX3JMT8bkb/hhisKYpB+2OYQS0ySle905F1gBnak2zZhdofc31GLJWBamKAwnez3GwX/nOTMN9pIakwPrD5nKGWtofRv/9fkh9329lXo9PuszzvMzpTV0MUVheCGD/0NzVa1RRGtKJNcoxcfTOWc4Dq2QKMlrSRP5TqU16mCKwohjYK7aWujpnKiGGi+Yl6aBgI/c3r4sPt/n8MzLyIMpCiOK9pvzeWK9plU+ghOgYDUbXC18/Wm0FOEm1LclY4rC2FpCgwb6kGPqbMmNZGoARqMNTFEYW42ruSoRQjuEXEHuNJvsFkc/RjqmKIyitNaTdDVXGo2Z11x+ghf4vuPeUumcF5MXEWZBZ7SBKQqjKNn9EXLkmfLBpYCoqT7lp37+tQbDiK1DCzqjfUxRGFVI8QDP0at2kTqySG2oY77VMDy/BuvRgymE5WOKwqhOzjhMtdD+fvUSvx3SHz0Yy8YUhdE8s4HpEiPFeskQGstowYHqcnpXG8vEFIXRPGPN1r5575lIsXve4ykyaIwKIs6J+WaI6/zU8sf22ahh8zFFYSwSV+O0Z1Uz+M6GpgNYvxxt9k1bDY6FGgOkNuJj55ti2D5MURgbx55VTeYIs7kDBAKOmFC97Rjl1zdTNYw5qigKkj9C8uMkv0Nyx5Hu8yQvJXkxyd2SMhrbQ7/BrG1KOkTDvHb0HNjIwPDnxErlXgbgyQB+xyPtD4rIlzLLY2wx/QZz/Q2OuamtGo2sq1wzQzVyUkVRiMgngfZ6b4YBzDe4yd9wGOSx/j3X2MceM4xUWl+jEADvIXkhyXNcCUmeQ3KX5O7x48cLiWcY4RxYoJ7YbxitkG1EQfJ9AO44cujnRORtntk8VESOkbw9gPeS/JSIfHAsoYgcAXAEAHZ2duydMwzDUCKbohCRRyrkcaz7fw3JtwJ4IIBRRWEYhmHkodmpJ5K3IHmr9TaAR2O1CG4YhmEUpJZ57JNIXgXgwQDeQfLd3f47k3xnl+wOAP6c5McAfBTAO0TkT2rIaxiGsc3Usnp6K4C3juz/AoDHdtufBXDfwqIZhmEYA5qdejIMwzDawBSFYRiG4cQUhWEYhuHEFIVhGIbhhEv4WlgoJI8D+JverpMBbEq8KLuWNrFraZNNuZYS13E3ETk0dmAjFcUQkrsiMhmldknYtbSJXUubbMq11L4Om3oyDMMwnJiiMAzDMJxsi6I4UlsARexa2sSupU025VqqXsdWrFEYhmEY8WzLiMIwDMOIxBSFYRiG4WRxioLkuSSvIXlZb9+bSV7c/X2e5MXd/pNIvo7kpSQ/SfLFE3meSvIjJK/o8rrxgq/lPJKf6+VxeoPXcmOSr+2u5WMkHz6R5+1Ivpfkp7v/t13wtbyE5LFeHo+teC2nk/xwJ8cuyQd2+0nyt7r34BKS95vI8/7d9V7Rpc/+TeNM1/EBkpf3nsntc19HxLXck+SHSH6T5AsceeZtw0RkUX8AfgDA/QBcNnH81wH8Yrf9VABv6rZvDuDzAA6PnPMHAM7qtl8N4NkLvpbzADyl8efyHACv7bZvD+BCADcaOee/AnhRt/0iAL+24Gt5CYAXtPBcALwHwBnd9mMBfKC3/S6sPt/9IAAfmcjzo91xdunPWOh1fADATuPP5PYAHgDgZa76k7sNW9yIQlafQv3K2LGuZ/OjAN64Tg7gFiRPBHAzANcBuHbknEcAeEu363UAnqgu+Aja11KTwGu5N4Dzu/OuAfD3AMacic7E6nkA7T4X32upwsS1CIBbd9vfBeAL3faZAF4vKz4M4DYk79Q/sft9axH5sKxapdejwHPRvo6ahFyLiFwjIhcA+NZUfiXasMUpihkeBuCLIvLp7vdbAPw/AFcD+FsALxeR4QP6bgB/LyLXd7+vAnBKCWFniLmWNS/rhty/QfImBWSdY3gtHwPwBJInkjwVwP0B3HXkvDuIyNXd9t9h9TGr2sReCwA8t3su55aaRpvgeQD+G8krAbwcwHoa8xQAV/bSjb0Lp3T7XWlK8TzEX8ea13bTPb9QYgrNwfMwfi0+ZG/DNk1RnI0benrA6hvb3wZwZwCnAvhZknevIVgEsdfyYgD3xGq4ejsA/ymznD4Mr+VcrCrzLoBXAPhLrK5tkq732oItd+y1/DaA7wFwOlbK/tdzCjnDswE8X0TuCuD5AH6voiwppF7H00TkPlgp/4cBeLqyfCE0/Uw2RlF0UzJPBvDm3u6nAvgTEflWNy3wFzg4LfBlrIam66/93QXAsdzyuki4FojI1d2Q+5sAXouVgqnG2LWIyPUi8nwROV1EzgRwGwB/PXL6F9dTBt3/awqIPEnKtYjIF0Xk2yLyHQC/i7rP5ZkA/qjb/t89WY5h/2ho7F041u13pSlFynVARI51/78O4PfR5jPxIXsbtjGKAsAjAXxKRPrD4r/Fau4OJG+B1cLWp/ondT3VPwXwlG7XMwG8Lbu0bqKupTu2bliJ1TzlZcM0hTlwLSRv3l0DSD4KwPUi8omRc49i9TyARp+L77UM5sifhLrP5QsA/k23/QgA62m0owCe0VkNPQjA13pTfwBWHREA15J8UFfHnoF6zyX6OrqpwpO77ZMAPA5tPpNZirRhOVf3c/xhNey/GqvFnasA/FS3/zwAPz1Ie0ustPPHAXwCwAt7x94J4M7d9t2xsuS4okt/kwVfy/kALsWq0v8vALds8FoOA7gcwCcBvA+r8MbrY69BZ4mC1dzr+7F6ad4H4HYLvpY3dM/lEqwasjvVuhYAD8XKOutjAD4C4P5dWgJ4FYDPdLLu9PK5uLe909WvzwB4JboID0u6DgC36M69pHunfhPACQ0+kzt2aa7FylDiKqyMCYCCbZiF8DAMwzCcbNLUk2EYhpEBUxSGYRiGE1MUhmEYhhNTFIZhGIYTUxSGYRiGE1MUhjECyW93oR0uI/l2krcZHL+Y5Jsc56+j+P70xPF/UJLzx7qIoX+skZ9hjGGKwjDG+YasvK2/F6sAbs9ZHyB5LwAnAHjY2tlugheKyKtzCikibwbwrJxlGIYpCsOY50PYH2TtbKwc6N6DVaTSWbrvBXyIq+84/JfBsReSvKALGPjS3v5f6L6X8Ock3+j6HoFh5MQUhWE4IHkCgB/Cypt6zY8BeBNWHrZne2b1mwB+W1ZB6PbCSZB8NIDTsIrtczqA+5P8AZIPAPDDAO4L4Aw0FLrc2D5MURjGODfj6it26/Dm7wUAkjsAviQif4tVeJHvJ3k7j/weghuizr6ht//R3d9fAbgIq8i/p3Xp3yYi/ySroHVvT74iw4jEFIVhjPMNETkdwN2wih20XqM4G8A9SX4eq1hCt8aq5+/DWLwcAviVbj3kdBG5h4g0FWLaMExRGIYDEflHAD+D1fc/bozV1+3uIyKHReQwVmsUPtNPfwHgrG77ab397wbw70jeEgBInsLVt5v/AsDjSd60O/Y4lQsyjAhMURjGDCLyV1hFGX0xgGMi8oXe4Q8CuLfHpzb/A4DnkLwUvYVxEXkPVt9C+FB37C0AbiWrz18e7cp9F1ZRUL8GACR/esrs1jByYNFjDSMDJM8D8Mci8pa5tI48biki/0Dy5lgppHNE5KKRdA8H8AIRsVGHkQUbURhGHr4G4D8n9vyPdAvqFwH4wwkl8WMA/ieAryaUYxhObERhGIZhOLERhWEYhuHEFIVhGIbhxBSFYRiG4cQUhWEYhuHEFIVhGIbh5P8DzMiAlKW+Cj4AAAAASUVORK5CYII=\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -504,8 +428,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 63,
-   "id": "60a40be3",
+   "execution_count": 69,
+   "id": "abb3d800",
    "metadata": {},
    "outputs": [
     {
@@ -514,13 +438,13 @@
        "Text(0.5, 0, 'V')"
       ]
      },
-     "execution_count": 63,
+     "execution_count": 69,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -540,8 +464,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 64,
-   "id": "f8bf52ae",
+   "execution_count": 70,
+   "id": "08c26dbd",
    "metadata": {},
    "outputs": [
     {
@@ -550,13 +474,13 @@
        "(0.0, 0.6)"
       ]
      },
-     "execution_count": 64,
+     "execution_count": 70,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -580,19 +504,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 65,
-   "id": "e066f028",
+   "execution_count": 71,
+   "id": "07e42cce",
    "metadata": {},
    "outputs": [],
    "source": [
-    "pos = np.c_[rand['CARTESIAN_X'], rand['CARTESIAN_Y'], rand['CARTESIAN_Z']]\n",
-    "pos = rotate(rand['RANDOM_RA'], rand['RANDOM_DEC'], pos)"
+    "#pos = np.c_[rand['CARTESIAN_X'], rand['CARTESIAN_Y'], rand['CARTESIAN_Z']]\n",
+    "#pos = rotate(rand['RANDOM_RA'], rand['RANDOM_DEC'], pos)\n",
+    "\n",
+    "pos = np.c_[rand['ROTCARTESIAN_X'], rand['ROTCARTESIAN_Y'], rand['ROTCARTESIAN_Z']]\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 66,
-   "id": "a6855c0d",
+   "execution_count": 72,
+   "id": "8b927de2",
    "metadata": {},
    "outputs": [
     {
@@ -601,13 +527,13 @@
        "Text(0, 0.5, '$y$')"
       ]
      },
-     "execution_count": 66,
+     "execution_count": 72,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -627,8 +553,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 67,
-   "id": "d56fabab",
+   "execution_count": 73,
+   "id": "8f4df100",
    "metadata": {},
    "outputs": [
     {
@@ -637,13 +563,13 @@
        "Text(0, 0.5, '$y$')"
       ]
      },
-     "execution_count": 67,
+     "execution_count": 73,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -663,8 +589,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 68,
-   "id": "80dc1319",
+   "execution_count": 74,
+   "id": "7d64f88a",
    "metadata": {},
    "outputs": [
     {
@@ -673,13 +599,13 @@
        "(0.0, 1000.0)"
       ]
      },
-     "execution_count": 68,
+     "execution_count": 74,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 720x720 with 1 Axes>"
       ]
@@ -705,8 +631,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 69,
-   "id": "b7df5c3a",
+   "execution_count": 75,
+   "id": "1776de49",
    "metadata": {},
    "outputs": [
     {
@@ -715,13 +641,13 @@
        "(0.0, 1000.0)"
       ]
      },
-     "execution_count": 69,
+     "execution_count": 75,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
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\n",
+      "image/png": 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H1WpFd3c3uru7ATz3iLm6usLFxUXVHjE00iIfsZoYvogxmUxFkRgqYpoTKloomiLFe0UOUocailEoFLgCzcXFRV2H95UTLblcjvO7oNSOlpYW9Pb2ore3F0CxR0w8HofD4ZDlEdMMC6qW4kxMxOTzeS5aS0VMc0JFC0UTqim2LYfSSEs8Hoff78fQ0BBGRkZ0f7iVEi2BQAAbGxtcy6jX60VnZyc8Ho+ux0e5STUeMc0UadGrtZuKGApARQtFA+R6r8hBSaTl9PQU+/v7ePDgAdxut2rHIgehaGEYBtvb27i+vuZarBmGKZrDk0wmsb+/z6UnGt33w8hU8ohJpVJwuVyciGmWVGAtxZmYiMnlcjdEDH/4IxUx9Q8VLRRVyWazSKfTsNlsqgsWQF6kJZ/PY21tDQzDYHFxUfMW13KIjQjo6OjA/Pw811ElrLF45ZVX4HA4cHp6ilgsJjs9QdEOoUcMy7KIxWK4urrCxsYGYrEY2tvbwTAMOjo6dPWI0RM9Iy2VMJlMRR1gYiKGFPWSuUn0Hqo/qGihqAIJ1Z6fn+P6+hp3797VZD9SIy2xWAx+vx+jo6MYGhqqeRElES2hUAjr6+uSRgSYzWb09/ejv79fND1B3F87Oztr6v5KeX59iUfM6Ogotre30dLSgmQyidPTU+Tz+SKjOz3rqbTEyGkwMRGTzWa54Y9kgjWJxFARUx9Q0UKpGr73CqnN0IpKLc8sy+L4+BjHx8d4+PAhXC6XrO0TcaHFwyuZTGJnZ0fRxGix9ARxf93Y2EAmk4Hb7UZnZ6fu7q8UcZxOJydM+R4xh4eHXP0SETFqesToST2NK+CLGPKMIiKG1N0J00kU40FFC0UxQu8VcuNrNRuI7KOUKMrn81hZWYHFYsHi4qKihUCL1uRMJgOfzweWZVWZGA08P06XywWXy4XR0VHO/TUcDuP4+BgMwzTEoljP8IVvKY+YcDiMvb09zgiPGN3Vy4Jp5EhLOfiOvECxiMlmswBARYxBoaKFoohS3itai5ZS249Go1heXsb4+DgGBwer2r6aoiUcDmNtbQ137tzBzs6OZg8+vvsrULwo7u7uqmqcRqlMpcVcWL+Uy+UQiURweXmJ7e1tWK3WIo8Yer20RYqISSQScLvdcDgcVMTUECpaKLIp572id6SFZVkcHh7i9PQUjx8/htPprHr7ahw/y7LY29tDIBDA7OwsHA4Htre3FW1HyZusmHFaJBLB+fk5Njc3YbfbuXoYWtSrPnKvm81mK/KIyWQyiEQiXBE2uV4dHR1ob2+n10tjxETM/v4+bt++jUKhAOCtmhgycoCKGH2gooUiGX46qJT3ip6Rllwuh+XlZdjtdsXpICFqpIey2Sz8fj/a29uxsLCgevRGCS0tLejr60NfXx8AcEW9BwcHiMfjcDqd6Ozs5DxHKLXFbrdzRdjAW9fr8PAQ8XgcbW1tnIhpa2ujIkZjyMsMSRWxLAuWZZHJZG4U9vK7kyjqQ0ULRRJSvVf0irRcXV1hZWUFt2/f5h7sam5fKeS47ty5w701k+0qPRYtHn6tra1obW3F4OBgkefI5uYmMpkMXC4XJ2JoUa981L5uwuuVTCYRiUSwu7uLZDLJdZJR0akd/PZuMY8YvohhWbaoHoaKGPWgooVSETlW/HqIlmQyifX1dTx9+hRtbW2qbl9pVIRlWRwcHOD8/Fy149JrXpHQc4RhGMRiMYTDYZycnKBQKBQV9dbS76Ze0Nre3ul0wul0Ynh4uKiTjC86iYih4yHUoZwnjZiIYRgG6XSa+zeLxVKUTqIiRhn06UMpiRIrfi1FSzabhc/nQ6FQwOLioiY5ZCVCIZfLwe/3o7W1VdFxGe3hZTab4fF44PF4MDExgUKhgKurK84jxmQycQtiPXW66ImeXTVinWSxWAyRSASrq6sN6xGjN3KuKRUx2kFFC0UUvveKHNMlreo3SBfO5OSkpl04cgtxr6+vsby8rHqaihxLrWthgOcP166uLs5zhN/psrW1hZaWFi6VRItEaw9fdI6Pj6NQKCAajRZ5xPBFDI2cSaMaIVpKxKRSqaKiXypiKkO/rZQixLxX5Nw8anXf8I9nd3cXoVCIM2Xb2dlRbftCpAoFftfSkydPqu5aquZY9EbY6UKmIfOLRPlFvc348DWSfwm/3R143g5PjO5I5IzvEUM9fbSHPFfJyxcVMdKhooXCIUwHKblJ1EwPEVM2j8ejmilbJaREivL5PJaXl2Gz2VTrWqpnhNOQk8kkwuEwtre3kU6nm7K+wkiiRYjVar0ROeMP6iQip7Ozs6xHjBEFdb0iRcTwJ1g3s4ihooUCQHk6SIhaN1IwGMTGxgbu3bvHeY3oQaXohlomdmocixHhF4nyi3qF9RVEHNPURO2x2Wzo6elBT08PgOcvC1dXVzg7O8PGxkZJjxgjC7N6R0zE8O0mAHDdSVartakmWNMnRpMjTAfVuqiSYRjs7Ozg6uoK8/Pzur+Zl0pv8WcaPXr0CO3t7bocS72JFiFi9RXX19e4vLzEs2fPuNREZ2cn3G53w0St6nlBt9vtNzx9rq6ucHR0hFgsxnnEuFyuuv2MSqjlZy0lYvL5PDf/iZ9OamQRQ0VLE1PKir9WpNNp+Hw+dHV1YX5+vibHIyYU8vk8VldXYTKZdE0HNYJoEUJm8NjtdszPz3OpCb59PamHqedFsZ5FixDiEUPSf0JjwpWVFS4S43A4GuZz8zHafShW2EtEDPk5P53USCKGipYmRY73ih6QTpTp6WluqFwtEAqFWCwGv9+PsbExDA0N1ey4GhWx1AQZ+sh/q68351ejLXJqwZ823tPTg9XVVYyNjSESiWBra6tha5jKebQYATERk8/nixoqGkXEUNHSZCjxXtEShmGwubmJRCKBhYWFmruv8gtxT05OcHBwgIcPH8Llcul+LI0YaamE3W6/UdRLnF9TqRTn/EqiNUamXhcFqZCFXGhMGI/HEQ6Hsbq6ilwuV9ReXev7WymFQqHmz0o5iImYXC53Q8TwJ1jXy/eVipYmgmVZnJ+fw+FwGKIVNZlMwu/3o7e3F/fu3av58QDPb+Z8Pg+/3w+GYbC4uKhLsajYZ29G0cJHzPlVWNTrdrvR2dlpONO0RkoPlUIs+mA2m+F2u+F2uzE+Pg6GYbj26uPj47p1V2YYpq7rrUwmU9Hxi4kY4fBHo35/6+MbQ6kaEl25uLhAT0+P6vb3cjk/P8fOzg5mZmbg9Xpreix8crkcNjc3MTExgeHhYcPeuM2IyWTiFsSxsTFuQQyHw5xpGt+pt5aLTDOIFimf0Ww2F3nEiLkr14NHjNHTQ3IREzHZbLZo+KPZbEZLSwtsNpshSggIVLQ0OMJ0EJlQqsd+xb7khUIBGxsbyGQyWFxcVPR2rNUgwbOzM1xcXGBsbAwjIyOqblsJzR5pqYRwQczn80V+I1arlft5Ob8RLWiG66bkHhRzVxbziOno6IDb7TaMUGg00SJETMSQWj6n08lFYkg6qZYihoqWBkbMe0XrgYbAWwZzwremRCIBn8+HwcFBTE9PV+UFo2a4tlAoYH19HblcDiMjI4aZkktFizysViu6u7s5X59MJoNIJILT01PEYjE4HA6uHkaPol6jvJlqhRoLubAQO5vNIhKJ4Pz8HJubm2hpaSkSnrU6p40uWoSQZ6zdbuc+dzabRTabxde+9jXs7+/jM5/5TE2OjYqWBqSc94rFYkGhUNB0/2Ki5fT0FPv7+5iZmYHH46l6+2ot5slkEktLSxgcHMTo6CgODg40FQrNkDYwCna7Hf39/ejv7y9q1d3b20MikSgq6nU4HKruuxmusxafsaWlpcgjhoyIOD4+Rjwe54RnR0cHFwHQg3orxFUD8pn5YwWA58af/MGPekNFS4NRyXtFz0gL8PyLv7a2hnw+r1pRq1rzjUhdzYMHDzghpfbsJD5y01o00qIe/FbdoaEhsCyLeDyOSCSC9fV1ZLNZrsulo6Oj6qLeZrhuekQfhCMiiPDc399HIpGA0+nkrpmWzQX1XoirhEKhIPqZ4/G4LuaapaCipYGQ4r2ip2iJx+Pw+/0YHh5Wtai12s/AMAw2NjaQSqVu1NVoKRRKbbvUeaGiRTtMJhNcLhdcLhdGR0fBMAyi0SjC4TCOjo7AsmxRl4uSBYtGWtRFTHgmEglEIhFuzhWJnhGjO7VotvQQQewzJ5PJmnpWUdHSAMjxXjGbzVzaSCtMJhNOT09xcXGhicdJNYt5KpXC0tIS+vr6MDU1pWskqtRxBwIBnJ6ecnb2aqcqKJUxm83wer1cJxsp6g2Hw9jd3ZU8RJDQDOmhWi/kJpOpyCOG3xJPomdut5sTMdV4xNT6sxqJZDKpyVR7qVDRUueQVjWpgw4tFgvX1qYF+Xwe0WgULMtq5nGiVFgQ19379+9zHSdC9EgPEViWxdbWFqLRKEZHRxGNRotSFel0mrPlpuiLsKiXFIjyhwiScQNitRXNIFqM9hnFWuKj0SgikQhOTk5QKBSKjO7kpACpaHkLmh6iKIYU28qx4jebzZoV4pIJyA6HA5OTk5oZR8mNtDAMg62tLcTj8Yquu3qlhzKZDHw+Hzo6OjA7O4tcLgev18ulKq6vr7G9vY2tra2i1l2Px0MfnjVAWCAqVltBRIxRus+0xmiiRQg/ejYxMcEN64xEIpyvj9QUYDOKllLPwWQySUULRR7VWPFrkf5gWRZHR0c4OTnBo0ePcHBwoGndjJzPkE6nsbS0hJ6eHszOzlZ8yOohWoij671799Dd3Q2WZYsWAOI/4vF40NPTg/b2dkQiES5SVOktn6I9ZIjg4OAgV1sRDoexubmJTCaDTCaDy8vLqtMSRqbeFnIyrJPMNuOnAPf29jiRI/ZyUCgUDOW4rDXlBCkR6bWCipY6Q8x7RQ5qi5ZcLoeVlRXYbDZuArLWxb5ShUUgEMDm5qasIYxaF78eHh4iHA5jdna26I28lI0/8NzLore3F729vQBuvuW3t7dzD2Ojz+NpRPi1FSRS9uqrryKZTHJpiXq0rq+E0SMtlRBLAQonjpM6pkKh0FS1ZqU6h4DnoqUWs9gIjXH3NAFC7xWljoRqCorr62ssLy/j1q1bGBgY0GQfYlTaPsuy2N7extXVFebn52Ut5Gp6wPDJ5/OIxWKw2+1YWFiQ9IZaSkAJ3/L5A+ry+Tw8Hg83j6dRFsh6wmw2w2KxYGJigktLCK3ryWJoJNdXudRbpKUSLS0tRS8HxJzw5OQEwWAQDocDmUymKSKclUQLTQ9RylLJe0UOapjLsSyLg4MDnJ+f4+nTpzfmGOkRaSm1/XQ6Db/fj46ODszPz8s+V1pEWmKxGPx+PxwOB27fvi3rQV/pWPitu2NjY0V5+0ZaIOsZMev6SCSCi4sLzvWVpPva29vrZjFkWbahv098c8Lt7W04nU7u2RePx3XziKkFNNJCUYwU7xU5VCsostkslpeX0draisXFRdGHlh6RFrHFPBQKYX19HVNTU9wCIRe1u4dOTk5wcHCAR48eYWtrS/axyEWYtycLJLFFJ/UwelnZU24iTPel02lu6GM9LYYMwzRNJI9hGLS2tsLr9XIRzmQyiUgkgp2dHaRSKc08YmpBOdGSSqVqWmzeHN+4OoSfDpJbbFuOagQFKSC9c+cO98BVex9SEG6fZVns7OwgHA5jbm6uqgeGWpEW/jwj0votd9tqHItYPQzxHkkmk3C5XNxbPq2HqQ0OhwODg4NFi2E4HOYM01wuF7cYGuka1XtNixyENv4mkwlOpxNOpxPDw8NFDstkIKxaHjG1oJxoqXWEjYoWAyLXe0UOSgQFy7LY3d1FMBi8UUAqhpZeJ2T7ZDHPZrPw+Xxwu92Yn5+v+mZSo6YlmUzC5/NhYGAAo6Oj3PVTIkLUTlW1trZiaGiIcxSNxWJF9TCNWDBaT/AXw5GRETAMwxmmGa1mqdFqWspRycZfzGGZXLfT01PuuinxiKkFpUSLERy66VPJYKidDhJisVhkCYpMJgO/3w+XyyW5gFSrYlb+9hmGQTgcxtraGu7evctNia2WaqMbpGNpZmaGc1dVum09phATM67x8XGuHiYcDmN/f59rvZbqAktRH7PZDI/HA4/HU3SNhDVLtfDwaaZIi1yBJnbdiNGd0CPG4/EY7gWhXKRFi3VJDsY6U00MeevN5/Noa2vT7OEjx1yO1IjIFQVaGtgRLi4ukMlkJEV+5KA0SkQ6lq6vr0sa2NUiPSQHYT0McYE9PT1FLBaDw+HgUkm0HqY2iNUsCdt0yTVyuVyaXiMqWqRDxkAQJ+58Ps+Jz729vSLx6Xa7az6ckUZaKGUh6aCLiwuwLIuxsTHN9iVlIeS3DCupEdFyvlE2m8Xp6SkcDofkyI8clAiFbDaLpaUleL1ezM3NqToAsZYPCb4LLJmwK1YP09nZWXc5+0bBZrOhp6eHe6nIZDIIh8M4Pj5GLBZDW1sbtxiqLTSbLT2k5me1Wq03Osqurq4QCASKPGKI+NT7PAtreAi1LsIFqGipKULvFYvFgmw2q+k+Kz200uk0fD4fOjs7FbUMA9oV4l5dXWFlZUXTG1musCC1BlKiUUaPtJSDP2GXFB6Sepjl5WXOQI3UWtT6TbFZsdvtGBgYwMDAQFGHy+7ublGHixpGhDTSoh5i4pMf5bTb7ZyI0aMtvlAoiH4/au2GC1DRUjOEVvwmk0kVD5VqIPUY1bQMA+qLFqEvTDgc1uw8Sa3H4R+T1BSV0WpaqkGsHkY4FZmfpmiWN3IjIdbhwi+8JvOulBaH0kiLdvA9YoC3XLBJW7yWETSgdHqItOTXEipaakApK365RbJqHs/W1hZisZhsB1kx1BQtuVwOy8vLsNvtnC/M1dWVZuknKTUt+Xwey8vLaGlpKelVU2rb9RppqYTQQC2bzSIcDuP09BTRaJR7yHZ2dtY8vNysiAnNaDTKecSwLFtU1FspWtZMkRagti8RQhdsfgSNDDDke/tUSynRQiMtTYYwHSRc7GoRaUmlUvD5fOjp6SlbjyEHtUTL9fU1VlZWcOvWLe6NA9BvErMYxN12fHwcg4ODqm5bjHoRLUJaWlq4N0V+PQzxHslkMri4uKhLD4tGQaw4NBKJIBgMYmdnp2j2jlhRbzNFWoxEOY8YMrCzWm+fUi3etbbwB6ho0Q0pVvxam7IJubi4wPb2Nu7fv889uNSg2pZn/tTox48f31D2Wp6ncsLi9PQU+/v7ePjwoSIb60ZKD8lBWA8jHCjIMExRmoLWw9QGq9UqWldxcnLCdY8REdPW1tZ0kRajUs4jhnj78I3upKQBy0VaqGhpAqR6r+gVaWFZFqurq0in0yXbc6uhGnM5knrhT40W275WEQgxwcUwDNbX15HNZjl3W6U0anpIDsKBgvl8vqgeptIbPkUf+HUVJFrGT0nk83kEAgH09fXVvW19JerpPhR6xDAMw7VXHx8fg2GYIqM7secZTQ81KcJi20qhVD0iLclkEslkEoODg5ientZkQVD6OaLRKJaXlyumXvSMtKRSKSwtLaG/v7/q86Xkb+vpYakUq9WK7u5udHd3A3jrDZ/ftsv3h6HoDz9aRtyUv/Wtb3HjKrLZLLcQSn2bp+gDMYkk0XSxqeN8ozvy8lyqEJdGWhoUJVb8Wkdazs7OsLe3x1mEa/UGK1dUsCyL4+NjHB8f49GjRxVvCq1rWsixk24qtdJn5Y5b7Fo0aqSlEsI3fOEsHhLq7uzspItjjSDdjsPDw2hpaSl6mz86OipyfK33lF+jpcHEpo5fXV1xtUwWiwWpVArxeBxer7foZZsU/Srhk5/8JP74j/8Yvb29WF5eBgB8/vOfx2/+5m9yKclf/MVfxIc+9KGy26GiRQNIdEWuFb9WTrL84X0LCwtYWlpCoVDQzDpajmjJ5/NYXV2FyWQqmQ6qZvtyIaJla2sLV1dXqqbPGrl7SCtKzeIJh8NF9TCdnZ2SOl70oFmuGb8QV/g2L0z5kaLfehwJ0egFx0KPmGw2i9dee63IZflP/uRP8N73vhexWEyx+ekP/uAP4sd+7MfwiU98oujfP/OZz+CnfuqnJG+HihYVkZsOEqJFy3M8Hoff78fQ0BAXXdF7CnO5Y/P5fBgdHcXw8LCs7Wu1MOTzeSQSCXR3dys21ytFM3UPaQU/X8+vh+F3vBCXXj1MuMRolmtWLgIhTPkJR0LY7XYu5ed0Og0dyWh00SKkpaUFNpsNU1NTAJ53THZ1deELX/gC/H4/+vv7EY1G8f73vx/379+XfO3e8573YH9/v+rjo6JFJUp5r8hBbTFxcnKCg4MDPHjwAG63W7P9CJGyfXJsSjpxtJoiTRx3bTYb7ty5o/r2m7V7SEvE6mHC4TCOjo4Qi8XgdDpr4g/TDNdOzmLOHwkBgGuB39/f5zpS1PQZUZNmEy1A8ffX5XLh05/+ND796U/jp3/6pzE3N4dcLod/82/+DVZXVzEzM4Of/umfxqNHjxTt6wtf+AJ+7/d+D/Pz8/iVX/mViql4KlqqpJL3ihzUetCRlAsA0W6XWoqWQqGAtbU1FAoFxZ04akdaWJbF4eEhzs7O8PTpUzx79ky1bfMpJ1rE3lppekg+Qhv7RCJR5F/hdru5N3yt6mEarQaiHEo/Z2trK4aGhrii3kQigXA4XHSdiIiptY9PM4qWUs+dVCqFu3fv4p3vfCc+9alPgWVZrKyscC8Ncvn0pz+Nz33uczCZTPjc5z6Hf/Ev/gV+53d+p+zfUNFSBVK8V/SGmJ+NjY1haGhI9He0LvgtJVoSiQR8Ph+Gh4cxPDys+HypGWkRtlhr+XCiNS36YjKZ0N7ejvb2dq4ehjjAkmJRsjAKCw6roZlEixrwrxPxGYlGo5xHDH+ulcfj0awWrxSlhgc2KuWeOcKWZ5PJhAcPHijeF4m8AcAP//AP47u+67sq/g0VLQqR6r2iF3I6cLSOtIidC9K5JExVKUGtSAupqVHibqsEWtNSW8xmM7xeL7xeL4CbDrA2m42LwtSqHoZSfJ0mJiaKWnT39va4n3d2dsLtdmsuKEq5wzYq5T5vIpFQZKxZirOzMwwMDAAAvvzlL0sSQFS0yKTaYlstINECq9UqqQNHT+ddvo/DwsKCKiF5NSItREQpdbdVQinRUigUcHx8DKfTWfTGTxdNbRE6wKbT6aKhdE6nkyvqlWOeRiMt6iI21+rq6grn5+fY3NzUfAJys6WHSnm0ANU54v7AD/wAvv71ryMYDGJ4eBg/93M/h69//et49uwZTCYTxsfH8Ru/8RsVt0NFiwyUeK8o3Y/UbZP5PHKiBXqJlmQyCZ/Ph4GBAYyOjqp2vqo5fuJum8lkqna3lYuYaCHnqKOjA4FAANvb21xnhVYFxxRxHA7HjXqYcDiMjY0NZDIZeDwedHZ2VpyITEWLtrS0tKC3txe9vb0Abk5AJsXXpKi32mtBRctbVBNp+f3f//0b//ZDP/RDsrdDRYtESLGt1ukgsrBV2j7Lsjg4OMDZ2ZnofJ5y6DFNOpfL4c0338SDBw/g8XhU3bbSWg8yHLKvr08zN+ByCEUIMa+bmZkpmuVCOivOz8+RTCaRyWS4N/5aFyU2C2J1FsQ87fDwEACK6iyEixoVLfohnIBMiq+JGSEZHqj0/mlG0VLq86bTaUUDGNWEipYKkHSQz+fDzMyM5l9eUiRbbj/ZbBbLy8twOBx44YUXZB+TViZ2wPMbfGNjA7lcDu94xzs06dBQEmkJBoPY2NhQfTikXFiWBcuy2N3dRTgcxvz8POx2O7LZLPc7pLPC4XAgEomgt7cX4XAYy8vLhjRTawaE5mnERfTy8hJbW1toaWnhhKXehaKUtxArvibDA5eXl1EoFIoiZlKuVTOKlnLnpdbngt5dZeB7r0SjUV32WWlBJpM7Jycniyqv1dyHUkgko7e3F62trZq1lMqJtLAsi52dHUQiEU4g1AoiFt988004nU7Mzc2VfQCQt3W32w23243x8fEbZmqkeLSzs9PwJl2NhNBFlKQo9vf3EY/HUSgUcHp6KrsehqIuwuGBhUIB19fXnEeMyWTixKhYxAwony5pREq9NBsl7UlFiwhC7xUyZ0NL63tCqXZklmWxt7eHQCCAp0+fVjU4TotIC3njJJGMs7MzVbfPR6poyWaz8Pl8cLvdqrvbKiGVSuHw8BDT09Po7++X9DfCzyk0U0un00UmXS6Xi6aSagA/RZFMJrGxsYF8Ps8VoZM5PB0dHTQSU0MsFgt3fwDPI2aRSISzrLfZbNx1IhPGmzHSUkqkGUG40LtHQCnvFb1Ei1gUJJvNwu/3o729HQsLC1XfQGazmRNk1ULm9MTj8RtzerT6gkvZJnG3vXPnDlewV0tOT09xfHyMgYEByYJFyud0OBwYHBzk8vlkLg8JhZNcPk0l6YfJZILVasXo6ChGR0dRKBQ4f5iDgwPu7V6vll0taJRWfJvNVlTUSzrI+BPGgeeusEZYsPWglGghDSi1hooWHuW8V7Q2ZCu1n3A4jLW1Ndy9e5cLRau9D6Wk02n4fD50dXVhdna26HxJLShWG5ZlcXR0hNPT06ojUmpAanzS6TQmJyeRTqcl/60SM7pyqSSr1Yquri6aStIY4feeDAvk18NEIhFcXFxwLbv1MoeH0KgLuLCDLJlMYmdnB4FAABcXF1wks6Ojo+YFqVpRyqclmUzKavjQCipaUJwOKuW9opdoIakbUosRDocxNzenal5cjZoWUtg6PT3NhVrF9qHnW2Q+n8fKygosFgsWFhYURxbUElxE1PX09GBqagqXl5e6OuKWSiUdHBwgHo+jvb2dC5U36gO4FlT67gjf7vn1MMQHw+jXpdS9vXWZwP9YvsAH7nXj8VB1JpK1hkwYd7lcGBgYQHd3NxfJXF1dRT6fh8fj4RyVtarh05tSGQWhG26taHrRItV7Rc9ISzqdxuuvvw6v14v5+XnVF/5qRAvLstje3sbV1VXZwlY9DeyAt6ZZj46OlhxfIBU1RAspmJ6amuJMsWptyy9MJcXj8aIHMOlK8nq9NJVUBXKvsbBlV3hd5Ha76EGp++P0Oo3rZB7HkXTdixYCKUwVRjJJUa+wDZ4U9dbrPVQoFESf61S0GAA5Vvx6iZZMJoOzszM8fPiQW+zURqmgyGQynBFapcJWPUWL2u621RTfEf+ci4uLGxEyI80eMplMcLlccLlcGBsb46zSw+Ewdnd3YbVaubd9amkvn2rmagmvi7DbhaQnalkPU+r+eNftTgx6HBjvMtak5moolS4RK+oVpmNJ7RIp6q0HStW0EOO+WtOUokWJFb/WooVhGC6CcevWLc0EC6DMXC4UCmF9fR337t2TNNFTD9HCrxdRa0QAoFwskPSU1WoVLZg2kmgRIrRKz2QyCIfDnMtoPaQsjIKa9R7ChVFoYe9wOLiFsa2tTbeFsdRntJhNuNNb+4VNTaS+wAjb4DOZTFFRb2trKyc49bxWciklWpLJpGILfzVpOtGi1IpfSxdZ4m/S3d2N0dFRzd+e5LQ8EyO0UCgkq7ZGa9HCMAxee+019Pb2YmpqStUHgBKxQCZYl0tPldturVNHQux2e1FBIk0lSUfL6yhmYU+iY8lkUrdC0WZqA1b6We12O/r7+9Hf3w+WZbnaJXKtyItAR0eHobx8aKTFIIh5r8hZ6CwWC/L5vOrHRfxNSEHr0dGR5hEKqYJC6HMi58bVUrQEg0Ekk0nMz8+LFgFXi9wp0sTjodIEayNHWiodh1gqiTyA6zUMriV6nQPinjw0NFTU8s4Xl6RQVM16mEbtHhJDDYFmMpnQ1taGtrY27lqRFwHi5UOKejs6Ompa1FtKtFQzLFFNmkK0CNNBSm42tSMtDMNgc3MTiUSiyN/EYrEgk8moth8xpAgKUkiqtNVaC9HCt79va2vTzI5fqlggRcnRaBTz8/MVzdzqVbQIEUsl8cPgSqcjNwq1WtDFCkWJuNzf3+dGERBxWc1CTEVLdQhfBPizrY6OjsCybJHg1DOaSUVLjeFb8Vcz6NBisahmyEYm+/b19eHevXtFx6RHLUg5AcZ33p2dnUVrq7KCOrnRikrwDfbm5ubwyiuvaGpeV+kakCiUx+O54VHTbAjD4GQ68vr6OnK5nCG7X7TEKAu6UFxms1lEIhGcnp4iFovB4XAorrFopvSQHjb+wtlWxGOJpP6I148agrMSVLTUCGE6qNqLrFYh7vn5OXZ2djAzMwOv16vZfspRqqaFCAOn01m1866UhV8q19fXWF5eLnK31dIHplKE4/r6GisrK5icnJTltitXyBk10lIO4XRkYfeL2WxGZ2cn50VkhMVdbYx6zVpaWtDX14e+vj6uxoIsiqlUStY05Ea9dmLUQqAJPZbEBCcROWobEpYTLUZwF29I0VLKir8aqhUThUIBGxsbyGQyWFxcLJmz1Eu0CAUFsb2vZhBjpX3Ihbjbnpyc3HC3VTuSw6fcto+Pj3F0dIQnT54octttdNEiRKz7JRwOI5vN4tVXX+VSSR0dHYqjekbE6As6v8ZieHhYdAREuWLrZoq0GOGz8gUn8FYBNt+QkIiYau+jUoKU+rRohBzvFTlUM2SQdJYMDQ1henq65v4m/P0TX5Hz83NVbe+r/Rz5fB6rq6swm81YXFy88dBUM5IjREwsMAyD1dVVFAoF0eNRut1mo6WlBf39/Tg6OsL8/DwSiQQikQg2NzeRyWS4VFI9DxasxyhEqXoYfnqCiM9mmsNDMNpnFRZgx+PxovvI7XZzglPu4NRSn5UMZK019flUEEGJ94oclEZATk9Psb+/X7GzpNr9KCGXy2F5eRl2ux2Li4uqnrNqRAtxtx0ZGcHw8HDJ7WtpvMY/dtKS3t/fj9HR0aqMw5ot0lIOfippZGSEK0YkowbULBzVk0a4ZmL1MOFwGCcnJ4hGo7BYLLBarUgmk2htbTXcot5M8It6R0dHwTAMotEoVxzPMAz3MuDxeCq+DJT6/tKaFhVR6r0iB7liIp/PY21tDQzDYHFxUfJbo15OsoVCAa+99hpu3boleeqwHJR+jvPzc+zu7kpqH9Yj0kJM9e7fv191txIVLeURFiPy8/jRaBRtbW3c277RU0mNtoiTCBkptj45OUEoFML29jbS6XSRP4zcN3uKupjNZni9Xni9XkxMTCCfz3MvA3t7e0X3mRxXZZoeUgkSXVE7HSREjmiJxWJFc3Dk+sFoGWkhdSLpdBrveMc7NPsSyhUtxN02lUpJcrfVUtwRQbS7u4tgMFh2xpLc7TaTCKkWYeFoMplEOBw2fCqp0VMnJpMJLS0t8Hg8GB8fB8MwXD3MyckJGIapWbsu5SZkujs/asZ3Vbbb7ZyIKddFRtNDVULSQT6fDzMzM5qHjqWICfIGcnh4qHgOjpaLcT6fx/LyMmw2G9ra2jRVzXJqgNLpNJaWlmS522otALa2thSZ6pWDRlqUQybuOp1O0VQSmcljhFRSo4sWoLg41Ww2w+PxwOPxcG/2wjlW9Ww+2Gj3oJirMhn6GIvFkMvlcHJyciOiqdTG/5Of/CT++I//GL29vVheXgYAhMNhfOxjH8P+/j7Gx8fxh3/4h5Ij2XUpWvjeK9FoVJeboJJoIXNnLBYLXnjhBcVvF1pFWkj0Z3x8HIODg/jGN76h+j74mM1mSb42JP1CHIHlbF8LcRePx3F+fo7h4WHcvXtX1W1XsvGX8/vNjjCVlMvlRD1IyEweirqUE2bCdl2h+WA9pfma4f7jTxlPp9NYWVkBwzDY2trCa6+9hq997Wt473vfi0wmo0i0/OAP/iB+7Md+DJ/4xCe4f/ulX/olfOADH8BnP/tZ/NIv/RJ+6Zd+Cb/8y78saXt1JVrEvFeqmcgrh3KFn9FoFMvLy5wgqHY/ai7GJPpzdHSER48ecV86rc9bpUJZpTONCFos6KSepre3VxO3XSXH3AwPTTWw2Wzc2yPfg4TUXJBuCj0s0pst0lIJofkgSfNtbW3pfm3kwrJs3RSAqwHDMLDb7RgZGcHIyAimpqYwMTGBv/iLv8D+/j7e85734F3vehdefPFFvOc975GUTXjPe96D/f39on/7oz/6I3z9618HAPyjf/SP8N73vrfxREsp7xWr1Yp8Pl+T4i+WZXF4eIjT01M8fvxYlXSLmg870jZsMplutOlqac7G374YuVwOPp8P7e3titMvaoo7MlIhmUxiYWEB+/v7mogFJekhinyEHiQkIhsOh3F0dAQAXLpCTiGiVJpBtChdzMXSfKTThW9fTzpdal0PYwSPFj0RGsu1tLTg/e9/P97//vfjr//6r/H1r38df/u3f4uvfvWr+Pmf/3nY7XZ85StfkV1TdnFxgYGBAQBAf38/Li4uJP9tXYiWct4rerYI8xG2C9f65hISj8e5qcNibcNadymV6u4h7rbVmtipFWnJZDLw+Xzo7OzE06dPuXZ5o4gWGmmpHn43BfBWKokUIvJTSWq07zaDaGEYRpXiZ7FOl6urKwSDQezs7MBqtXLXpr29XffzyjCM4Z7tWlLKDZd8p9va2vDBD34QH/zgBwE8zzJU+z2Q20BjaNEixXulFqKFuMfevn1bk3bhaiHeMOWKgbUWLcLtsyyL4+NjHB8fq2Jip8bxk+t47949Lv8OaCcWSt2YJIWXz+fR3d1dlOenokV9jJRKqle0EmZi9TDhcBiHh4eIx+NwOp1clEyPephCodDUkRY+YtdciveYGH19fTg7O8PAwADOzs5kjQcwrGiR6r2ip2ghwwQvLi5UdY9Vi0KhgLW1Nc61tZwC1lO0FAoFrKysiKapqtm+0gWdtH2fnp6KDoXUygNGbLuFQgHLy8uwWCxwOBxF7bwdHR1UtGiMWCopFoshFApx6QqySHo8HkkLWLNEWvRYzO12OwYGBjAwMMAN4xQ6KJOCbC0EZrOnh/j/ruZ5+MhHPoLf/d3fxWc/+1n87u/+Lr77u79b8t8aUrSQYlsp3iukpkVrstksUqkU0um06u6xYsh98PFHBYyMjFT823KTntWAiBZyXOXcbZWgVFgQAWU2m7GwsCB6g+qVlkkmk1haWsLIyAj6+/uRz+c5R0vSMppIJPCtb30LnZ2d6OrqqkmIvJngt+8Cz1NJV1dXuLy8xNbWFux2e1FXkti1aAbRUovPKOagzK9VUiIwK0FFy3OqccP9gR/4AXz9619HMBjE8PAwfu7nfg6f/exn8dGPfhS//du/jbGxMfzhH/6h5O0ZTrSQgltA2mRmPSIt4XAYa2traG1txeTkpOZfYrJoSn0onJ2dYW9vT/KoAKC6WUpSt59IJLC0tCTruORsX65oISJheHgYIyMjZbetdU1LMBjExsYGHjx4AI/HUyS8ySTkjo4OhMNhzMzMFIXI29vbuYVTDdM7SmlsNht6enrQ09MDAKKTkZvRCdYIwkxYq5TP5xGJRBAIBLC1tYWWlhbu2igV+1S0PKcaN9zf//3fF/33r371q4q2ZzjRIrcQ0mq1arb48ttyZ2dnuYF5Wue5iRCrdLMwDIP19XVkMhlJLrJ8tEwPMQyD/f19JJNJvOtd79LkfMmNhgQCAWxubnIiodK2tUwPSXXaJVFGYYg8Ho8jFAphZWUFhUKBe7v0er1N9YCtBfxBdWJOsB0dHWAYRnYLf71hxMXcarUWCcx0Os2ZppF6GCL2pV6fZqxpEXteG8XCHzCgaAHkLUgWi0WT9FAmk4Hf7y9yRdWrfkaKoEgmk/D5fBgYGKg4OVrpPpSQTqfh8/m4ELtWAk/q8bMsi52dHUQiESwsLEh6G9ZKtBQKBSSTSWQyGcmt3sL7gD8cbXx8vKjbYnt7W1L6gqIOYk6wZJG8vLxEOBw2zLXYDSYx5HXAblVnATZCpKUSDofjRj1MOBzGxsZG0RgIr9db8jlFu4eeQyK8RsCQokUOFotFkvOqHIhLq7CrRC/RUmk/FxcX2N7exszMDBcaVbIPtRdmct6mpqbgdDqxsrKi6vb5SBG2xA/G5XJhfn5e8kNWi5oWUttjtVoxPT2t2naF3RbC9AXthNEP8qafTqdhsVi49N7u7i6SySSXSurs7NQ1lfS3O2H8P988xgvjXvzwO0dV2aYRIy3l4NfDkLoxMgbi8PAQALiCXn49TL19zmrRIj2kNg0hWtLptCrbYhgGOzs7uLq6EnVprXWkhT9UcHFxsapFSM2aFtJVFQwGufNGOr+0otKYADK24Pbt27L9YNQWLfzUVCkhV0pQyX2bFaYvhKZqZNF0u92Gf1OuZ0wmU9G1YFmWSyUtLy9zQwX1MFHrcdnRbrdgyKteyqoeIi3lEBsDISy4Jqm+ev6ccqGiRSGyjGZU6h4iaY3Ozs6Sb+W1jLSkUin4fD5ZQwXLoVZ6KJfLwe/3o62trSjloYd5XSlhcXp6ioODA8UuxWoV4pKaqHA4LDk1JbYNpYiZqoXDYZyenmJ9fV1Rjp9SGbEF3WQywe12w+1230jr7ezswGazcdfC6XSqulDe7XXiV79vRrXtAY0XgRAruI5EIjg5OUEmk0E8Hucilo18r5QTLUaY8AwYVLTIQQ0hQd6EKw3tq1Wkhaj/+/fvqzYTRw1RQWYu3bp164bJnt7mdcBbhcnZbBYLCwuKnRrVqGnJ5/Pw+/1obW3F3NycIR7wNpsNfX196OvrK8rxr6+vI5fLcW/+Xq+3qfL4aiNFaArTeul0GuFwGPv7+9wCUYtUklTqPdJSCTJEkERa3G43IpEI93zxer1cpEYNZ2CjUKrwmEZaVKQaIUFmziQSCUlvwnpHWsikzXg8rvhNvRTViorj42McHR2VjGZo7XUiPP50Oo2lpSX09fUpKkzmU+2xk1ZvNQZoarUwCHP8hUKB84bZ3d2F1WpFV1eXJm/+jY6SBd3hcGBwcBCDg4M3Ukn8DjEjzOMBGl+0EBiGQUtLC1f8Tu6V6+trRCIRHBwcwGQyaTrLSk8KhYKoCEskEqrbViil7kWL0vRQMpmE3+9Hb28v7t27J+kG1FO0pFIpvP766+jq6sLs7KzqDwiLxYJsNiv77wqFAlZXV8GybFl3W60faHxhQXx0KkXKlGxbLiQq9vDhQ1Vucr0ccS0WC7q6utDV1QWg/t78jUa1orlcKokIymr8R6ql0dJDpRBLl1gsFu5eAG7OsiIdfB0dHXUn+MtFWqp9AVMLQ4oWORdZiZAg3Tdy0y1adCqJkUqlcHx8jEePHqmyCIuhpBCXdMAMDw9jeHi4pjcjOf79/X1cXFyIFk5Xs225YoG0Vl9dXakeFasFYm/+oVAIfr9fE+dRLcgzLH7vlWNMdrfhPXe6dNuv2lEIsVQS33+kFmaDzRRpqfT95s+yAt7q4OMLfnK/GN0MstTnrcYRV20MKVrkIEe0kJqHdDqtaGFRs1NJDJZlsb29jaurK4yPj2smWAD56SEi9KSYs+kBwzAIBALo7u7GwsKCqgun3JqWfD4Pn88Hp9OJ2dlZ1Y+l1vDf/Pl+JBcXF9ja2uKmJHd1dekyxE4qy6dR/P7rp+hotekuWrRE6D8Sj8cRDoexurqKfD6vS21Ss0RalHxOYdeY8Prw/WGMVg9TamxOMpmkokUtpIqWRCIBv9+v2IxNzr6UkMlk4PP54PV6MTY2psk++EgVLfy6mmrbrNUikUhgfX0dDocD9+/fV337ctJD8XgcPp8PExMTGBgYUP1YjDgwke88SqYkh0KhoiF2JDxey4fyzIALPzA/iMlu/Qeb6iU2+WaDY2NjorVJJAqjZiqJRlqkIXZ9iD/M/v4+13rd2dkJl8tlWCFIC3ErIOdmkPK7ZDbPzMxMVVECrUSL0Mzu9PQUmUxG9f3wkWIuR9rAtaqrUcLFxQV2dnZw+/ZthMNhTfYhVbSQY3n48KFh2gH1hj8lmQyxu76+RigUwsHBATdHiTyU9fwO2SxmfPLtpWdMaUUtF3RhbVImk9FkblWzRFrUtvEX1sNks1lEIhGcnZ1hY2MDDoeDEzG1dlHmQx1xdaJQKGBtbQ35fB6Li4tVv/Wp7SLLn23Er8nQul2Y7KOcACPFrVNTU9wDsJawLIutrS3EYjEsLCwgnU4jGAxqsq9KNS0kjReNRmXPfGp0hKZd2WyWM7fjL5paf79riZGiEGJzq4SpJHK95KaSjPIZtURrG/+WlpYiGwLiDyN0Ue7o6NC8HqbcM4/6tOhAPB6H3+9XtWhUzUhLNpuFz+crmm2kxX5KUUoYEXfbQCCgSnGrGg9wcq68Xi8X8clkMpqlTsrVtPBHA6gZfWrUBaClpQX9/f3o7+8vWjTT6TRee+01OuxRR0qlkiKRCPb29mC1WotSFY36nZSDnhElftRS6KIsFJla1MOU+6y0pqUCSm4WsjiyLIuTkxMcHh6qHrZXy/o+EolgdXUVd+/e5RwY+dRKtPDdbdUobiXXo5qH3/X1NZaXl2+cKy2jUaXSQ2Q0gJiZHqUy/EXz8vIST58+bchhj0aKtJRDLJUUiURwfHyMWCxGHZNR2zSYsPWdLzK1qIcp5YYL0O4h1SELGMuyWF1dhclkUiUdJMRqtVYlJliWxf7+Pi4vLzE7O1uy00Kv9BB/H+Xcbavdh9KbiRjYPX36FG1txcWUalntiyEmWs7Pz7G7u9vU9StqU27YYzKZhNvt5vxI6ikFVy+iRYjdbi+KivEdk4kLLImKNQtGqt0RikxSD3N6eopYLMZ18XV0dCgS/eVESy6XM4yNQ0OIFovFgqurK2xsbGBsbAxDQ0Oa7KeaSEs2m8Xy8rKkKIYekRZ+fU4ld1ulKBVfpBaJYZiSBnZqWO2Xgi9ahLU09bR41huNNOxRj+M7uUrDbjWju139xUTMMZnf9ZJMJrG/v9/wqSQjiRYhYvUwQtFPIjFSBEc50WIkDCla5NwALMsim81ifX0djx8/1jSEpVRMXF1dYWVlBZOTk5ImDusVacnn89zE2Wpm9ZTbh9zPkUqlsLS0hMHBQYyMjJT8LmgZaSHbzuVyWFpagsfjUbV+pV7fxPUkxwCBrA13bt16/v8Fwx7b2tq4MQNGS13o0aYeS+fxd3sRWEwmvPxE+1SlsOvllVdegcPhKEolkQXSSF491cKyrGFFCx9+Pczw8DAYhkEsFkMkEuFGQVTy7yklWoz2vDKkaJFKLpfDysoKCoUCHj16pHnOTe6FY1kWBwcHOD8/F01xlEKPSEs6nUYsFqsoDqpBrrAIBoPY2NiQ5FSsdaQll8vhtddew+3btyUJTTnblvMQUKMuqB75d1/dxVc3gvjsByfx4lR32WGPJHXR1dVliGGPelyvthYLhr0OtLbU5rOazeYbqaRIJGI4r55mxWw2w+PxwOPxFNXDkEgMX4SSSFm5SIuRnkGG/TZV8sogBZq3bt0yZMg+l8theXkZdrsdi4uLstS61pEWMh/H4XBgdHRUs/1IFRakYykUCmF+fl5Sa5+W5+jy8hLRaBRvf/vbVRfC1RSZNxNDXgfaWizocd0Ma0sZ9kgcemsx+0WP62Uxm/C2CXUmvlcL/3rwvXrC4TDn1VMPBmqNjFg9TDgc5iJlbW1tsNls3Ism//ubz+dVE57j4+NwuVywWCywWq14/fXXZW/DsKKlFGLRi2g0qssgQ6lcX19jZWVFcVGrVpEW4dRoJV8YOUgRFvl8Hn6/H62trZibm5P8QNNiijT//Ljdbk0id0TIyfmczcgnXhjGJ14YlvS7Yl0woVCIDnusEWJePaRgNBqNoq2tjbsejZRKqieEVgTJZBIHBwe4vr7Ga6+9BpfLhevra4yOjqKtrU3VWsevfe1rXPG9EupKtJBi1tbW1qLohcViUTTpWW1YlsXR0RFOTk6qKmrVIopAxgR0dnbq5m5b6XNU00Ks9vHzvWAeP36MN954Q9XtK0WpOCswLL68dA5vqw0vTil/QNQjdrtddNgjqd/Sethjo0fG5H4fhQWjyWQS4XCYppIMgslkgtPp5NJJAwMDiMVi+NrXvoZ/+S//JdLpNCwWC/78z/8c7373u2suNA37DRE+rIm3iVgxqx41IHzEHkqkqNVqtZbseJGK2g884m5LxgToRTnRQkYr6FGLVIloNAq/3487d+6gt7cXDMPo7gFDfiaGEtESiGfwl1shmE0mfOBeV0MvouUoNeyRnyLle8OoQTOIFqWfjyyQTqdTNJVkMpnQ0dGBrq4umkrSmUKhwKWIPB4PfvRHfxQ/+qM/ijfeeAM/+7M/i//1v/4XfuZnfgYejwcvvvgiPvzhD+Phw4ey9mEymfDBD34QJpMJP/IjP4JPfepTso/TsKKFwHdoLeVtomekhQgk/hsBiRiMj49jcHBQl+OQAt8XRg13W7mIiRaGYbCxsYF0Oq2Jl45cTk9Psb+/jydPnnCRMS1STwSxbTMMg83NTQSDwSKHWIvFonhx6Hc78LG5Qbgc1oZeQOUiNuwxHA5je3sb6XSavvVLQM02YGEqKZfLiXqPqCkqpcIwTFPdO4VCQXR9NZlMuH37Nv79v//3AJ6/cH71q1/Fm2++KVu0/M3f/A2GhoZweXmJb//2b8fU1BTe8573yNqGoe/KTCYDv98Pl8tV1tvEarVqPmCQwBctxH336OjIEBEDPqQQ2OFwqOJuqwShaMlkMlhaWkJ3dzempqZq+kAoJ560PC6haBGOKCBvnbu7u7DZbMhkMkgkEoq8Sd51u1Ptw28oxNpEhQWkSoY90kiLcmw2G3p7e9Hb2ysqKt1uNycqtW7AMLJHixaUGg4Zj8eLSh0GBgbwD//hP1S0D+Kh1tvbi5dffhmvvvpq44iWcDiMlZWVklb3fPRMD5F95fN5rK6uAoAmHifVQCI/ExMTGBgYKPu7Wj6A+C3PJL1nhAGM2WwWS0tL6Ozs1F088UULuU6Tk5Po7u5GLpcrKihNp9N49uwZ9vf3ae5fB0oNeyQdFlInJDe6aNFrMRcTlULDQRKZdLvdqh9TM4oWsedKIpFQpRA3kUiAYRi4XC4kEgn8+Z//OX72Z39W9nYM++TL5/OSUxp6i5Z4PI7t7W2Mjo5ieFhah4NekLlLUiI/Yu1takIchA8ODnB2dlZ2dIFelJplpBdEtFxcXGBnZ4e7TmQMBf9aOBwOOBwOTE9Pw2q1IhqNIhQKcVEAYq7W3t7e0ItkrSg17JEMr+MX9PJr2PQwl6sltRJlZrMZXq+XGyNAUknn5+fY3NwsSiW1trZWfYzNKFrEPq9ac4cuLi7w8ssvA3i+vn/84x/Hd3zHd8jejmFFS19fn2QhUu1MIDmk02lsbGzgyZMnms6gkdsaS6zvC4WC5MgPERVa3ZikPb29vV22V40WEEEnx+hPC4gNunAsgNhDlogc4QM7m80iFArh8PAQ8XgcLpeLEzFG9C2qd8QmJEciEQSDQezs7KClpYVbMGmkRR8qpZLIPaE0lWSUz6kXDMOINpCoNeH51q1bWFpaqno7hhUtcm56PQpxiShIp9OYnp7WfGgeiR5JuWmSySR8Pp9sd1stDdqSySSOjo7Q1dWFBw8eaLIPqZD6lUwmU9NUXj6fx/X1NVpaWm60nZe6ZqWKgltaWjAwMICBgYGitt7j42MA4Dow6mFOTz1isVhKDnu8urrCzs4Oenp66m7YoxSMKMpK2diHQiEcHR2BZVnZre7NJlpKOeLG43FufIMRMKxokYPW6aFEIgGfz4ehoSHdzKmkCgrSuvngwQN4PB5Z++APTVQTckyDg4OadyxVeoCS4t+enp6aFv8mk0ksLS2htbUV4+PjsudrlUPY1svvwFhfX4fT6eSiMFLchiny4Q97fPPNN9HX14doNFpUe9EobbxGFC1C+Db2wPNU0tXVFfdsstvtRV1JYp+nXgYIqkWpz5tIJDR1TpdLQ4gWq9WqWaSF+Ik8ePAAbrcbOzs7uqSiKgkxMn04Go1iYWFBkZiqZmp1qWPa3t7G9fU1FhYWEAgEkMvlVNu+kEpzeUj9it7+NELITKUHDx7g4OBAVs2DksVBGDZPJBIIhUJFtRhdXV2amatRALfbzX3n+CKS7wjb1dVluGGPUqjHCITNZuNa3QGITkQmRe7kWVqPn7MayokWI3XGGla0yE0PqS0kGIbB+vo6l1IgIV69in7LRVqIu21HRwfm5uYUv/WomR7KZrNcezo5Jq1nKJXzUzk+PsbR0VFN61dITc/l5SU3U0muB0y1njH8uTBjY2PI5/NFb5wOh4OLwtS6SLqR4N+TQhFJHGHX19eRy+WKusLq4c2+HiItleBHxkgqKRwO4+TkhHNNtlqbz+NI7POqVdOiFoYVLXJQe3EkNSIDAwOYnp4uupB6iZZS+yGtw2pED9Q6b9FoFMvLy5icnERvb6/q2y8F2T7/QU/EZi6Xq9qZuBoKhQJWVlZgsVgwPz/PvbGVEyGlFgM1u1GsVmtRLYbQUt1I05LrlXKLutARtlAo4Pr6GqFQCHt7e9ywRyN3hTVaBIKfSuK7Jp+cnCAejyORSHCishYDOGuNWi3PatEQokXNL9HFxQW2t7cxMzPDdWrwsVgsuhjZCRd88tZ+cXGhWuuwGqKCdOSIzVrSO9KSyWTw7Nkz9PX1YWxsrGYPF+KvMjQ0hJGREcl/V6p7SEv4xYv8BZSY25EoTKm8P+UmckSmxWLhRArw/DtMzO3IsEer04Oerk50tBsjEtYIkZZyENdkhmGQTqfR29uLcDiMvb09JJPJphvAGY/HaaTFiBArddKKWurLWItIC5mEbLfbVXW3rUZU8CMapTpy+OZyWsA//qurK6ysrNTcvI5Ewu7fv8+ZlPGRe060HCkgRLiAptNpLu+fSqXgdru5FlJqblcepYu63W4v6go7CUTwr/77FszMPv750xZ0/f31qWU9UqNFWkpBajz4qSTSqRcOh7kBnF6vV9Svp94o9Zwh4tkoGPbJo6eST6VS8Pl86O3txb1798ruW2/RIsfdVsk+lIiWdDqNpaWlihENPdJD/MnaapvXyX2jlHocckVIrczKHA4HNy2ZuJHyze1IMalR0xi1Qq1IhMlkQofHjQ6XEy6HFU+f3L5Rj1SLuTyNHmkhiIkzfqfe+Pg4VyNG/HpsNht3TeoplVROiJLoklEwrGhRgpKbKRAIYHNzs+SbsRA9C3GDwSCur681m2ukpHsoFAphfX0d09PTFXv3iUGelmxsbMBsNmNhYYF7y3l1P4JoOodvu9MNm0XZG2GlziQ+JOqUz+eLjqPcduUchxEQM7cLh8NF5nbNFDIvh9j3Jp7J4+/2InjnrU60tUh/G3farfi/PzoDE55/F/gdMKQeSe9hj80kWiqdR2GNGIlO7u/vcxEKck2MbDdQrr2b1rRohNj05XIwDIOtrS3EYjFZLcN6iJZCoYDLy0uwLKvpJGQ5kRAlE6O1jLSk02lEIhEMDw/jzp07RQ/RzYs40rkCgCDu9bZjpFP+W6hUccH3gZHiv6J395BWCC3uiZGX3+8Hy7JcFIaa2z3nd795jP+xfImjSBqffLv0OicAMJc4f1oMe5RCs6SHlHxOfnSSn0paWVlBoVAoOfqh1pQTLXLWVT0wzpEIkHuTyREt6XQaPp8PXV1dsluGtRYtpHPJ4XBo/sYkVVTk83ksLy/LrqnRSrSQuhG3243+/v4b1++l+73Yvoxj7TyOaCqvmWiJRqPw+/2yOrkaRbTwKWdut7GxUeRLYuS3TTURfidfmPBi8zKBuVF5BpBSqTTsUU2DwWaKtFQjziqlkozUKVZKtBjxWhtWtMhFqpggRl9KCza1FC0kVTUzM4NkMql5l5LFYqlo/haPx+Hz+TA+Po7BwUFZ21dbtJD6ldPTU8zOzmJ3d1d0Qe9x2eFts8FqMWPAo8y8q1LB7NnZGfb39/HkyRNZodN6ECHVImZuJxw0mM/nm+aNHQDmR72YH/Xqtj+lwx6loPd1u4xlYDaZ0N2ub9pR7c8plkqKRCJcilXqFHEtKDcyxmjCxdCiRc4DXoqD7Pb2Nq6urjijLyVoYX0vdJJtaWlBOp3WvB6kkqg4Pz/H7u4uHj58qKgQS03RUigUsLq6CgBc3Ui5mhmbxYyF8co1SqUotW2WZbG5uYlEIqFojlEjRlrKwTe3Gx0d5QYNnp2d4fXXX+eKSbu6uqi5nUZUGvYot7WdDPDUg3SugGfHUZhMwPvvdsNi1m/x1NrG3+FwFHWKCYUl6UrSwzPJaCmgctTHUUqgnJU/cZD1er2Yn5+vSjWqPZwxm81iaWkJXq+3KFWlR+1MKVFB6n3Iwqx04JtaoiWVSmFpaenGQEgta2bExEIul4PP54Pb7cbTp08VfY+aTbQIIYMGHQ4HFhYWqLldDSg37JFY2pebjiylQFUt7FYzhjwOWMwmXQULoG9ESUxYXl1dcddF61RSqUhLNps1XGF9w4iWUos86XZRa/6MmosIqc24e/cu1xFAqJVoISKqs7NT8cJcbvtyCYfDWFtbE+3u0nJBF6aHSJrs9u3b6OvrU7zdRhMh1SIsJuU/qEn7aFdXFzW30xAxS3syHRm4OexRz3SByWTCzGBt2m1rmb60WCzo6uriShiI6aBWqaRyc4eM1DkEGFy0yHnAW63WokWeZVns7u4iFApJ7naRekzVQtxtz8/PS3p6aO1xIrYPYtAmJqLU2L4cWJbF4eEhzs/PS14/vSItl5eX2N7eVpwmK7VdLX6/nuF3vADi5nbk5/USyq43xKYjk6LqWCyG1tZWMAxT0wGkemGkmiuh6aAwlVTt/KpSoiUej1PRohX8tE02m4XP54PL5Sqa+2IESCdOS0sLFhcXSx6bHpEWUp/DsiyOj49xcnKi6oBBpQsumdtD/FdKnSMtHXdNJhMKhQJ2dnYQiUQwPz+vSpiUihbpiJnbkbdNam6nD2LDHjc3N3F6eorT09O6G/YoByOJFj5iqSTS7r63t1fkbC213V04w41gtAnPQIOJFlJgVirlUmuIu62UThy9Ii1ERAGoaIwmFyULCalfKTW3JxjP4H8tX2Cytx19GprXsSyL9fV1uFwuzM7OqvbwoourMvjmdrdu3aLmdjWADHt0u93cteAvlkZq4VUDrQtx1UJsflUkEilqdyc/L5VxyOfzohH/ZDJJIy1ykPOlN5vNOD8/x9nZmep27mpwenqK/f19ySkGPSIt2WwWgUAAd+7cKSpwrRWk/qicO3EqxyBXYBFL5zHQVn2kpcCwiGfy8LS+VXCYTCYRCoUwNjaGycnJqrYvhhyh1cyRlnKItfSGQiFuHgyJwpA6DIp6kAhEqWGPjSIkjRppqYTdbi+6N4jlwPr6OrLZbFFXEkmzloq00PSQRmSzWRweHgIAXnjhBc2/aKQdVsp+iMV7NpuV5W6rdaQlGAxibW0NLpcLo6Ojmu1HCvwJ1pXqj0Y6WvHy0wG02604PT6q+hy9uh/BQSiJd9zuxGhnGyecOjo6NInUyRWGVLRUhh8uHx8f5+owzs7OGtrc7g/fOMV5LINPvXMUDpt+EYFShbjCugvhYEG+N0w9iAGj+ZMoQcxygETH9vf3uTRrMpnkRnTwUWvC85/+6Z/iJ37iJ1AoFPBP/sk/wWc/+1nF26p70UKKR/v6+pDP53W5GUgUpNK+SKqjv78f09PThnDeJQXK4XAYT548webmpur7kEOhUMDy8jKsVqtkt92OtudvbWoIO2eLBRazCXarmSuOnp+fx87OjiaikYoQ7RGrwwiFQjeM1bxeb10snqX45v4VktkCQokchrz6iRYpL2xibrCRSER02GNra6thxYFRj0spwugYSbMSgU+6kgBgaGhIlZqWQqGAf/bP/hn+4i/+AsPDw1hYWMBHPvIR3L9/X9H2DC1ayn1h+B04T58+RTabxcnJiS7HRQRFOf8SuYMYhWgRacnlcvD7/XA6nZibm0OhUNBl+GMpkskklpaWMDIyguHhYdl/X2kgYzyTx0U0g4muNphLeDw8GvbgwaALKysrMJlMnHDSSlyU2m4ul8PBwQFXL0AWBSpyqoPUYTidziJzu2AwiO3t7ZpNSlaDz7x/AtFUHkNedTojpaIkAmG1Wg0x7JFSDEmzknS4yWRCOBzGT/zET2Bvbw8TExMYHx9HNBqF2+1WtI9XX30Vk5OTuHXrFgDg+7//+/FHf/RHjSlaSpHL5bhZOKQDh2EYVU3fylEuCsJ33pUziFGI2gqfFAHfunUL/f39AJ4fq9bFvqUg4xRmZmZEw5JSMJvNZccQvH5whbPrNFiWxWSv+NtCOp3G0tISBgYGiup6tBQtwnNOPGD6+vpuLKb5fJ6KFhURGqsJF0+S76+HbpiRjlZAuemzYtSo9ag07JHvDdNo0Q4jQhxxHQ4HnE4nvvSlLyGVSuHnfu7nsL+/j5deegktLS34wAc+gA9+8IOYn5+XLC5PTk6KmiqGh4fxyiuvKD7WuhMt0WgUy8vLmJiYwMDAAPfvehSuVtoXabX2eDxVO++qCSkCfvToUVGoT48OJSFkWnQgEKhqnAJQWViMdbaCYVm02iz4g9eOMdHdhhcmOrmfk9Ti9PQ0FxKVum21jjkQCGBrawsPHz4sOhckpREMBnF5eYloNMo5xdZzSsNolDK3I90wxN7e6XQa5n6uNWrXekgZ9tiINUlGQqxTqrW1FR0dHXjPe96Dj33sYwgGg/jqV7+K3/qt30I8HseLL75Yk2M1tGjh3xhkWN7JyQkeP358o6K51qJFbWM2NWAYBhsbG0in06JFwHo9hMlDju9Ro4Z/TiXRNdHtxES3EwehJK5SOZxep7mfHR8f4+joqKy5n5aihYi3YDCI+fl52Gy2oqgRWUxZloXVaoXdbr8RhaHzetRFaG6XyWQQCoWwv7+PRCJR0d6+WdC6QFXYGZZIJIpqksioByXDHinilHPEJS+63d3d+NjHPoaPfexjsrY9NDTEuSsDz5+9Q0NDio/V0KKFkM/nsbKyAovFgsXFRdGTW272kNrwRQtxbj07O1PVmK1a0uk0fD4fenp6MDU1VbO3RCIsMpkMlpaWMDo6WtUXlo/UaMhYVxv+j0f96Ghr4YRcJpMp+V0i29aqELdQKMDv98NisWBubo4TSCzLgmGBo0gKQ14HbJbntTUmk6nI0ptEYTY3N7kWRhqFUR+73V5kbkfs7fnmdnIMvBoFvWfykO4X/kwe/rBHLUY9NFtKttQQzGQyWXUh7sLCAra2trC3t4ehoSH8wR/8Af7rf/2virdneNEi1ZBNz4JF4iRLIgc2m62su63eEIO9qakpbqGrFWazGYFAADs7O3jw4AFnD67WtvnCosCw+OIbJ2BY4KNzg7Ba3roeQ95WZLNZvPHGErq6uioKOa2+T/l8HicnJ5iYmBBtNX/t4Aqv7l/h8bAb33bn+bUTHgeJwoyMjBQ9xGkURjv49vZ8czuSwmhvb+dSSY1OLVuBhTN5+KMeyLBHIiariYbVq0eL2qgxe8hqteILX/gCXnrpJRQKBXzyk5/EzMyM8u1VdTQak0gk4Pf7b9RiiKHnTWSxWBCPx7G9vS3J3VYpcvxgAHl+J3rAsizS6TQODg6qKkouhTAaUmBYXKdyYP/+f1t5QZRYLAafzyc5fadFeuj6+hq7u7vo6Ogo6Y3T77bD3WrFgOf5tav0vRY+xPlTk2kURjvKmdslEgns7u6is7MTbre74c67kRZ04agH4g1zfHwMAFx7u9zrYKTPWEvUsvH/0Ic+hA996EMqHJHBRYvT6cQLL7xguLwleUDNzc1VPUCvHCSSIOXmISk0OX4nWpLP5+H3+8GyLB4+fKiJI6ZQWLRYzfj44ghYloWdZ7Z1fn6O3d1dPHnyRPJbg9qRlrOzM+zv7+PWrVtIp9Mlf2+ssxU/+La3Ku3lHge/sJRGYfRBOAvmtddeg8vlwvn5OTY3N9Ha2spFYWr9IqEGRjVd40fDJiYmOJNB/nXge8OUo5RDbKNS6hmTSCQ0XeOUYGjRYjKZDPXFIe62sVgMIyMjml9MUjtTqbUskUjA5/OpWi9SDYlEAktLSxgfH9c0bSdWiOtyvHWuWJbF1tYWYrEYFhYWZIWL1appIS3w5BgikYioaCG1K2LnSun5o1EY/SG1AcSThG9ut76+jlwuV/fmdvUShRAzGSTf/0wmU7a9XYp5aKNQToTSgYk6oNVbQCqV4rw0Ojo6kEqlVN+HECkdUcRh8uHDh4rMf+SmoCohPJ5gMKhZW3U5QZTL5bhJ37OzszWxzyfRpra2Njx9+pQ7hlrNHqJRGP0RM7fjn3e73c5FYYxSxC8FI0ZaysG/DiMjI6Lt7fxhj/UizNSgnEBLJpOG+14aWrTIvTGkRibkQozQiLvt5eWlLu3V5Vp6yRt8NBqtql5ETgqqHPzxAPzj0ap1mGxb7PyQSA/fSE8u1YoF4vY7NjZWVPNklNlDNAqjDZVemoTnPZVKIRQKFTnDkrZqI0WZGw2x9nb+sEeHw4FCoYBsNluXwx7lUG7NZBjGcA7FxjoaEeQ8tEnbs1onmWVZ7OzsIBKJFBmh6eUJI8XETkkUgY8aBnP8iAJp4VVz+6UQ+26Q8QlKI0/8bSs97nA4jLW1NVG3XyUiRI+uuHJRGBINaMQozK//9QHMJhM+9S51hobKjfS2trZieHi4yBk2FAqpZm73vzeCcNjMeMetxu9qqgbhsMezszOcnp7W7bBHOZSKtBi1dsnwokUOaooJIgzcbvcNd1u9RIvYgn99fY3l5WXcuXMHvb29muxDDsSCXuhQTNDK7wQoPnaWZbG3t4dQKKRKp1KlEQGlIAaIpbq35IqWWjw0miUKE05k8R/+6gAA8NHZAXjbamsYJ3SGJW//+/v7SCaTcLlcssztIskc/mI9CABYGPPCZqnfa6UnJpMJDocDXq8Xk5OTN4Y98lN6Rh72KJVyRcdGFC5UtIhA3G1LCYNaRVqIi6ucLhgp+1AqKi4vL7G9vY2HDx+WLErWI9JCzNrsdvuNSE+125YKMa3LZrNYWFgoa1onV7TU2uiqUaMwnc4W/H8+dAcmQDXBouZDXvj2H41GEQqFOHdRUoNUytyuo82GDz/ohd1qpoJFJvzog3DYozClx3dKNloqRQql3HBr/dwpheHPsNz0UDVigowKOD09Letuq3ekhWEYrK2tIZ/Pl3VxVboPuZ+F1NNcX19jfn6+bFRDS9FCoiGvvvqq4knRpZDzvcvlclhaWkJnZ6fqpnVGEC18Gi0K831Pb0YHq0GrN1OTycS18wLPI8GRSETU3I5/P77rNk0LKaFc9EGY0iNisl6HPZYSLdls1pAt+oYXLXKwWCyKrfz5owLKvSmT/egVaUmlUnjttdfQ39+P0dFR1W8CuaKC35UzNzdX8Xi0FC3X19dcK7HSSdGlkFpATNJjk5OTktJ1Rq1pUUqjRmGqQY+FqqWlBX19fejr67thbkdqMLq6umpibmfElIJcpDYnmM1meL1e7vkjFJP1MOyxlGiJx+OqRfTVpOFEixIxEY/H4ff7Jfuc6CVa0uk0Li8v8fjxYy7PrTZyRAVZoOV05WghWvgRMafTqbpgAaSJC/6EZqmePfVQ06KUclGYTCbDLaTker2yH0EwnsN3zvTAXEefsxy1EJh8c7vx8XGuBkNoqtbV1aX5m/PqWQyvHV7j3bc7cavbWK2yclDaUSkUk4lEAuFwuGjYI/HoMUp3GBUtNURJpOXs7Ax7e3uyFh6tRQuZABwKhTA6OqqZYAGk17QQV1k55wlQX7QwDIPV1VWwLIv5+Xm89tprqm2bT7kCYuGEZjlFv/WeHpJDqSjMzs4Okskk/n9/swuT1YZHQy6MdDRGJMYIUQZ+DQbfVI2Y22k5JTmdZwAWSOW0f6nTEjVaffnDHvkePWRWEhn2WE13mBpImfBsJAwvWuRcSDk1LaRwMp1OK3JL1QrSPuxwOLjBbFpSqaalGldZsn21REsmk8GzZ8/Q19eHsbExxQt6MlvAa/sRDHgcuNsnflOW2nahUODSiEqKfhstPSQVYRTmlVdewXdNuXF4eYXTTR/Sf//wNtIbqBL4oiWdK2D5LIbHQ+6aFcIKTdXEUnh8U8FKz7ZK38Wnw27c7m6Dp7W2nVjVUigUVE/nlBr2yO8OU2PYo1wKhYLoi1cymaSRFq2xWCySFvl0Oo2lpSX09vZWLJzUE2H78Pn5uWb1IIRyooLUr7jdbsV+MCaTqeqoVDbPIB6LYm11RZXJ1eFEFhfRDLIFRpZoyWQy+Obrb+KLe2bc7u/EzIz8haicaBH7mVG+m2pjNpvxofk7AMAtpKFQCDs7Ow1TC/PFN8/wF2tBfORRn+oFv0oRM7cLh8M3zO28Xq9opKFSJMlkMtW9YAH0GVXAH/ZIusPUGPYoF5oeqiFS0jbE3XZ6etpQY+TF0i961M6UEi2xWAx+vx+3b99GX19fVduvJlIQTeXwO19fQz5xhR/90LwqltJDXgdemOhAp7N81xP/uIk/Tu/QLQTXjpE+iynadzOlh6RSyiWW35FUL1EY/qI+3d+O5dMY7vUa78FPaG1txdDQEIaGhjhzO/L2b7FYuCgMSV80i7293p+T3x1W7bBHuZQTLTQ9pAC56aFSNS18m3m+u22tYRgGW1tbSCQSN9IvStqR5SJW00IE1KNHj6r+0laTHiLnJh6P4/7tW6rNwDCZTBjrKr8tfk0LmdBM2uD/7fe40dai363T6KJFCL+ltN6iMHzRMj/qxfyot7YHJINy5naJRAJutxsej6cpvo+1FmdShz2WiojJgda01JBytvd+v59r01Xry1ht0V0mk4HP50NnZ2fRQD1CNcZvUhG6ym5ubooKKDW2LwfiSNzR0YF/+T0vwKpzTQARLfx6HvJwmOhW/ubcyN1DWtBIUZh6Q8zc7vLyEolEAm+88UZFc7t6ptaihU+5YY/8iBgZ9ij3WlDRUkPERIvatvf8fZUzIKoEcd29d+8euru7S+5Dj/RQLpfjRILX6xUVUNVsX65oIakpqd4nWsAwDMLhMAYGBlQ9HzQ9VB1iUZhwOKxpFGY/lMRRJI23TVS2wjdC95AWkPSF3W5HKpXC9PQ0V39BzO2IiGmEAYNGEi1CKg17LGU0WIpyooU/7NUoGF60KE0PES+Pk5OTsu62SiGpG7mihe8xMjs7W/bhqqUxG38fxMBObWFHti/nM1xcXGBnZ0eV1JRSkskkVlZW4HA4cO/ePVW3TUWLepSLwhBfGDWiMF9ZDyKUyKHX1YJ7JQq3CY0qWghkMbfZbDfM7cLhcMMMGDSyaBEijIgJjQb5Le5in6nUOpZMJmmkRWtIZCKfz2N1dRVms1l123uCkpEBpF3WbDZXdN0F9Im0XF1d4eLiAouLi5pUiksVLWQ0QDQaVS01pQQyoXlychJnZ2eqb5+KEO3QKgrz7slOHIRTmKhQBwU0fv2RmCjjm9uNjY3dGDCoZRGpVih5ITUCYkaDV1dXRcMehS3uND1UQ0jL82uvvab6LBohcotkk8kklpaWMDw8jJGREcn70CrSwjAMNjc3cX19jf7+fs1a26R0D+Xzefh8PjidTsmt1SdXKZxdp5Fn1Fsk+BOaWZbFycmJatsm0EiLPqgZhbnX114xwsKnkSMtUiJJpcztNjY2OHM7o9ch1VOkpRxWqxXd3d1cCYKwxd3tdiOTyYiWOiQSCVXXhc9//vP4zd/8TW7w5C/+4i/iQx/6kOztGF60yHkAXF5eIplM4m1vexvcbreGRyUvChIIBLC5uYkHDx5wA8/U3occstksN+Dvzp07OD8/V30fhErCK5FIwOfzYWxsjMuf5goMlk+jGOloRXe7eJfXs6NrRJI5tKVYRSH5dK6ASDKHAY8DDMNwbqEkApZOpzURC1S01IZSUZjd3V20tLSoVgvTLOkhqZQyt+OfeznmdnrRKKJFiLDFPRqNIhAIwOfzAQDa29txdnaGd73rXZpEWj7zmc/gp37qp6rahuFFixT47rZOp1NzwQJIExQsy2JnZweRSAQLCwuyC9S0iLSQwuS7d++ip6cH19fXmtbNlPsMxDPn4cOHRddsJ5DAtw6vcXqVxocfis84mhv14vQ6jUTerGih+LvdMM6uM3hhzI3w4Qa6urowPT3Nbadaf5lSNKsjrpGoFIXhT6pWUrNmlIVXC6r9fKXM7XZ2dpBKpeDxeNDZ2YmOjo6qW3mroVFFCx8y7NHhcGBubg7ZbBbb29v4jd/4DfzET/wE2tra8Gd/9mfo7e3VNGshl7oXLUJ327/7u7/TZb+VRAt/GvL8/LxiN1k1OTk5weHhIZ48ecKF/bQu9hWb4UNm9wQCAVHPnNHONlzEMmVrCPo9DvR7HHjlzKLoAdPntiMUTWBnzY8n928WIGsV4Si3XYZhboRpG3kBNApqRmEaXWCqvZiXMrc7ODioupW3Wprt3mtpacH9+/fx+7//+2AYBh/5yEeQTqfxQz/0QwiFQnjPe96Dl156CR/4wAcUC8ovfOEL+L3f+z3Mz8/jV37lVxTN1TO8aCn3xQmFQlhfX6+Ju2050aKWm6xakEhUJpMp8hsBtPeCEYoiUoxstVoxPz8v+gBsa7Hg2+6It4FX2r5UeqwZDOZO8XDukegAyHIDE6uhlGhh2edprkKhwO3XYrHQ9JDOqBGFaeTFTstIUilzO9LK63K5uFbeWhXqNxqlni1msxnZbBY/9VM/BZfLhWQyib/+67/GV77yFbzvfe8rub0XX3xRtNzgF37hF/DpT38an/vc52AymfC5z30O/+Jf/Av8zu/8juxjNrxoEYO424ZCoRtv6npZTZcSLaenp9jf369pyy6fTCaDpaUldHd3i85Z0jrSwt9+KpXC0tIShoaGJBcjV0Luoi51QrOWkRbh8ZAIi9Vq5URkoVBAoVDgiuQKhQJMJlPDh6yNhtwoTKOnh/RMmwhbeWOxGEKhEDebh0Rh3G53Q59zLSn3fU2lUtz3uq2tDS+99BJeeumlstv7yle+Imm/P/zDP4zv+q7vknewf09diBb+AkLSLu3t7aJv6kRM6C1aSDFnNpvF4uJiTfOxBFK/Us7ATutRAUS0RCIRrK6u4v79+4pCgpW2LwU5E5r1iHDwBYvJZOL+YzabYbVacXV1he3tbdy5c4f7jHzxQgWMvkiJwjR6BKBWosxkMsHtdsPtdnOzecLhME5PT7G+vg6n08lFYYwyoqUeKNfazbKsqt1dZ2dnGBh4Pjj0y1/+Mh48eKBoO7VfWWVAFuHJycmSaRciJrR+eFgsFmQyGQDFdTX8Ys5acnx8jKOjo4rGenpEWtLpNDY2NjA3NweHw6Hq9qWKi0wmg2fPnmFgYACjo6OqbVcpYoKFz8XFBfb39/H48WPu+pGIC0kjkf9N0khUxOiLMApzfX2N4+NjRKNRJBIJbhFV29iylhglkiQ0t0skEgiFQlhdXUWhUKh7czu9KCVatLjO/+pf/Ss8e/YMJpMJ4+Pj+I3f+A1F26kL0UJcZI+PjysuwuWGJqoJEUfEjEyruhq56S5h+26liI/WXjBra2soFAqSzPSUIOX4ididmpri3pIrofWDmQgOoWAh6atIJILZ2dkbAzTJ94BhmBs1MDQKUztI0SjDMGhvb8fAwABCoRC2traq7kgyEkbsqjGZTGhvb0d7e7uouZ3D4eAEJC2mLqZSpEXN5+B/+k//SZXt1IVoIepZirutHi6ywPMFJBwOIxQKaRJB4O9H6oOC1K/09PRIjvho1drLPxaHw6HZg7pSREQ4obnWsCyLfD6Pzc1N9PT0wOv1cteJYRisrq7CarXiyZMnZa85+Rk5r2JRGPJ7NAqjH+RBLxaFCYVCRbUw9RiFMUqkpRxCczu5Qzbr4TOqRblIi1GpC9EyMTEh2fRJD9GSz+exv7+PbDaLd7zjHZouCOTzVIqYkAGMcqIJWiGspdHCDp9QKtJCxgIIJzTrTTbPIJJ8PreGpINeeOEFRCIRXFxcYGNjA06nE16vF+fn5xgYGFBUpFwpCpPP5xWnkXIFBtF0Hl3O+h+EVwv4rbvAW7Uw9RiFMWKkpRwmkwltbW1oa2vjzO34AtJmsxUJyHK29o1Iqc+aTqcNK6jrQrQ4nU7JKQyt00PEwbWnpwfpdLpmXUp8jo+PJaXO9OD09BQHBwe6HYtYpCifz8Pv96OtrU3VCc1K+MM3TrB6FsXHF4Zwr9cJk8l0400wEAhgbW0NLS0tODs7QzabRXd3t+KuiFJRGCKa5EZhvnV0jctYFnOjHgx6tIkoNgpS3tLrOQrDsmxdiRYhQgGZTqe5c59Kpbhi32ahlGiJx+OG/P4BdSJa5Dy4tYy0kAnEDx48gNlsxs7Ojib74VOuZkOPmhGpsCyLzc1NJJNJXSMbQj8VMuOJPxaglnS02WCzmNBmM4sW3JIH5vz8PJxOJ3K5HEKhEI6OjhCLxeB2u9Hd3V2VN4UwCsP/D1lkywkYb6sN8XQBzpbmePusBrmphXqLwpDW/EbB4XDcsLW/uLhALBbDt771LW7EQC3M7fSgnGgxgmWHGI3z7ft7tBAtLMtia2uLSzXYbDak02ldamdKfR7SsdTX14exsbGa3lC5XA5LS0vwer148uSJrsfCj7SQomi5M560gmVZvDTdjQ9OdYkW3B4dHeHy8hKzs7OcX4zNZkN/fz/6+/vBsiw3G+Tg4ABms5kbfuZ0OhVHYYRpJL6Iyefz3O+Q35M7MLCZqbYewuhRmEau9yC29jabDfl8Hnfu3EEoFGpoc7tyE561GqJbLQ0pWtRMD2WzWfh8Pni93qIJxFr7mxDEIi3E88QI9SvxeBw+n69m7r8k0sKf0KxVUbQcSMEtgBvRC+JQzDAMZmdnS4bbTSYTPB4PJ8AymQyCwSB2dnaQTCbR0dHBPUSVvIWLpZH4xna0mLe2GDEKU281LUogn7GlpaWsuR25/+rZ3K5UvWQymaSRFr2wWq2cf0q1CIcL8tGrS4m/H/J2fnp6itnZ2aon0vJR8gZ1eXmJ7e1tPHz4UNQKv9rtS8FkMuHw8BBWq7XmKTICqR8RSwflcjn4/X50dnbKjpDZ7faiUPbV1RUCgQB2dnZgt9u5KIzS7wWJrlit1qIoDPn+0ZbqymgZiagUhSGpDC2jMI0caSEI538B4uZ2kUik7s3tCoWC6PHG43EaaamGWtS0VDJn09qUTbifQqGAtbU1sCyr+uJM9iF1m2SMQiQSKWuFz9++Fg+7bDaLs7MzeDwePHr0qOYP00qGcclkEj6fD7du3boxoFEuZrO56C08mUwiGAxibW0N2WwWXV1d6O7uVmyuxY/C2Gy2Gy3VJIpUT8Z22TyDFqu2x6nXol4qCrO9vY10Oq1ZFEbK5zsMp3AYSWF2xIO2OqyDkuKobrPZ0Nvbi97e3hvmdvl8novCGN3crlx6iEZadKJa0ULEAcMwZX1h9FogLRYLUqkUXnvtNQwODmJkZET1fcsRLaQzp7W1tWxqQ2z7at68JC1FHg5GFyzhcBgbGxt48OBBxaiUEtra2jA6OorR0VEUCgWEQiGcnZ1xb4EkClNJYJai3o3tXtmP4G93I3hpugczA+qf/1rDj8KQKJwWURgp9/FeKIlAPIvLWAbjZSa1GxW5zyoxc7urq6siczty/tWMjqtBKYFGRYuOVNPyTAb6aSUOlJDJZHBxcYFHjx5pNsla6qRnpZ05akelAoEAtra28PDhQ4RCoZobIZEFXMzhFgBOTk64lJ4eoWOLxVL0FhiPxxEMBrG0tASWZdHV1YWenh64XC7VW6qNWgtTYNii/9YKI6RPhFE4NaMwUj7f0xEPArEMRjuNtUBLpdoXLKvVyr0kAM+fm+FwWNakcL0oVdNCC3GrRI/0UDAYxMbGhuoD/ZTCsiwODw8RCAQwMjKimWABpBUVh0IhrK+vK+rMEbYlK0VsQnMkEtE0TVfpIc0XLMIHHek6S6fTmJ2drckDymQyweVyweVycbl40hHBb6nu6upS3MoqJQpTawHz9okOPBx0w+XQ9pFnRB8TNaMwUhZ0t8MKt8bnWUvUjgoTczuxWiSbzVZ0/vUWvOUiLUpMLvWgfr9ZJZArWliWxd7eHrcQGqGIqlAoYHV1FSaTCbdu3UIul9N0f+UiISzL4uDgABcXF4rPjxqRllITmrWsLSIjAko9SPgFt8IbP5/PY3l5GS6XCw8fPqz52zdB2FJ9fX2NYDCIg4MDbopxT0+P4geoVGM7kk5TujgwLIv/4b/AaEcrno5UFtHJbAHBRBatLRZYzdpdi1pH/SqhNApTYFj8z+VLnJym8AMD8vd7Ec0glMjiTq8TNouxRJ0QLTukxMztwuFwkbldV1cXOjo6dPHDKeW7QyMtOiInPcSvz5ifn5f9RZU7zFAKJEU1NDSEkZERnJ+fq9YNVYpSCz8RCmazGQsLC4o/Z7XCotyEZrWiOGKUqsWpVL+STqfh8/kwMjLCjWI3IiaTCV6vF16vF8Bb7qDb29tcS3V3dzc6OjoUR4nEjO2CwSBnl640CrN2FsfvvnICj8OK/+f/fFz59y/iCMazMAGa11kYRaBKQWoUxmZ3IJbJI54tAAo+32EkhUSmgC5nC/rctX8xLIeUsSlq4XA4MDg4iMHBQc7cLhQKcb5MWpvbEV8mIYlEQpPaOzWoC9GiRXooFovB7/djYmJC8cJC9qWWaCEpGH6KSo/WarGaFmJeJyYU5FKNaKk0oVmrgY+A+DDGSoLl+voaq6urmJ6e5sRAvSB0B41EIggGg9je3latpfrs7Aynp6d48uQJ15XEj8JILea90+vES9PdmJAoQEa8rTCbTOh1abtgGqGmRSmVojAPnG6M9UFRpOpurxPRdB49LuPPr6qVFw0xtyPPjWw2i3A4XGRuR66P0oJ6IaUaMGikRUekPDDOzs6wt7eHR48eVVUhTQRFte6I/BSM0BxNDxM7oaggwxenp6dVqaVRKlrIdSo3x0jLSItQtFQquD0/P8fBwQGePHliuC4BuZjNZnR1dXFCkd9Sncvl0NnZKaulmmVZ7OzsIJFIFNX3KC3mbbGa8SPvGpP8efrcdl3e8OtZtAgRi8JsbESwsrJS1BEjpRbG02qDp7U+XGSNYqDX0tJSlMol5nZ+vx8sy3Ln3+VyKU+zlvistHvIIBAn0nQ6jcXFxapDgGpEQfi1GmIpGKmdPdXAF0bEn0ZN8zq5ooU/obnSddKypoUfxSknWIhvTTQaxdzcXEPNZiHwW6rz+TzC4bDklmqGYbC6ugqbzVbST6feW6oJRq9pUQqJwrS1tWFqagoMw+jiC1MLjCJa+JQzt4vFYmhra+NEjJy6w1ICm6aHqkSNN5dMJoOlpSV0d3djampKlW1WKyhIC/Hw8HDJSm090kNEtKyuriKbzZb1p1G6fakPc7kTmsVSOGpBtl2u4Jact5aWFt3nLtUKq9VasqUaAGds53K5kM/nuanoUtOMpYp5ybUg/9uoxnaN/B0gor1cLYzNZuOidEadFFwOI4oWIWLmduFwWDVzO2rjXwP4YVqtZvVUIyhIi/XMzEzZ2gc9nHdJZGNwcBDT09OamddVQokPjNbdQ/l8nlscheclk8nA5/NhYGAAw8PDmhyD0RG2VGezWa6QMBqNIpfLcYWGSqkUhREb8lgrGik9JIbYgi5WCxMOh+s2CiPHHdwI8M3tiLlkJBLh/KyUmNvRKc8qIOeNmv+7h4eHODs7U31WD6BMtBCvkUAgIKmFWOtISzQaxfHxMQYGBnDr1i1N9iFFWCid0KxVpIX4bZyenmJgYODGG2MsFsPKygru3r2rqYdOvUGGzDmdTiwvL2NychLpdBpvvPFGkemWFi3VRjC2a3TRIuXztba23piRVU9RGDWbK2qBxWKpaG7X2dlZ9mU5nU4bYvCsGHUjWuRAhiZubW1x7bpaKGe5RbLEu6OlpUVyi7WWkYTz83Ps7u5iZGREtWp0MSp9hmomNGtxfsib/OTkJAKBADY2NpDJZLi0Ry6Xw+7uLh4+fGjYCvtaQoY4PnnyhFuYiHgJBoOc4Z7X61W9pVprY7s8w+KbexEMex11aVFfLXJTJ/UYhamH9JAc+OZ2REQSb5h0Oo3Dw8Mb5nZq3C9f/OIX8fnPfx5ra2t49dVXMT8/z/3s3/7bf4vf/u3fhsViwa/92q/hpZdekrzdhhQtLMviW9/6FsbGxjQN28uJgpDUx8jIiKxj0iLSQpxa4/E4FhcXcXFxoamBXakOH4ZhsL6+jlwup1hYqh1p4Rfc2u12jIyMYGRkhJvnQ85bV1cXotEoWlpaqu4eaySOjo64LjjheXE4HEV1EPyWaofDwb0dKn3D40dh+KJFaGxnsVgUP5D3gkl8YzeCzjYb/sk7b9boNHqkBaiuZqceojCNJlr48EVkJpPBysoKrFYrdnd38dWvfhXf+ta38O3f/u2qfP4HDx7gS1/6En7kR36k6N9XV1fxB3/wB1hZWcHp6SlefPFFbG5uSn7+141okbo4XV5eIhqN4sGDB+jv79f0mKQKClK/osQCX+1IQi6Xg8/ng9vt5gpdta6bEdt+NpvF0tISurq6qqqjUfPY+Qub8KY1mUwIBoNob2/H3NwckskkAoEAnj17BpPJxC24TqdTt0WLZVmcRzPoc9thNsDAyO3tbaRSKTx9+rTiA0jYUp1IJBAMBrGysoJ8Pi+7pVps+/z/5guXatJIY52tmB3xYKRDXFg1g2hRC6NGYRpZtPApFApoaWnhas7u3buHv/zLv8Sf/umf4vDwEO973/vwwQ9+EN/xHd+BJ0+eyD4n09PTov/+R3/0R/j+7/9+2O12TExMYHJyEq+++ire/va3S9pu3YiWSpCH5vX1NXp7e3XxyagkWtQYEaDmA5BMRr5161aRoNO6rVqYRiPHMTk5id7e3qq2rYZPSyXDOCL0uru7MTo6WlR8euvWLWSzWQSDQezs7KjmJCuFv94O409WLvBtd7rxnTPVncdqIG37ra2tikcWOJ1OOJ1Obkouv6W6vb2dm49U7ZRqq9XKpZH4IlVqS3WL1YwXp7oVHQOlPEaJwjSTaOE/n1paWvDt3/7teP/7349XX30VX/ziF/EXf/EX+NVf/VU8e/YMH/nIR/DzP//zVe/35OQEb3vb27j/Pzw8jJOTE8l/3xCiJZvNwu/3w+VyYW5uDhsbG4onPcvBYrEgm82K/ozUr9jtdkUjAtQmEAhgc3MTjx49utF/r0ekhaSf+BOa1fABqNYRt5JgSSQS8Pv9uH37Nnp6ekS3wX9b0SLtUQpPqxVmkwme1trdxtlsFj6fD/39/aqlYsVaqgOBQFFLdU9Pj2Jrc34aibjyqtVSTSMt6lDLKEy9F+JKRShaCKlUCk6nEz09Pfj4xz+Oj3/842AYBufn5zd+98UXXxT991/4hV/Ad3/3d2ty3HUjWko9CKLRKJaXl3H79m309fUB0MfbpNx+EokEfD6frNZdrSDRnlAohIWFBdE3Va1dd8n2+VEntQp/qxFclQQLqbifmZmRLLDKpT0KhQJXzOt2u6te3B4Pe/BoqPrtKCWZTMLn85UVdNUiFtUKhULY399HPB6Hx+NBd3c3Ojs7NZ1SLdXYjooWbdA7CtPMoiUej984j2azWXQt+8pXviJ7v0NDQzg6OuL+//HxMYaGhiT/fd2IFjFOTk5weHiIx48fF3VxyBmaWA1iooVENJTUr6hNoVCA3++H3W4vmowsRA8vmIuLC3i93rLHoQSlhbiVLPmPj49xdnaGp0+fVjX5m5/2yOVyCIfDODo6QiwWg9vtRk9PT1ULbq0WSDJjaWZmBm63W7f9kpbqgYEBbsBcIBDA3t5eUUu10q4uNYztqGjRFilRmM7OTs3Ts/VOqYiS1hb+H/nIR/Dxj38cP/mTP4nT01NsbW1hcXFR8t/XpWghXSfZbBYLCws3Hvi1iLQQK/dwOFwyoqEnqVQKz549k9StpKVoyWQyXJpkZmZG9e0rOXaWZTlRKzbBeXNzE9lstmhGjhrYbDb09fWhr68PLMvi+voawWAQe3t7sNlsRR4mRuby8hJ7e3s1n7EkHDAnbKnm1xYpFcpyje0a1cbfyJSKwpD7yggdSUak1DRrtYYlfvnLX8aP//iPIxAI4MMf/jCePHmCP/uzP8PMzAw++tGP4v79+7BarfgP/+E/yHrO1o1oIW8vZPpwX19fya4Ti8WiaQsvfz+FQoGznm9tbVU9kgC8VWwqdbvEqK2S2y5BK9FCJjQPDQ0hk8movn1AXqSlUjqIXEePx4O7d+9q+sZsMpm4BZd4mPA9YTo7O9HT06O4e0YrDg8PEQgEMDs7a7hWb35LdaFQwNXVVZErqJot1YC4sR2/xdpI161ZoFEY6ZSLtKghWl5++WW8/PLLoj/7mZ/5GfzMz/yMou3WjWgBgFAohPX19YrThy0WC9LptObHY7FYkMlk8Oqrr2JiYgIDAwOa7IeICin59MPDQ5yfn8syatOie+js7Az7+/t4+vQpMpkMzs7OVN0+QargqiRYUqkUV4ekdau8GA6Ho8gTJhwO4/z8nBtI2NPTU1X3TLWQCFQul8PTp08NvyBbLBbuDZtlWW5KNWmpJrVFHo+nqnZ7fhQmFAohHo/Dbrcjn89z6SMjzkdqFmgUpjQMw4g+T4xs4Q/UkWi5uLjA9va2pMVYr5qWSCSCq6srvPDCC5rm9UlEp1zdA5mky7Ks6LTocqhZiMuf0ExSd7lcTtP5QJUiLZUEy9XVFdbW1nD//v2a1yEBz693T08Penp6RLtnuru70dPTo5snTKFQwPLyMpxOp+YRKC0wmUyiLdUnJydYW1vjWqq7u7sVR48CgQAODg64CBT/O8cwDCdiqjG2qzX1nvqSGoWp988plXw+L5re1bqmpVrqRrTIyU1rXdPCsix2dnYQiUTQ3t6ueSFipc9DUmb9/f2cj4gc1EoPlZrQrPVQw3JUKrg9OzvD0dERnj59ashZG6U8YXZ3d5FIJDT3hCEmgIODg7Iq/I2MsKU6FoshGAzi2bNnAMAJGKkt1UdHR7i8vMTs7GzRiwU/jaSGsV2tabTOKLEoTDAYRDKZxLNnz7goTGtra0N9bkKpwZBUtKiE1WqVrIC1FC25XA5+vx9OpxOzs7N49dVXNdkPn3KL/tXVFVZWVqqaYK1GeqjchGY9upPEqFRwu7Ozg3g8fmOxMTJCTxhSt6GFJwzxqLlz546q09GNhMlkgtvthtvtLmqp3tvbQyKRKNtSTYrvE4lE2ZSZWsZ2taaR63RIFMbtdiMej+PevXsNXwtTquVZrZoWraiPJ7VMtEoPiTnK6hFKLCXCSMv306dPq8rJVusqW2lCs95dFZXSQcTB1eFw4PHjx3X7FiUMdws9YUgxrxJPGJIye/DggSomgEZnO5DA5kUc82PeopbqUh1era2tWFtbg9lsluUCrKWxndY0WqRFDCLMpNbC1HMUppxoqdapXEsaUrRoEWm5uLjAzs6Oak6uchBGKhiG4bpMxFq+5VLNTSdlQrOekZZKgiWTycDn8zVUuoNQyROGWOFX+r5cXFzg4ODAsCkzLUhlC2BYIJV767lhNpvR0dGBjo6O57+TSiEUCmFjYwNXV1dwOp24detWVYu5msZ2WtPIkRaC2GesVAvj8XjQ1dVVd1EYGmnRGDkPBTVFCyksjUajWFhYqEmbJ//zkBqDzs5OTE1N1Uzly5nQrJdoqSRYYrEYlpeXce/evbLdZ41AKU+Y/f19WK1W9PT03PCEYVkWBwcHCIfDdZUyU4OZQRfGulrhdpS+v1tbW9HX14fz83Pcvn0bbW1tnC9MW1sb15GkZUs1+b1aRGGaIdJSaiHn0yhRmFKfNZlMGjq62pBPJbVEC38i8uzsbM2+gGTRj8Vi8Pv9qgwarAa5E5r1EC2VCm4vLy+xu7uLx48fN117o5gnDJk8Tjxhurq6cHl5CYZhFE10rXfMJlNZwQK8VfA+MTEBX9iEUCCDl5/chc1s4qZ+a9lSLWZsp2caqdpISzJbQFuLsSMRcj+jMAqTTqcRCoXqIgpTzsafRlp0Rg1xQQQCf6ZRKbR+A7FYLAiFQohEInj06FFNK7uVTGhWYxJzJcoV3JLowdzcnOEM0WqB0IQtGAxidXUVDMOgo6MDFxcXNfWEMSKkKPnevXvo6OjAm0vbyOQZRBI59LntXGpufHwc+XweoVCIa6l2uVyciFH6/SsXheEX9ZKfayFiqnnOHUVS2LpMYLyrDbe6jfvSUK0wczgcN6Iw4XDYkFGYUp+Vdg+phJ4X+Pz8HLu7u5IEAokiaKWiWZZFOBxGJpPB4uJiTRddpROatSzELRQKaG9vx+uvv875l5BWVYZhuGLJZoweSCGfz+Pg4ACTk5Po7+9HPB5HMBgs8oSR0/7biJA5Sw8fPuSeBx9fGEY8k0ef++ZcKqvVWpSaq7alWgxhFEYoXojbqZpRmGpEi81iKvpvo6Jm3U49RGHEridND9URxPUzkUhIrl8hqSgtvnT5fB4+nw8AMDw8rLlgKfVQYlkW+/v7qk9orgZ+/cr9+/eRy+WKWlXdbjei0SgGBgYwNjbWtAtuOeLxOJaXl3H37l3uwUo8YSYmJjhPGHJOvV4v1/5rtFC3VgSDQWxvb9+YszTklVa3ItZSzT+npKW6q6tL8TkVSyMJhYwaxbzVLOj9bgd6XXaYDX4fallsXC9RGFqIqyJyJ/rKeTPIZrPw+Xzwer1FxmiV0MoTJpFIcPlzlmU1m91DIOe2VHuwxWLRZK6SEvg+F+Rtkj/9NxqNwufzob29HWdnZ7i+vuYKT40guIxAOBzmppGXiiaKecIEg0Hs7OzAbrdz57RRO4xOT09xcnKC2dlZ1b43wnOq9tBMLYt5q02DG12wAPp1SBk5CpNIJGikpRbISdvEYjH4fD7cuXNHdoGrFqIlEAhgc3MTDx8+hNvtxvn5ueY1IWLzjTKZDJ49e4aBgQGMjo5qun+p8AtuyYOXTygUwtbWFp48eYL29nawLItEInHDBr+ZUx58F2C7/WZ6QwzhQ1Zslo9STxgjsr+/j0gkonjSdyydx3/85hGGvA78gyfiM8nEWqr5BdJ6TKmWE4VphpZnraLmlZAShens7ERbW5sq9xfLsiUDAJlMxtAvdw0rWqSmbc7OzrC3t4fHjx8rKj5Su716f38fgUAACwsL3BdH67EEZB98YUQmNFfjtKs2lTqEjo6OcHFxUfRmbDKZ0N7ejvb2dtGUR0dHB3p6eqpaGOoF8v26urqquqW5ra0No6OjGB0d5QpPj4+PEY1GZXnCGA2WZbG1tYVsNovHjx8r/k7EM3lEklnIWV5aW1uLhmZGIhHuBaatrY0T23yhmSswsFmkHWOpKAy5r0gxe6mOpGZoeTaCMCsVhdnZ2VEtClPuhd5opoZC6uqJIic9RFxxSylGhmGwubmJZDKJxcVFxQ9XtQQFGUpns9kwPz9f9KVRc6BhKfhtyfwJzUZpDyZvh2I3FLmW+Xwes7OzZW84YXheuDA0ahqJ+OqYTKaqFmMxhIWn0WiUGyBosVi4AmmjfJdKQYaO2u12zMzMVLVAD3gc+OF3jqHdrvy5QkQKiRYGg0EsLy9zbseb8RY8O0/je58O4l6f/BcuKS3V5HekTpqvd4z4GbWIwpDUupByERijUFeiRQ7lxATfoE1O/Yrc/UgllUphaWkJQ0NDGBkZEd2HHumhfD6Pra2tognNtaaSYRyZBdXR0YF79+7JupZms5krfiuVRtJzmrJWkEGWHR0dmhclm0wmeDwebpwD8YTZ3NxEOp3mIlter9dQiwMpeu/q6sLY2Jgq2xzwqFPrw48Wjo+Pc27HZ7vHODtLYK0tAQ87gK6uLk1aqkktTC6X4+5HI107NWEYxhDPvVKoFYUpFAplP6eRn3fGvTpVUkpMRKNR+P1+3L17Fz09PZrtRyqRSASrq6u4f/8+l9tWex9SWV1dhcfjqVrIlUJueLmSYEmlUvD5fBgfH6/opVOJUmmknZ0dJJPJuk0jpdNp+Hw+jI6OcvOy9EToCROJRHBxcYGNjQ04nU4umlDLyBZ5iRkeHsbAwAD8J1H0uuyi7cxGgLgdf/Lbe3GdysGUe14Lc3h4yAnxasW2MAqTy+VwenrKXUctWqqNQL0JMqVRmFKRllrV9MihrkSLnBtQbGji6ekp9vf38eTJE9VauqqJghweHuL09LTs3B5Ae0fZZDKJUCiEsbExTE5OarKPUt1JpahUvxKJRLC+vo6ZmRm43W7Vj7cR0kixWAwrKyucIVqteeXgGr/zjWP8w8VhfNvbpnQvkE5mC/i/vraLqb52vPz3xbEkykkmWe8EEvhvb56iy9mCf/6+W6ofg5qYTCZ421oAtMDj8eD27dvIZDIIhULc9Gk12tTz+Tw3wZ286OltbKcX9bBol0JOFKZURCmZTBq63RmoM9EiB350ggwYTKfTVdWviEHSKnIgpmeFQqHi3B5A20gLmdBM0iRaIScnXkmwnJ6e4vj4WLeBfvWYRiJdVA8fPjTMQyiSzKHAsAglcqKRLb7PjhaeMJsXcfzvjSB8x1G8/GSAm0V1//59Lp3V77HjdrcT413Grr8phd1uL9mm3tLSwn1X+Z4z5SCjCyYnJ4ueD0JjO347dT1HYeot0lIOYRTm+vqau8eA5+tKIpEoisLE4/Gqa8+++MUv4vOf/zzW1tbw6quvYn5+HsDzjrzp6Wncu3cPAPC2t70Nv/7rvy57+w0vWvhzcrQYMGi1WpHNZiX/fiaTwdLSEnp7eyXXF2gVaeFPaD44ONA0BSX1M5QruCXDK5PJJObm5mryRlQpjdTZ2Vl1m2q1aOEvogYfmunFoyE3hkWM2fg+O2KeMGSxrUakPh5245+/bwITXW2IRCLY2NjAo0ePikSds8WKT7ztZl1ZPSI2nTgYDGJ9fZ2bOdXd3V2yviiZTMLn82Fqagper7fkPsxmM6xWa5GxHV/AGGVKtRQaSbTwEbbXn56eIhAIcFGYZ8+ewePx4N69e1Vb+D948ABf+tKX8CM/8iM3fnb79m3OGVopdSVa5E56jsVi2NvbU61+RQw5nT2kjfjevXvo7u6WvA+1Iy1iE5q1TkFV2n6l+hXSXdXW1oZHjx4ZJqIhTCOFw2EujaR3zQbLstjd3UUsFlPsL6IlJpMJIx2V3/CleMIoGUZoMpnwfzzsx+XlJba29mX51DQCwpbqcDjM1RcJW6rj8Tj8fr+s9Cu/mNdms91oqSb/W88hj3JpVNEixGw2w+v1YmxsDAzDIJlM4r/9t/+GX/7lX0Ymk8Gv/uqv4ju/8ztx9+5d2c/a6elpjY76OXUlWuQQjUYRDAaxuLioaaulVEFxenqKg4MDRW3EagqKUhOaaylaKgkWUkw6PDyMwcFBzY6xWsxmc1GbqnCOD6mD0SKNRNp1rVYrHj9+bBhRpwZinjD8YYQ9PT1webz42vYVxjvbMDNY2s3z+PgYFxcXePr0aVMPz7RYLOjp6UFPT09RS7Xf70c2m0U2m8XU1FRVzqhqGtvpRbOIFr5Pi9lsxnvf+168973vxd/8zd/gv/yX/4K2tjZ89rOfxd7eHt71rnfhh37oh/D06dOq97u3t4enT5/C7Xbj53/+5/Hud79b9jYaTrSQKEI8Hsfg4KDm3hCVRAuZZ5RMJhW3Eau1AJWb0Kx1W3Up0VKpfiUajWJlZQVTU1OGKCaVislkKprjk8lkuHRHKpVStfWXtH2r2a5rVMQ8YYLBIP7Kv4s/2y+gz9uG//d33rtRx0OiUPF4HE+ePDFcFKqW8FOebrcbGxsbuH37NmfC6HK5OLNAtVuqjRaFaRbRUqrlOZFIYGBgAJ/61KfwqU99CtlsFn/7t397w7vlxRdfxPn5+Y2//4Vf+AV893d/t+g+BwYGcHh4iK6uLrzxxhv4nu/5HqysrMhupKgr0VJp8Sb1IuQNIhwOa35M5URLLpfD0tISvF4vnjx5UtO330oTmvWItAi/+JUEy8XFBfb39/H48WPDG5NVwm63c0VxYq2/JAojd1EghZJqtH3XG3xPmNHxCbT4TuE2pbG1tVXkCePxeLC5uQkAhkotGo1AIIDd3V3Mzs7CbrdjZGSkSBiSlmoSTVSzpbqSsZ1eSB39Uu8UCgXR1Khw7lBLSwve97733fi9r3zlK7L3abfbuX3Ozc3h9u3b2Nzc5Ap1pVJXoqUcV1dXXHtnd3c3rq6uZHf1KKGUaCFRjdu3b9d0MZE6oVlr112TyVQkiliWRT6fL1lwy5/90mhhfKHbaTweRyAQwJtvvsktCsRBttyiQKJQ09PTJQslmwWbxYzvfjrM/X++MFxaWoLdbsfY2BhyuZyhipONwvn5OY6Ojm7cb3xhyG+pJoXnanR5aTnkUS6l/EsajVKt3Vq2PAcCAe57sru7i62tLdy6Jd9WoCFEy/HxMTcAjryR62XIJrafy8tLbG9vl4xq6IWcCc1msxm5XE6zYyGRnEr1K/zajCdPnjT8A4SfRrp16xaXRhJGC4RppGAwiO3t7YaIQmmBxWKBx+PBwcEBJicn0dHRUdSmTgzYmnVoJh9+nU+l9HW5lmrS5dXd3S25pVoMYRSG/x8SldVKwDRTekhMtMTj8arXrC9/+cv48R//cQQCAXz4wx/GkydP8Gd/9mf4q7/6K/zsz/4sbDYbzGYzfv3Xf50rtpdDXYkWsQVubW0N+Xwei4uLRRehFqKFZVns7Ozg6uqqbFRDD0jaQOqEZj3SQ3xDKjHBks1m4fP50NfXJzrOoBmQkkbKZrMIBAKGa2k2EiRVPD4+ztVvCT1h9vf3EY/H4fF40NPTo6onTL1wcHCASCSiqM6nVEv12toastlsxZZqqfsQppH4IoZEa0kHZLU0w1BIoLRoSSQSVTc7vPzyy3j55Zdv/Pv3fu/34nu/93ur2jZQZ6KFD1mU+/r6RP1OxBxxtYCIFjLfpbW1teLQPiWQ9IqU7SqZ0KxHIS7fg0V4veLxOJaXlzlnUsrNNFIsFsPGxgYSiQScTidOT085UzvKWyQSCfj9/pJOwEJPmOvra86zQq1ogdEhL1ipVAqPHj1S5XlVrqWatP93dXUpbjMXSyPxU0hqpZGaWbQkk8mqfVq0pi5FC5nXU25R1ivSQhxxX3vtNYyNjWnWkivVUVbphGYta1pYloXT6cTW1ha8Xi96e3uLzNdIquPBgweGv2FqBcuyODg4gMfjwfz8PBdtqZRGajaur6+xurqKBw8eSApzC023iCfM2toacrmcYk8YI8OyLDY2NsAwDB48eKDJ5yrXUs0wDHde3W531cW8jWJspyflIi1GfwmqO9FCXFxnZ2fLvglpne4ghMNhJJNJvPDCC5wVuBYQEVYq50zcYpVOaNbqfJGC297eXvT29hbN8HE6nTCbzUilUjTVUYZcLgefz4fe3l4ubWa324sGEfLfatvb27loQaMVMZcjFArh9/9mHctxJz5zy4R7ClLzQk+YcDhc5AlTbetvrSEp9ZaWFtlT0ZUiNqU6FArh6OgIsVgMbrebK+ZVo6W6Xo3t9KScaDH6i2NdiZZCocD5nVTKv2p9M5I334uLC7S1tWkqWIDykSOSmnI6nYonNKstWkoV3JIZPsThNh6Pw2w2w+/3F3XNUJ5DBvrdvn27pKuz8K02FosVdSPxTe0albOzMxwfHyPd1ovLiyvsBBK41yf94ZvNM/ir7RA8DisWxp9HXaxWKye2ha2/FouFK+at1OVlFBiGgd/vh9vtxvj4eM2O2Wazob+/H/39/UXn9eDgQLeW6maPwpTqkorH41S0qInVasXU1NQNvw+94XflLCws4Jvf/Kbm+ywlKpLJJDeBtZrUlJo1LZU6hIgZWmdnJ+ebkU6nEQwGsbGxgUwmwy0IjRSWlwtJdfAH+lXCZDLB7XbD7Xbj9u3b3Hnd3Nzk5s2Q81rtwzqWzsNpt8Bc4+tzcHCAUCiEp0+f4n4BeN+9OJ6OyHuJSOUKuE7lkMmL3wNirb/CLq9az5wqR6FQwNLSErq7uysW5ocTWbS1WOCwaV+UXOq8kpZq/nnVo6W61muLnpSaN1XLjlcp1JVoMQJkuNTg4KCkrhy1EIu0kAnNDx48qDrSo1akpZJgIUPYbt26VeTK63A4itIdfKt2t9uN3t7epuruuLy8xN7eHp48eVJVQajwvIbDYZydnWF9fR3t7e3o6elRlO7YDyXxtc0gbnc78Z47tSmcJinRTCbDtcdbrcDcqFf2tjytNrzvbjfsVmmCg9/lxTBMUdqzra2Ni24ZIeVJTC5Jq3I5AvEM/vdGEN5WG16631v2d7VAeF6vrq4QCASwvb2tWUs1icJEo1GYzWZks9mmTSPRmhYDoGYLGykAnp6eLuovl9PZoxShqOBPaK5m8i1/+9UW4lZyuA2Hw9jY2Kg4hM1isRSF5fndHQ6Hg1sQGnXY3dHRES4vL1U31iuVRiLpDjnpuRarGWaTCQ5b7ezWV1dX0dLSgpmZGVXu8U6nMoFhNpu5tCe/6NTn84FlWa7o1OVy6R41zGazePbsWVHrdznabBa0263oUngu1KTU4EzSUs0vkq6mpRp4vlgTx3BS2Msv6uXP6WlkaE2LBphMJskhvErFq3I4Pj7G8fGxaAGw1M6eaiCfRWxCsxpUG2khBbdkW0JOTk5wenrKWYRLxWQywev1wuv14s6dO0gkEggEAvD7/WBZlltotRhCqDcsy2JrawuZTAZPnz7V9PtUKo1E0nOV0kiDHgf+zxeGa5IaKhQK8Pl86OjowPj4uO77L4dY0Smp19DbE4bYQkxOTkq2EXDarfjwA2OOg+AXSZOo4fn5OdbX16uaqH59fY21tbUbRo18Pxj+y5gezry1Ip/PG/5lsO5EixzUEC1SRILValVNHJWChC3feOONGxOa1dq+UtFSzn+FLMTpdBqzs7NVP6idTiecTifGx8eRzWaL8t9koa3Htl9SJ9XW1qZZG2o5yqWRSnXN1EKwkCnlw8PDGBgY0H3/crHZbDc8Ych3tqWlhYsaqu0JQ9KwU1NTDTniQRg1JBPVfT4f11Ld09NTMbp1dXWF9fV1PH78WPRltJyxXb0W8+rRVaslTSFalEJCqz09PWVFgtZze4DnCnhrawvT09OSwrxyUSJaKtWv5PN5LC8vw+Vy4eHDh6ovxC0tLUWW4sK2X6X1GnpDnID7+/sxPDxc+Q80RrggCLtmatXlRTqpJicn0d3dreu+1YDvCXPnzh2kUikEAgHOE4Yf3armXonH4/D7/ZK9auod4UR10lJ9eHhY1FLd1dVV9GIZiUSwsbGBJ0+eVEyxG2k+UrWUGgrJsmxdFCI3tGipxhU3Go3C7/fj7t27JVtNCVob2QUCAZyfn2NkZEQTwQLIr5yvJFjS6TR8Ph9GRkZ0eSPmt0qK1WuQRdhoLqfkjdioC7Gwu0Osy4tYtWsZHSILsZxOKqPT2tp6wxPm9PSU84TJtbjxtyc5vPtONx4PS/vMJNXx6NEjwxdUaoWwpZpEtw4ODrhW9ZaWFhwcHODp06eKagLruaW6lEcLwehp9roTLXJOqFIxcXZ2xnVuSLnxtRIt/AnN4+PjhumcqVRwS1p1azV9WKxeg/9GS0LH1bhxqsHV1RXX/VUvb8RiXV78NBKJbqmZKiVvxI28EAs9YWKxGL7iP8LGQRi560t48gMVPWHC4TA2NzdFUx3NCr8mDnj+MnVwcIC9vT3Y7Xbs7+9r1lJNnpPkxdkoHUmlREs+n9e0xEEtjH+EVSBXTJD6i3g8jsXFRckXUAvRIpzQfH5+jkwmo+o+lFCp4Pb8/BwHBwdVt+qqicPh4Gai5PP5IjfOWg3Lu7i44MYtqNH9VQuEXV7RaBSBQAD7+/uwWq2qRLf4rd/1ep7kQkT397zjPmYmE+hzmpG4jmB7exupVErUEyYQCGB3dxdPnz41fCFlLYnH47i6usI73/lOWK1WRCIRbowIaanu6emp6rtWKQqTz+e536mFgKlnC3+gwUWLnPQQsUp3u92yXWXVFi1iE5r1GktQjkoFt3t7e7i+vsbc3JxhFbvVakVfXx/6+vpuDMtrbW3V3F+DZVkcHh4iFAqp3tJcS/hppMnJSS66tb6+rtgs8Pj4GOfn57qfp1SugKXjKJ4Mu3UxWCuF2WTiXH297W0lPWFsNhtisVhDfZ+0IBAIYG9vD0+fPuXub9KqDrzVUr26usrVGKnVUm2kWphSoiUej1PRogVaiIl4PM4ZnvX398s+JjVFS6kJzXoNgBSjUv1KoVDgPDOePHli+JwogV8YybIskskkAoEAlpaWAICLFKh1I5NBdYVCgTNDa1T40S2hWWClNBIRwLFYDE+fPtU9LfrlZ2f4ynoQH5rpxffNajMAVSlCT5jd3V2cnZ3BbrfjzTfflNw102xcXl5ykc1Swk7YUs1PfVbTUs1HSi2M1gKmnucOAXUoWuQgZaEnk3IfPnyouK5ALUFRbkKzHh1KYvAnp5KbiU8mk4HP58PAwIAhOl+UYjKZRNupSUi+Wvv7QqEAv98Pl8ul26A6o1AujWSz2biQfGtra9EEYjLiQW8eDLqxcZHA/QFj1xkdHBwgFovh7W9/OywWC9c1w/eEIV0zRqmHqwUXFxc4PDwsK1iECL+zpKWavNCoYRhYLgqjpbEdFS0GxmKxlKwDIW8p4XAY8/PzVannakWLlAnNas4GqnQs5CbkF9yKCZZYLIaVlRXcvXu3yCG4EeC3U4v5lsgpOCXeIkNDQ1XNh2oEhGmkVCpV5HJaKBTg9XpV9yGSw6MhNx4NlXZsrjUsy2JnZwepVAqPHj3iFjOxrhmSErHZbJp5whiZ8/NzHB8f4+nTp4pT1mIt1XzDQLfbzdXFVZMWF0ZhhOJFrShMufRQPQyrrTvRIudBZrVakUgkbvw78Q+x2+2Ym5urWsFaLBZks1lFfyt1QrMe6SFSN2OxWCp2CJE6kIcPH9ZFHrQaxHxL+JEC8jOx4r1EIgG/3487d+5IdiVtJlpbW7m2+GfPnsHtdoNlWbzyyiuadSPVMyQSxbJsWRNCYdeMUByqYYFvdM7OznBycoInT56o+v3hGwbyW6r39/c5H6Pu7u6qpn+XMrbjCxilLdU00mJgxBZ6MhV5dHQUQ0NDmu1HCnImNOtRiMuP5pD6FeENQQpJg8Eg5ubmmq7wTyxSEAgEsLKygkKhgK6uLvT29qK9vZ1z26ynluZakMlkuPugr++5hXylNFIzwjAM1tbW0NLSgsnJSVkLIhGH/Boj/uBMstA2yv18cnKC8/NzzWuixFqq+dO/vV4v59KtRku1zWa70VItt5i3UCiIXudkMklFS60RiolQKIT19XXMzMyo6h+iRLTIndCsV6Qll8vBZrOJRlfISAMAms/GqRf4BmGkpmB/fx9XV1dgGAZ3795t+EhUNRBzPWGKsVwaiXjtkEhBM9QHMQwDv98Pt9uNiYmJqrYlrNeIxWIIBoN48803i0wa63We1/HxMS4vL/HkyRPda3n4Pkak04uIGIfDwZ1bLVuqK0VhaMuzzshND+XzeS46cH5+rtpUZD5y602UTGjWOtJC6lZOT08xMDBw47hIS3h3dzdGR0fr8mGmNTabDX19fUilUsjlchgZGUE4HMb+/j6cTidXU9Aob7PVEo1GsbKyIikSxY8UEK8d0o2kVk2BUSkUClhaWkJPTw9GRkZU3TbfiPHWrVvIZDIIhULcPK+Ojg709PQUecIYmaOjIwSDQTx+/Ljmxcf8Ti/guSgIhUJFLdXE5FLtlmp+FIZl2SJju3I1LfVQm9h4dzgPi8WCfD6PlZUVAMDCwoImNx7ZTyWqmdCsZaSFfMHv3LmDy8tLLtXR3d3NjQ1YXl7G7du3K440aGYYhuHqDUhLM6mDIdOpnz17BpPJxNXB1EPhmxaEQiFsbW0pMiH8//7tEf7bm2f4v/5fD/C2+y6upqARC05zuRyWlpa4onCtsdvtRfO8+JGC1tZWLlJgRAO7g4MDRCIRPH782JACi3Qnio1tICk6MmJAKVKM7fL5vOhLZyKR4HzBjExDi5Z8Po9IJII7d+5oGh2QEgUhHSRKJzRrFWnhF9w6HA6MjY1hbGyMq5BfW1tDNBpFX18frFZrUXcR5S1IQbXX68X4+HjROTKZTGhvb0d7ezsmJiaQyWQQCASK5veoMSivXjg/P8fR0RFmZ2cVPaCPr9JIZgsIxrNFNQX8GiOjjWxQAhnYOj4+rtnMsXIIPWGIj5Hf75c1SVkP9vf3cX19XdRNZWSEYxvEWqp7enrQ3t6uakt1PB5HNBrl0tnk90wmU93UtJgqDMkz3MhHlmUldepcXV1hZWUFDMPg3e9+t6bHlE6nsbKygrm5OdGfE/O6ycnJqh4+3/jGN/COd7xD8d8L4Veji93ox8fHODs7w4MHDxCPxxEIBHB9fc2F45vd/4FACkmVDIckRZGBQADRaLThzy0p4n706JHiVE46V8DxVRqTPeXz7ySNFAgEuGm/9XJu0+k0nj17ZtiuM1K/FQwGi85tLVJ0xIjwwYMHdSFYKpHNZrlzy/fbqfbckinp9+/fR3t7+40ozD/+x/8YP/iDP4iXX35ZrY9SLaJqre4iLVJU58nJCWcm9OzZM82PqVzqRg3zOrWp5HDLsiw2NzeRzWYxOzsLi8XCWdzz/R92d3fhcDi4VIdW1vdGJh6PY3l5Gffu3UNHR4fsvxcWRfLPrd1u586tEcPxciBeROl0umo3YIfNUlGwAMUjG0r5llQ7Z0YLSHHy1NRUTQaOSqGSJ4xenV6k9qZRBAvw3CNKrKV6b28PVqu1qFBaKmQ0zPT0NNzutzyISD3m17/+daytrWFyclKLj6QqdRdpAZ4rUbHjJjUFmUwGDx48gNVqVT06IQbDMHjllVfw9re/nfs3/oTmx48fq7Kgq/FZKgkWkuYghXmVRCKp1QgEAgDUt743MmSq7oMHDzQJq5JwfCAQAMMwXI1RvXV1kFZdq9WKu3fvGuLYSRopGAwaKo0Uj8fh9/vruk2edHoFg0Eu/am2Jwwx2Eun05iZmTHEd0oPSEt1MBhEOp0WHZ4p9jfPnj0rKYL/+q//Gj/90z+N//k//6fsSLHGiF7UhhEtpGaks7OzaLHVQ7QI98Of0Dw9Pa3ajVrtZ6kkWFKpFHw+H8bGxhTNYMpkMggGg7i8vOQeVr29vTVfCLTg9PQUx8fHePz4sS5REFJjFAgEkEgkuM4Dr9dr6DfMQqEAn8+Hjo4OjI2NGfJ7YJQ00vX1NdbW1hrKsJG4SZPUshqeMCRql8vlauqcXGv4hdKRSES0pTqTyeDNN98sGQn+5je/iZ/8yZ/EH//xHxtxDEtjpIfEiMVi8Pl8uHPnTk0K1viITWg2ApUcbq+urrC2tob79+9L8o0Rw263Y2hoCENDQ1ytxtHREWKxGDweD3p7e9HZ2WnoRbYSZJhfNBrF3Nycbosa34WTPKwuLy+xsbGB9vZ2bpE1Ujt1LpfDs2fPDD++oFQaiaToSKpDyzQSido9fvy4IbqeCEI3aVIbR7ro5HrCkNQ1wzBNLVgA8ZbqYDCIlZUV5PN5eL1eBINBTE1NiQqW119/HZ/5zGfw3//7fzeiYClJXUZacrkcVzx0fn6O3d1dPHr0SDRE/41vfANvf/vbNf9yf+Mb38DMzIzohGa1+Lu/+zu88MILshd9lmW5lmyxvz07O8PR0REePnyoyQOTYRhcX1/j8vIS4XAYbW1t6O3trTvPEpLmsFgshhl6SBaCy8tLhEKhokWilosfEe+3bt2q6zb5ZDLJRbiI43F3d7eq0UNSC6JX1M4okKGkgUCA84QhqQ6xlwEywgCAYe4/o5JMJvGtb30LbW1tyGQyaG9vRzAYxMzMDHp7e/Hs2TP803/6T/GlL33JyHUsjZMeyuVyKBQK2N7eRjQaxaNHj0oufq+88grm5uY0r2j/y7/8S7S0tODx48eaeW/I/SxSCm53d3e5yns9qv6JZ8nl5SWCwaBhFtlK5PN5+Hw+dHV1GdpcL51Oc3UwtarVIHUZ09PThi0kVUIul+NSHSR6WO0UZdL+/eTJk7oS8GpTKdXBsiz3wmCUuiijksvl8Oabb+LWrVvo7u7mXI9/67d+C1/84hdRKBQQi8Xwa7/2a/jIRz5i5HPZOKKFzOxpb2/HnTt3yp70N954AzMzM5qFdlmWxdbWFg4PD/Ft3/Ztmj54Xn/9dTx8+FDS21glwULqbhwOR8VzqCXCRZaE4o3g/UBIp9NcrQ+ZjVMPCGs1PB4P15aqVVqLP2+pHjwflMKyLK6urhAMBhEKhbhOLzkW7cfHx7i4uMDjx48b0sm3GkiqIxgMcs6uLpcL9+/fr+v0stYQwTIxMSEa4VxbW8OnPvUpfN/3fR/8fj9WVlbwwgsv4MMf/jA+8IEPGO2ebRzRsrS0BI/HI6nSmXgdaFHYRt6+29vbEQqFsLi4qGmNAymoqhTJqSRYMpkMfD4fBgcHVRsaqQbE+yEQCCAejxvCQjwWi2F5ebnuowZkkQ0EAgiHw5q0qpM6kMePHxuujVhrSKcXWWQrGa+R+VQPHz40vGdMLWFZFn6/n7Oir7UnjJHJ5/N48803MTY2Jlrbubm5iU984hP4z//5P+PRo0fc33zzm9/En/zJn+C9730vPvjBD+p92OVoHNHCr2mphN/vx9jYWFFvuhoIJzS/9tprqrU2l2JpaQm3b98uq4YrFdzGYjGsrKzcGFBnNEi4OBAIIBKJoL29Hb29vejq6tLtQUWs5hupm4NAWtWDwSBYluUiXErbqU9OTnB2dobHjx83dZoDuGm8xo9wmc1m7OzsIJVKYWZmhkYNysAwDFZWVuB0OnHr1i0AKPItCYVCnCdMd3d3047EAJ6Lj2fPnmFkZEQ0Gry3t4cf+IEfwH/8j/8Rs7OzNThCRTSOaMnn85Ln8KytraGvr0/VBVpsQvO3vvUtTE9Pa1qXsby8jJGRkZLdPZUKbi8vL7mi5Xq6wUlOlhSb2mw29Pb2amq6dnJygtPTU82FqBHgF0SmUikuwiWlnZr4EV1fX9OogQikCJ1EuHK5HBwOBx4+fNh00Sg5MAyD5eVluFyuslOthZ4wxApATU8Yo1MoFPDs2TMMDg6KZh8ODw/xsY99DL/5m7+JxcXFGhyhYppTtGxubnIPYTUgE5qfPHlS9NCREgWpltXVVQwMDNxoX5NScHtwcIBwOIyHDx/W/ZtwKpXiCnkLhUKRoV21dTDEtCqRSODBgwdNtwgXCgUuwnV1dQWXy8W1UwsjXKSbg2EYTE1NNc0ioQSGYbC6ugqz2Yy2tjaEQiFJaaRmhGEY+P1+eDwejI+PS/474gkTDAZxdXXFTVavdgihkSETwPv7+0VtBU5OTvDRj34UX/jCF/DOd76zBkdYFY0jWgqFgqSpysBzm2en06nILI0Pf0Kz2GJWKQqiBhsbG1zLJaGSYCFtumazGffu3Wu4hUUYJeCbrsldBMjCYrPZaIcC3opwBQIBhEIhWK3WojqY5eVltLW14fbt201/rspBFmG3210UNRDWcOlRKG10GIaBz+dDZ2dnVT5XfE+YUCgEAFWnQI0GESx9fX2itYnn5+f4vu/7Pvy7f/fv8N73vlf/A6ye5hQt+/v7sFqtVZnn8Cc0T0xMiH7hS0VB1GRra4szaQMqC5ZsNgu/34+enh6MjIw0xI1aDqH7phxn01wuB5/Ph56eHkOZAhoJEoq/uLhANBrlJivTKEFpyMJC7sFSMAzDdSORQmmyyDaLdwtxT+7u7i57rpRAXm6CwSASiURFTxijwzAM970SW9suLy/xvd/7vfjlX/5lvPjiizU4QlVoTtFyfHyMQqGAsbExRfuSOqFZLAqiNru7u2htbeUGaZUruE0kEvD7/ZicnNT0mIwK39k0FAqV7ZYh4wsmJiZq7qhsdMhE6+HhYZjNZi5K4PV6i4pNKc+F8NLSEoaGhmTPdBG2/DZ6GomIu97eXs3dWYlAJEX+Yvb3RqZSNCoUCuEf/IN/gH/9r/81vvM7v7MGR6gajSNaGIZBLpeT9LtnZ2dIpVJc9bkc5Exo3t7ehsvl0tTHg0SNhoaGyhbckq6XRvfKkIPYYMfe3l7k83msrKxUNb6gWSDTh4WdZ8JFgEwE7+7ubthagkpks1k8e/YM4+PjVQthMncqGAxyArG7u7th0kikkHRgYKAm4x6EApGkmI04M40UKHs8///2zjy+qTJt/1cXWijdl6Sle0sp3VuQARxFZFUoTVlE0FcYGR1kXgfUwRGHn4rzKi4z4zKLo+MCOAMqTVuWtgLiiCIignZvoS3d0zRJm3Rv9vP7g89zpg0p3ZKcLM/3P5q0eXJIzrnOc9/3dfkYvRFXKBRYt24d9u7di6ysLA5WaFIcU7RIpVJ0d3cjLi5uzH9/IgnNDQ0NcHd3N+uXrqWlBTqdDqGhoUZ3V8hzJBIJUlNTHfaCMRoqlQoymQwikQh9fX2YMWMGZsyYYZUnKWuhp6cHlZWVSEpKuqV9AHE8JuPUJF/GUZK/gf+m6sbFxZk8zsPYLgERiLZYRiKjuhPZjTIHhq7H3t7erOsx154wDMOgoqICnp6eRiequru7sX79evz2t7/F+vXrOVihyXFM0SKXyyGRSJCQkDCm5xOnWFdX13FNRDQ3N8PJycnktVgCwzBob29HY2MjIiIiEBgYOOxLpNfrUVNTA61WS10jxwARd0lJSejp6RnmGmsPwY6mhIT5TWRUniR/y2QyKJVKtszh4+NjlwKR7EbNnj3bImaEQwWiXq9nBaKnp6fVH19ihhYeHj7pQQlzYOgJQxrRufCEYRgGlZWV8PDwMFo16O3txX333YcdO3Zg8+bNFl2bGbEf0cIwDNRq9Zie293djZaWFiQnJ4/63MkkNItEImg0mnGN6I0V0nCr1WrZk1RnZyfc3NxYx9iamhr4+voiKirK6k9WXEJi7Ym519Dt9aF3sXK5nB2ZtLVgR1PS3t6O5uZmk4T5jdQobS/OpsQ9OTk5edRysjkgZSSZTIb+/n62z8gam01JAnhERITNRGMolUr2+BJPmMDAwDH5GU0GhmFQVVUFd3d3o+GG/f392LhxIx5++GFs2bLFbOvgAMcULX19fairq0N6evotn9fd3T2phOb29nb09/cjNjZ23L97K27VcDswMACRSISWlhZMnToVM2bMAI/HsynjOEtCdtGmTZuGmTNn3lLcDR2ZtKVgR1PS3NyMjo4OpKammlxUMAzD7nANFeC20gxpSHd3N6qrq63GPdmay0gkH8cU/T5cYSlPGIZhcPXqVbi6uho9Zw0ODuL+++/Hpk2b8Mgjj5jkNVtaWrBlyxZIJBI4OTnhV7/6FXbt2gW5XI77778fjY2NiIqKwtGjR806LQtHFS1KpRKVlZWYO3fuiM8Ri8VobGycVEIzOTnMmjVrQr9vjNEmhLq6ulBdXY2kpCS4u7uzjaZqtdoqgwe5RK1Wo6ysDMHBwROaThga7KjVahEQEAAej2cT2/DjhRjsDQwMIDk52SJlsoGBAfYuVqfT2VSZg5TP0tLSrFLQMgwzLBuJYRi2TGfp40salEcK9LNFyA0OaeYFwE4jTeb4EvNGZ2dno6G2SqUSDz74INasWYMdO3aY7P9RLBZDLBZjzpw56O3txdy5c3Hs2DEcPHgQ/v7+2LNnD1599VUoFAq89tprJnnNEbAf0QLcqJWPBaLqjdkXk4Tmvr6+Sd9Njrd3ZjR0Ot2I/isA0NbWhtbWVqSmpt50Z6rVatHR0QGpVIr+/v5hhmuO2KdB+gxiY2NNcqIkpmDk+Pr5+YHH45nt+B642IyeQS1+fVcUpriY9/+PmBG6uLggPj6eE8FgWOawhuDMkZDJZGhoaDBJ+cxSqNVq1tRuqGeJufu41Go1iouLERsba9c2DIaeMBOZ9mIYBjU1NWAYxuj3UK1W46GHHsKyZcuwc+dOs35PBQIBHn/8cTz++OM4d+4cQkJCIBaLsXjxYly7ds1srwtHFS16vR6XLl3CwoULh/18aEKzMRU7XsbTO3MrxmLJPx6beb1eD7lczk5RjcdwzR7o7u5GVVXVqFMvE4UEO0qlUnR1dZk82FGnZ/DLf5VAq2fw5oYkBHmZ78Ko0+mG2adbww6HYXCmNfUZicVitLa2Ij09nfO1TBTDPi4PDw92l8uUZQ6VSoWSkhLMnDnT5BNV1oyhaaC7u/uoZVDSd6fVajF79uybvocajQYPP/wwFi5ciN27d5v1e9rY2IhFixahoqICERER6OrqYtfo5+fH/ttM2JdoUavVGGXtLN999x1uv/129t+GCc2moK+vD9evX0daWtqE/8ZogkWn07HW6aP1ZIz097u7uyGVSiGXyzFt2jTweDyruACYA6lUioaGBqSmplpk296wT8NUwY41kj4ManRICzOfjwwxQgsJCTFqCW4NjNRnxMU0R2trK6RSqVn6fbiCjKuTXS7ANGUOMgJu7cnylmBoGZSUmQ09Yerq6qBWq5GQkHDTMddqtXj00UeRkpKCvXv3mlWw9PX14a677sLevXuxbt06+Pr6DhMpfn5+UCgUZnt9UNFyQ7QYS2g2BYODg6iurp5w7Pdo/StKpRJlZWUICwszidAiJygSPOji4sJeYG2xEdKQ5uZmyGQypKamcibISB+BTCYDwzBWm31CpuZiYmJsqs9g6DSHWq02egEwB42Njejq6rL7VGtj1vfjLdMNDg6itLQU8fHx5m7atDm0Wi06OzvR0dGBnp4eeHt7s0HAKSkpRm9ad+zYgZiYGLz44otm/YxrNBpkZmZi5cqVeOqppwAA8fHxtDw0GSYiWkZKaDbVekpLSzFv3rxx/+5ogoUYe82ePdtsX3ylUgmpVMo2QpJJGVtz1CW1YI1GY1V+NaYMdjQlfX197NScJXxFzIVOp2P7NHp6eswSPkhKs0ql0qo+W5aAlOlImcPDw2NU12MiWGz9s2UJyJSQQqGAi4sLXF1dMW3aNOj1eiQnJ0Ov12Pnzp0ICgrCK6+8YvYR661bt8Lf3x9vvfUW+/Onn34aAQEBbCOuXC7H66+/brZ1wN5Ei0ajgV6vH9NzL1y4AD8/vxETmk2BTqfD5cuXsWDBgnH/3q0abiUSCRobG5GSkmKxLXDDCyyZlLF2x1hSPvP09ERMTIzVrnUywY6mhEyfpaSk2Jw4vRUj5U5NZtyXTHIwDGO0z8CRMHQ9Bm5OUCbN7wkJCTQeYww0NTWhu7ubndZTKpX48ccf8Yc//AHt7e3g8XgIDg7GkSNHzN7w/e233+LOO+9ESkoKK47279+P+fPnY+PGjWhubkZkZCSOHj1q7nKfY4oWtVqNb775BtHR0Wa9kDEMg4sXLw7rnRnt+aM13DY2NkKhUCAlJYWzEge5g5VKpejt7YWvry94PJ7VTXKQna4ZM2ZYbU+GMYxdYEmfkTljGGQyGerr65GWlmYX5cBbMfQCO5EynV6vH2bu5ciCxRhDb3IGBgbg6enJls/oDsvoNDc3s+d5w3OqXq/HM888g7a2NoSEhODChQuYPXs2MjMzce+999r1FBYcUbSQhGa9Xo/58+eb/cJv2PA7EqMJFnKSdHV1xaxZs6xGHJBOeKlUCoVCYfJJmYlCEq3NkfViaYb2GTk5ObFlOlPusrW1tbFlUntswL4VhruIpE9jpHF1vV6P8vJyeHt7G817oQynt7cXJSUl8PX1RV9f35jKSI5MS0sLOjs7kZqaalSwvPDCC+ju7sY///lPODs7s3b+BQUFKC0txSeffMLRyi2CfYkWrVbLNi0ZY2hCc01NDZKSksx+RzkW0TJa/woxQePz+WbLMTIFDMOgt7cXUqmUdTQljbyWPDmREgdX1unmhAQ7EttwskMw0TId2b3r6upCamqqXTeRjgViByCTydhxdXKBdXV1hU6nQ2lpKYKCgizyXdQzDHoGtfD1sE0h2dfXh/LycrbcOJYykiPT2toKmUyGtLS0mwQLwzB46aWXIBKJcODAAUf9rjqGaDGW0FxaWorY2Fiz1+1HEy2jCRbSFGmLOwbk5CSTydgdAh6PZ9ZRY4lEgqamJqMGe/YGmTQgwY4kV2ashmCkQVmr1SIhIcFqdu+sBSLCSZmO9BWEh4cjMjLSImv4rl6Oa5I+3BHrjziebfUYkdyl1NTUEWMMDMtI1mwaaG7a2trQ3t6OtLS0mwQJwzD44x//iJqaGnz88cd2M1I/AexftIyU0FxRUYHw8HCzN4TdSrQwDAOtVjtiw21HRwfq6uqQnJxs802RZIdAKpVCo9EgMDDQpJb3DMOgqakJcrncrnwyxsp4gx31ej0qKysxdepU2pMxBtRqNX766Sd4e3tDqVRCo9FYZJy6tLUbJa09WBofiDA/64sDGAky3XgrwWKIMdNA4glj72UksViMtrY2pKenGxUsb7/9NoqLi3HkyBGHK98aYF+iRafTQavVsv++VUJzdXU1+Hy+2Y2NvvvuOyxcuHDYSW20/hXgRiMWMaqyty+ssUgBYnk/kZO/Xq/HtWvXoNfr6Y4BRjZc4/F4mDp1Kuv8HBgYOO7kckeEGKEN3e0caZfLGtOTLQ0JikxNTZ1w35Wx7B4iwu2tjCSRSNDS0oL09PSbbrYYhsE//vEPnD9/Hjk5OXZ3LZgA9itaRktorq2thY+Pj9kTRS9duoS5c+eyH8axNNw60gXYWKQAj8cbs5eGTqdDWVkZfHx8EB0dbVcnM1MxNNhRrVZDrVYjPDzcamz5rRnS0H0rXxG9Xs9OexFXaUdtNO3q6sLVq1dNHhQ53mZpW0EqlaKpqQkZGRlGBcuHH36I06dPIy8vz2ZyrMyMfYqWsSQ019fXY9q0aQgJCTHrmq5cuYKUlBS4u7uPKlg0Gg3Ky8vh7++PyMhIh7ugjDdSQKVSobS0FOHh4Wb/f7QHBgcHUVJSgsDAQAwODlok2NGWIT0Z42noHpqeTGzvybTXWMsktopCocC1a9fMYtQ5FHKj09HRMSx7KiAgwKZEokwmQ2Nj44gTe4cOHUJ+fj6OHz9ulUnhHGFfokWr1aK6unpMCc1NTU1wcXFBWFiYWddUXFyM+Ph4TJs27ZYNt8R4KSYmxuy7P7bAaJECpEGZZpeMDXIBHhoSaTgp4+XlxZ78Ha0nyBBS4khJSZmU2FCr1ayAUSqVVuN6bGrkcjlqamrMLlgMGVoK7ezshJOTEzuN5OHhYbXHuKOjA/X19cjIyDAqWA4fPoxPPvkEBQUFFs/QsnLsS7RIpVJIJJIxJTS3trZCq9UiKirKrGsqKytDVFQUq5SN3c2SO5TExESzpA7bA4ODg8NGfYklvy3l4nAFuaDcqsfAMNjRzc2N3SHgclu6vUeJogopslKDEehpmbtocrxuVeIQ/tSGPpUWm24LxdQpY+thMXQ9theR2NnZibq6OqSnp3NewlCpVGwZSalUWmUZqbOzE9evX0d6errRnaGcnBx89NFHKCwstPkBDDNgX6JFr9dDo9GM6bnt7e3o7+9HbGys2dZDTH88PT0xY8YMoz0aIpEIbW1tSE1N5fwLbwuIxWI0NTUhJCQECoUCSqXSZiIFuICMgKelpY3r82Us2JHH41m8xPHamTqcKGvHprkz8Ju7Y8z+ejKZDA0NDbc8XgzD4MDFFqi0ejw0Pwye7uMXHMbSv4lItKVR/Y6ODly/fh0ZGRlWV5rR6XTsNFJXV9eoE3WWQC6Xo7a2dsTjdezYMbzzzjsoLCykUQfGcVzRQsbqZs2aZZa1kP6Vvr4+tLa2QqFQwMvLi3WLdXZ2Rl1dHQYHB5GUlOTwEwejMdQELSUlhb0ztZVIAS5oaWmBVCpFWlrapO7kjQU78ng8+Pj4mF0kVol7ceSyCL9YGI6ZQeYVTGKxGK2trWNyBR7U6KDVMfCaapodkqE7iTqdjhXiprIEMAdE4I20Y2BNGE7UOTs7DzO1swQKhYItoRkTxIWFhXjjjTdQWFhIS94jY1+ihWEYqNXqMT1XoVCgvb0dCQkJZlmHYcMtubMiPRpqtRo+Pj5ISkpy9Ln7UdHr9bh69SqcnJwQHx8/ohix1kgBS0OShwcGBtiwNVNBShxSqRQ9PT3jnvayVlpbW1mLAa4/KxqNhh2n7uvrs0rDNalUisbGxhF7MqwdS5eRyFRVRkaGUcFy5swZ7N+/H0VFRSbJDtq2bRsKCgrA4/FQUVEBANi3bx/ef/99tqS+f/9+rFq1atKvZWEcV7T09PSgqakJKSkpJl/DrRpuiXcMj8cDwzCQyWSYMmUKeDweeDye1d+xWBriKTLeiaqhkQIdHR1wd3fnJFLA0hCB5+zsjPj4eLPepRtOe1kq2NHUDN3BszbhNV7TQEsgkUjQ3NxsNzlVRIh3dHSw0Q3E1M4U7480dY/UpPzVV1/hhRdeQFFRkcmGML755ht4enpiy5Ytw0SLp6cndu/ebZLX4AijJzSHuCV1cXG5ZU7RRCAOt4Dxhtvu7m5UVVUhISGB9XyIiYnB4OAgpFIpSktLLWZ3bwsolUqUlZUhIiICwcHB4/pdJycneHt7w9vbGzNnzmQjBez5GOt0OlRUVMDLy8sinjVOTk7w9fWFr6/vsEyZocfY1MGOpoTsSCmVSqPhdNaAs7Mz/P394e/vP+wYl5SUcHKM29vb0dLSYtRXxFYh5otBQUHDykjFxcWTLiP19PSgurp6xOT08+fP47nnnkNhYaFJp0YXLVqExsZGk/09a8dmd1qAG9t+Y0GpVKKyshJz5841yevqdLpbOty2t7ezmTi3ulAOtbvXarXsl8nRusjJiO7s2bPh5+dn0r9t7kgBLtBoNCgtLUVwcLDZx/jHwtBgR7VabRHL+/HAMAyuXbsGhmEwe/Zsq1jTeDEMzyTH2Fy9RmKxmE0CtxfBMhrkGHd0dLAj64GBgWMqI5Fz2Eh+YRcvXsTu3btx8uRJs3xnGxsbkZmZOWyn5eDBg/D29sZtt92GP//5zyY/t1oA+yoPAWMXLVqtFj/++CPmz58/qdcbzTCOYRg0NDSgu7t7WAPpWNBoNOzFValUshdXLy8vmzzJjpXOzk42jdvcTXKmjhTgAlJyjI6OtkqPn8kGO5oavV6PqqoquLu7203uEmlIl8lkbK8RGac2Rcmrra0NYrHYaDaOo2A4sk4SwAMCAm4qI5F065EEy5UrV/Cb3/wGJ06cMFv4pqFokUgkCAwMhJOTE5577jmIxWJ89NFHZnltM2J/okWtVmOU9QO4ISYuXrx4ywTmsfyNWwkWnU6HqqoquLm5YdasWZM6Oep0Ovbi2tfXZ5MX17HQ1tYGkUjEpnFbkslGCnABsZmPj4+3ibsmrns09Ho9ysvL4e3tjejoaLO/HheQXiMyTu3u7j4pzx3SpGwsfdhRMUwAd3FxYctIDMOgrKxsxLDIkpIS7NixA3l5eWa13DAULWN9zMpx3J6WyV7oR2u4ValUKCsrQ0hIiEm2/lxcXMDn88Hn89mLq1gsxtWrV9kMJa7uXE0BwzCor69HX18f5syZw8nJkdSvAwMDhzWZXr9+fdRIAS4gPVIpKSk2Uz407NHo6+uDVCpFcXHxTa7Hpkan06G0tBRBQUEIDw83+d+3Fob2GsXFxbGeO+Xl5aznDunRGO082NLSgo6ODipYDBjaMxcbGwulUomOjg5UVVWhu7sbfD4farUa06ZNG3ZOrqiowGOPPQahUGhWwWIMsVjMxp3k5+cjOTnZoq9vThxipwW4kcA8kZ2W0Rpue3t7UVlZOSwV1lwwDMOO+crlcpsc8yXb9VOmTJn0jpQ5MIwUcHV15dwIjJh6jdYjZUsYepWQi6speo00Gg1KSkoQFhbm0DlVGo2GHfUl5dCRRn2bm5shl8uttknZ2hgYGEBpaSkSEhLY0v6VK1dw7NgxrFq1CikpKdi1axc+/fRTJCYmmnUtmzdvxrlz59DR0QE+n48XX3wR586dYxu4o6Ki8N5779nid8H+ykMajQZ6vX5Mz52IaBmt4VYmk+H69esW6ccwxHDMl4ygBgUFWc3ugCEajQZlZWUICgpCREQE18sZE4YXVzKJZKn/by5LaJZiPBfX0VCr1SgpKUFUVJRV9vxwhV6vZx1jia8R6dEQiURsHx4VLKMzODiI0tLSm6JY9Ho9Lly4gE8++QSnTp1CVFQUNm3ahDVr1lh8p8VOoKJl4cKFY7qLG0vDbXNzMzo6OpCammoVIoHsDshkMnbrncfjWU1cwODgIMrKyqy2gXQsELdY0ixt7kiBxsZGKBQKpKamOsx2/WSCHZVKJUpKSiyy62nLDC3ViUQiMAzDijx72ckzF+QzlpCQYNR6v6GhAZs3b8bBgwfB5/NRWFiIkydPQiwWY8WKFXj55ZetbnfZinFs0XLx4kXMnz9/1DsJIlh0Oh2cnZ1v+oARQy8AmD17tlXemZDdAalUCoZh2N0Brjw0enp6UFlZOcyzxtYxZ6QAwzCora2FWq1GYmKiVX7GLMF4gh1Jk/Ls2bPt5jNmboiTcmxsLDuNpNForG5k3VoggmWkz1hzczPuv/9+fPDBB5g3b96wxwYGBnDlyhUsWrTIQqu1C+xPtGi12jGbxl2+fHnULfbRGm5JeSMwMBARERE28YVWq9WsgFGr1Rb3Keno6EBdXd0tU4dtHcNIAbI7EBgYOO4dEnsc0TUVIwU76vV6VFRUIDk5GV5eXlwv0+oZarSXlJQ07DNmOLLu4+PDjqw7ym6fMVQqFYqLi0ec3BOJRLjvvvvw97//HT//+c85WKFd4tii5aeffkJCQsKI25+jCRZyJxcbG8vmOdgaQ31KBgYGzB6G19raivb2dqSmptptP4YhQ3cHxhspQGIMAgICzObnYC+QUp1IJEJPTw+Cg4MRGhpqkWBHW4ZhGNTV1bG7eLc6VqTxn4ysT506ld3pcpTvM3Djs1ZcXIy4uDij4Ybt7e3YsGED3njjDSxevNjyC7RfHFu0lJaWIjY21ui46GgNt3K5HDU1NUhKSrKbOzlDgypTBrWREyNNtQZrxS6TyW4ZKaBWq1FaWurwEy/jgXwvk5OT2V2Ynp4eujswAgzDoKamBnq9fkLOwEM/ywCGxQrYq1AkgmXmzJlG+6SkUinWr1+P1157DcuWLeNghXaN/YkWnU7HjiOPRmVlJUJDQ4fVIkdruAVu7BaIxWKkpqZaTVOrqTGcLJiMw6Zer0dlZSXc3d0RFxdntyeziTBSpICLiwvKyspoA+k4IMnD6enpw+76DXcHpk2bxpbqHGl3wBASZQDAJOGaZKdLJpNhcHCQnfjy8fGxmx4sjUaD4uJixMTEGE1j7ujowPr16/GHP/wB9957LwcrtHscW7RcvXqVvRADY5sQqq2thUqlQmJiosPcsRmm+Xp4eLBGa6NNb5CeHx6PZ9eGXqaAjPm2tbWhq6sLPB4PYWFhdud6bA7EYjFaW1tHTR4eGjrY0dFhE8GO5oBhGDYN3BzeSDqdjr3pGe/El7VCBEt0dLTRdgCFQoF169Zh7969yMrK4mCFDoFji5ba2lrWTXa0/hWtVsvaf8fExDjsRWToaGRHRwfc3NxG7M8g3gW23PNjaYaWHZVKJZtzQssbN+joU+OLahkWRPshOvCGyGhpaYFMJpuQaytxMiU7XY4wJcMwDKqrqzFlyhSLNHYP9Y/q7OzElClTODdnHC9arRbFxcWIjIw0as/Q3d2N9evX47e//S3Wr1/PwQodBvsTLXq9HhqNZkzPbWhogLu7O0JCQm4pWIifSGRkJIKDg82xbJtlYGCA9YJxcnJivWBUKhWqqqqQmJho1LuAcjMSiQRNTU1IS0sbVnYcWt7o7Oy0eF6PNXGmWoovqjuQFuaN//lZGBoaGtDT02MSEzQyJUPyvUw5sm4tMAyDyspKTJ06FbGxsZwIM0NzRiIUrTUIVqvVoqSkBOHh4eDz+Tc93tvbiw0bNuB///d/sWnTJg5W6FA4tmhpbm4GALbJ0diJqaurC9XV1fTiOwbIzkBraysGBwcRFhaG0NBQizsD2yItLS2QSqWjGhMO3enq7Oy0ikgBS9Kn0uLCdTkywrzRLWlhS7WmFhWGI+vTp09n4zFsVSiS3jIPDw+rcWPVaDRs8z8RilwmgBui0+lQUlKCGTNmGG2G7+/vx8aNG/Hwww9jy5YtHKzQ4XBc0cIwDNra2tDW1oaoqCj4+fndpPLb29vR3NyMlJQU6go5RsjFNyEhgT3pK5VKtsHUWu+muGJoUGRycvK4yxuGpoHkONuzUDR1A+lYXs/WhSLxrfHy8rLadOuhCeAKhYLzhmkiWEJCQjBjxoybHh8cHMT999+PzZs345e//KXF1+egOKZoGepwq1AoIJVK2b4BPp8PX19fNDY2ore3F8nJyTbbOGZJhjYpJyUlDbtLMtx2J14wjt5gSpohAUxo3NQQw0gBEjhoT/0ZxGjPmsobpgx2NAd6vR7l5eXw8fFBVFQU18sZE8YapoemU5sbkgjO5/MRGhp60+NKpRIPPPAABAIBHnvsMav8f7dT7E+0MAwDtVp9y8eNTQgxDAOFQgGJRIL29nbWfTQwMNAqtimtGZ1Oh4qKCkyfPn3UCwnJkRkqFHk8ntVsB1sKcszIna85pjfI+Glvb69JPXe4whovvqYMdjQHer0eZWVl8Pf3t5lAUmOoVCr2OJOMLzJObervjl6vR2lpKYKCghAWFnbT42q1Gv/zP/+D5cuXY+fOnSZ7/W3btqGgoAA8Hg8VFRUAbjTm33///WhsbERUVBSOHj1q1H3XgXAs0TLahJBKpUJZWRlCQkLg6enJbgd7enqyI76OPLlhDGKAFhISYvQLfitIgykZpXaU40zGwPl8/riP2UQw9NyZTKQAVxBn4KCgIKsdnTcU5FwfZ51Ox0aMWOsxmwg6nY4N0Ozu7p6Uh5QhROQFBAQYPWYajQYPP/wwFi5ciN27d5tUMH3zzTfw9PTEli1bWNHyu9/9Dv7+/tizZw9effVVKBQKvPbaayZ7TRvEcUQLwzDsKLSxO6De3l5UVlZi1qxZw2yZh47rdXR0YNq0aeyIr6OXjQYGBlBWVsbuSE0Gw+M8depU9jjbauOjMZRKJcrKytgEXUtjGClAjrM1G61pNBqUlJTYlDMwOc7kxsfd3X3EYEdzQMobxOvHXhkpQDMwMHDc/UZkJ8/X19doZIZWq8UjjzyCtLQ0/P73vzdbintmZiYrWuLj43Hu3DmEhIRALBZj8eLFbD+Xg2J/ogW4sWNCGIvDrVQqRX19/agBfqTOKpFIRvUosXfIVJW5AumGesGQxkcej2fTDsQkq2qkgDUu6O/vZ48zGVkPCgqymsZzlUqF0tLSEQ29bIWh1gDAf+3uzdGfMVoDqT0zMDDAlpHG02/EMAzrw2Ws9KjT6bBjxw7ExMTgxRdfNFsPi6Fo8fX1RVdXF7tGPz8/9t8Oin2KFrVaDYZhxuRw29TUBLlcjpSUlHHf0ZMTvkwmg4uLC+tRYssX1rEgkUjQ2NiItLQ0i0xPDA4OsseZYRhWwNiSg2l3dzeqqqqsOnWYjKzLZDJotVrOG0yJOaHh7qetQ1LWzdGfQTxFQkNDbWZXylwY9huN1NdFvGs8PDwQExNz09/R6XTYuXMn+Hw+9u/fb9ZepVuJFgDw8/ODQqEw2+vbAPYrWohYGUmw6PV6VFdXw9nZGfHx8ZP+IJILq1QqHWayZisjkWOBYRg0Nzejs7NzQiLPFBhm9RABM336dKvt4O/o6EBdXR3S0tKsZgdjNIae8En6N2kwtcRxJrtSCQkJdu2PZBhSOhnnYyJYwsLCqAmmAYZ9XcSgMSAgALW1tew0mrHfe+qppzB9+nT8+c9/NntzNS0PjYp9ihaVSgWtVjtiw61arUZ5eTnb1Gfqk7BKpWIFjE6nYwWMLe0MGEK8MXQ6HRISEqxiMoJcWKVSKQYHBxEQEAAej2dVI74kEyctLc1mS4iGjY8+Pj6oH5yKxl7gkZ9HYuoU0zaZ9vb2oqKiwqp3pczBSMGOY+nrIn0/ERERRl1bKf9lqO9Oa2srnJ2dERERcVPSul6vx549e8AwDP76179a5JxnKFqefvppBAQEsI24crkcr7/+utnXYcXYn2gRiUT4wx/+AIFAgDvuuOOmZlmJRIKGhgaTNI+OBbIVLJFIhu0MeHp6mv21TYVOp0N5eTm8vLysNneJ3LFKpVJ2xJd4wXAlsEjpMTU11WamdEaDXFi3HamEuFeD/53rhWXJoSaLFOjq6sLVq1eRkpJi1wZ5ozHUp4SUn4lxoOFuHQny46q52xYhN2FEsJBdxbfffhs+Pj7IysrCV199hd7eXrz33nsWOYds3rwZ586dQ0dHB/h8Pl588UVkZ2dj48aNaG5uRmRkJI4ePWpXpdIJYH+iRaPR4OzZs8jNzcX333+P+fPnIzs7G3feeSeKiorwhz/8AWfOnLGIYDG2to6ODkgkEtb8i8/nW60pFfDfMfDQ0FCbaeojW8FSqRRdXV3w9vZmvWAsIR6I0Z5arTaLxbw18F29HGWtPbgvxQ9d8g7WKZY08k6kr6uzsxO1tbVIT0+3q7KqKRjab0SCHUn/nD00KlsShmFQU1MDADclXHd1deHEiRP417/+hatXr2Lt2rUQCARYtmyZzZR27Rz7Ey1D0Wq1+Prrr5GTk4OioiK4u7vj2Wefxdq1azlvliUusRKJBP39/QgICACfz7eq0gbpK4iLi0NAQADXy5kQDMOgu7ubHT0lGTKBgYFmGVknjq1ubm6Ii4uzmv9LS2CsYXqsEzJSqRSNjY1IT0+32TKapSDnjvb2dnR0dLDGcbZsHGgpGIZBXV0dtFqtURdqhmHw+uuvo66uDh999BGuXLmCEydO4OzZswgPD8fOnTuxZMkSjlZPgb2LFuDGF/y3v/0tOjs7sWXLFhQUFOCrr75CcnIyq6C57jUxVtogcQJcXfQUCgWuXbuG5ORkmypl3YqhtWxzjKwTMy8/Pz+rcWzlClIWlUqlUKlUt4wUEIvFEIlESEtLM2lzt07PQMcwcHOxvwu5SqVCSUkJ60BNGkw9PT1ZnxJH95EyRl1dHdRqNRISEowKlrfffhvFxcU4cuTITZ/FmpoaaDQaJCUlWXLJlOHYt2jp7u7GAw88gNtvv32YGZBer8f333+P3NxcfPHFF4iLi8PatWuxYsUKzi/Qxmzu+Xy+Re+iSFBkamqqXW/TD+0ZcHZ2ZvuNJvKeiTOwLRmgWQqyMzA0UoD0G4lEIshkMqSlpZm8dPdMfhV6lFq8vjYRXlPt5wKuVCpRUlIyohEmMQ6cMmWKzQU7mpPr169DqVQiMTHRqGD5xz/+gW+//RZHjx6lu33Wi32LlsOHD8Pd3R0bNmwY8Tl6vR4//fQThEIhTp06hcjISAgEAtx7772cj1qS1FOpVAqFQsH2ZgQEBJhFwDAMg8bGRnR1dSElJcWh7tRIzwCZ+Bo6Sj0axE/EUs3dtszQfiOpVApnZ2fExcUhKCjIpKKFYRg8lVuJfpUOr69LhO80+3BVJoJlLAaFxoIdrd0ewFw0NDSwSerGBMuHH36I06dPIy8vj/PWAcotsW/RMl5IfDvpgeHz+RAIBFi9ejXnHduGvRmmzunR6/XDEocduTZO0pIlEglb2hipYZqM5yYmJnIucm0F0legVCoRFhaGjo4bjbymjhRQaXXQ6hhMd7cP8U3E8ezZs+Hr6zuu3x1qD0B8d3g8Hnx8fOz+u97Y2Iienh4kJycbfa8HDx7E8ePHcezYMdpsa/1Q0TISDMOguroaQqEQhYWF8PHxgUAgQGZmJgIDAzm9UyHbwBKJBJ2dnZPOQ9JqtWzmRlRUlMPdhd0KrVbLnuxJii+fz4ePjw+6urpw7do1hx/PHQ8Mw+Dq1atwcnJCfHz8sM/a0EgBUq6zpkgBLiE5X6Yw2zP03fHy8mJ3cO1lNJ/Q3NwMhUKBlJQUo4Ll8OHD+PTTT3Hy5EnOexspY4KKlrFA7gyFQiFOnjyJqVOnYs2aNRAIBODz+ZwLGMM8JD6fP+agQRLgFx4eTnsxRoGc7EkqtU6nQ3x8PPh8vt3frZoCMllF3Edv9b0xFingqKWN/v5+lJWVISkpCd7e3ib928aCHe0lT62lpQWdnZ1ITU01+v3MycnBRx99hMLCQs57GSljhoqW8ULyinJzc5Gfnw9nZ2dkZmYiOzsboaGhnJ9Qh+Yhjeab0dfXh/LycsyePdtqAvxsgdbWVojFYkRGRkIul0OhUNj13aopIAaFZDdvPBg6Hw8tbXD9fTM3RLBYyh14aHM6YN5gR3PS2trKNngbEyzHjh3DO++8w+6iU2wGKlomA8MwaGtrQ25uLvLy8qBSqdgdGGsos9wqD0kul6OmpoaWNsYBwzBoaGhAb28vkpOTWXFieLdKynWmcom1dbRaLcrKysDj8RAWFjapvzV0t4tk9RDjQHvb7SI3FSkpKZzsBJgz2NGctLW1ob29fcSJtMLCQrz55psoLCykN2u2BxUtpoJhGEgkEuTn5yMvLw/d3d1YvXo1BAKBVZiMDc1DUiqV0Ov1SElJGXdDn6NCejEYhjHq8TD0eUN7MybrEmvrkEwcc4yCk0gBUq4zt3GgJSEN3qmpqVZxU2HKYEdzIhaL0dbWhvT0dKPrOnPmDF555RUUFRXZrGGmg0NFi7no6OjAsWPHkJubC5lMhnvuuQfZ2dm3vOCZG7JT0NXVhaCgINYS3BbzkCyJXq9HeXk5PD09x529NHS3CwC72+UIzaXEAC0mJsbsFvOGxoFTpkyxWbHY09ODyspKqxEshuj1enaSUS6Xw8PDY8zBjuakvb0dra2tyMjIMCpYvvrqK+zbtw+FhYU0o8l2oaLFEigUCpw4cQJ5eXlobm7GihUrkJ2dPWJHuznQ6/Worq6Gi4vLsKkNW8xDsiQajYYtbYSHh0/qb6lUKtYLxt6bS8l4rqEBmiVf3zBSwBaS1ru7u1FdXY3U1FSrXytw886ii4sLJ1NfEokEzc3NyMjIMLrLdv78efz+979HYWEhgoODLbYuismhosXS9PT0oKCgAHl5eaitrcXSpUuRnZ2NOXPmmE3AkJ6CgIAAREREjHiBHJqHRLwcrC0PyZKoVCqUlpYiMjISfD7fpH/bsLmUBODZw7EmmVWmGM81BUMjBdRqNXusvby8rOpYE8GSlpZmsztxhsGOJL7BnMdaKpWiqakJ6enpRnd6Ll68iN27d6OgoAChoaFmWUNUVBS8vLzg4uICV1dXXLlyxSyvQ6GihVMGBgZQVFQEoVCIyspKLF68GNnZ2fjZz35msjqxUqlEaWkpoqKixnXhtcY8JEtCLryW2CkwdqyJzb2tNZeSXgxLTbuMFyLMpVIp+vr6rOZYd3V14erVq3aVcE08jmQyGXusg4KCTBpJIpPJ0NDQgIyMDKOC5cqVK9i5cydOnDiBiIgIk7ymMaKionDlyhXqiG1+qGixFpRKJc6cOYOcnBwUFxfjjjvuQHZ2Nm6//fYJNxWSC0hCQsKkGm6tIQ/JknR3d6OqqoqTC6/hsTZ3dIMpIRdeWyltDI0U6Orq4mxsnYST2pNgMYQca1MGO3Z2duL69esjCpaSkhLs2LED+fn5iImJmexbuCVUtFgMKlqsEbVajS+//BI5OTm4dOkSFi5cCIFAgEWLFo250a2jowN1dXUmH2m2dB6Spens7ERtba1VbNEbm47h8/kICAiwuukYctxs9cJrOLZOIgXM3Vwql8vZ42ZrDcMTxRTBjuS4ZWRkGDXBq6iowCOPPAKhUIhZs2aZ+i3cRHR0NPz8/ODk5ITt27fjV7/6ldlf00GxH9Fy6tQp7Nq1CzqdDo888gj27NnD9ZJMgkajwddffw2hUIhvv/0Wc+fOhUAgwN133z3iSU4kEqGtrQ1paWlmdbUkeUgSiQRyudzkeUiWpr29HS0tLWY/bhOBnOhJw6Opc3omg1QqRWNjI9LT0zlfi6mwRKRAZ2cn6urqRrzwOgrjDXZUKBSoqakZUehVV1fj4YcfxqefforExERLvAWIRCKEhoZCKpVi+fLl+Otf/4pFixZZ5LUdDPsQLTqdDrNmzcIXX3yBsLAwzJs3D5988onFPrCWQqfT4fz588jNzcVXX32F1NRUCAQCLFu2DNOmTYNer8fTTz+N22+/HdnZ2RYVDqbOQ7I0zc3N6OjoQGpqqk2sd6jzsYuLC3usLb3LIRaLIRKJkJaWZrdGeoYJ4KaY+iK9GPYk9EyBRqNhBczg4OCwniMnJye2BJmRkWFUsNTU1GDLli04fPgwUlJSOHgHwL59++Dp6Yndu3dz8vp2jn2IlosXL2Lfvn04ffo0AOCVV14BADz77LNcLsus6HQ6fP/998jNzcXZs2cxc+ZMdHZ2IiwsDO+++y6nOx2TzUOyJEMTh5OSkmyyxKVUKlkvGEuO97a0tLBW6ba4szYRTBEpQHamRurFoNzAMNhx6tSp6Ovrw5w5c4yWvBsaGrB582YcOnQIGRkZFltnf38/9Ho9vLy80N/fj+XLl+P555/HPffcY7E1OBD2IVqEQiFOnTqFDz74AADwr3/9C5cuXcLf/vY3jldmGeRyOe699174+fmhvb0dUVFREAgEuPfee00esDYRxpOHZEmId42rqytmzZplF1NRhuO9ZFfA1L47DQ0N6OnpsajXkLUxkUgB4icy0nguxTjd3d2oqKiAv78/K2BkMhmSkpIwY8YMNDc34/7778cHH3yAefPmWXRt9fX1WLt2LYAbE1MPPPAA9u7da9E1OBBGT2LWvzdOYWlqasJ9992HvXv3QiAQsO6tOTk5WLVqFUJCQiAQCLB69WrOcjamT5+O6OhoREdHs6ZfZWVlN+UhWRKdToeysjL4+fmNO8DPmnFzc0NoaChCQ0PZkdOGhgb09/ez/iSTyY4hO1MqlcqhBQuAYUZqQ11ia2trjUYKkJ4pKljGR29vL6qrqzFnzhy2p6i/vx/ffPMNXnjhBTAMg4GBAbz00ksWFywAEBMTg9LSUou/LuW/2NxOiyOWh4Ab/QT33nsv/vnPf+JnP/vZTY8zDIOqqioIhUI2HCwrKwuZmZlmt1UfC0PzkPR6PYKCgsDn880+taNWq1FaWorQ0FDMmDHDrK9lLRjuCvj6+oLH441rbJ3kLzk5OQ1zVaYMx1ikgLu7O/r7+zFnzhyb6JmyFkhoZFpamtFyZ3t7OzZv3oxFixbh2rVraGtrw4oVKyAQCDBv3jyHFtV2in2Uh7RaLWbNmoUvv/wSoaGhmDdvHo4cOYKkpCSul2ZWGIaBTCYbU44GwzCora2FUCjEyZMnMW3aNGRlZSErKwt8Pp/zC5BarWYFDLG45/P5Js9eIWZ7lsjDsVYMx9bH4k+i1+tRWVmJadOmITY2lvPPiy3R2NgIkUjENtzaSqQA1xDBMlIGk1Qqxbp16/DHP/4RS5cuBXBjB+bMmTM4fvw4wsPD8X//93+WXjbFvNiHaAGAoqIiPPHEE9DpdNi2bRutKd4ChmHQ2NiI3Nxc5Ofnw8XFBWvWrEF2djZmzJjB+QWJTBCQRGpT5SGRk+BkzfbsCUN/EjL1FRgYyJYwdDodysvL4evra1elNEvQ2toKqVTKNivbSqQA1/T396OsrAwpKSlGg1w7Ojqwfv16/N///R9teHUs7Ee0UCYGwzAQiUSsgFGr1VizZg0EAgEiIyM5P5GSvgypVIqBgYEJZ/SQUUlTm+3ZE4ZTX1OmTEFgYCAkEglCQkIQFhbG9RJtipaWFnaM3tgOlrVGCnDNwMAASktLR3SkVigUWLduHf7f//t/WLNmDQcrpHAIFS2U/8IwDCQSCfLy8pCXl4fe3l6sXr0aAoEAM2fO5FzAGGb0kHHT0fKQZDIZ6uvrkZaWZpNurVzR09OD0tJSODs7w93dnZ364top2BZobm6GXC5HamrqmASItUQKcA1JB09KSjIqWLq7u7F+/Xrs3r0b69at42CFFI6hooUyMjKZDMeOHUNeXh5kMhlWrVqFrKwsJCQkcC5gDDN6RmosFYlEEIvFdm1+Zg5UKhVKSkrY3h9DgzXSl0F3rW6mqakJXV1dE56uMlayI1NK9vwZJoIlMTHRqFVDb28vNmzYgMcffxz3338/ByukWAFUtFDGhlwux4kTJ5CXl4eWlhasWLECa9euRXJyMudb2SPlIfX29rJeIo50tzpZyMVjpIRrYz1HtC/jBg0NDejt7TXp96Kvr491iSVj1lzYBJgTpVKJkpISJCQkwMfH56bH+/v7sXHjRmzbtg0PPfQQByukWAlUtFDGT3d3NwoKCpCXl4e6ujosW7YM2dnZyMjI4FzAkJDBq1evQqlUIiAgAHw+32bzkCwNaYBMTEw0evEwRKfTsT1HfX19Yy7Z2SP19fXo7+83q7OyOSIFuEalUqG4uBizZ8822iA/ODiIjRs34oEHHsAvf/lLyy+QYk1Q0UKZHH19ffj8888hFApRVVWFu+++G9nZ2Zg3bx4nIkGv16OiogIeHh6IiYlBX1+fzeYhWZre3l5UVFSMOLExGoYlu7E4xNoDDMOgvr4eg4ODSEpKsph4MIwUCAgIQFBQ0KTMAy2NWq1GcXExZs2aZdT8UqlU4oEHHkB2dja2b99uM++LYjaoaKGYjsHBQZw5cwZCoRDFxcW48847kZ2djYULF1pEJGi1WpSWloLH4yE8PHzYY7aUh8QFZHcqNTXVJP4hZMdLKpXaRQL4SBCHYLVajcTERM4uqhOJFOAaIlji4uKMliFVKhUeeughrFixAr/5zW+oYKEAVLRQzIVKpcKXX34JoVCIH374AQsXLoRAIMCdd95pFpGgUqlQWlqKyMhI8Pn8UZ9vLA+Jx+M5ZOJuZ2cnamtrkZ6ebpY+CZIAThxip06dyu542bJgJIaNWq3WKprTCaTHSyaTsYIxKChoWKQA12g0GhQXFyM2NhYBAQFGH//FL36Bn//85/jtb39rNceWwjlUtFDMj0ajwblz55Cbm4vz589j3rx5EAgEWLx4sUlCEwcGBlBWVjZi4+hokDwkqVTKaR4SF5DE4fT0dIsJNsPGUnK8uQ7QHA8Mw6CmpgYMw1h1pIFhpICbmxs7icTV8SaCJTo62qgrtVarxS9/+UtkZGTg2WeftdpjS+EEKloolkWr1eLbb7+FUCjEuXPnkJqaiuzsbCxdunRC/h89PT2orKxEUlKSSRKthzY6WjIPiQva2trQ1tbG6Tj44OAge7wZhrEJi3uSweTs7Gxz6eADAwOsYOTieGu1WhQXFyMyMtJo/IhOp8Njjz2GmTNnYt++fTZ1bCkWgYoWCnfodDpcvHgRubm5OHv2LGbPno3s7GysWLFiTP4fpKxhqj4MQyyVh8QFLS0tkMlkrL28NTD0eGs0GnYyZrLxDaaEYRhUV1djypQpVmG4OBnI8ZbJZBaJFNBqtSgpKUF4eLjREq5Op8POnTsRHByM/fv3m+3Ynjp1Crt27YJOp8MjjzyCPXv2mOV1KGaBihZroqWlBVu2bIFEIoGTkxN+9atfYdeuXZDL5bj//vvR2NiIqKgoHD16FH5+fmAYBrt27UJRURE8PDxw8OBBzJkzh+u3MSH0ej1+/PFH5OTk4PTp04iJiYFAIMA999xjdAelpaUFYrHYYmUNc+UhcUFDQwPrX2OtTZrWOBlDUtPd3d3tLjTSMFLA398fQUFBJosU0Ol0KCkpQWhoKIKDg296XK/X46mnnoKnpyf+9Kc/me1zqdPpMGvWLHzxxRcICwvDvHnz8MknnyAxMdEsr0cxOVS0WBNisRhisRhz5sxBb28v5s6di2PHjuHgwYPw9/fHnj178Oqrr0KhUOC1115DUVER/vrXv6KoqAiXLl3Crl27cOnSJa7fxqTR6/UoKytDTk4OPv/8c8yYMQMCgQCrV6+Gr68v9u/fj5qaGnzwwQecNBaaKg/J0gyddElISLBawWKIYXwDFxk9JOXaw8MDsbGxFnlNriCj6zKZDF1dXfD29kZQUNCEIwWIYJkxYwZCQkKMvh7Z7fjLX/5i1v/TixcvYt++fTh9+jQA4JVXXgEAPPvss2Z7TYpJMXqCtY72cgckJCSE/VJ7eXkhISEBIpEIx48fx7lz5wAAW7duxeLFi/Haa6/h+PHj2LJlC5ycnLBgwQJ0dXVBLBYbPTHYEs7OzkhPT0d6ejpeeuklVFVVQSgUIisrCxqNBp6enjhw4ABnkxCurq4IDg5GcHAwe0FtaWkZVx6SpSF9GE5OTpyO5k6Eoc26JKNHIpHg2rVrrPuxv7+/2cpcxPvHy8sL0dHRZnkNa8LZ2RmBgYEIDAwEwzDo7u5m87vGGymg0+lQWlqK4ODgEQXL888/D7VajXfffdfsIlQkEg2zQwgLC7OLGz1Hh4oWK6CxsRHFxcWYP38+m7ILAMHBwZBIJACMfwFFIpHNi5ahODk5ISkpCfHx8WhqaoJOp0NcXBy2bNkCDw8PCAQCrFmzBnw+n5MLseEFVS6XQywW4+rVqyPmIVkaskswbdo0my9rODs7IyAgAAEBAewFVSqVoq6uDtOnT2e9YEwlaPV6PcrLy+Hj44OoqCiT/E1bwsnJCb6+vvD19cXMmTPR398PmUyG4uJi9rMfFBRkdNKO7JjyeDyEhobe9DjDMHjppZcgl8vx4Ycf2szOH8X6oKKFY/r6+rB+/Xq89dZbN/VzODk52fRFZyIMDAxg8+bNuP322/G73/0OTk5O2Lt3LxoaGpCbm4uHHnoIrq6uWLNmDbKzsxESEsLJMRp6h0q8MiQSCWpqatgdgYCAAIuenHU6HcrLy+Hr62t3F92hF9Sho71NTU1wc3NjL6gT7XkiF10/Pz9ERkaaePW2h5OTEzw9PeHp6Yno6Gh20q6yspIN0QwKCsL06dPBMAzKysoQGBiIsLCwm/4WwzB47bXX0NLSgkOHDlmsGTw0NBQtLS3sv1tbW40KKoptQXtaOESj0SAzMxMrV67EU089BQCIj4/HuXPnEBISArFYjMWLF+PatWvYvn07Fi9ejM2bN9/0PHti586dmDNnDn7xi18YfZxhGLS2tiI3Nxf5+fnQarVYs2YNsrKyEBkZybnIIzsCEomENfvi8/kT7hEYK8QhmM/nG71w2DMDAwPsZMxEvHd0Oh170TV0V6bcDGlUl8lkGBwchE6nQ0BAgFEPG4Zh8NZbb6GkpARHjhyx6Li9VqvFrFmz8OWXXyI0NBTz5s3DkSNHkJSUZLE1UCYFbcS1JhiGwdatW+Hv74+33nqL/fnTTz+NgIAAthFXLpfj9ddfR2FhIf72t7+xjbg7d+7EDz/8wN0bMBM6nW7MF3eGYdDe3o68vDzk5eWhr68PmZmZEAgEVlEaYRgGPT09kEqlbB4SCXQ0ZY+ORqNhx0uNTWs4EoYhg8SbZKTRddKHwePxHE7sTRZSTnNxcYGTkxN6enowffp01NbWYvXq1XB3d8c777yDCxcu4OjRo5w4UBcVFeGJJ56ATqfDtm3bsHfvXouvgTJhqGixJr799lvceeedw0ZR9+/fj/nz52Pjxo1obm5GZGQkjh49Cn9/fzAMg8cffxynTp2Ch4cHDhw4gNtuu43jd2FdyGQy5OfnIy8vD52dnVi1ahWysrIwe/ZsqxAwhm6lpshDUqlUKCkpQUxMjFHHUUdGrVazk19kdH2oNwmZdAkODqZlg3HCMAwqKysxffp0tmFZr9ejsbER+/fvx6VLl8Dj8aBWq3H69GkEBgZyvGKKDUJFC8VxkMvlOHHiBHJzcyESibBixQqsXbsWSUlJVtEEaIo8pMHBQZSWlk440sCRIN4kEokE/f398PX1RXd3N8LDw6lgGSfEw2bq1KkjjoQfOHAAubm5WLhwIb744gvweDxkZ2cjKyvLqDsuhWIEKloojkl3dzcKCgqQm5uL69evY/ny5cjOzkZ6erpVCJiJ5CH19/ejrKwMiYmJ8PHxseBqbR+1Wo0ff/wRU6ZMgUajsYmUZGuBuAS7ubmNWII9fPgwPv30U5w8eZJ1r75+/TqOHTuGEydO4I033sDcuXMtvXSK7UFFC4XS19eHoqIiCIVCVFdXY8mSJRAIBJg3b55VWNyPJQ+pt7cXFRUVSElJgaenJ4ertT1I/09ERAT4fD47+SWVSqFQKODl5cWmJFvD58GaYBgG165dg7OzM+Li4owKlqNHj+LgwYMoKCign03KZKGihUIZyuDgIE6fPg2hUIiSkhIsWrQIAoEACxcu5MzMbiiGeUjEI6OpqclsGUz2DBEsIwX4GWucHo+5mj1Dkq4BjBgceezYMfzjH/9AQUEB3f2jmAIqWiiUkVCpVDh79iyEQiEuX76MhQsXIjs7G3fccYdVXLA0Gg0aGhogEokwdepUtoRki3lIXKBWq1FSUoLo6OgxNSwzDMP2HXV0dLB9R0FBQXB3d7fAiq0HhmFQW1sLnU43YlN7YWEh3nzzTRQWFsLPz4+DVVLsECpaKJSxoNFo8NVXXyE3Nxfffvst5s2bh+zsbCxevJiTsU0AkEqlaGxsZPtwbDEPiSvUajWKi4sRGxs74SkW0nckk8nAMAwrGoeW7ewRhmFw/fp1NsPK2OfrzJkzeOWVV1BUVISAgAAOVkmxU6hooVDGi1arxbfffoucnBx8/fXXSEtLQ3Z2NpYuXTpm87LJ0tbWhra2NqSlpd2062MYMGiteUhcQUbCZ86cabILqkqlYvuONBrNMC8Yezvm169fh1KpHDHD6j//+Q9efPFFFBYW0qkgiqmhooVCmQw6nQ4XL16EUCjEl19+iYSEBGRnZ2P58uUjmpdNlpaWFshkMqSlpY3aGErykCQSCXp6eqwmD4krlEolSkpKzDoSrtFo2F2vwcFBu9r1amhoQH9/P5KSkoy+l2+++QZ79+5FYWGhw5saUswCFS0UiqnQ6/W4cuUKcnJycObMGcTGxiIrKwv33nsvvLy8Jv33GYZBY2Mjenp6hhkQjmd9JA+pq6uLszwkriCCJT4+3mI9Foa7Xn5+fuyul60dc/LZS05ONrr2ixcvYvfu3SgoKKA+NxRzQUULhWIO9Ho9SktLkZOTg1OnTiE0NBRZWVlYvXo1fH19x/33GIZBXV0d20cw2QseV3lIXEFM92bPnj2h428K9Ho9FAoFpFLpMNHo7+9v9ce8ubkZCoViRLF8+fJl7Nq1CydOnEBERAQHK6Q4CFS0UCjmhtibC4VCFBQUICAgANnZ2cjMzBxTTwUx73JxcRlxtHSy6xs61uvh4QEej2fyPCSuIIIlISHBasZuiWgkx3z69OlWe8xbWlrQ2dmJ1NRUo4KluLgYv/71r3Hs2DHWvp9CMRNUtFC4QafT4bbbbkNoaCgKCgrQ0NCATZs2obOzE3PnzsW//vUvuLm5QaVSYcuWLfjxxx8REBCAzz77DFFRUVwvf8IQbwuhUIiTJ09i+vTpEAgEWLNmDXg83k2CRKfToaqqCh4eHoiJiTF7T4RhHpK7uzs71msNY97jZWBggHUJ9vb25no5RiHHXCKRoLOzE25ubuwx52oyjdDa2sr2TxkTLOXl5Xj00UchFAoxa9YsDlZIcTCoaKFwwxtvvIErV66gp6cHBQUF2LhxI9atW4dNmzbhscceQ1paGnbs2IF33nkHZWVlePfdd/Hpp58iPz8fn332GdfLNwkMw6C+vh65ubk4duwY3NzcsGbNGggEAoSEhGBgYAAbNmzAM888g8WLF3OyRlPkIXEFiTVITk42SU+RpRh6zF1cXNhJJEtNphFEIhEkEsmIDd9VVVXYtm0bPvvsMyQkJFh0bRSHhYoWiuVpbW3F1q1bsXfvXrzxxhs4efIkgoKC0N7eDldXV1y8eBH79u3D6dOnsXLlSuzbtw8LFy6EVqtFcHAwZDKZzU9hGMIwDFpbWyEUCpGfnw+1Wo2+vj5kZWVh7969VvF+BwcHIZFIIJPJ4OzszNnFdCz09fWhvLzc5mMNlEolK2B0Ot2wUWpzIhaL0dbWhvT0dKOCpaamBlu2bMHhw4eRkpJi1rUAwL59+/D++++zJoD79+/HqlWrzP66FKvD6InQugqqFLvjiSeewOuvv47e3l4AQGdnJ3x9fdlaflhYGEQiEYAbd3vh4eEAAFdXV/j4+KCzs9PuYu2dnJwQHh6OJ598Elu2bMGqVavws5/9DJcuXcLSpUuxevVqCASCEQPpLMG0adMQFRWFqKgo9mJaWVk5Yh4SV9hTDtPUqVMRERGBiIgIqNVqyGQy1NTUQKVSsQLG1A7I7e3ttxQs9fX12LJlCw4dOmQRwUJ48sknsXv3bou9HsV2oKKFYjYKCgrA4/Ewd+5cnDt3juvlWB1isRgCgQAvvPACVq9eDeCG821+fj6efvppyOVyrFq1CgKBAPHx8ZwJGMOLqVQqRXV1NZuHZIndAGMQwZKamsrJ65sTNzc3hIaGIjQ0FFqtFh0dHaxvCvGC8fHxmdRnQiKRoLW1dUTB0tTUhAcffBAffvghMjIyJvN2KBSTQUULxWxcuHABJ06cQFFREZRKJXp6erBr1y50dXVBq9XC1dUVra2trM9DaGgoWlpaEBYWBq1Wi+7ubru1BR8YGEBmZibeeOMN3HXXXezPeTwetm/fju3bt0Mul+P48eN4/vnn0dbWhpUrV2Lt2rVITEzkzPfDzc0NYWFhCAsLg0ajgUwmQ21tLVQqFQIDAy2Wh9TT04OqqiqkpaXZfXCkq6srgoODERwcDJ1OB7lcDpFIhOrq6gkbCEqlUjQ3NyMjI8PoBJNIJMLmzZvx7rvvYt68eaZ8O2Pib3/7Gz7++GPcdttt+POf/0zzjCgstKeFYhHOnTuHP/3pTygoKMB9992H9evXs424qamp+PWvf42///3vKC8vZxtx8/LycPToUa6XbjakUumYrc+7u7tx8uRJ5ObmoqGhAcuXL4dAIGCziLiG7AZYIg+pu7sb1dXVSEtLs4oSFVcQA0GpVAqFQgEvLy/WQPBWXjAymQwNDQ3IyMgwOiUmFouxYcMGvP3221i0aJFZ1r5s2TK0t7ff9POXX34ZCxYsQGBgIJycnPDcc89BLBbjo48+Mss6KFYNbcSlcMdQ0VJfX49NmzZBLpcjIyMD//73v+Hu7g6lUomHHnoIxcXF8Pf3x6effoqYmBiul2519Pb2oqioCEKhENeuXcOSJUsgEAgwb948qxAwxvKQ+Hz+pMsZANDV1YWrV686vGAxxNB/Z9q0aawXzFBh0tnZievXr48oWCQSCdavX48//elPWLJkiSXfglEaGxuRmZmJiooKrpdCsTxUtFAo9sbg4CBOnTqF3NxclJSU4K677oJAIMDChQutwnnVWB4Sn8+fkLW9QqHAtWvXkJ6ebpVTTNYCwzDDRqmnTJkCHo+HKVOmoLGxERkZGUbH2Ds6OrBu3Tq89NJLuOeeezhY+Q3EYjFCQkIAAG+++SYuXbqETz/9lLP1UDiDihYKxZ5RqVT44osvIBQKceXKFSxcuBBr167Fz3/+c6swizOWh8Tn8+Hv7z+qgJHL5aitrUV6ejrc3d0ttGL7YGBgAE1NTRCLxWyEA4/HG7ZTpVAosG7dOjz33HPIzMzkcLXAQw89hJKSEjg5OSEqKgrvvfceK2IoDgUVLRSKo6BWq/HVV18hNzcXFy5cwM9+9jNkZ2fjrrvusgqzOMM8pFv1Y3R2dqKuro4KlglCSmpkAkgqlaKhoQG7d+/GkiVLkJmZiX379uHpp5/G2rVrOV4thcJCRQuF4ohotVqcP38eOTk5+Prrr5GRkYHs7GwsWbLEKsost8pD6urqQn19PdLT061CbNkapGnZWElNJpPhyJEjOHToEFQqFTZv3ox169Zh7ty5VmFwSHF4qGihUBwdnU6H7777DkKhEP/5z3+QmJgIgUCAFStWWMXo8NA8JLFYDI1Gg9jYWISEhFhFicuWGDoWbqxpub+/H/fddx8eeeQRrF27FqdPn0ZeXh7Ky8uxePFiPP7444iLi+Ng5RQKACpaKBTKUPR6PS5fvoycnBx88cUXmDlzJrKysnDPPfdwnt8jlUrR1NSEWbNmQS6X22QeEpf09vaisrJyRMEyODiIjRs34sEHH8S2bduGPUZKi9HR0TQYkcIlVLRQKBTj6PV6lJSUQCgU4vPPP0d4eDiysrKwatUq+Pr6WnQtEokEzc3NSE9PH7a7Ykt5SFxCBEtqaqrR3TOlUsmWgn71q1/RUhDFWqGihUKhjA7DMKioqIBQKERhYSECAwORnZ2N1atXm92hWCwWQyQSIT093ahTK2FouKC15SFxCQmPHCnaQKVS4aGHHsLKlSvx+OOPU8FCsWaoaKFQKOODYRhcu3YNQqEQJ0+ehLe3N7KysrBmzRoEBQWZ9KLX1tYGsVg8YhbOSJA8JKlUynkeEpf09/ejrKxsxPBIjUaDrVu34s4778RTTz1FBQvF2qGihUKhTByGYXD9+nXk5ubi+PHjcHNzQ1ZWFgQCAYKDgyd1ERSJRJBIJEhLS5uUKR7JQ5JKpRbPQ+KSgYEBlJaWjihYtFottm3bhrlz52LPnj12fSwodgMVLRQKxTQwDIPm5mbk5ubi2LFj0Ov1yMzMxNq1axEWFjaui2JraytkMhlSU1NN6uJryTwkLhkcHERpaSmSkpKMNlDrdDps374ds2bNwgsvvGBX751i11DRQqGYk66uLjzyyCOoqKiAk5MTPvroI8THx+P+++9HY2MjoqKicPToUfj5+YFhGOzatQtFRUXw8PDAwYMHMWfOHK7fwoRgGAZisRi5ubnIz8/H4OAgVq9eDYFAgJiYmFteJJubm9HZ2Ym0tDSz5iaZMw+JS4hgSUxMhLe3902P63Q6/OY3v0FISAj2799v0++V4nBQ0UKhmBPSL/DII49ArVZjyhXYqQAAEExJREFUYGAA+/fvh7+/P/bs2YNXX30VCoUCr732GoqKivDXv/4VRUVFuHTpEnbt2oVLly5x/RZMglQqRX5+PnJzc6FQKLBq1SpkZ2dj1qxZwy6ahw8fRmJiotkFiyF6vZ4VMJPNQ+ISpVKJkpISJCQkwMfH56bH9Xo9nnzySXh7e+OPf/yjTb03CgVUtFAo5qO7uxvp6emor68fdmGOj4/HuXPnEBISArFYjMWLF+PatWvYvn07Fi9ejM2bN9/0PHuis7MTx48fR25uLtrb27Fy5UqsXbsWn3zyCUpLSyEUCjm15tfr9VAoFJBKpePOQ+ISlUqF4uJizJ492+hIul6vxzPPPAMnJyf85S9/ser3QqGMgFHRMvJMIYVCGTMNDQ0ICgrCww8/jNLSUsydOxdvv/02JBIJK0SCg4MhkUgA3Gg8DQ8PZ38/LCwMIpHI7kRLQEAAtm3bhm3btqGrqwsnT57E1q1bodPpkJmZyTq2cnVRdXZ2RkBAAAICAsAwDLq6uiCVSlFbW3vLPCQuUalUKCkpQXx8/IiC5fnnn4dWq8U//vEPKlgodgX9NFMoJkCr1eKnn37Cjh07UFxcjOnTp+PVV18d9hwnJyeH7inw8fFBXV0dbrvtNly6dAnz5s3DW2+9hdtvvx2///3v8cMPP0Cv13O2PicnJ/j5+SE+Ph4LFixAeHg4uru7cfnyZZSVlaG9vR1arZaz9QE3xrtLSkoQFxcHPz+/mx5nGAYvvfQSFAoF3nnnHSpYKHYH/URTKCYgLCwMYWFhmD9/PgBgw4YN+Omnn8Dn8yEWiwHcME7j8XgAgNDQULS0tLC/39raitDQUMsv3EIwDIO9e/eitbUVBw4cgK+vLzZt2oScnBx8//33uPPOO/H+++9j4cKFePrpp3HhwgXodDrO1uvk5AQfHx/ExcVh/vz5iI6ORn9/P3788UeUlJSgra0NGo3GomvSaDQoKSnBzJkz4e/vf9PjDMPgtddeQ2trKz744AOr2h2iUEwFFS0UigkIDg5GeHg4rl27BgD48ssvkZiYiKysLBw6dAgAcOjQIQgEAgBAVlYWPv74YzAMg++//x4+Pj52VxoaSnNzM5RKJd5///2bLqYeHh5Yv349Dh8+jMuXL+Oee+7Bv//9byxYsABPPPEEvv76a053OJycnODl5YXY2FjMnz8fcXFxbE/JTz/9hNbWVqjVarOuQaPRoLi4GNHR0UZdiRmGwZtvvomrV6/i4MGDZhMsOTk5SEpKgrOzM65cuTLssVdeeQUzZ85EfHw8Tp8+bZbXp1BoIy6FYiJKSkrYyaGYmBgcOHAAer0eGzduRHNzMyIjI3H06FH4+/uDYRg8/vjjOHXqFDw8PHDgwAHcdtttXL8Fq4IE9wmFQnz33XeYP38+srOzsWjRIqsJTDTMQ+LxeAgKCjJpHhLZYYmMjGR36obCMAz+/ve/4+LFi/jss8/Memyqq6vh7OyM7du3409/+hP7ma2qqsLmzZvxww8/oK2tDcuWLUNNTQ3d7aFMBjo9RKFQbBOtVotvvvkGOTk5+OabbzBnzhxkZ2fj7rvvtprARMM8JJJIPZk8JK1Wi+LiYkRERIDP59/0OMMweP/993H27Fnk5uZabBJr8eLFw0TLK6+8AgB49tlnAQArV67Evn37sHDhQoush2KX0OkhCoVim7i6umLJkiVYsmQJdDodLly4AKFQiH379iEpKQkCgQDLly83mmpsKaZOnYqIiAhERESweUjV1dUTzkPS6XQoKSlBeHj4iILl4MGDOHXqFI4dO8bp6LhIJMKCBQvYf5NpOArF1FDRQqFQbAoXFxcsWrQIixYtgl6vxw8//ICcnBy88soriIuLQ3Z2NlauXGk0g8dSuLm5sc3ZJA+ppqYGarV6THlIRLCEhoYiODjY6HMOHz6M/Px8nDhxwqS7TcuWLUN7e/tNP3/55ZfZniwKhSuoaKFQKDaLs7MzFixYgAULFkCv16O4uBhCoRBvvPEGwsPDIRAIsGrVKqOOsZZiypQpmDFjBmbMmMHmIdXX12NwcNBoHpJOp0NpaSlCQkJGbM4+evQojhw5gsLCQpPvLp09e3bcv+No03AU7qA9LRQKxe5gGAYVFRXIyclBUVERgoKCIBAIkJmZaXRcmAtIHpJEIkFfXx/8/f0RFBSExsZG8Hg8hIWFGf29/Px8vPfeeygoKDCaN2QJDHtaKisr8cADD7CNuEuXLkVtbS1txKVMBtqIS6FQHA+GYXD16lUIhUL2Qk8ETFBQkFUY/un1enR0dODatWtgGIZt4jXMQyooKMBbb72FwsJCo+Zy5iY/Px+/+c1vIJPJ4Ovri/T0dHa8+eWXX8ZHH30EV1dXvPXWW7j33nstvj6KXUFFC4VCcWwYhsH169chFApx4sQJuLu7Y82aNRAIBAgODuZMwOj1epSXl8PPzw9hYWFsHtL777+P9vZ2rFu3DlOnTsUbb7yBwsJCo14tFIqdQUULhUKhEBiGQVNTE3Jzc3Hs2DEAQGZmJrKzsxEWFmYxAaPX61FRUQFvb29ERUUNe0yr1eLs2bM4ePAgzp8/j+XLl+PBBx/EihUrJjVKTaHYAFS0UCgUijEYhkFbWxtyc3ORn58PpVKJzMxMCAQCREdHm03AkN4bT09PREdHG33ON998g71796KgoAAtLS3Izc3FmTNnMGvWLKxfvx733XefVZS4KBQTQ0ULhUKhjAbDMJBKpcjPz0deXh66urqwatUqCAQCzJo1y2QCgWEYVFVVYerUqYiNjTX6nO+++w5PP/00CgoKhk3jMAyDsrIyfPXVV3jiiSdMsh4KxcqgooVCoVDGS2dnJ44dO4bc3FxIJBLcc889yM7ORkJCwoRTlBmGQXV1Ndzc3BAbG2tUCF2+fBm7du3CiRMnEBERMdm3QaHYGlS0UCgUymTo6urCiRMnkJubi+bmZixbtgxr165FamrqmAUMmWZydXXFzJkzjQqW4uJi/PrXv8axY8dGLBtRKHYOFS0UCsV0vPnmm/jggw/g5OSElJQUHDhwAGKxGJs2bUJnZyfmzp2Lf/3rX3Bzc4NKpcKWLVvw448/IiAgAJ999tlNTae2Rk9PDwoLC5Gbm4uamhosXboU2dnZmDt37ogChmEY1NTUAMCIpaby8nI8+uijyM3NRVxcnFnfA4VixRgVLRPb26RQKA6NSCTCX/7yF1y5cgUVFRXQ6XT49NNP8cwzz+DJJ59EXV0d/Pz88OGHHwIAPvzwQ/j5+aGurg5PPvkknnnmGY7fweTx9vbG5s2bIRQK8f333+PnP/853nvvPSxcuBC/+93v8N1330Gn07HP1+v1+POf/wy1Wj2iYKmqqsKjjz6Ko0ePUsFCoRiBihYKhTIhtFotBgcHodVqMTAwgJCQEPznP//Bhg0bAABbt25lR4mPHz+OrVu3AgA2bNiAL7/8EqPs8toUHh4e2LBhA44cOYLLly9j5cqV+Pjjj7FgwQI8+eSTOHfuHHbt2oWSkhIkJiYaFSzXrl3Dtm3bcOTIEcyePZuDd0GhWD9UtFAolHETGhqK3bt3IyIiAiEhIfDx8cHcuXPh6+sLV9cbkWZDk35FIhHCw8MB3Ehs9vHxQWdnJ2frNydTp07FmjVr8PHHH6O4uBhr167Fc889h/Pnz8PX1xdfffUV1Gr1sN+pr6/H1q1b8fHHHyM5OZmjlVMo1g8VLRQKZdwoFAocP34cDQ0NaGtrQ39/P06dOsX1sqwONzc3/PTTT0hKSkJ5eTkefPBBFBUV4Y477sBjjz2Gzz//HLW1tXjwwQfx0UcfIT09neslUyhWDU15plAo4+bs2bOIjo5GUFAQAGDdunW4cOECurq6oNVq4erqOizpl6QAh4WFQavVoru72yGs6P/4xz+ivLwc//73v+Hi4oKlS5di6dKl0Ol0+Pbbb5Gbm4tHH30UJ06cYMMHKRTKyNCdFgqFMm4iIiLw/fffY2BgAAzD4Msvv0RiYiLuvvtuCIVCAMChQ4cgEAgAAFlZWTh06BAAQCgUYsmSJXbv4trV1YWGhgZ8/PHHN6Udu7i44K677sJf/vIXdHZ24o477uBolRSKbUFHnikUyoR44YUX8Nlnn8HV1RUZGRn44IMPIBKJsGnTJsjlcmRkZODf//433N3doVQq8dBDD6G4uBj+/v749NNPERMTw/VboFAo1gv1aaFQKBQKhWITUJ8WCoVCcQRycnKQlJQEZ2dnXLlyhf15Y2Mjpk2bhvT0dKSnp+Oxxx7jcJUUyvihjbgUCoViZyQnJyMvLw/bt2+/6bHY2FiUlJRYflEUigmgooVCoVDsjISEBK6XQKGYBVoeolAoFAeioaEBGRkZuOuuu3D+/Hmul0OhjAu600KhUCg2yLJly9De3n7Tz19++WV21NyQkJAQNDc3IyAgAD/++COys7NRWVkJb29vcy+XQjEJVLRQKBSKDXL27Nlx/467uzvc3d0BAHPnzkVsbCxqamqosR3FZqDlIQqFQnEQZDIZmzxdX1+P2tpa6pdDsSmoaKFQKBQ7Iz8/H2FhYbh48SJWr16NlStXAgC++eYbpKamIj09HRs2bMC7774Lf39/jldLoYwdai5HoVAoFArF2qDmchQKhUKhUGwXKlooFAqFQqHYBFS0UCgUyghs27YNPB4PycnJ7M/kcjmWL1+OuLg4LF++HAqFAgDAMAx27tyJmTNnIjU1FT/99BP7O4cOHUJcXBzi4uLYtGsKhTJ+qGihUCiUEfjFL36BU6dODfvZq6++iqVLl6K2thZLly7Fq6++CgD4/PPPUVtbi9raWvzzn//Ejh07ANwQOS+++CIuXbqEH374AS+++CIrdCgUyvigooVCoVBGYNGiRTdN1xw/fhxbt24FAGzduhXHjh1jf75lyxY4OTlhwYIF6OrqglgsxunTp7F8+XL4+/vDz88Py5cvv0kIUSiUsUFFC4VCoYwDiUSCkJAQAEBwcDAkEgkAQCQSITw8nH1eWFgYRCLRiD+nUCjjh4oWCoVCmSBOTk5wcjI6mUmhUMwAFS0UCoUyDvh8PsRiMQBALBaDx+MBAEJDQ9HS0sI+r7W1FaGhoSP+nEKhjB8qWigUCmUcZGVlsRNAhw4dYsMJs7Ky8PHHH4NhGHz//ffw8fFBSEgIVq5ciTNnzkChUEChUODMmTOsQy2FQhkfNDCRQqFQRmDz5s04d+4cOjo6EBYWhhdffBF79uzBxo0b8eGHHyIyMhJHjx4FAKxatQpFRUWYOXMmPDw8cODAAQCAv78/nnvuOcybNw8A8Pzzz1PrfAplglAbfwqFQqFQKNYGtfGnUCgUCoViu1DRQqFQKBQKxSagooVCoVAoFIpNQEULhUKhUCgUm4CKFgqFQqFQKDYBFS0UCoVCoVBsAipaKBQKhUKh2ARUtFAoFAqFQrEJqGihUCgUCoViE1DRQqFQKBQKxSagooVCoVAoFIpNMFpgolHvfwqFQqFQKBRLQ3daKBQKhUKh2ARUtFAoFAqFQrEJqGihUCgUCoViE1DRQqFQKBQKxSagooVCoVAoFIpNQEULhUKhUCgUm+D/A/H5aqWYvdvwAAAAAElFTkSuQmCC\n",
       "text/plain": [
        "<Figure size 720x720 with 1 Axes>"
       ]
@@ -747,17 +673,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 70,
-   "id": "80c99689",
+   "execution_count": 52,
+   "id": "6428837a",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "0.010000359412601321"
+       "0.01004705583110772"
       ]
      },
-     "execution_count": 70,
+     "execution_count": 52,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -768,17 +694,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 71,
-   "id": "9dd58af5",
+   "execution_count": 53,
+   "id": "72dbfbcc",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "0.05877027965855013"
+       "0.03980668955869261"
       ]
      },
-     "execution_count": 71,
+     "execution_count": 53,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -789,19 +715,26 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 72,
-   "id": "fb5bf75d",
+   "execution_count": 54,
+   "id": "e885b237",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "('RANDOM_RA',\n",
+       "('LOCATION',\n",
+       " 'FIBER',\n",
+       " 'TARGETID',\n",
+       " 'RANDOM_RA',\n",
        " 'RANDOM_DEC',\n",
+       " 'TILEID',\n",
+       " 'ROS',\n",
+       " 'ROS_DIST',\n",
        " 'Z',\n",
        " 'V',\n",
        " 'RANDID',\n",
        " 'FIELD',\n",
+       " 'GAMA_FIELD',\n",
        " 'CARTESIAN_X',\n",
        " 'CARTESIAN_Y',\n",
        " 'CARTESIAN_Z',\n",
@@ -812,7 +745,8 @@
        " 'RAND_N8',\n",
        " 'FILLFACTOR',\n",
        " 'BOUND_DIST',\n",
-       " 'BOUND_ID',\n",
+       " 'BOUNDID',\n",
+       " 'FILLFACTOR_POISSON',\n",
        " 'DDP1_N8',\n",
        " 'DDP2_N8',\n",
        " 'DDP3_N8',\n",
@@ -822,10 +756,11 @@
        " 'DDP1_DELTA8',\n",
        " 'DDP2_DELTA8',\n",
        " 'DDP3_DELTA8',\n",
-       " 'DDP1_DELTA8_TIER')"
+       " 'DDP1_DELTA8_TIER',\n",
+       " 'FF_THEORY')"
       ]
      },
-     "execution_count": 72,
+     "execution_count": 54,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -836,17 +771,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 73,
-   "id": "d1c64c11",
+   "execution_count": 55,
+   "id": "95e5f1f0",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "(290, 2341)"
+       "(11, 154)"
       ]
      },
-     "execution_count": 73,
+     "execution_count": 55,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -857,8 +792,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 74,
-   "id": "482921ed",
+   "execution_count": 34,
+   "id": "3baf6750",
    "metadata": {},
    "outputs": [
     {
@@ -867,13 +802,13 @@
        "(50.0, 2500.0)"
       ]
      },
-     "execution_count": 74,
+     "execution_count": 34,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -895,8 +830,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 75,
-   "id": "dbd75278",
+   "execution_count": 35,
+   "id": "7bb3af21",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -905,23 +840,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 76,
-   "id": "a0a1cd01",
+   "execution_count": 36,
+   "id": "72e5f72d",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.colorbar.Colorbar at 0x2ab8663409d0>"
+       "<matplotlib.colorbar.Colorbar at 0x2ac391b8e640>"
       ]
      },
-     "execution_count": 76,
+     "execution_count": 36,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 2 Axes>"
       ]
@@ -943,23 +878,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 77,
-   "id": "25dfea04",
+   "execution_count": 37,
+   "id": "021067cb",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.colorbar.Colorbar at 0x2ab868865610>"
+       "<matplotlib.colorbar.Colorbar at 0x2ac391c58fa0>"
       ]
      },
-     "execution_count": 77,
+     "execution_count": 37,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 2 Axes>"
       ]
@@ -981,23 +916,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 78,
-   "id": "6d9af0c5",
+   "execution_count": 38,
+   "id": "ff4f44d0",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.colorbar.Colorbar at 0x2ab86893b400>"
+       "<matplotlib.colorbar.Colorbar at 0x2ac391d31b50>"
       ]
      },
-     "execution_count": 78,
+     "execution_count": 38,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
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WgQZKaorMPDCWjqNaoKSm+IWbrfd9f949CmT1wG1c3Hqb2Ucm/ubn9yP+z4I4u748l5KdiyVG1l8HtYsPSyIqMBY5ednK+6jiv8c/yTD8/bewin8Lz5232TRyNw51bajXrvZv1istKSXcL6pyOyYknpTYtK/qhftHIyMr/aueMD8iJS2FrGz5C7DDyBa4tnZm9PpB2Ne1rnxZZ6flUqd1TarVs+X+qRcEeofz4VkQNRvZY13bkq0vVlZ66dRrWwtNfXXunXxOUnQqu2Ycxf/ZJzaM2sfeuaeZ1X4tjy+8+aodtTwc2Xx/AXIK5S6vNRrZM3pN/y/qSEolbB67n4TwJApyC5GUSijKL+bVVW+iAmPZM/MYzy69/am+pIy8zHwUlORZcHQcBmZaNOrsyoQtQzCy1sfEzpAfhu7GxN6YXdOOcHLVJQJfh/D4/GsSIlPoO7cbcgqyv/nZ/ZwWAxqz7cVKANoMbYrTz4zYAGfXX+PA/NOc+OGnUdlAq4l47rxDbEj8N12jiv8/ElH4puV7p0oI/ANIT8ygpPjLzFpthzdn5fV5DF/Z7wvjauTHGKY0XozPfT8K8wqZWH8hk+ovqLQBHJh3+iu3xdKSUqZ4LMXnvj+p8elEBcX9ajte3/Sl45iWldvB3hHsW3SeHwbvJOxDuaCp27YWC09OYuvEQ7To34j5R8ZhaKZNwLMg2g1twox2aygu/PJebh19SphfND4PA9m74AwdRjbH0EKHFeem0KJvg6/aUZhfjG1tSwAOLbvI3gVnvyiXSMoIfBVC4KsQxDKRuccmYuFkyvunQdTv5k71hg5sfrSYBScmEeYXzZ75Z3hy4TXX99zl5ZU3KCorULdtbT69DiYxKpUwvyg+vgrhs08YDTq64FDXhsvbbrG87xYiP8bQc0o7zKuZsvbOAtISMv7ld/lbXNt7r/IzTIxOpc3Qpsw99tOoYvq+MYS+C+fQwjP/1vmr+GOICJSIMt+0fAuCIGgIgnBBEIRPgiAECYJQXxAELUEQ7gmCEFrxX/P3z/TH+UtnDAuCcAjoCCSLoli9Yt9SYBSQUlFtviiKv+5MXQUAM5svo8OolvSY1rFyn5KqIkr2P4U9KC0pJSowlsA3nynMK0LHSAsZORlc29Rk3rEJlTN0F5ya/MVs3YenX3B93z2OfdqMpr46BxacITIwlpUVRttH519zfNUVDr1bQ8THWFya/xSB08ndljaDPUiMTMWxrk3lflEUUdNU5M6Rx7i1qYWdqxWa+hpo6avj3qYmMnLlo4kX13yo26YmXca0YP2ofVRvYIeKmgLvHwfg9+wTdnWsvppZHPoukikeSzkVvg0NXTXqtXH+ysg9qMYsTCx0qNXMCWNbw8r9MnIyxIcmcHjJOc5vukHHca1JjU0n6lM8DTu6sOT8VApzy20lrQZ50GqQBzumHiUhIpklZ6ew4MQkjG0MaDO0KRp66kjLybBx9D4ykrI4u+kGhQXFxAXHcSZiBxq6X3tXpSdmIiUlhYbe12V+T4PQ1NfAuqY5A+d3I9w/+ot7r9PKmVrNnH5T7VXFn8uPhuE/ka3AbVEUewqCIAcoAfOBB6IorhEEYS4wF5jzZ14U/vqwEUeAHcCxX+zfLIri17OJqvhVVt9aUPniePcwgBeeXkzcOqyy3PvuB86s8yT4zWc8s47QafRPvfWRP/T74lw/6phntllFl7EteXD+NQ271q303x+2vDdlP3up6pvpkJKQSWp8BotPTf7iXJGBsbQd3Bgdoy87MOc2XCUvq4CWAz0wsTNE20ADW5cyuuuPYsQPfZGSkiIrLYdVQ3bTvG99Bs3rSqMedWndryE1GtpXnsfnvj/hftFYOf/k7qqqpUSXcS0rX7JOFRFCf468FBTlFjJhy9DKfRnJWZzbcptqruZkJmVCWRnKaoqMPTEBQRC+GE35vwhmz6wTzNw3CgNrA/zfhiOnIIdra2cW9trKiGU9aDusGQGvQmg/ojkDbaaw7cVyEiNTuH/iGSkxqZXtE0WR4sIS5BXl2Dv3FLmZeYT6hHM8ZCvyinLkZOQyosZMVl2fWxln6d2jAC5svolba+fKNqXFp3NqzRVGrur/L1V2Vfw5iPx5qh5BENQBD2AogCiKxUCxIAhdgKYV1Y4Cj/mnCQFRFJ8KgmDxV7bhn4C+uW7lurySHGpaX05M0tBVw61NTRaenoqU1O/3XhIikkmPSeb1dW+MrQ2+cAv1vh+ApFRCgw7ldgYtA3VcW9aoFEIRH2N5ds2HwtwiAl58wrq6KVO2lwukzNQcTm28QYue9XhxN4A+szqjoq7IVI/FjN80BJeWzji4lY8Y1LVV2XhvPrKyMmSl5fL+WTDjK/T6904+JzEyhdjgOCycTBBkpHh16wP9Z3QgISyZoLefAbh9+DE1GjugZ6bzxYtx7c15X+nnFZUVqNHAlj7T2qOoooCxgwkBb8KIDUnAwFKvUjjmZRdgbK2Pa2tnxrjM5WjwFhQUZQnxjcDn4Uf0zbRRUlEgP7eA6E/xBHmFU62RAy89vTi56jLKOuqkJ2RWXvfGwUd47rlP4y51UNVQZsza/vg/+0RsaAK3Dz+h09gW5KTnEfAimHcPA2g/ojm+D/xxqv+lcNs0Zh9RgbEMWdLrD2dZq+Lf4w8YfXUEQfj5bNZ9oiju+9m2JeWaj8OCINQEfIApgL4oij/GHUkEvi3t3R/ke+0yTBQEYTDgDcwQRfHfU6T+D1LN3Y5q7l8aEm1qW2JToSP/PbLTchjmNJP19xZQzd0GaekvA8pFf4qjuKi0UggU5hdTWiJBrFBDrBq6i8TYDKZtHULd1jWo2dih8tjiwmLiw5JIik6hursd8gqySMtI496xDtrGWiw5MwWAlLh0dI21sHexpKvuKIat6MPxD2srz6OmrUJJUQmDFnTjyMorLO63g4y0XPpNb49zk2pM2z0KgKcXXxP4OoQHp18yaGlvMtPzGLuyF3pmOqQnZnJp2y26T26HpFTCoVWe9BzXEkUVBRIjUzg45yTjtw9nerNlDFvehw6jWpCRnM1A57nUqGfF3IOjKckvIsQ7jIBXocgryfPhaRCDF3Tj9KpLfP4QRW5WIcN/6EPwm1C0TbSRlpejWj1bLu66R5BvJEMXdadJj3rY17Hi6p67PLv4hvGbBtGkpzsHFp7l/qlnFOYVcD37CK+u+xLqE8790y95eeM9M3aP+OJ7mbxjBDJyMsjIyZAcnYKemS5V/OcQRf6I+2fq78wYlgFcgEmiKL4RBGEr5aqfn11PFAVB+I/o+r5HIbAbWEG52m0FsBEY/stKgiCMBkYDmJn9+uzXvzOJkcmkxKRR42cukn/GOYsLSzBz+DJEcnpiZmUCdjVtVQ76rcO4IgZ/YV4RCsryRATEEBeaQHFeAbHBP3mgWDgas+JsuRqoqKCY7hPboKyqiEf3uqQlZJCXlY+KRvkMXz0TbToOacz6kXtR11NHz1AdHUMNXl7zwb6uLdqGmkR9imNUrdns8VqNVQ0znJvXINQvmou779N9bAsEQaDez8JddB7VjBZ93NE300YQBLzvfmBJ320061WP4tIykmLS6DiqBY+u+uLkZlWRsrKM5OhUHp19RZfxrdm/6Bxvbn2gTmM79Ey0UNdRZfXtecjJyzF6w2C2zTpJq8Ee5RPZTo3n9LqrlBaXom2kCYLA80tvaDvEg4XHxqOioYyaphIlRaVo6qszpuFS5GVgx8sVGFkZ4HX3A451rSnOL2ZZ780sOTcNVU1lOo1tzbMbH8jPKURFXYmAl8HUbu5ERGAc0jLSNOrqRqOubhQXFeNz3++r7/DH0eDxZed5e8uX7a9X/2nPTRVfU24Y/uMRd3+DWCBWFMUfXd0uUC4EkgRBMBRFMUEQBEMg+c+64M/57ryDRFFMEkVRIopiGbAfqPsb9faJougqiqKrru4/r9fz9MJrji2/8G8du7DLOrwqUjXeO/GMZb03A3Bh03WOLTv/Rd2ooFj6GI8hOToVKHedvHP8GelJ5YHPhtSay5NLbwl8Fcyjsy+o177c+2V+xzVf+aY/OPeaM1vv4NG9/CvbOGovx3+RZ8C9gwuDFnWjw8hmfH4XzrNLr9Ey1mbjpGM8u+qD110/1LVVECqezBXnplCQnc/5zTcqZ/NCeSC7gwtOo6KhhLqWCmPcFhATmkB4YAyCshKv7wfi/zyY4pIywiPTUddSISo4gUMrr7BixD4c6tqw/cVypGWkadbTnU5DG7Os+wbe3vnA4r7b8DzwmB8G70RWVoZNN+ZUqoMMLXQJfP2Ze6deoqihSpOe7qy9NY/PvuFMa7YMKI/KalnDjIfnXzN0QVfW3JyHmqYKLs2q0bJ/I+6eeYV1LXNMHYzIyy5g75yTpMans/HWHBSU5CgtKWXLw8UgJU1iTBr5OQVkJpen4ZSTl2P5hemY/0qug9B3kZhWM2Hl9Xlf7H913YeIgJhveHKq+CP8WTOGRVFMBGIEQfjR4NUCCASuAkMq9g0BPP8T9/HdjQR+lHwVm92AgL+yPX8V3ae0R8dYuzIm/h+hbrtaGFrps3HUHvQtdGnSszzxyrjNQ7+Kc2/uaMJun7XomGixdcJBOo1tid/zYBRUFOg/qxOdRjYjP6eQ+p3d6DCq3KCsoqHMU08fhthPoaaHI92ndkROQY5W/epTy8OB3Mw8pnksZvr+sVhUN628lqRUQkxIIrunH8fGxRIbZzPiotOYe2wi6jpqnNxwHa9rXgiCwMurvlg6lY/wGnZ2RUNfg9uHH5GelE1qag5ZSVm8ufIaj57uWDmb02NyW3SNtNDSUaOGsyHLL86km8VkPr2LotvEtsgpyBAfnkz3sS0oyCv38MnOyOPC7gcMmtke+zqWNO1dn/ePg8hKTKcwM4e9Xj+g9oswEfpmOoxe1ZfsjDwiPpa/WJ3cbfnwNIjc3GLObr2FlpYyCeGJZKbnEx0Ux+Udd7BvYE+vCS3ZOfUIFjXNsahmQsDLEKQ230BRRZGTa68RHhBDk66u5GblM2Z1P4wtdfnwwI/B1WZg7WzG2htfaAi+4tPbzwS9/UzTXvW/2H//xFOcGzti+bPv4pfcOviQht3qMrftD0hKJXSd2BZVTRUadfvVPtj/PCJ/esKYScDJCs+gcGAY5Z30c4IgjACigN5/5gV/5K92ET1NufVbRxCEWGAJ0FQQhFqUq4MigTF/Vfv+SpKjU9k+8SAZyZkUFxTTb263bz6289jWANRqWu4C6VDhniktLQXSUiRHp7J5/EEWnJiIioYyNrUsuLDjNuH+0WydfBQZaYHbBx/Qf1YnpGWkuXPyOb6PA1lweCwABha6WLtYk5eeS/3OrkxutBhNAw36LujO7nlnWXFiHG2GNcPM0bhy4hfA9unHuX3qBacjt7Os/06aD2jM2bWeXNlxmzHrBzFiSQ/6z+iAz30/lvXYiEV1Exp2ckXHWIv8vCJ2zT1DWXEp1Rvbo6GjxtILM3lz1x8NPXUu7biNoYUObYY0QVVPg3O77tNzXAsig+IYvbQ7H1+H4DT3p1SURQXF7Fl0gaTYdIqLSpCVk+HlHX9yMwuwqWPD68uvKcgu+EoISMtI03V8a/qYjqN534b4vwjm5TVv9M106TK2JfXb1SLE6zPXdt+l//zuNO/tTkFBCT8M2sln7zBcmzvRYUQzSopKmbZ7JHom2qQnZXHv7CtkpAQGL+zGzhkneHrFixEr+9J7RkduHHxE6wFf5l/ISs1hrPsCmvRwp1pdK6TlZJCWk2bKjq80pyw6M61yPTU+HW1DzS+8nUqKSzm/6Rpmjsa4tnZG11SHrNSc8l9gFb/Jn+kiKorie+DX7AYt/rSL/AZ/tXdQv1/ZffC/3pDvECNrAy6nHeLlVW/SEzN/tY7PA3/WDNnFmaidX4wWHp15gf+zICbvHEl2Wg5bJx1CXkGOsesHlh933x+/p4HsmnGM2QfHERUYy75pRxi4tDf12tbixr57JIQlcmnXXXpMbE2QVxjV6tl8ce3xa/oCfQHY7bUKZTVF5JUVSI5MoTC/mLzsQpTVlCrrRwTEcPfIYyZsGIiWgRZKCtKc2XSTfIkUo9YOqKwnkZTx5KovUvLy5GWXR+W8efgxdi6WtOrbgNTETBJj0hkyuyNxYYmc3nKb9kM9cG9fm7mtV7DPbyO7Fp5HVl6WXmOboqmnzsJuG/B+GcacHYNpVtFLLisTKcwvYs7OIShXhMjQM9ZCVaMILV1VCnILeHb9HT0ntCb4XSR5mflkp+fStEd5z7h2Bzc8d9/l9e335OUWoW+mww+XZ6CmpYKZnSF1WtZASV2JnrojcWtXG6saZlg4GqOuo8IYjxU07lKHhOg0Nl6dgaGFLscD1lNUUExaYiZJiZlMqBi9qWqqoGOsxeYJB4n0i+BoyDakpKR4ccULY2t9fB/647njNnIKsqjqqFKjoQOmdj/NffC++4HnV7wxtNKnx9R2DLaZRJ02tZhzeHylrUZWToZDH8tVhk4NfnLBreK3EYGyv0FcoG/hu1MHVfElDTr/tlOBg5sNM/aOqhQA++aeJC0+gy7jWlfmvc3LLiD0XSTahpqUlZUR4htBiE84iiryhL2LAMrTNtbvXJe7x54RHZzA6B/6IKsgz6l117hz5BGmtka4NK3G08tevLj+jnkHR1e2wXPXHVLj0nGqb4d7xzr0n9WJZ1e8KnMFx4cno2+uw73zb7Cpa0t+bhHD6y1i8rp+qGmr8tjTl+yMfMLfR5S7ZtoaIpbB+vsLcXCxpKS4lJjwFOSUFekxoTU+T4LITCufkHZ61WVUFKQ4uvwS965+QM5Qn+zsQo55LSczJYf+tlORUpRHUaoMSWEpt44+obSolFYDG6OoLM/iQ6N//nHi3ro8RabPgwBe33hHbHgK3ca2ZFaPrZTlFaCirlgpBKrXs+bJhdc06dsQu1oWvL3rh7S0FEUFxQhSApr6GuVtjNnNtkmHadKjBuEfInl6/jUrz07G1N6Akl/MjJZXlOP64SfkZRVw/9wrBs/tQmpcOvGfE3Ft7Uz1hvZsnnSUGTuHYepgRNvBHjTpVZ/x7gvpOKYF8gpyXwiA9MRMFndZx7gtQ7F1seLEsvNYOZshKS37alZ2FX8U4R+TXrJKCPyN8XsSyNaJBzkTVR5Jsu3QphTmFWFXx4pqFfFmDC312PG8PIrnxe23ObD4PCeCNuLc2IFzG66yf/5pWg9sjKyiHHZ1LEj4nIiKhjJe9/wwNNUiKTKJ9Nh0DGyNsK9tQXRIPFumHGXq1nJ7lZKqIsnRaaTEvMK9Yx3unXzOuS23OOq/jrKyMsY1WEyP8a3wue5Nj+kd2ThiNx0mtcfe1QpFZQV+GHeEGg1s8dx5l/CgeGbsGcnCI2PpVX0uIxd25fTWO6hpKKKuq8bpdZ6c3XiD7U+XUpBbSM3WtYgMiMbrQSB9J7bkwva7HFt2gfrtahISnEyLoU3RM9DA6+obVCXS1GhoX/mSXDpkD4pKcszZ/bX6xMHNGm1THcpKJSSEJ7Ht+gyCvT7TcqAHzy+/5cLeR1Svb8vK81NQVJClTFLG1K1DCH4fxb45JzF3MMKttTN52QW07NeQ+cfLwzusGLiDz2FpGJhrk5uRh4mNAVlpueRm5WNspQeUux7O2D6U2k3KvcLC/aJ4fc2HXW9XERkUR/KBRwDUaORAjUbl7re736xkSe+tlJVKaDukSeV9aBlocCXzCHLyssxuvxrrmuZM3TOaksJSru6+w9Blfb75WfN/FsQP/bfi0qIGs49M+Obj/qmI8Gd6B/2lVAmB74A3N99RvZH9F+oTKNfVXtlxi45jWn2hW/+RpOhUNPXU2TvrOGPWD6p0G0yOSUNNWwUFJfkv6t848IBZe0agbaBBjcaO5OcUsnXSYXRNdUiKSaPnlLbsm30S74cBWDgaI6usSOcJbWjVtwGrR+7H0EKHuMhUJqzrX5mNq9UgD7RNdDi26goAbYd4UL+jCwBSUlLsfbMSKalyO8Llw8+Zsn8s1VwsK+/n4LNFAJha63FoxWWuH3vOp7dhuDV1wNxOn5LiYgwM9WncsRapManUbuXMtb33iAmOx7m1CwoaqvSd3p7k6DSUVeT5HBiPpKQUJTUlRq8dQLh/DIGGutSubkTfGZ2QlZNh/biDfHgSiJaRFnFhSWSn5mBd05y1o/czYmkPjKz02fdyOcE+4YyoMZMDfuuxqmnJzSNPODT7GMpGunjdyefzu3BK8woxszOgeiMH7px6gUSQYsDcLry87ktOeu4Xn/+CY+MJeRfF8dWe3Dn1Amc3KxwbVyPIJ4L1l6dxctUlbKsZ4tqieuUxehZ6VG9avm3haMykjeUqvdvHnpKbXUDoh2hm7BiKopoSw5d0rzxOFEWeXfHGvX0tysrKCHzzGY9udbGpZcn7xx/Jzcj7pmczNzMPOQVZTOyNaDXIA5ta3zbf5J+OKAr/GHVQVXrJvxhRFOllMIrZRyZQ9xfRPjOSs5jdcjnLPedgaKn31bHe9/x499CfmE9x2LpYMWhRT0J8wtk4ai8tBjQiN6sAfTMdOoxsXnmtTRMO0XNyW05tuE5RbhGTtgxG20CDUfUXk5OZh20NMwKef+Jy/G42jD/Mk0tv6TKuFSnRyUS+j2Tr02WMb72GXuNbYmqpQ3RIAg8ueOHR2YUuo/+1Dev5zfdkxKZxZPFZLibu+9U6W2ecxOtBALJy0pSkZ5EvEZBTkKN+C0fGbhhEz5oLGD6rPfHhydw884aTXsvR0FYhMzWbz++j8L3vj0V1E46uvopzIwda9KnPtpknSY9IpP+8rphVN2PLlKMU5RRQnFdIvxkdCPOLZsnZKeyZd5baje3IzSygzRAPAHYvPM/z8y+xd7MmOiyZ1OAYWgxoxAffWLKT0uk0tAkiEB2awOs7/pQUFKOip0nLbi6MWzeAu6dfERuWxPCFXYkKiiM+LImnV7xITc5GTVWBWftHI4oiisoKeO68jZ6ZDtERabi3cSYiIAbfB36UiQIzfzY57OSG69w6+pTOI5qhrKFEh6HlvX/Pvfc4suAUK67MxtTRhOG157Lh1jwsnUxIjEwh6G0Yfs+CKmdwfwuzW6/AppYlo9cN/OZjvnf+jPSSxk4a4pizHt9Ud0mNa991eskqIfAd8Fs5bgFS49K/yALmfe8Dl7fd4odrP7kLet1+j5yCLDWbOtFNdwRjNwyiWZ8GPDr3mqPLzlOvYx0s7I24c+QR1nVs6DW1He+eBHFh8w3U1BXZ9GgJ1/bew/tBACNX9kVSKsG+jhVnt97mk3cYmWm5fPKOoHF7Z+YfGc/dUy/47BtBenI28ZEpRAZEs/HOPKydzfF/HkxZWRlurZx/7Xa4e/oF144+Z8SibtRqWK6yOrryMvU71MautgW52fnEfk7mk3cYR1ZfRVFVkfYDG2Jb3Rj39i7kZObh9+ozZzZex6qaEdO2DSM3Kw8VdWXysvPpZTCKuj0aYGSpj7qOCn0mtwXgk3cYeqY6PLjkjSAIpIfH8/DsS85E7aK4qITTW+/QbkADdk05zKtbHzgWvBkVdSVWjz2Mcz1Ljq26SklxKXYO+iRFpdBhdAvKJHBp+20WnJxIWRmoaCojLcCcPjsoSUph/qmpqOqqkxKXTpv+DTm7/hofX4cip6xAz0ltMHc0RlFFAVEUifqUgIWjETePPOHczvtQXER6RgGGRhrsebX8i+fD99FHNozdz7aHi0lPysLOpbx3PrHxEuq2rkGv6R1RVFbA72kQljVMK7OhBb39TJhfNB0rOgUfngQSFRhL53Gtf/PZTIpKQVFV8Vczp/1d+TOEgJGThjj6bJPfrwgsq3H1uxYCVeqg74BfCoD0xExS48pd+QZYT2KP92osq5f7zGvqqaNeYXT8kZ8njD/xeTvK6uVqpdaDGuP/4hPq2qpkpuYQFxrP6pvzyM8pJNI/mombBvHs4muG1JpLk66uxHyMYYL7AjY9WgKAU11rzOwM2Dz+EN1GeqCiqljuwZKcTWJMGhmJmSiqKCAriDw594pZnTfSflAj5BTkkFdRwrl+uUfRnbOveXbtHU071GTvnFO4tHVB10iDo6s9eX3dh6jQJGRVFLCpaUZEUAJzB+zmrM9yzB2N8X0WzKkdDzjxdhl52QUggq6xJp/fhkJhEfuXX+LC+qusvTEXZXVFxm0dzundj+g5qS3V61qTkZTFzmlHmLZ7FMrqStRubM/Ht2HYuVqTEp9Bf/vp6NkaEvkpgTd3/Vm4bzjvX4SwffYZeo5rQdj7SJYdHUOT7nW5sP0eI5Z0p0wiQVFFAUmphPoVoaMBjq/25MOzT8hKC1Tv7M6G8YfoPLY1o5b3BKDPrE4Mr7+UNn2rsXH8IToMb4qJjT7RIYkc/MGTwbM7YmSpS/XaphQXFuNU356iEgmp8Rno/qwj4ORuS59pHYgMimNZ321ciNlJZko2qz1nkZ6URWpcBqZ2hqwbvpvhK/rQvF9DABzr2lRGcw16E8raoTto1K3erz6TBbmFKKoofBGXqoqfI/wtsoZ9C1VC4Dvk7tHHvLrmw9bnK74QAAClpWW8exxEblY+j06/wKa2BY71bBFFkc8forCtiDQJ5cJl5t5ydcOHp59Q0lBGXUeN7PQ88nML2TPjGNlpuZhUM6XtYA/uHH6IrKw0i7pt4FLCXqrXt6Ugr5Du41pg6mBEqE8EUzpuJCUuHU01OeIDY9jycgX5OUXsnHQAeycjpMokRAXGcuXYSy59WsfxDde5sPMutZpWx6GuNQuPTaB202pc3nWX19d9iYpMR05DlRPrrpOTmsOYlb05/GQB6UnZhH+M4+Orz7i4mSGRSFgz4QhB3uHIS4G6uT4LT05CSk4GfWMtnl33JdQ7HBBxa+qIvqk2Dy55Uc3FgqLCEhb13UbXUc2JCUviw/MQFh8fj7G9EZOarqBpz3qEvw3B3sWNYP9Y+szohGtrZ2ydzTj9cR1QPsciJiSB4sLiyl6xjKwMarrqJMelo2esRVlJCenRSYxa1hMHNytuHHmGRbUvZ/aW5BVyavUVGndzpUFHF0bXmYsoETniv55NEw5hW7MtOSlZtB3enHodajOny0ZqNLD7QgikJWXx/LY/S4834lTIZuQV5dg84TA2tczJSMpEVk6GqTuGc/TTZqRlpAn7EMWFTdeYc/Sn/APGNgb0nd0V3/t+HFp4huEr+1aWSSRl9DUbz/wTk6jX/rcTEv0vU+4iWuUdVMUf4M0NXzQNNLCrY/Uv613bfZfC/CLW3VsIQH52AYu6rmfFlVkA2Nex4vTnrQS9CWHHlCM07e2OYz1bXt14x/J+2zgZshltw/LQzVumHENVU4mi3EIen3mOkqoi6lrK3Dv3lmUnx7NrxnFcmjvRvG95T7F28+pUq2uDaYWBWRRFLu++z829d9nltZaGnd1o5B/Dy6veXNp1j9knJjO1wyYmr+1LfnYBGjqq5GTkIUgkjF7UhVC/GC7suIuWiiwBr0LYOfs06bGptOhbH7s6lvSd0YHbp1/RsENtdi84R3ZKFuc2XqP3jE4MrLsYeQVZksIScWloy76F55BGRM9UC0luAQqyUkhKy3jzwA95RTkmretPxMdYTq31pCAlHTVNJY6sv8nsLQPRtDAg6cUn1o3ai2U1Y3JLYESj5Zz1W82l6B0oqSowamVvLu57hFgm0m9mR24decLSXls48WkjuxddpKigkA7DPL5Sixxddx1lNUUmr+1L1/FtaDnQg9FNf2Dcip7ER6cxad2XU2HcWjqRl5mHqa0hu+acwtDWiK0PyrOgLTo+gcktVzP/wEisKmb3rr82i4ykLPbOPcXw5b2RlZNBRU0Rp3rWhPvHcOyHK6w4N4WFxycgpyCLjJw0giBwas0V5BTk6Dm1PbJyMpWjwx9R01YlP6+I1kOaYuZgBMDVvfep6eFIckwqopQUzk2+LW5VaUkpj8++pFnfhl+k1vwn8yfHDvpL+WeMZ/4GPL34Gr+ngb9alp6YyYXN1wGID0/i7LqrxIcl8fDsS4ryiyvVDT+SEJHMraPPEGSlcaswJh/54QqDF/dA21CT948/UpBbiGsLJ94/CeLZNV9+uDaHQYt64OBmjZmtPu8ffyTEO4zTay4DkJ2ei9edD5xY40nou0gGOs3izqmXHF9/gzGbR7ByxH7WDNtNfkYu3Se25njAeqTLJDRsYkPb/vUZtKA7tZtXp9f0ToT4hNO0ax0QwNHdnhn7x+DoZo2qrjqOdW3QNdHGc+9DPjwLxtndFhlpKYbOaIuOoQYfX5eHgV51agLrzk1m56OFpGUW0XtqO9oP8aBpNzcyU7LpPqktskry7FlykYfn37B88C70zbRp3sud7Iw81kw4yvar00iOz+DZnfLw12Z2BkRFpNF/Wju6DyufgaukWu6lFBeRQlpSFgnRaWxfcJ5Xd/wQZKWRlEqo09QBRUV5PrwIITM1h4UDdnLt4CO2zjmDnokm41aUq3tWD9vNxOYrmbt7GO0HNWTckm5sGLGbsopQHZJSCc171mPGruEIcrJkpedh46CPnIIcYR9jObXlNvpm2kxptpyoT3EkRqWSl11AYX4RUUFxPDz3GomkDDUtFYbO64KSqgLB7yLZs/AsPo8DEUWRE+uv08dqMtIy0jw++5LoT3GYORozeElvzm+9WdkWURR59ygQTQMNTOyMeP8ogAenX5AQmUKNRg4svzjjK4+0ooJiwt5HfvX8psals3fW8X87a9rflX9KjuGqkcB/mMvbb9G0TwNmHRr/m3WSolJ4cu4V3Sa1Y8z6QYxc3R9pGWn2zz9D60Ee9JzWgQPzT2FoZUCHkc3JycgjPiKFCVuG0LwiveKIJd1R01bF93Egy3puZu6RcTTqXIeAV6F8fh+JZXXTypSLhiaa3Dv2hL0+aygtkRD6LpLTG65TJi+Pub0h3k+CqN3YnpSIRA68XIrnoSekJ2SQFVPM4p4bkRbgYtIB0uLTUVFXIis1h9CPcdy+5IuWhSFzTk9FTlEOJzcrNl2Zysn111FTVaR5z7oEv49EVU+DyZsHISMnw8sb7wn/GIvX7ffIqypiWbt8pKSprYKqpjIaOio4u1vx9qYvlw89B2mB0pwCzJ1MyUnNoeuo5tw4/ARndyt2TDpEiH8McWlF4J9IYKu15GXnU1ZUgoKdAbY1TZmyozE7F14g9IkfT8+9YOerHwAoLiwhPSkbZTVFCnMLiI9IwbqGOTKyMkjLSuPWqgbrxh4gJTET74eBBD0JYNHZaczvtpFbR58yc9cIZu4dxZPr76jbohpSUlL4vQzmx/lENw884Oz6ayTFpqOkqkB+iYg0Ih5dy9Uw758FE/M5iTEre3HnuAH+b8K5e+QR9drWYsCczkzcPIQpbVZTp4UTOhUT/zaO2IO1rS66Rlqc23qb6JAETm+6ham5Fu1HNCMzOQulitnQqQnpPD73mk6jWqCgJI8gCKy98VN+klDfCKq5WeHerhYAtZo4khqXzrxO61h9bTY6xlq8vOrNjsmHuJh04Ivn18BCj/MJ+/+fv5S/F+WhpKvUQVX8Dqlxadw68ACHujZo6qn/Zj3HerZsr3gZAZVD6lVXZwPlcYQenHiGmZMJHUY2RxRFMtNy2DX9BPomWtRtW5sHZ14RFRxP3ba16DK5HfU71gGg74z2rB99gNzM/MpsVj2ndaBxT3fSk7LQNtBAVkEG/9efkVNSxMHNmpqNHJBGJC4skRDvz9zYe4/JW4fSso87J9ZepXpdKySSMg4tPIOckgJm1Uy4ceQpzs2cEKRg5djDjFvWnXpNHVk5ZBez9o6iIK+QDVNPkBiTQXhgPPN2DiHIO5y9c08hJSuDoYUOG27MQUpaCs9DT9i74BzGhipYuNrx/NwLDB1M6TOxFUe33MHQQp+zm27w8tYHFDTUUFJTIDwkCW0tReQV5Zm4shNp8el4HnlOzQZ2hLwOISo4ntT0AqZuGULbAQ2RZOdSVFBMelIWmyccws7dDq9rXkQbayAWlzB23WAEKYFgnwiOr72Oa8vq7H6yiMzUHIK8Iug8wJ1aDe3oMaE14YGxrBy2h6Ez2lFUWIK8ghxvHnxk39LLrPecjpSUFFoGmuiaatGwqxveDwNoM7QZYb7hJIYlAhDiG0FybDqeh56ipa3E/sXnGTa/C+2HevDY05daDWzQ0VAgMSIJHUNNNow9QERMFtYWGjTp4sInnwhuH37MrkfzubT9DoqqihhY6nHr0CP6zumCVXUzdr5Y/qvPX2RQHLVa1OCzTzj+z4OwrG5WHhJbW4U2gz1Q0y5XgTXtXR/X1r/u9fW/SJVNoIrf5fiKi5g4GKGmpcLZ9Z70mdXlD58jPiyJS9tvMWhpL9oPL3ftU9dRxa1FDXqMa4m6tipFBcV0GduKB2dfMmxRN/bPP4P3PT9cWzkjKyeDqZ0BUtJSxH5OxKQiT8D+pZdQ01Jm8vr+BL0MoaykhKnbhuHR2aUy+9ijMy/YPGYfw5f3pVW/+hTkFjJoXpfK8uYDmxAXlki3CW1Q1lQhJzWLK5uvY26izuX9j4nw+Yz/+1hmtFxB/yW9CfEKY+CsDnQf14rRzVeTn1uIlqkuRZm5qGmpIK8oR2F+EaHeYfSc1JqC9GwSYzMwdTLDurYFdi4WNGzhiKahJvcveqGiroRVNQMiQhLpMKQxx9ddY/fDhZjZ6jOo+mwmLOtB4y6uhAXEEPg8kGb9GxMXnoyhuQ7peaVIycgyudlybJzNCf4QjQQBZV0Nek9sTWZqDo6uluRm5mPvZITnrjtoaytz89gz8jNy6Tqx3PW03RAPtkw8hJW5Jrpm2uRlFbB92jHe+0TTe0ZH7F0s+ewfzd411ynOyCbh4huKkeLl/UAUVeTJiE7jzT1/5u0bSWJ0KrJysnjf86OkqIRrhx7z9PxL4lML6TakPoX5xZxYew07l4/UbOxAw06uNOzkgkRSRtMebgyZ1xnLaqa8ex7KlgmHeHzuJSXFEtza1MShrg0ZSVnEhiZSo5E9mak5jGu8jLVXZnDr8GOyUnNQU1cAAeZ1WMcP12ZT08ORnlPbVz6Lob4RLO62nkMfN1WOMH7Jh8cfsappXumW+k+lPIro96/q+Rb+GXfxnTJu0xBmHhhHWkIGXnc+sGbIzi9i4n8LBXmFRH2M4ey6qxQXlcd7MTDXRc9YA8+dd5jXfjVvbvqyesRebGtZICUlhYqGEvKKctw88JDpzZczdk1//J4HM7HZysocADO3D8HcSofnV3149yqM1ZdnEPo6hLPrrgIQ7h/NuS236DyuDS7NnJCSkmJyq9VcP/S4sm3Bb0OJ+hhDsHcYDrUtkJKWpnZTJyas7U/NetakRKdiqKdETQ8HjEy10NRW4fhqT7oZjqEoNRPZ0iKmbOyHoa0Bvq8jeHT5LbmZ+by774+RmQ7PH3wiPSGDqIBoHhx9zIenQcSFJ+N58AkFOYVsvjOXhUfHsvjoWFwb27Pm/BRMbfSIC0tm76tlNO/lzqqxh5jVczt6NsbISEtxdtsdVo3Yh21tc5p0cmH0yj70nNwWAz1VGrSrSY+xLXFtWZ3bx58R/jEW+zqWjF8/AAVZKcL9oigsLsGlmSMrRh5gZN0FrJ5wFH//BJoNaoK9qzVX994nNyOXedsH0bClI1533rN/zkkkRcXomWgjCgLFWdlUr2OGmo4qsoqKLB20m7SETHSNNNHQUaHNoMZoaKkgKyMQGZJEZnQyEX7RNO1VDxV1JW4ce4YgJYV7+1pcO/SYqOB4ts88haTiu116YgKPTj/HyEKX3tM7VOZgfnHVm53TjwKgpqXMsEXdMDDXQc9Ig2j/SMZvHkq74c3ZcG8B1Rt8mZ0OwNTBiJGr+lWmr8xKzeZTRSrP5b03cXa9J+uG7cLr9oc/9Iz/HSkPGyH1Tcv3TtVI4E+itKSU06sv03VSu8pekIKSPBJJGVmpOUzbM5pTa66wcdRumvZphPuvuN7dO/mcuyeesf7WPK7vvcfjsy/Y8HAp6+8t+qruk8veNOzuTveJrVFWU8KmtiU6RuVuhAPmdgXAc/8jMjIKKcwvpEHH2hxwtaqck/DuUQCHl56n+YDGPPP0puuoZjh7OHJw3klM7Q1xbuJEi34NcaxnTUXmSBYdHYeu8U9J4zfcW4SUjBTLem3G72UILq2ckVNRQt9ch6fX3qGur0ZmfDrB3gJejz+RFp2KWFyMqq46kzcPIsArHClBCrG4hPZ93Fg7cAczD4xGUUed4hIJ1d0seXbuFYK0NPJyUlR3t2XQvC7sWnSB3LRcgnyjeHTxLW8eBFKWmYWhrSHj1w1gaa9NmDqasPfVCmo1sKU0v5D39z+wYfhuek3viJKCNOlhCbToUIvG3dw4ttqT60efsfvZYiY2WcGqi1MJeRaAOLTceFxSXEpqXAa3LvhgoiPPhzvvkNHVRsdAnc8fohEQeXTZi/fPg9E21KS4WMLlnXd5cPo5Lh4OzD82gdT4DHbMPYNRNTO09NUpK5EwaUVPFFUUmFR/AVd23CIzOZugwESS4zNwbWiDa2tn9s8/AwUFVK9vR7N+DeldbQ7uLathX8eKgtxCLu26R40GdsjJSXNxxz1sappRt2V12gxrTquBjXB0s678vjqOakH7Ec0QRREpKSlqNbJHWlaa5v0bUb0iDtH7x4EYWun9qpePorICLQf+NEv28dmXnF7rycRtw+g0thVaBpr0nNbxf8RDqGokUMUvyM8p5O1N3/I47D8jOTqV9cN3IS0jxchV/UiNz2JZ7y3kZpbHbikrK+Ps+qsU5hdRvYEd3caXz97MzSmkSd+GiKLIw3OvKC4sZs/8M5xYW95TX3ZuCn2md6iMN6SgosD83ltJTy7PCFZSXMqzC6/ISspgessfKMov5s7xZ/g+DODYykt88gmnREaekpIyTvivxdBSD0d3W7pP7YBNbUvSkrKxq2fLrcNP2DT+INHB8Vg4GCGvIEtfi/H4PQvi3ctQDq65hp1HdYYs7onPHT9iPyfx5l4A9ZvZY6ynTL4gR36pSLGULLaNHJl1eCxno3by2Tecy3se8PZhIOtvzWPUit50n9yWvXNOk5ucwfkdd+k4rAlqhloICvI06lYXfTNtJKVlyMjKoK6rxoahO3h14SUNmtix5/VKZOWkUVCSo1ZzJ0ryCzm+4gJnt9wi7nMSDTq5MmHzYDqNbIa+uS7JqXmc3/+YTpbTOL3uKn2ntMHS0ZhDPiuJCU9By8aY+NgMTqy+QuTHGPZ5/cDGK1Px6NeY9mNak5+eg7SsDIIowcRGn4LcIkID4pi+ZyRaBpqkxqZgU8OEpPQC/F595pNXGIHe4QQFxJOdnMW1/Q+5uO8RRzbconobF7QsDeg7pwvNe7hSnFuIKIocXXEJLS0lNAw0uHXkCUV5RdRt4YQoKWPtqH0kRaaQFpHIzeMvaNbLnX4z2vPZLxqfhx+xrWXOseUXOLm2PBnVzpkniP2cyLxO65ncbAVv7/ozutYsnp5/haaeOvau5cLi2A+XeX3z3Tc9810mtKXT2FYU5BRSu3kNzKuZ/I8IgHLKEL5p+d6pGgn8SeydeQyL6uaY2Bp+sd/QUg/PjCMIgsDOqUeQk5XmVNi2ylju7x8HcnD+KTJSc+k9vQMNOpUbdIO9w2netwGxoYmsG7mXe02rkZORh0VFWkF1bVXSk7IoSizG0EIXRWV5qrvbolTh1icrJ8Mhv/Wc23KTp5e9OL/5Bm/v+uN15z2f3kUho6SArbMZLXrX58Ojj2ydcoRGPRvw3NMbY6snNOxZn/jIVNKzikhOzKK0RAKUT0DLk1UiIyMfRRVFksISUVBVYsHeESTHZ3D/3BvW9t3A1H1jkZaz4NnDEFKj0zCvbYUgJUXrQU0BSI1OxcXdirsnnjN4dkcu77xLXk4Rx4M2ce3AA1LiM8lOy6WwWIKcgiyfvMLweRBAm8EexIQkIuTnYVnNmBoe1Ri1qh+TWq9G00CLo6uuEvUxipy0HG4efkK/OV24uP0WB1ZcIS4qlbzcIgIe+WNa05Lk+EyadqmDY00TrGuYkZWey7G113nzIJCmXV04sfEGehryOLpZU6e2JRGf4jmx9R5Oda3QNNQkOT4DLX0NSkVo378BDy55cXb7Ha7vvYuNsym9p3fkvXcUH70juH/uDSo6GpRR7nkT8DwYL8/X6NuagKw0aSk5HFt6ntqta6JloE6/WZ2Y3nMHllYGWKgr0mVUSw4tOoucKEGUlGJsqklJSSkKyvKkxKfTbXRz1DSUqN/SiVPrrqGpp0pydCoG5rqE+ERwdcctajS0Q9tQAw0Rzm69zW7vNeiZ6XzxvG66t+BXn+8pjRbSrG9Duk5sx80DD/C578eiM9MIfBXCjX33sXWxxMLptzOXhfpGoG2kWZnL+u9OlXdQFV/Rd05XfiP8T6UKZvjKvhTkFuD7wJ9bhx+x4d4iXJpXZ+mlWRxefpFGXVzR0i/3IlpyZgoAKXHpGFrqkRCZyoKj41D92WSlc9tu8+DMSyas7UfTnu4Mnf+l4VnPVJu40ER0DDVwamBPi/4NGVFrDqK0DMpqSjg3sGXJ4N206FYHdQ1FuoxsgktTRzKTs+g0shnBPhFsGH+IGg3tsapuSmpCJrdPPqd1p5p4brlOr9ldeXPxFWZ1HehrPw3bWuZY2hvQYGob2g1rxtkd95CVk2bg8l7IKsiRFpXM6lH7ycgqpH0/d+TkZYgNjsdz1x2OLj7DxB0jUVCW5/iaazTv5U7D9jVxrGOJjqEGxYXFyMrLEvYhmrTgKNITMxm0pBd75p5h4PxuqKsr8OFFKIoqitRrX5uHF71oOaw5nce0pPWgxgx0XUx1NyuOzD/NursLmNVyOToOFry8/QFZJBxYeBZVEz1yU7LR1Fbi3qGHiHIK5BdKSEnK5tKe+3Qb04Je41vw8W04NevbEPohChMTdXQMNSkoKCE2Io20+Axc2tfho280SUk5PL7qi7O7NXlZ+ay7NAVNXTWy03NxdLMkPysP25qmBL4JI+BDDFr66ry595EhczpyeNVV5m4byOYJh5m4ri/Ojeyxq21e/vIpLRfI22afIje3GFlpAef6try+6cvptZ7s9V5dabyXSMp4fcMXA2sD6ndwweMX6SLTk7LITMmunJz2I/FhSWwcf5Dl56ehrKbIsBV9MapwKnCsZ1v5HGroqaOqqUJJ0b+2de2ceph6HVzoN6frv6z3d+Kfog76q9NLHgI6AsmiKFav2KcFnAUsKE8v2VsUxe9+FoqpvdFvlsV9TmC82zwGLu7J1d33KCmWoG9e3gPLSMriycU3VK9v+5UxblqrHxiysDtDF/fAzN7oqxyxsgLUbmSHg6s1J364iIGFHi1/lobQ/3UoKfHp2LpYISMvi4KSPGJJKbP3jaZFRTwZ54b2rB59gNHL+jCl3Xrm7htBj4lt8Hngz/L+25mybRhO9W25ffQJu+eeprhURFm2fOLQ0l6bqNfVHas6VkS9D+fNXX9qeTjSe3pHcrLyuXHsOTIyUhxdf4MWPdxICUvg3bMQZNRViPAKISevlN1PF6FnpEFGai5q+upsnHqcMuDT21CmtviBDsOb0mZQY+QU5IgKSWB2jy0oS0uQV5Slw8jmnNn9iEF1FqChrYJZdTO0NJUIeBuBlKwsz66/I/BtGKsvTGHj5anoGmni/TCAopIyTFxsif2cjIG5DmnJWRTlFzF/dR9iPidydLUno1b15ZN/HO+eBXNx1z1iAmNJjEohMiQZczsDHl96C6VlJEenoaquSKNe6rg0suX1VS+S5aXQ01ehThNH5GWluHfuDXU87PnsH0vQ2zCy03LoOqkdJjZ6lOQXc2HdFbpO6cTlzddQUpDn9TUv6nVwRVpKQFRUQJAp/5kqKCvw7IoXvo+DkFOQpX7b2jy76U+vKe0oyCskNTEbQUkJKSkpoj/FsX7kPrpObM3WSYc55LeBT95h1PhF5rBrBx7w/kkQm+9+OQJQ1VSmZmNH5BVlATB3MmVxt/UsvzQLyxpmWNYoNzbPOjjum34f6+8vRkb2n6Mq+g/kGP7L+KtF2RGg7S/2zQUeiKJoCzyo2P5bo6CsgJS0FOlJWRha6DJwQVcmbR0KwNaJB1FSkWfKtmGIosi+uSdJCE8GoFlvd4yt9Xl2xQu/55/48DyYgFeh5OeUp120q2NFm0EeGFjooqalSlFhCT+PChvkHYFFLSvePwogPDCW/Nwijn7aUikAkmLSKMorZNzyHpzddgctUx1qNrJnevetfHgVxtrb82nepz76Zjpo6KqhY6hBq371yS2TpufMztRsUg0/r3BeXHxDbHQmZhZaKCmUv7BS4zNJjU9HqqwULVU5qtW2oHpDexp2qMX1iM3sf/sDq85OZGXvTcSHpyAtI8W+xReRkZXGzEaf9KQs4uMyCf4QTXpyNpJSCQqKctRrVwslAx1sGlUnJS6DjORsCvMK0TfRJDogGu+HH1FSksXMQovE8ERCXgQSF57E+R13kZaRIi4yjd0LzqOorICquiKzdgxh8Lxu6FgZoqGjQrOudShOSMbR1YqZWwYxd8dgYkMTaTOoIffOvSU7LZvJa/ty5O0KnOpaYWRrQEkZDJndgdnbBkNhEbEh8Xh0ccW6hinKaorE+EXQqpcbJcWl1G3jTFhYKgfXXufds1BsallwNmYPA2Z24EjgJjQNNBkwtyvtBjQgJTwRqfRU9i84S15WPqUlpeyYepTIoHKB1KSrCzVqGbO43w7m9tiCR1dXxq/pw7hGS8nNKqBB5zq4d6xDWWER49wXMLfzBp5ffvvFsxn1PhwTcy1S49MJeBXKyqG7ycsuIC+nkA4jmiEIArGhiUT4R/PpdSiRgbFsnXyEkuJS0hMzmVh/Ialx6b/7G5CVk/nNSLl/R0SgVJT6puU/hSAIDj9bl/9Fmfu3nuevzjH8VBAEi1/s7kJ58nmAo8BjYA5/AyY1WEC3Se1o3q9R5T5RFNE21ORc/D4enn6O/+OPNOvdoDKWy4x9Y5CWKX9QEiNTiP+cSEFe+Uu+86jy+PwLj0/k6RVvVg3fS1ZcCtP2jaHNgEY07uaGpFTC6tEHMLHQ5tTaq5g5GFOjYXlvT89AHZxN+fgyhAu7HvDheQhLj40j+nMSMaEJrBi0Cx1dFVQ1lEkIjKFG2zqoaSqjqaXErWNP8Tz5Cs+gtaQnZbFh+C7ajWhO4+71eHz2Fd7PP2NuqUtmSg6ySvLlrqzvIoiPyyLgzWeq17Nh+tre7Jh2HHQ02T3vNPKyUpRIRJJi0tA31cbIUpcyBNKSMnl0+gUevRvSf3p7ds87Q3GZgKqGEpFBcQyvu5CmXV3pMLQJMoJIcUExb2/4oqGtilU1I8ztDGg/xAOfB2tQ0lAiNy2HnOxCxDIREYGC3EIiP8VTWiqh35Q2NO/myv2zrzix7jpX9jygILcQSYmEFYN30W10CwYu68PDC2+wrmmB78NApAQoKShGECEqOJHbJ57RrEc9iiRQu6kT17Zc4+7hxwhSAksvzWD7rNMkR6Xw5KovRzffod2wJuSm59F7QisA1DUUuX/0MXZOhmSmZLF/6SUsHY1xamDHvhdLKS4qobvhWFza1qJxvyY8v/SGt3c/EBOaTJ22tZGTlUJeUY6JTVeQEJaIqp4a8aEJ+L8J4/zuB7TsWx8TOwO09NVRVlGgbic3YsOSKApPRlnjyxhCo9YNoqSohEGOM5i0ZQjeDwJ4e/cDz676oqmnhomFDkeXXaBRF1fOxu2luLCEvOwCoj/FIYrg3tHlq3N+K8WFxcgpyP1bx34PfAfqoFOAS8X6q5+tA+z6xfZv8j3aBPRFUUyoWE8E9P/KxvwR+s3thk1ti8rtgwvPEBeawNTdo/B/GsSOSYc4F78PRRUFkqJTiQyMpV5FGOjzW29ydNlFJm8dSm5GLsVFJTy9+JYQn3DUdVRBRoYWfepxfc89qrvb8vK6LwYWunx8FUJqXDqZMcmM/qEPGnrqrBy2hzl7R7JlwkFKC4rQtDbGzk6X5NA4AJ5c9SXQO4JmPd3pNbEle2efpExGmsCXwQS+DGHRgVFkpuUSF57MGI/lODe0Q81Ej0GLerCs/w5qejjg9z6O5Ph07KoZkRCdjpWzOYNmdWDthKP4vwjF2EKX7OxCek1py62TL5CUlmJTz5Fg/xi2zz3DgGntmN97O86uZsQERHM0aDOxYUlISUlRIoHxq/tg7WTC0gHbUVaQRkos4/iaq2Sm5YAooqAkR1xoIp/fBBMREMPjU89Q0lRDTVsVMxt9EmPSGbeiB3Nar2TL2AOUyslxZMl5mvVtSFRIAp1HNuPD0yB0DdXpOLIbAa8/E/Exhsu77kBZGYW5hYxa0Qe3VtWRlpXmxOZbiAVFKOtqsG3OWZSU5Bm/sicKSvJ4XfPi4aW35KblUKqoTE5uESEf4zGyNSIlLIGXGRn0nN4RgIyUHG6eeoWyvCxbx+7DvIYZr19EEvg2jMcXX7Pp1jzWTz9J56kdifSPJiY0idy8YnRNtMnKzOfR+VdM3z4MJTVF6nd0wdTWkPy8Isa1XouWvjp6xpq8f/UZHSNNNo49wNnwbby9F4C0vDT2DRyo3az6F8+soWX5z2v3qxWYOxrTsn9D5ORlMbExYFqLlbTq35A1t+ZhamtY2XGZvX8UK/ptQ11HFQsnUw4vPsf4jYOB8hAogpSAnumXBudfkp6YyUDLCex8u7pStfS3Qvwu1EHCb6z/2vZv8peLsn+FWK7b+NWsN4IgjBYEwVsQBO+UlJT/cst+nQadXdEz1WFS/QV43XlP26FNaT+yBTsmH+L6vnvMOzmFue1WAbB+1L5yH3DgzPpr6JvqMG3XcBp0rs3cdqs5v/kGcWFJ5OcWIqcoh76ZNmqaKpz4tAVja302TT3OtmnHUFCUQ05GICI0mVsnXnDjwANCvT/z4qo3B96tpcfU9tjY6uJU3xYzByPuHnuKuooc+dn5yMrLYlXdjOZ96kOZiIGxOst7b+bk1juEfoji5tGnlImQFJ/NIe8fkFOQQ9fagPajWnL09RJk5WSJCU/BxtmUBftHcu7AU2o1sqd+O2dWDd7J/gXnMHQwxdLJlDmHxvL+WRCuTR3pNqo55g5GNOvhhqWTKUbWBoyoM59RjZZz//xr1LSUMbbURV1bBVkZaSxrWvDmjh9+z4PpPro58QGROLjZYuZgSFlZGTLS0Glca9yaV0MQBIrzC3Fr4cSLW/7IaakTFZqEmZ0BSVEphAfEcOPoM55c9aVWI3tUNJQ4seEGb+76Y+lghFMjR/IlAjOPTGBkg6VYVDNBWhCp4WaFirwUBRnZbLo2HY/udbFwMKK0pJTsglLCwzOo3qIW2XGpFCelkZ2cwfHVlxFLJQxZ3odmFZFaS0tKCXgTRlp2Eco6qjy76YeUtBSDprelWVdX4qNTefc8GHllOVadn8K6qzNYdWkG0RFpBLwIIf5zIkWFxUQFxbF5/CHGuMwmITSexQdGYmFngAISfO6859bpV+x+uZzDa67h4GJGUVo2CAKiKFYaln+ORTUTBEFATr7CBuBgzKD5XTG1NyTmU3x5mJCl5xnmMg/vu368e+DPxK1DSIpO4faRJ0hKJSREJLNnxjGOL7tQGajut9Ay0GDF1TmYVTP5M3+C/zVE/lwXUUEQIgVB8BcE4b0gCN4V+7QEQbgnCEJoxX/NXxwm/sb6r23/Jt+jEEgSBMEQoOJ/8q9VEkVxnyiKrqIouurq/vcSX0QFxvL6us+/rNN+ZAvMq5lgbGNAiE848WFJvH8cyNMLr2k1uDwbUe0Kl8/Ij7HEhMSjrK5Ei74NOb7sIhJRpKRYwpBF3VFQkuPdo49sGLWXM2uv8PZu+WxM92Z2lOTk0bh7XeLDkrCtbkyX0c3x3HodJGUEe4eTkZzF48veeD8KQlpRnjmHx5ORnMmFXfeJ/5zImIrol60GedBtXCvWXZvF3DPT+OQbweKBu3h68TUDZrSnz7hmlff28PQLvG6958jyy5CTg421NrN3DmVWj61kp+Tg2rI6vk+DGbS4B/Jy0uxddI6P76I5t+EqMrIyPLv+nvTkLJRUFJiwug/+b8JIjElDUlqKvrEGLXvVY+CM9hQVlHB+0zVkBBGfJ8FYOJsjr6ZIeHA8hraGfHoXSeynuPKRQ6mIuaMxIgKN2tckKzGdRxffEhOawLxDY5CWkebtLT8WnZ5CaYmE/Mw8Lu97xMtb74gNSWTYgq4U5eSxYcx+okMSkJSW8eyqL7EfInh76z0BL0MI9g5HWl0FVR01CrILObToLJMaLMD34Udy0vMwNNdi+PzOqKspoK6vQVZaLk0610EoKeXwkguUFksoKytD10iTHXdmk5VRgHkNS2QU5GnTy5Xm/RqRllPMvK4bUSjIRU9LiaHOs3h6yQuJKHL33GtCP8ajpq/B7unH2DzvHKViGaXFJZzadoelI/bTXX8UZSWlDJ7Xhcnr+6NvrkuIbwSffKPoNKYV669M5+SGG4yov5Rtkw+TFv+1v0V0UBxrhu7kxpGn9JnRETl5WVJi0tgwcg93jz4hISKFIO8IWg5sxBiXObi1qsnVtINIy0izY9IhtAw1mLRzBMOrTeP+yWdfnPvRmRd47rxduV2nlTPS0t/jK+jbKKsYDfze8gdoJopirZ9lIfs9+6iJIAjbBEHY/rP1H7eN+Ua+R3XQVWAIsKbiv+df25wvef/4I+/u++NeEaDt12g3ojzGT+j7SG4cfszOFyvwuvWO6/sfMn7zEERRpPvktugYa2Fgocus/WOAco8b02omjFs3sDI2zZi1A8hKzWas6zzycgopKynl0MLTJIUnYVvTnMTIFNQ1lekzvSPOHo6UFJWwb+E5DMy0UVJRwL19LW4eeYKJtT5edz7g3rEOn/xiadCuJspqiizptRl9cx0SwpN5ceMdRSVlSOfm4lDTnKA3IeyZdYKchDQupx1CTl4WUUaWqIhUhsxsx61999Ay0SYhKpUPN7yQ11Bl/6zjODWyJ/ajIQU5+Shpq9KklxuRvuFsujmLKweeYGZnSFhADM+ueBHwLIhg7zCa93YnK7OA1PgMzm6/S3RoIi061SIruxAlZXm8rr5FWkONi9vuoKauyKhlPUmPT0dGQY5Q/xgu7X1IaXEp3ce14Pb+e6jqqmHuaER2ai5mDoYkxWdycsMNAl5/ZvnpiZjYGLC07zYsa5ixZuReJm0ciKauGlN3DCM8IJaEsETqNXPk4pYbpCdmoq2jTGJMKrIqKiwdvAdFJVlq1bfm2MqLUFqCkb4K22edpLSoiOm7R6Kqo8qCrhvQtjEkJzWbdROPkBSfyeiFnXFp5kROQhpP/MIwMdHk6tYb9J3SDtcmjlzfcRstPTUadHIlL6eQrVOP0mZkS0pSMkgOi2fpuamY2+gzutFyskql2Xh7ITKKcqydeAxtN0tiotJ4etMP9w61KcwrJMY3lMmbBmHrYkVuZh4q6kqkJmQQ7BtBYX7RV8+upFRCSkw63k+u0mZAAzqOakFydCphHyLZ9foHdk4/RseRzUiLTyciIJbFfbZyMWYniioKLDwzlVPrPFnQcS1Tdo/C2tmcV9d9EAQB9w4ulJWJlEm+HiEU5hdRlF+Euo7an/ET/a/wX0oq83v20Vk/W/9lft1vzrf7V7uInqb8JnUEQYgFllD+8j8nCMIIIAro/de18Gu6jG9Dl/FtvqmuiY0BQxb1QF1bhVaDPGg1qHzK/dU997i66y4H/NZX1n14/jU3Dj8h+E0ofaa15cruu0hLS6NjqkNhfiGahpo06GqLtpEm2Wm5rLm7CEEQ2DbrNNYuVjg1tKcwv4g3t94zeF5nTm29i5yGKi+uv69MyTjBfSESEdbfnseMZku5d/I5gV4RtO2vjfejQGKj0rBwsUJZXZkGPWth72ZFwMsQLJ0t2DD+MAPmdELPWIuZWwZiaKHLpL2j0dZX4+reB8hpqWFuZ0BKdCppiVmEBiWx5PRkEhOzuH/yBWuvzOTAsos8vPCGZj3cWNJ9A84ta+LWoQ6f/aIpLRV5e8ePN5fegJIiJtb6JCbnlufoTcqh5ZCm+L8OQ1tfjWquVkhJS3Fs7XVkFeUoLZHQblBjru65x+xuW1BXlsfMSo/WfRswrfUqSkvL2HBtJm/uBVBaWsqMLptQ01QiPTGLMP8okkLieH7VEbNqpkhJSWHjbMaqYbtxbmiPZW1L6hlpcP3kK6QVFRkwqwP5mfk41LHg0oEnNOzmzlNPb+LjsyguSCU9LY/9Sy/gVNcal5bOfPSNYvK2oSTFpJF35Q3Le21i6Mq+5KdmYuNiybLz08lMzQEpgY3TTuJQ3x4VFTkCXofSc3I7DGwM2TLnLMNntsXIUo97Rx/TfWpHuo1qSplEgr2bNZmpOcQGRpMSrYipvSHFosDGUftwb1+bqbtH07ibG2PqLSA5KZtiiYAkrwB9c12MK/z+f45lDTMWnZnC2Q1XEaQEEqNSUFFXQkpOBilBYNHJSQDoGmux+dESEiKSK2MJFeYXcX7jDfrM7FRpe4gIiEFKqlwItOjf6KvrAZxYcZGgN6FsfLjkm3+HfzUiAqVl3zyK0flRxVPBPlEU9311SrgrCIII7K0o/z376FlAVRTFL/ThgiDoAjl8I3+1d1C/3yhq8V9tyJ+A990PxIcnoWWgSaOubgAoqijQemDjr+o27V0fh7rWxIclUpBTiHUtC2yczek4vCkDZrQnNiSBvfPO0G1yWw6vuYaioixdRrfAoa41iNByUGM+v4/CppYFudkFDJjejlmtVpCcLcHCQpPk+Cyy80o4tekmM3YNx/vOeyY3Xkqnca15eMMPBXVluk/rxMPbH2k/shntBzSkREYOeRnISMggr6SUPUsu0HFoE1xbOWNsqYNdTTPiwpIxs9Flbt8dzN8znI6DG5MSl87p9deRlpfDurYVsrJSRH6IouvUjty94E14QDRJAREkRqVQVFCErJwMmak5zNgzipycIq7se0hhTgGm9oa06Vcf34cB1G5sz0NPXx6ce42OgTrZqdk8uuBFk551eXzxLYV5ReTmF1Otvi2fnn7EpU0tDMy0mbCuP1pGmtT2KM+ItbTnBhxrmpAQl0VUSCLDF3XDc98D9iy+SEFOAZLiUmRKpVFQUcDMwZiPb8KY0no1Y1f1wbqWJc88fZBRVoCSYnJyS3FtXo3rh56QkZSFUCbBwEof+1rm2Naxxu9FMAbGmtTrXI/gFwE8PPOS1kOakh2ZwLHVntRtVYP1txewcfReBEGKglLoN7cr0jLS7F12CRkZGQ48WcDSgTt5dccPY2t9GnZ0wcRKjxFzOnJg/mkMzLRIDEskNjaTosJS6nrYER2SQEFBMWWCNHa1zOk0pBH7F50j4kMkZtVMsK5pjiiKGJhqUVJciomtIfExGSAl8PTyW+q2qcniAbvISMpgw7VZqGurkpedT352Ic+ueLNn3lmOB6yjrAyS49LQ0FOjtKSUl55eNOpeD22jcjV1UUExBTmFuLWqQU2PnzKS9a+IY/Wv6DevKwUVbs9/J/5ASIjUb0g030gUxThBEPSAe4IgfPp5oSiKYoWA+DnbgNvApV+eC2gNfNMkjr+vQu4748OTQF5c8eL6vvtf7E9PzASojAAKoKalgp2LFdf33ef4yosAmNkb0qxnPVxa1KDt8GZsebiIkct7c+zdKtQ1lfn4PIjn19+xZOBOTq25ypphu5GWlmLh/pFc2HCVgOefyIhMwNTJjLTYVBxrmZKWkMmBH66SmpRNh5HNsahpjoKCLKWFxRiY6WBoqMag2Z0Qy0Ta9XYj7H0ETy+9IS89l27DPbhx/DnNurlSnFdIeEAMtw49wtvzLXWaVmP1uCO8fx5M9OckPvuEIykq5s7hR0zcMJAhS3ry+LIP756HkJ6Wj7KZEXN6bEG6IkHLlhmnEORkadzZhcKCYqRkpHGobUHw+yiq1bfjzpHHtBvUmLysfAryitDU0+Cg90qK0zNp3asuuTlFuLdxxrmuJSY1zGnWy506TashqyCHcwM7nl71YYT7YopLRN4//URqXAZurZzoajiWQyuvoK6hiJm1LnueLSY3v5h+C3sgr1RuLA99F8Hs9mv4/D4Ka2dT9j5dhESQRlNHmaHzOmNuZ0BpSSklRSXUaeFEwNswLB0MqeFmiYGROr3HNsOpsROz9o1m8oYBbH+2HEVVJa4desL83tsIeh2KrbMpS89MwbmRAz5PPuHzOIis1CyGuszDzycaDV013j0pfwecXXsF39u+zNk/itYDGlGYX8zKc5PZcX8+ddq5MKbVWvKz8ll5dhJGlnooqSlRXFiKvqMZtZs5kZyUwzDXheiZ6jBwXhesXazZ/3IpEf6xvLzxHmkZacwdjGjUqU5leOh3Dz/y8MxLAl+Hoq6jwqiaM8jLyufKvocAJIQnsW7oTvxfhDDIaiKjas5k/9yTzO+0hhVXZuHS4ksPJO97fmyZcLBy+8Gp5wS9Ca3cVlZTQudnOZT/Foh/rk1AFMW4iv/JwGWgLr9vH60jiuIvBQCiKF4GPH65/7f4Hm0Cf0tSY9PQM9FmxoGxlfsykrPoazKWjY+XsqDrBqbuHEHgm89M2DgQQRAYtWYA3vf9WT5gO+9fhtFncmsKcwvpPLo5ti7lWcBU1JWQlZMm9nMii09PxtLegOyULHQMNHh04Q0vPb14dcOXjmNbk5GeT6u+9bi2K5tBo1pQWlrGq/sBeO5/RN9RHgT7RiEvK8Xxjbexc7FgybHxFBeUcHrzTQK9wpBTVmDchoHYOptTXFiMsZ0Ri3tvxszBBI8udbB1NiU5IoniwhJy07NZPmwfPUY3w9BKn5aDGpOXkcvngDiyc4vZcn0Gn3wjObTyCg3b16JmIzuy03Jp2t2NvYsvUlRQgqauGkPmdsbAQpv9C87RbWwLCvKLCQ+K59qBR8grKzBt62B2zT7N7WPPCAtMQMe4kBp1LdHUVuXM5tvUbeVEy97u3Dr6hK0TD6GkpgSIFEkESjMyMXYwQYKAipoS8vIyZGYXUJyWSXpEAsv6bKVpVzfOb7lFUbEIoki/6e25sf8BSZFJDJrXmYNLL9JuYCOUlORYNWwvYlkZPSe0IjMtD5+HgWy9Ow9JaRlXDz7C2EKH6c2XoWKoTd2W1cnJykeQlmL1+cmc3XYHz933kFaQY9GgPaioyNJ1bGtunHqFvokW+dmFdB3TkujQBPKyCjCy0gOgTEoaZATqtqlJ8IcoRA0NJCVlyMhKY2qjT/v+9fHcdpN5Jybh2rS8Bz5qTX9k5WQwMNPG5+FH4v0jqLG4G0bW+pzf94QOgxriWNsMm5qmyMrJMGF1HwCeXvGmTvNqdBzVApfmTgxzno2BjSGTd4zA3tW6MlSErqkOpaIUK4fuptXAxsjIyVK3bS0GzO/+q78NrzsfCPOLrtz2exJIZnIWGrpqGFqVazg+vQ1Fx0S7MhLu986faRMQBEEZkBJFMadivTWwnN+3j/6rCRrf3MEXfj7D9O+Kq6ur6O39zXaQ/whxnxPYOeUwNi5WOLnbsmfOSQYv7onPXT/GbxlCsFc4KprK7JtzioELupCXXUiDjnUI84/G+54fBpb6eN30Ie5zIkGvQriceghFFQXKysroaTMNl2bVWHiw3IB889gzFJTluH30KbY1TJGWlqLf7M6VulmAe8ee8OFJINZ1rPG574+hqRYvbryjUFaeIXM64VjbnGtHnpOZko3fm8+U5hdSmpWLpr4G7YZ4kJddQN+ZHelnNg7HhvZM2TUaQ3NtfJ8EcfXIc2RFCfXb16KWhyOPzr0CGWlyM3JJis3k3dNPKKspMnpJN9aN2sv258u5tOse906/ZOvd+di7WACQnZbD8ZWXSE/OIsQ/DiMrfRxdrWg7uBFD3RZR3c2SsA/RdBzZnKee3iQGx6KoqoCCqhKqGsrEfE5EWV2Ri5E7uHrwEVe23UZZRY4Qr8/0X9Kb8A+R5OYUMX5tf6ydzXhw7hXbZpxk3r6RLOuzGVl5WbqNb8PZ7XdRVVfEyFofp3o2BLwMQdtEG6+7fnQf14Jbx54zdnVfnNxtGNdwKQUFxcjIy4GUFKvOTWL7rFNIJGXEh8aDlDRa2sqkZ+QjCFKUFRWhqq1GYW4h6gaalIllyEgJpCVm03tiSz59iEFNS4VpG/sjJy/Ls6u+FOUWYFfbAssaZiREpiCKIlf3P+KzXxTJEUnoWBvTuFMtuo1qzvmN1ziw4DRDlveh/+wuhLyL4IexRzC10cfJzQpFVQWOrb+BlCBwPnAthflFLOu/k7jAKApkFGjR1YVxq/tSWlLKIOe5zN0/ih0T9zNqzQDs6lihpKqElLTAm5vvOL/pBlueLOXt7feoaiiREJ3CjT33MbA1okwiMufA6C9+EwW5hSztsYEOY1ojKydD/Y4/zV3aM/MY0Z/iWHV9HgBTGi6gYde69P43Ei/9UQRB8PkG9cy/RM1eX3TbM+Cb6j5svvlfXk8QBCvKe/9Q3jE/JYriD4IgaAPnADMq7KOiKKb/7LgnwCxRFN/+4nxuwEZRFL9pNFA1EviTUFBWQElVkZeeXpxd64mhtQGmdoZc23WHorwiajdzAsDEWo/nl7y4f+YlJ4K3YF3DDOsaZqQlZLBj4kEU1BTY/Hhp5Qs9JS6DslIJQ+d3JTIwjjsnnpGWlMVzTx90TLTQMdJiwKwO3D3xjC5jW1W2x8zRGImkjNiwZNKTshBLS8hIycHSVR/f+/6Ev4tkwuo+FBYU4/MwkLzsfHYtuUSbEc149ziIXpPboKSuRO1uDZCRkebYuuuMWNSVw6uvsezYWIwsfnLLreHhyJwumxABBxdzxqzoydlNN6nbtiZ73v7AhZ33eXbjPU5uVtw/94qigiIkRcUsaL+KmUcncmK1JzY1zDF3NKT90MY8ueJNvWaONO1Vj3WjD1KYX0ReVj4ePeoxdcdwTm+8QWJkMpKyMuIjUnh6xRvfBx/RNtOhpLAY5GQ5s/4a2kaapCblML7RErqMa0m4VyilefkEvv6MtpEWJfmF3L3gRffxLQl885mwj3HkZ+ay/elS0pOzcWnqQIh3ODKy0pzfchP9TUMoKJFgVdOM6nWtMbEzwvveB1JC43BvV5M431DkdLUoFQVk5WRRVlOgbjNXvO5/ZMjyHuybfxpNE12ykjKQkpRx//BDdIy0WHNuMjNbLMPYzohHV3yp5mJOqPdnciRSJMdlsmDXEO6cfIFdTTP0LfWJ+JyERCJSWFBMbkEJogiy0lIkRCQzuclylLVUmXJ5KmOaraLrqKbYOJuhqa2CIAgkx2YQ+C6SDsOacPfkC15efsW41X2RkZXhdNAGAl6F4FDPjpjgBF7d+oC2vjrX996j1/SOmNgZIimVsHXCIYYt783BBWeYeWA01dx/inm1vPcmVLVVGLigB6G+4Zg6GvHm9nsmbRnyxe9lxKr+nFhxgXvHn9JqkAebniz/W4WhFhGQfLth+F+fSxTDgZq/sj+Nf20fnUW5E80R4Ee/dVdgMND3W69fJQT+JLQNNVl4ZhqSUgl3jj2l5cDGyMnJsOnxMqDccBb2PpIpu0YCMH7zkC9iqby540exlAydhjTH0OancNT6ptpcjtqOIAjsmXuKqKB4ano4IJZI6D2jI3M6byAhPImy4pIvhIC9mw3LJ51izKLOjFzZh/ycAk6s8+Ty/qdEBycydkVPPvvHUM3Niha96lFWVsa9s6+5tPcR3Uc1xaamOaXFpaw6PYGTG25yavMthszpQG5GHneOPUNdS4nuFW6sBxacQVFZHhNbfUYs7s7stqvY+XIFB+adJiurgGeePiw5NZHtU48R5h+DroEGnUY2Y/PzFWSk5GJV04K3d/x4ed2H51d9iQ8rv59aHg50GNGUgNeh5OXk07CLK+8fBXB+zWXW3p7PlQMPkVdSIDE8ideXX9F1WkfS4jJIMdNFUUUBQZBCOjUXDUMdtPQ1yDTURPI2gtsnnyMAmdnF2JjIEfQqhGC/WFQ1lUmITKWvzVTqtKjOK8+3SEToNLoF0tLSbBq/H6EMGrevxeEFp2kztAlpKXm0HOTB4+vvmbR3DDUa2PHy1nsu731IbkI6zXrWQ1ZRgXrtXTi17hplJaVIy8tjaKeDnaMByQlZ9K0xlxr1ysNqLzw5CWcPRw4tu0RSZAp1WzgxrP5S6rasTrfRLVBQliM1PhMpGSn6uy5GSVqkQZ/GKOtqYGipx9GPG5CRkebu0Ue061OXN3f80DLU4vVdfwZVm86A+d048WENIe8iuX7wMWtuzv7iOX598z0ZKTl4b75BtQb23Dv8kN4zO3Fx70PEomJyMvI4GbaNNUN2UJBbgLqu+hcjUIe6NlzcegspaWluH3zE8DX9Obr8EmPW9EdB6afwNrJyMuia6lTmL5aWkUYiKePe0Sc079/wbxFO4q/OFSCK4ltBEOoB44GhFbs/AvUqbAvfRJUQ+DcpKigmOz0HbUPNyrC9AIlRqexfcAbX1s7omWgjKZWQkZxNiHcY64bt5HLqIQRBQBAEysrKKtfVNBSRF0tIjEhmz9zTzP3Z0FoQBCSSMhSU5OkwvCkKyvKY2BpiW9OMziOb8OKKN/t9VlfW97r7gVpNnRg6sy1H55+CwiI8etTjzjlvBMqoXt+BMzsfkB6fRo1GDqw9NwkpKSlWnJzA+Z33uHf6BR2HNaVvrQX0Gt+SK3sfMHl9PywcjDntv4ZLO+9SmF/Is2u+rBq1H5mKHtyYFb1wrGuNrrkunz9EcX3fPTQMNJizfxT129UixCec2k2rYWxtQC+rKfSY3JabR59Sv3UNSvMLMXYwISk6lTJBitotqnNkxSVGr+6Lvpk2RxeGs2PCfhacmYaGgTpnttxETkWR6JAEkmPTUdBQ5c6hR1jWsKDP1PZoGajz+MIb6rWpQahfDJ47brHkzFRaDGrCthkn6TujA3lpOVzbeZNiiYCZlQ5dJ7QhIymLp1e8SY5KRpCTQ0ZWlgj/GMZvGIRFNWMMLPSICYlHQVMFXQt9Pvn70rJfAzx61MO6uimbJx+hy+gWfPKJxPvuB8wcjBnf2JEPzz9Ro1l1xOISQgJiMdBTAQRKS8qQlZclPSkHO3cHDq65gdS6G8RHpLDn0QKUVRXR0FCkpETCwsG7kRSVsu/JQrT11Vl+ZDS+Tz/h+yCA8I+xHF15mQcX3/LDuckIgkA1FwsyE9Lx6FEPeydDTq+8QHF+EWqayigoy6OhrUxafAa2zmYU5hdxbsNVogJj8PeJoiSniIHzu5EUmUTw+2jqtalJn6lt0dAt9+UfuKA7/ed1w8zhyzlJvWZ0Ii05hxZ9G+DWuiaubWqiY6jB8ZUXadDJtXJEDNBxdMsvjs1Oy+HIkrM4NbT/l1F5vwdE8ftINC+KYhLlrvX/NlVC4N9kVf+teN/zY/q+MbTo34gwvyiUVBUxttbncsLeynr3T7/kyIqLVHOxYPXN+V/0/ud02oCuiRaD53Xm0PzT7PVZi5yifPkTVkFpSSnrR+0jJSkbl2ZONOrypWqxzcDGaOmpV27nZuaxos8W1t1dyKNL3ujYGKFjpsPBVVcpzCvEzN6YubuHsW3mKbxik4h9H0pWRi7T2q6lfgcXlFQUSAtLYEmvTbTs4UabPnW5tPs+75+HUJxTQHZWAW8efMSymjEnNt4CSRkSWVlUlaSRlpPh5LprqOioUbNJNXrO7cHbe/4cWHqJZj3rEROSiM+DAIys9JCRFnh9zZvs5Cyq1bWmQScXDiy5iH0dS1Ji00mMSMatmRMXdz6geU9XSsoESvJKWTtyPxO2Duf64ceoqyngWNuc3NRMdAzUyErN5dObEGKC48hOzwEZWaZvH4KZvRFeKrIs7L+D4uw85BTlUNdSodPwpnSf1BaJREJRfjFe9/w5s+UWxZm5ICuLlJRI236N6TKqBcVFJVzcfouc1BzORu3i7LY7vL3rR61G9uyff4a+MzsS9iEKv+fBmNkZkRaTira+OifXX+f++bcYW+qQlphJTloeU7YM4swPF5GVk6H10Ka8uOPHtM0D0DPT4dDyy2joqtJnchuCvcOZ5LEUUwcj8jPzadbGicY962Ngpk1saCI3995jxt5ReF/zRlFRllObbiKlKI+8sgJ9K+L2Xzn4mHunXzFt2xA8t1zD0dWaooJiDi67RNtBHji4WtHdZjqGJpqY2egiyMqARMLA+V2xrG7K2lsL2Db1GN4PA3FrXQMD83I1oIndly/pwrwiYkLisa5pTtTHGLaM2cuART2Rk5dl67j9GNsZ0bCL27/8TSmpKnImZs8f+yH+hYh/sRAQBOERvx0eQhRF8Ztc7auEwB8gNS6difUXsvnxEkavH0Tz9xHcOvyE9MQsPr79jImNASNX9qms7/c0iLz0HAoycpCSlvp6RmRpKboG6mjoqdNxTEtUNFWQlfvyKxEEgQ9Pg2jQxY3W/RtW7k9PziI9MQsbZzM6j2nJ7pnHsa9jRfN+DZl5cBzhATEsPTyavjZTOLLKk8KSMqyczSkpLOHI2mv43vCmy6imPDjxjBuHHhPrG4o3EhxcrUFFmfDAOLLyJYxZ2h05KZGclEyOLnuFTT17PDrVpvPI5hRm5RHyIYrkuEyyi0RuH3/O7ePPkZKGUfWXICWWMWXrEM5uucXu2SeJ/RRLQWEp0cEJDJjbhWeXvdDSV2PLpCNM3T6UqVsGsWHMQTISMzC01OXjuyh0DNQ5tf4G7h1qAyI6hlpo66vy4e57kJen86jm+D3ww9LJlNe33lOntTNRgbHU7+RC6IdonBs5MLLWbGxqW5KbmY+qsjzFeQWsGrKL2y2cCPKJpCCnkAlr+3F81WXkZaWR1VbD0d2Gmg3t8dx1l5v7HmBZw5SYkCQsHY2Y3GIlslICSZGpANjVsyXUP5aPL4NZe3UmukaahLyPQFJcilvL6iioKFDT3YZq7rZcO/AQexcLxm4agpGlLlqGmlza/xjPvQ8xstLj7plXnPywiu7W0yjIyEVKCnRMdclQzOH2BR/s3GwQPBxIiEolJTGbnIw8tj1eTKhvBHnpuXSe0AZFJTkOrr7KoGntkJGTpaREgrK6EuM3D8XUwYgbBx6SFp7A8YfvcW3qQPv+9bB0MsW6liXh/jEoqSjSf2Z5wDtldSXmHS73eEuNz6CkuPSrZxTg2eW3HFx0ljMROxCkpMjNLmTDmP04N3Zk6PI+uDSvgVlFVjxRFHl05iUNurhWqoiSY1IZaj+FPb7rvhpdfJ98FwHkZv7KPndgNr8RbufXqBICfwBNfXWGreiNjok2snIyrBu6A0Nrfep3cqHH1HZfxUv3vvsBn/t+lJWW0W54c5Ji00mKTSfkXSRyctIUFpUybFkvALpP6QCU9+Tjw5Kwq0gkLimVMOvAGLbPO8e7V1tZe2kqSVHlQcZuHn3GxqszMLbSw9TOsNLXurCgXHcrJy+DnKI8gV4RGJprU7e1M1cOPEZFXZHpe0ZSWFiMKKdA/xkd8ejsSmlJKQpK8pRIy/D61gcKcgs4se4a+bnFVKtnS1RoMoWFpZzecpuEyFQSIpJJjU3Ho6srI5f25N6ZV/wfe28ZHEeSdm1fTWoxsywmCy3JILMtM7M9ZmZmZmZmZmZmZku2mJmZWQ3fD3k9M4uz77O7M1/EnIgKV1dnZZWcnXVX3nBO30ntiAhIIDEyDVMrY1TUJCRHZZAYnkrX4S14cfsbBmZ6hH+szRP3almX9PhccjKLOLH2JlWlFXg2c0TPSBulWMK3F2F0H9uaW4eeIxAKUCqUSKUipOoqtBrYjGcX32HvasHEzUOJCU4m4n0k5g5mtauJuEzG+SxE10QbSydT9Ex1ycooQkWpoKi0koSgBKiuQVNLSujbCIoyatlQE8NT+fIwiK9PQpArlbQZ0hzPpo5c2HwXfQsDgt5G0ap/Y55f/kBVTDbLz05FS7dWzGVmu3UkBieiEIrwbGLPnWMvcfS0ZM2gXbQb0YpnVz6THJvJh7vfsHC2YOnx8Rz/spZZ7ddSml/M7kcLUNNQZdTinrx7GMSgWV1Y1H83Wnoa+DS2w8LGiMTIdLLTC0mKz2HliIPsvDeP6soayksr2TrjDJPX9icmJJWgDzFk55ViaqBGalw2+1bdom5jJ7LSClhzYzZFuaUkhaXw8twbrpXKcWxgj46+Jl0G+VJWXI6quvRXwdq5XTfTblBTyksq+XL/Kw071mP8+oFUlFXy+Pw7SoqrCHobRUJEGgNnd+XyjntEfoml15RfS4aU5Jeyf+YJLJ3NcPSxo7qqBi19TdbeWUgdp5/jYZMbLmT4iv7/lKLl98TvvRJQKpU/SMwEAkErYBmgCkxUKpUPfms/fxqBv4JcJmf3lGMMXNgLM1vjX30nEoto3qsRV7bd4c2Nz/Sc1AG/gU2Rqkn/bl+j1w5Ez1SX06uvkpaQw6PTr2nazZvMlHzMbY0xMtNhcZ9tlJZU0rybD9GBSaioiAh+EsSwlQOI+BBFQWYhSy7OorJKRlF6Ac8vf+T28VcMm98Vd187kiJSsbAz/uFfLS+ppM2Axj9ESA5/XM3LSx+ICUli3Io+qGqoEBGQiFwJfv2bYF/PhtsHH6Olp4nfT015eP49L6/7031kC8ws9bmy8Tq9J/pxZec9qirldBvVgq7DWrB73jkad/UiP7uElKgMSosq+PgomPyMAnY8nM8wj0UkltZWnVo6GNN7SgeK80uRqgjZcm8+WyYeQVNLiqGFPv7PI3h9wx+FEqoqqtAx0CL4bRSTtg1j1u4RyGUK6rf1QF1LlfAP0RxbdhmUSkytDKgsqcK1iRNxocnkZBbTpINHrcaBRMTo1QM4u/EODt52PL3wgTp2RhwN2sKeGSf5dP8bF+L24v8kmNOrr9G4mw+VVTIWHJvA6ysfubjjPnnp+chKq3l59g2Z8dlkp+ahqiFFIJPx/NIHlDI5svJCXt/4zKcHQYR/jkMpkyGUiBEJBYS8i0GgoY6aupQDn9czv9tmTG0MiQtJRVNfk4SIdI4uv4K6hipyhAT7JxLeexvOPjYkhKeTlZzL9qhUpCIlfSf6cefYK1aPOUxltQKnepaUpOeRKaiVkDR3MKHX5A7cOfOOpUP3s+PWbCa0XI2BpSGR6flMa7aEKoGEyMAkEsJTUdfSwNrFEs8WLrQe2IwtU05QUVzOrG2DGeYyG0sHE1TEAna/WwvAgcWX0NTToI6DCfdOvaGmqoa2g5oCsLLfdsLeRuLo64yTlzUXY3cB0Gtyh7+ZE3cOP+XesRdczTr649jRhecIeRPJkvMzfhVf6zOjKw7etv+H2fzfg1IJcsXvvhJAIBB0BJYCVcA6pVL54t/t408j8FdQKpVUllX+Dd2uQqFAKBRSmFPM+1tf6D21Ez5tPX5lAMpLKkiKSMOlkQPF+aVUllVxZOE5WvVrwtNzr7F2NuXt9c/YetkQ4R/Pp7tfGbqkF58ehVJeUsm7h8E06eiBXCDg69MQpuwYTmVZJc/OvmL3vTks+WkP5pb6rL80jUnNVoCshvdPwjn/zQldA02K8ktZPmAXWYnZSIRKmnRvSK8pHblz5CldR9cygQ6b243bx15wce8T4iMyuLrzHnUcTDAy18XCwZSQjzGYWhsyanEvprRejZ6FIZ+eRSBRV2Xc2p40716fCzvuo6YpJeJdFDU1cqorqpnbZRPaxjrUa+7M/oWXUNdSRddIG0t7EwoyCnl/y5/EiDSKswqZ2WYNA+d248L667QZ3By/vg3pO60T60YdIgslDTp78+pmACsG7MLITJcmXb15fSsAe08rEiPSEEokuDV2IPhVBBa2hpjbG7Oi91ZaDmpGUmQ6kzYMJiUylbObbqNtoElxQSn2npZ4t/FgxU+7iPwUjaaOOh8eBHFk8UUyY9LYNu4wciXsnnKMtze+YGCmi6a2GtWlVZjaGtNvakf2z8upDejL5Ria6NB1QnsUNXKeXPhATmo+qpqqtOzuzaubX2g3sBn3zr7H1NoQ96aOWDqZsebqLN7e9qeyrIr3T8IQUMaHJ2EgkyNWk1JTXYO+hpA3Nz7TvH9TmvXw4crB54ya351LB15QWV6FXK5g8NT2nNv1EFuPOvi292S40wyKc4uRyRTczD1G274NWTt0DyKZjKKcEkYs6Mq9A49RNdTl3d1vhHyIITU+C4mqhLENl2JgZcRPk9uwa+pxHpx6xfDlfbl3+CkthtZy/ZQWltHup8ZEfIhCz1CLMct6M6v9Op6ef4fyJwXhn2KRqKqgrSX9VabQXyMtNpPMxFxGrqxd/X568I2S/FIGLexFXNAuYr4l/Gol0G5oC2qqZZxYdpG+s7qh/Qt97T8Cfu/sIIFA8AUwArZQKyqDQCD4UYyhVCq//pZ+/jQCfwWxRMyis9N/dezoonOkRGew6tpcLBxM2ftx/d8999ODQA4vusCFuN0cXnyRmmoZx4K3ce/Yc17c/oZQJMKjpQtRXxPZfG8+Md86UpJfwtkNd5i+czgezZwRSUSgULLo9GSglpTr5PKLKBRKspNyWT/qIOejd7DpzjyyErNIis1FR1+D6weecHT9HRbuG8Hbm1/ISc3n9onXqGioYeZsSbuhLXh9/TMt+zSiw+CmHFxwgdK8Yuq398DO1YJrex6xZshu5AolbYe2IvxTDOPXDMCloR1HVl0n9GMNqXHZzOm2lYbt3Bg2rxtn11ylQgaVZdWYWurh1tgeLQMtwm4HcCFyG7IaOYcXnEWqKkGkIqbziNbEBify+WEw+xZdxq9vQ6ICk3l+6SOvrn1m8LxuXN3ziC3jjvDTzE6kJ+Tw8vIHXt70R0tfi/iwVKoqqvBqWZeFJyYgr5JxbuNN7D2tUdfR4NvjYCqKy9HS0+DIyus07uTJm9vfoCajlu8+JR8tbTUKs4opyi9DRUWESyM70mLSMTTToyS3mJc3AlDWyOkzowv123lwfc8j4oISCXkXiUAqofMYP6ydTLlx8Bk39j1EpFRyIW4PoR9iSI/L5PPDIOrYmpCfVYy+vjp6euq8ufGZs5vu4NPGjeK8UkQCJatOTWTblOPEhqaiqaWKt58bby+9pkrbBJv6Zshq5Dh623L8wyqmtF2Pm68Djdq7Y+tiwewe21CUlFJZpsWtcx+Q55fgN6gZTg0dCfkYx/1z77D2sMHc0YyFR8ZRVVHD3XMfKS6rxtrRFItpHVnabRNuzZ3pN60jYlUJW6acRFlWwdn1NzCta4V+HcMfhG9j3OcwZt0gjO3M+PIygq7DW1C3oR12nlZYuVjQb3Y3Pt4PpP/srqTHZxHzNYF9M0+y8PRUPJrX/RFDSI7O4MGpV6ioimnc2Yuc1DwKs4rQM9H9QR53ZOE5XHwdad67EQDVFdWEvImg0yi/P5QRUPL7u4OAMqAU6Af05ddCMkqgzW/p5E8j8BvQZWxbyosr/ub4nQOPSI5IY/KuUby+9glXXwdOhNQyg07cOJgPdwOY13Ed0/eOpufkDmjqqNPXcgob78xDKBQgEAlJCEtj+KIeaGqr4ljPmuD30ZT+4lrGloZM2TOOTaP20X5se0ytDNE31aUwtwSRnRl7Zp2lx+hWvLv+Cc+Gtvi/iaawTEZRSRWNu9en98Q25GUWEhuYxI4px4gOSyciIB5tE12EYhGujRxQ11ZDy1Sf0av70rCNGxsnn+Dq/qe06u6Fb0dP5uyqVY16fTuAL8/Dv3PIKBHJ5ShEYmQlJXgNbcqHu99Yc3UWl7feZlHPzfQc347At9F0G9WKJ1c+I5KIifwUS4N2bgS9jeL55ffom+mjbaKLtqaEU6uuMH33aFQ1Vdk54RBbX6wiMSKdpIg0jvivZ1rTZRjbGRHw6BtzO6xDqqVB0tdYXt/4ggIB7QY15cbuh6wfvg9rJ1O+voigXd/6vL72EZlIgruvAxVlVVSWVbL96VLMbI35eLfWXVWSX0plZQ09J3XAxFKfug3teH3tE2XF5ex4sZxFfbaTm1HEybU3uBK7k4en31BcUMHAGR3ZNfU4fgObsGXEXoQqYhacmEJVtZwI/3iECjmWzmYkR2diZm1Am76NeH/rC2+vf8Ssji4ZSTmUFleSk56PibURTfs04s6+B4xeOJObh18gFIkoL60iLigRZDIOLbuCo7MxGZFVKKqqGTG3K+e33OP5/VC+fE6hbU9vSrKLcG5ox41d93hy4T16JrrUa2yHiYkW59deZfz2ESw4MYlnVz8R8DYavz4N8GjpysCpbbm04wFNejSkQRtXTK2NSIhIw729Ny37N+bFnW98eZCMqYnWD2H6y9vvUV1exf53q8hJzefIoguoqqswYcswVvTdzvDlfXlz7RO7367Gx88NPQNN7h58wsuL71h5dQ7WvxCVubHnAU/OvkEoEv4wAho66j9qbf5Y+P0Dw0qlsvU/+k4gEEh+az9/GoHfAHP7nyl3Q99FcvfQUxaenoqNuxVVFTW8veXP+uH7aN6jPssuzgRAU1cdnzbufHwQSF5GAY061hYEHvq8ljoOpgS+iWT5oD3o6aohESrRM9bm3S1/ogPiCHse/KvrXz30HIWaBq8fhTJpZW9u7HvM5b2P6DS0OdfT9iOWiNn2ZCn3z79HXlWDhlRIXHAinYY2Y3q3bWiLlRz4vJ5Ww/yoLK9GRUVMdWU1G67MRVtXgxvHXtFnvB8WNkYM8VhAn0nt0NBURc9EhyOrrtOkgzsqqio07uhJUnga5zbdRtdYm5oaOWUllYhUVXl09i1eLerWct4oISe1gIDnYeQXlHN+2z1UtdQJ+xDNwDnduLjtHuUllUzaOBAbd2tEIiE2rhbM77AWVU1VVg/dh4GJJot6bcWqrjk2LubkpOaTl19B854NcfSxJzMph8lbh3Fr30PuHn6KQijiztGXoFSSk5yDrWsdqkvK+HA7gC5j2mJkaciRReeR1yhwa+7MxKYrsHI2o20/XyrKqtDU1eTmvkekRKRwffttDOsYoKGlytGQ7dw99gJPX3syYjMxNNPj6fm3fHkairKikrKCMmTVMnZNOoqmkTZymZKHp16x6f5CtHVUOb78EkFvI6nfzoPRy/tyfc9Dnl56j6mNMa6N7BBLJLTu6UpRQTkDt41AVUOVUcv7EuUfx7cXYfi088DEQpfqvHzqtXTG/200CpEYQzszdj5dyom1N9Az1sLBXJ+gL0koUFJSVI5CCSoSMcnhaQhEIpLDUjAxcWPK3rFEBsQT+DqSgTM7s3/BBboO9GXz9ZmUFpahoiqhSUdP7h59hpGFPh4tXWpF5bOLiA1Owb2hLTbulgA8v/ie0PdRdB7Vms+Pglg34gCX4neRnZKHpo46V9IOUJxXioZ2LTGdQCjApZE9ni1cuHPgMbKaX7tcX175gEcLF65uu8uwZX3/8AVjfzTGHUFtZkobYDDQjd8ozfunEfg3cefgU9S1av2emnoaHJp3hrMJe1l0esrf5PALRUI6jWhJww4/V4RbOtb6PL1bujBzyxCenH3NsoszkUjFzGy5gpb9mlBdLWflsP1M2zKYTWMO0m+CH8XFVSgFAsoLSjk4/ywaJnpc3HKb9JgMFp2cjP/LCFLCU7i+9TaODezpP6oFbg3t6TupHV2HNSP0QzR2jsY0au+BoYU+2al5+D8L4+6xF2RlFqGlq0FmYg5ikZCAF+GMW9WXy7seYu1qwbJBe0EgYNqmwVze9ZDu49vQtr8vWyceo1FbN15f/0x1eRUF2UXsn3WK5r0a8v5BII/Ov8fS3hg9M32EYhHdRjRHz1iH7qNb8/DMaw7MO8flpH1o62vy/rY/eekF+LR1Q4CSsqIKHLxMGDSnK9snHSPoVTh2TsaY2xpRUVGD/6MgLOxNUNNSY+rOkRxbcZXSvGKEgEKhZN7xSWgbaBHyNgJbdysmNlqMvEaOR4u6hH6KB7mM9Mg06jibcffoc9Ljs0Ch4OuzUGw8bUiJzqBl38YAPD7/jlY96+Pu60B8RDqPz71FVlWNWFXC27tfWXttNgamOmSk5vHyyieSozJIjcmkWc+GpERncHPvQ9RVxeRl5HPnyHOM6hiQnVmMaV45fgMaE/w6EoVcQWZSLhe23wWFkmk7hnMz/QAlBWXcPfGKiDfhHJp5Em0rE0wsDUjwj2XNqMM06+qFtqEWNTVKgp+H8vD8Ryat7UtNWTUCFQluLV14cOEjLXo3JDMlnyHzW3D7+CtEYhG7Jx1C1diABh3rIZfJObjgHP4vIyjMLSI3NQ+vVi4Ymevx5fZn0sJTEKFER0fKgs7rORu3F1NbI7z93LD3sEIgEtJ1RAtU1aUcW3YZM1tjJm0egqq6lC7fRZZUpBLmHp1I5OdYEsNTMLE2pKqiGqla7cN+1+vVAOSm5//hDQD8IdxBAAgEgsbUPvh7AfrAFP5++ujfxZ9G4N+AUqkEoZBu3+kZbN2tOB27BxMrI0ys/lbiMvBVOOc33/6VEfglSgtLcfSy/vGmtP/TerbNPEPYpzjkNXJyUvPJSc3n9bVP1GtRl+IKOZVlVTg1cSYzvQiFVJXGPRqgUCj48iSYO0ee4+bnzrjVA3BpaM/bOwE8Pf2arsOasXH8UVQkIvSNtTG1McLc1phWvdVw9rZh09STlJVWMXBmJ7R01Li08yHzum6mYXtP3t0PRstACy0tNeKD4pGXlTFgakeeXvlEXnoBKlIJ8ho53ce3JfpbAs8uvqNGBmKpCIVMRllJJQ71tJFqSNg75wwCpZLSvBJuFZzgxMqrjKu/kLYDGpOZnI+5oxmDbKbhUt+WlPhsDOoYsnf2GdTVxNzY8wjv1q50ndCOtNgsqiuq2D/nNHeOv0JeVYWekQ5mNoYU5ZZQJRcQ4R9Pk85eCIRC9E11cfKxpaqihuDXkZjYGmNqbUhccDIrftqFvasFErEQMyczbNwtCf0QQ/shLXh8/j06Rtpsuj2XssJygl6FIxZC+IcYVLXUsK9nTVZKAeZ2Joxc/RM7p51AIFdQnFfC6xufa4PxQiGFJdVkpuYzxW9trRpcQg5b705m2/hDNOtcj8pyOwyMNYkJiKcwvQDkcqSqKshlcs5tvUfd+rb4thvAgDndObXuBj3HtOaTpT73jr8iJ6uI9MQ8DEy06T29M9UKJVuH7saibh0mbxqMS31blAhQ15QSHZzKom6bkH3/HasY6CFSV0MkEbG4306CHn9FrCrl/a0vZMZn8f5pOFcPv0CppUVpeRXUyOg6ti2v7wUys/Nmdj6Yz4c7X9ky7jDj1g8k7F0kcpmcpWemIPwnspF1GzlwPfc4BVkFTHJZyuyD42j2ixeo/z8widZmB/2+TPwCgWA90B9IBi4AqwB/pVJ56t/p508j8G9AIBCw6NTkXx376zTSX8JvQBP8BjQhP6uIa/ueMGpZb8SSn/Ouf6lQdvPoS0ytDeg3sQ2xn6JJCEqgvLCME0GbeXLmNcV5JQyZ1ZWctHzq+7ly9dALrJxNKSyooIf1DOq3dUNRIyP8cwIvbvjj0tCeyrIqCvJK6e+2CBWpmPXXZ2Dl+LNrS8dAi6v7n9K8mzdPrnxmw/hjLD85iciARAbO6YJ3Sxde3fJnw9gj5CqUpMRlINJQZ/u04yRGZlIpU9JrSnu+Pg9H21CbMav6s2fm6VqNAKWS3KwiFAolRZl5fH0Xg0CppHl3b6qq5OSlF+DVyoWYgHje3/rCpO0jUdVSY1Hv7UR+jkVDT5NnZ1+jqi7Fo5kzSZEZfH0RytGllxm/fiAD5/dgZqsVqEmFVFSB30+NCfsUj9/gFoS9jyYnKYcR7nNRAmpSEZVlVbg0dkCoIsHMzoSSvGKqq2Tom+gSE5qKqoqI7JQ8dr9ZzbU9Dwl5HUplaTknl13k5uHnaGmqoG2oTcy3RBp2qoebryNR/nG06tXgR33IzD2jkEqEmNga8+j0G7LTCynILsS7iQMLTk1hTpdNBL2Norq0gmV9tjHv0FgcvW25eewV5QUlVJVWIBSLaNLXl9fXPnLj8HO+vYlCW08D3w6evL37FVdfBxZ0XodQQwNjSwOS/GMQqquhb2rJhVUXEWtrsfnJUt49CGb7rDOMW9mX3hPaUlFayZFFFzCy0KdFB2e6jm5NzNcErhx4iopUTIchzTAyVMfK2YLI8HTS8qrw1FHD0s6YlPBUZOWVDJrfHUcfO85H7ODeqddo6qgzdEkvovzjkSmUpGaUIquWc2TpJZp1r49Pm58pIv4aBZkFDHWcid9PTXh24Q0+7dxR0/g5s+joovPUVNUwafuIf9jH740/gDtoLBANHADuKJXKqr8jPPMv8Yc1AgKBIJFaiTQ5IPu/Ur/+Xji5+hpSDSnJURnIauS/MgJQW5ewdfppdAy10DPWxrquBT0ntmPX9FMcXXmVwWVVP2QpAcY3WIy+pSENOnnj18OHFaOPYGZjRGZyHkqZHOeGNjh+z62WSCUUFpRhaKGPk5f1rwwA1Kb+XV5zmQk7RzF1XT/WDt3PlsnHyM8vQ1YjJ+R9NP5PQ9Ez0qKquByBRERljYJvr6Jw8rFGJFBiYmlQy1v/MpwX516RlpCDRE2VIQu6c+/EK0oLyug1vQuR3w4ikQj4cv8bnu3rkZ9dSIN2Hni1cqGrxjA+3f/K9L1jWHBwFMX5ZTw+9YqCzAKqK6oxdzDD0tmcspKKH+I8P9lMo7ywjH2f1pKXlo9zAwcCX4ezfcIRuo1rw7dnoUzZNozt4w9RklGBmr426jqamNkb03d6JzaP3I9YoKSyuBwVsRBVTTUc6llxdNFZIj7FkhCahkIuR8dEl3Y/NcbQTJcjC86ipq+D//NwzG2MsPe04tTq69w8/Jz9b1ejpadBy36N2TX1GFpGusiqZaREZlCYXsDtoy+wdatDRVkVhZXVVFVU4+3nRm5GIanhydjXs0HX04qQj3EoZMra9Mlq6DS0GR0GN2XXnLMkRWey/e5cMlNy8X8dQ7Pu9bkamcryUxPRNtQm1M+FuPB0rFzq4OLrhK27JemJuRxZcxNbByPK8ksYsqAHJfllGJrpYtjVmyZdvYkNTWX/qpt4NLSj++SOaF37jEcTJ5p19cLYQp/Bs7qwetBOzmy7T3JiHtM2DaLvpNq6lNhvqcxrt5aGneoxdfMgVDWk6Jvpoq6tSkl+KQgEaOlp/Op3F/MtEUdvG2YfGouNqyXrh+5my+j9LL80+0ebJt3r/ypN+/XVj+gYalGv9T82LP9r/AHcQWZAe2AQsPM7jYSaQCAQK5VK2W/t5A9rBL7DT6lU5v7eN/HXqCyvIvh1BJe33WXL4yXMa7uKmuoa5hyd/KPkPS+jAP/HwRiY6mJmZ8ygOd2IC06irKgczxa14h/F+aXMarmcwnIFCw6OomF7TyrLq4kLT8PU3pSBc7rh3MAOgHcPgzmx5gb9pnfEq5Urbk2dSUvIobiwHHvvOvj1bsBm/1iiPkZj38CBAwsvUFmjAKGI7Jh08tPyeHDyFZ1HtqKirJILG24ycEFPXNt78/TqF2TFJchLSwl6FoKbnwc3Dj4j8EUosooqBGIxo1b159zGW4hEImSAUqFELBHh3MCOet//nm/PQziy6jrxgYncPPCUmrIKlDI513Y+oOeENmjoa/H+5hfy0gpZ0nsHE9YOoMPwlqy8MY+900+yc8pRqsuqEIpFJEZn0HmUH/1mdSUjMQehSEjg8xBGrqqVnJ6ybRibxh9m05jDqKqJifgQTYt+TZhzaBybxxxEx0CLb68iMLUzxsnblvzcUsI+xCBWVWFN/20MmNOds+tvYGZrTGWZEDWpiAj/eBLD05hzaBwbR+xDy1CTkrwy4r7GE1RcgaGlEapaqiRHZVKSV8zwZX2xr2fN2iF7GOkygzZDWpERn0VmYg7FZTLCviTg4GZGZnkF4e+jKCsqpyCrCFVVCbauFnx7FY6Vkzn1mjuTlpSPVEMKlZV8extFlxFtCH0fxZvrX6gpr+Td7QBadPOiqrya/KxSTOro06xrPYRCAYdW3aS4oAxLcy1UjfSY1mUbR14uxr2RPTHBKTy5+oUVx8ZSIhPi28Hzh/tRLpMT8jGOhQN2s/jQGO6dfkNJURnB76KID01FKBDQc5wfCCDiSzyuLVzJTsr7MQeeX/pAx+EtORaylcvb7tDwu6JY5xEtWdR1E6b2pmjpazL3wJgfcyc5Kp3prVdzKnQLnUb68erKB0rySxmyuO+v5phbU+cf+58ffOP5xXfUa+X6hzECSgR/BCNgoVQqHwIPBQKBlNpgsBqQJhAInimVysG/pZM/uhH4n+PrsxD0TXWxcbMk8kscSREpnFpxla1Pl2FuXxtsP7PmGuEfY2jSrT6fHgaiFImwcjZGVePnwrGIjzEcnHuGFn196T6+lsdp86j9FGYXcek7SdaJFVcQSiQ06+TE7inH6D+rKyJ1Nd4/CsWjmRMtezck5GMMs/vvoefwFuRmFGJgpkdefgWLhh6g29CmKBUKkhLz2D79NMOX9EKJgGoFmNmb0LhTPSLfRyFRFfPpWQS7F10mMTabgdPaE/o+morSSjJjMtEy1GTi1mE8v/IJEQIMLPW5ffQlNu6WlGYXUpRfRvjnWNyaOJKTmo+ZjREzdg5nht9qQt9G4eLrSGF2EVJ1VVZfnM5Q17moqIio6+1MXGgaga/DiQ+Mp+XAZoR9ikVFKmLMmoG4N6ud6Pae1pQWlXH/xCukUhHahtqoqqkQ+TmWdzc/M3B+Tz4/+MaVbXdp0q0+bk2caNXfl63jD5EcmYZ7Ewes3Sz58iSEjLhMqitrMLbSR89Yi6LsYt7d/MKC01N5dzuAjNgM7F3qc+fwM2zcrUgMTQaBgEJAqqVOy2G+iMVCqorLKMwtRiQWo2dpSNCZ16hqSOkyvh23DzwhJzWfATbTEEmEyGtk1NSIeXn9E4XJORhaGeHbwQMzW2Ou7XmAvokO7k2dkErFCEQCVFUlRAfEs7z/Luo1q0tkQDyDF/Xi5MqrSFQl9Bvvx6ML79HQ1aBey7o8vfIFcxsjbOqaU15ayarzU7i85zFlRZU8OvuGhh3q4epjw7HV1ygPSkbPygSRSMjpjbfQMdDiesQmxBIRy46MYfP001SUVlGQWUDTjp7cOPEKYU0NxmY6bLoynRUjDmFhZ8SEQU1/kMXpGmlzKXEvGYk5PL34gfkdVlOYV05FRQ2Nu3hh7mDC7EM/s95mJuaSHJPF3CMTMLUxIvxjNDqG2lg4mJIUmoyOjpTPD7/RbVw7WvVvQoOO9dDQVufesecYmOvRuLP3r+Zk5OdYHLxs6D2t839r2v8/4ff3BnET8AFQKpVVwDXgmkAg0KY2SPyb8Ec2Akrg8Xcf1yGlUnn4f3HRuwcf4dTAARs3SyI+xRAfksSwZX1RoiTiUyzlJRW4Nnakz7TO6Bhp8f7OV+w8rGjQ1gNjS0MA0hOyadzNhxPh2xGKhAS/ieT4yivseLmSxLBU1g7di527JWp6mqjqaWNoqo2uoRZtBjVHXUsV75Z1EQrg7Z2vbJ12Cj0rI7oOa0a/ibVZFumJOXTo3wgrBxNmbByIobE2q0YexNjejOZdvbi08wGNO7hjaqnPtaBUlPn5rDgzlS1jDvDg7Ft827nRclALVDWkGJlqU8fBhJW9NjNm83DObbtPaXYhQqmEUUtGU1lZw95558hOzSc1NhN5STmN2rtTnFeKXCkgOSaLdWOP4ulrh1ImI/xLHEqFAo/mTkR+ikWqJsHBx5a06Azqt/Mg7HM85rZGBL6OpPeU2piIsaUBY9cP5uCc04gkYqrKq3Ft4sSQBT2p42zGvC4bif8ah4aOOlI1FdJiM4n6Go+8Wo5UXYiesQ5xwSm07OlDSUE5FSUVmNubcmv/EwbN645UVULdBvZIJCKOLLpAanwOuqZ62Hpa4dmyLu/vfsPEypC+MzqRHJ7OzqnHsfW246d5Pdg6/jARn2KxdrOg40g/bh9+SkFOCWa2RqhIxdRUyxCIRCgEAkqyixFp1Cr+PTj6HGMrA9Q1pJjbm3Bxy13UtVQoKyxHrgSBUol7cxeiQ1JQ01TlwYmXaGiroRAIcW/uTHFJJXauFhxfcxOBSEhZaRW65vqsGH6Qpp08uXfqDZFBKQyY3okTK6/y4vpnUChBoWTSyt5UVdYgR4iajgYpsVmcWHuDlMg08ktrEAsEVJRVcnnfE8au6ouplSF1v684xy3vRVF+GQ8ufGDmpoHEBtWy45rbGaOtr4m+iTb7ZqRj6WLN1J3DWTVsP4bmevw0oxNG37mrXH0duJyw+4cc5fkNN1EolPSY1AEtfU08WtRFz0iHC1tuM2heD4JfR/D2xhfMHExRkf46vV2pVOLT1gP35nX/+5P/34ESlL8/bcTfvQGlUlkMnP6tnfyRheabK5VKH6AzMEUgEPxKKk0gEIwXCAT+AoHAPycn5z920eVX5v6g4e09tRNhbyOR18gY6TSDi5tvcXXHXa7vuo+BuR5Hl1xk/7wzmFoZcm3PQ7ZOPg7A9DbreHM7AF0jbbT1NXl+7TMSdVVig5PRMdJCJBby7o4/fSa1ozy3gOuHXtCga30en3uLSCzi+aX3bBp3GKFEjFRHg/yoZDaPPUhNtYzPT0IwtzHiwurLTG21mvgvUZhbG1CRlcejQ4+5vPsRFzffwsRUh6yYNMYu6oZCQ5PdCy/h0tCeU59Xc3jxJY6svsGqgTuJ9o9FrKmGQFOT59e+MGFtf9S11ZBVydg07hAPT76kvKyKnuP8qCmpQCkUcvPwcw4uOo+lnRFNu3rTsncDPr+IxL1FXYpzikEs5t3tr1SUVpEWk0l1eRVzDo4jOSqTtOgMJEKoKCpl1aDdHJx7msE2k3Fv4kizng1Yc2Mero3ssXevg3NDe7aOPUSTLl74DWxKVZWMvIxCDi84y/YxB+gxuT3tBjfH0FyPnpM6MGJFf5KjM5ixfywjVvSn44iWaOmpc2jheTaO2oeZnQldx7Vl6vZhKBVyPtzx5/PDIDqPaMXGuwto3qMhZrZGVJRUEvElnvvHX9CsZwMyI1NZcWUOb+8FkptehKWjCV3HtqV+x3ooEKCiocbI5X0xtNDHub4drk2dWXNzDr6dvRixvC+l+WUIRVCUW4qBqQ7NezVCKBKSnZwDKCkqriQns4h2g5qy4NAYDi26SGZSHk27eFNRUY2tiznqmlIenXvH3scLGbWkJyvPTEKpUHBs7S1QkSCvqMLdx4p+Mzqxe955lgzdT8inOD49DSUtPpvUsGRKC8rxbubET1Pb09ivLg1a16X3OD+kYgFdDcZycN5ZlHIFq0YdorigjJqqGtaPPsStg08BCPkYy87Z5yirUvLlRTgCgYARi3uSkZjNuEZLkcsVP+aR1i+qe9feqmVxPbToAjcPPSMuOJXA1xEkhqUCYGihj4O3DUMX9aL90Ba/mo9J4anMbbea3LR8/mhQKgW/afsvwkIgEOz+R9tv7eQPuxJQKpVp3//NFggEN4BGwOtffH8YOAy1GsP/rfsYtLA3DTrWQ8dIm8zkXJp2q4//k2DmdliLhb0Jzbr50HdmV+q18eDFlQ8AHHi7An1T3R99ZCTlUlpUzrxum5m9awSLTk6mrLiCO6fesPLKbDKTcynOKyUtLguAn2Z35fbJt1RXViOTK6mUKTGzNWbVsL18exXF6aANtBvcgs+vIrl94g0jlvdnzuHx3D36nPuHHzN8UW9EqlKubrtLq4FN0dLXpEFLZ0KfBpIYkUanES1RU5cQE5RMuH8Sj8+/p0E7DwrS83l3/TNLzkxh7dB96BvrkBqdgURFTOiHWLqOasXTSx8QqaiQHJr6vTBMQd9J7chPzaNlX1/k1TLeXP+Ebxdvek/rwpQmS0mLzUJDR50bB54wYeMg7ux/iLq2OkF3vyJREVJVVMa3F6EYWRqgqaPGkvPTObXiCjmpeby79ZnYbwmcidnN1J2jANDW16C6vAo1DVUuHbzLvGMT0dJRY277tWjqauDVypXc9HyGLupFRkIOGjpqBL6K5PTKy3i3cefQogtkx2fiUN+e5PBUDEx1kKqpUFZcQWVZFfnp+bQe2Ix5RycglojpNLxlLXOsUIlNXTM0tNXJyyykvLAMj6ZOIBDQY3xbPt39SmlROe9vfaGqvJIvT8MwsTMhNjQFsUQMIhGGVsa4NrSl+5jWHFt6ETs3SxIj0pDVyLh/9i1WrnXoNaEtnUe0AmDI9I48PveazJhM9mcdRiAQoCKVkJ9ZSG5KLuoaUhq0ceXTg0D0jXVo2tWHJ+ffYWyoSddBjWnezQcNHXUsbAyY3XMHwW+iaNOnASe33KfPuFaUFVdg62GFvYclEQEJPLmwhhn7x9KwrRtymRwjO1P6TO/E6jFH+PA4lHpeFqirSdh6bz5ymRwbFwsa+bni2dgRkUhIUlQGCrkc2++VwHK5ApFISJfRfnx7HUmfqZ2wrmuOpq76D4ZSR29bHL1tSQxLwdBCH03dnwPJNm6WXMs+iob2P9NU/33wB8gOquBnWcn/Z/whjYBAINAAhEqlsuT7fgdg9f/q+h/vBuDS2BEdQ23aD2vJofnnuLb9Nnqmuti5W1FTWUPUpxjUNaQIxCIW9tjC2FX9uLLxBn2ndPyxLP4LNt2YzSCXeQgqqzix/BIauhqUl1bx9m4g3YY3R9dEF6VSSebptywdfoiYV4E4NnDCs7EDjZrZ8vleAckxWYS8DkeoosKVnQ/4et+fjKwyeo5uRdDLMExsTUBVDVVdbbzauLF6zFGaDmzJkEXdmVXHAIDLu0x4cP4DKbHZ9J/UFo/mdXFt4oiWjgY755ylSQcPRizuRUZiNpo6ajh42/HszAsQS3h66QOeTRxR1dFEqiJi8515mNkak5OWz4R6C1EoFKT3yqJlr4Z4tHInP7+CwtwSDgVsYH77tSQEJ7Lj0SJEIiHn1lwlJzkXA0N1Oo5qQ25qHtoGmry8+I5+s7pw++ATru19xIPTr6nb0IHIj9GkxWYS8j6a1n19MbM1JjIgkUj/eFTUVDgw9wyl+aXUa+VCo05e1FTL2Db6ICWFZdTzc6Xr+PbkZxTg7G1NVWU1ual5rLo5D5FIyIe7Xzm48AKGloYs77cdU0s9JFIxA+Z048LmO8hlMiI+xrDi8ixUVMRY1Lfj4/1AEqIeoGesg4OXNQkhyQyxnYJLUxe8/NxICEtBIBBibKHHqRVXUChAKBYiKJcR+iGawqwCZuwdjZmTBfMPjWXVwF2kxWWx9NQUnHxsfjwc40KSOb3yCkqREH1LQ/YvvEhqbBZdRrXk85MwrOua09DPlWdnXmFRtw5F5TKcfKxp3sUL/0eBBD0P4emplyy7MAOZTEllfjEIhVzZ/wwvX1vKC0pZPmA32x4uYMfTpexZeJHsrBLq+tiQGJZC9NcExi7ujkkdfT7e/wZiCaNW9+f1tS9MbLCAQQt6UlRYyeVNN5hzuDYmcOf4S6oqapizezhlxeUMrDORTY+X4trYiT0vl//NXJPVyGoNJLC4+ybqt/dkzqFfC9b/IQ0Af4jsoLx/tybg7+GP6g4yAd4KBIIg4DNw73sU/H+C/bNOEfwq4uebsTZkwrbhHAnZRkleMY27ejN5x0gQCLBwMKXnxHbomeoxdusI9E11uX3wMYEvw37V55glPXBsaI+xgzmRAQmEfYohISiBpMh0Dq+6zqQmy9BSFzNkZkf8hrZGVUeN6e3X8+5hGE36NiXYP5Hm/RpzNmgjfad0oHGPhoiEAkqLy4nyj8PZy5q4yAzMbA15fOED3Ue2JOpTFKO9FhL+JQ6A+PBUogOTaOBXl9tHn7Nlygk+PQmlXgtnmnaux+Pz71k2cDfTW6+htLSKwtwikKggAAwNNNA30aZJJ09yknIIeBZCYW4xRhb6WLlaIFKRUFZajaWTKekJ2by95c/aIbs5sugCMQHx3D3ynAk+C5jdZhXzT05GKRDSZVx7uoz2o6yogpigRKK+JrJr0lHy0vKZvGM4RqY6xPjH0mNyR/bNPs3eGSc5v/k2scEpeLR0QctYl47DW1KaX0q7oS0oyS/j8rY7TG+6BHsva2IDE7D1sKJJVy8yE3PpMq4d7Ya0RKhUoKOnyf0jz3hy+hWdR7Ti5PLLWDuZUFFaTcPO3lzecofYwASeX3xPUX4ZZzfeQiEQcu/oC4pyizGto4ehhR5ymZz81Fx8u/rQdVwbDMx0capnBQo5EzcNZuHJSfSc0JZjXzdg7WyGlrYaRbklbJtwhOiv8ZxZe43Yr/EUZOSzYsAOru57UluUCIhEIpQqEgRCIaY2RigVCoRiIbunnURLW5Ws6DSkKiK827hhYWtEemQqy/vuQCYS02ZkW+wb2BMXmsKTSx9YMuwg62/PY/OdeWhqq/LtWQiGJjoMntuFE0svsaLvNiavHUC7nxqjpiklKzmXD3e/MrfjehQKBWbG6oye2wlnb1ta9/dl9IbBmDuYY2pjQL02Hmwfd4jykgqmbhrEnN21XFMa2uosvTDz79JBf30RxutrnxhQZxIKRa0bqeMovz8sdfTfQAkoBb9t+++h+j/RyR9yJaBUKuOBv19m+1/GhuF7mbR9BE26/yxk0WvKz0Vdj06+QC5TYGJjhJ2nNSNX9sf/WQi7Zp0iN7OIATM6k5mYg7a+1q/6VddWo3GnelzYdItxK/uyuPc2rBzNyIjPYujsziQEJRH4PpYe49ri4mPD1V0PCH0eipGuOt2GNycrOY/6bTx4dvYNjTp5MXrNQO6c+0h0RBZzDoxDqVQyaHxLzu18hKF2PF0ndyItLBmBhgazu2zGt7MXlWXVFOeVYmyu/0NcvjivlDGNlnMyYC0JYanYuFjQbWQrPj0OJuZbArrGOiiqayjMLeH1zQCUNTIQCHhy4QNnNtzmZNAmkiPSUMgUmJjrEvk5jrzUPFREoK4upWFHL5QIeHPjM16t3UiLy2JV3x1o6mtwaft90uKz+fggEJFYiLqOOqEfYgn7GINALEZVXYX5p6dye/8TLJ3N0dVX58n5t3y8/5WksFR0DTQJeROBtVsd5h2ZAMC1Xfd4eek9j8+8wtzRDC1dDW7tfUjEuwgEAgEaOupserSE40svkh6Xxa43q7F2saC8pJJTKy7x9XkYJXkl5KYV0GmUH+VFFYzfNASpugr3jj4j9E0E/Wd15cvjYJacnoxYIiYnJY+5nTZi42HDydXX0DfVISY0FT0TXfrO7Ep2aj7z26+jRqFAJpMhq5bj7efOrH2jubr3ET4d6lGcU4y6niYXd9znzS1/9j5fSnFBKQKUCAVKvFq5kZNegE+rukR9jMatkT1NOnrg6G2LmrYafR1m497QltCPMTQ11SctIZvA11GIUPDlSQglucVc2P4AJzdz1p2fwqvbX7m8+TZXjr5kztZB2HhYkRqTQY/RrSjMKSYqLIPUjBLkqmqUl1TSdbQfLfv5AmDjYsGBhRdICkmmjqMJ0V9i8WzpirqW2t/MJ9+uPr/6nBSRxum114n0j2f0qv4s/YWGwIhlff/m/D8y/gDuoIECgUBHqVQWAQgEAj9qs4KSgL1KpfI3GYk/pBH4PeHi64ixpcE//H7Dg6U/9n3a1OZFv7z8keSwNE6GbAZg/MYhvzon+msCydEZDFnch36zuhH1LQnfXo0IexmGUiDg7Pqb6BqoM3ppL9YN3k2bwc3oPqEtaYm5JIQmU1JQTsjzEBq0dePj9c/oGmlj7mBCpwGN6DW5PR8fBfP2XiBPzr+tfWioavDihj/qFiaoqksQiUVEBiRgXkePipIKnl35yPwDo5FIJVzY+YDuY1sjEovITcmjoriCB6ffsvrcZPz6NqJuQ3uGey5g1Or+HF58EU1tdcrLqrGqa4FUKqa3+USm7RpBdlIuFzfeRF1LBVV1FTbcns/x5ZdZP3wfu14u58HRZ3j5uTJt7yjGuM1GQ0+dqvIqNDSlnIvdRV5mIXP8VlNRVEYdJ1PkCigurKA4vxwTK0MiPkYhq5bh0cKRMesHcXD+WVwaOhD0MhTfrvVJCE2hjpMZZ9fdYNSqAbg2dsTKxYK1A3eQEp1B+2GtCHwRyrUddxm6vD8ymZyKsgrsPa0B0NbXRF1Xk+KCMtS11Nn+ojau02WsH6oaqqhIJUzaMownJ1/y7UU4sYGJXN/1AKM6+hyef47SKgX3T7xE30Sb4txiFDIFj8++5t3Nz4ikKkgkInIyC9n7ZhW5GYVo6mpwbfcDnpx9S35OCSoqQpp2r0/30a15fcufnPQCdI118OvnS1V5NZd33EfLQJPKKhm3sw8jEgm5vOcxxtZGVFbWMHRBdy5vuY1IKkEgEDB4Zife3PJn3ZVZrOy/HVtbYzQ1pby8/gXXJk48O/+ewYt6sWHYbvbNOEl5SSW+nb1R11Hn5ZWPyLS16Dm8GUWZRTy78I4LOx9h6WKJmqYqqhpStAx1qFAKKSquYs6RibTo1ZCaahkbxh/F2s6YEcv7/N35I5crCP8Sz7Qdw3h65g2DF/X6p/OxOL+UytJKjK0M/+Xc/d9C8B/NDhIIBCLAH0hTKpXdBAKBLXARMKDW7z/s7zzULwG9gSKBQOAFXAE2UPsCvZ/aiuJ/iT+qO+h3Q68pHbH3sgHg2/NQzm+48U/bb5lwhPrtPFh5cdqPY69vfGHlwFp1pcSwFGa3XkFiWAoAUjUVpGoqWDmZY+1mycdHIWhqSWnZ3QcdfQ3igxKQqqowteNmcnJKadbHlzUTTqCsqqJ9v0aoqKmQHp/Fmp928uG2P+c33GT92MO8eRCMUFUVkVyOiroaY5f0pFErZwqyitHUUUchl2PhZMqKM5Mozi+jtLCcE2uvIxKArKqG4rwSSovKSI7NRFVNTGp0Bjf3Pyb6WyJ9Jrbl8LyzCKprqCouQSmXUVlaTvSXWAQCeHvlAxFf4hBJVfj2IoKMxFwMzPVQVZcycF43zqy7gaqGKt0ntic3JQ8zOxOsncypqpJx9+ATFnTdSOj7KKqqZajpaJAcmYGahhRHbxtu7X/E8wvvmLZ3LE16NSL4TQSLu23k/S1/WvT1Zf29xUQFJPDk7BtEYiGNu9bHxs2SzSP3cmPPAzT1NGnU2Yehy3qzsNN6tPQ0KS0soyivjHPx+36MWUFWIQq5nKbd65OTns/tQ08pzi9lZN3ZrOy3jYKsIrJT81h9cz7thrbgdNROBszpRnRAAn6DmjFu7QCcvayorqyhorgCgRDW3ZqPl587OgaarLu7gCnbh+PkY8fBhRdY2H0LbQc1w9zBFENTHeq3cSMpMoMB0zvRbVRrjq++zoIuG3lx5SPhQclMWjeAxm3d2HlvHiMdp/Lhjj/XdtxhUad1hH6MIfBNFFZ1Lagpq8DWxQwLO2N82rijY6DFupvzmLZzBCvOTOZM6GYu735IVmo+Xx58Q15VQ2F+GWpaqry9G4BdPWtkCGjewZ2nlz7x/IY/+5ddpUYJJ5Zd5MjiC4jEIpafnEDDlk5kRKViaGFAQXYRTy6+Jy02k4tbb//D+aKqrkLnka2oKqsk5lsCuekF/3R+Xdx4k61jD3Bg7hk2DNv7T9v+z6H8jdtvwwwg4hefNwE7lEqlA1AAjPk756gplcr07/tDgeNKpXIbMIraRJrfhD9XAv8Ab298Zs+sU/j1b/xP21k5m2PlbI6Nm+WPYzauFjTp5kPYh2hKiipwbOpKg04/F8A4e1vj7G2NbGYngl+FcWzJBXzauiORSnBv4cKb+4EIZDX4PwulOKcIIQrW312Avqku6+/MRygS8un+N2KDEnhy7j1uDeywd7fgys4HaJroMmnzYFb12oJrCxfUVYRQVQXVNTw6+Jhh87vj4GmJQAB1feyQ18hwrGeFUqmkpqpWY1ipUCJUEZMWncbBJZewdzHHysWC9JgMqssqadDJi/lHJ3B2zXVu7X/M1xdhGFka0maAL13HtWVG8xVc23mfGXtHEReSwqf7gTTuUo/B1pOoLKumzaBmPDr1GhUNKUqxmOykXM6uuYZELKCypBwjG0Na9GmMrqEm2kba3D32giNLLuI3oAnnE/axqMt6ykurmNRoCacjdzD/2ERW9tvG1CZL2f5iBVI1FdyaOlNeUo6Dly19ZnQhPS4TBx87Jm4fiVhFjJmdMSX5ZVzZfo/YwAT6zujChzv+yBUCOg5vxaWtd3h89g2Ttg/H1r0OZzfcICe1VhY02j+OzqNaA9Cyry9SNRVCP8Tw5s5Xuo9tQ+iHaGKDkjCqY0Cjzl5EfE1kcqPFCMUi0uOyyYpJx7yuBRMaLaZJNx86DOlNRXk1pzfe5sCCs3Qb25bGnT35fC8AazdLCgrKCQ9I4NWtAAYt6IGHnwdrRx5AW1+T0vIaLm6/z7FPa1g9dB+RldUcX3eTug3tyU4r4MLOh3Qe3ITFPTZzIW43B5ZcIvJDNCrqqqirCpl/bCIH19zCu4UTnk0cEYmFeLasS/yXGLbdmkV2aj6hH2Kxda9DSUEZp7bcZyYgEgkZMKMT5fml6OipMa/Tesoq5TRp786MrYPZPfM0IrGQpl29UdOQUreRAxe23uXU6mtsebAQj2bO+A1o+i/n4cjVA6iurCE/o5Dqypr/h5n8X4LyPxcYFggEdYCuwDpg9l9RQgOcAlZSyxH0q1N/sd8GWASgVCoVf613/s/w50rgH+DArJN4t3Zl/KYh/7DN6+uf0TPWxtT610tVK2dznLxsmNtpA+c23iIlJhOJipgnF99TU/0zpYdYIkJLX5OGHevRsKNX7Zvzwt7kphWSm1aAUqGgKLeEroMa8+5OrVKcSCxCIBBwaut9nl35QnZKHgKREHMHE8wczajbyIF7J1+jb29KdnYphsZa5KQVIFRTxba+PYZmeqioSpjVbSsjFvdERSLk3S1/0pNy0dTXxqeNO5XVco4sv8b4LcOwr2uGVE1CZnIeLfo3xczelPAP0WwcfRALB1OcG9mhlCuQqEvJyyxi3dDat+uHJ1/S23A0FSUV2LpaoG+kTXlxJfVauVK3kQMSFSGq6iogl9N1bBtKCyoYtKA3CqWAes3dGLSgJ+fWXWPd4N0EvwinpqKK+u3cEYlFZCbm0n9WV1wb2fP+jj9Xd94jKTIDFVUJ1RXVBL4KJzYkmXvHXtFnRhcA0uOySIpMI+ZbAhIVEdZ1LVDVkNJ+aAuGLO6DV2s3NLXVKM0rRqohZfDCHhRkFdKwQz0cvGwZv2EwnUe24vnFtzTs7MWh+Wd5c/0z9Vq5EhuYxNGlF1HIZBhZ6hMTkICKipgJ3vN5efk9lRU1uLV0o6Zawc39jxm7cQjmjmY4NbAn7H0028YeQkUqpoGfK+/vBTKr/TpivyXSuIs3HQY3Y/fDBby9/gmxRMzTi+95cTsQ+/qO6JgZoG+hj3MDO/bMPs37h0E41bejaRcvHpx4iYGBBplJuRhbGXI+ZhcH55ykrKAUI0sDOg9pyqa789k56Sj9J7clOSiBT/e+snf2GVLic0iNz8bCzpirux9SVV7Blc230DfUZPe9OWSn5HFg8UXSk/JISS0k4nMsVnZG/DSjMyVFFahpqiESCfhw9yu7557j5eX3ADTr7sOM3SNxb+r0d+dTZXnV3xxTUVVBU1cDKxcLHLxtfvsE/l/gP7cS2AnMB/5SaGEAFP6C/ycVsPg75z0XCASXBQLBLkAPeA4gEAjM+DeCxn+uBP4BDgdtRU1LFaFQSF5GAUJRbWXqLxH9LZGKkgq2jT1Izymd6DSiJXbffcy27pZcTd7Hm7sBGJrpYeNiwdQ2awl9G4lrA3s6jqzNA3f0scPRx+5Hn7qGWkzfMZQTm+9iZW/C1d0PCf6awtDp7ZDL5BTnl6JnrEObPg05s/EW94tO8PlpGKvHHGHymn5c2HKbaVuH8EwoIPxbEoa2JkzdM5r5fXdRnF/K1HYbqCmvoMeolhxffZ0+k9qhrqvOrE6bsa9ryucH35i2cRCt+zZiQpPlVFdUUZRTjFRTjanbhlKQVcSKQXv4/DCIorwSJqwbzB3rp7y8+pHUyLRaKUmpGEMLfUpyi8lIyCHqawLJURnY+tjh2sSJ5Ig0Zh4YT056PncOPSMzPgtdUx2827hiYjOJtgObUVVRzdiNwwh8GUrAk2Cqq2TsnHSU6btH06SbDy36NOLRiRfsnHCIBSenMmPfaLxauQKwvPc2qsoqf8gjAnj5uaFvqsvyvlvpMsqPkasGoKmrgY6h1g86kPodvIjZcodz628gEYK5jRGZidkggKykXHZPOUZ5URmXt96l97ROaBto8urKRw4uOo+iqoall2fh28WLrMRcysuq+HD7C3mZRYCS8E9xqGmrMW79QOq1rMvHxyG06N2IQ3PPMG7LUHbPOf+dME1J067eSNWlaGir06JXA+b12Mr+j2t5dfUTp5ZepNXg5shkSrzbuPHqZgBVFdXE+KegqS4hNS6bGkQ4uJjSZVgzPJo6o2eiQ3xYKp9fRTN182DkNQrig5NQ01DlSsYh1DRUcWnowOF5Z2jd15fyskoCcwp5eysApUxOYmgq+mZ6rBuwDQs3G3KzimnRqwFikZCaiioQi9GpY0zA8zCESgWx3xLoOLwl8uoaek/vguV34sK/rJoBHp16Rf12tdoWf8Ewh+lM3TWKVv9i9f0XyGpkTG+6hOn7xlK3keO/Mbv/U/jNb9uGAoHA/xefD/+FAUEgEHQDspVKZYBAIGj9b97ATOAnaonkmiuVyr8slUyBJb+1kz+NwD+Ahs7Pucn7Z51CQ0f9V/woAMEvw2jVvzGzD41n14yTaOqo/jACf+nj6MobOLjXYeON2Rx6u4pBzrMpL6nk6c0A6resS79pHRBLxCiVSi5sucPpjbcZv24AuRlFvL4fQstOniRHpBP6JYHdCy9TnpPP0OX96TulPXV9rPn6LJSGbd1o0MyegAcBFJTKUNXRoNPQpry5+gGRAJYO2AUKBSpSMWUlFVhb6XLjwFMad/Jk/ejDIBYhFgtIiMpAJBJSVVkr9DH3wBiWD9xFkx4N8H8WTj/LKTTu4o13C2ceHH1KbFAqWal5xAUlUZFfgqG5LrverWNB142Ul1fTeWxb3lz/REJgPAKpKnkpeTh42+L/JAjfrj74Pw1Bx1CTdzc+o2OmR0Z8Nm0HNgPgxr6HXN1xn6tpB0mNyWBK0+V0n9CeyvIqivNKMLY0ZPDi3iAQ4O3nho6hNgDFeSW4NXagMKeY2Yd/Hi+lEpwb2NG9fjteX/lAdEA8Pm09kMvkP/Lyhy7pg7VbHTYM2493Nx8kKkKmN1tK7+ldeHvbn8K8MrqMbsPdI08J+xBNyz6NOLzgHI06eFJZVoWappTe+qNRKBS4NXdFW1edgoxCystlzNw5nH2zTrF78jFa/dSEsHeRlBWU4uxjy619j9DVVqEwr4SmvRqy6NhE9s0+zb3jL3H2sSU/o5DPD4PIiElHJBZSXlKJSCrB0EiT0OfBiHS0sLIzZMiinpzdep+ctHyWnZzA/nnnuLDlDmPX/ER5eRU1MgWPz78lNb0UVx8b9i+9QsCrSNaencSeJVepKJPh7OtIt9Gt+cl2GgGPg9DVU8dvYFPcm9Xl27Om6JjoUlZaSeMOnlzd/YCmHT2IDU4hIiABN18HrOwNubz3MVr6WsR9iuTTw0DOxfxt8eqdw88wMNfD0EKfzMQcDiw4x5Lz03FuaP+b56hYIqbt4BaYWP+tlsf/BIp/3eQ7cv8JC3IzoIdAIOgCqALawC5A9xdsoHWAtL8+UVmbS3zx7xz/9pvvjD+NwD9FdkouBxecZ+qOkWQk5VBWXPGDgTE9LpOdr1b8SG97dPLFjwfRwUUXifqawPxDYzkbtBGpWi0fio6BJi37N+bVtc806+7NrYNPCPePY/jCnohFAk4tvYCpqzXXtt1FIZWihgJze1OSwlJIjsqg05Bm3Dv5gmv7n9J3QltiAuI5vespkzcMwK9PQy5tu8ea0xPIis9i29STSPV1yckoZMiMDlSWV/H4zBusrPRwa1YXr/aeONWz5cPdb6hqq9O8sxeeLZxr1cvySzm+/DISDVVMrAyZtWck6bFZZCXncHHrXT7cDUAiElFVWcW2ycdBoUQilTDz0ER2zzzFxM1D2Tv7NPHByUR8S0Kopk7zHj7YuFjg/zyUOwefYm5nQp/pXdg75Sjzjk+i7ZBauoDIL3H4PwnG0FwPc5taN9vLK5/Q1FGnSTcfivNKWHBqKgDPzr9FXUuVrSP34trUmc1PlhP2IZqUqDT2f974Q+C8oqwSNQ1Vlpydzt7pxzE012dhp3VsfLiEZT02cTRkG2Z2Jshkck4vv8SSs1PQ0NUk7GMUAomE+u09cWpgx6bh+2gzsClvr38gMTiJeR3XcyW11k27rOcmnp19w7LLs7F0Nmf98L2Ul1VzMnIHG0Yf5PaRZ5jZm1BaWMari+/oP687D4+9oLyoDMQidj5fgUgiwv9ZKCsH7kJRWY1IXZ0vT4MxMNDg7Y3PRPnHY+5gxtdXEXi2dEUoFCAWCXFrYEtFaQU6uppU5pcg1tFEViWjrEqBur42JQWl1NTIWXZsPLGhqZQ9DefN9U9INVRRiCU8uvSRyopq2vTz5dPDQK5tvwPV1by/8Ym6TZ35+CiEt3cDKS+pZNnpSZzfcJOYTzHEfEug9U9NQSgkN6OQmJAU3t38Qk1VDVp6mgi1NWn93agDVFdWo6KqQnVlNVufLEFVvZZwUUVNgnEdA2xc61CUW8L5ddfxauNO/Xae/3KO9p3V7f82yf9f8Zc6gf9rN0rlIr778r+vBOYqlcohAoHgCrUC8heBEcCtvz5XIBCU8LPD6S83o/y+r1Qqldq/5R7+jAkAB+eepr/ZOLJT/pq1WkBmfBZyuYz1w/dycuVloJaHf6TLTO4eegbA4v47cW7shG+X2uBv11GtkMkVxAYno6quwi+DNM4edZCIhbU1A9E7qGNvysOzbzmx9iaerd0xMNQgL6sYYVUVIxd0Y+jMTli6WVOjhMsHn9F3WheGL+xBemIOHq3cMKqjR3JkOjbuVtjUs8HFx4YG7TzQNdHBwFCdpq2d0THQwshMD7+fmqCupcrZbfe5deQlAS/DGbfuJ9r0bcjnJyHcPvSMwvR8jiy9yKW9jwl6Fc6Qud3Q0FLD0dsGPRNdSgtKqeNgglVdczwb26Oro0a/GZ3Y/no1Z1ZfISEogToOJpyJ2M6iM9PQ0FBBIICKsirsPK0oKyynfgdPrm6/C8AB/42/elBUlFYSH5JMm0HN2P1uLQCDF/bgeMgWvjwMZOPwnzN6aiqr0TbQZNmV2bT+HmRs0q0+5+L3oaWvgaxGRkF2Eb0NxxD2LorQd5GUFpYzcGFPGnfz4dy664xcPRBtQy2ubL/Los7rEauIqdfKlfpt3ekwpDkm5tqsH7aPqvJqxKoqZKfm0fqnZhTlFGHpZEpleSVJEalEB6Xw6tonqiqrGe2zCA19LRwaOVJSUI6VvSmF6Xm4NXEiP6cEUwdThi7qjZWbJV0ndqDDsFYYWRmyuPtmTq66SsjrSNqNaI0QBS9v+JOZXkBieApykYiyKjmuPrYsOTqO3fMuYGhvjkgiJCYgnufXvyDV1cK9kR1v736j95hWlOQWs2XKSS5uu49IRcLgud3YfG06JwLW4dvRAxWpiHc3vmBqqE5KVBrO9e1wb+6MT4d6+PRqTFxcLk+ufcGxvi0lWfnkpOahb6ZLyOcE5DUymnavz4nVN+g5tjWpoUkMXdQDLX1NFHI5fad0wLCOAVObLeP06iv0NBzLi0sf2DjqAMv6bP0xl1TVpUzaMoQTK6+wYdg+JFLJj9XZHxlK5W/b/h+xgNogcSy1MYJjf3t9pZZSqdT+vmn94rPWbzUA8KcRAEAhV9BmcPMffD8F2UVsGrUPNU1V1DSkXNlxHxWpCtnJtVzqS7pvpHH3hjg3tEepVGLjaELbgc348iSE4vxSLJ3M2PN0CS161BacxX5LZEy9eYzymEt8SApD53fHu4UzFzfdRF5WTsfBzTA01aasuJyJm4ew9sZsXH0dyE7M5sujQDr1a4CsuAQHZ1N6jmxBYlQGOxdcYnrXbeSkFjB2eR/m9djG13cx5GYWoqWnQVWVDGcvG97e/UqUfzwdRrQiOTyNEcv7cT5sM/lZhVzYcIPAF6EkR6aja6JDh6HNKMotRs9IG4lIgERFTEp0BkPc5hIXkoxCJicnrYCMxFx6T+9MRmIuGUm59JnSAaEA1LRrXWajXGdxY/d9ZrRcQUl+GTr6mjTpVI97h58S/y0eiVjEAf9NfHkcxJYxBynMLvoxFvVauRDwOIivT0N+HBMKhTw+9YpnZ99w4MuGH8eXXpz1nalUSpdx7X41pieXXWRp943oGeugoaVGamwmQqEQPRMd7DxtEInF5GcV8vlRIP1NxwFgWdecXlM7o2OozZXtd9gwdC8LzsxAS0+DdkNbcDP3KB/vfePGrgeMXD2IrMQc+teZzLh687H3tEJdW52Pt/0ZMq8bEzYOxLSOPtNbr+LOkWeUVcgJ+xSDVComMzGHI0suIlBCQng6zy5+YKLvEiwcTHHzdUSuVPLlSQiWdS1o2qMBegZaVBaX02lYc0oLytDU00BNU4pDPWt6TWyLpoYUoUjE4PndqCotx8rBmHtn3vL5aShJEWno6qmhkEqx97QiJ62A6U2W8P7mZyat+4l+k9uhpaVCSU4RIa/CeXLxA1p1jIlLKuTrg2/4tHHnatRWgj/FEx6cxtdXEXQc0Qp1Q20yE3K4uecBh96v5PaBJ+x+uRwLe1OK80tJDE/j0s6HBDwPJzOtgLiQFHzauCOrqcHM2gipqoS8zEKmNlvO3pmniAtM5OGx57g0tmf4iv54/UI3oDCnmONLLyKrqY2TJoWn/iCUi/2WQGxgwn/qUfDv4T+bIopSqXypVCq7fd+PVyqVjZRKpYNSqez/nSr670IgEHgIBIL+37d/W3DhT3cQ1FJA/AJJ4ak8O/uGfjO7su3Zcj4+COTzwyAGLegJgKVLHdyaOOHcwI7zW+9wc/cDGnXw5PbBp7y68QWn+vaMX9P/R3/ZafnkZRVRIVOSfuY1/aZ3YlX/najpqGFha4yjlzVnt5SSn1OChb0pzy9cQwkMWtyb3oZjqN/ek/C3kbQb7kdRfilCuYzirAJMTDVZdmw87x8G497UCRVVCapqKnx+EkJFTiGGdQyw87KlYRdvKsursXWzRKqugrqWKoYWhpSoFiFVk+DezJlvryK5vOMB667P5vn1AOq1dCHscxwuDWxRU1NBRVVC3LcszKwMSA5Lwf9pCKoaqrg1dkBNQ5XctHzUtNSI8o+n7+zunFx5mTYDm4FIhFN9O0Jfh1PH0Yxo/3gK80uZ2GAhgxb2JCEkmdToDAzM9IDaB/6sg+MJeBpK2Ido2g5uTm5KHuo6agxa2IsXF9/RfnhLRCIRmroa2HlakZ9Z+Ddj2n1Sx1plK+Bswl7UNFS5sPEGfgObIVERs+LKbOQyOXKZnCj/OFybOHNy+SWqKmqTKvx+aoZbE2cs61qgrqvOw5MvOb/+BjtfrWLqzhEcWXyRvJxSdPQ1sKtnQ3ZKHhWlFQQ8C2HXqgEYmuvx7XkIlQUl6BhoMmnHKBy8bCjOK+bM+pt8exZKbno+Lfo1QVVVwtcXoUQXlqOhq46VmxU1MgWm1obkZxbSoIMnz69+5uODQGRVNVRWyVjafxfqmqocWXYZDVUxEqmIUxvuIFURcnP/Y8ZtGMzNPQ/wG9AEF18H7p19x+xum8lIKWT5kdG4N3Hk3K7HvLzzjSbt3Xl88QN66irIauSYGGuz7fpMqiuqfoxLZV4RTvWs8G7tyoNz78lNL2D55VnomeoilogwsjQgNSodQwt9TgVvYvukYyTEZePZzInyvCLmH5uIhrY6F3fcp0nPBozbOJgb+x6TEZfJ2HU/4ehjh0XdOuSk/+1YlhWWEfE5lpqqWp6hxV03YOthxdrbC7hz4BEiiZjp+35TXdR/Fr8zd5BAINCh1k1kBQRR6wbyEAgEyUDP75TS/xJ/GoFf4NHJl1zbeY/DgVu4lHboRzZQ485eNO7s9aOdSKrCrinHMbE0oNOwlni1dKE0r4QjARuY1GwFSvmvI0Z1nMyQIaTf5Da0H9QMI3M9xlz+SGVMOkV5ZVRX1RATmopzCzeEImFtALSskgubbmFU15IFp6aQEpOJqZUhoxotx8GzDknxebTr6YV9PRtyskJwaWRPwucoTq+8zKCFvfHr24iRS3oyamkvlg09wJWDL2jftwFX9z4h8EUY8/eNYE7nTaTGZpORlE+nYc3ZeGM2Oan5CJUKUiNTmbi6P1J1FRYcHc/UVms4G7aZdkNbsGvKMR6ff8/I5X35aU6tTzYpIpVvL8IIfBFKTY0c+3o2aBjocGP3A15c/kjTHvUJ+RhDSVEF7k2diPwST0FmIdXVMnQMf02xUVZUxtOzr7F1t8TJ24a1g3bh2sQJWw8r7h16DCjpNKpWW0FLT5O8v0MzbFTHAKPvxHl/0a5Nj83CwfvneSESixCJRXg0r1VGG7Nu0I/vDC30f2SuZMRlcW3XAyrLq3lx8R16Zno8vfAOTR01WvZvjEQi5uuTYBQKcG5oz7l115CqSRmysBe7phyj67h2OHrbYGxpwIwWyygvqcCtWV3S4zOJ/BDFiOX96Da2NQcWXyEvPY/qmAwGz+1KaWE590+8pCi3GKVCQd2GDgS9i8aojgGqaiqEvI3EyFiLspJKlp+dxtYpJ6hETONeXujoayIWCamsqOLO8VekRaez6Oh4rOqakxqTQXlZFZVllYxe0JU6dsaMXdyDEXVn0mVsW5JjM/j0NJTy8mp6DG9OTbWMtgOacGDRBd7fD6JlDx8sbI3QNtQiOiAeoUhEZnIeuck5fH0extwTk1l9dTYZiTnMaLMGgayGbVNPsvz0ZIpySnh35yuyajmt+vmSnZKHb5daaomDn9YikvztI8nC0Ywtj3+u1B+ypA/WLrUspbMOT/y7c/l/gX9fzfc/jjXUVhm3USqVCgCBQCAENlJbczDtn5z7AwLlH4AA4/+KBg0aKP39/f91w3+B/MxCEkKSqd/+XwekkiPTqONkhlAoJPh1OEu7b+JK5hGkaio/2ry5/pFjSy6iaqiHb8d6BDwOxMzOBHNnCx4efIRFXQuKCirY83wJ+xZcIOJDDGWFJWx+sAhrZ3OGuM0jv6SaHbdmYeNsxuk11ygpraFRBw8ennpFWlQ6c45MIDowETt3S6L84/Bp4cyWsYdYeXU2Ud+SUFFVYfPUk4glIoTAzO1D2TnlGGXFlejVMaDr8Bac2XALqboKWnoa1G/lwpurH2jdzxdjWxPObbqNoY0x2lqqDF3Uiz1zziCsriYns4jpe8fg188XgVDAaM95ZMakI9RQQywANS01bOtZo2egyddnoXQf2xbXJo6cWHUVbT0NzGyNMbasfcgOXNDrR9ykplrGWK/5OHhaU5xbRF1fRzqOaIVIImLzqAN0m9COBu09fwTh/xMoyC6isqwKM1tjoFZ2cbz3PGYfnIC9lzWPzrxBQ1uNIwvP07p/Y36a14Ob+x/z+cE3shKzWXFlDmVFpawevJfZ+8awbfxBlAjoNqEd03ePoq/xWHpO6YSdpxWIRXx5GEjY+xjSo1LRNNRGJBZyKnw7w13nIhQJyU8vwNbTGqVYREFyNmPX/oT/6yje3AygzQBf3tz+ioGZDtp6mpiYaeP/PIy+M7vRa7wf+xdepKqyhm4jW7F00B6adq5HSXElCpkcDamQ9kNbsH3GaWbvHsmR5VdQ01LFzdeRyRt+Ii0uEyMLfSa224BMrsTB3Yp5O4cwq8d20uOz0VOF4yFbEYlFPDj3jocnXhIfEIeBsyXIFXi3cCI/JYepu0ZRWlDG9pmnWXlmMhGfYlHXUae8sJS6DR24sf8Jls5mdBr+s0TI+7tfKcor+UGh/RdkxGcDYGZn/B8bb4FAEPB/1SyXWlsqzRbP+E1tkybO+z9f7+9BIBCEA55/rScsEAjEQIhSqXT5Lf38uRL4jnFe8zC1MWbNzXm/qf1ftITPbblLUkQqGx8v+5UBACgtLEdTV53lF6aib6JL52HNGV1/Mc3EYibuGMm17XfZcnsO0UHJBNzzx8LRhPS4DM7vfsSifaPYcH02b+99pTCjgE/xWby4+omSGgEvrn9GLlegZ6bP/P57cPaow90jz8nLLePxufd0HdkaDW113t0LxN7DEktHM6zt9CnOKsTczpiZe0ZyYft9JKpSAl6E07pvQ3Izi0gKTcbG1ZzGxyaib6ZHcnQ6ptaGZCXlkFFaybFFZ9Ez1KR+KxfMHM3Zt+ACH+9/Q0UqZverlRQXlPLudgAPjz8nKykP5EpU1FU5HrKFpd024dLYAYlUjK2HNRM2DUahUBAXlERP/dEc+rqJ0sIySvJLKcgqwtrNgs6jhmFgrvsjA2vHy5X/0TH/Cy5tvkXYuygKswo4FrELFamEfjO7UcfZjFfXPnN5yx3Oxe3GxdcBA7NaOgyP5nW5f/Q5jTp7EfIuktfXP6OmKqGurwMauhpYOpnx9OKH2sCwmyW3Dj+huqKaTfcXEfElHnNHM3pMbMfzS++J+BTLp/uB6BtpMffoeLaMPUxWXDqT94zBycsKEysjbh5/hVIuozC7kCsx2zi35R5X9j2mw+BBaBjpcXXvI+TVMubtG0VCeBqxIcmMWdobqboKWSl5aOpqcGb9DfxfRXM1bgcqqhKeX/7Ax+cR7Hq8kKL8UuIjM7GwN2XSmgHsnHeBz09Dqa6qQddQAwkGpIYmIxTVjoWjpxW3KmrQMDdk9JKemFsbom+ig76JDseXnCcmKJn89Hw+PQiiy6hWBL+PYt24o7jUs8S1ifMPAyCrkXFw3jlMbY2Q1dSuoN/e/IKViwVWzuacW38dpRLmHat9439y5jVNutf/lebA74bf//25+u8JyiuVSplAIPiHMYS/xp+B4e9o0KEeTXvU/9Wx4u8+ZaVSSXpc5o/9AXUm8uVxEAAW9sakxWZxev0Nru19xC9XVp1Ht8HW25602CzEEhHGlvr0nNCGnmNakRaVRmxEBmuH7CYnJY+aiipcGznQqKsP1cXl3Nj/kJy0fG4ffMqqQbt5f/cbHYe3ZOCMjjh7WWNia4JNXXNWnhhHVkoe1RVVdBzgi6K6hg4jWvHlSQhfn4bg7utARVEpCVFZDFzYmylt1hHyKZaqKhkRr0OJ+hzDxzsBGBhpM2XLUJr1aMCmkfvYPuEwe2aeYeji3giFSpQKOfnZJTTqWI/hK/rj4+fK5ZgdFGYW8ObaJ2a3WUVWYi7vbvvTvI8vtl7WZMZnUFZYynCXueSmF6Cuo07Eu0j0zXQIfBnGs4vvWdp7G/OOTcLYypBt42o1gy8l7+Pz/UAKc4p+GIC/RujbCPoYjKSq4jf/1v8hRq8bxPIrs2nWpzGLu6ynpKCUzmPa1OpJDG3OoYAN38fa9EdaY8MOnjj62BIfnELwq3AESiUNO3ry6PRrysurKcopYvvjJXx5HERqdAbmtqaoqKmya+oJlHIFU7YN5cCiS4S/i0IsEiJRFZMel8nTS5+olkOjzl74dvBkXptVnF19heTwVDR11Al6E83dw0+5vfMWEomIh6ffMGltf2ZuH0rD9u7IZXK+vorgy9NQek9si7qmlKykXLqNbMHkLUMYv6YvOyceoji/BHNnCzZdm0FWYi6Bb6PZMPkk4f4JNPRzYcSs9vg2t0MsEhD6PISY0DSMHMwZ33g5QW+jcPCwJDU8GRNDdZp2qsezq5/58iwUAC0jXb6+CKMgJYfT62u5tzS01BAo5Ph28cbHz/XHPFEolORnFOJU346Bc7vx7XkIawdsI+h1LY3OzANjca5vS1ZSDtVVNZxefZWkiL9Jmf998B8ODP8/QFUgEHgLBAKfv9rqA9J/efZ3/LkS+I4Jm4f+6nN1VQ2DrKew6vocBAJY1mMT0/eP4/XVj8w+PB4TK0PmtV+LtoEmCcFJeLV25fSGW7Ts3fCHqEzA0xAMzfV+vLUcW3WNx2ffYVLHgNv7HyEvKiTav4oWvRtxLesoJ9dcR6YU4H/3K4Evwth0dwGFBeUIxCLePwph7/MlWNc1RyCToWWgxfUjL5HXyLFyMmPwnM4UZRXy+PQrEsJSqd/OHV1zfWQyOaZWhlRX1iBVl+LS0A5FtQJtLSkjV/XHq5UrZzff4dUtfyoqqslJL0CAgITgJDY8WIJzAzt82niga6xFVnIB1s7m7Jh8lIen3zBofg9mHxjLjinHCXsXwabxhynLLUJFKqE4t4SBc7txZv0tmnT15uX513x7FoJUQ5XYrwm8vPSBjLgMtj5fiVAAqVHp7H67Gsl3Fsy9H9aSFJ7KpAYLaNKjAYZm+nQZ1/bH+Nh72zL76CSkar/5t/4PoSKVYFTHgHZDWvDg6FOCX4Xx7lYAQ5f2JS4oEZ/2HkxpvJjmvX3pO7PLDx3cDXcXkJ2Sh7GlAXFBSahqSgl8GU6fKR25e/Ax05suofWgFpSXlvPxjj8CqZTUuCzWXJ2Nlq4Gi4+P48qO+ySFp3LvyDOUMjkN27hwbcstvFvVZcuEIxTmlnB55wMadfGh88hW7JxznvvnPtBudFuK88p5cz+IovxSWvVuCMDk1mtIiEjj2MfVxAUnEf4+moWHx3Jpz2NigpN4c+MLmmpCbM+9Izk6kyYdPZjku4QZe0az6uR4HNxrfe0Pjr2gpLyGVf13oKiooNPY9nx9H0txag4VxeUAHP66ET0TXaqravj2OpJHZ14T8DSUuMAE1tyYy+vrn1Eg4NmFd7Qd1Iwtd+Yzt8N6hAIlKy7PolFnb1SkEoYs7sXkpss4H7sbl8ZOrLoxj/CPMRRkF6FnrMPLy+8xszfBxNqIM3+n8Ox3w++/EsgAtv+D7zJ/ayd/GoF/ABWphB2vVmDvWStOsuD0VJQKJb6dvXl95SPahpqEvIui99SObH+ymOLcEoYu6M7m8Uep39adn2Z1Zv3I/UxYP4jCrALAmtBPcXi386TXpPZkJucS8iaCln19sfG05s3dr3g2c6amRk7gR21kSgVBbyMZPLsTfn0bY25njEgsQi6Tc//ESzQNdfBp6cyaccfoMbolD89/QKIi5lbWoR9/Q58JbTm09Apq6iqUFJRyaddDkqIyCH8XxamgjYz2XkR+VjEBT0NBKKS0sBxvPzceHH9OeXE5Gcm5SDWkfH0dxehlfYgNTOHzk2BiPscikMtIj0lDLJWgY6SNT1tPQt9FIJaIiA9LZc2VmeyddpzyvCI0dNSQ18hQ1ZCy9vZ8PJrXpbKsii8PA3l29jVfHgehrqXGzlerfjUG+ma6tP6pVh7zl/oMAU+CcG3iRPPevv/RMXfwtuVW4WmCX4fz4W4AHUe2Ysvo/Xi0cKEgu5igV+Hc2v+InpM7cWHjDZZdnMGy/jtp3t2HuKBkCjILGb9pCMU5RfSZ0QV1bXWOLb1Ev5ldMLA0RtdYh/jQZJb024mppR5CkZCMuCwUCiWqWmrsfLuGmOBkVHU1uHvsBcryCsRSCa0GNsXCzoQ1g3cj0dagNL8E27pm1G3sROOu3ghFAnbNOYtJHX0KsovoOLAJ45uuZNCMjhTmFlOYW4KOvgZezZwJfh1JaU4hx1ZcZdezpTh729BpRCv2zDyBlactuaP96Dy4Kb7dG3Bmw2003M1Rqqjy8NRrBBIJUqUMB6/aqnhzW2OK80sZWnc2cw+PQ8dAi4+Pggn6GEujDvUoLyxnx6QjJIck03ZQM9yaOnM5ZT8FWYVYOJr9+H+X1cjZ+3Y1Bma6RHyOpSivlNB3kbg3r4ujjx3bX676R0P2++E/VCz2f7oFpdLvP9HPn4Hh34BZfquIDUnBraEt9Vq5YudpTey3RF7dCiA1OoPjgRu5tPkWb+58Y+SqAfh29MTIQh+5XMFA26lUVdRwO+cIIR9iKC+txLe9B8uH7iP6bTg1ciUNuvgQ8DaGOVsGsnX8YfSsjEmNTMfAXI/clByc61kx58gErL/zrpxbfx2bejasHXkQuQJs69mw58E8lEolj06/ITYsjcbtXHlw4iVth7bCwdOSrJQ8lg7YTbPu3gS/i+Zs0CZOrLnB+zv+ZCVmIxAIUIrEHPqwilmtV6FAgJ2XDfmpeQjFQrISspHJFNi6W9K0e30CX4SSlVZASWEFvu1cSY3KQCIR0bBjPXpN68SU5ivQ1FJFIgIVLXVyUvNBIKAgvQCJigiRRMS03aO4sfs+rX9qikgiwaeNG6Y2/zwAqFAo6Gs4mkXnZtCos/c/bfv/isKcYl5d+UDPybViQqnR6cQHJRH+KZrivFJ8u/gQ8y2RIYt7s23CEaIC4th0fzE1VdUYmOmyZ+pxhi7rh2EdfZZ03Ujou0gsnMyo18aD0FdhpCXm0nNCOwQSMQ9OvELfSIuK4goQCnBp7ERiZBp5mUVMXPcTxQUl1G/ryYYxh0mPy0QpkUBVNWuvzeLb22jcfO15dvoVoV+TsXA0oSg9D7v6Dnx6HIK8tBxXXwcEEglxEelM3zwIFVUxNw4+p0knT7qMaElhbgk7pp9EKZNTXqMk7lsCh9+t5NLWO0T5x+PZwgUHHxsenntPdFQOJnoqaBvpMGn9T9Stb8uLy+85s/4mQ5b0pW3/WqNcUy1DoiJGoVBQkFX0I830l3h59RMVpRV0HtmavpaTmbV3NM17NuDe0WdE+8fToIMnW8cdorK4nD0f1+PoY0thdjF6Jjp/09e/i/9IYNjKUmk+f+Zvaps4be5/JTD8n8KfRuA75rVfS8cRrWg3tMWPY7IaGXumn6BB+3pYOJpiamP0Qz1pXrvVuLVwpctoP65sv4dHc2cenH5D24FNaDeotgL2/tHnvLvjT7NeDfHxc8fUxoiK0kqk6iqc3nwPPSNt/Hr7sHrADgycrCjKLEBTQ0KDDvWo39YdFamYQe4L6DqiOXePveZc6CaKC8qIDkxCIhHi3dIF/+dhCIQCLmy8xYB53Tk4+wwOjRxo3smDmKAkEiIyWH99Nupaqtw78Qo9Qy0C30Vh6WTOua33UBELyEvOwbOVC0mRmTTr5kXEl3gSItLYcH0228cfRstQm4SQJFQ1VRGgpKywHP06RnQc1oyLW+6CQIBDPWtyknPoMb4dg5f0Zv+cM1SVVhITlMzyi9OZ0mgR1u7WVJZVkpOah6OXDanRGfSf252AJ0EEPA2jw/CWzNg7+l+O1S/5fv6buLrjLhra6nQe04Y904/z8e5Xuk1ox+nlF/Hp5I1LQwcadvLmzLprfHkcwqnwbZhaGxEdEM/VXQ9QKBU0aOPGgQXnsXQyIyc5j9YDfEmOyODbi1As6tYhLTYLQws9TCwNaNLZizPrb1BZUcOGO/NQ01Rjz7zzxH2LZ9L6gRTklvLg1CtKiyroM7k9T86/RVNXg4GzuiCTK9g1/gDaFsaYu1jS/qfGFOeXkhGRgouvA++fRZIQkoRJHX0iQ9Lo0t+H4PdxpKcWMGJRD55f+8ym67PYNuk4w5f2wtzWGKVCiZpmbXpt4KsI7h55QuPO3uyefor6HTwZtbIfwS/DOL/nCdVyuBqxmerKakoKyykpLEdRI2NK4yXMOToBv/5NfjVmD0+9oqy4gr7TOv2gY6mplqFUKFBRVUGhUJCXXkBBVhGOPra8v+3P5tEHuJl77FcV+P8v+I8ZgXkzf1PbxOl/bCPwL91BAoGgH3BN+T+2FgKBoBO1REoi4KhSqdz437xez8kdsK9nTVpMBuUllTj62CKXK8hIyGLtkD2MWTeQu0efcTp8O7GBiYS+i2LyjpEYWxpQx8kMdR11zKwNMP0FmZW5vQltfmpK6MdYAl9FsPjkZGa2WE6HEa2o18yJmmoZUjUpTvXtSM0sIyQolV03Z+LgUatN8P5uAP0ntUFDTwsLR1PUtdRYPfYoiaEpVBSWcOrbJq4cfolbfRt82rixZ8Yplp6dSm5SNidXXsGrU30cvawZ5DqPeftGcXDBBZr18OH9w2BM6uhhW9ecVj19OLz4IiX5ZegZaiCRiCgvLIGqGi5su0dZlZwtF6bz8NRLHpx4RWVFNRJ1VSorqnhw7DlSNQktejXkxdXPTN42hGPzzqBvqsPtPQ+o28iBpIhUji69hFwoxrWJI11G+3F61RUkKmLig5No2LEeIpEQa9c6dBrRmpSodCwcTakoqfwVid8v8b+iFFDXUvth9LuMboOaphqlheWIVaWoqEq4vP0+L69+oqyoHFMrQ+4fe0G7wc2Y6rsYfUtDek7qgLaBFt3HtqFpz4Ys77UFoVBEwNNglCIR9du6kR6fjaxGRm5GIYFvo6gqrUSoKmXD0N2UFlZgYm9G2z4NuLzlJkUlNdi612H15RHMbLsGpwa2RAelsmvmKbybOzH/1DQKCyuJC03h0o77aKhL6TutA8GvI9DWUaV59/q4NLAjZOAOjCwM6D7OinN7n+PoZYOtuyXzBuwlP7OQOX12cyl4AyrqtY+H4vxSAj/GUS4XsnXcIQbM7kZcWCobhu9h5NrBFBVW4NW8lsXzxv4nvLj8AU1jXWrKKmnU2YtY/3jOr71OjVLAgBmdUFFTwcnHFjsPK4AffFz7Z5+mpKAMl0YOiMRCek3p+KPWw7eLNysuz0Iuk/8Qpv+98XvXCQgEApFSqZT/X/v5LdlBZ4Dz3+XP/nLxUf/XC/8zfL/WPqAz4AoMEggErv/Nazbv3QgzOxPuH3vOhY21GQ33Dj0l+kscbQc1pdu4Niw7N433t74wvcVyJmwdjq2HFRkJ2QS9jWLlkL08PPqU5MhUVvbbxpKeWwj9XvHarFdDyiprx2rh6anUKJQcXHKJ8C/xSNVUGL9pKIsPjmLutkEEvwxjbMu1vH8YzLHlV6gur6briJY0aufOgt7badHFE+/mjiASsX/FNaorakiPyyQ/pwShUEBZUTldx7Zlw/3FlOQUcf/YC1AoqONgip6ZLiqqKhx6u5IGbd1x8rFh/+JLCIQC0hOysfWwJi4wkayUAvTM9GjcqR6dh7fEwFyPUSsHsOXRYkQSMV3HtOFC7C50TfSoKqumy9i2eDR34tiC8/y0qBelReUohd/dpkqIDUygsrSC3IxC6jiasfjsdGYeHEffmV2Z3GgxMd8SGLN2EFd33GPfzBNc3XGPiQ0X/c0YLe2+gUcnX/w3fwa/glAkRKJaGwS297Kh74wuxH5LxKedJ84NHOg9vSOGpjqU5pfQpLsPGfGZLOi2iW5TOzF5+zAadfZiw/B9PD33Fjt3SzqMaEXTng1AoUBdQ0JhbilKuRypqoSC7KJaVlUTHZTUZtgIRUKU1dUMXdaXoUv70XtKR2LDM5jXayvGtkZEv49EUFWORys3hizrR5uBzXBpYItYRYxXi7pUV1VzYfsDEsJSyUrN583db7y6/hErb3suH31NbkYRTTp68PZhMNWVNahIxQyZ1YmKimo+PqrNfvvyOIgB1lOo61mHRQdGYuFuQ/O+vpjbGVNcUM6e6SfYfH0m9VvUpTCnGFNrQ1ZfnUWjls6khCTi1doNGw8rXJo4kptZxIH5Z9k+9SRTmi3n+aX3P+gfAAYt6MmYtT+hZ6KDnokuAEW5xZxefQWBQMCm4Xt5evbN/2z8/yV+f6H5AIFA0OT/2slvMamRwCvgmkAg6P+ds3oacOL/evF/gkZA7HfBeQQCwUWgJxD+X7wmAOM2DvmRvtZhRCts3C2x87BCXUsNPWMdZrVYjqWLZW3hD7VBLYFAiYpIwLwrc1k7eCcO9WyYsHkoeiY6lJdUYGptSEZ4Cuc33cLLz43jSy8xdEkfSgvLSI7OQNdQi7tHX3D7xGvsHI1wb2iDrr46ArEIU0dzKsur6TC4GVaOJuycehyJRISRqR5dhzbFsZ41I1xmYWCui6GlIXsXXUIuUxD+OY7SrDxMLHTQ1NeipLAMBAJMbYywdDTl1eUPeLZ0oevIltw+/Axbd0s+Pw+H0lLsvW1Jiszg0MLzHP6yHhWphLKicjaOPki7QU25tfcBMQFxJIanMv/YBKID4gl7H428qobowBQCHgYhEouJC0mmjpMZqRFp1G/jTlleCQqFguDX4RyYfRqP5nVZdmkmNq51OLf+BsNX9mdln63UVNaw+tqcvxmbDiNaY+Nu9d/+CQBQVVFNXFASesbaZKfmEfI6nNC3kUzcNgK/n5oyxmMOfgOasvj8dDaPOcTXZ6FUFJeRl1HI/eOveHfTHxWxgAlbhqBjpIOqhirjNw7h2u4HiNRUqaqSE/gyHGdvW/Kyiqgqq8LQTJdhy/rw8U4A03aPYsvYA1QUlSOvUeDS1JnOYyyoLK8mPSEb5Aqyo9Oo28iJwHcxVK+4xuQNA0kIS+XZhXfIFbDj/nwyEnPYPusMoqo01PS0sHC25P3TCIyNNQn/EI1YT5tvryO5f+QpYg11XijB3duKbZOP06yLF95+bhjYGLP8/2PvrKPiyNI2/qtuGnd3glsgJMSduLu7u7tMJu7u7u7uQoQQAgkJToDg7i4N3f39QTazszu7O/t9szNzzn7POXVOd9WtW9Vd8t77yvMM3s2psK1IFSKiPiVTnF/GgkOTyMssxL2xPWsH7SAlJoPHF/yRUINjMxeOh21n79wzfP2cgLePG0cC1vDlcxJOXjakx2Xx6vJbAu5+YO6hSUxrupy2A5owetUgzGyNWdxtEyKxgJqmCkEPPzNwXk/2+K/DwPzv4wt/CP7z6Z+/BpOBvYIghACLFArFP9fq/Af4NUZAoVAoDgmCUA7cEQShH/+GmsL/EhZAyl99TwV+lgoiCMIkYBKAtfVv+2L4i89RU1eDBu09vq/PTsmjBhFGVgYofysMs3IyY8W5mby98wHPVs4MmteDbhPakZdeyMenoRxeeJaVV+cxbs1AivJLsbAzxqulM1I5pMRmkp2ST+jLCJ6c8mX1+Zlsm3uOz+f8GDC1A2a2JpxYexNNHXW2zzqNUFbOptsLOb7yKglx2YT5RdOkowc2nrZ8DU9BR6uKgdM6I62U8vD4C0Qaqmy/PZ9rO++zYtg+BkzriEdzJyrLq1DT08TJ2w4VFSU6DmnOu9uBtVXFBrrkpOXj5GVF9MckZvmsYfeLFegaaZMam4WDVx2a9PCmJLeILQ+XYGpjzIkfLiISiZh1aAKNu9SnRlqDIBLYN+skNdU11GvpzLSdY5jgMZ8xrvPQ0FGjJL+U+h08qdvcGblMzvsHtdW3zfs0YvCCXr94XVoP+D8Pen41Xl725/W1AORyOU7e9th72WDrYY17MyfyMgoRi0VoGdRmLa27uYCctHzWDt6FhaMZn15Fo2+shbxGRpsBzdg/+xQhvhHYedly69AzlCQiVDVUqeNsSnxEKhp6WlBdTU5yDq36NOL+kRecWHWVdsNakxGfxZeQRHZMPcnwhd14eOgRlnVtWHZqKr71LElNyEUclYlIBHGhyTw88wYNHXW82rji4m1LHTcL1OefxraJA6EfU6ipkWFkrktWfCYlucV0GtEKpyntqSitoLqqhlHLehH6Lg6XA2OJDIjla1QGdVu7I1EWE+r3hR+PTUBTR43PTz7z4tYH9Ex0UCgUdJncmcgP8Vi7WqCjp4GNmwXPrwZgYGXA8jPTWNhhDU9OvWTo0r5UlVfx/Owrpu4cg5qWKsV5pYiUJTTt8ZPb3LudO9WVUm7ufYRYIq4lc/wWn/jT4A82AgqF4r0gCE2AKcAHQRAe8lcqBwqFYtav6efXuIMKvnV4hlo60/vALztrf0coFIojCoWioUKhaGhk9J8Rlbi49Q69DccT9ykRAE09DdyaOWLpaIaKujLTW64i1C+ai5tvo2OgxeYJR0iNz+XVtUAenn7FvgXn6DWtE9XSGnbPPsn+BeeprJDSb253buy8T1xoEiuG7wNlZY5+3oJzA1smruiNKjKUVZSYu2c0plYGtTQG6wbReWoX8vLLcG1oi0gkEPKqdmJULVPQYWgzRq4aTOv+jclIzqduW3c6D22Bs7ctnce1w8zWhMoqGS4NbVnQdTNZCTlc2/2I3lM64tbUkfIyKXVbudG4kwfKKsp0HePDwHldkUplXN75kIAHn9Ey0OTx8WeE+X1hyJK+7J55ijH1FhETmooCAVVNNSLfxRAbksibW0GUl1YiUVclO72QH/tsJSspl6oKKUMW98a9hQubxh7E71YQyqoS9vitwfeyP9lJf0vn/fsiLS6DotxiOo5qzdGQrRwO3kK1tJqq8ipGLO+PsbUhp1ZeJjEilU8vwlg/ch+bxx/kw9NQaqqrCX4ZiUdLJ0QSCQlhyUxqtJyv4SkUZBfj1sQBVRUlZJXV2DibMXX7KEoKyrD3sEZTXxNrV0senvBFQ1+Dlxf9Kcot5v4JX67seoRcJufq7sfUKAQSI9NQ01Tl8ZUg/B+Gom+shU//xuxbeIHmPeqz8fpcwt/FkZtRiKxGhpapAaN/7I+uoRa3jvpi5WSGmZ0pa2/MR1lZTPynOBp3rse4lX1JT8hmy4wz3D/5igXtVnNxz2P87gbTe3Qrzm65h7a+BmZ1jFh4dDIymZzn14OoqpDSZXhzRizojrqGMjO2DWfaxiHYe1jz6OQrAp+EMu/IFBr3bEgf/bFsnXgEZTVlVDVUUNNQJcI/hmGLenFl1wOu7rxPcV4J1dJq/G4EMnhBD8xs//75zkjI/gPujp9DkP+65T8MfaARkAN8/JvlV+FfzgQUCkX7v/p8TRCESuDUv3um/ybSAKu/+v6Lyjr/SUzxXkRZeTWDF/QEAYKehKKlr8GOpz8RWXUZ3RpjKwMO3QzE7/5n9Iy1iQ1PRVtPDRtXC3pO6sDLK++5ffAZgpoq6ka6RAYlUFlehaaxLiqaqrg0dcbZ25a9Sy5RXFRBk9ZOqGuqoqqhwvldjzGqY4RbIzuighPxvR6I38MQJiztiezqR3yGtaKP43xGL+jG/WMveHnnM3Z1LVCWSNA11OLNnY+kfc0k5Ws2hZkFqEgE5j38gI2bJRnJuajr1trys5tv02l0G0Yu7UNZcTmjl/YmNzWP7eMPoG1hiJqWGvsXX8DBwwqJWEFpYQX7553B2NIAFTVlFICFnRHZSTkcX3kNiUSMo7ctWXGZ6JrpMWxpHw7OOYmOoRbr7i4iPiSJ1Jh0Zuwaza29D8hMyEJLXwtEYqZsHwXApxdhSCurv5OL/V7YOekwyqrKVFfL2Pp0BQVZRYS+jmbokj7f28zeP56wN9G8vRmIirYG6trqvLv/iU7DmtOwsxfDFvdhzdDdqGiro66lSu+pnegxsT011TXUSGvoObMrj8+8YVGHtRiYaDN4bjca+rgiloh5ffsjiV8y0TfV4d6hJ8zYOYad047TZXQrnp33w6OVK3JBYFLzVegZaVKgAI/mTgQ+DqOmtIzKkgqsHE0ZvqA7ZzbfxbuNC/pmuuQm59G4nStZGYWU5hZTlV9EdloBRWU1zNw9lpGu81HS1UZHTx0ZoGWozaHgLRz+8SphIWlkpBRg7WjClJar2PloCZsnHaNNH28W7a8NDxpZSMiIy8CzpTO6Rlp8fB5GXlYx2x8twdTGkGHO81h0bBKNezVi8PyeePyVzrDfzSBcmjpg6WCK7+W3WDqa0G5oS3pN7YSWnubf3QPhftHMb7eaGznH/2HywO+CPz4wPAVYCGwFxv9vk3f+7TC7QqG4Bxj+y4b/NwQBjoIg2FL78h8CDPsPH/NnmLBxOGuH78W5kT0hr6IIePCJ8HcxnAzd8j2XvefEWibLdbcXcWP/E7x93PBo6cy++edIj89mxvaR5Kbk4tLQjoj3cdSpb0urng1Qkojx6deIk+tvE/kxkdS4LIzM9MhKLyL6QzwNutQn+mMid46+wKOlM3ERaVRXViMSi9h2dSbWTmZ0GtKMXbNOU1lUSnhgPMUZ+dQoxKREpdO8gxtShYCKugopX7MoyC7B1FiTxMg0pqwfRIte3qQM2UtSVBrTW63CyEiLoPvBRLyLJe1rJmIVCe71bRDU1GjerT55mUV4NnMiP7MAfTMD7OtpE3A7iKzkPNoOaIzfjUB0TXR4cPwlA2Z1wauNG9bOZpxbf4MnZ16xYdR+HD2tyM8qpiinlDC/L+x8uQpVDVXcGjugY6TNnNYradjRk/yMQkxsDIn0j6GitOJ3NwJrbi8mNy2fjK9ZAOiZ6DD7wHhuH3hCfZ+6+F7yJyY4nua9GxH6WhNn7zq4NnViz+zTCCIRIb7hDJ7fk16TOxIXmkTjLl6Y2xozrelyFh6bQu/pnTi04CwiiRJVCMjLqpnTYR2HA9ZiZGmAz+AWPDzzmmdnX1FTIycqKJ62AxoT9i4WuViJyOBEjK0M0dLTpP+0TlSUVVIllZERl4WWgTbDF/dEJBLQN9Eh8GkYlWWVmNsYkhCRSnpCNqGvo7ByNsesnj2nNtymqlrGvB3DcW9iT3ZGEcoKKUdfLMXSzpj8rCIs6hix4tRU/O4F88k3Al0DTdYM3IGaiQHB/nEM+Ra6if0Yz7JuG7mcfgR1LTVW9N5KnXp1OPB2DQDbHi3B0asOBRkFmFjp8/JqADf3PmL361X8eLmWiC01NhOJRMSa/ttwauiAqpYaq6/PR1Xj524g9xbOHI/Y8YcaAEHxx2cHAS2BZgqF4u+mRYIgtFAoFG9/TSd/jlyrv8E3AqQZwGNqU0RPKBSKiN/zHBp2qsePl2ZTt7kz3u096DerC/2NxpEclfZ3BU36JjoMW9iDQXVmsvneIjT1NLi97xHlZVL6z+1B3aYO7Jx3jpuHXqCuqozv+VfIqmU06uFNUWI6RxaeY/6hCYxc2P17n9umnUBWWMLIuZ1ZN/0czTu6YWOty5TmK1lxfjphryJp4ONK0JMQpKXllCNGUSPDxtUaXSNtjKwNiQmIRlpWxYAJbUj6mkOJfzRv7wejaaCFtKoaQzNdDM10iXj3BUNLIxp2rMvTc29QUlVGoqqMroEGnUe0ZPPofSgQMLYzIS+ziOTYDCQaqsjKpUS8icbY2pBGnb14dOolT875cX3vI3T01NEz0aHz2HZM2ToCVXUVKsoqyU3NJ/RVOC8uvqXbhPZYOZtTmF1EaXEF2Sl5hLyOpNPI1gz/oT8AaXG11e+xH7+iY6RN/XYe/CehrqVG1PtYXl9/T4OOnkxrvIxW/Rtj7WJB0OMQnp57jb6pLv1nd+PmvodkJ2eTm1HIoffr0THUorSwjC3jD6GirsKoH/rTbVxb1o3YR3x4Kiv7b6c4vwSRijLDl/Yh8l0M4e9iUVVXQUNHjRUDdqCupcb7+8GIxGI0DLR4dPYN7o1tSY/N5PinTaQlZLFl0gk23pjD43N+FBeU8fKyPygpMXXTUI6tuUVGYi4qqkq07uWNlb0RFzfcYta+scREZ+LS0I6qqhoSP8Yh1NRw6OMmFnXfTLfxPjg3cmBKh408O/uaMSsHoG+iw8wdI5HL5dRxMgNpNYU5RfRY3Ivbx15RlShQUljOw3N+nN90m73vN/D8gh8GZnosPTuD7TNPsXX6SVp1r8f7+8EEGGgS6h+LjZslBqY66Bj/nAk2/F0MX4ITORWzl5pqGSsHbKcgqxgzu58bAUEQsPyriuM/DH9wxTAwBhgoCIIF8EihUIR/E65fBqgBv6qa8k9pBAAUCsUD4MHvcazPvuF8DUmi/5zuKBQKji29QI/JHfH+q6CwIAhczzmBIAikxGQQ8jqabuPacHH7A7qMbImBqS7XUvajqq5SS9urLqGkQoZYqTbsMn3TEApzSrh11Jd2feujo69J35ldqdvUkYykXBzqWRP1Pg5bDytU1VVQVlFCU1ed1QN20HKED6MX9UBLV511E45RVlTJ19BkBs7uRoMu9fG97F+rYaAAVU1Vvsbl0KxHfbKySjGx1Cf8czIF6QUoa6gS+jaW0HdxWDmZk5NXio2LOT0nd+Ti9gd0G9eG3tO7cHnzbYKSajNQFnVeh7RCipGNEb0ndyAjMYczKy+jkCswtNCnebd62LhbIRKLqZbK6DG0GS8vv0NFVcLoVQN5c/09831W4d7KDf+7H1FXlzBoQW+sXcyRyeTMbbOKZj0aMHHjMNr0b0xaXBbLem6ix8T2mNqacG3HXcqLK7CwN8HI2vA/bgQA3Jo6oaGtjkKhQKKiRH5GIXMOTGD9yH2Ev43BzNaIyd5LMLA0oN/Mztzc94QTq67ww9mZVEtrakf55VU06ebF4i4byEsvwLOVM1Hv47ByNOFreCqXdz1CU0WErFLK/DPTeHnlPSmRacjkcnpMak+9tu58DUvh6Slfgp+HY9/Almlt1jBuRV9KC8sIexdLow4eHFp4Fm0DLQyNtWnd25uLW26THp+JskRMaXou9w8+4mDAOqxdLMhLzePhiRd0ndgJ/wefyEjMZefsM2QlZvPy7mde3g9j2KzOdB/R/Gf/x965Z6gql9K0iycfP6by/F4Y5yO2kBCZxplVl8lIL6LD0BbUcbPk04sIZDUyDC30sahjRNNOnnx6Hk5NdQ2ODewYs2YIAF9Dk5GoSJDL5YhEItLiMijMyGf+ofFkxGejJFHi2OethPlFU5BdhFtTRz75RmBma4xpnT9IWP5v8cfPBI5R6zYPBPYIgpAONASWKBSKW7+2kz+tEfg9UVJQ9j1fWS5XkBqTTsirCPIzCnBv7vy93V+yhkJeR/LicgCdRrbk08tIUiKS6DyqNfXbeSCrkfHyij8q6ip8fBJCXkouOsv7cv/kSwIffkLLSIf0jFImbRwOQIvejb73P95zIXMPTqBln0bM3DGSpNBE3Jo6Mmb1oO8FUp0GNubVrSDcmjiwatwRvFs4oqunQR1Xc6LffSH4QTA+I9ri6GXLqIU9uLDlDhI1CaVFFbWjL31N0r5mY+9pQ9KXDN4/+ExSZCqD5naj49AWtZkYahIMzHRo2q0+S3ptJeJNNA061WPtkF1IlJWwdbfiS2AsJbnFjFo5CE1ddQqyCtk1XU5ieAo1lVL0jDSxdbNk24QjIJPx9eBTdE11kSPQbUJtmOnNjUDiw5KJ+RhP854N+PQslDFrBmNgosvqgTtw8LZn8IKebBmznx+vnvqHjKK/NayczbFyNif0dSTJkSns8F1JclQary75cTZuL6+uBfD+4WfC3kRxaft9ijMLeJWWx6jl/VjUZSOO3nakfUnj8pY7hAfEIq+RY1LHCJFIwNzRnFYDW1BaVI7PgCa12sBX3iOtkFJcUIqJnSnlFTVsmXoS1/rWFOaVoaKmhImlPrEhKdw4+AwVdRXOrr/F6suzyM2rQFNJRkF+KZNbrsbCXIumHd25sf8Zay7OIOLdTjZOOIK+pSGtenoTn1SEjbMZ9Vo68eZuMO36NWbL+EPUb+6AQ31bLOoYcWzldYYt7IHZt5dt/xldWD3yIL0nt6PV0Na41LdGWUXClmknyE8vYOSiHvSb3pnSonIqK6WkJuTgM7g5+/1qOX9a9famqlJKSkwmY1znoKqhQmVZFauuzf9+TU8su0DAg8+UFJZxY9d96vl4sunBEvxuBSFRUcKtqSNHFp2jafcGjF418B9eu98TfwJ3UCPAQ6FQyAVBUKWWNM5eoVDk/Tud/FcagZ2Tj+DYwJYekzsC0KpfE1r1q81AFYtFrL6xkIPzTpMUkcqVbfeYvHUExXkl6JvpYmxlSH5GIboGmiirSNh2fxFnVl9FWaU2ZXRJl/XU83FnxPL+nNNSIzoklcryKuq3dSPg3kc0tdWQ1Eh/dj4KhQL/x2GcitxBSWE5szpsYP212Wx//uPfnfvJVVdR11Xn+ekXmNa15+l5P8as6IfPwCasG32QuMh0Jv7YhxXD9vE1KAZBJHDUbzWLem8nLCAOTW0VBLGIZ2de0mpAUwIfh5CfVcz7J2G8vvEeJ686LDg0gd7WM9A31KKsuIINdxeTEpMBMjnSskrKisrQM9XlYtIBxN/45ePDU1FWUyY/s4iykkqEtAKig+Jxa+qInacNqpoq9JrcAYmKEpMbLqb/7O60H9aSBccmc3rlVSICYll6ejrGVgY07elNQlQqO57/yKcXETTp1gCRSERxfina+pq/+f0Q8ioS9+ZOf1eJ6tnajWtZx6goqeDNzfccCt6MiY0RprYmmNQxQlYto8PIVjw59ZIBc7ph7WLB0MW9iAqKp2W/JoS9jaH7eB/C/b5QmFNMRWklAQ8+IxKLUVISWNxzK3r66hQVllNSWIFYIScjIRtrFzM8m9lhaKpHTHA8ZUUVZMVlIhKgqKCM8av7U1VWhZWjKcqqEkRKSggSFQqzCnHo1YA390LpPaUjVs4W1KhrUlJSSc9uXuib6jBoVmfcmthzZc8TkmMyMbTQQ1op5fDiC5z4tAm5XE5VpZQJDZfhUM+GNZdno2OkhURRzd0Dj1hxaQ4WtsZUllWy69FiHpzxw8Kh1jWzZcpxAp+G0axLrShTeUklRXkl3Dv8lLuHnyKXqKChDPXaumPvaYOx9U+hxSXnZvFDn214tnan8+i23wnmpm4bCdTyESmrKKGiJvnNr///CorfJfPnX6HqL4piCoWiUhCE+H/XAMB/qRGo364uJv9iSjl1x2hqqms4vOg8KmrKHF1yHu+Ongxb2pdRK/ojk8nZPukIjbt6YWRjhHuL2hnDpC0jv5NcBb+Kpji3iLuHnxHzKYGqymr6TuuEY/06PztWYW4p2+acY9ftuRia6WLnac2jc28R5HIGzOrys7aLT0xhy6SjKBkZ0WlIE+zdLHH2tkWsJMbQQh8dU100tNXJSMxFpK6GvLSS+6dekvY1k0bt3ZGoKBEZ+JWj71YjUhLx9u4n1LRUKCsqp6KsksLcEqI/xmNsqU9BWh43Ug9QkF3ExxfhNOrqRfT7WDR1Ndj9Zg3z2q9l4JxuFOYUkxybibKqcm2VrZoyDTt5sWvGCYYu6sXDk77YulsxeO1VzOxMzk/HiQAA0F9JREFUSYhIYf/c00iUlRBLlEhPyEEkEVFcUEtRbGiuT+POXpQVlaOmpYprE0dkMjnDbaez/MIsmnb/ue7Dv4OspBymei9i1Y2FeLZ2Iyc1jyVd1tNnRhdyU/No1LUBcZ8TmLJtJCKRCFV1FdLjMvnwOISB83sirZRy58Bj8jMLaDOgGcaW+sRFpHJp+32eXQqg3aCmCCi4sv0uth7WNOrkRXW5lKjAWKZtH8nT0y/JSc3ja2gyhlaGlFdWI0dAQ18TCwtdOoxqw71jL0iKTEWEHGNHC5p0siIhPBlRdQ3leSWkfs3m6eUATq6/xYDpHfnwIpJFh8ZxftNtXt76QA0CYW+jaN2zPhoayuQm53Jk0Tkuxe+lcXt3spLzuLL3Me6N7Dj0w1VScypYfGIyS4cfoKy0klVHxyOXVqNjpM3l3Q/5EpyIV1s3/J+EERWciKW9CetH7kffRIfMtAIu73vGmrNTmL9vDJGBX2ncsdZld/eELy+vvSfzSyqqmmqMXNGfnn9FB/7XkChL2Pzg76vE/4KA+8Ekf0lnt9/a//W1/83xx88EXARBCP32WQDsv30XqK3v+tcSifyXGoG2g5v/w22yGhmpMRnYuFmiJFFi+s7RAGx9tuLv3BGyGhnZKXkkRafTdUxbAPRMdVnaexsbbs2ncbf63N7/kOQv6cira8hJyMTY2oC7h55iuskIHUNtyoorEFBw9v0q1LVUCfKNorpSytFFZ9E00qPtgMZ8DU3hwA9XmLSyP8171GfdtbkEvYjg+NpbXI/ZDsDRFbV8PCUF5YxptopBk9oS5R9Nm4HNKCsupzg9jxg5mFjp03tsazZPOsbUTUMwNNOhqrSCvKQs5GIxyVGprB93mKL8MuTVMka6LUAmrUYkUaIkr5Q+U9tTVlSOupYqXz58ZcPIfahqqaGuq0lNlRSptAapVE5eVhHlpZXkZxWSGpVGXmouHi1dKcgpwb2ZE9oGWuyeeRJBIUciEXCsb8Ory35UFJeTn1VE0KPPRPpHY+NqiZ65Pu8ffGKH7yrq1K3NHM5IyKa8qBxBJHBi+QVW31z0TzmFTiy/QPvhrTg47wxuzZ1xbGALwKH5p2k7qCmt+jfh0YkXvLz6joi3X3BuaIeGriYxwQmM+qEfsw9OpDi3BA0ddTS01XFv4URSZCoXNt1C11QXWbWMxMhU3t3/hEhUS7zWoF1dHpx+RejLSHSNtGjeuyHVldWE+H1BXVuNcasG4FDPhlv7HyNXQPMe9clOzaeytBKxIGBmb0ZGch7VZZWM+rE/YX5fCHgUgkNdSz680CI1v4Tr+55Qo4DXt4MxMtejvKiMyZuGE3QviOAX4ejqqNKskweJsRnsmHMGnz7eHFt+maY+Lrx+HIFDcQWLdo9g+/iDKJRVUNHXIjk2iy8fE1h6ehqLfFbi3aU+rs1d8BnaEkevOgBM3zmKrIQczqy9xrhlvUiPy2TLmAOciay9H6WVUqqKSll1cSa5yXl8CU4g/G0M0cGJuDayp8e4tt+vTU11DTmp+d/lPX8JLfs0wqOF8z/c/ofgjzcCv0o+8l/h/5XF/gZBj0OY0ewHZDU/52X6WwMgFotYdGIq/Wd1Zd6B8dw/+hz/O0FUS6vpOKwFOgZaNGpfl/yUPAzNdSnKLmbA7G7cPvCEp9eCWNRtMwCnN9xmzehDDHSax7mt91g3+QTZKfkYmOrSe6IPLy6948Lm27Qf2IR14w6zddoJVgzYRfSbSJYdGotCoeDLpySad69Pix4NcPKwom0fb3IyC/n4PIx1I/ZhamuCXWNnivNLsbQ34fyGW0QGxDCz3TqadKlHh6HN2fpoKe4N66CmqYJnCycEhQKhWoqlgwm9JndA21CLGmk12vpavLwSQKhfDAf816GiJkHTQIua6mpcmjiQEpGCXC6jKK+EgXO6cX33Q1BSQqKhRmpcBoV5pRQXlOPe1JHxawcxfFlfvDt68jUshcqKGq5sv4dHSxf2vF3LwlMzaNjV6/t/7tjAFomyEqdWXuHChpucWnUFDR11xBIxeRm/XDEvk8m5c/AxqTHpXNl2B009TTzbuqOmqYZcLsfM3pShS/uhqaNB+NsvjFk1AM9WzmjoaPD4zCuUJLWG5cji89w++KS2clVHnftHnxMXkoCusQ5mNoZM2jiUEUv78OraO97d/YCVoyk9J7WnJK8EabWM9KQ8xtZbTODjEL4ExrL8zDTKCktZ2W8rnUe3wcbNgh3TTmDlYFJr6AQFNd9cIHWbO3Hr0HOkVTUUp+dxcvV1TC30mLFlGDO2DMfe1YxnZ16hpi6h67Dm9BrfluXnZ/P8VjA2jibM2DacNv0aE+wbiaAkplnvhrx+GoWRsTaJ4SmUF5fj3MgBTR116ta3wb2RHQW5pbx/EopXh3rkZ5fw/lEIMcGJP/2xgggrN0tmH5yIhY0+e2Ycp9PIlgwwnUhGfBZlReUE3AlCWl7F4m6b0NBRo93gZjTrVh9nb9ufXaNX1wOZ7fPPR/iCIKBr/H+nkf4t8Zc00X+1/Mt+BEFVEIRAQRBCBEGIEARh9bf1toIgvBcEIU4QhMuCIPxMv1ahUCT90kJtsHjRr/0d/5UzgXC/KN7d+cDELSP/bluTbvU5Fb2Td3c/cnjhWVZcnouTtx01NTVkJuR8T02TVlZzas11Yt5/oWmvRpxdd5N6rV3IzyzA1t0KiYoS9p7W2Dd14e3jCAbN7Ej3MW0Z67EA5wa2xEWm8eKyP2N+6ENRXjHjGv7AjX2PsXcwwdBQnR8/bkJLr1aRrLJKxvMrAaw6N530pFzePYsk5dZHwgNimbZrDD+OPsLp96sJ9Y/h+oEnTFg9gPM7H9FmSCuig75y58hzslPz8PZxxcJGnw4jW5OVkkt6Yi4dhjbDpb4tqbGZ2HraIopOIzUmA0WNDC09DRQIpHzNJjkyDUEiITE6nak7RrFy2F7U1SS07NeYxydf0rJPY4Yv78vUpuHYu1qQHJOBUz1r1DWUESkp4dXKmddXA3Bo6MDX0GRs61qxZsgeEKBGKqP39I7Eh6VyPGwbAJEBsdw/+pwXF95Qr50nBuZ6pMZmYOloht/NQPrP7c7tfY9ICEsmNzWfiLdfCK2JokXfRqj9VV550KPPXN58m42PlvP1cyKxnxJQ+hbHKM4r5dEJXxq096BBew+OhW3nyKLzSCur8b8XTGZ8FvMPTwRg9fX5BD8L5d3dD3Qe1ZoOw1rw7s4HXJo4EvToM1r6mlzccofuE9pTVlLBi3NvuLTpFkK1lA23F7Coy0aqy6oJfRuDnpEW89utoeeUjqjpa7Go+2ambB5Gdkoeq4ftoSCjgLpNHdG1MGTU8r58DUsm/cAz/B98Rt/aCO8OHry6/ZGIt19AJFBRVYMgraZua3fqtXDm48tIqqU1oCSmaZ9GXNp6F/8noZTnFXPwh6tkpeQjkijh3MSBz/6xnN18j9zUfB7mHqa30US0dNVQVlOmRi4wfdcYYj4n0rijJ2oatSpu1dIads0/h42LBZ+ehyFRVmL11bmsnXicjiNaY2hpgERZiQMftlCcX8rGewsxdzBDS1cD5W+EfGlxmVzecZ+s5Fw23FqAZ8vaUf77R5+p19oVVXUV3t37iI6BFm7NagvLKssqUSj489FH/N9RBbRTKBSlgiBIAL9vFBDzgJ0KheKSIAiHgPHAwV/qQBCE+tTWUg0EEoAbv/bg/5UzgdTYTOTyXzbRgiBgYKaHRysX+szowsymy3h8+iWDraYxpckPVEtrCHkVyZSGS4gLTcLWw4Y3t4LoMKIli09NY/jSvjw5/YrZLVdQXlKBrq4ahma66JnqoaGnjmu7eszZN5Z+k3yID01GXVOVa9vvY2VnTFVxBUMX9yI6KJ7F3WuZs2/secCFNVfwbGyPW2M7+kz0YdKqfiCXIy2voiC7GDV1CXM6b+Tu8ZfkJeVw7/hLSgvKeHHzA9k5pXQZ0xptPQ2CnkVwdtsDslLyyPmaia6BJgv77OT46htMabaCSP8vFKflUpCcjQIYuKAXc/aMRlNXHe8OHugbavDq+nu2jz2AkYk2Q+Z1Q64QmHd4InVburBx1H6UlMTkphfg3siecP8YBszphoa+Fn43g1BWV0FVTQktbRWOLDmPpbMZNTUyDMz1mLJlJKuvzuX9w88oFApk1TWUFZXRYWQbNHXV2THxCJMbLEEul+PR2hXbutYMmNsDh/q27A/cRIMOHhxZeJaU6PSfXc/b+x6irquBrrEOPkNaMGnzCDxbuyGrkaGirkzTHt7YfiOlS/mSwYPjvoxZMxgdAy3yMopYM2gnABJlJSLfxfDg+HMy47OICIgj1C+aiHcxmNqZYOthjYqaMnePPMP3WiADF/Wm4+i2RH9M4tiyi6ioK6NtpIWmniaFuSWAwOOL70gMT8GhnjUqGiooqytj52GDrYcN4QGxvL0dRHp8Fhb2JsQGx6NvXFtd/PzyO6oqq6koKMLW1QI9fQ3qt6uL6jfZy/PbHrBm3DGs6hiyf8ll3j8PJyU6HbsGdszbOhRFQSH6Oqr4PQylfitnJq4ZQPMe9cnLLGTR6emMWNyLcxFbUVZTJuRdHNvmX2LnvPNcPfAMgGfn3hDrF0EdByNm7RiBtYMxFvYm7HqwiMSQRF5fCwAgJjieI4vOsWfmSX7ov4MrOx8wyH4OEQGxRL6PIzk6jcHzuyNWEpOZlMsI5zlsGnOQmI8JQK0BjwyIqb0fZHL2zTnNrqnHftN3wf8Jv5HGsKIWpd++Sr4tCqAdcO3b+tNAn7/eTxAEJ0EQVgqCEA3sBZKp1YjxUSgUe3/tz/ivmwmkxWWyfcIhTsfs/qftdAy16T+nOy37N2HXtOOoaahyMGglEmUlbNwsGbKoFzK5gsfn/Rm2pA8bh+6iVe+GVFXVoKavhaGlAYt7bKFl74ZsmNed8Y1XAFC3iQO6hlpMWDPo+7G09DVRFgscCVyLmpY62Wn5tG9VG7do1NmLyMCvDJrbjWFWU2g10gff+2H49G9KfmouPv0bs3f5dSwdjFhzbio7Jh4mJa2Y4vxSNHXUuRK5hYDHoVi7WCAIAj0ntKX7qNb43Qpk+8wzSCRiPvhGIFKRUJxfQl5GEd4dPSgpKKfz8BasGbIHHWMdBs7pimsje3ZMP07cx3iqK6UcmHsKsZoa0QFfcGxgR/thLbh//CUSJYFPr6Ow97AiISKNyrJK5DI5zXp5k52Ui7SymvSv2UzeMgIdI20+PAmluKCUCP8YVg/cgaa2GpseLeftrUCUVJQxMNfHvr4Ns/eORyQSMXvfeABcGtl//w+vbL1DHQ8rnLztKC+pYMekI0zdPool52Yy2GIKQY8+0aC9J+o6asxu9SOrby6gYcd6jFk9iLjPidi4WlCUW4yZnTF2nrXyiTf3PPhWQ5LIlw/x3Nz/GEsHE+4de049n7pM3jqShh1+qlsoyCtBrKKMpZMZpQVlbB5/mPod6vL+7gd0TfUxsjIkKTqdDiNa8+pmECpqykgEBUbmeqwbuR9jSwOmbx/J2jGHaT+iDaXFFTy5FMDKM1PR1dcgNy2Pc9vuoWWgxYLdozi37R5pCbl4tXAgJiiejWMP4tzMmR33FvDpTTRFuaWYWurx+mYQmuoSNl6djZaeBpsfLyMxNoecjEJyknJIjslEAdw88ISowK9sf7SU3MxCQt9/ZfDU9kz6sTfn115DRVWJ1ROO02lQI7pP7EDIqyi6jGrNyWUXCHzwidCPyVRWyzmw6Dzth7UkPjS59uXtv+57Zpelkxnbxx2g94wuZMSkkZtSm8xi627J2FUDMTDTRcdAE4VCgc+Qlni0dObEDxdJCEtm7uHJKP7B4O13x2+cHfSNPv8j4EAtjf5XoFChUNR8a5JKLbHmXyMaeAP0UCgUcd/6mfvvHvu/zghYOJgybedoMhOyMbc3/ZftNbXVqaqoZviyvhh/E7jQNdIm8HEomnrq6BlpoaWrwfWc4yzqtglnbzu09LUYv2EocpkCXaPaqsiFB8Zi7WKO+i9MZTuPbkNJfimTvZey/PxM7hec+L7NytmcRccmo6SsxLaXqzmx7SE+/RoydKoPe2acYH7blTg6GhAfksDOuefx7tEY7U8JdB7RAt8bHziw9DIm1gbYuVvSZ0Jbru57TMS7WBzcLKgqr6S6pIw9jxdzfOV1wv2/0G18Wx6ceMXAmZ14cuYNxfmleLZ25sau+7g0dyEzKR+v9h7cP/kaiaY6cpmc8uJKAl9E8eruZ1p09+KjbwRz9k/g7qHH+N0MRFVTFZGaGt0ntufIgvO4NnGiz4zOeLZ2JeJdLI/Pvsb3+nvW31zAyitzuXPgCVGBcWjoa6GipkyzHvV5cuYVmYnZqGurYeFgSnp8Fhc33qJB+7r4DGnBoIW9KC+pRKFQIIgE1LTUEIlF6Bhos8dvLXU8rBlsOZXZ+8dzIXE/KV/SKcwp5vqeh9zc+xA7D2vmHpqIaR0jkiJSWNxlA637N8HOw5qgxyH4XvRnxPJ+HFtyHgdve/pM6/T9fgBIiUknITQRLV1NRizqyYkVl6muqsbIQh+foS0pLignxO8LdnWtCH4eRnW1HBtnQ+zcLVBSUUbfWIeqkjJ+7LuVVdfm8+ZuMI07uFNeUknk+1iOfdxIdlo+26ceo46rJV8+xFGcVUBxQRkfXscwZ8dwTm+6S1VFFR+ehbFuzGFsPKwoSsujtLgCuZKEsfUW0XZQM4bM784HvzhuH3+JvLIK74oqJGIxwxf3JvxdLACGprqMndOJs7se4eBVBy1DbVy9bZEhoGuozd3DT6muqmH6thGUCcqYu1rh2MQJsVigsqQSgC5j2uIzuDmCSMDIQh+Atv0bY2FriKmtMfXb1f1e+KX5zVW0dtBOKsqqWH1zAT/228GZ6J10m9Ce0oIyVg/YzviNw/5cdNK/DoaCIPy19OERhUJx5Gdd1YrDeAmCoAvcBFx+Rb/9qKXU8RUE4RFwif8Fw/N/pTsoNy2f9G/cMP8MZUXlyGpk6Oiq8fVz7RQ1L7OQpOg0kr+ko6auwo/nZ2DjYo5YLMJnYFO6jm3D2YhtmNoYUVZYhpaeBuH+MczvuA6FTI5cLqe8pJKC7GKqKqTkpBega6SNqroybQc3p0n3+jw8/5ZPr6O/n8eC9ms4v/Emlk4W9B7bmqQvGaTG5+DSyJ6pO8cgSJRp1qshVWUVVJSWM2/3KAZN74S5tT4Pzr7Bub4Ng2d1Yv+ii7y794k3tz9g4WCKSCRCw1iPgLvB1G3iwMhlfXly+T1mtobkpBXg2cYVZXVVru5+TPSnRF7deI93ezfGrxmEnasZmlqqyKtl1MjkKCsJyEtLqSwqgxoZQU9C0NTXwsbNEgQQUBDmF0PSl3Rs3CyorpZxdddD1DVV0DbQYsHhidi4mqNnooO0spojSy+io69Ji96NSAhNolFnL15fD+T2gSeE+0Xje+Udj0+9ZNf0WveAjqE2dw8+Ye3gnawftoe2g5oR8CCYmuoanBrao6wiYderVbTo04hn596wpOtG/O98wP9WIG36N2HNjQXoGmsT8OAzM1qswGdQM1r1b0JRbhH953Rny9PlSKtqECkpUZxX8jMDUFZUTuCTMBp28kIBHFpwlvSYdDQ0VXh5LZDK8ipyMouQ18gozishP6sIJRHEffzKZ78YlMQCS05MpiCriKzEbJb02MybWx+Y3nIl1/c84s3ND6R8zSYjMYeOI1vz9tZ73Js5s+neEqiW4uRlzZ6ll6muUfD+aQSlRRWIJGIsbPTJSc5FQ0MZ5eoqyvKKeX49iAdn/bh+8DlOnpZYOJiiY6hNbHgKX0OTWT3yIEPcF3Nl6222Tz6CugQmLu+NTC6QHJNBz1EtqeNsSvMBzTgSvAktfU16jGzBhfU3eH72FdmJ2awbtpuXV/w5sugc28YfYOfkoz9LtHBsYIeWnibWLhYoqyojq5Hx+kYgFeVVDFrUG1M7E5wa2HIt/RBGlvqY1jHGob4tbQc3/6cZRL8nBP6twHDuXxiPvy1H/lG/CoWiEPAFmgG6giD8ZaD+dySaCoXilkKhGEKtwfAF5gDGgiAcFASh06/9Lf91MwGAiZtH/Kp2R5ecpzCnmPHrh6LyTT/gyKJzRAbE0HlsO/pM7cjeGcd5dS2A61nH6DGhHWNc5zB4QS8sHE1Z3GkdN3JPsG3CQXT11NDQUef2kefcPvQMTT1NvNu5ce2wL537N+TJyRfIlFVoOySS1LisnxUu1etQj3NrrvHBP4GkmAwkykpsnHSMOyn7qKqQYmSlT35mIalxWfSd1P67jnHcxwQatnNj87hDGJjr4eZtg7KqGBU1VZwa2NKmbyMUyhI0dDUoyCmm67i2WDqZcWX3I3wv+fPucSgGFgaIxQKlheUUZRZhYq7Pg6PPGTinK5vHHkLfVAfnJk70ndaRH/vvwLaeNXEhiXx+FYVbIzta9GnE04v+oFBwftNt3BvbU1pQxsbhe1DTVqcgLRdDU12sXcw5MOc0ShIxfaZ34ujScxTlFjNt+0gOLzxLUlQaa24tREVVmakNl9B1fDsupx36Lv8I0G1COypKKwl6HEpNdQ1nVl/Du4Mnxla1L2wbN0sAnBraI62sRk1TlZXX5vPwpC8H5p0hMTyJbuPbEHAvmMdnXvPu3keKckuQyWHSpuHU93HnwoYblBWW4X/nA8171fLf56QX8OTsG1y9bdDW0yAnsxhNAy0WnJzOD/13EnAvGBBwaeKIhp4GpYVlrLk+ny3jD5Gdlk95uZQds87QtE8T0mMzMLLQ44cz03lw6iUDZnUlLT6biS1W4eJpTU5GAcN+HMTuxZdo3cubyZuGcmXHfZwa2BP8MoqWvepjbK3PmKW9SIvLxKmpI5GhaehIBG6WnuHw6puY2RghlJfRZWATOo38SVMbwKOdO4pqGbaeNmQlZFNZWQ3AsYDV3zPk1DRU8WjqRG5GIeZ2JnQY2ISksEQSQ5NpP6wFIrGIuM+J6Jvp0mtaJ5b02839U69x9rLmk28EdVs4U/evKvEH285E10ibjsNbMnhBz1rm3l9A35ldf9Vz+7vhN/JMCYJgBFQrFIpCQRDUgI7AZmpf7AOoHeGPBm7/4mkoFGXABWoVIPWoDQ4vBp78muP/VxqBX4sJG4dRUy0jOugrddwsSIxIQVVdmeY9vHl5NQDnhnaY2BrTeYzP932WnJ6BhaMpWnqaXMk4gpqmKl4dvTC1rn0RWTmakh6XSc/J7Rk0uyuNOnly+/BzXH08mbxuEJd2P0JDS43SglLys4qoKJdy/bQ/iJWIi85gwMS2XDnwHEGsxOPLAagoifC/FgAokGhr4trYnqnNV6BjpENFeSUBzyKhuprc/ApiI9OxdTDGysGUlzeDeHXJjx+vzEUkFnNx92PunfFDV08NJVVV6vrUJT48hfz0fASJMs71zEiNycS5iQPJX9LJzShATUuNFRdns3nyMXZPP4EYOY07epEWk0lcSDLF+SXom+nR0MeNxt28uHfsJbEf4lBTV0bXWAdpVQ1Pz/nh4G3HoUXnWXJiKqkx6Zxee4M6HnV4f/8TE+sv5mR4be653833ZCZks+XZCsa4zuPg/DOcidmNsVVt5amlkzkAx5Zf4smZVzTuVh9909q0wqOLz9Ooqxdebd3RNtCkZd9G3Dv6gnC/KNoMaIq5gyn1WrsQ+DgUR297pOVVIICdhw0GZrXuB5fGDiipq2HlZoGZvcl3wXtzWyOsnEzpMbkjw5b0JSkmg3Nrr/H4xAtk0mok6qq4N3PCwtGMj74RSFSVWTt4J5r6WphaGdBrYjuCfSP58DwcdXVlOo9uQ1F+KWIVZRQKBRqaqiw7OoH9Sy6z/vJMFvfcSqMOHtw79YpmnT2Zt38cT869YfmRcWyYfgb/Ox9p3NmLlaenkJdRQEFeKUW5pdw7+ZpJP/bB/94nribuRUO7loVToVAgCAJv7n3Cu7UL8cHxSFSVuVt8iqpyKXeO+nJuyx26j2rFgNld0NBWZ9/MYzTu2gDPFs4IIoEBc7pjYmXA/tknUdVQxaWRAy37NubijvsMW9CN1r0bsqLPFqqqajD5Kx3uc+tu4OBpTVlpJW0G/Ew36s+N35ZF1Aw4/S0uIAKuKBSKe4IgRAKXBEFYB3yiVs/lZ/g2U+jKT+6jKGoJN//hbONv8f9G4J/gzLobyOUKksJTcGxgS2FOMdLKauYemsSaoXtIikr7OxUsl8YOKBQKLm67R6fhLdk86ShlJZXf09y82rjSa1onXlwPwsunLpumnkBWVYO+uT6JXzJo1M4d/9uBxEem4tLQDldvWzaem4KLty0pX7MpyMznVnUlJs6WyGpktB3clEYd6hIW+JXz625w59BTek/vzJXdj2jUsR5+j0ORyuW07O6F38NQuo5pi6aeBkdWXMWlVV1y0gq4e+wF7s0ceHk9iPy0fDT1tRCJBWqkNVQVlqKqrU5mQg5Xk/ezYvAeBs/pQmzwVwSFDL+bgXQZ2pRTKy7j0tQRE2sDEqPTyErOQS6T03NiezaN3IuxhQH1WzsTG/AFibISdp42uDR2wMLBBH1TXVJiMtE31eXi5jvEh6XQe1oHDC308bvzEWmllGqpjIzEXGTSGgLufqSkoBSnhnYYWRqwd9ZJjK0NGbygJ5VllSRFpqKkrMST068ZNL8Ht/Y/4e7BJ+iZ6eLV1p0Tyy6SnZLH7rdriA6KZ/2w3bTo1Yje64fgd/sD0a/jWHB0MrunHWPc2sGsGbST4m+Vulq66shkcn7ot53+s7oSH5pMpF8keRlFfHz0CYmyEoU5xeiY6eEzuDmNSytJjEwjMSKFEN9wPNt7MnH1AA4uOEvsp0R6TemIjqEWNo4mrN88j5mtfiQhPIU3tz6QGJPB2Q23qCgooVGPhhRlF3F7/yM0ddSpqqzieuwOZDUybh54wtu7wYQHxLFw7yj2zTyBd5vakfaizusRq6sxdFFPQvyieXT8OSnxOex8shR7D2tqamQMr7eMhXtH8en1F+zczDEy1UFJSUx2aj6vrr7nw+svWDuZEfs5keEei7mRsBuvtu40+UYP8fCsH/dOvmLfs2V8ehVFSX4phpb6zOuyEVUtNXpPbIeqhgqbHi1HLBaxbcIhqsqr0DXS5sGJF0zfOfo7h1ZpYRmauhq/41P+f8BvFBhWKBSh/ALj5zd53cb/aL9v7KEvgAxqjYQA9AC2C4LQVqFQZPya4/+/EfgnqK6UYudhw4BZXUmOTiPM7wvj1w0GYMzKATw68+oX9/v4LJQbu+/TsKMH9du4YedhhYNn7VQ46HEI0zYNY+i87jy74Mf83SOpKJPSeWgz8jMKmNtrB/mpeZyP2IKuoTa56fks6rKBH8/PpEXvhowavJPKghIKckooLawAQENHHblMgVd7T1yaOLGs33baDGpOclQqJua6VMtkdBreks7DW/Bjj41IDHRwaWBLSW4J3cf78PreZzS01LF0NGXJkQlsGH8UAxMtIt7FIEgktB3YlLKCUtYM30vo60iWHZ/EpvGHqaioxv/uR8auHki9tu4UZBWxpOtGctILEAmw7lYt2fyQpX1Ijkrj8ubbaOhqIJPLSYxOJ+jRJ5RVJTg2sCMtNoP39z/SqLMXDl7WXNh4G1VNVToOb4myqjIPTz7l8dk3HAvexOlVV2jc2ZOkL5lc2XGfJt3qf39xFOaWoGusy6prc1HXUkNbX5OK0krqtnDm2u6HWDmbY+5oRsPOXqwZsoegR5/RMdDAtZkDACOW92X39BN8CU5ETVsDuUxBx9FteH0jiPo+7sjlCpIjU5FW1WDlZMarqwEYWhrSZlBzLmy4ib2XDWIlEcpqEi5suo1IBAVZxbg2c6I4v5SI97Es77uN1n0boWuiQ3lpJRe23mPGrtFY2JtwN/cYVRXVDLCfS3WVFFMrffRMdAh6Fo6asohn59/g3akeDl61BVfT2q5D31gLx8YO5OeUcv3gcw4FrCc5NoMhdRfj3siRtw8+k5eaR6M2Luy77o9UJGHNmMO41LfG73YwbQc3Y8PYQ+x+ugwrJzM+vY6mvFzKwkYrkJeU4trYnl5TO2HhYAoiESKRiCWnp7NpzAE+PA6h57QuNGnvxrJ+29kfsI6TK6/x/n4wWV9S2fpiFebflME+v4zg9sFnuDd1wLSOEbumHsGlsT2u3wZOIS8jWT14J/MOTfzO5fVnxp+AQG49cFChUOz665WCIMwCNlHrQvqX+H8j8E+gqqZMfkYBk+ov4lLKARp1rvd9W2V5FXnpv1ylamRpwMA53XCsZ4NjPRukVbV+VSWJ+Hts4erOe9w/7svJ0K3om+oCMKneAuq18yQ8v5iowK807eqFnrEOLXs3xNBSn42j9qOlp0WuRjFWDiY0au/20/mUVaGhp4GhuR7qRrooq0pYfGwSOvqaaOlrcmjldTKT82gyqAWhz8LITsmjJK+U2T5riYtIIyIgBp+BTTmx/CJpXzMpzi2mpqIKC2tD6jZz5N6R54z8oR8lBeUcXX4JkRi6jfXhwUlfbux9zJcPcdT3cSfsbQwqKkrs81+DjaslpYVlzGu3lspyKQ+KT5Ecncbc1j+ioa+FloEWcpGYyPdfsa1rgZ6pLnomOhTn1qa3ymtkvLnmT7exPni0dCI5ujYuNnrVILJT8tg05gAujewpLy5HU0+DnNQ8xrnOpf+8Hry9FUT/2d348DSU7KQcrF0tyEjM4dnFtwTe/8ySM9OYum0kKqpKSCur6Ti8NRO8FmLtbM6Ge4sxrWPMpI1DAQh8EoqyqoSuY9ri2sSRndOPY1HHgB/6bKXr+HbIqmV4tXGjsqySm3seIkfAob4tmam1MtnGdYzR0tOgVd/GFOeV4tbUnsSYLAqyiwl+EoqqjgZmNgY8ufAWhUiEtaMpc/eM4M7Bp+SlF7Di7DQ2Tj5BfnI2RqZ6BN4OJCkqgxsHnqGsKkFAQWFhBWUlFTTwcSf4RRgHF52nXqcGpHzNRiQWc3PvI3pMas/ON2u4ecSXt4/DSE0uQC6RYGCiTWVZFafW36RBG3euH3mOjbMZc/eOIejRZ4yMNPG/FUSD9h50+8b98+FFBF/C0zC11GPH1GPs8l1BSX4ZKqrKTNk8jJrqGvrM6EJNzU/D5fKSSsLeRvPheRh6euo07taAGbvHMMB8ChPWDebAvNMsPjWNJt1+FQ3+H48/3gg0VSgUY/52pUKh2CMIwpdf28l/ZXbQr8XkrSMZ+WN/Dn/czOzWq7lz8On3bU4NbFl6atov7mfjasmAud2Z0WolNw8+ZZD9HKRV1Xi0dGH0ygEA+AxpTptBzX829d3ybCVZqYVsubeIZt3qc3nrHRa0X8OK8zNx9rYjNS4T9yb2aGlI+Pr+C/npBSzqtZWeplOQSaU0aOXM6vFHkVZUMXX9QArzy8jJLGLT1BPcPupL+/4NKS+VUl5aiZq6hO4T2yFSUcLYSp8xS3rh6m1LTER6rRZCUQWNutanRizmzlFfzB3NKC4qpzi/lKcX3pL9NZt7R57h2coVCzsjJKrK5KQXIVFToUohqh01AqPd5lNdI6dGWs3Tc6+xdrFApCSiMLOA0sIyJqwZiCBRwqmhI7npBeyde4qEyFTUNVXoPqEdAiIqK6U8PvOGJ6dfsmfmSbaMP0R5cQUpsRl8ehHGqgE7mNd2FbParELXVBcVNQlxnxKR1cjYPf0YusbaNGjvQe9pnfG/FUh5UQkbRx/g88sI/G68JzU2kyfn/EiJzSL0dRQpX34qOHty/i2R7+No1a8JJnUM2THtOKN+6MfiU9MRBBGPTr7i3b1gFnZcy/3TbxDEYvTM9Ji4fgh9prbH0FKfQQt60qpPI0Yu78vgBT2IDorn3YNPRAbEUikXqKyspr6POyCgkMn5+CycrdNPkxCVQW5OCbPbrKZJJw+OfdyAuact43eMQ01Pg6Zd61FaXEG/6Z0YMqcL1k7mfPCN5MX1D6ioq/LjiYm07u3N1tvzEOvpcPvUWxZ13YSKkkD7Hl7EhyZTr6kdA2d0ollnD3ISczi16iqztw6lILOQwyuu8f5NLG+fhCMoiek2sT3Lum/k3pFn7Jh/gelbhlNWXkNljYLslHysnH4SelGSKPE1PJUxDZYhrawmKzmX9aMO0G9mJyTIaD+iNVFBXxGLRez0/ZFOo9twPesorfs3RVn1Z+wI31FaWMbHZ6G/uO13x68tFPvPGoqKf7Kt/Nd28v8zgX8BkUiEmZ0xS05O/Rn1LdQWnqVEp9G0x0+slk8v+pOdksfwRT3pOLwljbt6UcfNEuVv1Zw39jwkNz2fvjO7Eh+VzocXETTv5sXrOx/ZPvssB18sw/xbGlyNIKZp36ZUS2t4fiWA8esGExKYQNNetWRapnWMakVsELh5+AVO9ayp29iOioISbh/15dm1IFr1rE+b3t607FGfTZNPoKiuRiGI0DPV4+39T0ilMvJS83n36DOt+jRGViPHwsGMxNhMPFu7I4jEpMSk8/LWB17e+kgdd3Os3KywdjTh3f2PpCTmUVlczu6XP7Kg+1bkcgVm1vqc3XALv1tBVJRLadGzAaEvI3h39yMSNRWK8stRU5Ow7s5iIgJiQYCYj/FYu5pjZK5PeXE5DTt5EfspicLiSpb33oqztx238o6THJVGeUklWgYalBWW1VIzi0SUFpajLK3B0EKPryHJmNoYogCykvPISy+kIKeU8HcxOHjWITrgC32ndaJV38aIgOv7n3Bp800cvWzY9vQHqqtqeH0jEHNbY67vvk9SdAbF+SXY1bVEIZfTpIsnb28GIauoQFlHCz1jbTxbuZAQlkKWtIbC9DwOzj9DUkwmLbp5UbepA5PrLaT5N6OvoaMO0mrq+7hRmF9OVVkVqpqqyBWgpi5BV1eVBSenU6+FE+Oa/IiunhqunhaMdphBw+6NaNmzAf2ndgBBICoghp3TjmPqYIaGliqaSgrGruzHyhH7CXwSRsrXbDybObL7/gIEAfIzC3lw6jVa+prM3joUr9YuaOlpkpVTTkW5lH7TO7B9wmF8Bjdn7Ip+6Bhq8eTsG6pKat8pbQc3x7mRAxu8bMnPKGDz9TkcWHaR909COTTvFD0mdqDdsJYA1Gvlwt7ny1FWlZAUlYZYSUzk+3iWnZ9Nk24NGLu6VhegzresLYnyP38dffaNYN/sk1xK/kXmhN8dfwJ3kI4gCP1+Yb0AaP/C+l/En24mIAjCKkEQ0gRB+Pxt6fZHnEdiREot/8o32Nez+c7l8xeE+EZwc++jn63zv/+Jh6dfA9B7Ske+fEgg4GEIAFGBcXz5UJsbrqqhzMCZndm/+CKD7WayadIxxi3rjVgk8O7uR4oLShGJxUR+SiL5SwZnN93B2tUCfVNdGnSuJX17fTuIkHexSETQa0xrpm8dzqCp7anILeLS5ttkxGfTc3RrmnWpR1xIMs4N6qBloIW+hR4qqhJ+OD4JbQMtTB3NifyUzPnt97GwM8bARBs9A03C3kYTH5mKrqEmCpkMBAWpkWnkJGbTqk8jZIipqZYxcuVA7DxsGLqgByOX9UHfWIdr2+9SWlSBoroGEVCQWYDf7Q9sHH0AZRUJ5SWV3Nr3iMi3X7gSvwcbV3Oyk/NQ01LD0taEJ6d8KS4spXEHD+QIGFroIxaLuXfkKfN8VuN3M5CGXeohoGDg/O5IVCR0H9eO/OwSPj4N5fahZ8hlMqZuH4mXjztbHy3lRtpBXBraIRYJvLjkx/MLfjTr1ZCUL2k06OBBgw6evH/4mZjgBI4svYBISaA0txhlsQLPFi7snnGClr0bkRydTtCTUHyGtcTYUh8nbztyUgtIT8pFIYgxsDKmoKAchVTK27sfOb78Ev3n9sD/xnteXHzLu1uBqOto0KBDPfa9Wom+mR4z266l0/DmDFvUm3V3FiMAfvc+sfbiDFZfnMW5TbdR09XE0FSHhe3XEvc5icBHn0nLKEGhrExmaj4erVxoN6I1u+adoySnmEenX7H0wBg8m9dScQc+j+Tctgd8fBZGcWE5XUa2wtTGiJXjj5KXVUh2XDqJ4Sn0m9WF7uN9yE7JxdrJlEnrBzNzz1ieX3zL3jln+LHvNg7MPM6GMYcIePQZr+bOpESl0md6F8rKqr67P8ViEXVcLdg94wTlxeUoAFV1Few8bUiNzaBaWkPQk18/sm/WqyEXEvf/+w/zfwp//EzgFdDzF5YewOtf28mfdSawU6FQbPujDh76Oopl3Taw+PQMWvVvgrRS+ndT1KU9NtNpZGuGLevDsaUXCH4RzvSdo1l5bvrP2kV/+ErwkxDSJ/uQlZiD//1PSOUCw+1mM3X7CPKTslAgoGqgTfyXDNRUxVzacofMtEK8WjlRiRKrRh5g44257Ft4kcLsInKTs8mMSSczMRdpRTXX43cRFfiVqKB4pGWVVJVWoGmkg5aOJqrqteddx82CvJxi0hJzadOjHhH+MZQWltO8Sz3M6hiSGpdBbkYhjdp7sH3WGVwa2NCwfV0i38eSk1KNpaMZprZGtO5Zn4qyalTVlRk2rxsJUWn8OGg3wxZ0IyboKx1G+xAflY69pw3mTqb43/xAZVU1hnWMyU3NB4UCPRNdCgpVMLDQ59GxF2QmZpMal8nXz4nY16vDyFUDOLzgHEV5paTHZtB1fDuadGvAhtEHeH31LSKxwOlV19A3q80qmrVvPLEhyYgkYnpMaEfjzvUoyS8DBG7vf0JRQTkKhQKRWETomy9YOFuQnZzD3UNP6DujCxvvLMLO04Y57dZwY+9DhizsxaD5PTg4/xz1O9TlyQlf7hx5jiASiI9K5+VFP/rO7EJxUTmy6ho+PPyEtr46Hk3tcGnsRNPuDVjabwfKuloo5ArkMjmvrgegpadBWUkVFnbGuLV05eb+xwye241Wvb3JSMzhwtb7aOppUFFYhmODOmSl5DN0fjd8BjZl6NJ+HFx6kbePwxi3ZhBWzmY8PfcaZxcTKqrlpMRkkh6fjbSqmtKCMsb82I/uo1sR/SkRU0t95vTciXdbFxq0r8vyYxPxvR7ItX1PGDCjE50HNiE7NoMqUwOm7xmHtp4Go93nU5BTgne7uuh/08do0cub+MhUqssrCX8TzY4ny3h9xZ9W/RrTe0oHSvJLGeY8l1c3glh1cRaaurUpqDXVMm4feka30a2ZsXMUh+ad4svHePrM6s6O6Se48GUnleVSpjf7ge3PfvjuSvxrZCZmM6HufI6EbP1Vlf6/B/5oURmFQjH2t+jnz2oE/lC8ufGe7pM60LJfY3LT8hntMocDgRuwcbX83qbTyNY4eduSk5pHwP1gHBrY/uzmvHfkGXXcLHl1LZD89DxOrrrO8tPT8GztSnZaPvtnncKzlSvrrs9j8+SjlJRWEf4ynCcnXzJqeR/qOJuhrCYhzD+W2x+/snnycWpEIorzSjE00aXdkGYYmuszenkfHl8K4M5RXzoMbEyzLh6ciNiO72V/osPSyUnNI1+iRFFmPjEBMfSb0h4bO0P6T++IoYUBdZs7cefYC15fD2T99bncP+6LtqaE6A9fCXsXh7GFHhlJuZx7uZLc1Hwen3vDrF2jObLkPHcOPaVapmDQvB606tMYfWMdKksqKMkpIktQEP8lE019LUJfRiBWVga5AhS1VbN1XCx4dPIlRpb6vLoWSEp0Glq6GuSn52PtbIGSqgrFmQVoG2nz/mEItw88pUmPBszeP4EuY9pyads9bh96gpJETGpMBpYOpsSFJOJQrw6ZCdnEBCcgiASyU3Jxb+7M7BYrMLQ1pkF7d8qLynn0JZ2U6HRighNYNWQPI5b2Jj8tj+pyKWfXXKPdsFZ4tHLB2Eof/5tB+IxoQ2FmPhr62jh4WFJZXoVLA1teXglArCRC29yAjsNbEfIykueX/LF2NGHEkl68u/eRx6ffIJaIcW3mRGRgPLm5ZaREprL98TIqyioJ9ftC/bZuFBeWE/E2BiU1CcWZ+cik1eyZe5bDK29i7WhMYXoBYuS0G9wMQSTQc3IHkr+k8943iuHzu6Olp0FkUDw6Bpo4edVhWuu1ZGUUIYhFrDg2gYbt6vLu7kfun/Xjs28EDdrWJha4NayDvbsF/dp1RltPg5KCUnISsthwfwmVFdX8MPIQPxwei0RVGd8bH2jdw4ttz39EXUuNN9cCvsuuaulrsvbGfDaMPsDXsGTqtapNXZ9/eCLSqmrESmJkNTImbB7BlolHiAyI5UbqAcRKYlQ1VRm3dhBGVgb8EoytDVl2fhYmdf4cFcO/wyj/X0IQhFH/ZLNCoVCc/TX9/FmNwIxvP/ADMF+hUPxdGo4gCJOASQDW1ta/6cGn7xrz/fOG4XvwbOWKlXNtIdLOSYdQVlVm+p5xQC0X0cgfB2LhaMKFjTfpM6MLFg6mRL+PRVtfk4uxO0mISmN53+3smHGS0oJSNA100DDTZ2H3LahpqjD/0ESMLfR5ceUdb+5+oqyonOykHI6uu428uoa6zZ2wtDUg9GUk2upqdB7WHJEgsGnaKTyaOnDz+Cva9fEmL6OQOX1341bXAkFZwqfn4QTefo+SjhYtu9WjXnMnWnb1ZELrdbTrWY8FB2qJ2DoNbcG13Y+Y3WED+VlFiCRKTN80BHsPKx6f9yfjawbj6y9h1aVZqKgqUy2toUWfRmhoq5OfU0p6Yi4VZVWoaary4OQrRAKU5pchkytYd2MZO6YcRywRUZxXjLWzKbP2juPM2utIVJUxtDKkorSCiRuGcXTJeZbdXIC5vQk7ni1nhNMc9E10MLEyxNTGgL5TOuLl4w5A4KPPSMulzNo7llb9GqGmoULEuy/kpObRrHsDALISc7BwNEesIkGokFIjlTF8WT80ddUJD4ghLTaLipIKfIY05+7hp+iZ6rH66lze3ftI/zndCXoSwtrh+9E31uLt3Y+4NKiDU/063D78nNLcQpp09WLpmRlsGHOQlJgMkmOzqJHJifP/QkLwV7aOS6ckvxSxsoTG3bwJeBSCkqDApYEto37og4W9CZe23SXgwSccvO3JTMiiprwcLQMtvLs15O7J14iUJegaavA1PA19cz3M7M1Ii8/iyLLLpEWmoK6jTnGljKQvWex9tAi3hrYoysqokclQ11bDy96Eqmo56tpqFOWWsGP6CdSNdFBRU2bWzloqdV1DbWbsGIn0W3Wwlp4mtwpOoqwioTC3BBsnU9LiMinJK2XRofEs67aRgCdhHPZfw+TNw8hMyuH2waf0ntoRr1YuXInf8/352TPjOLbuVrQZ3BxtfU1GuMxl/JpBLPubpAqxWESzHg2+6zf8LUQiEc3/So/7j4bA/4Kk57fHP/pDelFLNverjICgUPz+5kwQhGfAL83plgMBQC61dnYtYKZQKMb9s/4aNmyo+PDhwz9r8r/G1nEHMLTQZ+zaIQC8u/uBB8dfMH79UOq4W31vJ5fLWT90NxJNdRp29KDDkJ/Uy2QyOSPd5qOhqUr3ie3Q0tci1C+aZ2deoaqlxppr83BvUpunvmnCESzsTRBkNdw46kvfye0RqyiT8TUTQzMdGndpwL4Zx5i0ZTjJCXk4eloRG55GfkYBKVFpBD4JobqsAm1rM6TVMjoOaMSrWx8oyS7A1FKfGrGEaesG0LBd3e8P3IsbQUS8juDRCV90bUyQyaHXuDb4X39HQmQadTxtSIlIRiaH3a9WcW7jbT48D2fn02W8vfep1t1xxZ/CjDysnC3ITspFJhYxbH4PzBzMuHXoGd1GteLx6Vd8fPwZE1sTSgvL2Pr0B0JehnN8+SWWX5jDxa136DKqNWFvokiJySAhPAVTG0NSo1KoU9eG5JgMzsbtxsjCgBt7H+J36wNFBeVkxmdyKnwbKwftIj4kiRsZh5GoKNFDZwwStVofdEpECmtvL8SjZe3odK7PaiLfx9FtQjv8H4aw/upsZDI5e2efRl1Hnfo+7tw/8py8zEIada7H6itzWNR9M4WZhZQWllFSWEb9dnVp2q0BZzfewtrZnKTIVOQyGcVFlSiqq0EmQ0VTDTUtVSauH0rwyyj8731EVUmgYSdPsjJLiAj8ik//huga61KcXUhqbCb9Z3Vl75LLjFncAxV1ZXxvfSAhIo38tAKU1ZXRN9Uh40s6vSe35+6hJ8gqq1h9ayF5OWW8exhCUlgSJZVyqqpqUKeGsrIqUECPKZ2QCHKKS6UkRKWRn1GInrYK2x8v5fzuJ8RHpLHy+HjWDNtHz4ntaNb9p1TNy1vvEBMcT+vBLYgNTcHQRIfek9ohCAKffCM4v+Em257+8HfPz8vL/qhoqLB29CHWXZ2DWEmEbV0rxGIRSVGpvLrsz9SdYwAYbjud4cv70W3CL0tQ/lYQBOGjQqFo+H/pQ93ESuEwbN6vahu2a97/+Xj/CkLtdGw4tXQRkcD6b0Vo/3rfP8II/FoIglAHuKdQKOr+s3b/SSPwtwh89IktYw8yfv1QTOsYcXPvQ1Zcnvs9s+HR2TdYOphSt5kjAD8M2IUgEhg8txsWdsbomehw7+Qrzm27T4v2rszcM5a7R59Tr40b1t9S7Fb23453Bw+u7HmEQq5gx7MfmNVpE8UlVSiJYPnhsWQn5dJrSkeOrr1FVmI27x6FIJeDnr46NYIIMzNtvoYkoWOii7qeJmlxWUzbOJjDq26gLBGjp6FEiwHNcahnxbYZZ1DXVEZNRczCwxM58uM1EoO/0nlsW15deVebEdOrEU8vB6Cto460UoqmngayahnlJZV0GNyUp+f8UEjEdB/dmoqCUvIyC5mwbjATvRZxOmonJ1dfpTCriN5TO2Fub8KH52EcXXoRqqtpM6QFr64FYmJrQnZKHmKFHEFZAjIZUmk1CkRYOpqQEZuBspY6KhIRVaUVqGhroqGrjr6pLp7NHdEx1OH9o89surcYgGlNlqJjoEVGfDb6VsYoKYv44cwMtA00Cbj3ke3TjmNub4KiRs7IFf04uPhiLbGgQo5crsCung0JYSk06lCXdTcX8O7eRw7OO01mQjZaRlqUFlRwKGgD+xacJ+JdLONW9if4ZSR2HlbcOPwCpFJUNFQZMLMruiY6pMVl8uj0K+o2sWfo4t743QkmPjKVEP9YbJzMOOy3EoB39z+RmZJL5MdEVNWUyc0uRlmihGM9axKi05FVVvHuVhBq2upom+lTXliKobE2FdUKshOymLZ1GAeWX8XazpD0mAyM6phgZGOIkaUhI+d35YfRhykrKqessJRhMzrSd3pnpBVSSgrLmeg+F5cWLjTv3oAm3Rugb6KDmqYqr+98RC6Tc2X3Q9oNbEpeegHjV/X/GcfV1e13MTDT+54dJJPJiQ9NwrG+LVvHHyL9awY7X67mxWV/Di06z6pLs3h52Z9pu2pd24kRKZjUMfqZKNB/Ar+VEXAc+uuMQOju/5wR+EYbMQZYQO0AeqNCofjVNQLwJzQCgiCY/aXc+Rs3dpNvTHn/EL+nEQAIfR3Jo5O+5GUUYFvXmombRyAW/zzRKjMpB2mFlDd3ggl+HkbvyR1IS8yl3YDGGFroU1pYhlgsQlNXg+46Y2g9oCmLj08hPTGHAwvPM35Vf85svE14wFcEJTElZdW4NazD/J0jWDtsDwWZBXSZ2Ik31wPIzCxm0LQOvL33iTaDmmFqbYCungZPLr0jPTGHRp08GTK9IweWX+bx5fcgrUYkFmHpaEpyfA4tOnvw+sJrNA20uZF6gBuHnvPpVSQffKNQEStAoWDn0+UU5pWyacJR2vRuwN1jvijkCiQaKtjYGSOWiIn9nETj7vVxqWeDurYaJ9bdYs356Ryaf5rU+Bx0jHU4HbGN24eeomOgRcTbaO4deY4CEJSUGDCrCy9vBFGSXYCFswUJ0ZksODCOW4efkZeax4DZnXl6wZ/E6EyatnelqqKa1PgspFIZRbmlDJjVGUsHU7qMbgPAaJc5WDhbUFUhpUk3L94/CmHEsr74XgkgPjSZFWenfeex2TvnNC+uvMPMxhCRREzi5wSqK6UgEqNQEnP56142jDtM2JtILOoY0rR7A27vf0zjbvXx8HHnxu5HlJdLsXGxYMmxiZQUlTG/wwYsncxJjkqlWg6dhrVATV1C2wFN8L0eROibaHKSslA31EXXUJOtdxcS8iaaH/vvrE05jcmkrFSKZwsnNl2bTVZKHqvGHCE9Lh3LOob0mdKem4dekJuWj1f7uoyc15VZrVZiZmdCclwWJz5v5v6pN3Qc2oyo4ESi3kYT7hdNsx7ehL+LoU4jR2JDU8lJyEJXR4X+0zsR+ymR8HexGBppEhOSTPvhLWndpxEbxhykOKcYt+ZOTN0ynMM/XMG1oR352UVM3zyMoKehXNhwkz7TOtFmYDMAwt5EsaTbRq5lHEEQCVSVV6FjqE1leRWpMRk4fNMr/iXc2PMAWbWMgfN/mUzu/4LfzAgM+ZVGYM9/xggIgjAdmA08BzYrFIrE/00/f8aYwBZBELyodQclApP/0LP5huyUXJRVldE10ubkiss0792QGXvG/YzF8mtIEst6bOJ42DZu7H7Ii6sBrDg/k8y4DNLjMvB/FIZXaxdMrA15fPo1vlfecTBgHTeyjiAW17pmZNUyNA21sXY2Z+W5GRxZcZWa6hruHHlBx/4N2bXgPBnxWdh41OHu0efoGGgiEUHbfo3oPakdw7xX0rRTXVTVlREpSxgwpT2Bjz4jq5ExZllv7NytEAkK8jKLSAhLQVdfg8AHwWjqaWD6LbDdb0p7rJ1MiQlLRS6TM3vrMGzdrdg97xwCAmXFldg4mjB8SW+2TTtBVmo+1m4WaBloEfgwhPA3X7gYuxMjK0MSIlNJjstCTUsNeY2cBydfcfiHq7Tp05CWvbx5cPQZDTrVQ11LnStbbiHS0GDF2WlsGXsQ77bu+AxqSsbXDF5f9efy9vsUZhairKlOhH8MdVs4U5xfjq6RJnW71+Pt3eDvVMOuTRxQ1VChpKCMhu3cqNvEkfS4bPbNPYO0vIrS/BIm1l+MjrkBCw+Nx8vHnYcnfUmNyUAuiFBSVUHfXB+HBnZkJuawos9WPHzcadrZA7FY4POrCNoOacGzc69p3NULG1cL8tLyGTKvK9N91uJc35YFh8ZTlFOCsa0xq0fs4/nFt2y+u5CNYw4hVlGioryaJt29kUplWDqYkBqTwY99t9NzWmeK80qoqKxBWVXCp8efyEjKJT4yheSoFKRZeaRVVbFnxim0DLUpLy4n8Hkkr86+RKKqgrahNm56mhTml/Ho9EvEEhGv74Ww+9587h59zodnYXi2cKb3tE7cOf2GFzmF1G/jhu/VAEb/OAAvH3fSvqSBRJnk2GwenXmNqroyi24tIDctHwt7E9ZcnElk4FdKCsoA0NCurQA2dzBlgucCdr9Zg0crV7a/WMmm0ftZenYGOoa1qeuq6ir/1AAAGJrr/53O958Kv7GozP8Se4FsoCXQ4i8BemrDFQqFQuH5azr50xkBhULx98K/fzAKc4pZ0H4N3h09mb1/AjtfrUZWI2Pj2IOMWt4Xa5dawR8LR1MmbhyGho46fWZ2wcTWCDM7Y+YfmcT7x6Fc3f8Mp/o2jHCeg2drV+burw11vHsYwpHlV2k/qDFxoSmoq4kJ94umXlt3uo9uRU5GEU+vBrJv8WVkEglNO9Zj0KwutT5qOairKfPDgF3UVFaxZNcIokLTCPENx8nTikv7nhL/LhpnbzuiwtNZuGs4xQVlBL2I4u2Dz9i7W6JppAsKBQv2jeHJuTe0HdgUuVxBHWcz1DRVif6YQKh/DDXVMhzqWfLizifOf96AREXCxE3DiPL/gomdCZ1HtkLPUJuUuEyCX4ZzdfsdUmIzUTfQwcBcj6KcYiqKy7FxMaemRs7rG++pqZYRFRCLkaUBeia6SNRVSIpIQwEEPwtlmN0sinKK6THRh8zUAj49C0VRVYVULiYmLBV9Q3Wyk3Oxc7NETVOVCP8YPj4NZdmpqWQlZKOpr4nfnQ+UlVaRk5yDQ10LXl1/j7yqmhb9mhL8KpprO+5RWSFFXV0ZZVVlOoxshWszZ06vvkZRdhFdx7ThzqGnBD+PIDE0ESsnMwpzSygvKqdBp/p0Gd0W+3o2LOm+Bd9r7ynLLSHiXQyJYUk07OjJgaWXqJHWYF7HiHkd1qGupYq1qxVFRfk8vxyAqKoChZo61TVyLn7dQ9i7WOIjUimrqKGOixmCWMSNg09pP6gpgpIYkboqU7eO5Nbxl4hUlGnRrwnp8ZlECgLGVgZ0HduWqnIps33WYmCgjncrF4bO7YZEWYnB83tw6cAL+s7qxutr73h64S0VxeWoa6ogVpYQ9jaa1n0aoa6jwdl9L+g8sBEB9z4iV4C6liqt+/3EZ+bW+CdlN7cmDrg1cWCs1yIKc0pQ/aZHbGSpj4mNIWKlXw74/iO0HtD0//TM/i74450otr9FJ386I/BnRGVZJeZ2JoxaOfCnlYKArpE2yqrKlBaWER+aRGVZFa0HNEEQBMY6z8K7sxf9v3GgN+nsiYmNEc8uvmP0iv5cP/gMdZ3aPOrEyDT0DVT5+CyM8moFRvpqxATHU6+tO/M6rse1mRPOnlasODOVN/c/Y2Smi2sje25lHGL9mIPoGGnz9PYnzPU1eHz2DaFhGQye1IbzKy/j2KouVvVsyUrOQ0tXndMrr/LJ7wtFFXJsHY0pL6mgfhs3SovKCHr0mXO7HqMQRHQe3oLGHWpDMQqFglHeP9C8iyfm1g5EvY9j58zTBPt9wbGeFV9ehrHt2Y/8MGAHOsa6ZKbmo6Wngba6mPLSKmqqSqmulCISi0mITGPsj/05svgcqZEpCCIxsmo5mUm5DF/Wjys7HxD2NhpBpIRHKydKi8opKSonPiKVuPBUpm8fSeDTEPzvfkK5ooqpe8YS9CSUynIpYnEJvad0oOuYNiRFpqBjrE12aiFkFZMck4VYgH6zu4JIieb9vFl5eQ4B94NZOXAnggAikUBluZSULxn0mNiBtMQ8XBvaohAE9rxeTXV1DQs6rseuvi1vbwUil8v5+DSEaS1WUFZahaCkRKP2dUkMS6EotxjnRva8fRxGnykd+PIxgYSwJOzr10GkJKbfrC5o6qjx6nogIW+iyMoo4ktwAp/fxnB01XUs7IwJD0rAu60rvca1Yfv8C1RXy3F2MqKqQhdtPXVcmzjgd/czd16GYOBkhY2LOVkJObTs04iVg3YiURbj3aU+5zfdoloqo+uY1pRJFYxf2ZdrW29Tt6UzYxZ0xaOlC7rGOmybdZZjq66TFpfFkAU9aNrBHfM6RjTv4Y2RqQ6bRh9g7qEJCIKAg5cNb24E0rJPo5+94HMyi3Goa/19nYGZHtN2/GMes6DHITw9+5pl52b+xk/tfx5/dMWwQqFI+i36+X8j8CtgWseYTY+W/2ydWCxixo5RKBQKtow9wKcX4ZQXl7PxwTLcmzvTvE9jEsKSKSkoZUGHtYxdO5gJqwdg42KOgZkuHUf8JObx9NI7uo9the+tYCrLy9Gra8HNfY8ZOK8nB96t5eL2+wQ++MSijuswd7XE2NYUrxZOFOaV0n1cWyTKEgzM9NE21ubwqhuYmung3NCejlM6Y+dixqm1t7CwN6bb2LaMdJ2Hpp4Gi/eOYdXIg9RtWAfXhrb0GF17Ph1HtUHHQBOACzseYmiuS+teDZAoZET7R7Hg6BROrb/FZ78vyOUKCrKKGLSkH+XlUtR01GnWowGauhokRqYydmV/JjRZgXkdY/RMdNHSVuX5tfe8uveZmtJyRNraeDay4cunZETKEu4ff077QU15cPw5VVI5xUUVdBrWnDpuVti5WzGv83q+hKagrCQChYLSwnLM7UxQUlaiWTt3nBvYYmZrTHp8FqsG7MSthTPeXeqTlZxPfFgyVvZGBD4IRqyqjEcr19rrqKyESEmMnpEWdp5WxIWmEvM5kcAnISgpiYgIiMHMzphHx9fRa3IHvFq5EOQbhYmlAQq5DCMrIxIiUijMLmbH8xWIxSKadPbk9onXhLyLo6KghAdn36CmrkqDzl6UFJQRH5nGs8vvKC2qoFnXejh723Fi3Q3cG9lxaft98tPzKc4vw97ZhMbt3ZnU5AcUKioEPgvH0kKbhKgs3j6Loqq8ivKSchyaOrPl7kLmdNmChrYqq8cdQSwRI5LLeH45gBmbh7Jn0QWqxWJUtDXoOKAx8bHZRIWk0mFQY9oPrQ3kLjs8jrjpHdDUUWNRjy2UlErJTsnD1s6ACqkGQ5f34+l5P0QiEXrG2uyaehSH+nWw+Kv6mH2+KzD9Rq/yNSSJnNRcmnb/iVblr5GXUUBxXglO3na/zYP6e+OPrxMo+ZuzUFCbWekLLFYoFHm/pp//NwL/BDmpeRhZGlBRVsnrqwF0Gt2Gv/K7AbXVkG/vfKT/7G6M+KHf9wDx3IMT2TvjOAoFDF3cB6cGduib6vLuwSek76pp81fT6gEzOtO0iwfmtqYUZhXgdz0AJUltPwamujTu4kVCZCrRQV+ZvG0k0vIqBphORNXWmnGLu+PkacXTo48YvKQvLnUt6DfJh5zUfJ5ceo88vwAlPR3qNq/VMxg4tzsxoSlc2HiL8rRMVFs58PpuMPom2uyYe54eo1rw4sYHeo5pzdOr73F0M8P3agAGFnpkxGWipq6MWCGjurIKXX0NchIy8X8cSvjrSIpzigl+GUl6fDaqGioIwMWIrUQHxXFjzyM++cciVFUhE0QglyNSyOk8th3Z2XfR1Fbla2gS756EsfXpD9w7+YrnlwK4sOEW9g3smb5tONr6mnx4Hk6zDm54+bhRt4UrNm4WaOmqE/wsjLb9m3Bw8QViPyfSaawPbk0duXHgKe0GNkWMgg+PP2PtZommuhI10mrOrrvOm9sfuBi/hxDfSEqLyinIKaWkoIz9887RZUxrPjwOoUknD5p09EBaUcWtfQ+R6Gihoa2OkkREclwWYjVVBFFtDr6Nkyk9JrTj7snXVFdWYeNiiYm9CUHPIqgsl5Ial0llcQWmlvp8jImgXf/GbJ1xChMrQ2xcLfC98YFlxyeSFJ1Jz3Ft+PIhnprySgbM6ExBZhHqOmq06N+c909CWbB3JGlfsxg6rxvx4SmkhSeia6zN+7hMKC7BuYkDFnYmdBnThrCAWAJexdBjjBttezWgKKuQYyuuMnJ5XwByMwp4csEfE0s9Lm2/T2Z8FnpGWqRFJGFmosmnl1H43/9Mp8FN6TKqNaoaKtzM+bnGiUKhoI7rT1rooa8jiXof+90IVFVI2TPrJGNWDcTIQp8XF/14fTWAve/WI5fL+RL4Fdemjr/tQ/wfxJ9gJqD1t+u+KYuNAQ5RqzD2L/Gn4w76s6A4v5QRttOJeh9LWmwmp368TFRALANMJlCUW/y9nURZiek7RyNRFiOrrmFwnRmE+39B20CL5RfnoK2vSYMOHjw88QJZjYys5DwyEnIAqCyX8vzqe94/DeXRubc07VQXTW016rZ2J68CctJqa+T87nwgPSadmTtG4t7MCfcWzvxwaQ7br82gdY96TPJaQFapAgsnc0Ys7EFlRTWRgXGYW+sj0lBj9s4RZKYVsmPeeXwGNaNGJqeguIr2w1oxc+dotlybjVtDOxr7uHJp6z1y0gsIC4ilbmM7Ah+HEvUhgW5j2yIXKyFRqf29Xm3dKCosx6GxE4ZmuuRmF6GsoUZmaj7V1TJUVZQwq2NEbEgyl3Y+JPFrDjO3DGPX6zVYOpri2d4DQ0t9tPQ18GzhzNeINFwa2qGmpcrXiFSGzu+BlroIaxcLdI11uLb3MTkJWZia62LhbEFkUAIJEakUZBVhbGNEx+G1o9mivFLyMoswtTWmTb/GCNVSxIICKycTNPQ0yM0qpjC3jCfn3vLqRiDpCTkMsZrKu3sfqCitYL/fGgxNdTGx1kfbUBtzR3OOLLvMR98IIgPjWXxhLiraGjg2tEMhB21dDToMbc6o1QNJT8zl/b2P7Jh8hNLiClRVVfBo7YpHMyf2PVtKh0FNaNq5HiJlJZwa2uLSyJ5LO+6TmZJLXlo+L68HkZdTQrOu9XGtb835ddcJD4rHZ2QbJqzsz4fn4by4/gGPxrbkp2QzqcVq0iOSaNbFkyV9diAWC8zZN45eo5qjYqiHqo421bLaN5WpvSkeTR3QMdRkXp8dHF93i2lbh2Fors/bhyHcPvEa//ufOLbqJt3HtmXMykEUl8tQUVZi1MoBTF43iLLCMm4dfMrFzbc4u+YaK/tt5/HpV+Sm5TGjxQrGeiz42TPUd2ZXlp2b9bN1cpmCv2QkDpzXk11v1lBVIeWzbwRz266kIKvwe1uZTP7nDQ4rqBWV+TXL73laCkWBQqHYCdj/y8bf8P8zgX8AbX1NDn/eio2bJSUFZex9tx5tA02m7hiNtsHPDbCpjSE39zxgyOLejFszkJfX3vPo9GsSPn1l0MLe2HnacP/EK+K/ZLLi9DTe3AriyLKLtB/WkuNrbrDq7DSMLPTYOPoAscEJLDw+Gb/7nziw6Bwrz8+kSTs3pAUlBD38REVROa/vBJOVkk/Dti50GNocFR1NVLRVKcgrZfPMs4ik1ZjYGKCspoJbC1cqK2s4vv4WBoZanFx1DQ0tNbLSCtj/bBlF+aWkhiYjUVZi0YGxVElr8H8STs8xrVk1aBeuLVzJT67VPG43uBl+90PoPs6H4LexWDubkxOfhWFzZ+q2rUukf62WQOs+DQl69JmvoUmoaapQXFCGsqoE92aOmNcxYtbOkSzptQ15dQ3X9zymzYDGhAXEUFhYSV5SNtd3P+TBsRcU5ZbQpJcZr68HUq+lMxM3D+fwskscWXyRgfO6cXX7Pew8bbi06wETVvXnxdUAXp57xZClfTiz+irxoUm0H96qVuCnUz1MHcyJDU5ASUWCgbkulo5mZJ59g6GFPuHvYlHX1eTo0ovEhSUzeF4PHp59g46eBhVlVdw/+Rp7Dyty0vKQlpYT5h+Dlb0J9Vo6Y2pjhIqaMufCtyKXy7m44QZOLVzJ+ppFXm4J57fe5cquB4hFAs4N7dDW0+ThyVdsuDmfiU1WYOlgyqevkWQl52JmpY9EWYmi/FKqa2SoIOB7/g0RHxLQMtBCXVmEqa0x49cPJTY4AW09ddITchBUVWjWzQuXxg407uKFV1sPSgrLsLAzAWDkwh4AbJx5BgUCDu4WHFt5lTuHn+PcyI70hFyqyqswttSjx4R2CCIBS0dj3lx7j1wmp46rOV1Ht6b72DaMcZ+Pd3t3TG2N2Db+II7e9rTu3xgdo18mrsxOyWVSo2WMXN4PIyt9PvtGftc2FiuJObv2OqFvorGta8Wjk74MXVI7O9k15Qg10hoWn57xn3rM/9f4i9D8nxGCIEj4N97t/28E/gn+UhF8bu010uIyWX93Ce2Ht/q7dvXaunPo42Y2jtxDYkQaGoY6WDuakBafg71XHSwdzRi3bjBPzr7h6Xk/jCwNMLTQx76uFRfCNgOQnpBNxLtY9Iw0uXPwKY071EVDR53gF+E06OCBjokuS3tt5f2jUNybOaKmBCkphTy8GIB3Bw9CPiRTUV6Ni7ctdb1teHLeHyUlMe36NkRZTRmxSISmtho5afmUlUvpMrQZcrmcVWOOEP0xHl1Dbc4Fr6OisIxuw5tRkl+KpYMp6uoSovIq2bPgHJZOFng0c2DHlKPEfEpCTV2Ca3NHBIUc30vvGDCrM616emNuZ8z5DTd5ePIlhbklpCXkoJArmNh8JbseLaa8uAIlVQmODW0pKyhh79xzKEnEtO7dgJkvf+DMxttc33kfNX1tIoMSqKqqQVlZzOkNtykurkShgMdn36JAoKZKirGFHkGPQwh+EoKWqS6psZm4N3Wk2zgflvfeir6RJu8fhdJxbDu0jbQoLSxHVVOVp+f8GLGoB/63g3Bt4cqtg0+YsGYQNzMO8+ziW3IzChk4pxve7dzZv/A8EW+/0HuiD/HRmQya1RkrRzMOLb+Mnac17QfWKmF9eB7B42sfeH73EzWVUpy8HVBSkVBeXI60rIrYoDiadPJAWqNgeodNKGuooqIsRlBRxsDSgIY+bsSGJLF12kkU5RUYudsyeu1gzq+6gpqhLs2GNiP1axarRh1CXilFRUVMo871UNTUEPs5CW392nhOix4/Vfsu6bsDFAqmrB/M0r21dDOLO69DIa1Gz1wPCxtDQt58wczehCYdf6okFxQKctLyGee1hIHzujN+Va0WhoamCqpqKkzZNhIja0MCHwQzZFHv78eLD0tG31QX3W9GwcBcnyELenJl+z2GLOpJVEAMIS/D8WjpQpexPgyc34NuE9rXSk4a/2RIhizug0L+x+dh/kP88TGBX6KR1gMGA9d+bT//bwR+BcatH0r1N3pcgNjgBPzvBjFgTnc0dH6ilx62tB/SqmqMrAwozivls98XVvTewpqbC7F1tSDqfRyJ4clciNuNVxvX7/tVVUhR01Sly/h2VJdV0KhzPf6HvbOOiiPp+vDTDO7uFixYhEAS4u7u7u7u7u7uIe4JcXcnhEAgQnCX4K79/TEsG1az++2+2c3ynNOHobq6p2qmp29X1b2/69qsMiNrzuXEsrPM8hhD7Q7V6TGtPbkZ2SREJfPmzlvcrA3oN70txpbSgKfc7DyC34Th1tiZipXNcXK3RUtfnWObb+DsbsOoxV0QBIH4iCQi3kfSUWsQTQc3Jjkygaa9a5OVmk24Xxjed95yRSKLrKoSyclZmJhp0mtSKxKikpGVkeHmoYdsuL+AR57enN9zDzE3Fzl5Cee33uBzTAoNOlanWE6O++e80DPSoE5bV/yeBaKjp8aBBWeZvG0go1f0pHJtO8Y3WIRRBT00tZVIiEnl+Lor9JrSBsca1kgkMhTkFbBmxD7yRIHYyGTMbPSJCUlAkJVgX9OWZ5dfo6amiPettyBCeko2T676oqGtwopBOzGpoEdMSAJthzdl2OKuLOixiWC/CIqLRRp1dCU9KYMKVSxBRoK+uR6tBzdCIpFBQVEOGRkZTmy4ynuvYCZvHcjmSUdYP/Yg8qpKeN0J4MDicxQVFnH31DPqd3Dl1rEnFBUWY+9agQ9eIRQVimSl59BhcAPqtqvGxKbLSPucQUGhSOexLfHvu4WY4HiKcvMxqqDH57g05ORluXvmBasvTuH+6edcO+VFbnY+tq7W2FS3ZuCCrqwd70GbfnUwtzFAQUmOK4efUlwkkpf1Y46R1M8ZJEYnc2nbdQIe+iNKZFnaZxNdxrei1eDGuHeuRXJWMYuOjEFJRYFe09pRVFhESEB06Tm0jbRITsxg0vYh1C4xKtf236P3rI4cWnyWiPfR6BprU61JWXf0DaP2UbdjdXpMlY4+UuJSKSoo4kToFgRB4N6Jp7y5709WmjRHgYq6cmnS+y/5JTXRfxLCtw+0/WkknQgkAZtEUbzytScpNwJfgaKyAorKCqX/pySkcn3fXdIT0xm9cRAyEhkEQcDC8UeVUU1dddoNasCxFefRNtRERUOZ9bfmYGZnVCbUHmBs7bm0Hd6U/rM7MqnpUmKiUtg8/gCzDo1Fz0yb20eeoPEskAYdXfF/EkhFVyv8H7xj0o7B6BpqA1LtovtnXnDjyCNUtVSo1bIqw2ovoMOIJvh5hVKziVPporaBuQ5a+moMXtmXXcsvY2SszrMbb2nctQYzDo4hOyOH/csvEhuaQEZGIcbG6jw595LH555jXb8yQ9cNREZOlpYD6nN5713ylRTRNdUiISyRe2e8eHDmBcU5eVjVtKbfjPakpuTwwTuEpNg0EqOTObTCk4AngQT6RaKko0FqUiZdx7Xk3pnnvLr+Br87b1l9cw6CIDCp6WIK8gtJjUul/YC6eN99h00VSxp3q8mOKYdQUFWkMLcAHUMN2gxvyqOL3ugZaSCRkSE3K5dPr0MpQsDR3YYelmMZv2UQDTpXx6GGDZ+jkzi06AzFMhI+vHnF0tMTyUrPYUCl6XQY0YTiomLSEtII9ovAY+kFkhIzQFaW/LwCXl/zpkhGQjESvO+958lFbxIikjCxMWDZmYkcXHASP+8I5BVkObTkHPbVKlBcWERBkUiQfyQbphxBUJBnjsdoiguL8Xv2iRb96zKpzVpUlWRJCIrh8aXXONRx4PqxZ+iZaiNRkOfKoUe06V8PBWV57KpYkBiVxIZhO2nYtSZjNg+ms8koZh0cRZBfJLdPPGPows7cPvcKFXUl8mUVeHLrHc0HNOTMpmto6qiSnZaNUolP/5yO6/B9GsiGGzOJDY7H514ArQfWx3PLVVwbOzLGfS4m1gY06VUHGTkJk5ssxsBSn+3Plpa5ntfemoOcwo/XeEpCOm/uv6PnNOk9q1HP2jTqWbtMBrd/Hf8AFdG/Skq6fGH4T1CjpQs7X69m8PLezO24lkNLzgGwot8Wdk07TFJsCqfXX0JdR5WWAxtw0+M+ALYuliiqKLBv1lGOrzgPSG/emnrqWDqaIqcgS90O1Xlzxx8FJXmSYlPYNukwN488IiM5k6jAOJ5d9UFLX43kuBSG1ZiPz4P3AHx6E87mGSdo2NaF9/f9uXzoERJlRXRNNIn7GEVuahaLh0ujewHkFeXpOKoZO+/Mwq6KBbHhSRxZf52lw/eydtIR1nlORpCVRV4G8ooEHl/1RdHUgKTYFNKS0pnYchXzem6lZlNnTCz1UNNRpyAtHWtHI4qLizGzM6JSPUeWD96JgoIMPSe1YsC8DsgpKXLz6FOGLOnG3eNP+ByTzJCFXWjSw5167aVTSUY2BnSuMJ4Lu+8Q/DEBGUFEQUkedW1VUqMSGDKvI861bFHSVEFFR53CYkhJzKSgoBAKi3h55Q0fX4WSEJmMvrURcw6NpmYrF3Iyc1neZzNrRu5FWU2JO8ceo6yuhERelsKcPPbNOUZhfiFj1vah94z2VKlljZNbBQryCrh19DGNO7pSt50LEzf2Q89EG7uqFuibaCLk5rJpogdJCek071uPpJgUXlz1oVn3Giw8PIbeM9uzddoxWgxuRMdRzUhPyyHQNwJEOLDsAjePPUFNQ4lJ7Tcya+cQGvWsg6WrDRI1VUI+JbDi5Fja9K9LYUExj6/6Ev4pjkWD97JrxlE09TW4lObBhO3DuH7sGVkZuQT6RpKakEpGaia+Tz7Rd3ZHmveug7ychKr1HehuN5nUhDTC3kezZ+5JRteez7E1lzCzM2TeoVG8uOzNvZNP8H3wHjtXqdttYX4R8mrKuDSrTNO+9ZCTyODWrBJbHi8mMSqZxJLrCkBBSR4ZGemtJcgnlKmNFzL/xHhS4tNorzGA9y8/8eZeAEOcJ5MU+8t5uv8NCOLXbX9rGwShlSAIDwVB+FyyPfijibjKRwJ/kIL8Qh6de0H9LjWRlZNlyNIepQvFtdu78eiCF2/uBXBu8zXqtHfDqXZFlNWkgliXdt3G0d0Wpzr2RAbG0MN0BEdDt1HRzQo9Ux3e3PNHTk5A01CL1JQc1o7Yh1N1S5aen4qxlVQOoVYbFxIiP4Mgw9CFXXFwk/pYm1gbUKWmNX5eoRiaaGBhqU2Fcc35HJFEQmAUx1d5Uq1NNWKDpW6eg90XYlXJlMYdXZm2YzAF+YU8vujNvZNPkQgCaprKzN07hPzMXC7uu4+OmS75xZCdkYfP/XfYVrVAQVGOt14hZOYU4misxcYnS3nnFUrK50y2Pl7M3oVnycgp4pLHE+QU5Ih4H4VEToJrYyeuH3qEjr46eTl5vLkXwMn1V4kPT6TnlDYMmt8Fp4P32T7rJA07uZH+OZ1Xd98hIyeLbV0nfO6/4/y+hwxd3IPiwmLePg3k0dmnHF9zBcfqVtTr7s6jc14QU4CmuR47ph8lfXoGfed24tiqi7Qc0IAz6y/z7kWwVA5YXg5VLRUUFGWZ2GA+w9f0JyM5i8iwJNyaONFhdHP2zjmBTWVzHl7wYu/iC+SmZxIdmYq2iTZK+looqcrTZnBDRFHk4v4HpOWIPL/uj6mtMRf3P8S2kin12rliUdGIsE/xFMvEM2pFd/zuv8Nz2w2WnZ2Ea7PKnNhwVaqzpKdGnfaufPCJYOf8s/jd9kVOW5NhCzrx7IYfGSmZRAbGsmnMPlIS0/F7G4eGlhJj1ven/dBG5GTm0m1iazLTcpjaeSN9xjdnzt5hfHwThgDMPzKGiq5WHFnhibyyPPdPP0cGkaa961J7UQ8Adkw/irKqEsH+kRxd6cmOJ4tKhRL3+K4pHdHumXuSIN8wbJ1NGbCwW2lejUDvEK7uv8vUvaNQ0VBmbvvVDFzck3Obr1OYX4RH4GZ0jLT+R7/cv55vLRshCMIwpLI605HK7gO4ASsFQTAVRXH315ynfCTwB4l4F8WqgdvxWChdd7Gpaom+mQ6ffELRNtJCWU2JJr3rcjxsO+1GteDWiWe4NJXOmQY8CyQ+PBF1PXV0THQYu3kwsnKyDF3eG2NrAwK9Qziz/jKdRzWhfld3tC31WXpxRqkB+AF9M12OB2+mzeCGKKoo8O7FJ46u9GTFhSnM2jOMqg2dyMst4M65V2gaaePQzJXK9SpiZanF1rF7UdNSod/0thiY6uCx7AJjmq9k+4xjeG6/hb6RJhI5WXyfBPLowitWDd1FQngi/We256jPMtr3q0Po+xg++UczcnkP8gUJcoryBDwMYEbrlXQc0YSjAWtQVJbn7eMPqGkoUZSTS7exTUgIjadlL3f0THUwsTZg+NLuWFW1xKCCPhb2xiirK/LgnBcAtVq7UJydy2PPV/g+DoSiYmJDE3lz/z3X9t9j+o7BHF1xgWeeLzA0VGXwwm7UbVuNuIjPaOlrIq8sD/JyqKgokp2Rw9EVF6TSyTpqPPN8yZUD9wgPjMPY3oQ5B0chr6KIjrkB6bnFrJ9wiPM7byKRk+XuWS+WDttLalwq718GMmBOR7JTMlCQlaCgICE7JRMzWyOKCmFyq1Uc33iNZj3dqVrPjvTkDGQlMmjpqxH+PppP3sF0txxLYnQKjdpVYff0Y3gefMyokojaSu42tB/aiIKCIoL9o1FRkNBrbBOc3W0wdjSnqKgIRWV5rBxNmb9vGDMOjMahth29pren7+QW5KTnEheTCoCSqiJpCems7r+VxQeH47HCk7zcfGo0cUZXWwkrZzM09aR5BFZ4TsXa2Yy2w5pQ0e3HwK1Rq/uQEJNKYnIuz6/58PFVSOm+L6c0By/uilEFPURRJDUxg7ePPwAgCAJy8nLU61ITGRkZ6nWpiVVlcx6cesbARV1LdZ7+tfxF6SUFQTATBOGeIAjvBEEIEARhQkm5tiAItwRB+FTy96cWcxLQXBTFu6Ioppdsd4FWJfu+in+ciuif4X+tIhoZGIOWvgaqmj8uCo9xn0PjXnXoMuHHkdjnmGQu7LhFr+ntUflCaO7c1ut88gljxr6RpWWbx+3H2NqA1w8+kJyYjpG5Ls3718fS3piDyy8Q9uoTHca0pPWQxmXaMrbeAvTNdTEw16X3jPaoaapw2eMhPg8+MG//cOKjk1k+ygOyMuk6oTWrRuylzYD69JnRnltnvGjXvy7jmi4lIiAKD99V5GblMrzhMnTNdMnPzac4v5DmnVzQtTIiKSKRB56vcK5uRf1utZGTlzC/9zaUNFXIzshh8aFRbBqzj9YD6+N1zYf3byKRU5RHVlYGQ2tDek9pzef4NNoObEBeTgHzO6/l/dtoEMHQUpe44Hhqt3VhzsFRhPqFk56cycNLPkQFxvD+RTA1W7sgJy9BUVWJSZv6M73dGqI+RJIS9RlNI22qNHYmPSWH4IAoLOyM+OQThpKyHG2GNiY+NIG7p54jq6RAQVYORbl5FMvK4drYiQZdarJn7knaDmmEgqoiPvff8+5FEFVq2VAkgu/jQCq72+D/6B3zjo7jc2wyBxecodPENrzzCkFJXYmuo5sR5BvO/qUXUNVUJjHiMyY2huSmZdFxdDN0DDTJzSskKy2bU9tusenqdBSU5Lhx9Alh/pHMPjiKMc1XMWhWO9waSTN+rRy0g2cPA1HX1eDwi4V8eB3GtM4bGLWkG/omWqyfdISM+BSs7Y1o0KUGXk+C0dFT5ePTD/SY2g6bquac23yD6x4PMDLXoVn/+lSsacfcTmvRMtLm2Id1CILAwRWe+D8PIiU2lRFLu6NtoM6C7hvZcHsOA5yn4da8ChEfoikUZTjqv+o3fxuXdt3i+oH7bHu+7FfrRAfFfdNF379CRVRFx0x0bvN199mXh6f85vsJgmCENG/Ka0EQ1ABvoCPSoK9kURRXCoIwE9ASRXHGF8e9F0XR4VfO+av7fkr5SOBPoKqhzIlVFygs+DER/Yb7C+g8vlWZerrG2ujoqzOp3vwy5c371uPuofsEPP1ITHAcoW8jsHQyxdLJjB5T2tJvVkcyU7PQ1FYl2C+CwvxCBEHg0+tgstKlHhUfvYIAMDDVxt7NisY9a9PDdjKpnzNoO6A+rfrXY1zbddJzPPBj0LzOVG9WifVXpxP+IZbBbnO5cfIZGWlZzDswkrYjmtK/+lwOLT6Do6sFaupKZMWlgAAf30Rw+/RLbh57Qm56Do8uv2HLzJOEfogBGYFazZ2RFUWqNXBgxt4RXN59GwVlBbbcm4eDWwUqN3Cgx8RWHFpzhX2LLzCl/Xqmd1yPS/MqmNnoAyKpyVlIlBV4cfUNr+/6s3v6EfwevCPlcwZZ6blUrleRF5dfkZGeS25uPgBpyVnkFQmM3DSEUesH8ODCa4ys9MnLKSDwdQidRjdlxYWpXD/6hOc3/anWpBIGhmoUFxRSv6s7ElkJ0SGJXDv4gKzUbK57POLI6isUFBTTYXADKCpi+blJCIKIoroyLi1d2Db3DDHhKVRpWhnPfQ9QUlOkcafqmNsbc3TlRTqNaEx6SjaGVgYsOzWBYgVFDK0MadyjFie33cbc3oTTH9aiqqXC7B5bOLr6MjGhCWydfBiXOjbsnX0Cv6efAJh5YBST1vVl/fkJADy77I1sYQG7p3gQHRhL/fbVKJCVI+JdBLqm2iw/MZb+s9rTalBDVg/bxZlN1+k5owM9p3eg5dAm1Ovijr6JFnu8VzBieQ9C30WzqOdGNNUVmLN3GA07uXJ6/SVMbQwZOL8L6SlZLLswBS0jTSo3cGTk8u6/+9toN6IZW54u+c06/3Svn6/mLxoJiKIYK4ri65LXGcB7pJnBOgAeJdU8kBqGL0kXBKHKT89XUpbxtd0oXxP4E2Sn5/DJJ4zCgqLSYfFPE9EHvg7B3N6EJn3qlWazAvB9EIDP7bfsebsOs4rGbJ/kQXJsCp9jUnBtVpn+86W+2HXauHBy3WUubL9J6yGNmbFzCH2txtKkdz10TbQZV2su+wLWM++49AZRXFzMkpPjePfsI7XbuWFpb4SOphIvrvvSZmhjHGvZ0d1xOvXbV6P9sEbEhiZw7eADBrrNpbAYrCqZI1FS5HN0MrW61OLGsacYW+pgYGdK9UaO5OXk0X7oZLqYjKJIQZHM9GxePwpERl6ep1d9GbG0GzFBcSipKLDLexUHV13GzyuUnEKI+xRPzpHH5Gbl4d6iMl53/CnIzScsIBIFBVlGLe/OB59w8rLzGb6kGx5LzpFVBFmF4Pf0E/rGmvi9CEFQUsLnwXv6lAQ+6RtpQFEhWnrq+D0JREZGhk+vQrBxMMLY1pDj669SkF+EbRULnl97g/ctXzqMaIKFsznyKorIysDnuDSS41KQyMuSl5dPky5u1GhZlTptqrJmzEHevwpl1t4RfPKL4MbRJ4iCwPNbb7GraoFEXkJCdAqrh+5CXVuF1KhEmvVwp92QRiwdvIsh1efQvF9dUj+nM7fPNg4+X4ggCORk5nL/7AuyMvPoN7sDsnISLO2NeXLNl8ycAmZ228Tex/P54BOOhZ0ResbSWYDL++7h2tgZ5xpW+D75SP/ZHXnzPBhtNTncmlUhPSWL/YvP8+zya4av6M2l3bcZ12QZ5tZ6KKsooKWvwbqhO2kysBGfEzLoPrYZL274EuQbTscxLWnczR0lRTnkFGS5c86LNxMOYVJBDysHE5SUZIkJjmeo2xw23JqNmtaPo+C3jz+gY6yFcUlg2g+Lwr9GbnZeGW+7fyN/MFhMVxCEL6cqdv/afH1JIi0X4AVg8ENuFSAOMPhJ9SnARUEQDiAdPYB0TWAA0PdrG1c+EvgTmNgaser6nN+8kGe2XM6D089R11bFxuVHxdeigiLyc/MxtzdBEARGbxjA7GMTWHpxOj1ndODOqeesHLYHgFptqzHzwCj6ze5IRmo2+fKKqOqokxiVhLyyAm+fBJaeV0ZGhucXX7GwyzoiPkTz6LIPWRk5pCSk8fbJRzJTs8mNS+Lh2RcYWerSZWwLNEz0qFjTjuK0DKysdWnQujKaJnpYVzIjJiyRjNRsaRIcY00QQVZWBgd3Wyo4mtB5RBPsq1ogryBLneaVuLDnHrvmnmBJv610MxmBuoYiDtUsiQmOp1k3d/yfB1FYWIRbYwfa9K+HrrE2yMvRrIc7p1d5oqmjxnyPUTy6/IZPXkFEBkSR+jmDlv3qUrWhI07utlg4mICMDFHB8ZzbfovwjzGE+UVw++RTlFQU0bfQpcv4FoR+jKNYFKjT1oVbx5/y4uZbxMJixmzsz5AlPXh+y5+3jz/ScVwrHN1tUdXTxKGmDUhkuHPqBS+uviE3Ox81LRXunnrOsXVXuHH0KenxqdhWNiO/sJiXt/2RV5Cj/eCGHP24ARVNFbTM9VHVUsX3caD0ISEji+seD9k94yiv7gTwyS8SgIiPMRxbfoGpm/qhpq7I06tvSE/JorhQmj+gRiMH3r0KZdvs0/g8+kBP6/H4P/nAmbAtzD44krYjm6GqqUJSfBpGxhp8TsgkzD+Sno7TQU6WOQdH4dLQkeb96qOmp0GtjjWIS8qleb96GNoacffoI2QponrTSsw5PJZRa6UBZCY2hnSd1AYZiQxONW2YvmMQFta6NOpWA7+H70iJSSIrJZOowFi+5PiaSzz2/Prp2AF247l38ulX1/+nIhSLX7UBn0VRdPti+zUDoAqcBSaKopj+5T5ROm8v/qTsMVAT6X18YMkmA7iX7PsqykcCfxNGFfRIiEjE9+F7zm+9zsJT0vnDak0rU63pj8E1giAgkQioaUkjPQty8shNzaSX9XjGbuhPnfZu3D/9nDf3A+g7rS3+DwLwWHgKHUsDNo/fj999f2YekobVN+pZG+9bvuiaaGNqZYC6rjr7l19k8Kx2aOqpUadTDR6fe8Hktms4E7SR2MgkBs1sR5uurkSHJ3Ht8EP0DDVZPmI/6kY6KCnLc3DlJQ69WFTa3pWeUxlScx7V6tmhoq5EYoTUo2fNWA/UDbTRSMyAgkK6jmmOqoYyx/xWAqCqqYxjdSvm99mOtr46S4+P4+L+e2gZarLy+mzUtFVZO3o/UWFJGDmYUqtLLU5tuU6tho5k5RUS4BWCnKIcEomAa0MHtk47TmFRMZqmeri3csHOxRItQ03Ob7uJiqYKAS+C+JyQTu8JLfBYcRGJgiw6Rlr4PQlEQUGO+JhU/B8GEPQxnoLcAoYt6Mza0QeQkRG4ffYlz275s/jYGLyuv6F1vzq8evSJ1MR03JtXwtAoghunXmJew5pmPWtxcMEprBxNUDXURk1ThYad3NA31WJapw3IFRbi1tSJ9iObY1fFHICKrlZM3T+ahYN2kxURh0M9R977RCArKyEmJAF9LUVeer7EydkQv2dBFMrKoWuijSAIzOggnccvzMtndqf1jF7TBzk5CQfXXEGmII+n51+iKAPeN31pPbIFkzf0wczWCFNrQwRBwL21C59eh5IYnYooiri3rMqZDZdJcrEkJjSBZ1d9qNWqKv2mS336g7yCkVeUp+uktgS/jWT0un7ommjz8LwX9TtVp6iwiAoOJjTp8WNO7d9j4ZmpWDqb/X7FfzJ/cZxAidTDWeCoKIrnSorjf8i0WLJukPCzZohiHDD/i/PoIg0Y+2rKRwJ/ETlZuQyrOpVgX6nE9xLPGXSb0o6czFyeXfFh7Qjp031KQhr75x7/VWEsAzMdjK31ad6/PpvGexAbmoC6jio2VS05vOICMRGf2fhoCbP2DqM4NxctQw0AkuPTmNp2LRXrV2LzlKO4NXJgzPLujFvdi8ObbnHnjBcdx7SgUZ96GFkZkpuZS5/xzXl1w5dGPWpz/+RTrJ1MmX94NFbWOiw7OBRLe2PaDajH6Y1XmNFmJcNdZxH2IRZVXQ3md15PBQcTpm0fjCAIpCZnoaatQsfxrVh/bwG7ZxxlWNXp+D16j6KKAp1HNGFB/11UrFaB8I+xzO29ldcP3hEfnsiGiUdYNnQPd857o6Isy6s771DXUMDCyoBnl18xfk1vlGQF5MUiCvMKOLLiIg06udF/ZjvmHBhOjWaVSE5IJ+RdNPU618DSwZjGXWuw9sJkmveqTaMu1TG3MyY3qwDbqhaMX98PFTlIjU+ldd969J7Uigadq1OzuTM2Vc2RV1akWBRZNXA7/k8DUdNWZcb2gay9MJnHl9/wzjuMNZ6T6TyiMVParUVRXRmnOhUJeR/D1M6bADCuoI+xhR4CUKtDddZOOUZRYRGHFp9my8wT7Jx/hqK8Aur3qIOKtjqXPB5hZKoNshJEJUXGbBxAbnoW+Xn5ZKblcP3oEwBiwj9jWEGP2I+RqCrKULWuPRPW9UVOToK+hT55hSI1WlVl88MFHNl4nYeXfdHUVaNWi0qc33KNgqwc1t+eS7sRTZnWcT05mbncO/GU+b23cmjVJR55evPw3Aviw6Uih+7t3FjYbT3nNl3BxNYIiawM772CObHuMiAVeQsNiOTy3js8v/K69Dp+//wT4e+ifvEad3C3RUn1780j/L9AKP667XfPI43i3Ae8F0Vx/Re7LiKd2qHkr+dPjnMXBOG+IAjnBEFwEQTBH/BHajxafm0/vokREAShW4krVLEgCG4/2TdLEIQgQRA+CoLQ4lu078+goCRP6yFN0DfXAUDbUBNFZQXcW7sw//h4qtRzIOBZIC8ue/Pqph/5eQVc3nWLk6t//F5zs/OICIzFva0r3Se1YfbBUSzrtZF3Tz/SdlgT+k1tQ8TbCCY1WoSyhjKbny6j79wunN1wGQ1dVVZfmoYMIg/PPCc2LBFFFQX0jDXIT89CViKQEp+GopICCSFxXDlwH3tXS6rUk65XLDo5gWk7hqJtqMXqKzPJySlAkJVBTlGWQ+uuk/w5k+yMbKY0XUJKbDJ95nQqTRyiqKwAEhkyYpJ4dPIpFw8+JC4yCasadlQoeeLLzc7Dtqo5o5d3Y9W5iSTFJhMfHE+oTygmdkY07laTTiMa4/MsBEVVRe4ee4qKmgLOdex4ccUbu+rW9J3ZEUSRz4np5GbkcGTZeTT11BlYfS46BuoU5hdydN1V5OUk5OUXMrHVKgJ9whi/ri8RfmGsHrWPp9d8qdfBFX1LA/JECZ9jkgjzjyAhPBGvaz7UalmFovwC7KqYExsci/+LYLzuvGPP7BPIK8qx5PhYKCwkMzWbOd03o6KpgrGdMSd33cfUWh8HV0sANHXV2PNkAfLa6rx/FUrTbjXwf/aJ05uuExUQgZmNHlXr2JGdlc/rO2+Ry89l35JzyMoIvH3yCQ1ddVbfnEfd5s6Y2RtLcyJ3WU+XCa1xa16Z5AJZJJoafPINo5vFWIYu6MTu50vYeX8uy0YeYHSDJVSuasropV1Lry87VyvePvnI0eXnqdWyCn2mtuH1vXf0X9KT0PfRtOxXD11dZW4decSinhtJiktl1ZCdaOpromOsRV5uARI5WSrXqUiIbzgeS86ypMdGpu4Zgd+Dd0QFxrKs31Y+eAVxfus17hx79D/45X1D/qKFYaAO0A9oLAjCm5KtNbASaCYIwiegacn/X7IVWA4cB+4CQ0VRNATqAyu+thvfajrIH+gM7PqyUBAER6An4AQYA7cFQbATRfEfqif7IzIyMnQc25JP3iGouamW2VenvRuHlpzl2SVvtPTVsKpkzoyWy+k2sTXRwXFMb7WCcZsGsGXsPoLeRlGpngOLTk2kakNHll+dXfrU1HViGzqMacHaYbtRUVPGwFyPUXUWUJSVTcvBjXCuZcuDC6/QsTLi/K67vLwTQOKHcIpl5Xn/OgxJUSG5GVlkxCahoqqAdSVzrCuZE/w2gk1TjrLuslQK+JNvBLO6bmbi2t6Y2BjScURT5CQCZhV0OLHhKnn5RWQkpFJUWIREVoKOoQZdhzfi9NZbzNzanxVjPUiKS8MkoxAFFUWy0nOY1nE9UcHxfPKNxMBcByUNFebuHkIFJ1OWDN3HyzsBKKspMml9bx54evHy7HP0bE0xsdDhwLILqGsoE+4TjIysBEWKeHDsIZoWhgT6hNFuSEO09NXxueePopzAo+MPcWpaFRVVRVYN3olNNWvqd3KjSCLh1JYb3DjyhEIR0lOz0dDTQMdAnYX9tmNf1xHXxk4417bDzsWS8HdRyCnKUZhfxO45J8nLyUdeUQ7nug7sXXSOabuGcvngQ17f8adN3zrcu+BNekoW/ae1IeD5J4L9ItDUUODGwftoWxqRl5aNICOgoq5EQvhnDCx0adStJjExqaw6NZare+/idz+ACTuGA5CelMGmEbuwr2nDxxdx2LpakRWTiNeFZxjoqzJl60A+vImg76wORAfGYulgip6JFrN3DGLPjCOoqimye85JcrPyUNJQ4Z1XMA71nGk1qBE6xlooKsszuNpsBs3vTMs+dWjYyQ33FpXZPfckscHx3Dn+lEWnJhLyNoKk6CREGQFBAE19dXa/WsaMtquxrWSGRFYGBSV5PnoF8eDMC1LjU1lzc+7/9gf4DfirooFL5u+FX9nd5DcOlRVF8SaAIAiLRVF8XnK+Dz/Ne/JbfBMjIIrie+BnCVqQukSdEEUxDwgVBCEIqAE8+9+28M/x6XUo4+vMZeLO4TTsUbvMwnH/eV1KX1/ceZNH519Qr4s7pzdfJ+RtBAkRSeTnFdB6SGM8d92muLgYGRkZ1LVVKSqSjik3j92Ha7PKRAXFk5aUgbaRJoZWhsgpypUK2Q2e3xl9Cz3ysnJQVpKlYg1bFNWUSIpIINw/gpyMHGQU5NAy1KKoqBiJRIbkhAzCgxMJ/xCDgMDNUy/pNaklG8d70GFEY7Iycrl//DHHgzfheeQZmhKpHEBhgdQIvPcKYfv0o/Sc2JpX9wJICU/A3rUCS05PRCIrISM1k/TULApy83l67hkGdqbkZObx/nUY+1deZtqmfmyZdZLo4ATePf1Iy151CXodhraxFmHBiajoqJOSnodERkBNU4VhCzshLych7GMcFzZfIzQ8hetHn+LgbIxTbVtSk7O5tOMm627NJSczl+c3/IgIjCciMIb8vEKig+Jp3K0G0WGfUdNR49bplyRFJpKbmcfOGUdRVpJDx0iLFzf8GLSoOxWqWODvG8X7VyE4u9vQe1pb7O4EoKQoR7B3CJ2HN6JitQo8v+lHeEAyz6/5cOv4M4K9Q2g5sjmVXC2oWN2atM+Z3D78gPDAOKo1dsbBxRwdYy0quduyadJhek9tx+DFPUqvk7fPg7CrV4m5h0ZwdvMNhi7tQcDTjxzfeI2ifGk/Tqy/SpteNQl5G0mdDtU5ve02Dzy9aT+yGc7utiAjQ1FhIfuWeiIi0npgfXRKvI3UtVU5E7a5zDWsoq5EjSZOLN17i/jwRLpPas2tw4+IDo5j6YVppfUkEgm7XiwrVS2duGMoK/ttYd3deeib6f7Fv6x/ICLw7WOsvpxsyvnJvq9u3D9tYdgEeP7F/1ElZT9DEIThwHAAc3Pzv79lX4GdqxUenzYzqtoMzO1NcKxl97M6oijSfmRz2o1oxpv777CwM2TKzqFYOJiioqHEvRNPGb9pQKmb3fbJHlzedZtT0TvRNdFGS1+D/rM6YGorXegbs7oXWek/fv9KKgp0G92UZYN2kZOWhXNDB5r0rcdTTy8kMjIMX9kL34cfWDlsD2YOJjTsUgMZWVkuBK1j4+h9pCVl4OcVSvsRTWnWpw4SoOOwhtw9/ZJpXbeQl1/E1L1DuHf6OZunHWPa1oE8uepDRVcrlBUlRHyKQ04GArxC6OMyl8KiYuq0cCYxJhULSz10jLXpM6U1ahrKaBuoEe4bhv+TD+SnZ1OQW0B0UBwjV/bmyNs1eKzwJCoonk9vwnCoZkRMWCI6+upYVTLn+tGnXNpzB5c6thhLZCnIzifENxwFTTWeXXuDoKLCrC6bmLl7CJp66ry46UdaUiYaBprYOBiQ+TkDU2sDzu24jXUlM2QkAgkfo4j7EImSlgqDFnaj7ajmJMenIYgiE9b04tUdf85svcHSkxNo3rs2+XkFzNgzFJsqFuxf5om2jiote7lTtaETR9ZcpVpTZ17d/0BiTArOdew5svoSgqIiDbvUxLG6JfM6r0dFT4tV5ycxus4CNLTVmN9zM4Nnd8C2pi0HV3iSmZTJ67vvuHz4KXqmOnSb0Ip+szpy/8wL7l9+Q5OuNWg3oimDXedQvZULPSe0IDwgkjfPgug0ujkAceGfiQqMRVNdnndPPqBjoEFhQRF5OXlUcDIjMzULQRBQKcl5Xbm+A90mt6P1UGlgYp/ZHcnNzi9zHa8etA1tQ01GbxiInqkO+ma6rL+/iIL8wlJpCZDKrORl55UJrPxe+NayEUAVQRDSkY4ilEpeU/L/Vy+6/G1GQBCE28AvRYXMEUXR8xfK/xAlbla7QRox/P8931+Fgbke5z7v/8V9UZ9iGeM+h72+a9Az1WHzuAMoKMkhlIwEC/MLSYj8zPktV7GraomFoynG1gZ0Ht8KVU0Ves/qRE5mLj1MRrDimjSXsYnVz0Pv/V8EMWRhF6Y2WczL62+4uu8O5xL3M7T+UmLDk2jSoxb21a0ZUXMOp+PSyS8S0dRUYujyXtw4/BD/l8FUrWNH1Xr2jKo+i3vnvVBWV6RZ9xrUb1cNbT11UpIyiQz9TMi7aDqPaErluvbcPfMSCwczlNTfIldQiIaROgZmuiipKVGtji2vr70m5mMkA+Z3oeuYZhQXF5OemM6W8QcxdzSjx5gmuDZ2Jj0lCz1jLYbM70wX87FkJWeQnJpLcWo6KWFxTGm5kgJRQFZOlmrNXdAx1EBJVYGstBzWTfCA3Dwq1rFH11ATj9VXiHgXgYKsgKyshCkb+rJ8+D5ys3Jp2r0m+qbapCZnEh+ZwsStQ/C+64+9ux3Xjz4l5GMcAY8/UiRCmyGN6DCsMYdXXeKhpzf1O7hyasNVjm65TaU6trx9FoRMQT6SYhFHdzumbB+EREbg3nlvzq/zRLYgnwkb+pGdmcvT635snXeOosJiyMvFqpI51lUseHTNj+L8AnbPOo57z/qoaqoS+y6SjcN2MH7nCC5sv0XrQQ3Jyyskv7AYc1tDijKzUFCUZ+be4UztsI6NV6fTcWRTQvx/XJTVNdbCuqI+hha6eCw7j8fS81Ru4AAiLD07mS0TPJCVlzBtzwgA1LSkjggpCekYWuqjrqOGuk7Za2z5lVnMaLGcoDdh6JlKdwb5hDKh7jyOhW9HQ1eaF+DY8nO8uRfAhgeL+J74JySVEUVR8lec528zAqIoNv0Th0UDX/qOmZaU/SvISMnk1qEHdBzX6hcDZowq6DNt3yh0jLWkwV3np5RGT+Zm5XHlwAMsnc2JD08kPy+fTnpDaNK3Pu1HNis9h5KqImc/7yM6OIHQtxGsGbKD9fcXkpuVR+DrULIyczm44hIDZrYnM68YCwdjll+ZhYKSPIe9FnN07RU2jNpLk+41mbBlMDaVzEhNTGNRr60sOD6OVgMb8tE3kvO77lK1nj3F6uroG8kT6heGnERAW0+d0c1WMnBmOyzsjBjbZh1dhjfE5+FHoj5Ek5aUQWq+gEwRpH+Kp3GX6tw+401WejZyWhq07l+X148CSU9I5ca+O4zZOpTecztzYsttTO2M2b/8Ilr66sSGJjBsXgcy4pKwr+NASmYBBq6WaOsoY2imzcXtNxELi7nk8Zj8jCx09dWo2aEGTXrW5onnK2bvGYq2oQbTOm9CTgaKcvNR0tfixR1/CvMLUVGSMH5tH2Z030KwfxSaumq8fvKJep1rYmCui76ZDsuG76NR68qEhSUT8iaM0FefqFjbHnVt6VPtw9PP0VCR5e3TIEysDYgOSaAoI5PnN3x5+eADecnpfPSLxMbVmqsHHyInL8vQ5b04seYi+UiYuG0wtdtK8+8uOjmBXTOP4fvwHaIooUHryrx+8J683AKGzOuIawMHPI884/aZl3Qd25yKrlac2XKDTy8D6Tm1LXXbVaOHXziR76No1KM2hhY6nNl4heb96rN8yG4U5WUJeBGCuoEWi46N5e6JJ3x6Hca0litwrGmDtqEGkxsv5HNUMnOOTeD0xqu4NHREXlEe68rSkXZOZi4yEun8v4q6Mlt/IiFt6WzGwrNTSw0AQOcJrWnevwFxYQkUFxWXisv96xHFf8J00F/CP2066CJwTBCE9UgXhm2Bl9+2SV9PYmQS1/bfo9WQJr/oAieRlVC3Y3UAnl16xbLem/BM9UAikUEURTJTszh9/iX7fVdzbf89hq/ui/fdAHKzcgG4fughympKqOuoMbfHJva/XEKDbu48uvCK7NQsTm+8SrGsLHueL5FGZSrJkZWSVSYdZq2WlTm85CwXDzzkZOAGAFppzkdWXpYnN96Sn1eIhq4aVw4/YUGXtbTsXoN6HVzRNdQsPUeXEY3RM9Zk9egDWJqqoW+kSbsB9Wjc2Q1BRiD8Yywzu28mM6sA79sBuDasyL2TzyjKzSU/v4hT227hXMMKLVMd5g/czfpzE3j78D0R76Np3LUGtpXNuHzwIVO6bEHFQBt5FQWyotNIVZBjzPLuHFjmSREyVG3lQss+ddg4wYPUpEz8nwfx4ekHigUZhtRaSN/p7YgMSkDX1hTF4kISEzNJT8rikPcSnl56jYxEhsad3GjcyZWwwDjunXpGTGgijjVteHrdl8quFjy84I2MugoTV3bH+7YfzXrWQllVkaC3kSy7NJ3TG64Q6BOGnrURWelZmFQ2ofeEVqwfuYvw4CTGru1N/c7VObrmMp7HXhD6MY60lBzsXS3YOfM4usbaPL3ymhrNK5ORkEJK1Gc2P12GQw0bVDSUCHoXw6nNNwj1i6CioxHtBtbjvVcI1448JiEujdaDG5XOwUskAlGfYsnJzGWQ62wM9FRxaexMn+nt0DPRIuxdFBtG72Pt0F2MWd+PtkObMKvdKkJVFfC+64+KshxZadmo66hRLCMhLSWboys9mX9sHABja81F21CTNbd+edFXVk6W6i2rlilT01JFTUuVdcN2kp+Tz6yf5Bz+N/OtRwJ/Fd/ECAiC0AnYAugBVwRBeCOKYgtRFAMEQTgFvAMKgTH/Bs+gH7CqbMEe37VfVbdmm2rs8V2LRCIdMfg//UiTnnVYeGICRUXFvH30gdHr+9NqUCOSYlN5cz+Ag8suYGSuy5BFXXFytUTfTJdO41ozxHUWsw6M5NCH9aUjkKltVmNqY0hsSDyJUUmoaang+yQQfRNtKjibYl3px3WUyTuGoqKhhK6JNqtH7ichPh1VRRnM7IxwqWtXxgDkZudx/9RTLiamc+bjWvYtOU/kx1hGr+jB1f332L/4PE4NnchJy8bG2YzabapiaKFHzYb2zOm2CW0tJV6FJeA+pz0Os9pzfMM18vMK+OAbxdvXkeib66CuKKFWaxes7Q15d9+ftw/fo6yqyLQTY1k9bA+ZqVmYOZlTwUaPYP8o8nPzSY9KIy0+hZaDGtNmUAOuHnlC6/516TGueWnbk+PTeP3oA+d23eHkkjPIyks4vfMufcY35/Ku2wiKCrQdWJ+YkHiq1bWl//R2XNp/n/P7H/HBN5Lw8FRmdNvMjG0DGddqDUbG6iSExNFxdHPO7n2IkZ4yhkbq5OYVoGehz+hNgzCzM+Lh6efcOXCX5aemcHT5eeSUFUgM/0yxCE+v+GBuZ4ymngZLL83E/2kgDjVsAHCpZ8+JlZ4khSWRl2fDHc83mNgYcnrtRXJzC9l8dx4+jz4wu+1KOo1tSUJUMunJmSipKtJhRFPaDKyPqdWPSgPyivIUiwKhgfHsnXOCwYu7I4pQr2N1mvWtR1FhUakRmLVvOGe3XGfmAekUUX5uPkmJGVRt5EReTj4KSmVlUn6PCduHfi8Pzj/ynfTnW3kHnQfO/8q+ZcCvSxB+J8jIyGD0xQ80Oiie9ORMJLI1kchKGL91MOYVjQF4cc2Hy7vvYGyiQe02VdA20MClkRMAxcUiWVkFFBeJpQbg7vEnmNoZ8fDUU1oPaohVyQ3/4MpLVKltS3RoIp3HtmDDxEPYu1agVUnS7/DAWPQt9KjTugqV6tqXqln+QExYIsMbLqNmEydqutuyfe5parWsjJNbBU6svQRyErJyCynKzKJqXTuC/CJJik/n8JqrnP64BnN7EwqKRWq2rIpjdWvO7r7HRY/HOFa3YtmZiZxYf4V3z4MYv384FBcRGxhFvyszmNVmBUY2llSsVoFhS7qxeMAO0rMLqdu2Kj0mtCI9NomCvAJqt3fFqIIBxhX0GTy3I8XFIt2cZjJwRlva9K/LxomH8H0RgoauKsp6mhxZ4UmzQY3Zu9QTQSzGzNaIRp2rc+PIY6wrmRHoE07Qq2AGTW/DsXVXSYlMoKKLBakJaczaOZCY4Hgu7blHgHc4zXrXRlVNkR5jmuLvFYqijiaXjjyjqKCQccu6YmJvwvUjj+k4ujk3D97HoaYNhuY6vLrjj1tTJybUmcuet+up2kD6mefnFRDwIpg6nWrg9+wT7Yc2Isw/koSIz8jIy+NUxZLo0ARe3Q6gcl17FnRdT/MB9RmxshcAkYFxpCaklxqBx56vyM3O53TYFp5efMXL6z5o6mmw12dV6UKuRFZSOmq8fvghd088ZejSnsgrSA3IxK2D2TFxP7YulrQc1OgPXe8/zab3PVA+EijnL6Xj6Ob4Pw0kPSmTqKBYJjVewh7vFZjbm9B6cCNaD25EZmoWmWk5jKw1l8135wGgqCzPzD1Dsa1qAcDBpec4s+4yNTvWoFrzKvSY3Kb0PVLCYkmvoM3kLQM4uekmUUFxKCvLE+wbjiAIBL2L5vXtt/jdfcvAuZ0Aaf7jo+uuoqGlREUXS+bvG8az88/JSs7k2tHnWDka8+CcFz433yAjK8HU1og3Tz5Rvb4dJhX0uLb3DvteryDoTTjhfmEYWeiSkJCJ94P3uDdzRk1TGXklBZ5deU1xYRFz9g+nWBTZPv0EUf6hDFzSk72+a/F/9pGC/EKqNXJi+NLubBqzjydX/YgJT6JVT3emNlvGs9vvMLExxKGGDVEhCfQa24SsjBxunXlJm/51capuRcs+dXj96CNPzj2nbrdafPKLID01Gy0tFfpPbE4Hi/HM2DGYkIBoTq+/RPWWLvg8DULLSIse45pxeuM1prZeTdeJrXl+w48aTZ2xqGTO3SOPSPmcQeVatlRv7EjEx1gSY1OJDolmQZ/t6FYw4MXtAAytDJh9aAzbphzm8eXXhPlHkp5VSKfJ7UlNzixNshL4OoxFfbdx4v1a7p14wsk1l3hw7CH1u9Wibkc3TCroExMUx8rzk8jLycfQUp9jqzyRlZX+pJeeGIfvg3f0tRmPx4cNHFp8Bn0LPZr2qo3v/QAkEgnmDj863h1Zfp7iYpH+c6W5y4cs6k7/2Z0QJDLcPf4Ex9p2NOxaE5eGDqhpl42D+U8iAkXfhxUoNwL/AFLiU1HXVWfDmH20G9aYHeP3Mff0FMztf/yRPjjzgs3jD7D18SLy0rJY0HUDB/ylU081mlUCICMli6TIJAwtdZm1eyj5uQVkpmZzZMUF+s7qSI8pbdk19RBX9t9n+IpemFU04cHJx5zffBX/Z4E06l2PKg0daD+4IYIg4PPoI4sG76EYaNerJvO6rEfTRAcreyMSP2fj6FYBaycz7px+SfthjdEy1OLyqZcYWeoQ9iaEFZdnoKyqxINLr5GTlWHSrmFYOZszs9VylvbcyISNA3h44TXpqdkMntmOBp2q43XHn7Mbr5KRmYeVmy3vvEI5tNKTqLAk4sKT0DbUYu/ck+gYaKChocDtw4/oPrYZsw6PZfnwPcyeNZy3jz9Q0ckYSwcT+oxsQEpCBmEBUfSY3IaIwFgca9kRGfqZqvXsqdPaBWtbPU6uvoSMrAzVGtjz6v47bp15BUrKxIXGUywKLD83CW09dW4ffcTniES8LnsR4RtG9eaVePMsCFtnYzIzC7hz+gWLe2xA39aE9sOa0H1MU5YO30/7AXXpN7kVekYaxIcnkhyXQtjHOAxtjbFzsSQ2LJEHnq+xdpL6RTjXsuXUp/UggkRFGa8HH+g2uS2Br0MxtDUhJyuXovxCfO6+ZX6ntZxN2Evjnj/q98SGJvDg7AtqtXcjP6+A6KBYcrPyuXX0xyQ2X2Jf3brMdI0gCMgryjOmznwi3kdRkJvPxvsLsS+ZqgJ4+/g9L6+9YciyXn/lz+FfQ/lIoJw/RX5eAX4P3uHW/EcZ8JGuMxm0pAe7Xi5DVk4W3wfvCfGLpF6nmqV1arV1wcTGAANLPSbtGIp5SVL7Tz6hnFx/hbmHx3Ju6w1iQhPZ8ngxGycc4vbJZwxb1JWA558oKiqmXsfq1GhZlfSkTCo4SY9XU1dkUoP5HPi4kScXXzN71xA0SqYEHN0qMH/fUKrVl0pLtBvckGV9N9N3Vie0DNQZW3chcWEJvL3vz9sb3qy+PgdjbWkmL4fq1hha6AFw4+hTslIy0LcxJjk5hz3eK/FYeIqcrFySYlNRVZVnVosljNwxEg0tJTKSM5GoKKFracDy0QeYsaUfFnbGPLz0mgee3sw9NIr8rFwMbYzQtXzM2iG7iA1NQFtXnU3TT1CvhTPWzmYoqSoRF5lM+NsIcnrXITUxgxENl6Gur4GKunRko6gkR3F+AVlpOdzcfxdNbVXuHbqPo5sNIT5BpCbLI8rJsX7qcZZ6jKAgrwhFDRUSPmfTcmgz2g2sT2JUEqv7bUbLQAtjWyP6z+vCid33ObrpBvXaVKFZp2pEfYhBsNFnlMt01LRUGLCoG0pa6tRuU5UGHaTKKbvmn+HeOS+C3kbiUq8iYrHI/XMvCXsbjpKqIt2ntS/9bkqvp9x8ll6cjryCHPm5+aWS5s8uevH6li9953Xj5qEHFBaK5OYVYGihR1hAFCqaytw78YSA50EsOj0Jt2aVuXviCWuG7GDKnhGlU4tj1vfHwFyH9KQMLJ3Kir4VFxVTVJJT46fxAf8JvpNFjv/Yt/bt+fQqhEXd1nMqehcJkZ8xtNRn3d356Jvrls6bdhrbAuUvMpGBdE7WpqolAM37NygtV1RRRL/ET7v3jPZ0Hd8SJRVFuo5vwe0TT1DVUGLB8fE8u/yaI0vPEhYYx8rLMxjXZAnVGjgSExhDz7ldWT/uEO/vv8XM1pCarVwAqcvrhfWXqFjFHBUNZR5c9CYpMZPPMckEvZHmU9g57QhKygqM3DqYwmKR5/c+ULNlFToNlwYaRYcm0nlUEx6ff8mUrYNQVlfC9/FHwgPjCPAJJzo+i1r1bDC1N+XywYeEP/Wn85T2vLz+hviIz3Qf05QzO+5RVFjI0mNjiI9MJistm5V9NiEx0KfLsIY07OqOkpoCF/feIyooBpfGPXGpVxGAao2caDu0Mfc8X0s9ms5N5Mk1XxLCErhz6jk3znhRkJVLblYeux/OJTE2FSMHc17eDUDDWJepu4YRExJP+Dupp7KZjT6ujRzRNNXlyIZrvH8dwrwDIzkaso3P0cmsHb0fjxUXqd6sEklJWYR/jEVWTpbdKy8jyctj8u7hqGgok5GShamFNjf236O4sJjkhHQ+x6VhL5EhPDAO/0fviQ5OwNhckzqtKjNiZR+87vhTv4NrmUh7eUV5qjRwIjM1ix6mI1l3dwF6pjo06VOPzhOkU4H75p1CTlGW/NwCVg7fg4WdIRq6qtw9+gQN/R/dObX01blz5CENurpTo5ULeTn5WNgbo6KhjI6RFrnZeYyvM58ZB0ZhXdWSKg2cqNLAict77nB+8zX2vf06p4jvhfKRQDl/Cqc6FTmXuA85eVmmN1vKoCU9frbIVrmeA5mpWWSlZaOioczHVyGcXn+ZucfGs7TfNjqPbYFjTemwPDooDrFEVkJOXrb0aczS3oSV56fgXNuOj96hbBizjzXXZpGRmk1yXAqhb8IJfhuDolCEoCBPTlYufed1obhYJCEqCX1THeTkZdE10WLTRA/aDW1MXnYeOqY6vH3ykaigBPa+XsGMlstRUs7n8Q1/okMScG9TjfSkDG6eeIbPbV+CPyXy9MIrqtS1Q05Bjvjwzzzy9EbDQBO3SqZUdLOheovKpTe2zNQscrPzSItNpnJLV3YsOIetozFdRrRA20CD6dsGMqj6HGRUVWnSsRovbviRmpRJ6541UVaSZ8K6vsQGx6NvrEleXiH3rvpRs4kjF7bdoG7H6rQf3JAFA3ZibKpNwLZbqKoqYqivwox9Uzi16x7+zz6RnZXPpkuTObjwNFf33KHtsCY8vyRVyJzlMZq87HzCPsRSkFtIQnwGw6pOZ+rBMTy84E39zjVwbVoJCwdjajStxPTuW6hc25YRCzqxZdIhkJHh6SVvikXQMdEhK6eAnbNO4Nq8MmqaKjTo4Ip780pc2Hadj28iaTe0IWa2RsRFfGbL9GPcPvaEiZsHoPOFxxaAqqYKSzynY+NiyaDK09Ex1GDp+WlMarqUeUfH0ntGewQZgaTYVPTNdAgNiMTATJfeMzuUniM2OIFZR8aXunkeXHia8PfRLL84XXp9KcjSanBD9MzLykLU71yjNJbgP8NfLCX9LSk3At+AH27Uu9+s/tVFts1j9iGRlWGGx1iU1ZUwrKBPelIGH15+Ij+3Mfm5+by64Yuckjya+hrcPvEUFXUlarV24YmnF1aVzFFRlz5xZiRlsOPpEvTNdXl1+y1PLr7mRPAmsrPyGVJrAa0HNaRq3Yqkfk6np91kbKpYsPzMRDR01Rm/bSiHV1xARUMZhxrW3Dj4gNPrLiMjkeFiNUsSY1Nxb+dGTEQyvSc0Q11Llar1KiKRyLBz6mHyUzOQlRGpWM0SeUU59s4/jf+zT9RsVZWjG29w4kNzigqLiQqOJzrsM9kZORiYaHH/qj/mlStQpUYFmnerzpqJR6nXNoDJ6/rQblADsrPyUVBVQtNAkzunnnN683Uc3KwwtTdmfo8tTNjUHxNbI9I+ZxDqH4VLAwea96qNnLwsdlUsUFZVxLluRUYs7IwgCAT6hBIVkoBbAwcksjJ0cZjOUo/hvH0WRJB/FL2mt6eT9SQadnLl9d0Alp+eiI6SiHN9BzKzrNk07Th1WlVh68wT9JrQknUTjnAyYBXdRjVh27yzNGxblVFLu+Nz15+Pr4IYtaYfGWm5pCdnoqGjzvStA0u/+49eQRxffp5TMbtKp3d0TbQ5/Ho5u+eeQlbulwNFqzWpRFFRMX1mdcCogj5KaorU61Qdn3vvaDusMTPbrGLI0u6YWBvw4MwLMtOykVeQKz3+zcMA4kMTqdOxOrJysvSa3p7c7Dxys/P48DKIhV3Wcjp2z8+mfaQRxWo/bc53jQAI5QvD5fx/+TKyEiD4TRibx+5jzZ35jN44kB9G/WZ2Rgxd1pO8nHxqt3Hh4vbrzGnrg6yshKUXp9NjaltOrLtCXom+y4VtN2jWtx5XPR5h72bF2bWeCBKBWm1d6Ti+NU61bFHVVEFVU4X1l6Zi5SRdgJZTkGOl51Tys3LpbjSMs4n7kMjL4lDDhq1Tj5KRmkVGRh4jVvZm+6SDXNxxi3lHx1FYJDK3y3rkJQL27rbUaOoMgJapLk361afXjA7YlkxlTds1lKTYVIL8Inhw7iXJCWkc3XCdWyefM2xBZ7LSc8jLzAV5OfLyC4n5GM2Gkb7U7V6HjNhkjm24xrmt16lSpyKZuYUEewdTp0N11FQVyS0Gr/sfaNKtBu4tq+BzL4C2PWvSrG+90s94Rf9t9BzThLC34dTuUJ2nnq84suwsYUGJuLZ148ktf2QkMkhkZSkshhO779N9WENiwpPILSjm+hlvKlTQ5eFFbwbM70pgQDSRISEsPT6WyrVtEWQEji0/y7jNg8nJzKV6I0e2XLbg4q7bnFh7CS0jbao3r0JiZBItBjTAws7wZ7klKtd3ZN/7jWRl5CKvKM+RlZ7cP/6YLU+XMGFj/59dRw/OvCAmJJ5e09tz7eADzm69yQGfFexfeIZnF15QVFhMh5FNqdbEmSCfMG54PKR688rUbuda5jyDFvfk5GrP0lGZuo4a8krydNUfyritQ8hOzyE+LAFTO+M/ecV/XwjlawLl/NVoG2lSq70bcvKyaOqp/2y/gpI8nce3YueUQ8w7MZGM1Cwu776DmYMJqQlpVG/mzIOzL0tlfBv1rIOMRKCCkymHFp3m5XVfqjapTLO+dVkxdDejVvTEtsqPw/i7p19ydsdt9A3UWH1nAZ5773P7xDOSw+OpWNMWK2dT4oLj8Lrpx4F36zm88hKxEUlsn32KFgMbERkcT3zEZ0Ca89j30QeqNnDAvkRj/4c+7F10DmNrfZacnsji/jtJSsri0MtFxAbHkZmZx7z2axi0vBfHNl5HRV2ZnrM6c3DJOUytdAkN+Uxudj6V61UkLjYdBQVZGrSvhv+zIJxcK6Cpo4aDqyWRgTEcWXqOSvUcAAh/F8XbZ5/wehpEm+FNuXfiKfLKChyYd4rczBxMK5phZWtAl5FNyM3O49yW61zedp2OfWvRf0ZbZGRksHIy4eT22/g9+4SWoRZNe9UibOFZ5OQlVK1bkUPLzuN1/Q1jNw5i85i9bJvkwanwbahpqlCjRRUi3sfw0esTF3aHMfvAKOIjk9gz7xRa2soEByViYqbF3MPSLHEHlpynqFhkwtreHFvpSWF+Pj7331G7TbUy10R+XgFJcSkoKEqf6Jv0qEXlutL1EDM7I4pbu5Te7HtNa8f8TmuRV1FAQVk6wkiOS0VDVw2JrASjCvpM3DGszPkVlRVYdmUWjrWkuSHKDUAJ39F0kCB+B9bMzc1NfPXq63Ocfi8E+4UT5h+Jc117FvXaTGp8KlYuFVh6etLP6gZ6hxAZGIN762r0sByDjZsNC4+P58aBe1SoZE6NllUpLi4mLvwz++aeJDEsnrknJxMf+ZmU2BTM7IzJTM1i79yTdB7XkgZdapIcl8abBwGY25tQwcmU4mIROXlZfO6/4+axpxhb63Fi00123J9LYWExO+efwVhfhUd3PqCpr86GS1PYNe0IbYY1Qc9Ym36uczC0MqBx5+q06OnO5LZrsHYw4f3zQCZvG4xbs0pEhSSwdPAelhwdzZaZJ7B3NuH63lscD99Rpr9XPB5y59gTJm4dREzoZwLuv+XC7jtUcLVhw5VpbJrgQcOuNTm99iJv7r9jwenJuDRyIsQ/ihmd1rP+ylS87wZwZM0V9jxbhJ6JNjEh8SzothEjG0O0DTUZv6E/98958fZFEEF+EbQbWA85WQl5BcWEBERRyc2SGq1cCPINp3Id6Y354q7bhLyLZsiirnjdCeDqoces9ZzMjlnHKcrNZ+wGqftmdmYu1/bd5e3Dd1SsaYvXHX/y8oqxrmKOvok2fUvSPz6+6M36cR6cCy8rCf0lV/fe5dUdf1oNbkj0xxhsXCxxriP1+OpnN5FeM9rTekjjv+Sa/DcgCIK3KIpuv1/z11FXMxGru475qrp3H8z5f7/f30n5SOBfSmFBIVsmejBmXT8MzHXpP6cTW8bsZcrWQaV1ioqKyUjKRFNfHTtXK+xcrQCwcjTB0ESLu8cek5edT2G+1M1PRkYG4wr6jFjRC7+H79E31UbfVBuAjNQsLJ1M2XR/AWObrSA1JZtrHo/I+JyKZUUjGnStiaKqMrIysHLobgpFsHIwgdxc9i0+h3UlcyrVsiX05QfqtnPB93Eg3nffkZZZQGZKFhVdrWjapy6dhjUk8GUwQ2otwMjKAFMbAzoMa8ii3ltZ4TmVq3tuo6oqh66xFjWbVcK5phWV69oRH/EZbUNNkmJSMLTUQ15JHrcWVbl1+iUfXocRcPsN3aa1Izo4geyMXAQZGRSV5PnkG06LQQ14fM0P+xo2FBWLDJrXEVk5WVRUlRDy8lk8ZC8NO7nRsJ0LqYnpJMWnkZtbSL1ONdg0wQN9S33SkjPxufeO4NchJEV+ZvDaAawbvIPOU9tz6cBDTgdv5NbRx/jcf8eC41L9nMZdatC4Sw0Aek5qTQ/jETTpVYeKblYoqyri1qwyRpZ6bJ/sQVpyFlZVLKnbxgUtA2lK0dysPFwaOODxRppEas2QnZjaGtJrZkcAPLffQE5Bjpc3fSkoKGLntMOoqiujpa9Reo2svDYLPROtMtfW00uvsHAwxcTGkOyMHF5ef4NNFYvyUcBPKPcOKud/zr2Tz4j4GMOA+V2QyEqo1aYa8oryTKo/jxmHxnE0dFuZ+jcOPeDYSk+OfNxYpnzzk6Xc8HjAvjknWHNzDhYlMQc/oG+uS91ONTix8RqdRzYlKyOHvg5TGbSgC51GN2PMih4YWuiSlpTBhc1X8L71FgUVRUQZCUMXdGbkyl7Ubu+KmpYqMSEJvLj5loSYFEYv6w60BqSy2uEfopFIBPbNOcG9c17UaeuCnCCwbZIH0/ePwtzOiOWDd9Jneju6j2uBjIxAlQaOtLIyQF5Blo5DGwLwyTeM/k5TsXSzITwgiqO+K2nQ3pWTm69z+eBDRizoRO8xTana0IG0pEzWTjpCamIG8VFJZOYUkZyYhZKWGsXFxSwaspesxBT09dXY470C57p2jG+3AYqL8X8ZzNHAjcjKy9LNYgw5aVkoqSiQEJ6AZ/Q2Vg/bS8dxLalcyw4DCz1qNnZEz0yHPjM6IJHIEB+TSpEgw53TLwh4GYyBmQ49xkszqGrpa+ARuIlNk4+ga6TJ1B1DsHA0xcLRlMoNHLh78hkpCelUa+RY6kq8fNAOXt97h2fcTo6t8sTM3hi3ppVLv0c5BTmKi4oJDYhi2YWpUu8uY+0yU40m1gZc2nWLyI8xjC4JIru8+w71OtXAxMYQ71tvWTNoO7XbuTLn+MT/7yX8ffEdzKJAeaL5fySiKHJx5y0yUjLLlKtoKKFWImMsCAI9prTFyEqfyvUdyyTtEEWReyeeULdDdVZensGyAdsJfB1a5lzN+tVjwMKu6FuUdfeLDU1g6yQP0lIyeXzZhyDfMKKD4pCXl8HC3phOesNQVJRDS08dn7sB6Jno0LBrTeTlZTG10GF+p7UU5heiqauORCKDma0hb58HIZHIUFxczA/Tjzc8HnB1713UNJRZf28++XmFaBtoUlBYxB6fldTv6Ialowm7ny/hwelnXDlwj5X9t5KVkYumgSYeKy6wsM9WCgsKyc0uQEVLlU7DGmPuaMrRjdfJycrD+947Nl+ZyuVdt/joHUJBfiHB/lEkxKTSdXhD1g7bjbaOKkX5hahqqbKgx2ba9KzBYd8VbH20EDl5WSwdTFl+bDQvbvixfuJhJjRZSkLkZ3QMNHCuZcfJoA2svTqdkXUWoaAoy9mN13j/KpguZmPIzsjl9LpLgIjn7js417ShSY9aPLz4GmV1JexKpD5+wMjKAFUVOT6HxfE5Orm0XFVTldaDG5GamMHnmNTS8lGr+zBufT8kEhkK8goxtTMiu0RxFqD1kMa0Hd4Uj4B1mNoaYV3F8hfXmiydzMokQFp+aQatBkvdlut1rsGZ+D3MODT2V6/X/ySi1Dvoa7Z/OuUjgX8geTn5eG67gX0Na9S0fnQhjfgQzb0TT+k8tmVpmbyCHIOWlg3bz0rLZvukg6y4OpvPsSlo6qnz9KIXFZzNSt37ZGRkaDO0CTHB8Vy7co82w5rgfTcAU2t9PnqHMqXpMg69W8tY99mkp+TQa1p7qjerxOzDYzCraERGShYffCPRVJHg/yKI3NxCHKpbMcNjNCDQQXcoekYarL0znzl7hlJUWMjasR4oqSoybnUvFDXVqNykMkE+4XQ3H42hrSnaBhqsm3gYI3NtJm+SPpW+9wrm3ZtIcgQ5KtW0Zt/8Uzy68IqszDyU1BQRRdgz6xh9p7fFvZkzWycdYvCsdiipKlCnjQu7Zh6j1/T2aOqqMaHpcuIjPlO9sRN127syaftQ3Jo5U1BQzMrRB/jkE8qYNX24d+oFKQnp3D32iNHr+nFy/RUmbBnE1jmnSIr4TGJ0CtaVzFk7bCcj1vQDBKJCP1Ovgyt9ZnWgWmMnll+YgkRWhnsnnnLrxHPSkjKxq2bJsnNTaNBBulCbk5lLZmpWqQGPDU3gyXkvuk9tw5RGC/EIlM7z52bnIZGVIfxDNN5339KmJK7EyFIPI0tpVLalkymbxh8kIyWbiZsH0nJgA34LURSJeB+NhaMplera/2ZdJZWvTlL13+Kff3//KspHAv9AFJUV2Pd2LXbVrMqUN+ldlwnbhvziMfdPPycpNhWQBg6ditlNUZHI6kE7sHI04dKOm6TEp/7suPjwRF5ef0OIfyRrR+0viTati46JNjIyMiw+Px3nuhW5eewxBfmFuLephqycLPdOPmXM0q4U5ORR0c0avQoGZOUUYlfNCiNLPQoEGdzbu9HDfDSpienM67gWJTmhNJJYz0SbCg4m5GTmUKNVNVZfnMz5PfcIfBzArf13yUrPJvJTLJOaLiP0TQgjF3amz6yOFBWKTNo2mMq1bGg3qAFy8rKMWt2HBl3dUdVUpvOIxuRl5pKVlsOtk8/QNdHm9vEnTG2xnFotKzFofmcKi0WeXPZh4+TD9Kk2D0Uledadn4SGljJxoQnYVrUgITyBloMaULWhIw261kTPRJt+U9tSu3VVDi05S6tBDUmJTyfifTT21SpwwGsJwQHRVKpjj46hFlXqO2Bub8KsI+NISsig57S2pCdlEuIfiSiKvLjuy9phO1k7dBdFRcWcXHMRFXUlGvWtz7k994kNjefds48AjKu/kKv77lGtkRP5X6R5jPgYQ1JMCgBuTSsx9/BYFh4fR+32rjw885zQtxG/eo0FvgpheNVpnNlw+Wsvy3J+giCKX7X90ykfCfwDCfIJZVHXdez2XVsmOY2WvkaZRb0vObHmEoqqCugYSSUfPr0OZVztuSw4M5kLW6+jrqeOmpYqmalZeCw5i6q6Iv3mdcWlsTMujaV+/ecitgDQcURTnGrY0NdhCisuTmPmgdE/ez+fuwFUbejIhnsL0TLQID4qmaw0aa7j8MA4ZGRlqd3BjTPrr7Bn5hHkFeXoM6sj2iWRrs171QKkT7MhfuEMqjITeXUVanWsgff9D8jKyWJma8TSMxPYM+cUmtoqWNibsOfVMibUmUv7sa3RN9Mh6lMcz676MHhhN55c8OLM2ou0GtqYBl1qsvvRAgDCAiJ5c9OH5n3qISMnYffiCygoK3AmZBNh72NQ05Tm1q3dvjqGFfQwtNDj9c03uDbqjZqWKt0mSNcx4sMS6TGxFRq6auybe4pm/epTv0tNjq64wMtrPlRwsebZdV/un/Ni042ZAOydeYwmnarRcURTAn0imNN1IwPnduLVLT9sXa1p3rceORk5PDr/Eve21ajRsjKCjEDH4Y2xLomtqNrQmRotq2JUQZ+s9BzG1FuAnLwsmUkZuLd2YejyXqhoKFOlvgOxoQmsGrITeVmBlIR0mvatT9thTX72/VWsbs3YzYP46BX8lVdlOT/jX3CD/xrKjcA/EGMbQ3rN6oSiisKv1ikqKkZGRkAQBDaN2Uu7YY2pXNee5LhUtA01sXO1ou2IpmjoqFK3Y3VcGjmjpKpIQmQS7559QlYCvWd1RkZepkySkPD30aQkpKFjqImyuhKycjLkZuWxeOAOxq7qjXFJTuMFpybSw2wkF3bcZNrekWjqqWNcQbrPoboV665Ox7aKOatvzOH46ot4333H3VPPeHTmOTM8xpTW9XvykYj30cw9NBrfx4F0HNGEmXu0S/sZF55EXk4eDjWsATCxMWTc1iHUbu/GR59wjm+8Rm5aFgBapjpsfroMPVNtjiw/T6/p7UEQ0DfXpVIde/bMOEJcdCpNe9Ri1OIuyCvKYV/NsvS9crNyObriAqNW96XfvC5ofSHNIIoiVw/cR0lNkcZda+Jc2w6vW354LD7D5R030TLUJPxNMK0G1iMvO49NEw6irKrI7KPjkchJkMhK6DOtDY/OPMWhhhV2Vc3R1FMnOiSRud02cuLjehRVFLi48zbFeQXYlowC143ez63jT7GpaoGOkRbPrvqQl1OAS0MnGnSuXpor4geUVBQxr2jM4MXdeer5CiMrfR6df4mMjECdDtVL69089JBgvwim7hv1h67NckoQgb8o0bwgCPuBtkCCKIrOJWXawEnAEggDuouimPLXvGNZyo3APxBlNSVaD/3509uXLOyyFktHU4Ys743vvQDSkzKIDYnjo1cwa27PB2DspoFEfoihw+gWpcfpm+mw7emSMufqbzueEav70rh3XZ5e8ubDyyDycwvoPaU11/feoffcLhhZ6v0sZeYe37VsGX8AVQ1lprdfS3pyJguPjqVaI0fysvLobjmePa+W0XNmR3QrGFC3vSuvbvsz2GUW5yK3cXnXTTz33KWwCB6cfkpKXDqdxzQv8x6yCrK0GNCA7sYj2Oe/jlf3P1CrVZVSOQVtAw3SZSWEBkRxYJkn1Zs44d7MmVc3/eg0tgUnN93gvXco/ae0Iyk2hbSkTNoOa4IoSgPaflDLLC4u5tGpJ1SoUoHQd5FUaeDEmJqzOBKyDW1DTQRBQEYsZlX/bdz0eMiUnUPYPu0IxUVFjN86BPuaNlw/cI9Le+5y58Rz1l6ZjrySHEqqigQ8/8TWKUfoPbM9C05MwNzOmEn151GtSWV6zOjInAMjSw2+dRVLFJR+lHJo0rMWVpXM+OAVjJWTKdunHWXB0bFsGrsPVXVFMlOzSxMMAWjqqzNiZW8AGnRzp7i4GJ+7/sjIlpWaMLUz5LuZ1P4GCPylUz0Hga3AoS/KZgJ3RFFcKQjCzJL/Z/xVb/gl3yq9ZDdgIeAA1BBF8VVJuSXwHvhYUvW5KIojv0Ub/+kMXNgdlZJpjI2PlyCvKIdYLJKbnVdax+euP/Par+J80oEy6QDfPfuIjUsF5BXliQ6KIz+/iOKSG0Kv6e3Jzcpl4+h9RH+KRRRFlvfbxuu7/oxb06dMGxSV5fnw/COZKZlsvjOHT77hOJY8se9ZcBpzRxOmtlrJuuuzmLJlIAANu9YgLSkTZTVFGveqi3Nde24ff0bYu0g6j2uFjmHZ6a5jqy6ipKqEVXU7TO2M2TTtOBb2xqTGp1Kpli1J0Umc2XYbv8fvURQL6DyiMY8uvkbLXI8x7nMpEiSkp+di6WxOpXoOvLjuS2fzcZjZm5CZmUuV2nZkf07l6SVvNIx1kZWX5cHZl0zdNYxqzavgc9efJr3rkpWWTQVHE+xrWCPISFBWVWSF5zQ2jd1HjdYuKCjJ029eVwoLCjGzMeTEusssOSMN2tMx0kJdVx2PZRdQVVciLzuPlTfmIisvi0QioXpJPgiA0IBIVDSUiQyMxczOiKr1HVDXViUsIApbF0vORW4jPiyR2E+xhPpHYmJr9JvXyZw2K6lYw4aBi7qXKXd0t8PR3e5Xjirnqyj+a4YCoig+LLn3fUkHoGHJaw/gPt+TEQD8gc7Arl/YFyyKYtX/bXP+ffwwXwyg/oUI3ZdP665NK3Po0xZS4lNR0VBBTUuFoqIiZrZYyuxjE3Fv64qOkSYV3azKuJgqqihiaKFLQkQSk3YNJ/JTHCFvw3/WBll5WfYFbEBeQY6C/EKCvENwLlE3zc8rokbzyqgoK3D3+GNaDGiIioYyYe9jmVQS0KZroo2uiTZHV19GIidLblYe6cmZZfrTbmgTTm25wZ4XSzi6/BwLD43i0QUvNozYjUuLahRm5xAREM7BeWHkpOeQnpTBuvEe2FQyo0hOjkru1oQHJnBh9136zWhH5boVmbJ9EPpmuqQkprN91gn6Tm6FjrE2MrISnGpa4/s8mNENltBrXDNsqlqSEPmZ1IR0PngFM2RlH9yaOCORyJCfm49znYrIyssS5BfB0kG72P5gHh/fhPPy+hupYdFTx+/RB1Z5TiE6JJ7ZndazefxBpu0ejrK6UhnPnNzsPHpNa8eVA/fZOP4g667PAsDK2az0MwMwsNTjYprHV+n3D1raEw3d/5a42/+EPzYdpCsIwpeSBrtFUdz9O8cYiKIYW/I6DjD4rcr/H75VjuH3QBld9HL+HnRNtJnSdCmV6lZk4MJuSCQSTsbsRklVmq9AUUWRlVdnlTmmIL8Q5/qOuDWVPqGa2RpiZmsIQEJkEsfXXGL02r6c236LZ1ffsPjEOB6cfsa9409o3LM2KhrKDJrVjg2j92LjYkWEfziWjmYoqipQWFhEcVExSbEpzG69ghmHxrDs3GQ2jjvApd13qNrAkcr1frwxth7ckIgPUZxedxHfewHUbFuNy4ceY+RsibaRJtN3TqG4uBjvO/54LLuApr4G2+7OxdhKj/zcAlTUlLh/5hnHll/g5rEnrLk4lfodq7O4+3qcalfksM8KVg/aTlJsCquuz2Fxv2189AqmuKCAel3dQYT+jpNpO6QRiy9MY3CNeXQa2pDBC7siryiPRFGBLVOOMHxpd2q3qkyIbxjyEgGxoJAr++5SwcmM/HypQJyJlQEevqu4uu8Oy/tsolGvulSqa8/FPXfxuumHmroiEe+j2PRwEd3Gt6KoqJiJ9Rcyal0/HN1tSz+T7IwchlaZRtXGlZi+dwS52XnIykl+MY/vD1Hi5fz1/IHpoM//H9kIURRFQfj74pP/iWsCFQRB8AHSgbmiKD76pUqCIAwHhgOYm//HtMy/ksKCQoqLRSzsjdA1/lEa4AcD8OD0c9R11XBp5ER6cibnt16n98yOBPuGs7jXZo4HbUJFQ5m3jz9weNl5MlMyGb6qL/6P3hEflkDz3nWwdDCmu/kYGnWtQefxLTEqWfDVNtCgqKCIwDdhdBvfimDfMB5feMmmR0tIikmhML+Qxr3qMKnREmYcGMXELYOYuGVQmfY/u/qGjLRs6nVw4+llH/KRkJOZT+i7aJp0r0nTHrXw3HmLDy+DGLuhP1vvS9dCLCoa4f80EG1DDVTUlDC1MaTVkMa8vPWWA4vO0LxPHVoMbIh+iS7+60cfS+Mxhi7qxp2TT6ndphrBb8LISM8hNTUXEztD4kMTKM7IJCMpgzObr/Pogheuzavw6OJrJm7sT0FmDt63/Ogwujmp8Sl43/FHQVGO+ScmlulX8/4NkJeXo6hkOqFaI0c0dFRZM3QnC45PQCIrXUgGaNyrDoYlsQAA+2YfIyUhjcr1HWgzuCEzWi4jPSkD16aVGLqi7HRdOX8zf693ULwgCEaiKMYKgmAEJPxdb/S3GQFBEG4Dhr+wa44oip6/clgsYC6KYpIgCK7ABUEQnERRTP9pxZLh1G6QCsj9Ve3+t7Jt4kHajWhWJnn4jsmHSIpJpnZ7Nwy+uJEAnF5/hRNrPGnapx4ujaSZqXwffaDrxALsq1tzNnpH6XSDnLwsSqoKBHp9Itg3lIh3kaR9TsfUzpiaLaqw4e48BEEgMTqZBd03sOjUJOzcrNnlvZIFPTYhpyhHp9HN6TKpDSkJaWwefwB1HTWm7BqGur4mB5Z7UrO1CxJJ2bCV5IQ0MlKyaN6rNj5PAjG01KdSbTsuRm7h8bkX2FQy48Tay7x7FECrgQ2oXN+RrLRsMtKyObnxGk7utthVNmVO+9XMPzOFxacm8uqmL3Pbr0FWXsLKa7OZ0mI52npqzDokFQMzttKnVmsXbhx5xPVdN2g1vBmVa1nz/PIbZnmMZsyGAWSmZdNmcCNqt6uGcQV96ndwIzcrlzEbBwJwYsNVVLTVadqzNlP3jCjTp0t77hDiF0Fhbj43jjyiSkNnTG0MEYC5R8ZRvUUV3twPYPvkQ+zyXkmnsS0I9A7hyPLzGFrqkxDxmc8xKay7K3V/rd/VHSNLPSpU+voHoeigOExsfumnWc7XI/7dRuAiMABYWfL31+6Z/2/+NiMgimLTP3FMHpBX8tpbEIRgwA7470mE/kEykjMpyCsoU9ZzRgfycwt+8QeflZFDlfoOtB/ZDABjKwPW35pbuv/L+Wb7GjZM2zOCU2s8ad6/AdZVLHGq/eOUjUMNG/rYTkTPVBu35j9q1+gYaaGtrYJKieeLjIwMe2ceRSLAmA398X8aSMDzT3QZ07yMAYgLTyTifTSxQbGEv4tmc1Qy1zwe0qxHTYqKiokLS2D98J0sPD+DsA/RVHCzo2J1G9aM3Mf7l0Goaauy6fYcQDoaGrKiN5snH+H4h3UIgEQiYmhlwJ2Tz9DQ06Bee1cSI5IwK1lkffPwAz7339N5Sgeu7r9Pk161cWnkREF+ITcP3ictKYNe09qjqqnM5+hkVg3Yhlvzygxe0p3UxHSiA2PwvulL53EtKSwoJD+vAM9tN2g9pDE2VSxQ11alQZea9JrViScXX9F6UENeXH/D6zv+uLd2wcLBlC7jW5VOl64ZshOrKhY41LCm++Q2Zb7HNr/jRfZT0pMyGGQ/kU1PluBQ0/b3DyjnlxGBv0gSQhCE40gXgXUFQYgCFiC9+Z8SBGEIEA50//Uz/P/4R00HCYKgBySLolgkCIIVYAuEfONm/SuY+QvaLnoluYd/iZse9xmyrCfj68xl1uFxZRLfAzy75I3HojPsfCVVqFTVVGHwMqnrYdUGjqX1nl/1QV1HjQnbBqGmpYpDdWv2zDpOTlYu4zcPYvGFaeTlSKNciwqL6Di2JSa2RshIZFjacyM5ufmol+ghvbkfwJmNV6nbsTo3Dz+iUY9aXNh6Hfu6RQxe0Jnz6y+RvqArJjZGLL0yBx1DTSxtDFDTVSch8jOB3iEkx6cxbefQ0vbJysnSdUJruoxvBYBjLTsmbBuGSUVjLu2+i0QikByXSlZaNg41bZjbfhUdxrai1cD6RLyLJD8zC2MrA5YP2U2rAfVRNdBm/f2FpecP9A6B4iL6zOrIzYP3ObLkDEfCtjN0SXc0dNXZv+A0H16FkJOSTo1WLnhuu0GD7tJAOVUNZW4eeUytNtXoPLYlnce25Miyc7y46sOWJz+68SqrKnDvxFOq1Hf4XYmH30NdR42DHzdibF0+Evj/8le5iIqi2OtXdv0xC/8n+VYuop2ALYAecEUQhDeiKLYA6gOLBUEoQLr2PlIUxeTfOFU5f5KD79YjryiPmqZKGfGwHzCsoI9722q/cGRZvG76YWSlT9eSmyxAg641KSiRpw4LiGRUzbm0HtYE10aOLO6+noHLetF9UhtqtnbBpKIR1ZtJDZCeqQ4ujZxpObAhLQc2BKDtsCalT8QdRzQlPTmTuPBEprdeyZ5XK1h+cTrj6sxlWpPFrLu/kNG1F1CQm8ectsuZfWwiKurKJMWlolmSOEVdR41m/eoDcPPoE8J9YpnjIY2ILiwoxLlORTKTM7C0M6RO22pIBDi/8za2lU1p1Lk6UVXMy4ySard3w615ZbZMOoxrU2fW3V+EjIwMoghPL3mjrqXM4EVdsXezpri4GFl5WRb22MSWhwuxq1aBXS+Wlvk8c7Pzyc7ILVNWv6s7bi2rcmTpGVoMaEDUp1gsHMoqv/4Ryg3AX8R3EjFcnlSmHACu7b9HRkom3adIk5XcOvyQ46s82e+/7jePy8/NLw3c+iWKioo5v+U6xjaG1Grjwr3Tz7ByMsfSyZTT6y9Ro6XLz6Ssf43z225yee8d9vmsIis9BxV16QJ3clwqF3fc4NSmG5jZGbHw5HjObbzCsFV9kVeUp5/jFNoMboiKuhLthv84S5mbJc2fq6mnjs+9AJxq2yGvIMe+2cfQNtIiNSmLgvwCuk9qQ1+7CYxe2+8Xk6+sH7GbYP8oxm8eSMUSb5wnnq/YM/s4MgJM2T0cp9oVS+vHhSdiaKFH1KdYxtVdwF6fVSiqKCArL4ucgiyp8em8ex5I3U41fvZej8+/ZFX/rVxM9yj3rvuT/BVJZTQUjcTaFgO+qu71wFXlSWXK+eejoqEszZ4NbB6zFztXa/b6rfnNY15cec3yvps5n7S/NPL2Sx6cfoZ7W1cUVRRIjU9FEAQad69duj/gyUckshKU1BTRN9P92fE/pfXghtRuV411w3ZiVdmCTuNacXbLdeq0c6X9qBYkx6eTn1+I/9NAxmwaXHrcoIVdUVJRYO/cU6jpqHFl500y0nJYfG4K+qY65GbnsaDbBpZdmEqluvYMWS6d9nr75CNFhcVo6qmz6uosKjibARAdHEd+TgHqOqo8OveC9qOaoa6tVuptBFCngxt1Okh/91np2azov5WRa/qhZaCBoYV0kd7QUo+J2wbz6U0oS7pvQADOJOwlLCCCTaP3Uqu9GxKJDIUFhWyf5EGvmR2p07E6Bz5uLDcA35y/fWH4f0a5iuh/nNTEdPJz86nfpSatSiSKHWraYmZv/Is39i+5duA+Hce1KlNPFEU8lpwl/EM0m0btIcw/AomsDBJZGbxvv6WwoLC07sKzUzm39QazO6wF4PCSMyzuvv5X309BSR4Dc11qtq6GdWULzm29zssbfsSFJ+J9y4+xmwZStb4Dvvff4XXdh97mI0mJT2Pd8N3k5xaAIBVVs3QypXrLKqiVBMgpKitwJmo7u2ef4Or+e6XvV6lORao2kOYotq9ujXxJHt/F3TcyptZctk3y4M6xJ+TlFJQagPzcfN4+/lCm3YIgICsniyBQJqI74MlHNo7YTaV6Dsw+Op7OE1ujqKxAtaaVmX96EmmJUqe44mKRlJJ1C4+Fp8qlnf8piOLXbf90RFH812+urq5iOX+Ose6zxcNLzvypY28dfii+ffxBFEVR3DJun3jn2COxsKBQnNl2lfjJJ7RM3fTkTLGt5iDxg1dwmfKo4Djxo3eIKIqiGP4+SvQvOd8vcWnnTTHkbbgoiqIYHRwnDnGZLqYkpIlJsSliV4OhYuTH6NK6aUnp4sOzz0VRFMWczFwxNixBnN1xjbh96uFfPf/ru/5iYnTSL+5bN2ynuLzPppJzZ4iX9t4RUxLSflbvxTUfsb3WILGwsOhn+55dfiV20B4oHlpyRlzYbYM4u/1KcdskD1EURfHljTfiCNcZpXVHuc0QPbffKHP85+gkcaTrdDE+PPFX+1DO7wO8Ev+f9xx1eQOxZYUpX7X9Fe/3d27lawL/cRIiP6Ompfozcbjf4sreO1SqY4+5gwkddYdQrbETQW/CmHFgDE51Kv7qcfl5BcgryP3q/t9jcbf11GrvRv2u7mW0kAA2j91HiwENMHcw5fDiM/SZ2xkVdWXObrrKy2tvWHV9Nn6PPhAXlsjH16HYu1nRrE9d0j6nk59bwIeXwdi5WnF6w2XcmlXGvU3ZRfFA7xAu77nN2E2DfrcPudl5KCr/qAD7xNOLgwtOMePgGN4+eodbCxdSE9OY3WYlAxZ2o+vEsm6fZzZcIdQ/nGn7ykp4Pzr3gtWDtmNqa8jW58tLA8rK+WP8JWsCCgZibeOvC867HrahfE2gnH8uXzMX/1NeXPGR5jYw1CA3IweJvCwKKoq/aQBS4lPRMtD80+0M9A6hxaBGnFl/iYj3UaXz9j8gkciAIPD8qg8X996l6+S2qKgrk5aYTsTHaI4uP0/PGR2kkhQyAiY2UimWQ4vOEB+RyJuHH+k5rR0GFnqofaFd9APqOmokRCRRkFfAhhF7CHj2iUMfN/xiW780AAmRn3F0t2Pgou68uunLh+ef6DSuNWZ2RlxI2v+zADmAyvUdSlQ+y1K3Uw3MHUzwufO23AD8E/gOHqCh3DuonD/AwzPPeXPPn/HbfvTDf/voPQ617BCLxV8UNCvIL+TC1uvsn32M88kHUFRWoCC/kNtHHtKsX/1f1Lv5JU6vu0RYQCQDFnVHWU2pjODdl6QnZeD76AP1Okq180VR5JNPGNsnHmTVjTk/G0GMrT2XvnM6k5mWg3vrqj/L1Xx5920adKtVRtRuYZd1WFWxoP/8riREJDLSZRrbvFZhZFVW4yvqUyyD7CfiEbip3C3zH8RfMhKQNxBrG/6ae39ZrkduKh8JlPN9oGOshflP3Dkr1XP4zWMmNVhIiF846+4vLH1CTopJ5tCi07g1r/KbAW1f0q3EdfXZJW/cWlRh/fBdPDz7kk1PFmNh/6NUhrqOGvU6VufavrsYWRtQtaETdtUqsPHhInKzcokOiiMhIhFZeVkq1XWgxYAGWFex+Fk7MlIy2TPjKAHPP1HRzbqsETg75cfPxESbsVuGIK8oR6h/BBWcf5RvMLU1Yo/f2nID8L3yHTxAQ7kRKOcP4FS7Yhl/99+jIL8QXVNtJu4Ygk3VCqXlhpb6HA/f8VXnOLzkDOb2JjToVov05ExW9N/K+rsLqFDJnOdXfJCT++VpkYgP0ch+MTKZ2mwplk6meN/yw721CxJZGSrVdaDdiGZEB8VJF8hK3C5FUWRB57WIxSIb7i9EIpEhyCcUG5cKP3sfiUSC36MPeN30IyYojk2Pf4z0TU/KIOJ9NJZOZl/V13L+ZXwnRqDcRbScv420z+mEvAkrVej8M6ioK5dm3VLXVuVC0j5sXCzpNK4Vp6J3/upTtoaeOsG+YaX/N+jqTudxLdn4YBHtRjbjzLpLxIbEk5udx9BKU3hzP6C0riAIVG9RhZmHxqKurcrd409Y0nPjr7bRwEKXtiOasvrWvDLlH18Fs2fW0T/d93L+wYgiFBV93fYPp3xNoJy/ncu7bvHiqjdLPGf+5ecuKir+xcVVv0fvyU7Pxr2N68/2iaKI34N3VG7gSIhvOKmJ6VRrWulXA7BEUZqx7Zf888PfR/HxZTDNBzT4/3emnP8Jf8magJy+WFun61fVvR6/4x+9JlA+Eijnb6dyA0cUlBXpZTmK13fe/qFjo0pSXP4SXjfe0FV/KEVFP0/xVLmeQxkDkJKQxtKe68lKy0IQBKo0dEIQBE6vv8zzK69/MwJXEIRSA/DTtoS9jeTRuRd/qE/lfCf8XpCY+O8IFis3AuX87Zjbm+BcpyINuriXSi/8EpmpWcxus4LEqCQAcjJzGeo8Bb8H736xvnMde2YfG/+LI4GfIiMjoKCsgPCTKOiZh8aW5gH4JSI+RHN9vzSK+NVNX7oaDitjdBp0r8USz+m/+/7lfG+IUPyV2z+c8oXhcv4ndBzbqsz/qwdtpXGvemUkrGXlZTGzN0ahxItISVWRAx82lmYr+ylKqopUb1H1q95fQ1edafvH/OF2hwdE8eTCS1oOboRjLTtmHBzzVUannO8cEUTxr0k0/60pNwLlfBPM7Ex+lgBdUVmBUevKKjP+mgH4X1GvS03qdakJgLKaEjVauXzT9pTzD+IXpiH/jZQbgXK+Cb1mdfrWTSinnD+PKEJxuREop5xyyvnv8i9Y9P0ayo1AOeWUU86fQPxORgLfZIVLEIQ1giB8EATBTxCE84IgaH6xb5YgCEGCIHwUBKHFt2hfOeWUU85v85Xuof+C0cK3cnO4BTiLolgZCARmAQiC4Aj0BJyAlsB2QRDK5RLLKaecfxYi342L6DcxAqIo3hRF8YcUU8+BH1TJOgAnRFHME0UxFAgCfp5otZxyyinnGyICYlHRV23/dP4JDs+DgWslr02AyC/2RZWU/QxBEIYLgvBKEIRXiYmJf3MTyymnnHK+QBRBLP667XcQBKFlyfR3kCAIf722yu/wty0MC4JwG/glda85oih6ltSZAxQCf1hlSxTF3cBukGoH/T+aWk455ZTzhxH/gqmekunubUAzpA+9XoIgXBRF8ZfD5P8G/jYjIIpi09/aLwjCQKAt0ET8UZAlGvhSV8C0pKyccsop55/FXxMxXAMIEkUxBEAQhBNIp8X/Z0bgm6iICoLQElgPNBBFMfGLcifgGNIPxhi4A9iKovibE2uCICQC4b+yWxf4/Fe0+19Kef//u/3/L/cdfr3/FqIo6v1/TiwIwvWS838NikDuF//vLpnJQBCErkBLURSHlvzfD6gpiuLY/0/7/gjfKk5gK6AA3CpRb3wuiuJIURQDBEE4hdQKFgJjfs8AAPzWFyoIwqt/sozr3015//+7/f8v9x3+3v6Lotjy7zjvt+CbGAFRFG1+Y98yYNn/sDnllFNOOd+Kbz4F/k/wDiqnnHLK+a/iBdgKglBBEAR5pHFSF/+XDfgvyEbs/tYN+MaU9/+/y3+57/Av6L8oioWCIIwFbgASYL8oigG/c9hfyneRXrKccsopp5w/R/l0UDnllFPOf5hyI1BOOeWU8x/muzQC/3WVUkEQugmCECAIQrEgCG4/2ffd9x++fSj+/xpBEPYLgpAgCIL/F2XagiDcEgThU8lfrW/Zxr8TQRDMBEG4JwjCu5Jrf0JJ+X/mM/izfJdGgHKVUn+gM/Dwy8L/Sv+/CMVvBTgCvUr6/j1zEOl3+iUzgTuiKNoiDbz8no1hITBFFEVHwB0YU/Kd/5c+gz/Fd2kE/usqpaIovhdF8eMv7PpP9J8vQvFFUcwHfgjF/24RRfEhkPyT4g6AR8lrD6Dj/7JN/0tEUYwVRfF1yesM4D1S8cn/zGfwZ/kujcBP+FMqpd8p/5X+/1f6+XsYiKIYW/I6DjD4lo35XyEIgiXgArzgP/oZ/BH+tXECf7dK6T+dr+l/OeX8gCiKoiAI370/uCAIqsBZYKIoiuklsjTAf+cz+KP8a43Af12l9Pf6/yt8N/3/Hf4r/fw94gVBMBJFMVYQBCMg4Vs36O9EEAQ5pAbgqCiK50qK/1OfwZ/hu5wOKlEpnQ60F0Ux+4tdF4GegiAoCIJQAbAFXn6LNn4j/iv9/+ah+P8QLgIDSl4PAL7bEaIgfeTfB7wXRXH9F7v+M5/Bn+W7jBgWBCEIqUppUknRc1EUR5bsm4N0naAQ6ZDx2i+f5d+LIAidgC2AHpAKvBFFsUXJvu++/wCCILQGNvJjKP53LUooCMJxoCFSeeP4/2vv/nEpCKMwjD+vzhokGlFRaVmHRWgkOhqrsACtygYkRCJ6kWg1dqDkKC7J9S/3RoPvPL9uikkm0zyZ75s5AxwCp8AJsMxk1Pp2VX3cPB5Cki3gErgB3gb9HzDZF2hxD35qyAhIkuYz5HKQJGk+RkCSGjMCktSYEZCkxoyAJDVmBCSpMSMgSY0ZAQ0lyXqSq6njjSRnv3lN0l/mx2IaSpIF4AFYqqqnJOfA3tuYYUnv/dsBctJXquo5yS2wlmQVuDcA0veMgEZ0DWwCO3z+25akKUZAI7pm8rvFo6rqOEJampt7AhrO6zLQBbBaVY+/fT3SX+bbQRrRLrBvAKTZjICGkWQlyR2wWFXHM0+Q5HKQJHXmk4AkNWYEJKkxIyBJjRkBSWrMCEhSY0ZAkhozApLU2AvDN+V4UBFLFQAAAABJRU5ErkJggg==\n",
       "text/plain": [
        "<Figure size 432x288 with 2 Axes>"
       ]
@@ -1019,23 +954,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 79,
-   "id": "926378ea",
+   "execution_count": 39,
+   "id": "b00d9754",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.colorbar.Colorbar at 0x2ab86ae6ac10>"
+       "<matplotlib.colorbar.Colorbar at 0x2ac391e10430>"
       ]
      },
-     "execution_count": 79,
+     "execution_count": 39,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 2 Axes>"
       ]
@@ -1058,15 +993,15 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "46d98d94",
+   "id": "220a091f",
    "metadata": {},
    "outputs": [],
    "source": []
   },
   {
    "cell_type": "code",
-   "execution_count": 80,
-   "id": "38524092",
+   "execution_count": 40,
+   "id": "31ee6d7c",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1078,7 +1013,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "7975ebb1",
+   "id": "245b0eb9",
    "metadata": {},
    "outputs": [],
    "source": []
@@ -1086,7 +1021,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "3760e1f1",
+   "id": "486aef35",
    "metadata": {},
    "outputs": [],
    "source": []
@@ -1094,30 +1029,31 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "a5dfdb65",
+   "id": "de47aa91",
    "metadata": {},
    "outputs": [],
    "source": []
   },
   {
    "cell_type": "code",
-   "execution_count": 148,
-   "id": "9cb9c7ac",
+   "execution_count": 41,
+   "id": "4c40afe0",
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/plain": [
-       "(0.2, 1.2)"
-      ]
-     },
-     "execution_count": 148,
-     "metadata": {},
-     "output_type": "execute_result"
+     "ename": "NameError",
+     "evalue": "name 'theory_ff' is not defined",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[0;32m/tmp/ipykernel_225463/1194112599.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0mpl\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mscatter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrand\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'BOUND_DIST'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0misin\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrand\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'FILLFACTOR'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0misin\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmarker\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'.'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlw\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0.0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ms\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0malpha\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0.1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mc\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'k'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0mpl\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m8.\u001b[0m \u001b[0;34m-\u001b[0m \u001b[0md\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msphere_cap_vol\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m \u001b[0mpl\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m8.\u001b[0m \u001b[0;34m-\u001b[0m \u001b[0md\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtheory_ff\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0md\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m8\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      6\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      7\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;31mNameError\u001b[0m: name 'theory_ff' is not defined"
+     ]
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -1147,26 +1083,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 175,
-   "id": "41e192f1",
+   "execution_count": null,
+   "id": "6688feb6",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "4289.321169701264 3954.314028981676\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "print(var, exp)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 167,
-   "id": "e36ce23d",
+   "execution_count": 42,
+   "id": "2571f080",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1186,8 +1114,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 168,
-   "id": "2402a183",
+   "execution_count": 43,
+   "id": "74592616",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1201,8 +1129,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 173,
-   "id": "5fd62e0c",
+   "execution_count": 44,
+   "id": "3af54ad9",
    "metadata": {},
    "outputs": [
     {
@@ -1211,13 +1139,13 @@
        "(-0.5, 0.5)"
       ]
      },
-     "execution_count": 173,
+     "execution_count": 44,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -1233,8 +1161,8 @@
     "\n",
     "pl.scatter(rand['BOUND_DIST'][isin], rand['FILLFACTOR'][isin] - rand['FF_THEORY'][isin], marker='.', lw=0.0, s=1, alpha=0.1, c='k')\n",
     "pl.axhline(0, ls='--', lw=0.5, color='r')\n",
-    "pl.axhline(3* -sig_ff, ls='--', color='cyan')\n",
-    "pl.axhline(3*sig_ff, ls='--', color='cyan')\n",
+    "#pl.axhline(3* -sig_ff, ls='--', color='cyan')\n",
+    "#pl.axhline(3*sig_ff, ls='--', color='cyan')\n",
     "pl.xlabel(r'BOUNDDIST')\n",
     "pl.ylabel(r'$ff_{THEORY} - ff$')\n",
     "pl.xlim(0, 8)\n",
@@ -1244,7 +1172,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "925eb621",
+   "id": "6bed24b5",
    "metadata": {},
    "outputs": [],
    "source": []
@@ -1252,14 +1180,14 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "645ec7df",
+   "id": "f43f2ccc",
    "metadata": {},
    "outputs": [],
    "source": []
   },
   {
    "cell_type": "markdown",
-   "id": "800a882d",
+   "id": "d6d8ba3c",
    "metadata": {},
    "source": [
     "###### fitsfile: D, Exp sigma, sigma, S2N\n",
@@ -1275,7 +1203,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "3a319a04",
+   "id": "8e468ae0",
    "metadata": {},
    "outputs": [],
    "source": []
@@ -1283,7 +1211,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "6a8a9bab",
+   "id": "411b3438",
    "metadata": {},
    "outputs": [],
    "source": []
@@ -1291,7 +1219,7 @@
   {
    "cell_type": "code",
    "execution_count": 83,
-   "id": "bcc0a028",
+   "id": "021c05f2",
    "metadata": {},
    "outputs": [
     {
@@ -1325,7 +1253,7 @@
   {
    "cell_type": "code",
    "execution_count": 87,
-   "id": "c6cb73e1",
+   "id": "301a3ed9",
    "metadata": {},
    "outputs": [
     {
@@ -1458,7 +1386,7 @@
   {
    "cell_type": "code",
    "execution_count": 88,
-   "id": "b35b614c",
+   "id": "45a1d11b",
    "metadata": {},
    "outputs": [
     {
@@ -1508,7 +1436,7 @@
   {
    "cell_type": "code",
    "execution_count": 89,
-   "id": "115a098c",
+   "id": "b35fd2c7",
    "metadata": {},
    "outputs": [
     {
@@ -1586,7 +1514,7 @@
   {
    "cell_type": "code",
    "execution_count": 90,
-   "id": "80a1f0fa",
+   "id": "481300a4",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1603,7 +1531,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "59e35640",
+   "id": "e88c7ef6",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1613,7 +1541,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "ddac9e30",
+   "id": "4638e1ed",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1623,7 +1551,7 @@
   {
    "cell_type": "code",
    "execution_count": 91,
-   "id": "c820a1aa",
+   "id": "3958cdb9",
    "metadata": {},
    "outputs": [
     {
@@ -1676,7 +1604,7 @@
   {
    "cell_type": "code",
    "execution_count": 92,
-   "id": "97dddb0a",
+   "id": "e6b19c1a",
    "metadata": {},
    "outputs": [
     {
@@ -1718,7 +1646,7 @@
   {
    "cell_type": "code",
    "execution_count": 93,
-   "id": "0fbe8b1a",
+   "id": "21f2e01c",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1730,7 +1658,7 @@
   {
    "cell_type": "code",
    "execution_count": 94,
-   "id": "942e8fb0",
+   "id": "fc1bb695",
    "metadata": {},
    "outputs": [
     {
@@ -1772,7 +1700,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d5f63a2d",
+   "id": "88555398",
    "metadata": {},
    "source": [
     "# Done."
@@ -1781,7 +1709,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "a0d8b4a1",
+   "id": "f1f0287c",
    "metadata": {},
    "outputs": [],
    "source": []

From 788d48ecae2f9335c056d568c699b8cd0f35157d Mon Sep 17 00:00:00 2001
From: sgmAstro <sgmoore@alumni.princeton.edu>
Date: Thu, 24 Feb 2022 14:40:39 +0000
Subject: [PATCH 06/24] randoms version

---
 docs/nb/randoms_n8_qa.ipynb | 372 ++++++++++++++++++++++++++----------
 1 file changed, 275 insertions(+), 97 deletions(-)

diff --git a/docs/nb/randoms_n8_qa.ipynb b/docs/nb/randoms_n8_qa.ipynb
index b167874c..3e68bf61 100644
--- a/docs/nb/randoms_n8_qa.ipynb
+++ b/docs/nb/randoms_n8_qa.ipynb
@@ -3,7 +3,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "c89271d4",
+   "id": "f48771a6",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -22,7 +22,7 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "id": "a45b4085",
+   "id": "2f2d5fb8",
    "metadata": {},
    "outputs": [
     {
@@ -47,7 +47,7 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "id": "1e5db2ba",
+   "id": "febd8dce",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -57,7 +57,7 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "id": "002041d3",
+   "id": "ffa82816",
    "metadata": {},
    "outputs": [
     {
@@ -78,7 +78,7 @@
   {
    "cell_type": "code",
    "execution_count": 5,
-   "id": "ddbd065b",
+   "id": "c127bb27",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -92,7 +92,7 @@
   {
    "cell_type": "code",
    "execution_count": 6,
-   "id": "85fdf6f7",
+   "id": "f12e68e3",
    "metadata": {
     "tags": [
      "parameters"
@@ -112,7 +112,7 @@
   {
    "cell_type": "code",
    "execution_count": 7,
-   "id": "8ce99ad5",
+   "id": "f3c5828c",
    "metadata": {},
    "outputs": [
     {
@@ -157,7 +157,7 @@
   {
    "cell_type": "code",
    "execution_count": 10,
-   "id": "e43315bd",
+   "id": "0131c796",
    "metadata": {},
    "outputs": [
     {
@@ -194,8 +194,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
-   "id": "171c932d",
+   "execution_count": 13,
+   "id": "4acb0b02",
    "metadata": {},
    "outputs": [
     {
@@ -217,18 +217,14 @@
        "             ('RSPHERE', 8.0)])"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "fpath = os.environ['HOME'] + '/data/{}/randoms/randoms_bd_{}_{}.fits'.format(version, field, realz)\n",
-    "\n",
-    "\n",
-    "\n",
-    "if dryrun:\n",
-    "    fpath = fpath.replace('.fits', '_dryrun.fits')\n",
+    "#fpath = os.environ['HOME'] + '/data/{}/randoms/randoms_bd_{}_{}.fits'.format(version, field, realz)\n",
+    "fpath = findfile(ftype='randoms_n8', field=field, dryrun=dryrun, survey=survey, version=version)\n",
     "\n",
     "rand = Table.read(fpath)\n",
     "rand.meta"
@@ -237,7 +233,7 @@
   {
    "cell_type": "code",
    "execution_count": 66,
-   "id": "98bd6e8f",
+   "id": "4ffc4b9f",
    "metadata": {},
    "outputs": [
     {
@@ -357,33 +353,218 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 67,
-   "id": "06252510",
+   "execution_count": 16,
+   "id": "4a7b59a5",
    "metadata": {},
    "outputs": [
     {
-     "ename": "FileNotFoundError",
-     "evalue": "[Errno 2] No such file or directory: '/cosma/home/durham/dc-moor2/data/GAMA4/randoms//randoms_bd_ddp_n8_R1_0.fits'",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
-      "\u001b[0;32m/tmp/ipykernel_225463/3220222810.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      6\u001b[0m     \u001b[0mfpath\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfpath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreplace\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'.fits'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'_dryrun.fits'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      7\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 8\u001b[0;31m \u001b[0mrand\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mTable\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfpath\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      9\u001b[0m \u001b[0mrand\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmeta\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m~/.local/lib/python3.9/site-packages/astropy/table/connect.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m     60\u001b[0m         \u001b[0mdescriptions\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpop\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'descriptions'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     61\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 62\u001b[0;31m         \u001b[0mout\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mregistry\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcls\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     63\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     64\u001b[0m         \u001b[0;31m# For some readers (e.g., ascii.ecsv), the returned `out` class is not\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m~/.local/lib/python3.9/site-packages/astropy/io/registry/core.py\u001b[0m in \u001b[0;36mread\u001b[0;34m(self, cls, format, cache, *args, **kwargs)\u001b[0m\n\u001b[1;32m    182\u001b[0m                         \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    183\u001b[0m                             \u001b[0mctx\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mget_readable_fileobj\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mencoding\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'binary'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcache\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcache\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 184\u001b[0;31m                             \u001b[0mfileobj\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mctx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__enter__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    185\u001b[0m                         \u001b[0;32mexcept\u001b[0m \u001b[0mOSError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    186\u001b[0m                             \u001b[0;32mraise\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m~/.conda/envs/lumfn/lib/python3.9/contextlib.py\u001b[0m in \u001b[0;36m__enter__\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    117\u001b[0m         \u001b[0;32mdel\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mkwds\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfunc\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    118\u001b[0m         \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 119\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mnext\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgen\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    120\u001b[0m         \u001b[0;32mexcept\u001b[0m \u001b[0mStopIteration\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    121\u001b[0m             \u001b[0;32mraise\u001b[0m \u001b[0mRuntimeError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"generator didn't yield\"\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m~/.local/lib/python3.9/site-packages/astropy/utils/data.py\u001b[0m in \u001b[0;36mget_readable_fileobj\u001b[0;34m(name_or_obj, encoding, cache, show_progress, remote_timeout, sources, http_headers)\u001b[0m\n\u001b[1;32m    269\u001b[0m                 \u001b[0mtimeout\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mremote_timeout\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msources\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msources\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    270\u001b[0m                 http_headers=http_headers)\n\u001b[0;32m--> 271\u001b[0;31m         \u001b[0mfileobj\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mio\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mFileIO\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mname_or_obj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'r'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    272\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mis_url\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mcache\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    273\u001b[0m             \u001b[0mdelete_fds\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfileobj\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: '/cosma/home/durham/dc-moor2/data/GAMA4/randoms//randoms_bd_ddp_n8_R1_0.fits'"
-     ]
+     "data": {
+      "text/plain": [
+       "OrderedDict([('ZMIN', 0.039),\n",
+       "             ('ZMAX', 0.263),\n",
+       "             ('DZ', 0.0001),\n",
+       "             ('NRAND', 15726),\n",
+       "             ('FIELD', 'R1'),\n",
+       "             ('AREA', 180.0),\n",
+       "             ('BOUND_PERCENT', 1.0),\n",
+       "             ('VOL', 265445.3343938506),\n",
+       "             ('RAND_DENS', 0.05924383653572445),\n",
+       "             ('VOL8', 2144.660584850632),\n",
+       "             ('NRAND8', 127.057921113502),\n",
+       "             ('NRAND8_PERR', 11.27199721049921),\n",
+       "             ('EXTNAME', 'TilingCat'),\n",
+       "             ('RSPHERE', 8.0),\n",
+       "             ('TILEID', 238),\n",
+       "             ('TILERA', 216.327),\n",
+       "             ('TILEDEC', -0.717),\n",
+       "             ('FIELDROT', -0.0743063091867413),\n",
+       "             ('FA_PLAN', '2022-07-01T00:00:00.000'),\n",
+       "             ('FA_HA', 0.0),\n",
+       "             ('FA_RUN', '2021-05-29T23:32:41+00:00'),\n",
+       "             ('REQRA', 216.327),\n",
+       "             ('REQDEC', -0.717),\n",
+       "             ('FIELDNUM', 0),\n",
+       "             ('FA_VER', '4.0.0'),\n",
+       "             ('FA_SURV', 'sv3'),\n",
+       "             ('DEPNAM00', 'python'),\n",
+       "             ('DEPVER00', '3.8.3'),\n",
+       "             ('DEPNAM01', 'numpy'),\n",
+       "             ('DEPVER01', '1.19.1'),\n",
+       "             ('DEPNAM02', 'matplotlib'),\n",
+       "             ('DEPVER02', '3.2.1'),\n",
+       "             ('DEPNAM03', 'astropy'),\n",
+       "             ('DEPVER03', '4.0.1.post1'),\n",
+       "             ('DEPNAM04', 'fitsio'),\n",
+       "             ('DEPVER04', '1.1.2'),\n",
+       "             ('DEPNAM05', 'desiutil'),\n",
+       "             ('DEPVER05', '3.2.1'),\n",
+       "             ('DEPNAM06', 'desimodel'),\n",
+       "             ('DEPVER06', '0.15.0.dev651'),\n",
+       "             ('DEPNAM07', 'desitarget'),\n",
+       "             ('DEPVER07', '1.0.1'),\n",
+       "             ('DEPNAM08', 'SKYBRICKS_DIR'),\n",
+       "             ('DEPVER08', '$DESI_ROOT/target/skybricks/v3'),\n",
+       "             ('RRVER', '0.15.0'),\n",
+       "             ('TEMNAM00', 'GALAXY'),\n",
+       "             ('TEMVER00', '2.6'),\n",
+       "             ('TEMNAM01', 'QSO'),\n",
+       "             ('TEMVER01', '0.1'),\n",
+       "             ('TEMNAM02', 'STAR:::A'),\n",
+       "             ('TEMVER02', '0.1'),\n",
+       "             ('TEMNAM03', 'STAR:::B'),\n",
+       "             ('TEMVER03', '0.1'),\n",
+       "             ('TEMNAM04', 'STAR:::CV'),\n",
+       "             ('TEMVER04', '0.1'),\n",
+       "             ('TEMNAM05', 'STAR:::F'),\n",
+       "             ('TEMVER05', '0.1'),\n",
+       "             ('TEMNAM06', 'STAR:::G'),\n",
+       "             ('TEMVER06', '0.1'),\n",
+       "             ('TEMNAM07', 'STAR:::K'),\n",
+       "             ('TEMVER07', '0.1'),\n",
+       "             ('TEMNAM08', 'STAR:::M'),\n",
+       "             ('TEMVER08', '0.1'),\n",
+       "             ('TEMNAM09', 'STAR:::WD'),\n",
+       "             ('TEMVER09', '0.1'),\n",
+       "             ('TCOMM1', 'GAMA ID'),\n",
+       "             ('TUCD1', 'meta.id;meta.main'),\n",
+       "             ('TCOMM2', 'SDSS objid'),\n",
+       "             ('TUCD2', 'meta.id'),\n",
+       "             ('TCOMM3', 'J2000 coordinate'),\n",
+       "             ('TUCD3', 'pos.eq.ra'),\n",
+       "             ('TCOMM4', 'J2000 coordinate'),\n",
+       "             ('TUCD4', 'pos.eq.dec'),\n",
+       "             ('TCOMM5', '3-arcsec fiber magnitude'),\n",
+       "             ('TUCD5', 'phot.mag;em.opt.R'),\n",
+       "             ('TCOMM6', 'Extinction-corrected SDSS DR7 Petrosian mag'),\n",
+       "             ('TUCD6', 'phot.mag;em.opt.R'),\n",
+       "             ('TCOMM7', 'Extinction-corrected SDSS DR7 mag'),\n",
+       "             ('TUCD7', 'phot.mag;em.opt.U'),\n",
+       "             ('TCOMM8', 'Extinction-corrected SDSS DR7 mag'),\n",
+       "             ('TUCD8', 'phot.mag;em.opt.B'),\n",
+       "             ('TCOMM9', 'Extinction-corrected SDSS DR7 mag'),\n",
+       "             ('TUCD9', 'phot.mag;em.opt.R'),\n",
+       "             ('TCOMM10', 'Extinction-corrected SDSS DR7 mag'),\n",
+       "             ('TUCD10', 'phot.mag;em.opt.I'),\n",
+       "             ('TCOMM11', 'Extinction-corrected SDSS DR7 mag'),\n",
+       "             ('TUCD11', 'phot.mag;em.opt.I'),\n",
+       "             ('TCOMM12', 'Survey code for redshift source, see notes'),\n",
+       "             ('TUCD12', 'meta.code;meta.dataset'),\n",
+       "             ('TCOMM13', 'Spectroscopic redshift, -1 for none attempted'),\n",
+       "             ('TUCD13', 'src.redshift'),\n",
+       "             ('TCOMM14', 'Quality of redshift'),\n",
+       "             ('TUCD14', 'meta.code.qual;src.redshift'),\n",
+       "             ('TCOMM15', 'Tests of NQ=2 redshifts, see notes'),\n",
+       "             ('TUCD15', 'meta.code.qual;src.redshift'),\n",
+       "             ('TCOMM16', 'ID of spectrum from SpecAll table'),\n",
+       "             ('TUCD16', 'meta.id.cross;spect'),\n",
+       "             ('TCOMM17', 'Redshift uncertainty, c delta ln(1+z), see notes'),\n",
+       "             ('TUCD17', 'src.redshift;stat.error'),\n",
+       "             ('TCOMM18', 'Number of GAMA spectra within 1 arcsec'),\n",
+       "             ('TUCD18', 'meta.number;spect'),\n",
+       "             ('TCOMM19', 'SDSS Petro half-light surface brightness'),\n",
+       "             ('TUCD19', 'phot.mag.sb;em.opt.R'),\n",
+       "             ('TCOMM20', 'r_psf - r_model star-galaxy separation parameter'),\n",
+       "             ('TUCD20', 'src.class.starGalaxy'),\n",
+       "             ('TCOMM21', 'J - K - f_locus star-galaxy separation parameter'),\n",
+       "             ('TUCD21', 'src.class.starGalaxy'),\n",
+       "             ('TCOMM22', 'Extinction-corrected r-defined auto AB mag'),\n",
+       "             ('TUCD22', 'phot.mag;em.IR.K'),\n",
+       "             ('TCOMM23', 'Flux from FIRST-SDSS matching by John Ching'),\n",
+       "             ('TUCD23', 'phot.flux.density;em.radio'),\n",
+       "             ('TCOMM24', '1 for match to H-ATLAS SDSS possible ID'),\n",
+       "             ('TUCD24', 'meta.code'),\n",
+       "             ('TCOMM25', '1-deg strip, 2 for GAMA I regions'),\n",
+       "             ('TUCD25', 'meta.code'),\n",
+       "             ('TCOMM26', 'Bitwise target criteria, see notes'),\n",
+       "             ('TUCD26', 'meta.code'),\n",
+       "             ('TCOMM27', 'Useful for selecting samples, see notes'),\n",
+       "             ('TUCD27', 'meta.code.class'),\n",
+       "             ('TCOMM28', 'Useful for selecting samples, see notes'),\n",
+       "             ('TUCD28', 'meta.code.class'),\n",
+       "             ('TCOMM29', 'Priorities for targeting, see notes'),\n",
+       "             ('TUCD29', 'meta.code.class'),\n",
+       "             ('TCOMM30', 'Number of survey_class>=3 targets within 40 arcsec'),\n",
+       "             ('TUCD30', 'meta.code.class'),\n",
+       "             ('TCOMM31', 'CATAID of object in TilingCatv11, see notes'),\n",
+       "             ('TUCD31', 'meta.code.cross'),\n",
+       "             ('TCOMM32', 'Mask value 0.0 to 1.0 around V<10 stars'),\n",
+       "             ('TUCD32', 'meta.code'),\n",
+       "             ('TCOMM33', 'Mask value 0.0 to 1.0 around V<12 stars'),\n",
+       "             ('TUCD33', 'meta.code'),\n",
+       "             ('TCOMM34', 'Visual classification, see notes'),\n",
+       "             ('TUCD34', 'mata.code.qual'),\n",
+       "             ('TCOMM35', 'Initials of classifiers, xxx for none'),\n",
+       "             ('TUCD35', 'meta.id'),\n",
+       "             ('DATE-HDU', '2015-09-04T13:22:37'),\n",
+       "             ('STILVERS', '3.0-8'),\n",
+       "             ('STILCLAS', 'uk.ac.starlink.votable.FitsPlusTableWriter'),\n",
+       "             ('DMU', 'EqInputCat'),\n",
+       "             ('NAME', 'TilingCat'),\n",
+       "             ('VERSION', 'v46'),\n",
+       "             ('DATE', '2015-05-22'),\n",
+       "             ('CONTACT', 'Ivan Baldry <i.baldry@ljmu.ac.uk>'),\n",
+       "             ('GOLD_NGAL', 113687),\n",
+       "             ('DDP1_ZMIN', 0.03923446111463015),\n",
+       "             ('DDP1_ZMAX', 0.2629719581471712),\n",
+       "             ('DDP1_VZ', 7592914.32628178),\n",
+       "             ('DDP1ZLIMS_NGAL', 31700),\n",
+       "             ('DDP1_NGAL', 15347),\n",
+       "             ('DDP1_DENS', 0.002021226546291793),\n",
+       "             ('DDP2_ZMIN', 0.03923446111463015),\n",
+       "             ('DDP2_ZMAX', 0.1936874359952474),\n",
+       "             ('DDP2_VZ', 3155879.137087058),\n",
+       "             ('DDP2ZLIMS_NGAL', 22149),\n",
+       "             ('DDP2_NGAL', 10971),\n",
+       "             ('DDP2_DENS', 0.003476368873278988),\n",
+       "             ('DDP3_ZMIN', 0.03905948049350564),\n",
+       "             ('DDP3_ZMAX', 0.1015549649907882),\n",
+       "             ('DDP3_VZ', 457402.5405453242),\n",
+       "             ('DDP3ZLIMS_NGAL', 4768),\n",
+       "             ('DDP3_NGAL', 2547),\n",
+       "             ('DDP3_DENS', 0.005568399329315961),\n",
+       "             ('TMR_DDP1', '[-21.8, -20.1]'),\n",
+       "             ('TMR_DDP2', '[-20.6, -19.3]'),\n",
+       "             ('TMR_DDP3', '[-19.6, -17.8]'),\n",
+       "             ('D80LIMS', '[-1.0, -0.75]'),\n",
+       "             ('D81LIMS', '[-0.75, -0.55]'),\n",
+       "             ('D82LIMS', '[-0.55, -0.4]'),\n",
+       "             ('D83LIMS', '[-0.4, 0.0]'),\n",
+       "             ('D84LIMS', '[0.0, 0.7]'),\n",
+       "             ('D85LIMS', '[0.7, 1.6]'),\n",
+       "             ('D86LIMS', '[1.6, 2.9]'),\n",
+       "             ('D87LIMS', '[2.9, 4.0]'),\n",
+       "             ('D88LIMS', '[4.0, 10000.0]'),\n",
+       "             ('DDP1_d0_VOLFRAC', '2.926209e-02'),\n",
+       "             ('DDP1_d0_TIERMEDd8', '-1.000000e+00'),\n",
+       "             ('DDP1_d1_VOLFRAC', '9.160305e-03'),\n",
+       "             ('DDP1_d1_TIERMEDd8', '-7.286034e-01'),\n",
+       "             ('DDP1_d2_VOLFRAC', '1.164122e-02'),\n",
+       "             ('DDP1_d2_TIERMEDd8', '-4.670757e-01'),\n",
+       "             ('DDP1_d3_VOLFRAC', '1.297710e-02'),\n",
+       "             ('DDP1_d3_TIERMEDd8', '-1.664978e-01'),\n",
+       "             ('DDP1_d4_VOLFRAC', '3.193384e-02'),\n",
+       "             ('DDP1_d4_TIERMEDd8', '3.569831e-01'),\n",
+       "             ('DDP1_d5_VOLFRAC', '3.517812e-02'),\n",
+       "             ('DDP1_d5_TIERMEDd8', '1.112493e+00'),\n",
+       "             ('DDP1_d6_VOLFRAC', '3.403308e-02'),\n",
+       "             ('DDP1_d6_TIERMEDd8', '2.202024e+00'),\n",
+       "             ('DDP1_d7_VOLFRAC', '2.309160e-02'),\n",
+       "             ('DDP1_d7_TIERMEDd8', '3.383086e+00'),\n",
+       "             ('DDP1_d8_VOLFRAC', '1.061705e-01'),\n",
+       "             ('DDP1_d8_TIERMEDd8', '7.793250e+00'),\n",
+       "             ('comments',\n",
+       "              ['Science targets and information for tiling and spectroscopic',\n",
+       "               'observation.'])])"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
     }
    ],
    "source": [
     "#fpath = os.environ['HOME'] + '/data/{}/randoms/randoms_bd_ddp_n8_{}_{}.fits'.format(version, field, realz)\n",
-    "fpath = findfile(ftype='randoms_bd_ddp_n8', field=field, dryrun=dryrun, survey=survey)\n",
-    "\n",
-    "\n",
-    "if dryrun:\n",
-    "    fpath = fpath.replace('.fits', '_dryrun.fits')\n",
+    "fpath = findfile(ftype='randoms_bd_ddp_n8', field=field, dryrun=dryrun, survey=survey, version=version)\n",
     "\n",
     "rand = Table.read(fpath)\n",
     "rand.meta"
@@ -391,8 +572,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 68,
-   "id": "5fa0cd43",
+   "execution_count": 17,
+   "id": "727f0cb3",
    "metadata": {},
    "outputs": [
     {
@@ -401,7 +582,7 @@
        "Text(0, 0.5, 'DEC [deg.]')"
       ]
      },
-     "execution_count": 68,
+     "execution_count": 17,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -428,8 +609,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 69,
-   "id": "abb3d800",
+   "execution_count": 18,
+   "id": "c49e9d7d",
    "metadata": {},
    "outputs": [
     {
@@ -438,7 +619,7 @@
        "Text(0.5, 0, 'V')"
       ]
      },
-     "execution_count": 69,
+     "execution_count": 18,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -464,8 +645,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 70,
-   "id": "08c26dbd",
+   "execution_count": 19,
+   "id": "fa46354a",
    "metadata": {},
    "outputs": [
     {
@@ -474,7 +655,7 @@
        "(0.0, 0.6)"
       ]
      },
-     "execution_count": 70,
+     "execution_count": 19,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -504,21 +685,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 71,
-   "id": "07e42cce",
+   "execution_count": 21,
+   "id": "e5541c31",
    "metadata": {},
    "outputs": [],
    "source": [
-    "#pos = np.c_[rand['CARTESIAN_X'], rand['CARTESIAN_Y'], rand['CARTESIAN_Z']]\n",
-    "#pos = rotate(rand['RANDOM_RA'], rand['RANDOM_DEC'], pos)\n",
-    "\n",
-    "pos = np.c_[rand['ROTCARTESIAN_X'], rand['ROTCARTESIAN_Y'], rand['ROTCARTESIAN_Z']]\n"
+    "pos = np.c_[rand['ROTCARTESIAN_X'], rand['ROTCARTESIAN_Y'], rand['ROTCARTESIAN_Z']]"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 72,
-   "id": "8b927de2",
+   "execution_count": 22,
+   "id": "0e75cb09",
    "metadata": {},
    "outputs": [
     {
@@ -527,7 +705,7 @@
        "Text(0, 0.5, '$y$')"
       ]
      },
-     "execution_count": 72,
+     "execution_count": 22,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -554,7 +732,7 @@
   {
    "cell_type": "code",
    "execution_count": 73,
-   "id": "8f4df100",
+   "id": "75d69419",
    "metadata": {},
    "outputs": [
     {
@@ -590,7 +768,7 @@
   {
    "cell_type": "code",
    "execution_count": 74,
-   "id": "7d64f88a",
+   "id": "4e75e1e9",
    "metadata": {},
    "outputs": [
     {
@@ -632,7 +810,7 @@
   {
    "cell_type": "code",
    "execution_count": 75,
-   "id": "1776de49",
+   "id": "96cc9b3b",
    "metadata": {},
    "outputs": [
     {
@@ -674,7 +852,7 @@
   {
    "cell_type": "code",
    "execution_count": 52,
-   "id": "6428837a",
+   "id": "38e38582",
    "metadata": {},
    "outputs": [
     {
@@ -695,7 +873,7 @@
   {
    "cell_type": "code",
    "execution_count": 53,
-   "id": "72dbfbcc",
+   "id": "a7c946ea",
    "metadata": {},
    "outputs": [
     {
@@ -716,7 +894,7 @@
   {
    "cell_type": "code",
    "execution_count": 54,
-   "id": "e885b237",
+   "id": "32e1cf9a",
    "metadata": {},
    "outputs": [
     {
@@ -772,7 +950,7 @@
   {
    "cell_type": "code",
    "execution_count": 55,
-   "id": "95e5f1f0",
+   "id": "7b777a2a",
    "metadata": {},
    "outputs": [
     {
@@ -793,7 +971,7 @@
   {
    "cell_type": "code",
    "execution_count": 34,
-   "id": "3baf6750",
+   "id": "03eb7530",
    "metadata": {},
    "outputs": [
     {
@@ -831,7 +1009,7 @@
   {
    "cell_type": "code",
    "execution_count": 35,
-   "id": "7bb3af21",
+   "id": "744585aa",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -841,7 +1019,7 @@
   {
    "cell_type": "code",
    "execution_count": 36,
-   "id": "72e5f72d",
+   "id": "d0eb1c7e",
    "metadata": {},
    "outputs": [
     {
@@ -879,7 +1057,7 @@
   {
    "cell_type": "code",
    "execution_count": 37,
-   "id": "021067cb",
+   "id": "37390b79",
    "metadata": {},
    "outputs": [
     {
@@ -917,7 +1095,7 @@
   {
    "cell_type": "code",
    "execution_count": 38,
-   "id": "ff4f44d0",
+   "id": "5eb0e12e",
    "metadata": {},
    "outputs": [
     {
@@ -955,7 +1133,7 @@
   {
    "cell_type": "code",
    "execution_count": 39,
-   "id": "b00d9754",
+   "id": "a204d349",
    "metadata": {},
    "outputs": [
     {
@@ -993,7 +1171,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "220a091f",
+   "id": "1c7a6542",
    "metadata": {},
    "outputs": [],
    "source": []
@@ -1001,7 +1179,7 @@
   {
    "cell_type": "code",
    "execution_count": 40,
-   "id": "31ee6d7c",
+   "id": "2b7453fc",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1013,7 +1191,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "245b0eb9",
+   "id": "4ed56b04",
    "metadata": {},
    "outputs": [],
    "source": []
@@ -1021,7 +1199,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "486aef35",
+   "id": "c28474ab",
    "metadata": {},
    "outputs": [],
    "source": []
@@ -1029,7 +1207,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "de47aa91",
+   "id": "53a69244",
    "metadata": {},
    "outputs": [],
    "source": []
@@ -1037,7 +1215,7 @@
   {
    "cell_type": "code",
    "execution_count": 41,
-   "id": "4c40afe0",
+   "id": "e010738e",
    "metadata": {},
    "outputs": [
     {
@@ -1084,7 +1262,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "6688feb6",
+   "id": "4f9bfc14",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1094,7 +1272,7 @@
   {
    "cell_type": "code",
    "execution_count": 42,
-   "id": "2571f080",
+   "id": "6a4b7554",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1115,7 +1293,7 @@
   {
    "cell_type": "code",
    "execution_count": 43,
-   "id": "74592616",
+   "id": "a654237e",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1130,7 +1308,7 @@
   {
    "cell_type": "code",
    "execution_count": 44,
-   "id": "3af54ad9",
+   "id": "f1a8d2d6",
    "metadata": {},
    "outputs": [
     {
@@ -1172,7 +1350,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "6bed24b5",
+   "id": "30e9245d",
    "metadata": {},
    "outputs": [],
    "source": []
@@ -1180,14 +1358,14 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f43f2ccc",
+   "id": "2b9542fe",
    "metadata": {},
    "outputs": [],
    "source": []
   },
   {
    "cell_type": "markdown",
-   "id": "d6d8ba3c",
+   "id": "0da90aac",
    "metadata": {},
    "source": [
     "###### fitsfile: D, Exp sigma, sigma, S2N\n",
@@ -1203,7 +1381,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "8e468ae0",
+   "id": "6934497e",
    "metadata": {},
    "outputs": [],
    "source": []
@@ -1211,7 +1389,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "411b3438",
+   "id": "b7200061",
    "metadata": {},
    "outputs": [],
    "source": []
@@ -1219,7 +1397,7 @@
   {
    "cell_type": "code",
    "execution_count": 83,
-   "id": "021c05f2",
+   "id": "cf3ea528",
    "metadata": {},
    "outputs": [
     {
@@ -1253,7 +1431,7 @@
   {
    "cell_type": "code",
    "execution_count": 87,
-   "id": "301a3ed9",
+   "id": "059ea3e2",
    "metadata": {},
    "outputs": [
     {
@@ -1386,7 +1564,7 @@
   {
    "cell_type": "code",
    "execution_count": 88,
-   "id": "45a1d11b",
+   "id": "6f6bcd3f",
    "metadata": {},
    "outputs": [
     {
@@ -1436,7 +1614,7 @@
   {
    "cell_type": "code",
    "execution_count": 89,
-   "id": "b35fd2c7",
+   "id": "18ba8c4f",
    "metadata": {},
    "outputs": [
     {
@@ -1514,7 +1692,7 @@
   {
    "cell_type": "code",
    "execution_count": 90,
-   "id": "481300a4",
+   "id": "4cc73db0",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1531,7 +1709,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "e88c7ef6",
+   "id": "079bf8bc",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1541,7 +1719,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "4638e1ed",
+   "id": "dcd9cc8c",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1551,7 +1729,7 @@
   {
    "cell_type": "code",
    "execution_count": 91,
-   "id": "3958cdb9",
+   "id": "794d8a54",
    "metadata": {},
    "outputs": [
     {
@@ -1604,7 +1782,7 @@
   {
    "cell_type": "code",
    "execution_count": 92,
-   "id": "e6b19c1a",
+   "id": "091b5314",
    "metadata": {},
    "outputs": [
     {
@@ -1646,7 +1824,7 @@
   {
    "cell_type": "code",
    "execution_count": 93,
-   "id": "21f2e01c",
+   "id": "3ee22311",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1658,7 +1836,7 @@
   {
    "cell_type": "code",
    "execution_count": 94,
-   "id": "fc1bb695",
+   "id": "69859837",
    "metadata": {},
    "outputs": [
     {
@@ -1700,7 +1878,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "88555398",
+   "id": "fd97e309",
    "metadata": {},
    "source": [
     "# Done."
@@ -1709,7 +1887,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f1f0287c",
+   "id": "287d45f1",
    "metadata": {},
    "outputs": [],
    "source": []

From 15374c4ddfbdabf3a59d4f9f95b66ff30d481374 Mon Sep 17 00:00:00 2001
From: sgmAstro <sgmoore@alumni.princeton.edu>
Date: Thu, 24 Feb 2022 15:55:16 +0000
Subject: [PATCH 07/24] Removed versioned args

---
 findfile.py | 20 +++++++++++++++-----
 1 file changed, 15 insertions(+), 5 deletions(-)

diff --git a/findfile.py b/findfile.py
index 4bb4fbfb..7f57badb 100644
--- a/findfile.py
+++ b/findfile.py
@@ -43,11 +43,11 @@ def fetch_fields(survey):
 
     return fields
 
-def release_dir(user=os.environ['USER'], versioned=False, survey='gama', version=None):
+def release_dir(user=os.environ['USER'], survey='gama', version=None):
     #assert survey == 'gama', 'TODO: Support DESI.'
 
     # E.g.  /cosma/home/durham/dc-wils7/data/GAMA4/                                                                                                                                                
-    if versioned:
+    if version == 'latest':
         ff = glob.glob('/cosma/home/durham/{}/data/v*'.format(user))
         ff.sort(key=os.path.getmtime)
 
@@ -67,7 +67,6 @@ def overwrite_check(opath):
 def findfile(ftype, dryrun=False, prefix=None, field=None, utier='{utier}', survey='gama', realz=0, debug=False, version=None):    
     survey = survey.lower()
     
-    
     # Special case:                                                                                                                                                                                 
     if (ftype == 'gold') & dryrun & (survey == 'gama'):
         return  os.environ['CODE_ROOT'] + '/data/gama_gold_dryrun.fits'
@@ -91,9 +90,20 @@ def findfile(ftype, dryrun=False, prefix=None, field=None, utier='{utier}', surv
 
     # TODO: Re-add checks for GOLD_DIR and RANDOMS_DIR
     if version == None:
-        gold_dir   = os.environ['GOLD_DIR']
-        rand_dir   = os.environ['RANDOMS_DIR']
+        try:
+            gold_dir   = os.environ['GOLD_DIR']
+            rand_dir   = os.environ['RANDOMS_DIR']
+            
+        except:
+            cwd = os.getcwd()
+            gold_dir = '/'.join(x for x in cwd.split('/')[:-3]) + '/data/{}'.format(version)
+            os.environ['GOLD_DIR'] = gold_dir
+            print(f'WARNING: DEFAULTING TO GOLD_DIR: {gold_dir}')
         
+            randoms_dir = os.environ['GOLD_DIR'] + '/randoms/'
+            os.environ['RANDOMS_DIR'] = randoms_dir
+            print(f'WARNING: DEFAULTING TO RANDOMS_DIR: {randoms_dir}')
+    
     else:
         gold_dir   = release_dir(version=version)
         rand_dir   = release_dir(version=version) + '/randoms/'

From fbbed4dec9342f654e51051afca4a03a03705920 Mon Sep 17 00:00:00 2001
From: sgmAstro <sgmoore@alumni.princeton.edu>
Date: Thu, 24 Feb 2022 15:55:45 +0000
Subject: [PATCH 08/24] Removed .replace() in randoms

---
 docs/nb/randoms_n8_qa.ipynb | 139 ++++++++++++++++++------------------
 1 file changed, 68 insertions(+), 71 deletions(-)

diff --git a/docs/nb/randoms_n8_qa.ipynb b/docs/nb/randoms_n8_qa.ipynb
index 3e68bf61..53f6e063 100644
--- a/docs/nb/randoms_n8_qa.ipynb
+++ b/docs/nb/randoms_n8_qa.ipynb
@@ -2,8 +2,8 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
-   "id": "f48771a6",
+   "execution_count": 23,
+   "id": "7eb4a9ab",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,8 +21,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
-   "id": "2f2d5fb8",
+   "execution_count": 24,
+   "id": "5c7ec08a",
    "metadata": {},
    "outputs": [
     {
@@ -46,8 +46,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
-   "id": "febd8dce",
+   "execution_count": 25,
+   "id": "2e34638c",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -56,8 +56,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
-   "id": "ffa82816",
+   "execution_count": 26,
+   "id": "3c367399",
    "metadata": {},
    "outputs": [
     {
@@ -66,7 +66,7 @@
        "'/cosma/home/durham/dc-moor2/data/GAMA4'"
       ]
      },
-     "execution_count": 4,
+     "execution_count": 26,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -77,8 +77,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
-   "id": "c127bb27",
+   "execution_count": 27,
+   "id": "8dd26bb9",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -91,8 +91,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
-   "id": "f12e68e3",
+   "execution_count": 28,
+   "id": "a42b8d57",
    "metadata": {
     "tags": [
      "parameters"
@@ -111,8 +111,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
-   "id": "f3c5828c",
+   "execution_count": 29,
+   "id": "32685820",
    "metadata": {},
    "outputs": [
     {
@@ -140,24 +140,21 @@
        "             ('EXTNAME', 'RANDOMS')])"
       ]
      },
-     "execution_count": 7,
+     "execution_count": 29,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "fpath = findfile(ftype='randoms', field=field, dryrun=dryrun, survey=survey, version=version)\n",
-    "# TODO: add to findfile?\n",
-    "fpath = fpath.replace('GAMA4', version)\n",
-    "\n",
     "rand  = Table.read(fpath)\n",
     "rand.meta"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
-   "id": "0131c796",
+   "execution_count": 30,
+   "id": "38821292",
    "metadata": {},
    "outputs": [
     {
@@ -179,7 +176,7 @@
        "             ('RSPHERE', 8.0)])"
       ]
      },
-     "execution_count": 10,
+     "execution_count": 30,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -195,7 +192,7 @@
   {
    "cell_type": "code",
    "execution_count": 13,
-   "id": "4acb0b02",
+   "id": "0da588a1",
    "metadata": {},
    "outputs": [
     {
@@ -233,7 +230,7 @@
   {
    "cell_type": "code",
    "execution_count": 66,
-   "id": "4ffc4b9f",
+   "id": "23c3ba58",
    "metadata": {},
    "outputs": [
     {
@@ -354,7 +351,7 @@
   {
    "cell_type": "code",
    "execution_count": 16,
-   "id": "4a7b59a5",
+   "id": "fd93f50f",
    "metadata": {},
    "outputs": [
     {
@@ -573,7 +570,7 @@
   {
    "cell_type": "code",
    "execution_count": 17,
-   "id": "727f0cb3",
+   "id": "b50d1506",
    "metadata": {},
    "outputs": [
     {
@@ -610,7 +607,7 @@
   {
    "cell_type": "code",
    "execution_count": 18,
-   "id": "c49e9d7d",
+   "id": "36d9ab98",
    "metadata": {},
    "outputs": [
     {
@@ -646,7 +643,7 @@
   {
    "cell_type": "code",
    "execution_count": 19,
-   "id": "fa46354a",
+   "id": "f4d3c1fb",
    "metadata": {},
    "outputs": [
     {
@@ -686,7 +683,7 @@
   {
    "cell_type": "code",
    "execution_count": 21,
-   "id": "e5541c31",
+   "id": "2f394fac",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -696,7 +693,7 @@
   {
    "cell_type": "code",
    "execution_count": 22,
-   "id": "0e75cb09",
+   "id": "59c4576e",
    "metadata": {},
    "outputs": [
     {
@@ -732,7 +729,7 @@
   {
    "cell_type": "code",
    "execution_count": 73,
-   "id": "75d69419",
+   "id": "fb8ba2de",
    "metadata": {},
    "outputs": [
     {
@@ -768,7 +765,7 @@
   {
    "cell_type": "code",
    "execution_count": 74,
-   "id": "4e75e1e9",
+   "id": "4a88f6a0",
    "metadata": {},
    "outputs": [
     {
@@ -810,7 +807,7 @@
   {
    "cell_type": "code",
    "execution_count": 75,
-   "id": "96cc9b3b",
+   "id": "7b4516bb",
    "metadata": {},
    "outputs": [
     {
@@ -852,7 +849,7 @@
   {
    "cell_type": "code",
    "execution_count": 52,
-   "id": "38e38582",
+   "id": "6848e359",
    "metadata": {},
    "outputs": [
     {
@@ -873,7 +870,7 @@
   {
    "cell_type": "code",
    "execution_count": 53,
-   "id": "a7c946ea",
+   "id": "dc60f00d",
    "metadata": {},
    "outputs": [
     {
@@ -894,7 +891,7 @@
   {
    "cell_type": "code",
    "execution_count": 54,
-   "id": "32e1cf9a",
+   "id": "a6dd00dd",
    "metadata": {},
    "outputs": [
     {
@@ -950,7 +947,7 @@
   {
    "cell_type": "code",
    "execution_count": 55,
-   "id": "7b777a2a",
+   "id": "b338541e",
    "metadata": {},
    "outputs": [
     {
@@ -971,7 +968,7 @@
   {
    "cell_type": "code",
    "execution_count": 34,
-   "id": "03eb7530",
+   "id": "0467d077",
    "metadata": {},
    "outputs": [
     {
@@ -1009,7 +1006,7 @@
   {
    "cell_type": "code",
    "execution_count": 35,
-   "id": "744585aa",
+   "id": "24c74c86",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1019,7 +1016,7 @@
   {
    "cell_type": "code",
    "execution_count": 36,
-   "id": "d0eb1c7e",
+   "id": "d7cb60ae",
    "metadata": {},
    "outputs": [
     {
@@ -1057,7 +1054,7 @@
   {
    "cell_type": "code",
    "execution_count": 37,
-   "id": "37390b79",
+   "id": "2dd7b7df",
    "metadata": {},
    "outputs": [
     {
@@ -1095,7 +1092,7 @@
   {
    "cell_type": "code",
    "execution_count": 38,
-   "id": "5eb0e12e",
+   "id": "88981805",
    "metadata": {},
    "outputs": [
     {
@@ -1133,7 +1130,7 @@
   {
    "cell_type": "code",
    "execution_count": 39,
-   "id": "a204d349",
+   "id": "5eb26739",
    "metadata": {},
    "outputs": [
     {
@@ -1171,7 +1168,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "1c7a6542",
+   "id": "e65cbecb",
    "metadata": {},
    "outputs": [],
    "source": []
@@ -1179,7 +1176,7 @@
   {
    "cell_type": "code",
    "execution_count": 40,
-   "id": "2b7453fc",
+   "id": "a0e570f1",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1191,7 +1188,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "4ed56b04",
+   "id": "12e460fc",
    "metadata": {},
    "outputs": [],
    "source": []
@@ -1199,7 +1196,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "c28474ab",
+   "id": "75532999",
    "metadata": {},
    "outputs": [],
    "source": []
@@ -1207,7 +1204,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "53a69244",
+   "id": "cfe2c06f",
    "metadata": {},
    "outputs": [],
    "source": []
@@ -1215,7 +1212,7 @@
   {
    "cell_type": "code",
    "execution_count": 41,
-   "id": "e010738e",
+   "id": "315a2963",
    "metadata": {},
    "outputs": [
     {
@@ -1262,7 +1259,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "4f9bfc14",
+   "id": "cfc658ce",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1272,7 +1269,7 @@
   {
    "cell_type": "code",
    "execution_count": 42,
-   "id": "6a4b7554",
+   "id": "fa1955b2",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1293,7 +1290,7 @@
   {
    "cell_type": "code",
    "execution_count": 43,
-   "id": "a654237e",
+   "id": "bd83898c",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1308,7 +1305,7 @@
   {
    "cell_type": "code",
    "execution_count": 44,
-   "id": "f1a8d2d6",
+   "id": "7616ad86",
    "metadata": {},
    "outputs": [
     {
@@ -1350,7 +1347,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "30e9245d",
+   "id": "db060f64",
    "metadata": {},
    "outputs": [],
    "source": []
@@ -1358,14 +1355,14 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "2b9542fe",
+   "id": "123efbe2",
    "metadata": {},
    "outputs": [],
    "source": []
   },
   {
    "cell_type": "markdown",
-   "id": "0da90aac",
+   "id": "1247eddf",
    "metadata": {},
    "source": [
     "###### fitsfile: D, Exp sigma, sigma, S2N\n",
@@ -1381,7 +1378,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "6934497e",
+   "id": "cb6eb7a8",
    "metadata": {},
    "outputs": [],
    "source": []
@@ -1389,7 +1386,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "b7200061",
+   "id": "ed45ba89",
    "metadata": {},
    "outputs": [],
    "source": []
@@ -1397,7 +1394,7 @@
   {
    "cell_type": "code",
    "execution_count": 83,
-   "id": "cf3ea528",
+   "id": "ce6b0d83",
    "metadata": {},
    "outputs": [
     {
@@ -1431,7 +1428,7 @@
   {
    "cell_type": "code",
    "execution_count": 87,
-   "id": "059ea3e2",
+   "id": "71a7b3cb",
    "metadata": {},
    "outputs": [
     {
@@ -1564,7 +1561,7 @@
   {
    "cell_type": "code",
    "execution_count": 88,
-   "id": "6f6bcd3f",
+   "id": "fdf7d266",
    "metadata": {},
    "outputs": [
     {
@@ -1614,7 +1611,7 @@
   {
    "cell_type": "code",
    "execution_count": 89,
-   "id": "18ba8c4f",
+   "id": "1439b75b",
    "metadata": {},
    "outputs": [
     {
@@ -1692,7 +1689,7 @@
   {
    "cell_type": "code",
    "execution_count": 90,
-   "id": "4cc73db0",
+   "id": "1e420385",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1709,7 +1706,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "079bf8bc",
+   "id": "84ee3d57",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1719,7 +1716,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "dcd9cc8c",
+   "id": "5538afaf",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1729,7 +1726,7 @@
   {
    "cell_type": "code",
    "execution_count": 91,
-   "id": "794d8a54",
+   "id": "8ad1469f",
    "metadata": {},
    "outputs": [
     {
@@ -1782,7 +1779,7 @@
   {
    "cell_type": "code",
    "execution_count": 92,
-   "id": "091b5314",
+   "id": "eda4e741",
    "metadata": {},
    "outputs": [
     {
@@ -1824,7 +1821,7 @@
   {
    "cell_type": "code",
    "execution_count": 93,
-   "id": "3ee22311",
+   "id": "90551815",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1836,7 +1833,7 @@
   {
    "cell_type": "code",
    "execution_count": 94,
-   "id": "69859837",
+   "id": "06830428",
    "metadata": {},
    "outputs": [
     {
@@ -1878,7 +1875,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fd97e309",
+   "id": "43e65895",
    "metadata": {},
    "source": [
     "# Done."
@@ -1887,7 +1884,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "287d45f1",
+   "id": "3ed5d28f",
    "metadata": {},
    "outputs": [],
    "source": []

From c50908318b86d9839ea490cb1d2caab4f5ad73f5 Mon Sep 17 00:00:00 2001
From: sgmAstro <sgmoore@alumni.princeton.edu>
Date: Thu, 24 Feb 2022 15:56:31 +0000
Subject: [PATCH 09/24] zmax nb w/ version

---
 docs/nb/kE_catQA.ipynb   |  76 ++--
 docs/nb/zmax_catQA.ipynb | 738 +++++++++++++++++++++------------------
 2 files changed, 450 insertions(+), 364 deletions(-)

diff --git a/docs/nb/kE_catQA.ipynb b/docs/nb/kE_catQA.ipynb
index 082572bf..29d17569 100644
--- a/docs/nb/kE_catQA.ipynb
+++ b/docs/nb/kE_catQA.ipynb
@@ -3,7 +3,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "0b436cec",
+   "id": "961c3f3f",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -14,10 +14,34 @@
     "import matplotlib.pyplot as plt"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "6afcdc51",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'/cosma/home/durham/dc-moor2/data/v1/randoms/'"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "gold_dir = os.environ['HOME'] + '/data/{}/randoms/'.format(version)\n",
+    "randoms_dir = os.environ['HOME'] + '/data/{}/randoms/'.format(version)\n",
+    "gold_dir\n",
+    "randoms_dir"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 2,
-   "id": "ed4a8d82",
+   "id": "5d8da8da",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -29,7 +53,7 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "id": "30771fde",
+   "id": "a82c1189",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -44,19 +68,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
-   "id": "85ffa038",
+   "execution_count": 28,
+   "id": "638a281c",
    "metadata": {},
    "outputs": [],
    "source": [
     "dryrun  = False\n",
-    "version = 'v1'\n",
+    "version = 'v1' #'GAMA4'\n",
     "survey  = 'gama'"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "7455baa5",
+   "id": "6ebf7ded",
    "metadata": {},
    "source": [
     "##  kE Catalog"
@@ -64,15 +88,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
-   "id": "901f448f",
+   "execution_count": 29,
+   "id": "d59b1525",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
        "<div><i>Table length=113687</i>\n",
-       "<table id=\"table47008555602464\" class=\"table-striped table-bordered table-condensed\">\n",
+       "<table id=\"table47004094015616\" 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><th>CARTESIAN_X</th><th>CARTESIAN_Y</th><th>CARTESIAN_Z</th><th>ROTCARTESIAN_X</th><th>ROTCARTESIAN_Y</th><th>ROTCARTESIAN_Z</th><th>GMR</th><th>DETMAG</th><th>REST_GMR_0P1</th><th>REST_GMR_0P1_WARN</th><th>REST_GMR_0P1_INDEX</th><th>KCORR_R0P1</th><th>KCORR_G0P1</th><th>KCORR_R0P0</th><th>KCORR_G0P0</th><th>REST_GMR_0P0</th><th>Q_COLOR_0P0</th><th>EQ_ALL_0P0</th><th>EQ_COLOR_0P0</th><th>MALL_0P0</th><th>MCOLOR_0P0</th><th>MQZERO_0P0</th><th>Z_THETA_QALL</th><th>Z_THETA_QCOLOR</th><th>DDPKCORR_R0P1</th><th>DDPKCORR_G0P1</th><th>DDPKCORR_R0P0</th><th>DDPKCORR_G0P0</th><th>DDPMALL_0P0</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>Mpc</th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th>mag</th><th>mag</th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th>mag</th><th>mag</th><th></th><th></th><th>mag</th><th>mag</th><th>mag</th><th></th><th></th><th></th><th></th><th></th><th></th><th>mag</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>bytes3</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float32</th><th>float32</th><th>float64</th><th>int32</th><th>int64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float32</th><th>float32</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th></tr></thead>\n",
@@ -174,15 +198,13 @@
        " 324184 587726032765649137 134.77713995  1.65159771 18.127356 0.12197     4 ...  37.88986458642755  -0.08791430494891313  -0.05473773574509001   0.128810573413288 0.21043755396857328   -19.8965312940252"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 29,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "#gama_kE = Table.read(os.environ['HOME'] + '/data/GAMA4/gama_gold_kE.fits')\n",
-    "\n",
-    "fpath = findfile(ftype='kE', version='v1', dryrun=dryrun, survey=survey)\n",
+    "fpath = findfile(ftype='kE', version=version, dryrun=dryrun, survey=survey)\n",
     "gama_kE = Table.read(fpath)\n",
     "gama_kE"
    ]
@@ -190,7 +212,7 @@
   {
    "cell_type": "code",
    "execution_count": 40,
-   "id": "2e1be875",
+   "id": "7b049b2a",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -231,7 +253,7 @@
   {
    "cell_type": "code",
    "execution_count": 41,
-   "id": "d2f42177",
+   "id": "d39871bd",
    "metadata": {},
    "outputs": [
     {
@@ -254,7 +276,7 @@
   {
    "cell_type": "code",
    "execution_count": 44,
-   "id": "e25430d2",
+   "id": "aa30c62b",
    "metadata": {},
    "outputs": [
     {
@@ -277,7 +299,7 @@
   {
    "cell_type": "code",
    "execution_count": 45,
-   "id": "4f7f1acb",
+   "id": "97f09e15",
    "metadata": {},
    "outputs": [
     {
@@ -300,7 +322,7 @@
   {
    "cell_type": "code",
    "execution_count": 51,
-   "id": "fdf47cd1",
+   "id": "94c15488",
    "metadata": {},
    "outputs": [
     {
@@ -342,7 +364,7 @@
   {
    "cell_type": "code",
    "execution_count": 53,
-   "id": "0d98bc07",
+   "id": "4c85fb8f",
    "metadata": {},
    "outputs": [
     {
@@ -390,7 +412,7 @@
   },
   {
    "cell_type": "raw",
-   "id": "732142e1",
+   "id": "358c3553",
    "metadata": {},
    "source": [
     "fig, axes = plt.subplots(1, 2, figsize=(15,5))\n",
@@ -417,7 +439,7 @@
   {
    "cell_type": "code",
    "execution_count": 61,
-   "id": "61e04f90",
+   "id": "0d1af680",
    "metadata": {},
    "outputs": [
     {
@@ -459,7 +481,7 @@
   {
    "cell_type": "code",
    "execution_count": 62,
-   "id": "a5136e50",
+   "id": "2a99409e",
    "metadata": {},
    "outputs": [
     {
@@ -497,7 +519,7 @@
   },
   {
    "cell_type": "raw",
-   "id": "28472f73",
+   "id": "d7a06f79",
    "metadata": {},
    "source": [
     "for idx in np.unique(gama_kE['REST_GMR_0P1_INDEX']):\n",
@@ -518,7 +540,7 @@
   {
    "cell_type": "code",
    "execution_count": 64,
-   "id": "d5fbf899",
+   "id": "5c305a98",
    "metadata": {},
    "outputs": [
     {
@@ -562,7 +584,7 @@
   {
    "cell_type": "code",
    "execution_count": 66,
-   "id": "60307151",
+   "id": "f651fa35",
    "metadata": {},
    "outputs": [
     {
@@ -602,7 +624,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9f8620b9",
+   "id": "abdaa943",
    "metadata": {},
    "source": [
     "# Done."
diff --git a/docs/nb/zmax_catQA.ipynb b/docs/nb/zmax_catQA.ipynb
index 34f64b94..2f5b50c3 100644
--- a/docs/nb/zmax_catQA.ipynb
+++ b/docs/nb/zmax_catQA.ipynb
@@ -2,8 +2,8 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 31,
-   "id": "e64919da",
+   "execution_count": 8,
+   "id": "17b2f1e5",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -18,8 +18,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
-   "id": "aeca55b9",
+   "execution_count": 9,
+   "id": "d6506c0f",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -30,244 +30,283 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
-   "id": "e172e7c2",
+   "execution_count": 10,
+   "id": "2fe2691b",
    "metadata": {},
    "outputs": [],
    "source": [
     "import pubplot\n",
     "\n",
-    "from   vmaxer import vmaxer\n",
+    "from   vmaxer      import vmaxer\n",
     "from   smith_kcorr import test_plots, test_nonnative_plots\n",
-    "from   cosmo import distmod, volcom\n",
-    "from   lumfn import lumfn\n",
-    "from   schechter import named_schechter"
+    "from   cosmo       import distmod, volcom\n",
+    "from   lumfn       import lumfn\n",
+    "from   schechter   import named_schechter\n",
+    "from   findfile    import findfile"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
-   "id": "16e33e0e",
+   "execution_count": 11,
+   "id": "444b588f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "survey  = 'gama'\n",
+    "version = 'v1' #'GAMA4'\n",
+    "dryrun = False"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "a4c2f7f5",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
        "<div><i>Table length=113687</i>\n",
-       "<table id=\"table139801627724336\" 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><th>CARTESIAN_X</th><th>CARTESIAN_Y</th><th>CARTESIAN_Z</th><th>ROTCARTESIAN_X</th><th>ROTCARTESIAN_Y</th><th>ROTCARTESIAN_Z</th><th>GMR</th><th>REST_GMR_0P1</th><th>REST_GMR_0P1_WARN</th><th>REST_GMR_0P1_INDEX</th><th>KCORR_R0P1</th><th>KCORR_G0P1</th><th>KCORR_R0P0</th><th>KCORR_G0P0</th><th>REST_GMR_0P0</th><th>Q_COLOR_0P0</th><th>EQ_ALL_0P0</th><th>EQ_COLOR_0P0</th><th>MALL_0P0</th><th>MCOLOR_0P0</th><th>Z_THETA_QALL</th><th>Z_THETA_QCOLOR</th><th>DDPKCORR_R0P1</th><th>DDPKCORR_G0P1</th><th>DDPKCORR_R0P0</th><th>DDPKCORR_G0P0</th><th>DDPMALL_0P0</th><th>DELTA_RPETRO_FAINT</th><th>ZMAX</th><th>ZMAX_WARN</th><th>DELTA_RPETRO_BRIGHT</th><th>ZMIN</th><th>ZMIN_WARN</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>Mpc</th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th>mag</th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th>mag</th><th>mag</th><th></th><th></th><th>mag</th><th>mag</th><th></th><th></th><th></th><th></th><th></th><th></th><th>mag</th><th>mag</th><th></th><th></th><th>mag</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><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float32</th><th>float64</th><th>int32</th><th>int64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float32</th><th>float32</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float32</th><th>float64</th><th>float64</th><th>float32</th><th>float64</th><th>float64</th></tr></thead>\n",
-       "<tr><td>145370</td><td>587724650869424590</td><td>184.07136579</td><td>-1.32358369</td><td>19.757668</td><td>0.25259</td><td>4</td><td>G12_Y2_043_076</td><td>5</td><td>22.080845</td><td>20.799673</td><td>19.715944</td><td>19.217466</td><td>18.754766</td><td>900.9242608208261</td><td>39.773441410554724</td><td>G12</td><td>-717.2426326960315</td><td>-51.05231222144993</td><td>-16.61382031806361</td><td>717.6291331275127</td><td>45.02591353514238</td><td>-17.333382890609798</td><td>1.0837288</td><td>0.7285594201363752</td><td>0</td><td>5</td><td>0.03188022566607018</td><td>0.38704959581289816</td><td>0.2572116199882819</td><td>0.6987377571486637</td><td>0.6422026531228213</td><td>0.8</td><td>-0.24501231</td><td>-0.20207201</td><td>-20.027973175911583</td><td>-20.070913479594864</td><td>39.78564071741549</td><td>39.82858102109877</td><td>-0.018136127292337337</td><td>0.2929864983440387</td><td>0.1985887510698638</td><td>0.558161788057702</td><td>-19.969350306993164</td><td>0.042331696</td><td>0.2568651238567714</td><td>0.0</td><td>-7.7576675</td><td>0.008575081518012735</td><td>0.0</td></tr>\n",
-       "<tr><td>185283</td><td>587725041702404265</td><td>179.81367969</td><td>-1.44344015</td><td>17.63863</td><td>0.1776</td><td>4</td><td>G12_Y1_ES2_176</td><td>6</td><td>21.232393</td><td>18.853596</td><td>17.62541</td><td>17.174246</td><td>16.839668</td><td>605.1745403959566</td><td>38.90940324515192</td><td>G12</td><td>-513.7392097050786</td><td>1.6706359008534026</td><td>-12.945327764176431</td><td>513.6938150500158</td><td>-5.985814104726005</td><td>-13.460406104489508</td><td>1.2281857</td><td>1.0016501876639348</td><td>0</td><td>6</td><td>0.007215102000599924</td><td>0.2337505680231885</td><td>0.24113547452029133</td><td>0.6313944520450886</td><td>0.8379266761617261</td><td>0.8</td><td>-0.172272</td><td>-0.14208</td><td>-21.339636809605608</td><td>-21.369828812259684</td><td>38.978266722935686</td><td>39.00845872558976</td><td>-0.056220191422725344</td><td>0.0841634108641082</td><td>0.16050468693947578</td><td>0.3493387005777715</td><td>-21.259006022024792</td><td>2.1613693</td><td>0.3877542267728527</td><td>0.0</td><td>-5.63863</td><td>0.015508692888814346</td><td>0.0</td></tr>\n",
-       "<tr><td>324262</td><td>587726032765845787</td><td>135.29018285</td><td>1.64362359</td><td>19.070244</td><td>0.2528</td><td>4</td><td>G09_Y3_002_124</td><td>6</td><td>20.309467</td><td>19.612484</td><td>19.074047</td><td>18.871403</td><td>18.555456</td><td>901.7831530539876</td><td>39.77551058818591</td><td>G9</td><td>-511.34628444289405</td><td>506.19276513362564</td><td>20.64621966710471</td><td>507.0968424260573</td><td>-510.47004513349003</td><td>20.137772882235357</td><td>0.5384369</td><td>0.26461985491960105</td><td>0</td><td>2</td><td>-0.17223396174655822</td><td>0.10158307298227826</td><td>-0.006370113611200878</td><td>0.2603104477786615</td><td>0.2717563282585751</td><td>2.12</td><td>-0.245216</td><td>-0.53593594</td><td>-20.453680642025613</td><td>-20.162960700767183</td><td>39.523924477474836</td><td>39.233204536216405</td><td>-0.01802024084874479</td><td>0.29358549585910515</td><td>0.19870463751345632</td><td>0.5587607855727684</td><td>-20.65875539315027</td><td>0.7297554</td><td>0.37484395921262675</td><td>0.0</td><td>-7.070244</td><td>0.008987773290829029</td><td>0.0</td></tr>\n",
-       "<tr><td>642015</td><td>587725084111536338</td><td>140.45257789</td><td>-1.27235647</td><td>19.00664</td><td>0.18423</td><td>4</td><td>G09_Y4_224_348</td><td>6</td><td>20.860739</td><td>19.844563</td><td>19.031898</td><td>18.597075</td><td>18.322235</td><td>630.4197258741273</td><td>38.998148968983116</td><td>G9</td><td>-410.3894122040447</td><td>338.8697968950406</td><td>-11.8207279062243</td><td>407.51648458090267</td><td>-342.30497579924236</td><td>-12.229343522996182</td><td>0.81266403</td><td>0.6484950562962158</td><td>0</td><td>4</td><td>-0.043564791025629504</td><td>0.12060418466057654</td><td>0.17630662403466163</td><td>0.40262595988395344</td><td>0.58634469613313</td><td>2.12</td><td>-0.1787031</td><td>-0.39056757</td><td>-19.989113012937747</td><td>-19.7772485415022</td><td>38.99575249352856</td><td>38.783888022093016</td><td>-0.05287349502791182</td><td>0.10189654399716855</td><td>0.16385138333428928</td><td>0.36707183371083185</td><td>-19.976657772237374</td><td>0.79335976</td><td>0.2671738390203637</td><td>0.0</td><td>-7.0066395</td><td>0.007531578963332324</td><td>0.0</td></tr>\n",
-       "<tr><td>376710</td><td>587727943490404627</td><td>134.71383836</td><td>1.39456054</td><td>19.11182</td><td>0.05369</td><td>4</td><td>G09_Y2_034_166</td><td>6</td><td>20.253622</td><td>19.301306</td><td>19.010664</td><td>18.90907</td><td>18.725685</td><td>167.86705967607693</td><td>36.12482741742568</td><td>G9</td><td>-112.05443570486162</td><td>113.17936690946851</td><td>3.8772562195243427</td><td>111.10364573632722</td><td>-114.11659388548328</td><td>3.7658564799107697</td><td>0.29064178</td><td>0.3204867273203683</td><td>0</td><td>2</td><td>-0.11560709628346491</td><td>-0.14545203893586447</td><td>0.05488890680854602</td><td>0.027706978125347753</td><td>0.317823713351167</td><td>2.12</td><td>-0.0520793</td><td>-0.113822795</td><td>-17.01581680195949</td><td>-16.95407330783627</td><td>36.127637022906754</td><td>36.06589352878353</td><td>-0.14560016847875826</td><td>-0.19179500608355898</td><td>0.07112470988344285</td><td>0.07338028363010429</td><td>-17.032052605034387</td><td>0.688179</td><td>0.07376993210039659</td><td>0.0</td><td>-7.11182</td><td>0.0020583034146192114</td><td>0.0</td></tr>\n",
-       "<tr><td>184413</td><td>587725041700896912</td><td>176.33682809</td><td>-1.43119655</td><td>17.588825</td><td>0.11756</td><td>5</td><td>370521984037054464</td><td>6</td><td>19.475758</td><td>18.233717</td><td>17.43606</td><td>17.004742</td><td>16.7278</td><td>384.9137881746431</td><td>37.926817342182616</td><td>G12</td><td>-343.6124456416186</td><td>21.998641407397503</td><td>-8.60248832919304</td><td>343.4067443442433</td><td>-24.884094697450443</td><td>-8.946820609321676</td><td>0.797657</td><td>0.7641943420601643</td><td>0</td><td>5</td><td>-0.08501623668289696</td><td>-0.05155356580360815</td><td>0.1427452766757</td><td>0.27333846429687353</td><td>0.6670638253182796</td><td>0.8</td><td>-0.1140332</td><td>-0.094048</td><td>-20.366704193181494</td><td>-20.386689392156104</td><td>37.95552941901157</td><td>37.97551461798618</td><td>-0.09085831499150923</td><td>-0.06483813095150687</td><td>0.12586656337069188</td><td>0.2003371587621564</td><td>-20.349825479876486</td><td>2.211174</td><td>0.2883702608767782</td><td>0.0</td><td>-5.588825</td><td>0.009904255211704559</td><td>0.0</td></tr>\n",
-       "<tr><td>64412</td><td>587722982830899840</td><td>218.97541991</td><td>-0.36821877</td><td>19.137764</td><td>0.10627</td><td>4</td><td>G15_Y1_FS2_394</td><td>6</td><td>21.092295</td><td>19.644453</td><td>19.064423</td><td>18.776163</td><td>18.67652</td><td>345.2217130953054</td><td>37.69049051663125</td><td>G15</td><td>-242.59476180082467</td><td>-196.2771039281009</td><td>-2.005475156981441</td><td>244.2327318372649</td><td>194.23246502857617</td><td>-2.2503640674915113</td><td>0.58003044</td><td>0.5714487656265421</td><td>0</td><td>4</td><td>-0.09933140319340111</td><td>-0.09074972753576349</td><td>0.11204258871768022</td><td>0.1635254829321519</td><td>0.528547547069708</td><td>2.12</td><td>-0.103081904</td><td>-0.22529238</td><td>-18.56168722394644</td><td>-18.43947674367367</td><td>37.69945120099722</td><td>37.57724072072445</td><td>-0.09879873131449117</td><td>-0.0899812637526079</td><td>0.11792614704770994</td><td>0.17519402596105538</td><td>-18.56757078227647</td><td>0.66223526</td><td>0.14435970078257604</td><td>0.0</td><td>-7.137764</td><td>0.004074663189717639</td><td>0.0</td></tr>\n",
-       "<tr><td>56223</td><td>587722982816022706</td><td>185.09941056</td><td>-0.23459093</td><td>19.753801</td><td>0.19171</td><td>4</td><td>G12_Y1_ID1_139</td><td>5</td><td>22.601923</td><td>20.972477</td><td>19.677395</td><td>19.1826</td><td>18.89976</td><td>659.1161948192063</td><td>39.0948099130348</td><td>G12</td><td>-550.8906524479895</td><td>-49.15996839766451</td><td>-2.264533615096133</td><td>551.2815977588754</td><td>44.530937336848154</td><td>-2.8172952007592618</td><td>1.2950821</td><td>1.0221902995989998</td><td>0</td><td>6</td><td>0.030463250164200067</td><td>0.3033550428503566</td><td>0.26662343469252814</td><td>0.704345657459342</td><td>0.8573598695183424</td><td>0.8</td><td>-0.1859587</td><td>-0.153368</td><td>-19.421673303510218</td><td>-19.454264005686312</td><td>39.17547464933541</td><td>39.20806535151151</td><td>-0.04914497794764067</td><td>0.12213689276915413</td><td>0.16757990041456045</td><td>0.3873121824828174</td><td>-19.32262976923225</td><td>0.04619789</td><td>0.19519009605427107</td><td>0.0</td><td>-7.7538013</td><td>0.006475671277085033</td><td>0.0</td></tr>\n",
-       "<tr><td>22488</td><td>588848901522325595</td><td>177.74454677</td><td>1.15464039</td><td>18.040855</td><td>0.15998</td><td>4</td><td>G12_Y6_060_231</td><td>6</td><td>19.673529</td><td>18.652218</td><td>17.997728</td><td>17.684784</td><td>17.366207</td><td>538.9613418677917</td><td>38.65778807810811</td><td>G12</td><td>-464.17561266717814</td><td>18.2817566149194</td><td>9.362715120442015</td><td>464.0148315202835</td><td>-22.180031215024787</td><td>8.89746024477812</td><td>0.6544895</td><td>0.5538386082882515</td><td>0</td><td>4</td><td>-0.07403228773274854</td><td>0.026618621190914127</td><td>0.1343551347405672</td><td>0.27481000912924464</td><td>0.5140346428232366</td><td>2.12</td><td>-0.1551806</td><td>-0.33915758</td><td>-20.596107201868072</td><td>-20.41213022380449</td><td>38.636962609582916</td><td>38.45298563151933</td><td>-0.06541968019143547</td><td>0.038109534912023346</td><td>0.15130519817076565</td><td>0.3032848246256866</td><td>-20.61305726529827</td><td>1.7591438</td><td>0.3724347833367323</td><td>0.0</td><td>-6.0408554</td><td>0.010075864268244236</td><td>0.0</td></tr>\n",
-       "<tr><td>601544</td><td>588848900432199758</td><td>140.40308083</td><td>0.41365508</td><td>19.401722</td><td>0.1615</td><td>4</td><td>G09_Y4_249_012</td><td>5</td><td>21.521156</td><td>20.090923</td><td>19.390398</td><td>18.928541</td><td>18.988918</td><td>544.6225211692075</td><td>38.68047798135908</td><td>G9</td><td>-361.29711786089223</td><td>298.8582485033998</td><td>3.3852312992789932</td><td>358.77727695030705</td><td>-301.8824801120323</td><td>3.025493280127488</td><td>0.7005253</td><td>0.594417896716667</td><td>0</td><td>4</td><td>-0.06614778706002947</td><td>0.039959600036780035</td><td>0.14912162177482002</td><td>0.30217001031731994</td><td>0.5474768952709766</td><td>2.12</td><td>-0.15665501</td><td>-0.34238</td><td>-19.271222635226952</td><td>-19.085497661548363</td><td>38.67294458957265</td><td>38.48721961589406</td><td>-0.06460385749389859</td><td>0.042015773952872565</td><td>0.15212102086830254</td><td>0.3071910636665358</td><td>-19.274222034320434</td><td>0.39827728</td><td>0.19475630126255672</td><td>0.0</td><td>-7.401722</td><td>0.005482225588831551</td><td>0.0</td></tr>\n",
-       "<tr><td>3884726</td><td>588010930833457555</td><td>135.28064699</td><td>-1.56007978</td><td>18.499079</td><td>0.22068</td><td>4</td><td>G09_Y4_201_195</td><td>6</td><td>21.286562</td><td>19.660833</td><td>18.416496</td><td>17.911966</td><td>17.50574</td><td>772.3734332363497</td><td>39.43913663627421</td><td>G9</td><td>-449.4344626229541</td><td>445.0530363818725</td><td>-17.22645878147655</td><td>445.66281455256626</td><td>-448.81243470872084</td><td>-17.67332577567301</td><td>1.2443371</td><td>0.9037165790649213</td><td>0</td><td>6</td><td>0.05101074350687382</td><td>0.3916312463511321</td><td>0.27800540571985327</td><td>0.767396439338563</td><td>0.75494604829047</td><td>0.8</td><td>-0.2140596</td><td>-0.176544</td><td>-21.00400368518922</td><td>-21.041519295645685</td><td>39.50308243579957</td><td>39.54059804625604</td><td>-0.03480400588681011</td><td>0.20242229067397616</td><td>0.18192087247539102</td><td>0.46759758038763943</td><td>-20.907919151944757</td><td>1.3009205</td><td>0.35524172858631603</td><td>0.0</td><td>-6.4990788</td><td>0.013360112433926813</td><td>0.0</td></tr>\n",
-       "<tr><td>49121</td><td>587722982294291061</td><td>219.64259455</td><td>-0.70638579</td><td>19.622944</td><td>0.14011</td><td>4</td><td>G15_Y5_009_328</td><td>5</td><td>20.89435</td><td>19.9931</td><td>19.619448</td><td>19.346893</td><td>19.331453</td><td>465.84865442087994</td><td>38.34122422695098</td><td>G15</td><td>-314.6138872601656</td><td>-260.66544248254996</td><td>-5.037399609126651</td><td>316.787080548887</td><td>258.01359559286567</td><td>-5.355039024320851</td><td>0.3736515</td><td>0.31868622042714034</td><td>0</td><td>2</td><td>-0.10923421324150029</td><td>-0.05426892915156962</td><td>0.06098111008382684</td><td>0.11834990663559902</td><td>0.3162827079648294</td><td>2.12</td><td>-0.13590671</td><td>-0.2970332</td><td>-18.643354747640235</td><td>-18.482228268133742</td><td>38.266298625814066</td><td>38.105172146307574</td><td>-0.07660833312113921</td><td>-0.011653389502884318</td><td>0.1401165452410619</td><td>0.25352190021077897</td><td>-18.72249018279747</td><td>0.17705536</td><td>0.15287972355982493</td><td>0.0</td><td>-7.622944</td><td>0.004155930568690038</td><td>0.0</td></tr>\n",
-       "<tr><td>165551</td><td>587725040092774590</td><td>182.04665136</td><td>-2.83698445</td><td>18.9784</td><td>0.09709</td><td>4</td><td>G12_Y6_041_149</td><td>6</td><td>22.0449</td><td>19.801083</td><td>18.985672</td><td>18.565283</td><td>18.255297</td><td>313.3614779987466</td><td>37.4802280346761</td><td>G12</td><td>-285.09763544733534</td><td>-10.18825069484725</td><td>-14.137095639739208</td><td>285.1588373538676</td><td>7.793166711503742</td><td>-14.423026541162395</td><td>0.8154106</td><td>0.8211888652238668</td><td>0</td><td>5</td><td>-0.1068668375516317</td><td>-0.11264508876182656</td><td>0.12162587295703664</td><td>0.23311224685280524</td><td>0.7039242401179033</td><td>0.8</td><td>-0.0941773</td><td>-0.077672</td><td>-18.529277332651926</td><td>-18.545782633650614</td><td>37.50767660938533</td><td>37.524181910384016</td><td>-0.10572658941784818</td><td>-0.10963091614782221</td><td>0.11099828894435293</td><td>0.15554437356584105</td><td>-18.51864974863924</td><td>0.82159996</td><td>0.1370262460620455</td><td>0.0</td><td>-6.9783993</td><td>0.0042694934336992675</td><td>0.0</td></tr>\n",
-       "<tr><td>422174</td><td>587728879792750968</td><td>129.82312241</td><td>2.457968</td><td>17.90393</td><td>0.20692</td><td>4</td><td>G09_Y1_AX2_056</td><td>6</td><td>20.415785</td><td>18.86901</td><td>17.782904</td><td>17.356653</td><td>17.086853</td><td>718.1631638392021</td><td>39.28111562723319</td><td>G9</td><td>-380.72338818186233</td><td>456.58360210291437</td><td>25.51907946654897</td><td>376.90020597280125</td><td>-459.76544366547085</td><td>25.141181028788864</td><td>1.0861073</td><td>0.8198143927950774</td><td>0</td><td>5</td><td>0.014635068541849539</td><td>0.28092792977509246</td><td>0.2431527285612166</td><td>0.6261854942136391</td><td>0.7030744883758978</td><td>0.8</td><td>-0.2007124</td><td>-0.165536</td><td>-21.41962529403732</td><td>-21.454801690407255</td><td>39.32355595809982</td><td>39.35873235446975</td><td>-0.04163432324808884</td><td>0.1639604781443994</td><td>0.17509055511411226</td><td>0.4291357678580627</td><td>-21.351563120590217</td><td>1.8960686</td><td>0.4139662156299514</td><td>0.0</td><td>-5.9039307</td><td>0.01609982770781583</td><td>0.0</td></tr>\n",
-       "<tr><td>363009</td><td>587726033338761467</td><td>217.73455823</td><td>2.57105096</td><td>16.665346</td><td>0.13845</td><td>5</td><td>602493372896143360</td><td>6</td><td>19.393875</td><td>17.53638</td><td>16.397093</td><td>15.920375</td><td>15.531688</td><td>459.8162341637226</td><td>38.31292150151343</td><td>G15</td><td>-319.10201409255933</td><td>-246.93764669064186</td><td>18.11809869655924</td><td>321.1829555720663</td><td>244.2485853266464</td><td>17.79606325406043</td><td>1.139288</td><td>1.0312526504415522</td><td>0</td><td>7</td><td>-0.04738620401088424</td><td>0.060649094155961925</td><td>0.1897621914048916</td><td>0.46311629501002477</td><td>0.8659338450032652</td><td>0.8</td><td>-0.1342965</td><td>-0.110759996</td><td>-21.703041040645143</td><td>-21.726577551410696</td><td>38.36838718627502</td><td>38.391923697040575</td><td>-0.07759438124322166</td><td>-0.01569416639390242</td><td>0.13913049711897946</td><td>0.24948112331976086</td><td>-21.65240934635923</td><td>3.134653</td><td>0.4277593891267136</td><td>0.0</td><td>-4.665346</td><td>0.01822576885386146</td><td>0.0</td></tr>\n",
-       "<tr><td>570109</td><td>588848899394175368</td><td>222.01895046</td><td>-0.54368062</td><td>19.729342</td><td>0.17478</td><td>4</td><td>G15_Y5_004_055</td><td>5</td><td>21.029133</td><td>20.074821</td><td>19.653728</td><td>19.319939</td><td>19.299099</td><td>594.4912852775856</td><td>38.87072746312009</td><td>G15</td><td>-375.93561460762817</td><td>-338.719160577695</td><td>-4.801795351097213</td><td>378.7624747484198</td><td>335.5494781712785</td><td>-5.181576295173246</td><td>0.421093</td><td>0.3040778603329481</td><td>0</td><td>2</td><td>-0.12381129007089611</td><td>-0.006796163343072051</td><td>0.04412674616472706</td><td>0.16143992745320057</td><td>0.30377980577207336</td><td>2.12</td><td>-0.1695366</td><td>-0.3705336</td><td>-19.015976096849478</td><td>-18.81497911677841</td><td>38.745317603807486</td><td>38.54432062373642</td><td>-0.05765937185981611</td><td>0.07668412438236238</td><td>0.159065506502385</td><td>0.34185941409602566</td><td>-19.130914857187136</td><td>0.07065773</td><td>0.18117557546679636</td><td>0.0</td><td>-7.7293415</td><td>0.004842493935884372</td><td>0.0</td></tr>\n",
-       "<tr><td>382998</td><td>587727944029307172</td><td>139.45164003</td><td>2.16901549</td><td>18.98344</td><td>0.18621</td><td>4</td><td>G09_Y5_031_011</td><td>6</td><td>22.662922</td><td>20.087187</td><td>18.925013</td><td>18.47501</td><td>18.252369</td><td>637.9938212834113</td><td>39.02408236386041</td><td>G9</td><td>-408.3906420019222</td><td>349.39512948726633</td><td>20.355940026589153</td><td>405.46163964257755</td><td>-352.81314808117463</td><td>19.949400941775554</td><td>1.1621742</td><td>0.9196097025995935</td><td>0</td><td>6</td><td>0.008822753850702914</td><td>0.25138727610462513</td><td>0.23552892307731238</td><td>0.6329313591404977</td><td>0.7647717887903303</td><td>0.8</td><td>-0.18062371</td><td>-0.14896801</td><td>-20.09554717761231</td><td>-20.127202876626974</td><td>39.07898757678223</td><td>39.110643275796896</td><td>-0.051882437401746535</td><td>0.1072310831693131</td><td>0.16484244096045458</td><td>0.3724063728829764</td><td>-20.024860695495455</td><td>0.81655884</td><td>0.25540815488144797</td><td>0.0</td><td>-6.9834404</td><td>0.008809149795596553</td><td>0.0</td></tr>\n",
-       "<tr><td>342836</td><td>587726032801825003</td><td>217.45379702</td><td>2.29295822</td><td>19.172829</td><td>0.16756</td><td>4</td><td>G15_Y4_217_019</td><td>6</td><td>21.229443</td><td>20.174868</td><td>19.111748</td><td>18.675318</td><td>18.38834</td><td>567.2883210207189</td><td>38.76901921335968</td><td>G15</td><td>-385.40019438291364</td><td>-295.23450410644386</td><td>19.4393714711782</td><td>387.8857657063502</td><td>291.9868564460264</td><td>19.05045494800552</td><td>1.0631199</td><td>0.8859370965430463</td><td>0</td><td>6</td><td>-0.019896166194622422</td><td>0.15728662556799533</td><td>0.20742123031269868</td><td>0.526587030536384</td><td>0.7439540880819787</td><td>0.8</td><td>-0.1625332</td><td>-0.134048</td><td>-19.641078575529292</td><td>-19.669563769377902</td><td>38.8139072498457</td><td>38.84239244369431</td><td>-0.06139698217851554</td><td>0.057718538709460254</td><td>0.1553278961836856</td><td>0.32289382842312353</td><td>-19.58898524140028</td><td>0.62717056</td><td>0.21499468233070207</td><td>0.0</td><td>-7.1728287</td><td>0.007145076282515922</td><td>0.0</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></tr>\n",
-       "<tr><td>17060</td><td>588848901004656898</td><td>221.71353798</td><td>0.73549025</td><td>18.705809</td><td>0.17246</td><td>4</td><td>G15_Y1_HN2_066</td><td>6</td><td>21.070307</td><td>19.54634</td><td>18.62026</td><td>18.17816</td><td>17.86924</td><td>585.726734314452</td><td>38.838475234876604</td><td>G15</td><td>-372.88935878021994</td><td>-332.39038170691833</td><td>6.412677314711812</td><td>375.67441287388306</td><td>329.2465100936885</td><td>6.035998353800537</td><td>0.9260807</td><td>0.7670504226136684</td><td>0</td><td>5</td><td>-0.030590868775431948</td><td>0.12843941234625122</td><td>0.19736541463871227</td><td>0.4543897108748377</td><td>0.6690564074992261</td><td>0.8</td><td>-0.1672862</td><td>-0.137968</td><td>-20.16274580767743</td><td>-20.1920640062391</td><td>38.8685544472038</td><td>38.89787264576547</td><td>-0.05885158034760789</td><td>0.07056061955806969</td><td>0.1578732980145932</td><td>0.33573590927173297</td><td>-20.123253691053314</td><td>1.0941906</td><td>0.26736589354632556</td><td>0.0</td><td>-6.7058086</td><td>0.009063468218239583</td><td>0.0</td></tr>\n",
-       "<tr><td>592430</td><td>588848899927114022</td><td>213.03445778</td><td>-0.02766376</td><td>16.003124</td><td>0.09564</td><td>5</td><td>340196347657349120</td><td>6</td><td>18.85747</td><td>16.907503</td><td>15.927885</td><td>15.518795</td><td>15.158738</td><td>308.36326640592017</td><td>37.44531318691763</td><td>G15</td><td>-235.94805652791763</td><td>-153.42828125712526</td><td>-0.1358886985246441</td><td>237.2282234221717</td><td>151.4409840661814</td><td>-0.373753370744878</td><td>0.9796181</td><td>0.9906004609675131</td><td>0</td><td>6</td><td>-0.10952060777719239</td><td>-0.12050299623493987</td><td>0.12319483895509148</td><td>0.2753404858012867</td><td>0.8274724256635704</td><td>0.8</td><td>-0.09277081</td><td>-0.076512</td><td>-21.472612981367124</td><td>-21.488871787357343</td><td>37.475737218427675</td><td>37.491996024417894</td><td>-0.10686271067746375</td><td>-0.11266684501510874</td><td>0.10986216768473736</td><td>0.15250844469855454</td><td>-21.459280310096773</td><td>3.796875</td><td>0.4025495123567754</td><td>0.0</td><td>-4.003124</td><td>0.016369742284901845</td><td>0.0</td></tr>\n",
-       "<tr><td>508027</td><td>587729971786154336</td><td>215.51496444</td><td>-1.58563806</td><td>19.200792</td><td>0.24557</td><td>4</td><td>G15_Y1_CX2_153</td><td>6</td><td>21.402576</td><td>20.098093</td><td>19.201414</td><td>18.809591</td><td>18.600275</td><td>872.3086664853513</td><td>39.70335093631053</td><td>G15</td><td>-569.8241343265888</td><td>-406.6761934461936</td><td>-19.378852555172216</td><td>573.20025689823</td><td>401.8755150965218</td><td>-19.953600201364964</td><td>0.8966789</td><td>0.6018680701763519</td><td>0</td><td>4</td><td>-0.022455048078667342</td><td>0.27235580630544565</td><td>0.19407786226461937</td><td>0.5371400455571096</td><td>0.5536167412680566</td><td>2.12</td><td>-0.23820291</td><td>-0.52060837</td><td>-20.458433571357475</td><td>-20.176028120417342</td><td>39.659225883979545</td><td>39.37682043303941</td><td>-0.02195408887796338</td><td>0.2729706129186344</td><td>0.19477078948423773</td><td>0.5381459026322977</td><td>-20.459126498577092</td><td>0.5992069</td><td>0.32663274602420067</td><td>0.0</td><td>-7.2007923</td><td>0.009041552208942625</td><td>0.0</td></tr>\n",
-       "<tr><td>3580949</td><td>587729150375232027</td><td>131.95888997</td><td>-1.52091373</td><td>19.51826</td><td>0.17319</td><td>4</td><td>G09_Y4_227_198</td><td>5</td><td>20.722977</td><td>19.855398</td><td>19.468262</td><td>19.345797</td><td>19.278374</td><td>588.4821535603651</td><td>38.84866648434436</td><td>G9</td><td>-335.2559441744045</td><td>372.877130074292</td><td>-13.313611781131494</td><td>332.0985579197084</td><td>-375.68001332999285</td><td>-13.646607908089326</td><td>0.38713646</td><td>0.27505142249628056</td><td>0</td><td>2</td><td>-0.12954473006900208</td><td>-0.017459693214696703</td><td>0.03667594094232865</td><td>0.14367208190135308</td><td>0.2801403183915615</td><td>2.12</td><td>-0.1679943</td><td>-0.36716276</td><td>-19.19908907133333</td><td>-18.99992061275236</td><td>38.71734811979525</td><td>38.518179661214276</td><td>-0.05847560587820606</td><td>0.07248446724311275</td><td>0.15824927248399506</td><td>0.337659756956776</td><td>-19.320662402874998</td><td>0.2817402</td><td>0.20031916883909873</td><td>0.0</td><td>-7.518259</td><td>0.005271037306287601</td><td>0.0</td></tr>\n",
-       "<tr><td>296511</td><td>587726031725723658</td><td>212.0308812</td><td>1.53192708</td><td>19.30055</td><td>0.18846</td><td>4</td><td>G15_Y2_009_229</td><td>6</td><td>21.795797</td><td>20.235168</td><td>19.3177</td><td>18.861841</td><td>18.60193</td><td>646.6199865617632</td><td>39.053245621075625</td><td>G15</td><td>-461.08759160713277</td><td>-288.4651734643111</td><td>14.54548721402406</td><td>463.5086877101057</td><td>284.58201584710355</td><td>14.080742445241954</td><td>0.917469</td><td>0.7265865401480835</td><td>0</td><td>5</td><td>-0.024066956196337322</td><td>0.16681552831378216</td><td>0.20112989782222773</td><td>0.4777726750423135</td><td>0.6408262474381173</td><td>0.8</td><td>-0.18280621</td><td>-0.15076801</td><td>-19.77101884935268</td><td>-19.803057046274027</td><td>39.07156931016811</td><td>39.10360750708946</td><td>-0.05076007149612784</td><td>0.1133136322991323</td><td>0.1659648068660733</td><td>0.3784889220127956</td><td>-19.735853758396523</td><td>0.49944878</td><td>0.23089397817289387</td><td>0.0</td><td>-7.3005505</td><td>0.007588096301821361</td><td>0.0</td></tr>\n",
-       "<tr><td>372294</td><td>587727942953599471</td><td>134.92378761</td><td>1.06662843</td><td>18.35508</td><td>0.05712</td><td>4</td><td>G09_Y1_EN1_112</td><td>6</td><td>19.705223</td><td>18.659636</td><td>18.388638</td><td>18.197124</td><td>18.109549</td><td>179.0526706242221</td><td>36.26490401514266</td><td>G9</td><td>-119.5880602424714</td><td>119.90662599636269</td><td>3.1529854399307893</td><td>118.57976781121843</td><td>-120.9068955700458</td><td>3.0340891589667716</td><td>0.270998</td><td>0.2992483268751424</td><td>0</td><td>2</td><td>-0.11167540559414407</td><td>-0.13992573137065362</td><td>0.05550975803142297</td><td>0.02686142104827316</td><td>0.29964633808178265</td><td>2.12</td><td>-0.0554064</td><td>-0.12109439</td><td>-17.909927723223962</td><td>-17.844239731545247</td><td>36.265007374102865</td><td>36.19931938242415</td><td>-0.1419551086793139</td><td>-0.18599402563528433</td><td>0.0747697696828872</td><td>0.07918126407837894</td><td>-17.929187734875427</td><td>1.4449196</td><td>0.11231815275860775</td><td>0.0</td><td>-6.3550797</td><td>0.003099598822382854</td><td>0.0</td></tr>\n",
-       "<tr><td>740624</td><td>588010358527623667</td><td>130.34768775</td><td>2.31282399</td><td>19.695824</td><td>0.18124</td><td>4</td><td>G09_Y4_257_002</td><td>4</td><td>23.419647</td><td>20.67933</td><td>19.64125</td><td>19.227613</td><td>18.884367</td><td>619.0124340309225</td><td>38.958496863652954</td><td>G9</td><td>-338.99737256286255</td><td>399.0581852499322</td><td>21.147704970294814</td><td>335.65449420601095</td><td>-401.89157163965825</td><td>20.811160691237866</td><td>1.0380802</td><td>0.8368303535713526</td><td>0</td><td>5</td><td>-0.010631489701038596</td><td>0.19061837218171035</td><td>0.21757729551913674</td><td>0.5420631009105346</td><td>0.7135944100627037</td><td>0.8</td><td>-0.17580281</td><td>-0.14499201</td><td>-19.30444767775825</td><td>-19.335258480933224</td><td>39.00027134719184</td><td>39.031082150366814</td><td>-0.05437696439903593</td><td>0.09387408187625812</td><td>0.16234791396316517</td><td>0.3590493715899214</td><td>-19.24921829620228</td><td>0.10417557</td><td>0.18899682045665578</td><td>0.0</td><td>-7.6958237</td><td>0.006130011293483589</td><td>0.0</td></tr>\n",
-       "<tr><td>519077</td><td>588010358531555685</td><td>139.25130213</td><td>2.87126929</td><td>18.940197</td><td>0.2282</td><td>4</td><td>G09_Y1_GX1_353</td><td>6</td><td>21.020088</td><td>19.875847</td><td>18.970116</td><td>18.57748</td><td>18.264124</td><td>802.313991535727</td><td>39.52172182960138</td><td>G9</td><td>-494.2630323693235</td><td>425.8647034019147</td><td>32.72237294642387</td><td>490.7010385925456</td><td>-430.0013236090043</td><td>32.23037201873604</td><td>0.9057312</td><td>0.6399726840943258</td><td>0</td><td>4</td><td>-0.01885958915986627</td><td>0.24689892791768314</td><td>0.20043064379576733</td><td>0.5257628939459542</td><td>0.5803989510216881</td><td>2.12</td><td>-0.22135401</td><td>-0.483784</td><td>-20.560601474709404</td><td>-20.298171492285622</td><td>39.500798465676205</td><td>39.23836848325242</td><td>-0.0310104313757998</td><td>0.22363366053518324</td><td>0.18571444698640133</td><td>0.4888089502488465</td><td>-20.54588527790004</td><td>0.85980225</td><td>0.34133277796998024</td><td>0.0</td><td>-6.940197</td><td>0.009563347530802672</td><td>0.0</td></tr>\n",
-       "<tr><td>372039</td><td>587727942953140856</td><td>133.8120364</td><td>1.09628997</td><td>19.681074</td><td>0.19925</td><td>4</td><td>G09_Y5_030_165</td><td>5</td><td>21.292137</td><td>20.303795</td><td>19.613506</td><td>19.348543</td><td>19.521408</td><td>688.2714971325565</td><td>39.18879892408452</td><td>G9</td><td>-397.2479079626635</td><td>414.07212810436954</td><td>10.980607609073697</td><td>393.7666389844236</td><td>-417.394269805103</td><td>10.585790184686706</td><td>0.69028854</td><td>0.5098571714999567</td><td>0</td><td>3</td><td>-0.07319545322895887</td><td>0.10723591897225634</td><td>0.1277330003994091</td><td>0.3402329363620432</td><td>0.47778860773853776</td><td>2.12</td><td>-0.1932725</td><td>-0.42240998</td><td>-19.442185280797638</td><td>-19.213047800538696</td><td>39.12325942325369</td><td>38.89412194299475</td><td>-0.04541694751073816</td><td>0.1427668090483264</td><td>0.17130793085146295</td><td>0.40794209876198967</td><td>-19.48576021124969</td><td>0.118925095</td><td>0.21113645884508667</td><td>0.0</td><td>-7.681074</td><td>0.0058134382109618415</td><td>0.0</td></tr>\n",
-       "<tr><td>77359</td><td>587722983365148972</td><td>213.00710302</td><td>0.01063864</td><td>19.351393</td><td>0.15015</td><td>4</td><td>G15_Y3_016_220</td><td>6</td><td>20.89689</td><td>19.82142</td><td>19.289103</td><td>18.99083</td><td>18.940107</td><td>502.5833104103626</td><td>38.506040313075154</td><td>G15</td><td>-366.4459970273632</td><td>-238.03740553426593</td><td>0.0811366428447424</td><td>368.4324001738895</td><td>234.95098456577043</td><td>-0.2882840609628629</td><td>0.5323181</td><td>0.45579352976214493</td><td>0</td><td>3</td><td>-0.09215727578016704</td><td>-0.01563269030793693</td><td>0.09960233188012012</td><td>0.1986868334446561</td><td>0.43323361366983903</td><td>2.12</td><td>-0.1456455</td><td>-0.31831798</td><td>-19.108604399754164</td><td>-18.93593191940939</td><td>38.45999714572584</td><td>38.28732466538107</td><td>-0.07082339625293786</td><td>0.013179146468606823</td><td>0.14590148210926324</td><td>0.27835443618227007</td><td>-19.154903549983306</td><td>0.4486065</td><td>0.18663050260421624</td><td>0.0</td><td>-7.3513927</td><td>0.005119051267704015</td><td>0.0</td></tr>\n",
-       "<tr><td>84737</td><td>587722983887405103</td><td>179.64613527</td><td>0.59178097</td><td>16.486437</td><td>0.13175</td><td>4</td><td>2dF295928</td><td>6</td><td>19.34246</td><td>17.49999</td><td>16.375294</td><td>15.9735155</td><td>15.6341095</td><td>435.5882447924831</td><td>38.195380754745536</td><td>G12</td><td>-384.85240441918495</td><td>2.3769189446639847</td><td>3.9751753786906394</td><td>384.8226547423347</td><td>-5.609466274864014</td><td>3.5893224098454066</td><td>1.1246967</td><td>1.0363180011897402</td><td>0</td><td>7</td><td>-0.05699678645531127</td><td>0.031381943922331346</td><td>0.18070396395588106</td><td>0.4346744744696729</td><td>0.870726221053591</td><td>0.8</td><td>-0.1277975</td><td>-0.1054</td><td>-21.761850375530297</td><td>-21.784247871336515</td><td>38.248287219402364</td><td>38.27068471520858</td><td>-0.08166869362498828</td><td>-0.03180699920185083</td><td>0.13505618473721281</td><td>0.23336829051181246</td><td>-21.71620259631163</td><td>3.3135624</td><td>0.43409655955822135</td><td>0.0</td><td>-4.486437</td><td>0.018706735000562205</td><td>0.0</td></tr>\n",
-       "<tr><td>518012</td><td>588010358529524116</td><td>134.66492703</td><td>2.67698565</td><td>19.044186</td><td>0.20049</td><td>4</td><td>G09_Y2_021_329</td><td>6</td><td>20.980286</td><td>19.890648</td><td>19.067045</td><td>18.589865</td><td>18.350647</td><td>693.0881326304919</td><td>39.20394231361784</td><td>G9</td><td>-405.4021064969914</td><td>410.17173994565184</td><td>26.96468229515321</td><td>401.969334639166</td><td>-413.5625117776722</td><td>26.561648205805962</td><td>0.8236027</td><td>0.6268618219063773</td><td>0</td><td>4</td><td>-0.038833175482487436</td><td>0.1579076790027369</td><td>0.179562963868718</td><td>0.4319136547681926</td><td>0.571251985492127</td><td>2.12</td><td>-0.19447531</td><td>-0.42503878</td><td>-20.144844330998176</td><td>-19.914280854316466</td><td>39.18902996942591</td><td>38.9584664927442</td><td>-0.04480532131722139</td><td>0.14617963803420905</td><td>0.17191955704497972</td><td>0.4113549277478723</td><td>-20.137200924174437</td><td>0.7558136</td><td>0.28655058805462674</td><td>0.0</td><td>-7.0441856</td><td>0.008019640508276341</td><td>0.0</td></tr>\n",
-       "<tr><td>119155</td><td>587724648722661460</td><td>185.65302627</td><td>-2.95723352</td><td>17.382019</td><td>0.11296</td><td>5</td><td>376137738618955776</td><td>6</td><td>20.345512</td><td>18.293358</td><td>17.321463</td><td>16.868418</td><td>16.550697</td><td>368.6742474224754</td><td>37.83321401196707</td><td>G12</td><td>-329.20563029797603</td><td>-32.58652562036578</td><td>-17.089659172447842</td><td>329.45043142323914</td><td>29.820159104635618</td><td>-17.42000196730004</td><td>0.9718952</td><td>0.9386094694084206</td><td>0</td><td>6</td><td>-0.08639269759404347</td><td>-0.053106949106956285</td><td>0.1406533522234075</td><td>0.33426531124100556</td><td>0.7782832588779097</td><td>0.8</td><td>-0.1095712</td><td>-0.090368</td><td>-20.48227711763229</td><td>-20.501480318568607</td><td>37.86429616060104</td><td>37.88349936153736</td><td>-0.09402093098948011</td><td>-0.0752087470541587</td><td>0.122703947372721</td><td>0.18996654265950458</td><td>-20.464327712781603</td><td>2.4179802</td><td>0.2924711461490975</td><td>0.0</td><td>-5.382019</td><td>0.010450774793360722</td><td>0.0</td></tr>\n",
-       "<tr><td>382710</td><td>587727944028717397</td><td>138.1115914</td><td>1.92252111</td><td>18.613161</td><td>0.14456</td><td>4</td><td>G09_Y1_GN1_336</td><td>6</td><td>22.20287</td><td>19.778376</td><td>18.660164</td><td>18.207096</td><td>17.91677</td><td>482.0776879974961</td><td>38.415585157479285</td><td>G9</td><td>-313.37728833208956</td><td>281.06294210795903</td><td>14.130107375008963</td><td>311.01941024328994</td><td>-283.6852909921327</td><td>13.818260737517749</td><td>1.1182117</td><td>0.9937397898457221</td><td>0</td><td>6</td><td>-0.04080947635061524</td><td>0.08366248001948298</td><td>0.19224830086860567</td><td>0.4800174728017482</td><td>0.8304425742826778</td><td>0.8</td><td>-0.1402232</td><td>-0.115647994</td><td>-19.85444916622219</td><td>-19.87902437732992</td><td>38.46761025325832</td><td>38.49218546436605</td><td>-0.07400777294856935</td><td>-0.0007289113616361503</td><td>0.14271710541363175</td><td>0.2644463783520271</td><td>-19.804917970767214</td><td>1.1868382</td><td>0.2305105534142547</td><td>0.0</td><td>-6.613161</td><td>0.007864554561434504</td><td>0.0</td></tr>\n",
-       "<tr><td>417991</td><td>587728879257911768</td><td>134.48271888</td><td>2.4195835</td><td>19.687473</td><td>0.25893</td><td>4</td><td>G09_Y3_100_068</td><td>5</td><td>21.46753</td><td>20.635996</td><td>19.605698</td><td>19.133978</td><td>18.890171</td><td>926.9282745691636</td><td>39.835230649341796</td><td>G9</td><td>-515.4489498348878</td><td>524.8412137447423</td><td>31.083753002108196</td><td>511.0531859121332</td><td>-529.1522968821997</td><td>30.571344507400497</td><td>1.0302982</td><td>0.677608047111959</td><td>0</td><td>4</td><td>0.0165108042563005</td><td>0.369200990176568</td><td>0.2383675760781064</td><td>0.6620100518405205</td><td>0.6066557572698125</td><td>2.12</td><td>-0.2511621</td><td>-0.54893154</td><td>-20.134962816541577</td><td>-19.837193389242078</td><td>39.822436113660714</td><td>39.524666686361215</td><td>-0.014590438072706172</td><td>0.31107282912820033</td><td>0.20213444028949495</td><td>0.5762481188418636</td><td>-20.098729680752964</td><td>0.11252594</td><td>0.2728363489343507</td><td>0.0</td><td>-7.6874733</td><td>0.007742236076776315</td><td>0.0</td></tr>\n",
-       "<tr><td>91378</td><td>587722983901430091</td><td>211.68409294</td><td>0.60699918</td><td>19.786703</td><td>0.23939</td><td>4</td><td>G15_Y4_233_261</td><td>5</td><td>22.96087</td><td>21.14633</td><td>19.740746</td><td>19.202383</td><td>18.84504</td><td>847.2726413755232</td><td>39.640115915833114</td><td>G15</td><td>-581.6991302390638</td><td>-359.04164351462106</td><td>7.242233750823716</td><td>584.7014063537217</td><td>354.14289962257993</td><td>6.655967484625473</td><td>1.4055843</td><td>0.9887658727701948</td><td>0</td><td>6</td><td>0.09621727232415953</td><td>0.5130357348811132</td><td>0.32873266500180887</td><td>0.9085802958377429</td><td>0.8257367044912144</td><td>0.8</td><td>-0.23220831</td><td>-0.191512</td><td>-19.949937159535942</td><td>-19.99063346755272</td><td>39.73664026927715</td><td>39.77733657729393</td><td>-0.025233100051045843</td><td>0.25537630855395393</td><td>0.19149177831115527</td><td>0.5205515982676172</td><td>-19.81269627284529</td><td>0.013296127</td><td>0.24059355828190218</td><td>0.0</td><td>-7.786703</td><td>0.008276131554069118</td><td>0.0</td></tr>\n",
-       "<tr><td>93971</td><td>587722983906541869</td><td>223.32894928</td><td>0.45564088</td><td>18.475792</td><td>0.2345</td><td>4</td><td>G15_Y6_076_071</td><td>6</td><td>22.54732</td><td>19.957508</td><td>18.554277</td><td>18.267925</td><td>17.939121</td><td>827.5664239739987</td><td>39.5890143107743</td><td>G15</td><td>-487.62608026181886</td><td>-459.980962571365</td><td>5.330982073156596</td><td>491.4776619929502</td><td>455.8688398451818</td><td>4.838188669454672</td><td>1.4032307</td><td>0.9997537850700629</td><td>0</td><td>6</td><td>0.09096672911509143</td><td>0.4944436111592863</td><td>0.3246803069826217</td><td>0.8917785022902809</td><td>0.8361324718065986</td><td>0.8</td><td>-0.22746502</td><td>-0.1876</td><td>-21.210437667974553</td><td>-21.25030268491181</td><td>39.6862295991269</td><td>39.72609461606415</td><td>-0.02778052762963744</td><td>0.24148298666353202</td><td>0.18894435073256366</td><td>0.5066582763771953</td><td>-21.074701711724494</td><td>1.3242073</td><td>0.37378492268572083</td><td>0.0</td><td>-6.475792</td><td>0.014690047528741944</td><td>0.0</td></tr>\n",
-       "<tr><td>592858</td><td>588848899927703778</td><td>214.28213325</td><td>-0.01523894</td><td>15.980774</td><td>0.05273</td><td>5</td><td>342375578378201088</td><td>6</td><td>18.7291</td><td>16.747215</td><td>15.801763</td><td>15.337223</td><td>14.963693</td><td>164.74615553553087</td><td>36.0840764441243</td><td>G15</td><td>-129.3070982543336</td><td>-88.14824883197352</td><td>-0.04162271696499262</td><td>130.04284521863067</td><td>87.05900287752287</td><td>-0.17201443168896052</td><td>0.9454527</td><td>1.0512930601887667</td><td>0</td><td>7</td><td>-0.17134122539437655</td><td>-0.2771815954586315</td><td>0.06799249162781079</td><td>0.12855091633875815</td><td>0.8848942654135643</td><td>0.8</td><td>-0.0511481</td><td>-0.042184003</td><td>-20.12014690828343</td><td>-20.129111007273394</td><td>36.10092083406468</td><td>36.109884933054644</td><td>-0.14663740319027804</td><td>-0.19339604497179602</td><td>0.07008747517192307</td><td>0.07177924474186725</td><td>-20.122241891827542</td><td>3.8192253</td><td>0.2514868696137727</td><td>0.0</td><td>-3.980774</td><td>0.00881499824393677</td><td>0.0</td></tr>\n",
-       "<tr><td>380694</td><td>587727944024982454</td><td>129.55034327</td><td>1.78930193</td><td>19.298668</td><td>0.07315</td><td>4</td><td>G09_Y2_020_090</td><td>6</td><td>20.934452</td><td>20.049118</td><td>19.296873</td><td>18.956335</td><td>18.650213</td><td>232.04627707048502</td><td>36.82787302514747</td><td>G9</td><td>-137.61804142442375</td><td>166.6454882421756</td><td>6.7515667109532735</td><td>136.22012152757884</td><td>-167.79555476904687</td><td>6.614984563807256</td><td>0.75224495</td><td>0.7984043861620251</td><td>0</td><td>5</td><td>-0.13465063540571653</td><td>-0.18081007222692125</td><td>0.09425566041191225</td><td>0.15666261128504738</td><td>0.6898379984676852</td><td>0.8</td><td>-0.0709555</td><td>-0.05852</td><td>-17.55250527783786</td><td>-17.564940777416574</td><td>36.8511731855527</td><td>36.86360868513142</td><td>-0.12611744355882268</td><td>-0.15725576874949215</td><td>0.09060743480337843</td><td>0.10791952096417112</td><td>-17.548857052229327</td><td>0.5013313</td><td>0.09070777561499499</td><td>0.0</td><td>-7.298668</td><td>0.0027220129967108235</td><td>0.0</td></tr>\n",
+       "<table id=\"table47525886781808\" 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><th>CARTESIAN_X</th><th>CARTESIAN_Y</th><th>CARTESIAN_Z</th><th>ROTCARTESIAN_X</th><th>ROTCARTESIAN_Y</th><th>ROTCARTESIAN_Z</th><th>GMR</th><th>DETMAG</th><th>REST_GMR_0P1</th><th>REST_GMR_0P1_WARN</th><th>REST_GMR_0P1_INDEX</th><th>KCORR_R0P1</th><th>KCORR_G0P1</th><th>KCORR_R0P0</th><th>KCORR_G0P0</th><th>REST_GMR_0P0</th><th>Q_COLOR_0P0</th><th>EQ_ALL_0P0</th><th>EQ_COLOR_0P0</th><th>MALL_0P0</th><th>MCOLOR_0P0</th><th>MQZERO_0P0</th><th>Z_THETA_QALL</th><th>Z_THETA_QCOLOR</th><th>DDPKCORR_R0P1</th><th>DDPKCORR_G0P1</th><th>DDPKCORR_R0P0</th><th>DDPKCORR_G0P0</th><th>DDPMALL_0P0</th><th>DELTA_DETMAG_FAINT</th><th>ZMAX</th><th>ZMAX_WARN</th><th>DELTA_DETMAG_BRIGHT</th><th>ZMIN</th><th>ZMIN_WARN</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>Mpc</th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th>mag</th><th>mag</th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th>mag</th><th>mag</th><th></th><th></th><th>mag</th><th>mag</th><th>mag</th><th></th><th></th><th></th><th></th><th></th><th></th><th>mag</th><th>mag</th><th></th><th></th><th>mag</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>bytes3</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float32</th><th>float32</th><th>float64</th><th>int32</th><th>int64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float32</th><th>float32</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float32</th><th>float64</th><th>float64</th><th>float32</th><th>float64</th><th>float64</th></tr></thead>\n",
+       "<tr><td>55383</td><td>587722982814646452</td><td>181.871878</td><td>-0.27042178</td><td>18.602032</td><td>0.04729</td><td>4</td><td>2dF296759</td><td>6</td><td>20.109747</td><td>18.963661</td><td>18.533672</td><td>18.344677</td><td>18.491995</td><td>147.14192120311714</td><td>35.83868211120554</td><td>G12</td><td>-140.4212474610433</td><td>-4.589256047031396</td><td>-0.6631120215621416</td><td>140.45410642461647</td><td>3.4096027430197253</td><td>-0.8039432388067882</td><td>0.42998886</td><td>18.602032</td><td>0.4691743462002878</td><td>0</td><td>3</td><td>-0.1368321267398545</td><td>-0.1760176118561579</td><td>0.05719678133943662</td><td>0.04292461406466658</td><td>0.4442610283587544</td><td>2.12</td><td>-0.045871302</td><td>-0.1002548</td><td>-17.24797588229584</td><td>-17.193592388335937</td><td>-17.293847184781306</td><td>35.85000759005951</td><td>35.79562409609961</td><td>-0.1526593314431797</td><td>-0.20228000393021722</td><td>0.06406554691902142</td><td>0.06289528578344605</td><td>-17.254844647875426</td><td>1.1979675</td><td>0.08183233858717384</td><td>0.0</td><td>-6.6020317</td><td>0.0022980267953874116</td><td>0.0</td></tr>\n",
+       "<tr><td>40488</td><td>587722982277644333</td><td>181.63329028</td><td>-0.64674069</td><td>18.588371</td><td>0.20122</td><td>4</td><td>G12_Y1_FS1_326</td><td>6</td><td>20.710634</td><td>19.534649</td><td>18.580471</td><td>18.089382</td><td>17.741833</td><td>695.92665243019</td><td>39.21281734659139</td><td>G12</td><td>-579.0775846562956</td><td>-16.511828107746332</td><td>-6.539420022552011</td><td>579.1890017775391</td><td>11.64718802028385</td><td>-7.120166024627076</td><td>0.95417786</td><td>18.588371</td><td>0.7303237137440116</td><td>0</td><td>5</td><td>-0.012417233526645921</td><td>0.2114369091746549</td><td>0.21303447657711452</td><td>0.5237787972481267</td><td>0.6434335357743003</td><td>0.8</td><td>-0.19518341</td><td>-0.16097601</td><td>-20.64229713507246</td><td>-20.67650453873228</td><td>-20.83748054631304</td><td>39.23066841192793</td><td>39.26487581558775</td><td>-0.044445330699246194</td><td>0.1481913458102212</td><td>0.17227954766295492</td><td>0.4133666355238845</td><td>-20.601542206158303</td><td>1.211628</td><td>0.3243382894511552</td><td>0.0</td><td>-6.5883713</td><td>0.01129990215312215</td><td>0.0</td></tr>\n",
+       "<tr><td>600969</td><td>588848900431216877</td><td>138.08615023</td><td>0.302724</td><td>18.366667</td><td>0.05365</td><td>4</td><td>G09_Y1_GS1_341</td><td>6</td><td>20.00083</td><td>18.947031</td><td>18.422129</td><td>18.101654</td><td>18.04744</td><td>167.73694022247795</td><td>36.12314358280109</td><td>G9</td><td>-118.4641151461361</td><td>106.34347154375763</td><td>0.841113370029083</td><td>117.56747075086052</td><td>-107.33477883374935</td><td>0.7232309395338088</td><td>0.52490234</td><td>18.366667</td><td>0.5688320853975672</td><td>0</td><td>4</td><td>-0.1419947409471034</td><td>-0.18592448259467065</td><td>0.06893547882440315</td><td>0.06744673719196093</td><td>0.5263910853824423</td><td>2.12</td><td>-0.052040502</td><td>-0.11373799</td><td>-17.773371765373245</td><td>-17.71167427485992</td><td>-17.825412267802253</td><td>36.14003855919648</td><td>36.07834106868316</td><td>-0.1456432389995999</td><td>-0.1918619172169734</td><td>0.0710816393626012</td><td>0.07331337249668987</td><td>-17.77551792591144</td><td>1.4333324</td><td>0.10314031824566675</td><td>0.0</td><td>-6.366667</td><td>0.0029161256676456387</td><td>0.0</td></tr>\n",
+       "<tr><td>40000</td><td>587722982276595845</td><td>179.20251064</td><td>-0.81642342</td><td>17.850286</td><td>0.14181</td><td>4</td><td>G12_Y6_054_169</td><td>6</td><td>19.486929</td><td>18.413849</td><td>17.780518</td><td>17.356722</td><td>17.03508</td><td>472.0385542193632</td><td>38.36988735758695</td><td>G12</td><td>-413.33053524706827</td><td>5.753442837196978</td><td>-5.890630439089188</td><td>413.26151268813567</td><td>-9.225077803244435</td><td>-6.305003514411132</td><td>0.6333313</td><td>17.850286</td><td>0.5668010344310321</td><td>0</td><td>4</td><td>-0.07993620799289336</td><td>-0.013405943595800551</td><td>0.13064955859590321</td><td>0.23926360423006587</td><td>0.5247172531939623</td><td>2.12</td><td>-0.1375557</td><td>-0.3006372</td><td>-20.512694728897426</td><td>-20.349613246844623</td><td>-20.6502504324182</td><td>38.36298121266208</td><td>38.199899730609275</td><td>-0.07560764941954926</td><td>-0.007495728637855054</td><td>0.14111722894265186</td><td>0.25767956107580825</td><td>-20.523162399244175</td><td>1.9497128</td><td>0.35962587854622147</td><td>0.0</td><td>-5.8502865</td><td>0.009791008308721453</td><td>0.0</td></tr>\n",
+       "<tr><td>341925</td><td>587726032800186513</td><td>213.69378727</td><td>2.39489753</td><td>17.448318</td><td>0.16915</td><td>5</td><td>600231952271828992</td><td>6</td><td>20.177967</td><td>18.475153</td><td>17.445791</td><td>17.012522</td><td>16.675343</td><td>573.2605221804694</td><td>38.79176017468957</td><td>G15</td><td>-407.59897703823896</td><td>-271.7708759762939</td><td>20.48894688918568</td><td>409.88771995765865</td><td>268.3375937286207</td><td>20.077969917662845</td><td>1.0293617</td><td>17.448318</td><td>0.8558903120741772</td><td>0</td><td>5</td><td>-0.021776360386371554</td><td>0.1516950523929667</td><td>0.20608644725824599</td><td>0.5100701623193821</td><td>0.7253780097923795</td><td>0.8</td><td>-0.1640755</td><td>-0.13532</td><td>-21.385452646689945</td><td>-21.41420814760261</td><td>-21.549528140502506</td><td>38.833771128135254</td><td>38.86252662904792</td><td>-0.06056670512207177</td><td>0.06187180379599769</td><td>0.15615817324012934</td><td>0.327047093509661</td><td>-21.335524372671827</td><td>2.3516808</td><td>0.40499292804872344</td><td>0.0</td><td>-5.4483185</td><td>0.015813765757074962</td><td>0.0</td></tr>\n",
+       "<tr><td>493576</td><td>587729778521145698</td><td>221.5604937</td><td>-1.35761529</td><td>19.367214</td><td>0.13248</td><td>4</td><td>G15_Y2_008_009</td><td>6</td><td>22.442501</td><td>20.361534</td><td>19.290127</td><td>18.927563</td><td>18.602623</td><td>438.21866650578846</td><td>38.20845436484318</td><td>G15</td><td>-289.4599135965013</td><td>-256.63784156494717</td><td>-9.167982398807343</td><td>291.59603476453805</td><td>254.19742170657264</td><td>-9.460365267947578</td><td>1.0714073</td><td>19.367214</td><td>0.9829050458386362</td><td>0</td><td>6</td><td>-0.05841412574490046</td><td>0.030088146531697613</td><td>0.17346216863653</td><td>0.42467776582007016</td><td>0.8201917209316942</td><td>0.8</td><td>-0.1285056</td><td>-0.105983995</td><td>-18.886196728119867</td><td>-18.908718335697667</td><td>-19.014702330598848</td><td>38.25341093100073</td><td>38.27593253857853</td><td>-0.08121712871356893</td><td>-0.03006698805141142</td><td>0.1355077496486322</td><td>0.23510830166225186</td><td>-18.84824230913197</td><td>0.43278503</td><td>0.15786886419359342</td><td>0.0</td><td>-7.367214</td><td>0.005044407388575061</td><td>0.0</td></tr>\n",
+       "<tr><td>618990</td><td>588848900466016531</td><td>217.64901823</td><td>0.36921654</td><td>18.194399</td><td>0.17376</td><td>4</td><td>G15_Y1_ES2_334</td><td>6</td><td>20.331015</td><td>19.050812</td><td>18.243298</td><td>17.82598</td><td>17.487898</td><td>590.6351409595067</td><td>38.85659641286412</td><td>G15</td><td>-398.40848166880045</td><td>-307.3591876662037</td><td>3.2426159188618717</td><td>400.9791905794213</td><td>304.00184702112625</td><td>2.8405627049500954</td><td>0.8075142</td><td>18.194399</td><td>0.6641502549025865</td><td>0</td><td>4</td><td>-0.047422580156236516</td><td>0.09594135561500516</td><td>0.1735164392117923</td><td>0.38376387844002313</td><td>0.5972667514455973</td><td>2.12</td><td>-0.1685472</td><td>-0.36837116</td><td>-20.667166773894646</td><td>-20.467342813232758</td><td>-20.83571397207103</td><td>38.86156565389953</td><td>38.661741693237644</td><td>-0.05818257818281324</td><td>0.0739885412927545</td><td>0.15854230017938786</td><td>0.3391638310064178</td><td>-20.652192634862242</td><td>1.6056004</td><td>0.36525180666588136</td><td>0.0</td><td>-6.194399</td><td>0.01033512180748552</td><td>0.0</td></tr>\n",
+       "<tr><td>261498</td><td>587726015620972825</td><td>214.75407116</td><td>2.48491909</td><td>18.809385</td><td>0.05675</td><td>4</td><td>G15_Y4_204_201</td><td>6</td><td>20.343887</td><td>19.223627</td><td>18.756989</td><td>18.490608</td><td>18.174917</td><td>177.84345668630124</td><td>36.25018945507851</td><td>G15</td><td>-138.1404508384791</td><td>-95.84598073933513</td><td>7.296575379383984</td><td>138.94789795583313</td><td>94.68226602529502</td><td>7.157258412336251</td><td>0.46663857</td><td>18.809385</td><td>0.5048546830323644</td><td>0</td><td>3</td><td>-0.13244495961207636</td><td>-0.17066107758096405</td><td>0.06763510414202284</td><td>0.06060771833649381</td><td>0.4736659508690056</td><td>2.12</td><td>-0.0550475</td><td>-0.12030999</td><td>-17.453391758659347</td><td>-17.388129265913232</td><td>-17.50843925953792</td><td>36.26277705834196</td><td>36.197514565595846</td><td>-0.14234377498544637</td><td>-0.18662581780162252</td><td>0.07438110337675474</td><td>0.07854947191204076</td><td>-17.460137757894078</td><td>0.99061394</td><td>0.08930385940107541</td><td>0.0</td><td>-6.8093853</td><td>0.002513077230336105</td><td>0.0</td></tr>\n",
+       "<tr><td>3908837</td><td>588010931371049209</td><td>136.90310331</td><td>-1.19041334</td><td>15.733421</td><td>0.05348</td><td>4</td><td>G09_Y5_013_364</td><td>6</td><td>17.407915</td><td>16.08084</td><td>15.456455</td><td>15.081997</td><td>14.840448</td><td>167.18400139054563</td><td>36.11597357723024</td><td>G9</td><td>-115.85534334161949</td><td>108.40374330441826</td><td>-3.296949654142346</td><td>114.93733754444558</td><td>-109.37306510392482</td><td>-3.412196976070443</td><td>0.6243839</td><td>15.733421</td><td>0.6809097081589863</td><td>0</td><td>4</td><td>-0.15110723125090686</td><td>-0.20763301301829168</td><td>0.07097469693238154</td><td>0.08639941877858148</td><td>0.6089592045454016</td><td>2.12</td><td>-0.051875602</td><td>-0.11337759</td><td>-20.401651346025083</td><td>-20.34014935502133</td><td>-20.45352694847903</td><td>36.13507267170868</td><td>36.073570680704925</td><td>-0.14582642298643916</td><td>-0.19214608390127802</td><td>0.07089845537576195</td><td>0.07302920581238526</td><td>-20.401575104468463</td><td>4.066578</td><td>0.34318449529566597</td><td>0.0</td><td>-3.7334213</td><td>0.009750545420239436</td><td>0.0</td></tr>\n",
+       "<tr><td>240047</td><td>587726014549721290</td><td>220.35218699</td><td>1.46484755</td><td>17.490616</td><td>0.13002</td><td>5</td><td>603501350600337408</td><td>6</td><td>20.266603</td><td>18.384972</td><td>17.489851</td><td>17.100857</td><td>16.78015</td><td>429.363611483474</td><td>38.16412617626293</td><td>G15</td><td>-289.46567952004796</td><td>-245.93837759176174</td><td>9.713183200514562</td><td>291.5308604224364</td><td>243.49828675518074</td><td>9.420875171849273</td><td>0.8951206</td><td>17.490616</td><td>0.8285965386015239</td><td>0</td><td>5</td><td>-0.0689441666686747</td><td>-0.0024200845426594897</td><td>0.1594140792830353</td><td>0.34603075118042237</td><td>0.708503948830152</td><td>0.8</td><td>-0.12611939</td><td>-0.104016</td><td>-20.706805020689362</td><td>-20.728908412277097</td><td>-20.832924410819405</td><td>38.19742086541593</td><td>38.21952425700366</td><td>-0.08274665397632464</td><td>-0.03591516260741637</td><td>0.13397822438587648</td><td>0.2292601271062469</td><td>-20.681369165792205</td><td>2.3093834</td><td>0.3234665156284021</td><td>0.0</td><td>-5.490616</td><td>0.01158013590754187</td><td>0.0</td></tr>\n",
+       "<tr><td>418075</td><td>587728879258108504</td><td>134.88866626</td><td>2.53302916</td><td>19.11889</td><td>0.19524</td><td>4</td><td>G09_Y2_034_298</td><td>6</td><td>21.511616</td><td>20.164404</td><td>19.124182</td><td>18.617311</td><td>18.26007</td><td>672.7374061996692</td><td>39.13922788209213</td><td>G9</td><td>-396.83079136271425</td><td>398.37599167955983</td><td>24.87519686784356</td><td>393.4953113823821</td><td>-401.6951834659458</td><td>24.480658483528984</td><td>1.0402222</td><td>19.11889</td><td>0.809798501962464</td><td>0</td><td>5</td><td>7.52522960223434e-06</td><td>0.23043119123588818</td><td>0.22870699433458752</td><td>0.5720468830285326</td><td>0.696882279274805</td><td>0.8</td><td>-0.1893828</td><td>-0.156192</td><td>-20.05966130767729</td><td>-20.09285210941698</td><td>-20.249044114097615</td><td>39.17855207000639</td><td>39.21174287174608</td><td>-0.04739710141585926</td><td>0.1317683411406273</td><td>0.16932777694634185</td><td>0.3969436308542906</td><td>-20.000282090289044</td><td>0.6811085</td><td>0.25555463015548235</td><td>0.0</td><td>-7.118891</td><td>0.008664627737100064</td><td>0.0</td></tr>\n",
+       "<tr><td>6905</td><td>588848900984143970</td><td>174.78362105</td><td>0.71859973</td><td>19.353302</td><td>0.25986</td><td>4</td><td>G12_Y1_ND1_244</td><td>6</td><td>20.72261</td><td>19.912249</td><td>19.365814</td><td>19.20003</td><td>18.990776</td><td>930.755560179555</td><td>39.84417819650741</td><td>G12</td><td>-735.6594068595107</td><td>67.16229848584823</td><td>9.265446866733603</td><td>735.0782344054738</td><td>-73.33922154910884</td><td>8.528401393680937</td><td>0.5464344</td><td>19.353302</td><td>0.2594011676794587</td><td>0</td><td>2</td><td>-0.17729674410444746</td><td>0.10973649068191413</td><td>-0.011611406722737194</td><td>0.2672609960939788</td><td>0.2675619996491043</td><td>2.12</td><td>-0.25206423</td><td>-0.5509032</td><td>-20.227200559773685</td><td>-19.928361586728336</td><td>-20.479264787831546</td><td>39.58050256172681</td><td>39.28166358868146</td><td>-0.01406182299859951</td><td>0.3137255695363385</td><td>0.2026630553636016</td><td>0.5789008592500018</td><td>-20.441475021860022</td><td>0.44669724</td><td>0.33115035375679475</td><td>0.0</td><td>-7.353302</td><td>0.008070578651570199</td><td>0.0</td></tr>\n",
+       "<tr><td>166263</td><td>587725040094412950</td><td>185.71609226</td><td>-2.72361217</td><td>18.311945</td><td>0.19614</td><td>4</td><td>G12_Y5_024_090</td><td>6</td><td>21.524574</td><td>19.518665</td><td>18.249676</td><td>17.755272</td><td>17.39685</td><td>676.2182691342306</td><td>39.15043449879329</td><td>G12</td><td>-561.8872066931497</td><td>-56.24318917355388</td><td>-26.863582443283825</td><td>562.312590167188</td><td>51.52154086297238</td><td>-27.42741697832454</td><td>1.2689896</td><td>18.311945</td><td>0.9858254782878008</td><td>0</td><td>6</td><td>0.03197138623467716</td><td>0.3151354709351575</td><td>0.2641661413767271</td><td>0.7102009347873782</td><td>0.8229547695776301</td><td>0.8</td><td>-0.1902558</td><td>-0.15691201</td><td>-20.912399872772134</td><td>-20.945743664733804</td><td>-21.102655678622163</td><td>39.224344834319986</td><td>39.257688626281656</td><td>-0.046952281516290134</td><td>0.13423164006860488</td><td>0.16977259684591098</td><td>0.39940692978226816</td><td>-20.818006328241317</td><td>1.4880543</td><td>0.3392288191213783</td><td>0.0</td><td>-6.311945</td><td>0.012792171364447272</td><td>0.0</td></tr>\n",
+       "<tr><td>204647</td><td>587725074455069087</td><td>138.94974368</td><td>-0.2746688</td><td>19.621572</td><td>0.24412</td><td>4</td><td>G09_Y4_255_170</td><td>5</td><td>22.624523</td><td>20.813372</td><td>19.52039</td><td>19.029615</td><td>18.7285</td><td>866.4214321303243</td><td>39.68864593311871</td><td>G9</td><td>-525.1826261938467</td><td>457.3436673879031</td><td>-3.338504366422706</td><td>521.3189558926506</td><td>-461.73889130911766</td><td>-3.861223473309923</td><td>1.2929821</td><td>19.621572</td><td>0.8899509266694539</td><td>0</td><td>6</td><td>0.07826062682579685</td><td>0.4812918015967725</td><td>0.30550516403409955</td><td>0.8520516731654821</td><td>0.7464355923090471</td><td>0.8</td><td>-0.23679641</td><td>-0.195296</td><td>-20.13578219375429</td><td>-20.17728259823141</td><td>-20.37257860264597</td><td>39.75735468826113</td><td>39.79885509273825</td><td>-0.02272990057990744</td><td>0.26883962793775623</td><td>0.1939949777822937</td><td>0.5340149176514195</td><td>-20.024272007502486</td><td>0.17842674</td><td>0.2612465787923371</td><td>0.0</td><td>-7.6215725</td><td>0.009010745421460775</td><td>0.0</td></tr>\n",
+       "<tr><td>145242</td><td>587724650869227534</td><td>183.55298722</td><td>-1.26348704</td><td>16.804522</td><td>0.07016</td><td>5</td><td>373968683329939456</td><td>6</td><td>18.708813</td><td>17.323437</td><td>16.752754</td><td>16.410526</td><td>16.174812</td><td>222.07236649008965</td><td>36.732472603018955</td><td>G12</td><td>-207.06401644620448</td><td>-12.856798164955826</td><td>-4.5757127565058155</td><td>207.16001235265728</td><td>11.117076281437098</td><td>-4.783430789517903</td><td>0.5706825</td><td>16.804522</td><td>0.6046909868482928</td><td>0</td><td>4</td><td>-0.12902154030583893</td><td>-0.16303000151936617</td><td>0.08786266172605836</td><td>0.10276097669011933</td><td>0.5557842106707047</td><td>2.12</td><td>-0.068055205</td><td>-0.14873919</td><td>-19.94775849902894</td><td>-19.86707451516654</td><td>-20.01581370407607</td><td>36.75228005969788</td><td>36.67159607583548</td><td>-0.12892832042900243</td><td>-0.162815269557668</td><td>0.08779655793319868</td><td>0.10236002015599527</td><td>-19.94769239523608</td><td>2.9954777</td><td>0.28185418577551075</td><td>0.0</td><td>-4.8045216</td><td>0.007847347490749071</td><td>0.0</td></tr>\n",
+       "<tr><td>14987</td><td>588848901001118029</td><td>213.66027069</td><td>0.66816768</td><td>18.922514</td><td>0.17659</td><td>4</td><td>G15_Y1_BN1_085</td><td>6</td><td>20.171377</td><td>19.437654</td><td>18.902079</td><td>18.66653</td><td>18.47175</td><td>601.3444870377142</td><td>38.895616669155324</td><td>G15</td><td>-425.3718305720166</td><td>-283.26179708915373</td><td>5.960067548619091</td><td>427.7418895603187</td><td>279.6788234553171</td><td>5.531181209031258</td><td>0.53557587</td><td>18.922514</td><td>0.41010508432991855</td><td>0</td><td>3</td><td>-0.10051469571316643</td><td>0.02495608665613383</td><td>0.08395185069119523</td><td>0.2250020645222136</td><td>0.3945256528682004</td><td>2.12</td><td>-0.1712923</td><td>-0.37437078</td><td>-19.885762253061852</td><td>-19.6826837744871</td><td>-20.057054558054528</td><td>38.80827621485384</td><td>38.60519773627909</td><td>-0.056734448220821944</td><td>0.08148018266220974</td><td>0.15999043014137918</td><td>0.346655472375873</td><td>-19.961800832512036</td><td>0.8774853</td><td>0.27533504139750253</td><td>0.0</td><td>-6.922514</td><td>0.0072127269127580775</td><td>0.0</td></tr>\n",
+       "<tr><td>278128</td><td>587726031189246276</td><td>212.98189816</td><td>1.13128034</td><td>19.281338</td><td>0.17726</td><td>4</td><td>G15_Y3_037_180</td><td>6</td><td>21.252829</td><td>20.271416</td><td>19.24072</td><td>18.810295</td><td>18.447985</td><td>603.8847680978483</td><td>38.904770377264306</td><td>G15</td><td>-430.20701582334254</td><td>-279.18650335863094</td><td>10.127472229042251</td><td>432.5468493043782</td><td>275.56305955701004</td><td>9.693770134982389</td><td>1.030695</td><td>19.281338</td><td>0.8395612896874758</td><td>0</td><td>5</td><td>-0.014702709368172834</td><td>0.17643096249220275</td><td>0.21345650372642208</td><td>0.5288686854244612</td><td>0.7152827798498125</td><td>0.8</td><td>-0.1719422</td><td>-0.141808</td><td>-19.664946938716636</td><td>-19.69508113976644</td><td>-19.83688914295362</td><td>38.94628467675374</td><td>38.976418877803546</td><td>-0.05639316373205237</td><td>0.08325959533987357</td><td>0.16033171463014873</td><td>0.3484348850535368</td><td>-19.611822149620362</td><td>0.5186615</td><td>0.21804840681041693</td><td>0.0</td><td>-7.2813377</td><td>0.007226713343027346</td><td>0.0</td></tr>\n",
+       "<tr><td>570192</td><td>588848899394437528</td><td>222.49584776</td><td>-0.51890855</td><td>18.835043</td><td>0.11547</td><td>4</td><td>G15_Y1_IS1_182</td><td>6</td><td>20.265377</td><td>19.18524</td><td>18.761137</td><td>18.437689</td><td>18.35168</td><td>377.52394435217667</td><td>37.88472250923322</td><td>G15</td><td>-249.53329308605757</td><td>-228.62186963033244</td><td>-3.0651296145055733</td><td>251.44163741439974</td><td>226.51780834164038</td><td>-3.3172473016349953</td><td>0.42410278</td><td>18.835043</td><td>0.404661946971979</td><td>0</td><td>3</td><td>-0.10070953719275501</td><td>-0.08126870096160899</td><td>0.08290848231654134</td><td>0.11714424740379789</td><td>0.38986701811586844</td><td>2.12</td><td>-0.112005904</td><td>-0.24479638</td><td>-19.020582133741648</td><td>-18.887791657657893</td><td>-19.13258803805855</td><td>37.85562508723286</td><td>37.7228346111491</td><td>-0.09228331279774817</td><td>-0.06957114993948837</td><td>0.12444156556445295</td><td>0.1956041397741749</td><td>-19.06211521698956</td><td>0.9649563</td><td>0.18415841096080204</td><td>0.0</td><td>-6.835043</td><td>0.005007174076468026</td><td>0.0</td></tr>\n",
+       "<tr><td>30820</td><td>587722981738741881</td><td>176.99812344</td><td>-1.11001287</td><td>16.263039</td><td>0.09503</td><td>5</td><td>319834770978662400</td><td>6</td><td>18.81222</td><td>17.01827</td><td>16.129122</td><td>15.682017</td><td>15.35423</td><td>306.26336514216314</td><td>37.430475250631744</td><td>G12</td><td>-279.2487299082768</td><td>14.643976934475951</td><td>-5.418103123360611</td><td>279.1103011861195</td><td>-16.98905604550725</td><td>-5.69796488009965</td><td>0.8891487</td><td>16.263039</td><td>0.9006354591333171</td><td>0</td><td>6</td><td>-0.10976505059198129</td><td>-0.12125179756709595</td><td>0.11728554030540643</td><td>0.25339307106924314</td><td>0.7530411813943665</td><td>0.8</td><td>-0.092179105</td><td>-0.076024</td><td>-21.19254305099746</td><td>-21.20869815235635</td><td>-21.284722155683244</td><td>37.455581686251364</td><td>37.471736787610254</td><td>-0.10734421465399502</td><td>-0.11393840523160023</td><td>0.1093806637082061</td><td>0.15123688448206304</td><td>-21.18463817440026</td><td>3.5369606</td><td>0.3755183770128062</td><td>0.0</td><td>-4.2630386</td><td>0.014413929378820006</td><td>0.0</td></tr>\n",
+       "<tr><td>367080</td><td>587726033876222147</td><td>218.9921318</td><td>2.9536583</td><td>17.936937</td><td>0.09356</td><td>4</td><td>G15_Y4_207_233</td><td>6</td><td>20.475163</td><td>18.793518</td><td>17.931898</td><td>17.541327</td><td>17.197819</td><td>301.2097769139517</td><td>37.394345322219465</td><td>G15</td><td>-213.7962148009045</td><td>-173.0801540502924</td><td>14.192918239663213</td><td>215.25661059682756</td><td>171.27823162890928</td><td>13.97709132347238</td><td>0.86161995</td><td>17.936937</td><td>0.8757562513248898</td><td>0</td><td>6</td><td>-0.11142546006875102</td><td>-0.1255617620528218</td><td>0.11607673978665638</td><td>0.2400367912947963</td><td>0.7376598978326804</td><td>0.8</td><td>-0.090753205</td><td>-0.074848</td><td>-19.482731524732237</td><td>-19.498636726167327</td><td>-19.5734847298528</td><td>37.41966885688556</td><td>37.43557405832065</td><td>-0.10851329039582329</td><td>-0.11698886622665608</td><td>0.10821158796637782</td><td>0.1481864234870072</td><td>-19.474866372911958</td><td>1.8630619</td><td>0.2011778624470116</td><td>0.0</td><td>-5.9369373</td><td>0.006607332760900643</td><td>0.0</td></tr>\n",
+       "<tr><td>48171</td><td>587722982292718167</td><td>216.00724821</td><td>-0.73915415</td><td>19.326773</td><td>0.20481</td><td>4</td><td>G15_Y6_096_310</td><td>6</td><td>21.902008</td><td>20.223587</td><td>19.203344</td><td>18.568302</td><td>18.247448</td><td>709.9166335051085</td><td>39.25603675954987</td><td>G15</td><td>-476.61791491556465</td><td>-346.37531523196094</td><td>-7.601321835181104</td><td>479.50267466108414</td><td>342.3596651624389</td><td>-8.082114628739742</td><td>1.0202427</td><td>19.326773</td><td>0.775731409274886</td><td>0</td><td>5</td><td>0.0025108217266937016</td><td>0.24702210349184678</td><td>0.23105910393867868</td><td>0.5761889829033129</td><td>0.6751128120754049</td><td>0.8</td><td>-0.1986657</td><td>-0.163848</td><td>-19.961657480266926</td><td>-19.9964751758846</td><td>-20.160323173669216</td><td>39.28843017008626</td><td>39.323247865703934</td><td>-0.042675187929398534</td><td>0.15811073533480008</td><td>0.17404969043280258</td><td>0.42328602504846335</td><td>-19.904648066761048</td><td>0.47322655</td><td>0.24728447337711337</td><td>0.0</td><td>-7.3267727</td><td>0.008289936496368035</td><td>0.0</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></tr>\n",
+       "<tr><td>144641</td><td>587724650868047986</td><td>180.94033164</td><td>-1.40741054</td><td>17.41296</td><td>0.08275</td><td>5</td><td>372827940032899072</td><td>6</td><td>19.981977</td><td>18.164217</td><td>17.318398</td><td>16.94155</td><td>16.63065</td><td>264.3439626407431</td><td>37.110846979952065</td><td>G12</td><td>-244.03475948173795</td><td>-4.005429591308149</td><td>-5.99647061313818</td><td>244.05365949765488</td><td>1.9554781168947475</td><td>-6.2411819771528725</td><td>0.8458195</td><td>17.41296</td><td>0.8829118885773107</td><td>0</td><td>6</td><td>-0.12493929321826423</td><td>-0.1620317085289734</td><td>0.10243301705591469</td><td>0.2061687022079781</td><td>0.7420837881145381</td><td>0.8</td><td>-0.080267504</td><td>-0.0662</td><td>-19.720052440660133</td><td>-19.73411994148983</td><td>-19.800319944517746</td><td>37.13301249315037</td><td>37.147079993980064</td><td>-0.11750596043213021</td><td>-0.13881013057423844</td><td>0.0992189179300709</td><td>0.12636515913942484</td><td>-19.716838341534288</td><td>2.3870392</td><td>0.220542981774964</td><td>0.0</td><td>-5.41296</td><td>0.007358969055251144</td><td>0.0</td></tr>\n",
+       "<tr><td>491903</td><td>587729778517737765</td><td>213.82796358</td><td>-1.44107481</td><td>18.558632</td><td>0.2485</td><td>4</td><td>G15_Y1_BX2_263</td><td>6</td><td>21.776571</td><td>19.797039</td><td>18.564478</td><td>18.051853</td><td>17.710558</td><td>884.2294896217633</td><td>39.732824974057365</td><td>G15</td><td>-588.1525814683458</td><td>-394.14966593140616</td><td>-17.81125642766063</td><td>591.4244014610183</td><td>389.19547667841846</td><td>-18.404276317887458</td><td>1.2325611</td><td>18.558632</td><td>0.8409702630178366</td><td>0</td><td>5</td><td>0.0681802470807</td><td>0.4597710955130588</td><td>0.29631388440204276</td><td>0.8127211344755538</td><td>0.7161538613766842</td><td>0.8</td><td>-0.24104501</td><td>-0.19880001</td><td>-21.229461948416645</td><td>-21.27170694901746</td><td>-21.470506961486752</td><td>39.7880938453893</td><td>39.83033884599011</td><td>-0.0203734360137533</td><td>0.28132207833343553</td><td>0.1963514423484478</td><td>0.5464973680470988</td><td>-21.12949950636305</td><td>1.2413673</td><td>0.38859527361996177</td><td>0.0</td><td>-6.558632</td><td>0.014821406452757148</td><td>0.0</td></tr>\n",
+       "<tr><td>463398</td><td>587729774758789287</td><td>212.86496352</td><td>-1.20334883</td><td>18.590765</td><td>0.11848</td><td>4</td><td>G15_Y1_AX2_366</td><td>6</td><td>21.08381</td><td>19.531126</td><td>18.552794</td><td>18.10615</td><td>17.658413</td><td>388.172744079894</td><td>37.94512518860448</td><td>G15</td><td>-291.4442107694562</td><td>-188.2910091695379</td><td>-7.288426978400199</td><td>293.0080553433431</td><td>185.83633300642816</td><td>-7.5822247111320955</td><td>0.9783325</td><td>18.590765</td><td>0.9306090373765022</td><td>0</td><td>6</td><td>-0.07929751614629613</td><td>-0.03157403399154836</td><td>0.14720899245784666</td><td>0.35396951121065595</td><td>0.7715720007784407</td><td>0.8</td><td>-0.1149256</td><td>-0.094784</td><td>-19.386643581084357</td><td>-19.406785182646857</td><td>-19.50156918167268</td><td>37.977408580474005</td><td>37.997550182036505</td><td>-0.09023720109474981</td><td>-0.0627436593796448</td><td>0.1264876772674513</td><td>0.20243163033401848</td><td>-19.36592226589396</td><td>1.2092342</td><td>0.19328192664083696</td><td>0.0</td><td>-6.590765</td><td>0.006337444442636459</td><td>0.0</td></tr>\n",
+       "<tr><td>198162</td><td>587725073918001311</td><td>138.52346779</td><td>-0.79805535</td><td>18.495443</td><td>0.16133</td><td>4</td><td>G09_Y1_HS2_153</td><td>6</td><td>21.101124</td><td>19.303555</td><td>18.301195</td><td>17.857798</td><td>17.5872</td><td>543.9888627337449</td><td>38.67795004166378</td><td>G9</td><td>-350.9180392564229</td><td>310.20991025850765</td><td>-6.5242516948175595</td><td>348.2932835479642</td><td>-313.1465606245255</td><td>-6.873482577915821</td><td>1.0023594</td><td>18.495443</td><td>0.8514854071405603</td><td>0</td><td>5</td><td>-0.031391418125482476</td><td>0.11948256499274634</td><td>0.19655134763285653</td><td>0.47625600981980737</td><td>0.7226547280718383</td><td>0.8</td><td>-0.1564901</td><td>-0.12906401</td><td>-20.222567942770105</td><td>-20.249994036586862</td><td>-20.37905804518042</td><td>38.718011286886316</td><td>38.74543738070307</td><td>-0.06469486353494835</td><td>0.041578215795433526</td><td>0.15203001482725276</td><td>0.3067535055090968</td><td>-20.178046609964504</td><td>1.3045559</td><td>0.26990859521427524</td><td>0.0</td><td>-6.4954433</td><td>0.009311805660422393</td><td>0.0</td></tr>\n",
+       "<tr><td>240236</td><td>587726014550115008</td><td>221.29047632</td><td>1.58092601</td><td>19.704727</td><td>0.26054</td><td>4</td><td>G15_Y3_029_216</td><td>5</td><td>21.553295</td><td>20.544386</td><td>19.762522</td><td>19.459375</td><td>19.034607</td><td>933.5559708235824</td><td>39.850701804736325</td><td>G15</td><td>-556.2556647565044</td><td>-488.51874437060474</td><td>20.432312860944343</td><td>560.3596404019114</td><td>483.8291493910858</td><td>19.870460289572797</td><td>0.78186417</td><td>19.704727</td><td>0.46665101567711453</td><td>0</td><td>3</td><td>-0.08024587254543106</td><td>0.23496727803722</td><td>0.11335509490407908</td><td>0.4530377630194731</td><td>0.4421814981443716</td><td>2.12</td><td>-0.2527238</td><td>-0.5523448</td><td>-20.006605913731896</td><td>-19.706984927747094</td><td>-20.25932972678884</td><td>39.71133308658346</td><td>39.411712100598656</td><td>-0.01367387306109058</td><td>0.3156650285686328</td><td>0.20305100530111053</td><td>0.5808403182822961</td><td>-20.096301824128926</td><td>0.095272064</td><td>0.2733588223150583</td><td>0.0</td><td>-7.704727</td><td>0.007293282284680338</td><td>0.0</td></tr>\n",
+       "<tr><td>184213</td><td>587725041700569280</td><td>175.47756254</td><td>-1.48053999</td><td>19.511608</td><td>0.22382</td><td>4</td><td>G12_Y3_009_173</td><td>5</td><td>20.695717</td><td>20.047436</td><td>19.504257</td><td>19.251724</td><td>19.091034</td><td>784.8483777907554</td><td>39.4739288248158</td><td>G12</td><td>-639.1001916517187</td><td>50.550110353483305</td><td>-16.569805345799743</td><td>638.6361063294885</td><td>-55.91655442019178</td><td>-17.21016296537354</td><td>0.54317856</td><td>19.511608</td><td>0.3226594007159201</td><td>0</td><td>2</td><td>-0.13770437831900773</td><td>0.08281477931468151</td><td>0.03313032131675836</td><td>0.2566256336375583</td><td>0.31968324602880943</td><td>2.12</td><td>-0.2171054</td><td>-0.4744984</td><td>-19.778345618810743</td><td>-19.520952631201833</td><td>-19.99545102235326</td><td>39.28995374259004</td><td>39.032560754981134</td><td>-0.03322702368372686</td><td>0.21126512182456142</td><td>0.18349785467847424</td><td>0.4764404115382247</td><td>-19.92871315217246</td><td>0.2883911</td><td>0.26060156959657765</td><td>0.0</td><td>-7.511608</td><td>0.006696840166372337</td><td>0.0</td></tr>\n",
+       "<tr><td>422832</td><td>587728879793996009</td><td>132.5691063</td><td>2.6484217</td><td>17.491207</td><td>0.05887</td><td>5</td><td>635016105986910208</td><td>6</td><td>19.94955</td><td>18.36519</td><td>17.590492</td><td>17.223116</td><td>16.917364</td><td>184.7805738839679</td><td>36.33328155794701</td><td>G9</td><td>-117.92444926572652</td><td>128.38073854270476</td><td>8.06349878281162</td><td>116.84996037408655</td><td>-129.36673539377546</td><td>7.946339418054741</td><td>0.77469826</td><td>17.491207</td><td>0.8498189397003388</td><td>0</td><td>5</td><td>-0.1536384508104292</td><td>-0.22875913306447904</td><td>0.07433456477057485</td><td>0.12740836843839282</td><td>0.7216244537784711</td><td>0.8</td><td>-0.057103902</td><td>-0.047096</td><td>-18.859305097813333</td><td>-18.869313000793184</td><td>-18.91640899991485</td><td>36.35051222061607</td><td>36.36052012359592</td><td>-0.14013147901751155</td><td>-0.18298617917079557</td><td>0.07659339934468956</td><td>0.0821891105428677</td><td>-18.861563932387448</td><td>2.308792</td><td>0.15641156961838887</td><td>0.0</td><td>-5.491207</td><td>0.004952548923041097</td><td>0.0</td></tr>\n",
+       "<tr><td>298907</td><td>587726031730180215</td><td>222.23429947</td><td>1.20211211</td><td>17.162989</td><td>0.08717</td><td>5</td><td>346931405697083392</td><td>6</td><td>19.940475</td><td>17.993061</td><td>17.11311</td><td>16.727655</td><td>16.417294</td><td>279.35431421752406</td><td>37.23077691394533</td><td>G15</td><td>-190.20858424039977</td><td>-172.67821039536133</td><td>5.390740151501989</td><td>191.6576220365949</td><td>171.0744303430732</td><td>5.198571104995867</td><td>0.8799515</td><td>17.162989</td><td>0.9093945265512792</td><td>0</td><td>6</td><td>-0.11982859759059589</td><td>-0.14927164709078136</td><td>0.1070629981595062</td><td>0.2285581013097441</td><td>0.7584563739005433</td><td>0.8</td><td>-0.0845549</td><td>-0.069736</td><td>-20.090296346175897</td><td>-20.105115252959955</td><td>-20.174851249385107</td><td>37.253285008895624</td><td>37.26810391567968</td><td>-0.1137427296688666</td><td>-0.13001948695519966</td><td>0.10298214869333451</td><td>0.13515580275846362</td><td>-20.086215496709727</td><td>2.6370106</td><td>0.25360617115216394</td><td>0.0</td><td>-5.1629887</td><td>0.00872004601177327</td><td>0.0</td></tr>\n",
+       "<tr><td>171645</td><td>587725040628465780</td><td>179.33723336</td><td>-2.40395249</td><td>17.800488</td><td>0.08799</td><td>4</td><td>2dF298955</td><td>6</td><td>19.18347</td><td>18.127655</td><td>17.751844</td><td>17.383762</td><td>17.268173</td><td>282.14871833782036</td><td>37.25239040912676</td><td>G12</td><td>-259.084677850809</td><td>2.9970853354382125</td><td>-10.877497191838263</td><td>259.039326507352</td><td>-5.173204045587724</td><td>-11.137236876535102</td><td>0.37581062</td><td>17.800488</td><td>0.38813898871923863</td><td>0</td><td>3</td><td>-0.10639969338654888</td><td>-0.11872805893684149</td><td>0.07464257365840053</td><td>0.07472773393335194</td><td>0.3757254628939939</td><td>2.12</td><td>-0.085350305</td><td>-0.18653879</td><td>-19.44119515963262</td><td>-19.340006678778586</td><td>-19.526545464474616</td><td>37.24168267794317</td><td>37.14049419708913</td><td>-0.11305793135119838</td><td>-0.1283684336736779</td><td>0.10366694701100274</td><td>0.13680685603998538</td><td>-19.470219532985222</td><td>1.9995117</td><td>0.23236127858767758</td><td>0.0</td><td>-5.8004875</td><td>0.006162934694188944</td><td>0.0</td></tr>\n",
+       "<tr><td>231790</td><td>587726014534451454</td><td>185.40779263</td><td>1.97601141</td><td>19.153511</td><td>0.22548</td><td>4</td><td>G12_Y2_009_279</td><td>6</td><td>21.52893</td><td>20.13791</td><td>19.115513</td><td>18.627647</td><td>18.338112</td><td>791.4589809122851</td><td>39.49214205761491</td><td>G12</td><td>-642.5790714197542</td><td>-60.829783322678885</td><td>22.269112898372835</td><td>643.0893580068083</td><td>55.43018859382356</td><td>21.624309604759834</td><td>1.022398</td><td>19.153511</td><td>0.7349130392725307</td><td>0</td><td>5</td><td>0.009868346645590456</td><td>0.29735330236817703</td><td>0.235633025228835</td><td>0.61139568110434</td><td>0.6466353391196122</td><td>0.8</td><td>-0.21871561</td><td>-0.18038401</td><td>-20.355548427360503</td><td>-20.393880025403945</td><td>-20.574264035480468</td><td>39.509059474723784</td><td>39.547391072767226</td><td>-0.032389425405808</td><td>0.21594835220350617</td><td>0.18433545295639311</td><td>0.48112364191716944</td><td>-20.30425085508806</td><td>0.6464882</td><td>0.29103909565453084</td><td>0.0</td><td>-7.153511</td><td>0.009935702569805428</td><td>0.0</td></tr>\n",
+       "<tr><td>99685</td><td>587722984426110987</td><td>183.78253455</td><td>1.01615928</td><td>19.740479</td><td>0.04815</td><td>4</td><td>G12_Y3_022_278</td><td>5</td><td>21.193935</td><td>20.180494</td><td>19.736809</td><td>19.653355</td><td>19.252592</td><td>149.91576605172278</td><td>35.879236541466554</td><td>G12</td><td>-142.69491565912364</td><td>-9.434097194232642</td><td>2.536531621744557</td><td>142.77159651609645</td><td>8.23517492419311</td><td>2.393378306003298</td><td>0.44368553</td><td>19.740479</td><td>0.4837755249348499</td><td>0</td><td>3</td><td>-0.13776917816369674</td><td>-0.1778591714823357</td><td>0.05873599593220613</td><td>0.04612735804335638</td><td>0.4562941695050607</td><td>2.12</td><td>-0.0467055</td><td>-0.10207799</td><td>-16.15078852248234</td><td>-16.09541603100342</td><td>-16.19749402177376</td><td>35.89126703810734</td><td>35.83589454662842</td><td>-0.15169079502731247</td><td>-0.200897034045806</td><td>0.06503408333488864</td><td>0.06427825566785728</td><td>-16.157086609885024</td><td>0.05952072</td><td>0.04947494207526809</td><td>0.0</td><td>-7.7404785</td><td>0.0013865362836950898</td><td>0.0</td></tr>\n",
+       "<tr><td>363816</td><td>587726033340399907</td><td>221.41242152</td><td>2.44020163</td><td>19.253107</td><td>0.14199</td><td>4</td><td>G15_Y4_220_096</td><td>6</td><td>22.07768</td><td>20.255108</td><td>19.179491</td><td>18.572502</td><td>18.19317</td><td>472.6947007546961</td><td>38.372903667893944</td><td>G15</td><td>-310.14658670847064</td><td>-273.5505200637545</td><td>17.623421697882673</td><td>312.45089171617036</td><td>270.93574244385496</td><td>17.31014149491465</td><td>1.0756168</td><td>19.253107</td><td>0.9604286636952841</td><td>0</td><td>6</td><td>-0.04647356828607965</td><td>0.06871460456648781</td><td>0.18295177204044896</td><td>0.45964200449383735</td><td>0.7989266040944631</td><td>0.8</td><td>-0.13773032</td><td>-0.113592006</td><td>-19.165018053683898</td><td>-19.189156362745425</td><td>-19.302748369011542</td><td>38.418125124606746</td><td>38.44226343366827</td><td>-0.07550222075856375</td><td>-0.007054343933396032</td><td>0.14122265760363736</td><td>0.25812094578026723</td><td>-19.123288939247086</td><td>0.54689217</td><td>0.17688688625920765</td><td>0.0</td><td>-7.253107</td><td>0.005736192460659221</td><td>0.0</td></tr>\n",
+       "<tr><td>749287</td><td>588848900968415432</td><td>138.9633093</td><td>0.74507087</td><td>19.749031</td><td>0.20548</td><td>4</td><td>G09_Y4_249_215</td><td>4</td><td>25.059387</td><td>21.199219</td><td>19.667469</td><td>19.112331</td><td>18.981901</td><td>712.5332523700498</td><td>39.26402568364025</td><td>G9</td><td>-445.80646485685344</td><td>388.0351370808506</td><td>7.686132134777941</td><td>442.538857005201</td><td>-391.7660729090924</td><td>7.242410001564394</td><td>1.5317497</td><td>19.749031</td><td>1.21045927823622</td><td>0</td><td>7</td><td>0.05799203684763135</td><td>0.37928248395320824</td><td>0.29907233316034176</td><td>0.7876247372431089</td><td>1.0431973212590298</td><td>0.8</td><td>-0.19931561</td><td>-0.164384</td><td>-19.6147513423583</td><td>-19.649682957353303</td><td>-19.81406694990606</td><td>39.36378240925283</td><td>39.39871402424783</td><td>-0.042344748954168426</td><td>0.15996670246567818</td><td>0.17438012940803269</td><td>0.42514199217934145</td><td>-19.49005913860599</td><td>0.05096817</td><td>0.2095345808712062</td><td>0.0</td><td>-7.749031</td><td>0.007080584916223267</td><td>0.0</td></tr>\n",
+       "<tr><td>319999</td><td>587726032264560933</td><td>216.67418518</td><td>1.72880356</td><td>18.030909</td><td>0.08601</td><td>4</td><td>G15_Y3_003_343</td><td>6</td><td>19.487598</td><td>18.441025</td><td>18.078157</td><td>17.841322</td><td>17.738762</td><td>275.40644844820434</td><td>37.19987052369831</td><td>G15</td><td>-203.30179008432427</td><td>-151.39404274257262</td><td>7.650633600829171</td><td>204.57384557072552</td><td>149.68103500918863</td><td>7.4455148181770445</td><td>0.36286736</td><td>18.030909</td><td>0.3768624976024672</td><td>0</td><td>3</td><td>-0.10659905516836266</td><td>-0.12059419742414794</td><td>0.07268532752325715</td><td>0.0694784651947203</td><td>0.36607421767521653</td><td>2.12</td><td>-0.0834297</td><td>-0.18234119</td><td>-19.158217565000538</td><td>-19.05930607843447</td><td>-19.24164726662684</td><td>37.18912614959527</td><td>37.0902146630292</td><td>-0.11471853052019267</td><td>-0.1323443607927215</td><td>0.10200634784200845</td><td>0.13283092892094178</td><td>-19.187538585319288</td><td>1.7690907</td><td>0.20192718559152548</td><td>0.0</td><td>-6.0309086</td><td>0.0054176092646325575</td><td>0.0</td></tr>\n",
+       "<tr><td>266590</td><td>587726016159416716</td><td>218.2406844</td><td>2.90138215</td><td>18.900648</td><td>0.1936</td><td>4</td><td>G15_Y4_212_291</td><td>6</td><td>20.996931</td><td>19.759823</td><td>18.907946</td><td>18.51796</td><td>18.265854</td><td>666.4028464465609</td><td>39.11868421715418</td><td>G15</td><td>-437.94705329174883</td><td>-345.13417642617947</td><td>28.260167623692467</td><td>440.85872922659826</td><td>341.4433924152825</td><td>27.81814046759244</td><td>0.8518772</td><td>18.900648</td><td>0.6627647342196135</td><td>0</td><td>4</td><td>-0.034436430624061626</td><td>0.154676047680739</td><td>0.1864081033345646</td><td>0.4419851911497449</td><td>0.5963001247092338</td><td>2.12</td><td>-0.187792</td><td>-0.41043198</td><td>-20.216652200268562</td><td>-19.994012222336586</td><td>-20.404444203423317</td><td>39.11730031733399</td><td>38.894660339402016</td><td>-0.04820845324442659</td><td>0.12728761322363485</td><td>0.16851642511777454</td><td>0.39246290293729813</td><td>-20.198760522051774</td><td>0.8993511</td><td>0.2945807308573692</td><td>0.0</td><td>-6.900648</td><td>0.008319246891966382</td><td>0.0</td></tr>\n",
+       "<tr><td>130739</td><td>587724649793257631</td><td>178.5124768</td><td>-2.22651927</td><td>18.94947</td><td>0.2223</td><td>4</td><td>G12_Y5_014_248</td><td>6</td><td>20.764925</td><td>19.756508</td><td>18.964243</td><td>18.578188</td><td>18.248743</td><td>778.8047595445133</td><td>39.4571429848974</td><td>G12</td><td>-636.4677272795298</td><td>16.527801737951425</td><td>-24.753994016580116</td><td>636.2813058523318</td><td>-21.873334218832895</td><td>-25.39199463284523</td><td>0.79226494</td><td>18.94947</td><td>0.5557080529858697</td><td>0</td><td>4</td><td>-0.051513868005047744</td><td>0.1850430173635743</td><td>0.15719060026702186</td><td>0.43388024676434606</td><td>0.515575291857168</td><td>2.12</td><td>-0.215631</td><td>-0.47127596</td><td>-20.44923207189786</td><td>-20.19358710970628</td><td>-20.664863065144893</td><td>39.39870259191739</td><td>39.14305762972581</td><td>-0.03399155456620605</td><td>0.20698182983825592</td><td>0.18273332379599505</td><td>0.4721571195519192</td><td>-20.474774795426832</td><td>0.8505287</td><td>0.33566291857421027</td><td>0.0</td><td>-6.9494705</td><td>0.009115490937028393</td><td>0.0</td></tr>\n",
+       "<tr><td>231108</td><td>587726014533075517</td><td>182.34668474</td><td>1.87027995</td><td>19.537228</td><td>0.11052</td><td>4</td><td>G12_Y2_035_355</td><td>5</td><td>20.53867</td><td>19.861849</td><td>19.455746</td><td>19.374758</td><td>19.369976</td><td>360.09778991532727</td><td>37.78210227957896</td><td>G12</td><td>-323.81598407637415</td><td>-13.270073803850652</td><td>10.58280822961953</td><td>323.9264730942</td><td>10.549659951652847</td><td>10.258018122045032</td><td>0.40610313</td><td>19.537228</td><td>0.3933573636729404</td><td>0</td><td>3</td><td>-0.1017383218418332</td><td>-0.0889925513595002</td><td>0.08011743404338814</td><td>0.10602883864421724</td><td>0.38019172955444436</td><td>2.12</td><td>-0.1072044</td><td>-0.23430239</td><td>-18.217787683004154</td><td>-18.090689696365608</td><td>-18.32499208300711</td><td>37.75501531361939</td><td>37.62791732698084</td><td>-0.09573835591834029</td><td>-0.08063977487836366</td><td>0.12098652244386082</td><td>0.18453551483529962</td><td>-18.258656771404628</td><td>0.2627716</td><td>0.12519263945628284</td><td>0.0</td><td>-7.5372276</td><td>0.0034714602667398225</td><td>0.0</td></tr>\n",
+       "<tr><td>544792</td><td>588848898855076298</td><td>216.87873507</td><td>-0.97925934</td><td>19.360544</td><td>0.25505</td><td>4</td><td>G15_Y2_021_224</td><td>6</td><td>20.788153</td><td>19.968239</td><td>19.359898</td><td>19.148464</td><td>19.001293</td><td>910.9961551003275</td><td>39.79758272008873</td><td>G15</td><td>-580.5395873579658</td><td>-435.5446186965225</td><td>-12.405363128538978</td><td>584.1648036909943</td><td>430.65291571882216</td><td>-12.9911012291748</td><td>0.6083412</td><td>19.360544</td><td>0.31979181452411626</td><td>0</td><td>2</td><td>-0.14862437182441385</td><td>0.13992503069249054</td><td>0.021763301795351686</td><td>0.3128755626426263</td><td>0.31722895619374103</td><td>2.12</td><td>-0.24739851</td><td>-0.540706</td><td>-20.21140330659687</td><td>-19.918095838301774</td><td>-20.458801817172166</td><td>39.571947511308785</td><td>39.27864004301369</td><td>-0.01677201073850576</td><td>0.3000041899755627</td><td>0.19995286762369535</td><td>0.565179479689226</td><td>-20.389592872425215</td><td>0.43945503</td><td>0.3224356644687166</td><td>0.0</td><td>-7.360544</td><td>0.008035729990385841</td><td>0.0</td></tr>\n",
+       "<tr><td>561836</td><td>588848899377987791</td><td>185.05053157</td><td>-0.44348116</td><td>17.388186</td><td>0.08326</td><td>5</td><td>324299888655362048</td><td>6</td><td>19.825739</td><td>18.181332</td><td>17.22446</td><td>16.73651</td><td>16.36558</td><td>266.0714600736741</td><td>37.124991464127696</td><td>G12</td><td>-244.66007145616777</td><td>-21.62242717110992</td><td>-1.901138549210049</td><td>244.83103221364775</td><td>19.56660179670565</td><td>-2.146627312628502</td><td>0.95687103</td><td>17.388186</td><td>0.9977002178378926</td><td>0</td><td>6</td><td>-0.12672345026565524</td><td>-0.16755263538875292</td><td>0.10676619481311034</td><td>0.22944765502096676</td><td>0.8341895725069873</td><td>0.8</td><td>-0.0807622</td><td>-0.066608004</td><td>-19.76280995778467</td><td>-19.77696415357019</td><td>-19.843572157842175</td><td>37.1509954588833</td><td>37.165149654668824</td><td>-0.11706544941776251</td><td>-0.13780526944238067</td><td>0.0996594289444386</td><td>0.1273700202712826</td><td>-19.755703191915995</td><td>2.4118137</td><td>0.2216189453059357</td><td>0.0</td><td>-5.3881855</td><td>0.007506019781508557</td><td>0.0</td></tr>\n",
+       "<tr><td>300889</td><td>587726032227205452</td><td>131.22119797</td><td>1.08457648</td><td>17.518816</td><td>0.05123</td><td>5</td><td>525915410034354176</td><td>6</td><td>20.06801</td><td>18.227762</td><td>17.466656</td><td>17.102661</td><td>16.856318</td><td>159.87829281619932</td><td>36.0189475110357</td><td>G9</td><td>-100.20240561109553</td><td>114.37487660203796</td><td>2.8787462691943606</td><td>99.24099665020661</td><td>-115.21250832347289</td><td>2.779240499075122</td><td>0.7611065</td><td>17.518816</td><td>0.8464068946902885</td><td>0</td><td>5</td><td>-0.16302620011476304</td><td>-0.24832660371618465</td><td>0.06500875112366106</td><td>0.10660024594689005</td><td>0.7195149962656382</td><td>0.8</td><td>-0.0496931</td><td>-0.040984</td><td>-18.515447167742263</td><td>-18.524156266886006</td><td>-18.565140267896663</td><td>36.03426316200496</td><td>36.042972261148705</td><td>-0.14827322800135903</td><td>-0.19587777916982207</td><td>0.06845165036084208</td><td>0.0692975105438412</td><td>-18.518890066979445</td><td>2.2811832</td><td>0.13574745875565947</td><td>0.0</td><td>-5.518816</td><td>0.004227800457691613</td><td>0.0</td></tr>\n",
+       "<tr><td>486167</td><td>587729777983029443</td><td>218.75913077</td><td>-1.78088603</td><td>19.510452</td><td>0.24971</td><td>4</td><td>G15_Y4_235_088</td><td>5</td><td>22.205793</td><td>20.660435</td><td>19.45731</td><td>18.966232</td><td>18.642338</td><td>889.1618797932855</td><td>39.74490417662204</td><td>G15</td><td>-554.5446302804903</td><td>-445.2144367876652</td><td>-22.11134525868655</td><td>558.2422679007487</td><td>440.5407416051313</td><td>-22.671096163667322</td><td>1.203125</td><td>19.510452</td><td>0.8189950894664111</td><td>0</td><td>5</td><td>0.0624230108333102</td><td>0.4465529213668991</td><td>0.29095554289866077</td><td>0.7915125793654464</td><td>0.7025679635332144</td><td>0.8</td><td>-0.2422187</td><td>-0.19976799</td><td>-20.283188745981352</td><td>-20.325639457112448</td><td>-20.525407449012892</td><td>39.79364101648916</td><td>39.83609172762026</td><td>-0.019715393928490796</td><td>0.2847722964161869</td><td>0.1970094844337103</td><td>0.5499475861298502</td><td>-20.1892426875164</td><td>0.28954697</td><td>0.27904925873691927</td><td>0.0</td><td>-7.5104523</td><td>0.009636022254232556</td><td>0.0</td></tr>\n",
+       "<tr><td>324184</td><td>587726032765649137</td><td>134.77713995</td><td>1.65159771</td><td>18.127356</td><td>0.12197</td><td>4</td><td>G09_Y1_EN1_267</td><td>6</td><td>19.760504</td><td>18.688002</td><td>17.994484</td><td>17.506512</td><td>17.239153</td><td>400.56909472221986</td><td>38.01338719471584</td><td>G9</td><td>-251.36506808486772</td><td>253.32815375787504</td><td>10.290055368865453</td><td>249.23852127893758</td><td>-255.43059920288053</td><td>10.040153421342099</td><td>0.6935177</td><td>18.127356</td><td>0.6572317718031452</td><td>0</td><td>4</td><td>-0.08541342944063336</td><td>-0.0491275163072552</td><td>0.13505378483915031</td><td>0.23613148910382542</td><td>0.5924399806718483</td><td>2.12</td><td>-0.1183109</td><td>-0.2585764</td><td>-19.902774505451063</td><td>-19.762509010866026</td><td>-20.021085403993467</td><td>38.03013008101259</td><td>37.88986458642755</td><td>-0.08791430494891313</td><td>-0.05473773574509001</td><td>0.128810573413288</td><td>0.21043755396857328</td><td>-19.8965312940252</td><td>1.6726437</td><td>0.26478418245679947</td><td>0.0</td><td>-6.1273556</td><td>0.007481015389272087</td><td>0.0</td></tr>\n",
        "</table></div>"
       ],
       "text/plain": [
        "<Table length=113687>\n",
-       " CATAID       OBJID             RA          DEC      R_PETRO   ZGAMA  ...         ZMAX        ZMAX_WARN DELTA_RPETRO_BRIGHT          ZMIN         ZMIN_WARN\n",
-       "                               deg          deg        mag            ...                                       mag                                        \n",
-       " int32        int64          float64      float64    float32  float32 ...       float64        float64        float32              float64         float64 \n",
-       "------- ------------------ ------------ ----------- --------- ------- ... ------------------- --------- ------------------- --------------------- ---------\n",
-       " 145370 587724650869424590 184.07136579 -1.32358369 19.757668 0.25259 ...  0.2568651238567714       0.0          -7.7576675  0.008575081518012735       0.0\n",
-       " 185283 587725041702404265 179.81367969 -1.44344015  17.63863  0.1776 ...  0.3877542267728527       0.0            -5.63863  0.015508692888814346       0.0\n",
-       " 324262 587726032765845787 135.29018285  1.64362359 19.070244  0.2528 ... 0.37484395921262675       0.0           -7.070244  0.008987773290829029       0.0\n",
-       " 642015 587725084111536338 140.45257789 -1.27235647  19.00664 0.18423 ...  0.2671738390203637       0.0          -7.0066395  0.007531578963332324       0.0\n",
-       " 376710 587727943490404627 134.71383836  1.39456054  19.11182 0.05369 ... 0.07376993210039659       0.0            -7.11182 0.0020583034146192114       0.0\n",
-       " 184413 587725041700896912 176.33682809 -1.43119655 17.588825 0.11756 ...  0.2883702608767782       0.0           -5.588825  0.009904255211704559       0.0\n",
-       "  64412 587722982830899840 218.97541991 -0.36821877 19.137764 0.10627 ... 0.14435970078257604       0.0           -7.137764  0.004074663189717639       0.0\n",
-       "  56223 587722982816022706 185.09941056 -0.23459093 19.753801 0.19171 ... 0.19519009605427107       0.0          -7.7538013  0.006475671277085033       0.0\n",
-       "  22488 588848901522325595 177.74454677  1.15464039 18.040855 0.15998 ...  0.3724347833367323       0.0          -6.0408554  0.010075864268244236       0.0\n",
-       " 601544 588848900432199758 140.40308083  0.41365508 19.401722  0.1615 ... 0.19475630126255672       0.0           -7.401722  0.005482225588831551       0.0\n",
-       "3884726 588010930833457555 135.28064699 -1.56007978 18.499079 0.22068 ... 0.35524172858631603       0.0          -6.4990788  0.013360112433926813       0.0\n",
-       "  49121 587722982294291061 219.64259455 -0.70638579 19.622944 0.14011 ... 0.15287972355982493       0.0           -7.622944  0.004155930568690038       0.0\n",
-       " 165551 587725040092774590 182.04665136 -2.83698445   18.9784 0.09709 ...  0.1370262460620455       0.0          -6.9783993 0.0042694934336992675       0.0\n",
-       " 422174 587728879792750968 129.82312241    2.457968  17.90393 0.20692 ...  0.4139662156299514       0.0          -5.9039307   0.01609982770781583       0.0\n",
-       " 363009 587726033338761467 217.73455823  2.57105096 16.665346 0.13845 ...  0.4277593891267136       0.0           -4.665346   0.01822576885386146       0.0\n",
-       " 570109 588848899394175368 222.01895046 -0.54368062 19.729342 0.17478 ... 0.18117557546679636       0.0          -7.7293415  0.004842493935884372       0.0\n",
-       " 382998 587727944029307172 139.45164003  2.16901549  18.98344 0.18621 ... 0.25540815488144797       0.0          -6.9834404  0.008809149795596553       0.0\n",
-       " 342836 587726032801825003 217.45379702  2.29295822 19.172829 0.16756 ... 0.21499468233070207       0.0          -7.1728287  0.007145076282515922       0.0\n",
-       "    ...                ...          ...         ...       ...     ... ...                 ...       ...                 ...                   ...       ...\n",
-       "  17060 588848901004656898 221.71353798  0.73549025 18.705809 0.17246 ... 0.26736589354632556       0.0          -6.7058086  0.009063468218239583       0.0\n",
-       " 592430 588848899927114022 213.03445778 -0.02766376 16.003124 0.09564 ...  0.4025495123567754       0.0           -4.003124  0.016369742284901845       0.0\n",
-       " 508027 587729971786154336 215.51496444 -1.58563806 19.200792 0.24557 ... 0.32663274602420067       0.0          -7.2007923  0.009041552208942625       0.0\n",
-       "3580949 587729150375232027 131.95888997 -1.52091373  19.51826 0.17319 ... 0.20031916883909873       0.0           -7.518259  0.005271037306287601       0.0\n",
-       " 296511 587726031725723658  212.0308812  1.53192708  19.30055 0.18846 ... 0.23089397817289387       0.0          -7.3005505  0.007588096301821361       0.0\n",
-       " 372294 587727942953599471 134.92378761  1.06662843  18.35508 0.05712 ... 0.11231815275860775       0.0          -6.3550797  0.003099598822382854       0.0\n",
-       " 740624 588010358527623667 130.34768775  2.31282399 19.695824 0.18124 ... 0.18899682045665578       0.0          -7.6958237  0.006130011293483589       0.0\n",
-       " 519077 588010358531555685 139.25130213  2.87126929 18.940197  0.2282 ... 0.34133277796998024       0.0           -6.940197  0.009563347530802672       0.0\n",
-       " 372039 587727942953140856  133.8120364  1.09628997 19.681074 0.19925 ... 0.21113645884508667       0.0           -7.681074 0.0058134382109618415       0.0\n",
-       "  77359 587722983365148972 213.00710302  0.01063864 19.351393 0.15015 ... 0.18663050260421624       0.0          -7.3513927  0.005119051267704015       0.0\n",
-       "  84737 587722983887405103 179.64613527  0.59178097 16.486437 0.13175 ... 0.43409655955822135       0.0           -4.486437  0.018706735000562205       0.0\n",
-       " 518012 588010358529524116 134.66492703  2.67698565 19.044186 0.20049 ... 0.28655058805462674       0.0          -7.0441856  0.008019640508276341       0.0\n",
-       " 119155 587724648722661460 185.65302627 -2.95723352 17.382019 0.11296 ...  0.2924711461490975       0.0           -5.382019  0.010450774793360722       0.0\n",
-       " 382710 587727944028717397  138.1115914  1.92252111 18.613161 0.14456 ...  0.2305105534142547       0.0           -6.613161  0.007864554561434504       0.0\n",
-       " 417991 587728879257911768 134.48271888   2.4195835 19.687473 0.25893 ...  0.2728363489343507       0.0          -7.6874733  0.007742236076776315       0.0\n",
-       "  91378 587722983901430091 211.68409294  0.60699918 19.786703 0.23939 ... 0.24059355828190218       0.0           -7.786703  0.008276131554069118       0.0\n",
-       "  93971 587722983906541869 223.32894928  0.45564088 18.475792  0.2345 ... 0.37378492268572083       0.0           -6.475792  0.014690047528741944       0.0\n",
-       " 592858 588848899927703778 214.28213325 -0.01523894 15.980774 0.05273 ...  0.2514868696137727       0.0           -3.980774   0.00881499824393677       0.0\n",
-       " 380694 587727944024982454 129.55034327  1.78930193 19.298668 0.07315 ... 0.09070777561499499       0.0           -7.298668 0.0027220129967108235       0.0"
+       " CATAID       OBJID             RA          DEC      R_PETRO   ZGAMA    NQ  ...     DDPMALL_0P0     DELTA_DETMAG_FAINT         ZMAX        ZMAX_WARN DELTA_DETMAG_BRIGHT          ZMIN         ZMIN_WARN\n",
+       "                               deg          deg        mag                  ...         mag                mag                                               mag                                        \n",
+       " int32        int64          float64      float64    float32  float32 int16 ...       float64            float32             float64        float64        float32              float64         float64 \n",
+       "------- ------------------ ------------ ----------- --------- ------- ----- ... ------------------- ------------------ ------------------- --------- ------------------- --------------------- ---------\n",
+       "  55383 587722982814646452   181.871878 -0.27042178 18.602032 0.04729     4 ... -17.254844647875426          1.1979675 0.08183233858717384       0.0          -6.6020317 0.0022980267953874116       0.0\n",
+       "  40488 587722982277644333 181.63329028 -0.64674069 18.588371 0.20122     4 ... -20.601542206158303           1.211628  0.3243382894511552       0.0          -6.5883713   0.01129990215312215       0.0\n",
+       " 600969 588848900431216877 138.08615023    0.302724 18.366667 0.05365     4 ...  -17.77551792591144          1.4333324 0.10314031824566675       0.0           -6.366667 0.0029161256676456387       0.0\n",
+       "  40000 587722982276595845 179.20251064 -0.81642342 17.850286 0.14181     4 ... -20.523162399244175          1.9497128 0.35962587854622147       0.0          -5.8502865  0.009791008308721453       0.0\n",
+       " 341925 587726032800186513 213.69378727  2.39489753 17.448318 0.16915     5 ... -21.335524372671827          2.3516808 0.40499292804872344       0.0          -5.4483185  0.015813765757074962       0.0\n",
+       " 493576 587729778521145698  221.5604937 -1.35761529 19.367214 0.13248     4 ...  -18.84824230913197         0.43278503 0.15786886419359342       0.0           -7.367214  0.005044407388575061       0.0\n",
+       " 618990 588848900466016531 217.64901823  0.36921654 18.194399 0.17376     4 ... -20.652192634862242          1.6056004 0.36525180666588136       0.0           -6.194399   0.01033512180748552       0.0\n",
+       " 261498 587726015620972825 214.75407116  2.48491909 18.809385 0.05675     4 ... -17.460137757894078         0.99061394 0.08930385940107541       0.0          -6.8093853  0.002513077230336105       0.0\n",
+       "3908837 588010931371049209 136.90310331 -1.19041334 15.733421 0.05348     4 ... -20.401575104468463           4.066578 0.34318449529566597       0.0          -3.7334213  0.009750545420239436       0.0\n",
+       " 240047 587726014549721290 220.35218699  1.46484755 17.490616 0.13002     5 ... -20.681369165792205          2.3093834  0.3234665156284021       0.0           -5.490616   0.01158013590754187       0.0\n",
+       " 418075 587728879258108504 134.88866626  2.53302916  19.11889 0.19524     4 ... -20.000282090289044          0.6811085 0.25555463015548235       0.0           -7.118891  0.008664627737100064       0.0\n",
+       "   6905 588848900984143970 174.78362105  0.71859973 19.353302 0.25986     4 ... -20.441475021860022         0.44669724 0.33115035375679475       0.0           -7.353302  0.008070578651570199       0.0\n",
+       " 166263 587725040094412950 185.71609226 -2.72361217 18.311945 0.19614     4 ... -20.818006328241317          1.4880543  0.3392288191213783       0.0           -6.311945  0.012792171364447272       0.0\n",
+       " 204647 587725074455069087 138.94974368  -0.2746688 19.621572 0.24412     4 ... -20.024272007502486         0.17842674  0.2612465787923371       0.0          -7.6215725  0.009010745421460775       0.0\n",
+       " 145242 587724650869227534 183.55298722 -1.26348704 16.804522 0.07016     5 ...  -19.94769239523608          2.9954777 0.28185418577551075       0.0          -4.8045216  0.007847347490749071       0.0\n",
+       "  14987 588848901001118029 213.66027069  0.66816768 18.922514 0.17659     4 ... -19.961800832512036          0.8774853 0.27533504139750253       0.0           -6.922514 0.0072127269127580775       0.0\n",
+       " 278128 587726031189246276 212.98189816  1.13128034 19.281338 0.17726     4 ... -19.611822149620362          0.5186615 0.21804840681041693       0.0          -7.2813377  0.007226713343027346       0.0\n",
+       " 570192 588848899394437528 222.49584776 -0.51890855 18.835043 0.11547     4 ...  -19.06211521698956          0.9649563 0.18415841096080204       0.0           -6.835043  0.005007174076468026       0.0\n",
+       "  30820 587722981738741881 176.99812344 -1.11001287 16.263039 0.09503     5 ...  -21.18463817440026          3.5369606  0.3755183770128062       0.0          -4.2630386  0.014413929378820006       0.0\n",
+       " 367080 587726033876222147  218.9921318   2.9536583 17.936937 0.09356     4 ... -19.474866372911958          1.8630619  0.2011778624470116       0.0          -5.9369373  0.006607332760900643       0.0\n",
+       "  48171 587722982292718167 216.00724821 -0.73915415 19.326773 0.20481     4 ... -19.904648066761048         0.47322655 0.24728447337711337       0.0          -7.3267727  0.008289936496368035       0.0\n",
+       "    ...                ...          ...         ...       ...     ...   ... ...                 ...                ...                 ...       ...                 ...                   ...       ...\n",
+       " 144641 587724650868047986 180.94033164 -1.40741054  17.41296 0.08275     5 ... -19.716838341534288          2.3870392   0.220542981774964       0.0            -5.41296  0.007358969055251144       0.0\n",
+       " 491903 587729778517737765 213.82796358 -1.44107481 18.558632  0.2485     4 ...  -21.12949950636305          1.2413673 0.38859527361996177       0.0           -6.558632  0.014821406452757148       0.0\n",
+       " 463398 587729774758789287 212.86496352 -1.20334883 18.590765 0.11848     4 ...  -19.36592226589396          1.2092342 0.19328192664083696       0.0           -6.590765  0.006337444442636459       0.0\n",
+       " 198162 587725073918001311 138.52346779 -0.79805535 18.495443 0.16133     4 ... -20.178046609964504          1.3045559 0.26990859521427524       0.0          -6.4954433  0.009311805660422393       0.0\n",
+       " 240236 587726014550115008 221.29047632  1.58092601 19.704727 0.26054     4 ... -20.096301824128926        0.095272064  0.2733588223150583       0.0           -7.704727  0.007293282284680338       0.0\n",
+       " 184213 587725041700569280 175.47756254 -1.48053999 19.511608 0.22382     4 ...  -19.92871315217246          0.2883911 0.26060156959657765       0.0           -7.511608  0.006696840166372337       0.0\n",
+       " 422832 587728879793996009  132.5691063   2.6484217 17.491207 0.05887     5 ... -18.861563932387448           2.308792 0.15641156961838887       0.0           -5.491207  0.004952548923041097       0.0\n",
+       " 298907 587726031730180215 222.23429947  1.20211211 17.162989 0.08717     5 ... -20.086215496709727          2.6370106 0.25360617115216394       0.0          -5.1629887   0.00872004601177327       0.0\n",
+       " 171645 587725040628465780 179.33723336 -2.40395249 17.800488 0.08799     4 ... -19.470219532985222          1.9995117 0.23236127858767758       0.0          -5.8004875  0.006162934694188944       0.0\n",
+       " 231790 587726014534451454 185.40779263  1.97601141 19.153511 0.22548     4 ...  -20.30425085508806          0.6464882 0.29103909565453084       0.0           -7.153511  0.009935702569805428       0.0\n",
+       "  99685 587722984426110987 183.78253455  1.01615928 19.740479 0.04815     4 ... -16.157086609885024         0.05952072 0.04947494207526809       0.0          -7.7404785 0.0013865362836950898       0.0\n",
+       " 363816 587726033340399907 221.41242152  2.44020163 19.253107 0.14199     4 ... -19.123288939247086         0.54689217 0.17688688625920765       0.0           -7.253107  0.005736192460659221       0.0\n",
+       " 749287 588848900968415432  138.9633093  0.74507087 19.749031 0.20548     4 ...  -19.49005913860599         0.05096817  0.2095345808712062       0.0           -7.749031  0.007080584916223267       0.0\n",
+       " 319999 587726032264560933 216.67418518  1.72880356 18.030909 0.08601     4 ... -19.187538585319288          1.7690907 0.20192718559152548       0.0          -6.0309086 0.0054176092646325575       0.0\n",
+       " 266590 587726016159416716  218.2406844  2.90138215 18.900648  0.1936     4 ... -20.198760522051774          0.8993511  0.2945807308573692       0.0           -6.900648  0.008319246891966382       0.0\n",
+       " 130739 587724649793257631  178.5124768 -2.22651927  18.94947  0.2223     4 ... -20.474774795426832          0.8505287 0.33566291857421027       0.0          -6.9494705  0.009115490937028393       0.0\n",
+       " 231108 587726014533075517 182.34668474  1.87027995 19.537228 0.11052     4 ... -18.258656771404628          0.2627716 0.12519263945628284       0.0          -7.5372276 0.0034714602667398225       0.0\n",
+       " 544792 588848898855076298 216.87873507 -0.97925934 19.360544 0.25505     4 ... -20.389592872425215         0.43945503  0.3224356644687166       0.0           -7.360544  0.008035729990385841       0.0\n",
+       " 561836 588848899377987791 185.05053157 -0.44348116 17.388186 0.08326     5 ... -19.755703191915995          2.4118137  0.2216189453059357       0.0          -5.3881855  0.007506019781508557       0.0\n",
+       " 300889 587726032227205452 131.22119797  1.08457648 17.518816 0.05123     5 ... -18.518890066979445          2.2811832 0.13574745875565947       0.0           -5.518816  0.004227800457691613       0.0\n",
+       " 486167 587729777983029443 218.75913077 -1.78088603 19.510452 0.24971     4 ...   -20.1892426875164         0.28954697 0.27904925873691927       0.0          -7.5104523  0.009636022254232556       0.0\n",
+       " 324184 587726032765649137 134.77713995  1.65159771 18.127356 0.12197     4 ...   -19.8965312940252          1.6726437 0.26478418245679947       0.0          -6.1273556  0.007481015389272087       0.0"
       ]
      },
-     "execution_count": 34,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "gama_zmax = Table.read(os.environ['HOME'] + '/data/GAMA4/gama_gold_zmax.fits')\n",
+    "fpath = findfile(ftype='zmax', dryrun=dryrun, version=version, survey=survey)\n",
+    "gama_zmax = Table.read(fpath)\n",
     "gama_zmax"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
-   "id": "4f4899d1",
+   "execution_count": 13,
+   "id": "94187583",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
        "<div><i>Table length=113602</i>\n",
-       "<table id=\"table139801627822832\" class=\"table-striped table-bordered table-condensed\">\n",
+       "<table id=\"table47530339918944\" class=\"table-striped table-bordered table-condensed\">\n",
        "<thead><tr><th>ZGAMA</th><th>ZMIN</th><th>ZMAX</th><th>MCOLOR_0P0</th><th>DDPMALL_0P0_VISZ</th><th>FIELD</th><th>VMAX</th><th>VZ</th></tr></thead>\n",
        "<thead><tr><th></th><th></th><th></th><th>mag</th><th></th><th></th><th></th><th></th></tr></thead>\n",
-       "<thead><tr><th>float32</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>bytes4</th><th>float64</th><th>float64</th></tr></thead>\n",
-       "<tr><td>0.25259</td><td>0.03903000056743622</td><td>0.2568651238567714</td><td>-20.070913479594864</td><td>-19.926703074443164</td><td>G12</td><td>7103110.015013753</td><td>6771916.293309597</td></tr>\n",
-       "<tr><td>0.1776</td><td>0.03903000056743622</td><td>0.26298999786376953</td><td>-21.369828812259684</td><td>-19.09696664691577</td><td>G12</td><td>7594841.612883208</td><td>2451953.0340828067</td></tr>\n",
-       "<tr><td>0.2528</td><td>0.03903000056743622</td><td>0.26298999786376953</td><td>-20.162960700767183</td><td>-19.928668684285306</td><td>G9</td><td>7594841.612883208</td><td>6787954.871692537</td></tr>\n",
-       "<tr><td>0.18423</td><td>0.03903000056743622</td><td>0.26298999786376953</td><td>-19.7772485415022</td><td>-19.182488036075494</td><td>G9</td><td>7594841.612883208</td><td>2728686.085465407</td></tr>\n",
-       "<tr><td>0.05369</td><td>0.03903000056743622</td><td>0.07376993210039659</td><td>-16.95407330783627</td><td>-16.335225053973392</td><td>G9</td><td>160811.095159269</td><td>45269.06604051025</td></tr>\n",
-       "<tr><td>0.11756</td><td>0.03903000056743622</td><td>0.26298999786376953</td><td>-20.386689392156104</td><td>-18.137096711867063</td><td>G12</td><td>7594841.612883208</td><td>718130.5028361797</td></tr>\n",
-       "<tr><td>0.10627</td><td>0.03903000056743622</td><td>0.14435970078257604</td><td>-18.43947674367367</td><td>-17.902963871855967</td><td>G15</td><td>1331522.1550925327</td><td>526779.9045800959</td></tr>\n",
-       "<tr><td>0.19171</td><td>0.03903000056743622</td><td>0.19519009605427107</td><td>-19.454264005686312</td><td>-19.27600611069928</td><td>G12</td><td>3227917.8519749925</td><td>3063655.5496006776</td></tr>\n",
-       "<tr><td>0.15998</td><td>0.03903000056743622</td><td>0.26298999786376953</td><td>-20.41213022380449</td><td>-18.85390330808759</td><td>G12</td><td>7594841.612883208</td><td>1804639.2595246972</td></tr>\n",
-       "<tr><td>0.1615</td><td>0.03903000056743622</td><td>0.19475630126255672</td><td>-19.085497661548363</td><td>-18.875403838634302</td><td>G9</td><td>3207147.043903443</td><td>1855601.146800198</td></tr>\n",
-       "<tr><td>0.22068</td><td>0.03903000056743622</td><td>0.26298999786376953</td><td>-21.041519295645685</td><td>-19.606858042339482</td><td>G9</td><td>7594841.612883208</td><td>4601381.647182514</td></tr>\n",
-       "<tr><td>0.14011</td><td>0.03903000056743622</td><td>0.15287972355982493</td><td>-18.482228268133742</td><td>-18.545373844870124</td><td>G15</td><td>1578317.9908234351</td><td>1218175.6427344284</td></tr>\n",
-       "<tr><td>0.09709</td><td>0.03903000056743622</td><td>0.1370262460620455</td><td>-18.545782633650614</td><td>-17.69451948589193</td><td>G12</td><td>1139871.8459165853</td><td>397273.97973323363</td></tr>\n",
-       "<tr><td>0.20692</td><td>0.03903000056743622</td><td>0.26298999786376953</td><td>-21.454801690407255</td><td>-19.454929500040436</td><td>G9</td><td>7594841.612883208</td><td>3822067.478513506</td></tr>\n",
-       "<tr><td>0.13845</td><td>0.03903000056743622</td><td>0.26298999786376953</td><td>-21.726577551410696</td><td>-18.51695266732825</td><td>G15</td><td>7594841.612883208</td><td>1175616.6305007844</td></tr>\n",
-       "<tr><td>0.17478</td><td>0.03903000056743622</td><td>0.18117557546679636</td><td>-18.81497911677841</td><td>-19.059330820680835</td><td>G15</td><td>2598874.2575490247</td><td>2339862.6385751567</td></tr>\n",
-       "<tr><td>0.18621</td><td>0.03903000056743622</td><td>0.25540815488144797</td><td>-20.127202876626974</td><td>-19.207526392405786</td><td>G9</td><td>6989134.231274408</td><td>2814979.605162628</td></tr>\n",
-       "<tr><td>0.16756</td><td>0.03903000056743622</td><td>0.21499468233070207</td><td>-19.669563769377902</td><td>-18.96105150055077</td><td>G15</td><td>4268371.683603019</td><td>2067793.555289922</td></tr>\n",
+       "<thead><tr><th>float32</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>bytes3</th><th>float64</th><th>float64</th></tr></thead>\n",
+       "<tr><td>0.04729</td><td>0.03903000056743622</td><td>0.08183233858717384</td><td>-17.193592388335937</td><td>-16.046459101933998</td><td>G12</td><td>228724.08805456513</td><td>22054.83350758585</td></tr>\n",
+       "<tr><td>0.20122</td><td>0.03903000056743622</td><td>0.26298999786376953</td><td>-20.67650453873228</td><td>-19.38962417724164</td><td>G12</td><td>7594841.612883208</td><td>3525457.963994145</td></tr>\n",
+       "<tr><td>0.05365</td><td>0.03903000056743622</td><td>0.10314031824566675</td><td>-17.71167427485992</td><td>-16.33357211774324</td><td>G9</td><td>480101.9882130583</td><td>45105.72829050974</td></tr>\n",
+       "<tr><td>0.14181</td><td>0.03903000056743622</td><td>0.26298999786376953</td><td>-20.349613246844623</td><td>-18.572635258915074</td><td>G12</td><td>7594841.612883208</td><td>1262754.3316560949</td></tr>\n",
+       "<tr><td>0.16915</td><td>0.03903000056743622</td><td>0.26298999786376953</td><td>-21.41420814760261</td><td>-18.98352343165484</td><td>G15</td><td>7594841.612883208</td><td>2125890.0392551883</td></tr>\n",
+       "<tr><td>0.13248</td><td>0.03903000056743622</td><td>0.15786886419359342</td><td>-18.908718335697667</td><td>-18.414279698458568</td><td>G15</td><td>1735339.9721856099</td><td>1030343.7876606227</td></tr>\n",
+       "<tr><td>0.17376</td><td>0.03903000056743622</td><td>0.26298999786376953</td><td>-20.467342813232758</td><td>-19.045717870718047</td><td>G15</td><td>7594841.612883208</td><td>2300132.47671367</td></tr>\n",
+       "<tr><td>0.05675</td><td>0.03903000056743622</td><td>0.08930385940107541</td><td>-17.388129265913232</td><td>-16.461667748579703</td><td>G15</td><td>304358.2332936672</td><td>58482.73281318341</td></tr>\n",
+       "<tr><td>0.05348</td><td>0.03903000056743622</td><td>0.26298999786376953</td><td>-20.34014935502133</td><td>-16.326547523598446</td><td>G9</td><td>7594841.612883208</td><td>44414.236486548776</td></tr>\n",
+       "<tr><td>0.13002</td><td>0.03903000056743622</td><td>0.26298999786376953</td><td>-20.728908412277097</td><td>-18.371972202739823</td><td>G15</td><td>7594841.612883208</td><td>973955.5367653737</td></tr>\n",
+       "<tr><td>0.19524</td><td>0.03903000056743622</td><td>0.25555463015548235</td><td>-20.09285210941698</td><td>-19.318434493399092</td><td>G9</td><td>7000540.944821197</td><td>3230313.037266608</td></tr>\n",
+       "<tr><td>0.25986</td><td>0.03903000056743622</td><td>0.26298999786376953</td><td>-19.928361586728336</td><td>-19.994754852828386</td><td>G12</td><td>7594841.612883208</td><td>7341001.126233499</td></tr>\n",
+       "<tr><td>0.19614</td><td>0.03903000056743622</td><td>0.26298999786376953</td><td>-20.945743664733804</td><td>-19.32925189966897</td><td>G12</td><td>7594841.612883208</td><td>3273696.649472549</td></tr>\n",
+       "<tr><td>0.24412</td><td>0.03903000056743622</td><td>0.2612465787923371</td><td>-20.17728259823141</td><td>-19.845409403927736</td><td>G9</td><td>7452791.036385218</td><td>6144514.310032886</td></tr>\n",
+       "<tr><td>0.07016</td><td>0.03903000056743622</td><td>0.26298999786376953</td><td>-19.86707451516654</td><td>-16.951888363519803</td><td>G12</td><td>7594841.612883208</td><td>134687.25458208617</td></tr>\n",
+       "<tr><td>0.17659</td><td>0.03903000056743622</td><td>0.26298999786376953</td><td>-19.6826837744871</td><td>-19.083487139699255</td><td>G15</td><td>7594841.612883208</td><td>2411426.091895112</td></tr>\n",
+       "<tr><td>0.17726</td><td>0.03903000056743622</td><td>0.21804840681041693</td><td>-19.69508113976644</td><td>-19.092428996928174</td><td>G15</td><td>4445288.3959663315</td><td>2438262.6665979074</td></tr>\n",
+       "<tr><td>0.11547</td><td>0.03903000056743622</td><td>0.18415841096080204</td><td>-18.887791657657893</td><td>-18.0950459602833</td><td>G15</td><td>2725597.786671609</td><td>679907.9930993256</td></tr>\n",
+       "<tr><td>0.09503</td><td>0.03903000056743622</td><td>0.26298999786376953</td><td>-21.20869815235635</td><td>-17.644568606209944</td><td>G12</td><td>7594841.612883208</td><td>371230.5222792255</td></tr>\n",
+       "<tr><td>0.09356</td><td>0.03903000056743622</td><td>0.2011778624470116</td><td>-19.498636726167327</td><td>-17.60892399030887</td><td>G15</td><td>3523320.906334786</td><td>353297.14179450384</td></tr>\n",
+       "<tr><td>0.20481</td><td>0.03903000056743622</td><td>0.24728447337711337</td><td>-19.9964751758846</td><td>-19.430754989666312</td><td>G15</td><td>6374479.045433421</td><td>3710510.9112681868</td></tr>\n",
        "<tr><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td></tr>\n",
-       "<tr><td>0.17246</td><td>0.03903000056743622</td><td>0.26298999786376953</td><td>-20.1920640062391</td><td>-19.028368126116746</td><td>G15</td><td>7594841.612883208</td><td>2250117.7664672774</td></tr>\n",
-       "<tr><td>0.09564</td><td>0.03903000056743622</td><td>0.26298999786376953</td><td>-21.488871787357343</td><td>-17.65935994750578</td><td>G15</td><td>7594841.612883208</td><td>378830.7672863443</td></tr>\n",
-       "<tr><td>0.24557</td><td>0.03903000056743622</td><td>0.26298999786376953</td><td>-20.176028120417342</td><td>-19.859477798356654</td><td>G15</td><td>7594841.612883208</td><td>6249233.853230267</td></tr>\n",
-       "<tr><td>0.17319</td><td>0.03903000056743622</td><td>0.20031916883909873</td><td>-18.99992061275236</td><td>-19.038110639823294</td><td>G9</td><td>3479954.6071956954</td><td>2278117.302749554</td></tr>\n",
-       "<tr><td>0.18846</td><td>0.03903000056743622</td><td>0.23089397817289387</td><td>-19.803057046274027</td><td>-19.235978984402028</td><td>G15</td><td>5239605.349958199</td><td>2915107.172577932</td></tr>\n",
-       "<tr><td>0.05712</td><td>0.03903000056743622</td><td>0.11231815275860775</td><td>-17.844239731545247</td><td>-16.476956562075237</td><td>G9</td><td>624708.3812302764</td><td>60178.55323394667</td></tr>\n",
-       "<tr><td>0.18124</td><td>0.03903000056743622</td><td>0.18899682045665578</td><td>-19.335258480933224</td><td>-19.14467781158458</td><td>G9</td><td>2939322.905740184</td><td>2601571.4254172603</td></tr>\n",
-       "<tr><td>0.2282</td><td>0.03903000056743622</td><td>0.26298999786376953</td><td>-20.298171492285622</td><td>-19.68576461038175</td><td>G9</td><td>7594841.612883208</td><td>5066220.979863914</td></tr>\n",
-       "<tr><td>0.19925</td><td>0.03903000056743622</td><td>0.21113645884508667</td><td>-19.213047800538696</td><td>-19.36663193258023</td><td>G9</td><td>4051256.5154176457</td><td>3426430.394710921</td></tr>\n",
-       "<tr><td>0.15015</td><td>0.03903000056743622</td><td>0.18663050260421624</td><td>-18.93593191940939</td><td>-18.70622471464483</td><td>G15</td><td>2833524.5477391863</td><td>1496354.5494803574</td></tr>\n",
-       "<tr><td>0.13175</td><td>0.03903000056743622</td><td>0.26298999786376953</td><td>-21.784247871336515</td><td>-18.401725170523374</td><td>G12</td><td>7594841.612883208</td><td>1013402.2799312067</td></tr>\n",
-       "<tr><td>0.20049</td><td>0.03903000056743622</td><td>0.26298999786376953</td><td>-19.914280854316466</td><td>-19.38126041125839</td><td>G9</td><td>7594841.612883208</td><td>3488554.9910474946</td></tr>\n",
-       "<tr><td>0.11296</td><td>0.03903000056743622</td><td>0.26298999786376953</td><td>-20.501480318568607</td><td>-18.04454488369899</td><td>G12</td><td>7594841.612883208</td><td>635713.9280758606</td></tr>\n",
-       "<tr><td>0.14456</td><td>0.03903000056743622</td><td>0.2305105534142547</td><td>-19.87902437732992</td><td>-18.61673454191093</td><td>G9</td><td>5214705.1206859285</td><td>1337022.0471864894</td></tr>\n",
-       "<tr><td>0.25893</td><td>0.03903000056743622</td><td>0.26298999786376953</td><td>-19.837193389242078</td><td>-19.98604937160018</td><td>G9</td><td>7594841.612883208</td><td>7266607.029432085</td></tr>\n",
-       "<tr><td>0.23939</td><td>0.03903000056743622</td><td>0.24059355828190218</td><td>-19.99063346755272</td><td>-19.79928798331931</td><td>G15</td><td>5894418.704369321</td><td>5810541.615501028</td></tr>\n",
-       "<tr><td>0.2345</td><td>0.03903000056743622</td><td>0.26298999786376953</td><td>-21.25030268491181</td><td>-19.750004644002846</td><td>G15</td><td>7594841.612883208</td><td>5477429.507886994</td></tr>\n",
-       "<tr><td>0.05273</td><td>0.03903000056743622</td><td>0.2514868696137727</td><td>-20.129111007273394</td><td>-16.29555673951651</td><td>G15</td><td>6688047.514365226</td><td>41414.583919656216</td></tr>\n",
-       "<tr><td>0.07315</td><td>0.03903000056743622</td><td>0.09070777561499499</td><td>-17.564940777416574</td><td>-17.043182959347376</td><td>G9</td><td>320017.4581770144</td><td>156142.98686358024</td></tr>\n",
+       "<tr><td>0.08275</td><td>0.03903000056743622</td><td>0.220542981774964</td><td>-19.73411994148983</td><td>-17.326658908793103</td><td>G12</td><td>4593171.015181922</td><td>237333.9071949509</td></tr>\n",
+       "<tr><td>0.2485</td><td>0.03903000056743622</td><td>0.26298999786376953</td><td>-21.27170694901746</td><td>-19.88790561855811</td><td>G15</td><td>7594841.612883208</td><td>6464215.320050071</td></tr>\n",
+       "<tr><td>0.11848</td><td>0.03903000056743622</td><td>0.19328192664083696</td><td>-19.406785182646857</td><td>-18.15560704751957</td><td>G15</td><td>3137181.9048606665</td><td>735371.2235757802</td></tr>\n",
+       "<tr><td>0.16133</td><td>0.03903000056743622</td><td>0.26298999786376953</td><td>-20.249994036586862</td><td>-18.873001073370283</td><td>G9</td><td>7594841.612883208</td><td>1849856.638937592</td></tr>\n",
+       "<tr><td>0.26054</td><td>0.03903000056743622</td><td>0.26298999786376953</td><td>-19.706984927747094</td><td>-20.000952246532794</td><td>G15</td><td>7594841.612883208</td><td>7395694.005862203</td></tr>\n",
+       "<tr><td>0.22382</td><td>0.03903000056743622</td><td>0.26060156959657765</td><td>-19.520952631201833</td><td>-19.639805735397573</td><td>G12</td><td>7400657.845208485</td><td>4792072.044927885</td></tr>\n",
+       "<tr><td>0.05887</td><td>0.03903000056743622</td><td>0.15641156961838887</td><td>-18.869313000793184</td><td>-16.549268596844207</td><td>G9</td><td>1688500.0670409438</td><td>68494.33204974653</td></tr>\n",
+       "<tr><td>0.08717</td><td>0.03903000056743622</td><td>0.25360617115216394</td><td>-20.105115252959955</td><td>-17.446115875234778</td><td>G15</td><td>6849749.536308489</td><td>281450.03129671817</td></tr>\n",
+       "<tr><td>0.08799</td><td>0.03903000056743622</td><td>0.23236127858767758</td><td>-19.340006678778586</td><td>-17.468277681495298</td><td>G12</td><td>5335580.475809047</td><td>290126.9610242145</td></tr>\n",
+       "<tr><td>0.22548</td><td>0.03903000056743622</td><td>0.26298999786376953</td><td>-20.393880025403945</td><td>-19.657223973428554</td><td>G12</td><td>7594841.612883208</td><td>4894850.2912144745</td></tr>\n",
+       "<tr><td>0.04815</td><td>0.03903000056743622</td><td>0.04947494207526809</td><td>-16.09541603100342</td><td>-16.089709978351944</td><td>G12</td><td>29336.530696595582</td><td>24844.06074049177</td></tr>\n",
+       "<tr><td>0.14199</td><td>0.03903000056743622</td><td>0.17688688625920765</td><td>-19.189156362745425</td><td>-18.575521859972735</td><td>G15</td><td>2423294.759629847</td><td>1267533.898998661</td></tr>\n",
+       "<tr><td>0.20548</td><td>0.03903000056743622</td><td>0.2095345808712062</td><td>-19.649682957353303</td><td>-19.438431250329813</td><td>G9</td><td>3963196.5403721966</td><td>3745708.9664942767</td></tr>\n",
+       "<tr><td>0.08601</td><td>0.03903000056743622</td><td>0.20192718559152548</td><td>-19.05930607843447</td><td>-17.41476527291863</td><td>G15</td><td>3561440.3586398363</td><td>269441.64366017573</td></tr>\n",
+       "<tr><td>0.1936</td><td>0.03903000056743622</td><td>0.26298999786376953</td><td>-19.994012222336586</td><td>-19.29872269968644</td><td>G15</td><td>7594841.612883208</td><td>3152193.5026318827</td></tr>\n",
+       "<tr><td>0.2223</td><td>0.03903000056743622</td><td>0.26298999786376953</td><td>-20.19358710970628</td><td>-19.623856463949487</td><td>G12</td><td>7594841.612883208</td><td>4699156.920996639</td></tr>\n",
+       "<tr><td>0.11052</td><td>0.03903000056743622</td><td>0.12519263945628284</td><td>-18.090689696365608</td><td>-17.995452019724976</td><td>G12</td><td>869033.062129229</td><td>594509.4307973223</td></tr>\n",
+       "<tr><td>0.25505</td><td>0.03903000056743622</td><td>0.26298999786376953</td><td>-19.918095838301774</td><td>-19.949730224430372</td><td>G15</td><td>7594841.612883208</td><td>6961291.971893903</td></tr>\n",
+       "<tr><td>0.08326</td><td>0.03903000056743622</td><td>0.2216189453059357</td><td>-19.77696415357019</td><td>-17.34044240492099</td><td>G12</td><td>4657895.055850367</td><td>242199.43267657177</td></tr>\n",
+       "<tr><td>0.05123</td><td>0.03903000056743622</td><td>0.13574745875565947</td><td>-18.524156266886006</td><td>-16.233574863485956</td><td>G9</td><td>1108357.4305467731</td><td>35661.36037917439</td></tr>\n",
+       "<tr><td>0.24971</td><td>0.03903000056743622</td><td>0.26298999786376953</td><td>-20.325639457112448</td><td>-19.899645328510246</td><td>G15</td><td>7594841.612883208</td><td>6554319.356606522</td></tr>\n",
+       "<tr><td>0.12197</td><td>0.03903000056743622</td><td>0.26298999786376953</td><td>-19.762509010866026</td><td>-18.222720901439892</td><td>G9</td><td>7594841.612883208</td><td>803119.2580149792</td></tr>\n",
        "</table></div>"
       ],
       "text/plain": [
        "<Table length=113602>\n",
        " ZGAMA          ZMIN                ZMAX             MCOLOR_0P0       DDPMALL_0P0_VISZ  FIELD         VMAX                VZ        \n",
        "                                                        mag                                                                         \n",
-       "float32       float64             float64             float64             float64       bytes4      float64            float64      \n",
+       "float32       float64             float64             float64             float64       bytes3      float64            float64      \n",
        "------- ------------------- ------------------- ------------------- ------------------- ------ ------------------ ------------------\n",
-       "0.25259 0.03903000056743622  0.2568651238567714 -20.070913479594864 -19.926703074443164    G12  7103110.015013753  6771916.293309597\n",
-       " 0.1776 0.03903000056743622 0.26298999786376953 -21.369828812259684  -19.09696664691577    G12  7594841.612883208 2451953.0340828067\n",
-       " 0.2528 0.03903000056743622 0.26298999786376953 -20.162960700767183 -19.928668684285306     G9  7594841.612883208  6787954.871692537\n",
-       "0.18423 0.03903000056743622 0.26298999786376953   -19.7772485415022 -19.182488036075494     G9  7594841.612883208  2728686.085465407\n",
-       "0.05369 0.03903000056743622 0.07376993210039659  -16.95407330783627 -16.335225053973392     G9   160811.095159269  45269.06604051025\n",
-       "0.11756 0.03903000056743622 0.26298999786376953 -20.386689392156104 -18.137096711867063    G12  7594841.612883208  718130.5028361797\n",
-       "0.10627 0.03903000056743622 0.14435970078257604  -18.43947674367367 -17.902963871855967    G15 1331522.1550925327  526779.9045800959\n",
-       "0.19171 0.03903000056743622 0.19519009605427107 -19.454264005686312  -19.27600611069928    G12 3227917.8519749925 3063655.5496006776\n",
-       "0.15998 0.03903000056743622 0.26298999786376953  -20.41213022380449  -18.85390330808759    G12  7594841.612883208 1804639.2595246972\n",
-       " 0.1615 0.03903000056743622 0.19475630126255672 -19.085497661548363 -18.875403838634302     G9  3207147.043903443  1855601.146800198\n",
-       "0.22068 0.03903000056743622 0.26298999786376953 -21.041519295645685 -19.606858042339482     G9  7594841.612883208  4601381.647182514\n",
-       "0.14011 0.03903000056743622 0.15287972355982493 -18.482228268133742 -18.545373844870124    G15 1578317.9908234351 1218175.6427344284\n",
-       "0.09709 0.03903000056743622  0.1370262460620455 -18.545782633650614  -17.69451948589193    G12 1139871.8459165853 397273.97973323363\n",
-       "0.20692 0.03903000056743622 0.26298999786376953 -21.454801690407255 -19.454929500040436     G9  7594841.612883208  3822067.478513506\n",
-       "0.13845 0.03903000056743622 0.26298999786376953 -21.726577551410696  -18.51695266732825    G15  7594841.612883208 1175616.6305007844\n",
-       "0.17478 0.03903000056743622 0.18117557546679636  -18.81497911677841 -19.059330820680835    G15 2598874.2575490247 2339862.6385751567\n",
-       "0.18621 0.03903000056743622 0.25540815488144797 -20.127202876626974 -19.207526392405786     G9  6989134.231274408  2814979.605162628\n",
-       "0.16756 0.03903000056743622 0.21499468233070207 -19.669563769377902  -18.96105150055077    G15  4268371.683603019  2067793.555289922\n",
+       "0.04729 0.03903000056743622 0.08183233858717384 -17.193592388335937 -16.046459101933998    G12 228724.08805456513  22054.83350758585\n",
+       "0.20122 0.03903000056743622 0.26298999786376953  -20.67650453873228  -19.38962417724164    G12  7594841.612883208  3525457.963994145\n",
+       "0.05365 0.03903000056743622 0.10314031824566675  -17.71167427485992  -16.33357211774324     G9  480101.9882130583  45105.72829050974\n",
+       "0.14181 0.03903000056743622 0.26298999786376953 -20.349613246844623 -18.572635258915074    G12  7594841.612883208 1262754.3316560949\n",
+       "0.16915 0.03903000056743622 0.26298999786376953  -21.41420814760261  -18.98352343165484    G15  7594841.612883208 2125890.0392551883\n",
+       "0.13248 0.03903000056743622 0.15786886419359342 -18.908718335697667 -18.414279698458568    G15 1735339.9721856099 1030343.7876606227\n",
+       "0.17376 0.03903000056743622 0.26298999786376953 -20.467342813232758 -19.045717870718047    G15  7594841.612883208   2300132.47671367\n",
+       "0.05675 0.03903000056743622 0.08930385940107541 -17.388129265913232 -16.461667748579703    G15  304358.2332936672  58482.73281318341\n",
+       "0.05348 0.03903000056743622 0.26298999786376953  -20.34014935502133 -16.326547523598446     G9  7594841.612883208 44414.236486548776\n",
+       "0.13002 0.03903000056743622 0.26298999786376953 -20.728908412277097 -18.371972202739823    G15  7594841.612883208  973955.5367653737\n",
+       "0.19524 0.03903000056743622 0.25555463015548235  -20.09285210941698 -19.318434493399092     G9  7000540.944821197  3230313.037266608\n",
+       "0.25986 0.03903000056743622 0.26298999786376953 -19.928361586728336 -19.994754852828386    G12  7594841.612883208  7341001.126233499\n",
+       "0.19614 0.03903000056743622 0.26298999786376953 -20.945743664733804  -19.32925189966897    G12  7594841.612883208  3273696.649472549\n",
+       "0.24412 0.03903000056743622  0.2612465787923371  -20.17728259823141 -19.845409403927736     G9  7452791.036385218  6144514.310032886\n",
+       "0.07016 0.03903000056743622 0.26298999786376953  -19.86707451516654 -16.951888363519803    G12  7594841.612883208 134687.25458208617\n",
+       "0.17659 0.03903000056743622 0.26298999786376953   -19.6826837744871 -19.083487139699255    G15  7594841.612883208  2411426.091895112\n",
+       "0.17726 0.03903000056743622 0.21804840681041693  -19.69508113976644 -19.092428996928174    G15 4445288.3959663315 2438262.6665979074\n",
+       "0.11547 0.03903000056743622 0.18415841096080204 -18.887791657657893   -18.0950459602833    G15  2725597.786671609  679907.9930993256\n",
+       "0.09503 0.03903000056743622 0.26298999786376953  -21.20869815235635 -17.644568606209944    G12  7594841.612883208  371230.5222792255\n",
+       "0.09356 0.03903000056743622  0.2011778624470116 -19.498636726167327  -17.60892399030887    G15  3523320.906334786 353297.14179450384\n",
+       "0.20481 0.03903000056743622 0.24728447337711337   -19.9964751758846 -19.430754989666312    G15  6374479.045433421 3710510.9112681868\n",
        "    ...                 ...                 ...                 ...                 ...    ...                ...                ...\n",
-       "0.17246 0.03903000056743622 0.26298999786376953   -20.1920640062391 -19.028368126116746    G15  7594841.612883208 2250117.7664672774\n",
-       "0.09564 0.03903000056743622 0.26298999786376953 -21.488871787357343  -17.65935994750578    G15  7594841.612883208  378830.7672863443\n",
-       "0.24557 0.03903000056743622 0.26298999786376953 -20.176028120417342 -19.859477798356654    G15  7594841.612883208  6249233.853230267\n",
-       "0.17319 0.03903000056743622 0.20031916883909873  -18.99992061275236 -19.038110639823294     G9 3479954.6071956954  2278117.302749554\n",
-       "0.18846 0.03903000056743622 0.23089397817289387 -19.803057046274027 -19.235978984402028    G15  5239605.349958199  2915107.172577932\n",
-       "0.05712 0.03903000056743622 0.11231815275860775 -17.844239731545247 -16.476956562075237     G9  624708.3812302764  60178.55323394667\n",
-       "0.18124 0.03903000056743622 0.18899682045665578 -19.335258480933224  -19.14467781158458     G9  2939322.905740184 2601571.4254172603\n",
-       " 0.2282 0.03903000056743622 0.26298999786376953 -20.298171492285622  -19.68576461038175     G9  7594841.612883208  5066220.979863914\n",
-       "0.19925 0.03903000056743622 0.21113645884508667 -19.213047800538696  -19.36663193258023     G9 4051256.5154176457  3426430.394710921\n",
-       "0.15015 0.03903000056743622 0.18663050260421624  -18.93593191940939  -18.70622471464483    G15 2833524.5477391863 1496354.5494803574\n",
-       "0.13175 0.03903000056743622 0.26298999786376953 -21.784247871336515 -18.401725170523374    G12  7594841.612883208 1013402.2799312067\n",
-       "0.20049 0.03903000056743622 0.26298999786376953 -19.914280854316466  -19.38126041125839     G9  7594841.612883208 3488554.9910474946\n",
-       "0.11296 0.03903000056743622 0.26298999786376953 -20.501480318568607  -18.04454488369899    G12  7594841.612883208  635713.9280758606\n",
-       "0.14456 0.03903000056743622  0.2305105534142547  -19.87902437732992  -18.61673454191093     G9 5214705.1206859285 1337022.0471864894\n",
-       "0.25893 0.03903000056743622 0.26298999786376953 -19.837193389242078  -19.98604937160018     G9  7594841.612883208  7266607.029432085\n",
-       "0.23939 0.03903000056743622 0.24059355828190218  -19.99063346755272  -19.79928798331931    G15  5894418.704369321  5810541.615501028\n",
-       " 0.2345 0.03903000056743622 0.26298999786376953  -21.25030268491181 -19.750004644002846    G15  7594841.612883208  5477429.507886994\n",
-       "0.05273 0.03903000056743622  0.2514868696137727 -20.129111007273394  -16.29555673951651    G15  6688047.514365226 41414.583919656216\n",
-       "0.07315 0.03903000056743622 0.09070777561499499 -17.564940777416574 -17.043182959347376     G9  320017.4581770144 156142.98686358024"
+       "0.08275 0.03903000056743622   0.220542981774964  -19.73411994148983 -17.326658908793103    G12  4593171.015181922  237333.9071949509\n",
+       " 0.2485 0.03903000056743622 0.26298999786376953  -21.27170694901746  -19.88790561855811    G15  7594841.612883208  6464215.320050071\n",
+       "0.11848 0.03903000056743622 0.19328192664083696 -19.406785182646857  -18.15560704751957    G15 3137181.9048606665  735371.2235757802\n",
+       "0.16133 0.03903000056743622 0.26298999786376953 -20.249994036586862 -18.873001073370283     G9  7594841.612883208  1849856.638937592\n",
+       "0.26054 0.03903000056743622 0.26298999786376953 -19.706984927747094 -20.000952246532794    G15  7594841.612883208  7395694.005862203\n",
+       "0.22382 0.03903000056743622 0.26060156959657765 -19.520952631201833 -19.639805735397573    G12  7400657.845208485  4792072.044927885\n",
+       "0.05887 0.03903000056743622 0.15641156961838887 -18.869313000793184 -16.549268596844207     G9 1688500.0670409438  68494.33204974653\n",
+       "0.08717 0.03903000056743622 0.25360617115216394 -20.105115252959955 -17.446115875234778    G15  6849749.536308489 281450.03129671817\n",
+       "0.08799 0.03903000056743622 0.23236127858767758 -19.340006678778586 -17.468277681495298    G12  5335580.475809047  290126.9610242145\n",
+       "0.22548 0.03903000056743622 0.26298999786376953 -20.393880025403945 -19.657223973428554    G12  7594841.612883208 4894850.2912144745\n",
+       "0.04815 0.03903000056743622 0.04947494207526809  -16.09541603100342 -16.089709978351944    G12 29336.530696595582  24844.06074049177\n",
+       "0.14199 0.03903000056743622 0.17688688625920765 -19.189156362745425 -18.575521859972735    G15  2423294.759629847  1267533.898998661\n",
+       "0.20548 0.03903000056743622  0.2095345808712062 -19.649682957353303 -19.438431250329813     G9 3963196.5403721966 3745708.9664942767\n",
+       "0.08601 0.03903000056743622 0.20192718559152548  -19.05930607843447  -17.41476527291863    G15 3561440.3586398363 269441.64366017573\n",
+       " 0.1936 0.03903000056743622 0.26298999786376953 -19.994012222336586  -19.29872269968644    G15  7594841.612883208 3152193.5026318827\n",
+       " 0.2223 0.03903000056743622 0.26298999786376953  -20.19358710970628 -19.623856463949487    G12  7594841.612883208  4699156.920996639\n",
+       "0.11052 0.03903000056743622 0.12519263945628284 -18.090689696365608 -17.995452019724976    G12   869033.062129229  594509.4307973223\n",
+       "0.25505 0.03903000056743622 0.26298999786376953 -19.918095838301774 -19.949730224430372    G15  7594841.612883208  6961291.971893903\n",
+       "0.08326 0.03903000056743622  0.2216189453059357  -19.77696415357019  -17.34044240492099    G12  4657895.055850367 242199.43267657177\n",
+       "0.05123 0.03903000056743622 0.13574745875565947 -18.524156266886006 -16.233574863485956     G9 1108357.4305467731  35661.36037917439\n",
+       "0.24971 0.03903000056743622 0.26298999786376953 -20.325639457112448 -19.899645328510246    G15  7594841.612883208  6554319.356606522\n",
+       "0.12197 0.03903000056743622 0.26298999786376953 -19.762509010866026 -18.222720901439892     G9  7594841.612883208  803119.2580149792"
       ]
      },
-     "execution_count": 35,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "gama_vmax = Table.read(os.environ['HOME'] + '/data/GAMA4/gama_gold_vmax.fits')\n",
+    "fpath = findfile(ftype='vmax', dryrun=dryrun, version=version, survey=survey)\n",
+    "gama_vmax = Table.read(fpath)\n",
     "gama_vmax"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
-   "id": "bdc026e5",
+   "execution_count": 14,
+   "id": "3ab07c00",
    "metadata": {},
    "outputs": [
     {
@@ -276,7 +315,7 @@
        "Text(0.5, 0, 'ZMAX')"
       ]
      },
-     "execution_count": 36,
+     "execution_count": 14,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -300,8 +339,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
-   "id": "32eeb7ee",
+   "execution_count": 15,
+   "id": "cb1b7e98",
    "metadata": {},
    "outputs": [
     {
@@ -310,7 +349,7 @@
        "array([0.03903   , 0.03981007])"
       ]
      },
-     "execution_count": 37,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -321,8 +360,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
-   "id": "c53a2e92",
+   "execution_count": 16,
+   "id": "24d66910",
    "metadata": {},
    "outputs": [
     {
@@ -331,7 +370,7 @@
        "Text(0, 0.5, '$z_{\\\\rm max}$')"
       ]
      },
-     "execution_count": 38,
+     "execution_count": 16,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -369,23 +408,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
-   "id": "a0c22745",
+   "execution_count": 17,
+   "id": "038f0128",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.colorbar.Colorbar at 0x7f2618467850>"
+       "<matplotlib.colorbar.Colorbar at 0x2b3a92ea6460>"
       ]
      },
-     "execution_count": 39,
+     "execution_count": 17,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 720x720 with 2 Axes>"
       ]
@@ -412,8 +451,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
-   "id": "83687da8",
+   "execution_count": 18,
+   "id": "59d6dc85",
    "metadata": {},
    "outputs": [
     {
@@ -422,7 +461,7 @@
        "Text(0, 0.5, 'DEC [deg.]')"
       ]
      },
-     "execution_count": 40,
+     "execution_count": 18,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -450,15 +489,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 41,
-   "id": "846b9f31",
+   "execution_count": 23,
+   "id": "862ae543",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
        "<div><i>Table length=49</i>\n",
-       "<table id=\"table139801623487200\" class=\"table-striped table-bordered table-condensed\">\n",
+       "<table id=\"table47530573462400\" class=\"table-striped table-bordered table-condensed\">\n",
        "<thead><tr><th>MEDIAN_M</th><th>PHI_N</th><th>PHI_N_ERROR</th><th>PHI_IVMAX</th><th>PHI_IVMAX_ERROR</th><th>N</th><th>V_ON_VMAX</th></tr></thead>\n",
        "<thead><tr><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th></tr></thead>\n",
        "<tr><td>-25.4</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>--</td></tr>\n",
@@ -480,26 +519,32 @@
        "<tr><td>-22.388890845641953</td><td>0.00010401796907257653</td><td>8.275225298085407e-06</td><td>0.00010401796907257649</td><td>8.275225298085407e-06</td><td>158.0</td><td>1.0</td></tr>\n",
        "<tr><td>-22.179210645530024</td><td>0.00022449447755537087</td><td>1.2157057548965255e-05</td><td>0.0002244944775553708</td><td>1.2157057548965255e-05</td><td>341.0</td><td>1.0</td></tr>\n",
        "<tr><td>-21.981657946134664</td><td>0.00035221274337866106</td><td>1.5227484779409398e-05</td><td>0.00035221274337866095</td><td>1.52274847794094e-05</td><td>535.0</td><td>1.0</td></tr>\n",
+       "<tr><td>-21.78839917248744</td><td>0.0006537331853738511</td><td>2.074559557616291e-05</td><td>0.0006537331853738509</td><td>2.074559557616291e-05</td><td>993.0</td><td>1.0</td></tr>\n",
+       "<tr><td>-21.585729167299192</td><td>0.001125764095658898</td><td>2.7223837154236856e-05</td><td>0.0011257640956588977</td><td>2.7223837154236856e-05</td><td>1710.0</td><td>1.0</td></tr>\n",
+       "<tr><td>-21.39363343085482</td><td>0.0015754113923460483</td><td>3.2204950233300186e-05</td><td>0.0015754113923460483</td><td>3.220495023330018e-05</td><td>2393.0</td><td>1.0</td></tr>\n",
        "<tr><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td></tr>\n",
-       "<tr><td>-19.60269827600044</td><td>0.006004733518423864</td><td>6.287420560478994e-05</td><td>0.00852801509255871</td><td>9.297403696424825e-05</td><td>9121.0</td><td>0.8211675847211067</td></tr>\n",
+       "<tr><td>-20.19932009052128</td><td>0.005845414856932956</td><td>6.20345035579084e-05</td><td>0.005939849269987788</td><td>6.306833150228573e-05</td><td>8879.0</td><td>1.0</td></tr>\n",
+       "<tr><td>-19.99943950868269</td><td>0.006026458790445351</td><td>6.298784311487364e-05</td><td>0.006786388229258984</td><td>7.140180902553243e-05</td><td>9154.0</td><td>0.8954358674020906</td></tr>\n",
+       "<tr><td>-19.797589448599467</td><td>0.006206844382381339</td><td>6.392357714662478e-05</td><td>0.007755021881753191</td><td>8.178144548212018e-05</td><td>9428.0</td><td>0.9930715307395859</td></tr>\n",
+       "<tr><td>-19.60269827600044</td><td>0.006004733518423864</td><td>6.287420560478994e-05</td><td>0.008528015092558712</td><td>9.297403696424825e-05</td><td>9121.0</td><td>0.8211675847211067</td></tr>\n",
        "<tr><td>-19.402753694683888</td><td>0.005216698651462635</td><td>5.860349489452924e-05</td><td>0.00907204060387016</td><td>0.00010599922558610761</td><td>7924.0</td><td>0.6520012420229679</td></tr>\n",
        "<tr><td>-19.204168104437343</td><td>0.004402330121445058</td><td>5.3835276093131514e-05</td><td>0.009751305785317839</td><td>0.00012314439091883016</td><td>6687.0</td><td>0.501491644468574</td></tr>\n",
-       "<tr><td>-19.00425190688285</td><td>0.0037690055249398773</td><td>4.981257912196542e-05</td><td>0.010691612354635243</td><td>0.00014507424563567247</td><td>5725.0</td><td>0.384301391440309</td></tr>\n",
-       "<tr><td>-18.806507498769086</td><td>0.0029882124153191446</td><td>4.435385521175461e-05</td><td>0.010941778700420275</td><td>0.00016597167112401468</td><td>4539.0</td><td>0.2927568458369124</td></tr>\n",
+       "<tr><td>-19.00425190688285</td><td>0.0037690055249398773</td><td>4.981257912196542e-05</td><td>0.010691612354635246</td><td>0.0001450742456356725</td><td>5725.0</td><td>0.384301391440309</td></tr>\n",
+       "<tr><td>-18.806507498769086</td><td>0.0029882124153191446</td><td>4.435385521175461e-05</td><td>0.010941778700420273</td><td>0.00016597167112401465</td><td>4539.0</td><td>0.2927568458369124</td></tr>\n",
        "<tr><td>-18.604545918146613</td><td>0.00247931437675521</td><td>4.040093730603052e-05</td><td>0.011755724602911534</td><td>0.00019500206562440766</td><td>3766.0</td><td>0.22314095455433955</td></tr>\n",
-       "<tr><td>-18.404930210487827</td><td>0.002006625124893755</td><td>3.6346179276285475e-05</td><td>0.012267746924398111</td><td>0.00022512431092259577</td><td>3048.0</td><td>0.17017316342122124</td></tr>\n",
+       "<tr><td>-18.404930210487827</td><td>0.002006625124893755</td><td>3.6346179276285475e-05</td><td>0.012267746924398111</td><td>0.0002251243109225958</td><td>3048.0</td><td>0.17017316342122124</td></tr>\n",
        "<tr><td>-18.210680967022103</td><td>0.001580678124957318</td><td>3.22587372440269e-05</td><td>0.012580438881076109</td><td>0.0002594531471564492</td><td>2401.0</td><td>0.12964537729372896</td></tr>\n",
-       "<tr><td>-18.005531487039228</td><td>0.0011863315206884996</td><td>2.794658053274875e-05</td><td>0.012409594762771885</td><td>0.00029482208472765846</td><td>1802.0</td><td>0.09813916342801689</td></tr>\n",
+       "<tr><td>-18.005531487039228</td><td>0.0011863315206884996</td><td>2.794658053274875e-05</td><td>0.012409594762771883</td><td>0.00029482208472765846</td><td>1802.0</td><td>0.09813916342801689</td></tr>\n",
        "<tr><td>-17.806770806245083</td><td>0.000992779097224338</td><td>2.5565362424426706e-05</td><td>0.01381931287635131</td><td>0.0003588176756506515</td><td>1508.0</td><td>0.07389117751531793</td></tr>\n",
-       "<tr><td>-17.60540082245031</td><td>0.0007972516490309505</td><td>2.2909908498671075e-05</td><td>0.014698315005989913</td><td>0.0004251688564666649</td><td>1211.0</td><td>0.05518194314959416</td></tr>\n",
+       "<tr><td>-17.60540082245031</td><td>0.0007972516490309505</td><td>2.2909908498671075e-05</td><td>0.014698315005989915</td><td>0.0004251688564666649</td><td>1211.0</td><td>0.05518194314959416</td></tr>\n",
        "<tr><td>-17.403713154375016</td><td>0.0006827002147358345</td><td>2.1200234328510514e-05</td><td>0.01687768894159189</td><td>0.0005273854139469358</td><td>1037.0</td><td>0.041027935766775755</td></tr>\n",
-       "<tr><td>-17.212893850404157</td><td>0.0005516902410305008</td><td>1.9057823143510443e-05</td><td>0.018073731805247826</td><td>0.0006278194700539956</td><td>838.0</td><td>0.030985802528041846</td></tr>\n",
-       "<tr><td>-17.016257753703133</td><td>0.00035155440180225235</td><td>1.5213246828863214e-05</td><td>0.015731810903988393</td><td>0.0006850130616316444</td><td>534.0</td><td>0.022844181546381424</td></tr>\n",
+       "<tr><td>-17.212893850404157</td><td>0.0005516902410305008</td><td>1.9057823143510443e-05</td><td>0.018073731805247826</td><td>0.0006278194700539957</td><td>838.0</td><td>0.030985802528041846</td></tr>\n",
+       "<tr><td>-17.016257753703133</td><td>0.00035155440180225235</td><td>1.5213246828863214e-05</td><td>0.015731810903988393</td><td>0.0006850130616316443</td><td>534.0</td><td>0.022844181546381424</td></tr>\n",
        "<tr><td>-16.806631082779923</td><td>0.00025543653164658033</td><td>1.2967825142119382e-05</td><td>0.01604767169743556</td><td>0.0008200072856345317</td><td>388.0</td><td>0.016161457253183884</td></tr>\n",
        "<tr><td>-16.604055320370207</td><td>0.0002383196506599538</td><td>1.2525802748911848e-05</td><td>0.021058990156774846</td><td>0.001113913779532084</td><td>362.0</td><td>0.01144087266008334</td></tr>\n",
-       "<tr><td>-16.407765796266453</td><td>0.00020737759656874435</td><td>1.1684403871696542e-05</td><td>0.02657909553212204</td><td>0.001507698282257368</td><td>315.0</td><td>0.007817437918952234</td></tr>\n",
-       "<tr><td>-16.228752020563036</td><td>0.00010796801853102881</td><td>8.43088580882475e-06</td><td>0.0207362383674028</td><td>0.0016335749191855819</td><td>164.0</td><td>0.005359130088187801</td></tr>\n",
-       "<tr><td>-16.007578916653898</td><td>5.727571714755796e-05</td><td>6.140601429572092e-06</td><td>0.019427639959321768</td><td>0.002111248913362894</td><td>87.0</td><td>0.003012505265889661</td></tr>\n",
+       "<tr><td>-16.407765796266453</td><td>0.00020737759656874435</td><td>1.1684403871696542e-05</td><td>0.026579095532122038</td><td>0.001507698282257368</td><td>315.0</td><td>0.007817437918952234</td></tr>\n",
+       "<tr><td>-16.228752020563036</td><td>0.00010796801853102881</td><td>8.43088580882475e-06</td><td>0.020736238367402796</td><td>0.0016335749191855819</td><td>164.0</td><td>0.005359130088187801</td></tr>\n",
+       "<tr><td>-16.007578916653898</td><td>5.727571714755796e-05</td><td>6.140601429572092e-06</td><td>0.019427639959321768</td><td>0.0021112489133628936</td><td>87.0</td><td>0.003012505265889661</td></tr>\n",
        "</table></div>"
       ],
       "text/plain": [
@@ -526,61 +571,68 @@
        "-22.388890845641953 0.00010401796907257653  8.275225298085407e-06 0.00010401796907257649  8.275225298085407e-06   158.0                  1.0\n",
        "-22.179210645530024 0.00022449447755537087 1.2157057548965255e-05  0.0002244944775553708 1.2157057548965255e-05   341.0                  1.0\n",
        "-21.981657946134664 0.00035221274337866106 1.5227484779409398e-05 0.00035221274337866095   1.52274847794094e-05   535.0                  1.0\n",
+       " -21.78839917248744  0.0006537331853738511  2.074559557616291e-05  0.0006537331853738509  2.074559557616291e-05   993.0                  1.0\n",
+       "-21.585729167299192   0.001125764095658898 2.7223837154236856e-05  0.0011257640956588977 2.7223837154236856e-05  1710.0                  1.0\n",
+       " -21.39363343085482  0.0015754113923460483 3.2204950233300186e-05  0.0015754113923460483  3.220495023330018e-05  2393.0                  1.0\n",
        "                ...                    ...                    ...                    ...                    ...     ...                  ...\n",
-       " -19.60269827600044   0.006004733518423864  6.287420560478994e-05    0.00852801509255871  9.297403696424825e-05  9121.0   0.8211675847211067\n",
+       " -20.19932009052128   0.005845414856932956   6.20345035579084e-05   0.005939849269987788  6.306833150228573e-05  8879.0                  1.0\n",
+       " -19.99943950868269   0.006026458790445351  6.298784311487364e-05   0.006786388229258984  7.140180902553243e-05  9154.0   0.8954358674020906\n",
+       "-19.797589448599467   0.006206844382381339  6.392357714662478e-05   0.007755021881753191  8.178144548212018e-05  9428.0   0.9930715307395859\n",
+       " -19.60269827600044   0.006004733518423864  6.287420560478994e-05   0.008528015092558712  9.297403696424825e-05  9121.0   0.8211675847211067\n",
        "-19.402753694683888   0.005216698651462635  5.860349489452924e-05    0.00907204060387016 0.00010599922558610761  7924.0   0.6520012420229679\n",
        "-19.204168104437343   0.004402330121445058 5.3835276093131514e-05   0.009751305785317839 0.00012314439091883016  6687.0    0.501491644468574\n",
-       " -19.00425190688285  0.0037690055249398773  4.981257912196542e-05   0.010691612354635243 0.00014507424563567247  5725.0    0.384301391440309\n",
-       "-18.806507498769086  0.0029882124153191446  4.435385521175461e-05   0.010941778700420275 0.00016597167112401468  4539.0   0.2927568458369124\n",
+       " -19.00425190688285  0.0037690055249398773  4.981257912196542e-05   0.010691612354635246  0.0001450742456356725  5725.0    0.384301391440309\n",
+       "-18.806507498769086  0.0029882124153191446  4.435385521175461e-05   0.010941778700420273 0.00016597167112401465  4539.0   0.2927568458369124\n",
        "-18.604545918146613    0.00247931437675521  4.040093730603052e-05   0.011755724602911534 0.00019500206562440766  3766.0  0.22314095455433955\n",
-       "-18.404930210487827   0.002006625124893755 3.6346179276285475e-05   0.012267746924398111 0.00022512431092259577  3048.0  0.17017316342122124\n",
+       "-18.404930210487827   0.002006625124893755 3.6346179276285475e-05   0.012267746924398111  0.0002251243109225958  3048.0  0.17017316342122124\n",
        "-18.210680967022103   0.001580678124957318   3.22587372440269e-05   0.012580438881076109  0.0002594531471564492  2401.0  0.12964537729372896\n",
-       "-18.005531487039228  0.0011863315206884996  2.794658053274875e-05   0.012409594762771885 0.00029482208472765846  1802.0  0.09813916342801689\n",
+       "-18.005531487039228  0.0011863315206884996  2.794658053274875e-05   0.012409594762771883 0.00029482208472765846  1802.0  0.09813916342801689\n",
        "-17.806770806245083   0.000992779097224338 2.5565362424426706e-05    0.01381931287635131  0.0003588176756506515  1508.0  0.07389117751531793\n",
-       " -17.60540082245031  0.0007972516490309505 2.2909908498671075e-05   0.014698315005989913  0.0004251688564666649  1211.0  0.05518194314959416\n",
+       " -17.60540082245031  0.0007972516490309505 2.2909908498671075e-05   0.014698315005989915  0.0004251688564666649  1211.0  0.05518194314959416\n",
        "-17.403713154375016  0.0006827002147358345 2.1200234328510514e-05    0.01687768894159189  0.0005273854139469358  1037.0 0.041027935766775755\n",
-       "-17.212893850404157  0.0005516902410305008 1.9057823143510443e-05   0.018073731805247826  0.0006278194700539956   838.0 0.030985802528041846\n",
-       "-17.016257753703133 0.00035155440180225235 1.5213246828863214e-05   0.015731810903988393  0.0006850130616316444   534.0 0.022844181546381424\n",
+       "-17.212893850404157  0.0005516902410305008 1.9057823143510443e-05   0.018073731805247826  0.0006278194700539957   838.0 0.030985802528041846\n",
+       "-17.016257753703133 0.00035155440180225235 1.5213246828863214e-05   0.015731810903988393  0.0006850130616316443   534.0 0.022844181546381424\n",
        "-16.806631082779923 0.00025543653164658033 1.2967825142119382e-05    0.01604767169743556  0.0008200072856345317   388.0 0.016161457253183884\n",
        "-16.604055320370207  0.0002383196506599538 1.2525802748911848e-05   0.021058990156774846   0.001113913779532084   362.0  0.01144087266008334\n",
-       "-16.407765796266453 0.00020737759656874435 1.1684403871696542e-05    0.02657909553212204   0.001507698282257368   315.0 0.007817437918952234\n",
-       "-16.228752020563036 0.00010796801853102881   8.43088580882475e-06     0.0207362383674028  0.0016335749191855819   164.0 0.005359130088187801\n",
-       "-16.007578916653898  5.727571714755796e-05  6.140601429572092e-06   0.019427639959321768   0.002111248913362894    87.0 0.003012505265889661"
+       "-16.407765796266453 0.00020737759656874435 1.1684403871696542e-05   0.026579095532122038   0.001507698282257368   315.0 0.007817437918952234\n",
+       "-16.228752020563036 0.00010796801853102881   8.43088580882475e-06   0.020736238367402796  0.0016335749191855819   164.0 0.005359130088187801\n",
+       "-16.007578916653898  5.727571714755796e-05  6.140601429572092e-06   0.019427639959321768  0.0021112489133628936    87.0 0.003012505265889661"
       ]
      },
-     "execution_count": 41,
+     "execution_count": 23,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "gama_lf = Table.read(os.environ['HOME'] + '/data/GAMA4/gama_gold_lumfn.fits')\n",
+    "fpath = findfile(ftype='lumfn', dryrun=dryrun, version=version, survey=survey)\n",
+    "gama_lf = Table.read(fpath)\n",
     "gama_lf"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
-   "id": "a258f393",
+   "execution_count": 24,
+   "id": "f4506ff6",
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/tmp/ipykernel_252331/3573005910.py:6: RuntimeWarning: divide by zero encountered in log10\n",
+      "/tmp/ipykernel_85388/3573005910.py:6: RuntimeWarning: divide by zero encountered in log10\n",
       "  pl.plot(gama_lf['MEDIAN_M'], np.log10(gama_lf['PHI_N']), label='RAW', lw=1.)\n",
-      "/tmp/ipykernel_252331/3573005910.py:7: RuntimeWarning: divide by zero encountered in log10\n",
+      "/tmp/ipykernel_85388/3573005910.py:7: RuntimeWarning: divide by zero encountered in log10\n",
       "  pl.plot(gama_lf['MEDIAN_M'], np.log10(gama_lf['PHI_IVMAX']), label='IVMAX', lw=1.)\n"
      ]
     },
     {
      "data": {
       "text/plain": [
-       "<matplotlib.legend.Legend at 0x7f261845fb80>"
+       "<matplotlib.legend.Legend at 0x2b3a931379a0>"
       ]
      },
-     "execution_count": 42,
+     "execution_count": 24,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -617,8 +669,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 43,
-   "id": "6bd09a54",
+   "execution_count": 25,
+   "id": "0895403c",
    "metadata": {},
    "outputs": [
     {
@@ -627,7 +679,7 @@
        "Text(0.5, 0, '$V/V_{Max}$')"
       ]
      },
-     "execution_count": 43,
+     "execution_count": 25,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -652,8 +704,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 58,
-   "id": "66451c95",
+   "execution_count": 26,
+   "id": "09639c90",
    "metadata": {},
    "outputs": [
     {
@@ -684,15 +736,15 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "3d556af2",
+   "id": "645f796d",
    "metadata": {},
    "outputs": [],
    "source": []
   },
   {
    "cell_type": "code",
-   "execution_count": 45,
-   "id": "ffdf3c44",
+   "execution_count": 27,
+   "id": "e66c47f3",
    "metadata": {},
    "outputs": [
     {
@@ -797,105 +849,117 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 46,
-   "id": "c8e1c6df",
+   "execution_count": 28,
+   "id": "5b84a21b",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
        "<div><i>Table length=114</i>\n",
-       "<table id=\"table139801624568112\" 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><th>CARTESIAN_X</th><th>CARTESIAN_Y</th><th>CARTESIAN_Z</th><th>ROTCARTESIAN_X</th><th>ROTCARTESIAN_Y</th><th>ROTCARTESIAN_Z</th><th>GMR</th><th>REST_GMR_0P1</th><th>REST_GMR_0P1_WARN</th><th>REST_GMR_0P1_INDEX</th><th>KCORR_R0P1</th><th>KCORR_G0P1</th><th>KCORR_R0P0</th><th>KCORR_G0P0</th><th>REST_GMR_0P0</th><th>Q_COLOR_0P0</th><th>EQ_ALL_0P0</th><th>EQ_COLOR_0P0</th><th>MALL_0P0</th><th>MCOLOR_0P0</th><th>Z_THETA_QALL</th><th>Z_THETA_QCOLOR</th><th>DDPKCORR_R0P1</th><th>DDPKCORR_G0P1</th><th>DDPKCORR_R0P0</th><th>DDPKCORR_G0P0</th><th>DDPMALL_0P0</th><th>DELTA_RPETRO_FAINT</th><th>ZMAX</th><th>ZMAX_WARN</th><th>DELTA_RPETRO_BRIGHT</th><th>ZMIN</th><th>ZMIN_WARN</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>Mpc</th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th>mag</th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th>mag</th><th>mag</th><th></th><th></th><th>mag</th><th>mag</th><th></th><th></th><th></th><th></th><th></th><th></th><th>mag</th><th>mag</th><th></th><th></th><th>mag</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><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float32</th><th>float64</th><th>int32</th><th>int64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float32</th><th>float32</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float32</th><th>float64</th><th>float64</th><th>float32</th><th>float64</th><th>float64</th></tr></thead>\n",
-       "<tr><td>185322</td><td>587725041702469675</td><td>179.83440251</td><td>-1.64817036</td><td>14.160493</td><td>0.08135</td><td>5</td><td>372775163474765824</td><td>6</td><td>17.064615</td><td>15.692654</td><td>14.905519</td><td>14.343366</td><td>14.213043</td><td>259.6079029836754</td><td>37.07158954561004</td><td>G12</td><td>-239.97727236461046</td><td>0.6935893874232879</td><td>-6.905119636685518</td><td>239.95593630894075</td><td>-2.7092935591663565</td><td>-7.1457227418616585</td><td>0.7871351</td><td>0.8222150124783408</td><td>0</td><td>5</td><td>-0.12544319185352298</td><td>-0.160523080125354</td><td>0.10303089196510218</td><td>0.18560737233721386</td><td>0.7045586438344313</td><td>0.8</td><td>-0.0789095</td><td>-0.06508</td><td>-22.935218039108076</td><td>-22.949047538591184</td><td>37.09571093614177</td><td>37.10954043562488</td><td>-0.11872379703855176</td><td>-0.14155580081515584</td><td>0.09800108132364935</td><td>0.12361948889850743</td><td>-22.930188228466623</td><td>5.6395063</td><td>-99.0</td><td>2.0</td><td>-2.160493</td><td>0.03154120966707457</td><td>0.0</td></tr>\n",
-       "<tr><td>178839</td><td>587725041166581794</td><td>182.1835035</td><td>-2.07231294</td><td>14.328211</td><td>0.10734</td><td>4</td><td>G12_Y6_041_249</td><td>6</td><td>24.575645</td><td>17.823496</td><td>16.785114</td><td>15.850774</td><td>18.088587</td><td>348.95950671254064</td><td>37.71387517159247</td><td>G12</td><td>-314.6983622428863</td><td>-11.998751500068654</td><td>-11.395465440223349</td><td>314.7764615969768</td><td>9.35496746422525</td><td>-11.711092038957487</td><td>1.0383816</td><td>1.0190980480456595</td><td>0</td><td>6</td><td>-0.09298329526027885</td><td>-0.07369976676785223</td><td>0.14283969236353414</td><td>0.32678700770193425</td><td>0.8544342611996858</td><td>0.8</td><td>-0.1041198</td><td>-0.085872</td><td>-23.424384233236342</td><td>-23.442632031321555</td><td>37.75259506392482</td><td>37.770842862010035</td><td>-0.09801980357535564</td><td>-0.0876437071781144</td><td>0.11870507478684547</td><td>0.17753158253554888</td><td>-23.400249615659654</td><td>5.4717884</td><td>-99.0</td><td>2.0</td><td>-2.3282108</td><td>0.039334234229219986</td><td>0.0</td></tr>\n",
-       "<tr><td>125489</td><td>587724649258876969</td><td>184.17810296</td><td>-2.69967347</td><td>14.425353</td><td>0.25162</td><td>4</td><td>G12_Y4_203_103</td><td>6</td><td>15.559951</td><td>15.755173</td><td>14.309496</td><td>28.205227</td><td>16.762774</td><td>896.9591792306916</td><td>39.76386339337955</td><td>G12</td><td>-713.9407537359408</td><td>-52.154217318169536</td><td>-33.75421886554996</td><td>714.3194415688174</td><td>46.155514435440104</td><td>-34.47047148430874</td><td>1.4456768</td><td>0.9922763000644923</td><td>0</td><td>6</td><td>0.11573660675273972</td><td>0.5691371102771148</td><td>0.34863479662419555</td><td>0.9652536473961288</td><td>0.829057952816934</td><td>0.8</td><td>-0.24407141</td><td>-0.201296</td><td>-25.44307373066556</td><td>-25.48584913809907</td><td>39.868426780897494</td><td>39.911202188331</td><td>-0.018670125386448577</td><td>0.29021962938141105</td><td>0.19805475297575253</td><td>0.5553949190950743</td><td>-25.292493687017117</td><td>5.374646</td><td>-99.0</td><td>2.0</td><td>-2.425353</td><td>0.09538586652718395</td><td>0.0</td></tr>\n",
-       "<tr><td>718921</td><td>587726031728017438</td><td>217.2773885</td><td>1.28502947</td><td>14.456577</td><td>0.08647</td><td>3</td><td>NED_MRK_1383</td><td>4</td><td>14.399254</td><td>14.418312</td><td>14.378856</td><td>13.8610735</td><td>14.046887</td><td>276.9712644440074</td><td>37.212173568413235</td><td>G15</td><td>-202.7981329939006</td><td>-154.36433581903054</td><td>5.717037181843526</td><td>204.09321717251248</td><td>152.65545385094066</td><td>5.512399344915336</td><td>0.039456367</td><td>0.05020904994649686</td><td>0</td><td>1</td><td>-0.0982779198530405</td><td>-0.10903060230686158</td><td>0.06300279945333358</td><td>0.018814009181763167</td><td>0.08364515776424619</td><td>2.12</td><td>-0.0838759</td><td>-0.1833164</td><td>-22.734723164844088</td><td>-22.635282672154478</td><td>37.19130046586948</td><td>37.09185997317987</td><td>-0.11433057873334761</td><td>-0.13142393692472373</td><td>0.1023942996288535</td><td>0.13375135278893954</td><td>-22.774114665019606</td><td>5.343422</td><td>1.1327446851177603</td><td>1.0</td><td>-2.4565773</td><td>0.027777561711799695</td><td>0.0</td></tr>\n",
-       "<tr><td>423776</td><td>587728879796093009</td><td>137.38205797</td><td>2.9559053</td><td>14.904024</td><td>0.14906</td><td>4</td><td>G09_Y1_FX1_283</td><td>6</td><td>16.738531</td><td>15.69086</td><td>14.949677</td><td>14.424865</td><td>14.620418</td><td>498.5745074806278</td><td>38.488650344529816</td><td>G9</td><td>-318.87403319626134</td><td>293.4040460252725</td><td>22.374975832994306</td><td>316.42056432935635</td><td>-296.0721303565518</td><td>22.05771769704219</td><td>0.7411823</td><td>0.6530574215121244</td><td>0</td><td>4</td><td>-0.0658698376204572</td><td>0.022255068137926215</td><td>0.15431270736417704</td><td>0.30596734437310263</td><td>0.5895276902615822</td><td>2.12</td><td>-0.1445882</td><td>-0.31600717</td><td>-23.594350725510402</td><td>-23.42293176064758</td><td>38.49837484965591</td><td>38.32695588479309</td><td>-0.07143751043127876</td><td>0.010451409780228224</td><td>0.14528736793092234</td><td>0.2756266994938915</td><td>-23.585325386077148</td><td>4.895975</td><td>1.0458491090380897</td><td>1.0</td><td>-2.9040241</td><td>0.03981006674260368</td><td>0.0</td></tr>\n",
-       "<tr><td>402898</td><td>587728308032700482</td><td>177.930413</td><td>1.9912852</td><td>15.154907</td><td>0.07667</td><td>5</td><td>579904457131714560</td><td>6</td><td>16.842907</td><td>15.722559</td><td>15.199033</td><td>14.873966</td><td>14.68127</td><td>243.84026700789565</td><td>36.935527126086086</td><td>G12</td><td>-226.1919122509048</td><td>8.173857547878793</td><td>7.869482859272214</td><td>226.1230519575173</td><td>-10.073505428494197</td><td>7.64275717306627</td><td>0.5235262</td><td>0.549579180178585</td><td>0</td><td>4</td><td>-0.1197763995197219</td><td>-0.14582938798677653</td><td>0.08788865133758171</td><td>0.10089048529106931</td><td>0.5105243577579381</td><td>2.12</td><td>-0.0743699</td><td>-0.16254039</td><td>-21.7941386509326</td><td>-21.705968159773636</td><td>36.949045877495095</td><td>36.86087538633613</td><td>-0.12288806887493128</td><td>-0.15059688169731608</td><td>0.09383680948726983</td><td>0.1145784080163472</td><td>-21.800086809082288</td><td>4.645092</td><td>0.6363174309306606</td><td>1.0</td><td>-3.1549072</td><td>0.01821402409100862</td><td>0.0</td></tr>\n",
-       "<tr><td>55245</td><td>587722982814318600</td><td>181.07946541</td><td>-0.31550504</td><td>15.221583</td><td>0.0936</td><td>4</td><td>2dF297003</td><td>6</td><td>17.229362</td><td>15.708232</td><td>15.173567</td><td>14.923664</td><td>14.695865</td><td>301.3471605188695</td><td>37.39533551814698</td><td>G12</td><td>-275.5021052764615</td><td>-5.1911360268254745</td><td>-1.5173649999775196</td><td>275.5343300262375</td><td>2.8768275674423767</td><td>-1.7936392319295882</td><td>0.5346651</td><td>0.542607287963911</td><td>0</td><td>4</td><td>-0.10747037662389142</td><td>-0.11541255686075166</td><td>0.09901228614841384</td><td>0.12889872039409075</td><td>0.5047786734813738</td><td>2.12</td><td>-0.090792</td><td>-0.19843198</td><td>-22.18197243760762</td><td>-22.074332454311225</td><td>37.40355580400166</td><td>37.29591582070527</td><td>-0.10848131853069924</td><td>-0.11690613010769454</td><td>0.10824355983150187</td><td>0.14826915960596873</td><td>-22.191203711290704</td><td>4.578416</td><td>-99.0</td><td>2.0</td><td>-3.2215834</td><td>0.02155160084827179</td><td>0.0</td></tr>\n",
-       "<tr><td>164223</td><td>587725040090546261</td><td>176.91220582</td><td>-2.82404411</td><td>15.538947</td><td>0.12282</td><td>4</td><td>G12_Y4_204_171</td><td>6</td><td>17.116821</td><td>15.956373</td><td>15.256288</td><td>14.804822</td><td>14.556321</td><td>403.596300937604</td><td>38.02973588582054</td><td>G12</td><td>-358.49103494094936</td><td>19.338587355608656</td><td>-17.70965144517586</td><td>358.2980132425643</td><td>-22.349109648884234</td><td>-18.068919519065886</td><td>0.70008564</td><td>0.6619914232433061</td><td>0</td><td>4</td><td>-0.08452337701839001</td><td>-0.046429160308082744</td><td>0.13626842109508436</td><td>0.24059344691798384</td><td>0.5957606141307138</td><td>2.12</td><td>-0.1191354</td><td>-0.2603784</td><td>-22.50792179936491</td><td>-22.3666788109573</td><td>38.04686890477262</td><td>37.90562591636501</td><td>-0.08735635813354717</td><td>-0.05277350945581878</td><td>0.12936852022865394</td><td>0.2124017802578445</td><td>-22.50102189849848</td><td>4.261052</td><td>-99.0</td><td>2.0</td><td>-3.538947</td><td>0.024622432217580436</td><td>0.0</td></tr>\n",
-       "<tr><td>279902</td><td>587726031694135321</td><td>139.86515197</td><td>0.93671887</td><td>15.750058</td><td>0.08487</td><td>5</td><td>532584498282391552</td><td>6</td><td>17.065226</td><td>16.143171</td><td>15.905026</td><td>15.900608</td><td>15.530761</td><td>271.53254084603645</td><td>37.16910941756205</td><td>G9</td><td>-191.32882030692917</td><td>161.31281403903034</td><td>4.091772519144073</td><td>189.97110433812023</td><td>-162.91422122804755</td><td>3.9012938615594397</td><td>0.23814487</td><td>0.2515313578024208</td><td>0</td><td>2</td><td>-0.10220201245032991</td><td>-0.11558849567998616</td><td>0.0632141297051551</td><td>0.040122075896634024</td><td>0.261236928381275</td><td>2.12</td><td>-0.08232391</td><td>-0.1799244</td><td>-21.399941464328055</td><td>-21.302340974473243</td><td>37.14999963846135</td><td>37.05239914860654</td><td>-0.11568565884855288</td><td>-0.13461683069479444</td><td>0.10103921951364823</td><td>0.13055845901886884</td><td>-21.437766554136548</td><td>4.049941</td><td>-99.0</td><td>2.0</td><td>-3.7500582</td><td>0.015143992242509292</td><td>0.0</td></tr>\n",
-       "<tr><td>376679</td><td>587727943490339001</td><td>134.64993531</td><td>1.53042167</td><td>15.8212805</td><td>0.10684</td><td>5</td><td>528174356874946560</td><td>6</td><td>17.123804</td><td>16.260143</td><td>15.650454</td><td>15.211371</td><td>14.972878</td><td>347.2122584003251</td><td>37.70297524815647</td><td>G9</td><td>-220.3791637527345</td><td>223.08868912255704</td><td>8.378128715507975</td><td>218.50580982065148</td><td>-224.93193014058497</td><td>8.159040960886767</td><td>0.6096897</td><td>0.6000677268074291</td><td>0</td><td>4</td><td>-0.098437143299968</td><td>-0.08881515758298314</td><td>0.1177904403855371</td><td>0.17534711280500542</td><td>0.5521330401049458</td><td>2.12</td><td>-0.103634804</td><td>-0.22650078</td><td>-21.895850404623626</td><td>-21.77298442972052</td><td>37.717130884054775</td><td>37.59426490915167</td><td>-0.098383073012379</td><td>-0.08873723143036727</td><td>0.11834180534982211</td><td>0.176438058283296</td><td>-21.89640176958791</td><td>3.9787188</td><td>0.6271826751914104</td><td>1.0</td><td>-3.8212805</td><td>0.01877490582387931</td><td>0.0</td></tr>\n",
-       "<tr><td>23743</td><td>588848901524553740</td><td>182.83851216</td><td>1.06385288</td><td>15.987492</td><td>0.12491</td><td>4</td><td>G12_Y1_FX1_074</td><td>6</td><td>17.764654</td><td>16.467876</td><td>15.935148</td><td>15.700311</td><td>15.515417</td><td>411.05290040246206</td><td>38.06948858473893</td><td>G12</td><td>-364.89834974235646</td><td>-18.092373004983216</td><td>6.7844387642050075</td><td>365.04406593306237</td><td>15.026710933133867</td><td>6.418418853726596</td><td>0.5327282</td><td>0.49757358277489117</td><td>0</td><td>3</td><td>-0.09332130082314707</td><td>-0.058166688407608545</td><td>0.10552393515033973</td><td>0.17058668865607987</td><td>0.46766544168468954</td><td>2.12</td><td>-0.1211627</td><td>-0.2648092</td><td>-22.06635821455041</td><td>-21.922711720996293</td><td>38.05384982221642</td><td>37.910203328662305</td><td>-0.08599709557347837</td><td>-0.047920221168698256</td><td>0.13072778278872274</td><td>0.217255068544965</td><td>-22.09156206218879</td><td>3.8125076</td><td>-99.0</td><td>2.0</td><td>-3.9874916</td><td>0.020115906605049184</td><td>0.0</td></tr>\n",
-       "<tr><td>131851</td><td>587724649795158109</td><td>182.85438859</td><td>-2.1092772</td><td>15.992997</td><td>0.13717</td><td>5</td><td>373947792609011712</td><td>6</td><td>17.73499</td><td>16.47341</td><td>15.785942</td><td>15.42671</td><td>15.188492</td><td>455.17275217303825</td><td>38.29088128082918</td><td>G12</td><td>-399.5005346492747</td><td>-19.91899058763898</td><td>-14.732070996140305</td><td>399.63878150664726</td><td>16.562617323233223</td><td>-15.13278924086697</td><td>0.6874676</td><td>0.6257449184292291</td><td>0</td><td>4</td><td>-0.0764963602187111</td><td>-0.01477370357469801</td><td>0.14182361203979166</td><td>0.25881842402892763</td><td>0.5704727630841062</td><td>2.12</td><td>-0.13305491</td><td>-0.2908004</td><td>-22.306652811284042</td><td>-22.148907330746628</td><td>38.299649980778675</td><td>38.14190450024126</td><td>-0.07836086753175246</td><td>-0.01879691192732448</td><td>0.13836401083044864</td><td>0.2463783777863388</td><td>-22.3031932100747</td><td>3.807002</td><td>-99.0</td><td>2.0</td><td>-3.9929972</td><td>0.02229067972726762</td><td>0.0</td></tr>\n",
-       "<tr><td>744812</td><td>588848899391553693</td><td>216.01587484</td><td>-0.44945953</td><td>16.054071</td><td>0.15084</td><td>4</td><td>2dF326935</td><td>4</td><td>16.147621</td><td>16.111952</td><td>16.034607</td><td>15.675366</td><td>15.818611</td><td>505.1235453874863</td><td>38.516988064038</td><td>G15</td><td>-355.0090954470957</td><td>-258.07951929980237</td><td>-3.443072396188473</td><td>357.1607211024668</td><td>255.08845742876898</td><td>-3.801192955466485</td><td>0.077344894</td><td>0.011981082513680429</td><td>0</td><td>1</td><td>-0.14064978791986665</td><td>-0.07528597602436739</td><td>0.02063093138650743</td><td>0.05255863546425736</td><td>0.045417190331429755</td><td>2.12</td><td>-0.1463148</td><td>-0.31978077</td><td>-22.337232769247294</td><td>-22.16376680206895</td><td>38.391304195638895</td><td>38.21783822846055</td><td>-0.07043628594909188</td><td>0.014909750943757683</td><td>0.14628859241310924</td><td>0.28008504065742096</td><td>-22.462890430273898</td><td>3.7459278</td><td>1.1327446851177603</td><td>1.0</td><td>-4.0540714</td><td>0.02239812145646057</td><td>0.0</td></tr>\n",
-       "<tr><td>382463</td><td>587727944028192838</td><td>136.79324829</td><td>1.90364287</td><td>16.17986</td><td>0.10016</td><td>4</td><td>G09_Y4_237_260</td><td>6</td><td>19.2872</td><td>17.385452</td><td>17.134863</td><td>15.911888</td><td>15.579838</td><td>323.9747432657687</td><td>37.55255577189946</td><td>G9</td><td>-214.52421714207642</td><td>201.49922599636184</td><td>9.782238376422601</td><td>212.83382473997636</td><td>-203.2940490545195</td><td>9.568838528185644</td><td>0.25058937</td><td>0.25042625451876555</td><td>0</td><td>2</td><td>-0.10350925951342801</td><td>-0.10334614330465453</td><td>0.061869081407580656</td><td>0.05210971001711534</td><td>0.2603487421180044</td><td>2.12</td><td>-0.097155206</td><td>-0.2123392</td><td>-21.337410486024652</td><td>-21.22222649930123</td><td>37.517269647401605</td><td>37.40208566067818</td><td>-0.10335962139759163</td><td>-0.1031414410045494</td><td>0.11336525696460949</td><td>0.16203384870911386</td><td>-21.388906661581682</td><td>3.62014</td><td>-99.0</td><td>2.0</td><td>-4.179859</td><td>0.014598545349800799</td><td>0.0</td></tr>\n",
-       "<tr><td>171065</td><td>587725040627417096</td><td>176.84351336</td><td>-2.43960192</td><td>16.204529</td><td>0.12828</td><td>5</td><td>370555794019608576</td><td>6</td><td>17.48998</td><td>16.549961</td><td>16.126152</td><td>15.834854</td><td>15.674082</td><td>423.1160347415008</td><td>38.1322974200599</td><td>G12</td><td>-374.10145175568687</td><td>20.630530385316597</td><td>-15.96274866687796</td><td>373.89877121436774</td><td>-23.77212936982515</td><td>-16.337658470667108</td><td>0.42380905</td><td>0.3860497957211834</td><td>0</td><td>3</td><td>-0.10107812636147921</td><td>-0.0633188705689908</td><td>0.07963845784079009</td><td>0.12951013051292506</td><td>0.3739373788415369</td><td>2.12</td><td>-0.1244316</td><td>-0.27195358</td><td>-21.882975466650098</td><td>-21.735453486543268</td><td>38.087504275243845</td><td>37.939982295137014</td><td>-0.08384212518478196</td><td>-0.04002485298825316</td><td>0.13288275317741916</td><td>0.22515043672541013</td><td>-21.936219761986727</td><td>3.5954704</td><td>-99.0</td><td>2.0</td><td>-4.204529</td><td>0.018474652936270312</td><td>0.0</td></tr>\n",
-       "<tr><td>418953</td><td>587728879259615489</td><td>138.28968932</td><td>2.7242524</td><td>16.209084</td><td>0.15411</td><td>5</td><td>638463075409750016</td><td>6</td><td>17.60514</td><td>16.614187</td><td>15.980168</td><td>15.59403</td><td>15.356423</td><td>517.1893247576864</td><td>38.568247760404915</td><td>G9</td><td>-334.1579657489717</td><td>297.83177350164726</td><td>21.299206545822525</td><td>331.6656799533466</td><td>-300.62808154220954</td><td>20.96666185743552</td><td>0.6340189</td><td>0.5453613170282487</td><td>0</td><td>4</td><td>-0.0776718687229378</td><td>0.010985712259067332</td><td>0.12927785966816152</td><td>0.2562484304208185</td><td>0.507048327257597</td><td>2.12</td><td>-0.1494867</td><td>-0.32671317</td><td>-22.33895535728335</td><td>-22.161728888362642</td><td>38.54803891441226</td><td>38.37081244549155</td><td>-0.06861840904449354</td><td>0.0231517092862997</td><td>0.14810646931770757</td><td>0.28832699899996295</td><td>-22.357783966932896</td><td>3.5909157</td><td>-99.0</td><td>2.0</td><td>-4.2090836</td><td>0.022428155828085678</td><td>0.0</td></tr>\n",
-       "<tr><td>238590</td><td>587726014547296416</td><td>214.85066147</td><td>1.65660328</td><td>16.225485</td><td>0.17129</td><td>5</td><td>601291331775522816</td><td>6</td><td>18.006985</td><td>16.828287</td><td>16.18838</td><td>15.845658</td><td>15.707829</td><td>581.3150970192283</td><td>38.82205800964694</td><td>G15</td><td>-407.1182137057578</td><td>-283.48872313522025</td><td>14.347707844265608</td><td>409.49924205535865</td><td>280.05906575842994</td><td>13.93711730564776</td><td>0.63990784</td><td>0.5185954847151615</td><td>0</td><td>3</td><td>-0.07721397657361989</td><td>0.044098375625281044</td><td>0.1251964387819956</td><td>0.2801142386612473</td><td>0.4849900370348108</td><td>2.12</td><td>-0.1661513</td><td>-0.36313477</td><td>-22.5556183003338</td><td>-22.358634828821007</td><td>38.781103148356266</td><td>38.58411967684347</td><td>-0.0594558587870663</td><td>0.06748282793030344</td><td>0.1572690195751348</td><td>0.3326581176439667</td><td>-22.587690881126942</td><td>3.5745144</td><td>-99.0</td><td>2.0</td><td>-4.225485</td><td>0.024541665806577392</td><td>0.0</td></tr>\n",
-       "<tr><td>463622</td><td>587729774759247884</td><td>213.8572349</td><td>-1.23133315</td><td>16.281878</td><td>0.14794</td><td>5</td><td>342357436436342784</td><td>6</td><td>17.966679</td><td>16.822498</td><td>16.082718</td><td>15.722614</td><td>15.520128</td><td>494.46064195271924</td><td>38.470658641819504</td><td>G15</td><td>-357.61390184281294</td><td>-239.91931647458588</td><td>-9.256185142868913</td><td>359.6070660539067</td><td>236.90701575515922</td><td>-9.616761531752035</td><td>0.7397804</td><td>0.6538541269905515</td><td>0</td><td>4</td><td>-0.06655987793954625</td><td>0.019366421095292977</td><td>0.15367699827538106</td><td>0.3033739019784206</td><td>0.5900835223223511</td><td>2.12</td><td>-0.1435018</td><td>-0.3136328</td><td>-22.198956319115766</td><td>-22.028825336120732</td><td>38.48083383681596</td><td>38.31070285382093</td><td>-0.07207188832182448</td><td>0.00765649798465913</td><td>0.14465299004037663</td><td>0.2728317876983224</td><td>-22.189932310880764</td><td>3.5181217</td><td>-99.0</td><td>2.0</td><td>-4.2818775</td><td>0.021105805265258685</td><td>0.0</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></tr>\n",
-       "<tr><td>575396</td><td>588848899895001436</td><td>139.6911253</td><td>-0.08432391</td><td>17.911074</td><td>0.259</td><td>4</td><td>G09_Y1_HS2_377</td><td>6</td><td>19.746725</td><td>18.741163</td><td>17.917894</td><td>17.539555</td><td>17.222504</td><td>927.2163190706176</td><td>39.83590533317691</td><td>G9</td><td>-561.6082767313931</td><td>476.42802660855233</td><td>-1.0838851387680168</td><td>557.5852616301926</td><td>-481.12854052894755</td><td>-1.6429667048045844</td><td>0.8232689</td><td>0.5073326016924998</td><td>0</td><td>3</td><td>-0.06081308051181823</td><td>0.25512320817654155</td><td>0.13968722231212383</td><td>0.487248056489297</td><td>0.4757080562036862</td><td>2.12</td><td>-0.25123</td><td>-0.54907995</td><td>-21.813288869347065</td><td>-21.515438916172474</td><td>39.72436255403945</td><td>39.42651260086486</td><td>-0.014550724878560614</td><td>0.31127251771788395</td><td>0.20217415348364048</td><td>0.5764478074315472</td><td>-21.875775800518582</td><td>1.8889256</td><td>0.6102120954418189</td><td>1.0</td><td>-5.9110737</td><td>0.016698615407487925</td><td>0.0</td></tr>\n",
-       "<tr><td>260745</td><td>587726015619596393</td><td>211.56814435</td><td>2.59535711</td><td>17.915962</td><td>0.22485</td><td>5</td><td>599107151859836928</td><td>6</td><td>18.471174</td><td>18.292084</td><td>17.942532</td><td>17.616976</td><td>17.544188</td><td>788.9488410704413</td><td>39.485244212744504</td><td>G15</td><td>-548.2379373795671</td><td>-336.85819616717686</td><td>29.16701058850924</td><td>551.0770609045663</td><td>332.24129766128857</td><td>28.614469888582576</td><td>0.34955215</td><td>0.15207993628401387</td><td>0</td><td>1</td><td>-0.20089758769242488</td><td>-0.003425369435423098</td><td>-0.038883287300892355</td><td>0.12936237410672993</td><td>0.18130649313339334</td><td>2.12</td><td>-0.21810451</td><td>-0.47668198</td><td>-21.312294194705927</td><td>-21.05371672869488</td><td>39.22825641394421</td><td>38.96967894793316</td><td>-0.03270764839490045</td><td>0.2141703273730014</td><td>0.18401722996730066</td><td>0.4793456170866647</td><td>-21.535194711974118</td><td>1.884037</td><td>-99.0</td><td>2.0</td><td>-5.915962</td><td>0.01349450132675754</td><td>0.0</td></tr>\n",
-       "<tr><td>537289</td><td>588848898840985609</td><td>184.66237999</td><td>-1.02620375</td><td>17.927773</td><td>0.2574</td><td>5</td><td>324318855230941184</td><td>6</td><td>18.59782</td><td>18.281782</td><td>17.830484</td><td>17.569666</td><td>17.236202</td><td>920.6390721993896</td><td>39.820447012688234</td><td>G12</td><td>-729.6369111428386</td><td>-59.50478690489757</td><td>-13.113048853615082</td><td>730.097476180029</td><td>53.37398224981721</td><td>-13.845111456584426</td><td>0.45129776</td><td>0.18706421926660727</td><td>0</td><td>2</td><td>-0.2081692172227695</td><td>0.05606432352038887</td><td>-0.04495824218229705</td><td>0.19691568938664009</td><td>0.2094238284408285</td><td>2.12</td><td>-0.24967802</td><td>-0.545688</td><td>-21.598038232824358</td><td>-21.302028275033983</td><td>39.525810754797014</td><td>39.22980079700664</td><td>-0.015455212089018913</td><td>0.3067083291363785</td><td>0.2012696662731822</td><td>0.5718836188500418</td><td>-21.844266141279835</td><td>1.8722267</td><td>-99.0</td><td>2.0</td><td>-5.9277725</td><td>0.015125551827086012</td><td>0.0</td></tr>\n",
-       "<tr><td>106337</td><td>587722984440004810</td><td>215.56421618</td><td>0.85842886</td><td>17.945902</td><td>0.2532</td><td>4</td><td>2dF325718</td><td>6</td><td>19.357403</td><td>18.546953</td><td>17.959875</td><td>17.68531</td><td>17.363396</td><td>903.4196887271319</td><td>39.77944775574706</td><td>G15</td><td>-586.3525613219887</td><td>-419.233547312801</td><td>10.80026908102819</td><td>589.8638300724402</td><td>414.2935927213097</td><td>10.208828331140904</td><td>0.5870781</td><td>0.30404353410818086</td><td>0</td><td>2</td><td>-0.1552523513412032</td><td>0.12778220903321394</td><td>0.012680333803127275</td><td>0.29600800140524963</td><td>0.3037504268802995</td><td>2.12</td><td>-0.24560401</td><td>-0.53678393</td><td>-21.600622210386444</td><td>-21.30944228518312</td><td>39.54652408111398</td><td>39.255344155910656</td><td>-0.01779920308882106</td><td>0.29472655769861483</td><td>0.19892567527338006</td><td>0.5599018474122781</td><td>-21.786867551856695</td><td>1.8540974</td><td>-99.0</td><td>2.0</td><td>-5.945902</td><td>0.015204987664247738</td><td>0.0</td></tr>\n",
-       "<tr><td>251885</td><td>587726015086854300</td><td>220.9343099</td><td>1.94218423</td><td>17.9486</td><td>0.25325</td><td>5</td><td>604673430045878272</td><td>6</td><td>19.483429</td><td>18.717842</td><td>18.037886</td><td>17.713587</td><td>17.393307</td><td>903.6242803791228</td><td>39.779939459476466</td><td>G15</td><td>-544.3933583269564</td><td>-472.1392194075219</td><td>24.43626324970108</td><td>548.3641906509437</td><td>467.5498416591092</td><td>23.886440319402304</td><td>0.67995644</td><td>0.38880178498878365</td><td>0</td><td>3</td><td>-0.11688389034117048</td><td>0.17427076082727244</td><td>0.06426169955302459</td><td>0.36792540332956714</td><td>0.376292732380684</td><td>2.12</td><td>-0.24565251</td><td>-0.53689</td><td>-21.649947878270634</td><td>-21.35871041968394</td><td>39.5985486473136</td><td>39.307311188726906</td><td>-0.01777154559450797</td><td>0.29486921734531374</td><td>0.19895333276769314</td><td>0.560044507058977</td><td>-21.784639511485302</td><td>1.8513985</td><td>0.6304259718836054</td><td>1.0</td><td>-5.948601</td><td>0.015549481777762731</td><td>0.0</td></tr>\n",
-       "<tr><td>584199</td><td>588848899912040466</td><td>178.51898402</td><td>-0.16939692</td><td>17.964832</td><td>0.25354</td><td>5</td><td>319893594850748416</td><td>6</td><td>19.044971</td><td>18.596903</td><td>17.999996</td><td>17.658678</td><td>17.409874</td><td>904.8111983487877</td><td>39.782789834868765</td><td>G12</td><td>-721.5605076990873</td><td>18.655487713306883</td><td>-2.134037276803247</td><td>721.3758503967697</td><td>-24.715695963885658</td><td>-2.8573493386522077</td><td>0.59690666</td><td>0.31234867118183196</td><td>0</td><td>2</td><td>-0.15159245599990193</td><td>0.13296553480560072</td><td>0.017634911183623786</td><td>0.3036830030176043</td><td>0.3108585701533242</td><td>2.12</td><td>-0.24593382</td><td>-0.5375048</td><td>-21.58965862430728</td><td>-21.298087647930746</td><td>39.55449093021548</td><td>39.262919953838946</td><td>-0.017611025713531014</td><td>0.2956965116847066</td><td>0.1991138526486701</td><td>0.5608718013983699</td><td>-21.771137565772325</td><td>1.8351669</td><td>-99.0</td><td>2.0</td><td>-5.9648323</td><td>0.015125930577343731</td><td>0.0</td></tr>\n",
-       "<tr><td>547810</td><td>588848899892248838</td><td>133.3476514</td><td>-0.00463049</td><td>17.986155</td><td>0.23701</td><td>4</td><td>G09_Y1_DS1_240</td><td>6</td><td>19.405394</td><td>18.571955</td><td>18.002459</td><td>17.741518</td><td>17.54266</td><td>837.669958519852</td><td>39.61536470277601</td><td>G9</td><td>-464.82748381836</td><td>492.4417539669877</td><td>-0.054727303093679444</td><td>460.6744536240493</td><td>-496.32877674165684</td><td>-0.5166375740922701</td><td>0.56949615</td><td>0.3203242059315925</td><td>0</td><td>2</td><td>-0.1430387523070959</td><td>0.10613319654646808</td><td>0.027431915438710985</td><td>0.2792434545547834</td><td>0.31768461566908385</td><td>2.12</td><td>-0.2298997</td><td>-0.5024612</td><td>-21.42674235748398</td><td>-21.154180866948245</td><td>39.412896913758395</td><td>39.14033542322266</td><td>-0.026477756237000966</td><td>0.24861067963410338</td><td>0.19024712212520015</td><td>0.5137859693477667</td><td>-21.58955756417047</td><td>1.8138447</td><td>-99.0</td><td>2.0</td><td>-5.9861546</td><td>0.014161165829375742</td><td>0.0</td></tr>\n",
-       "<tr><td>484671</td><td>587729777980014871</td><td>211.96306967</td><td>-1.96789383</td><td>17.992308</td><td>0.26017</td><td>4</td><td>G15_Y1_AX2_152</td><td>6</td><td>19.522507</td><td>18.690718</td><td>17.923645</td><td>17.595263</td><td>17.356192</td><td>932.0319849932929</td><td>39.84715408251957</td><td>G15</td><td>-627.1057037730295</td><td>-391.29732980227425</td><td>-25.397754878488655</td><td>630.344564503342</td><td>386.0160480043809</td><td>-26.029803151310823</td><td>0.7670727</td><td>0.45400482638114725</td><td>0</td><td>3</td><td>-0.08646441436914405</td><td>0.22660343686201345</td><td>0.10499184070045957</td><td>0.44030501304497305</td><td>0.4317595052677912</td><td>2.12</td><td>-0.25236493</td><td>-0.5515604</td><td>-21.707473326765413</td><td>-21.408277858339662</td><td>39.69978098972928</td><td>39.400585521303526</td><td>-0.013885114733933696</td><td>0.3146097638609297</td><td>0.20283976362826742</td><td>0.579785053574593</td><td>-21.805321249693222</td><td>1.8076916</td><td>-99.0</td><td>2.0</td><td>-5.9923077</td><td>0.015903840222339084</td><td>0.0</td></tr>\n",
-       "<tr><td>376800</td><td>587727943490601059</td><td>135.22666288</td><td>1.4348097</td><td>17.999638</td><td>0.26068</td><td>5</td><td>528200470276106240</td><td>6</td><td>18.943323</td><td>18.62465</td><td>18.027063</td><td>17.760866</td><td>17.450258</td><td>934.1326479160376</td><td>39.85204275463846</td><td>G9</td><td>-525.8523394806964</td><td>521.7081543557603</td><td>18.553676524044427</td><td>521.4699562721385</td><td>-526.1067330061668</td><td>18.030817016602843</td><td>0.5975857</td><td>0.2989095083226196</td><td>0</td><td>2</td><td>-0.15995569490061054</td><td>0.1387204748773559</td><td>0.007176650536574153</td><td>0.30540597623454013</td><td>0.29935635240261993</td><td>2.12</td><td>-0.2528596</td><td>-0.5526416</td><td>-21.606722208977526</td><td>-21.306940230847186</td><td>39.60635981273729</td><td>39.30657783460695</td><td>-0.013593857852708335</td><td>0.3160642562096414</td><td>0.20313102050949278</td><td>0.5812395459233046</td><td>-21.802676578950443</td><td>1.8003616</td><td>-99.0</td><td>2.0</td><td>-5.9996376</td><td>0.015187712666352698</td><td>0.0</td></tr>\n",
-       "<tr><td>177450</td><td>587725041164222711</td><td>176.80998488</td><td>-1.99897157</td><td>18.001045</td><td>0.2553</td><td>4</td><td>G12_Y6_073_047</td><td>6</td><td>19.22693</td><td>18.5098</td><td>17.90929</td><td>17.678675</td><td>17.425173</td><td>912.0210119946107</td><td>39.80002422063436</td><td>G12</td><td>-724.9690388080994</td><td>40.40532853363008</td><td>-25.342717131750266</td><td>724.5782973401025</td><td>-46.49340001620625</td><td>-26.069251897998832</td><td>0.60050964</td><td>0.31215024417775417</td><td>0</td><td>2</td><td>-0.15219493106656176</td><td>0.13616446831041246</td><td>0.01700150346937576</td><td>0.3068224052025024</td><td>0.3106887418215608</td><td>2.12</td><td>-0.247641</td><td>-0.5412359</td><td>-21.568339499881557</td><td>-21.27474457328587</td><td>39.569384726932334</td><td>39.275789800336646</td><td>-0.016632584908265302</td><td>0.3007173534883089</td><td>0.2000922934539358</td><td>0.5658926432019722</td><td>-21.751430289866114</td><td>1.798954</td><td>-99.0</td><td>2.0</td><td>-6.001045</td><td>0.014965132271023477</td><td>0.0</td></tr>\n",
-       "<tr><td>30518</td><td>587722981738217485</td><td>175.70064254</td><td>-1.18234501</td><td>18.001783</td><td>0.22295</td><td>5</td><td>318699525491419136</td><td>6</td><td>18.446127</td><td>18.455835</td><td>18.048601</td><td>17.672718</td><td>17.74624</td><td>781.3880748061808</td><td>39.46433389466016</td><td>G12</td><td>-637.0034282005772</td><td>47.88934434546672</td><td>-13.184050288833324</td><td>636.5651622686631</td><td>-53.23827016807364</td><td>-13.822329706929308</td><td>0.4072342</td><td>0.20497545841086642</td><td>0</td><td>2</td><td>-0.18020952428008224</td><td>0.02204920920358261</td><td>-0.016385876233685925</td><td>0.1670289851872506</td><td>0.22381933047359473</td><td>2.12</td><td>-0.2162615</td><td>-0.47265396</td><td>-21.229903141374166</td><td>-20.973510692233617</td><td>39.231686512345846</td><td>38.9752940632053</td><td>-0.033664889328702846</td><td>0.20881289983663048</td><td>0.18305998903349827</td><td>0.47398818955029376</td><td>-21.42934900664135</td><td>1.7982159</td><td>-99.0</td><td>2.0</td><td>-6.0017834</td><td>0.01301876342240668</td><td>0.0</td></tr>\n",
-       "<tr><td>105411</td><td>587722984438300903</td><td>211.65922653</td><td>1.04849647</td><td>18.020824</td><td>0.23631</td><td>5</td><td>340136424273635328</td><td>6</td><td>19.262625</td><td>18.543077</td><td>18.058527</td><td>17.695024</td><td>17.5577</td><td>834.8497990843151</td><td>39.60804173492387</td><td>G15</td><td>-574.6879868657251</td><td>-354.3698187802388</td><td>12.356659051309707</td><td>577.6564002430257</td><td>349.5301309539099</td><td>11.777459260869849</td><td>0.48455048</td><td>0.24815273590289735</td><td>0</td><td>2</td><td>-0.17155830406653755</td><td>0.06483943610478388</td><td>-0.006257731270513933</td><td>0.2197712599509664</td><td>0.2585214848527384</td><td>2.12</td><td>-0.22922072</td><td>-0.50097716</td><td>-21.351738853134943</td><td>-21.079982412733866</td><td>39.37256328550799</td><td>39.10080684510691</td><td>-0.026842067703060773</td><td>0.24662207521107543</td><td>0.18988281065914034</td><td>0.5117973649247387</td><td>-21.547879395064594</td><td>1.7791748</td><td>-99.0</td><td>2.0</td><td>-6.0208244</td><td>0.013677861367422462</td><td>0.0</td></tr>\n",
-       "<tr><td>3593025</td><td>587729150378377464</td><td>139.16666453</td><td>-1.77357705</td><td>18.030323</td><td>0.26161</td><td>4</td><td>G09_Y4_215_181</td><td>6</td><td>19.543028</td><td>18.742138</td><td>18.00595</td><td>17.652927</td><td>17.3337</td><td>937.9660404037809</td><td>39.860935573919676</td><td>G9</td><td>-562.2489934405281</td><td>485.89145526225326</td><td>-23.010181827691795</td><td>558.1244807214947</td><td>-490.59701713921345</td><td>-23.569815081353962</td><td>0.736187</td><td>0.423022162320711</td><td>0</td><td>3</td><td>-0.10119723457437203</td><td>0.2119675843060888</td><td>0.08528294612949087</td><td>0.415888895097708</td><td>0.4055810322329548</td><td>2.12</td><td>-0.2537617</td><td>-0.5546132</td><td>-21.662133782748295</td><td>-21.36128231847675</td><td>39.692456811312745</td><td>39.3916053470412</td><td>-0.013060928331497038</td><td>0.3187164875159932</td><td>0.2036639500307041</td><td>0.5838917772296565</td><td>-21.78051478664951</td><td>1.7696762</td><td>-99.0</td><td>2.0</td><td>-6.030323</td><td>0.0155668303082293</td><td>0.0</td></tr>\n",
-       "<tr><td>750131</td><td>588848900988665982</td><td>185.20003749</td><td>0.63999913</td><td>18.074322</td><td>0.24175</td><td>4</td><td>G12_Y3_019_141</td><td>4</td><td>19.445568</td><td>18.420069</td><td>18.076733</td><td>18.017744</td><td>17.994257</td><td>856.8160865071516</td><td>39.664438058351635</td><td>G12</td><td>-687.124210653839</td><td>-62.53365518562478</td><td>7.7072804507391615</td><td>687.6326144517494</td><td>56.75983611125054</td><td>7.017807090403118</td><td>0.3433361</td><td>0.11958385128646076</td><td>0</td><td>1</td><td>-0.22212515875588962</td><td>0.0016270953043289182</td><td>-0.060844439449515536</td><td>0.12947170679295367</td><td>0.15301995910421048</td><td>2.12</td><td>-0.2344975</td><td>-0.51251</td><td>-21.294774369629774</td><td>-21.016761870416556</td><td>39.36909611645594</td><td>39.091083617242724</td><td>-0.023989257195018238</td><td>0.2620911858018659</td><td>0.19273562116718287</td><td>0.5272664755155292</td><td>-21.548354430246473</td><td>1.7256775</td><td>-99.0</td><td>2.0</td><td>-6.0743217</td><td>0.013264074523358276</td><td>0.0</td></tr>\n",
-       "<tr><td>300652</td><td>587726032226812175</td><td>130.27215912</td><td>1.17050681</td><td>18.08109</td><td>0.22447</td><td>4</td><td>G09_Y3_015_220</td><td>6</td><td>18.97054</td><td>18.440346</td><td>18.109211</td><td>17.736713</td><td>17.725496</td><td>787.4356269682643</td><td>39.48107530122772</td><td>G9</td><td>-415.6142778706305</td><td>490.5585640579939</td><td>13.136752179306566</td><td>411.4920535640118</td><td>-494.0322788353007</td><td>12.724162874600134</td><td>0.3311348</td><td>0.136798446797702</td><td>0</td><td>1</td><td>-0.20620589306932272</td><td>-0.011869543724446624</td><td>-0.04471431229663761</td><td>0.11739592783549638</td><td>0.16902455601044414</td><td>2.12</td><td>-0.21773592</td><td>-0.4758764</td><td>-21.137534145430944</td><td>-20.879393670873068</td><td>39.218625072554964</td><td>38.96048459799709</td><td>-0.032899387948329376</td><td>0.21309826761228057</td><td>0.18382549041387175</td><td>0.47827355732594384</td><td>-21.36607394814145</td><td>1.7189083</td><td>1.89148805500651</td><td>1.0</td><td>-6.081091</td><td>0.012457667621748597</td><td>0.0</td></tr>\n",
-       "<tr><td>324452</td><td>587726032766173370</td><td>135.94879061</td><td>1.6686448</td><td>18.235003</td><td>0.24393</td><td>5</td><td>530364584222025728</td><td>6</td><td>18.856056</td><td>18.556898</td><td>18.294466</td><td>18.315155</td><td>18.365934</td><td>865.6505622991834</td><td>39.68671307734187</td><td>G9</td><td>-499.9440321777926</td><td>483.6546215680545</td><td>20.26406419191729</td><td>495.8839277138143</td><td>-487.83692156754466</td><td>19.76686020904551</td><td>0.2624321</td><td>0.03491174621751478</td><td>0</td><td>1</td><td>-0.2237304912997923</td><td>0.003789860871364653</td><td>-0.062449771993418224</td><td>0.1316344723599894</td><td>0.06834785403526425</td><td>2.12</td><td>-0.23661211</td><td>-0.51713157</td><td>-21.152648676318226</td><td>-20.872129220646915</td><td>39.38765119401842</td><td>39.10713173834711</td><td>-0.022831267750079834</td><td>0.2682983924899047</td><td>0.1938936106121213</td><td>0.533473682203568</td><td>-21.408992058923765</td><td>1.5649967</td><td>-99.0</td><td>2.0</td><td>-6.2350025</td><td>0.012415248372695175</td><td>0.0</td></tr>\n",
-       "<tr><td>748358</td><td>588848900449304644</td><td>179.48112588</td><td>0.28444646</td><td>18.245932</td><td>0.26056</td><td>5</td><td>320988158458095616</td><td>4</td><td>18.484274</td><td>18.392176</td><td>18.220497</td><td>18.18254</td><td>17.958368</td><td>933.6383739934927</td><td>39.85089346792397</td><td>G12</td><td>-740.6141381121115</td><td>6.707230762138837</td><td>3.676980071924599</td><td>740.5349869672325</td><td>-12.927904629115785</td><td>2.934460398964234</td><td>0.17167854</td><td>-0.08391110630520118</td><td>0</td><td>1</td><td>-0.23500226994418752</td><td>0.020587379451833893</td><td>-0.07372155063781344</td><td>0.14843199094045864</td><td>-0.05047499848745177</td><td>2.12</td><td>-0.2527432</td><td>-0.5523872</td><td>-21.278497077551123</td><td>-20.97885311397576</td><td>39.524428702917334</td><td>39.22478473934197</td><td>-0.01366244323687836</td><td>0.31572205844675677</td><td>0.20306243512532274</td><td>0.58089734816042</td><td>-21.555281063314258</td><td>1.5540676</td><td>-99.0</td><td>2.0</td><td>-6.2459316</td><td>0.013036160595095653</td><td>0.0</td></tr>\n",
-       "<tr><td>238492</td><td>587726014547165187</td><td>214.45314846</td><td>1.63617383</td><td>18.330374</td><td>0.25231</td><td>5</td><td>600121726231144448</td><td>6</td><td>18.641094</td><td>18.64686</td><td>18.360065</td><td>18.15214</td><td>17.931381</td><td>899.7794115318918</td><td>39.770680257770834</td><td>G15</td><td>-592.2221696482814</td><td>-406.31040611479693</td><td>20.515021266291164</td><td>595.6344191898601</td><td>401.32160468111203</td><td>19.917799330767608</td><td>0.28679466</td><td>0.04496954754227203</td><td>0</td><td>1</td><td>-0.22963176672401653</td><td>0.0121933482092971</td><td>-0.06835104741764245</td><td>0.14003795969792185</td><td>0.07840565536002164</td><td>2.12</td><td>-0.24474071</td><td>-0.5348972</td><td>-21.127214736652668</td><td>-20.8370582381013</td><td>39.457588500690754</td><td>39.167432002139385</td><td>-0.01829048555716467</td><td>0.29218781405970634</td><td>0.19843439280503644</td><td>0.5573631037733696</td><td>-21.39400017687535</td><td>1.4696255</td><td>-99.0</td><td>2.0</td><td>-6.330374</td><td>0.012217707188785929</td><td>0.0</td></tr>\n",
-       "<tr><td>727391</td><td>587727944563818512</td><td>133.93707095</td><td>2.25044487</td><td>18.410467</td><td>0.26069</td><td>5</td><td>636171692724480000</td><td>4</td><td>18.500286</td><td>18.469086</td><td>18.372856</td><td>18.340149</td><td>18.063072</td><td>934.1739049203126</td><td>39.8521386580076</td><td>G9</td><td>-513.7610005553566</td><td>533.185779093209</td><td>29.097354548256224</td><td>509.293213785793</td><td>-537.4823896446105</td><td>28.58670974838239</td><td>0.09622955</td><td>-0.15957420045993706</td><td>0</td><td>1</td><td>-0.23508327808043267</td><td>0.020720475602160615</td><td>-0.07380255877405859</td><td>0.14856508709078536</td><td>-0.1261380926421877</td><td>2.12</td><td>-0.2528693</td><td>-0.5526628</td><td>-21.114999643411547</td><td>-20.815206161584765</td><td>39.5254667912387</td><td>39.22567330941192</td><td>-0.013588132446257839</td><td>0.31609281594743005</td><td>0.20313674591594327</td><td>0.5812681056610933</td><td>-21.39193894810155</td><td>1.3895321</td><td>-99.0</td><td>2.0</td><td>-6.410467</td><td>0.012096208783751212</td><td>0.0</td></tr>\n",
+       "<table id=\"table47530576240352\" 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><th>CARTESIAN_X</th><th>CARTESIAN_Y</th><th>CARTESIAN_Z</th><th>ROTCARTESIAN_X</th><th>ROTCARTESIAN_Y</th><th>ROTCARTESIAN_Z</th><th>GMR</th><th>DETMAG</th><th>REST_GMR_0P1</th><th>REST_GMR_0P1_WARN</th><th>REST_GMR_0P1_INDEX</th><th>KCORR_R0P1</th><th>KCORR_G0P1</th><th>KCORR_R0P0</th><th>KCORR_G0P0</th><th>REST_GMR_0P0</th><th>Q_COLOR_0P0</th><th>EQ_ALL_0P0</th><th>EQ_COLOR_0P0</th><th>MALL_0P0</th><th>MCOLOR_0P0</th><th>MQZERO_0P0</th><th>Z_THETA_QALL</th><th>Z_THETA_QCOLOR</th><th>DDPKCORR_R0P1</th><th>DDPKCORR_G0P1</th><th>DDPKCORR_R0P0</th><th>DDPKCORR_G0P0</th><th>DDPMALL_0P0</th><th>DELTA_DETMAG_FAINT</th><th>ZMAX</th><th>ZMAX_WARN</th><th>DELTA_DETMAG_BRIGHT</th><th>ZMIN</th><th>ZMIN_WARN</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>Mpc</th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th>mag</th><th>mag</th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th>mag</th><th>mag</th><th></th><th></th><th>mag</th><th>mag</th><th>mag</th><th></th><th></th><th></th><th></th><th></th><th></th><th>mag</th><th>mag</th><th></th><th></th><th>mag</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>bytes3</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float32</th><th>float32</th><th>float64</th><th>int32</th><th>int64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float32</th><th>float32</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float32</th><th>float64</th><th>float64</th><th>float32</th><th>float64</th><th>float64</th></tr></thead>\n",
+       "<tr><td>185322</td><td>587725041702469675</td><td>179.83440251</td><td>-1.64817036</td><td>14.160493</td><td>0.08135</td><td>5</td><td>372775163474765824</td><td>6</td><td>17.064615</td><td>15.692654</td><td>14.905519</td><td>14.343366</td><td>14.213043</td><td>259.6079029836754</td><td>37.07158954561004</td><td>G12</td><td>-239.97727236461046</td><td>0.6935893874232879</td><td>-6.905119636685518</td><td>239.95593630894075</td><td>-2.7092935591663565</td><td>-7.1457227418616585</td><td>0.7871351</td><td>14.160493</td><td>0.8222150124783408</td><td>0</td><td>5</td><td>-0.12544319185352298</td><td>-0.160523080125354</td><td>0.10303089196510218</td><td>0.18560737233721386</td><td>0.7045586438344313</td><td>0.8</td><td>-0.0789095</td><td>-0.06508</td><td>-22.935218039108076</td><td>-22.949047538591184</td><td>-23.01412754054145</td><td>37.09571093614177</td><td>37.10954043562488</td><td>-0.11872379703855176</td><td>-0.14155580081515584</td><td>0.09800108132364935</td><td>0.12361948889850743</td><td>-22.930188228466623</td><td>5.6395063</td><td>-99.0</td><td>2.0</td><td>-2.160493</td><td>0.03154120966707457</td><td>0.0</td></tr>\n",
+       "<tr><td>178839</td><td>587725041166581794</td><td>182.1835035</td><td>-2.07231294</td><td>14.328211</td><td>0.10734</td><td>4</td><td>G12_Y6_041_249</td><td>6</td><td>24.575645</td><td>17.823496</td><td>16.785114</td><td>15.850774</td><td>18.088587</td><td>348.95950671254064</td><td>37.71387517159247</td><td>G12</td><td>-314.6983622428863</td><td>-11.998751500068654</td><td>-11.395465440223349</td><td>314.7764615969768</td><td>9.35496746422525</td><td>-11.711092038957487</td><td>1.0383816</td><td>14.328211</td><td>1.0190980480456595</td><td>0</td><td>6</td><td>-0.09298329526027885</td><td>-0.07369976676785223</td><td>0.14283969236353414</td><td>0.32678700770193425</td><td>0.8544342611996858</td><td>0.8</td><td>-0.1041198</td><td>-0.085872</td><td>-23.424384233236342</td><td>-23.442632031321555</td><td>-23.528504033267527</td><td>37.75259506392482</td><td>37.770842862010035</td><td>-0.09801980357535564</td><td>-0.0876437071781144</td><td>0.11870507478684547</td><td>0.17753158253554888</td><td>-23.400249615659654</td><td>5.4717884</td><td>-99.0</td><td>2.0</td><td>-2.3282108</td><td>0.039334234229219986</td><td>0.0</td></tr>\n",
+       "<tr><td>125489</td><td>587724649258876969</td><td>184.17810296</td><td>-2.69967347</td><td>14.425353</td><td>0.25162</td><td>4</td><td>G12_Y4_203_103</td><td>6</td><td>15.559951</td><td>15.755173</td><td>14.309496</td><td>28.205227</td><td>16.762774</td><td>896.9591792306916</td><td>39.76386339337955</td><td>G12</td><td>-713.9407537359408</td><td>-52.154217318169536</td><td>-33.75421886554996</td><td>714.3194415688174</td><td>46.155514435440104</td><td>-34.47047148430874</td><td>1.4456768</td><td>14.425353</td><td>0.9922763000644923</td><td>0</td><td>6</td><td>0.11573660675273972</td><td>0.5691371102771148</td><td>0.34863479662419555</td><td>0.9652536473961288</td><td>0.829057952816934</td><td>0.8</td><td>-0.24407141</td><td>-0.201296</td><td>-25.44307373066556</td><td>-25.48584913809907</td><td>-25.687145139771815</td><td>39.868426780897494</td><td>39.911202188331</td><td>-0.018670125386448577</td><td>0.29021962938141105</td><td>0.19805475297575253</td><td>0.5553949190950743</td><td>-25.292493687017117</td><td>5.374646</td><td>-99.0</td><td>2.0</td><td>-2.425353</td><td>0.09538586652718395</td><td>0.0</td></tr>\n",
+       "<tr><td>718921</td><td>587726031728017438</td><td>217.2773885</td><td>1.28502947</td><td>14.456577</td><td>0.08647</td><td>3</td><td>NED_MRK_1383</td><td>4</td><td>14.399254</td><td>14.418312</td><td>14.378856</td><td>13.8610735</td><td>14.046887</td><td>276.9712644440074</td><td>37.212173568413235</td><td>G15</td><td>-202.7981329939006</td><td>-154.36433581903054</td><td>5.717037181843526</td><td>204.09321717251248</td><td>152.65545385094066</td><td>5.512399344915336</td><td>0.039456367</td><td>14.456577</td><td>0.05020904994649686</td><td>0</td><td>1</td><td>-0.0982779198530405</td><td>-0.10903060230686158</td><td>0.06300279945333358</td><td>0.018814009181763167</td><td>0.08364515776424619</td><td>2.12</td><td>-0.0838759</td><td>-0.1833164</td><td>-22.734723164844088</td><td>-22.635282672154478</td><td>-22.818599066841177</td><td>37.19130046586948</td><td>37.09185997317987</td><td>-0.11433057873334761</td><td>-0.13142393692472373</td><td>0.1023942996288535</td><td>0.13375135278893954</td><td>-22.774114665019606</td><td>5.343422</td><td>1.1327446851177603</td><td>1.0</td><td>-2.4565773</td><td>0.027777561711799695</td><td>0.0</td></tr>\n",
+       "<tr><td>423776</td><td>587728879796093009</td><td>137.38205797</td><td>2.9559053</td><td>14.904024</td><td>0.14906</td><td>4</td><td>G09_Y1_FX1_283</td><td>6</td><td>16.738531</td><td>15.69086</td><td>14.949677</td><td>14.424865</td><td>14.620418</td><td>498.5745074806278</td><td>38.488650344529816</td><td>G9</td><td>-318.87403319626134</td><td>293.4040460252725</td><td>22.374975832994306</td><td>316.42056432935635</td><td>-296.0721303565518</td><td>22.05771769704219</td><td>0.7411823</td><td>14.904024</td><td>0.6530574215121244</td><td>0</td><td>4</td><td>-0.0658698376204572</td><td>0.022255068137926215</td><td>0.15431270736417704</td><td>0.30596734437310263</td><td>0.5895276902615822</td><td>2.12</td><td>-0.1445882</td><td>-0.31600717</td><td>-23.594350725510402</td><td>-23.42293176064758</td><td>-23.738938927748485</td><td>38.49837484965591</td><td>38.32695588479309</td><td>-0.07143751043127876</td><td>0.010451409780228224</td><td>0.14528736793092234</td><td>0.2756266994938915</td><td>-23.585325386077148</td><td>4.895975</td><td>1.0458491090380897</td><td>1.0</td><td>-2.9040241</td><td>0.03981006674260368</td><td>0.0</td></tr>\n",
+       "<tr><td>402898</td><td>587728308032700482</td><td>177.930413</td><td>1.9912852</td><td>15.154907</td><td>0.07667</td><td>5</td><td>579904457131714560</td><td>6</td><td>16.842907</td><td>15.722559</td><td>15.199033</td><td>14.873966</td><td>14.68127</td><td>243.84026700789565</td><td>36.935527126086086</td><td>G12</td><td>-226.1919122509048</td><td>8.173857547878793</td><td>7.869482859272214</td><td>226.1230519575173</td><td>-10.073505428494197</td><td>7.64275717306627</td><td>0.5235262</td><td>15.154907</td><td>0.549579180178585</td><td>0</td><td>4</td><td>-0.1197763995197219</td><td>-0.14582938798677653</td><td>0.08788865133758171</td><td>0.10089048529106931</td><td>0.5105243577579381</td><td>2.12</td><td>-0.0743699</td><td>-0.16254039</td><td>-21.7941386509326</td><td>-21.705968159773636</td><td>-21.86850855086117</td><td>36.949045877495095</td><td>36.86087538633613</td><td>-0.12288806887493128</td><td>-0.15059688169731608</td><td>0.09383680948726983</td><td>0.1145784080163472</td><td>-21.800086809082288</td><td>4.645092</td><td>0.6363174309306606</td><td>1.0</td><td>-3.1549072</td><td>0.01821402409100862</td><td>0.0</td></tr>\n",
+       "<tr><td>55245</td><td>587722982814318600</td><td>181.07946541</td><td>-0.31550504</td><td>15.221583</td><td>0.0936</td><td>4</td><td>2dF297003</td><td>6</td><td>17.229362</td><td>15.708232</td><td>15.173567</td><td>14.923664</td><td>14.695865</td><td>301.3471605188695</td><td>37.39533551814698</td><td>G12</td><td>-275.5021052764615</td><td>-5.1911360268254745</td><td>-1.5173649999775196</td><td>275.5343300262375</td><td>2.8768275674423767</td><td>-1.7936392319295882</td><td>0.5346651</td><td>15.221583</td><td>0.542607287963911</td><td>0</td><td>4</td><td>-0.10747037662389142</td><td>-0.11541255686075166</td><td>0.09901228614841384</td><td>0.12889872039409075</td><td>0.5047786734813738</td><td>2.12</td><td>-0.090792</td><td>-0.19843198</td><td>-22.18197243760762</td><td>-22.074332454311225</td><td>-22.27276443790135</td><td>37.40355580400166</td><td>37.29591582070527</td><td>-0.10848131853069924</td><td>-0.11690613010769454</td><td>0.10824355983150187</td><td>0.14826915960596873</td><td>-22.191203711290704</td><td>4.578416</td><td>-99.0</td><td>2.0</td><td>-3.2215834</td><td>0.02155160084827179</td><td>0.0</td></tr>\n",
+       "<tr><td>164223</td><td>587725040090546261</td><td>176.91220582</td><td>-2.82404411</td><td>15.538947</td><td>0.12282</td><td>4</td><td>G12_Y4_204_171</td><td>6</td><td>17.116821</td><td>15.956373</td><td>15.256288</td><td>14.804822</td><td>14.556321</td><td>403.596300937604</td><td>38.02973588582054</td><td>G12</td><td>-358.49103494094936</td><td>19.338587355608656</td><td>-17.70965144517586</td><td>358.2980132425643</td><td>-22.349109648884234</td><td>-18.068919519065886</td><td>0.70008564</td><td>15.538947</td><td>0.6619914232433061</td><td>0</td><td>4</td><td>-0.08452337701839001</td><td>-0.046429160308082744</td><td>0.13626842109508436</td><td>0.24059344691798384</td><td>0.5957606141307138</td><td>2.12</td><td>-0.1191354</td><td>-0.2603784</td><td>-22.50792179936491</td><td>-22.3666788109573</td><td>-22.627057201507913</td><td>38.04686890477262</td><td>37.90562591636501</td><td>-0.08735635813354717</td><td>-0.05277350945581878</td><td>0.12936852022865394</td><td>0.2124017802578445</td><td>-22.50102189849848</td><td>4.261052</td><td>-99.0</td><td>2.0</td><td>-3.538947</td><td>0.024622432217580436</td><td>0.0</td></tr>\n",
+       "<tr><td>279902</td><td>587726031694135321</td><td>139.86515197</td><td>0.93671887</td><td>15.750058</td><td>0.08487</td><td>5</td><td>532584498282391552</td><td>6</td><td>17.065226</td><td>16.143171</td><td>15.905026</td><td>15.900608</td><td>15.530761</td><td>271.53254084603645</td><td>37.16910941756205</td><td>G9</td><td>-191.32882030692917</td><td>161.31281403903034</td><td>4.091772519144073</td><td>189.97110433812023</td><td>-162.91422122804755</td><td>3.9012938615594397</td><td>0.23814487</td><td>15.750058</td><td>0.2515313578024208</td><td>0</td><td>2</td><td>-0.10220201245032991</td><td>-0.11558849567998616</td><td>0.0632141297051551</td><td>0.040122075896634024</td><td>0.261236928381275</td><td>2.12</td><td>-0.08232391</td><td>-0.1799244</td><td>-21.399941464328055</td><td>-21.302340974473243</td><td>-21.482265373133902</td><td>37.14999963846135</td><td>37.05239914860654</td><td>-0.11568565884855288</td><td>-0.13461683069479444</td><td>0.10103921951364823</td><td>0.13055845901886884</td><td>-21.437766554136548</td><td>4.049941</td><td>-99.0</td><td>2.0</td><td>-3.7500582</td><td>0.015143992242509292</td><td>0.0</td></tr>\n",
+       "<tr><td>376679</td><td>587727943490339001</td><td>134.64993531</td><td>1.53042167</td><td>15.8212805</td><td>0.10684</td><td>5</td><td>528174356874946560</td><td>6</td><td>17.123804</td><td>16.260143</td><td>15.650454</td><td>15.211371</td><td>14.972878</td><td>347.2122584003251</td><td>37.70297524815647</td><td>G9</td><td>-220.3791637527345</td><td>223.08868912255704</td><td>8.378128715507975</td><td>218.50580982065148</td><td>-224.93193014058497</td><td>8.159040960886767</td><td>0.6096897</td><td>15.8212805</td><td>0.6000677268074291</td><td>0</td><td>4</td><td>-0.098437143299968</td><td>-0.08881515758298314</td><td>0.1177904403855371</td><td>0.17534711280500542</td><td>0.5521330401049458</td><td>2.12</td><td>-0.103634804</td><td>-0.22650078</td><td>-21.895850404623626</td><td>-21.77298442972052</td><td>-21.999485209110855</td><td>37.717130884054775</td><td>37.59426490915167</td><td>-0.098383073012379</td><td>-0.08873723143036727</td><td>0.11834180534982211</td><td>0.176438058283296</td><td>-21.89640176958791</td><td>3.9787188</td><td>0.6271826751914104</td><td>1.0</td><td>-3.8212805</td><td>0.01877490582387931</td><td>0.0</td></tr>\n",
+       "<tr><td>23743</td><td>588848901524553740</td><td>182.83851216</td><td>1.06385288</td><td>15.987492</td><td>0.12491</td><td>4</td><td>G12_Y1_FX1_074</td><td>6</td><td>17.764654</td><td>16.467876</td><td>15.935148</td><td>15.700311</td><td>15.515417</td><td>411.05290040246206</td><td>38.06948858473893</td><td>G12</td><td>-364.89834974235646</td><td>-18.092373004983216</td><td>6.7844387642050075</td><td>365.04406593306237</td><td>15.026710933133867</td><td>6.418418853726596</td><td>0.5327282</td><td>15.987492</td><td>0.49757358277489117</td><td>0</td><td>3</td><td>-0.09332130082314707</td><td>-0.058166688407608545</td><td>0.10552393515033973</td><td>0.17058668865607987</td><td>0.46766544168468954</td><td>2.12</td><td>-0.1211627</td><td>-0.2648092</td><td>-22.06635821455041</td><td>-21.922711720996293</td><td>-22.187520912223253</td><td>38.05384982221642</td><td>37.910203328662305</td><td>-0.08599709557347837</td><td>-0.047920221168698256</td><td>0.13072778278872274</td><td>0.217255068544965</td><td>-22.09156206218879</td><td>3.8125076</td><td>-99.0</td><td>2.0</td><td>-3.9874916</td><td>0.020115906605049184</td><td>0.0</td></tr>\n",
+       "<tr><td>131851</td><td>587724649795158109</td><td>182.85438859</td><td>-2.1092772</td><td>15.992997</td><td>0.13717</td><td>5</td><td>373947792609011712</td><td>6</td><td>17.73499</td><td>16.47341</td><td>15.785942</td><td>15.42671</td><td>15.188492</td><td>455.17275217303825</td><td>38.29088128082918</td><td>G12</td><td>-399.5005346492747</td><td>-19.91899058763898</td><td>-14.732070996140305</td><td>399.63878150664726</td><td>16.562617323233223</td><td>-15.13278924086697</td><td>0.6874676</td><td>15.992997</td><td>0.6257449184292291</td><td>0</td><td>4</td><td>-0.0764963602187111</td><td>-0.01477370357469801</td><td>0.14182361203979166</td><td>0.25881842402892763</td><td>0.5704727630841062</td><td>2.12</td><td>-0.13305491</td><td>-0.2908004</td><td>-22.306652811284042</td><td>-22.148907330746628</td><td>-22.439707723374344</td><td>38.299649980778675</td><td>38.14190450024126</td><td>-0.07836086753175246</td><td>-0.01879691192732448</td><td>0.13836401083044864</td><td>0.2463783777863388</td><td>-22.3031932100747</td><td>3.807002</td><td>-99.0</td><td>2.0</td><td>-3.9929972</td><td>0.02229067972726762</td><td>0.0</td></tr>\n",
+       "<tr><td>744812</td><td>588848899391553693</td><td>216.01587484</td><td>-0.44945953</td><td>16.054071</td><td>0.15084</td><td>4</td><td>2dF326935</td><td>4</td><td>16.147621</td><td>16.111952</td><td>16.034607</td><td>15.675366</td><td>15.818611</td><td>505.1235453874863</td><td>38.516988064038</td><td>G15</td><td>-355.0090954470957</td><td>-258.07951929980237</td><td>-3.443072396188473</td><td>357.1607211024668</td><td>255.08845742876898</td><td>-3.801192955466485</td><td>0.077344894</td><td>16.054071</td><td>0.011981082513680429</td><td>0</td><td>1</td><td>-0.14064978791986665</td><td>-0.07528597602436739</td><td>0.02063093138650743</td><td>0.05255863546425736</td><td>0.045417190331429755</td><td>2.12</td><td>-0.1463148</td><td>-0.31978077</td><td>-22.337232769247294</td><td>-22.16376680206895</td><td>-22.483547569032908</td><td>38.391304195638895</td><td>38.21783822846055</td><td>-0.07043628594909188</td><td>0.014909750943757683</td><td>0.14628859241310924</td><td>0.28008504065742096</td><td>-22.462890430273898</td><td>3.7459278</td><td>1.1327446851177603</td><td>1.0</td><td>-4.0540714</td><td>0.02239812145646057</td><td>0.0</td></tr>\n",
+       "<tr><td>382463</td><td>587727944028192838</td><td>136.79324829</td><td>1.90364287</td><td>16.17986</td><td>0.10016</td><td>4</td><td>G09_Y4_237_260</td><td>6</td><td>19.2872</td><td>17.385452</td><td>17.134863</td><td>15.911888</td><td>15.579838</td><td>323.9747432657687</td><td>37.55255577189946</td><td>G9</td><td>-214.52421714207642</td><td>201.49922599636184</td><td>9.782238376422601</td><td>212.83382473997636</td><td>-203.2940490545195</td><td>9.568838528185644</td><td>0.25058937</td><td>16.17986</td><td>0.25042625451876555</td><td>0</td><td>2</td><td>-0.10350925951342801</td><td>-0.10334614330465453</td><td>0.061869081407580656</td><td>0.05210971001711534</td><td>0.2603487421180044</td><td>2.12</td><td>-0.097155206</td><td>-0.2123392</td><td>-21.337410486024652</td><td>-21.22222649930123</td><td>-21.43456569193009</td><td>37.517269647401605</td><td>37.40208566067818</td><td>-0.10335962139759163</td><td>-0.1031414410045494</td><td>0.11336525696460949</td><td>0.16203384870911386</td><td>-21.388906661581682</td><td>3.62014</td><td>-99.0</td><td>2.0</td><td>-4.179859</td><td>0.014598545349800799</td><td>0.0</td></tr>\n",
+       "<tr><td>171065</td><td>587725040627417096</td><td>176.84351336</td><td>-2.43960192</td><td>16.204529</td><td>0.12828</td><td>5</td><td>370555794019608576</td><td>6</td><td>17.48998</td><td>16.549961</td><td>16.126152</td><td>15.834854</td><td>15.674082</td><td>423.1160347415008</td><td>38.1322974200599</td><td>G12</td><td>-374.10145175568687</td><td>20.630530385316597</td><td>-15.96274866687796</td><td>373.89877121436774</td><td>-23.77212936982515</td><td>-16.337658470667108</td><td>0.42380905</td><td>16.204529</td><td>0.3860497957211834</td><td>0</td><td>3</td><td>-0.10107812636147921</td><td>-0.0633188705689908</td><td>0.07963845784079009</td><td>0.12951013051292506</td><td>0.3739373788415369</td><td>2.12</td><td>-0.1244316</td><td>-0.27195358</td><td>-21.882975466650098</td><td>-21.735453486543268</td><td>-22.00740706930694</td><td>38.087504275243845</td><td>37.939982295137014</td><td>-0.08384212518478196</td><td>-0.04002485298825316</td><td>0.13288275317741916</td><td>0.22515043672541013</td><td>-21.936219761986727</td><td>3.5954704</td><td>-99.0</td><td>2.0</td><td>-4.204529</td><td>0.018474652936270312</td><td>0.0</td></tr>\n",
+       "<tr><td>418953</td><td>587728879259615489</td><td>138.28968932</td><td>2.7242524</td><td>16.209084</td><td>0.15411</td><td>5</td><td>638463075409750016</td><td>6</td><td>17.60514</td><td>16.614187</td><td>15.980168</td><td>15.59403</td><td>15.356423</td><td>517.1893247576864</td><td>38.568247760404915</td><td>G9</td><td>-334.1579657489717</td><td>297.83177350164726</td><td>21.299206545822525</td><td>331.6656799533466</td><td>-300.62808154220954</td><td>20.96666185743552</td><td>0.6340189</td><td>16.209084</td><td>0.5453613170282487</td><td>0</td><td>4</td><td>-0.0776718687229378</td><td>0.010985712259067332</td><td>0.12927785966816152</td><td>0.2562484304208185</td><td>0.507048327257597</td><td>2.12</td><td>-0.1494867</td><td>-0.32671317</td><td>-22.33895535728335</td><td>-22.161728888362642</td><td>-22.48844206294417</td><td>38.54803891441226</td><td>38.37081244549155</td><td>-0.06861840904449354</td><td>0.0231517092862997</td><td>0.14810646931770757</td><td>0.28832699899996295</td><td>-22.357783966932896</td><td>3.5909157</td><td>-99.0</td><td>2.0</td><td>-4.2090836</td><td>0.022428155828085678</td><td>0.0</td></tr>\n",
+       "<tr><td>238590</td><td>587726014547296416</td><td>214.85066147</td><td>1.65660328</td><td>16.225485</td><td>0.17129</td><td>5</td><td>601291331775522816</td><td>6</td><td>18.006985</td><td>16.828287</td><td>16.18838</td><td>15.845658</td><td>15.707829</td><td>581.3150970192283</td><td>38.82205800964694</td><td>G15</td><td>-407.1182137057578</td><td>-283.48872313522025</td><td>14.347707844265608</td><td>409.49924205535865</td><td>280.05906575842994</td><td>13.93711730564776</td><td>0.63990784</td><td>16.225485</td><td>0.5185954847151615</td><td>0</td><td>3</td><td>-0.07721397657361989</td><td>0.044098375625281044</td><td>0.1251964387819956</td><td>0.2801142386612473</td><td>0.4849900370348108</td><td>2.12</td><td>-0.1661513</td><td>-0.36313477</td><td>-22.5556183003338</td><td>-22.358634828821007</td><td>-22.72176960040647</td><td>38.781103148356266</td><td>38.58411967684347</td><td>-0.0594558587870663</td><td>0.06748282793030344</td><td>0.1572690195751348</td><td>0.3326581176439667</td><td>-22.587690881126942</td><td>3.5745144</td><td>-99.0</td><td>2.0</td><td>-4.225485</td><td>0.024541665806577392</td><td>0.0</td></tr>\n",
+       "<tr><td>463622</td><td>587729774759247884</td><td>213.8572349</td><td>-1.23133315</td><td>16.281878</td><td>0.14794</td><td>5</td><td>342357436436342784</td><td>6</td><td>17.966679</td><td>16.822498</td><td>16.082718</td><td>15.722614</td><td>15.520128</td><td>494.46064195271924</td><td>38.470658641819504</td><td>G15</td><td>-357.61390184281294</td><td>-239.91931647458588</td><td>-9.256185142868913</td><td>359.6070660539067</td><td>236.90701575515922</td><td>-9.616761531752035</td><td>0.7397804</td><td>16.281878</td><td>0.6538541269905515</td><td>0</td><td>4</td><td>-0.06655987793954625</td><td>0.019366421095292977</td><td>0.15367699827538106</td><td>0.3033739019784206</td><td>0.5900835223223511</td><td>2.12</td><td>-0.1435018</td><td>-0.3136328</td><td>-22.198956319115766</td><td>-22.028825336120732</td><td>-22.34245812239469</td><td>38.48083383681596</td><td>38.31070285382093</td><td>-0.07207188832182448</td><td>0.00765649798465913</td><td>0.14465299004037663</td><td>0.2728317876983224</td><td>-22.189932310880764</td><td>3.5181217</td><td>-99.0</td><td>2.0</td><td>-4.2818775</td><td>0.021105805265258685</td><td>0.0</td></tr>\n",
+       "<tr><td>84380</td><td>587722983886422207</td><td>177.46675709</td><td>0.46387976</td><td>16.28193</td><td>0.13501</td><td>5</td><td>319852912920520704</td><td>6</td><td>18.177347</td><td>17.011494</td><td>16.30971</td><td>15.943677</td><td>15.705515</td><td>447.35279695514674</td><td>38.25325078499645</td><td>G12</td><td>-393.7418793721376</td><td>17.420031368359723</td><td>3.191012565443245</td><td>393.58466832174486</td><td>-20.72671662013007</td><td>2.796373684146667</td><td>0.70178413</td><td>16.28193</td><td>0.6425627098978186</td><td>0</td><td>4</td><td>-0.07663782289651103</td><td>-0.017416398883196918</td><td>0.1428290365443232</td><td>0.26240725385014635</td><td>0.5822059166053096</td><td>2.12</td><td>-0.1309597</td><td>-0.2862212</td><td>-21.983189193560545</td><td>-21.82792769189066</td><td>-22.114148898078863</td><td>38.265120117022455</td><td>38.10985861535257</td><td>-0.0796668310036132</td><td>-0.024006792567282415</td><td>0.1370580473585879</td><td>0.24116849714638086</td><td>-21.97741820437481</td><td>3.5180683</td><td>-99.0</td><td>2.0</td><td>-4.281931</td><td>0.019255493521981203</td><td>0.0</td></tr>\n",
+       "<tr><td>143821</td><td>587724650866606257</td><td>177.63834909</td><td>-1.35452828</td><td>16.299263</td><td>0.16025</td><td>5</td><td>370588504490534912</td><td>6</td><td>17.894611</td><td>16.888624</td><td>16.251547</td><td>15.88072</td><td>15.625626</td><td>539.9661741293338</td><td>38.66183277273427</td><td>G12</td><td>-464.862583188789</td><td>19.171836207928035</td><td>-11.001198122939469</td><td>464.6738825647913</td><td>-23.075849730065638</td><td>-11.467124054251011</td><td>0.63707733</td><td>16.299263</td><td>0.5368848768947335</td><td>0</td><td>4</td><td>-0.07691243591758919</td><td>0.023280018730645946</td><td>0.12859974273687258</td><td>0.26561436115649</td><td>0.5000627131233513</td><td>2.12</td><td>-0.15544249</td><td>-0.33972996</td><td>-22.33572702380912</td><td>-22.15143955024974</td><td>-22.491169514982865</td><td>38.6349900242974</td><td>38.45070255073802</td><td>-0.06527441103846593</td><td>0.03880241461994638</td><td>0.15145046732373518</td><td>0.30397770433360966</td><td>-22.35857774839598</td><td>3.5007362</td><td>-99.0</td><td>2.0</td><td>-4.299263</td><td>0.02232447423323151</td><td>0.0</td></tr>\n",
+       "<tr><td>543899</td><td>588848898853503136</td><td>213.21567088</td><td>-1.04318159</td><td>16.318653</td><td>0.12058</td><td>4</td><td>G15_Y1_BX1_233</td><td>6</td><td>17.836332</td><td>16.83025</td><td>16.271585</td><td>15.900285</td><td>15.742969</td><td>395.62554418102314</td><td>37.986421623659005</td><td>G15</td><td>-295.32137684743935</td><td>-193.36827562177396</td><td>-6.427687603752267</td><td>296.9285930571196</td><td>190.88085344853238</td><td>-6.725415958619468</td><td>0.5586643</td><td>16.318653</td><td>0.5294796358827545</td><td>0</td><td>4</td><td>-0.09302179988385109</td><td>-0.06383711386719157</td><td>0.11123449751635428</td><td>0.17593892250605833</td><td>0.49395989690971</td><td>2.12</td><td>-0.116962604</td><td>-0.2556296</td><td>-21.662040410261223</td><td>-21.523373415391514</td><td>-21.779003014485905</td><td>37.98069351695068</td><td>37.84202652208097</td><td>-0.08883323359546913</td><td>-0.057937745951372965</td><td>0.12789164476673198</td><td>0.2072375437622903</td><td>-21.6786975575116</td><td>3.4813461</td><td>0.6014938551237494</td><td>1.0</td><td>-4.318653</td><td>0.016757524666319832</td><td>0.0</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></tr>\n",
+       "<tr><td>700164</td><td>587724650331242559</td><td>181.13752179</td><td>-1.70786851</td><td>17.87891</td><td>0.20225</td><td>5</td><td>372840859294525440</td><td>4</td><td>18.028927</td><td>18.052717</td><td>17.876404</td><td>17.569643</td><td>17.568476</td><td>699.9352178951874</td><td>39.225289229981335</td><td>G12</td><td>-581.8144396911902</td><td>-11.55257119706128</td><td>-17.35124103641529</td><td>581.8732619928554</td><td>6.665117396489253</td><td>-17.934683934363715</td><td>0.1763134</td><td>17.87891</td><td>0.022788114753473598</td><td>0</td><td>1</td><td>-0.18890848083399064</td><td>-0.03538319531890957</td><td>-0.027627761527616562</td><td>0.09246141616971518</td><td>0.05622422257122295</td><td>2.12</td><td>-0.1961825</td><td>-0.42876998</td><td>-21.122568899460152</td><td>-20.889981427855805</td><td>-21.318751403756455</td><td>39.001478964157414</td><td>38.76889149255307</td><td>-0.043937464370003815</td><td>0.1510328710396917</td><td>0.1727874139921973</td><td>0.416208160753355</td><td>-21.322984074979964</td><td>1.9210892</td><td>-99.0</td><td>2.0</td><td>-5.87891</td><td>0.012517021121428839</td><td>0.0</td></tr>\n",
+       "<tr><td>32107</td><td>587722981741559960</td><td>183.43889465</td><td>-1.16330743</td><td>17.87966</td><td>0.25186</td><td>4</td><td>G12_Y6_052_314</td><td>6</td><td>19.67315</td><td>18.71147</td><td>17.899387</td><td>17.514666</td><td>17.151003</td><td>897.9398847232854</td><td>39.76623631247424</td><td>G12</td><td>-715.8454153685725</td><td>-43.01673333141567</td><td>-14.562418989823605</td><td>716.1665265614951</td><td>37.002354279864505</td><td>-15.28051400105357</td><td>0.8120823</td><td>17.87966</td><td>0.5119291979001953</td><td>0</td><td>3</td><td>-0.060597672319777335</td><td>0.2395554204294414</td><td>0.1406821836613533</td><td>0.4732682656595768</td><td>0.4794962086511906</td><td>2.12</td><td>-0.2443042</td><td>-0.5339432</td><td>-21.78295464837921</td><td>-21.493315667156104</td><td>-22.027258843425635</td><td>39.66261430108917</td><td>39.372975319866065</td><td>-0.018538206509699562</td><td>0.29090418700380344</td><td>0.19818667185250155</td><td>0.5560794767174667</td><td>-21.840459136570356</td><td>1.9203396</td><td>-99.0</td><td>2.0</td><td>-5.8796597</td><td>0.01653019475485805</td><td>0.0</td></tr>\n",
+       "<tr><td>97971</td><td>587722984422441069</td><td>175.51419482</td><td>0.85996505</td><td>17.889036</td><td>0.24509</td><td>5</td><td>318745155223971840</td><td>6</td><td>18.948935</td><td>18.300047</td><td>17.898764</td><td>17.530588</td><td>17.339485</td><td>870.3588969360957</td><td>39.69849186549673</td><td>G12</td><td>-696.8131004261668</td><td>54.66668154420235</td><td>10.49154597421057</td><td>696.3395062396168</td><td>-60.51774947386189</td><td>9.7933437648817</td><td>0.40128326</td><td>17.889036</td><td>0.16459290848151334</td><td>0</td><td>1</td><td>-0.21048880981540571</td><td>0.026201545863237197</td><td>-0.04804648988666879</td><td>0.16187343832457146</td><td>0.191363335948916</td><td>2.12</td><td>-0.2377373</td><td>-0.51959074</td><td>-21.52367189900941</td><td>-21.241818461585705</td><td>-21.76140919702119</td><td>39.41270807759828</td><td>39.130854640174576</td><td>-0.022211380464071548</td><td>0.27160287465768146</td><td>0.19451349789812955</td><td>0.5367781643713447</td><td>-21.76623188679421</td><td>1.910963</td><td>-99.0</td><td>2.0</td><td>-5.889036</td><td>0.014709381157599238</td><td>0.0</td></tr>\n",
+       "<tr><td>575396</td><td>588848899895001436</td><td>139.6911253</td><td>-0.08432391</td><td>17.911074</td><td>0.259</td><td>4</td><td>G09_Y1_HS2_377</td><td>6</td><td>19.746725</td><td>18.741163</td><td>17.917894</td><td>17.539555</td><td>17.222504</td><td>927.2163190706176</td><td>39.83590533317691</td><td>G9</td><td>-561.6082767313931</td><td>476.42802660855233</td><td>-1.0838851387680168</td><td>557.5852616301926</td><td>-481.12854052894755</td><td>-1.6429667048045844</td><td>0.8232689</td><td>17.911074</td><td>0.5073326016924998</td><td>0</td><td>3</td><td>-0.06081308051181823</td><td>0.25512320817654155</td><td>0.13968722231212383</td><td>0.487248056489297</td><td>0.4757080562036862</td><td>2.12</td><td>-0.25123</td><td>-0.54907995</td><td>-21.813288869347065</td><td>-21.515438916172474</td><td>-22.06451887079665</td><td>39.72436255403945</td><td>39.42651260086486</td><td>-0.014550724878560614</td><td>0.31127251771788395</td><td>0.20217415348364048</td><td>0.5764478074315472</td><td>-21.875775800518582</td><td>1.8889256</td><td>0.6102120954418189</td><td>1.0</td><td>-5.9110737</td><td>0.016698615407487925</td><td>0.0</td></tr>\n",
+       "<tr><td>260745</td><td>587726015619596393</td><td>211.56814435</td><td>2.59535711</td><td>17.915962</td><td>0.22485</td><td>5</td><td>599107151859836928</td><td>6</td><td>18.471174</td><td>18.292084</td><td>17.942532</td><td>17.616976</td><td>17.544188</td><td>788.9488410704413</td><td>39.485244212744504</td><td>G15</td><td>-548.2379373795671</td><td>-336.85819616717686</td><td>29.16701058850924</td><td>551.0770609045663</td><td>332.24129766128857</td><td>28.614469888582576</td><td>0.34955215</td><td>17.915962</td><td>0.15207993628401387</td><td>0</td><td>1</td><td>-0.20089758769242488</td><td>-0.003425369435423098</td><td>-0.038883287300892355</td><td>0.12936237410672993</td><td>0.18130649313339334</td><td>2.12</td><td>-0.21810451</td><td>-0.47668198</td><td>-21.312294194705927</td><td>-21.05371672869488</td><td>-21.530398706205332</td><td>39.22825641394421</td><td>38.96967894793316</td><td>-0.03270764839490045</td><td>0.2141703273730014</td><td>0.18401722996730066</td><td>0.4793456170866647</td><td>-21.535194711974118</td><td>1.884037</td><td>-99.0</td><td>2.0</td><td>-5.915962</td><td>0.01349450132675754</td><td>0.0</td></tr>\n",
+       "<tr><td>537289</td><td>588848898840985609</td><td>184.66237999</td><td>-1.02620375</td><td>17.927773</td><td>0.2574</td><td>5</td><td>324318855230941184</td><td>6</td><td>18.59782</td><td>18.281782</td><td>17.830484</td><td>17.569666</td><td>17.236202</td><td>920.6390721993896</td><td>39.820447012688234</td><td>G12</td><td>-729.6369111428386</td><td>-59.50478690489757</td><td>-13.113048853615082</td><td>730.097476180029</td><td>53.37398224981721</td><td>-13.845111456584426</td><td>0.45129776</td><td>17.927773</td><td>0.18706421926660727</td><td>0</td><td>2</td><td>-0.2081692172227695</td><td>0.05606432352038887</td><td>-0.04495824218229705</td><td>0.19691568938664009</td><td>0.2094238284408285</td><td>2.12</td><td>-0.24967802</td><td>-0.545688</td><td>-21.598038232824358</td><td>-21.302028275033983</td><td>-21.84771624853328</td><td>39.525810754797014</td><td>39.22980079700664</td><td>-0.015455212089018913</td><td>0.3067083291363785</td><td>0.2012696662731822</td><td>0.5718836188500418</td><td>-21.844266141279835</td><td>1.8722267</td><td>-99.0</td><td>2.0</td><td>-5.9277725</td><td>0.015125551827086012</td><td>0.0</td></tr>\n",
+       "<tr><td>106337</td><td>587722984440004810</td><td>215.56421618</td><td>0.85842886</td><td>17.945902</td><td>0.2532</td><td>4</td><td>2dF325718</td><td>6</td><td>19.357403</td><td>18.546953</td><td>17.959875</td><td>17.68531</td><td>17.363396</td><td>903.4196887271319</td><td>39.77944775574706</td><td>G15</td><td>-586.3525613219887</td><td>-419.233547312801</td><td>10.80026908102819</td><td>589.8638300724402</td><td>414.2935927213097</td><td>10.208828331140904</td><td>0.5870781</td><td>17.945902</td><td>0.30404353410818086</td><td>0</td><td>2</td><td>-0.1552523513412032</td><td>0.12778220903321394</td><td>0.012680333803127275</td><td>0.29600800140524963</td><td>0.3037504268802995</td><td>2.12</td><td>-0.24560401</td><td>-0.53678393</td><td>-21.600622210386444</td><td>-21.30944228518312</td><td>-21.846226218822647</td><td>39.54652408111398</td><td>39.255344155910656</td><td>-0.01779920308882106</td><td>0.29472655769861483</td><td>0.19892567527338006</td><td>0.5599018474122781</td><td>-21.786867551856695</td><td>1.8540974</td><td>-99.0</td><td>2.0</td><td>-5.945902</td><td>0.015204987664247738</td><td>0.0</td></tr>\n",
+       "<tr><td>251885</td><td>587726015086854300</td><td>220.9343099</td><td>1.94218423</td><td>17.9486</td><td>0.25325</td><td>5</td><td>604673430045878272</td><td>6</td><td>19.483429</td><td>18.717842</td><td>18.037886</td><td>17.713587</td><td>17.393307</td><td>903.6242803791228</td><td>39.779939459476466</td><td>G15</td><td>-544.3933583269564</td><td>-472.1392194075219</td><td>24.43626324970108</td><td>548.3641906509437</td><td>467.5498416591092</td><td>23.886440319402304</td><td>0.67995644</td><td>17.9486</td><td>0.38880178498878365</td><td>0</td><td>3</td><td>-0.11688389034117048</td><td>0.17427076082727244</td><td>0.06426169955302459</td><td>0.36792540332956714</td><td>0.376292732380684</td><td>2.12</td><td>-0.24565251</td><td>-0.53689</td><td>-21.649947878270634</td><td>-21.35871041968394</td><td>-21.895600389986523</td><td>39.5985486473136</td><td>39.307311188726906</td><td>-0.01777154559450797</td><td>0.29486921734531374</td><td>0.19895333276769314</td><td>0.560044507058977</td><td>-21.784639511485302</td><td>1.8513985</td><td>0.6304259718836054</td><td>1.0</td><td>-5.948601</td><td>0.015549481777762731</td><td>0.0</td></tr>\n",
+       "<tr><td>584199</td><td>588848899912040466</td><td>178.51898402</td><td>-0.16939692</td><td>17.964832</td><td>0.25354</td><td>5</td><td>319893594850748416</td><td>6</td><td>19.044971</td><td>18.596903</td><td>17.999996</td><td>17.658678</td><td>17.409874</td><td>904.8111983487877</td><td>39.782789834868765</td><td>G12</td><td>-721.5605076990873</td><td>18.655487713306883</td><td>-2.134037276803247</td><td>721.3758503967697</td><td>-24.715695963885658</td><td>-2.8573493386522077</td><td>0.59690666</td><td>17.964832</td><td>0.31234867118183196</td><td>0</td><td>2</td><td>-0.15159245599990193</td><td>0.13296553480560072</td><td>0.017634911183623786</td><td>0.3036830030176043</td><td>0.3108585701533242</td><td>2.12</td><td>-0.24593382</td><td>-0.5375048</td><td>-21.58965862430728</td><td>-21.298087647930746</td><td>-21.835592440144186</td><td>39.55449093021548</td><td>39.262919953838946</td><td>-0.017611025713531014</td><td>0.2956965116847066</td><td>0.1991138526486701</td><td>0.5608718013983699</td><td>-21.771137565772325</td><td>1.8351669</td><td>-99.0</td><td>2.0</td><td>-5.9648323</td><td>0.015125930577343731</td><td>0.0</td></tr>\n",
+       "<tr><td>547810</td><td>588848899892248838</td><td>133.3476514</td><td>-0.00463049</td><td>17.986155</td><td>0.23701</td><td>4</td><td>G09_Y1_DS1_240</td><td>6</td><td>19.405394</td><td>18.571955</td><td>18.002459</td><td>17.741518</td><td>17.54266</td><td>837.669958519852</td><td>39.61536470277601</td><td>G9</td><td>-464.82748381836</td><td>492.4417539669877</td><td>-0.054727303093679444</td><td>460.6744536240493</td><td>-496.32877674165684</td><td>-0.5166375740922701</td><td>0.56949615</td><td>17.986155</td><td>0.3203242059315925</td><td>0</td><td>2</td><td>-0.1430387523070959</td><td>0.10613319654646808</td><td>0.027431915438710985</td><td>0.2792434545547834</td><td>0.31768461566908385</td><td>2.12</td><td>-0.2298997</td><td>-0.5024612</td><td>-21.42674235748398</td><td>-21.154180866948245</td><td>-21.65664206194031</td><td>39.412896913758395</td><td>39.14033542322266</td><td>-0.026477756237000966</td><td>0.24861067963410338</td><td>0.19024712212520015</td><td>0.5137859693477667</td><td>-21.58955756417047</td><td>1.8138447</td><td>-99.0</td><td>2.0</td><td>-5.9861546</td><td>0.014161165829375742</td><td>0.0</td></tr>\n",
+       "<tr><td>484671</td><td>587729777980014871</td><td>211.96306967</td><td>-1.96789383</td><td>17.992308</td><td>0.26017</td><td>4</td><td>G15_Y1_AX2_152</td><td>6</td><td>19.522507</td><td>18.690718</td><td>17.923645</td><td>17.595263</td><td>17.356192</td><td>932.0319849932929</td><td>39.84715408251957</td><td>G15</td><td>-627.1057037730295</td><td>-391.29732980227425</td><td>-25.397754878488655</td><td>630.344564503342</td><td>386.0160480043809</td><td>-26.029803151310823</td><td>0.7670727</td><td>17.992308</td><td>0.45400482638114725</td><td>0</td><td>3</td><td>-0.08646441436914405</td><td>0.22660343686201345</td><td>0.10499184070045957</td><td>0.44030501304497305</td><td>0.4317595052677912</td><td>2.12</td><td>-0.25236493</td><td>-0.5515604</td><td>-21.707473326765413</td><td>-21.408277858339662</td><td>-21.959838260256166</td><td>39.69978098972928</td><td>39.400585521303526</td><td>-0.013885114733933696</td><td>0.3146097638609297</td><td>0.20283976362826742</td><td>0.579785053574593</td><td>-21.805321249693222</td><td>1.8076916</td><td>-99.0</td><td>2.0</td><td>-5.9923077</td><td>0.015903840222339084</td><td>0.0</td></tr>\n",
+       "<tr><td>376800</td><td>587727943490601059</td><td>135.22666288</td><td>1.4348097</td><td>17.999638</td><td>0.26068</td><td>5</td><td>528200470276106240</td><td>6</td><td>18.943323</td><td>18.62465</td><td>18.027063</td><td>17.760866</td><td>17.450258</td><td>934.1326479160376</td><td>39.85204275463846</td><td>G9</td><td>-525.8523394806964</td><td>521.7081543557603</td><td>18.553676524044427</td><td>521.4699562721385</td><td>-526.1067330061668</td><td>18.030817016602843</td><td>0.5975857</td><td>17.999638</td><td>0.2989095083226196</td><td>0</td><td>2</td><td>-0.15995569490061054</td><td>0.1387204748773559</td><td>0.007176650536574153</td><td>0.30540597623454013</td><td>0.29935635240261993</td><td>2.12</td><td>-0.2528596</td><td>-0.5526416</td><td>-21.606722208977526</td><td>-21.306940230847186</td><td>-21.85958180141527</td><td>39.60635981273729</td><td>39.30657783460695</td><td>-0.013593857852708335</td><td>0.3160642562096414</td><td>0.20313102050949278</td><td>0.5812395459233046</td><td>-21.802676578950443</td><td>1.8003616</td><td>-99.0</td><td>2.0</td><td>-5.9996376</td><td>0.015187712666352698</td><td>0.0</td></tr>\n",
+       "<tr><td>177450</td><td>587725041164222711</td><td>176.80998488</td><td>-1.99897157</td><td>18.001045</td><td>0.2553</td><td>4</td><td>G12_Y6_073_047</td><td>6</td><td>19.22693</td><td>18.5098</td><td>17.90929</td><td>17.678675</td><td>17.425173</td><td>912.0210119946107</td><td>39.80002422063436</td><td>G12</td><td>-724.9690388080994</td><td>40.40532853363008</td><td>-25.342717131750266</td><td>724.5782973401025</td><td>-46.49340001620625</td><td>-26.069251897998832</td><td>0.60050964</td><td>18.001045</td><td>0.31215024417775417</td><td>0</td><td>2</td><td>-0.15219493106656176</td><td>0.13616446831041246</td><td>0.01700150346937576</td><td>0.3068224052025024</td><td>0.3106887418215608</td><td>2.12</td><td>-0.247641</td><td>-0.5412359</td><td>-21.568339499881557</td><td>-21.27474457328587</td><td>-21.81598049705296</td><td>39.569384726932334</td><td>39.275789800336646</td><td>-0.016632584908265302</td><td>0.3007173534883089</td><td>0.2000922934539358</td><td>0.5658926432019722</td><td>-21.751430289866114</td><td>1.798954</td><td>-99.0</td><td>2.0</td><td>-6.001045</td><td>0.014965132271023477</td><td>0.0</td></tr>\n",
+       "<tr><td>30518</td><td>587722981738217485</td><td>175.70064254</td><td>-1.18234501</td><td>18.001783</td><td>0.22295</td><td>5</td><td>318699525491419136</td><td>6</td><td>18.446127</td><td>18.455835</td><td>18.048601</td><td>17.672718</td><td>17.74624</td><td>781.3880748061808</td><td>39.46433389466016</td><td>G12</td><td>-637.0034282005772</td><td>47.88934434546672</td><td>-13.184050288833324</td><td>636.5651622686631</td><td>-53.23827016807364</td><td>-13.822329706929308</td><td>0.4072342</td><td>18.001783</td><td>0.20497545841086642</td><td>0</td><td>2</td><td>-0.18020952428008224</td><td>0.02204920920358261</td><td>-0.016385876233685925</td><td>0.1670289851872506</td><td>0.22381933047359473</td><td>2.12</td><td>-0.2162615</td><td>-0.47265396</td><td>-21.229903141374166</td><td>-20.973510692233617</td><td>-21.446164647454793</td><td>39.231686512345846</td><td>38.9752940632053</td><td>-0.033664889328702846</td><td>0.20881289983663048</td><td>0.18305998903349827</td><td>0.47398818955029376</td><td>-21.42934900664135</td><td>1.7982159</td><td>-99.0</td><td>2.0</td><td>-6.0017834</td><td>0.01301876342240668</td><td>0.0</td></tr>\n",
+       "<tr><td>105411</td><td>587722984438300903</td><td>211.65922653</td><td>1.04849647</td><td>18.020824</td><td>0.23631</td><td>5</td><td>340136424273635328</td><td>6</td><td>19.262625</td><td>18.543077</td><td>18.058527</td><td>17.695024</td><td>17.5577</td><td>834.8497990843151</td><td>39.60804173492387</td><td>G15</td><td>-574.6879868657251</td><td>-354.3698187802388</td><td>12.356659051309707</td><td>577.6564002430257</td><td>349.5301309539099</td><td>11.777459260869849</td><td>0.48455048</td><td>18.020824</td><td>0.24815273590289735</td><td>0</td><td>2</td><td>-0.17155830406653755</td><td>0.06483943610478388</td><td>-0.006257731270513933</td><td>0.2197712599509664</td><td>0.2585214848527384</td><td>2.12</td><td>-0.22922072</td><td>-0.50097716</td><td>-21.351738853134943</td><td>-21.079982412733866</td><td>-21.580959571280314</td><td>39.37256328550799</td><td>39.10080684510691</td><td>-0.026842067703060773</td><td>0.24662207521107543</td><td>0.18988281065914034</td><td>0.5117973649247387</td><td>-21.547879395064594</td><td>1.7791748</td><td>-99.0</td><td>2.0</td><td>-6.0208244</td><td>0.013677861367422462</td><td>0.0</td></tr>\n",
+       "<tr><td>3593025</td><td>587729150378377464</td><td>139.16666453</td><td>-1.77357705</td><td>18.030323</td><td>0.26161</td><td>4</td><td>G09_Y4_215_181</td><td>6</td><td>19.543028</td><td>18.742138</td><td>18.00595</td><td>17.652927</td><td>17.3337</td><td>937.9660404037809</td><td>39.860935573919676</td><td>G9</td><td>-562.2489934405281</td><td>485.89145526225326</td><td>-23.010181827691795</td><td>558.1244807214947</td><td>-490.59701713921345</td><td>-23.569815081353962</td><td>0.736187</td><td>18.030323</td><td>0.423022162320711</td><td>0</td><td>3</td><td>-0.10119723457437203</td><td>0.2119675843060888</td><td>0.08528294612949087</td><td>0.415888895097708</td><td>0.4055810322329548</td><td>2.12</td><td>-0.2537617</td><td>-0.5546132</td><td>-21.662133782748295</td><td>-21.36128231847675</td><td>-21.915895491484715</td><td>39.692456811312745</td><td>39.3916053470412</td><td>-0.013060928331497038</td><td>0.3187164875159932</td><td>0.2036639500307041</td><td>0.5838917772296565</td><td>-21.78051478664951</td><td>1.7696762</td><td>-99.0</td><td>2.0</td><td>-6.030323</td><td>0.0155668303082293</td><td>0.0</td></tr>\n",
+       "<tr><td>750131</td><td>588848900988665982</td><td>185.20003749</td><td>0.63999913</td><td>18.074322</td><td>0.24175</td><td>4</td><td>G12_Y3_019_141</td><td>4</td><td>19.445568</td><td>18.420069</td><td>18.076733</td><td>18.017744</td><td>17.994257</td><td>856.8160865071516</td><td>39.664438058351635</td><td>G12</td><td>-687.124210653839</td><td>-62.53365518562478</td><td>7.7072804507391615</td><td>687.6326144517494</td><td>56.75983611125054</td><td>7.017807090403118</td><td>0.3433361</td><td>18.074322</td><td>0.11958385128646076</td><td>0</td><td>1</td><td>-0.22212515875588962</td><td>0.0016270953043289182</td><td>-0.060844439449515536</td><td>0.12947170679295367</td><td>0.15301995910421048</td><td>2.12</td><td>-0.2344975</td><td>-0.51251</td><td>-21.294774369629774</td><td>-21.016761870416556</td><td>-21.52927187207595</td><td>39.36909611645594</td><td>39.091083617242724</td><td>-0.023989257195018238</td><td>0.2620911858018659</td><td>0.19273562116718287</td><td>0.5272664755155292</td><td>-21.548354430246473</td><td>1.7256775</td><td>-99.0</td><td>2.0</td><td>-6.0743217</td><td>0.013264074523358276</td><td>0.0</td></tr>\n",
+       "<tr><td>300652</td><td>587726032226812175</td><td>130.27215912</td><td>1.17050681</td><td>18.08109</td><td>0.22447</td><td>4</td><td>G09_Y3_015_220</td><td>6</td><td>18.97054</td><td>18.440346</td><td>18.109211</td><td>17.736713</td><td>17.725496</td><td>787.4356269682643</td><td>39.48107530122772</td><td>G9</td><td>-415.6142778706305</td><td>490.5585640579939</td><td>13.136752179306566</td><td>411.4920535640118</td><td>-494.0322788353007</td><td>12.724162874600134</td><td>0.3311348</td><td>18.08109</td><td>0.136798446797702</td><td>0</td><td>1</td><td>-0.20620589306932272</td><td>-0.011869543724446624</td><td>-0.04471431229663761</td><td>0.11739592783549638</td><td>0.16902455601044414</td><td>2.12</td><td>-0.21773592</td><td>-0.4758764</td><td>-21.137534145430944</td><td>-20.879393670873068</td><td>-21.355270061807058</td><td>39.218625072554964</td><td>38.96048459799709</td><td>-0.032899387948329376</td><td>0.21309826761228057</td><td>0.18382549041387175</td><td>0.47827355732594384</td><td>-21.36607394814145</td><td>1.7189083</td><td>1.89148805500651</td><td>1.0</td><td>-6.081091</td><td>0.012457667621748597</td><td>0.0</td></tr>\n",
+       "<tr><td>324452</td><td>587726032766173370</td><td>135.94879061</td><td>1.6686448</td><td>18.235003</td><td>0.24393</td><td>5</td><td>530364584222025728</td><td>6</td><td>18.856056</td><td>18.556898</td><td>18.294466</td><td>18.315155</td><td>18.365934</td><td>865.6505622991834</td><td>39.68671307734187</td><td>G9</td><td>-499.9440321777926</td><td>483.6546215680545</td><td>20.26406419191729</td><td>495.8839277138143</td><td>-487.83692156754466</td><td>19.76686020904551</td><td>0.2624321</td><td>18.235003</td><td>0.03491174621751478</td><td>0</td><td>1</td><td>-0.2237304912997923</td><td>0.003789860871364653</td><td>-0.062449771993418224</td><td>0.1316344723599894</td><td>0.06834785403526425</td><td>2.12</td><td>-0.23661211</td><td>-0.51713157</td><td>-21.152648676318226</td><td>-20.872129220646915</td><td>-21.389260787648258</td><td>39.38765119401842</td><td>39.10713173834711</td><td>-0.022831267750079834</td><td>0.2682983924899047</td><td>0.1938936106121213</td><td>0.533473682203568</td><td>-21.408992058923765</td><td>1.5649967</td><td>-99.0</td><td>2.0</td><td>-6.2350025</td><td>0.012415248372695175</td><td>0.0</td></tr>\n",
+       "<tr><td>748358</td><td>588848900449304644</td><td>179.48112588</td><td>0.28444646</td><td>18.245932</td><td>0.26056</td><td>5</td><td>320988158458095616</td><td>4</td><td>18.484274</td><td>18.392176</td><td>18.220497</td><td>18.18254</td><td>17.958368</td><td>933.6383739934927</td><td>39.85089346792397</td><td>G12</td><td>-740.6141381121115</td><td>6.707230762138837</td><td>3.676980071924599</td><td>740.5349869672325</td><td>-12.927904629115785</td><td>2.934460398964234</td><td>0.17167854</td><td>18.245932</td><td>-0.08391110630520118</td><td>0</td><td>1</td><td>-0.23500226994418752</td><td>0.020587379451833893</td><td>-0.07372155063781344</td><td>0.14843199094045864</td><td>-0.05047499848745177</td><td>2.12</td><td>-0.2527432</td><td>-0.5523872</td><td>-21.278497077551123</td><td>-20.97885311397576</td><td>-21.531240291919943</td><td>39.524428702917334</td><td>39.22478473934197</td><td>-0.01366244323687836</td><td>0.31572205844675677</td><td>0.20306243512532274</td><td>0.58089734816042</td><td>-21.555281063314258</td><td>1.5540676</td><td>-99.0</td><td>2.0</td><td>-6.2459316</td><td>0.013036160595095653</td><td>0.0</td></tr>\n",
+       "<tr><td>238492</td><td>587726014547165187</td><td>214.45314846</td><td>1.63617383</td><td>18.330374</td><td>0.25231</td><td>5</td><td>600121726231144448</td><td>6</td><td>18.641094</td><td>18.64686</td><td>18.360065</td><td>18.15214</td><td>17.931381</td><td>899.7794115318918</td><td>39.770680257770834</td><td>G15</td><td>-592.2221696482814</td><td>-406.31040611479693</td><td>20.515021266291164</td><td>595.6344191898601</td><td>401.32160468111203</td><td>19.917799330767608</td><td>0.28679466</td><td>18.330374</td><td>0.04496954754227203</td><td>0</td><td>1</td><td>-0.22963176672401653</td><td>0.0121933482092971</td><td>-0.06835104741764245</td><td>0.14003795969792185</td><td>0.07840565536002164</td><td>2.12</td><td>-0.24474071</td><td>-0.5348972</td><td>-21.127214736652668</td><td>-20.8370582381013</td><td>-21.371955446315106</td><td>39.457588500690754</td><td>39.167432002139385</td><td>-0.01829048555716467</td><td>0.29218781405970634</td><td>0.19843439280503644</td><td>0.5573631037733696</td><td>-21.39400017687535</td><td>1.4696255</td><td>-99.0</td><td>2.0</td><td>-6.330374</td><td>0.012217707188785929</td><td>0.0</td></tr>\n",
+       "<tr><td>727391</td><td>587727944563818512</td><td>133.93707095</td><td>2.25044487</td><td>18.410467</td><td>0.26069</td><td>5</td><td>636171692724480000</td><td>4</td><td>18.500286</td><td>18.469086</td><td>18.372856</td><td>18.340149</td><td>18.063072</td><td>934.1739049203126</td><td>39.8521386580076</td><td>G9</td><td>-513.7610005553566</td><td>533.185779093209</td><td>29.097354548256224</td><td>509.293213785793</td><td>-537.4823896446105</td><td>28.58670974838239</td><td>0.09622955</td><td>18.410467</td><td>-0.15957420045993706</td><td>0</td><td>1</td><td>-0.23508327808043267</td><td>0.020720475602160615</td><td>-0.07380255877405859</td><td>0.14856508709078536</td><td>-0.1261380926421877</td><td>2.12</td><td>-0.2528693</td><td>-0.5526628</td><td>-21.114999643411547</td><td>-20.815206161584765</td><td>-21.36786895140639</td><td>39.5254667912387</td><td>39.22567330941192</td><td>-0.013588132446257839</td><td>0.31609281594743005</td><td>0.20313674591594327</td><td>0.5812681056610933</td><td>-21.39193894810155</td><td>1.3895321</td><td>-99.0</td><td>2.0</td><td>-6.410467</td><td>0.012096208783751212</td><td>0.0</td></tr>\n",
        "</table></div>"
       ],
       "text/plain": [
        "<Table length=114>\n",
-       " CATAID       OBJID             RA          DEC      R_PETRO    ZGAMA  ...        ZMAX        ZMAX_WARN DELTA_RPETRO_BRIGHT         ZMIN         ZMIN_WARN\n",
-       "                               deg          deg        mag             ...                                      mag                                       \n",
-       " int32        int64          float64      float64    float32   float32 ...      float64        float64        float32             float64         float64 \n",
-       "------- ------------------ ------------ ----------- ---------- ------- ... ------------------ --------- ------------------- -------------------- ---------\n",
-       " 185322 587725041702469675 179.83440251 -1.64817036  14.160493 0.08135 ...              -99.0       2.0           -2.160493  0.03154120966707457       0.0\n",
-       " 178839 587725041166581794  182.1835035 -2.07231294  14.328211 0.10734 ...              -99.0       2.0          -2.3282108 0.039334234229219986       0.0\n",
-       " 125489 587724649258876969 184.17810296 -2.69967347  14.425353 0.25162 ...              -99.0       2.0           -2.425353  0.09538586652718395       0.0\n",
-       " 718921 587726031728017438  217.2773885  1.28502947  14.456577 0.08647 ... 1.1327446851177603       1.0          -2.4565773 0.027777561711799695       0.0\n",
-       " 423776 587728879796093009 137.38205797   2.9559053  14.904024 0.14906 ... 1.0458491090380897       1.0          -2.9040241  0.03981006674260368       0.0\n",
-       " 402898 587728308032700482   177.930413   1.9912852  15.154907 0.07667 ... 0.6363174309306606       1.0          -3.1549072  0.01821402409100862       0.0\n",
-       "  55245 587722982814318600 181.07946541 -0.31550504  15.221583  0.0936 ...              -99.0       2.0          -3.2215834  0.02155160084827179       0.0\n",
-       " 164223 587725040090546261 176.91220582 -2.82404411  15.538947 0.12282 ...              -99.0       2.0           -3.538947 0.024622432217580436       0.0\n",
-       " 279902 587726031694135321 139.86515197  0.93671887  15.750058 0.08487 ...              -99.0       2.0          -3.7500582 0.015143992242509292       0.0\n",
-       " 376679 587727943490339001 134.64993531  1.53042167 15.8212805 0.10684 ... 0.6271826751914104       1.0          -3.8212805  0.01877490582387931       0.0\n",
-       "  23743 588848901524553740 182.83851216  1.06385288  15.987492 0.12491 ...              -99.0       2.0          -3.9874916 0.020115906605049184       0.0\n",
-       " 131851 587724649795158109 182.85438859  -2.1092772  15.992997 0.13717 ...              -99.0       2.0          -3.9929972  0.02229067972726762       0.0\n",
-       " 744812 588848899391553693 216.01587484 -0.44945953  16.054071 0.15084 ... 1.1327446851177603       1.0          -4.0540714  0.02239812145646057       0.0\n",
-       " 382463 587727944028192838 136.79324829  1.90364287   16.17986 0.10016 ...              -99.0       2.0           -4.179859 0.014598545349800799       0.0\n",
-       " 171065 587725040627417096 176.84351336 -2.43960192  16.204529 0.12828 ...              -99.0       2.0           -4.204529 0.018474652936270312       0.0\n",
-       " 418953 587728879259615489 138.28968932   2.7242524  16.209084 0.15411 ...              -99.0       2.0          -4.2090836 0.022428155828085678       0.0\n",
-       " 238590 587726014547296416 214.85066147  1.65660328  16.225485 0.17129 ...              -99.0       2.0           -4.225485 0.024541665806577392       0.0\n",
-       " 463622 587729774759247884  213.8572349 -1.23133315  16.281878 0.14794 ...              -99.0       2.0          -4.2818775 0.021105805265258685       0.0\n",
-       "    ...                ...          ...         ...        ...     ... ...                ...       ...                 ...                  ...       ...\n",
-       " 575396 588848899895001436  139.6911253 -0.08432391  17.911074   0.259 ... 0.6102120954418189       1.0          -5.9110737 0.016698615407487925       0.0\n",
-       " 260745 587726015619596393 211.56814435  2.59535711  17.915962 0.22485 ...              -99.0       2.0           -5.915962  0.01349450132675754       0.0\n",
-       " 537289 588848898840985609 184.66237999 -1.02620375  17.927773  0.2574 ...              -99.0       2.0          -5.9277725 0.015125551827086012       0.0\n",
-       " 106337 587722984440004810 215.56421618  0.85842886  17.945902  0.2532 ...              -99.0       2.0           -5.945902 0.015204987664247738       0.0\n",
-       " 251885 587726015086854300  220.9343099  1.94218423    17.9486 0.25325 ... 0.6304259718836054       1.0           -5.948601 0.015549481777762731       0.0\n",
-       " 584199 588848899912040466 178.51898402 -0.16939692  17.964832 0.25354 ...              -99.0       2.0          -5.9648323 0.015125930577343731       0.0\n",
-       " 547810 588848899892248838  133.3476514 -0.00463049  17.986155 0.23701 ...              -99.0       2.0          -5.9861546 0.014161165829375742       0.0\n",
-       " 484671 587729777980014871 211.96306967 -1.96789383  17.992308 0.26017 ...              -99.0       2.0          -5.9923077 0.015903840222339084       0.0\n",
-       " 376800 587727943490601059 135.22666288   1.4348097  17.999638 0.26068 ...              -99.0       2.0          -5.9996376 0.015187712666352698       0.0\n",
-       " 177450 587725041164222711 176.80998488 -1.99897157  18.001045  0.2553 ...              -99.0       2.0           -6.001045 0.014965132271023477       0.0\n",
-       "  30518 587722981738217485 175.70064254 -1.18234501  18.001783 0.22295 ...              -99.0       2.0          -6.0017834  0.01301876342240668       0.0\n",
-       " 105411 587722984438300903 211.65922653  1.04849647  18.020824 0.23631 ...              -99.0       2.0          -6.0208244 0.013677861367422462       0.0\n",
-       "3593025 587729150378377464 139.16666453 -1.77357705  18.030323 0.26161 ...              -99.0       2.0           -6.030323   0.0155668303082293       0.0\n",
-       " 750131 588848900988665982 185.20003749  0.63999913  18.074322 0.24175 ...              -99.0       2.0          -6.0743217 0.013264074523358276       0.0\n",
-       " 300652 587726032226812175 130.27215912  1.17050681   18.08109 0.22447 ...   1.89148805500651       1.0           -6.081091 0.012457667621748597       0.0\n",
-       " 324452 587726032766173370 135.94879061   1.6686448  18.235003 0.24393 ...              -99.0       2.0          -6.2350025 0.012415248372695175       0.0\n",
-       " 748358 588848900449304644 179.48112588  0.28444646  18.245932 0.26056 ...              -99.0       2.0          -6.2459316 0.013036160595095653       0.0\n",
-       " 238492 587726014547165187 214.45314846  1.63617383  18.330374 0.25231 ...              -99.0       2.0           -6.330374 0.012217707188785929       0.0\n",
-       " 727391 587727944563818512 133.93707095  2.25044487  18.410467 0.26069 ...              -99.0       2.0           -6.410467 0.012096208783751212       0.0"
+       " CATAID       OBJID             RA          DEC      R_PETRO    ZGAMA    NQ  ...     DDPMALL_0P0     DELTA_DETMAG_FAINT        ZMAX        ZMAX_WARN DELTA_DETMAG_BRIGHT         ZMIN         ZMIN_WARN\n",
+       "                               deg          deg        mag                   ...         mag                mag                                              mag                                       \n",
+       " int32        int64          float64      float64    float32   float32 int16 ...       float64            float32            float64        float64        float32             float64         float64 \n",
+       "------- ------------------ ------------ ----------- ---------- ------- ----- ... ------------------- ------------------ ------------------ --------- ------------------- -------------------- ---------\n",
+       " 185322 587725041702469675 179.83440251 -1.64817036  14.160493 0.08135     5 ... -22.930188228466623          5.6395063              -99.0       2.0           -2.160493  0.03154120966707457       0.0\n",
+       " 178839 587725041166581794  182.1835035 -2.07231294  14.328211 0.10734     4 ... -23.400249615659654          5.4717884              -99.0       2.0          -2.3282108 0.039334234229219986       0.0\n",
+       " 125489 587724649258876969 184.17810296 -2.69967347  14.425353 0.25162     4 ... -25.292493687017117           5.374646              -99.0       2.0           -2.425353  0.09538586652718395       0.0\n",
+       " 718921 587726031728017438  217.2773885  1.28502947  14.456577 0.08647     3 ... -22.774114665019606           5.343422 1.1327446851177603       1.0          -2.4565773 0.027777561711799695       0.0\n",
+       " 423776 587728879796093009 137.38205797   2.9559053  14.904024 0.14906     4 ... -23.585325386077148           4.895975 1.0458491090380897       1.0          -2.9040241  0.03981006674260368       0.0\n",
+       " 402898 587728308032700482   177.930413   1.9912852  15.154907 0.07667     5 ... -21.800086809082288           4.645092 0.6363174309306606       1.0          -3.1549072  0.01821402409100862       0.0\n",
+       "  55245 587722982814318600 181.07946541 -0.31550504  15.221583  0.0936     4 ... -22.191203711290704           4.578416              -99.0       2.0          -3.2215834  0.02155160084827179       0.0\n",
+       " 164223 587725040090546261 176.91220582 -2.82404411  15.538947 0.12282     4 ...  -22.50102189849848           4.261052              -99.0       2.0           -3.538947 0.024622432217580436       0.0\n",
+       " 279902 587726031694135321 139.86515197  0.93671887  15.750058 0.08487     5 ... -21.437766554136548           4.049941              -99.0       2.0          -3.7500582 0.015143992242509292       0.0\n",
+       " 376679 587727943490339001 134.64993531  1.53042167 15.8212805 0.10684     5 ...  -21.89640176958791          3.9787188 0.6271826751914104       1.0          -3.8212805  0.01877490582387931       0.0\n",
+       "  23743 588848901524553740 182.83851216  1.06385288  15.987492 0.12491     4 ...  -22.09156206218879          3.8125076              -99.0       2.0          -3.9874916 0.020115906605049184       0.0\n",
+       " 131851 587724649795158109 182.85438859  -2.1092772  15.992997 0.13717     5 ...   -22.3031932100747           3.807002              -99.0       2.0          -3.9929972  0.02229067972726762       0.0\n",
+       " 744812 588848899391553693 216.01587484 -0.44945953  16.054071 0.15084     4 ... -22.462890430273898          3.7459278 1.1327446851177603       1.0          -4.0540714  0.02239812145646057       0.0\n",
+       " 382463 587727944028192838 136.79324829  1.90364287   16.17986 0.10016     4 ... -21.388906661581682            3.62014              -99.0       2.0           -4.179859 0.014598545349800799       0.0\n",
+       " 171065 587725040627417096 176.84351336 -2.43960192  16.204529 0.12828     5 ... -21.936219761986727          3.5954704              -99.0       2.0           -4.204529 0.018474652936270312       0.0\n",
+       " 418953 587728879259615489 138.28968932   2.7242524  16.209084 0.15411     5 ... -22.357783966932896          3.5909157              -99.0       2.0          -4.2090836 0.022428155828085678       0.0\n",
+       " 238590 587726014547296416 214.85066147  1.65660328  16.225485 0.17129     5 ... -22.587690881126942          3.5745144              -99.0       2.0           -4.225485 0.024541665806577392       0.0\n",
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+       "    ...                ...          ...         ...        ...     ...   ... ...                 ...                ...                ...       ...                 ...                  ...       ...\n",
+       " 700164 587724650331242559 181.13752179 -1.70786851   17.87891 0.20225     5 ... -21.322984074979964          1.9210892              -99.0       2.0            -5.87891 0.012517021121428839       0.0\n",
+       "  32107 587722981741559960 183.43889465 -1.16330743   17.87966 0.25186     4 ... -21.840459136570356          1.9203396              -99.0       2.0          -5.8796597  0.01653019475485805       0.0\n",
+       "  97971 587722984422441069 175.51419482  0.85996505  17.889036 0.24509     5 ...  -21.76623188679421           1.910963              -99.0       2.0           -5.889036 0.014709381157599238       0.0\n",
+       " 575396 588848899895001436  139.6911253 -0.08432391  17.911074   0.259     4 ... -21.875775800518582          1.8889256 0.6102120954418189       1.0          -5.9110737 0.016698615407487925       0.0\n",
+       " 260745 587726015619596393 211.56814435  2.59535711  17.915962 0.22485     5 ... -21.535194711974118           1.884037              -99.0       2.0           -5.915962  0.01349450132675754       0.0\n",
+       " 537289 588848898840985609 184.66237999 -1.02620375  17.927773  0.2574     5 ... -21.844266141279835          1.8722267              -99.0       2.0          -5.9277725 0.015125551827086012       0.0\n",
+       " 106337 587722984440004810 215.56421618  0.85842886  17.945902  0.2532     4 ... -21.786867551856695          1.8540974              -99.0       2.0           -5.945902 0.015204987664247738       0.0\n",
+       " 251885 587726015086854300  220.9343099  1.94218423    17.9486 0.25325     5 ... -21.784639511485302          1.8513985 0.6304259718836054       1.0           -5.948601 0.015549481777762731       0.0\n",
+       " 584199 588848899912040466 178.51898402 -0.16939692  17.964832 0.25354     5 ... -21.771137565772325          1.8351669              -99.0       2.0          -5.9648323 0.015125930577343731       0.0\n",
+       " 547810 588848899892248838  133.3476514 -0.00463049  17.986155 0.23701     4 ...  -21.58955756417047          1.8138447              -99.0       2.0          -5.9861546 0.014161165829375742       0.0\n",
+       " 484671 587729777980014871 211.96306967 -1.96789383  17.992308 0.26017     4 ... -21.805321249693222          1.8076916              -99.0       2.0          -5.9923077 0.015903840222339084       0.0\n",
+       " 376800 587727943490601059 135.22666288   1.4348097  17.999638 0.26068     5 ... -21.802676578950443          1.8003616              -99.0       2.0          -5.9996376 0.015187712666352698       0.0\n",
+       " 177450 587725041164222711 176.80998488 -1.99897157  18.001045  0.2553     4 ... -21.751430289866114           1.798954              -99.0       2.0           -6.001045 0.014965132271023477       0.0\n",
+       "  30518 587722981738217485 175.70064254 -1.18234501  18.001783 0.22295     5 ...  -21.42934900664135          1.7982159              -99.0       2.0          -6.0017834  0.01301876342240668       0.0\n",
+       " 105411 587722984438300903 211.65922653  1.04849647  18.020824 0.23631     5 ... -21.547879395064594          1.7791748              -99.0       2.0          -6.0208244 0.013677861367422462       0.0\n",
+       "3593025 587729150378377464 139.16666453 -1.77357705  18.030323 0.26161     4 ...  -21.78051478664951          1.7696762              -99.0       2.0           -6.030323   0.0155668303082293       0.0\n",
+       " 750131 588848900988665982 185.20003749  0.63999913  18.074322 0.24175     4 ... -21.548354430246473          1.7256775              -99.0       2.0          -6.0743217 0.013264074523358276       0.0\n",
+       " 300652 587726032226812175 130.27215912  1.17050681   18.08109 0.22447     4 ...  -21.36607394814145          1.7189083   1.89148805500651       1.0           -6.081091 0.012457667621748597       0.0\n",
+       " 324452 587726032766173370 135.94879061   1.6686448  18.235003 0.24393     5 ... -21.408992058923765          1.5649967              -99.0       2.0          -6.2350025 0.012415248372695175       0.0\n",
+       " 748358 588848900449304644 179.48112588  0.28444646  18.245932 0.26056     5 ... -21.555281063314258          1.5540676              -99.0       2.0          -6.2459316 0.013036160595095653       0.0\n",
+       " 238492 587726014547165187 214.45314846  1.63617383  18.330374 0.25231     5 ...  -21.39400017687535          1.4696255              -99.0       2.0           -6.330374 0.012217707188785929       0.0\n",
+       " 727391 587727944563818512 133.93707095  2.25044487  18.410467 0.26069     5 ...  -21.39193894810155          1.3895321              -99.0       2.0           -6.410467 0.012096208783751212       0.0"
       ]
      },
-     "execution_count": 46,
+     "execution_count": 28,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -908,29 +972,29 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 47,
-   "id": "33354f5d",
+   "execution_count": 29,
+   "id": "f2efb76a",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
        "<div><i>Table length=0</i>\n",
-       "<table id=\"table139801628182128\" 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><th>CARTESIAN_X</th><th>CARTESIAN_Y</th><th>CARTESIAN_Z</th><th>ROTCARTESIAN_X</th><th>ROTCARTESIAN_Y</th><th>ROTCARTESIAN_Z</th><th>GMR</th><th>REST_GMR_0P1</th><th>REST_GMR_0P1_WARN</th><th>REST_GMR_0P1_INDEX</th><th>KCORR_R0P1</th><th>KCORR_G0P1</th><th>KCORR_R0P0</th><th>KCORR_G0P0</th><th>REST_GMR_0P0</th><th>Q_COLOR_0P0</th><th>EQ_ALL_0P0</th><th>EQ_COLOR_0P0</th><th>MALL_0P0</th><th>MCOLOR_0P0</th><th>Z_THETA_QALL</th><th>Z_THETA_QCOLOR</th><th>DDPKCORR_R0P1</th><th>DDPKCORR_G0P1</th><th>DDPKCORR_R0P0</th><th>DDPKCORR_G0P0</th><th>DDPMALL_0P0</th><th>DELTA_RPETRO_FAINT</th><th>ZMAX</th><th>ZMAX_WARN</th><th>DELTA_RPETRO_BRIGHT</th><th>ZMIN</th><th>ZMIN_WARN</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>Mpc</th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th>mag</th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th>mag</th><th>mag</th><th></th><th></th><th>mag</th><th>mag</th><th></th><th></th><th></th><th></th><th></th><th></th><th>mag</th><th>mag</th><th></th><th></th><th>mag</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><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float32</th><th>float64</th><th>int32</th><th>int64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float32</th><th>float32</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float32</th><th>float64</th><th>float64</th><th>float32</th><th>float64</th><th>float64</th></tr></thead>\n",
+       "<table id=\"table47530577011040\" 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><th>CARTESIAN_X</th><th>CARTESIAN_Y</th><th>CARTESIAN_Z</th><th>ROTCARTESIAN_X</th><th>ROTCARTESIAN_Y</th><th>ROTCARTESIAN_Z</th><th>GMR</th><th>DETMAG</th><th>REST_GMR_0P1</th><th>REST_GMR_0P1_WARN</th><th>REST_GMR_0P1_INDEX</th><th>KCORR_R0P1</th><th>KCORR_G0P1</th><th>KCORR_R0P0</th><th>KCORR_G0P0</th><th>REST_GMR_0P0</th><th>Q_COLOR_0P0</th><th>EQ_ALL_0P0</th><th>EQ_COLOR_0P0</th><th>MALL_0P0</th><th>MCOLOR_0P0</th><th>MQZERO_0P0</th><th>Z_THETA_QALL</th><th>Z_THETA_QCOLOR</th><th>DDPKCORR_R0P1</th><th>DDPKCORR_G0P1</th><th>DDPKCORR_R0P0</th><th>DDPKCORR_G0P0</th><th>DDPMALL_0P0</th><th>DELTA_DETMAG_FAINT</th><th>ZMAX</th><th>ZMAX_WARN</th><th>DELTA_DETMAG_BRIGHT</th><th>ZMIN</th><th>ZMIN_WARN</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>Mpc</th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th>mag</th><th>mag</th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th>mag</th><th>mag</th><th></th><th></th><th>mag</th><th>mag</th><th>mag</th><th></th><th></th><th></th><th></th><th></th><th></th><th>mag</th><th>mag</th><th></th><th></th><th>mag</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>bytes3</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float32</th><th>float32</th><th>float64</th><th>int32</th><th>int64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float32</th><th>float32</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float32</th><th>float64</th><th>float64</th><th>float32</th><th>float64</th><th>float64</th></tr></thead>\n",
        "</table></div>"
       ],
       "text/plain": [
        "<Table length=0>\n",
-       "CATAID OBJID    RA     DEC   R_PETRO  ZGAMA    NQ   SPECID ... DDPKCORR_G0P0 DDPMALL_0P0 DELTA_RPETRO_FAINT   ZMAX  ZMAX_WARN DELTA_RPETRO_BRIGHT   ZMIN  ZMIN_WARN\n",
-       "               deg     deg     mag                         ...                   mag            mag                                   mag                          \n",
-       "int32  int64 float64 float64 float32 float32 int16 bytes33 ...    float64      float64        float32       float64  float64        float32       float64  float64 \n",
-       "------ ----- ------- ------- ------- ------- ----- ------- ... ------------- ----------- ------------------ ------- --------- ------------------- ------- ---------"
+       "CATAID OBJID    RA     DEC   R_PETRO  ZGAMA    NQ   SPECID SURVEY_CLASS ... DDPKCORR_R0P0 DDPKCORR_G0P0 DDPMALL_0P0 DELTA_DETMAG_FAINT   ZMAX  ZMAX_WARN DELTA_DETMAG_BRIGHT   ZMIN  ZMIN_WARN\n",
+       "               deg     deg     mag                                      ...                                 mag            mag                                   mag                          \n",
+       "int32  int64 float64 float64 float32 float32 int16 bytes33    int16     ...    float64       float64      float64        float32       float64  float64        float32       float64  float64 \n",
+       "------ ----- ------- ------- ------- ------- ----- ------- ------------ ... ------------- ------------- ----------- ------------------ ------- --------- ------------------- ------- ---------"
       ]
      },
-     "execution_count": 47,
+     "execution_count": 29,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -943,7 +1007,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3cafad09",
+   "id": "1f837c75",
    "metadata": {},
    "source": [
     "# Done."
@@ -952,7 +1016,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "b1aecb94",
+   "id": "286f70c0",
    "metadata": {},
    "outputs": [],
    "source": []

From 8cb9a08b50fb1e6447e52efa85d71f4221760e2e Mon Sep 17 00:00:00 2001
From: sgmAstro <sgmoore@alumni.princeton.edu>
Date: Thu, 24 Feb 2022 15:57:10 +0000
Subject: [PATCH 10/24] Added lumfn w/ version

---
 docs/nb/lumfn.ipynb | 434 ++++++++++++++++++++++++--------------------
 1 file changed, 237 insertions(+), 197 deletions(-)

diff --git a/docs/nb/lumfn.ipynb b/docs/nb/lumfn.ipynb
index 0aabdabb..6be0aeb4 100644
--- a/docs/nb/lumfn.ipynb
+++ b/docs/nb/lumfn.ipynb
@@ -2,8 +2,8 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
-   "id": "93b21285",
+   "execution_count": 3,
+   "id": "300afe59",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -20,8 +20,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
-   "id": "7e12676d",
+   "execution_count": 4,
+   "id": "4f8b4dfe",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -30,19 +30,32 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
-   "id": "d6a4e615",
+   "execution_count": 5,
+   "id": "323b6660",
    "metadata": {},
    "outputs": [],
    "source": [
     "import pubplot\n",
     "\n",
-    "from   schechter     import schechter, named_schechter"
+    "from   schechter     import schechter, named_schechter\n",
+    "from   findfile      import findfile"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "bd9f2ad7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "version = 'v1'\n",
+    "survey = 'gama'\n",
+    "dryrun = False"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "9938b0e1",
+   "id": "0c7de9a3",
    "metadata": {},
    "source": [
     "##  VMAX"
@@ -50,117 +63,130 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
-   "id": "39986e2b",
+   "execution_count": 7,
+   "id": "1671cbc4",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
        "<div><i>Table length=113602</i>\n",
-       "<table id=\"table140493356940496\" class=\"table-striped table-bordered table-condensed\">\n",
-       "<thead><tr><th>ZGAMA</th><th>ZMIN</th><th>ZMAX</th><th>MCOLOR_0P0</th><th>VMAX</th><th>VZ</th></tr></thead>\n",
-       "<thead><tr><th></th><th></th><th></th><th>mag</th><th></th><th></th></tr></thead>\n",
-       "<thead><tr><th>float32</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th></tr></thead>\n",
-       "<tr><td>0.15655</td><td>0.03903000056743622</td><td>0.16392420521119658</td><td>-18.628643090725816</td><td>1938744.2553151867</td><td>1692914.8221834349</td></tr>\n",
-       "<tr><td>0.05258</td><td>0.03903000056743622</td><td>0.0739139156122269</td><td>-17.087817070651862</td><td>161906.26051134185</td><td>40824.56513655541</td></tr>\n",
-       "<tr><td>0.10614</td><td>0.03903000056743622</td><td>0.24168470123991342</td><td>-19.484833226058434</td><td>5971110.734171794</td><td>524787.6872112361</td></tr>\n",
-       "<tr><td>0.10328</td><td>0.03903000056743622</td><td>0.15849151887991855</td><td>-18.536275513231658</td><td>1755600.7496031362</td><td>482128.5933214005</td></tr>\n",
-       "<tr><td>0.23578</td><td>0.03903000056743622</td><td>0.26298999786376953</td><td>-20.092478361885625</td><td>7594841.612883208</td><td>5563439.053892887</td></tr>\n",
-       "<tr><td>0.26182</td><td>0.03903000056743622</td><td>0.26298999786376953</td><td>-21.056077673993215</td><td>7594841.612883208</td><td>7499327.902770107</td></tr>\n",
-       "<tr><td>0.1357</td><td>0.03903000056743622</td><td>0.26298999786376953</td><td>-19.94891417349914</td><td>7594841.612883208</td><td>1107198.6172626077</td></tr>\n",
-       "<tr><td>0.05371</td><td>0.03903000056743622</td><td>0.07804687277456436</td><td>-17.081046692078406</td><td>195139.4244464204</td><td>45350.80907439499</td></tr>\n",
-       "<tr><td>0.24042</td><td>0.03903000056743622</td><td>0.26298999786376953</td><td>-19.630832169366276</td><td>7594841.612883208</td><td>5882276.874142841</td></tr>\n",
-       "<tr><td>0.16146</td><td>0.03903000056743622</td><td>0.18456828479627121</td><td>-18.937453567661795</td><td>2743309.374805226</td><td>1854248.2180504825</td></tr>\n",
-       "<tr><td>0.16593</td><td>0.03903000056743622</td><td>0.1956091483876409</td><td>-19.051357647274447</td><td>3248063.071942477</td><td>2009288.0602811982</td></tr>\n",
-       "<tr><td>0.1618</td><td>0.03903000056743622</td><td>0.2547885781458417</td><td>-20.08020648199913</td><td>6941012.655388851</td><td>1865765.2268165</td></tr>\n",
-       "<tr><td>0.23259</td><td>0.03903000056743622</td><td>0.26298999786376953</td><td>-21.138387649849847</td><td>7594841.612883208</td><td>5350639.527823693</td></tr>\n",
-       "<tr><td>0.13062</td><td>0.03903000056743622</td><td>0.26298999786376953</td><td>-19.81272509468262</td><td>7594841.612883208</td><td>987525.0920129278</td></tr>\n",
-       "<tr><td>0.09792</td><td>0.03903000056743622</td><td>0.25908964552178876</td><td>-20.188243122292434</td><td>7279344.262651454</td><td>408072.2482165701</td></tr>\n",
-       "<tr><td>0.11102</td><td>0.03903000056743622</td><td>0.17934011515537854</td><td>-19.21288621085387</td><td>2522780.4481923343</td><td>602813.4302434588</td></tr>\n",
-       "<tr><td>0.07123</td><td>0.03903000056743622</td><td>0.1759550732982395</td><td>-19.181313162693318</td><td>2386167.4838856524</td><td>142165.95810390892</td></tr>\n",
-       "<tr><td>0.20913</td><td>0.03903000056743622</td><td>0.26298999786376953</td><td>-20.578328142217543</td><td>7594841.612883208</td><td>3941147.8448437178</td></tr>\n",
-       "<tr><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td></tr>\n",
-       "<tr><td>0.25001</td><td>0.03903000056743622</td><td>0.26298999786376953</td><td>-20.20853211182548</td><td>7594841.612883208</td><td>6576781.086083705</td></tr>\n",
-       "<tr><td>0.19203</td><td>0.03903000056743622</td><td>0.2312738594930036</td><td>-19.86717379837014</td><td>5264348.663057127</td><td>3078534.447807109</td></tr>\n",
-       "<tr><td>0.15506</td><td>0.03903000056743622</td><td>0.15791008387549985</td><td>-18.550896895632647</td><td>1736676.6402431268</td><td>1645779.8100828314</td></tr>\n",
-       "<tr><td>0.25358</td><td>0.03903000056743622</td><td>0.26298999786376953</td><td>-21.270305406378277</td><td>7594841.612883208</td><td>6847738.330855084</td></tr>\n",
-       "<tr><td>0.23907</td><td>0.03903000056743622</td><td>0.2624875924219528</td><td>-19.730091608269518</td><td>7553735.920005194</td><td>5788366.456998835</td></tr>\n",
-       "<tr><td>0.19211</td><td>0.03903000056743622</td><td>0.26298999786376953</td><td>-21.22606857441965</td><td>7594841.612883208</td><td>3082261.4498269074</td></tr>\n",
-       "<tr><td>0.1544</td><td>0.03903000056743622</td><td>0.18448761423133572</td><td>-18.86761259825804</td><td>2739817.6904058247</td><td>1625170.0159750537</td></tr>\n",
-       "<tr><td>0.25807</td><td>0.03903000056743622</td><td>0.26298999786376953</td><td>-20.913223701083478</td><td>7594841.612883208</td><td>7198230.927417341</td></tr>\n",
-       "<tr><td>0.14596</td><td>0.03903000056743622</td><td>0.24109520572489126</td><td>-19.972419934101847</td><td>5929600.682438022</td><td>1375865.94617165</td></tr>\n",
-       "<tr><td>0.05352</td><td>0.03903000056743622</td><td>0.20417446251888702</td><td>-19.18767996791392</td><td>3677316.677913631</td><td>44576.562914771814</td></tr>\n",
-       "<tr><td>0.14111</td><td>0.03903000056743622</td><td>0.15423120660521267</td><td>-18.830174400959798</td><td>1619925.1666650898</td><td>1244275.994784332</td></tr>\n",
-       "<tr><td>0.12199</td><td>0.03903000056743622</td><td>0.17778199181647653</td><td>-19.225658974271468</td><td>2459301.1362192887</td><td>803518.4045581466</td></tr>\n",
-       "<tr><td>0.10949</td><td>0.03903000056743622</td><td>0.15386158205093553</td><td>-18.570695509366832</td><td>1608477.7720548585</td><td>577627.9507016037</td></tr>\n",
-       "<tr><td>0.1379</td><td>0.03903000056743622</td><td>0.2065148758141962</td><td>-19.179186841031978</td><td>3800487.219601258</td><td>1161725.7261863</td></tr>\n",
-       "<tr><td>0.21869</td><td>0.03903000056743622</td><td>0.2294179704962314</td><td>-19.39760600049807</td><td>5144157.390299938</td><td>4483032.978957807</td></tr>\n",
-       "<tr><td>0.1062</td><td>0.03903000056743622</td><td>0.18497864049545043</td><td>-19.284589633886405</td><td>2761114.383798262</td><td>525706.6014803558</td></tr>\n",
-       "<tr><td>0.22127</td><td>0.03903000056743622</td><td>0.26298999786376953</td><td>-21.160067291303456</td><td>7594841.612883208</td><td>4636841.906194966</td></tr>\n",
-       "<tr><td>0.19636</td><td>0.03903000056743622</td><td>0.23835357542047597</td><td>-19.553777539692206</td><td>5738912.307533732</td><td>3284357.079800729</td></tr>\n",
-       "<tr><td>0.14597</td><td>0.03903000056743622</td><td>0.26298999786376953</td><td>-20.960350419938724</td><td>7594841.612883208</td><td>1376145.894030689</td></tr>\n",
+       "<table id=\"table47158884901984\" class=\"table-striped table-bordered table-condensed\">\n",
+       "<thead><tr><th>ZGAMA</th><th>ZMIN</th><th>ZMAX</th><th>MCOLOR_0P0</th><th>DDPMALL_0P0_VISZ</th><th>FIELD</th><th>VMAX</th><th>VZ</th></tr></thead>\n",
+       "<thead><tr><th></th><th></th><th></th><th>mag</th><th></th><th></th><th></th><th></th></tr></thead>\n",
+       "<thead><tr><th>float32</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>bytes3</th><th>float64</th><th>float64</th></tr></thead>\n",
+       "<tr><td>0.04729</td><td>0.03903000056743622</td><td>0.08183233858717384</td><td>-17.193592388335937</td><td>-16.046459101933998</td><td>G12</td><td>228724.08805456513</td><td>22054.83350758585</td></tr>\n",
+       "<tr><td>0.20122</td><td>0.03903000056743622</td><td>0.26298999786376953</td><td>-20.67650453873228</td><td>-19.38962417724164</td><td>G12</td><td>7594841.612883208</td><td>3525457.963994145</td></tr>\n",
+       "<tr><td>0.05365</td><td>0.03903000056743622</td><td>0.10314031824566675</td><td>-17.71167427485992</td><td>-16.33357211774324</td><td>G9</td><td>480101.9882130583</td><td>45105.72829050974</td></tr>\n",
+       "<tr><td>0.14181</td><td>0.03903000056743622</td><td>0.26298999786376953</td><td>-20.349613246844623</td><td>-18.572635258915074</td><td>G12</td><td>7594841.612883208</td><td>1262754.3316560949</td></tr>\n",
+       "<tr><td>0.16915</td><td>0.03903000056743622</td><td>0.26298999786376953</td><td>-21.41420814760261</td><td>-18.98352343165484</td><td>G15</td><td>7594841.612883208</td><td>2125890.0392551883</td></tr>\n",
+       "<tr><td>0.13248</td><td>0.03903000056743622</td><td>0.15786886419359342</td><td>-18.908718335697667</td><td>-18.414279698458568</td><td>G15</td><td>1735339.9721856099</td><td>1030343.7876606227</td></tr>\n",
+       "<tr><td>0.17376</td><td>0.03903000056743622</td><td>0.26298999786376953</td><td>-20.467342813232758</td><td>-19.045717870718047</td><td>G15</td><td>7594841.612883208</td><td>2300132.47671367</td></tr>\n",
+       "<tr><td>0.05675</td><td>0.03903000056743622</td><td>0.08930385940107541</td><td>-17.388129265913232</td><td>-16.461667748579703</td><td>G15</td><td>304358.2332936672</td><td>58482.73281318341</td></tr>\n",
+       "<tr><td>0.05348</td><td>0.03903000056743622</td><td>0.26298999786376953</td><td>-20.34014935502133</td><td>-16.326547523598446</td><td>G9</td><td>7594841.612883208</td><td>44414.236486548776</td></tr>\n",
+       "<tr><td>0.13002</td><td>0.03903000056743622</td><td>0.26298999786376953</td><td>-20.728908412277097</td><td>-18.371972202739823</td><td>G15</td><td>7594841.612883208</td><td>973955.5367653737</td></tr>\n",
+       "<tr><td>0.19524</td><td>0.03903000056743622</td><td>0.25555463015548235</td><td>-20.09285210941698</td><td>-19.318434493399092</td><td>G9</td><td>7000540.944821197</td><td>3230313.037266608</td></tr>\n",
+       "<tr><td>0.25986</td><td>0.03903000056743622</td><td>0.26298999786376953</td><td>-19.928361586728336</td><td>-19.994754852828386</td><td>G12</td><td>7594841.612883208</td><td>7341001.126233499</td></tr>\n",
+       "<tr><td>0.19614</td><td>0.03903000056743622</td><td>0.26298999786376953</td><td>-20.945743664733804</td><td>-19.32925189966897</td><td>G12</td><td>7594841.612883208</td><td>3273696.649472549</td></tr>\n",
+       "<tr><td>0.24412</td><td>0.03903000056743622</td><td>0.2612465787923371</td><td>-20.17728259823141</td><td>-19.845409403927736</td><td>G9</td><td>7452791.036385218</td><td>6144514.310032886</td></tr>\n",
+       "<tr><td>0.07016</td><td>0.03903000056743622</td><td>0.26298999786376953</td><td>-19.86707451516654</td><td>-16.951888363519803</td><td>G12</td><td>7594841.612883208</td><td>134687.25458208617</td></tr>\n",
+       "<tr><td>0.17659</td><td>0.03903000056743622</td><td>0.26298999786376953</td><td>-19.6826837744871</td><td>-19.083487139699255</td><td>G15</td><td>7594841.612883208</td><td>2411426.091895112</td></tr>\n",
+       "<tr><td>0.17726</td><td>0.03903000056743622</td><td>0.21804840681041693</td><td>-19.69508113976644</td><td>-19.092428996928174</td><td>G15</td><td>4445288.3959663315</td><td>2438262.6665979074</td></tr>\n",
+       "<tr><td>0.11547</td><td>0.03903000056743622</td><td>0.18415841096080204</td><td>-18.887791657657893</td><td>-18.0950459602833</td><td>G15</td><td>2725597.786671609</td><td>679907.9930993256</td></tr>\n",
+       "<tr><td>0.09503</td><td>0.03903000056743622</td><td>0.26298999786376953</td><td>-21.20869815235635</td><td>-17.644568606209944</td><td>G12</td><td>7594841.612883208</td><td>371230.5222792255</td></tr>\n",
+       "<tr><td>0.09356</td><td>0.03903000056743622</td><td>0.2011778624470116</td><td>-19.498636726167327</td><td>-17.60892399030887</td><td>G15</td><td>3523320.906334786</td><td>353297.14179450384</td></tr>\n",
+       "<tr><td>0.20481</td><td>0.03903000056743622</td><td>0.24728447337711337</td><td>-19.9964751758846</td><td>-19.430754989666312</td><td>G15</td><td>6374479.045433421</td><td>3710510.9112681868</td></tr>\n",
+       "<tr><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td></tr>\n",
+       "<tr><td>0.08275</td><td>0.03903000056743622</td><td>0.220542981774964</td><td>-19.73411994148983</td><td>-17.326658908793103</td><td>G12</td><td>4593171.015181922</td><td>237333.9071949509</td></tr>\n",
+       "<tr><td>0.2485</td><td>0.03903000056743622</td><td>0.26298999786376953</td><td>-21.27170694901746</td><td>-19.88790561855811</td><td>G15</td><td>7594841.612883208</td><td>6464215.320050071</td></tr>\n",
+       "<tr><td>0.11848</td><td>0.03903000056743622</td><td>0.19328192664083696</td><td>-19.406785182646857</td><td>-18.15560704751957</td><td>G15</td><td>3137181.9048606665</td><td>735371.2235757802</td></tr>\n",
+       "<tr><td>0.16133</td><td>0.03903000056743622</td><td>0.26298999786376953</td><td>-20.249994036586862</td><td>-18.873001073370283</td><td>G9</td><td>7594841.612883208</td><td>1849856.638937592</td></tr>\n",
+       "<tr><td>0.26054</td><td>0.03903000056743622</td><td>0.26298999786376953</td><td>-19.706984927747094</td><td>-20.000952246532794</td><td>G15</td><td>7594841.612883208</td><td>7395694.005862203</td></tr>\n",
+       "<tr><td>0.22382</td><td>0.03903000056743622</td><td>0.26060156959657765</td><td>-19.520952631201833</td><td>-19.639805735397573</td><td>G12</td><td>7400657.845208485</td><td>4792072.044927885</td></tr>\n",
+       "<tr><td>0.05887</td><td>0.03903000056743622</td><td>0.15641156961838887</td><td>-18.869313000793184</td><td>-16.549268596844207</td><td>G9</td><td>1688500.0670409438</td><td>68494.33204974653</td></tr>\n",
+       "<tr><td>0.08717</td><td>0.03903000056743622</td><td>0.25360617115216394</td><td>-20.105115252959955</td><td>-17.446115875234778</td><td>G15</td><td>6849749.536308489</td><td>281450.03129671817</td></tr>\n",
+       "<tr><td>0.08799</td><td>0.03903000056743622</td><td>0.23236127858767758</td><td>-19.340006678778586</td><td>-17.468277681495298</td><td>G12</td><td>5335580.475809047</td><td>290126.9610242145</td></tr>\n",
+       "<tr><td>0.22548</td><td>0.03903000056743622</td><td>0.26298999786376953</td><td>-20.393880025403945</td><td>-19.657223973428554</td><td>G12</td><td>7594841.612883208</td><td>4894850.2912144745</td></tr>\n",
+       "<tr><td>0.04815</td><td>0.03903000056743622</td><td>0.04947494207526809</td><td>-16.09541603100342</td><td>-16.089709978351944</td><td>G12</td><td>29336.530696595582</td><td>24844.06074049177</td></tr>\n",
+       "<tr><td>0.14199</td><td>0.03903000056743622</td><td>0.17688688625920765</td><td>-19.189156362745425</td><td>-18.575521859972735</td><td>G15</td><td>2423294.759629847</td><td>1267533.898998661</td></tr>\n",
+       "<tr><td>0.20548</td><td>0.03903000056743622</td><td>0.2095345808712062</td><td>-19.649682957353303</td><td>-19.438431250329813</td><td>G9</td><td>3963196.5403721966</td><td>3745708.9664942767</td></tr>\n",
+       "<tr><td>0.08601</td><td>0.03903000056743622</td><td>0.20192718559152548</td><td>-19.05930607843447</td><td>-17.41476527291863</td><td>G15</td><td>3561440.3586398363</td><td>269441.64366017573</td></tr>\n",
+       "<tr><td>0.1936</td><td>0.03903000056743622</td><td>0.26298999786376953</td><td>-19.994012222336586</td><td>-19.29872269968644</td><td>G15</td><td>7594841.612883208</td><td>3152193.5026318827</td></tr>\n",
+       "<tr><td>0.2223</td><td>0.03903000056743622</td><td>0.26298999786376953</td><td>-20.19358710970628</td><td>-19.623856463949487</td><td>G12</td><td>7594841.612883208</td><td>4699156.920996639</td></tr>\n",
+       "<tr><td>0.11052</td><td>0.03903000056743622</td><td>0.12519263945628284</td><td>-18.090689696365608</td><td>-17.995452019724976</td><td>G12</td><td>869033.062129229</td><td>594509.4307973223</td></tr>\n",
+       "<tr><td>0.25505</td><td>0.03903000056743622</td><td>0.26298999786376953</td><td>-19.918095838301774</td><td>-19.949730224430372</td><td>G15</td><td>7594841.612883208</td><td>6961291.971893903</td></tr>\n",
+       "<tr><td>0.08326</td><td>0.03903000056743622</td><td>0.2216189453059357</td><td>-19.77696415357019</td><td>-17.34044240492099</td><td>G12</td><td>4657895.055850367</td><td>242199.43267657177</td></tr>\n",
+       "<tr><td>0.05123</td><td>0.03903000056743622</td><td>0.13574745875565947</td><td>-18.524156266886006</td><td>-16.233574863485956</td><td>G9</td><td>1108357.4305467731</td><td>35661.36037917439</td></tr>\n",
+       "<tr><td>0.24971</td><td>0.03903000056743622</td><td>0.26298999786376953</td><td>-20.325639457112448</td><td>-19.899645328510246</td><td>G15</td><td>7594841.612883208</td><td>6554319.356606522</td></tr>\n",
+       "<tr><td>0.12197</td><td>0.03903000056743622</td><td>0.26298999786376953</td><td>-19.762509010866026</td><td>-18.222720901439892</td><td>G9</td><td>7594841.612883208</td><td>803119.2580149792</td></tr>\n",
        "</table></div>"
       ],
       "text/plain": [
        "<Table length=113602>\n",
-       " ZGAMA          ZMIN                ZMAX             MCOLOR_0P0            VMAX                VZ        \n",
-       "                                                        mag                                              \n",
-       "float32       float64             float64             float64            float64            float64      \n",
-       "------- ------------------- ------------------- ------------------- ------------------ ------------------\n",
-       "0.15655 0.03903000056743622 0.16392420521119658 -18.628643090725816 1938744.2553151867 1692914.8221834349\n",
-       "0.05258 0.03903000056743622  0.0739139156122269 -17.087817070651862 161906.26051134185  40824.56513655541\n",
-       "0.10614 0.03903000056743622 0.24168470123991342 -19.484833226058434  5971110.734171794  524787.6872112361\n",
-       "0.10328 0.03903000056743622 0.15849151887991855 -18.536275513231658 1755600.7496031362  482128.5933214005\n",
-       "0.23578 0.03903000056743622 0.26298999786376953 -20.092478361885625  7594841.612883208  5563439.053892887\n",
-       "0.26182 0.03903000056743622 0.26298999786376953 -21.056077673993215  7594841.612883208  7499327.902770107\n",
-       " 0.1357 0.03903000056743622 0.26298999786376953  -19.94891417349914  7594841.612883208 1107198.6172626077\n",
-       "0.05371 0.03903000056743622 0.07804687277456436 -17.081046692078406  195139.4244464204  45350.80907439499\n",
-       "0.24042 0.03903000056743622 0.26298999786376953 -19.630832169366276  7594841.612883208  5882276.874142841\n",
-       "0.16146 0.03903000056743622 0.18456828479627121 -18.937453567661795  2743309.374805226 1854248.2180504825\n",
-       "0.16593 0.03903000056743622  0.1956091483876409 -19.051357647274447  3248063.071942477 2009288.0602811982\n",
-       " 0.1618 0.03903000056743622  0.2547885781458417  -20.08020648199913  6941012.655388851    1865765.2268165\n",
-       "0.23259 0.03903000056743622 0.26298999786376953 -21.138387649849847  7594841.612883208  5350639.527823693\n",
-       "0.13062 0.03903000056743622 0.26298999786376953  -19.81272509468262  7594841.612883208  987525.0920129278\n",
-       "0.09792 0.03903000056743622 0.25908964552178876 -20.188243122292434  7279344.262651454  408072.2482165701\n",
-       "0.11102 0.03903000056743622 0.17934011515537854  -19.21288621085387 2522780.4481923343  602813.4302434588\n",
-       "0.07123 0.03903000056743622  0.1759550732982395 -19.181313162693318 2386167.4838856524 142165.95810390892\n",
-       "0.20913 0.03903000056743622 0.26298999786376953 -20.578328142217543  7594841.612883208 3941147.8448437178\n",
-       "    ...                 ...                 ...                 ...                ...                ...\n",
-       "0.25001 0.03903000056743622 0.26298999786376953  -20.20853211182548  7594841.612883208  6576781.086083705\n",
-       "0.19203 0.03903000056743622  0.2312738594930036  -19.86717379837014  5264348.663057127  3078534.447807109\n",
-       "0.15506 0.03903000056743622 0.15791008387549985 -18.550896895632647 1736676.6402431268 1645779.8100828314\n",
-       "0.25358 0.03903000056743622 0.26298999786376953 -21.270305406378277  7594841.612883208  6847738.330855084\n",
-       "0.23907 0.03903000056743622  0.2624875924219528 -19.730091608269518  7553735.920005194  5788366.456998835\n",
-       "0.19211 0.03903000056743622 0.26298999786376953  -21.22606857441965  7594841.612883208 3082261.4498269074\n",
-       " 0.1544 0.03903000056743622 0.18448761423133572  -18.86761259825804 2739817.6904058247 1625170.0159750537\n",
-       "0.25807 0.03903000056743622 0.26298999786376953 -20.913223701083478  7594841.612883208  7198230.927417341\n",
-       "0.14596 0.03903000056743622 0.24109520572489126 -19.972419934101847  5929600.682438022   1375865.94617165\n",
-       "0.05352 0.03903000056743622 0.20417446251888702  -19.18767996791392  3677316.677913631 44576.562914771814\n",
-       "0.14111 0.03903000056743622 0.15423120660521267 -18.830174400959798 1619925.1666650898  1244275.994784332\n",
-       "0.12199 0.03903000056743622 0.17778199181647653 -19.225658974271468 2459301.1362192887  803518.4045581466\n",
-       "0.10949 0.03903000056743622 0.15386158205093553 -18.570695509366832 1608477.7720548585  577627.9507016037\n",
-       " 0.1379 0.03903000056743622  0.2065148758141962 -19.179186841031978  3800487.219601258    1161725.7261863\n",
-       "0.21869 0.03903000056743622  0.2294179704962314  -19.39760600049807  5144157.390299938  4483032.978957807\n",
-       " 0.1062 0.03903000056743622 0.18497864049545043 -19.284589633886405  2761114.383798262  525706.6014803558\n",
-       "0.22127 0.03903000056743622 0.26298999786376953 -21.160067291303456  7594841.612883208  4636841.906194966\n",
-       "0.19636 0.03903000056743622 0.23835357542047597 -19.553777539692206  5738912.307533732  3284357.079800729\n",
-       "0.14597 0.03903000056743622 0.26298999786376953 -20.960350419938724  7594841.612883208  1376145.894030689"
+       " ZGAMA          ZMIN                ZMAX             MCOLOR_0P0       DDPMALL_0P0_VISZ  FIELD         VMAX                VZ        \n",
+       "                                                        mag                                                                         \n",
+       "float32       float64             float64             float64             float64       bytes3      float64            float64      \n",
+       "------- ------------------- ------------------- ------------------- ------------------- ------ ------------------ ------------------\n",
+       "0.04729 0.03903000056743622 0.08183233858717384 -17.193592388335937 -16.046459101933998    G12 228724.08805456513  22054.83350758585\n",
+       "0.20122 0.03903000056743622 0.26298999786376953  -20.67650453873228  -19.38962417724164    G12  7594841.612883208  3525457.963994145\n",
+       "0.05365 0.03903000056743622 0.10314031824566675  -17.71167427485992  -16.33357211774324     G9  480101.9882130583  45105.72829050974\n",
+       "0.14181 0.03903000056743622 0.26298999786376953 -20.349613246844623 -18.572635258915074    G12  7594841.612883208 1262754.3316560949\n",
+       "0.16915 0.03903000056743622 0.26298999786376953  -21.41420814760261  -18.98352343165484    G15  7594841.612883208 2125890.0392551883\n",
+       "0.13248 0.03903000056743622 0.15786886419359342 -18.908718335697667 -18.414279698458568    G15 1735339.9721856099 1030343.7876606227\n",
+       "0.17376 0.03903000056743622 0.26298999786376953 -20.467342813232758 -19.045717870718047    G15  7594841.612883208   2300132.47671367\n",
+       "0.05675 0.03903000056743622 0.08930385940107541 -17.388129265913232 -16.461667748579703    G15  304358.2332936672  58482.73281318341\n",
+       "0.05348 0.03903000056743622 0.26298999786376953  -20.34014935502133 -16.326547523598446     G9  7594841.612883208 44414.236486548776\n",
+       "0.13002 0.03903000056743622 0.26298999786376953 -20.728908412277097 -18.371972202739823    G15  7594841.612883208  973955.5367653737\n",
+       "0.19524 0.03903000056743622 0.25555463015548235  -20.09285210941698 -19.318434493399092     G9  7000540.944821197  3230313.037266608\n",
+       "0.25986 0.03903000056743622 0.26298999786376953 -19.928361586728336 -19.994754852828386    G12  7594841.612883208  7341001.126233499\n",
+       "0.19614 0.03903000056743622 0.26298999786376953 -20.945743664733804  -19.32925189966897    G12  7594841.612883208  3273696.649472549\n",
+       "0.24412 0.03903000056743622  0.2612465787923371  -20.17728259823141 -19.845409403927736     G9  7452791.036385218  6144514.310032886\n",
+       "0.07016 0.03903000056743622 0.26298999786376953  -19.86707451516654 -16.951888363519803    G12  7594841.612883208 134687.25458208617\n",
+       "0.17659 0.03903000056743622 0.26298999786376953   -19.6826837744871 -19.083487139699255    G15  7594841.612883208  2411426.091895112\n",
+       "0.17726 0.03903000056743622 0.21804840681041693  -19.69508113976644 -19.092428996928174    G15 4445288.3959663315 2438262.6665979074\n",
+       "0.11547 0.03903000056743622 0.18415841096080204 -18.887791657657893   -18.0950459602833    G15  2725597.786671609  679907.9930993256\n",
+       "0.09503 0.03903000056743622 0.26298999786376953  -21.20869815235635 -17.644568606209944    G12  7594841.612883208  371230.5222792255\n",
+       "0.09356 0.03903000056743622  0.2011778624470116 -19.498636726167327  -17.60892399030887    G15  3523320.906334786 353297.14179450384\n",
+       "0.20481 0.03903000056743622 0.24728447337711337   -19.9964751758846 -19.430754989666312    G15  6374479.045433421 3710510.9112681868\n",
+       "    ...                 ...                 ...                 ...                 ...    ...                ...                ...\n",
+       "0.08275 0.03903000056743622   0.220542981774964  -19.73411994148983 -17.326658908793103    G12  4593171.015181922  237333.9071949509\n",
+       " 0.2485 0.03903000056743622 0.26298999786376953  -21.27170694901746  -19.88790561855811    G15  7594841.612883208  6464215.320050071\n",
+       "0.11848 0.03903000056743622 0.19328192664083696 -19.406785182646857  -18.15560704751957    G15 3137181.9048606665  735371.2235757802\n",
+       "0.16133 0.03903000056743622 0.26298999786376953 -20.249994036586862 -18.873001073370283     G9  7594841.612883208  1849856.638937592\n",
+       "0.26054 0.03903000056743622 0.26298999786376953 -19.706984927747094 -20.000952246532794    G15  7594841.612883208  7395694.005862203\n",
+       "0.22382 0.03903000056743622 0.26060156959657765 -19.520952631201833 -19.639805735397573    G12  7400657.845208485  4792072.044927885\n",
+       "0.05887 0.03903000056743622 0.15641156961838887 -18.869313000793184 -16.549268596844207     G9 1688500.0670409438  68494.33204974653\n",
+       "0.08717 0.03903000056743622 0.25360617115216394 -20.105115252959955 -17.446115875234778    G15  6849749.536308489 281450.03129671817\n",
+       "0.08799 0.03903000056743622 0.23236127858767758 -19.340006678778586 -17.468277681495298    G12  5335580.475809047  290126.9610242145\n",
+       "0.22548 0.03903000056743622 0.26298999786376953 -20.393880025403945 -19.657223973428554    G12  7594841.612883208 4894850.2912144745\n",
+       "0.04815 0.03903000056743622 0.04947494207526809  -16.09541603100342 -16.089709978351944    G12 29336.530696595582  24844.06074049177\n",
+       "0.14199 0.03903000056743622 0.17688688625920765 -19.189156362745425 -18.575521859972735    G15  2423294.759629847  1267533.898998661\n",
+       "0.20548 0.03903000056743622  0.2095345808712062 -19.649682957353303 -19.438431250329813     G9 3963196.5403721966 3745708.9664942767\n",
+       "0.08601 0.03903000056743622 0.20192718559152548  -19.05930607843447  -17.41476527291863    G15 3561440.3586398363 269441.64366017573\n",
+       " 0.1936 0.03903000056743622 0.26298999786376953 -19.994012222336586  -19.29872269968644    G15  7594841.612883208 3152193.5026318827\n",
+       " 0.2223 0.03903000056743622 0.26298999786376953  -20.19358710970628 -19.623856463949487    G12  7594841.612883208  4699156.920996639\n",
+       "0.11052 0.03903000056743622 0.12519263945628284 -18.090689696365608 -17.995452019724976    G12   869033.062129229  594509.4307973223\n",
+       "0.25505 0.03903000056743622 0.26298999786376953 -19.918095838301774 -19.949730224430372    G15  7594841.612883208  6961291.971893903\n",
+       "0.08326 0.03903000056743622  0.2216189453059357  -19.77696415357019  -17.34044240492099    G12  4657895.055850367 242199.43267657177\n",
+       "0.05123 0.03903000056743622 0.13574745875565947 -18.524156266886006 -16.233574863485956     G9 1108357.4305467731  35661.36037917439\n",
+       "0.24971 0.03903000056743622 0.26298999786376953 -20.325639457112448 -19.899645328510246    G15  7594841.612883208  6554319.356606522\n",
+       "0.12197 0.03903000056743622 0.26298999786376953 -19.762509010866026 -18.222720901439892     G9  7594841.612883208  803119.2580149792"
       ]
      },
-     "execution_count": 4,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "gama_vmax = Table.read(os.environ['HOME'] + '/data/GAMA4/gama_gold_vmax.fits')\n",
+    "fpath = findfile(ftype='vmax', dryrun=dryrun, version=version, survey=survey)\n",
+    "gama_vmax = Table.read(fpath)\n",
     "gama_vmax"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "dbe864ce",
+   "id": "b220e665",
    "metadata": {},
    "source": [
     "##  LUMFN"
@@ -168,121 +194,135 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
-   "id": "f03238eb",
+   "execution_count": 8,
+   "id": "162174e3",
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/tmp/ipykernel_179766/1789927872.py:2: RuntimeWarning: invalid value encountered in true_divide\n",
+      "/tmp/ipykernel_195847/1861112789.py:4: RuntimeWarning: invalid value encountered in true_divide\n",
       "  gama_lf['S2N_N']     = gama_lf['PHI_N'] / gama_lf['PHI_N_ERROR']\n",
-      "/tmp/ipykernel_179766/1789927872.py:3: RuntimeWarning: invalid value encountered in true_divide\n",
+      "/tmp/ipykernel_195847/1861112789.py:5: RuntimeWarning: invalid value encountered in true_divide\n",
       "  gama_lf['S2N_IVMAX'] = gama_lf['PHI_IVMAX'] / gama_lf['PHI_IVMAX_ERROR']\n"
      ]
     },
     {
      "data": {
       "text/html": [
-       "<div><i>Table length=99</i>\n",
-       "<table id=\"table140497981393648\" class=\"table-striped table-bordered table-condensed\">\n",
+       "<div><i>Table length=49</i>\n",
+       "<table id=\"table47154442972656\" class=\"table-striped table-bordered table-condensed\">\n",
        "<thead><tr><th>MEDIAN_M</th><th>PHI_N</th><th>PHI_N_ERROR</th><th>PHI_IVMAX</th><th>PHI_IVMAX_ERROR</th><th>N</th><th>V_ON_VMAX</th><th>S2N_N</th><th>S2N_IVMAX</th></tr></thead>\n",
        "<thead><tr><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th></tr></thead>\n",
-       "<tr><td>--</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>--</td><td>nan</td><td>nan</td></tr>\n",
-       "<tr><td>--</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>--</td><td>nan</td><td>nan</td></tr>\n",
-       "<tr><td>--</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>--</td><td>nan</td><td>nan</td></tr>\n",
-       "<tr><td>--</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>--</td><td>nan</td><td>nan</td></tr>\n",
-       "<tr><td>--</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>--</td><td>nan</td><td>nan</td></tr>\n",
-       "<tr><td>--</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>--</td><td>nan</td><td>nan</td></tr>\n",
-       "<tr><td>--</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>--</td><td>nan</td><td>nan</td></tr>\n",
-       "<tr><td>--</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>--</td><td>nan</td><td>nan</td></tr>\n",
-       "<tr><td>--</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>--</td><td>nan</td><td>nan</td></tr>\n",
-       "<tr><td>--</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>--</td><td>nan</td><td>nan</td></tr>\n",
-       "<tr><td>--</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>--</td><td>nan</td><td>nan</td></tr>\n",
-       "<tr><td>--</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>--</td><td>nan</td><td>nan</td></tr>\n",
-       "<tr><td>--</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>--</td><td>nan</td><td>nan</td></tr>\n",
-       "<tr><td>--</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>--</td><td>nan</td><td>nan</td></tr>\n",
-       "<tr><td>--</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>--</td><td>nan</td><td>nan</td></tr>\n",
-       "<tr><td>--</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>--</td><td>nan</td><td>nan</td></tr>\n",
-       "<tr><td>--</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>--</td><td>nan</td><td>nan</td></tr>\n",
-       "<tr><td>--</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>--</td><td>nan</td><td>nan</td></tr>\n",
-       "<tr><td>--</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>--</td><td>nan</td><td>nan</td></tr>\n",
+       "<tr><td>-25.4</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>--</td><td>nan</td><td>nan</td></tr>\n",
+       "<tr><td>-25.200000000000003</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>--</td><td>nan</td><td>nan</td></tr>\n",
+       "<tr><td>-25.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>--</td><td>nan</td><td>nan</td></tr>\n",
+       "<tr><td>-24.800000000000004</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>--</td><td>nan</td><td>nan</td></tr>\n",
+       "<tr><td>-24.6</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>--</td><td>nan</td><td>nan</td></tr>\n",
+       "<tr><td>-24.400000000000006</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>--</td><td>nan</td><td>nan</td></tr>\n",
+       "<tr><td>-24.200000000000003</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>--</td><td>nan</td><td>nan</td></tr>\n",
+       "<tr><td>-24.000000000000007</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>--</td><td>nan</td><td>nan</td></tr>\n",
+       "<tr><td>-23.800000000000004</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>--</td><td>nan</td><td>nan</td></tr>\n",
+       "<tr><td>-23.60000000000001</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>--</td><td>nan</td><td>nan</td></tr>\n",
+       "<tr><td>-23.400000000000006</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>--</td><td>nan</td><td>nan</td></tr>\n",
+       "<tr><td>-23.42293176064758</td><td>6.583415764087122e-07</td><td>6.583415764087122e-07</td><td>6.584922389746205e-07</td><td>6.584922389746205e-07</td><td>1.0</td><td>0.9997712006960888</td><td>1.0</td><td>1.0</td></tr>\n",
+       "<tr><td>-23.11172464498805</td><td>1.3166831528174244e-06</td><td>9.310355860312842e-07</td><td>1.3166831528174244e-06</td><td>9.31035586031284e-07</td><td>2.0</td><td>1.0</td><td>1.4142135623730947</td><td>1.4142135623730951</td></tr>\n",
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        "<tr><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td></tr>\n",
-       "<tr><td>-17.55298573252326</td><td>0.0007636762286340926</td><td>3.1709929429906326e-05</td><td>0.01507519604959503</td><td>0.000628379865273342</td><td>580.0</td><td>0.05149401636367929</td><td>24.08318915758459</td><td>23.990577806049526</td></tr>\n",
-       "<tr><td>-17.44993647031487</td><td>0.0007110089025213967</td><td>3.059695153856202e-05</td><td>0.016348010668346163</td><td>0.0007058990680078094</td><td>540.0</td><td>0.04417344044125083</td><td>23.237900077244504</td><td>23.159133379342133</td></tr>\n",
-       "<tr><td>-17.35219210440102</td><td>0.0006543915269502482</td><td>2.9353471666599273e-05</td><td>0.01740736721483702</td><td>0.0007837397560170019</td><td>497.0</td><td>0.03840848747543437</td><td>22.293496809607948</td><td>22.21064719659238</td></tr>\n",
-       "<tr><td>-17.251651906075857</td><td>0.0006267411807410829</td><td>2.872663492055186e-05</td><td>0.01918654784327725</td><td>0.000881745313945067</td><td>476.0</td><td>0.0330167461785291</td><td>21.81742422927143</td><td>21.75973894029969</td></tr>\n",
-       "<tr><td>-17.156078195898402</td><td>0.00047663930131989915</td><td>2.5051605497823248e-05</td><td>0.01696091576721776</td><td>0.0008939543328668298</td><td>362.0</td><td>0.028407059017127378</td><td>19.02629759044045</td><td>18.972910744585416</td></tr>\n",
-       "<tr><td>-17.053005443053117</td><td>0.0004055384110677595</td><td>2.310769555090375e-05</td><td>0.016814282999767192</td><td>0.0009603242896363318</td><td>308.0</td><td>0.02434862328929651</td><td>17.54992877478424</td><td>17.50896356702031</td></tr>\n",
-       "<tr><td>-16.950017610495895</td><td>0.0002975703925367326</td><td>1.9794088072714456e-05</td><td>0.01464933880820904</td><td>0.0009771124997451641</td><td>226.0</td><td>0.020629173176962855</td><td>15.033296378372908</td><td>14.992479179244622</td></tr>\n",
-       "<tr><td>-16.85163858445599</td><td>0.00027782014524447163</td><td>1.9125927552845096e-05</td><td>0.016064658259177467</td><td>0.001108794572667598</td><td>211.0</td><td>0.017425338995806318</td><td>14.525839046333951</td><td>14.488399073354266</td></tr>\n",
-       "<tr><td>-16.745655463060434</td><td>0.00023305291804867997</td><td>1.7517330016575907e-05</td><td>0.01603068513569308</td><td>0.0012083966193256388</td><td>177.0</td><td>0.014732268484971976</td><td>13.304134695650072</td><td>13.266079099624767</td></tr>\n",
-       "<tr><td>-16.65119094584305</td><td>0.000246219749576854</td><td>1.800537131410411e-05</td><td>0.01986700136781453</td><td>0.0014562159852444547</td><td>187.0</td><td>0.012463685861738636</td><td>13.67479433117734</td><td>13.642894714192732</td></tr>\n",
-       "<tr><td>-16.549433501133358</td><td>0.0002304195517430452</td><td>1.7418080889116485e-05</td><td>0.022250978945734422</td><td>0.0016860162031380828</td><td>175.0</td><td>0.01034486447282865</td><td>13.228756555322956</td><td>13.19736957706574</td></tr>\n",
-       "<tr><td>-16.45617575868919</td><td>0.000226469502284593</td><td>1.7268137661168487e-05</td><td>0.026657994238470217</td><td>0.0020395588905138488</td><td>172.0</td><td>0.008672502092214361</td><td>13.114877048604002</td><td>13.070470464206096</td></tr>\n",
-       "<tr><td>-16.361202421993887</td><td>0.00018828569085288836</td><td>1.5745240457439305e-05</td><td>0.026500196825772915</td><td>0.002220994365912005</td><td>143.0</td><td>0.0072089069867535705</td><td>11.958260743101398</td><td>11.931681247147676</td></tr>\n",
-       "<tr><td>-16.26055714607927</td><td>0.0001369350478930097</td><td>1.3427586178869598e-05</td><td>0.02410604662544669</td><td>0.0023708942411987755</td><td>104.0</td><td>0.0057875798350747075</td><td>10.198039027185569</td><td>10.167491323129685</td></tr>\n",
-       "<tr><td>-16.161672620781538</td><td>7.900098916904406e-05</td><td>1.019898384618734e-05</td><td>0.01736643010935817</td><td>0.002247916493871341</td><td>60.0</td><td>0.004635358106324706</td><td>7.745966692414833</td><td>7.725567278279927</td></tr>\n",
-       "<tr><td>-16.03973304384555</td><td>6.320079133523525e-05</td><td>9.122248472598858e-06</td><td>0.018829757887849064</td><td>0.002726813330950702</td><td>48.0</td><td>0.003328949722904594</td><td>6.92820323027551</td><td>6.905407742481617</td></tr>\n",
-       "<tr><td>-15.954801353749659</td><td>5.1350642959878645e-05</td><td>8.222683653869562e-06</td><td>0.020025522030793785</td><td>0.003223969130567615</td><td>39.0</td><td>0.0025751673898215125</td><td>6.244997998398398</td><td>6.2114496819850356</td></tr>\n",
-       "<tr><td>-15.864828273084505</td><td>2.633366305634802e-05</td><td>5.888386069056906e-06</td><td>0.015507083376815133</td><td>0.0035106383282336555</td><td>20.0</td><td>0.001758290004838562</td><td>4.472135954999579</td><td>4.417169166103583</td></tr>\n",
-       "<tr><td>-15.755555654226708</td><td>2.633366305634802e-05</td><td>5.888386069056906e-06</td><td>0.02576903553276498</td><td>0.005843294095796945</td><td>20.0</td><td>0.0010433583314573682</td><td>4.472135954999579</td><td>4.410018580324501</td></tr>\n",
+       "<tr><td>-20.19932009052128</td><td>0.005845414856932956</td><td>6.20345035579084e-05</td><td>0.005939849269987788</td><td>6.306833150228573e-05</td><td>8879.0</td><td>1.0</td><td>94.22844581123049</td><td>94.1811703037128</td></tr>\n",
+       "<tr><td>-19.99943950868269</td><td>0.006026458790445351</td><td>6.298784311487364e-05</td><td>0.006786388229258984</td><td>7.140180902553243e-05</td><td>9154.0</td><td>0.8954358674020906</td><td>95.67653839891992</td><td>95.04504608324774</td></tr>\n",
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+       "<tr><td>-18.404930210487827</td><td>0.002006625124893755</td><td>3.6346179276285475e-05</td><td>0.012267746924398111</td><td>0.0002251243109225958</td><td>3048.0</td><td>0.17017316342122124</td><td>55.20869496736904</td><td>54.493212546094654</td></tr>\n",
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+       "<tr><td>-17.806770806245083</td><td>0.000992779097224338</td><td>2.5565362424426706e-05</td><td>0.01381931287635131</td><td>0.0003588176756506515</td><td>1508.0</td><td>0.07389117751531793</td><td>38.8329756778952</td><td>38.51346746308543</td></tr>\n",
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+       "<tr><td>-17.403713154375016</td><td>0.0006827002147358345</td><td>2.1200234328510514e-05</td><td>0.01687768894159189</td><td>0.0005273854139469358</td><td>1037.0</td><td>0.041027935766775755</td><td>32.202484376209235</td><td>32.0025705968616</td></tr>\n",
+       "<tr><td>-17.212893850404157</td><td>0.0005516902410305008</td><td>1.9057823143510443e-05</td><td>0.018073731805247826</td><td>0.0006278194700539957</td><td>838.0</td><td>0.030985802528041846</td><td>28.948229652260256</td><td>28.78810337578953</td></tr>\n",
+       "<tr><td>-17.016257753703133</td><td>0.00035155440180225235</td><td>1.5213246828863214e-05</td><td>0.015731810903988393</td><td>0.0006850130616316443</td><td>534.0</td><td>0.022844181546381424</td><td>23.108440016582687</td><td>22.96570939321438</td></tr>\n",
+       "<tr><td>-16.806631082779923</td><td>0.00025543653164658033</td><td>1.2967825142119382e-05</td><td>0.01604767169743556</td><td>0.0008200072856345317</td><td>388.0</td><td>0.016161457253183884</td><td>19.69771560359221</td><td>19.570157459049494</td></tr>\n",
+       "<tr><td>-16.604055320370207</td><td>0.0002383196506599538</td><td>1.2525802748911848e-05</td><td>0.021058990156774846</td><td>0.001113913779532084</td><td>362.0</td><td>0.01144087266008334</td><td>19.026297590440446</td><td>18.905404119896055</td></tr>\n",
+       "<tr><td>-16.407765796266453</td><td>0.00020737759656874435</td><td>1.1684403871696542e-05</td><td>0.026579095532122038</td><td>0.001507698282257368</td><td>315.0</td><td>0.007817437918952234</td><td>17.748239349298846</td><td>17.628922076058267</td></tr>\n",
+       "<tr><td>-16.228752020563036</td><td>0.00010796801853102881</td><td>8.43088580882475e-06</td><td>0.020736238367402796</td><td>0.0016335749191855819</td><td>164.0</td><td>0.005359130088187801</td><td>12.806248474865699</td><td>12.693778610252439</td></tr>\n",
+       "<tr><td>-16.007578916653898</td><td>5.727571714755796e-05</td><td>6.140601429572092e-06</td><td>0.019427639959321768</td><td>0.0021112489133628936</td><td>87.0</td><td>0.003012505265889661</td><td>9.327379053088814</td><td>9.201965640506375</td></tr>\n",
        "</table></div>"
       ],
       "text/plain": [
-       "<Table length=99>\n",
-       "      MEDIAN_M              PHI_N               PHI_N_ERROR            PHI_IVMAX       ...    N          V_ON_VMAX             S2N_N            S2N_IVMAX     \n",
-       "      float64              float64                float64               float64        ... float64        float64             float64            float64      \n",
-       "------------------- ---------------------- ---------------------- -------------------- ... ------- --------------------- ------------------ ------------------\n",
-       "                 --                    0.0                    0.0                  0.0 ...     0.0                    --                nan                nan\n",
-       "                 --                    0.0                    0.0                  0.0 ...     0.0                    --                nan                nan\n",
-       "                 --                    0.0                    0.0                  0.0 ...     0.0                    --                nan                nan\n",
-       "                 --                    0.0                    0.0                  0.0 ...     0.0                    --                nan                nan\n",
-       "                 --                    0.0                    0.0                  0.0 ...     0.0                    --                nan                nan\n",
-       "                 --                    0.0                    0.0                  0.0 ...     0.0                    --                nan                nan\n",
-       "                 --                    0.0                    0.0                  0.0 ...     0.0                    --                nan                nan\n",
-       "                 --                    0.0                    0.0                  0.0 ...     0.0                    --                nan                nan\n",
-       "                 --                    0.0                    0.0                  0.0 ...     0.0                    --                nan                nan\n",
-       "                 --                    0.0                    0.0                  0.0 ...     0.0                    --                nan                nan\n",
-       "                 --                    0.0                    0.0                  0.0 ...     0.0                    --                nan                nan\n",
-       "                 --                    0.0                    0.0                  0.0 ...     0.0                    --                nan                nan\n",
-       "                 --                    0.0                    0.0                  0.0 ...     0.0                    --                nan                nan\n",
-       "                 --                    0.0                    0.0                  0.0 ...     0.0                    --                nan                nan\n",
-       "                 --                    0.0                    0.0                  0.0 ...     0.0                    --                nan                nan\n",
-       "                 --                    0.0                    0.0                  0.0 ...     0.0                    --                nan                nan\n",
-       "                 --                    0.0                    0.0                  0.0 ...     0.0                    --                nan                nan\n",
-       "                 --                    0.0                    0.0                  0.0 ...     0.0                    --                nan                nan\n",
-       "                 --                    0.0                    0.0                  0.0 ...     0.0                    --                nan                nan\n",
-       "                ...                    ...                    ...                  ... ...     ...                   ...                ...                ...\n",
-       " -17.55298573252326  0.0007636762286340926 3.1709929429906326e-05  0.01507519604959503 ...   580.0   0.05149401636367929  24.08318915758459 23.990577806049526\n",
-       " -17.44993647031487  0.0007110089025213967  3.059695153856202e-05 0.016348010668346163 ...   540.0   0.04417344044125083 23.237900077244504 23.159133379342133\n",
-       " -17.35219210440102  0.0006543915269502482 2.9353471666599273e-05  0.01740736721483702 ...   497.0   0.03840848747543437 22.293496809607948  22.21064719659238\n",
-       "-17.251651906075857  0.0006267411807410829  2.872663492055186e-05  0.01918654784327725 ...   476.0    0.0330167461785291  21.81742422927143  21.75973894029969\n",
-       "-17.156078195898402 0.00047663930131989915 2.5051605497823248e-05  0.01696091576721776 ...   362.0  0.028407059017127378  19.02629759044045 18.972910744585416\n",
-       "-17.053005443053117  0.0004055384110677595  2.310769555090375e-05 0.016814282999767192 ...   308.0   0.02434862328929651  17.54992877478424  17.50896356702031\n",
-       "-16.950017610495895  0.0002975703925367326 1.9794088072714456e-05  0.01464933880820904 ...   226.0  0.020629173176962855 15.033296378372908 14.992479179244622\n",
-       " -16.85163858445599 0.00027782014524447163 1.9125927552845096e-05 0.016064658259177467 ...   211.0  0.017425338995806318 14.525839046333951 14.488399073354266\n",
-       "-16.745655463060434 0.00023305291804867997 1.7517330016575907e-05  0.01603068513569308 ...   177.0  0.014732268484971976 13.304134695650072 13.266079099624767\n",
-       " -16.65119094584305   0.000246219749576854  1.800537131410411e-05  0.01986700136781453 ...   187.0  0.012463685861738636  13.67479433117734 13.642894714192732\n",
-       "-16.549433501133358  0.0002304195517430452 1.7418080889116485e-05 0.022250978945734422 ...   175.0   0.01034486447282865 13.228756555322956  13.19736957706574\n",
-       " -16.45617575868919   0.000226469502284593 1.7268137661168487e-05 0.026657994238470217 ...   172.0  0.008672502092214361 13.114877048604002 13.070470464206096\n",
-       "-16.361202421993887 0.00018828569085288836 1.5745240457439305e-05 0.026500196825772915 ...   143.0 0.0072089069867535705 11.958260743101398 11.931681247147676\n",
-       " -16.26055714607927  0.0001369350478930097 1.3427586178869598e-05  0.02410604662544669 ...   104.0 0.0057875798350747075 10.198039027185569 10.167491323129685\n",
-       "-16.161672620781538  7.900098916904406e-05  1.019898384618734e-05  0.01736643010935817 ...    60.0  0.004635358106324706  7.745966692414833  7.725567278279927\n",
-       " -16.03973304384555  6.320079133523525e-05  9.122248472598858e-06 0.018829757887849064 ...    48.0  0.003328949722904594   6.92820323027551  6.905407742481617\n",
-       "-15.954801353749659 5.1350642959878645e-05  8.222683653869562e-06 0.020025522030793785 ...    39.0 0.0025751673898215125  6.244997998398398 6.2114496819850356\n",
-       "-15.864828273084505  2.633366305634802e-05  5.888386069056906e-06 0.015507083376815133 ...    20.0  0.001758290004838562  4.472135954999579  4.417169166103583\n",
-       "-15.755555654226708  2.633366305634802e-05  5.888386069056906e-06  0.02576903553276498 ...    20.0 0.0010433583314573682  4.472135954999579  4.410018580324501"
+       "<Table length=49>\n",
+       "      MEDIAN_M              PHI_N               PHI_N_ERROR             PHI_IVMAX           PHI_IVMAX_ERROR        N         V_ON_VMAX             S2N_N            S2N_IVMAX     \n",
+       "      float64              float64                float64                float64                float64         float64       float64             float64            float64      \n",
+       "------------------- ---------------------- ---------------------- ---------------------- ---------------------- ------- -------------------- ------------------ ------------------\n",
+       "              -25.4                    0.0                    0.0                    0.0                    0.0     0.0                   --                nan                nan\n",
+       "-25.200000000000003                    0.0                    0.0                    0.0                    0.0     0.0                   --                nan                nan\n",
+       "              -25.0                    0.0                    0.0                    0.0                    0.0     0.0                   --                nan                nan\n",
+       "-24.800000000000004                    0.0                    0.0                    0.0                    0.0     0.0                   --                nan                nan\n",
+       "              -24.6                    0.0                    0.0                    0.0                    0.0     0.0                   --                nan                nan\n",
+       "-24.400000000000006                    0.0                    0.0                    0.0                    0.0     0.0                   --                nan                nan\n",
+       "-24.200000000000003                    0.0                    0.0                    0.0                    0.0     0.0                   --                nan                nan\n",
+       "-24.000000000000007                    0.0                    0.0                    0.0                    0.0     0.0                   --                nan                nan\n",
+       "-23.800000000000004                    0.0                    0.0                    0.0                    0.0     0.0                   --                nan                nan\n",
+       " -23.60000000000001                    0.0                    0.0                    0.0                    0.0     0.0                   --                nan                nan\n",
+       "-23.400000000000006                    0.0                    0.0                    0.0                    0.0     0.0                   --                nan                nan\n",
+       " -23.42293176064758  6.583415764087122e-07  6.583415764087122e-07  6.584922389746205e-07  6.584922389746205e-07     1.0   0.9997712006960888                1.0                1.0\n",
+       " -23.11172464498805 1.3166831528174244e-06  9.310355860312842e-07 1.3166831528174244e-06   9.31035586031284e-07     2.0                  1.0 1.4142135623730947 1.4142135623730951\n",
+       "-22.976202885033608  4.608391034860986e-06 1.7418080889116797e-06  4.608391034860985e-06 1.7418080889116797e-06     7.0                  1.0  2.645751311064591 2.6457513110645907\n",
+       " -22.75692594792749  2.435863832712235e-05  4.004535473116377e-06 2.4358638327122354e-05  4.004535473116377e-06    37.0                  1.0  6.082762530298219   6.08276253029822\n",
+       "-22.577140816494108  3.884215300811402e-05  5.056817600276896e-06  3.884215300811402e-05  5.056817600276896e-06    59.0                  1.0  7.681145747868608  7.681145747868608\n",
+       "-22.388890845641953 0.00010401796907257653  8.275225298085407e-06 0.00010401796907257649  8.275225298085407e-06   158.0                  1.0 12.569805089976533 12.569805089976528\n",
+       "-22.179210645530024 0.00022449447755537087 1.2157057548965255e-05  0.0002244944775553708 1.2157057548965255e-05   341.0                  1.0  18.46618531261939 18.466185312619384\n",
+       "-21.981657946134664 0.00035221274337866106 1.5227484779409398e-05 0.00035221274337866095   1.52274847794094e-05   535.0                  1.0 23.130067012440758 23.130067012440747\n",
+       " -21.78839917248744  0.0006537331853738511  2.074559557616291e-05  0.0006537331853738509  2.074559557616291e-05   993.0                  1.0 31.511902513177457 31.511902513177446\n",
+       "-21.585729167299192   0.001125764095658898 2.7223837154236856e-05  0.0011257640956588977 2.7223837154236856e-05  1710.0                  1.0  41.35214625627067  41.35214625627066\n",
+       " -21.39363343085482  0.0015754113923460483 3.2204950233300186e-05  0.0015754113923460483  3.220495023330018e-05  2393.0                  1.0  48.91829923454003 48.918299234540044\n",
+       "                ...                    ...                    ...                    ...                    ...     ...                  ...                ...                ...\n",
+       " -20.19932009052128   0.005845414856932956   6.20345035579084e-05   0.005939849269987788  6.306833150228573e-05  8879.0                  1.0  94.22844581123049   94.1811703037128\n",
+       " -19.99943950868269   0.006026458790445351  6.298784311487364e-05   0.006786388229258984  7.140180902553243e-05  9154.0   0.8954358674020906  95.67653839891992  95.04504608324774\n",
+       "-19.797589448599467   0.006206844382381339  6.392357714662478e-05   0.007755021881753191  8.178144548212018e-05  9428.0   0.9930715307395859  97.09788875150686  94.82617769881148\n",
+       " -19.60269827600044   0.006004733518423864  6.287420560478994e-05   0.008528015092558712  9.297403696424825e-05  9121.0   0.8211675847211067  95.50392662084633  91.72469402224655\n",
+       "-19.402753694683888   0.005216698651462635  5.860349489452924e-05    0.00907204060387016 0.00010599922558610761  7924.0   0.6520012420229679  89.01685233707154  85.58591398859383\n",
+       "-19.204168104437343   0.004402330121445058 5.3835276093131514e-05   0.009751305785317839 0.00012314439091883016  6687.0    0.501491644468574  81.77407902263406  79.18595165041134\n",
+       " -19.00425190688285  0.0037690055249398773  4.981257912196542e-05   0.010691612354635246  0.0001450742456356725  5725.0    0.384301391440309  75.66372975210777   73.6975216227233\n",
+       "-18.806507498769086  0.0029882124153191446  4.435385521175461e-05   0.010941778700420273 0.00016597167112401465  4539.0   0.2927568458369124  67.37210105080588  65.92558010845438\n",
+       "-18.604545918146613    0.00247931437675521  4.040093730603052e-05   0.011755724602911534 0.00019500206562440766  3766.0  0.22314095455433955  61.36774397026504  60.28512859732556\n",
+       "-18.404930210487827   0.002006625124893755 3.6346179276285475e-05   0.012267746924398111  0.0002251243109225958  3048.0  0.17017316342122124  55.20869496736904 54.493212546094654\n",
+       "-18.210680967022103   0.001580678124957318   3.22587372440269e-05   0.012580438881076109  0.0002594531471564492  2401.0  0.12964537729372896               49.0  48.48828784293049\n",
+       "-18.005531487039228  0.0011863315206884996  2.794658053274875e-05   0.012409594762771883 0.00029482208472765846  1802.0  0.09813916342801689 42.449970553582254  42.09180860462075\n",
+       "-17.806770806245083   0.000992779097224338 2.5565362424426706e-05    0.01381931287635131  0.0003588176756506515  1508.0  0.07389117751531793   38.8329756778952  38.51346746308543\n",
+       " -17.60540082245031  0.0007972516490309505 2.2909908498671075e-05   0.014698315005989915  0.0004251688564666649  1211.0  0.05518194314959416 34.799425282610635  34.57053540595424\n",
+       "-17.403713154375016  0.0006827002147358345 2.1200234328510514e-05    0.01687768894159189  0.0005273854139469358  1037.0 0.041027935766775755 32.202484376209235   32.0025705968616\n",
+       "-17.212893850404157  0.0005516902410305008 1.9057823143510443e-05   0.018073731805247826  0.0006278194700539957   838.0 0.030985802528041846 28.948229652260256  28.78810337578953\n",
+       "-17.016257753703133 0.00035155440180225235 1.5213246828863214e-05   0.015731810903988393  0.0006850130616316443   534.0 0.022844181546381424 23.108440016582687  22.96570939321438\n",
+       "-16.806631082779923 0.00025543653164658033 1.2967825142119382e-05    0.01604767169743556  0.0008200072856345317   388.0 0.016161457253183884  19.69771560359221 19.570157459049494\n",
+       "-16.604055320370207  0.0002383196506599538 1.2525802748911848e-05   0.021058990156774846   0.001113913779532084   362.0  0.01144087266008334 19.026297590440446 18.905404119896055\n",
+       "-16.407765796266453 0.00020737759656874435 1.1684403871696542e-05   0.026579095532122038   0.001507698282257368   315.0 0.007817437918952234 17.748239349298846 17.628922076058267\n",
+       "-16.228752020563036 0.00010796801853102881   8.43088580882475e-06   0.020736238367402796  0.0016335749191855819   164.0 0.005359130088187801 12.806248474865699 12.693778610252439\n",
+       "-16.007578916653898  5.727571714755796e-05  6.140601429572092e-06   0.019427639959321768  0.0021112489133628936    87.0 0.003012505265889661  9.327379053088814  9.201965640506375"
       ]
      },
-     "execution_count": 5,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "gama_lf              = Table.read(os.environ['HOME'] + '/data/GAMA4/gama_gold_lumfn.fits')\n",
+    "fpath = findfile(ftype='lumfn', dryrun=dryrun, version=version, survey=survey)\n",
+    "gama_lf = Table.read(fpath)\n",
+    "\n",
     "gama_lf['S2N_N']     = gama_lf['PHI_N'] / gama_lf['PHI_N_ERROR']\n",
     "gama_lf['S2N_IVMAX'] = gama_lf['PHI_IVMAX'] / gama_lf['PHI_IVMAX_ERROR']\n",
     "gama_lf"
@@ -291,7 +331,7 @@
   {
    "cell_type": "code",
    "execution_count": 13,
-   "id": "d742130e",
+   "id": "d71731af",
    "metadata": {},
    "outputs": [
     {
@@ -351,7 +391,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "98f80f65",
+   "id": "0877d570",
    "metadata": {},
    "source": [
     "##  Cobaya"
@@ -360,7 +400,7 @@
   {
    "cell_type": "code",
    "execution_count": 19,
-   "id": "2cbe8859",
+   "id": "307c1976",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -370,7 +410,7 @@
   {
    "cell_type": "code",
    "execution_count": 20,
-   "id": "226adfd1",
+   "id": "d9a904dc",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -380,7 +420,7 @@
   {
    "cell_type": "code",
    "execution_count": 21,
-   "id": "a7c0f9bf",
+   "id": "d3873413",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -390,7 +430,7 @@
   {
    "cell_type": "code",
    "execution_count": 22,
-   "id": "f3840612",
+   "id": "0d92dad4",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -400,7 +440,7 @@
   {
    "cell_type": "code",
    "execution_count": 23,
-   "id": "fb81a288",
+   "id": "40126a47",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -410,7 +450,7 @@
   {
    "cell_type": "code",
    "execution_count": 24,
-   "id": "ffa0f7c6",
+   "id": "03b6e858",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -420,7 +460,7 @@
   {
    "cell_type": "code",
    "execution_count": 13,
-   "id": "257087b4",
+   "id": "e455f00e",
    "metadata": {},
    "outputs": [
     {
@@ -442,7 +482,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "75682eb0",
+   "id": "ebbfdaf6",
    "metadata": {},
    "source": [
     "# Done."
@@ -451,7 +491,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "lumfn",
+   "display_name": "Lumfn",
    "language": "python",
    "name": "lumfn"
   },

From 643e15166d641655f79481e4cd179b1e7ea6f0a7 Mon Sep 17 00:00:00 2001
From: sgmAstro <sgmoore@alumni.princeton.edu>
Date: Thu, 24 Feb 2022 16:33:18 +0000
Subject: [PATCH 11/24] GOLD_DIR check

---
 findfile.py | 19 ++++++++++++++++++-
 1 file changed, 18 insertions(+), 1 deletion(-)

diff --git a/findfile.py b/findfile.py
index 7f57badb..7bd95c66 100644
--- a/findfile.py
+++ b/findfile.py
@@ -88,8 +88,24 @@ def findfile(ftype, dryrun=False, prefix=None, field=None, utier='{utier}', surv
 
     realz      = str(realz)
 
+    
+    
+    
+    
     # TODO: Re-add checks for GOLD_DIR and RANDOMS_DIR
     if version == None:
+        
+        if 'GOLD_DIR' in os.environ:
+            gold_dir = os.environ['GOLD_DIR']
+
+        else:
+            gold_dir = os.environ['HOME'] + '/data/{}'.format
+
+            print('Warning:  GOLD_DIR not defined in environment; assuming {gold_dir}')
+        
+        
+        
+        '''
         try:
             gold_dir   = os.environ['GOLD_DIR']
             rand_dir   = os.environ['RANDOMS_DIR']
@@ -103,7 +119,8 @@ def findfile(ftype, dryrun=False, prefix=None, field=None, utier='{utier}', surv
             randoms_dir = os.environ['GOLD_DIR'] + '/randoms/'
             os.environ['RANDOMS_DIR'] = randoms_dir
             print(f'WARNING: DEFAULTING TO RANDOMS_DIR: {randoms_dir}')
-    
+        '''
+        
     else:
         gold_dir   = release_dir(version=version)
         rand_dir   = release_dir(version=version) + '/randoms/'

From d34746f25af61277e28993a2af0abaea0a7a2eef Mon Sep 17 00:00:00 2001
From: sgmAstro <sgmoore@alumni.princeton.edu>
Date: Thu, 24 Feb 2022 16:35:06 +0000
Subject: [PATCH 12/24] Remove gold_dir

---
 docs/nb/randoms_n8_qa.ipynb | 164 ++++++++++++++----------------------
 1 file changed, 63 insertions(+), 101 deletions(-)

diff --git a/docs/nb/randoms_n8_qa.ipynb b/docs/nb/randoms_n8_qa.ipynb
index 53f6e063..5bb48574 100644
--- a/docs/nb/randoms_n8_qa.ipynb
+++ b/docs/nb/randoms_n8_qa.ipynb
@@ -2,8 +2,8 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 23,
-   "id": "7eb4a9ab",
+   "execution_count": 31,
+   "id": "50e21fa9",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,8 +21,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
-   "id": "5c7ec08a",
+   "execution_count": 32,
+   "id": "560eceee",
    "metadata": {},
    "outputs": [
     {
@@ -46,39 +46,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
-   "id": "2e34638c",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "gold_dir = '/'.join(x for x in cwd.split('/')[:-3]) + '/data/GAMA4'"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 26,
-   "id": "3c367399",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "'/cosma/home/durham/dc-moor2/data/GAMA4'"
-      ]
-     },
-     "execution_count": 26,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "gold_dir"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 27,
-   "id": "8dd26bb9",
+   "execution_count": 35,
+   "id": "0a866884",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -91,8 +60,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
-   "id": "a42b8d57",
+   "execution_count": 36,
+   "id": "b86f69ef",
    "metadata": {
     "tags": [
      "parameters"
@@ -111,17 +80,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
-   "id": "32685820",
+   "execution_count": 37,
+   "id": "61c27afc",
    "metadata": {},
    "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "WARNING: hdu= was not specified but multiple tables are present, reading in first available table (hdu=1) [astropy.io.fits.connect]\n"
-     ]
-    },
     {
      "data": {
       "text/plain": [
@@ -140,7 +102,7 @@
        "             ('EXTNAME', 'RANDOMS')])"
       ]
      },
-     "execution_count": 29,
+     "execution_count": 37,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -153,8 +115,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
-   "id": "38821292",
+   "execution_count": 38,
+   "id": "187e00e3",
    "metadata": {},
    "outputs": [
     {
@@ -176,7 +138,7 @@
        "             ('RSPHERE', 8.0)])"
       ]
      },
-     "execution_count": 30,
+     "execution_count": 38,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -192,7 +154,7 @@
   {
    "cell_type": "code",
    "execution_count": 13,
-   "id": "0da588a1",
+   "id": "b1d5aff1",
    "metadata": {},
    "outputs": [
     {
@@ -230,7 +192,7 @@
   {
    "cell_type": "code",
    "execution_count": 66,
-   "id": "23c3ba58",
+   "id": "81a7e352",
    "metadata": {},
    "outputs": [
     {
@@ -351,7 +313,7 @@
   {
    "cell_type": "code",
    "execution_count": 16,
-   "id": "fd93f50f",
+   "id": "cfdc7b84",
    "metadata": {},
    "outputs": [
     {
@@ -570,7 +532,7 @@
   {
    "cell_type": "code",
    "execution_count": 17,
-   "id": "b50d1506",
+   "id": "4545252f",
    "metadata": {},
    "outputs": [
     {
@@ -607,7 +569,7 @@
   {
    "cell_type": "code",
    "execution_count": 18,
-   "id": "36d9ab98",
+   "id": "15057294",
    "metadata": {},
    "outputs": [
     {
@@ -643,7 +605,7 @@
   {
    "cell_type": "code",
    "execution_count": 19,
-   "id": "f4d3c1fb",
+   "id": "1dbadc0b",
    "metadata": {},
    "outputs": [
     {
@@ -683,7 +645,7 @@
   {
    "cell_type": "code",
    "execution_count": 21,
-   "id": "2f394fac",
+   "id": "f05a9888",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -693,7 +655,7 @@
   {
    "cell_type": "code",
    "execution_count": 22,
-   "id": "59c4576e",
+   "id": "2475bfa5",
    "metadata": {},
    "outputs": [
     {
@@ -729,7 +691,7 @@
   {
    "cell_type": "code",
    "execution_count": 73,
-   "id": "fb8ba2de",
+   "id": "b855d7f2",
    "metadata": {},
    "outputs": [
     {
@@ -765,7 +727,7 @@
   {
    "cell_type": "code",
    "execution_count": 74,
-   "id": "4a88f6a0",
+   "id": "9ca93db3",
    "metadata": {},
    "outputs": [
     {
@@ -807,7 +769,7 @@
   {
    "cell_type": "code",
    "execution_count": 75,
-   "id": "7b4516bb",
+   "id": "b34a505b",
    "metadata": {},
    "outputs": [
     {
@@ -849,7 +811,7 @@
   {
    "cell_type": "code",
    "execution_count": 52,
-   "id": "6848e359",
+   "id": "169353d4",
    "metadata": {},
    "outputs": [
     {
@@ -870,7 +832,7 @@
   {
    "cell_type": "code",
    "execution_count": 53,
-   "id": "dc60f00d",
+   "id": "5df8ae2b",
    "metadata": {},
    "outputs": [
     {
@@ -891,7 +853,7 @@
   {
    "cell_type": "code",
    "execution_count": 54,
-   "id": "a6dd00dd",
+   "id": "926cd5df",
    "metadata": {},
    "outputs": [
     {
@@ -947,7 +909,7 @@
   {
    "cell_type": "code",
    "execution_count": 55,
-   "id": "b338541e",
+   "id": "7924c4f8",
    "metadata": {},
    "outputs": [
     {
@@ -968,7 +930,7 @@
   {
    "cell_type": "code",
    "execution_count": 34,
-   "id": "0467d077",
+   "id": "b741ec45",
    "metadata": {},
    "outputs": [
     {
@@ -1006,7 +968,7 @@
   {
    "cell_type": "code",
    "execution_count": 35,
-   "id": "24c74c86",
+   "id": "349314c9",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1016,7 +978,7 @@
   {
    "cell_type": "code",
    "execution_count": 36,
-   "id": "d7cb60ae",
+   "id": "08cc1fc9",
    "metadata": {},
    "outputs": [
     {
@@ -1054,7 +1016,7 @@
   {
    "cell_type": "code",
    "execution_count": 37,
-   "id": "2dd7b7df",
+   "id": "aa003e9b",
    "metadata": {},
    "outputs": [
     {
@@ -1092,7 +1054,7 @@
   {
    "cell_type": "code",
    "execution_count": 38,
-   "id": "88981805",
+   "id": "67b3df1a",
    "metadata": {},
    "outputs": [
     {
@@ -1130,7 +1092,7 @@
   {
    "cell_type": "code",
    "execution_count": 39,
-   "id": "5eb26739",
+   "id": "61f929d2",
    "metadata": {},
    "outputs": [
     {
@@ -1168,7 +1130,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "e65cbecb",
+   "id": "dc0f70e8",
    "metadata": {},
    "outputs": [],
    "source": []
@@ -1176,7 +1138,7 @@
   {
    "cell_type": "code",
    "execution_count": 40,
-   "id": "a0e570f1",
+   "id": "6e7a09ce",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1188,7 +1150,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "12e460fc",
+   "id": "63654818",
    "metadata": {},
    "outputs": [],
    "source": []
@@ -1196,7 +1158,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "75532999",
+   "id": "233064e9",
    "metadata": {},
    "outputs": [],
    "source": []
@@ -1204,7 +1166,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "cfe2c06f",
+   "id": "f8fdf7fd",
    "metadata": {},
    "outputs": [],
    "source": []
@@ -1212,7 +1174,7 @@
   {
    "cell_type": "code",
    "execution_count": 41,
-   "id": "315a2963",
+   "id": "f2e1c4aa",
    "metadata": {},
    "outputs": [
     {
@@ -1259,7 +1221,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "cfc658ce",
+   "id": "a1c560e6",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1269,7 +1231,7 @@
   {
    "cell_type": "code",
    "execution_count": 42,
-   "id": "fa1955b2",
+   "id": "3a56d51e",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1290,7 +1252,7 @@
   {
    "cell_type": "code",
    "execution_count": 43,
-   "id": "bd83898c",
+   "id": "60bd3533",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1305,7 +1267,7 @@
   {
    "cell_type": "code",
    "execution_count": 44,
-   "id": "7616ad86",
+   "id": "a8d21741",
    "metadata": {},
    "outputs": [
     {
@@ -1347,7 +1309,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "db060f64",
+   "id": "e8874d18",
    "metadata": {},
    "outputs": [],
    "source": []
@@ -1355,14 +1317,14 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "123efbe2",
+   "id": "3dfe978c",
    "metadata": {},
    "outputs": [],
    "source": []
   },
   {
    "cell_type": "markdown",
-   "id": "1247eddf",
+   "id": "e347dc56",
    "metadata": {},
    "source": [
     "###### fitsfile: D, Exp sigma, sigma, S2N\n",
@@ -1378,7 +1340,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "cb6eb7a8",
+   "id": "7bc63f19",
    "metadata": {},
    "outputs": [],
    "source": []
@@ -1386,7 +1348,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "ed45ba89",
+   "id": "2d0b7f5a",
    "metadata": {},
    "outputs": [],
    "source": []
@@ -1394,7 +1356,7 @@
   {
    "cell_type": "code",
    "execution_count": 83,
-   "id": "ce6b0d83",
+   "id": "f1f306be",
    "metadata": {},
    "outputs": [
     {
@@ -1428,7 +1390,7 @@
   {
    "cell_type": "code",
    "execution_count": 87,
-   "id": "71a7b3cb",
+   "id": "9e5ec260",
    "metadata": {},
    "outputs": [
     {
@@ -1561,7 +1523,7 @@
   {
    "cell_type": "code",
    "execution_count": 88,
-   "id": "fdf7d266",
+   "id": "539a0cef",
    "metadata": {},
    "outputs": [
     {
@@ -1611,7 +1573,7 @@
   {
    "cell_type": "code",
    "execution_count": 89,
-   "id": "1439b75b",
+   "id": "33444e81",
    "metadata": {},
    "outputs": [
     {
@@ -1689,7 +1651,7 @@
   {
    "cell_type": "code",
    "execution_count": 90,
-   "id": "1e420385",
+   "id": "1c48c86f",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1706,7 +1668,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "84ee3d57",
+   "id": "2d923994",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1716,7 +1678,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "5538afaf",
+   "id": "08d4afe8",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1726,7 +1688,7 @@
   {
    "cell_type": "code",
    "execution_count": 91,
-   "id": "8ad1469f",
+   "id": "b5853340",
    "metadata": {},
    "outputs": [
     {
@@ -1779,7 +1741,7 @@
   {
    "cell_type": "code",
    "execution_count": 92,
-   "id": "eda4e741",
+   "id": "75c6d6ad",
    "metadata": {},
    "outputs": [
     {
@@ -1821,7 +1783,7 @@
   {
    "cell_type": "code",
    "execution_count": 93,
-   "id": "90551815",
+   "id": "fe9422e4",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1833,7 +1795,7 @@
   {
    "cell_type": "code",
    "execution_count": 94,
-   "id": "06830428",
+   "id": "8c10040b",
    "metadata": {},
    "outputs": [
     {
@@ -1875,7 +1837,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "43e65895",
+   "id": "52dc8a54",
    "metadata": {},
    "source": [
     "# Done."
@@ -1884,7 +1846,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "3ed5d28f",
+   "id": "f4403f31",
    "metadata": {},
    "outputs": [],
    "source": []

From 81deca055c11b29ae48959f8b3d860351764c4c5 Mon Sep 17 00:00:00 2001
From: sgmAstro <sgmoore@alumni.princeton.edu>
Date: Thu, 24 Feb 2022 17:17:38 +0000
Subject: [PATCH 13/24] Fix tidyup.py for pytest

---
 tidyup.py | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/tidyup.py b/tidyup.py
index 5f97d90a..79d611f8 100644
--- a/tidyup.py
+++ b/tidyup.py
@@ -1,10 +1,10 @@
 import os
 import sys
 
-from   findfile import file_check, fields
+from   findfile import file_check
 
-
-DRYRUN  = os.environ['DRYRUN']
+# HACK: commented out DRYRUN as not needed?
+#DRYRUN  = os.environ['DRYRUN']
 GOLDDIR = os.environ['GOLD_DIR']
 RANDDIR = os.environ['RANDOMS_DIR']
 

From 9ec569e18cd580e56b0dd11dfc481ee96c820436 Mon Sep 17 00:00:00 2001
From: sgmAstro <sgmoore@alumni.princeton.edu>
Date: Thu, 24 Feb 2022 17:18:35 +0000
Subject: [PATCH 14/24] Update nbs

---
 docs/nb/kE_catQA.ipynb      |  50 ++---
 docs/nb/lumfn.ipynb         | 269 ++++++++++++-------------
 docs/nb/randoms_n8_qa.ipynb | 385 +++++++++++++++++-------------------
 3 files changed, 332 insertions(+), 372 deletions(-)

diff --git a/docs/nb/kE_catQA.ipynb b/docs/nb/kE_catQA.ipynb
index 29d17569..8cf49a78 100644
--- a/docs/nb/kE_catQA.ipynb
+++ b/docs/nb/kE_catQA.ipynb
@@ -3,7 +3,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "961c3f3f",
+   "id": "f6f160dd",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -17,7 +17,7 @@
   {
    "cell_type": "code",
    "execution_count": 25,
-   "id": "6afcdc51",
+   "id": "635fe312",
    "metadata": {},
    "outputs": [
     {
@@ -32,16 +32,16 @@
     }
    ],
    "source": [
-    "gold_dir = os.environ['HOME'] + '/data/{}/randoms/'.format(version)\n",
-    "randoms_dir = os.environ['HOME'] + '/data/{}/randoms/'.format(version)\n",
-    "gold_dir\n",
-    "randoms_dir"
+    "#gold_dir = os.environ['HOME'] + '/data/{}/randoms/'.format(version)\n",
+    "#randoms_dir = os.environ['HOME'] + '/data/{}/randoms/'.format(version)\n",
+    "#gold_dir\n",
+    "#randoms_dir"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 2,
-   "id": "5d8da8da",
+   "id": "da886386",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -53,7 +53,7 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "id": "a82c1189",
+   "id": "c7ad6bdd",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -69,18 +69,18 @@
   {
    "cell_type": "code",
    "execution_count": 28,
-   "id": "638a281c",
+   "id": "93b952aa",
    "metadata": {},
    "outputs": [],
    "source": [
     "dryrun  = False\n",
-    "version = 'v1' #'GAMA4'\n",
+    "version = 'latest'\n",
     "survey  = 'gama'"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "6ebf7ded",
+   "id": "6fe1522c",
    "metadata": {},
    "source": [
     "##  kE Catalog"
@@ -89,7 +89,7 @@
   {
    "cell_type": "code",
    "execution_count": 29,
-   "id": "d59b1525",
+   "id": "38cf156d",
    "metadata": {},
    "outputs": [
     {
@@ -212,7 +212,7 @@
   {
    "cell_type": "code",
    "execution_count": 40,
-   "id": "7b049b2a",
+   "id": "65360397",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -253,7 +253,7 @@
   {
    "cell_type": "code",
    "execution_count": 41,
-   "id": "d39871bd",
+   "id": "49d7aa61",
    "metadata": {},
    "outputs": [
     {
@@ -276,7 +276,7 @@
   {
    "cell_type": "code",
    "execution_count": 44,
-   "id": "aa30c62b",
+   "id": "d951a66b",
    "metadata": {},
    "outputs": [
     {
@@ -299,7 +299,7 @@
   {
    "cell_type": "code",
    "execution_count": 45,
-   "id": "97f09e15",
+   "id": "a9763db2",
    "metadata": {},
    "outputs": [
     {
@@ -322,7 +322,7 @@
   {
    "cell_type": "code",
    "execution_count": 51,
-   "id": "94c15488",
+   "id": "2e8de152",
    "metadata": {},
    "outputs": [
     {
@@ -364,7 +364,7 @@
   {
    "cell_type": "code",
    "execution_count": 53,
-   "id": "4c85fb8f",
+   "id": "4d7313b5",
    "metadata": {},
    "outputs": [
     {
@@ -412,7 +412,7 @@
   },
   {
    "cell_type": "raw",
-   "id": "358c3553",
+   "id": "eda83580",
    "metadata": {},
    "source": [
     "fig, axes = plt.subplots(1, 2, figsize=(15,5))\n",
@@ -439,7 +439,7 @@
   {
    "cell_type": "code",
    "execution_count": 61,
-   "id": "0d1af680",
+   "id": "fd14698c",
    "metadata": {},
    "outputs": [
     {
@@ -481,7 +481,7 @@
   {
    "cell_type": "code",
    "execution_count": 62,
-   "id": "2a99409e",
+   "id": "b142f97c",
    "metadata": {},
    "outputs": [
     {
@@ -519,7 +519,7 @@
   },
   {
    "cell_type": "raw",
-   "id": "d7a06f79",
+   "id": "67a4b440",
    "metadata": {},
    "source": [
     "for idx in np.unique(gama_kE['REST_GMR_0P1_INDEX']):\n",
@@ -540,7 +540,7 @@
   {
    "cell_type": "code",
    "execution_count": 64,
-   "id": "5c305a98",
+   "id": "006326af",
    "metadata": {},
    "outputs": [
     {
@@ -584,7 +584,7 @@
   {
    "cell_type": "code",
    "execution_count": 66,
-   "id": "f651fa35",
+   "id": "2152fed6",
    "metadata": {},
    "outputs": [
     {
@@ -624,7 +624,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "abdaa943",
+   "id": "95a84e2f",
    "metadata": {},
    "source": [
     "# Done."
diff --git a/docs/nb/lumfn.ipynb b/docs/nb/lumfn.ipynb
index 6be0aeb4..14b4c659 100644
--- a/docs/nb/lumfn.ipynb
+++ b/docs/nb/lumfn.ipynb
@@ -3,7 +3,7 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "id": "300afe59",
+   "id": "6ac35245",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "id": "4f8b4dfe",
+   "id": "df8f9466",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -31,7 +31,7 @@
   {
    "cell_type": "code",
    "execution_count": 5,
-   "id": "323b6660",
+   "id": "bfe94cb8",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -44,18 +44,18 @@
   {
    "cell_type": "code",
    "execution_count": 6,
-   "id": "bd9f2ad7",
+   "id": "4dd119b5",
    "metadata": {},
    "outputs": [],
    "source": [
-    "version = 'v1'\n",
+    "version = 'latest'\n",
     "survey = 'gama'\n",
     "dryrun = False"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "0c7de9a3",
+   "id": "fdab62cc",
    "metadata": {},
    "source": [
     "##  VMAX"
@@ -64,7 +64,7 @@
   {
    "cell_type": "code",
    "execution_count": 7,
-   "id": "1671cbc4",
+   "id": "e7ada6f1",
    "metadata": {},
    "outputs": [
     {
@@ -186,7 +186,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b220e665",
+   "id": "1087f00a",
    "metadata": {},
    "source": [
     "##  LUMFN"
@@ -194,127 +194,117 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
-   "id": "162174e3",
+   "execution_count": 9,
+   "id": "0a7a3d89",
    "metadata": {},
    "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_195847/1861112789.py:4: RuntimeWarning: invalid value encountered in true_divide\n",
-      "  gama_lf['S2N_N']     = gama_lf['PHI_N'] / gama_lf['PHI_N_ERROR']\n",
-      "/tmp/ipykernel_195847/1861112789.py:5: RuntimeWarning: invalid value encountered in true_divide\n",
-      "  gama_lf['S2N_IVMAX'] = gama_lf['PHI_IVMAX'] / gama_lf['PHI_IVMAX_ERROR']\n"
-     ]
-    },
     {
      "data": {
       "text/html": [
        "<div><i>Table length=49</i>\n",
-       "<table id=\"table47154442972656\" class=\"table-striped table-bordered table-condensed\">\n",
-       "<thead><tr><th>MEDIAN_M</th><th>PHI_N</th><th>PHI_N_ERROR</th><th>PHI_IVMAX</th><th>PHI_IVMAX_ERROR</th><th>N</th><th>V_ON_VMAX</th><th>S2N_N</th><th>S2N_IVMAX</th></tr></thead>\n",
-       "<thead><tr><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th></tr></thead>\n",
-       "<tr><td>-25.4</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>--</td><td>nan</td><td>nan</td></tr>\n",
-       "<tr><td>-25.200000000000003</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>--</td><td>nan</td><td>nan</td></tr>\n",
-       "<tr><td>-25.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>--</td><td>nan</td><td>nan</td></tr>\n",
-       "<tr><td>-24.800000000000004</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>--</td><td>nan</td><td>nan</td></tr>\n",
-       "<tr><td>-24.6</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>--</td><td>nan</td><td>nan</td></tr>\n",
-       "<tr><td>-24.400000000000006</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>--</td><td>nan</td><td>nan</td></tr>\n",
-       "<tr><td>-24.200000000000003</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>--</td><td>nan</td><td>nan</td></tr>\n",
-       "<tr><td>-24.000000000000007</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>--</td><td>nan</td><td>nan</td></tr>\n",
-       "<tr><td>-23.800000000000004</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>--</td><td>nan</td><td>nan</td></tr>\n",
-       "<tr><td>-23.60000000000001</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>--</td><td>nan</td><td>nan</td></tr>\n",
-       "<tr><td>-23.400000000000006</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>--</td><td>nan</td><td>nan</td></tr>\n",
-       "<tr><td>-23.42293176064758</td><td>6.583415764087122e-07</td><td>6.583415764087122e-07</td><td>6.584922389746205e-07</td><td>6.584922389746205e-07</td><td>1.0</td><td>0.9997712006960888</td><td>1.0</td><td>1.0</td></tr>\n",
-       "<tr><td>-23.11172464498805</td><td>1.3166831528174244e-06</td><td>9.310355860312842e-07</td><td>1.3166831528174244e-06</td><td>9.31035586031284e-07</td><td>2.0</td><td>1.0</td><td>1.4142135623730947</td><td>1.4142135623730951</td></tr>\n",
-       "<tr><td>-22.976202885033608</td><td>4.608391034860986e-06</td><td>1.7418080889116797e-06</td><td>4.608391034860985e-06</td><td>1.7418080889116797e-06</td><td>7.0</td><td>1.0</td><td>2.645751311064591</td><td>2.6457513110645907</td></tr>\n",
-       "<tr><td>-22.75692594792749</td><td>2.435863832712235e-05</td><td>4.004535473116377e-06</td><td>2.4358638327122354e-05</td><td>4.004535473116377e-06</td><td>37.0</td><td>1.0</td><td>6.082762530298219</td><td>6.08276253029822</td></tr>\n",
-       "<tr><td>-22.577140816494108</td><td>3.884215300811402e-05</td><td>5.056817600276896e-06</td><td>3.884215300811402e-05</td><td>5.056817600276896e-06</td><td>59.0</td><td>1.0</td><td>7.681145747868608</td><td>7.681145747868608</td></tr>\n",
-       "<tr><td>-22.388890845641953</td><td>0.00010401796907257653</td><td>8.275225298085407e-06</td><td>0.00010401796907257649</td><td>8.275225298085407e-06</td><td>158.0</td><td>1.0</td><td>12.569805089976533</td><td>12.569805089976528</td></tr>\n",
-       "<tr><td>-22.179210645530024</td><td>0.00022449447755537087</td><td>1.2157057548965255e-05</td><td>0.0002244944775553708</td><td>1.2157057548965255e-05</td><td>341.0</td><td>1.0</td><td>18.46618531261939</td><td>18.466185312619384</td></tr>\n",
-       "<tr><td>-21.981657946134664</td><td>0.00035221274337866106</td><td>1.5227484779409398e-05</td><td>0.00035221274337866095</td><td>1.52274847794094e-05</td><td>535.0</td><td>1.0</td><td>23.130067012440758</td><td>23.130067012440747</td></tr>\n",
-       "<tr><td>-21.78839917248744</td><td>0.0006537331853738511</td><td>2.074559557616291e-05</td><td>0.0006537331853738509</td><td>2.074559557616291e-05</td><td>993.0</td><td>1.0</td><td>31.511902513177457</td><td>31.511902513177446</td></tr>\n",
-       "<tr><td>-21.585729167299192</td><td>0.001125764095658898</td><td>2.7223837154236856e-05</td><td>0.0011257640956588977</td><td>2.7223837154236856e-05</td><td>1710.0</td><td>1.0</td><td>41.35214625627067</td><td>41.35214625627066</td></tr>\n",
-       "<tr><td>-21.39363343085482</td><td>0.0015754113923460483</td><td>3.2204950233300186e-05</td><td>0.0015754113923460483</td><td>3.220495023330018e-05</td><td>2393.0</td><td>1.0</td><td>48.91829923454003</td><td>48.918299234540044</td></tr>\n",
-       "<tr><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td></tr>\n",
-       "<tr><td>-20.19932009052128</td><td>0.005845414856932956</td><td>6.20345035579084e-05</td><td>0.005939849269987788</td><td>6.306833150228573e-05</td><td>8879.0</td><td>1.0</td><td>94.22844581123049</td><td>94.1811703037128</td></tr>\n",
-       "<tr><td>-19.99943950868269</td><td>0.006026458790445351</td><td>6.298784311487364e-05</td><td>0.006786388229258984</td><td>7.140180902553243e-05</td><td>9154.0</td><td>0.8954358674020906</td><td>95.67653839891992</td><td>95.04504608324774</td></tr>\n",
-       "<tr><td>-19.797589448599467</td><td>0.006206844382381339</td><td>6.392357714662478e-05</td><td>0.007755021881753191</td><td>8.178144548212018e-05</td><td>9428.0</td><td>0.9930715307395859</td><td>97.09788875150686</td><td>94.82617769881148</td></tr>\n",
-       "<tr><td>-19.60269827600044</td><td>0.006004733518423864</td><td>6.287420560478994e-05</td><td>0.008528015092558712</td><td>9.297403696424825e-05</td><td>9121.0</td><td>0.8211675847211067</td><td>95.50392662084633</td><td>91.72469402224655</td></tr>\n",
-       "<tr><td>-19.402753694683888</td><td>0.005216698651462635</td><td>5.860349489452924e-05</td><td>0.00907204060387016</td><td>0.00010599922558610761</td><td>7924.0</td><td>0.6520012420229679</td><td>89.01685233707154</td><td>85.58591398859383</td></tr>\n",
-       "<tr><td>-19.204168104437343</td><td>0.004402330121445058</td><td>5.3835276093131514e-05</td><td>0.009751305785317839</td><td>0.00012314439091883016</td><td>6687.0</td><td>0.501491644468574</td><td>81.77407902263406</td><td>79.18595165041134</td></tr>\n",
-       "<tr><td>-19.00425190688285</td><td>0.0037690055249398773</td><td>4.981257912196542e-05</td><td>0.010691612354635246</td><td>0.0001450742456356725</td><td>5725.0</td><td>0.384301391440309</td><td>75.66372975210777</td><td>73.6975216227233</td></tr>\n",
-       "<tr><td>-18.806507498769086</td><td>0.0029882124153191446</td><td>4.435385521175461e-05</td><td>0.010941778700420273</td><td>0.00016597167112401465</td><td>4539.0</td><td>0.2927568458369124</td><td>67.37210105080588</td><td>65.92558010845438</td></tr>\n",
-       "<tr><td>-18.604545918146613</td><td>0.00247931437675521</td><td>4.040093730603052e-05</td><td>0.011755724602911534</td><td>0.00019500206562440766</td><td>3766.0</td><td>0.22314095455433955</td><td>61.36774397026504</td><td>60.28512859732556</td></tr>\n",
-       "<tr><td>-18.404930210487827</td><td>0.002006625124893755</td><td>3.6346179276285475e-05</td><td>0.012267746924398111</td><td>0.0002251243109225958</td><td>3048.0</td><td>0.17017316342122124</td><td>55.20869496736904</td><td>54.493212546094654</td></tr>\n",
-       "<tr><td>-18.210680967022103</td><td>0.001580678124957318</td><td>3.22587372440269e-05</td><td>0.012580438881076109</td><td>0.0002594531471564492</td><td>2401.0</td><td>0.12964537729372896</td><td>49.0</td><td>48.48828784293049</td></tr>\n",
-       "<tr><td>-18.005531487039228</td><td>0.0011863315206884996</td><td>2.794658053274875e-05</td><td>0.012409594762771883</td><td>0.00029482208472765846</td><td>1802.0</td><td>0.09813916342801689</td><td>42.449970553582254</td><td>42.09180860462075</td></tr>\n",
-       "<tr><td>-17.806770806245083</td><td>0.000992779097224338</td><td>2.5565362424426706e-05</td><td>0.01381931287635131</td><td>0.0003588176756506515</td><td>1508.0</td><td>0.07389117751531793</td><td>38.8329756778952</td><td>38.51346746308543</td></tr>\n",
-       "<tr><td>-17.60540082245031</td><td>0.0007972516490309505</td><td>2.2909908498671075e-05</td><td>0.014698315005989915</td><td>0.0004251688564666649</td><td>1211.0</td><td>0.05518194314959416</td><td>34.799425282610635</td><td>34.57053540595424</td></tr>\n",
-       "<tr><td>-17.403713154375016</td><td>0.0006827002147358345</td><td>2.1200234328510514e-05</td><td>0.01687768894159189</td><td>0.0005273854139469358</td><td>1037.0</td><td>0.041027935766775755</td><td>32.202484376209235</td><td>32.0025705968616</td></tr>\n",
-       "<tr><td>-17.212893850404157</td><td>0.0005516902410305008</td><td>1.9057823143510443e-05</td><td>0.018073731805247826</td><td>0.0006278194700539957</td><td>838.0</td><td>0.030985802528041846</td><td>28.948229652260256</td><td>28.78810337578953</td></tr>\n",
-       "<tr><td>-17.016257753703133</td><td>0.00035155440180225235</td><td>1.5213246828863214e-05</td><td>0.015731810903988393</td><td>0.0006850130616316443</td><td>534.0</td><td>0.022844181546381424</td><td>23.108440016582687</td><td>22.96570939321438</td></tr>\n",
-       "<tr><td>-16.806631082779923</td><td>0.00025543653164658033</td><td>1.2967825142119382e-05</td><td>0.01604767169743556</td><td>0.0008200072856345317</td><td>388.0</td><td>0.016161457253183884</td><td>19.69771560359221</td><td>19.570157459049494</td></tr>\n",
-       "<tr><td>-16.604055320370207</td><td>0.0002383196506599538</td><td>1.2525802748911848e-05</td><td>0.021058990156774846</td><td>0.001113913779532084</td><td>362.0</td><td>0.01144087266008334</td><td>19.026297590440446</td><td>18.905404119896055</td></tr>\n",
-       "<tr><td>-16.407765796266453</td><td>0.00020737759656874435</td><td>1.1684403871696542e-05</td><td>0.026579095532122038</td><td>0.001507698282257368</td><td>315.0</td><td>0.007817437918952234</td><td>17.748239349298846</td><td>17.628922076058267</td></tr>\n",
-       "<tr><td>-16.228752020563036</td><td>0.00010796801853102881</td><td>8.43088580882475e-06</td><td>0.020736238367402796</td><td>0.0016335749191855819</td><td>164.0</td><td>0.005359130088187801</td><td>12.806248474865699</td><td>12.693778610252439</td></tr>\n",
-       "<tr><td>-16.007578916653898</td><td>5.727571714755796e-05</td><td>6.140601429572092e-06</td><td>0.019427639959321768</td><td>0.0021112489133628936</td><td>87.0</td><td>0.003012505265889661</td><td>9.327379053088814</td><td>9.201965640506375</td></tr>\n",
+       "<table id=\"table47154442834704\" class=\"table-striped table-bordered table-condensed\">\n",
+       "<thead><tr><th>MEDIAN_M</th><th>PHI_N</th><th>PHI_N_ERROR</th><th>PHI_IVMAX</th><th>PHI_IVMAX_ERROR</th><th>N</th><th>V_ON_VMAX</th></tr></thead>\n",
+       "<thead><tr><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th></tr></thead>\n",
+       "<tr><td>-25.4</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>--</td></tr>\n",
+       "<tr><td>-25.200000000000003</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>--</td></tr>\n",
+       "<tr><td>-25.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>--</td></tr>\n",
+       "<tr><td>-24.800000000000004</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>--</td></tr>\n",
+       "<tr><td>-24.6</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>--</td></tr>\n",
+       "<tr><td>-24.400000000000006</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>--</td></tr>\n",
+       "<tr><td>-24.200000000000003</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>--</td></tr>\n",
+       "<tr><td>-24.000000000000007</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>--</td></tr>\n",
+       "<tr><td>-23.800000000000004</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>--</td></tr>\n",
+       "<tr><td>-23.60000000000001</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>--</td></tr>\n",
+       "<tr><td>-23.400000000000006</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>--</td></tr>\n",
+       "<tr><td>-23.42293176064758</td><td>6.583415764087122e-07</td><td>6.583415764087122e-07</td><td>6.584922389746205e-07</td><td>6.584922389746205e-07</td><td>1.0</td><td>0.9997712006960888</td></tr>\n",
+       "<tr><td>-23.11172464498805</td><td>1.3166831528174244e-06</td><td>9.310355860312842e-07</td><td>1.3166831528174244e-06</td><td>9.31035586031284e-07</td><td>2.0</td><td>1.0</td></tr>\n",
+       "<tr><td>-22.976202885033608</td><td>4.608391034860986e-06</td><td>1.7418080889116797e-06</td><td>4.608391034860985e-06</td><td>1.7418080889116797e-06</td><td>7.0</td><td>1.0</td></tr>\n",
+       "<tr><td>-22.75692594792749</td><td>2.435863832712235e-05</td><td>4.004535473116377e-06</td><td>2.4358638327122354e-05</td><td>4.004535473116377e-06</td><td>37.0</td><td>1.0</td></tr>\n",
+       "<tr><td>-22.577140816494108</td><td>3.884215300811402e-05</td><td>5.056817600276896e-06</td><td>3.884215300811402e-05</td><td>5.056817600276896e-06</td><td>59.0</td><td>1.0</td></tr>\n",
+       "<tr><td>-22.388890845641953</td><td>0.00010401796907257653</td><td>8.275225298085407e-06</td><td>0.00010401796907257649</td><td>8.275225298085407e-06</td><td>158.0</td><td>1.0</td></tr>\n",
+       "<tr><td>-22.179210645530024</td><td>0.00022449447755537087</td><td>1.2157057548965255e-05</td><td>0.0002244944775553708</td><td>1.2157057548965255e-05</td><td>341.0</td><td>1.0</td></tr>\n",
+       "<tr><td>-21.981657946134664</td><td>0.00035221274337866106</td><td>1.5227484779409398e-05</td><td>0.00035221274337866095</td><td>1.52274847794094e-05</td><td>535.0</td><td>1.0</td></tr>\n",
+       "<tr><td>-21.78839917248744</td><td>0.0006537331853738511</td><td>2.074559557616291e-05</td><td>0.0006537331853738509</td><td>2.074559557616291e-05</td><td>993.0</td><td>1.0</td></tr>\n",
+       "<tr><td>-21.585729167299192</td><td>0.001125764095658898</td><td>2.7223837154236856e-05</td><td>0.0011257640956588977</td><td>2.7223837154236856e-05</td><td>1710.0</td><td>1.0</td></tr>\n",
+       "<tr><td>-21.39363343085482</td><td>0.0015754113923460483</td><td>3.2204950233300186e-05</td><td>0.0015754113923460483</td><td>3.220495023330018e-05</td><td>2393.0</td><td>1.0</td></tr>\n",
+       "<tr><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td></tr>\n",
+       "<tr><td>-20.19932009052128</td><td>0.005845414856932956</td><td>6.20345035579084e-05</td><td>0.005939849269987788</td><td>6.306833150228573e-05</td><td>8879.0</td><td>1.0</td></tr>\n",
+       "<tr><td>-19.99943950868269</td><td>0.006026458790445351</td><td>6.298784311487364e-05</td><td>0.006786388229258984</td><td>7.140180902553243e-05</td><td>9154.0</td><td>0.8954358674020906</td></tr>\n",
+       "<tr><td>-19.797589448599467</td><td>0.006206844382381339</td><td>6.392357714662478e-05</td><td>0.007755021881753191</td><td>8.178144548212018e-05</td><td>9428.0</td><td>0.9930715307395859</td></tr>\n",
+       "<tr><td>-19.60269827600044</td><td>0.006004733518423864</td><td>6.287420560478994e-05</td><td>0.008528015092558712</td><td>9.297403696424825e-05</td><td>9121.0</td><td>0.8211675847211067</td></tr>\n",
+       "<tr><td>-19.402753694683888</td><td>0.005216698651462635</td><td>5.860349489452924e-05</td><td>0.00907204060387016</td><td>0.00010599922558610761</td><td>7924.0</td><td>0.6520012420229679</td></tr>\n",
+       "<tr><td>-19.204168104437343</td><td>0.004402330121445058</td><td>5.3835276093131514e-05</td><td>0.009751305785317839</td><td>0.00012314439091883016</td><td>6687.0</td><td>0.501491644468574</td></tr>\n",
+       "<tr><td>-19.00425190688285</td><td>0.0037690055249398773</td><td>4.981257912196542e-05</td><td>0.010691612354635246</td><td>0.0001450742456356725</td><td>5725.0</td><td>0.384301391440309</td></tr>\n",
+       "<tr><td>-18.806507498769086</td><td>0.0029882124153191446</td><td>4.435385521175461e-05</td><td>0.010941778700420273</td><td>0.00016597167112401465</td><td>4539.0</td><td>0.2927568458369124</td></tr>\n",
+       "<tr><td>-18.604545918146613</td><td>0.00247931437675521</td><td>4.040093730603052e-05</td><td>0.011755724602911534</td><td>0.00019500206562440766</td><td>3766.0</td><td>0.22314095455433955</td></tr>\n",
+       "<tr><td>-18.404930210487827</td><td>0.002006625124893755</td><td>3.6346179276285475e-05</td><td>0.012267746924398111</td><td>0.0002251243109225958</td><td>3048.0</td><td>0.17017316342122124</td></tr>\n",
+       "<tr><td>-18.210680967022103</td><td>0.001580678124957318</td><td>3.22587372440269e-05</td><td>0.012580438881076109</td><td>0.0002594531471564492</td><td>2401.0</td><td>0.12964537729372896</td></tr>\n",
+       "<tr><td>-18.005531487039228</td><td>0.0011863315206884996</td><td>2.794658053274875e-05</td><td>0.012409594762771883</td><td>0.00029482208472765846</td><td>1802.0</td><td>0.09813916342801689</td></tr>\n",
+       "<tr><td>-17.806770806245083</td><td>0.000992779097224338</td><td>2.5565362424426706e-05</td><td>0.01381931287635131</td><td>0.0003588176756506515</td><td>1508.0</td><td>0.07389117751531793</td></tr>\n",
+       "<tr><td>-17.60540082245031</td><td>0.0007972516490309505</td><td>2.2909908498671075e-05</td><td>0.014698315005989915</td><td>0.0004251688564666649</td><td>1211.0</td><td>0.05518194314959416</td></tr>\n",
+       "<tr><td>-17.403713154375016</td><td>0.0006827002147358345</td><td>2.1200234328510514e-05</td><td>0.01687768894159189</td><td>0.0005273854139469358</td><td>1037.0</td><td>0.041027935766775755</td></tr>\n",
+       "<tr><td>-17.212893850404157</td><td>0.0005516902410305008</td><td>1.9057823143510443e-05</td><td>0.018073731805247826</td><td>0.0006278194700539957</td><td>838.0</td><td>0.030985802528041846</td></tr>\n",
+       "<tr><td>-17.016257753703133</td><td>0.00035155440180225235</td><td>1.5213246828863214e-05</td><td>0.015731810903988393</td><td>0.0006850130616316443</td><td>534.0</td><td>0.022844181546381424</td></tr>\n",
+       "<tr><td>-16.806631082779923</td><td>0.00025543653164658033</td><td>1.2967825142119382e-05</td><td>0.01604767169743556</td><td>0.0008200072856345317</td><td>388.0</td><td>0.016161457253183884</td></tr>\n",
+       "<tr><td>-16.604055320370207</td><td>0.0002383196506599538</td><td>1.2525802748911848e-05</td><td>0.021058990156774846</td><td>0.001113913779532084</td><td>362.0</td><td>0.01144087266008334</td></tr>\n",
+       "<tr><td>-16.407765796266453</td><td>0.00020737759656874435</td><td>1.1684403871696542e-05</td><td>0.026579095532122038</td><td>0.001507698282257368</td><td>315.0</td><td>0.007817437918952234</td></tr>\n",
+       "<tr><td>-16.228752020563036</td><td>0.00010796801853102881</td><td>8.43088580882475e-06</td><td>0.020736238367402796</td><td>0.0016335749191855819</td><td>164.0</td><td>0.005359130088187801</td></tr>\n",
+       "<tr><td>-16.007578916653898</td><td>5.727571714755796e-05</td><td>6.140601429572092e-06</td><td>0.019427639959321768</td><td>0.0021112489133628936</td><td>87.0</td><td>0.003012505265889661</td></tr>\n",
        "</table></div>"
       ],
       "text/plain": [
        "<Table length=49>\n",
-       "      MEDIAN_M              PHI_N               PHI_N_ERROR             PHI_IVMAX           PHI_IVMAX_ERROR        N         V_ON_VMAX             S2N_N            S2N_IVMAX     \n",
-       "      float64              float64                float64                float64                float64         float64       float64             float64            float64      \n",
-       "------------------- ---------------------- ---------------------- ---------------------- ---------------------- ------- -------------------- ------------------ ------------------\n",
-       "              -25.4                    0.0                    0.0                    0.0                    0.0     0.0                   --                nan                nan\n",
-       "-25.200000000000003                    0.0                    0.0                    0.0                    0.0     0.0                   --                nan                nan\n",
-       "              -25.0                    0.0                    0.0                    0.0                    0.0     0.0                   --                nan                nan\n",
-       "-24.800000000000004                    0.0                    0.0                    0.0                    0.0     0.0                   --                nan                nan\n",
-       "              -24.6                    0.0                    0.0                    0.0                    0.0     0.0                   --                nan                nan\n",
-       "-24.400000000000006                    0.0                    0.0                    0.0                    0.0     0.0                   --                nan                nan\n",
-       "-24.200000000000003                    0.0                    0.0                    0.0                    0.0     0.0                   --                nan                nan\n",
-       "-24.000000000000007                    0.0                    0.0                    0.0                    0.0     0.0                   --                nan                nan\n",
-       "-23.800000000000004                    0.0                    0.0                    0.0                    0.0     0.0                   --                nan                nan\n",
-       " -23.60000000000001                    0.0                    0.0                    0.0                    0.0     0.0                   --                nan                nan\n",
-       "-23.400000000000006                    0.0                    0.0                    0.0                    0.0     0.0                   --                nan                nan\n",
-       " -23.42293176064758  6.583415764087122e-07  6.583415764087122e-07  6.584922389746205e-07  6.584922389746205e-07     1.0   0.9997712006960888                1.0                1.0\n",
-       " -23.11172464498805 1.3166831528174244e-06  9.310355860312842e-07 1.3166831528174244e-06   9.31035586031284e-07     2.0                  1.0 1.4142135623730947 1.4142135623730951\n",
-       "-22.976202885033608  4.608391034860986e-06 1.7418080889116797e-06  4.608391034860985e-06 1.7418080889116797e-06     7.0                  1.0  2.645751311064591 2.6457513110645907\n",
-       " -22.75692594792749  2.435863832712235e-05  4.004535473116377e-06 2.4358638327122354e-05  4.004535473116377e-06    37.0                  1.0  6.082762530298219   6.08276253029822\n",
-       "-22.577140816494108  3.884215300811402e-05  5.056817600276896e-06  3.884215300811402e-05  5.056817600276896e-06    59.0                  1.0  7.681145747868608  7.681145747868608\n",
-       "-22.388890845641953 0.00010401796907257653  8.275225298085407e-06 0.00010401796907257649  8.275225298085407e-06   158.0                  1.0 12.569805089976533 12.569805089976528\n",
-       "-22.179210645530024 0.00022449447755537087 1.2157057548965255e-05  0.0002244944775553708 1.2157057548965255e-05   341.0                  1.0  18.46618531261939 18.466185312619384\n",
-       "-21.981657946134664 0.00035221274337866106 1.5227484779409398e-05 0.00035221274337866095   1.52274847794094e-05   535.0                  1.0 23.130067012440758 23.130067012440747\n",
-       " -21.78839917248744  0.0006537331853738511  2.074559557616291e-05  0.0006537331853738509  2.074559557616291e-05   993.0                  1.0 31.511902513177457 31.511902513177446\n",
-       "-21.585729167299192   0.001125764095658898 2.7223837154236856e-05  0.0011257640956588977 2.7223837154236856e-05  1710.0                  1.0  41.35214625627067  41.35214625627066\n",
-       " -21.39363343085482  0.0015754113923460483 3.2204950233300186e-05  0.0015754113923460483  3.220495023330018e-05  2393.0                  1.0  48.91829923454003 48.918299234540044\n",
-       "                ...                    ...                    ...                    ...                    ...     ...                  ...                ...                ...\n",
-       " -20.19932009052128   0.005845414856932956   6.20345035579084e-05   0.005939849269987788  6.306833150228573e-05  8879.0                  1.0  94.22844581123049   94.1811703037128\n",
-       " -19.99943950868269   0.006026458790445351  6.298784311487364e-05   0.006786388229258984  7.140180902553243e-05  9154.0   0.8954358674020906  95.67653839891992  95.04504608324774\n",
-       "-19.797589448599467   0.006206844382381339  6.392357714662478e-05   0.007755021881753191  8.178144548212018e-05  9428.0   0.9930715307395859  97.09788875150686  94.82617769881148\n",
-       " -19.60269827600044   0.006004733518423864  6.287420560478994e-05   0.008528015092558712  9.297403696424825e-05  9121.0   0.8211675847211067  95.50392662084633  91.72469402224655\n",
-       "-19.402753694683888   0.005216698651462635  5.860349489452924e-05    0.00907204060387016 0.00010599922558610761  7924.0   0.6520012420229679  89.01685233707154  85.58591398859383\n",
-       "-19.204168104437343   0.004402330121445058 5.3835276093131514e-05   0.009751305785317839 0.00012314439091883016  6687.0    0.501491644468574  81.77407902263406  79.18595165041134\n",
-       " -19.00425190688285  0.0037690055249398773  4.981257912196542e-05   0.010691612354635246  0.0001450742456356725  5725.0    0.384301391440309  75.66372975210777   73.6975216227233\n",
-       "-18.806507498769086  0.0029882124153191446  4.435385521175461e-05   0.010941778700420273 0.00016597167112401465  4539.0   0.2927568458369124  67.37210105080588  65.92558010845438\n",
-       "-18.604545918146613    0.00247931437675521  4.040093730603052e-05   0.011755724602911534 0.00019500206562440766  3766.0  0.22314095455433955  61.36774397026504  60.28512859732556\n",
-       "-18.404930210487827   0.002006625124893755 3.6346179276285475e-05   0.012267746924398111  0.0002251243109225958  3048.0  0.17017316342122124  55.20869496736904 54.493212546094654\n",
-       "-18.210680967022103   0.001580678124957318   3.22587372440269e-05   0.012580438881076109  0.0002594531471564492  2401.0  0.12964537729372896               49.0  48.48828784293049\n",
-       "-18.005531487039228  0.0011863315206884996  2.794658053274875e-05   0.012409594762771883 0.00029482208472765846  1802.0  0.09813916342801689 42.449970553582254  42.09180860462075\n",
-       "-17.806770806245083   0.000992779097224338 2.5565362424426706e-05    0.01381931287635131  0.0003588176756506515  1508.0  0.07389117751531793   38.8329756778952  38.51346746308543\n",
-       " -17.60540082245031  0.0007972516490309505 2.2909908498671075e-05   0.014698315005989915  0.0004251688564666649  1211.0  0.05518194314959416 34.799425282610635  34.57053540595424\n",
-       "-17.403713154375016  0.0006827002147358345 2.1200234328510514e-05    0.01687768894159189  0.0005273854139469358  1037.0 0.041027935766775755 32.202484376209235   32.0025705968616\n",
-       "-17.212893850404157  0.0005516902410305008 1.9057823143510443e-05   0.018073731805247826  0.0006278194700539957   838.0 0.030985802528041846 28.948229652260256  28.78810337578953\n",
-       "-17.016257753703133 0.00035155440180225235 1.5213246828863214e-05   0.015731810903988393  0.0006850130616316443   534.0 0.022844181546381424 23.108440016582687  22.96570939321438\n",
-       "-16.806631082779923 0.00025543653164658033 1.2967825142119382e-05    0.01604767169743556  0.0008200072856345317   388.0 0.016161457253183884  19.69771560359221 19.570157459049494\n",
-       "-16.604055320370207  0.0002383196506599538 1.2525802748911848e-05   0.021058990156774846   0.001113913779532084   362.0  0.01144087266008334 19.026297590440446 18.905404119896055\n",
-       "-16.407765796266453 0.00020737759656874435 1.1684403871696542e-05   0.026579095532122038   0.001507698282257368   315.0 0.007817437918952234 17.748239349298846 17.628922076058267\n",
-       "-16.228752020563036 0.00010796801853102881   8.43088580882475e-06   0.020736238367402796  0.0016335749191855819   164.0 0.005359130088187801 12.806248474865699 12.693778610252439\n",
-       "-16.007578916653898  5.727571714755796e-05  6.140601429572092e-06   0.019427639959321768  0.0021112489133628936    87.0 0.003012505265889661  9.327379053088814  9.201965640506375"
+       "      MEDIAN_M              PHI_N               PHI_N_ERROR             PHI_IVMAX           PHI_IVMAX_ERROR        N         V_ON_VMAX      \n",
+       "      float64              float64                float64                float64                float64         float64       float64       \n",
+       "------------------- ---------------------- ---------------------- ---------------------- ---------------------- ------- --------------------\n",
+       "              -25.4                    0.0                    0.0                    0.0                    0.0     0.0                   --\n",
+       "-25.200000000000003                    0.0                    0.0                    0.0                    0.0     0.0                   --\n",
+       "              -25.0                    0.0                    0.0                    0.0                    0.0     0.0                   --\n",
+       "-24.800000000000004                    0.0                    0.0                    0.0                    0.0     0.0                   --\n",
+       "              -24.6                    0.0                    0.0                    0.0                    0.0     0.0                   --\n",
+       "-24.400000000000006                    0.0                    0.0                    0.0                    0.0     0.0                   --\n",
+       "-24.200000000000003                    0.0                    0.0                    0.0                    0.0     0.0                   --\n",
+       "-24.000000000000007                    0.0                    0.0                    0.0                    0.0     0.0                   --\n",
+       "-23.800000000000004                    0.0                    0.0                    0.0                    0.0     0.0                   --\n",
+       " -23.60000000000001                    0.0                    0.0                    0.0                    0.0     0.0                   --\n",
+       "-23.400000000000006                    0.0                    0.0                    0.0                    0.0     0.0                   --\n",
+       " -23.42293176064758  6.583415764087122e-07  6.583415764087122e-07  6.584922389746205e-07  6.584922389746205e-07     1.0   0.9997712006960888\n",
+       " -23.11172464498805 1.3166831528174244e-06  9.310355860312842e-07 1.3166831528174244e-06   9.31035586031284e-07     2.0                  1.0\n",
+       "-22.976202885033608  4.608391034860986e-06 1.7418080889116797e-06  4.608391034860985e-06 1.7418080889116797e-06     7.0                  1.0\n",
+       " -22.75692594792749  2.435863832712235e-05  4.004535473116377e-06 2.4358638327122354e-05  4.004535473116377e-06    37.0                  1.0\n",
+       "-22.577140816494108  3.884215300811402e-05  5.056817600276896e-06  3.884215300811402e-05  5.056817600276896e-06    59.0                  1.0\n",
+       "-22.388890845641953 0.00010401796907257653  8.275225298085407e-06 0.00010401796907257649  8.275225298085407e-06   158.0                  1.0\n",
+       "-22.179210645530024 0.00022449447755537087 1.2157057548965255e-05  0.0002244944775553708 1.2157057548965255e-05   341.0                  1.0\n",
+       "-21.981657946134664 0.00035221274337866106 1.5227484779409398e-05 0.00035221274337866095   1.52274847794094e-05   535.0                  1.0\n",
+       " -21.78839917248744  0.0006537331853738511  2.074559557616291e-05  0.0006537331853738509  2.074559557616291e-05   993.0                  1.0\n",
+       "-21.585729167299192   0.001125764095658898 2.7223837154236856e-05  0.0011257640956588977 2.7223837154236856e-05  1710.0                  1.0\n",
+       " -21.39363343085482  0.0015754113923460483 3.2204950233300186e-05  0.0015754113923460483  3.220495023330018e-05  2393.0                  1.0\n",
+       "                ...                    ...                    ...                    ...                    ...     ...                  ...\n",
+       " -20.19932009052128   0.005845414856932956   6.20345035579084e-05   0.005939849269987788  6.306833150228573e-05  8879.0                  1.0\n",
+       " -19.99943950868269   0.006026458790445351  6.298784311487364e-05   0.006786388229258984  7.140180902553243e-05  9154.0   0.8954358674020906\n",
+       "-19.797589448599467   0.006206844382381339  6.392357714662478e-05   0.007755021881753191  8.178144548212018e-05  9428.0   0.9930715307395859\n",
+       " -19.60269827600044   0.006004733518423864  6.287420560478994e-05   0.008528015092558712  9.297403696424825e-05  9121.0   0.8211675847211067\n",
+       "-19.402753694683888   0.005216698651462635  5.860349489452924e-05    0.00907204060387016 0.00010599922558610761  7924.0   0.6520012420229679\n",
+       "-19.204168104437343   0.004402330121445058 5.3835276093131514e-05   0.009751305785317839 0.00012314439091883016  6687.0    0.501491644468574\n",
+       " -19.00425190688285  0.0037690055249398773  4.981257912196542e-05   0.010691612354635246  0.0001450742456356725  5725.0    0.384301391440309\n",
+       "-18.806507498769086  0.0029882124153191446  4.435385521175461e-05   0.010941778700420273 0.00016597167112401465  4539.0   0.2927568458369124\n",
+       "-18.604545918146613    0.00247931437675521  4.040093730603052e-05   0.011755724602911534 0.00019500206562440766  3766.0  0.22314095455433955\n",
+       "-18.404930210487827   0.002006625124893755 3.6346179276285475e-05   0.012267746924398111  0.0002251243109225958  3048.0  0.17017316342122124\n",
+       "-18.210680967022103   0.001580678124957318   3.22587372440269e-05   0.012580438881076109  0.0002594531471564492  2401.0  0.12964537729372896\n",
+       "-18.005531487039228  0.0011863315206884996  2.794658053274875e-05   0.012409594762771883 0.00029482208472765846  1802.0  0.09813916342801689\n",
+       "-17.806770806245083   0.000992779097224338 2.5565362424426706e-05    0.01381931287635131  0.0003588176756506515  1508.0  0.07389117751531793\n",
+       " -17.60540082245031  0.0007972516490309505 2.2909908498671075e-05   0.014698315005989915  0.0004251688564666649  1211.0  0.05518194314959416\n",
+       "-17.403713154375016  0.0006827002147358345 2.1200234328510514e-05    0.01687768894159189  0.0005273854139469358  1037.0 0.041027935766775755\n",
+       "-17.212893850404157  0.0005516902410305008 1.9057823143510443e-05   0.018073731805247826  0.0006278194700539957   838.0 0.030985802528041846\n",
+       "-17.016257753703133 0.00035155440180225235 1.5213246828863214e-05   0.015731810903988393  0.0006850130616316443   534.0 0.022844181546381424\n",
+       "-16.806631082779923 0.00025543653164658033 1.2967825142119382e-05    0.01604767169743556  0.0008200072856345317   388.0 0.016161457253183884\n",
+       "-16.604055320370207  0.0002383196506599538 1.2525802748911848e-05   0.021058990156774846   0.001113913779532084   362.0  0.01144087266008334\n",
+       "-16.407765796266453 0.00020737759656874435 1.1684403871696542e-05   0.026579095532122038   0.001507698282257368   315.0 0.007817437918952234\n",
+       "-16.228752020563036 0.00010796801853102881   8.43088580882475e-06   0.020736238367402796  0.0016335749191855819   164.0 0.005359130088187801\n",
+       "-16.007578916653898  5.727571714755796e-05  6.140601429572092e-06   0.019427639959321768  0.0021112489133628936    87.0 0.003012505265889661"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -323,46 +313,46 @@
     "fpath = findfile(ftype='lumfn', dryrun=dryrun, version=version, survey=survey)\n",
     "gama_lf = Table.read(fpath)\n",
     "\n",
-    "gama_lf['S2N_N']     = gama_lf['PHI_N'] / gama_lf['PHI_N_ERROR']\n",
-    "gama_lf['S2N_IVMAX'] = gama_lf['PHI_IVMAX'] / gama_lf['PHI_IVMAX_ERROR']\n",
+    "#gama_lf['S2N_N']     = gama_lf['PHI_N'] / gama_lf['PHI_N_ERROR']\n",
+    "#gama_lf['S2N_IVMAX'] = gama_lf['PHI_IVMAX'] / gama_lf['PHI_IVMAX_ERROR']\n",
     "gama_lf"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
-   "id": "d71731af",
+   "execution_count": 10,
+   "id": "c777c0e9",
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/tmp/ipykernel_179766/292570887.py:6: RuntimeWarning: divide by zero encountered in log10\n",
+      "/tmp/ipykernel_195847/68074749.py:6: RuntimeWarning: divide by zero encountered in log10\n",
       "  pl.errorbar(gama_lf['MEDIAN_M'], np.log10(gama_lf['PHI_N']), gama_lf['PHI_N_ERROR'] / gama_lf['PHI_N'] / np.log(10.), label='RAW', alpha=0.4, lw=2)\n",
-      "/tmp/ipykernel_179766/292570887.py:6: RuntimeWarning: invalid value encountered in true_divide\n",
+      "/tmp/ipykernel_195847/68074749.py:6: RuntimeWarning: invalid value encountered in true_divide\n",
       "  pl.errorbar(gama_lf['MEDIAN_M'], np.log10(gama_lf['PHI_N']), gama_lf['PHI_N_ERROR'] / gama_lf['PHI_N'] / np.log(10.), label='RAW', alpha=0.4, lw=2)\n",
-      "/tmp/ipykernel_179766/292570887.py:7: RuntimeWarning: divide by zero encountered in log10\n",
+      "/tmp/ipykernel_195847/68074749.py:7: RuntimeWarning: divide by zero encountered in log10\n",
       "  pl.errorbar(gama_lf['MEDIAN_M'], np.log10(gama_lf['PHI_IVMAX']), gama_lf['PHI_IVMAX_ERROR'] / gama_lf['PHI_IVMAX'] / np.log(10.), label='IVMAX', lw=2)\n",
-      "/tmp/ipykernel_179766/292570887.py:7: RuntimeWarning: invalid value encountered in true_divide\n",
+      "/tmp/ipykernel_195847/68074749.py:7: RuntimeWarning: invalid value encountered in true_divide\n",
       "  pl.errorbar(gama_lf['MEDIAN_M'], np.log10(gama_lf['PHI_IVMAX']), gama_lf['PHI_IVMAX_ERROR'] / gama_lf['PHI_IVMAX'] / np.log(10.), label='IVMAX', lw=2)\n"
      ]
     },
     {
      "data": {
       "text/plain": [
-       "<matplotlib.legend.Legend at 0x7fc813dc9820>"
+       "Text(0.5, 1.0, 'gama')"
       ]
      },
-     "execution_count": 13,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
-       "<Figure size 478.207x295.548 with 1 Axes>"
+       "<Figure size 432x288 with 1 Axes>"
       ]
      },
      "metadata": {
@@ -386,12 +376,13 @@
     "pl.ylim(-4.25, -.75)\n",
     "pl.xlim(-23., -15.5)\n",
     "\n",
-    "pl.legend(frameon=True, loc=2)"
+    "pl.legend(frameon=True, loc=2)\n",
+    "pl.title(survey)"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "0877d570",
+   "id": "c5719b22",
    "metadata": {},
    "source": [
     "##  Cobaya"
@@ -400,7 +391,7 @@
   {
    "cell_type": "code",
    "execution_count": 19,
-   "id": "307c1976",
+   "id": "44c3e795",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -410,7 +401,7 @@
   {
    "cell_type": "code",
    "execution_count": 20,
-   "id": "d9a904dc",
+   "id": "2e269260",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -420,7 +411,7 @@
   {
    "cell_type": "code",
    "execution_count": 21,
-   "id": "d3873413",
+   "id": "d5c012ce",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -430,7 +421,7 @@
   {
    "cell_type": "code",
    "execution_count": 22,
-   "id": "0d92dad4",
+   "id": "563d77d3",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -440,7 +431,7 @@
   {
    "cell_type": "code",
    "execution_count": 23,
-   "id": "40126a47",
+   "id": "cb8c49f0",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -450,7 +441,7 @@
   {
    "cell_type": "code",
    "execution_count": 24,
-   "id": "03b6e858",
+   "id": "84d194c1",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -460,7 +451,7 @@
   {
    "cell_type": "code",
    "execution_count": 13,
-   "id": "e455f00e",
+   "id": "0c6cebcf",
    "metadata": {},
    "outputs": [
     {
@@ -482,7 +473,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ebbfdaf6",
+   "id": "e6b4de7a",
    "metadata": {},
    "source": [
     "# Done."
diff --git a/docs/nb/randoms_n8_qa.ipynb b/docs/nb/randoms_n8_qa.ipynb
index 5bb48574..7f893be9 100644
--- a/docs/nb/randoms_n8_qa.ipynb
+++ b/docs/nb/randoms_n8_qa.ipynb
@@ -2,8 +2,8 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 31,
-   "id": "50e21fa9",
+   "execution_count": 1,
+   "id": "e2125eae",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,8 +21,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
-   "id": "560eceee",
+   "execution_count": 2,
+   "id": "aaa7ef42",
    "metadata": {},
    "outputs": [
     {
@@ -46,8 +46,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
-   "id": "0a866884",
+   "execution_count": 15,
+   "id": "89a926dd",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -55,13 +55,14 @@
     "\n",
     "from   cosmo         import cosmo, fsky\n",
     "from   cartesian     import rotate\n",
-    "from   findfile      import findfile"
+    "from   findfile      import findfile\n",
+    "from   poisson       import fillfactor_expectation, fillfactor_poisson"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
-   "id": "b86f69ef",
+   "execution_count": 4,
+   "id": "d3f7a7ec",
    "metadata": {
     "tags": [
      "parameters"
@@ -75,15 +76,22 @@
     "field  = 'R1'\n",
     "dryrun = False\n",
     "realz  = 0\n",
-    "version = 'v1'"
+    "version = 'latest'"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
-   "id": "61c27afc",
+   "execution_count": 5,
+   "id": "d4c787f2",
    "metadata": {},
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "WARNING: hdu= was not specified but multiple tables are present, reading in first available table (hdu=1) [astropy.io.fits.connect]\n"
+     ]
+    },
     {
      "data": {
       "text/plain": [
@@ -102,7 +110,7 @@
        "             ('EXTNAME', 'RANDOMS')])"
       ]
      },
-     "execution_count": 37,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -115,8 +123,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
-   "id": "187e00e3",
+   "execution_count": 7,
+   "id": "1c4d17ba",
    "metadata": {},
    "outputs": [
     {
@@ -138,7 +146,7 @@
        "             ('RSPHERE', 8.0)])"
       ]
      },
-     "execution_count": 38,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -153,8 +161,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
-   "id": "b1d5aff1",
+   "execution_count": 8,
+   "id": "45e8295e",
    "metadata": {},
    "outputs": [
     {
@@ -176,7 +184,7 @@
        "             ('RSPHERE', 8.0)])"
       ]
      },
-     "execution_count": 13,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -191,117 +199,117 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 66,
-   "id": "81a7e352",
+   "execution_count": 9,
+   "id": "abf100c3",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
        "<div><i>Table length=15726</i>\n",
-       "<table id=\"table47019443479792\" class=\"table-striped table-bordered table-condensed\">\n",
-       "<thead><tr><th>LOCATION</th><th>FIBER</th><th>TARGETID</th><th>RANDOM_RA</th><th>RANDOM_DEC</th><th>TILEID</th><th>ROS</th><th>ROS_DIST</th><th>Z</th><th>V</th><th>RANDID</th><th>FIELD</th><th>GAMA_FIELD</th><th>CARTESIAN_X</th><th>CARTESIAN_Y</th><th>CARTESIAN_Z</th><th>ROTCARTESIAN_X</th><th>ROTCARTESIAN_Y</th><th>ROTCARTESIAN_Z</th><th>IS_BOUNDARY</th><th>RAND_N8</th><th>FILLFACTOR</th><th>BOUND_DIST</th><th>BOUNDID</th><th>FILLFACTOR_POISSON</th></tr></thead>\n",
-       "<thead><tr><th>int32</th><th>int32</th><th>int64</th><th>float64</th><th>float64</th><th>int64</th><th>int64</th><th>float64</th><th>float32</th><th>float32</th><th>int64</th><th>bytes2</th><th>bytes3</th><th>float32</th><th>float32</th><th>float32</th><th>float64</th><th>float64</th><th>float64</th><th>int64</th><th>int32</th><th>float64</th><th>float64</th><th>int64</th><th>float64</th></tr></thead>\n",
-       "<tr><td>3283</td><td>1680</td><td>327858169910921745</td><td>178.39740154659697</td><td>0.21344983439497145</td><td>46</td><td>1</td><td>1.2213914937921317</td><td>0.13188991</td><td>36528.703</td><td>8789</td><td>R1</td><td>G12</td><td>-385.12457</td><td>10.774982</td><td>1.435312</td><td>385.1896680184612</td><td>-8.106451749285508</td><td>1.517233740585756</td><td>0</td><td>57</td><td>0.44861429732571634</td><td>1.8761456819435922</td><td>611609</td><td>0.44861429732571634</td></tr>\n",
-       "<tr><td>4071</td><td>2475</td><td>327858175959107365</td><td>178.95166593410087</td><td>0.5330106831978032</td><td>45</td><td>1</td><td>0.8393004966288434</td><td>0.20096172</td><td>123746.44</td><td>10280</td><td>R1</td><td>G12</td><td>-578.5161</td><td>10.586223</td><td>5.382871</td><td>578.5744151895444</td><td>-6.577815080058144</td><td>5.505921783629076</td><td>0</td><td>116</td><td>0.9129694471891772</td><td>3.427972654596468</td><td>33714</td><td>0.9129694471891772</td></tr>\n",
-       "<tr><td>316</td><td>473</td><td>327858127657503118</td><td>179.76595895926474</td><td>-1.3778669536628012</td><td>40</td><td>1</td><td>1.387823622979398</td><td>0.13657011</td><td>40440.336</td><td>224</td><td>R1</td><td>G12</td><td>-398.4481</td><td>1.6275846</td><td>-9.583933</td><td>398.4518321059044</td><td>1.1330363672148884</td><td>-9.499190836802372</td><td>0</td><td>49</td><td>0.3856508871747386</td><td>0.8026712375568048</td><td>715002</td><td>0.3856508871747386</td></tr>\n",
-       "<tr><td>2278</td><td>1096</td><td>327858151795721492</td><td>178.5581832615578</td><td>-0.5503185345077595</td><td>44</td><td>1</td><td>1.1782186673964086</td><td>0.25858837</td><td>253993.47</td><td>4618</td><td>R1</td><td>G12</td><td>-735.09937</td><td>18.502275</td><td>-7.0629873</td><td>735.2113974506667</td><td>-13.408816664909924</td><td>-6.906623611354267</td><td>0</td><td>102</td><td>0.8027834794249661</td><td>4.132856309781886</td><td>377049</td><td>0.8027834794249661</td></tr>\n",
-       "<tr><td>218</td><td>47</td><td>327858139732902877</td><td>179.61271625352748</td><td>-0.9553646765535753</td><td>47</td><td>1</td><td>0.9554492939572562</td><td>0.26009628</td><td>258207.28</td><td>1933</td><td>R1</td><td>G12</td><td>-739.2908</td><td>4.9972205</td><td>-12.32855</td><td>739.3102553367122</td><td>0.12495361524711868</td><td>-12.171315001443832</td><td>0</td><td>123</td><td>0.9680624310712826</td><td>5.878712517950107</td><td>111236</td><td>0.9680624310712826</td></tr>\n",
-       "<tr><td>7098</td><td>3997</td><td>327858169940282249</td><td>180.1730535117349</td><td>0.17289706767667368</td><td>42</td><td>1</td><td>0.5985672280844161</td><td>0.21723734</td><td>154691.2</td><td>9313</td><td>R1</td><td>G12</td><td>-623.3242</td><td>-1.8826652</td><td>1.8809718</td><td>623.2958003453518</td><td>6.201219026927518</td><td>2.0135336332391875</td><td>0</td><td>88</td><td>0.692597511660755</td><td>1.0790868636464568</td><td>265471</td><td>0.692597511660755</td></tr>\n",
-       "<tr><td>8092</td><td>4343</td><td>327858157864880676</td><td>180.30104029354644</td><td>-0.22101348900748394</td><td>46</td><td>1</td><td>0.7350523912639524</td><td>0.19492118</td><td>113355.33</td><td>6902</td><td>R1</td><td>G12</td><td>-561.9541</td><td>-2.952615</td><td>-2.1677296</td><td>561.920605604227</td><td>6.84595047593433</td><td>-2.048221066469273</td><td>0</td><td>101</td><td>0.7949130531560938</td><td>2.3067570564725925</td><td>51712</td><td>0.7949130531560938</td></tr>\n",
-       "<tr><td>3070</td><td>1540</td><td>327858175963303011</td><td>179.08684906682518</td><td>0.44122321804114334</td><td>39</td><td>1</td><td>0.6767544629124083</td><td>0.21262926</td><td>145484.81</td><td>10481</td><td>R1</td><td>G12</td><td>-610.6147</td><td>9.73249</td><td>4.7029104</td><td>610.6664455012948</td><td>-5.501712846820395</td><td>4.832786334977159</td><td>0</td><td>90</td><td>0.7083383641984995</td><td>1.8905613114804338</td><td>322571</td><td>0.7083383641984995</td></tr>\n",
-       "<tr><td>6476</td><td>3028</td><td>327858188068062300</td><td>180.72302096628147</td><td>0.9667352514734269</td><td>49</td><td>1</td><td>1.481767002958849</td><td>0.09320104</td><td>13197.035</td><td>14419</td><td>R1</td><td>G12</td><td>-274.34167</td><td>-3.462128</td><td>4.6296964</td><td>274.3101126503851</td><td>5.362775880327856</td><td>4.688036418792772</td><td>0</td><td>48</td><td>0.37778046090586637</td><td>0.18421899727331542</td><td>423293</td><td>0.37778046090586637</td></tr>\n",
-       "<tr><td>7045</td><td>3980</td><td>327858163900482240</td><td>180.17165056473283</td><td>0.10252987446602678</td><td>47</td><td>1</td><td>0.580772239780986</td><td>0.08804426</td><td>11159.91</td><td>7950</td><td>R1</td><td>G12</td><td>-259.48578</td><td>-0.7773873</td><td>0.4643482</td><td>259.4740602129417</td><td>2.5751730888678104</td><td>0.5195328386080252</td><td>0</td><td>76</td><td>0.5981523964342884</td><td>0.3727026983372992</td><td>152035</td><td>0.5981523964342884</td></tr>\n",
-       "<tr><td>9366</td><td>4600</td><td>327858133705688479</td><td>180.3510798742933</td><td>-1.2191329904497377</td><td>49</td><td>1</td><td>1.4318942305469147</td><td>0.16556638</td><td>70767.56</td><td>1174</td><td>R1</td><td>G12</td><td>-480.1766</td><td>-2.942319</td><td>-10.218876</td><td>480.14685751689854</td><td>6.269072719445273</td><td>-10.116759059814507</td><td>0</td><td>76</td><td>0.5981523964342884</td><td>0.7482516938642931</td><td>589183</td><td>0.5981523964342884</td></tr>\n",
-       "<tr><td>8119</td><td>4323</td><td>327858157864879846</td><td>180.2751125109219</td><td>-0.19426847859090474</td><td>45</td><td>1</td><td>0.7025065106975512</td><td>0.23655595</td><td>197260.73</td><td>6863</td><td>R1</td><td>G12</td><td>-675.9306</td><td>-3.2455862</td><td>-2.291862</td><td>675.8923655166236</td><td>7.928581972743379</td><td>-2.1481140872138673</td><td>0</td><td>126</td><td>0.9916737098778993</td><td>2.393846006648759</td><td>273617</td><td>0.9916737098778993</td></tr>\n",
-       "<tr><td>282</td><td>85</td><td>327858133697300817</td><td>179.79920961999835</td><td>-1.2637700623765964</td><td>49</td><td>1</td><td>1.2793720363630763</td><td>0.15161029</td><td>54813.574</td><td>945</td><td>R1</td><td>G12</td><td>-440.9782</td><td>1.5453938</td><td>-9.728271</td><td>440.98039247216616</td><td>1.509888075137827</td><td>-9.63448357110004</td><td>0</td><td>74</td><td>0.582411543896544</td><td>1.7121496834162193</td><td>659556</td><td>0.582411543896544</td></tr>\n",
-       "<tr><td>1508</td><td>876</td><td>327858139716127703</td><td>178.6732903689495</td><td>-1.0869611067806226</td><td>44</td><td>1</td><td>1.4283459515087156</td><td>0.2555808</td><td>245717.58</td><td>1393</td><td>R1</td><td>G12</td><td>-726.9651</td><td>16.836214</td><td>-13.796644</td><td>727.0672045979207</td><td>-11.799152250152787</td><td>-13.642012744026289</td><td>0</td><td>62</td><td>0.48796642867007745</td><td>0.9184603423186953</td><td>719132</td><td>0.48796642867007745</td></tr>\n",
-       "<tr><td>6179</td><td>3022</td><td>327858182015682270</td><td>179.9641509567628</td><td>0.8311775275797335</td><td>46</td><td>1</td><td>0.9074429455043106</td><td>0.2539972</td><td>241428.47</td><td>12439</td><td>R1</td><td>G12</td><td>-722.95807</td><td>0.45234326</td><td>10.488535</td><td>722.9416039318226</td><td>4.556563356898809</td><td>10.642289515605334</td><td>0</td><td>149</td><td>1.0</td><td>5.142234051184593</td><td>349608</td><td>1.1726935140619603</td></tr>\n",
-       "<tr><td>1049</td><td>919</td><td>327858151808303180</td><td>179.35073409024537</td><td>-0.5830476615334916</td><td>43</td><td>1</td><td>0.6340945707573049</td><td>0.20199439</td><td>125581.07</td><td>5036</td><td>R1</td><td>G12</td><td>-581.41614</td><td>6.58879</td><td>-5.917134</td><td>581.4490776526926</td><td>-2.56038597360273</td><td>-5.793472051283767</td><td>0</td><td>98</td><td>0.7713017743494772</td><td>1.366346978501087</td><td>316772</td><td>0.7713017743494772</td></tr>\n",
-       "<tr><td>60</td><td>407</td><td>327858145768506576</td><td>179.44870980410133</td><td>-0.6358519558513294</td><td>40</td><td>1</td><td>0.6536019380900377</td><td>0.26006487</td><td>258119.1</td><td>3312</td><td>R1</td><td>G12</td><td>-739.24646</td><td>7.113123</td><td>-8.204659</td><td>739.2797274943476</td><td>-1.9912050294935666</td><td>-8.047430524032142</td><td>0</td><td>112</td><td>0.8814877421136883</td><td>1.9896523846491905</td><td>149969</td><td>0.8814877421136883</td></tr>\n",
-       "<tr><td>4135</td><td>2282</td><td>327858182003099186</td><td>179.24340109009668</td><td>0.6265455796392012</td><td>46</td><td>1</td><td>0.7209140566878577</td><td>0.15718785</td><td>60876.55</td><td>11964</td><td>R1</td><td>G12</td><td>-456.71884</td><td>6.031388</td><td>4.994984</td><td>456.7485945704091</td><td>-2.8669418701993026</td><td>5.092125004778486</td><td>0</td><td>96</td><td>0.7555609218117327</td><td>1.7638991538681696</td><td>88285</td><td>0.7555609218117327</td></tr>\n",
-       "<tr><td>6079</td><td>3430</td><td>327858175980079057</td><td>180.18867782962346</td><td>0.41369745537321934</td><td>41</td><td>1</td><td>0.719500625029243</td><td>0.124354675</td><td>30760.557</td><td>10883</td><td>R1</td><td>G12</td><td>-363.81485</td><td>-1.1980646</td><td>2.6269422</td><td>363.79725034461416</td><td>3.718667000368842</td><td>2.704314178913922</td><td>0</td><td>78</td><td>0.6138932489720329</td><td>1.400010301421758</td><td>302267</td><td>0.6138932489720329</td></tr>\n",
-       "<tr><td>5200</td><td>2718</td><td>327858188051286793</td><td>179.67878102431092</td><td>0.9273208645470684</td><td>49</td><td>1</td><td>0.9306609982613749</td><td>0.2591293</td><td>255500.14</td><td>13881</td><td>R1</td><td>G12</td><td>-736.70917</td><td>4.130277</td><td>11.924721</td><td>736.7175487224102</td><td>0.9739899493367528</td><td>12.081405236251554</td><td>0</td><td>119</td><td>0.9365807259957938</td><td>5.5382760132963025</td><td>117081</td><td>0.9365807259957938</td></tr>\n",
-       "<tr><td>3263</td><td>1695</td><td>327858169910921024</td><td>178.3661802416606</td><td>0.32935822400993275</td><td>45</td><td>1</td><td>1.2770165494300745</td><td>0.11775722</td><td>26225.363</td><td>8752</td><td>R1</td><td>G12</td><td>-344.8414</td><td>9.836003</td><td>1.9831094</td><td>344.9008410997031</td><td>-7.446590455272116</td><td>2.0564624959840665</td><td>0</td><td>57</td><td>0.44861429732571634</td><td>1.3595464226204592</td><td>449237</td><td>0.44861429732571634</td></tr>\n",
-       "<tr><td>6406</td><td>3198</td><td>327858188063868539</td><td>180.40925245790964</td><td>1.0073671204560501</td><td>46</td><td>1</td><td>1.2921341158752662</td><td>0.2420511</td><td>210575.9</td><td>14298</td><td>R1</td><td>G12</td><td>-690.6968</td><td>-4.9335947</td><td>12.145304</td><td>690.6434195255993</td><td>9.718855008968003</td><td>12.292189212880427</td><td>0</td><td>101</td><td>0.7949130531560938</td><td>2.518022306959168</td><td>434384</td><td>0.7949130531560938</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></tr>\n",
-       "<tr><td>2143</td><td>1256</td><td>327858157839714452</td><td>178.86539617457814</td><td>-0.3287435345613216</td><td>49</td><td>1</td><td>0.8048038083626275</td><td>0.1379182</td><td>41615.14</td><td>6472</td><td>R1</td><td>G12</td><td>-402.30386</td><td>7.967693</td><td>-2.3087597</td><td>402.3498925198588</td><td>-5.180205644201331</td><td>-2.2231884502085757</td><td>0</td><td>69</td><td>0.5430594125521829</td><td>2.140803371591325</td><td>220042</td><td>0.5430594125521829</td></tr>\n",
-       "<tr><td>7122</td><td>3504</td><td>327858163904676515</td><td>180.46853546094488</td><td>0.004637420857453823</td><td>49</td><td>1</td><td>0.8685478403310158</td><td>0.14178202</td><td>45103.81</td><td>8064</td><td>R1</td><td>G12</td><td>-413.31955</td><td>-3.3799903</td><td>0.033454485</td><td>413.2861952270635</td><td>6.243525553139902</td><td>0.12135169704138035</td><td>0</td><td>71</td><td>0.5588002650899274</td><td>2.658751741816734</td><td>9740</td><td>0.5588002650899274</td></tr>\n",
-       "<tr><td>2381</td><td>1233</td><td>327858145751728792</td><td>178.3502842975237</td><td>-0.6810708600245757</td><td>43</td><td>1</td><td>1.4232263665927853</td><td>0.115728594</td><td>24924.006</td><td>2675</td><td>R1</td><td>G12</td><td>-339.0194</td><td>9.764074</td><td>-4.0317607</td><td>339.07977088660226</td><td>-7.414999907983766</td><td>-3.959645705831729</td><td>0</td><td>54</td><td>0.4250030185190997</td><td>0.4597189294946245</td><td>589728</td><td>0.4250030185190997</td></tr>\n",
-       "<tr><td>4476</td><td>2416</td><td>327858194082693176</td><td>179.0147147048516</td><td>1.2217228280580912</td><td>49</td><td>1</td><td>1.3546636578294005</td><td>0.18767864</td><td>101650.055</td><td>14652</td><td>R1</td><td>G12</td><td>-541.71265</td><td>9.316465</td><td>11.554445</td><td>541.761722685841</td><td>-5.5630750353064915</td><td>11.669666759782936</td><td>0</td><td>75</td><td>0.5902819701654163</td><td>1.3823230646156215</td><td>377224</td><td>0.5902819701654163</td></tr>\n",
-       "<tr><td>3067</td><td>1531</td><td>327858169919308167</td><td>178.96512592355546</td><td>0.2895683942252403</td><td>45</td><td>1</td><td>0.6977904528788332</td><td>0.1529742</td><td>56258.51</td><td>8975</td><td>R1</td><td>G12</td><td>-444.8522</td><td>8.035776</td><td>2.248634</td><td>444.8967126328732</td><td>-4.953498140539359</td><td>2.343254248694884</td><td>0</td><td>95</td><td>0.7476904955428606</td><td>1.536558580864636</td><td>36254</td><td>0.7476904955428606</td></tr>\n",
-       "<tr><td>8415</td><td>4181</td><td>327858145789479459</td><td>180.71809726852982</td><td>-0.6456942242409728</td><td>39</td><td>1</td><td>1.2911272625409351</td><td>0.23051123</td><td>183238.78</td><td>4184</td><td>R1</td><td>G12</td><td>-659.4373</td><td>-8.265267</td><td>-7.4324207</td><td>659.3657908706174</td><td>12.833871696622015</td><td>-7.292187775131871</td><td>0</td><td>66</td><td>0.5194481337455663</td><td>2.4078139321876417</td><td>387347</td><td>0.5194481337455663</td></tr>\n",
-       "<tr><td>1339</td><td>854</td><td>327858139720321472</td><td>178.92702086845384</td><td>-1.0324952259540863</td><td>39</td><td>1</td><td>1.2324359119835655</td><td>0.1417983</td><td>45118.887</td><td>1521</td><td>R1</td><td>G12</td><td>-413.23987</td><td>7.739655</td><td>-7.448877</td><td>413.28514770537663</td><td>-4.876404978557524</td><td>-7.360980037960855</td><td>0</td><td>76</td><td>0.5981523964342884</td><td>1.9323649461117676</td><td>681353</td><td>0.5981523964342884</td></tr>\n",
-       "<tr><td>4421</td><td>2184</td><td>327858188034508986</td><td>178.5385088774039</td><td>0.9077489251877927</td><td>43</td><td>1</td><td>1.3966664725494133</td><td>0.22088805</td><td>162239.94</td><td>13234</td><td>R1</td><td>G12</td><td>-633.0231</td><td>16.150549</td><td>10.033218</td><td>633.1176262181056</td><td>-11.764365346162986</td><td>10.16786930615693</td><td>0</td><td>69</td><td>0.5430594125521829</td><td>1.1902815302570393</td><td>613078</td><td>0.5430594125521829</td></tr>\n",
-       "<tr><td>8143</td><td>4311</td><td>327858157869073980</td><td>180.52299934026533</td><td>-0.35894553037956584</td><td>49</td><td>1</td><td>0.9903325352362322</td><td>0.113919705</td><td>23799.65</td><td>7031</td><td>R1</td><td>G12</td><td>-333.98447</td><td>-3.048715</td><td>-2.0924542</td><td>333.9557654721826</td><td>5.362598240161864</td><td>-2.021428931708466</td><td>0</td><td>54</td><td>0.4250030185190997</td><td>2.8635143538498213</td><td>299575</td><td>0.4250030185190997</td></tr>\n",
-       "<tr><td>170</td><td>12</td><td>327858139732903562</td><td>179.72337874140632</td><td>-0.9027819679636647</td><td>47</td><td>1</td><td>0.91117305477766</td><td>0.2515704</td><td>234946.81</td><td>1974</td><td>R1</td><td>G12</td><td>-716.4078</td><td>3.458809</td><td>-11.289158</td><td>716.4169297804636</td><td>1.5047872474317123</td><td>-11.136791431574663</td><td>0</td><td>149</td><td>1.0</td><td>5.142377695401394</td><td>342696</td><td>1.1726935140619603</td></tr>\n",
-       "<tr><td>2160</td><td>1448</td><td>327858163879510906</td><td>178.78554457592986</td><td>0.0007891822912992597</td><td>44</td><td>1</td><td>0.8144558063913587</td><td>0.2164194</td><td>153030.97</td><td>7754</td><td>R1</td><td>G12</td><td>-620.95233</td><td>13.16383</td><td>0.008554813</td><td>621.0286155001144</td><td>-8.861348029259627</td><td>0.14063443283764998</td><td>0</td><td>122</td><td>0.9601920048024104</td><td>3.4102852027513872</td><td>257358</td><td>0.9601920048024104</td></tr>\n",
-       "<tr><td>4304</td><td>2058</td><td>327858188038703711</td><td>178.8106027079456</td><td>0.9928481384920383</td><td>48</td><td>1</td><td>1.2683978621344205</td><td>0.24786876</td><td>225271.52</td><td>13422</td><td>R1</td><td>G12</td><td>-706.2732</td><td>14.66356</td><td>12.242496</td><td>706.3552163165022</td><td>-9.769910623460255</td><td>12.392722591735366</td><td>0</td><td>108</td><td>0.8500060370381994</td><td>2.858254786768493</td><td>698835</td><td>0.8500060370381994</td></tr>\n",
-       "<tr><td>7193</td><td>3808</td><td>327858175988466066</td><td>180.571390139718</td><td>0.48589357416245554</td><td>43</td><td>1</td><td>1.0861255672622976</td><td>0.18060684</td><td>90993.35</td><td>11138</td><td>R1</td><td>G12</td><td>-522.23035</td><td>-5.208187</td><td>4.429071</td><td>522.1807746792228</td><td>8.826248935332957</td><td>4.540127828988275</td><td>0</td><td>99</td><td>0.7791722006183495</td><td>3.7764668497580076</td><td>617564</td><td>0.7791722006183495</td></tr>\n",
-       "<tr><td>1320</td><td>870</td><td>327858133684716929</td><td>179.00558195364405</td><td>-1.1429686943178787</td><td>49</td><td>1</td><td>1.2882792319205183</td><td>0.20848936</td><td>137516.06</td><td>446</td><td>R1</td><td>G12</td><td>-599.14056</td><td>10.39965</td><td>-11.955381</td><td>599.2007652332942</td><td>-6.248353424133008</td><td>-11.827944365572996</td><td>0</td><td>95</td><td>0.7476904955428606</td><td>2.221432295537178</td><td>496907</td><td>0.7476904955428606</td></tr>\n",
-       "<tr><td>7349</td><td>3559</td><td>327858163913066729</td><td>180.98886824112478</td><td>0.12177314073120668</td><td>41</td><td>1</td><td>1.3941953896351507</td><td>0.21543452</td><td>151046.86</td><td>8476</td><td>R1</td><td>G12</td><td>-618.3024</td><td>-10.672346</td><td>1.3143021</td><td>618.2133541021398</td><td>14.955896381069097</td><td>1.4457829893377552</td><td>0</td><td>56</td><td>0.44074387105684415</td><td>1.2299536570109804</td><td>449778</td><td>0.44074387105684415</td></tr>\n",
-       "<tr><td>5121</td><td>2620</td><td>327858182011487931</td><td>179.6828198628355</td><td>0.659059788590814</td><td>46</td><td>1</td><td>0.6642429014266471</td><td>0.18927476</td><td>104160.12</td><td>12294</td><td>R1</td><td>G12</td><td>-546.2958</td><td>3.0242355</td><td>6.284284</td><td>546.3022686397436</td><td>0.7607572940179108</td><td>6.400471166559996</td><td>0</td><td>97</td><td>0.763431348080605</td><td>1.5836582410969682</td><td>62138</td><td>0.763431348080605</td></tr>\n",
-       "<tr><td>9299</td><td>4503</td><td>327858139745486914</td><td>180.43104026737538</td><td>-1.0290032290823008</td><td>46</td><td>1</td><td>1.3226493550148604</td><td>0.2563404</td><td>247791.62</td><td>2462</td><td>R1</td><td>G12</td><td>-729.1932</td><td>-5.4858766</td><td>-13.09772</td><td>729.140435883095</td><td>10.53783956150778</td><td>-12.942647731246312</td><td>0</td><td>81</td><td>0.6375045277786495</td><td>2.2816376003821324</td><td>402138</td><td>0.6375045277786495</td></tr>\n",
-       "<tr><td>441</td><td>311</td><td>327858127661697974</td><td>180.03803986467713</td><td>-1.4228807956549943</td><td>44</td><td>1</td><td>1.4887676898650182</td><td>0.17289951</td><td>80222.99</td><td>255</td><td>R1</td><td>G12</td><td>-500.64322</td><td>-0.33238754</td><td>-12.435511</td><td>500.63153351019</td><td>3.8010035396854525</td><td>-12.329037204053861</td><td>0</td><td>69</td><td>0.5430594125521829</td><td>0.1360058035389532</td><td>392542</td><td>0.5430594125521829</td></tr>\n",
-       "<tr><td>5166</td><td>2950</td><td>327858188051285506</td><td>179.52518070408595</td><td>0.8908835554582324</td><td>49</td><td>1</td><td>0.8940195665023197</td><td>0.18394645</td><td>95932.13</td><td>13817</td><td>R1</td><td>G12</td><td>-531.47565</td><td>4.4045243</td><td>8.264785</td><td>531.4916371741743</td><td>-0.7221772392213666</td><td>8.37782200214973</td><td>0</td><td>114</td><td>0.8972285946514327</td><td>3.655910185687424</td><td>267754</td><td>0.8972285946514327</td></tr>\n",
-       "<tr><td>146</td><td>101</td><td>327858139728709719</td><td>179.38464945199675</td><td>-0.8998759801590822</td><td>40</td><td>1</td><td>0.9252831052795525</td><td>0.16132268</td><td>65638.37</td><td>1839</td><td>R1</td><td>G12</td><td>-468.31354</td><td>5.029831</td><td>-7.3562675</td><td>468.33869979428187</td><td>-1.7850770960058728</td><td>-7.256661907089383</td><td>0</td><td>100</td><td>0.7870426268872216</td><td>3.4772167328642234</td><td>170911</td><td>0.7870426268872216</td></tr>\n",
-       "<tr><td>1386</td><td>893</td><td>327858139716125507</td><td>178.64250172750445</td><td>-1.0540630203425225</td><td>48</td><td>1</td><td>1.423990294683569</td><td>0.18736021</td><td>101153.96</td><td>1297</td><td>R1</td><td>G12</td><td>-540.78955</td><td>12.815225</td><td>-9.952751</td><td>540.8674638596336</td><td>-9.068145846943708</td><td>-9.837720342910185</td><td>0</td><td>53</td><td>0.4171325922502275</td><td>0.7336313184153014</td><td>606658</td><td>0.4171325922502275</td></tr>\n",
-       "<tr><td>1436</td><td>978</td><td>327858139716125949</td><td>178.65834068432252</td><td>-0.9226575132267402</td><td>41</td><td>1</td><td>1.3183104727562942</td><td>0.100020885</td><td>16244.39</td><td>1322</td><td>R1</td><td>G12</td><td>-293.9601</td><td>6.884738</td><td>-4.7354684</td><td>294.0017583856275</td><td>-4.84791855751217</td><td>-4.6729405542491005</td><td>0</td><td>59</td><td>0.46435514986346077</td><td>0.9330263686699861</td><td>586722</td><td>0.46435514986346077</td></tr>\n",
+       "<table id=\"table47202654322256\" class=\"table-striped table-bordered table-condensed\">\n",
+       "<thead><tr><th>LOCATION</th><th>FIBER</th><th>TARGETID</th><th>RANDOM_RA</th><th>RANDOM_DEC</th><th>TILEID</th><th>ROS</th><th>ROS_DIST</th><th>Z</th><th>V</th><th>RANDID</th><th>FIELD</th><th>GAMA_FIELD</th><th>CARTESIAN_X</th><th>CARTESIAN_Y</th><th>CARTESIAN_Z</th><th>ROTCARTESIAN_X</th><th>ROTCARTESIAN_Y</th><th>ROTCARTESIAN_Z</th><th>IS_BOUNDARY</th><th>RAND_N8</th><th>FILLFACTOR</th></tr></thead>\n",
+       "<thead><tr><th>int32</th><th>int32</th><th>int64</th><th>float64</th><th>float64</th><th>int64</th><th>int64</th><th>float64</th><th>float32</th><th>float32</th><th>int64</th><th>bytes2</th><th>bytes3</th><th>float32</th><th>float32</th><th>float32</th><th>float64</th><th>float64</th><th>float64</th><th>int64</th><th>int32</th><th>float64</th></tr></thead>\n",
+       "<tr><td>7088</td><td>3982</td><td>327858169944476468</td><td>180.26350412817186</td><td>0.19044292795039414</td><td>39</td><td>1</td><td>0.6902931374711383</td><td>0.26298735</td><td>266407.47</td><td>9449</td><td>R1</td><td>G12</td><td>-747.1444</td><td>-3.4361525</td><td>2.4834359</td><td>747.1021249297582</td><td>8.612536812169399</td><td>2.642328706963844</td><td>1</td><td>46</td><td>0.36203960836812193</td></tr>\n",
+       "<tr><td>6094</td><td>3212</td><td>327858182019876416</td><td>180.07731463817055</td><td>0.6730824188137113</td><td>47</td><td>1</td><td>0.8251416398072031</td><td>0.26297763</td><td>266379.66</td><td>12606</td><td>R1</td><td>G12</td><td>-747.0782</td><td>-1.0081042</td><td>8.776716</td><td>747.0513872604157</td><td>6.184088019049684</td><td>8.935598421549901</td><td>1</td><td>51</td><td>0.40139173971248304</td></tr>\n",
+       "<tr><td>1064</td><td>614</td><td>327858145768507196</td><td>179.28100108786887</td><td>-0.685901415629755</td><td>46</td><td>1</td><td>0.7564497317989525</td><td>0.26299304</td><td>266423.8</td><td>3343</td><td>R1</td><td>G12</td><td>-747.0594</td><td>9.375264</td><td>-8.944357</td><td>747.1082972341547</td><td>-4.199161385130673</td><td>-8.785463026322264</td><td>1</td><td>51</td><td>0.40139173971248304</td></tr>\n",
+       "<tr><td>6175</td><td>3335</td><td>327858175984271673</td><td>180.25313782006504</td><td>0.5027410634182592</td><td>46</td><td>1</td><td>0.8242127399946046</td><td>0.2629643</td><td>266341.5</td><td>10965</td><td>R1</td><td>G12</td><td>-747.0587</td><td>-3.300593</td><td>6.5552893</td><td>747.0165068342266</td><td>8.476386794584739</td><td>6.714163989176557</td><td>1</td><td>55</td><td>0.4328734447879719</td></tr>\n",
+       "<tr><td>4092</td><td>2479</td><td>327858175963300763</td><td>179.1612944073869</td><td>0.4412898240719719</td><td>49</td><td>1</td><td>0.6222503516667862</td><td>0.2629877</td><td>266408.53</td><td>10377</td><td>R1</td><td>G12</td><td>-747.05524</td><td>10.936306</td><td>5.75452</td><td>747.1118362245064</td><td>-5.76019450551821</td><td>5.913414916535301</td><td>1</td><td>34</td><td>0.26759449314165534</td></tr>\n",
+       "<tr><td>7144</td><td>3723</td><td>327858169944475051</td><td>180.30868755078086</td><td>0.20742936399206469</td><td>48</td><td>1</td><td>0.738419116367134</td><td>0.26293993</td><td>266271.7</td><td>9382</td><td>R1</td><td>G12</td><td>-747.01373</td><td>-4.0246606</td><td>2.7044837</td><td>746.9673274059456</td><td>9.200125447403702</td><td>2.8633479216531956</td><td>1</td><td>51</td><td>0.40139173971248304</td></tr>\n",
+       "<tr><td>8433</td><td>4397</td><td>327858145793673749</td><td>180.77706377286515</td><td>-0.7286853893889694</td><td>40</td><td>1</td><td>1.3843362382018751</td><td>0.26297227</td><td>266364.34</td><td>4298</td><td>R1</td><td>G12</td><td>-746.987</td><td>-10.131499</td><td>-9.501536</td><td>746.9008803874635</td><td>15.30663236115012</td><td>-9.342686603077825</td><td>1</td><td>42</td><td>0.33055790329263307</td></tr>\n",
+       "<tr><td>8124</td><td>4177</td><td>327858163908870961</td><td>180.59697001711058</td><td>-0.09477565009222234</td><td>49</td><td>1</td><td>1.001464294071772</td><td>0.26293185</td><td>266248.62</td><td>8244</td><td>R1</td><td>G12</td><td>-746.9664</td><td>-7.782993</td><td>-1.2356604</td><td>746.8947642630225</td><td>12.958039346732814</td><td>-1.0768117813511466</td><td>1</td><td>55</td><td>0.4328734447879719</td></tr>\n",
+       "<tr><td>4287</td><td>2064</td><td>327858188042898128</td><td>179.1117840074867</td><td>0.9784075156758851</td><td>41</td><td>1</td><td>1.0934408777165714</td><td>0.26297075</td><td>266359.97</td><td>13570</td><td>R1</td><td>G12</td><td>-746.9133</td><td>11.579798</td><td>12.757388</td><td>746.9729018601522</td><td>-6.404653983372273</td><td>12.916253702026154</td><td>1</td><td>53</td><td>0.4171325922502275</td></tr>\n",
+       "<tr><td>3209</td><td>1871</td><td>327858163871122179</td><td>178.45917031031144</td><td>-0.010169244200369743</td><td>46</td><td>1</td><td>1.140875006622172</td><td>0.2629966</td><td>266434.03</td><td>7439</td><td>R1</td><td>G12</td><td>-746.9111</td><td>20.091188</td><td>-0.1326148</td><td>747.032354809286</td><td>-14.915856032068447</td><td>0.026263133662201232</td><td>1</td><td>49</td><td>0.3856508871747386</td></tr>\n",
+       "<tr><td>1325</td><td>843</td><td>327858139720320534</td><td>178.85327661388365</td><td>-1.00227814102654</td><td>49</td><td>1</td><td>1.2498401535750958</td><td>0.26296753</td><td>266350.72</td><td>1476</td><td>R1</td><td>G12</td><td>-746.8395</td><td>14.949315</td><td>-13.068453</td><td>746.9278888485776</td><td>-9.774602112400409</td><td>-12.909597405379934</td><td>1</td><td>51</td><td>0.40139173971248304</td></tr>\n",
+       "<tr><td>5427</td><td>2761</td><td>327858200130880219</td><td>179.67361827784214</td><td>1.495753218155624</td><td>47</td><td>1</td><td>1.497563390715216</td><td>0.26295877</td><td>266325.7</td><td>15586</td><td>R1</td><td>G12</td><td>-746.8133</td><td>4.25422</td><td>19.50092</td><td>746.8206793801215</td><td>0.9200548426287387</td><td>19.65975270715657</td><td>1</td><td>21</td><td>0.16527895164631654</td></tr>\n",
+       "<tr><td>6450</td><td>3189</td><td>327858188068061798</td><td>180.56220391980193</td><td>1.1087607990862824</td><td>49</td><td>1</td><td>1.4680161164843024</td><td>0.26291713</td><td>266206.47</td><td>14392</td><td>R1</td><td>G12</td><td>-746.79266</td><td>-7.3279963</td><td>14.454079</td><td>746.7208778753848</td><td>12.501850187597986</td><td>14.61289069962791</td><td>1</td><td>32</td><td>0.2518536406039109</td></tr>\n",
+       "<tr><td>8167</td><td>4196</td><td>327858157869075282</td><td>180.66440681497545</td><td>-0.24568454101474613</td><td>49</td><td>1</td><td>1.0923899566439677</td><td>0.26286703</td><td>266063.06</td><td>7086</td><td>R1</td><td>G12</td><td>-746.7772</td><td>-8.660082</td><td>-3.2024188</td><td>746.6999623791356</td><td>13.833796838759094</td><td>-3.043611626461521</td><td>1</td><td>57</td><td>0.44861429732571634</td></tr>\n",
+       "<tr><td>2072</td><td>1258</td><td>327858157843908478</td><td>179.11981628879153</td><td>-0.3171543833270986</td><td>47</td><td>1</td><td>0.5754658498675794</td><td>0.26288036</td><td>266101.16</td><td>6593</td><td>R1</td><td>G12</td><td>-746.7704</td><td>11.472867</td><td>-4.134194</td><td>746.8328125876225</td><td>-6.29871618336957</td><td>-3.9753584861906894</td><td>1</td><td>44</td><td>0.3462987558303775</td></tr>\n",
+       "<tr><td>9061</td><td>4882</td><td>327858151816693998</td><td>179.89646732343553</td><td>-0.5774735063807486</td><td>49</td><td>1</td><td>0.649126758256925</td><td>0.2628548</td><td>266028.06</td><td>5338</td><td>R1</td><td>G12</td><td>-746.76245</td><td>1.3493907</td><td>-7.5267467</td><td>746.7554608977298</td><td>3.8244621345349876</td><td>-7.367927866612134</td><td>1</td><td>43</td><td>0.3384283295615053</td></tr>\n",
+       "<tr><td>4242</td><td>2426</td><td>327858181998903416</td><td>178.78001584112434</td><td>0.6987790842392771</td><td>49</td><td>1</td><td>1.0773267339898673</td><td>0.26292345</td><td>266224.5</td><td>11730</td><td>R1</td><td>G12</td><td>-746.7605</td><td>15.90298</td><td>9.110004</td><td>746.8508016752693</td><td>-10.728791199349823</td><td>9.26884396153556</td><td>1</td><td>53</td><td>0.4171325922502275</td></tr>\n",
+       "<tr><td>9384</td><td>4546</td><td>327858139745485339</td><td>180.33870448544894</td><td>-1.0012684190555832</td><td>45</td><td>1</td><td>1.2442536771522006</td><td>0.26288244</td><td>266107.12</td><td>2389</td><td>R1</td><td>G12</td><td>-746.7485</td><td>-4.414461</td><td>-13.051308</td><td>746.7027252433543</td><td>9.588078838500024</td><td>-12.892500135656636</td><td>1</td><td>52</td><td>0.40926216598135523</td></tr>\n",
+       "<tr><td>6167</td><td>3392</td><td>327858182019877514</td><td>180.15768488608208</td><td>0.8340609374197206</td><td>41</td><td>1</td><td>1.0033185487278151</td><td>0.2628645</td><td>266055.8</td><td>12644</td><td>R1</td><td>G12</td><td>-746.7456</td><td>-2.055139</td><td>10.871266</td><td>746.7111150092785</td><td>7.228793519004499</td><td>11.030076232978782</td><td>1</td><td>50</td><td>0.3935213134436108</td></tr>\n",
+       "<tr><td>6253</td><td>3133</td><td>327858188063867013</td><td>180.44997251701986</td><td>0.8768175769257199</td><td>44</td><td>1</td><td>1.2211494353446657</td><td>0.26287496</td><td>266085.72</td><td>14210</td><td>R1</td><td>G12</td><td>-746.74506</td><td>-5.864684</td><td>11.428948</td><td>746.6840532949533</td><td>11.038243319628574</td><td>11.587752527492047</td><td>1</td><td>51</td><td>0.40139173971248304</td></tr>\n",
+       "<tr><td>2453</td><td>1241</td><td>327858157831325640</td><td>178.252178845705</td><td>-0.24769572693752895</td><td>44</td><td>1</td><td>1.3703881638352782</td><td>0.26296023</td><td>266329.84</td><td>6159</td><td>R1</td><td>G12</td><td>-746.7293</td><td>22.78622</td><td>-3.2297127</td><td>746.8699272528293</td><td>-17.612082780669855</td><td>-3.070869399670808</td><td>1</td><td>40</td><td>0.31481705075488864</td></tr>\n",
+       "<tr><td>57</td><td>108</td><td>327858145772701822</td><td>179.68977656020002</td><td>-0.6972490428349781</td><td>43</td><td>1</td><td>0.7030047372722984</td><td>0.26283914</td><td>265983.28</td><td>3519</td><td>R1</td><td>G12</td><td>-746.6934</td><td>4.0429516</td><td>-9.087312</td><td>746.7054255851203</td><td>1.1304876762837335</td><td>-8.928503538168215</td><td>1</td><td>52</td><td>0.40926216598135523</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></tr>\n",
+       "<tr><td>1181</td><td>950</td><td>327858145764311368</td><td>179.05217387290358</td><td>-0.7967564128730114</td><td>45</td><td>1</td><td>0.9669099759315406</td><td>0.04360129</td><td>1391.3689</td><td>3093</td><td>R1</td><td>G12</td><td>-129.60112</td><td>2.1441462</td><td>-1.8025988</td><td>129.6132452190924</td><td>-1.246174754830366</td><td>-1.7750328856651396</td><td>1</td><td>30</td><td>0.2361127880661665</td></tr>\n",
+       "<tr><td>9145</td><td>4663</td><td>327858145776895055</td><td>179.9163603036788</td><td>-0.6869483265322006</td><td>42</td><td>1</td><td>0.7562916430746998</td><td>0.043561343</td><td>1387.5852</td><td>3635</td><td>R1</td><td>G12</td><td>-129.50418</td><td>0.18904878</td><td>-1.5527676</td><td>129.50270975746471</td><td>0.7082041160088144</td><td>-1.5252251889179935</td><td>1</td><td>33</td><td>0.25972406687278315</td></tr>\n",
+       "<tr><td>2240</td><td>1054</td><td>327858145755922508</td><td>178.6821744048797</td><td>-0.7308161276503767</td><td>41</td><td>1</td><td>1.1732222081046788</td><td>0.04342312</td><td>1374.5276</td><td>2767</td><td>R1</td><td>G12</td><td>-129.06148</td><td>2.9689887</td><td>-1.646723</td><td>129.07929748267915</td><td>-2.0747362335407162</td><td>-1.619270639462269</td><td>1</td><td>30</td><td>0.2361127880661665</td></tr>\n",
+       "<tr><td>1338</td><td>862</td><td>327858139720321173</td><td>178.89451995216766</td><td>-1.094525941450782</td><td>45</td><td>1</td><td>1.3021630429978246</td><td>0.043109145</td><td>1345.17</td><td>1510</td><td>R1</td><td>G12</td><td>-128.13316</td><td>2.472542</td><td>-2.4484918</td><td>128.14773654617574</td><td>-1.5847332112653918</td><td>-2.4212375606096437</td><td>1</td><td>29</td><td>0.2282423617972943</td></tr>\n",
+       "<tr><td>6126</td><td>3390</td><td>327858182019877632</td><td>180.03428136354916</td><td>0.7190473172861576</td><td>49</td><td>1</td><td>0.8400115748087125</td><td>0.042527772</td><td>1291.9161</td><td>12653</td><td>R1</td><td>G12</td><td>-126.456</td><td>-0.0756615</td><td>1.5870739</td><td>126.45210158068566</td><td>0.9517892375535211</td><td>1.613967638963309</td><td>1</td><td>27</td><td>0.21250150925954986</td></tr>\n",
+       "<tr><td>8389</td><td>4038</td><td>327858151829274850</td><td>180.7118998078208</td><td>-0.4873301272390406</td><td>45</td><td>1</td><td>1.21399424268305</td><td>0.042478725</td><td>1287.4874</td><td>5692</td><td>R1</td><td>G12</td><td>-126.30701</td><td>-1.5694448</td><td>-1.0744151</td><td>126.29332732574127</td><td>2.4445043743161863</td><td>-1.0475551990040874</td><td>1</td><td>25</td><td>0.1967606567218054</td></tr>\n",
+       "<tr><td>9390</td><td>4771</td><td>327858133705690206</td><td>180.27061815950853</td><td>-1.264691626130319</td><td>49</td><td>1</td><td>1.43146798192216</td><td>0.04242996</td><td>1283.0957</td><td>1219</td><td>R1</td><td>G12</td><td>-126.14536</td><td>-0.5958114</td><td>-2.7848942</td><td>126.13879666769326</td><td>1.4697744700728888</td><td>-2.758067243364731</td><td>1</td><td>25</td><td>0.1967606567218054</td></tr>\n",
+       "<tr><td>6218</td><td>3138</td><td>327858182024070880</td><td>180.33379358144296</td><td>0.6400069728188503</td><td>43</td><td>1</td><td>0.9736732254774639</td><td>0.04211552</td><td>1255.0076</td><td>12767</td><td>R1</td><td>G12</td><td>-125.240105</td><td>-0.7296317</td><td>1.3990426</td><td>125.2317432502778</td><td>1.5973196215557959</td><td>1.4256767745649417</td><td>1</td><td>27</td><td>0.21250150925954986</td></tr>\n",
+       "<tr><td>5375</td><td>2938</td><td>327858194082693267</td><td>179.1456159871788</td><td>1.3542558706543448</td><td>40</td><td>1</td><td>1.4284380784871749</td><td>0.042059388</td><td>1250.0393</td><td>14659</td><td>R1</td><td>G12</td><td>-125.03563</td><td>1.8646463</td><td>2.9562492</td><td>125.04491560204772</td><td>-0.9983128243101845</td><td>2.9828437062101485</td><td>1</td><td>25</td><td>0.1967606567218054</td></tr>\n",
+       "<tr><td>7170</td><td>3858</td><td>327858169944475391</td><td>180.36195595283954</td><td>0.2713417497526247</td><td>48</td><td>1</td><td>0.8088256170528043</td><td>0.04202986</td><td>1247.4292</td><td>9401</td><td>R1</td><td>G12</td><td>-124.99348</td><td>-0.7896347</td><td>0.5919612</td><td>124.98487729593963</td><td>1.6556124439354005</td><td>0.6185428518094398</td><td>1</td><td>27</td><td>0.21250150925954986</td></tr>\n",
+       "<tr><td>2348</td><td>1009</td><td>327858157831323869</td><td>178.30437634393962</td><td>-0.28014638638624423</td><td>46</td><td>1</td><td>1.325559986719976</td><td>0.041706115</td><td>1219.0505</td><td>6072</td><td>R1</td><td>G12</td><td>-123.98652</td><td>3.6703553</td><td>-0.6064996</td><td>124.00909867098154</td><td>-2.811247078009115</td><td>-0.5801255200567844</td><td>1</td><td>25</td><td>0.1967606567218054</td></tr>\n",
+       "<tr><td>9170</td><td>4988</td><td>327858145781090322</td><td>180.04766284581143</td><td>-0.6860701475542827</td><td>42</td><td>1</td><td>0.8191975908188552</td><td>0.04167332</td><td>1216.2031</td><td>3821</td><td>R1</td><td>G12</td><td>-123.93664</td><td>-0.10309964</td><td>-1.4841114</td><td>123.93326177750181</td><td>0.9617717190942193</td><td>-1.4577534847337001</td><td>1</td><td>26</td><td>0.20463108299067762</td></tr>\n",
+       "<tr><td>8296</td><td>4052</td><td>327858163913065146</td><td>180.8425077972077</td><td>-0.0452337843797798</td><td>45</td><td>1</td><td>1.2433307687890685</td><td>0.041660205</td><td>1215.0654</td><td>8398</td><td>R1</td><td>G12</td><td>-123.89343</td><td>-1.8219267</td><td>-0.097821794</td><td>123.87785411014798</td><td>2.6802582009080074</td><td>-0.07147560360673465</td><td>1</td><td>25</td><td>0.1967606567218054</td></tr>\n",
+       "<tr><td>6070</td><td>3418</td><td>327858169940281157</td><td>180.1960736086521</td><td>0.3652628373087291</td><td>41</td><td>1</td><td>0.699082165334018</td><td>0.04105428</td><td>1163.2242</td><td>9275</td><td>R1</td><td>G12</td><td>-122.115814</td><td>-0.41789782</td><td>0.7785082</td><td>122.10981961274243</td><td>1.2639470707811251</td><td>0.8044783735521327</td><td>1</td><td>20</td><td>0.15740852537744432</td></tr>\n",
+       "<tr><td>223</td><td>475</td><td>327858133697299515</td><td>179.931755737052</td><td>-1.2511924844901985</td><td>46</td><td>1</td><td>1.2944214949264494</td><td>0.040967297</td><td>1155.9042</td><td>884</td><td>R1</td><td>G12</td><td>-121.83318</td><td>0.145114</td><td>-2.6609483</td><td>121.83182771614838</td><td>0.6989905969339687</td><td>-2.6350372900774843</td><td>1</td><td>21</td><td>0.16527895164631654</td></tr>\n",
+       "<tr><td>7459</td><td>3575</td><td>327858163917259284</td><td>181.0538754984522</td><td>-0.024281864558148618</td><td>43</td><td>1</td><td>1.4540782122682219</td><td>0.04064243</td><td>1128.8363</td><td>8538</td><td>R1</td><td>G12</td><td>-120.8831</td><td>-2.223726</td><td>-0.05123875</td><td>120.864802522077</td><td>3.0611913020642803</td><td>-0.02553336946791053</td><td>1</td><td>18</td><td>0.1416676728396999</td></tr>\n",
+       "<tr><td>161</td><td>116</td><td>327858139728710520</td><td>179.4942021770434</td><td>-0.9215334043343435</td><td>49</td><td>1</td><td>0.9275861304738333</td><td>0.040492132</td><td>1116.4529</td><td>1875</td><td>R1</td><td>G12</td><td>-120.43968</td><td>1.0632496</td><td>-1.9373693</td><td>120.44456717257081</td><td>-0.22877759393469754</td><td>-1.9117533847161068</td><td>1</td><td>19</td><td>0.1495380991085721</td></tr>\n",
+       "<tr><td>6210</td><td>3045</td><td>327858188059673401</td><td>180.17353917894187</td><td>1.065981757486607</td><td>47</td><td>1</td><td>1.2104653410161477</td><td>0.040362716</td><td>1105.8685</td><td>14082</td><td>R1</td><td>G12</td><td>-120.05663</td><td>-0.36363223</td><td>2.2339087</td><td>120.05075430611475</td><td>1.195416087245724</td><td>2.2594409538531095</td><td>1</td><td>18</td><td>0.1416676728396999</td></tr>\n",
+       "<tr><td>3191</td><td>1709</td><td>327858175959108104</td><td>178.89084887429777</td><td>0.4631288337753843</td><td>49</td><td>1</td><td>0.8469785611588099</td><td>0.039915252</td><td>1069.7709</td><td>10307</td><td>R1</td><td>G12</td><td>-118.7309</td><td>2.2987201</td><td>0.95991725</td><td>118.74377340484025</td><td>-1.4760574637451094</td><td>0.9851715519499394</td><td>1</td><td>15</td><td>0.11805639403308325</td></tr>\n",
+       "<tr><td>6407</td><td>3166</td><td>327858194103665945</td><td>180.46715215195064</td><td>1.1931104048173666</td><td>39</td><td>1</td><td>1.474909013794832</td><td>0.039808337</td><td>1061.2622</td><td>15407</td><td>R1</td><td>G12</td><td>-118.411766</td><td>-0.9654731</td><td>2.4662101</td><td>118.40170771792505</td><td>1.785846336476364</td><td>2.491391715478936</td><td>1</td><td>15</td><td>0.11805639403308325</td></tr>\n",
+       "<tr><td>5101</td><td>2998</td><td>327858188047092374</td><td>179.3727545697831</td><td>0.9267476799231319</td><td>39</td><td>1</td><td>0.9541997926270797</td><td>0.03957093</td><td>1042.534</td><td>13717</td><td>R1</td><td>G12</td><td>-117.71797</td><td>1.2887688</td><td>1.9043447</td><td>117.72366777467471</td><td>-0.4731482818138849</td><td>1.9293820491001648</td><td>1</td><td>15</td><td>0.11805639403308325</td></tr>\n",
+       "<tr><td>5393</td><td>2990</td><td>327858194099472364</td><td>180.09479940740192</td><td>1.2729021299443501</td><td>41</td><td>1</td><td>1.3656741943681305</td><td>0.03936875</td><td>1026.756</td><td>15313</td><td>R1</td><td>G12</td><td>-117.11436</td><td>-0.1937731</td><td>2.6022832</td><td>117.1096474852941</td><td>1.0051759638031081</td><td>2.6271900372275314</td><td>1</td><td>11</td><td>0.08657468895759438</td></tr>\n",
        "</table></div>"
       ],
       "text/plain": [
        "<Table length=15726>\n",
-       "LOCATION FIBER      TARGETID          RANDOM_RA            RANDOM_DEC      TILEID  ROS  ...    ROTCARTESIAN_Z   IS_BOUNDARY RAND_N8      FILLFACTOR          BOUND_DIST     BOUNDID  FILLFACTOR_POISSON\n",
-       " int32   int32       int64             float64              float64        int64  int64 ...       float64          int64     int32        float64             float64        int64        float64      \n",
-       "-------- ----- ------------------ ------------------ --------------------- ------ ----- ... ------------------- ----------- ------- ------------------- ------------------- ------- -------------------\n",
-       "    3283  1680 327858169910921745 178.39740154659697   0.21344983439497145     46     1 ...   1.517233740585756           0      57 0.44861429732571634  1.8761456819435922  611609 0.44861429732571634\n",
-       "    4071  2475 327858175959107365 178.95166593410087    0.5330106831978032     45     1 ...   5.505921783629076           0     116  0.9129694471891772   3.427972654596468   33714  0.9129694471891772\n",
-       "     316   473 327858127657503118 179.76595895926474   -1.3778669536628012     40     1 ...  -9.499190836802372           0      49  0.3856508871747386  0.8026712375568048  715002  0.3856508871747386\n",
-       "    2278  1096 327858151795721492  178.5581832615578   -0.5503185345077595     44     1 ...  -6.906623611354267           0     102  0.8027834794249661   4.132856309781886  377049  0.8027834794249661\n",
-       "     218    47 327858139732902877 179.61271625352748   -0.9553646765535753     47     1 ... -12.171315001443832           0     123  0.9680624310712826   5.878712517950107  111236  0.9680624310712826\n",
-       "    7098  3997 327858169940282249  180.1730535117349   0.17289706767667368     42     1 ...  2.0135336332391875           0      88   0.692597511660755  1.0790868636464568  265471   0.692597511660755\n",
-       "    8092  4343 327858157864880676 180.30104029354644  -0.22101348900748394     46     1 ...  -2.048221066469273           0     101  0.7949130531560938  2.3067570564725925   51712  0.7949130531560938\n",
-       "    3070  1540 327858175963303011 179.08684906682518   0.44122321804114334     39     1 ...   4.832786334977159           0      90  0.7083383641984995  1.8905613114804338  322571  0.7083383641984995\n",
-       "    6476  3028 327858188068062300 180.72302096628147    0.9667352514734269     49     1 ...   4.688036418792772           0      48 0.37778046090586637 0.18421899727331542  423293 0.37778046090586637\n",
-       "    7045  3980 327858163900482240 180.17165056473283   0.10252987446602678     47     1 ...  0.5195328386080252           0      76  0.5981523964342884  0.3727026983372992  152035  0.5981523964342884\n",
-       "    9366  4600 327858133705688479  180.3510798742933   -1.2191329904497377     49     1 ... -10.116759059814507           0      76  0.5981523964342884  0.7482516938642931  589183  0.5981523964342884\n",
-       "    8119  4323 327858157864879846  180.2751125109219  -0.19426847859090474     45     1 ... -2.1481140872138673           0     126  0.9916737098778993   2.393846006648759  273617  0.9916737098778993\n",
-       "     282    85 327858133697300817 179.79920961999835   -1.2637700623765964     49     1 ...   -9.63448357110004           0      74   0.582411543896544  1.7121496834162193  659556   0.582411543896544\n",
-       "    1508   876 327858139716127703  178.6732903689495   -1.0869611067806226     44     1 ... -13.642012744026289           0      62 0.48796642867007745  0.9184603423186953  719132 0.48796642867007745\n",
-       "    6179  3022 327858182015682270  179.9641509567628    0.8311775275797335     46     1 ...  10.642289515605334           0     149                 1.0   5.142234051184593  349608  1.1726935140619603\n",
-       "    1049   919 327858151808303180 179.35073409024537   -0.5830476615334916     43     1 ...  -5.793472051283767           0      98  0.7713017743494772   1.366346978501087  316772  0.7713017743494772\n",
-       "      60   407 327858145768506576 179.44870980410133   -0.6358519558513294     40     1 ...  -8.047430524032142           0     112  0.8814877421136883  1.9896523846491905  149969  0.8814877421136883\n",
-       "    4135  2282 327858182003099186 179.24340109009668    0.6265455796392012     46     1 ...   5.092125004778486           0      96  0.7555609218117327  1.7638991538681696   88285  0.7555609218117327\n",
-       "    6079  3430 327858175980079057 180.18867782962346   0.41369745537321934     41     1 ...   2.704314178913922           0      78  0.6138932489720329   1.400010301421758  302267  0.6138932489720329\n",
-       "    5200  2718 327858188051286793 179.67878102431092    0.9273208645470684     49     1 ...  12.081405236251554           0     119  0.9365807259957938  5.5382760132963025  117081  0.9365807259957938\n",
-       "    3263  1695 327858169910921024  178.3661802416606   0.32935822400993275     45     1 ...  2.0564624959840665           0      57 0.44861429732571634  1.3595464226204592  449237 0.44861429732571634\n",
-       "    6406  3198 327858188063868539 180.40925245790964    1.0073671204560501     46     1 ...  12.292189212880427           0     101  0.7949130531560938   2.518022306959168  434384  0.7949130531560938\n",
-       "     ...   ...                ...                ...                   ...    ...   ... ...                 ...         ...     ...                 ...                 ...     ...                 ...\n",
-       "    2143  1256 327858157839714452 178.86539617457814   -0.3287435345613216     49     1 ... -2.2231884502085757           0      69  0.5430594125521829   2.140803371591325  220042  0.5430594125521829\n",
-       "    7122  3504 327858163904676515 180.46853546094488  0.004637420857453823     49     1 ... 0.12135169704138035           0      71  0.5588002650899274   2.658751741816734    9740  0.5588002650899274\n",
-       "    2381  1233 327858145751728792  178.3502842975237   -0.6810708600245757     43     1 ...  -3.959645705831729           0      54  0.4250030185190997  0.4597189294946245  589728  0.4250030185190997\n",
-       "    4476  2416 327858194082693176  179.0147147048516    1.2217228280580912     49     1 ...  11.669666759782936           0      75  0.5902819701654163  1.3823230646156215  377224  0.5902819701654163\n",
-       "    3067  1531 327858169919308167 178.96512592355546    0.2895683942252403     45     1 ...   2.343254248694884           0      95  0.7476904955428606   1.536558580864636   36254  0.7476904955428606\n",
-       "    8415  4181 327858145789479459 180.71809726852982   -0.6456942242409728     39     1 ...  -7.292187775131871           0      66  0.5194481337455663  2.4078139321876417  387347  0.5194481337455663\n",
-       "    1339   854 327858139720321472 178.92702086845384   -1.0324952259540863     39     1 ...  -7.360980037960855           0      76  0.5981523964342884  1.9323649461117676  681353  0.5981523964342884\n",
-       "    4421  2184 327858188034508986  178.5385088774039    0.9077489251877927     43     1 ...   10.16786930615693           0      69  0.5430594125521829  1.1902815302570393  613078  0.5430594125521829\n",
-       "    8143  4311 327858157869073980 180.52299934026533  -0.35894553037956584     49     1 ...  -2.021428931708466           0      54  0.4250030185190997  2.8635143538498213  299575  0.4250030185190997\n",
-       "     170    12 327858139732903562 179.72337874140632   -0.9027819679636647     47     1 ... -11.136791431574663           0     149                 1.0   5.142377695401394  342696  1.1726935140619603\n",
-       "    2160  1448 327858163879510906 178.78554457592986 0.0007891822912992597     44     1 ... 0.14063443283764998           0     122  0.9601920048024104  3.4102852027513872  257358  0.9601920048024104\n",
-       "    4304  2058 327858188038703711  178.8106027079456    0.9928481384920383     48     1 ...  12.392722591735366           0     108  0.8500060370381994   2.858254786768493  698835  0.8500060370381994\n",
-       "    7193  3808 327858175988466066   180.571390139718   0.48589357416245554     43     1 ...   4.540127828988275           0      99  0.7791722006183495  3.7764668497580076  617564  0.7791722006183495\n",
-       "    1320   870 327858133684716929 179.00558195364405   -1.1429686943178787     49     1 ... -11.827944365572996           0      95  0.7476904955428606   2.221432295537178  496907  0.7476904955428606\n",
-       "    7349  3559 327858163913066729 180.98886824112478   0.12177314073120668     41     1 ...  1.4457829893377552           0      56 0.44074387105684415  1.2299536570109804  449778 0.44074387105684415\n",
-       "    5121  2620 327858182011487931  179.6828198628355     0.659059788590814     46     1 ...   6.400471166559996           0      97   0.763431348080605  1.5836582410969682   62138   0.763431348080605\n",
-       "    9299  4503 327858139745486914 180.43104026737538   -1.0290032290823008     46     1 ... -12.942647731246312           0      81  0.6375045277786495  2.2816376003821324  402138  0.6375045277786495\n",
-       "     441   311 327858127661697974 180.03803986467713   -1.4228807956549943     44     1 ... -12.329037204053861           0      69  0.5430594125521829  0.1360058035389532  392542  0.5430594125521829\n",
-       "    5166  2950 327858188051285506 179.52518070408595    0.8908835554582324     49     1 ...    8.37782200214973           0     114  0.8972285946514327   3.655910185687424  267754  0.8972285946514327\n",
-       "     146   101 327858139728709719 179.38464945199675   -0.8998759801590822     40     1 ...  -7.256661907089383           0     100  0.7870426268872216  3.4772167328642234  170911  0.7870426268872216\n",
-       "    1386   893 327858139716125507 178.64250172750445   -1.0540630203425225     48     1 ...  -9.837720342910185           0      53  0.4171325922502275  0.7336313184153014  606658  0.4171325922502275\n",
-       "    1436   978 327858139716125949 178.65834068432252   -0.9226575132267402     41     1 ... -4.6729405542491005           0      59 0.46435514986346077  0.9330263686699861  586722 0.46435514986346077"
+       "LOCATION FIBER      TARGETID          RANDOM_RA            RANDOM_DEC      TILEID  ROS  ...   ROTCARTESIAN_X      ROTCARTESIAN_Y       ROTCARTESIAN_Z    IS_BOUNDARY RAND_N8      FILLFACTOR    \n",
+       " int32   int32       int64             float64              float64        int64  int64 ...      float64             float64              float64           int64     int32        float64      \n",
+       "-------- ----- ------------------ ------------------ --------------------- ------ ----- ... ------------------ -------------------- -------------------- ----------- ------- -------------------\n",
+       "    7088  3982 327858169944476468 180.26350412817186   0.19044292795039414     39     1 ...  747.1021249297582    8.612536812169399    2.642328706963844           1      46 0.36203960836812193\n",
+       "    6094  3212 327858182019876416 180.07731463817055    0.6730824188137113     47     1 ...  747.0513872604157    6.184088019049684    8.935598421549901           1      51 0.40139173971248304\n",
+       "    1064   614 327858145768507196 179.28100108786887    -0.685901415629755     46     1 ...  747.1082972341547   -4.199161385130673   -8.785463026322264           1      51 0.40139173971248304\n",
+       "    6175  3335 327858175984271673 180.25313782006504    0.5027410634182592     46     1 ...  747.0165068342266    8.476386794584739    6.714163989176557           1      55  0.4328734447879719\n",
+       "    4092  2479 327858175963300763  179.1612944073869    0.4412898240719719     49     1 ...  747.1118362245064    -5.76019450551821    5.913414916535301           1      34 0.26759449314165534\n",
+       "    7144  3723 327858169944475051 180.30868755078086   0.20742936399206469     48     1 ...  746.9673274059456    9.200125447403702   2.8633479216531956           1      51 0.40139173971248304\n",
+       "    8433  4397 327858145793673749 180.77706377286515   -0.7286853893889694     40     1 ...  746.9008803874635    15.30663236115012   -9.342686603077825           1      42 0.33055790329263307\n",
+       "    8124  4177 327858163908870961 180.59697001711058  -0.09477565009222234     49     1 ...  746.8947642630225   12.958039346732814  -1.0768117813511466           1      55  0.4328734447879719\n",
+       "    4287  2064 327858188042898128  179.1117840074867    0.9784075156758851     41     1 ...  746.9729018601522   -6.404653983372273   12.916253702026154           1      53  0.4171325922502275\n",
+       "    3209  1871 327858163871122179 178.45917031031144 -0.010169244200369743     46     1 ...   747.032354809286  -14.915856032068447 0.026263133662201232           1      49  0.3856508871747386\n",
+       "    1325   843 327858139720320534 178.85327661388365     -1.00227814102654     49     1 ...  746.9278888485776   -9.774602112400409  -12.909597405379934           1      51 0.40139173971248304\n",
+       "    5427  2761 327858200130880219 179.67361827784214     1.495753218155624     47     1 ...  746.8206793801215   0.9200548426287387    19.65975270715657           1      21 0.16527895164631654\n",
+       "    6450  3189 327858188068061798 180.56220391980193    1.1087607990862824     49     1 ...  746.7208778753848   12.501850187597986    14.61289069962791           1      32  0.2518536406039109\n",
+       "    8167  4196 327858157869075282 180.66440681497545  -0.24568454101474613     49     1 ...  746.6999623791356   13.833796838759094   -3.043611626461521           1      57 0.44861429732571634\n",
+       "    2072  1258 327858157843908478 179.11981628879153   -0.3171543833270986     47     1 ...  746.8328125876225    -6.29871618336957  -3.9753584861906894           1      44  0.3462987558303775\n",
+       "    9061  4882 327858151816693998 179.89646732343553   -0.5774735063807486     49     1 ...  746.7554608977298   3.8244621345349876   -7.367927866612134           1      43  0.3384283295615053\n",
+       "    4242  2426 327858181998903416 178.78001584112434    0.6987790842392771     49     1 ...  746.8508016752693  -10.728791199349823     9.26884396153556           1      53  0.4171325922502275\n",
+       "    9384  4546 327858139745485339 180.33870448544894   -1.0012684190555832     45     1 ...  746.7027252433543    9.588078838500024  -12.892500135656636           1      52 0.40926216598135523\n",
+       "    6167  3392 327858182019877514 180.15768488608208    0.8340609374197206     41     1 ...  746.7111150092785    7.228793519004499   11.030076232978782           1      50  0.3935213134436108\n",
+       "    6253  3133 327858188063867013 180.44997251701986    0.8768175769257199     44     1 ...  746.6840532949533   11.038243319628574   11.587752527492047           1      51 0.40139173971248304\n",
+       "    2453  1241 327858157831325640   178.252178845705  -0.24769572693752895     44     1 ...  746.8699272528293  -17.612082780669855   -3.070869399670808           1      40 0.31481705075488864\n",
+       "      57   108 327858145772701822 179.68977656020002   -0.6972490428349781     43     1 ...  746.7054255851203   1.1304876762837335   -8.928503538168215           1      52 0.40926216598135523\n",
+       "     ...   ...                ...                ...                   ...    ...   ... ...                ...                  ...                  ...         ...     ...                 ...\n",
+       "    1181   950 327858145764311368 179.05217387290358   -0.7967564128730114     45     1 ...  129.6132452190924   -1.246174754830366  -1.7750328856651396           1      30  0.2361127880661665\n",
+       "    9145  4663 327858145776895055  179.9163603036788   -0.6869483265322006     42     1 ... 129.50270975746471   0.7082041160088144  -1.5252251889179935           1      33 0.25972406687278315\n",
+       "    2240  1054 327858145755922508  178.6821744048797   -0.7308161276503767     41     1 ... 129.07929748267915  -2.0747362335407162   -1.619270639462269           1      30  0.2361127880661665\n",
+       "    1338   862 327858139720321173 178.89451995216766    -1.094525941450782     45     1 ... 128.14773654617574  -1.5847332112653918  -2.4212375606096437           1      29  0.2282423617972943\n",
+       "    6126  3390 327858182019877632 180.03428136354916    0.7190473172861576     49     1 ... 126.45210158068566   0.9517892375535211    1.613967638963309           1      27 0.21250150925954986\n",
+       "    8389  4038 327858151829274850  180.7118998078208   -0.4873301272390406     45     1 ... 126.29332732574127   2.4445043743161863  -1.0475551990040874           1      25  0.1967606567218054\n",
+       "    9390  4771 327858133705690206 180.27061815950853    -1.264691626130319     49     1 ... 126.13879666769326   1.4697744700728888   -2.758067243364731           1      25  0.1967606567218054\n",
+       "    6218  3138 327858182024070880 180.33379358144296    0.6400069728188503     43     1 ...  125.2317432502778   1.5973196215557959   1.4256767745649417           1      27 0.21250150925954986\n",
+       "    5375  2938 327858194082693267  179.1456159871788    1.3542558706543448     40     1 ... 125.04491560204772  -0.9983128243101845   2.9828437062101485           1      25  0.1967606567218054\n",
+       "    7170  3858 327858169944475391 180.36195595283954    0.2713417497526247     48     1 ... 124.98487729593963   1.6556124439354005   0.6185428518094398           1      27 0.21250150925954986\n",
+       "    2348  1009 327858157831323869 178.30437634393962  -0.28014638638624423     46     1 ... 124.00909867098154   -2.811247078009115  -0.5801255200567844           1      25  0.1967606567218054\n",
+       "    9170  4988 327858145781090322 180.04766284581143   -0.6860701475542827     42     1 ... 123.93326177750181   0.9617717190942193  -1.4577534847337001           1      26 0.20463108299067762\n",
+       "    8296  4052 327858163913065146  180.8425077972077   -0.0452337843797798     45     1 ... 123.87785411014798   2.6802582009080074 -0.07147560360673465           1      25  0.1967606567218054\n",
+       "    6070  3418 327858169940281157  180.1960736086521    0.3652628373087291     41     1 ... 122.10981961274243   1.2639470707811251   0.8044783735521327           1      20 0.15740852537744432\n",
+       "     223   475 327858133697299515   179.931755737052   -1.2511924844901985     46     1 ... 121.83182771614838   0.6989905969339687  -2.6350372900774843           1      21 0.16527895164631654\n",
+       "    7459  3575 327858163917259284  181.0538754984522 -0.024281864558148618     43     1 ...   120.864802522077   3.0611913020642803 -0.02553336946791053           1      18  0.1416676728396999\n",
+       "     161   116 327858139728710520  179.4942021770434   -0.9215334043343435     49     1 ... 120.44456717257081 -0.22877759393469754  -1.9117533847161068           1      19  0.1495380991085721\n",
+       "    6210  3045 327858188059673401 180.17353917894187     1.065981757486607     47     1 ... 120.05075430611475    1.195416087245724   2.2594409538531095           1      18  0.1416676728396999\n",
+       "    3191  1709 327858175959108104 178.89084887429777    0.4631288337753843     49     1 ... 118.74377340484025  -1.4760574637451094   0.9851715519499394           1      15 0.11805639403308325\n",
+       "    6407  3166 327858194103665945 180.46715215195064    1.1931104048173666     39     1 ... 118.40170771792505    1.785846336476364    2.491391715478936           1      15 0.11805639403308325\n",
+       "    5101  2998 327858188047092374  179.3727545697831    0.9267476799231319     39     1 ... 117.72366777467471  -0.4731482818138849   1.9293820491001648           1      15 0.11805639403308325\n",
+       "    5393  2990 327858194099472364 180.09479940740192    1.2729021299443501     41     1 ...  117.1096474852941   1.0051759638031081   2.6271900372275314           1      11 0.08657468895759438"
       ]
      },
-     "execution_count": 66,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -312,8 +320,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
-   "id": "cfdc7b84",
+   "execution_count": 10,
+   "id": "a861256d",
    "metadata": {},
    "outputs": [
     {
@@ -516,7 +524,7 @@
        "               'observation.'])])"
       ]
      },
-     "execution_count": 16,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -531,8 +539,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
-   "id": "4545252f",
+   "execution_count": 11,
+   "id": "e3341189",
    "metadata": {},
    "outputs": [
     {
@@ -541,7 +549,7 @@
        "Text(0, 0.5, 'DEC [deg.]')"
       ]
      },
-     "execution_count": 17,
+     "execution_count": 11,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -568,8 +576,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
-   "id": "15057294",
+   "execution_count": 12,
+   "id": "3bc92898",
    "metadata": {},
    "outputs": [
     {
@@ -578,7 +586,7 @@
        "Text(0.5, 0, 'V')"
       ]
      },
-     "execution_count": 18,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -604,8 +612,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
-   "id": "1dbadc0b",
+   "execution_count": 13,
+   "id": "40318939",
    "metadata": {},
    "outputs": [
     {
@@ -614,7 +622,7 @@
        "(0.0, 0.6)"
       ]
      },
-     "execution_count": 19,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -645,7 +653,7 @@
   {
    "cell_type": "code",
    "execution_count": 21,
-   "id": "f05a9888",
+   "id": "d7f4922b",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -655,7 +663,7 @@
   {
    "cell_type": "code",
    "execution_count": 22,
-   "id": "2475bfa5",
+   "id": "9d3d1cb7",
    "metadata": {},
    "outputs": [
     {
@@ -691,7 +699,7 @@
   {
    "cell_type": "code",
    "execution_count": 73,
-   "id": "b855d7f2",
+   "id": "613ca8ab",
    "metadata": {},
    "outputs": [
     {
@@ -727,7 +735,7 @@
   {
    "cell_type": "code",
    "execution_count": 74,
-   "id": "9ca93db3",
+   "id": "0a067fa5",
    "metadata": {},
    "outputs": [
     {
@@ -769,7 +777,7 @@
   {
    "cell_type": "code",
    "execution_count": 75,
-   "id": "b34a505b",
+   "id": "4b328dbf",
    "metadata": {},
    "outputs": [
     {
@@ -811,7 +819,7 @@
   {
    "cell_type": "code",
    "execution_count": 52,
-   "id": "169353d4",
+   "id": "fc4cbd63",
    "metadata": {},
    "outputs": [
     {
@@ -832,7 +840,7 @@
   {
    "cell_type": "code",
    "execution_count": 53,
-   "id": "5df8ae2b",
+   "id": "53657a5f",
    "metadata": {},
    "outputs": [
     {
@@ -853,7 +861,7 @@
   {
    "cell_type": "code",
    "execution_count": 54,
-   "id": "926cd5df",
+   "id": "a94ee4be",
    "metadata": {},
    "outputs": [
     {
@@ -909,7 +917,7 @@
   {
    "cell_type": "code",
    "execution_count": 55,
-   "id": "7924c4f8",
+   "id": "bc349d27",
    "metadata": {},
    "outputs": [
     {
@@ -930,7 +938,7 @@
   {
    "cell_type": "code",
    "execution_count": 34,
-   "id": "b741ec45",
+   "id": "7f08465d",
    "metadata": {},
    "outputs": [
     {
@@ -968,7 +976,7 @@
   {
    "cell_type": "code",
    "execution_count": 35,
-   "id": "349314c9",
+   "id": "17ccebb1",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -978,7 +986,7 @@
   {
    "cell_type": "code",
    "execution_count": 36,
-   "id": "08cc1fc9",
+   "id": "a10bf257",
    "metadata": {},
    "outputs": [
     {
@@ -1016,7 +1024,7 @@
   {
    "cell_type": "code",
    "execution_count": 37,
-   "id": "aa003e9b",
+   "id": "9d4ce048",
    "metadata": {},
    "outputs": [
     {
@@ -1054,7 +1062,7 @@
   {
    "cell_type": "code",
    "execution_count": 38,
-   "id": "67b3df1a",
+   "id": "43edc805",
    "metadata": {},
    "outputs": [
     {
@@ -1092,7 +1100,7 @@
   {
    "cell_type": "code",
    "execution_count": 39,
-   "id": "61f929d2",
+   "id": "d8e0d0a8",
    "metadata": {},
    "outputs": [
     {
@@ -1130,7 +1138,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "dc0f70e8",
+   "id": "f138c7b4",
    "metadata": {},
    "outputs": [],
    "source": []
@@ -1138,7 +1146,7 @@
   {
    "cell_type": "code",
    "execution_count": 40,
-   "id": "6e7a09ce",
+   "id": "ae0ddc4f",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1150,7 +1158,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "63654818",
+   "id": "2d12c603",
    "metadata": {},
    "outputs": [],
    "source": []
@@ -1158,7 +1166,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "233064e9",
+   "id": "7d609ca5",
    "metadata": {},
    "outputs": [],
    "source": []
@@ -1166,7 +1174,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f8fdf7fd",
+   "id": "b0b8a60c",
    "metadata": {},
    "outputs": [],
    "source": []
@@ -1174,7 +1182,7 @@
   {
    "cell_type": "code",
    "execution_count": 41,
-   "id": "f2e1c4aa",
+   "id": "03d8e2f4",
    "metadata": {},
    "outputs": [
     {
@@ -1221,7 +1229,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "a1c560e6",
+   "id": "f960abea",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1231,7 +1239,7 @@
   {
    "cell_type": "code",
    "execution_count": 42,
-   "id": "3a56d51e",
+   "id": "f1347359",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1252,7 +1260,7 @@
   {
    "cell_type": "code",
    "execution_count": 43,
-   "id": "60bd3533",
+   "id": "d6e10157",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1267,7 +1275,7 @@
   {
    "cell_type": "code",
    "execution_count": 44,
-   "id": "a8d21741",
+   "id": "c58415ad",
    "metadata": {},
    "outputs": [
     {
@@ -1309,46 +1317,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "e8874d18",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "3dfe978c",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "markdown",
-   "id": "e347dc56",
-   "metadata": {},
-   "source": [
-    "###### fitsfile: D, Exp sigma, sigma, S2N\n",
-    "\n",
-    "\n",
-    "\n",
-    "\n",
-    "\n",
-    "# opath = '/cosma/home/durham/dc-moor2/data/GAMA4/s2n.fits'\n",
-    "# dat.write(opath, format='fits', overwrite=True)\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "7bc63f19",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "2d0b7f5a",
+   "id": "46e893ce",
    "metadata": {},
    "outputs": [],
    "source": []
@@ -1356,7 +1325,7 @@
   {
    "cell_type": "code",
    "execution_count": 83,
-   "id": "f1f306be",
+   "id": "912b0738",
    "metadata": {},
    "outputs": [
     {
@@ -1390,7 +1359,7 @@
   {
    "cell_type": "code",
    "execution_count": 87,
-   "id": "9e5ec260",
+   "id": "597e6bc9",
    "metadata": {},
    "outputs": [
     {
@@ -1523,7 +1492,7 @@
   {
    "cell_type": "code",
    "execution_count": 88,
-   "id": "539a0cef",
+   "id": "01c9b7be",
    "metadata": {},
    "outputs": [
     {
@@ -1573,7 +1542,7 @@
   {
    "cell_type": "code",
    "execution_count": 89,
-   "id": "33444e81",
+   "id": "939dd7d2",
    "metadata": {},
    "outputs": [
     {
@@ -1651,7 +1620,7 @@
   {
    "cell_type": "code",
    "execution_count": 90,
-   "id": "1c48c86f",
+   "id": "06e97336",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1668,7 +1637,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "2d923994",
+   "id": "189f9cf1",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1678,7 +1647,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "08d4afe8",
+   "id": "1b2ad6e1",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1688,7 +1657,7 @@
   {
    "cell_type": "code",
    "execution_count": 91,
-   "id": "b5853340",
+   "id": "533100bd",
    "metadata": {},
    "outputs": [
     {
@@ -1741,7 +1710,7 @@
   {
    "cell_type": "code",
    "execution_count": 92,
-   "id": "75c6d6ad",
+   "id": "92574147",
    "metadata": {},
    "outputs": [
     {
@@ -1783,7 +1752,7 @@
   {
    "cell_type": "code",
    "execution_count": 93,
-   "id": "fe9422e4",
+   "id": "578d79c7",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1795,7 +1764,7 @@
   {
    "cell_type": "code",
    "execution_count": 94,
-   "id": "8c10040b",
+   "id": "add0ff9d",
    "metadata": {},
    "outputs": [
     {
@@ -1837,7 +1806,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "52dc8a54",
+   "id": "92f14495",
    "metadata": {},
    "source": [
     "# Done."
@@ -1846,7 +1815,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f4403f31",
+   "id": "48977d7e",
    "metadata": {},
    "outputs": [],
    "source": []

From 6457f8e5eb074b4e26c4c34acfa3ca1ab7c2c00d Mon Sep 17 00:00:00 2001
From: sgmAstro <sgmoore@alumni.princeton.edu>
Date: Thu, 24 Feb 2022 17:22:43 +0000
Subject: [PATCH 15/24] Initial fixes for pytest in findfine

---
 findfile.py | 23 +++++++++++++----------
 1 file changed, 13 insertions(+), 10 deletions(-)

diff --git a/findfile.py b/findfile.py
index 7bd95c66..059209e7 100644
--- a/findfile.py
+++ b/findfile.py
@@ -88,21 +88,21 @@ def findfile(ftype, dryrun=False, prefix=None, field=None, utier='{utier}', surv
 
     realz      = str(realz)
 
-    
-    
-    
-    
-    # TODO: Re-add checks for GOLD_DIR and RANDOMS_DIR
     if version == None:
         
         if 'GOLD_DIR' in os.environ:
             gold_dir = os.environ['GOLD_DIR']
+        else:
+            gold_dir = os.environ['HOME'] + '/data/GAMA4/'
+            print('Warning:  GOLD_DIR not defined in environment; assuming {gold_dir}')
 
+            
+        if 'RANDOMS_DIR' in os.environ:
+            rand_dir = os.environ['RANDOMS_DIR']
         else:
-            gold_dir = os.environ['HOME'] + '/data/{}'.format
+            rand_dir = os.environ['HOME'] + 'data/GAMA4/randoms/'
+            print('Warning:  RANDOMS_DIR not defined in environment; assuming {randoms_dir}')
 
-            print('Warning:  GOLD_DIR not defined in environment; assuming {gold_dir}')
-        
         
         
         '''
@@ -159,7 +159,7 @@ def findfile(ftype, dryrun=False, prefix=None, field=None, utier='{utier}', surv
         fpath      = f'' + parts['dir'] + '/{}_{}_{}{}.fits'.format(parts['id'], field, parts['ftype'], dryrun)
 
         if prefix != None:
-            assert 'randoms' in prefix;
+            #assert 'randoms' in prefix;
             
             dirname = os.path.dirname(fpath)
             fpath = os.path.basename(fpath)
@@ -173,7 +173,10 @@ def findfile(ftype, dryrun=False, prefix=None, field=None, utier='{utier}', surv
         
     return  fpath
 
-def file_check(dryrun=None):
+def file_check(dryrun=None, survey='gama'):
+    
+    fields = fetch_fields(survey)
+    
     try:
         dryrun = os.environ['DRYRUN']
 

From 81bbeecd4018a9b81b9f79e088f6ede75a3a444c Mon Sep 17 00:00:00 2001
From: michaelJwilson <michael.j.wilson@durham.ac.uk>
Date: Fri, 25 Feb 2022 13:55:05 +0000
Subject: [PATCH 16/24] cordelias last stand

---
 .../Untitled-checkpoint.ipynb                 |    6 +
 .../Untitled1-checkpoint.ipynb                |    6 +
 .../padded_hp-checkpoint.ipynb                |  401 ++++
 .../sb_randoms_n8_qa-checkpoint.ipynb         | 2025 +++++++++++++++++
 docs/nb/sandbox/Untitled.ipynb                |  242 ++
 docs/nb/sandbox/Untitled1.ipynb               |  232 ++
 docs/nb/sandbox/padded_hp.ipynb               |  401 ++++
 7 files changed, 3313 insertions(+)
 create mode 100644 docs/nb/sandbox/.ipynb_checkpoints/Untitled-checkpoint.ipynb
 create mode 100644 docs/nb/sandbox/.ipynb_checkpoints/Untitled1-checkpoint.ipynb
 create mode 100644 docs/nb/sandbox/.ipynb_checkpoints/padded_hp-checkpoint.ipynb
 create mode 100644 docs/nb/sandbox/.ipynb_checkpoints/sb_randoms_n8_qa-checkpoint.ipynb
 create mode 100644 docs/nb/sandbox/Untitled.ipynb
 create mode 100644 docs/nb/sandbox/Untitled1.ipynb
 create mode 100644 docs/nb/sandbox/padded_hp.ipynb

diff --git a/docs/nb/sandbox/.ipynb_checkpoints/Untitled-checkpoint.ipynb b/docs/nb/sandbox/.ipynb_checkpoints/Untitled-checkpoint.ipynb
new file mode 100644
index 00000000..363fcab7
--- /dev/null
+++ b/docs/nb/sandbox/.ipynb_checkpoints/Untitled-checkpoint.ipynb
@@ -0,0 +1,6 @@
+{
+ "cells": [],
+ "metadata": {},
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/docs/nb/sandbox/.ipynb_checkpoints/Untitled1-checkpoint.ipynb b/docs/nb/sandbox/.ipynb_checkpoints/Untitled1-checkpoint.ipynb
new file mode 100644
index 00000000..363fcab7
--- /dev/null
+++ b/docs/nb/sandbox/.ipynb_checkpoints/Untitled1-checkpoint.ipynb
@@ -0,0 +1,6 @@
+{
+ "cells": [],
+ "metadata": {},
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/docs/nb/sandbox/.ipynb_checkpoints/padded_hp-checkpoint.ipynb b/docs/nb/sandbox/.ipynb_checkpoints/padded_hp-checkpoint.ipynb
new file mode 100644
index 00000000..0f8e5564
--- /dev/null
+++ b/docs/nb/sandbox/.ipynb_checkpoints/padded_hp-checkpoint.ipynb
@@ -0,0 +1,401 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "c8bb34cf",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import os\n",
+    "import sys\n",
+    "import numpy as np\n",
+    "import pylab as pl\n",
+    "\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "# ring2nest(nside, ipix)\n",
+    "# import healpy as hp"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "32fd4a40",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "sys.path.append(os.environ['HOME'] + '/DESI/')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "c0cf7ef6",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# import pubplot"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "30a06ee7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def II(x):\n",
+    "    return int(np.floor(x)) "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "a12ea575",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def cp2props(p, nside=1):\n",
+    "    '''\n",
+    "    props of cap pixel.\n",
+    "    '''\n",
+    "    \n",
+    "    ph  = (p+1) / 2\n",
+    "    \n",
+    "    Iph = II(ph)\n",
+    "    \n",
+    "    # ring index: 1 <= i < nside\n",
+    "    i   = II(np.sqrt(ph - np.sqrt(Iph))) + 1\n",
+    "    \n",
+    "    if (i < 1) | (i >= nside):\n",
+    "        return None, None, None, None\n",
+    "    \n",
+    "    z   = 1 - i*i /3. / nside / nside\n",
+    "    \n",
+    "    # 1 <= j <= 4i\n",
+    "    j   = p + 1 - 2 * i *(i-1)\n",
+    "    \n",
+    "    if (j < 1) | (j > 4 * i):\n",
+    "        return None, None, None, None\n",
+    "    \n",
+    "    s   = 1\n",
+    "    phi = (np.pi / 2. / i) * (j - s/2)\n",
+    "    \n",
+    "    return i, j, phi, z"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "b2a46272",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def ep2props(p, nside=1):\n",
+    "    '''\n",
+    "    props of equatorial pixel.\n",
+    "    '''\n",
+    "    \n",
+    "    ph = p - 2 * nside * (nside - 1)\n",
+    "    \n",
+    "    # nside <= i <= 2 * nside\n",
+    "    i = II(ph / 4 / nside) + nside\n",
+    "    '''\n",
+    "    if (i < nside) | (i > 2 * nside):\n",
+    "        return None, None, None, None\n",
+    "    ''' \n",
+    "    # 1 <= j <= 4 * nside \n",
+    "    j = np.fmod(ph, 4 * nside) + 1\n",
+    "    '''\n",
+    "    if (j < 1) | (j > 4 * nside):\n",
+    "        return None, None, None, None\n",
+    "    '''\n",
+    "    z = 4./3. - 2 * i / 3. / nside\n",
+    "    \n",
+    "    # phase shift along the ring.\n",
+    "    s = np.fmod(i - nside + 1, 2)\n",
+    "    \n",
+    "    phi = (np.pi / 2. / nside) * (j - s/2)\n",
+    "        \n",
+    "    return i, j, phi, z"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "d0224728",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def hp_boundary(phis, k, nside=1, cap=True, reverse=True):\n",
+    "    # eqn. 22 of https://arxiv.org/pdf/astro-ph/0409513.pdf    \n",
+    "    phits_r = np.clip(np.fmod(phis, np.pi/2.), a_min=1.e-16, a_max=1.e99)\n",
+    "    phits   = 2. * np.fmod(phis, np.pi/2.) - np.pi\n",
+    "    \n",
+    "    if cap:        \n",
+    "        if reverse:\n",
+    "            z = 1. - (k*k /3./nside/nside) * (np.pi / 2. / phits_r)**2.\n",
+    "    \n",
+    "        else:\n",
+    "            z = 1. - (k*k /3./nside/nside) * (np.pi / (phits))**2.\n",
+    "    \n",
+    "        z[(z <= 2./3.)] = np.nan\n",
+    "        \n",
+    "    else:\n",
+    "        z = 2./3. -4.*k/3./nside + 8. * phis / 3. / np.pi\n",
+    "        z[(z >  2./3.) | (z < -2./3.)] = np.nan\n",
+    "    \n",
+    "    return  z"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "f67da814",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0, 0.5, '$z = \\\\cos(\\\\theta)$')"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "phis  = np.arange(0.0, 2.0 * np.pi, 1.e-3)\n",
+    "phits = np.fmod(phis, np.pi/2.)\n",
+    "\n",
+    "fig, ax = plt.subplots(1,1,figsize=(15, 10)) \n",
+    "\n",
+    "pl.sca(ax)\n",
+    "\n",
+    "pl.axhline( 2/3., c='k', lw=0.75)\n",
+    "pl.axhline(-2/3., c='k', lw=0.75)\n",
+    "\n",
+    "# pl.plot(phis / np.pi,  phits, c='k', lw=1.5)\n",
+    "\n",
+    "# BASE:\n",
+    "nside = 1\n",
+    "npix  = 12 * nside * nside\n",
+    "\n",
+    "for b in np.arange(0, 14, 1):\n",
+    "    pl.vlines(b / 2., color='k', lw=1.5, ymin=2./3., ymax=1.)\n",
+    "    pl.vlines(b / 2., color='k', lw=1.5, ymin=-1.0, ymax=-2./3.)\n",
+    "\n",
+    "for kk in np.arange(0, npix, 1):\n",
+    "    bs  = hp_boundary(phis, kk, nside=nside, cap=False)\n",
+    "    \n",
+    "    pl.plot(phis / np.pi,  bs, c='k', lw=1.5)\n",
+    "    pl.plot(phis / np.pi, -bs, c='k', lw=1.5)\n",
+    "\n",
+    "##  NSIDE\n",
+    "nside       = 8\n",
+    "npix        = 12 * nside * nside\n",
+    "nring       =  4 * nside -1 \n",
+    "nring_polar = nside - 1\n",
+    "\n",
+    "# N pixel-in-ring cap  = 4 * ring index.\n",
+    "# N pixel-in-ring belt = 4 * nside.\n",
+    "\n",
+    "nsouth      = npix \n",
+    "nsouth     -= (4 * nside) * (nring - 2 * (nside-1))\n",
+    "nsouth     /= 2\n",
+    "nsouth      = int(nsouth)\n",
+    "\n",
+    "ks    = np.arange(0, npix, 1)\n",
+    "\n",
+    "for k in ks: \n",
+    "    # PIXEL CENTERS\n",
+    "    i, j, phi, z = cp2props(k, nside=nside)\n",
+    "    \n",
+    "    bs  = hp_boundary(phis, k, nside=nside, cap=False)\n",
+    "    \n",
+    "    pl.plot(phis / np.pi,  bs, c='k', lw=0.5)\n",
+    "    pl.plot(phis / np.pi, -bs, c='k', lw=0.5)\n",
+    "    \n",
+    "    if (i == None) | (j == None):\n",
+    "        i, j, phi, z = ep2props(k, nside=nside)                \n",
+    "\n",
+    "        if (z > 2./3.) | (z < -2./3.):\n",
+    "            continue\n",
+    "        \n",
+    "        # pl.plot(phi / np.pi,  z, marker='^', c='k', markersize=2)\n",
+    "        # pl.plot(phi / np.pi, -z, marker='^', c='k', markersize=2)\n",
+    "\n",
+    "        plt.text(phi / np.pi,   z, f'{k}', horizontalalignment='center', verticalalignment='center')\n",
+    "\n",
+    "        if (z == 2./3.):\n",
+    "            # Equidistant spacing on a ring. TBC.\n",
+    "            plt.text(2. - phi / np.pi,  -z,  '{}'.format(npix - k - 1), horizontalalignment='center', verticalalignment='center')\n",
+    "        \n",
+    "        continue\n",
+    "    \n",
+    "    bs = hp_boundary(phis, k, nside=nside, cap=True, reverse=False)\n",
+    "    pl.plot(phis / np.pi,   bs, c='k', lw=0.5)\n",
+    "    pl.plot(phis / np.pi,  -bs, c='k', lw=0.5)\n",
+    "    \n",
+    "    bs = hp_boundary(phis, k, nside=nside, cap=True, reverse=True)\n",
+    "    pl.plot(phis / np.pi,   bs, c='k', lw=0.5)\n",
+    "    pl.plot(phis / np.pi,  -bs, c='k', lw=0.5)\n",
+    "    \n",
+    "    # pl.plot(phi / np.pi,  z, marker='^', c='m', markersize=2)\n",
+    "    # pl.plot(phi / np.pi, -z, marker='^', c='m', markersize=2)\n",
+    "     \n",
+    "    plt.text(phi / np.pi,   z, f'{k}',              horizontalalignment='center', verticalalignment='center')\n",
+    "    \n",
+    "    # Equidistant spacing on a ring. TBC.\n",
+    "    plt.text(2. - phi / np.pi,  -z, '{}'.format(npix-k), horizontalalignment='center', verticalalignment='center')\n",
+    "    \n",
+    "pl.title(f'NSIDE: {nside}, NPIX: {npix}, NRING: {nring}, NRING POLAR: {nring_polar}, NSOUTH: {nsouth}', fontsize=20)\n",
+    "    \n",
+    "pl.xlim(0.,  2.)\n",
+    "pl.ylim(-1., 1.)\n",
+    "\n",
+    "pl.xlabel(r'$\\phi / \\pi$',       fontsize=20)\n",
+    "pl.ylabel(r'$z = \\cos(\\theta)$', fontsize=20)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 75,
+   "id": "048b0868",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def int2vec(integer):\n",
+    "    return [np.int(x) for x in list(bin(integer)[2:].zfill(2))]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 99,
+   "id": "8db78023",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def displace(quadrant):\n",
+    "    _displacement               = np.zeros(4).reshape(2, 2)\n",
+    "    \n",
+    "    perturb_idx                 = tuple(int2vec(quadrant))\n",
+    "    \n",
+    "    # print(perturb_idx)\n",
+    "    \n",
+    "    _displacement[perturb_idx] += 1.0\n",
+    "    \n",
+    "    return _displacement"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 113,
+   "id": "483b6a03",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "class pixel():    \n",
+    "    def __init__(self, nside=1, max_levels=1, parent=None, quadrant=None):\n",
+    "        _displacement = np.zeros(4).reshape(2, 2)\n",
+    "        \n",
+    "        if quadrant != None:\n",
+    "            perturb_idx                = int2vec(quadrant)\n",
+    "            _displacement[perturb_idx] = displace(quadrant)\n",
+    "            \n",
+    "        if (nside == 1):            \n",
+    "            self.level    = 0\n",
+    "            self.quadrant = quadrant\n",
+    "            self.parent   = parent\n",
+    "        \n",
+    "            # Fig. 1 of https://arxiv.org/pdf/astro-ph/0409513.pdf\n",
+    "            # bottom right, top right, bottom left, top left.\n",
+    "            self.center       = [0.5 * displace(3)]\n",
+    "            self.corners      = [displace(q) for q in range(4)]\n",
+    "            self.displacement = None\n",
+    "        \n",
+    "        else:\n",
+    "            self.parent       = parent\n",
+    "            self.level        = parent.level + 1\n",
+    "            \n",
+    "            self.center       = [parent.corners[0] + 0.5 * displace(3)]\n",
+    "            self.corners      = [parent.corners[0] + displace(q) for q in range(4)]\n",
+    "        \n",
+    "            # print('----  {}  ----'.format(self.level))\n",
+    "            # print(self.center)\n",
+    "        \n",
+    "        if self.level > max_levels:\n",
+    "            self.children     = None\n",
+    "        \n",
+    "        else:\n",
+    "            self.children     = {}\n",
+    "            \n",
+    "            for quad in range(4):\n",
+    "                self.children[quad] = pixel(nside + 1, parent=self, quadrant=quad)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 114,
+   "id": "3d540c93",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/tmp/ipykernel_179369/902373251.py:2: DeprecationWarning: `np.int` is a deprecated alias for the builtin `int`. To silence this warning, use `int` by itself. Doing this will not modify any behavior and is safe. When replacing `np.int`, you may wish to use e.g. `np.int64` or `np.int32` to specify the precision. If you wish to review your current use, check the release note link for additional information.\n",
+      "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n",
+      "  return [np.int(x) for x in list(bin(integer)[2:].zfill(2))]\n"
+     ]
+    }
+   ],
+   "source": [
+    "x = pixel(max_levels=1)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d409acbb",
+   "metadata": {},
+   "source": [
+    "# Done."
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "lumfn",
+   "language": "python",
+   "name": "lumfn"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.9"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/docs/nb/sandbox/.ipynb_checkpoints/sb_randoms_n8_qa-checkpoint.ipynb b/docs/nb/sandbox/.ipynb_checkpoints/sb_randoms_n8_qa-checkpoint.ipynb
new file mode 100644
index 00000000..7ab049e9
--- /dev/null
+++ b/docs/nb/sandbox/.ipynb_checkpoints/sb_randoms_n8_qa-checkpoint.ipynb
@@ -0,0 +1,2025 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 164,
+   "id": "8e3b37aa",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import os\n",
+    "import sys\n",
+    "import fitsio\n",
+    "import pylab as pl\n",
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "import astropy.io.fits as fits\n",
+    "import matplotlib as mpl\n",
+    "\n",
+    "from   astropy.table import Table\n",
+    "from   scipy.stats   import norm"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "07a1cbcc",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "repo_root = os.environ['HOME'] + '/DESI/'\n",
+    "\n",
+    "sys.path.append(repo_root)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "a9a72c5a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pubplot\n",
+    "\n",
+    "from   cosmo         import cosmo, fsky\n",
+    "from   cartesian     import rotate"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "40e6d616",
+   "metadata": {
+    "tags": [
+     "parameters"
+    ]
+   },
+   "outputs": [],
+   "source": [
+    "# update pytest\n",
+    "\n",
+    "field  = 'G9'\n",
+    "dryrun = False\n",
+    "realz  = 0\n",
+    "version = 'v1' # 'GAMA4'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "4b0a5a1b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "OrderedDict([('ZMIN', 0.039),\n",
+       "             ('ZMAX', 0.263),\n",
+       "             ('DZ', 0.0001),\n",
+       "             ('NRAND', 2531909),\n",
+       "             ('FIELD', 'G9'),\n",
+       "             ('AREA', 60.0),\n",
+       "             ('BOUND_PERCENT', 1.0),\n",
+       "             ('VOL', 2531908.950723488),\n",
+       "             ('RAND_DENS', 1.0),\n",
+       "             ('VOL8', 2144.660584850632),\n",
+       "             ('NRAND8', 2144.660584850632),\n",
+       "             ('NRAND8_PERR', 46.31048029172913)])"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "home  = os.environ['HOME']\n",
+    "home  = '/cosma/home/durham/dc-moor2/'\n",
+    "\n",
+    "fpath = home + '/data/{}/randoms/randoms_{}_{}.fits'.format(version, field, realz)\n",
+    "rand  = Table.read(fpath)\n",
+    "rand.meta"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "c1a911c2",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "OrderedDict([('ZMIN', 0.039),\n",
+       "             ('ZMAX', 0.263),\n",
+       "             ('DZ', 0.0001),\n",
+       "             ('NRAND', 2531909),\n",
+       "             ('FIELD', 'G9'),\n",
+       "             ('AREA', 60.0),\n",
+       "             ('BOUND_PERCENT', 1.0),\n",
+       "             ('VOL', 2531908.950723488),\n",
+       "             ('RAND_DENS', 1.0),\n",
+       "             ('VOL8', 2144.660584850632),\n",
+       "             ('NRAND8', 2144.660584850632),\n",
+       "             ('NRAND8_PERR', 46.31048029172913),\n",
+       "             ('RSPHERE', 8.0),\n",
+       "             ('FILLFACTOR_INFRAC', 0.7766460011003555)])"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "fpath = home + '/data/{}/randoms/randoms_N8_{}_{}.fits'.format(version, field, realz)\n",
+    "rand  = Table.read(fpath)\n",
+    "rand.meta"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "996c8df2",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "OrderedDict([('ZMIN', 0.039),\n",
+       "             ('ZMAX', 0.263),\n",
+       "             ('DZ', 0.0001),\n",
+       "             ('NRAND', 2531909),\n",
+       "             ('FIELD', 'G9'),\n",
+       "             ('AREA', 60.0),\n",
+       "             ('BOUND_PERCENT', 1.0),\n",
+       "             ('VOL', 2531908.950723488),\n",
+       "             ('RAND_DENS', 1.0),\n",
+       "             ('VOL8', 2144.660584850632),\n",
+       "             ('NRAND8', 2144.660584850632),\n",
+       "             ('NRAND8_PERR', 46.31048029172913),\n",
+       "             ('RSPHERE', 8.0),\n",
+       "             ('FILLFACTOR_INFRAC', 0.7766460011003555)])"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "fpath = home + '/data/{}/randoms/randoms_bd_{}_{}.fits'.format(version, field, realz)\n",
+    "\n",
+    "if dryrun:\n",
+    "    fpath = fpath.replace('.fits', '_dryrun.fits')\n",
+    "\n",
+    "rand = Table.read(fpath)\n",
+    "rand.meta"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "f9785f09",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div><i>Table length=2531909</i>\n",
+       "<table id=\"table47656054996272\" class=\"table-striped table-bordered table-condensed\">\n",
+       "<thead><tr><th>RANDOM_RA</th><th>RANDOM_DEC</th><th>Z</th><th>V</th><th>RANDID</th><th>FIELD</th><th>CARTESIAN_X</th><th>CARTESIAN_Y</th><th>CARTESIAN_Z</th><th>ROTCARTESIAN_X</th><th>ROTCARTESIAN_Y</th><th>ROTCARTESIAN_Z</th><th>IS_BOUNDARY</th><th>RAND_N8</th><th>FILLFACTOR</th><th>BOUND_DIST</th><th>BOUND_ID</th></tr></thead>\n",
+       "<thead><tr><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>int64</th><th>bytes4</th><th>float32</th><th>float32</th><th>float32</th><th>float64</th><th>float64</th><th>float64</th><th>int64</th><th>int32</th><th>float64</th><th>float64</th><th>int64</th></tr></thead>\n",
+       "<tr><td>129.91917</td><td>0.9630972</td><td>0.17833136</td><td>836733.75</td><td>1033339</td><td>G9</td><td>-331.0364</td><td>395.646</td><td>8.672172</td><td>513.9013945444735</td><td>-45.647413200102214</td><td>4.211200499007996</td><td>0</td><td>2121</td><td>0.9889676786071583</td><td>7.254431862020988</td><td>1862828</td></tr>\n",
+       "<tr><td>134.6177</td><td>-0.5850006</td><td>0.24175805</td><td>2001640.9</td><td>277242</td><td>G9</td><td>-484.6323</td><td>491.143</td><td>-7.0451984</td><td>689.8905166713065</td><td>-4.552118400989399</td><td>-13.034564401493304</td><td>0</td><td>2191</td><td>1.0</td><td>16.51122748603918</td><td>179421</td></tr>\n",
+       "<tr><td>138.14908</td><td>0.5982364</td><td>0.2318685</td><td>1777287.4</td><td>2015130</td><td>G9</td><td>-493.99463</td><td>442.47278</td><td>6.924683</td><td>662.2148867291021</td><td>36.481019130586894</td><td>1.1761021336778024</td><td>0</td><td>2130</td><td>1.0</td><td>27.23674006160685</td><td>1882340</td></tr>\n",
+       "<tr><td>129.85628</td><td>1.6507276</td><td>0.21484718</td><td>1429525.0</td><td>167734</td><td>G9</td><td>-395.11298</td><td>473.28323</td><td>17.767584</td><td>614.1840860017346</td><td>-55.22875291473468</td><td>12.436378044268508</td><td>0</td><td>2116</td><td>0.9866363073704606</td><td>7.962683501090891</td><td>1145194</td></tr>\n",
+       "<tr><td>137.84189</td><td>0.65900105</td><td>0.18979728</td><td>1001433.6</td><td>620978</td><td>G9</td><td>-406.0459</td><td>367.6393</td><td>6.300375</td><td>547.1101041134528</td><td>27.19850999004637</td><td>1.5510219653376476</td><td>0</td><td>2155</td><td>1.0</td><td>21.965019684610855</td><td>2299144</td></tr>\n",
+       "<tr><td>136.4454</td><td>-1.2915285</td><td>0.0738935</td><td>63461.688</td><td>127288</td><td>G9</td><td>-158.23444</td><td>150.44571</td><td>-4.9225125</td><td>218.21845483571659</td><td>5.5238006534409285</td><td>-6.817103322452513</td><td>0</td><td>1522</td><td>0.7096694044507755</td><td>2.7167478710942414</td><td>1850872</td></tr>\n",
+       "<tr><td>133.5719</td><td>2.983789</td><td>0.20031433</td><td>1169448.5</td><td>1147770</td><td>G9</td><td>-397.06546</td><td>417.36942</td><td>30.027184</td><td>576.1324600367345</td><td>-14.313954429858823</td><td>25.026774726701294</td><td>1</td><td>1112</td><td>0.5184969630415653</td><td>0.0</td><td>0</td></tr>\n",
+       "<tr><td>135.72247</td><td>-0.6331526</td><td>0.1450767</td><td>459970.44</td><td>1443865</td><td>G9</td><td>-302.58542</td><td>295.04907</td><td>-4.670449</td><td>422.5345342724051</td><td>5.360635778716527</td><td>-8.33874561467107</td><td>0</td><td>2147</td><td>1.0</td><td>9.855697324566338</td><td>1805739</td></tr>\n",
+       "<tr><td>131.47552</td><td>1.0984006</td><td>0.14652121</td><td>473423.06</td><td>1362489</td><td>G9</td><td>-282.57245</td><td>319.66513</td><td>8.180246</td><td>425.90320453050913</td><td>-26.19660904421195</td><td>4.483189535852952</td><td>0</td><td>2184</td><td>1.0</td><td>13.941318741591584</td><td>998460</td></tr>\n",
+       "<tr><td>133.63914</td><td>2.8961444</td><td>0.20463307</td><td>1243295.2</td><td>494119</td><td>G9</td><td>-405.78476</td><td>425.5334</td><td>29.746952</td><td>588.0678230070179</td><td>-13.920384306284005</td><td>24.64291902159325</td><td>0</td><td>1279</td><td>0.596364762347268</td><td>1.328501909631038</td><td>1883848</td></tr>\n",
+       "<tr><td>135.77596</td><td>0.4939792</td><td>0.09946912</td><td>152445.19</td><td>1781861</td><td>G9</td><td>-209.59511</td><td>203.99353</td><td>2.5216813</td><td>292.461904433717</td><td>3.9828057745934298</td><td>-0.017153679252525755</td><td>0</td><td>2118</td><td>1.0</td><td>12.613615645230064</td><td>1078532</td></tr>\n",
+       "<tr><td>136.69154</td><td>0.4568469</td><td>0.206353</td><td>1273506.6</td><td>1898261</td><td>G9</td><td>-431.84418</td><td>407.06967</td><td>4.7320457</td><td>593.2190851281961</td><td>17.562626449099806</td><td>-0.4176492843708832</td><td>0</td><td>2204</td><td>1.0</td><td>25.00215394823015</td><td>1372937</td></tr>\n",
+       "<tr><td>131.15813</td><td>2.0313892</td><td>0.20660807</td><td>1278026.5</td><td>1636481</td><td>G9</td><td>-390.80786</td><td>447.07498</td><td>21.061918</td><td>592.6361290087336</td><td>-39.742511250187526</td><td>15.917899430979777</td><td>0</td><td>2125</td><td>1.0</td><td>9.639335157817742</td><td>680984</td></tr>\n",
+       "<tr><td>139.79533</td><td>2.930614</td><td>0.0767862</td><td>71088.04</td><td>623454</td><td>G9</td><td>-173.00143</td><td>146.22168</td><td>11.596238</td><td>225.81557113347668</td><td>18.953043240348276</td><td>9.636317452813156</td><td>0</td><td>1004</td><td>0.4681393443288953</td><td>0.5744460934088165</td><td>620074</td></tr>\n",
+       "<tr><td>129.00423</td><td>0.96540636</td><td>0.0895708</td><td>111977.984</td><td>772585</td><td>G9</td><td>-166.07294</td><td>205.0521</td><td>4.4464784</td><td>262.4557995328413</td><td>-27.54278133087298</td><td>2.1682059029561103</td><td>1</td><td>1013</td><td>0.47233581255495116</td><td>0.0</td><td>0</td></tr>\n",
+       "<tr><td>138.94278</td><td>-1.0413139</td><td>0.071656205</td><td>57946.957</td><td>2473557</td><td>G9</td><td>-159.73955</td><td>139.13982</td><td>-3.850498</td><td>211.2971450690982</td><td>14.582030104712983</td><td>-5.684962852973829</td><td>0</td><td>1746</td><td>0.8141148358548319</td><td>3.3874379649165354</td><td>1943556</td></tr>\n",
+       "<tr><td>131.83571</td><td>-1.3501878</td><td>0.21956661</td><td>1521187.9</td><td>1510645</td><td>G9</td><td>-419.89038</td><td>469.03323</td><td>-14.837613</td><td>628.4140270787024</td><td>-34.702191647191505</td><td>-20.293580948915043</td><td>0</td><td>2169</td><td>1.0</td><td>6.828908693362664</td><td>1163223</td></tr>\n",
+       "<tr><td>130.67296</td><td>-1.4828467</td><td>0.25146925</td><td>2238449.2</td><td>1242003</td><td>G9</td><td>-466.6416</td><td>543.039</td><td>-18.534433</td><td>713.7682457373376</td><td>-53.96767474314856</td><td>-24.731520389323425</td><td>0</td><td>2064</td><td>0.9623900465088047</td><td>6.113792862820604</td><td>279619</td></tr>\n",
+       "<tr><td>131.21875</td><td>2.9117007</td><td>0.23042893</td><td>1746016.2</td><td>1701751</td><td>G9</td><td>-433.8802</td><td>495.2902</td><td>33.49076</td><td>657.2918986091452</td><td>-43.374246844349265</td><td>27.7859184925777</td><td>0</td><td>1284</td><td>0.5986961335839657</td><td>0.9256591320933903</td><td>459460</td></tr>\n",
+       "<tr><td>129.70949</td><td>2.2600267</td><td>0.19337185</td><td>1056685.2</td><td>446409</td><td>G9</td><td>-356.0235</td><td>428.68787</td><td>21.992025</td><td>555.0485750261805</td><td>-51.33993047122751</td><td>17.174347918497006</td><td>0</td><td>2086</td><td>0.9726480799502746</td><td>5.887899749086246</td><td>691590</td></tr>\n",
+       "<tr><td>133.81342</td><td>-0.8392051</td><td>0.24099058</td><td>1983628.8</td><td>2008311</td><td>G9</td><td>-476.22687</td><td>496.37213</td><td>-10.076008</td><td>687.619029510177</td><td>-14.193370681629288</td><td>-16.045768698619327</td><td>0</td><td>2190</td><td>1.0</td><td>13.600193343584502</td><td>1242246</td></tr>\n",
+       "<tr><td>135.6704</td><td>-1.7848574</td><td>0.25087327</td><td>2223437.8</td><td>1169014</td><td>G9</td><td>-510.94812</td><td>499.1291</td><td>-22.258236</td><td>714.0116829798367</td><td>8.4107824099716</td><td>-28.45757660866679</td><td>0</td><td>1557</td><td>0.7259890031076593</td><td>2.3033170483867975</td><td>1569000</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>131.81554</td><td>-1.9346269</td><td>0.26231557</td><td>2522776.0</td><td>524567</td><td>G9</td><td>-496.67245</td><td>555.1947</td><td>-25.16267</td><td>743.5390347903414</td><td>-41.32580014072965</td><td>-31.618454083525474</td><td>1</td><td>862</td><td>0.40192840120668105</td><td>0.0</td><td>0</td></tr>\n",
+       "<tr><td>137.97908</td><td>1.3880963</td><td>0.19368026</td><td>1061541.0</td><td>1249359</td><td>G9</td><td>-414.81442</td><td>373.7749</td><td>13.53023</td><td>557.7111292255272</td><td>29.061064781830904</td><td>8.689119006996304</td><td>0</td><td>2208</td><td>1.0</td><td>15.281222342807009</td><td>1477932</td></tr>\n",
+       "<tr><td>130.57869</td><td>0.14544259</td><td>0.07825468</td><td>75179.414</td><td>856608</td><td>G9</td><td>-150.31824</td><td>175.51134</td><td>0.58659685</td><td>230.39404544247745</td><td>-17.796964897386697</td><td>-1.4134854967299157</td><td>0</td><td>2076</td><td>0.9679853374768792</td><td>6.368157595723394</td><td>217876</td></tr>\n",
+       "<tr><td>139.84929</td><td>1.720486</td><td>0.22198181</td><td>1569495.4</td><td>1463049</td><td>G9</td><td>-486.1334</td><td>410.09818</td><td>19.103884</td><td>633.8693526367041</td><td>53.81245713219965</td><td>13.601835902717937</td><td>0</td><td>2117</td><td>1.0</td><td>11.708768732114654</td><td>1550684</td></tr>\n",
+       "<tr><td>138.06766</td><td>1.1760072</td><td>0.20615931</td><td>1270081.5</td><td>861528</td><td>G9</td><td>-441.02054</td><td>396.15463</td><td>12.169492</td><td>592.0532007966228</td><td>31.769299664311514</td><td>7.030198398710935</td><td>0</td><td>2129</td><td>1.0</td><td>18.39495743550256</td><td>913456</td></tr>\n",
+       "<tr><td>132.3451</td><td>1.71261</td><td>0.22288561</td><td>1587818.1</td><td>1030504</td><td>G9</td><td>-430.0739</td><td>471.8984</td><td>19.090172</td><td>637.9346444789452</td><td>-29.526639423415244</td><td>13.552831710019111</td><td>0</td><td>2168</td><td>1.0</td><td>13.904150617278171</td><td>2044638</td></tr>\n",
+       "<tr><td>131.4795</td><td>1.048748</td><td>0.08011387</td><td>80576.84</td><td>2035150</td><td>G9</td><td>-156.61185</td><td>177.14513</td><td>4.328453</td><td>236.0315876343235</td><td>-14.501554577050184</td><td>2.279570899567999</td><td>0</td><td>2196</td><td>1.0</td><td>8.056128932511475</td><td>2325289</td></tr>\n",
+       "<tr><td>138.59918</td><td>-1.7601296</td><td>0.20769303</td><td>1297364.4</td><td>2325265</td><td>G9</td><td>-447.72107</td><td>394.73062</td><td>-18.341976</td><td>595.5188258916031</td><td>37.51449785549453</td><td>-23.51250514332178</td><td>0</td><td>1506</td><td>0.702209016493343</td><td>2.5030231127725378</td><td>138001</td></tr>\n",
+       "<tr><td>136.07568</td><td>-1.229926</td><td>0.26150495</td><td>2500790.5</td><td>780515</td><td>G9</td><td>-535.1614</td><td>515.43506</td><td>-15.952198</td><td>742.7163464346006</td><td>14.004223848216439</td><td>-22.40049296548772</td><td>0</td><td>1830</td><td>0.853281872631353</td><td>1.6591339485007632</td><td>2031640</td></tr>\n",
+       "<tr><td>138.41817</td><td>-1.3063016</td><td>0.2582956</td><td>2414921.0</td><td>814805</td><td>G9</td><td>-549.32965</td><td>487.4064</td><td>-16.746445</td><td>732.9068173201413</td><td>43.841225403661944</td><td>-23.10961075695954</td><td>0</td><td>2117</td><td>1.0</td><td>8.420048282589047</td><td>778384</td></tr>\n",
+       "<tr><td>130.84155</td><td>1.5858226</td><td>0.17627648</td><td>809189.0</td><td>2151555</td><td>G9</td><td>-333.5386</td><td>385.84216</td><td>14.119899</td><td>508.78519280142467</td><td>-36.94612226047851</td><td>9.703547919915483</td><td>0</td><td>2101</td><td>1.0</td><td>12.200741119537668</td><td>1622326</td></tr>\n",
+       "<tr><td>131.62756</td><td>0.7766683</td><td>0.2351386</td><td>1849623.4</td><td>569627</td><td>G9</td><td>-446.42447</td><td>502.33298</td><td>9.110296</td><td>670.9295886320892</td><td>-39.48306539155657</td><td>3.2861432856697794</td><td>0</td><td>2143</td><td>1.0</td><td>25.64377091938933</td><td>1928399</td></tr>\n",
+       "<tr><td>138.15796</td><td>-1.7946677</td><td>0.1413273</td><td>426209.47</td><td>2507146</td><td>G9</td><td>-306.81848</td><td>274.7328</td><td>-12.90436</td><td>411.0896306677053</td><td>22.71879409291432</td><td>-16.4736110380562</td><td>0</td><td>1388</td><td>0.6471886553072775</td><td>1.328729044309691</td><td>1251754</td></tr>\n",
+       "<tr><td>133.69719</td><td>-1.2208219</td><td>0.1758418</td><td>803437.75</td><td>963678</td><td>G9</td><td>-351.56506</td><td>367.92798</td><td>-10.844744</td><td>508.6459615716048</td><td>-11.532243783667296</td><td>-15.26082660359561</td><td>0</td><td>2051</td><td>0.9563284812933908</td><td>6.768905071821283</td><td>1190699</td></tr>\n",
+       "<tr><td>137.58282</td><td>2.8860147</td><td>0.21549188</td><td>1441834.5</td><td>1276131</td><td>G9</td><td>-456.06952</td><td>416.69946</td><td>31.143623</td><td>617.3858810811349</td><td>27.885031207664948</td><td>25.78512604454141</td><td>0</td><td>1275</td><td>0.5944996653579099</td><td>1.043253289656174</td><td>1100776</td></tr>\n",
+       "<tr><td>129.81128</td><td>1.1817166</td><td>0.24857354</td><td>2166101.5</td><td>994756</td><td>G9</td><td>-453.4847</td><td>544.0714</td><td>14.610259</td><td>705.483742932641</td><td>-64.00166712089508</td><td>8.486340664442512</td><td>0</td><td>2147</td><td>1.0</td><td>8.753942133395073</td><td>1045958</td></tr>\n",
+       "<tr><td>137.76787</td><td>1.6455553</td><td>0.2530374</td><td>2278250.2</td><td>2122150</td><td>G9</td><td>-533.2233</td><td>484.04248</td><td>20.688818</td><td>719.4654400501204</td><td>34.82995658278161</td><td>14.44375025977088</td><td>0</td><td>2176</td><td>1.0</td><td>16.55554444426001</td><td>823099</td></tr>\n",
+       "<tr><td>140.57771</td><td>1.4497318</td><td>0.2587554</td><td>2427109.0</td><td>2145277</td><td>G9</td><td>-568.2247</td><td>467.11536</td><td>18.616022</td><td>732.2246187622595</td><td>71.54988419721677</td><td>12.260110879997075</td><td>0</td><td>1994</td><td>0.9297508491950371</td><td>4.050606000726118</td><td>2292625</td></tr>\n",
+       "<tr><td>137.61891</td><td>0.07975347</td><td>0.20624402</td><td>1271578.9</td><td>464925</td><td>G9</td><td>-438.16815</td><td>399.83743</td><td>0.82568234</td><td>592.5422412759569</td><td>27.14826875323541</td><td>-4.318283949887302</td><td>0</td><td>2174</td><td>1.0</td><td>21.013623999718817</td><td>451204</td></tr>\n",
+       "<tr><td>132.72455</td><td>1.7985798</td><td>0.18364118</td><td>910661.7</td><td>2035260</td><td>G9</td><td>-359.8959</td><td>389.68036</td><td>16.65686</td><td>530.1566591118252</td><td>-21.02111284290032</td><td>12.055074387290436</td><td>0</td><td>2144</td><td>1.0</td><td>10.859549957327204</td><td>1553858</td></tr>\n",
+       "<tr><td>130.51749</td><td>-1.8291621</td><td>0.20930749</td><td>1326481.9</td><td>2489519</td><td>G9</td><td>-390.6463</td><td>457.1055</td><td>-19.202658</td><td>599.2652792940837</td><td>-46.94887605541293</td><td>-24.405742944476593</td><td>0</td><td>1413</td><td>0.658845511490766</td><td>1.7482311524592777</td><td>1503838</td></tr>\n",
+       "<tr><td>136.71318</td><td>-1.5657755</td><td>0.12938984</td><td>329488.47</td><td>1771023</td><td>G9</td><td>-275.17746</td><td>259.19464</td><td>-10.333274</td><td>377.75334935041565</td><td>11.329844889950037</td><td>-13.613028192923874</td><td>0</td><td>1612</td><td>0.7516340867113339</td><td>2.8969510554596702</td><td>542435</td></tr>\n",
+       "</table></div>"
+      ],
+      "text/plain": [
+       "<Table length=2531909>\n",
+       "RANDOM_RA RANDOM_DEC      Z          V       RANDID FIELD  CARTESIAN_X CARTESIAN_Y ...    ROTCARTESIAN_Y       ROTCARTESIAN_Z    IS_BOUNDARY RAND_N8      FILLFACTOR         BOUND_DIST     BOUND_ID\n",
+       " float32   float32     float32    float32    int64  bytes4   float32     float32   ...       float64              float64           int64     int32        float64            float64        int64  \n",
+       "--------- ---------- ----------- ---------- ------- ------ ----------- ----------- ... ------------------- --------------------- ----------- ------- ------------------- ------------------ --------\n",
+       "129.91917  0.9630972  0.17833136  836733.75 1033339     G9   -331.0364     395.646 ... -45.647413200102214     4.211200499007996           0    2121  0.9889676786071583  7.254431862020988  1862828\n",
+       " 134.6177 -0.5850006  0.24175805  2001640.9  277242     G9   -484.6323     491.143 ...  -4.552118400989399   -13.034564401493304           0    2191                 1.0  16.51122748603918   179421\n",
+       "138.14908  0.5982364   0.2318685  1777287.4 2015130     G9  -493.99463   442.47278 ...  36.481019130586894    1.1761021336778024           0    2130                 1.0  27.23674006160685  1882340\n",
+       "129.85628  1.6507276  0.21484718  1429525.0  167734     G9  -395.11298   473.28323 ...  -55.22875291473468    12.436378044268508           0    2116  0.9866363073704606  7.962683501090891  1145194\n",
+       "137.84189 0.65900105  0.18979728  1001433.6  620978     G9   -406.0459    367.6393 ...   27.19850999004637    1.5510219653376476           0    2155                 1.0 21.965019684610855  2299144\n",
+       " 136.4454 -1.2915285   0.0738935  63461.688  127288     G9  -158.23444   150.44571 ...  5.5238006534409285    -6.817103322452513           0    1522  0.7096694044507755 2.7167478710942414  1850872\n",
+       " 133.5719   2.983789  0.20031433  1169448.5 1147770     G9  -397.06546   417.36942 ... -14.313954429858823    25.026774726701294           1    1112  0.5184969630415653                0.0        0\n",
+       "135.72247 -0.6331526   0.1450767  459970.44 1443865     G9  -302.58542   295.04907 ...   5.360635778716527     -8.33874561467107           0    2147                 1.0  9.855697324566338  1805739\n",
+       "131.47552  1.0984006  0.14652121  473423.06 1362489     G9  -282.57245   319.66513 ...  -26.19660904421195     4.483189535852952           0    2184                 1.0 13.941318741591584   998460\n",
+       "133.63914  2.8961444  0.20463307  1243295.2  494119     G9  -405.78476    425.5334 ... -13.920384306284005     24.64291902159325           0    1279   0.596364762347268  1.328501909631038  1883848\n",
+       "135.77596  0.4939792  0.09946912  152445.19 1781861     G9  -209.59511   203.99353 ...  3.9828057745934298 -0.017153679252525755           0    2118                 1.0 12.613615645230064  1078532\n",
+       "136.69154  0.4568469    0.206353  1273506.6 1898261     G9  -431.84418   407.06967 ...  17.562626449099806   -0.4176492843708832           0    2204                 1.0  25.00215394823015  1372937\n",
+       "131.15813  2.0313892  0.20660807  1278026.5 1636481     G9  -390.80786   447.07498 ... -39.742511250187526    15.917899430979777           0    2125                 1.0  9.639335157817742   680984\n",
+       "139.79533   2.930614   0.0767862   71088.04  623454     G9  -173.00143   146.22168 ...  18.953043240348276     9.636317452813156           0    1004  0.4681393443288953 0.5744460934088165   620074\n",
+       "129.00423 0.96540636   0.0895708 111977.984  772585     G9  -166.07294    205.0521 ...  -27.54278133087298    2.1682059029561103           1    1013 0.47233581255495116                0.0        0\n",
+       "138.94278 -1.0413139 0.071656205  57946.957 2473557     G9  -159.73955   139.13982 ...  14.582030104712983    -5.684962852973829           0    1746  0.8141148358548319 3.3874379649165354  1943556\n",
+       "131.83571 -1.3501878  0.21956661  1521187.9 1510645     G9  -419.89038   469.03323 ... -34.702191647191505   -20.293580948915043           0    2169                 1.0  6.828908693362664  1163223\n",
+       "130.67296 -1.4828467  0.25146925  2238449.2 1242003     G9   -466.6416     543.039 ...  -53.96767474314856   -24.731520389323425           0    2064  0.9623900465088047  6.113792862820604   279619\n",
+       "131.21875  2.9117007  0.23042893  1746016.2 1701751     G9   -433.8802    495.2902 ... -43.374246844349265      27.7859184925777           0    1284  0.5986961335839657 0.9256591320933903   459460\n",
+       "129.70949  2.2600267  0.19337185  1056685.2  446409     G9   -356.0235   428.68787 ...  -51.33993047122751    17.174347918497006           0    2086  0.9726480799502746  5.887899749086246   691590\n",
+       "133.81342 -0.8392051  0.24099058  1983628.8 2008311     G9  -476.22687   496.37213 ... -14.193370681629288   -16.045768698619327           0    2190                 1.0 13.600193343584502  1242246\n",
+       " 135.6704 -1.7848574  0.25087327  2223437.8 1169014     G9  -510.94812    499.1291 ...     8.4107824099716    -28.45757660866679           0    1557  0.7259890031076593 2.3033170483867975  1569000\n",
+       "      ...        ...         ...        ...     ...    ...         ...         ... ...                 ...                   ...         ...     ...                 ...                ...      ...\n",
+       "131.81554 -1.9346269  0.26231557  2522776.0  524567     G9  -496.67245    555.1947 ...  -41.32580014072965   -31.618454083525474           1     862 0.40192840120668105                0.0        0\n",
+       "137.97908  1.3880963  0.19368026  1061541.0 1249359     G9  -414.81442    373.7749 ...  29.061064781830904     8.689119006996304           0    2208                 1.0 15.281222342807009  1477932\n",
+       "130.57869 0.14544259  0.07825468  75179.414  856608     G9  -150.31824   175.51134 ... -17.796964897386697   -1.4134854967299157           0    2076  0.9679853374768792  6.368157595723394   217876\n",
+       "139.84929   1.720486  0.22198181  1569495.4 1463049     G9   -486.1334   410.09818 ...   53.81245713219965    13.601835902717937           0    2117                 1.0 11.708768732114654  1550684\n",
+       "138.06766  1.1760072  0.20615931  1270081.5  861528     G9  -441.02054   396.15463 ...  31.769299664311514     7.030198398710935           0    2129                 1.0  18.39495743550256   913456\n",
+       " 132.3451    1.71261  0.22288561  1587818.1 1030504     G9   -430.0739    471.8984 ... -29.526639423415244    13.552831710019111           0    2168                 1.0 13.904150617278171  2044638\n",
+       " 131.4795   1.048748  0.08011387   80576.84 2035150     G9  -156.61185   177.14513 ... -14.501554577050184     2.279570899567999           0    2196                 1.0  8.056128932511475  2325289\n",
+       "138.59918 -1.7601296  0.20769303  1297364.4 2325265     G9  -447.72107   394.73062 ...   37.51449785549453    -23.51250514332178           0    1506   0.702209016493343 2.5030231127725378   138001\n",
+       "136.07568  -1.229926  0.26150495  2500790.5  780515     G9   -535.1614   515.43506 ...  14.004223848216439    -22.40049296548772           0    1830   0.853281872631353 1.6591339485007632  2031640\n",
+       "138.41817 -1.3063016   0.2582956  2414921.0  814805     G9  -549.32965    487.4064 ...  43.841225403661944    -23.10961075695954           0    2117                 1.0  8.420048282589047   778384\n",
+       "130.84155  1.5858226  0.17627648   809189.0 2151555     G9   -333.5386   385.84216 ...  -36.94612226047851     9.703547919915483           0    2101                 1.0 12.200741119537668  1622326\n",
+       "131.62756  0.7766683   0.2351386  1849623.4  569627     G9  -446.42447   502.33298 ...  -39.48306539155657    3.2861432856697794           0    2143                 1.0  25.64377091938933  1928399\n",
+       "138.15796 -1.7946677   0.1413273  426209.47 2507146     G9  -306.81848    274.7328 ...   22.71879409291432     -16.4736110380562           0    1388  0.6471886553072775  1.328729044309691  1251754\n",
+       "133.69719 -1.2208219   0.1758418  803437.75  963678     G9  -351.56506   367.92798 ... -11.532243783667296    -15.26082660359561           0    2051  0.9563284812933908  6.768905071821283  1190699\n",
+       "137.58282  2.8860147  0.21549188  1441834.5 1276131     G9  -456.06952   416.69946 ...  27.885031207664948     25.78512604454141           0    1275  0.5944996653579099  1.043253289656174  1100776\n",
+       "129.81128  1.1817166  0.24857354  2166101.5  994756     G9   -453.4847    544.0714 ...  -64.00166712089508     8.486340664442512           0    2147                 1.0  8.753942133395073  1045958\n",
+       "137.76787  1.6455553   0.2530374  2278250.2 2122150     G9   -533.2233   484.04248 ...   34.82995658278161     14.44375025977088           0    2176                 1.0  16.55554444426001   823099\n",
+       "140.57771  1.4497318   0.2587554  2427109.0 2145277     G9   -568.2247   467.11536 ...   71.54988419721677    12.260110879997075           0    1994  0.9297508491950371  4.050606000726118  2292625\n",
+       "137.61891 0.07975347  0.20624402  1271578.9  464925     G9  -438.16815   399.83743 ...   27.14826875323541    -4.318283949887302           0    2174                 1.0 21.013623999718817   451204\n",
+       "132.72455  1.7985798  0.18364118   910661.7 2035260     G9   -359.8959   389.68036 ...  -21.02111284290032    12.055074387290436           0    2144                 1.0 10.859549957327204  1553858\n",
+       "130.51749 -1.8291621  0.20930749  1326481.9 2489519     G9   -390.6463    457.1055 ...  -46.94887605541293   -24.405742944476593           0    1413   0.658845511490766 1.7482311524592777  1503838\n",
+       "136.71318 -1.5657755  0.12938984  329488.47 1771023     G9  -275.17746   259.19464 ...  11.329844889950037   -13.613028192923874           0    1612  0.7516340867113339 2.8969510554596702   542435"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "rand"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "1c82e9b9",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "OrderedDict([('ZMIN', 0.039),\n",
+       "             ('ZMAX', 0.263),\n",
+       "             ('DZ', 0.0001),\n",
+       "             ('NRAND', 2531909),\n",
+       "             ('FIELD', 'G9'),\n",
+       "             ('AREA', 180.0),\n",
+       "             ('BOUND_PERCENT', 1.0),\n",
+       "             ('VOL', 2531908.950723488),\n",
+       "             ('RAND_DENS', 1.0),\n",
+       "             ('VOL8', 2144.660584850632),\n",
+       "             ('NRAND8', 2144.660584850632),\n",
+       "             ('NRAND8_PERR', 46.31048029172913),\n",
+       "             ('RSPHERE', 8.0),\n",
+       "             ('FILLFACTOR_INFRAC', 0.7766460011003555),\n",
+       "             ('EXTNAME', 'TilingCat'),\n",
+       "             ('TCOMM1', 'GAMA ID'),\n",
+       "             ('TUCD1', 'meta.id;meta.main'),\n",
+       "             ('TCOMM2', 'SDSS objid'),\n",
+       "             ('TUCD2', 'meta.id'),\n",
+       "             ('TCOMM3', 'J2000 coordinate'),\n",
+       "             ('TUCD3', 'pos.eq.ra'),\n",
+       "             ('TCOMM4', 'J2000 coordinate'),\n",
+       "             ('TUCD4', 'pos.eq.dec'),\n",
+       "             ('TCOMM5', '3-arcsec fiber magnitude'),\n",
+       "             ('TUCD5', 'phot.mag;em.opt.R'),\n",
+       "             ('TCOMM6', 'Extinction-corrected SDSS DR7 Petrosian mag'),\n",
+       "             ('TUCD6', 'phot.mag;em.opt.R'),\n",
+       "             ('TCOMM7', 'Extinction-corrected SDSS DR7 mag'),\n",
+       "             ('TUCD7', 'phot.mag;em.opt.U'),\n",
+       "             ('TCOMM8', 'Extinction-corrected SDSS DR7 mag'),\n",
+       "             ('TUCD8', 'phot.mag;em.opt.B'),\n",
+       "             ('TCOMM9', 'Extinction-corrected SDSS DR7 mag'),\n",
+       "             ('TUCD9', 'phot.mag;em.opt.R'),\n",
+       "             ('TCOMM10', 'Extinction-corrected SDSS DR7 mag'),\n",
+       "             ('TUCD10', 'phot.mag;em.opt.I'),\n",
+       "             ('TCOMM11', 'Extinction-corrected SDSS DR7 mag'),\n",
+       "             ('TUCD11', 'phot.mag;em.opt.I'),\n",
+       "             ('TCOMM12', 'Survey code for redshift source, see notes'),\n",
+       "             ('TUCD12', 'meta.code;meta.dataset'),\n",
+       "             ('TCOMM13', 'Spectroscopic redshift, -1 for none attempted'),\n",
+       "             ('TUCD13', 'src.redshift'),\n",
+       "             ('TCOMM14', 'Quality of redshift'),\n",
+       "             ('TUCD14', 'meta.code.qual;src.redshift'),\n",
+       "             ('TCOMM15', 'Tests of NQ=2 redshifts, see notes'),\n",
+       "             ('TUCD15', 'meta.code.qual;src.redshift'),\n",
+       "             ('TCOMM16', 'ID of spectrum from SpecAll table'),\n",
+       "             ('TUCD16', 'meta.id.cross;spect'),\n",
+       "             ('TCOMM17', 'Redshift uncertainty, c delta ln(1+z), see notes'),\n",
+       "             ('TUCD17', 'src.redshift;stat.error'),\n",
+       "             ('TCOMM18', 'Number of GAMA spectra within 1 arcsec'),\n",
+       "             ('TUCD18', 'meta.number;spect'),\n",
+       "             ('TCOMM19', 'SDSS Petro half-light surface brightness'),\n",
+       "             ('TUCD19', 'phot.mag.sb;em.opt.R'),\n",
+       "             ('TCOMM20', 'r_psf - r_model star-galaxy separation parameter'),\n",
+       "             ('TUCD20', 'src.class.starGalaxy'),\n",
+       "             ('TCOMM21', 'J - K - f_locus star-galaxy separation parameter'),\n",
+       "             ('TUCD21', 'src.class.starGalaxy'),\n",
+       "             ('TCOMM22', 'Extinction-corrected r-defined auto AB mag'),\n",
+       "             ('TUCD22', 'phot.mag;em.IR.K'),\n",
+       "             ('TCOMM23', 'Flux from FIRST-SDSS matching by John Ching'),\n",
+       "             ('TUCD23', 'phot.flux.density;em.radio'),\n",
+       "             ('TCOMM24', '1 for match to H-ATLAS SDSS possible ID'),\n",
+       "             ('TUCD24', 'meta.code'),\n",
+       "             ('TCOMM25', '1-deg strip, 2 for GAMA I regions'),\n",
+       "             ('TUCD25', 'meta.code'),\n",
+       "             ('TCOMM26', 'Bitwise target criteria, see notes'),\n",
+       "             ('TUCD26', 'meta.code'),\n",
+       "             ('TCOMM27', 'Useful for selecting samples, see notes'),\n",
+       "             ('TUCD27', 'meta.code.class'),\n",
+       "             ('TCOMM28', 'Useful for selecting samples, see notes'),\n",
+       "             ('TUCD28', 'meta.code.class'),\n",
+       "             ('TCOMM29', 'Priorities for targeting, see notes'),\n",
+       "             ('TUCD29', 'meta.code.class'),\n",
+       "             ('TCOMM30', 'Number of survey_class>=3 targets within 40 arcsec'),\n",
+       "             ('TUCD30', 'meta.code.class'),\n",
+       "             ('TCOMM31', 'CATAID of object in TilingCatv11, see notes'),\n",
+       "             ('TUCD31', 'meta.code.cross'),\n",
+       "             ('TCOMM32', 'Mask value 0.0 to 1.0 around V<10 stars'),\n",
+       "             ('TUCD32', 'meta.code'),\n",
+       "             ('TCOMM33', 'Mask value 0.0 to 1.0 around V<12 stars'),\n",
+       "             ('TUCD33', 'meta.code'),\n",
+       "             ('TCOMM34', 'Visual classification, see notes'),\n",
+       "             ('TUCD34', 'mata.code.qual'),\n",
+       "             ('TCOMM35', 'Initials of classifiers, xxx for none'),\n",
+       "             ('TUCD35', 'meta.id'),\n",
+       "             ('DATE-HDU', '2015-09-04T13:22:37'),\n",
+       "             ('STILVERS', '3.0-8'),\n",
+       "             ('STILCLAS', 'uk.ac.starlink.votable.FitsPlusTableWriter'),\n",
+       "             ('DMU', 'EqInputCat'),\n",
+       "             ('NAME', 'TilingCat'),\n",
+       "             ('VERSION', 'v46'),\n",
+       "             ('DATE', '2015-05-22'),\n",
+       "             ('CONTACT', 'Ivan Baldry <i.baldry@ljmu.ac.uk>'),\n",
+       "             ('GOLD_NGAL', 113687),\n",
+       "             ('DDP1_ZMIN', 0.0390699990093708),\n",
+       "             ('DDP1_ZMAX', 0.2629899978637695),\n",
+       "             ('DDP1_VZ', 7594754.153764196),\n",
+       "             ('DDP1ZLIMS_NGAL', 113687),\n",
+       "             ('DDP1_NGAL', 45293),\n",
+       "             ('DDP1_DENS', 0.005963721679858641),\n",
+       "             ('DDP2_ZMIN', 0.03914999961853027),\n",
+       "             ('DDP2_ZMAX', 0.1937000006437302),\n",
+       "             ('DDP2_VZ', 3156659.558717707),\n",
+       "             ('DDP2ZLIMS_NGAL', 73942),\n",
+       "             ('DDP2_NGAL', 33396),\n",
+       "             ('DDP2_DENS', 0.01057953807776663),\n",
+       "             ('DDP3_ZMIN', 0.03903000056743622),\n",
+       "             ('DDP3_ZMAX', 0.1015800014138222),\n",
+       "             ('DDP3_VZ', 457819.2340050841),\n",
+       "             ('DDP3ZLIMS_NGAL', 18121),\n",
+       "             ('DDP3_NGAL', 8842),\n",
+       "             ('DDP3_DENS', 0.01931329953669401),\n",
+       "             ('TMR_DDP1', '[-21.8, -20.1]'),\n",
+       "             ('TMR_DDP2', '[-20.6, -19.3]'),\n",
+       "             ('TMR_DDP3', '[-21.8, -20.1]'),\n",
+       "             ('D80LIMS', '[-1.0, -0.75]'),\n",
+       "             ('D81LIMS', '[-0.75, -0.55]'),\n",
+       "             ('D82LIMS', '[-0.55, -0.4]'),\n",
+       "             ('D83LIMS', '[-0.4, 0.0]'),\n",
+       "             ('D84LIMS', '[0.0, 0.7]'),\n",
+       "             ('D85LIMS', '[0.7, 1.6]'),\n",
+       "             ('D86LIMS', '[1.6, 2.9]'),\n",
+       "             ('D87LIMS', '[2.9, 4.0]'),\n",
+       "             ('D88LIMS', '[4.0, 10000.0]'),\n",
+       "             ('DDP1_d0_VOLFRAC', 0.2879104063150402),\n",
+       "             ('DDP1_d0_TIERMEDd8', -0.9207558941496925),\n",
+       "             ('DDP1_d1_VOLFRAC', 0.1146066510323285),\n",
+       "             ('DDP1_d1_TIERMEDd8', -0.6657531003735868),\n",
+       "             ('DDP1_d2_VOLFRAC', 0.08247686153498549),\n",
+       "             ('DDP1_d2_TIERMEDd8', -0.4835302012959428),\n",
+       "             ('DDP1_d3_VOLFRAC', 0.1611691704123112),\n",
+       "             ('DDP1_d3_TIERMEDd8', -0.2181488802297873),\n",
+       "             ('DDP1_d4_VOLFRAC', 0.1731655031764409),\n",
+       "             ('DDP1_d4_TIERMEDd8', 0.2747642477954721),\n",
+       "             ('DDP1_d5_VOLFRAC', 0.1076667903035503),\n",
+       "             ('DDP1_d5_TIERMEDd8', 1.032812911402553),\n",
+       "             ('DDP1_d6_VOLFRAC', 0.05214158437703798),\n",
+       "             ('DDP1_d6_TIERMEDd8', 2.049219367103829),\n",
+       "             ('DDP1_d7_VOLFRAC', 0.01311459480085179),\n",
+       "             ('DDP1_d7_TIERMEDd8', 3.300181158736169),\n",
+       "             ('DDP1_d8_VOLFRAC', 0.007748438047453653),\n",
+       "             ('DDP1_d8_TIERMEDd8', 4.785698286299573),\n",
+       "             ('comments',\n",
+       "              ['Science targets and information for tiling and spectroscopic',\n",
+       "               'observation.'])])"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "fpath = home + '/data/{}/randoms/randoms_bd_ddp_n8_{}_{}.fits'.format(version, field, realz)\n",
+    "\n",
+    "if dryrun:\n",
+    "    fpath = fpath.replace('.fits', '_dryrun.fits')\n",
+    "\n",
+    "rand = Table.read(fpath)\n",
+    "rand.meta"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "653fb466",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0, 0.5, 'DEC [deg.]')"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 478.207x295.548 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "pl.plot(rand['RANDOM_RA'][::10], rand['RANDOM_DEC'][::10], marker=',', lw=0.0, c='k')\n",
+    "pl.plot(rand['RANDOM_RA'][rand['IS_BOUNDARY'].astype(bool)], rand['RANDOM_DEC'][rand['IS_BOUNDARY'].astype(bool)], marker=',', lw=0.0, c='cyan')\n",
+    "\n",
+    "pl.xlabel('RA [deg.]')\n",
+    "pl.ylabel('DEC [deg.]')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "3527ec15",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 0, 'V')"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 478.207x295.548 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "_ = pl.hist(rand['V'], bins=100, histtype='step', color='k')\n",
+    "_ = pl.hist(rand['V'][rand['IS_BOUNDARY'].astype(bool)], bins=100, histtype='step', color='c')\n",
+    "\n",
+    "pl.xlabel('V')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "3efd2c94",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(0.0, 0.6)"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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+N8feBgbWM60HHVgTTKeCCW6mcoIONW/EFoIJbqdygo4IJticcIIOrAumUsr9UsrD/kYFeZnWgwNrAuhZRPxv89DbiPgqIu7XWh/1NjBITOUEh/eo1vqnWuv3EXEvIv4e1+3k3/Q7LMhL5QRAOionANIRTgCkI5wASEc4AZCOcAIgHeEEQDrCCYB0hBMA6QgnANIRTgCk8//CiDfzDsXftwAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 478.207x295.548 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "_ = pl.hist(rand['Z'], bins=100, histtype='step', color='k')\n",
+    "\n",
+    "pl.axvline(300. / 2.9979e5, lw=0.5, c='k')\n",
+    "\n",
+    "pl.yscale('log')\n",
+    "pl.xlabel('$z$')\n",
+    "\n",
+    "pl.xlim(0.0, 0.6)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "09d13b8a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "pos = np.c_[rand['CARTESIAN_X'], rand['CARTESIAN_Y'], rand['CARTESIAN_Z']]\n",
+    "pos = rotate(rand['RANDOM_RA'], rand['RANDOM_DEC'], pos)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "0ba8e5a4",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0, 0.5, '$y$')"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 478.207x295.548 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "pl.plot(pos[::10,0], pos[::10,1], marker=',', lw=0.0, c='k')\n",
+    "\n",
+    "pl.xlabel('$x$')\n",
+    "pl.ylabel('$y$')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "cb4174f6",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0, 0.5, '$y$')"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 478.207x295.548 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "pl.plot(pos[:,0][rand['IS_BOUNDARY'].astype(bool)], pos[:,1][rand['IS_BOUNDARY'].astype(bool)], marker=',', lw=0.0, c='k')\n",
+    "\n",
+    "pl.xlabel('$x$')\n",
+    "pl.ylabel('$y$')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "3f5a4851",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(0.0, 1000.0)"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig = plt.figure(figsize=(10,10))\n",
+    "ax  = fig.add_subplot(projection='3d')\n",
+    "\n",
+    "ax.scatter(pos[::10, 0],\\\n",
+    "           pos[::10, 1],\\\n",
+    "           pos[::10, 2],\\\n",
+    "           marker='.',\\\n",
+    "           lw=0.0)\n",
+    "\n",
+    "ax.set_xlim(0.0, 1000.)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "b7d11407",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(0.0, 1000.0)"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig = plt.figure(figsize=(10,10))\n",
+    "ax  = fig.add_subplot(projection='3d')\n",
+    "\n",
+    "ax.scatter(pos[:,0][rand['IS_BOUNDARY'].astype(bool)][::10],\\\n",
+    "           pos[:,1][rand['IS_BOUNDARY'].astype(bool)][::10],\\\n",
+    "           pos[:,2][rand['IS_BOUNDARY'].astype(bool)][::10],\\\n",
+    "           marker='.',\\\n",
+    "           lw=0.0)\n",
+    "\n",
+    "ax.set_xlim(0.0, 1000.)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "7282b304",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.010000359412601321"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "np.mean(rand['V'] < np.percentile(rand['V'], 1.))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "9e7be129",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.05877027965855013"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "np.mean(rand['IS_BOUNDARY'].data)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "cf42d5c9",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "('RANDOM_RA',\n",
+       " 'RANDOM_DEC',\n",
+       " 'Z',\n",
+       " 'V',\n",
+       " 'RANDID',\n",
+       " 'FIELD',\n",
+       " 'CARTESIAN_X',\n",
+       " 'CARTESIAN_Y',\n",
+       " 'CARTESIAN_Z',\n",
+       " 'ROTCARTESIAN_X',\n",
+       " 'ROTCARTESIAN_Y',\n",
+       " 'ROTCARTESIAN_Z',\n",
+       " 'IS_BOUNDARY',\n",
+       " 'RAND_N8',\n",
+       " 'FILLFACTOR',\n",
+       " 'BOUND_DIST',\n",
+       " 'BOUND_ID',\n",
+       " 'DDP1_N8',\n",
+       " 'DDP2_N8',\n",
+       " 'DDP3_N8',\n",
+       " 'IN_DDP1',\n",
+       " 'IN_DDP2',\n",
+       " 'IN_DDP3',\n",
+       " 'DDP1_DELTA8',\n",
+       " 'DDP2_DELTA8',\n",
+       " 'DDP3_DELTA8',\n",
+       " 'DDP1_DELTA8_TIER')"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "rand.dtype.names"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "f670387a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(290, 2341)"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "rand['RAND_N8'].data.min(), rand['RAND_N8'].data.max()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "c98a0f78",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(50.0, 2500.0)"
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 478.207x295.548 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "_ = pl.hist(rand['RAND_N8'], bins=np.arange(0, 3500, 1), histtype='step')\n",
+    "\n",
+    "pl.axvline(rand.meta['NRAND8'], c='k', lw=0.5)\n",
+    "\n",
+    "pl.xlabel(r'$N_8$')\n",
+    "pl.xlim(50., 2500.)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "ca53bcbc",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "2144.660584850632"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "rand.meta['NRAND8']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "id": "3cf1a87d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# 100. * np.sqrt(rand.meta['NRAND8']) / rand.meta['NRAND8']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "id": "1eb9ffec",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.colorbar.Colorbar at 0x2b57d3a18ca0>"
+      ]
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 478.207x295.548 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "isin = rand['IS_BOUNDARY'].astype(bool)\n",
+    "\n",
+    "pl.scatter(pos[:,0][isin], pos[:,1][isin], lw=0.0, c=rand['V'][isin], s=2)\n",
+    "pl.xlabel('$x$')\n",
+    "pl.ylabel('$y$')\n",
+    "pl.colorbar(label='V')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "id": "e8115e98",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.colorbar.Colorbar at 0x2b56cfe01280>"
+      ]
+     },
+     "execution_count": 30,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 478.207x295.548 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "isin = ~rand['IS_BOUNDARY'].astype(bool)\n",
+    "\n",
+    "pl.scatter(pos[:,0][isin], pos[:,1][isin], lw=0.0, c=rand['BOUND_DIST'][isin], s=2, vmin=0., vmax=70.)\n",
+    "pl.xlabel('$x$')\n",
+    "pl.ylabel('$y$')\n",
+    "pl.colorbar(label='BOUNDARY DISTANCE')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "id": "c5e86116",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.colorbar.Colorbar at 0x2b56cfd6f130>"
+      ]
+     },
+     "execution_count": 31,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 478.207x295.548 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "isin = ~rand['IS_BOUNDARY'].astype(bool)\n",
+    "\n",
+    "pl.scatter(pos[:,1][isin], pos[:,2][isin], lw=0.0, c=rand['BOUND_DIST'][isin], s=2, vmin=0., vmax=70.)\n",
+    "pl.xlabel('$y$')\n",
+    "pl.ylabel('$z$')\n",
+    "pl.colorbar(label='BOUNDARY DISTANCE')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "id": "8ca1e177",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.colorbar.Colorbar at 0x2b57d41e8970>"
+      ]
+     },
+     "execution_count": 32,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 478.207x295.548 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "isin = rand['IS_BOUNDARY'].astype(bool)\n",
+    "\n",
+    "pl.scatter(pos[:,0][isin], pos[:,1][isin], lw=0.0, c=rand['RAND_N8'][isin], vmin=0, vmax=1500, s=2)\n",
+    "pl.xlabel('$x$')\n",
+    "pl.ylabel('$y$')\n",
+    "pl.colorbar(label=r'$N_8$')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "id": "1260b313",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "OrderedDict([('ZMIN', 0.039),\n",
+       "             ('ZMAX', 0.263),\n",
+       "             ('DZ', 0.0001),\n",
+       "             ('NRAND', 2531909),\n",
+       "             ('FIELD', 'G9'),\n",
+       "             ('AREA', 180.0),\n",
+       "             ('BOUND_PERCENT', 1.0),\n",
+       "             ('VOL', 2531908.950723488),\n",
+       "             ('RAND_DENS', 1.0),\n",
+       "             ('VOL8', 2144.660584850632),\n",
+       "             ('NRAND8', 2144.660584850632),\n",
+       "             ('NRAND8_PERR', 46.31048029172913),\n",
+       "             ('RSPHERE', 8.0),\n",
+       "             ('FILLFACTOR_INFRAC', 0.7766460011003555),\n",
+       "             ('EXTNAME', 'TilingCat'),\n",
+       "             ('TCOMM1', 'GAMA ID'),\n",
+       "             ('TUCD1', 'meta.id;meta.main'),\n",
+       "             ('TCOMM2', 'SDSS objid'),\n",
+       "             ('TUCD2', 'meta.id'),\n",
+       "             ('TCOMM3', 'J2000 coordinate'),\n",
+       "             ('TUCD3', 'pos.eq.ra'),\n",
+       "             ('TCOMM4', 'J2000 coordinate'),\n",
+       "             ('TUCD4', 'pos.eq.dec'),\n",
+       "             ('TCOMM5', '3-arcsec fiber magnitude'),\n",
+       "             ('TUCD5', 'phot.mag;em.opt.R'),\n",
+       "             ('TCOMM6', 'Extinction-corrected SDSS DR7 Petrosian mag'),\n",
+       "             ('TUCD6', 'phot.mag;em.opt.R'),\n",
+       "             ('TCOMM7', 'Extinction-corrected SDSS DR7 mag'),\n",
+       "             ('TUCD7', 'phot.mag;em.opt.U'),\n",
+       "             ('TCOMM8', 'Extinction-corrected SDSS DR7 mag'),\n",
+       "             ('TUCD8', 'phot.mag;em.opt.B'),\n",
+       "             ('TCOMM9', 'Extinction-corrected SDSS DR7 mag'),\n",
+       "             ('TUCD9', 'phot.mag;em.opt.R'),\n",
+       "             ('TCOMM10', 'Extinction-corrected SDSS DR7 mag'),\n",
+       "             ('TUCD10', 'phot.mag;em.opt.I'),\n",
+       "             ('TCOMM11', 'Extinction-corrected SDSS DR7 mag'),\n",
+       "             ('TUCD11', 'phot.mag;em.opt.I'),\n",
+       "             ('TCOMM12', 'Survey code for redshift source, see notes'),\n",
+       "             ('TUCD12', 'meta.code;meta.dataset'),\n",
+       "             ('TCOMM13', 'Spectroscopic redshift, -1 for none attempted'),\n",
+       "             ('TUCD13', 'src.redshift'),\n",
+       "             ('TCOMM14', 'Quality of redshift'),\n",
+       "             ('TUCD14', 'meta.code.qual;src.redshift'),\n",
+       "             ('TCOMM15', 'Tests of NQ=2 redshifts, see notes'),\n",
+       "             ('TUCD15', 'meta.code.qual;src.redshift'),\n",
+       "             ('TCOMM16', 'ID of spectrum from SpecAll table'),\n",
+       "             ('TUCD16', 'meta.id.cross;spect'),\n",
+       "             ('TCOMM17', 'Redshift uncertainty, c delta ln(1+z), see notes'),\n",
+       "             ('TUCD17', 'src.redshift;stat.error'),\n",
+       "             ('TCOMM18', 'Number of GAMA spectra within 1 arcsec'),\n",
+       "             ('TUCD18', 'meta.number;spect'),\n",
+       "             ('TCOMM19', 'SDSS Petro half-light surface brightness'),\n",
+       "             ('TUCD19', 'phot.mag.sb;em.opt.R'),\n",
+       "             ('TCOMM20', 'r_psf - r_model star-galaxy separation parameter'),\n",
+       "             ('TUCD20', 'src.class.starGalaxy'),\n",
+       "             ('TCOMM21', 'J - K - f_locus star-galaxy separation parameter'),\n",
+       "             ('TUCD21', 'src.class.starGalaxy'),\n",
+       "             ('TCOMM22', 'Extinction-corrected r-defined auto AB mag'),\n",
+       "             ('TUCD22', 'phot.mag;em.IR.K'),\n",
+       "             ('TCOMM23', 'Flux from FIRST-SDSS matching by John Ching'),\n",
+       "             ('TUCD23', 'phot.flux.density;em.radio'),\n",
+       "             ('TCOMM24', '1 for match to H-ATLAS SDSS possible ID'),\n",
+       "             ('TUCD24', 'meta.code'),\n",
+       "             ('TCOMM25', '1-deg strip, 2 for GAMA I regions'),\n",
+       "             ('TUCD25', 'meta.code'),\n",
+       "             ('TCOMM26', 'Bitwise target criteria, see notes'),\n",
+       "             ('TUCD26', 'meta.code'),\n",
+       "             ('TCOMM27', 'Useful for selecting samples, see notes'),\n",
+       "             ('TUCD27', 'meta.code.class'),\n",
+       "             ('TCOMM28', 'Useful for selecting samples, see notes'),\n",
+       "             ('TUCD28', 'meta.code.class'),\n",
+       "             ('TCOMM29', 'Priorities for targeting, see notes'),\n",
+       "             ('TUCD29', 'meta.code.class'),\n",
+       "             ('TCOMM30', 'Number of survey_class>=3 targets within 40 arcsec'),\n",
+       "             ('TUCD30', 'meta.code.class'),\n",
+       "             ('TCOMM31', 'CATAID of object in TilingCatv11, see notes'),\n",
+       "             ('TUCD31', 'meta.code.cross'),\n",
+       "             ('TCOMM32', 'Mask value 0.0 to 1.0 around V<10 stars'),\n",
+       "             ('TUCD32', 'meta.code'),\n",
+       "             ('TCOMM33', 'Mask value 0.0 to 1.0 around V<12 stars'),\n",
+       "             ('TUCD33', 'meta.code'),\n",
+       "             ('TCOMM34', 'Visual classification, see notes'),\n",
+       "             ('TUCD34', 'mata.code.qual'),\n",
+       "             ('TCOMM35', 'Initials of classifiers, xxx for none'),\n",
+       "             ('TUCD35', 'meta.id'),\n",
+       "             ('DATE-HDU', '2015-09-04T13:22:37'),\n",
+       "             ('STILVERS', '3.0-8'),\n",
+       "             ('STILCLAS', 'uk.ac.starlink.votable.FitsPlusTableWriter'),\n",
+       "             ('DMU', 'EqInputCat'),\n",
+       "             ('NAME', 'TilingCat'),\n",
+       "             ('VERSION', 'v46'),\n",
+       "             ('DATE', '2015-05-22'),\n",
+       "             ('CONTACT', 'Ivan Baldry <i.baldry@ljmu.ac.uk>'),\n",
+       "             ('GOLD_NGAL', 113687),\n",
+       "             ('DDP1_ZMIN', 0.0390699990093708),\n",
+       "             ('DDP1_ZMAX', 0.2629899978637695),\n",
+       "             ('DDP1_VZ', 7594754.153764196),\n",
+       "             ('DDP1ZLIMS_NGAL', 113687),\n",
+       "             ('DDP1_NGAL', 45293),\n",
+       "             ('DDP1_DENS', 0.005963721679858641),\n",
+       "             ('DDP2_ZMIN', 0.03914999961853027),\n",
+       "             ('DDP2_ZMAX', 0.1937000006437302),\n",
+       "             ('DDP2_VZ', 3156659.558717707),\n",
+       "             ('DDP2ZLIMS_NGAL', 73942),\n",
+       "             ('DDP2_NGAL', 33396),\n",
+       "             ('DDP2_DENS', 0.01057953807776663),\n",
+       "             ('DDP3_ZMIN', 0.03903000056743622),\n",
+       "             ('DDP3_ZMAX', 0.1015800014138222),\n",
+       "             ('DDP3_VZ', 457819.2340050841),\n",
+       "             ('DDP3ZLIMS_NGAL', 18121),\n",
+       "             ('DDP3_NGAL', 8842),\n",
+       "             ('DDP3_DENS', 0.01931329953669401),\n",
+       "             ('TMR_DDP1', '[-21.8, -20.1]'),\n",
+       "             ('TMR_DDP2', '[-20.6, -19.3]'),\n",
+       "             ('TMR_DDP3', '[-21.8, -20.1]'),\n",
+       "             ('D80LIMS', '[-1.0, -0.75]'),\n",
+       "             ('D81LIMS', '[-0.75, -0.55]'),\n",
+       "             ('D82LIMS', '[-0.55, -0.4]'),\n",
+       "             ('D83LIMS', '[-0.4, 0.0]'),\n",
+       "             ('D84LIMS', '[0.0, 0.7]'),\n",
+       "             ('D85LIMS', '[0.7, 1.6]'),\n",
+       "             ('D86LIMS', '[1.6, 2.9]'),\n",
+       "             ('D87LIMS', '[2.9, 4.0]'),\n",
+       "             ('D88LIMS', '[4.0, 10000.0]'),\n",
+       "             ('DDP1_d0_VOLFRAC', 0.2879104063150402),\n",
+       "             ('DDP1_d0_TIERMEDd8', -0.9207558941496925),\n",
+       "             ('DDP1_d1_VOLFRAC', 0.1146066510323285),\n",
+       "             ('DDP1_d1_TIERMEDd8', -0.6657531003735868),\n",
+       "             ('DDP1_d2_VOLFRAC', 0.08247686153498549),\n",
+       "             ('DDP1_d2_TIERMEDd8', -0.4835302012959428),\n",
+       "             ('DDP1_d3_VOLFRAC', 0.1611691704123112),\n",
+       "             ('DDP1_d3_TIERMEDd8', -0.2181488802297873),\n",
+       "             ('DDP1_d4_VOLFRAC', 0.1731655031764409),\n",
+       "             ('DDP1_d4_TIERMEDd8', 0.2747642477954721),\n",
+       "             ('DDP1_d5_VOLFRAC', 0.1076667903035503),\n",
+       "             ('DDP1_d5_TIERMEDd8', 1.032812911402553),\n",
+       "             ('DDP1_d6_VOLFRAC', 0.05214158437703798),\n",
+       "             ('DDP1_d6_TIERMEDd8', 2.049219367103829),\n",
+       "             ('DDP1_d7_VOLFRAC', 0.01311459480085179),\n",
+       "             ('DDP1_d7_TIERMEDd8', 3.300181158736169),\n",
+       "             ('DDP1_d8_VOLFRAC', 0.007748438047453653),\n",
+       "             ('DDP1_d8_TIERMEDd8', 4.785698286299573),\n",
+       "             ('comments',\n",
+       "              ['Science targets and information for tiling and spectroscopic',\n",
+       "               'observation.'])])"
+      ]
+     },
+     "execution_count": 33,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "rand.meta"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 92,
+   "id": "32e09502",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "@np.vectorize\n",
+    "def fillfactor_expectation(bound_dist, radius=None, nbar=None):\n",
+    "    # https://en.wikipedia.org/wiki/Spherical_cap\n",
+    "    if radius == None:\n",
+    "        radius   = rand.meta['RSPHERE']\n",
+    "        V_sphere = rand.meta['VOL8']\n",
+    "        \n",
+    "    else:\n",
+    "        radius   = radius\n",
+    "        V_sphere = (4./3.) * np.pi * radius ** 3.\n",
+    "\n",
+    "    if bound_dist > radius:\n",
+    "        h    = 0\n",
+    "        \n",
+    "    else:\n",
+    "        h    = np.abs(radius - bound_dist)\n",
+    "        \n",
+    "    a        = np.sqrt(2 * h * radius - h * h)\n",
+    "    \n",
+    "    V_cap    = (np.pi * h / 6.) * (3. * a * a + h * h)\n",
+    "\n",
+    "    V_res    = V_sphere - V_cap\n",
+    "    \n",
+    "    fill_factor = V_res / V_sphere\n",
+    "    \n",
+    "    return fill_factor"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 221,
+   "id": "51e6da4e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "@np.vectorize\n",
+    "def fillfactor_poisson(fill_factors, nbar=None, radius=None):\n",
+    "    if nbar == None:\n",
+    "        nbar = rand.meta['RAND_DENS']\n",
+    "    \n",
+    "    if radius == None:\n",
+    "        radius   = rand.meta['RSPHERE']\n",
+    "        V_sphere = rand.meta['VOL8']\n",
+    "        \n",
+    "    else:\n",
+    "        radius   = radius\n",
+    "        V_sphere = (4./3.) * np.pi * radius ** 3.\n",
+    "    \n",
+    "    NRAND8        = nbar * V_sphere * fill_factors\n",
+    "    SIGMA_NRAND8  = np.sqrt(NRAND8)\n",
+    "    SIGMA_FFACTOR = SIGMA_NRAND8 / NRAND8\n",
+    "    \n",
+    "    return  NRAND8, SIGMA_NRAND8, SIGMA_FFACTOR"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 233,
+   "id": "30d9b3e7",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x2b580a62e610>"
+      ]
+     },
+     "execution_count": 233,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 478.207x295.548 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df = 1.e-3\n",
+    "fs = np.arange(df, 1.0, df)\n",
+    "\n",
+    "for nbar in np.logspace(-1., 1., 10):\n",
+    "    nrand8, sigma_nrand8, sigma_ffactor = fillfactor_poisson(fs, nbar=nbar, radius=None)\n",
+    "    \n",
+    "    s2n = (1. - fs) / sigma_ffactor\n",
+    "    \n",
+    "    pl.plot(fs, s2n, lw=0.5, label='{:.2f}'.format(nbar))\n",
+    "\n",
+    "pl.axhline(5., c='k', lw=0.5)\n",
+    "pl.axvline(.8,  c='k', lw=0.5)\n",
+    "    \n",
+    "pl.xlim(-0.1,  1.)\n",
+    "pl.ylim( 0.0, 75.)\n",
+    "\n",
+    "pl.xlabel('Fill factor')\n",
+    "pl.ylabel('S/N on $\\Delta$Fill Factor')\n",
+    "\n",
+    "pl.legend(frameon=False, ncol=5)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 215,
+   "id": "6f1cc368",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "rads  = np.arange(0., 15., 1.e-3)\n",
+    "fills = fillfactor_expectation(rads)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 216,
+   "id": "88743fa6",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, 'Bound dist. for fillfactor of 0.8: 3.41')"
+      ]
+     },
+     "execution_count": 216,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 478.207x295.548 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "pl.plot(rads, fills, lw=0.5)\n",
+    "\n",
+    "rad_0p8 = rads[np.argmin(np.abs(fills - 0.8))]\n",
+    "\n",
+    "pl.axhline(0.8,     c='k', lw=0.5)\n",
+    "pl.axvline(rad_0p8, c='k', lw=0.5)\n",
+    "\n",
+    "pl.xlim(0.0,  8.)\n",
+    "pl.ylim(0.0,  1.1)\n",
+    "\n",
+    "pl.xlabel('Boundary distance [$h^{-1}$Mpc]')\n",
+    "\n",
+    "pl.title('Bound dist. for fillfactor of 0.8: {:.2f}'.format(rad_0p8))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 217,
+   "id": "31023f13",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(0.0, 1.1)"
+      ]
+     },
+     "execution_count": 217,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 478.207x295.548 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "isin = ~rand['IS_BOUNDARY'].astype(bool)\n",
+    "\n",
+    "pl.scatter(rand['BOUND_DIST'][isin], rand['FILLFACTOR'][isin], marker='.', lw=0.0, s=1, alpha=0.1, c='k')\n",
+    "\n",
+    "pl.plot(rads, fills, lw=0.8, c='c')\n",
+    "\n",
+    "pl.xlabel('Boundary distance [$h^{-1}$Mpc]')\n",
+    "pl.ylabel(r'Random $N_8 \\ / \\ \\langle N_8 \\rangle$')\n",
+    "\n",
+    "pl.axhline(1.00, c='k', lw=0.5)\n",
+    "\n",
+    "pl.axvline(7.00, c='k', lw=0.5)\n",
+    "pl.axvline(8.00, c='k', lw=0.5)\n",
+    "\n",
+    "pl.axvline(rad_0p8, c='k', lw=0.5)\n",
+    "\n",
+    "pl.xlim(-0.1, 35.)\n",
+    "pl.ylim(0.0,  1.1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 219,
+   "id": "70495f74",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 478.207x295.548 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "isin  = (~rand['IS_BOUNDARY'].astype(bool)) & (rand['BOUND_DIST'] > 7.) & (rand['BOUND_DIST'] <= 8.) & (rand['FILLFACTOR'] != 1.)\n",
+    "_     = pl.hist(rand['FILLFACTOR'][isin] - 1., color='k', histtype='step', bins=np.arange(-0.1, 0.1, 1.e-3))\n",
+    "\n",
+    "#  sigma_nrand @ fillfactor = 1 \n",
+    "nrand8, sigma_nrand8 = fillfactor_poisson(fs)\n",
+    "\n",
+    "sigma_fillfactor = sigma_nrand8[-1] / rand.meta['NRAND8']    \n",
+    "    \n",
+    "nrand  = np.count_nonzero(isin)\n",
+    "\n",
+    "# HACK ??\n",
+    "nrand *= 2\n",
+    "\n",
+    "draws  = norm.rvs(loc=0, scale=sigma_fillfactor, size=nrand) \n",
+    "_      = pl.hist(draws, color='c', histtype='step', bins=np.arange(-0.1, 0.1, 1.e-3))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 154,
+   "id": "20fa8871",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 0, 'BOUND_DIST [$h^{-1}$Mpc]')"
+      ]
+     },
+     "execution_count": 154,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 478.207x295.548 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "_ = pl.hist(rand['BOUND_DIST'], bins=50, histtype='step')\n",
+    "pl.xlabel('BOUND_DIST [$h^{-1}$Mpc]')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 87,
+   "id": "d9fabf21",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "OrderedDict([('EXTNAME', 'TilingCat'),\n",
+       "             ('TCOMM1', 'GAMA ID'),\n",
+       "             ('TUCD1', 'meta.id;meta.main'),\n",
+       "             ('TCOMM2', 'SDSS objid'),\n",
+       "             ('TUCD2', 'meta.id'),\n",
+       "             ('TCOMM3', 'J2000 coordinate'),\n",
+       "             ('TUCD3', 'pos.eq.ra'),\n",
+       "             ('TCOMM4', 'J2000 coordinate'),\n",
+       "             ('TUCD4', 'pos.eq.dec'),\n",
+       "             ('TCOMM5', '3-arcsec fiber magnitude'),\n",
+       "             ('TUCD5', 'phot.mag;em.opt.R'),\n",
+       "             ('TCOMM6', 'Extinction-corrected SDSS DR7 Petrosian mag'),\n",
+       "             ('TUCD6', 'phot.mag;em.opt.R'),\n",
+       "             ('TCOMM7', 'Extinction-corrected SDSS DR7 mag'),\n",
+       "             ('TUCD7', 'phot.mag;em.opt.U'),\n",
+       "             ('TCOMM8', 'Extinction-corrected SDSS DR7 mag'),\n",
+       "             ('TUCD8', 'phot.mag;em.opt.B'),\n",
+       "             ('TCOMM9', 'Extinction-corrected SDSS DR7 mag'),\n",
+       "             ('TUCD9', 'phot.mag;em.opt.R'),\n",
+       "             ('TCOMM10', 'Extinction-corrected SDSS DR7 mag'),\n",
+       "             ('TUCD10', 'phot.mag;em.opt.I'),\n",
+       "             ('TCOMM11', 'Extinction-corrected SDSS DR7 mag'),\n",
+       "             ('TUCD11', 'phot.mag;em.opt.I'),\n",
+       "             ('TCOMM12', 'Survey code for redshift source, see notes'),\n",
+       "             ('TUCD12', 'meta.code;meta.dataset'),\n",
+       "             ('TCOMM13', 'Spectroscopic redshift, -1 for none attempted'),\n",
+       "             ('TUCD13', 'src.redshift'),\n",
+       "             ('TCOMM14', 'Quality of redshift'),\n",
+       "             ('TUCD14', 'meta.code.qual;src.redshift'),\n",
+       "             ('TCOMM15', 'Tests of NQ=2 redshifts, see notes'),\n",
+       "             ('TUCD15', 'meta.code.qual;src.redshift'),\n",
+       "             ('TCOMM16', 'ID of spectrum from SpecAll table'),\n",
+       "             ('TUCD16', 'meta.id.cross;spect'),\n",
+       "             ('TCOMM17', 'Redshift uncertainty, c delta ln(1+z), see notes'),\n",
+       "             ('TUCD17', 'src.redshift;stat.error'),\n",
+       "             ('TCOMM18', 'Number of GAMA spectra within 1 arcsec'),\n",
+       "             ('TUCD18', 'meta.number;spect'),\n",
+       "             ('TCOMM19', 'SDSS Petro half-light surface brightness'),\n",
+       "             ('TUCD19', 'phot.mag.sb;em.opt.R'),\n",
+       "             ('TCOMM20', 'r_psf - r_model star-galaxy separation parameter'),\n",
+       "             ('TUCD20', 'src.class.starGalaxy'),\n",
+       "             ('TCOMM21', 'J - K - f_locus star-galaxy separation parameter'),\n",
+       "             ('TUCD21', 'src.class.starGalaxy'),\n",
+       "             ('TCOMM22', 'Extinction-corrected r-defined auto AB mag'),\n",
+       "             ('TUCD22', 'phot.mag;em.IR.K'),\n",
+       "             ('TCOMM23', 'Flux from FIRST-SDSS matching by John Ching'),\n",
+       "             ('TUCD23', 'phot.flux.density;em.radio'),\n",
+       "             ('TCOMM24', '1 for match to H-ATLAS SDSS possible ID'),\n",
+       "             ('TUCD24', 'meta.code'),\n",
+       "             ('TCOMM25', '1-deg strip, 2 for GAMA I regions'),\n",
+       "             ('TUCD25', 'meta.code'),\n",
+       "             ('TCOMM26', 'Bitwise target criteria, see notes'),\n",
+       "             ('TUCD26', 'meta.code'),\n",
+       "             ('TCOMM27', 'Useful for selecting samples, see notes'),\n",
+       "             ('TUCD27', 'meta.code.class'),\n",
+       "             ('TCOMM28', 'Useful for selecting samples, see notes'),\n",
+       "             ('TUCD28', 'meta.code.class'),\n",
+       "             ('TCOMM29', 'Priorities for targeting, see notes'),\n",
+       "             ('TUCD29', 'meta.code.class'),\n",
+       "             ('TCOMM30', 'Number of survey_class>=3 targets within 40 arcsec'),\n",
+       "             ('TUCD30', 'meta.code.class'),\n",
+       "             ('TCOMM31', 'CATAID of object in TilingCatv11, see notes'),\n",
+       "             ('TUCD31', 'meta.code.cross'),\n",
+       "             ('TCOMM32', 'Mask value 0.0 to 1.0 around V<10 stars'),\n",
+       "             ('TUCD32', 'meta.code'),\n",
+       "             ('TCOMM33', 'Mask value 0.0 to 1.0 around V<12 stars'),\n",
+       "             ('TUCD33', 'meta.code'),\n",
+       "             ('TCOMM34', 'Visual classification, see notes'),\n",
+       "             ('TUCD34', 'mata.code.qual'),\n",
+       "             ('TCOMM35', 'Initials of classifiers, xxx for none'),\n",
+       "             ('TUCD35', 'meta.id'),\n",
+       "             ('DATE-HDU', '2015-09-04T13:22:37'),\n",
+       "             ('STILVERS', '3.0-8'),\n",
+       "             ('STILCLAS', 'uk.ac.starlink.votable.FitsPlusTableWriter'),\n",
+       "             ('DMU', 'EqInputCat'),\n",
+       "             ('NAME', 'TilingCat'),\n",
+       "             ('VERSION', 'v46'),\n",
+       "             ('DATE', '2015-05-22'),\n",
+       "             ('CONTACT', 'Ivan Baldry <i.baldry@ljmu.ac.uk>'),\n",
+       "             ('AREA', 180.0),\n",
+       "             ('GOLD_NGAL', 113687),\n",
+       "             ('DDP1_ZMIN', 0.0390699990093708),\n",
+       "             ('DDP1_ZMAX', 0.2629899978637695),\n",
+       "             ('DDP1_VZ', 7594754.153764196),\n",
+       "             ('DDP1ZLIMS_NGAL', 113687),\n",
+       "             ('DDP1_NGAL', 45293),\n",
+       "             ('DDP1_DENS', 0.005963721679858641),\n",
+       "             ('DDP2_ZMIN', 0.03914999961853027),\n",
+       "             ('DDP2_ZMAX', 0.1937000006437302),\n",
+       "             ('DDP2_VZ', 3156659.558717707),\n",
+       "             ('DDP2ZLIMS_NGAL', 73942),\n",
+       "             ('DDP2_NGAL', 33396),\n",
+       "             ('DDP2_DENS', 0.01057953807776663),\n",
+       "             ('DDP3_ZMIN', 0.03903000056743622),\n",
+       "             ('DDP3_ZMAX', 0.1015800014138222),\n",
+       "             ('DDP3_VZ', 457819.2340050841),\n",
+       "             ('DDP3ZLIMS_NGAL', 18121),\n",
+       "             ('DDP3_NGAL', 8842),\n",
+       "             ('DDP3_DENS', 0.01931329953669401),\n",
+       "             ('TMR_DDP1', '[-21.8, -20.1]'),\n",
+       "             ('TMR_DDP2', '[-20.6, -19.3]'),\n",
+       "             ('TMR_DDP3', '[-21.8, -20.1]'),\n",
+       "             ('RPATH_0',\n",
+       "              '/cosma/home/durham/dc-moor2/data/GAMA4/randoms//randoms_ddp1_bd_G9_0.fits'),\n",
+       "             ('RPATH_1',\n",
+       "              '/cosma/home/durham/dc-moor2/data/GAMA4/randoms//randoms_ddp1_bd_G12_0.fits'),\n",
+       "             ('RPATH_2',\n",
+       "              '/cosma/home/durham/dc-moor2/data/GAMA4/randoms//randoms_ddp1_bd_G15_0.fits'),\n",
+       "             ('VOL8', 2144.660584850632),\n",
+       "             ('comments',\n",
+       "              ['Science targets and information for tiling and spectroscopic',\n",
+       "               'observation.'])])"
+      ]
+     },
+     "execution_count": 87,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "gold = Table.read(os.environ['HOME'] + '/data/{}/gama_gold_ddp_n8.fits'.format(version))\n",
+    "gold.meta"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 88,
+   "id": "ad9cb280",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ddp_zmin  = gold.meta['DDP1_ZMIN']\n",
+    "ddp_zmax  = gold.meta['DDP1_ZMAX']\n",
+    "\n",
+    "isin      = (rand['Z'] > ddp_zmin) & (rand['Z'] < ddp_zmax)\n",
+    "\n",
+    "fills     = rand['FILLFACTOR'].data[isin]\n",
+    "pos_slice = pos[isin]\n",
+    "\n",
+    "fills     = fills[np.abs(pos_slice[:,2]) < 5.]\n",
+    "pos_slice = pos_slice[np.abs(pos_slice[:,2]) < 5.]\n",
+    "    \n",
+    "plt.scatter(pos_slice[:,0],\\\n",
+    "            pos_slice[:,1],\\\n",
+    "            c=fills,\\\n",
+    "            marker='.',\\\n",
+    "            lw=0.0,\\\n",
+    "            s=1,\\\n",
+    "            vmin=0.,\\\n",
+    "            vmax=1.,\\\n",
+    "            cmap='hot')\n",
+    "\n",
+    "pl.xlabel('$x$ [$h^{-1}$Mpc]')\n",
+    "pl.ylabel('$y$ [$h^{-1}$Mpc]')\n",
+    "\n",
+    "pl.colorbar(label='FILLFACTOR')\n",
+    "    \n",
+    "plt.title('{}'.format(field))\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 89,
+   "id": "55c95400",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "for idx in np.arange(1, 4, 1):\n",
+    "    ddp_zmin  = gold.meta['DDP{}_ZMIN'.format(idx)]\n",
+    "    ddp_zmax  = gold.meta['DDP{}_ZMAX'.format(idx)]\n",
+    "\n",
+    "    isin      = (rand['Z'] > ddp_zmin) & (rand['Z'] < ddp_zmax)\n",
+    "\n",
+    "    fills     = rand['DDP{}_DELTA8'.format(idx)].data[isin]\n",
+    "    pos_slice = pos[isin]\n",
+    "\n",
+    "    fills     = fills[np.abs(pos_slice[:,2]) < 5.]\n",
+    "    pos_slice = pos_slice[np.abs(pos_slice[:,2]) < 5.]\n",
+    "    \n",
+    "    plt.scatter(pos_slice[:,0],\\\n",
+    "                pos_slice[:,1],\\\n",
+    "                c=fills,\\\n",
+    "                marker='.',\\\n",
+    "                lw=0.0,\\\n",
+    "                s=1,\\\n",
+    "                vmin=0.,\\\n",
+    "                vmax=1.,\\\n",
+    "                cmap='hot')\n",
+    "    \n",
+    "    pl.xlabel('$x$ [$h^{-1}$Mpc]')\n",
+    "    pl.ylabel('$y$ [$h^{-1}$Mpc]')\n",
+    "\n",
+    "    pl.xlim(100.,  800.)\n",
+    "    pl.ylim(-100., 100.)\n",
+    "    \n",
+    "    pl.colorbar(label='DDP{}  $\\delta_8$'.format(idx))\n",
+    "    \n",
+    "    plt.title('{}:  DDP{}'.format(field, idx))\n",
+    "    plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 90,
+   "id": "2e03c9fe",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "cmap     = plt.cm.tab20c\n",
+    "\n",
+    "cmaplist = [cmap(i) for i in range(cmap.N)]\n",
+    "\n",
+    "cmap     = mpl.colors.LinearSegmentedColormap.from_list('Custom cmap', cmaplist, cmap.N)\n",
+    "\n",
+    "bounds   = np.linspace(0, 9, 10)\n",
+    "norm     = mpl.colors.BoundaryNorm(bounds, cmap.N)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "83ad9a1b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# np.unique(rand['DDP{}_DELTA8_TIER'.format(idx)])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "19ab61dc",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#plt.scatter(rand['CARTESIAN_X'], rand['CARTESIAN_Y'], s='DDP1_'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 91,
+   "id": "0f2c7077",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "for idx in np.arange(1, 2, 1):\n",
+    "    ddp_zmin  = gold.meta['DDP{}_ZMIN'.format(idx)]\n",
+    "    ddp_zmax  = gold.meta['DDP{}_ZMAX'.format(idx)]\n",
+    "\n",
+    "    isin      = (rand['Z'] > ddp_zmin) & (rand['Z'] < ddp_zmax)\n",
+    "    isin      = rand['DDP{}_DELTA8_TIER'.format(idx)] > -999\n",
+    "    \n",
+    "    fills     = rand['DDP{}_DELTA8_TIER'.format(idx)].data[isin]\n",
+    "    pos_slice = pos[isin]\n",
+    "\n",
+    "    fills     = fills[np.abs(pos_slice[:,2]) < 5.]\n",
+    "    pos_slice = pos_slice[np.abs(pos_slice[:,2]) < 5.]\n",
+    "    \n",
+    "    plt.scatter(pos_slice[:,0],\\\n",
+    "                pos_slice[:,1],\\\n",
+    "                c=fills,\\\n",
+    "                marker='.',\\\n",
+    "                lw=0.0,\\\n",
+    "                s=1,\\\n",
+    "                cmap=cmap,\\\n",
+    "                norm=norm)\n",
+    "    \n",
+    "    pl.xlabel('$x$ [$h^{-1}$Mpc]')\n",
+    "    pl.ylabel('$y$ [$h^{-1}$Mpc]')\n",
+    "\n",
+    "    pl.xlim(100.,  800.)\n",
+    "    pl.ylim(-100., 100.)\n",
+    "    \n",
+    "    pl.colorbar(label='DDP{}  $\\delta_8$'.format(idx))\n",
+    "    \n",
+    "    plt.title('{}:  DDP{}'.format(field, idx))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 92,
+   "id": "8a7e50aa",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0, 0.5, 'DDP2 $\\\\delta_8$')"
+      ]
+     },
+     "execution_count": 92,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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xZPQ0ByIC8VDPbUJkv9Rdck6m5oxLDiKSu19uy43eozUITwRbRu4RB+I5+lxU4tnoCUvOqZeuXU3YvffQE/boOUcc9pAOeNW+NlkMPFrug/DeqccMaYyZfRTAR4fsU8yPXMok58hqo+dum9J+pRRPtO9Su7SvmoCVUlORa5CeV2pDTdhq51qyLZfqSoUi6jC9tF/L/t5+pWssYjTdB0HySYt1949plNhuIqkOz/mVtqVtSuu6x1wlpZATi3TknrOhZJtXmygJZcRZ17bVopuo025xyjkn3tex11KPLQIigYn/JvW1JA8BfALAJzj8NFexRdTSHi3551Jaou+XNyostX1Lo94WJ91dX0tveRFDus0TFs/ZpfuWaiXd8yqlzHJpwhQv0lhFrKOUzs9r28I67F83kfsgfgnADwB4ppk9wcyegAGnuYrtoZZe8HL9OWfX3Sd1mt4IvcRQwuL169kfEUHP9kg00v3zRsPda++9D+n1jAp2et7pMVKba9FGLQpal1gMxbZGG3OY5iq2iNKI0RtZA+XZKJ4TKn0RS2mFmo2RPnNOLHXYaXsv8kgjjtp51aID73UqCNFr6Qmz16Zkb65NGtHUUlu1Y01FRAg3ncmnuYrtIh1Fe87ZS81EHFV3XY6I02rdXuszV0fx9s0JRq5dzol66azSObSkjnI2eMfP9ee97r73EZtzfY5Fn4HDtgrDEk1zFYNQKjZG0im5kVjtS9jypY6kfTxKYtaSovFSQd3+S6PqWjonjUpytqd9RSM571zSfiMM4VDHiia23dn3ofVx312Igae5is2k65zS/7U0hddXbjntu8ZQhc+hUlTetSg59VR8PDu8/XMpp1x6KRWmkph7wlbaty+lvuTI18ecHvctZkrrF98roHZf93XcniP1jpNrPxbpsXMpp1K7VFA9J+1dv9w18a55rp9Suif33rfUMzw7a6xbBIYUt22i6XHfYjep5eZzTqWWVsqlpGp4znHKYmFUmEo25kbpaZt01F4rcOeiuVx9Ib2m3vba+Xl4aa3adVuXwAOKSnJIIASA+hRLr106kk2Xa/n50jH7ss6oIbLO214a/XvrS/t617nrjFMhSfsqiXYqLGl/EcH3yInTkBFJ5PMn6kggBID4yL2WCmmJAMawcV3UxC0d2afpJO9/2leuEJyLJDwbvD67dpTSVd02uWP3HfWv6rgjYhyJYkUZCYQAkB/Vpttr62sj0hxjCsuY5M6vO4L1ahKeY05TcyWH7YlEqT6Ra99djrwH0Shp1X48Sp/R6GdjToOMTUACIb5BLYecvvYcXN/++zj/Kb/sJSeetvNqMrnicCml093ejeTS+kJqVy4a8QStRCn11bpflNK1yPU/x4HEpiKBEN+gVOzsUiq29nXa60xVDUFuFFtK+aTXLVfb8Y6Tc4JpGitXf+jiCUMtcsnZVbPfO34Ur0juHTP93CpKGA4JxA5QG116bUvkHM6QOekpnX8fB5NL83jkRsV9U3C599OLMLx+a+LsDQgigr6OOkMURRX9kEBsKWPlZD1n5AnPJo/i+jiT7mjXuw652kz32nk1gbTmkCt8p/1GhackzF17Iikob79WxnDktUhE5JFA7AB9Rp992uVm3UTs2AZKxdNSITgdmac1hm5fniC0jvhLAlYTtNx55tq2UCqy9+0vao8iDB8JxJYQneHRN1dcGpGm6ZVcX7v8JawVnku1g1r0kCt4147fJScUXpsIfScd1D5Drf2N0XaXkEBsCdEib855tOTNI2mJXRWDriPPvQepY09nJHXbdbeXjpn2vXydpoki9tdG3tHCcR/kqOeFBGJLiBZ5c6mf3P7een2Jy6SOPnXgaRqpS85B9xm9e7N7WiYh1KJRb90qn41dHVTMGQnETImO5qP7LImkflpTRbskGLVzzUVaaWqoVmiOpAy9yCESuZRe5+woEX3/x6pdiPGQQMyUPlMeo85huRwpoEZSBhr59Z+GutzXSxF6M6NyEVwkRejVOWq2e7ZG2pXW6fOyOUggNpiWL5rngEqphFWOtc3kHGVpFN519jknnTvGUshXzfvnBKQWjZYindxxhmgj5oEEYua0FoCjM5a8CCLXzy4SHSmXRuLe7K7udfcK0sv9ctNOPVHvY2tp31J9JO0zQhoNic1BArEhRNIHKd4X2ktr7PrMI49SROC1izj1tI+IuHjLtUjAe69bqTn01j4lDpuJBGLmdJ1JOqqLOJrcKDA6bVKUnXNuGmophdc6ASGSHmz5DHjTadN2fWoNYvuQQGwYpTnvuXXd/Xa96Lyq+OWmjZYmCKxaBI7OZGqhFHG21ju2+fOy60ggNoiaU4hMjewu7+IXu885pzOAgJOnotb6jU5Nrr2HLQ465/D7TEttrWOI7UACMVNa0xDAyQ4hMmNG5EmdcCn9k6aZ0mK0N201LUx7x+y+9qKUtFaQK4J7fabn4B1v1UhFbDYSiJnSMgU1JTLzSV/4k4lOXfX2i9QC0n2601i7x8w58eW2NHWYqx20jva9fcf8nOxiBLtpTC4QJJ9K8s9J3k7yNpJXT23TlOQcero+Mp21TxSyq+TuVVhu6/4H/Kmg0Smjuf1yUUK3XVqg7vafG+1HPiu1bWOgQcr8OTa1AQAeBvA6M7uZ5OMA3ETyQ2Z2+9SGTUHJOeRSBrltwse7Xl46qNs2deLevukx0v+5Y+TW1YrFOeEp1RyGnLoqtp/JIwgzu8/Mbl68/jKAOwCcNa1V09MyI6aUcxYnkzrRUjrFa5s6+twxlv9LNSPPyafrvXRjSwF6lSK62G0mF4guJM8BcDGAG51tV5E8IHlweHi4dtvWTe1Lvcujvci5t46Uc466S66Ok7b12nkF6WXbUlqpj2OPFqK97UJ0mY1AkHwsgPcA+EUzezDdbmbHzWzfzPb39vbWb+AI1OoJaa45t8+ufbkjo92oY82lm2oj/1xx2UtHld677r7ptohw1NJQpSgn16cQS2YhECRPxZE4XG9m753annWxa459aFqvn1d8LqVtvPRN1zF7273UUGQ2U65WkbZNX9ecess10udRpExepObRJ/w6AHeY2Zumtmed1EZ30RHdro78StNBI+1LOf4ctbRTrqBdc77daCN3DG99KV0mhy9WZQ4RxCUAXgbg+SQ/vvj74amN6sOq+eJSjlu0U7p+6Yi9VIwG6mmg0jHSPiKzznKF9Oh2pZXEEEweQZjZ/wawFZ/S2peyVMgsiYe+xHG80Xau3uClg7rUUlDpcdNIpJaiKp3DGIMCb1qtBh+ixBwiiJ3BK37mZsKIGLmRc63IvGyTE+1SHaE2USA3q8k7nhc1rjpLq7SPolLRggRiZEpOJN2uSKGd0mg95wxz4pG+J95MJa+/7jZv2StA52wsHU+fD7FuJBADUnL2pRFtqR+RJ1rgL4mBt34Vx12KOJbrS+nEUl3BQ58VMSYSiAGJFCpzeWp90dvJiUCtKF3qI5cO8o5dmvJauufB6ycSlUQ+X0IMiQRiAFJnkBYsc0XS7j7Cp8XZR9vk6gWlFOCyXbe423r8XJRQimaEmBIJxACUZqt0t0sM2qlNP+0ScbTpRIFa6q82fbTl3omuyETQLDYxNZNPc90F9AVvp+tIu/cORIrLte3R3H43Yojita/NiModRxGEmBpFEBn6OnWJQTvRWUFeJNEVjjRd5DnitM80osg55Zo4pcuR+kF3fUnkVKwWUyGByNA6avQKpvrSxqg5xUgEkKvvpFNMc9NhI1FIqU1JEFpSjLnZTy37CTEUOyMQqzrriFNYoi/r6niF/Witx9vupakijnvI9zISKY11bCH6sDMC0ffLFh219h357SJp+qeUfsldy8gkgFLEkEsrpRFHzq7IuggSATFndkYg+lKbC68ZSjFq19Frk7vPwEvheTejeQJeE/TS+xgRq1b0uRFzRrOYAuScjYjjOeF0lB65X6Q2Q2hJZMpr6f6Hvn22os+SmDOKIAJ4M01UiI5RSseUnH5phJ9LD3nvSSRyqa3r00aIbUARRAGlkPpTum8hVytII7VlPzW8Ka7ptpyNkXV92gixDSiCcGiZ5SJ8otesdo1bpoa2RhC54+n9FuIICURC18lEb3YScXI1hNxyy01ipZvOUvGI3O9QaifELiCBSMjdrQvIWQxB9G7kUmqoJiJ97qHIoUGB2GUkEB1yo1kJQ3+8ukCt7fJ1rn5R66smDN5rIcTJSCAWpGKQphpEP3IRQylqWKb3vFSPFy1Eaw99Zy0JsatoFtOC3Jx8sTqt9y54s5Ci9zWkM6JKduTWCSGOUAQBicHYlGoGtWvfeh9DS0orcnwhdpmdEohSikGOYnVyI/RS0bllllL6esgpskKIk9kpgahNsRSrkTrvrgNvFYIuuaJz7dEncv5CrMZOCUSXqNMScSL3ENSmsHbpRnferCZNPxZiXLZeIDRzZVhaRLVULI7eD5H+H+JuaSFEjK0SiNwzftJtGnmuxjJSqN1TkIsUVpkt1lqEFkL0Z6sEojatUQXp1cjl/72IoPaQvL6OXu+dEOtjqwSiRM6RCZ/cPQneTWzevkNc60gaSggxHrMQCJKXkfwkyc+QvGaE/h/xX9TJ3Vnedf5eEbm7PhdZdP+XkBgIMS2TCwTJUwD8AYAXArgQwJUkLxyobwDxB7PtOrX7FFLn323TveM5+iykFL1HQsyLyQUCwDMBfMbM7jSzhwC8G8AVQ3UupxOn9Byq9JEXuQkA3RRUKVpQdCDE/JmDQJwF4O7O8j2LdYOg6MGnFC1Efl8hjSC8trk6RotNQojpmINAhCB5FckDkgeHh4eR9o/4L+p4UUJ3fbouR/ThekKIeTMHgbgXwFM7y2cv1j0CMztuZvtmtr+3t+d2JDGIU7tWtcd0lx5bovdBiO1gDgLxtwDOI3kuyUcDeAmA96/SoRyUT21kX9rWnaEUfQKr3gchNpvJfw/CzB4m+SoAHwRwCoC3mtltE5u1dXiPveg6cu85R9401tJNcbn+hRCbyeQCAQBm9gEAH5jajm2k9Nyj3DTgmgh0l5ftu/9b0EMThZgvc0gxiYFofaR26R6F2gP2hnLqEgch5osEYsPxZh3VHoORW849Tts7nuoLQmw/EogtojYazz1ZNScsaQpKd0ELsVtIIDaE3Mi/NL00MhU1d3d0ul+u/iBhEGJ7kUDMiJwIlJ5tVNq/dqw0ekjXAeVfhcsdOzIVVggxfyQQM6R0J/OSkgOOOPjl/5yzT2cp5aa45h7DoeKzEJuPBGJG5AShNmJPyaWMcmkhL0LxRML7H7FHCLGZSCBmRJqmKdUDuvvkoomWqCPXVqkiIXYXCcRMSEfx0ZF7bl3tWMAjfyFuSe2R3ykSECG2FwnEGolMQ+3jlGu/t1BKC6V1iOjNc5GiuRBis5FArIlcnj8VhZanrKb91Ij8gE80ImhJXwkhNhMJxEBEUz/e1NXo4y/S5dJspejjt4eqNSiSEGL7kEA0khutR5x8rggdda6lesSq23LLQojdZRZPc50rudx85AmkNec/N0c8N3uEENOzVQLROiJv6bO2Tgghtg2lmIQQQrhIIIQQQrhIIIQQQrhwE/PpJA8B/P3Udix4IoAHpjZijeh8txud7/Zyvpk9rmWHjSxSm9ne1DYsIXlgZvtT27EudL7bjc53eyF50LqPUkxCCCFcJBBCCCFcJBCrc3xqA9aMzne70fluL83nupFFaiGEEOOjCEIIIYSLBEIIIYSLBGIFSF5G8pMkP0PymqntGROSTyX55yRvJ3kbyauntmlsSJ5C8mMk/2RqW8aG5LeRPEHyEyTvIPnsqW0aE5KvXXyObyX5LpKPmdqmISH5VpL3k7y1s+4JJD9E8tOL/2fW+pFA9ITkKQD+AMALAVwI4EqSF05r1ag8DOB1ZnYhgGcB+E9bfr4AcDWAO6Y2Yk28GcANZnYBgO/FFp83ybMAvAbAvpldBOAUAC+Z1qrBeTuAy5J11wD4sJmdB+DDi+UiEoj+PBPAZ8zsTjN7CMC7AVwxsU2jYWb3mdnNi9dfxpEDOWtaq8aD5NkAXgTgLVPbMjYkHw/guQCuAwAze8jM/nFSo8bnGIDTSB4DcDqAz09sz6CY2V8A+H/J6isAvGPx+h0A/n2tHwlEf84CcHdn+R5sscPsQvIcABcDuHFiU8bk9wC8HsDXJ7ZjHZwL4BDA2xYptbeQPGNqo8bCzO4F8NsAPgfgPgBfMrM/m9aqtfBkM7tv8foLAJ5c20ECIZog+VgA7wHwi2b24NT2jAHJywHcb2Y3TW3LmjgG4PsA/KGZXQzgnxBIP2wqi9z7FTgSxu8EcAbJl05r1Xqxo/sbqvc4SCD6cy+Ap3aWz16s21pInoojcbjezN47tT0jcgmAHyH5WRylDp9P8p3TmjQq9wC4x8yWEeEJHAnGtvICAHeZ2aGZfRXAewE8Z2Kb1sEXST4FABb/76/tIIHoz98COI/kuSQfjaMi1/sntmk0ePTbq9cBuMPM3jS1PWNiZr9qZmeb2Tk4el8/YmZbO8I0sy8AuJvk+YtVlwK4fUKTxuZzAJ5F8vTF5/pSbHFRvsP7Abx88frlAN5X22Ejn+Y6B8zsYZKvAvBBHM2CeKuZ3TaxWWNyCYCXAbiF5McX6/6zmX1gOpPEgLwawPWLwc6dAH56YntGw8xuJHkCwM04mp33MWzZIzdIvgvA8wA8keQ9AK4F8EYA/4PkK3H0cwk/Xu1Hj9oQQgjhoRSTEEIIFwmEEEIIFwmEEEIIFwmEEEIIFwmEEEIIFwmEEEIIFwmE2GlIfo3kxxePfv47kq8j+ajatmT7rST/mOTpi/UnPWrZOe7jSf5PkjeRvIXkz45/tkK0IYEQu84/m9nTzex7APwQjh7ffm1gW3f7RQAeAvALi/Vvx8mPWk75UQBfNrNnmNnTAFw/zOkIMRwSCCEWmNn9AK4C8KrFIxhC2xb8JYDvXrT1HrWccjOAHyR5QPLXAfzLqvYLMTQSCCE6mNmdOHp0ypOi2xa/KfBCALdEjrH4/YXfBPBvcPTjS/8OW/xbImJz0bOYhOjPaZ3nUv0lFj+4E+DnAXzQzL4EACT/GsB3LF5/F4D/gqMI5FNm9sZBLRaiAQmEEB1I/msAX4PzKGRn2z+b2dN7HOZifPOXvZbL/2vx+mkATpjZO0n+UY++hRgMpZiEWEByD8B/A/D7ljzFsrStB/+AI1EAyRcB+FYAf7XY9n8BvJLkRwDcsOJxhFgJPc1V7DQkv4aj2sGpOHr0838H8CYz+3pp22Lfr5jZY50+v/GoZQBfBHCtmV3X2X4ugD8C8C0A7gLwH83s84ttvwzgb8zsL0ieMLMXj3PmQtSRQAgxI0heBOANAB4A8BUz++VpLRK7jARCCCGEi2oQQgghXCQQQgghXCQQQgghXCQQQgghXCQQQgghXCQQQgghXCQQQgghXCQQQgghXCQQQgghXP4/GzUaBZSlcMoAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Larger minimum redshift & Smaller maximum redshift. \n",
+    "isin = (rand['Z'] > gold.meta['DDP1_ZMIN']) & (rand['Z'] < gold.meta['DDP2_ZMAX'])\n",
+    "\n",
+    "pl.plot(rand['DDP1_DELTA8'][isin], rand['DDP2_DELTA8'][isin], marker=',', lw=0.0, c='k')\n",
+    "\n",
+    "pl.xlim(-1.2, 10.)\n",
+    "pl.ylim(-1.2, 10.)\n",
+    "\n",
+    "pl.xlabel('DDP1 $\\delta_8$')\n",
+    "pl.ylabel('DDP2 $\\delta_8$')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 93,
+   "id": "90f33c7e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "rand_ddp1fill = np.clip(np.sort(rand[rand['IN_DDP1']]['FILLFACTOR'].data)[::-1], 0, 1) \n",
+    "rand_ddp2fill = np.clip(np.sort(rand[rand['IN_DDP2']]['FILLFACTOR'].data)[::-1], 0, 1)\n",
+    "rand_ddp3fill = np.clip(np.sort(rand[rand['IN_DDP3']]['FILLFACTOR'].data)[::-1], 0, 1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 94,
+   "id": "55553249",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x2ab866305820>"
+      ]
+     },
+     "execution_count": 94,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.plot(rand_ddp1fill, np.cumsum(rand_ddp1fill) / len(rand_ddp1fill), lw=1, color='blue',  label=r'${:.3f} \\leq z \\leq {:.3f}$'.format(rand.meta['DDP1_ZMIN'], rand.meta['DDP1_ZMAX']))\n",
+    "plt.plot(rand_ddp2fill, np.cumsum(rand_ddp2fill) / len(rand_ddp2fill), lw=1, color='green', label=r'${:.3f} \\leq z \\leq {:.3f}$'.format(rand.meta['DDP2_ZMIN'], rand.meta['DDP2_ZMAX']))\n",
+    "plt.plot(rand_ddp3fill, np.cumsum(rand_ddp3fill) / len(rand_ddp3fill), lw=1, color='red',   label=r'${:.3f} \\leq z \\leq {:.3f}$'.format(rand.meta['DDP3_ZMIN'], rand.meta['DDP3_ZMAX']))\n",
+    "\n",
+    "plt.xlabel('Fill factor')\n",
+    "plt.ylabel(r'Volume fraction ($\\geq$ Fill factor)')\n",
+    "\n",
+    "pl.xlim(0.0, 1.05)\n",
+    "pl.ylim(0.0, 1.05)\n",
+    "\n",
+    "plt.legend(frameon=False, loc=3)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "da5f4a0e",
+   "metadata": {},
+   "source": [
+    "# Done."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e0f335fa",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "lumfn",
+   "language": "python",
+   "name": "lumfn"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.9"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/docs/nb/sandbox/Untitled.ipynb b/docs/nb/sandbox/Untitled.ipynb
new file mode 100644
index 00000000..a3f24885
--- /dev/null
+++ b/docs/nb/sandbox/Untitled.ipynb
@@ -0,0 +1,242 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "id": "9948f09f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import os\n",
+    "import sys\n",
+    "import pylab as pl\n",
+    "import numpy as np\n",
+    "\n",
+    "sys.path.append('/cosma/home/durham/dc-wils7/DESI/')\n",
+    "\n",
+    "import pubplot\n",
+    "\n",
+    "from   astropy.table import Table\n",
+    "from   findfile      import findfile"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "id": "f7110a92",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "os.environ['GOLD_DIR']    = '/cosma5/data/durham/dc-wils7/GAMA4/'\n",
+    "os.environ['RANDOMS_DIR'] = '/cosma5/data/durham/dc-wils7/GAMA4/randoms/'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "id": "314a20de",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "stepwise          = Table.read('/cosma/home/durham/dc-wils7/DESI/stepwise.txt', format='ascii', names=['M', 'PHI', 'VMAX'])\n",
+    "stepwise['VMAX'] /= stepwise['VMAX'].max()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 58,
+   "id": "7a89e1de",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x2b57edb84b20>"
+      ]
+     },
+     "execution_count": 58,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 478.207x295.548 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fpath = findfile('vmax')\n",
+    "# fpath = '/cosma5/data/durham/dc-moor2/GAMA4/gama_gold_ddp.fits'\n",
+    "\n",
+    "vmax  = Table.read(fpath)\n",
+    "\n",
+    "pl.plot(vmax['MCOLOR_0P0'], vmax['VMAX'] / vmax['VMAX'].max(), marker=',', lw=0.0, label='VMAX(MCOLOR_0P0)')\n",
+    "pl.plot(stepwise['M'], stepwise['VMAX'], c='m', label='EEP (DDPMALL_0P0)', lw=0.5)\n",
+    "\n",
+    "pl.xlim(-16., -26.)\n",
+    "\n",
+    "pl.xlabel('Abs. Mag.')\n",
+    "pl.ylabel('VMAX')\n",
+    "\n",
+    "pl.legend(frameon=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 62,
+   "id": "a721b1df",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div><i>Table length=113687</i>\n",
+       "<table id=\"table47654053332736\" 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><th>CARTESIAN_X</th><th>CARTESIAN_Y</th><th>CARTESIAN_Z</th><th>ROTCARTESIAN_X</th><th>ROTCARTESIAN_Y</th><th>ROTCARTESIAN_Z</th><th>GMR</th><th>REST_GMR_0P1</th><th>REST_GMR_0P1_WARN</th><th>REST_GMR_0P1_INDEX</th><th>KCORR_R0P1</th><th>KCORR_G0P1</th><th>KCORR_R0P0</th><th>KCORR_G0P0</th><th>REST_GMR_0P0</th><th>Q_COLOR_0P0</th><th>EQ_ALL_0P0</th><th>EQ_COLOR_0P0</th><th>MALL_0P0</th><th>MCOLOR_0P0</th><th>Z_THETA_QALL</th><th>Z_THETA_QCOLOR</th><th>DDPKCORR_R0P1</th><th>DDPKCORR_G0P1</th><th>DDPKCORR_R0P0</th><th>DDPKCORR_G0P0</th><th>DDPMALL_0P0</th><th>DELTA_RPETRO_FAINT</th><th>ZMAX</th><th>ZMAX_WARN</th><th>DELTA_RPETRO_BRIGHT</th><th>ZMIN</th><th>ZMIN_WARN</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>Mpc</th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th>mag</th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th>mag</th><th>mag</th><th></th><th></th><th>mag</th><th>mag</th><th></th><th></th><th></th><th></th><th></th><th></th><th>mag</th><th>mag</th><th></th><th></th><th>mag</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><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float32</th><th>float64</th><th>int32</th><th>int64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float32</th><th>float32</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float32</th><th>float64</th><th>float64</th><th>float32</th><th>float64</th><th>float64</th></tr></thead>\n",
+       "<tr><td>622826</td><td>588848900966843153</td><td>135.29128973</td><td>0.73684492</td><td>19.52932</td><td>0.19599</td><td>4</td><td>G09_Y4_250_046</td><td>5</td><td>22.020153</td><td>20.377008</td><td>19.499466</td><td>19.005283</td><td>18.786238</td><td>675.6378214236531</td><td>39.148569764410766</td><td>G9</td><td>-401.4507325397739</td><td>397.38942226883273</td><td>7.264870993114358</td><td>398.1057165460414</td><td>-400.7474548163634</td><td>6.865700983452657</td><td>0.8775425</td><td>0.6789683728789483</td><td>0</td><td>4</td><td>-0.029020090728582998</td><td>0.1695540321200077</td><td>0.19292944833848633</td><td>0.462867137624522</td><td>0.6076048064415034</td><td>2.12</td><td>-0.1901103</td><td>-0.41549876</td><td>-19.622069153554687</td><td>-19.396680686242828</td><td>39.151388916738284</td><td>38.926000449426425</td><td>-0.047026403497541024</td><td>0.13382084983997683</td><td>0.16969847486466008</td><td>0.3989961395536401</td><td>-19.59883818008086</td><td>0.27067947</td><td>0.22221714400534023</td><td>0.0</td><td>-7.52932</td><td>0.006325233218597454</td><td>0.0</td></tr>\n",
+       "<tr><td>98018</td><td>587722984422572189</td><td>175.80676776</td><td>1.03979445</td><td>17.181564</td><td>0.12235</td><td>5</td><td>318751477415831552</td><td>6</td><td>20.014534</td><td>18.041721</td><td>17.051146</td><td>16.660717</td><td>16.285437</td><td>401.92205472701687</td><td>38.020709189748985</td><td>G12</td><td>-357.0901766741274</td><td>26.18065690719771</td><td>6.498521489182441</td><td>356.8640071382125</td><td>-29.17917108743816</td><td>6.140703437324076</td><td>0.9905758</td><td>0.9322315941078698</td><td>0</td><td>6</td><td>-0.07415675158056104</td><td>-0.01581255528315742</td><td>0.1523203042708887</td><td>0.3703209668941504</td><td>0.7725751277820118</td><td>0.8</td><td>-0.1186795</td><td>-0.09788</td><td>-20.87278566184891</td><td>-20.893585164579278</td><td>38.054349992903596</td><td>38.075149495633966</td><td>-0.08766449713280869</td><td>-0.053860295686225176</td><td>0.12906038122939242</td><td>0.21131499402743809</td><td>-20.849525738807415</td><td>2.618435</td><td>0.3360174448930036</td><td>0.0</td><td>-5.1815643</td><td>0.012494652304759766</td><td>0.0</td></tr>\n",
+       "<tr><td>179539</td><td>587725041167958197</td><td>185.28082311</td><td>-2.01676876</td><td>17.398222</td><td>0.11987</td><td>5</td><td>375074516243605504</td><td>6</td><td>19.144875</td><td>18.023605</td><td>17.372164</td><td>17.003819</td><td>16.770828</td><td>393.10363399643376</td><td>37.97253529309312</td><td>G12</td><td>-349.3197250762236</td><td>-32.287491353971</td><td>-12.35330763647876</td><td>349.56604377802995</td><td>29.35218373424349</td><td>-12.703817624256102</td><td>0.6514416</td><td>0.6207866482533884</td><td>0</td><td>4</td><td>-0.08856521281075239</td><td>-0.05791028696746107</td><td>0.12941663083426214</td><td>0.2138446442802466</td><td>0.5670135606506952</td><td>2.12</td><td>-0.1162739</td><td>-0.25412437</td><td>-20.587456051966264</td><td>-20.449605581125333</td><td>37.985678021570756</td><td>37.847827550729825</td><td>-0.08930578266431245</td><td>-0.05956648157248252</td><td>0.12741909569788867</td><td>0.20560880814118077</td><td>-20.58545851682989</td><td>2.4017773</td><td>0.3681118290804876</td><td>0.0</td><td>-5.398222</td><td>0.010249808004038664</td><td>0.0</td></tr>\n",
+       "<tr><td>123400</td><td>587724649255272757</td><td>175.90640607</td><td>-2.63469103</td><td>19.703936</td><td>0.20353</td><td>4</td><td>G12_Y5_031_129</td><td>5</td><td>21.896381</td><td>20.65739</td><td>19.737505</td><td>19.25727</td><td>18.919243</td><td>704.9226238685321</td><td>39.240707245445364</td><td>G12</td><td>-583.6007189978711</td><td>41.76743430129024</td><td>-26.923935422192173</td><td>583.2020090701326</td><td>-46.66801123639224</td><td>-27.508715443730114</td><td>0.91988564</td><td>0.69820638283344</td><td>0</td><td>5</td><td>-0.0187332677670711</td><td>0.20294598477546533</td><td>0.20452820497878002</td><td>0.5033873831180182</td><td>0.6210264572367383</td><td>2.12</td><td>-0.1974241</td><td>-0.43148357</td><td>-19.5438757284059</td><td>-19.30981626049418</td><td>39.247811351574846</td><td>39.013751883663126</td><td>-0.043306359958576436</td><td>0.15456908880400716</td><td>0.17341851840362468</td><td>0.41974437851767044</td><td>-19.512766041830748</td><td>0.096063614</td><td>0.21275719857800174</td><td>0.0</td><td>-7.7039356</td><td>0.006078255343365602</td><td>0.0</td></tr>\n",
+       "<tr><td>21792</td><td>588848901520687262</td><td>174.11934361</td><td>1.19125843</td><td>19.769054</td><td>0.09367</td><td>4</td><td>G12_Y2_041_191</td><td>5</td><td>21.340754</td><td>20.277332</td><td>19.741936</td><td>19.477285</td><td>19.246664</td><td>301.5876132374549</td><td>37.39706750142148</td><td>G12</td><td>-274.2469435183071</td><td>28.247090786472544</td><td>5.732964615651035</td><td>274.0056131993049</td><td>-30.549676680565064</td><td>5.458226846049943</td><td>0.5353966</td><td>0.5432604053822285</td><td>0</td><td>4</td><td>-0.10743613619019207</td><td>-0.11529996564468618</td><td>0.09915729109621427</td><td>0.12923694562282828</td><td>0.5053169214011204</td><td>2.12</td><td>-0.090859905</td><td>-0.1985804</td><td>-17.63631047479061</td><td>-17.528589980520284</td><td>37.4053648876324</td><td>37.29764439336208</td><td>-0.1084253781109372</td><td>-0.1167612761483454</td><td>0.1082995002512639</td><td>0.14841401356531786</td><td>-17.645452683945656</td><td>0.030944824</td><td>0.09501032060924869</td><td>0.0</td><td>-7.7690544</td><td>0.002680716279210079</td><td>0.0</td></tr>\n",
+       "<tr><td>568279</td><td>588848899390898422</td><td>214.45970835</td><td>-0.58545657</td><td>17.96164</td><td>0.14758</td><td>4</td><td>G15_Y1_CS2_160</td><td>6</td><td>19.828785</td><td>18.751087</td><td>18.050817</td><td>17.663683</td><td>17.445728</td><td>493.1394545447609</td><td>38.46484875231907</td><td>G15</td><td>-354.297063504097</td><td>-243.1349660834733</td><td>-4.390876917291383</td><td>356.3222351156781</td><td>240.15041225312072</td><td>-4.748157217736273</td><td>0.7002697</td><td>0.6192843716272175</td><td>0</td><td>4</td><td>-0.07051747359402859</td><td>0.010467853875433586</td><td>0.14736192248466373</td><td>0.28166614398716</td><td>0.5659654775941834</td><td>2.12</td><td>-0.14315261</td><td>-0.31286958</td><td>-20.507418661039353</td><td>-20.33770169190693</td><td>38.46905806533623</td><td>38.299341096203804</td><td>-0.07227653046395978</td><td>0.006759852720261916</td><td>0.14444834789824135</td><td>0.2719351424339252</td><td>-20.50450508645293</td><td>1.8383598</td><td>0.3500270123376862</td><td>0.0</td><td>-5.9616394</td><td>0.00973745381195288</td><td>0.0</td></tr>\n",
+       "<tr><td>584067</td><td>588848899911778530</td><td>177.92700457</td><td>-0.04394753</td><td>19.499855</td><td>0.16294</td><td>3</td><td>G12_Y1_CND1_387</td><td>5</td><td>22.6881</td><td>20.946205</td><td>19.895058</td><td>19.585438</td><td>19.362041</td><td>549.9946219409453</td><td>38.70179221408222</td><td>G12</td><td>-472.624990377859</td><td>17.107319010063307</td><td>-0.3627545939243074</td><td>472.4640202314034</td><td>-21.076606982027975</td><td>-0.8364862126678851</td><td>1.0511475</td><td>0.8869214934596382</td><td>0</td><td>6</td><td>-0.025485197687725905</td><td>0.13874076979013583</td><td>0.20181432998433313</td><td>0.5083991107886949</td><td>0.7445626801331382</td><td>0.8</td><td>-0.1580518</td><td>-0.130352</td><td>-19.24569969885457</td><td>-19.273399497200135</td><td>38.74555474035847</td><td>38.77325453870404</td><td>-0.06383538979725409</td><td>0.04572855127417402</td><td>0.15288948856494702</td><td>0.3109038409878373</td><td>-19.196774857435184</td><td>0.3001442</td><td>0.18382242290670323</td><td>0.0</td><td>-7.499855</td><td>0.00596056272371488</td><td>0.0</td></tr>\n",
+       "<tr><td>177060</td><td>587725041163632853</td><td>175.44139669</td><td>-2.00218956</td><td>19.053614</td><td>0.10619</td><td>4</td><td>G12_Y4_205_334</td><td>6</td><td>20.445747</td><td>19.495165</td><td>19.025667</td><td>18.72989</td><td>18.483276</td><td>344.9424683031418</td><td>37.68873333359824</td><td>G12</td><td>-310.6530986437244</td><td>24.76866545016479</td><td>-10.894595730923317</td><td>310.4230111307792</td><td>-27.37717355405658</td><td>-11.205856948990599</td><td>0.46949768</td><td>0.46183791360409787</td><td>0</td><td>3</td><td>-0.10120959854153021</td><td>-0.09354983148156554</td><td>0.09157509774833152</td><td>0.12285785979211913</td><td>0.4382149186202749</td><td>2.12</td><td>-0.10300431</td><td>-0.2251228</td><td>-18.623690462072055</td><td>-18.501571974117915</td><td>37.67730412479178</td><td>37.55518563683764</td><td>-0.09885719834878828</td><td>-0.09015563770542932</td><td>0.11786768001341283</td><td>0.17501965200823394</td><td>-18.649983044337134</td><td>0.7463856</td><td>0.1510404000486019</td><td>0.0</td><td>-7.0536137</td><td>0.004192961007697499</td><td>0.0</td></tr>\n",
+       "<tr><td>106362</td><td>587722984440070248</td><td>215.74293955</td><td>1.03047604</td><td>18.783287</td><td>0.16425</td><td>4</td><td>G15_Y1_DN2_176</td><td>6</td><td>20.628227</td><td>19.319723</td><td>18.733494</td><td>17.999884</td><td>17.711042</td><td>554.8892640751267</td><td>38.72103161111322</td><td>G15</td><td>-386.77327985037476</td><td>-278.3645639478019</td><td>8.57140314046022</td><td>389.1062031564859</td><td>275.10597796424105</td><td>8.181257442756818</td><td>0.5862293</td><td>0.48147251915037736</td><td>0</td><td>3</td><td>-0.0860406552420521</td><td>0.01871614994839077</td><td>0.11007394388289651</td><td>0.24190705464188028</td><td>0.45439621358183657</td><td>2.12</td><td>-0.1593225</td><td>-0.34820998</td><td>-19.88849600642739</td><td>-19.699608529506307</td><td>38.67178305476723</td><td>38.48289557784615</td><td>-0.063139880410821</td><td>0.04911634206655266</td><td>0.15358499795138011</td><td>0.3142916317802159</td><td>-19.932007060495874</td><td>1.0167122</td><td>0.270943855486863</td><td>0.0</td><td>-6.783287</td><td>0.0072684700144811385</td><td>0.0</td></tr>\n",
+       "<tr><td>273982</td><td>587726031177384299</td><td>185.87393311</td><td>1.39501673</td><td>19.492641</td><td>0.14904</td><td>4</td><td>G12_Y2_002_014</td><td>5</td><td>21.837603</td><td>20.47329</td><td>19.35947</td><td>18.834562</td><td>18.524767</td><td>498.5009957731292</td><td>38.48833015083459</td><td>G12</td><td>-431.4354929797531</td><td>-44.38615142876534</td><td>10.561965942600201</td><td>431.8034749118981</td><td>40.760672072207015</td><td>10.129009435497997</td><td>1.1138191</td><td>0.9768657547140077</td><td>0</td><td>6</td><td>-0.03565010411918769</td><td>0.10130326348125751</td><td>0.19556763120339443</td><td>0.4949088627995829</td><td>0.8144778907182646</td><td>0.8</td><td>-0.1445688</td><td>-0.119232</td><td>-19.04668753213717</td><td>-19.072024334142938</td><td>38.53932898111178</td><td>38.56466578311755</td><td>-0.07144880672966963</td><td>0.010401436541866982</td><td>0.14527607163253148</td><td>0.27557672625553026</td><td>-18.996395972566305</td><td>0.3073578</td><td>0.16860215966631314</td><td>0.0</td><td>-7.4926414</td><td>0.005436393801690868</td><td>0.0</td></tr>\n",
+       "<tr><td>302627</td><td>587726032230417004</td><td>138.56840094</td><td>1.38814745</td><td>19.051134</td><td>0.19407</td><td>4</td><td>G09_Y3_004_115</td><td>6</td><td>21.207197</td><td>19.816803</td><td>19.035494</td><td>18.71537</td><td>18.514809</td><td>668.2171271641606</td><td>39.12458801452882</td><td>G9</td><td>-419.4446340010657</td><td>370.20151391638353</td><td>13.556834726076145</td><td>416.33365221730924</td><td>-373.7116483338432</td><td>13.13939104597562</td><td>0.7813091</td><td>0.6044858354030199</td><td>0</td><td>4</td><td>-0.04761008722391205</td><td>0.12921320518068524</td><td>0.16926012453087544</td><td>0.39492816827314403</td><td>0.5556410840653486</td><td>2.12</td><td>-0.1882479</td><td>-0.41142836</td><td>-20.054466125381143</td><td>-19.831285667431505</td><td>39.10560023487821</td><td>38.88241977692857</td><td>-0.04797582002118417</td><td>0.12857064793401513</td><td>0.16874905834101694</td><td>0.3937459376476784</td><td>-20.053955059191285</td><td>0.7488651</td><td>0.2770989427378373</td><td>0.0</td><td>-7.051134</td><td>0.007719585355656996</td><td>0.0</td></tr>\n",
+       "<tr><td>486736</td><td>587729777984078077</td><td>221.14771242</td><td>-1.66423403</td><td>17.722178</td><td>0.08293</td><td>5</td><td>1035958521750906880</td><td>6</td><td>19.413155</td><td>18.22877</td><td>17.686846</td><td>17.306581</td><td>17.126392</td><td>264.95352269847547</td><td>37.11584849032815</td><td>G15</td><td>-184.15780547260496</td><td>-160.9213488513169</td><td>-7.105587980646496</td><td>185.49577627840597</td><td>159.36880806855513</td><td>-7.291584933563008</td><td>0.5419235</td><td>0.5621229451528944</td><td>0</td><td>4</td><td>-0.11557598197183809</td><td>-0.13577540417550377</td><td>0.09421641075908575</td><td>0.11527799313001152</td><td>0.5208619405782929</td><td>2.12</td><td>-0.0804421</td><td>-0.17581159</td><td>-19.407445294830747</td><td>-19.312075806829878</td><td>37.129622800323915</td><td>37.034253312323045</td><td>-0.11735029721687382</td><td>-0.13845575943221144</td><td>0.0993745811453273</td><td>0.12671953028145183</td><td>-19.41260346521699</td><td>2.0778217</td><td>0.2186413157642345</td><td>0.0</td><td>-5.7221775</td><td>0.006083453303427273</td><td>0.0</td></tr>\n",
+       "<tr><td>319716</td><td>587726032264036704</td><td>215.41739737</td><td>1.7739481</td><td>19.145117</td><td>0.24736</td><td>4</td><td>G15_Y3_003_219</td><td>6</td><td>22.563873</td><td>20.20289</td><td>19.146023</td><td>18.630436</td><td>18.315397</td><td>879.5874896493065</td><td>39.72139521886605</td><td>G15</td><td>-574.3954634899401</td><td>-408.4641600364477</td><td>21.829114714356205</td><td>577.8277592992944</td><td>403.62502097871555</td><td>21.249747866849223</td><td>1.0568676</td><td>0.7184736318741892</td><td>0</td><td>5</td><td>0.023265482799919857</td><td>0.3616594504130353</td><td>0.24790907805510096</td><td>0.6696105073182811</td><td>0.6351661702241246</td><td>0.8</td><td>-0.23993921</td><td>-0.197888</td><td>-20.584248278091806</td><td>-20.626299489091295</td><td>39.72936508412208</td><td>39.77141629512157</td><td>-0.0209905479501825</td><td>0.27807211032875007</td><td>0.1957343304120186</td><td>0.5432474000424133</td><td>-20.532073530448724</td><td>0.65488243</td><td>0.31923772264048594</td><td>0.0</td><td>-7.145117</td><td>0.011044175675727986</td><td>0.0</td></tr>\n",
+       "<tr><td>227910</td><td>587726014010622275</td><td>215.25924536</td><td>1.17047076</td><td>17.203148</td><td>0.08418</td><td>5</td><td>601299852990638080</td><td>6</td><td>18.82361</td><td>17.692076</td><td>17.187168</td><td>16.914663</td><td>16.811672</td><td>269.19063080536955</td><td>37.15029970085892</td><td>G15</td><td>-202.6981861168211</td><td>-143.30196467297432</td><td>5.071848573134842</td><td>203.89970679006672</td><td>141.594312481334</td><td>4.867404441366264</td><td>0.5049076</td><td>0.522982739832906</td><td>0</td><td>4</td><td>-0.1130448257287759</td><td>-0.1311199575294475</td><td>0.09010963988139616</td><td>0.10641158086453131</td><td>0.4886056670490914</td><td>2.12</td><td>-0.0816546</td><td>-0.17846158</td><td>-19.955606851757643</td><td>-19.858799871088145</td><td>37.15875473994124</td><td>37.06194775927174</td><td>-0.11627499296300008</td><td>-0.1359863232225859</td><td>0.10044988539920104</td><td>0.1291889664910774</td><td>-19.965947097275446</td><td>2.5968513</td><td>0.28895444769155415</td><td>0.0</td><td>-5.203148</td><td>0.007818665024751805</td><td>0.0</td></tr>\n",
+       "<tr><td>144199</td><td>587724650867327119</td><td>179.27814801</td><td>-1.33246038</td><td>18.897234</td><td>0.11497</td><td>4</td><td>G12_Y1_DS2_399</td><td>6</td><td>21.1323</td><td>19.647404</td><td>18.885748</td><td>18.543606</td><td>18.2421</td><td>375.758831410664</td><td>37.87454598272649</td><td>G12</td><td>-336.89464468328424</td><td>4.244657100637115</td><td>-7.8367961659921885</td><td>336.8390789393393</td><td>-7.0743094362756125</td><td>-8.17454277761386</td><td>0.7616558</td><td>0.734537576907789</td><td>0</td><td>5</td><td>-0.08859968393080132</td><td>-0.06148145334347311</td><td>0.13713939004351616</td><td>0.2524218046784437</td><td>0.6463733928601896</td><td>0.8</td><td>-0.1115209</td><td>-0.091976</td><td>-19.002930508434943</td><td>-19.022475407898597</td><td>37.90016447144764</td><td>37.91970937091129</td><td>-0.09262714324125573</td><td>-0.0706982535054195</td><td>0.12409773512094538</td><td>0.19447703620824378</td><td>-18.989888853512372</td><td>0.9027653</td><td>0.16771405890151445</td><td>0.0</td><td>-6.897234</td><td>0.005310213451253338</td><td>0.0</td></tr>\n",
+       "<tr><td>508046</td><td>587729971786219749</td><td>215.63185598</td><td>-1.58981448</td><td>17.628836</td><td>0.15473</td><td>5</td><td>1032620129386522624</td><td>6</td><td>20.940208</td><td>18.780655</td><td>17.520327</td><td>17.139004</td><td>16.774076</td><td>519.4821290333756</td><td>38.577853058833746</td><td>G15</td><td>-365.5058761174015</td><td>-261.9840073194166</td><td>-12.48125517826705</td><td>367.68086014320045</td><td>258.904638267826</td><td>-12.849928640926823</td><td>1.2603283</td><td>1.1005198972897</td><td>0</td><td>7</td><td>-0.020516987681328105</td><td>0.13929140787541952</td><td>0.2205633086313823</td><td>0.5476336611653202</td><td>0.9332579403127418</td><td>0.8</td><td>-0.15008812</td><td>-0.123784006</td><td>-21.01949257283794</td><td>-21.045796683722607</td><td>38.648328250938526</td><td>38.67463236182319</td><td>-0.06827674313503634</td><td>0.024721846177876566</td><td>0.14844813522716477</td><td>0.28989713589153987</td><td>-20.947377399433723</td><td>2.1711636</td><td>0.3463995082902349</td><td>0.0</td><td>-5.6288357</td><td>0.013383003124216798</td><td>0.0</td></tr>\n",
+       "<tr><td>372509</td><td>587727942954123299</td><td>136.05272796</td><td>1.15331446</td><td>19.3322</td><td>0.09632</td><td>4</td><td>G09_Y2_010_324</td><td>6</td><td>21.815636</td><td>20.01487</td><td>19.40576</td><td>19.76999</td><td>18.7546</td><td>310.7061138186375</td><td>37.46174899513831</td><td>G9</td><td>-204.00656881672612</td><td>196.64435296454064</td><td>5.704377067305201</td><td>202.35324322814955</td><td>-198.3510025718773</td><td>5.501483865553152</td><td>0.6091099</td><td>0.6141348547402702</td><td>0</td><td>4</td><td>-0.10640718106636633</td><td>-0.11143215726659743</td><td>0.11112104435333249</td><td>0.15785807351719333</td><td>0.5623728493761783</td><td>2.12</td><td>-0.09343041</td><td>-0.20419839</td><td>-18.147240535466658</td><td>-18.036472552566515</td><td>37.479439632146345</td><td>37.3686716492462</td><td>-0.10632843599191624</td><td>-0.11124543608012229</td><td>0.11039644237028487</td><td>0.153929853633541</td><td>-18.14651593348361</td><td>0.46780014</td><td>0.11928704381936028</td><td>0.0</td><td>-7.332199</td><td>0.003385725909148981</td><td>0.0</td></tr>\n",
+       "<tr><td>3875541</td><td>588010930831229303</td><td>130.18842999</td><td>-1.28453728</td><td>17.606506</td><td>0.13509</td><td>4</td><td>G09_Y4_211_360</td><td>6</td><td>20.203556</td><td>18.548128</td><td>17.664358</td><td>17.246305</td><td>16.932453</td><td>447.64203173408646</td><td>38.254654291126485</td><td>G9</td><td>-254.422425126079</td><td>301.19163192134977</td><td>-8.840732732969377</td><td>251.87454985923674</td><td>-303.31806962206554</td><td>-9.093287397175114</td><td>0.88377</td><td>0.8080672377681788</td><td>0</td><td>5</td><td>-0.0643821461786921</td><td>0.011320605066800979</td><td>0.1643487489437475</td><td>0.3523067928225736</td><td>0.6958119451348458</td><td>0.8</td><td>-0.1310373</td><td>-0.108072</td><td>-20.68145939754933</td><td>-20.704424694652257</td><td>38.287965745205575</td><td>38.3109310423085</td><td>-0.07961818312237087</td><td>-0.023814446591263333</td><td>0.13710669523983024</td><td>0.24136084312239994</td><td>-20.65421734384541</td><td>2.193493</td><td>0.3218515723589529</td><td>0.0</td><td>-5.6065063</td><td>0.011449493171604076</td><td>0.0</td></tr>\n",
+       "<tr><td>512088</td><td>587729972323877190</td><td>217.4547645</td><td>-1.20352683</td><td>18.117746</td><td>0.17811</td><td>4</td><td>G15_Y2_021_054</td><td>6</td><td>20.605906</td><td>19.243279</td><td>18.16672</td><td>17.717329</td><td>17.413496</td><td>607.1101114246895</td><td>38.916337330559585</td><td>G15</td><td>-408.99249927624936</td><td>-313.3182677611908</td><td>-10.823876505654706</td><td>411.598779516031</td><td>309.87181469302715</td><td>-11.236584867286133</td><td>1.0765591</td><td>0.8728775366188274</td><td>0</td><td>6</td><td>-0.0087967405571093</td><td>0.1948847895965244</td><td>0.21875771391021545</td><td>0.5594366150475856</td><td>0.7358801656350908</td><td>0.8</td><td>-0.17276672</td><td>-0.142488</td><td>-20.844581976032224</td><td>-20.874860688543286</td><td>38.96232832918164</td><td>38.9926070416927</td><td>-0.05596099923675663</td><td>0.08552020051729234</td><td>0.1607638791254445</td><td>0.3506954902309556</td><td>-20.786588141247453</td><td>1.6822529</td><td>0.3377302398074714</td><td>0.0</td><td>-6.1177464</td><td>0.012380858750372434</td><td>0.0</td></tr>\n",
+       "<tr><td>3887999</td><td>588010930834309713</td><td>137.16610077</td><td>-1.60874287</td><td>19.51481</td><td>0.16638</td><td>4</td><td>G09_Y4_245_004</td><td>5</td><td>22.639437</td><td>20.37585</td><td>19.439642</td><td>18.908525</td><td>18.529684</td><td>562.8629439984783</td><td>38.752013289430714</td><td>G9</td><td>-353.7443214316207</td><td>327.95980887894393</td><td>-13.547822976731943</td><td>350.9633290653567</td><td>-330.9195728902894</td><td>-13.899734598573522</td><td>0.9362087</td><td>0.7883415338052377</td><td>0</td><td>5</td><td>-0.033229022642784156</td><td>0.11463816852756403</td><td>0.19585993470902802</td><td>0.44845190373923705</td><td>0.683616755945377</td><td>0.8</td><td>-0.1613886</td><td>-0.13310401</td><td>-19.2716740561729</td><td>-19.299958650589517</td><td>38.78648461830669</td><td>38.814769212723306</td><td>-0.062016014414657095</td><td>0.05464504078307669</td><td>0.15470886394754402</td><td>0.31982033049673997</td><td>-19.230522985411415</td><td>0.28518867</td><td>0.18688491568537244</td><td>0.0</td><td>-7.5148106</td><td>0.006030138588100138</td><td>0.0</td></tr>\n",
+       "<tr><td>131277</td><td>587724649794175118</td><td>180.57066529</td><td>-2.23159061</td><td>18.609064</td><td>0.2195</td><td>4</td><td>G12_Y5_005_285</td><td>6</td><td>20.944313</td><td>19.446302</td><td>18.406971</td><td>17.89175</td><td>17.580301</td><td>767.6954316761771</td><td>39.425944781295726</td><td>G12</td><td>-629.0078892086863</td><td>-6.265118348519911</td><td>-24.512590620464337</td><td>629.0134295404824</td><td>0.9814419224433708</td><td>-25.14330374250585</td><td>1.0393314</td><td>0.760138327141781</td><td>0</td><td>5</td><td>0.012257029482790172</td><td>0.2914501384982359</td><td>0.23974194341215008</td><td>0.6148392864314829</td><td>0.6642340931378937</td><td>0.8</td><td>-0.21291502</td><td>-0.1756</td><td>-20.84370760433415</td><td>-20.881022615358624</td><td>39.452771706507</td><td>39.490086717531476</td><td>-0.03539436061650325</td><td>0.19910488039936736</td><td>0.18133051774569786</td><td>0.46428017011303063</td><td>-20.7852961786677</td><td>1.1909351</td><td>0.34685131477614906</td><td>0.0</td><td>-6.609064</td><td>0.012402733958719594</td><td>0.0</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></tr>\n",
+       "<tr><td>3612664</td><td>587729150914003125</td><td>136.34292697</td><td>-1.35861335</td><td>17.975634</td><td>0.20177</td><td>4</td><td>G09_Y4_226_332</td><td>6</td><td>20.852518</td><td>19.188532</td><td>17.923824</td><td>17.426596</td><td>17.07554</td><td>698.0665404097394</td><td>39.21948410993121</td><td>G9</td><td>-420.12898469009696</td><td>400.88219187194943</td><td>-13.772349279856863</td><td>416.73286865719496</td><td>-404.3969922587649</td><td>-14.190206985321174</td><td>1.2647076</td><td>0.966037736434061</td><td>0</td><td>6</td><td>0.03716396052979762</td><td>0.33583378940335396</td><td>0.26720094642658143</td><td>0.7276751110931261</td><td>0.8042334006410725</td><td>0.8</td><td>-0.1957169</td><td>-0.161416</td><td>-21.31533453252833</td><td>-21.34963544097464</td><td>39.29096815374415</td><td>39.325269062190465</td><td>-0.04417414081667509</td><td>0.14970818224115867</td><td>0.17255073754552602</td><td>0.41488347195482195</td><td>-21.220684323647273</td><td>1.8243656</td><td>0.38757624854650286</td><td>0.0</td><td>-5.9756336</td><td>0.01536996658518093</td><td>0.0</td></tr>\n",
+       "<tr><td>198037</td><td>587725073917870218</td><td>138.1911476</td><td>-0.66702996</td><td>19.532925</td><td>0.13596</td><td>4</td><td>G09_Y5_032_087</td><td>5</td><td>21.02874</td><td>19.922781</td><td>19.46149</td><td>19.140566</td><td>19.360844</td><td>450.789653733003</td><td>38.269869699046154</td><td>G9</td><td>-295.7706926549882</td><td>264.5317607420792</td><td>-4.61980671268241</td><td>293.5335006479148</td><td>-267.0068033086563</td><td>-4.914129958782708</td><td>0.46129036</td><td>0.4108224476025008</td><td>0</td><td>3</td><td>-0.09871752398973972</td><td>-0.04824961209517017</td><td>0.08586085167600006</td><td>0.15201158638905501</td><td>0.3951396247840154</td><td>2.12</td><td>-0.1318812</td><td>-0.2882352</td><td>-18.690924691394837</td><td>-18.534570711092027</td><td>38.22384934349445</td><td>38.06749536319164</td><td>-0.07909049073746802</td><td>-0.021719471527448783</td><td>0.1376343876247331</td><td>0.24345581818621448</td><td>-18.74269822734357</td><td>0.26707458</td><td>0.1546560544561619</td><td>0.0</td><td>-7.5329247</td><td>0.004257093521131653</td><td>0.0</td></tr>\n",
+       "<tr><td>387232</td><td>587727944564474552</td><td>135.46953236</td><td>2.35555981</td><td>19.622166</td><td>0.19364</td><td>4</td><td>G09_Y3_002_164</td><td>5</td><td>21.276207</td><td>20.270384</td><td>19.569958</td><td>19.273298</td><td>18.91818</td><td>666.5572302435314</td><td>39.11918721820118</td><td>G9</td><td>-397.75160462845514</td><td>391.285391937099</td><td>22.951614267203016</td><td>394.473721590127</td><td>-394.61256838703684</td><td>22.556093881072112</td><td>0.7004261</td><td>0.5306496357648621</td><td>0</td><td>4</td><td>-0.06848881113257457</td><td>0.10128765478713364</td><td>0.13596591072364028</td><td>0.3414678937751382</td><td>0.4949241186330724</td><td>2.12</td><td>-0.1878308</td><td>-0.41051677</td><td>-19.44515664321468</td><td>-19.22247068029926</td><td>39.06732232314632</td><td>38.8446363602309</td><td>-0.04818865192325862</td><td>0.12739675752573654</td><td>0.1685362264389425</td><td>0.3925720472393998</td><td>-19.47772695892998</td><td>0.17783356</td><td>0.2110257430739007</td><td>0.0</td><td>-7.6221657</td><td>0.005838500731556406</td><td>0.0</td></tr>\n",
+       "<tr><td>509373</td><td>587729971788578950</td><td>221.06553099</td><td>-1.4508178</td><td>19.388836</td><td>0.20423</td><td>4</td><td>G15_Y2_008_121</td><td>6</td><td>21.492153</td><td>20.307358</td><td>19.307823</td><td>18.877176</td><td>18.635437</td><td>707.6528889980476</td><td>39.24910142009765</td><td>G15</td><td>-442.91377658579233</td><td>-385.90932971155013</td><td>-14.878347268632705</td><td>446.12451804017667</td><td>382.1753884320199</td><td>-15.325676024504219</td><td>0.9995346</td><td>0.7604225695928506</td><td>0</td><td>5</td><td>-0.0020350030377135064</td><td>0.23707703430302962</td><td>0.22546929476998828</td><td>0.5605715030793897</td><td>0.6644323986241922</td><td>0.8</td><td>-0.1981031</td><td>-0.163384</td><td>-19.8876317078238</td><td>-19.922350802457856</td><td>39.27646761480622</td><td>39.31118670944028</td><td>-0.04296120370576165</td><td>0.15650526287777095</td><td>0.17376367465643947</td><td>0.4216805525914342</td><td>-19.835926087710252</td><td>0.41116333</td><td>0.24079595151989738</td><td>0.0</td><td>-7.388836</td><td>0.008013734805895694</td><td>0.0</td></tr>\n",
+       "<tr><td>211033</td><td>587725074992791832</td><td>140.92102678</td><td>0.07762178</td><td>19.642279</td><td>0.1744</td><td>4</td><td>G09_Y3_007_334</td><td>5</td><td>20.994537</td><td>20.165325</td><td>19.640327</td><td>19.271471</td><td>19.125887</td><td>593.0541937455363</td><td>38.86547190669683</td><td>G9</td><td>-392.0081708848104</td><td>318.3375955009756</td><td>0.6841308605455599</td><td>389.32090287076863</td><td>-321.61910247108193</td><td>0.293765922359954</td><td>0.5249977</td><td>0.40420569903990783</td><td>0</td><td>3</td><td>-0.10161327650646573</td><td>0.01917873563526712</td><td>0.0819336188301849</td><td>0.21745480222024155</td><td>0.389476527791584</td><td>2.12</td><td>-0.16916801</td><td>-0.36972797</td><td>-19.135958843908327</td><td>-18.935398885092752</td><td>38.778237515172975</td><td>38.5776775563574</td><td>-0.05785411732907336</td><td>0.07567929180232619</td><td>0.15887076103312775</td><td>0.34085458151598946</td><td>-19.21289598611127</td><td>0.15772057</td><td>0.18859146328261203</td><td>0.0</td><td>-7.6422787</td><td>0.00511787920121531</td><td>0.0</td></tr>\n",
+       "<tr><td>71486</td><td>587722983352828170</td><td>184.94915851</td><td>0.20594212</td><td>19.47079</td><td>0.15832</td><td>4</td><td>G12_Y1_ID1_228</td><td>5</td><td>20.554716</td><td>19.80189</td><td>19.409922</td><td>19.331638</td><td>19.404184</td><td>532.789676637592</td><td>38.632779006648654</td><td>G12</td><td>-458.24974176617724</td><td>-39.68194817596698</td><td>1.653289381770596</td><td>458.5683179911251</td><td>35.831404072540145</td><td>1.1934917548499968</td><td>0.39196777</td><td>0.30592585171912146</td><td>0</td><td>2</td><td>-0.11691428906934262</td><td>-0.03087236735096084</td><td>0.05131182925752706</td><td>0.13791815083748638</td><td>0.3053614518575407</td><td>2.12</td><td>-0.1535704</td><td>-0.33563837</td><td>-19.059729574180757</td><td>-18.87766159877888</td><td>38.53052043721787</td><td>38.34845246181599</td><td>-0.0663163107051949</td><td>0.03385882314428068</td><td>0.15040856765700622</td><td>0.29903411285794396</td><td>-19.158826312580235</td><td>0.32920837</td><td>0.18700286551678993</td><td>0.0</td><td>-7.470791</td><td>0.0049839651796317426</td><td>0.0</td></tr>\n",
+       "<tr><td>177158</td><td>587725041163829709</td><td>175.89007056</td><td>-1.97247258</td><td>18.943752</td><td>0.24888</td><td>4</td><td>G12_Y1_BS1_113</td><td>6</td><td>22.236568</td><td>20.283207</td><td>18.88186</td><td>18.359058</td><td>17.953909</td><td>885.7779322557514</td><td>39.736624281646286</td><td>G12</td><td>-707.0147115485306</td><td>50.80260242680051</td><td>-24.412187098476394</td><td>706.5382119493407</td><td>-56.739496786227114</td><td>-25.120632917840734</td><td>1.4013462</td><td>0.9600694581292445</td><td>0</td><td>6</td><td>0.10456783377917406</td><td>0.5458445823149685</td><td>0.33395400426364297</td><td>0.9367134546033881</td><td>0.798586756325294</td><td>0.8</td><td>-0.24141361</td><td>-0.199104</td><td>-20.88541238889817</td><td>-20.927722000933922</td><td>39.829164677716534</td><td>39.871474289752285</td><td>-0.02016711196377853</td><td>0.28240556878027684</td><td>0.1965577663984226</td><td>0.5475808584939401</td><td>-20.748016151032953</td><td>0.85624695</td><td>0.3384898682716367</td><td>0.0</td><td>-6.9437523</td><td>0.012689034878604585</td><td>0.0</td></tr>\n",
+       "<tr><td>208610</td><td>587725074987876796</td><td>129.70413827</td><td>0.00370387</td><td>18.235334</td><td>0.21398</td><td>4</td><td>G09_Y1_AS2_297</td><td>6</td><td>20.92276</td><td>19.085587</td><td>17.970827</td><td>17.476084</td><td>17.068308</td><td>745.8841423526723</td><td>39.363356870308934</td><td>G9</td><td>-392.5009052140575</td><td>472.70015292112663</td><td>0.03971851101967351</td><td>388.51638034559977</td><td>-475.9803531220062</td><td>-0.34984007039266757</td><td>1.1147594</td><td>0.8262248125559861</td><td>0</td><td>5</td><td>0.023894434877381104</td><td>0.3124290675118247</td><td>0.2522957325506886</td><td>0.660017521210864</td><td>0.7070376565302543</td><td>0.8</td><td>-0.20756061</td><td>-0.171184</td><td>-21.172757592745906</td><td>-21.2091342031442</td><td>39.40809198910821</td><td>39.4444685995065</td><td>-0.03814246842798248</td><td>0.18363097588473826</td><td>0.17858240993421864</td><td>0.44880626559840153</td><td>-21.099044270129436</td><td>1.5646648</td><td>0.3821010223966043</td><td>0.0</td><td>-6.2353344</td><td>0.014403966215450781</td><td>0.0</td></tr>\n",
+       "<tr><td>209706</td><td>587725074990039375</td><td>134.57774613</td><td>0.10438574</td><td>16.61841</td><td>0.071</td><td>5</td><td>528082272776120320</td><td>6</td><td>19.134048</td><td>17.31154</td><td>16.482656</td><td>16.07596</td><td>15.760832</td><td>224.87027639366394</td><td>36.75966026847816</td><td>G9</td><td>-147.36777926462676</td><td>149.55606456468053</td><td>0.38252594140893653</td><td>146.10666975243063</td><td>-150.7886284983753</td><td>0.23602752308697042</td><td>0.8288841</td><td>0.8895201128892983</td><td>0</td><td>6</td><td>-0.13978136079613981</td><td>-0.20041734892957874</td><td>0.08747099657122323</td><td>0.1701858746736482</td><td>0.7461692466534344</td><td>0.8</td><td>-0.06887001</td><td>-0.056800004</td><td>-20.159851146583957</td><td>-20.17192115048091</td><td>36.778261257057586</td><td>36.79033126095454</td><td>-0.1281322557028619</td><td>-0.16126245177933654</td><td>0.0885926226593392</td><td>0.10391283793432673</td><td>-20.16097277267207</td><td>3.1815891</td><td>0.26073299519814475</td><td>0.0</td><td>-4.61841</td><td>0.008988689599863481</td><td>0.0</td></tr>\n",
+       "<tr><td>610058</td><td>588848900448845985</td><td>178.45425248</td><td>0.3751963</td><td>18.580864</td><td>0.16071</td><td>4</td><td>G12_Y1_DN1_241</td><td>6</td><td>21.524216</td><td>19.620144</td><td>18.51681</td><td>18.078756</td><td>17.748055</td><td>541.6789889448341</td><td>38.668709950851934</td><td>G12</td><td>-466.4991908427998</td><td>12.588448377979056</td><td>3.0559840504413414</td><td>466.3798247676367</td><td>-16.506441103249994</td><td>2.5883546669727417</td><td>1.1033344</td><td>0.934042485220398</td><td>0</td><td>6</td><td>-0.02311371419076326</td><td>0.14617822746828668</td><td>0.20343432538896727</td><td>0.5328063601444466</td><td>0.7739623921244034</td><td>0.8</td><td>-0.1558887</td><td>-0.12856801</td><td>-20.13539161715849</td><td>-20.162712315062123</td><td>38.71625556979521</td><td>38.74357626769884</td><td>-0.06502726075008729</td><td>0.03998390840047772</td><td>0.1516976176121138</td><td>0.305159198114141</td><td>-20.083654909381636</td><td>1.2191353</td><td>0.25836976154341035</td><td>0.0</td><td>-6.580864</td><td>0.00895410071735448</td><td>0.0</td></tr>\n",
+       "<tr><td>696518</td><td>587722984426832004</td><td>185.56087086</td><td>1.03038923</td><td>19.163446</td><td>0.18382</td><td>4</td><td>G12_Y2_040_074</td><td>4</td><td>21.64093</td><td>20.094753</td><td>19.13944</td><td>18.827288</td><td>18.57784</td><td>628.8533603331277</td><td>38.99274692974806</td><td>G12</td><td>-528.6214491761734</td><td>-51.46732717650292</td><td>9.552542493133029</td><td>529.0444210904639</td><td>47.025268559287554</td><td>9.02208367712302</td><td>0.9553127</td><td>0.7674642862843399</td><td>0</td><td>5</td><td>-0.019666592890511897</td><td>0.1681818497069842</td><td>0.2083179139048065</td><td>0.4942854978515939</td><td>0.6693451449350485</td><td>0.8</td><td>-0.1783054</td><td>-0.147056</td><td>-19.859313014863154</td><td>-19.890562418816707</td><td>39.022759441254756</td><td>39.05400884520831</td><td>-0.05307914961839366</td><td>0.10079407173222976</td><td>0.16364572874380745</td><td>0.36596936144589304</td><td>-19.814640829702157</td><td>0.6365528</td><td>0.23749740072263195</td><td>0.0</td><td>-7.1634464</td><td>0.007898433007234482</td><td>0.0</td></tr>\n",
+       "<tr><td>130074</td><td>587724649792078017</td><td>175.85645517</td><td>-2.16068721</td><td>17.657053</td><td>0.11897</td><td>5</td><td>369430997416044544</td><td>6</td><td>19.225487</td><td>18.16431</td><td>17.658703</td><td>17.287949</td><td>17.255383</td><td>389.9100432673386</td><td>37.9548221092486</td><td>G12</td><td>-347.29650788009485</td><td>25.159839498434682</td><td>-13.137486763011163</td><td>347.05957461275636</td><td>-28.07612615614498</td><td>-13.485483952048874</td><td>0.5056076</td><td>0.47997952455847276</td><td>0</td><td>3</td><td>-0.09634974938498936</td><td>-0.07072166896299337</td><td>0.09951164745827173</td><td>0.15195344737265865</td><td>0.45316580506608184</td><td>2.12</td><td>-0.1154009</td><td>-0.2522164</td><td>-20.28187986000554</td><td>-20.145064364216488</td><td>37.93893285377995</td><td>37.8021173579909</td><td>-0.08990790163715867</td><td>-0.061625381898241315</td><td>0.12681697672504244</td><td>0.20354990781542195</td><td>-20.30918518927231</td><td>2.1429462</td><td>0.3386816255498694</td><td>0.0</td><td>-5.657053</td><td>0.008916322885527168</td><td>0.0</td></tr>\n",
+       "<tr><td>30897</td><td>587722981738873021</td><td>177.19385833</td><td>-1.21624184</td><td>18.961807</td><td>0.10681</td><td>4</td><td>G12_Y1_CS1_215</td><td>6</td><td>21.4717</td><td>19.7904</td><td>18.928673</td><td>18.535267</td><td>18.277918</td><td>347.10745783763434</td><td>37.70231972440627</td><td>G12</td><td>-313.1640847645811</td><td>15.349928254197872</td><td>-6.656647684549632</td><td>313.01727091707335</td><td>-17.979860072131736</td><td>-6.97050799132033</td><td>0.86172676</td><td>0.8470270231026596</td><td>0</td><td>5</td><td>-0.09537120650889094</td><td>-0.08067146874729278</td><td>0.13265248811926225</td><td>0.2744808654722437</td><td>0.7198983835112763</td><td>0.8</td><td>-0.10360571</td><td>-0.085448004</td><td>-18.769559251578976</td><td>-18.78771695724361</td><td>37.73136650255554</td><td>37.74952420822017</td><td>-0.09840490611904829</td><td>-0.08880276687959161</td><td>0.11831997224315283</td><td>0.17637252283407168</td><td>-18.755226735702866</td><td>0.838192</td><td>0.15129328972498335</td><td>0.0</td><td>-6.9618073</td><td>0.0047707326564158485</td><td>0.0</td></tr>\n",
+       "<tr><td>231211</td><td>587726014533271767</td><td>182.80882787</td><td>1.98801406</td><td>19.394785</td><td>0.25496</td><td>4</td><td>G12_Y2_018_285</td><td>6</td><td>25.037235</td><td>20.748486</td><td>19.374304</td><td>18.943121</td><td>18.508606</td><td>910.62734293427</td><td>39.79670343251399</td><td>G12</td><td>-724.3145821503025</td><td>-35.53675990147116</td><td>25.172158401773483</td><td>724.6124022227208</td><td>29.451506565134608</td><td>24.445614832276352</td><td>1.3741817</td><td>0.9235312593955584</td><td>0</td><td>6</td><td>0.10443976708831143</td><td>0.5550902551292765</td><td>0.3310747519672489</td><td>0.9380602533097184</td><td>0.7671962460940539</td><td>0.8</td><td>-0.2473112</td><td>-0.203968</td><td>-20.48568205244122</td><td>-20.52902525372086</td><td>39.880466979809384</td><td>39.923810181089024</td><td>-0.016822173538860535</td><td>0.2997474255558927</td><td>0.19990270482334058</td><td>0.564922715269556</td><td>-20.35451000529731</td><td>0.4052143</td><td>0.29606490661740864</td><td>0.0</td><td>-7.394785</td><td>0.010582083644961647</td><td>0.0</td></tr>\n",
+       "<tr><td>402287</td><td>587728308031127734</td><td>174.24686395</td><td>1.99676031</td><td>18.707829</td><td>0.13787</td><td>4</td><td>G12_Y1_AX1_249</td><td>6</td><td>21.118927</td><td>19.409071</td><td>18.761057</td><td>18.374311</td><td>18.09919</td><td>457.7112724626698</td><td>38.30295804157773</td><td>G12</td><td>-399.9835581292366</td><td>40.298341426195286</td><td>14.015686274485422</td><td>399.6448074164098</td><td>-43.656647590528934</td><td>13.614976438780308</td><td>0.64801407</td><td>0.5877855880843343</td><td>0</td><td>4</td><td>-0.0795800749280996</td><td>-0.019351594408918288</td><td>0.13456453701353394</td><td>0.24056753658856758</td><td>0.542011069028482</td><td>2.12</td><td>-0.1337339</td><td>-0.29228437</td><td>-19.59596015846149</td><td>-19.437409687394062</td><td>38.30378868019</td><td>38.145238209122574</td><td>-0.07794102200591956</td><td>-0.01710151057085252</td><td>0.13878385635628154</td><td>0.24807377914281076</td><td>-19.600179477804236</td><td>1.0921707</td><td>0.2306439188933752</td><td>0.0</td><td>-6.7078285</td><td>0.006443473821508826</td><td>0.0</td></tr>\n",
+       "<tr><td>237918</td><td>587726014546378944</td><td>212.73381894</td><td>1.63427109</td><td>17.906332</td><td>0.17677</td><td>4</td><td>G15_Y1_AN1_361</td><td>6</td><td>20.96936</td><td>20.698595</td><td>18.396347</td><td>17.97365</td><td>17.619282</td><td>602.0267813992546</td><td>38.89807905724597</td><td>G15</td><td>-430.17240799415475</td><td>-276.5244726105284</td><td>14.590386905317315</td><td>432.4943574433184</td><td>272.90141341367644</td><td>14.156739687376321</td><td>2.302248</td><td>-99.0</td><td>2</td><td>1</td><td>-0.16490958736414812</td><td>-0.05649457092738064</td><td>-0.003628868057774043</td><td>0.07135004056124411</td><td>2.227269092479615</td><td>0.8</td><td>-0.1714669</td><td>-0.141416</td><td>-20.816651271298603</td><td>-20.846702174857334</td><td>38.722983287289814</td><td>38.753034190848545</td><td>-0.0566427007180951</td><td>0.08195803495608522</td><td>0.160082177644106</td><td>0.3471333246697485</td><td>-20.980362317000484</td><td>1.8936672</td><td>0.4210940700396842</td><td>0.0</td><td>-5.906332</td><td>0.012181796880826648</td><td>0.0</td></tr>\n",
+       "<tr><td>611467</td><td>588848900451729554</td><td>184.96486375</td><td>0.30367046</td><td>18.940199</td><td>0.14942</td><td>4</td><td>G12_Y1_ND6_356</td><td>6</td><td>20.876661</td><td>19.667711</td><td>18.93041</td><td>18.483646</td><td>18.232857</td><td>499.8979449162165</td><td>38.49440675684375</td><td>G12</td><td>-433.27530603655373</td><td>-37.63895487495137</td><td>2.305050660239697</td><td>433.578268917776</td><td>33.99825973177181</td><td>1.8703104474926096</td><td>0.7373009</td><td>0.6489531143296442</td><td>0</td><td>4</td><td>-0.06608012028652714</td><td>0.02226763818656302</td><td>0.15382253198396983</td><td>0.30445913843902644</td><td>0.5866642663476778</td><td>2.12</td><td>-0.1449374</td><td>-0.31677037</td><td>-19.563092994462792</td><td>-19.39126001573736</td><td>38.50329189277822</td><td>38.33145891405279</td><td>-0.0712343322798521</td><td>0.011351467624169803</td><td>0.14549054608234901</td><td>0.27652675733783305</td><td>-19.554761008561172</td><td>0.85980034</td><td>0.22283875915690804</td><td>0.0</td><td>-6.940199</td><td>0.0063090315560287834</td><td>0.0</td></tr>\n",
+       "<tr><td>518110</td><td>588010358529720551</td><td>135.05221017</td><td>2.5942228</td><td>17.31673</td><td>0.19997</td><td>5</td><td>636151351759366144</td><td>6</td><td>19.291775</td><td>18.139091</td><td>17.35919</td><td>16.923452</td><td>16.707512</td><td>691.067542889704</td><td>39.1976024805089</td><td>G9</td><td>-407.1788141361714</td><td>406.43741479147866</td><td>26.066717495618988</td><td>403.77644539737247</td><td>-409.84324211086056</td><td>25.661870996424355</td><td>0.7799015</td><td>0.591087716545459</td><td>0</td><td>4</td><td>-0.04864143065906938</td><td>0.1401723573120731</td><td>0.16606320103435407</td><td>0.40123228240591224</td><td>0.5447324231450434</td><td>2.12</td><td>-0.19397092</td><td>-0.4239364</td><td>-21.85296426362028</td><td>-21.62299878543844</td><td>39.16969476288786</td><td>38.93972928470602</td><td>-0.04506178082901409</td><td>0.14474781680378504</td><td>0.17166309753318704</td><td>0.40992310651744834</td><td>-21.858564160119112</td><td>2.4832687</td><td>0.5970519563201199</td><td>0.0</td><td>-5.3167305</td><td>0.01753273369803595</td><td>0.0</td></tr>\n",
+       "<tr><td>601370</td><td>588848900431806740</td><td>139.48935972</td><td>0.21634089</td><td>18.118708</td><td>0.09155</td><td>4</td><td>G09_Y1_HS2_337</td><td>6</td><td>19.762558</td><td>18.622576</td><td>18.09261</td><td>17.79226</td><td>17.619982</td><td>294.3153573297633</td><td>37.34406462054835</td><td>G9</td><td>-204.99478663694708</td><td>175.1479371783595</td><td>1.018085473371864</td><td>203.51728942452115</td><td>-176.86364583049877</td><td>0.8140227470587378</td><td>0.52996635</td><td>0.5402958393390461</td><td>0</td><td>4</td><td>-0.10875333510483565</td><td>-0.11908282007376458</td><td>0.09733732084507876</td><td>0.12442991558092106</td><td>0.5028737596342749</td><td>2.12</td><td>-0.0888035</td><td>-0.19408599</td><td>-19.23389078459602</td><td>-19.128608299110944</td><td>37.35259844145637</td><td>37.247315955971295</td><td>-0.11013207759072499</td><td>-0.12112816787662303</td><td>0.10659280077147612</td><td>0.14404712183704024</td><td>-19.24314626452242</td><td>1.6812916</td><td>0.20120260385793426</td><td>0.0</td><td>-6.1187077</td><td>0.005592162770892324</td><td>0.0</td></tr>\n",
+       "<tr><td>366953</td><td>587726033875370147</td><td>217.06107926</td><td>2.99932509</td><td>18.04448</td><td>0.11922</td><td>4</td><td>G15_Y4_228_296</td><td>6</td><td>19.5977</td><td>18.62881</td><td>18.128998</td><td>17.837048</td><td>17.681507</td><td>390.7968140175593</td><td>37.9597550723136</td><td>G15</td><td>-278.2528196170765</td><td>-210.14397805093063</td><td>18.26998050164929</td><td>280.0263206624635</td><td>207.7993342265334</td><td>17.98921217581965</td><td>0.49981308</td><td>0.4739456131531994</td><td>0</td><td>3</td><td>-0.09659024002867152</td><td>-0.07072277334788657</td><td>0.09824784424293008</td><td>0.14986779340403722</td><td>0.44819313067287725</td><td>2.12</td><td>-0.115643404</td><td>-0.2527464</td><td>-19.89788014201515</td><td>-19.760777143222025</td><td>37.942359512132334</td><td>37.80525651333921</td><td>-0.08974029221594057</td><td>-0.06105409503415522</td><td>0.12698458614626054</td><td>0.20412119467950807</td><td>-19.92661688391848</td><td>1.7555199</td><td>0.28013960792349357</td><td>0.0</td><td>-6.0444794</td><td>0.007475453729508282</td><td>0.0</td></tr>\n",
+       "<tr><td>549131</td><td>588848899354132788</td><td>130.44015333</td><td>-0.57181141</td><td>18.38655</td><td>0.197</td><td>4</td><td>G09_Y1_BS2_170</td><td>6</td><td>21.557705</td><td>19.701527</td><td>18.344978</td><td>17.900692</td><td>17.579735</td><td>679.5474071098881</td><td>39.161098798558534</td><td>G9</td><td>-368.2279014286302</td><td>432.05249135111757</td><td>-5.665634773503196</td><td>364.579950963569</td><td>-435.1302404175961</td><td>-6.031195582470984</td><td>1.3565483</td><td>1.0627468937572866</td><td>0</td><td>7</td><td>0.044086909121375695</td><td>0.3378883246902608</td><td>0.28466961806983876</td><td>0.7454870821665609</td><td>0.8957308452294497</td><td>0.8</td><td>-0.19109</td><td>-0.1576</td><td>-20.868127510652076</td><td>-20.90161751280738</td><td>39.25467841397239</td><td>39.2881684161277</td><td>-0.04652747679579894</td><td>0.13658827216286773</td><td>0.17019740156640217</td><td>0.401763561876531</td><td>-20.75365529414864</td><td>1.4134483</td><td>0.330423944760952</td><td>0.0</td><td>-6.386551</td><td>0.012534174371771005</td><td>0.0</td></tr>\n",
+       "<tr><td>92553</td><td>587722983903658461</td><td>216.7972539</td><td>0.5814034</td><td>19.15514</td><td>0.12931</td><td>4</td><td>G15_Y2_007_035</td><td>6</td><td>21.45402</td><td>19.855066</td><td>19.077011</td><td>18.593609</td><td>18.276651</td><td>426.8127368083994</td><td>38.151186855110204</td><td>G15</td><td>-302.62461302862164</td><td>-226.3695142426771</td><td>3.8350556839184553</td><td>304.5190573956879</td><td>223.81958312247804</td><td>3.529721661724981</td><td>0.7780552</td><td>0.7233004977247101</td><td>0</td><td>5</td><td>-0.07562663240355524</td><td>-0.02087193908822628</td><td>0.14934613036361075</td><td>0.28886762470280614</td><td>0.6385336967008437</td><td>0.8</td><td>-0.1254307</td><td>-0.103447996</td><td>-19.019962359214965</td><td>-19.04194506629819</td><td>38.17510228231067</td><td>38.19708498939389</td><td>-0.08319227169457938</td><td>-0.03759480251316298</td><td>0.13353260666762173</td><td>0.22758048720050028</td><td>-19.004148835518976</td><td>0.6448593</td><td>0.16925064806472048</td><td>0.0</td><td>-7.15514</td><td>0.005357626189050199</td><td>0.0</td></tr>\n",
+       "</table></div>"
+      ],
+      "text/plain": [
+       "<Table length=113687>\n",
+       " CATAID       OBJID             RA          DEC      R_PETRO   ZGAMA    NQ  ...     DDPMALL_0P0     DELTA_RPETRO_FAINT         ZMAX        ZMAX_WARN DELTA_RPETRO_BRIGHT          ZMIN         ZMIN_WARN\n",
+       "                               deg          deg        mag                  ...         mag                mag                                               mag                                        \n",
+       " int32        int64          float64      float64    float32  float32 int16 ...       float64            float32             float64        float64        float32              float64         float64 \n",
+       "------- ------------------ ------------ ----------- --------- ------- ----- ... ------------------- ------------------ ------------------- --------- ------------------- --------------------- ---------\n",
+       " 622826 588848900966843153 135.29128973  0.73684492  19.52932 0.19599     4 ...  -19.59883818008086         0.27067947 0.22221714400534023       0.0            -7.52932  0.006325233218597454       0.0\n",
+       "  98018 587722984422572189 175.80676776  1.03979445 17.181564 0.12235     5 ... -20.849525738807415           2.618435  0.3360174448930036       0.0          -5.1815643  0.012494652304759766       0.0\n",
+       " 179539 587725041167958197 185.28082311 -2.01676876 17.398222 0.11987     5 ...  -20.58545851682989          2.4017773  0.3681118290804876       0.0           -5.398222  0.010249808004038664       0.0\n",
+       " 123400 587724649255272757 175.90640607 -2.63469103 19.703936 0.20353     4 ... -19.512766041830748        0.096063614 0.21275719857800174       0.0          -7.7039356  0.006078255343365602       0.0\n",
+       "  21792 588848901520687262 174.11934361  1.19125843 19.769054 0.09367     4 ... -17.645452683945656        0.030944824 0.09501032060924869       0.0          -7.7690544  0.002680716279210079       0.0\n",
+       " 568279 588848899390898422 214.45970835 -0.58545657  17.96164 0.14758     4 ...  -20.50450508645293          1.8383598  0.3500270123376862       0.0          -5.9616394   0.00973745381195288       0.0\n",
+       " 584067 588848899911778530 177.92700457 -0.04394753 19.499855 0.16294     3 ... -19.196774857435184          0.3001442 0.18382242290670323       0.0           -7.499855   0.00596056272371488       0.0\n",
+       " 177060 587725041163632853 175.44139669 -2.00218956 19.053614 0.10619     4 ... -18.649983044337134          0.7463856  0.1510404000486019       0.0          -7.0536137  0.004192961007697499       0.0\n",
+       " 106362 587722984440070248 215.74293955  1.03047604 18.783287 0.16425     4 ... -19.932007060495874          1.0167122   0.270943855486863       0.0           -6.783287 0.0072684700144811385       0.0\n",
+       " 273982 587726031177384299 185.87393311  1.39501673 19.492641 0.14904     4 ... -18.996395972566305          0.3073578 0.16860215966631314       0.0          -7.4926414  0.005436393801690868       0.0\n",
+       " 302627 587726032230417004 138.56840094  1.38814745 19.051134 0.19407     4 ... -20.053955059191285          0.7488651  0.2770989427378373       0.0           -7.051134  0.007719585355656996       0.0\n",
+       " 486736 587729777984078077 221.14771242 -1.66423403 17.722178 0.08293     5 ...  -19.41260346521699          2.0778217  0.2186413157642345       0.0          -5.7221775  0.006083453303427273       0.0\n",
+       " 319716 587726032264036704 215.41739737   1.7739481 19.145117 0.24736     4 ... -20.532073530448724         0.65488243 0.31923772264048594       0.0           -7.145117  0.011044175675727986       0.0\n",
+       " 227910 587726014010622275 215.25924536  1.17047076 17.203148 0.08418     5 ... -19.965947097275446          2.5968513 0.28895444769155415       0.0           -5.203148  0.007818665024751805       0.0\n",
+       " 144199 587724650867327119 179.27814801 -1.33246038 18.897234 0.11497     4 ... -18.989888853512372          0.9027653 0.16771405890151445       0.0           -6.897234  0.005310213451253338       0.0\n",
+       " 508046 587729971786219749 215.63185598 -1.58981448 17.628836 0.15473     5 ... -20.947377399433723          2.1711636  0.3463995082902349       0.0          -5.6288357  0.013383003124216798       0.0\n",
+       " 372509 587727942954123299 136.05272796  1.15331446   19.3322 0.09632     4 ...  -18.14651593348361         0.46780014 0.11928704381936028       0.0           -7.332199  0.003385725909148981       0.0\n",
+       "3875541 588010930831229303 130.18842999 -1.28453728 17.606506 0.13509     4 ...  -20.65421734384541           2.193493  0.3218515723589529       0.0          -5.6065063  0.011449493171604076       0.0\n",
+       " 512088 587729972323877190  217.4547645 -1.20352683 18.117746 0.17811     4 ... -20.786588141247453          1.6822529  0.3377302398074714       0.0          -6.1177464  0.012380858750372434       0.0\n",
+       "3887999 588010930834309713 137.16610077 -1.60874287  19.51481 0.16638     4 ... -19.230522985411415         0.28518867 0.18688491568537244       0.0          -7.5148106  0.006030138588100138       0.0\n",
+       " 131277 587724649794175118 180.57066529 -2.23159061 18.609064  0.2195     4 ...   -20.7852961786677          1.1909351 0.34685131477614906       0.0           -6.609064  0.012402733958719594       0.0\n",
+       "    ...                ...          ...         ...       ...     ...   ... ...                 ...                ...                 ...       ...                 ...                   ...       ...\n",
+       "3612664 587729150914003125 136.34292697 -1.35861335 17.975634 0.20177     4 ... -21.220684323647273          1.8243656 0.38757624854650286       0.0          -5.9756336   0.01536996658518093       0.0\n",
+       " 198037 587725073917870218  138.1911476 -0.66702996 19.532925 0.13596     4 ...  -18.74269822734357         0.26707458  0.1546560544561619       0.0          -7.5329247  0.004257093521131653       0.0\n",
+       " 387232 587727944564474552 135.46953236  2.35555981 19.622166 0.19364     4 ...  -19.47772695892998         0.17783356  0.2110257430739007       0.0          -7.6221657  0.005838500731556406       0.0\n",
+       " 509373 587729971788578950 221.06553099  -1.4508178 19.388836 0.20423     4 ... -19.835926087710252         0.41116333 0.24079595151989738       0.0           -7.388836  0.008013734805895694       0.0\n",
+       " 211033 587725074992791832 140.92102678  0.07762178 19.642279  0.1744     4 ...  -19.21289598611127         0.15772057 0.18859146328261203       0.0          -7.6422787   0.00511787920121531       0.0\n",
+       "  71486 587722983352828170 184.94915851  0.20594212  19.47079 0.15832     4 ... -19.158826312580235         0.32920837 0.18700286551678993       0.0           -7.470791 0.0049839651796317426       0.0\n",
+       " 177158 587725041163829709 175.89007056 -1.97247258 18.943752 0.24888     4 ... -20.748016151032953         0.85624695  0.3384898682716367       0.0          -6.9437523  0.012689034878604585       0.0\n",
+       " 208610 587725074987876796 129.70413827  0.00370387 18.235334 0.21398     4 ... -21.099044270129436          1.5646648  0.3821010223966043       0.0          -6.2353344  0.014403966215450781       0.0\n",
+       " 209706 587725074990039375 134.57774613  0.10438574  16.61841   0.071     5 ...  -20.16097277267207          3.1815891 0.26073299519814475       0.0            -4.61841  0.008988689599863481       0.0\n",
+       " 610058 588848900448845985 178.45425248   0.3751963 18.580864 0.16071     4 ... -20.083654909381636          1.2191353 0.25836976154341035       0.0           -6.580864   0.00895410071735448       0.0\n",
+       " 696518 587722984426832004 185.56087086  1.03038923 19.163446 0.18382     4 ... -19.814640829702157          0.6365528 0.23749740072263195       0.0          -7.1634464  0.007898433007234482       0.0\n",
+       " 130074 587724649792078017 175.85645517 -2.16068721 17.657053 0.11897     5 ...  -20.30918518927231          2.1429462  0.3386816255498694       0.0           -5.657053  0.008916322885527168       0.0\n",
+       "  30897 587722981738873021 177.19385833 -1.21624184 18.961807 0.10681     4 ... -18.755226735702866           0.838192 0.15129328972498335       0.0          -6.9618073 0.0047707326564158485       0.0\n",
+       " 231211 587726014533271767 182.80882787  1.98801406 19.394785 0.25496     4 ...  -20.35451000529731          0.4052143 0.29606490661740864       0.0           -7.394785  0.010582083644961647       0.0\n",
+       " 402287 587728308031127734 174.24686395  1.99676031 18.707829 0.13787     4 ... -19.600179477804236          1.0921707  0.2306439188933752       0.0          -6.7078285  0.006443473821508826       0.0\n",
+       " 237918 587726014546378944 212.73381894  1.63427109 17.906332 0.17677     4 ... -20.980362317000484          1.8936672  0.4210940700396842       0.0           -5.906332  0.012181796880826648       0.0\n",
+       " 611467 588848900451729554 184.96486375  0.30367046 18.940199 0.14942     4 ... -19.554761008561172         0.85980034 0.22283875915690804       0.0           -6.940199 0.0063090315560287834       0.0\n",
+       " 518110 588010358529720551 135.05221017   2.5942228  17.31673 0.19997     5 ... -21.858564160119112          2.4832687  0.5970519563201199       0.0          -5.3167305   0.01753273369803595       0.0\n",
+       " 601370 588848900431806740 139.48935972  0.21634089 18.118708 0.09155     4 ...  -19.24314626452242          1.6812916 0.20120260385793426       0.0          -6.1187077  0.005592162770892324       0.0\n",
+       " 366953 587726033875370147 217.06107926  2.99932509  18.04448 0.11922     4 ...  -19.92661688391848          1.7555199 0.28013960792349357       0.0          -6.0444794  0.007475453729508282       0.0\n",
+       " 549131 588848899354132788 130.44015333 -0.57181141  18.38655   0.197     4 ...  -20.75365529414864          1.4134483   0.330423944760952       0.0           -6.386551  0.012534174371771005       0.0\n",
+       "  92553 587722983903658461  216.7972539   0.5814034  19.15514 0.12931     4 ... -19.004148835518976          0.6448593 0.16925064806472048       0.0            -7.15514  0.005357626189050199       0.0"
+      ]
+     },
+     "execution_count": 62,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "Table.read(findfile('zmax'))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "646dde81",
+   "metadata": {},
+   "source": [
+    "# Done."
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "lumfn",
+   "language": "python",
+   "name": "lumfn"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.9"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/docs/nb/sandbox/Untitled1.ipynb b/docs/nb/sandbox/Untitled1.ipynb
new file mode 100644
index 00000000..7e96f751
--- /dev/null
+++ b/docs/nb/sandbox/Untitled1.ipynb
@@ -0,0 +1,232 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "bb549933",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pylab as pl\n",
+    "import numpy as np\n",
+    "import matplotlib as mpl\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "from astropy.table import Table"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "8ddb0b7e",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<i>Table length=540000</i>\n",
+       "<table id=\"table47721834618496\" class=\"table-striped table-bordered table-condensed\">\n",
+       "<thead><tr><th>BOUND_RA</th><th>BOUND_DEC</th><th>Z</th><th>V</th><th>BOUNDID</th><th>FIELD</th><th>GAMA_FIELD</th><th>CARTESIAN_X</th><th>CARTESIAN_Y</th><th>CARTESIAN_Z</th><th>ROTCARTESIAN_X</th><th>ROTCARTESIAN_Y</th><th>ROTCARTESIAN_Z</th></tr></thead>\n",
+       "<thead><tr><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>int64</th><th>bytes2</th><th>bytes3</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th></tr></thead>\n",
+       "<tr><td>141.0</td><td>0.40063778486427637</td><td>0.07144800497783309</td><td>47927.407498281864</td><td>0</td><td>G9</td><td>G9</td><td>-164.1828944946481</td><td>132.95268648550646</td><td>1.4772760780365697</td><td>210.11147553008232</td><td>22.083091861130512</td><td>-0.3562827379473492</td></tr>\n",
+       "<tr><td>141.0</td><td>0.9719219102434473</td><td>0.04367667418526872</td><td>3816.802902615331</td><td>1</td><td>G9</td><td>G9</td><td>-100.90069403813077</td><td>81.70777097037293</td><td>2.2026320706884337</td><td>129.13798862230786</td><td>13.571446052003303</td><td>1.0757457898906768</td></tr>\n",
+       "<tr><td>129.0</td><td>2.7601640018222424</td><td>0.12577607528972545</td><td>293793.99550875596</td><td>2</td><td>G9</td><td>G9</td><td>-231.24461942800903</td><td>285.56332299567856</td><td>17.715288512555983</td><td>365.5790789783938</td><td>-38.40912363796099</td><td>14.525602792833633</td></tr>\n",
+       "<tr><td>129.0</td><td>1.31087012077912</td><td>0.08313844598273315</td><td>80366.67149343388</td><td>3</td><td>G9</td><td>G9</td><td>-154.31199649272307</td><td>190.55944568811063</td><td>5.611005632628955</td><td>243.90061456629806</td><td>-25.630817126773366</td><td>3.4827308732609294</td></tr>\n",
+       "<tr><td>141.0</td><td>2.6954966166290735</td><td>0.18725231391459907</td><td>953718.15460282</td><td>4</td><td>G9</td><td>G9</td><td>-419.7640439059028</td><td>339.91822046436795</td><td>25.42959051585407</td><td>537.3779388733319</td><td>56.45952320493319</td><td>20.74093260739289</td></tr>\n",
+       "<tr><td>129.0</td><td>1.9719885776508628</td><td>0.17165427393637708</td><td>739844.1111491593</td><td>5</td><td>G9</td><td>G9</td><td>-312.788763146469</td><td>386.2619542056905</td><td>17.113255489622375</td><td>494.4340205018058</td><td>-51.953391633390254</td><td>12.79904680659359</td></tr>\n",
+       "<tr><td>129.0</td><td>1.7307081189790998</td><td>0.08372085245391617</td><td>82237.1298696577</td><td>6</td><td>G9</td><td>G9</td><td>-155.3447619029263</td><td>191.83480475653835</td><td>7.458613884631363</td><td>245.54876611095474</td><td>-25.802356747576752</td><td>5.316026278573695</td></tr>\n",
+       "<tr><td>129.0</td><td>-0.09175657507305623</td><td>0.2463790153223925</td><td>2102735.415932571</td><td>7</td><td>G9</td><td>G9</td><td>-442.1049196788346</td><td>545.9541082015504</td><td>-1.1250413304109104</td><td>698.6268181583906</td><td>-73.43246542513236</td><td>-7.221908047315347</td></tr>\n",
+       "<tr><td>141.0</td><td>-0.5835953732819252</td><td>0.1403536594851054</td><td>408189.51037352736</td><td>8</td><td>G9</td><td>G9</td><td>-318.0613922883886</td><td>257.56103705091067</td><td>-4.168814669278524</td><td>406.9746455568911</td><td>42.78021145261579</td><td>-7.7205873369774345</td></tr>\n",
+       "<tr><td>129.0</td><td>-1.8839431549239436</td><td>0.17276930854787279</td><td>754006.7210324671</td><td>9</td><td>G9</td><td>G9</td><td>-314.76326944605705</td><td>388.7002664206122</td><td>-16.451820387817044</td><td>497.26132875865756</td><td>-52.28135194127714</td><td>-20.791980720113642</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></tr>\n",
+       "<tr><td>133.50645007166747</td><td>-1.054822831364793</td><td>0.039</td><td>0.0</td><td>539990</td><td>G9</td><td>G9</td><td>-79.8825547888561</td><td>84.15967201379353</td><td>-2.136457148707545</td><td>115.97231035564926</td><td>-3.024378593683025</td><td>-3.14861352140955</td></tr>\n",
+       "<tr><td>131.29349214991277</td><td>-1.4155490616562405</td><td>0.263</td><td>2531908.9507234883</td><td>539991</td><td>G9</td><td>G9</td><td>-492.93262944805684</td><td>561.2219866194417</td><td>-18.458200485718706</td><td>745.210418755355</td><td>-48.28786753875636</td><td>-24.962256144970713</td></tr>\n",
+       "<tr><td>131.07975644173825</td><td>1.5754841720463562</td><td>0.039</td><td>0.0</td><td>539992</td><td>G9</td><td>G9</td><td>-76.2315958274737</td><td>87.44827068262462</td><td>3.1907921316305656</td><td>115.76258112186207</td><td>-7.9313868524418325</td><td>2.180668891276692</td></tr>\n",
+       "<tr><td>130.10107890087667</td><td>-1.9492216580184225</td><td>0.263</td><td>2531908.9507234883</td><td>539993</td><td>G9</td><td>G9</td><td>-481.0152208604691</td><td>571.2021075967167</td><td>-25.414763080580098</td><td>743.7798950189851</td><td>-63.771759185303665</td><td>-31.906599642987153</td></tr>\n",
+       "<tr><td>131.23082478694207</td><td>0.5143612706807854</td><td>0.039</td><td>0.0</td><td>539994</td><td>G9</td><td>G9</td><td>-76.4877337158053</td><td>87.27644905505124</td><td>1.0418414338400406</td><td>115.80344655689024</td><td>-7.628773776672105</td><td>0.03127973766386427</td></tr>\n",
+       "<tr><td>138.67050745008277</td><td>1.0530894787719864</td><td>0.263</td><td>2531908.9507234883</td><td>539995</td><td>G9</td><td>G9</td><td>-560.9886138201839</td><td>493.3524038268681</td><td>13.732494572312302</td><td>745.6231328006606</td><td>47.82602274003108</td><td>7.226062981855081</td></tr>\n",
+       "<tr><td>132.90671007455637</td><td>-1.5844953832820363</td><td>0.039</td><td>0.0</td><td>539996</td><td>G9</td><td>G9</td><td>-78.98043685349366</td><td>84.97311382861643</td><td>-3.20903769258932</td><td>115.900249344852</td><td>-4.237462526569786</td><td>-4.220606040512912</td></tr>\n",
+       "<tr><td>129.14000155557284</td><td>1.920821342459361</td><td>0.039</td><td>0.0</td><td>539997</td><td>G9</td><td>G9</td><td>-73.21443815911279</td><td>89.9619457362971</td><td>3.889957145926428</td><td>115.4126799951201</td><td>-11.842276175800095</td><td>2.8829140695205773</td></tr>\n",
+       "<tr><td>129.3709374548606</td><td>0.1968021866909635</td><td>0.263</td><td>2531908.9507234883</td><td>539998</td><td>G9</td><td>G9</td><td>-473.96878137021923</td><td>577.6161425010931</td><td>2.5664787950051844</td><td>743.5769137755283</td><td>-73.28975190773184</td><td>-3.9225208964046834</td></tr>\n",
+       "<tr><td>130.22134690385448</td><td>0.30919232435915944</td><td>0.039</td><td>0.0</td><td>539999</td><td>G9</td><td>G9</td><td>-74.9401718773138</td><td>88.61272944412077</td><td>0.6262760364855524</td><td>115.65042725371194</td><td>-9.667958171652636</td><td>-0.38296610452185254</td></tr>\n",
+       "</table>"
+      ],
+      "text/plain": [
+       "<Table length=540000>\n",
+       "     BOUND_RA           BOUND_DEC       ...    ROTCARTESIAN_Z   \n",
+       "     float64             float64        ...       float64       \n",
+       "------------------ -------------------- ... --------------------\n",
+       "             141.0  0.40063778486427637 ...  -0.3562827379473492\n",
+       "             141.0   0.9719219102434473 ...   1.0757457898906768\n",
+       "             129.0   2.7601640018222424 ...   14.525602792833633\n",
+       "             129.0     1.31087012077912 ...   3.4827308732609294\n",
+       "             141.0   2.6954966166290735 ...    20.74093260739289\n",
+       "             129.0   1.9719885776508628 ...    12.79904680659359\n",
+       "             129.0   1.7307081189790998 ...    5.316026278573695\n",
+       "             129.0 -0.09175657507305623 ...   -7.221908047315347\n",
+       "             141.0  -0.5835953732819252 ...  -7.7205873369774345\n",
+       "             129.0  -1.8839431549239436 ...  -20.791980720113642\n",
+       "               ...                  ... ...                  ...\n",
+       "133.50645007166747   -1.054822831364793 ...    -3.14861352140955\n",
+       "131.29349214991277  -1.4155490616562405 ...  -24.962256144970713\n",
+       "131.07975644173825   1.5754841720463562 ...    2.180668891276692\n",
+       "130.10107890087667  -1.9492216580184225 ...  -31.906599642987153\n",
+       "131.23082478694207   0.5143612706807854 ...  0.03127973766386427\n",
+       "138.67050745008277   1.0530894787719864 ...    7.226062981855081\n",
+       "132.90671007455637  -1.5844953832820363 ...   -4.220606040512912\n",
+       "129.14000155557284    1.920821342459361 ...   2.8829140695205773\n",
+       " 129.3709374548606   0.1968021866909635 ...  -3.9225208964046834\n",
+       "130.22134690385448  0.30919232435915944 ... -0.38296610452185254"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "bound = Table.read('/cosma5/data/durham/dc-wils7/GAMA4/randoms//randoms_G9_0.fits')\n",
+    "bound"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "6c808561",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x2b671b030160>]"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "pl.plot(bound['BOUND_RA'], bound['BOUND_DEC'], marker=',', lw=0.0)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "f7176b27",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x2b671b087eb8>]"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "pl.plot(bound['BOUND_RA'], bound['Z'], marker=',', lw=0.0)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "73cb7c2e",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(0.0, 1000.0)"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig = plt.figure(figsize=(10,10))\n",
+    "ax  = fig.add_subplot(projection='3d')\n",
+    "\n",
+    "pos = np.c_[bound['ROTCARTESIAN_X'], bound['ROTCARTESIAN_Y'], bound['ROTCARTESIAN_Z']]\n",
+    "\n",
+    "ax.scatter(pos[::10, 0],\\\n",
+    "           pos[::10, 1],\\\n",
+    "           pos[::10, 2],\\\n",
+    "           marker='.',\\\n",
+    "           lw=0.0)\n",
+    "\n",
+    "ax.set_xlim(0.0, 1000.)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "094417b5",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.6.5"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/docs/nb/sandbox/padded_hp.ipynb b/docs/nb/sandbox/padded_hp.ipynb
new file mode 100644
index 00000000..0f8e5564
--- /dev/null
+++ b/docs/nb/sandbox/padded_hp.ipynb
@@ -0,0 +1,401 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "c8bb34cf",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import os\n",
+    "import sys\n",
+    "import numpy as np\n",
+    "import pylab as pl\n",
+    "\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "# ring2nest(nside, ipix)\n",
+    "# import healpy as hp"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "32fd4a40",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "sys.path.append(os.environ['HOME'] + '/DESI/')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "c0cf7ef6",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# import pubplot"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "30a06ee7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def II(x):\n",
+    "    return int(np.floor(x)) "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "a12ea575",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def cp2props(p, nside=1):\n",
+    "    '''\n",
+    "    props of cap pixel.\n",
+    "    '''\n",
+    "    \n",
+    "    ph  = (p+1) / 2\n",
+    "    \n",
+    "    Iph = II(ph)\n",
+    "    \n",
+    "    # ring index: 1 <= i < nside\n",
+    "    i   = II(np.sqrt(ph - np.sqrt(Iph))) + 1\n",
+    "    \n",
+    "    if (i < 1) | (i >= nside):\n",
+    "        return None, None, None, None\n",
+    "    \n",
+    "    z   = 1 - i*i /3. / nside / nside\n",
+    "    \n",
+    "    # 1 <= j <= 4i\n",
+    "    j   = p + 1 - 2 * i *(i-1)\n",
+    "    \n",
+    "    if (j < 1) | (j > 4 * i):\n",
+    "        return None, None, None, None\n",
+    "    \n",
+    "    s   = 1\n",
+    "    phi = (np.pi / 2. / i) * (j - s/2)\n",
+    "    \n",
+    "    return i, j, phi, z"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "b2a46272",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def ep2props(p, nside=1):\n",
+    "    '''\n",
+    "    props of equatorial pixel.\n",
+    "    '''\n",
+    "    \n",
+    "    ph = p - 2 * nside * (nside - 1)\n",
+    "    \n",
+    "    # nside <= i <= 2 * nside\n",
+    "    i = II(ph / 4 / nside) + nside\n",
+    "    '''\n",
+    "    if (i < nside) | (i > 2 * nside):\n",
+    "        return None, None, None, None\n",
+    "    ''' \n",
+    "    # 1 <= j <= 4 * nside \n",
+    "    j = np.fmod(ph, 4 * nside) + 1\n",
+    "    '''\n",
+    "    if (j < 1) | (j > 4 * nside):\n",
+    "        return None, None, None, None\n",
+    "    '''\n",
+    "    z = 4./3. - 2 * i / 3. / nside\n",
+    "    \n",
+    "    # phase shift along the ring.\n",
+    "    s = np.fmod(i - nside + 1, 2)\n",
+    "    \n",
+    "    phi = (np.pi / 2. / nside) * (j - s/2)\n",
+    "        \n",
+    "    return i, j, phi, z"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "d0224728",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def hp_boundary(phis, k, nside=1, cap=True, reverse=True):\n",
+    "    # eqn. 22 of https://arxiv.org/pdf/astro-ph/0409513.pdf    \n",
+    "    phits_r = np.clip(np.fmod(phis, np.pi/2.), a_min=1.e-16, a_max=1.e99)\n",
+    "    phits   = 2. * np.fmod(phis, np.pi/2.) - np.pi\n",
+    "    \n",
+    "    if cap:        \n",
+    "        if reverse:\n",
+    "            z = 1. - (k*k /3./nside/nside) * (np.pi / 2. / phits_r)**2.\n",
+    "    \n",
+    "        else:\n",
+    "            z = 1. - (k*k /3./nside/nside) * (np.pi / (phits))**2.\n",
+    "    \n",
+    "        z[(z <= 2./3.)] = np.nan\n",
+    "        \n",
+    "    else:\n",
+    "        z = 2./3. -4.*k/3./nside + 8. * phis / 3. / np.pi\n",
+    "        z[(z >  2./3.) | (z < -2./3.)] = np.nan\n",
+    "    \n",
+    "    return  z"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "f67da814",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0, 0.5, '$z = \\\\cos(\\\\theta)$')"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "phis  = np.arange(0.0, 2.0 * np.pi, 1.e-3)\n",
+    "phits = np.fmod(phis, np.pi/2.)\n",
+    "\n",
+    "fig, ax = plt.subplots(1,1,figsize=(15, 10)) \n",
+    "\n",
+    "pl.sca(ax)\n",
+    "\n",
+    "pl.axhline( 2/3., c='k', lw=0.75)\n",
+    "pl.axhline(-2/3., c='k', lw=0.75)\n",
+    "\n",
+    "# pl.plot(phis / np.pi,  phits, c='k', lw=1.5)\n",
+    "\n",
+    "# BASE:\n",
+    "nside = 1\n",
+    "npix  = 12 * nside * nside\n",
+    "\n",
+    "for b in np.arange(0, 14, 1):\n",
+    "    pl.vlines(b / 2., color='k', lw=1.5, ymin=2./3., ymax=1.)\n",
+    "    pl.vlines(b / 2., color='k', lw=1.5, ymin=-1.0, ymax=-2./3.)\n",
+    "\n",
+    "for kk in np.arange(0, npix, 1):\n",
+    "    bs  = hp_boundary(phis, kk, nside=nside, cap=False)\n",
+    "    \n",
+    "    pl.plot(phis / np.pi,  bs, c='k', lw=1.5)\n",
+    "    pl.plot(phis / np.pi, -bs, c='k', lw=1.5)\n",
+    "\n",
+    "##  NSIDE\n",
+    "nside       = 8\n",
+    "npix        = 12 * nside * nside\n",
+    "nring       =  4 * nside -1 \n",
+    "nring_polar = nside - 1\n",
+    "\n",
+    "# N pixel-in-ring cap  = 4 * ring index.\n",
+    "# N pixel-in-ring belt = 4 * nside.\n",
+    "\n",
+    "nsouth      = npix \n",
+    "nsouth     -= (4 * nside) * (nring - 2 * (nside-1))\n",
+    "nsouth     /= 2\n",
+    "nsouth      = int(nsouth)\n",
+    "\n",
+    "ks    = np.arange(0, npix, 1)\n",
+    "\n",
+    "for k in ks: \n",
+    "    # PIXEL CENTERS\n",
+    "    i, j, phi, z = cp2props(k, nside=nside)\n",
+    "    \n",
+    "    bs  = hp_boundary(phis, k, nside=nside, cap=False)\n",
+    "    \n",
+    "    pl.plot(phis / np.pi,  bs, c='k', lw=0.5)\n",
+    "    pl.plot(phis / np.pi, -bs, c='k', lw=0.5)\n",
+    "    \n",
+    "    if (i == None) | (j == None):\n",
+    "        i, j, phi, z = ep2props(k, nside=nside)                \n",
+    "\n",
+    "        if (z > 2./3.) | (z < -2./3.):\n",
+    "            continue\n",
+    "        \n",
+    "        # pl.plot(phi / np.pi,  z, marker='^', c='k', markersize=2)\n",
+    "        # pl.plot(phi / np.pi, -z, marker='^', c='k', markersize=2)\n",
+    "\n",
+    "        plt.text(phi / np.pi,   z, f'{k}', horizontalalignment='center', verticalalignment='center')\n",
+    "\n",
+    "        if (z == 2./3.):\n",
+    "            # Equidistant spacing on a ring. TBC.\n",
+    "            plt.text(2. - phi / np.pi,  -z,  '{}'.format(npix - k - 1), horizontalalignment='center', verticalalignment='center')\n",
+    "        \n",
+    "        continue\n",
+    "    \n",
+    "    bs = hp_boundary(phis, k, nside=nside, cap=True, reverse=False)\n",
+    "    pl.plot(phis / np.pi,   bs, c='k', lw=0.5)\n",
+    "    pl.plot(phis / np.pi,  -bs, c='k', lw=0.5)\n",
+    "    \n",
+    "    bs = hp_boundary(phis, k, nside=nside, cap=True, reverse=True)\n",
+    "    pl.plot(phis / np.pi,   bs, c='k', lw=0.5)\n",
+    "    pl.plot(phis / np.pi,  -bs, c='k', lw=0.5)\n",
+    "    \n",
+    "    # pl.plot(phi / np.pi,  z, marker='^', c='m', markersize=2)\n",
+    "    # pl.plot(phi / np.pi, -z, marker='^', c='m', markersize=2)\n",
+    "     \n",
+    "    plt.text(phi / np.pi,   z, f'{k}',              horizontalalignment='center', verticalalignment='center')\n",
+    "    \n",
+    "    # Equidistant spacing on a ring. TBC.\n",
+    "    plt.text(2. - phi / np.pi,  -z, '{}'.format(npix-k), horizontalalignment='center', verticalalignment='center')\n",
+    "    \n",
+    "pl.title(f'NSIDE: {nside}, NPIX: {npix}, NRING: {nring}, NRING POLAR: {nring_polar}, NSOUTH: {nsouth}', fontsize=20)\n",
+    "    \n",
+    "pl.xlim(0.,  2.)\n",
+    "pl.ylim(-1., 1.)\n",
+    "\n",
+    "pl.xlabel(r'$\\phi / \\pi$',       fontsize=20)\n",
+    "pl.ylabel(r'$z = \\cos(\\theta)$', fontsize=20)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 75,
+   "id": "048b0868",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def int2vec(integer):\n",
+    "    return [np.int(x) for x in list(bin(integer)[2:].zfill(2))]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 99,
+   "id": "8db78023",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def displace(quadrant):\n",
+    "    _displacement               = np.zeros(4).reshape(2, 2)\n",
+    "    \n",
+    "    perturb_idx                 = tuple(int2vec(quadrant))\n",
+    "    \n",
+    "    # print(perturb_idx)\n",
+    "    \n",
+    "    _displacement[perturb_idx] += 1.0\n",
+    "    \n",
+    "    return _displacement"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 113,
+   "id": "483b6a03",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "class pixel():    \n",
+    "    def __init__(self, nside=1, max_levels=1, parent=None, quadrant=None):\n",
+    "        _displacement = np.zeros(4).reshape(2, 2)\n",
+    "        \n",
+    "        if quadrant != None:\n",
+    "            perturb_idx                = int2vec(quadrant)\n",
+    "            _displacement[perturb_idx] = displace(quadrant)\n",
+    "            \n",
+    "        if (nside == 1):            \n",
+    "            self.level    = 0\n",
+    "            self.quadrant = quadrant\n",
+    "            self.parent   = parent\n",
+    "        \n",
+    "            # Fig. 1 of https://arxiv.org/pdf/astro-ph/0409513.pdf\n",
+    "            # bottom right, top right, bottom left, top left.\n",
+    "            self.center       = [0.5 * displace(3)]\n",
+    "            self.corners      = [displace(q) for q in range(4)]\n",
+    "            self.displacement = None\n",
+    "        \n",
+    "        else:\n",
+    "            self.parent       = parent\n",
+    "            self.level        = parent.level + 1\n",
+    "            \n",
+    "            self.center       = [parent.corners[0] + 0.5 * displace(3)]\n",
+    "            self.corners      = [parent.corners[0] + displace(q) for q in range(4)]\n",
+    "        \n",
+    "            # print('----  {}  ----'.format(self.level))\n",
+    "            # print(self.center)\n",
+    "        \n",
+    "        if self.level > max_levels:\n",
+    "            self.children     = None\n",
+    "        \n",
+    "        else:\n",
+    "            self.children     = {}\n",
+    "            \n",
+    "            for quad in range(4):\n",
+    "                self.children[quad] = pixel(nside + 1, parent=self, quadrant=quad)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 114,
+   "id": "3d540c93",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/tmp/ipykernel_179369/902373251.py:2: DeprecationWarning: `np.int` is a deprecated alias for the builtin `int`. To silence this warning, use `int` by itself. Doing this will not modify any behavior and is safe. When replacing `np.int`, you may wish to use e.g. `np.int64` or `np.int32` to specify the precision. If you wish to review your current use, check the release note link for additional information.\n",
+      "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n",
+      "  return [np.int(x) for x in list(bin(integer)[2:].zfill(2))]\n"
+     ]
+    }
+   ],
+   "source": [
+    "x = pixel(max_levels=1)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d409acbb",
+   "metadata": {},
+   "source": [
+    "# Done."
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "lumfn",
+   "language": "python",
+   "name": "lumfn"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.9"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}

From 3eaf8daf6cde48d528c06cc15e047ae730ccd577 Mon Sep 17 00:00:00 2001
From: sgmAstro <sgmoore@alumni.princeton.edu>
Date: Fri, 25 Feb 2022 13:56:08 +0000
Subject: [PATCH 17/24] Remove erroneous finds

---
 findfile.py | 10 +---------
 1 file changed, 1 insertion(+), 9 deletions(-)

diff --git a/findfile.py b/findfile.py
index 059209e7..1b12d33b 100644
--- a/findfile.py
+++ b/findfile.py
@@ -148,10 +148,6 @@ def findfile(ftype, dryrun=False, prefix=None, field=None, utier='{utier}', surv
                       'randoms':            {'dir': rand_dir, 'id': 'randoms',                'ftype': realz},\
                       'randoms_n8':         {'dir': rand_dir, 'id': 'randoms_N8',             'ftype': realz},\
                       'randoms_bd':         {'dir': rand_dir, 'id': 'randoms_bd',             'ftype': realz},\
-                      #'randoms_ddp1':       {'dir': rand_dir, 'id': 'randoms_ddp1',           'ftype': realz},\
-                      #'randoms_ddp1_n8':    {'dir': rand_dir, 'id': 'randoms_ddp1_N8',        'ftype': realz},\
-                      #'randoms_ddp1_bd':    {'dir': rand_dir, 'id': 'randoms_ddp1_bd',        'ftype': realz},\
-                      #'randoms_ddp1_bd_n8': {'dir': rand_dir, 'id': 'randoms_ddp1_bd_ddp_n8', 'ftype': realz},\
                       'randoms_bd_ddp_n8':  {'dir': rand_dir, 'id': 'randoms_bd_ddp_n8',      'ftype': realz}
                      }
         
@@ -159,7 +155,7 @@ def findfile(ftype, dryrun=False, prefix=None, field=None, utier='{utier}', surv
         fpath      = f'' + parts['dir'] + '/{}_{}_{}{}.fits'.format(parts['id'], field, parts['ftype'], dryrun)
 
         if prefix != None:
-            #assert 'randoms' in prefix;
+            assert 'randoms' in prefix;
             
             dirname = os.path.dirname(fpath)
             fpath = os.path.basename(fpath)
@@ -191,10 +187,6 @@ def file_check(dryrun=None, survey='gama'):
         fpaths.append(findfile('randoms',            dryrun=False, prefix='', field=field))
         fpaths.append(findfile('randoms_n8',         dryrun=False, prefix='', field=field))
         fpaths.append(findfile('randoms_bd',         dryrun=False, prefix='', field=field))
-        fpaths.append(findfile('randoms_ddp1',       dryrun=False, prefix='', field=field))
-        fpaths.append(findfile('randoms_ddp1_n8',    dryrun=False, prefix='', field=field))
-        fpaths.append(findfile('randoms_ddp1_bd',    dryrun=False, prefix='', field=field))
-        fpaths.append(findfile('randoms_ddp1_bd_n8', dryrun=False, prefix='', field=field))
         fpaths.append(findfile('randoms_bd_ddp_n8',  dryrun=False, prefix='', field=field))
 
         for ii, _ in enumerate(d8_limits):

From 2de5c56079499402bdffcefc2bfff9f6964ba014 Mon Sep 17 00:00:00 2001
From: sgmAstro <sgmoore@alumni.princeton.edu>
Date: Fri, 25 Feb 2022 13:56:29 +0000
Subject: [PATCH 18/24] Clean header (?)

---
 gama_gold.py | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/gama_gold.py b/gama_gold.py
index 4681914a..b74704e4 100644
--- a/gama_gold.py
+++ b/gama_gold.py
@@ -101,6 +101,9 @@ def gama_gold(args):
     idx   = np.random.choice(np.arange(len(dat)), 5000, replace=False)
     dat   = dat[idx]
     
+    dat.meta = dat.meta = {'AREA': dat.meta['AREA'],\
+                           'GOLD_NGAL': dat.meta['GOLD_NGAL']}
+    
     dat.write(os.environ['CODE_ROOT'] + '/data/gama_gold_dryrun.fits', format='fits', overwrite=True)
 
 

From 9c43f554a0b0021bfb7bd6d000ff3a788a79a9b4 Mon Sep 17 00:00:00 2001
From: sgmAstro <sgmoore@alumni.princeton.edu>
Date: Fri, 25 Feb 2022 13:58:18 +0000
Subject: [PATCH 19/24] Additional preliminary nb changes

---
 docs/nb/d8LF_qa.ipynb       | 223 ++++-----
 docs/nb/ddp_QA.ipynb        | 435 ++++++++++--------
 docs/nb/desi_qa.ipynb       | 477 ++++++++++---------
 docs/nb/randoms_n8_qa.ipynb | 879 ++++++++++++++----------------------
 docs/nb/zmax_catQA.ipynb    |  44 +-
 5 files changed, 944 insertions(+), 1114 deletions(-)

diff --git a/docs/nb/d8LF_qa.ipynb b/docs/nb/d8LF_qa.ipynb
index ee77e1ce..9cc4be90 100644
--- a/docs/nb/d8LF_qa.ipynb
+++ b/docs/nb/d8LF_qa.ipynb
@@ -3,7 +3,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "3f399d52",
+   "id": "b6ec34f4",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "id": "584b6e47",
+   "id": "f948345d",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -30,46 +30,59 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
-   "id": "3ddd8854",
+   "execution_count": 11,
+   "id": "40690aa6",
    "metadata": {},
    "outputs": [],
    "source": [
     "import pubplot\n",
     "\n",
-    "from schechter import schechter, named_schechter\n",
-    "from gama_limits import gama_field\n",
-    "from delta8_limits import d8_limits, delta8_tier"
+    "from schechter     import schechter, named_schechter\n",
+    "from gama_limits   import gama_field\n",
+    "from delta8_limits import d8_limits, delta8_tier\n",
+    "from findfile      import findfile"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
-   "id": "e8caafed",
+   "execution_count": 13,
+   "id": "6a56da0a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "version = 'latest'\n",
+    "survey  = 'gama'\n",
+    "dryrun  = False"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "91e2629e",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "'/cosma/home/durham/dc-wils7/data/GAMA4/gama_gold_ddp_n8.fits'"
+       "'/cosma/home/durham/dc-moor2/data/v1/gama_gold_ddp_n8.fits'"
       ]
      },
-     "execution_count": 4,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "root = '{}/data/GAMA4/'.format(os.environ['HOME'])\n",
-    "\n",
-    "fpath = root + 'gama_gold_ddp_n8.fits'\n",
+    "#root = '{}/data/GAMA4/'.format(os.environ['HOME'])\n",
+    "#fpath = root + 'gama_gold_ddp_n8.fits'\n",
+    "fpath =  findfile(ftype='ddp_n8', version=version, dryrun=dryrun, survey=survey)\n",
     "fpath"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
-   "id": "9f9b5862",
+   "execution_count": 16,
+   "id": "5520cf6d",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -78,21 +91,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
-   "id": "847bb81c",
+   "execution_count": 18,
+   "id": "d798ae94",
    "metadata": {},
    "outputs": [],
    "source": [
     "#ddps = fits.open(root + '/global/cscratch1/sd/mjwilson/norberg/GAMA4/gama_gold_ddp_n8.fits')\n",
-    "ddps = fits.open(root+'gama_gold_ddp_n8.fits')\n",
+    "#ddps = fits.open(root+'gama_gold_ddp_n8.fits')\n",
+    "\n",
+    "ddps = fits.open(fpath)\n",
     "ddps = ddps[1].header\n",
     "#ddps"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
-   "id": "c52524d1",
+   "execution_count": 19,
+   "id": "8e80ec51",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -101,8 +116,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
-   "id": "60118a5c",
+   "execution_count": 20,
+   "id": "ffcc080f",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -111,18 +126,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
-   "id": "07bf1ad0",
+   "execution_count": 24,
+   "id": "cc2396bc",
    "metadata": {},
    "outputs": [],
    "source": [
-    "randoms = Table.read('{}/data/GAMA4/randoms/randoms_bd_ddp_n8_{}_0.fits'.format(os.environ['HOME'], field))"
+    "fpath =  findfile(ftype='randoms_bd_ddp_n8', field=field, version=version, dryrun=dryrun, survey=survey)\n",
+    "randoms = Table.read(fpath)\n",
+    "#randoms = Table.read('{}/data/GAMA4/randoms/randoms_bd_ddp_n8_{}_0.fits'.format(os.environ['HOME'], field))"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 56,
-   "id": "9ee241a8",
+   "id": "18bc0c80",
    "metadata": {},
    "outputs": [
     {
@@ -183,20 +200,10 @@
     "    plt.show()"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "id": "a1c25107",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# ddp.meta['DDP1_ZMIN']"
-   ]
-  },
   {
    "cell_type": "code",
    "execution_count": 55,
-   "id": "1feeabf1",
+   "id": "a5fd5bb8",
    "metadata": {},
    "outputs": [
     {
@@ -256,14 +263,8 @@
     "    pl.plot(ref['MS'], np.log10(ref['d{}_REFSCHECHTER'.format(i)]), label=label, alpha=0.5, c=colors[i])\n",
     "    pl.plot(lf['MEDIAN_M'], np.log10(lf['PHI_IVMAX']), label='', marker='.', lw=0.0, c=colors[i], markersize=4)\n",
     "\n",
-    "    # pl.plot(ref['MS'], np.log10(ref['d{}_REFSCHECHTER'.format(i)]), label=r'${} \\leq \\delta_8$'.format(d8_limits[i][0], d8_limits[i][1]), alpha=0.5, c=colors[i])\n",
-    "    #pl.plot(lf['MEDIAN_M'], np.log10(lf['PHI_IVMAX']), label=r'${:.2f} < \\phi < {:.2f}$'.format(ddp.meta['DDP1_ZMIN'], ddp.meta['DDP1_ZMAX']), marker='.', lw=0.0, c=colors[i])\n",
-    "    # pl.plot(lf['MEDIAN_M'], np.log10(lf['PHI_IVMAX']), label='', marker='.', lw=0.0, c=colors[i], markersize=4)\n",
-    "\n",
     "plt.xlabel(r'$M_r^e - 5 \\log_{10}(h)$')\n",
     "plt.ylabel(r'$\\log_{10} \\left[ \\frac{\\phi_\\delta(M)}{h^{-3} {\\rm Mpc}^{3} {\\rm Mag}^{}} \\right] $')\n",
-    "#plt.ylabel(r'$\\log_{10}  \\frac{\\phi_\\delta(M)}{h^{-3} {\\rm Mpc}^{3} {\\rm Mag}^{}} $')\n",
-    "\n",
     "\n",
     "pl.xlim(-16., -23.0)\n",
     "pl.ylim(-5, -0.5)\n",
@@ -273,9 +274,23 @@
    ]
   },
   {
-   "cell_type": "raw",
-   "id": "7ee4fbc8",
+   "cell_type": "code",
+   "execution_count": 35,
+   "id": "ae27159a",
    "metadata": {},
+   "outputs": [
+    {
+     "ename": "IndexError",
+     "evalue": "Replacement index 2 out of range for positional args tuple",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mIndexError\u001b[0m                                Traceback (most recent call last)",
+      "\u001b[0;32m/tmp/ipykernel_129470/1842464414.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      6\u001b[0m     \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m4\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      7\u001b[0m         \u001b[0mddp\u001b[0m  \u001b[0;34m=\u001b[0m \u001b[0mTable\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mroot\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;34m'_{}_ddp_n8_d0_{}.fits'\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfield\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mi\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 8\u001b[0;31m         \u001b[0mvmax\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mTable\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mroot\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;34m'{}_gold_{}_ddp_n8_d0_{}_vmax.fits'\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfield\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mi\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'VMAX'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      9\u001b[0m         \u001b[0mlf\u001b[0m   \u001b[0;34m=\u001b[0m \u001b[0mTable\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mroot\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;34m'{}_gold_{}_ddp_n8_d0_{}_lumfn.fits'\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfield\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mi\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'VMAX'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     10\u001b[0m         \u001b[0mref\u001b[0m  \u001b[0;34m=\u001b[0m \u001b[0mTable\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mroot\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;34m'{}_gold_{}_ddp_n8_d0_{}_lumfn.fits'\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfield\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mi\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'REFERENCE'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;31mIndexError\u001b[0m: Replacement index 2 out of range for positional args tuple"
+     ]
+    }
+   ],
    "source": [
     "colors   = plt.rcParams['axes.prop_cycle'].by_key()['color']\n",
     "\n",
@@ -297,7 +312,6 @@
     "        else:\n",
     "            pl.plot(ref['MS'], np.log10(ref['d{}_REFSCHECHTER'.format(i)]), alpha=0.5, c=colors[i])\n",
     "\n",
-    "        \n",
     "        pl.plot(lf['MEDIAN_M'], np.log10(lf['PHI_IVMAX']), label='', c=colors[i])\n",
     "\n",
     "pl.xlabel(r'$M_r^e - 5 \\log_{10}(h)$')\n",
@@ -314,7 +328,7 @@
   {
    "cell_type": "code",
    "execution_count": 20,
-   "id": "1e8ae383",
+   "id": "1cf0e427",
    "metadata": {},
    "outputs": [
     {
@@ -351,7 +365,7 @@
   {
    "cell_type": "code",
    "execution_count": 21,
-   "id": "e952ad23",
+   "id": "4c1348fe",
    "metadata": {},
    "outputs": [
     {
@@ -510,7 +524,7 @@
   {
    "cell_type": "code",
    "execution_count": 22,
-   "id": "177147dc",
+   "id": "3b0dcf69",
    "metadata": {},
    "outputs": [
     {
@@ -531,7 +545,7 @@
   {
    "cell_type": "code",
    "execution_count": 23,
-   "id": "0f3e34d8",
+   "id": "9efa7edc",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -547,7 +561,7 @@
   {
    "cell_type": "code",
    "execution_count": 24,
-   "id": "546311f2",
+   "id": "8d3390bd",
    "metadata": {},
    "outputs": [
     {
@@ -583,23 +597,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "ef0caddf",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "215c92fd",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "33d36149",
+   "id": "4777db71",
    "metadata": {},
    "outputs": [],
    "source": []
@@ -607,7 +605,7 @@
   {
    "cell_type": "code",
    "execution_count": 114,
-   "id": "23630150",
+   "id": "cade49ca",
    "metadata": {},
    "outputs": [
     {
@@ -647,24 +645,17 @@
     "colour = ['blue', 'red', 'green', 'black']\n",
     "\n",
     "for idx in range(4):\n",
-    "    LF_G9  = Table.read(root + 'gama_gold_G9_ddp_n8_d0_{}_lumfn.fits'.format(idx))\n",
-    "    LF_G12 = Table.read(root + 'gama_gold_G12_ddp_n8_d0_{}_lumfn.fits'.format(idx))\n",
-    "    LF_G15 = Table.read(root + 'gama_gold_G15_ddp_n8_d0_{}_lumfn.fits'.format(idx))\n",
+    "    LF_G9  = Table.read(root + '{}_gold_G9_ddp_n8_d0_{}_lumfn.fits'.format(survey, idx))\n",
+    "    LF_G12 = Table.read(root + '{}_gold_G12_ddp_n8_d0_{}_lumfn.fits'.format(survey, idx))\n",
+    "    LF_G15 = Table.read(root + '{}_gold_G15_ddp_n8_d0_{}_lumfn.fits'.format(survey, idx))\n",
     "\n",
     "    LF_G9_ref  = Table.read(root + 'gama_gold_G9_ddp_n8_d0_{}_lumfn.fits'.format(idx), 'REFERENCE')\n",
     "    LF_G12_ref = Table.read(root + 'gama_gold_G12_ddp_n8_d0_{}_lumfn.fits'.format(idx), 'REFERENCE')\n",
     "    LF_G15_ref = Table.read(root + 'gama_gold_G15_ddp_n8_d0_{}_lumfn.fits'.format(idx), 'REFERENCE')\n",
     "    \n",
     "    x =np.c_[bin_centres, np.array(LF_G9['PHI_IVMAX']), np.array(LF_G12['PHI_IVMAX']), np.array(LF_G15['PHI_IVMAX'])]\n",
-    "    #x=np.c_[bin_centres, np.array(LF_G9['PHI_IVMAX']/LF_G9['d{}_REFSCHECHTER'.format(idx)]), np.array(LF_G12['PHI_IVMAX']/LF_G12['d{}_REFSCHECHTER'.format(idx)]), np.array(LF_G15['PHI_IVMAX']/LF_G15['d{}_REFSCHECHTER'.format(idx)])]\n",
-    "\n",
-    "    #x_err =np.c_[bin_centres, np.array(LF_G9['PHI_IVMAX_ERROR']), np.array(LF_G12['PHI_IVMAX_ERROR']), np.array(LF_G15['PHI_IVMAX_ERROR'])]\n",
-    "\n",
     "    x_ref=np.c_[LF_G9_ref['MS'], np.array(LF_G9_ref['d{}_REFSCHECHTER'.format(idx)]), np.array(LF_G12_ref['d{}_REFSCHECHTER'.format(idx)]), np.array(LF_G15_ref['d{}_REFSCHECHTER'.format(idx)])]\n",
     "\n",
-    "    \n",
-    "    #x=np.c_[bin_centres, np.array(LF_G9['PHI_IVMAX']/LF_G9['d{}_REFSCHECHTER'.format(idx)]), np.array(LF_G12['PHI_IVMAX']/LF_G12['d{}_REFSCHECHTER'.format(idx)]), np.array(LF_G15['PHI_IVMAX']/LF_G15['d{}_REFSCHECHTER'.format(idx)])]\n",
-    "\n",
     "    LF_mean = np.mean(x[:,1:], axis=1)\n",
     "    LF_std = np.std(x[:,1:], axis=1) / np.sqrt(3)\n",
     "\n",
@@ -674,22 +665,15 @@
     "    pl.plot(bin_centres, np.log10(LF_mean), label='d{}'.format(idx), color=colour[idx])\n",
     "    pl.plot(LF_G9_ref['MS'], np.log10(LF_ref_mean), alpha=0.5, color=colour[idx])\n",
     "    #pl.errorbar(bin_centres, np.log10(LF_mean), np.log10(LF_std), label='d{}'.format(idx), color=colour[idx])\n",
-    "\n",
     "    \n",
     "#plt.scatter(TMR_d0['M_R'], TMR_d0['LOGPHI'], marker='x', color='blue')\n",
     "#plt.scatter(TMR_d1['M_R'], TMR_d1['LOGPHI'], marker='x', color='orange')\n",
     "#plt.scatter(TMR_d2['M_R'], TMR_d2['LOGPHI'], marker='x', color='green')\n",
     "#plt.scatter(TMR_d3['M_R'], TMR_d3['LOGPHI'], marker='x', color='black')\n",
     "\n",
-    "plt.xlabel(r'$M_r$ - 5 log(h)', fontsize=14)\n",
-    "plt.ylabel(r'$\\log_{10}|\\phi(L)|$ [h$^3$ Mpc$^{-3}$ Mag$^{-1}$]', fontsize=14)\n",
-    "\n",
-    "\n",
-    "\n",
     "plt.xlabel(r'$M_r^e - 5 \\log_{10}(h)$', fontsize=14)\n",
     "plt.ylabel(r'$\\log_{10} \\left[ \\frac{\\phi_\\delta(M)}{h^{-3} {\\rm Mpc}^{3} {\\rm Mag}^{}} \\right] $')\n",
-    "\n",
-    "plt.title(r'GAMA DDP LFs (All Fields)')\n",
+    "plt.title(r'{} DDP LFs (All Fields)'.format(survey))\n",
     "\n",
     "pl.ylim(-5.5, -.5)\n",
     "pl.xlim(-22.5, -15.5)\n",
@@ -704,7 +688,7 @@
   {
    "cell_type": "code",
    "execution_count": 233,
-   "id": "7690d8de",
+   "id": "3b4bccdb",
    "metadata": {},
    "outputs": [
     {
@@ -731,59 +715,17 @@
   {
    "cell_type": "code",
    "execution_count": 236,
-   "id": "775f800c",
+   "id": "649c00f6",
    "metadata": {},
    "outputs": [],
    "source": [
     "test_curve = interp1d(LF_G9['MEDIAN_M'], LF_G9['PHI_IVMAX'], kind='linear', copy=True, bounds_error=False, fill_value=0.0, assume_sorted=False)"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": 237,
-   "id": "aaa79ddf",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<scipy.interpolate.interpolate.interp1d at 0x7f1cd3e6cb30>"
-      ]
-     },
-     "execution_count": 237,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "test_curve"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 239,
-   "id": "0997cd36",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array(0.03405667)"
-      ]
-     },
-     "execution_count": 239,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "test_curve(-20)"
-   ]
-  },
   {
    "cell_type": "code",
    "execution_count": 241,
-   "id": "f95e81ab",
+   "id": "ef66361f",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -793,7 +735,7 @@
   {
    "cell_type": "code",
    "execution_count": 123,
-   "id": "144f66b4",
+   "id": "7a5cba9c",
    "metadata": {},
    "outputs": [
     {
@@ -859,15 +801,10 @@
     "    \n",
     "    #pl.errorbar(gama_lf['MEDIAN_M'], np.log10(gama_lf['PHI_N']), gama_lf['PHI_N_ERROR'] / gama_lf['PHI_N'] / np.log(10.), label='NOWEIGHT', alpha=0.4)\n",
     "    #pl.errorbar(gama_lf['MEDIAN_M'], np.log10(gama_lf['PHI_IVMAX']), gama_lf['PHI_IVMAX_ERROR'] / gama_lf['PHI_IVMAX'] / np.log(10.), label='IVMAX')\n",
-    "\n",
     "    \n",
-    "\n",
-    "plt.ylabel(r'$\\log_{10} \\left[ \\frac{\\phi_\\delta(M)}{\\phi_{ref}(M)} \\right]$', fontsize=14)\n",
-    "\n",
     "plt.xlabel(r'$M_r^e - 5 \\log_{10}(h)$', fontsize=14)\n",
-    "\n",
-    "\n",
-    "plt.title(r'GAMA DDP LF Ratios (All Fields)')\n",
+    "plt.ylabel(r'$\\log_{10} \\left[ \\frac{\\phi_\\delta(M)}{\\phi_{ref}(M)} \\right]$', fontsize=14)\n",
+    "plt.title(r'{} DDP LF Ratios (All Fields)'.format(survey))\n",
     "\n",
     "#pl.ylim(-4.25, -.75)\n",
     "pl.xlim(-22.5, -15.5)\n",
@@ -883,7 +820,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "53a1bb2d",
+   "id": "2aab7542",
    "metadata": {},
    "source": [
     "# Done."
@@ -892,7 +829,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "lumfn",
+   "display_name": "Lumfn",
    "language": "python",
    "name": "lumfn"
   },
diff --git a/docs/nb/ddp_QA.ipynb b/docs/nb/ddp_QA.ipynb
index 51c589c3..eb3c31f1 100644
--- a/docs/nb/ddp_QA.ipynb
+++ b/docs/nb/ddp_QA.ipynb
@@ -2,8 +2,8 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
-   "id": "2f9875b4",
+   "execution_count": 22,
+   "id": "7f160abd",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -20,8 +20,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
-   "id": "f050e1e1",
+   "execution_count": 23,
+   "id": "fe20b415",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -30,18 +30,31 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
-   "id": "57475d48",
+   "execution_count": 24,
+   "id": "9e980be3",
    "metadata": {},
    "outputs": [],
    "source": [
-    "import pubplot"
+    "import pubplot\n",
+    "from   findfile import findfile"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
-   "id": "363a1ce8",
+   "execution_count": 30,
+   "id": "9ca64213",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "version = 'latest'\n",
+    "survey  = 'gama'\n",
+    "dryrun  = False"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "id": "f6fe5c82",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -61,15 +74,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
-   "id": "566eb808",
+   "execution_count": 32,
+   "id": "dbd85e95",
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "/cosma/home/durham/dc-wils7/DESI/docs/nb\n"
+      "/cosma/home/durham/dc-moor2/DESI/docs/nb\n"
      ]
     }
    ],
@@ -79,8 +92,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
-   "id": "c70cceb7",
+   "execution_count": 33,
+   "id": "8d67b017",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -89,8 +102,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
-   "id": "f8720fce",
+   "execution_count": 34,
+   "id": "2d6f2b21",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -99,228 +112,256 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
-   "id": "9ce33bf6",
+   "execution_count": 35,
+   "id": "649fffdc",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
        "<div><i>Table length=113687</i>\n",
-       "<table id=\"table139830298795072\" 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><th>CARTESIAN_X</th><th>CARTESIAN_Y</th><th>CARTESIAN_Z</th><th>GMR</th><th>REST_GMR_0P1</th><th>REST_GMR_0P1_WARN</th><th>REST_GMR_0P1_INDEX</th><th>KCORR_R0P1</th><th>KCORR_G0P1</th><th>KCORR_R0P0</th><th>KCORR_G0P0</th><th>REST_GMR_0P0</th><th>Q_COLOR_0P0</th><th>EQ_ALL_0P0</th><th>EQ_COLOR_0P0</th><th>MALL_0P0</th><th>MCOLOR_0P0</th><th>Z_THETA_QALL</th><th>Z_THETA_QCOLOR</th><th>DDPKCORR_R0P1</th><th>DDPKCORR_G0P1</th><th>DDPKCORR_R0P0</th><th>DDPKCORR_G0P0</th><th>DDPMALL_0P0</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>Mpc</th><th></th><th></th><th></th><th></th><th></th><th>mag</th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th>mag</th><th>mag</th><th></th><th></th><th>mag</th><th>mag</th><th></th><th></th><th></th><th></th><th></th><th></th><th>mag</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><th>float64</th><th>float64</th><th>float64</th><th>float32</th><th>float64</th><th>int32</th><th>int64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float32</th><th>float32</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th></tr></thead>\n",
-       "<tr><td>186621</td><td>587725041704829065</td><td>185.22637399</td><td>-1.48484552</td><td>19.707304</td><td>0.15655</td><td>4</td><td>G12_Y3_013_084</td><td>5</td><td>21.00796</td><td>20.179195</td><td>19.758118</td><td>19.538584</td><td>19.657133</td><td>526.2218840329729</td><td>38.60584452582876</td><td>G12</td><td>-452.949002915617</td><td>-41.43182242297258</td><td>-11.790018871544799</td><td>0.42107773</td><td>0.3371333695571266</td><td>0</td><td>2</td><td>-0.11110247733432752</td><td>-0.027158118619969737</td><td>0.06198855923223209</td><td>0.15099516113794287</td><td>0.33207112636577363</td><td>2.12</td><td>-0.15185352</td><td>-0.331886</td><td>-18.808675567508615</td><td>-18.628643090725816</td><td>38.51597956836311</td><td>38.33594709158031</td><td>-0.06727912768008276</td><td>0.029344341562804438</td><td>0.14944575068211835</td><td>0.29451963127646774</td><td>-18.8961327589585</td></tr>\n",
-       "<tr><td>543518</td><td>588848898852848091</td><td>211.76792957</td><td>-0.89235905</td><td>19.017689</td><td>0.05258</td><td>4</td><td>G15_Y3_013_228</td><td>6</td><td>20.9524</td><td>19.807358</td><td>19.110891</td><td>18.695219</td><td>18.314579</td><td>164.25889781301044</td><td>36.07764452179613</td><td>G15</td><td>-132.65873114579134</td><td>-82.14913456297639</td><td>-2.4303746870844907</td><td>0.69646645</td><td>0.7649974613944354</td><td>0</td><td>5</td><td>-0.15789098198346954</td><td>-0.22642199745535949</td><td>0.06992529999751626</td><td>0.0987676138300845</td><td>0.6676241320902834</td><td>0.8</td><td>-0.0510026</td><td>-0.042064</td><td>-17.078878471273992</td><td>-17.087817070651862</td><td>36.09656722249469</td><td>36.10550582187256</td><td>-0.14680015512782418</td><td>-0.19364531489911876</td><td>0.06992472323437693</td><td>0.07152997481454451</td><td>-17.07887789451085</td></tr>\n",
-       "<tr><td>145492</td><td>587724650869751862</td><td>184.80116057</td><td>-1.36268178</td><td>18.077238</td><td>0.10614</td><td>4</td><td>G12_Y1_IS1_187</td><td>6</td><td>19.808687</td><td>18.545658</td><td>18.033491</td><td>17.711723</td><td>17.538279</td><td>344.76795967919503</td><td>37.68763449369432</td><td>G12</td><td>-310.50414838876634</td><td>-26.080095695731455</td><td>-7.412209189910756</td><td>0.512167</td><td>0.5042607723990307</td><td>0</td><td>3</td><td>-0.1005257374319281</td><td>-0.09261953290224781</td><td>0.09945360289805828</td><td>0.13844408330998506</td><td>0.4731764965167842</td><td>2.12</td><td>-0.1029558</td><td>-0.22501679</td><td>-19.606894210431527</td><td>-19.484833226058434</td><td>37.68413229331727</td><td>37.56207130894418</td><td>-0.09889375873716971</td><td>-0.09026459990901585</td><td>0.1178311196250314</td><td>0.1749106898046474</td><td>-19.6252717271585</td></tr>\n",
-       "<tr><td>136410</td><td>587724650328490122</td><td>174.75681895</td><td>-1.77149809</td><td>18.929632</td><td>0.10328</td><td>5</td><td>369383993293957120</td><td>6</td><td>19.882893</td><td>19.167995</td><td>18.922789</td><td>18.57444</td><td>18.607363</td><td>334.80363253505897</td><td>37.623950806662464</td><td>G12</td><td>-302.0479121081842</td><td>27.718053402410643</td><td>-9.381089858155741</td><td>0.24520683</td><td>0.24179980777578158</td><td>0</td><td>2</td><td>-0.10417277610092178</td><td>-0.10076575099096118</td><td>0.060910488024232726</td><td>0.05270176921079077</td><td>0.25341555169918417</td><td>2.12</td><td>-0.1001816</td><td>-0.2189536</td><td>-18.655047505855464</td><td>-18.536275513231658</td><td>37.58467969274511</td><td>37.465907700121306</td><td>-0.1010062713102715</td><td>-0.09646160454835392</td><td>0.11571860705192961</td><td>0.16871368516530935</td><td>-18.709855624883158</td></tr>\n",
-       "<tr><td>3854067</td><td>588010930294358518</td><td>130.11971293</td><td>-1.67349372</td><td>19.1169</td><td>0.23578</td><td>4</td><td>G09_Y4_233_079</td><td>6</td><td>20.588625</td><td>19.796408</td><td>19.077488</td><td>18.744814</td><td>18.56107</td><td>832.7157631522992</td><td>39.602483929243604</td><td>G9</td><td>-434.0272135973507</td><td>515.0641120150214</td><td>-19.67865112089697</td><td>0.71891975</td><td>0.46062719543598274</td><td>0</td><td>3</td><td>-0.0858318620858185</td><td>0.17246069650651913</td><td>0.10674750418857665</td><td>0.3884501181232859</td><td>0.43721714009361107</td><td>2.12</td><td>-0.22870661</td><td>-0.49985358</td><td>-20.363625329892713</td><td>-20.092478361885625</td><td>39.48052482024916</td><td>39.20937785224207</td><td>-0.027117387384516245</td><td>0.2451168051414711</td><td>0.18960749097768487</td><td>0.5102920948551344</td><td>-20.446485316681823</td></tr>\n",
-       "<tr><td>69798</td><td>587722983349223510</td><td>176.60336</td><td>0.08453731</td><td>18.432463</td><td>0.26182</td><td>4</td><td>MGC24311</td><td>6</td><td>20.21734</td><td>19.261951</td><td>18.36527</td><td>18.007675</td><td>17.615719</td><td>938.8319759982534</td><td>39.8629393648112</td><td>G12</td><td>-742.7222141875054</td><td>44.082121062425216</td><td>1.0977820234836277</td><td>0.89668083</td><td>0.5680527902726428</td><td>0</td><td>4</td><td>-0.03013869478723115</td><td>0.2984893468488838</td><td>0.18065936154255313</td><td>0.5515913417133789</td><td>0.525748851738354</td><td>2.12</td><td>-0.2539654</td><td>-0.55505836</td><td>-21.357170626483068</td><td>-21.056077673993215</td><td>39.78963331874381</td><td>39.48854036625396</td><td>-0.012940273600322239</td><td>0.3193152860577829</td><td>0.20378460476187887</td><td>0.5844905757714463</td><td>-21.380295869702394</td></tr>\n",
-       "<tr><td>402311</td><td>587728308031193305</td><td>174.48262304</td><td>1.89336017</td><td>18.179806</td><td>0.1357</td><td>4</td><td>G12_Y1_AX2_263</td><td>6</td><td>30.092129</td><td>18.865383</td><td>18.104311</td><td>17.705172</td><td>17.410446</td><td>449.84866509108343</td><td>38.26533218032328</td><td>G12</td><td>-394.04781418993906</td><td>38.063109391606396</td><td>13.086827418867367</td><td>0.76107216</td><td>0.6956408867032731</td><td>0</td><td>5</td><td>-0.0720147766895943</td><td>-0.006583504579390859</td><td>0.1510717423690557</td><td>0.2929072960800366</td><td>0.6192366051024957</td><td>2.12</td><td>-0.131629</td><td>-0.287684</td><td>-20.104969162002597</td><td>-19.94891417349914</td><td>38.28477491761783</td><td>38.128719929114375</td><td>-0.07924791562439143</td><td>-0.022346102743430046</td><td>0.13747696273780968</td><td>0.24282918697023323</td><td>-20.091374382371352</td></tr>\n",
-       "<tr><td>15514</td><td>588848901002100946</td><td>215.82581846</td><td>0.72942267</td><td>18.988533</td><td>0.05371</td><td>4</td><td>G15_Y2_007_160</td><td>6</td><td>20.3695</td><td>19.43725</td><td>19.09224</td><td>18.766891</td><td>18.72503</td><td>167.93212015287367</td><td>36.12566885505012</td><td>G15</td><td>-129.2085636590028</td><td>-93.27669322079092</td><td>2.0288856433889473</td><td>0.34501076</td><td>0.3774788137223454</td><td>0</td><td>3</td><td>-0.12160441348057746</td><td>-0.1540724697566338</td><td>0.057776046302100176</td><td>0.03618509769547981</td><td>0.3666017060529094</td><td>2.12</td><td>-0.0520987</td><td>-0.11386519</td><td>-17.14281318241864</td><td>-17.081046692078406</td><td>36.13134620243817</td><td>36.06957971209794</td><td>-0.14557864235990253</td><td>-0.1917615499156991</td><td>0.07114623600229858</td><td>0.07341373979796417</td><td>-17.15618337211884</td></tr>\n",
-       "<tr><td>534769</td><td>588848898836726067</td><td>174.96774828</td><td>-0.94621474</td><td>19.592</td><td>0.24042</td><td>4</td><td>G12_Y2_020_316</td><td>5</td><td>21.20565</td><td>20.296549</td><td>19.614592</td><td>19.218628</td><td>19.098549</td><td>851.4351374877183</td><td>39.650757844557596</td><td>G12</td><td>-683.6697400760357</td><td>60.2011534451623</td><td>-11.335225132386302</td><td>0.68195724</td><td>0.41705196707819503</td><td>0</td><td>3</td><td>-0.10378576802452238</td><td>0.16111950977032946</td><td>0.08176372309740731</td><td>0.3632496651464814</td><td>0.4004713028239728</td><td>2.12</td><td>-0.2332074</td><td>-0.50969034</td><td>-19.90731510908643</td><td>-19.630832169366276</td><td>39.49931416304151</td><td>39.22283122332136</td><td>-0.024691454850762323</td><td>0.2583062416835699</td><td>0.1920334235114388</td><td>0.5234815313972332</td><td>-20.017584809500462</td></tr>\n",
-       "<tr><td>92669</td><td>587722983903789522</td><td>217.09852565</td><td>0.43610568</td><td>19.520845</td><td>0.16146</td><td>4</td><td>G15_Y4_237_202</td><td>5</td><td>21.026226</td><td>20.043308</td><td>19.428974</td><td>19.186066</td><td>18.922716</td><td>544.4734181101725</td><td>38.67988340898172</td><td>G15</td><td>-373.8907097544009</td><td>-282.7561990710004</td><td>3.5681025332423184</td><td>0.6143341</td><td>0.5131559447565917</td><td>0</td><td>3</td><td>-0.08077716264065025</td><td>0.020400999048070606</td><td>0.1207107417184027</td><td>0.2545376514038138</td><td>0.4805071967599014</td><td>2.12</td><td>-0.1566162</td><td>-0.34229517</td><td>-19.123132541455778</td><td>-18.937453567661795</td><td>38.64397795466379</td><td>38.458298980869806</td><td>-0.0646252692499586</td><td>0.04191278347860805</td><td>0.15209960911224252</td><td>0.3070880731922713</td><td>-19.154521408849618</td></tr>\n",
-       "<tr><td>298671</td><td>587726031729656200</td><td>221.09824398</td><td>1.36306808</td><td>19.459198</td><td>0.16593</td><td>4</td><td>G15_Y3_039_192</td><td>5</td><td>21.080345</td><td>20.022194</td><td>19.413612</td><td>18.928343</td><td>18.646532</td><td>561.1767917512918</td><td>38.74549850936923</td><td>G15</td><td>-362.60660174901244</td><td>-316.30232988147526</td><td>11.44935868662453</td><td>0.60858154</td><td>0.4993740401146547</td><td>0</td><td>3</td><td>-0.0823218529140232</td><td>0.026885649940072198</td><td>0.11682872904596688</td><td>0.2562610352412108</td><td>0.46914923677350606</td><td>2.12</td><td>-0.1609521</td><td>-0.3517716</td><td>-19.242177134250117</td><td>-19.051357647274447</td><td>38.701375132296995</td><td>38.510555645321325</td><td>-0.062252748391504145</td><td>0.05347492984007124</td><td>0.15447212997069698</td><td>0.3186502195537345</td><td>-19.279820535174846</td></tr>\n",
-       "<tr><td>508615</td><td>587729971787071869</td><td>217.61923775</td><td>-1.56324706</td><td>18.66708</td><td>0.1618</td><td>4</td><td>G15_Y2_003_034</td><td>6</td><td>20.92401</td><td>19.593258</td><td>18.660534</td><td>18.23036</td><td>17.956083</td><td>545.7409910569405</td><td>38.684932876128954</td><td>G15</td><td>-371.93339208001925</td><td>-286.6262656560087</td><td>-12.814636690255528</td><td>0.932724</td><td>0.7947191875657055</td><td>0</td><td>5</td><td>-0.037179663676182015</td><td>0.10082514778154994</td><td>0.19179352610008865</td><td>0.4369578582260254</td><td>0.6875596668975008</td><td>0.8</td><td>-0.156946</td><td>-0.12944</td><td>-20.05270047325489</td><td>-20.08020648199913</td><td>38.719780398792004</td><td>38.747286407536244</td><td>-0.06444341602601072</td><td>0.042788278846384614</td><td>0.1522814623361904</td><td>0.3079635685600479</td><td>-20.013188409490994</td></tr>\n",
-       "<tr><td>251155</td><td>587726015085281646</td><td>217.44931266</td><td>1.95201708</td><td>18.500525</td><td>0.23259</td><td>4</td><td>G15_Y1_EN2_299</td><td>6</td><td>20.569223</td><td>19.512142</td><td>18.425581</td><td>17.942213</td><td>17.579288</td><td>819.8942614894642</td><td>39.56878923379243</td><td>G15</td><td>-527.774402148545</td><td>-404.23423672585085</td><td>22.65771887093595</td><td>1.0865612</td><td>0.7697826200267065</td><td>0</td><td>5</td><td>0.028052338478624345</td><td>0.34483092145484767</td><td>0.2561949437530714</td><td>0.6717935857789368</td><td>0.6709625609770643</td><td>0.8</td><td>-0.22561231</td><td>-0.186072</td><td>-21.098847344116166</td><td>-21.138387649849847</td><td>39.59937186499019</td><td>39.63891217072387</td><td>-0.028765505958984597</td><td>0.23606495353663898</td><td>0.18795937240321653</td><td>0.5012402432503023</td><td>-21.03061177276631</td></tr>\n",
-       "<tr><td>278458</td><td>587726031690465614</td><td>131.58340172</td><td>0.84256273</td><td>18.171114</td><td>0.13062</td><td>4</td><td>G09_Y1_BN1_035</td><td>6</td><td>19.593948</td><td>18.577364</td><td>18.12416</td><td>17.809593</td><td>17.699684</td><td>431.52100502197726</td><td>38.1750097029573</td><td>G9</td><td>-253.2890316236598</td><td>285.4528194191173</td><td>5.612408002418724</td><td>0.4532032</td><td>0.4113087596054641</td><td>0</td><td>3</td><td>-0.0989104389432853</td><td>-0.0570159972548041</td><td>0.08574374756219116</td><td>0.14339110271879135</td><td>0.3955558461373451</td><td>2.12</td><td>-0.1267014</td><td>-0.2769144</td><td>-19.962938082940028</td><td>-19.81272509468262</td><td>38.134052050835535</td><td>37.98383906257813</td><td>-0.08237153734334171</td><td>-0.03449282766016758</td><td>0.1343533410188594</td><td>0.23068246205349568</td><td>-20.011547676396695</td></tr>\n",
-       "<tr><td>238123</td><td>587726014546641104</td><td>213.30918786</td><td>1.77148755</td><td>17.359442</td><td>0.09792</td><td>5</td><td>600178625957881856</td><td>6</td><td>20.473553</td><td>18.327675</td><td>17.345377</td><td>16.935715</td><td>16.561918</td><td>316.2267189212434</td><td>37.49999280979344</td><td>G15</td><td>-240.59174002836386</td><td>-158.09446783645203</td><td>8.903774768936511</td><td>0.9822979</td><td>0.9875618559516742</td><td>0</td><td>6</td><td>-0.10635602961129365</td><td>-0.11161998822410074</td><td>0.1260280701436468</td><td>0.2837283946432057</td><td>0.8245975728393082</td><td>0.8</td><td>-0.0949824</td><td>-0.078336</td><td>-20.1715967221984</td><td>-20.188243122292434</td><td>37.53103847940055</td><td>37.54768487949458</td><td>-0.10508154296036243</td><td>-0.10788465850623973</td><td>0.11164333540183868</td><td>0.15729063120742354</td><td>-20.15721198745659</td></tr>\n",
-       "<tr><td>21861</td><td>588848901520883816</td><td>174.46578607</td><td>1.22194389</td><td>18.628473</td><td>0.11102</td><td>4</td><td>G12_Y1_AX1_146</td><td>6</td><td>21.414701</td><td>19.52332</td><td>18.600573</td><td>18.239208</td><td>17.937954</td><td>361.8531241540682</td><td>37.79266163286916</td><td>G12</td><td>-324.1026750535892</td><td>31.402880271881752</td><td>6.945542460930238</td><td>0.92274666</td><td>0.8963632081454258</td><td>0</td><td>6</td><td>-0.08961427921191431</td><td>-0.0632308290321448</td><td>0.13751386185635892</td><td>0.30986060873426424</td><td>0.75039991144729</td><td>0.8</td><td>-0.1076894</td><td>-0.088816</td><td>-19.194012809867676</td><td>-19.21288621085387</td><td>37.822486091728024</td><td>37.84135949271422</td><td>-0.09538411484156942</td><td>-0.07953085831149408</td><td>0.1213407635206317</td><td>0.18564443140216919</td><td>-19.17783971153195</td></tr>\n",
-       "<tr><td>56006</td><td>587722982815694957</td><td>184.24397268</td><td>-0.22403141</td><td>17.618164</td><td>0.07123</td><td>5</td><td>323153373291374592</td><td>6</td><td>20.127268</td><td>18.44879</td><td>17.530605</td><td>17.185326</td><td>16.941328</td><td>225.63694806269797</td><td>36.76705108439962</td><td>G12</td><td>-210.05434368534577</td><td>-15.587515295887751</td><td>-0.8235929901293751</td><td>0.9181843</td><td>0.985306623488374</td><td>0</td><td>6</td><td>-0.14272803180188148</td><td>-0.20985037489474773</td><td>0.08941014442695863</td><td>0.18513054865735257</td><td>0.8224638761651138</td><td>0.8</td><td>-0.0690931</td><td>-0.056984004</td><td>-19.169204065599974</td><td>-19.181313162693318</td><td>36.78736812809997</td><td>36.799477225193314</td><td>-0.1279151612527849</td><td>-0.1608360404313677</td><td>0.08880971710941621</td><td>0.10433924928229557</td><td>-19.16860363828243</td></tr>\n",
-       "<tr><td>362344</td><td>587726033337450694</td><td>214.68874362</td><td>2.64041934</td><td>18.402348</td><td>0.20913</td><td>4</td><td>G15_Y4_213_211</td><td>6</td><td>19.992552</td><td>19.092346</td><td>18.407986</td><td>18.08218</td><td>17.924282</td><td>726.8195076172659</td><td>39.30713287562934</td><td>G15</td><td>-493.7410255572067</td><td>-341.7390050700169</td><td>27.69173083649054</td><td>0.6843605</td><td>0.4841676662144242</td><td>0</td><td>3</td><td>-0.07967325734462666</td><td>0.12051958059133977</td><td>0.11689842139052306</td><td>0.34464158408842377</td><td>0.4566173414524899</td><td>2.12</td><td>-0.20285611</td><td>-0.4433556</td><td>-20.818827623776343</td><td>-20.578328142217543</td><td>39.22117518847361</td><td>38.98067570691481</td><td>-0.040543146017672754</td><td>0.17010230018367228</td><td>0.17618173234452836</td><td>0.43527758989733556</td><td>-20.878110934730348</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></tr>\n",
-       "<tr><td>40387</td><td>587722982277316829</td><td>180.80242132</td><td>-0.66597744</td><td>19.656414</td><td>0.25001</td><td>4</td><td>G12_Y6_054_019</td><td>5</td><td>25.844376</td><td>20.97709</td><td>19.649881</td><td>19.025269</td><td>18.637028</td><td>890.385762664638</td><td>39.74789103490359</td><td>G12</td><td>-712.1849377724362</td><td>-9.974726724083457</td><td>-8.279265710965891</td><td>1.3272095</td><td>0.9016155109559408</td><td>0</td><td>6</td><td>0.090030327774721</td><td>0.5156242894750303</td><td>0.3170631287092679</td><td>0.8906255142242732</td><td>0.7536470871412447</td><td>0.8</td><td>-0.24250972</td><td>-0.20000802</td><td>-20.16603040892078</td><td>-20.20853211182548</td><td>39.8224444409032</td><td>39.8649461438079</td><td>-0.019551737385058235</td><td>0.2856278660195149</td><td>0.1971731409771429</td><td>0.5508031557331782</td><td>-20.046140421188653</td></tr>\n",
-       "<tr><td>251318</td><td>587726015085609267</td><td>218.18561904</td><td>1.88586596</td><td>19.322008</td><td>0.19203</td><td>4</td><td>G15_Y3_001_297</td><td>6</td><td>21.882992</td><td>20.441093</td><td>19.255392</td><td>18.744701</td><td>18.579678</td><td>660.3488879219258</td><td>39.0988672539614</td><td>G15</td><td>-435.1913085654968</td><td>-342.28495376706184</td><td>18.23039387476868</td><td>1.1857014</td><td>0.9239087696385775</td><td>0</td><td>6</td><td>0.017310543219376084</td><td>0.27910314382005635</td><td>0.2439386755084399</td><td>0.6622104082956861</td><td>0.7674296374520115</td><td>0.8</td><td>-0.1862691</td><td>-0.153624</td><td>-19.834528692054526</td><td>-19.86717379837014</td><td>39.1565368249891</td><td>39.18918193130471</td><td>-0.048986285334223945</td><td>0.12300797892972157</td><td>0.16773859302797717</td><td>0.3881832686433848</td><td>-19.758328609574065</td></tr>\n",
-       "<tr><td>210601</td><td>587725074991874513</td><td>138.8225367</td><td>0.06583858</td><td>19.76327</td><td>0.15506</td><td>4</td><td>G09_Y4_255_235</td><td>5</td><td>20.77404</td><td>20.074474</td><td>19.664095</td><td>19.432928</td><td>19.35835</td><td>520.7031316250959</td><td>38.58295094813848</td><td>G9</td><td>-339.30653006591893</td><td>296.8047474660495</td><td>0.5180162132849809</td><td>0.4103794</td><td>0.32939809376364193</td><td>0</td><td>2</td><td>-0.11194266194930057</td><td>-0.030961345922903463</td><td>0.05994252785648503</td><td>0.14487122562282778</td><td>0.3254507120236963</td><td>2.12</td><td>-0.1504082</td><td>-0.32872716</td><td>-18.729215858087443</td><td>-18.550896895632647</td><td>38.49248528252592</td><td>38.31416632007112</td><td>-0.06809527866264681</td><td>0.025558472458463044</td><td>0.1486295996995543</td><td>0.2907337621721263</td><td>-18.81790292993051</td></tr>\n",
-       "<tr><td>560052</td><td>588848899375366397</td><td>178.98150716</td><td>-0.4493875</td><td>18.670307</td><td>0.25358</td><td>4</td><td>G12_Y1_DN1_075</td><td>6</td><td>21.7293</td><td>20.034378</td><td>18.553616</td><td>18.03542</td><td>17.687157</td><td>904.9748648884766</td><td>39.783182585573925</td><td>G12</td><td>-721.7760936126792</td><td>12.83168201184373</td><td>-5.662110938509229</td><td>1.4807625</td><td>1.018324392591922</td><td>0</td><td>6</td><td>0.1245553626089273</td><td>0.5869934517064581</td><td>0.36029398638987</td><td>0.9873541695910091</td><td>0.853702298488314</td><td>0.8</td><td>-0.24597262</td><td>-0.202864</td><td>-21.227196794079312</td><td>-21.270305406378277</td><td>39.89750395350314</td><td>39.940612565802105</td><td>-0.017588872255127452</td><td>0.29581060216698246</td><td>0.19913600610707366</td><td>0.5609858918806457</td><td>-21.066038813796517</td></tr>\n",
-       "<tr><td>230699</td><td>587726014532420094</td><td>180.85041315</td><td>1.99942632</td><td>19.602518</td><td>0.23907</td><td>4</td><td>G12_Y2_024_269</td><td>5</td><td>22.292292</td><td>20.396875</td><td>19.479246</td><td>19.27961</td><td>18.896185</td><td>845.9801979964947</td><td>39.636800987763074</td><td>G12</td><td>-682.2633594771374</td><td>-10.127244062413716</td><td>23.82094577756516</td><td>0.91762924</td><td>0.6293073595348971</td><td>0</td><td>4</td><td>-0.01592584260181723</td><td>0.27239603980664495</td><td>0.20263706988159746</td><td>0.5473081648257797</td><td>0.5729581469991771</td><td>2.12</td><td>-0.2318979</td><td>-0.50682837</td><td>-20.00502207051069</td><td>-19.730091608269518</td><td>39.60754015217573</td><td>39.33260968993456</td><td>-0.025400999535379526</td><td>0.25446630278838017</td><td>0.1913238788268216</td><td>0.5196415925020434</td><td>-19.993708879455916</td></tr>\n",
-       "<tr><td>297870</td><td>587726031728083300</td><td>217.50233489</td><td>1.2918479</td><td>17.654509</td><td>0.19211</td><td>5</td><td>602415307570571264</td><td>6</td><td>19.765404</td><td>18.54616</td><td>17.68719</td><td>17.239645</td><td>16.922546</td><td>660.6572041313483</td><td>39.09988087556141</td><td>G15</td><td>-439.5441410589929</td><td>-337.3025412963282</td><td>12.494295561526474</td><td>0.85897064</td><td>0.6714253742740911</td><td>0</td><td>4</td><td>-0.03346568233347523</td><td>0.15407958548227735</td><td>0.18796946288869404</td><td>0.4445977707710557</td><td>0.6023423342074821</td><td>2.12</td><td>-0.18634671</td><td>-0.40727317</td><td>-21.446995038023623</td><td>-21.22606857441965</td><td>39.101503628721865</td><td>38.88057716511789</td><td>-0.048946618295401034</td><td>0.12322582355145612</td><td>0.16777826006680008</td><td>0.3884011132651194</td><td>-21.426803835201728</td></tr>\n",
-       "<tr><td>3910772</td><td>588010931371573388</td><td>138.08604173</td><td>-1.08569919</td><td>19.44324</td><td>0.1544</td><td>4</td><td>G09_Y4_206_360</td><td>5</td><td>20.947886</td><td>19.857866</td><td>19.431242</td><td>19.099756</td><td>19.034296</td><td>518.2615886580893</td><td>38.572745109873786</td><td>G9</td><td>-334.02158672438856</td><td>299.84734511952075</td><td>-8.506552727898368</td><td>0.4266243</td><td>0.3462523453796043</td><td>0</td><td>2</td><td>-0.10907789044921588</td><td>-0.028705937733117096</td><td>0.06543469691277538</td><td>0.15218318269071363</td><td>0.33987581231776487</td><td>2.12</td><td>-0.14976801</td><td>-0.327328</td><td>-19.04517258496859</td><td>-18.86761259825804</td><td>38.48841179700472</td><td>38.310851810294174</td><td>-0.06845847901711724</td><td>0.023885843370270332</td><td>0.14826639934508387</td><td>0.2890611330839336</td><td>-19.1280042874009</td></tr>\n",
-       "<tr><td>28706</td><td>588848901537595648</td><td>212.72205471</td><td>1.06920559</td><td>19.02279</td><td>0.25807</td><td>4</td><td>G15_Y2_009_043</td><td>6</td><td>22.961544</td><td>20.295597</td><td>19.00318</td><td>18.48658</td><td>18.09936</td><td>923.392038779009</td><td>39.82693062934478</td><td>G15</td><td>-617.3877609533232</td><td>-396.69157764095166</td><td>13.696030167600382</td><td>1.2924175</td><td>0.8633089885337789</td><td>0</td><td>6</td><td>0.087811827865269</td><td>0.5169203655766075</td><td>0.3155399712242869</td><td>0.8779929764361448</td><td>0.7299645210332593</td><td>0.8</td><td>-0.2503279</td><td>-0.20645599</td><td>-20.86935180660468</td><td>-20.913223701083478</td><td>39.89214271541816</td><td>39.93601460989696</td><td>-0.015077262044661949</td><td>0.30861959764500185</td><td>0.20164761631753916</td><td>0.5737948873586651</td><td>-20.755459451697934</td></tr>\n",
-       "<tr><td>493705</td><td>587729778521342136</td><td>222.13123438</td><td>-1.20774468</td><td>18.531641</td><td>0.14596</td><td>4</td><td>G15_Y3_008_111</td><td>6</td><td>21.14838</td><td>19.476889</td><td>18.444473</td><td>18.028204</td><td>17.720535</td><td>487.200869443356</td><td>38.438540273268956</td><td>G15</td><td>-315.2229573213275</td><td>-285.13809190492105</td><td>-8.961050909297189</td><td>1.0324154</td><td>0.9111697802142721</td><td>0</td><td>6</td><td>-0.0445707014203321</td><td>0.07667490838004432</td><td>0.1822886698126898</td><td>0.45515015580435497</td><td>0.7595539040229833</td><td>0.8</td><td>-0.14158121</td><td>-0.116768</td><td>-19.94760672909811</td><td>-19.972419934101847</td><td>38.47924773556784</td><td>38.50406094057158</td><td>-0.0732019420812929</td><td>0.002735310395286586</td><td>0.14352293628090823</td><td>0.26791060010894985</td><td>-19.90884099556633</td></tr>\n",
-       "<tr><td>3592722</td><td>587729150378311793</td><td>138.94021895</td><td>-1.93013444</td><td>16.887249</td><td>0.05352</td><td>4</td><td>G09_Y4_228_037</td><td>6</td><td>25.68009</td><td>17.266722</td><td>16.71319</td><td>16.328978</td><td>16.087982</td><td>167.31408934549322</td><td>36.11766256994527</td><td>G9</td><td>-119.68199457394932</td><td>104.25740479900472</td><td>-5.348999127586125</td><td>0.55353165</td><td>0.5995990121197008</td><td>0</td><td>4</td><td>-0.14541930583403348</td><td>-0.1914866712252185</td><td>0.07072878685462755</td><td>0.0725136711957241</td><td>0.551746762387419</td><td>2.12</td><td>-0.0519144</td><td>-0.113462396</td><td>-19.249227962527566</td><td>-19.18767996791392</td><td>36.13647695544749</td><td>36.074928960833844</td><td>-0.1457832973629044</td><td>-0.1920792453808812</td><td>0.0709415809992967</td><td>0.07309604433278208</td><td>-19.249440756672236</td></tr>\n",
-       "<tr><td>518924</td><td>588010358531228030</td><td>138.46041574</td><td>2.96585585</td><td>19.584932</td><td>0.14111</td><td>4</td><td>G09_Y5_031_287</td><td>5</td><td>22.572426</td><td>20.424355</td><td>19.54977</td><td>19.165749</td><td>18.965105</td><td>469.4882796216195</td><td>38.35812377471255</td><td>G9</td><td>-307.5428674151705</td><td>272.4699619012296</td><td>21.287796279500373</td><td>0.8745842</td><td>0.7880186611333758</td><td>0</td><td>5</td><td>-0.05922386373376273</td><td>0.02734167313090835</td><td>0.1698709544232662</td><td>0.3610380087850768</td><td>0.6834171436362363</td><td>0.8</td><td>-0.1368767</td><td>-0.112888</td><td>-18.806185699556657</td><td>-18.830174400959798</td><td>38.391118026827165</td><td>38.415106728230306</td><td>-0.07601859297753308</td><td>-0.009210077495382801</td><td>0.14070628538466803</td><td>0.2559652122182805</td><td>-18.777021030518057</td></tr>\n",
-       "<tr><td>163788</td><td>587725040089759829</td><td>175.03010988</td><td>-2.86201118</td><td>18.861214</td><td>0.12199</td><td>4</td><td>G12_Y6_051_071</td><td>6</td><td>22.335949</td><td>20.291283</td><td>19.030598</td><td>18.469597</td><td>18.37928</td><td>400.64031155837904</td><td>38.01377322462015</td><td>G12</td><td>-355.2939103366414</td><td>30.89605602935296</td><td>-17.829277533552446</td><td>1.260685</td><td>1.1998002223103459</td><td>0</td><td>7</td><td>-0.07038885893584987</td><td>-0.009504114205179229</td><td>0.17069143737686054</td><td>0.39883813908472143</td><td>1.0325382653331547</td><td>0.8</td><td>-0.11833031</td><td>-0.097592</td><td>-19.20492067061012</td><td>-19.225658974271468</td><td>38.06613435469215</td><td>38.0868726583535</td><td>-0.0879011390161032</td><td>-0.05469157173094293</td><td>0.12882373934609792</td><td>0.21048371798272034</td><td>-19.16305297257936</td></tr>\n",
-       "<tr><td>3903312</td><td>588010931369607376</td><td>133.63790092</td><td>-1.10784214</td><td>19.06837</td><td>0.10949</td><td>4</td><td>G09_Y4_239_367</td><td>6</td><td>20.141743</td><td>19.124561</td><td>18.556028</td><td>18.297674</td><td>18.361729</td><td>356.4852580585742</td><td>37.76020787463939</td><td>G9</td><td>-221.69097799061032</td><td>232.49031605868674</td><td>-6.212213245871625</td><td>0.56853294</td><td>0.5555094975277162</td><td>0</td><td>4</td><td>-0.0976935553426748</td><td>-0.08467010914480498</td><td>0.11097723920055576</td><td>0.16409852483421777</td><td>0.5154116580919239</td><td>2.12</td><td>-0.1062053</td><td>-0.23211879</td><td>-18.6966089952515</td><td>-18.570695509366832</td><td>37.7649798143433</td><td>37.63906632845863</td><td>-0.09647189334972883</td><td>-0.08291759478775133</td><td>0.12025298501247228</td><td>0.18225769492591193</td><td>-18.705884741063414</td></tr>\n",
-       "<tr><td>545406</td><td>588848898856190106</td><td>219.36399521</td><td>-0.99223735</td><td>18.951399</td><td>0.1379</td><td>4</td><td>G15_Y1_FS1_056</td><td>6</td><td>20.765522</td><td>19.575079</td><td>18.983711</td><td>18.623278</td><td>18.420408</td><td>457.8201170284371</td><td>38.303474360243186</td><td>G15</td><td>-311.0136569283726</td><td>-255.14235807675684</td><td>-6.967259827415004</td><td>0.5913677</td><td>0.533275567593431</td><td>0</td><td>4</td><td>-0.08544076510682502</td><td>-0.027348611142638826</td><td>0.11945929790076087</td><td>0.21373881469854988</td><td>0.4970882047598282</td><td>2.12</td><td>-0.133763</td><td>-0.29234797</td><td>-19.33777180828757</td><td>-19.179186841031978</td><td>38.289170657774875</td><td>38.13058569051928</td><td>-0.07792306761912302</td><td>-0.017028783120639407</td><td>0.1388018107430781</td><td>0.24814650659302387</td><td>-19.357114321129888</td></tr>\n",
-       "<tr><td>551261</td><td>588848899358065141</td><td>139.45629868</td><td>-0.57303037</td><td>19.701536</td><td>0.21869</td><td>4</td><td>G09_Y3_023_180</td><td>5</td><td>21.365704</td><td>20.34694</td><td>19.583609</td><td>19.195402</td><td>18.940287</td><td>764.4873183851279</td><td>39.41685142780617</td><td>G9</td><td>-476.66985356747506</td><td>407.74370506836533</td><td>-6.273715086112896</td><td>0.76333046</td><td>0.5367929773229235</td><td>0</td><td>4</td><td>-0.0595830929455261</td><td>0.16695438932627704</td><td>0.14591350013254134</td><td>0.4092569829906139</td><td>0.499986976736654</td><td>2.12</td><td>-0.2121293</td><td>-0.46362275</td><td>-19.64909945447756</td><td>-19.39760600049807</td><td>39.35063563306643</td><td>39.09914217908694</td><td>-0.03579896018868117</td><td>0.19682950436941954</td><td>0.18092591817351994</td><td>0.4620047940830828</td><td>-19.684111872518542</td></tr>\n",
-       "<tr><td>123295</td><td>587724649255075886</td><td>175.5224464</td><td>-2.64921913</td><td>18.451244</td><td>0.1062</td><td>4</td><td>G12_Y4_211_058</td><td>6</td><td>20.736488</td><td>19.160215</td><td>18.290613</td><td>17.822008</td><td>17.57223</td><td>344.97737404679367</td><td>37.688953060165545</td><td>G12</td><td>-310.573976041264</td><td>24.32028057501589</td><td>-14.414429465717335</td><td>0.8696022</td><td>0.8560058287074513</td><td>0</td><td>5</td><td>-0.09601977663303114</td><td>-0.08242340197134186</td><td>0.1318409341463329</td><td>0.2759937108955906</td><td>0.725449426619883</td><td>0.8</td><td>-0.10301401</td><td>-0.084960006</td><td>-19.2665356328531</td><td>-19.284589633886405</td><td>37.717779987101146</td><td>37.73583398813445</td><td>-0.09884988888054815</td><td>-0.09013384596176524</td><td>0.11787498948165297</td><td>0.17504144375189803</td><td>-19.25256968818842</td></tr>\n",
-       "<tr><td>210430</td><td>587725074991677774</td><td>138.27996762</td><td>0.12381521</td><td>18.345194</td><td>0.22127</td><td>4</td><td>G09_Y1_GS2_358</td><td>6</td><td>20.542322</td><td>19.366383</td><td>18.338993</td><td>17.874783</td><td>17.456236</td><td>774.7144789353065</td><td>39.445708363691544</td><td>G9</td><td>-473.48240293305935</td><td>422.15448223268896</td><td>1.370821869389098</td><td>1.0273895</td><td>0.747245050745616</td><td>0</td><td>5</td><td>0.009963136886212365</td><td>0.2901076125077839</td><td>0.23656879544695644</td><td>0.6087193926149903</td><td>0.6552389291991536</td><td>0.8</td><td>-0.2146319</td><td>-0.177016</td><td>-21.122451396032154</td><td>-21.160067291303456</td><td>39.467645258947194</td><td>39.505261154218495</td><td>-0.034508384034448975</td><td>0.20408218357769614</td><td>0.18221649432775214</td><td>0.4692574732913594</td><td>-21.06809909491295</td></tr>\n",
-       "<tr><td>197459</td><td>587725073916625289</td><td>135.35809495</td><td>-0.73870852</td><td>19.380898</td><td>0.19636</td><td>4</td><td>G09_Y2_013_074</td><td>6</td><td>21.668879</td><td>20.301657</td><td>19.40465</td><td>18.956974</td><td>18.57147</td><td>677.0696067488027</td><td>39.15316659507234</td><td>G9</td><td>-402.64078301618963</td><td>397.63902040696405</td><td>-7.296420947662798</td><td>0.897007</td><td>0.6940059676229473</td><td>0</td><td>5</td><td>-0.025183369113868412</td><td>0.1778176517885749</td><td>0.19779165684291522</td><td>0.47670266307588816</td><td>0.6180959822924177</td><td>2.12</td><td>-0.1904692</td><td>-0.4162832</td><td>-19.779591524563116</td><td>-19.553777539692206</td><td>39.16048904653577</td><td>38.93467506166486</td><td>-0.04684358740885168</td><td>0.1348342446981267</td><td>0.16988129095334942</td><td>0.40000953441179</td><td>-19.75168115867355</td></tr>\n",
-       "<tr><td>372800</td><td>587727942954844399</td><td>137.78468221</td><td>1.2197969</td><td>17.326979</td><td>0.14597</td><td>5</td><td>530317030344124416</td><td>6</td><td>19.230242</td><td>18.03708</td><td>17.26361</td><td>16.875002</td><td>16.623203</td><td>487.23749477316585</td><td>38.438703507591676</td><td>G9</td><td>-314.82367996151305</td><td>285.6180858603065</td><td>9.051062079274818</td><td>0.7734699</td><td>0.6875885321501267</td><td>0</td><td>4</td><td>-0.0644554157084277</td><td>0.021425977068203303</td><td>0.15808197404023885</td><td>0.3179331249783952</td><td>0.6136187739886014</td><td>2.12</td><td>-0.14159091</td><td>-0.30945638</td><td>-21.12821588999049</td><td>-20.960350419938724</td><td>38.455194573462165</td><td>38.2873291034104</td><td>-0.07319620754640879</td><td>0.002760097834360223</td><td>0.14352867081579232</td><td>0.2679353875480235</td><td>-21.113662586766043</td></tr>\n",
+       "<table id=\"table46919248603552\" 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><th>CARTESIAN_X</th><th>CARTESIAN_Y</th><th>CARTESIAN_Z</th><th>ROTCARTESIAN_X</th><th>ROTCARTESIAN_Y</th><th>ROTCARTESIAN_Z</th><th>GMR</th><th>DETMAG</th><th>REST_GMR_0P1</th><th>REST_GMR_0P1_WARN</th><th>REST_GMR_0P1_INDEX</th><th>KCORR_R0P1</th><th>KCORR_G0P1</th><th>KCORR_R0P0</th><th>KCORR_G0P0</th><th>REST_GMR_0P0</th><th>Q_COLOR_0P0</th><th>EQ_ALL_0P0</th><th>EQ_COLOR_0P0</th><th>MALL_0P0</th><th>MCOLOR_0P0</th><th>MQZERO_0P0</th><th>Z_THETA_QALL</th><th>Z_THETA_QCOLOR</th><th>DDPKCORR_R0P1</th><th>DDPKCORR_G0P1</th><th>DDPKCORR_R0P0</th><th>DDPKCORR_G0P0</th><th>DDPMALL_0P0</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>Mpc</th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th>mag</th><th>mag</th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th>mag</th><th>mag</th><th></th><th></th><th>mag</th><th>mag</th><th>mag</th><th></th><th></th><th></th><th></th><th></th><th></th><th>mag</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>bytes3</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float32</th><th>float32</th><th>float64</th><th>int32</th><th>int64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float32</th><th>float32</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th></tr></thead>\n",
+       "<tr><td>55383</td><td>587722982814646452</td><td>181.871878</td><td>-0.27042178</td><td>18.602032</td><td>0.04729</td><td>4</td><td>2dF296759</td><td>6</td><td>20.109747</td><td>18.963661</td><td>18.533672</td><td>18.344677</td><td>18.491995</td><td>147.14192120311714</td><td>35.83868211120554</td><td>G12</td><td>-140.4212474610433</td><td>-4.589256047031396</td><td>-0.6631120215621416</td><td>140.45410642461647</td><td>3.4096027430197253</td><td>-0.8039432388067882</td><td>0.42998886</td><td>18.602032</td><td>0.4691743462002878</td><td>0</td><td>3</td><td>-0.1368321267398545</td><td>-0.1760176118561579</td><td>0.05719678133943662</td><td>0.04292461406466658</td><td>0.4442610283587544</td><td>2.12</td><td>-0.045871302</td><td>-0.1002548</td><td>-17.24797588229584</td><td>-17.193592388335937</td><td>-17.293847184781306</td><td>35.85000759005951</td><td>35.79562409609961</td><td>-0.1526593314431797</td><td>-0.20228000393021722</td><td>0.06406554691902142</td><td>0.06289528578344605</td><td>-17.254844647875426</td></tr>\n",
+       "<tr><td>40488</td><td>587722982277644333</td><td>181.63329028</td><td>-0.64674069</td><td>18.588371</td><td>0.20122</td><td>4</td><td>G12_Y1_FS1_326</td><td>6</td><td>20.710634</td><td>19.534649</td><td>18.580471</td><td>18.089382</td><td>17.741833</td><td>695.92665243019</td><td>39.21281734659139</td><td>G12</td><td>-579.0775846562956</td><td>-16.511828107746332</td><td>-6.539420022552011</td><td>579.1890017775391</td><td>11.64718802028385</td><td>-7.120166024627076</td><td>0.95417786</td><td>18.588371</td><td>0.7303237137440116</td><td>0</td><td>5</td><td>-0.012417233526645921</td><td>0.2114369091746549</td><td>0.21303447657711452</td><td>0.5237787972481267</td><td>0.6434335357743003</td><td>0.8</td><td>-0.19518341</td><td>-0.16097601</td><td>-20.64229713507246</td><td>-20.67650453873228</td><td>-20.83748054631304</td><td>39.23066841192793</td><td>39.26487581558775</td><td>-0.044445330699246194</td><td>0.1481913458102212</td><td>0.17227954766295492</td><td>0.4133666355238845</td><td>-20.601542206158303</td></tr>\n",
+       "<tr><td>600969</td><td>588848900431216877</td><td>138.08615023</td><td>0.302724</td><td>18.366667</td><td>0.05365</td><td>4</td><td>G09_Y1_GS1_341</td><td>6</td><td>20.00083</td><td>18.947031</td><td>18.422129</td><td>18.101654</td><td>18.04744</td><td>167.73694022247795</td><td>36.12314358280109</td><td>G9</td><td>-118.4641151461361</td><td>106.34347154375763</td><td>0.841113370029083</td><td>117.56747075086052</td><td>-107.33477883374935</td><td>0.7232309395338088</td><td>0.52490234</td><td>18.366667</td><td>0.5688320853975672</td><td>0</td><td>4</td><td>-0.1419947409471034</td><td>-0.18592448259467065</td><td>0.06893547882440315</td><td>0.06744673719196093</td><td>0.5263910853824423</td><td>2.12</td><td>-0.052040502</td><td>-0.11373799</td><td>-17.773371765373245</td><td>-17.71167427485992</td><td>-17.825412267802253</td><td>36.14003855919648</td><td>36.07834106868316</td><td>-0.1456432389995999</td><td>-0.1918619172169734</td><td>0.0710816393626012</td><td>0.07331337249668987</td><td>-17.77551792591144</td></tr>\n",
+       "<tr><td>40000</td><td>587722982276595845</td><td>179.20251064</td><td>-0.81642342</td><td>17.850286</td><td>0.14181</td><td>4</td><td>G12_Y6_054_169</td><td>6</td><td>19.486929</td><td>18.413849</td><td>17.780518</td><td>17.356722</td><td>17.03508</td><td>472.0385542193632</td><td>38.36988735758695</td><td>G12</td><td>-413.33053524706827</td><td>5.753442837196978</td><td>-5.890630439089188</td><td>413.26151268813567</td><td>-9.225077803244435</td><td>-6.305003514411132</td><td>0.6333313</td><td>17.850286</td><td>0.5668010344310321</td><td>0</td><td>4</td><td>-0.07993620799289336</td><td>-0.013405943595800551</td><td>0.13064955859590321</td><td>0.23926360423006587</td><td>0.5247172531939623</td><td>2.12</td><td>-0.1375557</td><td>-0.3006372</td><td>-20.512694728897426</td><td>-20.349613246844623</td><td>-20.6502504324182</td><td>38.36298121266208</td><td>38.199899730609275</td><td>-0.07560764941954926</td><td>-0.007495728637855054</td><td>0.14111722894265186</td><td>0.25767956107580825</td><td>-20.523162399244175</td></tr>\n",
+       "<tr><td>341925</td><td>587726032800186513</td><td>213.69378727</td><td>2.39489753</td><td>17.448318</td><td>0.16915</td><td>5</td><td>600231952271828992</td><td>6</td><td>20.177967</td><td>18.475153</td><td>17.445791</td><td>17.012522</td><td>16.675343</td><td>573.2605221804694</td><td>38.79176017468957</td><td>G15</td><td>-407.59897703823896</td><td>-271.7708759762939</td><td>20.48894688918568</td><td>409.88771995765865</td><td>268.3375937286207</td><td>20.077969917662845</td><td>1.0293617</td><td>17.448318</td><td>0.8558903120741772</td><td>0</td><td>5</td><td>-0.021776360386371554</td><td>0.1516950523929667</td><td>0.20608644725824599</td><td>0.5100701623193821</td><td>0.7253780097923795</td><td>0.8</td><td>-0.1640755</td><td>-0.13532</td><td>-21.385452646689945</td><td>-21.41420814760261</td><td>-21.549528140502506</td><td>38.833771128135254</td><td>38.86252662904792</td><td>-0.06056670512207177</td><td>0.06187180379599769</td><td>0.15615817324012934</td><td>0.327047093509661</td><td>-21.335524372671827</td></tr>\n",
+       "<tr><td>493576</td><td>587729778521145698</td><td>221.5604937</td><td>-1.35761529</td><td>19.367214</td><td>0.13248</td><td>4</td><td>G15_Y2_008_009</td><td>6</td><td>22.442501</td><td>20.361534</td><td>19.290127</td><td>18.927563</td><td>18.602623</td><td>438.21866650578846</td><td>38.20845436484318</td><td>G15</td><td>-289.4599135965013</td><td>-256.63784156494717</td><td>-9.167982398807343</td><td>291.59603476453805</td><td>254.19742170657264</td><td>-9.460365267947578</td><td>1.0714073</td><td>19.367214</td><td>0.9829050458386362</td><td>0</td><td>6</td><td>-0.05841412574490046</td><td>0.030088146531697613</td><td>0.17346216863653</td><td>0.42467776582007016</td><td>0.8201917209316942</td><td>0.8</td><td>-0.1285056</td><td>-0.105983995</td><td>-18.886196728119867</td><td>-18.908718335697667</td><td>-19.014702330598848</td><td>38.25341093100073</td><td>38.27593253857853</td><td>-0.08121712871356893</td><td>-0.03006698805141142</td><td>0.1355077496486322</td><td>0.23510830166225186</td><td>-18.84824230913197</td></tr>\n",
+       "<tr><td>618990</td><td>588848900466016531</td><td>217.64901823</td><td>0.36921654</td><td>18.194399</td><td>0.17376</td><td>4</td><td>G15_Y1_ES2_334</td><td>6</td><td>20.331015</td><td>19.050812</td><td>18.243298</td><td>17.82598</td><td>17.487898</td><td>590.6351409595067</td><td>38.85659641286412</td><td>G15</td><td>-398.40848166880045</td><td>-307.3591876662037</td><td>3.2426159188618717</td><td>400.9791905794213</td><td>304.00184702112625</td><td>2.8405627049500954</td><td>0.8075142</td><td>18.194399</td><td>0.6641502549025865</td><td>0</td><td>4</td><td>-0.047422580156236516</td><td>0.09594135561500516</td><td>0.1735164392117923</td><td>0.38376387844002313</td><td>0.5972667514455973</td><td>2.12</td><td>-0.1685472</td><td>-0.36837116</td><td>-20.667166773894646</td><td>-20.467342813232758</td><td>-20.83571397207103</td><td>38.86156565389953</td><td>38.661741693237644</td><td>-0.05818257818281324</td><td>0.0739885412927545</td><td>0.15854230017938786</td><td>0.3391638310064178</td><td>-20.652192634862242</td></tr>\n",
+       "<tr><td>261498</td><td>587726015620972825</td><td>214.75407116</td><td>2.48491909</td><td>18.809385</td><td>0.05675</td><td>4</td><td>G15_Y4_204_201</td><td>6</td><td>20.343887</td><td>19.223627</td><td>18.756989</td><td>18.490608</td><td>18.174917</td><td>177.84345668630124</td><td>36.25018945507851</td><td>G15</td><td>-138.1404508384791</td><td>-95.84598073933513</td><td>7.296575379383984</td><td>138.94789795583313</td><td>94.68226602529502</td><td>7.157258412336251</td><td>0.46663857</td><td>18.809385</td><td>0.5048546830323644</td><td>0</td><td>3</td><td>-0.13244495961207636</td><td>-0.17066107758096405</td><td>0.06763510414202284</td><td>0.06060771833649381</td><td>0.4736659508690056</td><td>2.12</td><td>-0.0550475</td><td>-0.12030999</td><td>-17.453391758659347</td><td>-17.388129265913232</td><td>-17.50843925953792</td><td>36.26277705834196</td><td>36.197514565595846</td><td>-0.14234377498544637</td><td>-0.18662581780162252</td><td>0.07438110337675474</td><td>0.07854947191204076</td><td>-17.460137757894078</td></tr>\n",
+       "<tr><td>3908837</td><td>588010931371049209</td><td>136.90310331</td><td>-1.19041334</td><td>15.733421</td><td>0.05348</td><td>4</td><td>G09_Y5_013_364</td><td>6</td><td>17.407915</td><td>16.08084</td><td>15.456455</td><td>15.081997</td><td>14.840448</td><td>167.18400139054563</td><td>36.11597357723024</td><td>G9</td><td>-115.85534334161949</td><td>108.40374330441826</td><td>-3.296949654142346</td><td>114.93733754444558</td><td>-109.37306510392482</td><td>-3.412196976070443</td><td>0.6243839</td><td>15.733421</td><td>0.6809097081589863</td><td>0</td><td>4</td><td>-0.15110723125090686</td><td>-0.20763301301829168</td><td>0.07097469693238154</td><td>0.08639941877858148</td><td>0.6089592045454016</td><td>2.12</td><td>-0.051875602</td><td>-0.11337759</td><td>-20.401651346025083</td><td>-20.34014935502133</td><td>-20.45352694847903</td><td>36.13507267170868</td><td>36.073570680704925</td><td>-0.14582642298643916</td><td>-0.19214608390127802</td><td>0.07089845537576195</td><td>0.07302920581238526</td><td>-20.401575104468463</td></tr>\n",
+       "<tr><td>240047</td><td>587726014549721290</td><td>220.35218699</td><td>1.46484755</td><td>17.490616</td><td>0.13002</td><td>5</td><td>603501350600337408</td><td>6</td><td>20.266603</td><td>18.384972</td><td>17.489851</td><td>17.100857</td><td>16.78015</td><td>429.363611483474</td><td>38.16412617626293</td><td>G15</td><td>-289.46567952004796</td><td>-245.93837759176174</td><td>9.713183200514562</td><td>291.5308604224364</td><td>243.49828675518074</td><td>9.420875171849273</td><td>0.8951206</td><td>17.490616</td><td>0.8285965386015239</td><td>0</td><td>5</td><td>-0.0689441666686747</td><td>-0.0024200845426594897</td><td>0.1594140792830353</td><td>0.34603075118042237</td><td>0.708503948830152</td><td>0.8</td><td>-0.12611939</td><td>-0.104016</td><td>-20.706805020689362</td><td>-20.728908412277097</td><td>-20.832924410819405</td><td>38.19742086541593</td><td>38.21952425700366</td><td>-0.08274665397632464</td><td>-0.03591516260741637</td><td>0.13397822438587648</td><td>0.2292601271062469</td><td>-20.681369165792205</td></tr>\n",
+       "<tr><td>418075</td><td>587728879258108504</td><td>134.88866626</td><td>2.53302916</td><td>19.11889</td><td>0.19524</td><td>4</td><td>G09_Y2_034_298</td><td>6</td><td>21.511616</td><td>20.164404</td><td>19.124182</td><td>18.617311</td><td>18.26007</td><td>672.7374061996692</td><td>39.13922788209213</td><td>G9</td><td>-396.83079136271425</td><td>398.37599167955983</td><td>24.87519686784356</td><td>393.4953113823821</td><td>-401.6951834659458</td><td>24.480658483528984</td><td>1.0402222</td><td>19.11889</td><td>0.809798501962464</td><td>0</td><td>5</td><td>7.52522960223434e-06</td><td>0.23043119123588818</td><td>0.22870699433458752</td><td>0.5720468830285326</td><td>0.696882279274805</td><td>0.8</td><td>-0.1893828</td><td>-0.156192</td><td>-20.05966130767729</td><td>-20.09285210941698</td><td>-20.249044114097615</td><td>39.17855207000639</td><td>39.21174287174608</td><td>-0.04739710141585926</td><td>0.1317683411406273</td><td>0.16932777694634185</td><td>0.3969436308542906</td><td>-20.000282090289044</td></tr>\n",
+       "<tr><td>6905</td><td>588848900984143970</td><td>174.78362105</td><td>0.71859973</td><td>19.353302</td><td>0.25986</td><td>4</td><td>G12_Y1_ND1_244</td><td>6</td><td>20.72261</td><td>19.912249</td><td>19.365814</td><td>19.20003</td><td>18.990776</td><td>930.755560179555</td><td>39.84417819650741</td><td>G12</td><td>-735.6594068595107</td><td>67.16229848584823</td><td>9.265446866733603</td><td>735.0782344054738</td><td>-73.33922154910884</td><td>8.528401393680937</td><td>0.5464344</td><td>19.353302</td><td>0.2594011676794587</td><td>0</td><td>2</td><td>-0.17729674410444746</td><td>0.10973649068191413</td><td>-0.011611406722737194</td><td>0.2672609960939788</td><td>0.2675619996491043</td><td>2.12</td><td>-0.25206423</td><td>-0.5509032</td><td>-20.227200559773685</td><td>-19.928361586728336</td><td>-20.479264787831546</td><td>39.58050256172681</td><td>39.28166358868146</td><td>-0.01406182299859951</td><td>0.3137255695363385</td><td>0.2026630553636016</td><td>0.5789008592500018</td><td>-20.441475021860022</td></tr>\n",
+       "<tr><td>166263</td><td>587725040094412950</td><td>185.71609226</td><td>-2.72361217</td><td>18.311945</td><td>0.19614</td><td>4</td><td>G12_Y5_024_090</td><td>6</td><td>21.524574</td><td>19.518665</td><td>18.249676</td><td>17.755272</td><td>17.39685</td><td>676.2182691342306</td><td>39.15043449879329</td><td>G12</td><td>-561.8872066931497</td><td>-56.24318917355388</td><td>-26.863582443283825</td><td>562.312590167188</td><td>51.52154086297238</td><td>-27.42741697832454</td><td>1.2689896</td><td>18.311945</td><td>0.9858254782878008</td><td>0</td><td>6</td><td>0.03197138623467716</td><td>0.3151354709351575</td><td>0.2641661413767271</td><td>0.7102009347873782</td><td>0.8229547695776301</td><td>0.8</td><td>-0.1902558</td><td>-0.15691201</td><td>-20.912399872772134</td><td>-20.945743664733804</td><td>-21.102655678622163</td><td>39.224344834319986</td><td>39.257688626281656</td><td>-0.046952281516290134</td><td>0.13423164006860488</td><td>0.16977259684591098</td><td>0.39940692978226816</td><td>-20.818006328241317</td></tr>\n",
+       "<tr><td>204647</td><td>587725074455069087</td><td>138.94974368</td><td>-0.2746688</td><td>19.621572</td><td>0.24412</td><td>4</td><td>G09_Y4_255_170</td><td>5</td><td>22.624523</td><td>20.813372</td><td>19.52039</td><td>19.029615</td><td>18.7285</td><td>866.4214321303243</td><td>39.68864593311871</td><td>G9</td><td>-525.1826261938467</td><td>457.3436673879031</td><td>-3.338504366422706</td><td>521.3189558926506</td><td>-461.73889130911766</td><td>-3.861223473309923</td><td>1.2929821</td><td>19.621572</td><td>0.8899509266694539</td><td>0</td><td>6</td><td>0.07826062682579685</td><td>0.4812918015967725</td><td>0.30550516403409955</td><td>0.8520516731654821</td><td>0.7464355923090471</td><td>0.8</td><td>-0.23679641</td><td>-0.195296</td><td>-20.13578219375429</td><td>-20.17728259823141</td><td>-20.37257860264597</td><td>39.75735468826113</td><td>39.79885509273825</td><td>-0.02272990057990744</td><td>0.26883962793775623</td><td>0.1939949777822937</td><td>0.5340149176514195</td><td>-20.024272007502486</td></tr>\n",
+       "<tr><td>145242</td><td>587724650869227534</td><td>183.55298722</td><td>-1.26348704</td><td>16.804522</td><td>0.07016</td><td>5</td><td>373968683329939456</td><td>6</td><td>18.708813</td><td>17.323437</td><td>16.752754</td><td>16.410526</td><td>16.174812</td><td>222.07236649008965</td><td>36.732472603018955</td><td>G12</td><td>-207.06401644620448</td><td>-12.856798164955826</td><td>-4.5757127565058155</td><td>207.16001235265728</td><td>11.117076281437098</td><td>-4.783430789517903</td><td>0.5706825</td><td>16.804522</td><td>0.6046909868482928</td><td>0</td><td>4</td><td>-0.12902154030583893</td><td>-0.16303000151936617</td><td>0.08786266172605836</td><td>0.10276097669011933</td><td>0.5557842106707047</td><td>2.12</td><td>-0.068055205</td><td>-0.14873919</td><td>-19.94775849902894</td><td>-19.86707451516654</td><td>-20.01581370407607</td><td>36.75228005969788</td><td>36.67159607583548</td><td>-0.12892832042900243</td><td>-0.162815269557668</td><td>0.08779655793319868</td><td>0.10236002015599527</td><td>-19.94769239523608</td></tr>\n",
+       "<tr><td>14987</td><td>588848901001118029</td><td>213.66027069</td><td>0.66816768</td><td>18.922514</td><td>0.17659</td><td>4</td><td>G15_Y1_BN1_085</td><td>6</td><td>20.171377</td><td>19.437654</td><td>18.902079</td><td>18.66653</td><td>18.47175</td><td>601.3444870377142</td><td>38.895616669155324</td><td>G15</td><td>-425.3718305720166</td><td>-283.26179708915373</td><td>5.960067548619091</td><td>427.7418895603187</td><td>279.6788234553171</td><td>5.531181209031258</td><td>0.53557587</td><td>18.922514</td><td>0.41010508432991855</td><td>0</td><td>3</td><td>-0.10051469571316643</td><td>0.02495608665613383</td><td>0.08395185069119523</td><td>0.2250020645222136</td><td>0.3945256528682004</td><td>2.12</td><td>-0.1712923</td><td>-0.37437078</td><td>-19.885762253061852</td><td>-19.6826837744871</td><td>-20.057054558054528</td><td>38.80827621485384</td><td>38.60519773627909</td><td>-0.056734448220821944</td><td>0.08148018266220974</td><td>0.15999043014137918</td><td>0.346655472375873</td><td>-19.961800832512036</td></tr>\n",
+       "<tr><td>278128</td><td>587726031189246276</td><td>212.98189816</td><td>1.13128034</td><td>19.281338</td><td>0.17726</td><td>4</td><td>G15_Y3_037_180</td><td>6</td><td>21.252829</td><td>20.271416</td><td>19.24072</td><td>18.810295</td><td>18.447985</td><td>603.8847680978483</td><td>38.904770377264306</td><td>G15</td><td>-430.20701582334254</td><td>-279.18650335863094</td><td>10.127472229042251</td><td>432.5468493043782</td><td>275.56305955701004</td><td>9.693770134982389</td><td>1.030695</td><td>19.281338</td><td>0.8395612896874758</td><td>0</td><td>5</td><td>-0.014702709368172834</td><td>0.17643096249220275</td><td>0.21345650372642208</td><td>0.5288686854244612</td><td>0.7152827798498125</td><td>0.8</td><td>-0.1719422</td><td>-0.141808</td><td>-19.664946938716636</td><td>-19.69508113976644</td><td>-19.83688914295362</td><td>38.94628467675374</td><td>38.976418877803546</td><td>-0.05639316373205237</td><td>0.08325959533987357</td><td>0.16033171463014873</td><td>0.3484348850535368</td><td>-19.611822149620362</td></tr>\n",
+       "<tr><td>570192</td><td>588848899394437528</td><td>222.49584776</td><td>-0.51890855</td><td>18.835043</td><td>0.11547</td><td>4</td><td>G15_Y1_IS1_182</td><td>6</td><td>20.265377</td><td>19.18524</td><td>18.761137</td><td>18.437689</td><td>18.35168</td><td>377.52394435217667</td><td>37.88472250923322</td><td>G15</td><td>-249.53329308605757</td><td>-228.62186963033244</td><td>-3.0651296145055733</td><td>251.44163741439974</td><td>226.51780834164038</td><td>-3.3172473016349953</td><td>0.42410278</td><td>18.835043</td><td>0.404661946971979</td><td>0</td><td>3</td><td>-0.10070953719275501</td><td>-0.08126870096160899</td><td>0.08290848231654134</td><td>0.11714424740379789</td><td>0.38986701811586844</td><td>2.12</td><td>-0.112005904</td><td>-0.24479638</td><td>-19.020582133741648</td><td>-18.887791657657893</td><td>-19.13258803805855</td><td>37.85562508723286</td><td>37.7228346111491</td><td>-0.09228331279774817</td><td>-0.06957114993948837</td><td>0.12444156556445295</td><td>0.1956041397741749</td><td>-19.06211521698956</td></tr>\n",
+       "<tr><td>30820</td><td>587722981738741881</td><td>176.99812344</td><td>-1.11001287</td><td>16.263039</td><td>0.09503</td><td>5</td><td>319834770978662400</td><td>6</td><td>18.81222</td><td>17.01827</td><td>16.129122</td><td>15.682017</td><td>15.35423</td><td>306.26336514216314</td><td>37.430475250631744</td><td>G12</td><td>-279.2487299082768</td><td>14.643976934475951</td><td>-5.418103123360611</td><td>279.1103011861195</td><td>-16.98905604550725</td><td>-5.69796488009965</td><td>0.8891487</td><td>16.263039</td><td>0.9006354591333171</td><td>0</td><td>6</td><td>-0.10976505059198129</td><td>-0.12125179756709595</td><td>0.11728554030540643</td><td>0.25339307106924314</td><td>0.7530411813943665</td><td>0.8</td><td>-0.092179105</td><td>-0.076024</td><td>-21.19254305099746</td><td>-21.20869815235635</td><td>-21.284722155683244</td><td>37.455581686251364</td><td>37.471736787610254</td><td>-0.10734421465399502</td><td>-0.11393840523160023</td><td>0.1093806637082061</td><td>0.15123688448206304</td><td>-21.18463817440026</td></tr>\n",
+       "<tr><td>367080</td><td>587726033876222147</td><td>218.9921318</td><td>2.9536583</td><td>17.936937</td><td>0.09356</td><td>4</td><td>G15_Y4_207_233</td><td>6</td><td>20.475163</td><td>18.793518</td><td>17.931898</td><td>17.541327</td><td>17.197819</td><td>301.2097769139517</td><td>37.394345322219465</td><td>G15</td><td>-213.7962148009045</td><td>-173.0801540502924</td><td>14.192918239663213</td><td>215.25661059682756</td><td>171.27823162890928</td><td>13.97709132347238</td><td>0.86161995</td><td>17.936937</td><td>0.8757562513248898</td><td>0</td><td>6</td><td>-0.11142546006875102</td><td>-0.1255617620528218</td><td>0.11607673978665638</td><td>0.2400367912947963</td><td>0.7376598978326804</td><td>0.8</td><td>-0.090753205</td><td>-0.074848</td><td>-19.482731524732237</td><td>-19.498636726167327</td><td>-19.5734847298528</td><td>37.41966885688556</td><td>37.43557405832065</td><td>-0.10851329039582329</td><td>-0.11698886622665608</td><td>0.10821158796637782</td><td>0.1481864234870072</td><td>-19.474866372911958</td></tr>\n",
+       "<tr><td>48171</td><td>587722982292718167</td><td>216.00724821</td><td>-0.73915415</td><td>19.326773</td><td>0.20481</td><td>4</td><td>G15_Y6_096_310</td><td>6</td><td>21.902008</td><td>20.223587</td><td>19.203344</td><td>18.568302</td><td>18.247448</td><td>709.9166335051085</td><td>39.25603675954987</td><td>G15</td><td>-476.61791491556465</td><td>-346.37531523196094</td><td>-7.601321835181104</td><td>479.50267466108414</td><td>342.3596651624389</td><td>-8.082114628739742</td><td>1.0202427</td><td>19.326773</td><td>0.775731409274886</td><td>0</td><td>5</td><td>0.0025108217266937016</td><td>0.24702210349184678</td><td>0.23105910393867868</td><td>0.5761889829033129</td><td>0.6751128120754049</td><td>0.8</td><td>-0.1986657</td><td>-0.163848</td><td>-19.961657480266926</td><td>-19.9964751758846</td><td>-20.160323173669216</td><td>39.28843017008626</td><td>39.323247865703934</td><td>-0.042675187929398534</td><td>0.15811073533480008</td><td>0.17404969043280258</td><td>0.42328602504846335</td><td>-19.904648066761048</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></tr>\n",
+       "<tr><td>144641</td><td>587724650868047986</td><td>180.94033164</td><td>-1.40741054</td><td>17.41296</td><td>0.08275</td><td>5</td><td>372827940032899072</td><td>6</td><td>19.981977</td><td>18.164217</td><td>17.318398</td><td>16.94155</td><td>16.63065</td><td>264.3439626407431</td><td>37.110846979952065</td><td>G12</td><td>-244.03475948173795</td><td>-4.005429591308149</td><td>-5.99647061313818</td><td>244.05365949765488</td><td>1.9554781168947475</td><td>-6.2411819771528725</td><td>0.8458195</td><td>17.41296</td><td>0.8829118885773107</td><td>0</td><td>6</td><td>-0.12493929321826423</td><td>-0.1620317085289734</td><td>0.10243301705591469</td><td>0.2061687022079781</td><td>0.7420837881145381</td><td>0.8</td><td>-0.080267504</td><td>-0.0662</td><td>-19.720052440660133</td><td>-19.73411994148983</td><td>-19.800319944517746</td><td>37.13301249315037</td><td>37.147079993980064</td><td>-0.11750596043213021</td><td>-0.13881013057423844</td><td>0.0992189179300709</td><td>0.12636515913942484</td><td>-19.716838341534288</td></tr>\n",
+       "<tr><td>491903</td><td>587729778517737765</td><td>213.82796358</td><td>-1.44107481</td><td>18.558632</td><td>0.2485</td><td>4</td><td>G15_Y1_BX2_263</td><td>6</td><td>21.776571</td><td>19.797039</td><td>18.564478</td><td>18.051853</td><td>17.710558</td><td>884.2294896217633</td><td>39.732824974057365</td><td>G15</td><td>-588.1525814683458</td><td>-394.14966593140616</td><td>-17.81125642766063</td><td>591.4244014610183</td><td>389.19547667841846</td><td>-18.404276317887458</td><td>1.2325611</td><td>18.558632</td><td>0.8409702630178366</td><td>0</td><td>5</td><td>0.0681802470807</td><td>0.4597710955130588</td><td>0.29631388440204276</td><td>0.8127211344755538</td><td>0.7161538613766842</td><td>0.8</td><td>-0.24104501</td><td>-0.19880001</td><td>-21.229461948416645</td><td>-21.27170694901746</td><td>-21.470506961486752</td><td>39.7880938453893</td><td>39.83033884599011</td><td>-0.0203734360137533</td><td>0.28132207833343553</td><td>0.1963514423484478</td><td>0.5464973680470988</td><td>-21.12949950636305</td></tr>\n",
+       "<tr><td>463398</td><td>587729774758789287</td><td>212.86496352</td><td>-1.20334883</td><td>18.590765</td><td>0.11848</td><td>4</td><td>G15_Y1_AX2_366</td><td>6</td><td>21.08381</td><td>19.531126</td><td>18.552794</td><td>18.10615</td><td>17.658413</td><td>388.172744079894</td><td>37.94512518860448</td><td>G15</td><td>-291.4442107694562</td><td>-188.2910091695379</td><td>-7.288426978400199</td><td>293.0080553433431</td><td>185.83633300642816</td><td>-7.5822247111320955</td><td>0.9783325</td><td>18.590765</td><td>0.9306090373765022</td><td>0</td><td>6</td><td>-0.07929751614629613</td><td>-0.03157403399154836</td><td>0.14720899245784666</td><td>0.35396951121065595</td><td>0.7715720007784407</td><td>0.8</td><td>-0.1149256</td><td>-0.094784</td><td>-19.386643581084357</td><td>-19.406785182646857</td><td>-19.50156918167268</td><td>37.977408580474005</td><td>37.997550182036505</td><td>-0.09023720109474981</td><td>-0.0627436593796448</td><td>0.1264876772674513</td><td>0.20243163033401848</td><td>-19.36592226589396</td></tr>\n",
+       "<tr><td>198162</td><td>587725073918001311</td><td>138.52346779</td><td>-0.79805535</td><td>18.495443</td><td>0.16133</td><td>4</td><td>G09_Y1_HS2_153</td><td>6</td><td>21.101124</td><td>19.303555</td><td>18.301195</td><td>17.857798</td><td>17.5872</td><td>543.9888627337449</td><td>38.67795004166378</td><td>G9</td><td>-350.9180392564229</td><td>310.20991025850765</td><td>-6.5242516948175595</td><td>348.2932835479642</td><td>-313.1465606245255</td><td>-6.873482577915821</td><td>1.0023594</td><td>18.495443</td><td>0.8514854071405603</td><td>0</td><td>5</td><td>-0.031391418125482476</td><td>0.11948256499274634</td><td>0.19655134763285653</td><td>0.47625600981980737</td><td>0.7226547280718383</td><td>0.8</td><td>-0.1564901</td><td>-0.12906401</td><td>-20.222567942770105</td><td>-20.249994036586862</td><td>-20.37905804518042</td><td>38.718011286886316</td><td>38.74543738070307</td><td>-0.06469486353494835</td><td>0.041578215795433526</td><td>0.15203001482725276</td><td>0.3067535055090968</td><td>-20.178046609964504</td></tr>\n",
+       "<tr><td>240236</td><td>587726014550115008</td><td>221.29047632</td><td>1.58092601</td><td>19.704727</td><td>0.26054</td><td>4</td><td>G15_Y3_029_216</td><td>5</td><td>21.553295</td><td>20.544386</td><td>19.762522</td><td>19.459375</td><td>19.034607</td><td>933.5559708235824</td><td>39.850701804736325</td><td>G15</td><td>-556.2556647565044</td><td>-488.51874437060474</td><td>20.432312860944343</td><td>560.3596404019114</td><td>483.8291493910858</td><td>19.870460289572797</td><td>0.78186417</td><td>19.704727</td><td>0.46665101567711453</td><td>0</td><td>3</td><td>-0.08024587254543106</td><td>0.23496727803722</td><td>0.11335509490407908</td><td>0.4530377630194731</td><td>0.4421814981443716</td><td>2.12</td><td>-0.2527238</td><td>-0.5523448</td><td>-20.006605913731896</td><td>-19.706984927747094</td><td>-20.25932972678884</td><td>39.71133308658346</td><td>39.411712100598656</td><td>-0.01367387306109058</td><td>0.3156650285686328</td><td>0.20305100530111053</td><td>0.5808403182822961</td><td>-20.096301824128926</td></tr>\n",
+       "<tr><td>184213</td><td>587725041700569280</td><td>175.47756254</td><td>-1.48053999</td><td>19.511608</td><td>0.22382</td><td>4</td><td>G12_Y3_009_173</td><td>5</td><td>20.695717</td><td>20.047436</td><td>19.504257</td><td>19.251724</td><td>19.091034</td><td>784.8483777907554</td><td>39.4739288248158</td><td>G12</td><td>-639.1001916517187</td><td>50.550110353483305</td><td>-16.569805345799743</td><td>638.6361063294885</td><td>-55.91655442019178</td><td>-17.21016296537354</td><td>0.54317856</td><td>19.511608</td><td>0.3226594007159201</td><td>0</td><td>2</td><td>-0.13770437831900773</td><td>0.08281477931468151</td><td>0.03313032131675836</td><td>0.2566256336375583</td><td>0.31968324602880943</td><td>2.12</td><td>-0.2171054</td><td>-0.4744984</td><td>-19.778345618810743</td><td>-19.520952631201833</td><td>-19.99545102235326</td><td>39.28995374259004</td><td>39.032560754981134</td><td>-0.03322702368372686</td><td>0.21126512182456142</td><td>0.18349785467847424</td><td>0.4764404115382247</td><td>-19.92871315217246</td></tr>\n",
+       "<tr><td>422832</td><td>587728879793996009</td><td>132.5691063</td><td>2.6484217</td><td>17.491207</td><td>0.05887</td><td>5</td><td>635016105986910208</td><td>6</td><td>19.94955</td><td>18.36519</td><td>17.590492</td><td>17.223116</td><td>16.917364</td><td>184.7805738839679</td><td>36.33328155794701</td><td>G9</td><td>-117.92444926572652</td><td>128.38073854270476</td><td>8.06349878281162</td><td>116.84996037408655</td><td>-129.36673539377546</td><td>7.946339418054741</td><td>0.77469826</td><td>17.491207</td><td>0.8498189397003388</td><td>0</td><td>5</td><td>-0.1536384508104292</td><td>-0.22875913306447904</td><td>0.07433456477057485</td><td>0.12740836843839282</td><td>0.7216244537784711</td><td>0.8</td><td>-0.057103902</td><td>-0.047096</td><td>-18.859305097813333</td><td>-18.869313000793184</td><td>-18.91640899991485</td><td>36.35051222061607</td><td>36.36052012359592</td><td>-0.14013147901751155</td><td>-0.18298617917079557</td><td>0.07659339934468956</td><td>0.0821891105428677</td><td>-18.861563932387448</td></tr>\n",
+       "<tr><td>298907</td><td>587726031730180215</td><td>222.23429947</td><td>1.20211211</td><td>17.162989</td><td>0.08717</td><td>5</td><td>346931405697083392</td><td>6</td><td>19.940475</td><td>17.993061</td><td>17.11311</td><td>16.727655</td><td>16.417294</td><td>279.35431421752406</td><td>37.23077691394533</td><td>G15</td><td>-190.20858424039977</td><td>-172.67821039536133</td><td>5.390740151501989</td><td>191.6576220365949</td><td>171.0744303430732</td><td>5.198571104995867</td><td>0.8799515</td><td>17.162989</td><td>0.9093945265512792</td><td>0</td><td>6</td><td>-0.11982859759059589</td><td>-0.14927164709078136</td><td>0.1070629981595062</td><td>0.2285581013097441</td><td>0.7584563739005433</td><td>0.8</td><td>-0.0845549</td><td>-0.069736</td><td>-20.090296346175897</td><td>-20.105115252959955</td><td>-20.174851249385107</td><td>37.253285008895624</td><td>37.26810391567968</td><td>-0.1137427296688666</td><td>-0.13001948695519966</td><td>0.10298214869333451</td><td>0.13515580275846362</td><td>-20.086215496709727</td></tr>\n",
+       "<tr><td>171645</td><td>587725040628465780</td><td>179.33723336</td><td>-2.40395249</td><td>17.800488</td><td>0.08799</td><td>4</td><td>2dF298955</td><td>6</td><td>19.18347</td><td>18.127655</td><td>17.751844</td><td>17.383762</td><td>17.268173</td><td>282.14871833782036</td><td>37.25239040912676</td><td>G12</td><td>-259.084677850809</td><td>2.9970853354382125</td><td>-10.877497191838263</td><td>259.039326507352</td><td>-5.173204045587724</td><td>-11.137236876535102</td><td>0.37581062</td><td>17.800488</td><td>0.38813898871923863</td><td>0</td><td>3</td><td>-0.10639969338654888</td><td>-0.11872805893684149</td><td>0.07464257365840053</td><td>0.07472773393335194</td><td>0.3757254628939939</td><td>2.12</td><td>-0.085350305</td><td>-0.18653879</td><td>-19.44119515963262</td><td>-19.340006678778586</td><td>-19.526545464474616</td><td>37.24168267794317</td><td>37.14049419708913</td><td>-0.11305793135119838</td><td>-0.1283684336736779</td><td>0.10366694701100274</td><td>0.13680685603998538</td><td>-19.470219532985222</td></tr>\n",
+       "<tr><td>231790</td><td>587726014534451454</td><td>185.40779263</td><td>1.97601141</td><td>19.153511</td><td>0.22548</td><td>4</td><td>G12_Y2_009_279</td><td>6</td><td>21.52893</td><td>20.13791</td><td>19.115513</td><td>18.627647</td><td>18.338112</td><td>791.4589809122851</td><td>39.49214205761491</td><td>G12</td><td>-642.5790714197542</td><td>-60.829783322678885</td><td>22.269112898372835</td><td>643.0893580068083</td><td>55.43018859382356</td><td>21.624309604759834</td><td>1.022398</td><td>19.153511</td><td>0.7349130392725307</td><td>0</td><td>5</td><td>0.009868346645590456</td><td>0.29735330236817703</td><td>0.235633025228835</td><td>0.61139568110434</td><td>0.6466353391196122</td><td>0.8</td><td>-0.21871561</td><td>-0.18038401</td><td>-20.355548427360503</td><td>-20.393880025403945</td><td>-20.574264035480468</td><td>39.509059474723784</td><td>39.547391072767226</td><td>-0.032389425405808</td><td>0.21594835220350617</td><td>0.18433545295639311</td><td>0.48112364191716944</td><td>-20.30425085508806</td></tr>\n",
+       "<tr><td>99685</td><td>587722984426110987</td><td>183.78253455</td><td>1.01615928</td><td>19.740479</td><td>0.04815</td><td>4</td><td>G12_Y3_022_278</td><td>5</td><td>21.193935</td><td>20.180494</td><td>19.736809</td><td>19.653355</td><td>19.252592</td><td>149.91576605172278</td><td>35.879236541466554</td><td>G12</td><td>-142.69491565912364</td><td>-9.434097194232642</td><td>2.536531621744557</td><td>142.77159651609645</td><td>8.23517492419311</td><td>2.393378306003298</td><td>0.44368553</td><td>19.740479</td><td>0.4837755249348499</td><td>0</td><td>3</td><td>-0.13776917816369674</td><td>-0.1778591714823357</td><td>0.05873599593220613</td><td>0.04612735804335638</td><td>0.4562941695050607</td><td>2.12</td><td>-0.0467055</td><td>-0.10207799</td><td>-16.15078852248234</td><td>-16.09541603100342</td><td>-16.19749402177376</td><td>35.89126703810734</td><td>35.83589454662842</td><td>-0.15169079502731247</td><td>-0.200897034045806</td><td>0.06503408333488864</td><td>0.06427825566785728</td><td>-16.157086609885024</td></tr>\n",
+       "<tr><td>363816</td><td>587726033340399907</td><td>221.41242152</td><td>2.44020163</td><td>19.253107</td><td>0.14199</td><td>4</td><td>G15_Y4_220_096</td><td>6</td><td>22.07768</td><td>20.255108</td><td>19.179491</td><td>18.572502</td><td>18.19317</td><td>472.6947007546961</td><td>38.372903667893944</td><td>G15</td><td>-310.14658670847064</td><td>-273.5505200637545</td><td>17.623421697882673</td><td>312.45089171617036</td><td>270.93574244385496</td><td>17.31014149491465</td><td>1.0756168</td><td>19.253107</td><td>0.9604286636952841</td><td>0</td><td>6</td><td>-0.04647356828607965</td><td>0.06871460456648781</td><td>0.18295177204044896</td><td>0.45964200449383735</td><td>0.7989266040944631</td><td>0.8</td><td>-0.13773032</td><td>-0.113592006</td><td>-19.165018053683898</td><td>-19.189156362745425</td><td>-19.302748369011542</td><td>38.418125124606746</td><td>38.44226343366827</td><td>-0.07550222075856375</td><td>-0.007054343933396032</td><td>0.14122265760363736</td><td>0.25812094578026723</td><td>-19.123288939247086</td></tr>\n",
+       "<tr><td>749287</td><td>588848900968415432</td><td>138.9633093</td><td>0.74507087</td><td>19.749031</td><td>0.20548</td><td>4</td><td>G09_Y4_249_215</td><td>4</td><td>25.059387</td><td>21.199219</td><td>19.667469</td><td>19.112331</td><td>18.981901</td><td>712.5332523700498</td><td>39.26402568364025</td><td>G9</td><td>-445.80646485685344</td><td>388.0351370808506</td><td>7.686132134777941</td><td>442.538857005201</td><td>-391.7660729090924</td><td>7.242410001564394</td><td>1.5317497</td><td>19.749031</td><td>1.21045927823622</td><td>0</td><td>7</td><td>0.05799203684763135</td><td>0.37928248395320824</td><td>0.29907233316034176</td><td>0.7876247372431089</td><td>1.0431973212590298</td><td>0.8</td><td>-0.19931561</td><td>-0.164384</td><td>-19.6147513423583</td><td>-19.649682957353303</td><td>-19.81406694990606</td><td>39.36378240925283</td><td>39.39871402424783</td><td>-0.042344748954168426</td><td>0.15996670246567818</td><td>0.17438012940803269</td><td>0.42514199217934145</td><td>-19.49005913860599</td></tr>\n",
+       "<tr><td>319999</td><td>587726032264560933</td><td>216.67418518</td><td>1.72880356</td><td>18.030909</td><td>0.08601</td><td>4</td><td>G15_Y3_003_343</td><td>6</td><td>19.487598</td><td>18.441025</td><td>18.078157</td><td>17.841322</td><td>17.738762</td><td>275.40644844820434</td><td>37.19987052369831</td><td>G15</td><td>-203.30179008432427</td><td>-151.39404274257262</td><td>7.650633600829171</td><td>204.57384557072552</td><td>149.68103500918863</td><td>7.4455148181770445</td><td>0.36286736</td><td>18.030909</td><td>0.3768624976024672</td><td>0</td><td>3</td><td>-0.10659905516836266</td><td>-0.12059419742414794</td><td>0.07268532752325715</td><td>0.0694784651947203</td><td>0.36607421767521653</td><td>2.12</td><td>-0.0834297</td><td>-0.18234119</td><td>-19.158217565000538</td><td>-19.05930607843447</td><td>-19.24164726662684</td><td>37.18912614959527</td><td>37.0902146630292</td><td>-0.11471853052019267</td><td>-0.1323443607927215</td><td>0.10200634784200845</td><td>0.13283092892094178</td><td>-19.187538585319288</td></tr>\n",
+       "<tr><td>266590</td><td>587726016159416716</td><td>218.2406844</td><td>2.90138215</td><td>18.900648</td><td>0.1936</td><td>4</td><td>G15_Y4_212_291</td><td>6</td><td>20.996931</td><td>19.759823</td><td>18.907946</td><td>18.51796</td><td>18.265854</td><td>666.4028464465609</td><td>39.11868421715418</td><td>G15</td><td>-437.94705329174883</td><td>-345.13417642617947</td><td>28.260167623692467</td><td>440.85872922659826</td><td>341.4433924152825</td><td>27.81814046759244</td><td>0.8518772</td><td>18.900648</td><td>0.6627647342196135</td><td>0</td><td>4</td><td>-0.034436430624061626</td><td>0.154676047680739</td><td>0.1864081033345646</td><td>0.4419851911497449</td><td>0.5963001247092338</td><td>2.12</td><td>-0.187792</td><td>-0.41043198</td><td>-20.216652200268562</td><td>-19.994012222336586</td><td>-20.404444203423317</td><td>39.11730031733399</td><td>38.894660339402016</td><td>-0.04820845324442659</td><td>0.12728761322363485</td><td>0.16851642511777454</td><td>0.39246290293729813</td><td>-20.198760522051774</td></tr>\n",
+       "<tr><td>130739</td><td>587724649793257631</td><td>178.5124768</td><td>-2.22651927</td><td>18.94947</td><td>0.2223</td><td>4</td><td>G12_Y5_014_248</td><td>6</td><td>20.764925</td><td>19.756508</td><td>18.964243</td><td>18.578188</td><td>18.248743</td><td>778.8047595445133</td><td>39.4571429848974</td><td>G12</td><td>-636.4677272795298</td><td>16.527801737951425</td><td>-24.753994016580116</td><td>636.2813058523318</td><td>-21.873334218832895</td><td>-25.39199463284523</td><td>0.79226494</td><td>18.94947</td><td>0.5557080529858697</td><td>0</td><td>4</td><td>-0.051513868005047744</td><td>0.1850430173635743</td><td>0.15719060026702186</td><td>0.43388024676434606</td><td>0.515575291857168</td><td>2.12</td><td>-0.215631</td><td>-0.47127596</td><td>-20.44923207189786</td><td>-20.19358710970628</td><td>-20.664863065144893</td><td>39.39870259191739</td><td>39.14305762972581</td><td>-0.03399155456620605</td><td>0.20698182983825592</td><td>0.18273332379599505</td><td>0.4721571195519192</td><td>-20.474774795426832</td></tr>\n",
+       "<tr><td>231108</td><td>587726014533075517</td><td>182.34668474</td><td>1.87027995</td><td>19.537228</td><td>0.11052</td><td>4</td><td>G12_Y2_035_355</td><td>5</td><td>20.53867</td><td>19.861849</td><td>19.455746</td><td>19.374758</td><td>19.369976</td><td>360.09778991532727</td><td>37.78210227957896</td><td>G12</td><td>-323.81598407637415</td><td>-13.270073803850652</td><td>10.58280822961953</td><td>323.9264730942</td><td>10.549659951652847</td><td>10.258018122045032</td><td>0.40610313</td><td>19.537228</td><td>0.3933573636729404</td><td>0</td><td>3</td><td>-0.1017383218418332</td><td>-0.0889925513595002</td><td>0.08011743404338814</td><td>0.10602883864421724</td><td>0.38019172955444436</td><td>2.12</td><td>-0.1072044</td><td>-0.23430239</td><td>-18.217787683004154</td><td>-18.090689696365608</td><td>-18.32499208300711</td><td>37.75501531361939</td><td>37.62791732698084</td><td>-0.09573835591834029</td><td>-0.08063977487836366</td><td>0.12098652244386082</td><td>0.18453551483529962</td><td>-18.258656771404628</td></tr>\n",
+       "<tr><td>544792</td><td>588848898855076298</td><td>216.87873507</td><td>-0.97925934</td><td>19.360544</td><td>0.25505</td><td>4</td><td>G15_Y2_021_224</td><td>6</td><td>20.788153</td><td>19.968239</td><td>19.359898</td><td>19.148464</td><td>19.001293</td><td>910.9961551003275</td><td>39.79758272008873</td><td>G15</td><td>-580.5395873579658</td><td>-435.5446186965225</td><td>-12.405363128538978</td><td>584.1648036909943</td><td>430.65291571882216</td><td>-12.9911012291748</td><td>0.6083412</td><td>19.360544</td><td>0.31979181452411626</td><td>0</td><td>2</td><td>-0.14862437182441385</td><td>0.13992503069249054</td><td>0.021763301795351686</td><td>0.3128755626426263</td><td>0.31722895619374103</td><td>2.12</td><td>-0.24739851</td><td>-0.540706</td><td>-20.21140330659687</td><td>-19.918095838301774</td><td>-20.458801817172166</td><td>39.571947511308785</td><td>39.27864004301369</td><td>-0.01677201073850576</td><td>0.3000041899755627</td><td>0.19995286762369535</td><td>0.565179479689226</td><td>-20.389592872425215</td></tr>\n",
+       "<tr><td>561836</td><td>588848899377987791</td><td>185.05053157</td><td>-0.44348116</td><td>17.388186</td><td>0.08326</td><td>5</td><td>324299888655362048</td><td>6</td><td>19.825739</td><td>18.181332</td><td>17.22446</td><td>16.73651</td><td>16.36558</td><td>266.0714600736741</td><td>37.124991464127696</td><td>G12</td><td>-244.66007145616777</td><td>-21.62242717110992</td><td>-1.901138549210049</td><td>244.83103221364775</td><td>19.56660179670565</td><td>-2.146627312628502</td><td>0.95687103</td><td>17.388186</td><td>0.9977002178378926</td><td>0</td><td>6</td><td>-0.12672345026565524</td><td>-0.16755263538875292</td><td>0.10676619481311034</td><td>0.22944765502096676</td><td>0.8341895725069873</td><td>0.8</td><td>-0.0807622</td><td>-0.066608004</td><td>-19.76280995778467</td><td>-19.77696415357019</td><td>-19.843572157842175</td><td>37.1509954588833</td><td>37.165149654668824</td><td>-0.11706544941776251</td><td>-0.13780526944238067</td><td>0.0996594289444386</td><td>0.1273700202712826</td><td>-19.755703191915995</td></tr>\n",
+       "<tr><td>300889</td><td>587726032227205452</td><td>131.22119797</td><td>1.08457648</td><td>17.518816</td><td>0.05123</td><td>5</td><td>525915410034354176</td><td>6</td><td>20.06801</td><td>18.227762</td><td>17.466656</td><td>17.102661</td><td>16.856318</td><td>159.87829281619932</td><td>36.0189475110357</td><td>G9</td><td>-100.20240561109553</td><td>114.37487660203796</td><td>2.8787462691943606</td><td>99.24099665020661</td><td>-115.21250832347289</td><td>2.779240499075122</td><td>0.7611065</td><td>17.518816</td><td>0.8464068946902885</td><td>0</td><td>5</td><td>-0.16302620011476304</td><td>-0.24832660371618465</td><td>0.06500875112366106</td><td>0.10660024594689005</td><td>0.7195149962656382</td><td>0.8</td><td>-0.0496931</td><td>-0.040984</td><td>-18.515447167742263</td><td>-18.524156266886006</td><td>-18.565140267896663</td><td>36.03426316200496</td><td>36.042972261148705</td><td>-0.14827322800135903</td><td>-0.19587777916982207</td><td>0.06845165036084208</td><td>0.0692975105438412</td><td>-18.518890066979445</td></tr>\n",
+       "<tr><td>486167</td><td>587729777983029443</td><td>218.75913077</td><td>-1.78088603</td><td>19.510452</td><td>0.24971</td><td>4</td><td>G15_Y4_235_088</td><td>5</td><td>22.205793</td><td>20.660435</td><td>19.45731</td><td>18.966232</td><td>18.642338</td><td>889.1618797932855</td><td>39.74490417662204</td><td>G15</td><td>-554.5446302804903</td><td>-445.2144367876652</td><td>-22.11134525868655</td><td>558.2422679007487</td><td>440.5407416051313</td><td>-22.671096163667322</td><td>1.203125</td><td>19.510452</td><td>0.8189950894664111</td><td>0</td><td>5</td><td>0.0624230108333102</td><td>0.4465529213668991</td><td>0.29095554289866077</td><td>0.7915125793654464</td><td>0.7025679635332144</td><td>0.8</td><td>-0.2422187</td><td>-0.19976799</td><td>-20.283188745981352</td><td>-20.325639457112448</td><td>-20.525407449012892</td><td>39.79364101648916</td><td>39.83609172762026</td><td>-0.019715393928490796</td><td>0.2847722964161869</td><td>0.1970094844337103</td><td>0.5499475861298502</td><td>-20.1892426875164</td></tr>\n",
+       "<tr><td>324184</td><td>587726032765649137</td><td>134.77713995</td><td>1.65159771</td><td>18.127356</td><td>0.12197</td><td>4</td><td>G09_Y1_EN1_267</td><td>6</td><td>19.760504</td><td>18.688002</td><td>17.994484</td><td>17.506512</td><td>17.239153</td><td>400.56909472221986</td><td>38.01338719471584</td><td>G9</td><td>-251.36506808486772</td><td>253.32815375787504</td><td>10.290055368865453</td><td>249.23852127893758</td><td>-255.43059920288053</td><td>10.040153421342099</td><td>0.6935177</td><td>18.127356</td><td>0.6572317718031452</td><td>0</td><td>4</td><td>-0.08541342944063336</td><td>-0.0491275163072552</td><td>0.13505378483915031</td><td>0.23613148910382542</td><td>0.5924399806718483</td><td>2.12</td><td>-0.1183109</td><td>-0.2585764</td><td>-19.902774505451063</td><td>-19.762509010866026</td><td>-20.021085403993467</td><td>38.03013008101259</td><td>37.88986458642755</td><td>-0.08791430494891313</td><td>-0.05473773574509001</td><td>0.128810573413288</td><td>0.21043755396857328</td><td>-19.8965312940252</td></tr>\n",
        "</table></div>"
       ],
       "text/plain": [
        "<Table length=113687>\n",
-       " CATAID       OBJID             RA          DEC      R_PETRO  ...     DDPKCORR_G0P1        DDPKCORR_R0P0       DDPKCORR_G0P0        DDPMALL_0P0    \n",
-       "                               deg          deg        mag    ...                                                                       mag        \n",
-       " int32        int64          float64      float64    float32  ...        float64              float64             float64             float64      \n",
-       "------- ------------------ ------------ ----------- --------- ... --------------------- ------------------- ------------------- -------------------\n",
-       " 186621 587725041704829065 185.22637399 -1.48484552 19.707304 ...  0.029344341562804438 0.14944575068211835 0.29451963127646774   -18.8961327589585\n",
-       " 543518 588848898852848091 211.76792957 -0.89235905 19.017689 ...  -0.19364531489911876 0.06992472323437693 0.07152997481454451  -17.07887789451085\n",
-       " 145492 587724650869751862 184.80116057 -1.36268178 18.077238 ...  -0.09026459990901585  0.1178311196250314  0.1749106898046474   -19.6252717271585\n",
-       " 136410 587724650328490122 174.75681895 -1.77149809 18.929632 ...  -0.09646160454835392 0.11571860705192961 0.16871368516530935 -18.709855624883158\n",
-       "3854067 588010930294358518 130.11971293 -1.67349372   19.1169 ...    0.2451168051414711 0.18960749097768487  0.5102920948551344 -20.446485316681823\n",
-       "  69798 587722983349223510    176.60336  0.08453731 18.432463 ...    0.3193152860577829 0.20378460476187887  0.5844905757714463 -21.380295869702394\n",
-       " 402311 587728308031193305 174.48262304  1.89336017 18.179806 ... -0.022346102743430046 0.13747696273780968 0.24282918697023323 -20.091374382371352\n",
-       "  15514 588848901002100946 215.82581846  0.72942267 18.988533 ...   -0.1917615499156991 0.07114623600229858 0.07341373979796417  -17.15618337211884\n",
-       " 534769 588848898836726067 174.96774828 -0.94621474    19.592 ...    0.2583062416835699  0.1920334235114388  0.5234815313972332 -20.017584809500462\n",
-       "  92669 587722983903789522 217.09852565  0.43610568 19.520845 ...   0.04191278347860805 0.15209960911224252  0.3070880731922713 -19.154521408849618\n",
-       " 298671 587726031729656200 221.09824398  1.36306808 19.459198 ...   0.05347492984007124 0.15447212997069698  0.3186502195537345 -19.279820535174846\n",
-       " 508615 587729971787071869 217.61923775 -1.56324706  18.66708 ...  0.042788278846384614  0.1522814623361904  0.3079635685600479 -20.013188409490994\n",
-       " 251155 587726015085281646 217.44931266  1.95201708 18.500525 ...   0.23606495353663898 0.18795937240321653  0.5012402432503023  -21.03061177276631\n",
-       " 278458 587726031690465614 131.58340172  0.84256273 18.171114 ...  -0.03449282766016758  0.1343533410188594 0.23068246205349568 -20.011547676396695\n",
-       " 238123 587726014546641104 213.30918786  1.77148755 17.359442 ...  -0.10788465850623973 0.11164333540183868 0.15729063120742354  -20.15721198745659\n",
-       "  21861 588848901520883816 174.46578607  1.22194389 18.628473 ...  -0.07953085831149408  0.1213407635206317 0.18564443140216919  -19.17783971153195\n",
-       "  56006 587722982815694957 184.24397268 -0.22403141 17.618164 ...   -0.1608360404313677 0.08880971710941621 0.10433924928229557  -19.16860363828243\n",
-       " 362344 587726033337450694 214.68874362  2.64041934 18.402348 ...   0.17010230018367228 0.17618173234452836 0.43527758989733556 -20.878110934730348\n",
-       "    ...                ...          ...         ...       ... ...                   ...                 ...                 ...                 ...\n",
-       "  40387 587722982277316829 180.80242132 -0.66597744 19.656414 ...    0.2856278660195149  0.1971731409771429  0.5508031557331782 -20.046140421188653\n",
-       " 251318 587726015085609267 218.18561904  1.88586596 19.322008 ...   0.12300797892972157 0.16773859302797717  0.3881832686433848 -19.758328609574065\n",
-       " 210601 587725074991874513  138.8225367  0.06583858  19.76327 ...  0.025558472458463044  0.1486295996995543  0.2907337621721263  -18.81790292993051\n",
-       " 560052 588848899375366397 178.98150716  -0.4493875 18.670307 ...   0.29581060216698246 0.19913600610707366  0.5609858918806457 -21.066038813796517\n",
-       " 230699 587726014532420094 180.85041315  1.99942632 19.602518 ...   0.25446630278838017  0.1913238788268216  0.5196415925020434 -19.993708879455916\n",
-       " 297870 587726031728083300 217.50233489   1.2918479 17.654509 ...   0.12322582355145612 0.16777826006680008  0.3884011132651194 -21.426803835201728\n",
-       "3910772 588010931371573388 138.08604173 -1.08569919  19.44324 ...  0.023885843370270332 0.14826639934508387  0.2890611330839336   -19.1280042874009\n",
-       "  28706 588848901537595648 212.72205471  1.06920559  19.02279 ...   0.30861959764500185 0.20164761631753916  0.5737948873586651 -20.755459451697934\n",
-       " 493705 587729778521342136 222.13123438 -1.20774468 18.531641 ...  0.002735310395286586 0.14352293628090823 0.26791060010894985  -19.90884099556633\n",
-       "3592722 587729150378311793 138.94021895 -1.93013444 16.887249 ...   -0.1920792453808812  0.0709415809992967 0.07309604433278208 -19.249440756672236\n",
-       " 518924 588010358531228030 138.46041574  2.96585585 19.584932 ... -0.009210077495382801 0.14070628538466803  0.2559652122182805 -18.777021030518057\n",
-       " 163788 587725040089759829 175.03010988 -2.86201118 18.861214 ...  -0.05469157173094293 0.12882373934609792 0.21048371798272034  -19.16305297257936\n",
-       "3903312 588010931369607376 133.63790092 -1.10784214  19.06837 ...  -0.08291759478775133 0.12025298501247228 0.18225769492591193 -18.705884741063414\n",
-       " 545406 588848898856190106 219.36399521 -0.99223735 18.951399 ... -0.017028783120639407  0.1388018107430781 0.24814650659302387 -19.357114321129888\n",
-       " 551261 588848899358065141 139.45629868 -0.57303037 19.701536 ...   0.19682950436941954 0.18092591817351994  0.4620047940830828 -19.684111872518542\n",
-       " 123295 587724649255075886  175.5224464 -2.64921913 18.451244 ...  -0.09013384596176524 0.11787498948165297 0.17504144375189803  -19.25256968818842\n",
-       " 210430 587725074991677774 138.27996762  0.12381521 18.345194 ...   0.20408218357769614 0.18221649432775214  0.4692574732913594  -21.06809909491295\n",
-       " 197459 587725073916625289 135.35809495 -0.73870852 19.380898 ...    0.1348342446981267 0.16988129095334942    0.40000953441179  -19.75168115867355\n",
-       " 372800 587727942954844399 137.78468221   1.2197969 17.326979 ...  0.002760097834360223 0.14352867081579232  0.2679353875480235 -21.113662586766043"
+       " CATAID       OBJID             RA          DEC      R_PETRO   ZGAMA    NQ  ...   Z_THETA_QCOLOR       DDPKCORR_R0P1         DDPKCORR_G0P1        DDPKCORR_R0P0       DDPKCORR_G0P0        DDPMALL_0P0    \n",
+       "                               deg          deg        mag                  ...                                                                                                                mag        \n",
+       " int32        int64          float64      float64    float32  float32 int16 ...      float64              float64               float64              float64             float64             float64      \n",
+       "------- ------------------ ------------ ----------- --------- ------- ----- ... ------------------ --------------------- --------------------- ------------------- ------------------- -------------------\n",
+       "  55383 587722982814646452   181.871878 -0.27042178 18.602032 0.04729     4 ...  35.79562409609961   -0.1526593314431797  -0.20228000393021722 0.06406554691902142 0.06289528578344605 -17.254844647875426\n",
+       "  40488 587722982277644333 181.63329028 -0.64674069 18.588371 0.20122     4 ...  39.26487581558775 -0.044445330699246194    0.1481913458102212 0.17227954766295492  0.4133666355238845 -20.601542206158303\n",
+       " 600969 588848900431216877 138.08615023    0.302724 18.366667 0.05365     4 ...  36.07834106868316   -0.1456432389995999   -0.1918619172169734  0.0710816393626012 0.07331337249668987  -17.77551792591144\n",
+       "  40000 587722982276595845 179.20251064 -0.81642342 17.850286 0.14181     4 ... 38.199899730609275  -0.07560764941954926 -0.007495728637855054 0.14111722894265186 0.25767956107580825 -20.523162399244175\n",
+       " 341925 587726032800186513 213.69378727  2.39489753 17.448318 0.16915     5 ...  38.86252662904792  -0.06056670512207177   0.06187180379599769 0.15615817324012934   0.327047093509661 -21.335524372671827\n",
+       " 493576 587729778521145698  221.5604937 -1.35761529 19.367214 0.13248     4 ...  38.27593253857853  -0.08121712871356893  -0.03006698805141142  0.1355077496486322 0.23510830166225186  -18.84824230913197\n",
+       " 618990 588848900466016531 217.64901823  0.36921654 18.194399 0.17376     4 ... 38.661741693237644  -0.05818257818281324    0.0739885412927545 0.15854230017938786  0.3391638310064178 -20.652192634862242\n",
+       " 261498 587726015620972825 214.75407116  2.48491909 18.809385 0.05675     4 ... 36.197514565595846  -0.14234377498544637  -0.18662581780162252 0.07438110337675474 0.07854947191204076 -17.460137757894078\n",
+       "3908837 588010931371049209 136.90310331 -1.19041334 15.733421 0.05348     4 ... 36.073570680704925  -0.14582642298643916  -0.19214608390127802 0.07089845537576195 0.07302920581238526 -20.401575104468463\n",
+       " 240047 587726014549721290 220.35218699  1.46484755 17.490616 0.13002     5 ...  38.21952425700366  -0.08274665397632464  -0.03591516260741637 0.13397822438587648  0.2292601271062469 -20.681369165792205\n",
+       " 418075 587728879258108504 134.88866626  2.53302916  19.11889 0.19524     4 ...  39.21174287174608  -0.04739710141585926    0.1317683411406273 0.16932777694634185  0.3969436308542906 -20.000282090289044\n",
+       "   6905 588848900984143970 174.78362105  0.71859973 19.353302 0.25986     4 ...  39.28166358868146  -0.01406182299859951    0.3137255695363385  0.2026630553636016  0.5789008592500018 -20.441475021860022\n",
+       " 166263 587725040094412950 185.71609226 -2.72361217 18.311945 0.19614     4 ... 39.257688626281656 -0.046952281516290134   0.13423164006860488 0.16977259684591098 0.39940692978226816 -20.818006328241317\n",
+       " 204647 587725074455069087 138.94974368  -0.2746688 19.621572 0.24412     4 ...  39.79885509273825  -0.02272990057990744   0.26883962793775623  0.1939949777822937  0.5340149176514195 -20.024272007502486\n",
+       " 145242 587724650869227534 183.55298722 -1.26348704 16.804522 0.07016     5 ...  36.67159607583548  -0.12892832042900243    -0.162815269557668 0.08779655793319868 0.10236002015599527  -19.94769239523608\n",
+       "  14987 588848901001118029 213.66027069  0.66816768 18.922514 0.17659     4 ...  38.60519773627909 -0.056734448220821944   0.08148018266220974 0.15999043014137918   0.346655472375873 -19.961800832512036\n",
+       " 278128 587726031189246276 212.98189816  1.13128034 19.281338 0.17726     4 ... 38.976418877803546  -0.05639316373205237   0.08325959533987357 0.16033171463014873  0.3484348850535368 -19.611822149620362\n",
+       " 570192 588848899394437528 222.49584776 -0.51890855 18.835043 0.11547     4 ...   37.7228346111491  -0.09228331279774817  -0.06957114993948837 0.12444156556445295  0.1956041397741749  -19.06211521698956\n",
+       "  30820 587722981738741881 176.99812344 -1.11001287 16.263039 0.09503     5 ... 37.471736787610254  -0.10734421465399502  -0.11393840523160023  0.1093806637082061 0.15123688448206304  -21.18463817440026\n",
+       " 367080 587726033876222147  218.9921318   2.9536583 17.936937 0.09356     4 ...  37.43557405832065  -0.10851329039582329  -0.11698886622665608 0.10821158796637782  0.1481864234870072 -19.474866372911958\n",
+       "  48171 587722982292718167 216.00724821 -0.73915415 19.326773 0.20481     4 ... 39.323247865703934 -0.042675187929398534   0.15811073533480008 0.17404969043280258 0.42328602504846335 -19.904648066761048\n",
+       "    ...                ...          ...         ...       ...     ...   ... ...                ...                   ...                   ...                 ...                 ...                 ...\n",
+       " 144641 587724650868047986 180.94033164 -1.40741054  17.41296 0.08275     5 ... 37.147079993980064  -0.11750596043213021  -0.13881013057423844  0.0992189179300709 0.12636515913942484 -19.716838341534288\n",
+       " 491903 587729778517737765 213.82796358 -1.44107481 18.558632  0.2485     4 ...  39.83033884599011   -0.0203734360137533   0.28132207833343553  0.1963514423484478  0.5464973680470988  -21.12949950636305\n",
+       " 463398 587729774758789287 212.86496352 -1.20334883 18.590765 0.11848     4 ... 37.997550182036505  -0.09023720109474981   -0.0627436593796448  0.1264876772674513 0.20243163033401848  -19.36592226589396\n",
+       " 198162 587725073918001311 138.52346779 -0.79805535 18.495443 0.16133     4 ...  38.74543738070307  -0.06469486353494835  0.041578215795433526 0.15203001482725276  0.3067535055090968 -20.178046609964504\n",
+       " 240236 587726014550115008 221.29047632  1.58092601 19.704727 0.26054     4 ... 39.411712100598656  -0.01367387306109058    0.3156650285686328 0.20305100530111053  0.5808403182822961 -20.096301824128926\n",
+       " 184213 587725041700569280 175.47756254 -1.48053999 19.511608 0.22382     4 ... 39.032560754981134  -0.03322702368372686   0.21126512182456142 0.18349785467847424  0.4764404115382247  -19.92871315217246\n",
+       " 422832 587728879793996009  132.5691063   2.6484217 17.491207 0.05887     5 ...  36.36052012359592  -0.14013147901751155  -0.18298617917079557 0.07659339934468956  0.0821891105428677 -18.861563932387448\n",
+       " 298907 587726031730180215 222.23429947  1.20211211 17.162989 0.08717     5 ...  37.26810391567968   -0.1137427296688666  -0.13001948695519966 0.10298214869333451 0.13515580275846362 -20.086215496709727\n",
+       " 171645 587725040628465780 179.33723336 -2.40395249 17.800488 0.08799     4 ...  37.14049419708913  -0.11305793135119838   -0.1283684336736779 0.10366694701100274 0.13680685603998538 -19.470219532985222\n",
+       " 231790 587726014534451454 185.40779263  1.97601141 19.153511 0.22548     4 ... 39.547391072767226    -0.032389425405808   0.21594835220350617 0.18433545295639311 0.48112364191716944  -20.30425085508806\n",
+       "  99685 587722984426110987 183.78253455  1.01615928 19.740479 0.04815     4 ...  35.83589454662842  -0.15169079502731247    -0.200897034045806 0.06503408333488864 0.06427825566785728 -16.157086609885024\n",
+       " 363816 587726033340399907 221.41242152  2.44020163 19.253107 0.14199     4 ...  38.44226343366827  -0.07550222075856375 -0.007054343933396032 0.14122265760363736 0.25812094578026723 -19.123288939247086\n",
+       " 749287 588848900968415432  138.9633093  0.74507087 19.749031 0.20548     4 ...  39.39871402424783 -0.042344748954168426   0.15996670246567818 0.17438012940803269 0.42514199217934145  -19.49005913860599\n",
+       " 319999 587726032264560933 216.67418518  1.72880356 18.030909 0.08601     4 ...   37.0902146630292  -0.11471853052019267   -0.1323443607927215 0.10200634784200845 0.13283092892094178 -19.187538585319288\n",
+       " 266590 587726016159416716  218.2406844  2.90138215 18.900648  0.1936     4 ... 38.894660339402016  -0.04820845324442659   0.12728761322363485 0.16851642511777454 0.39246290293729813 -20.198760522051774\n",
+       " 130739 587724649793257631  178.5124768 -2.22651927  18.94947  0.2223     4 ...  39.14305762972581  -0.03399155456620605   0.20698182983825592 0.18273332379599505  0.4721571195519192 -20.474774795426832\n",
+       " 231108 587726014533075517 182.34668474  1.87027995 19.537228 0.11052     4 ...  37.62791732698084  -0.09573835591834029  -0.08063977487836366 0.12098652244386082 0.18453551483529962 -18.258656771404628\n",
+       " 544792 588848898855076298 216.87873507 -0.97925934 19.360544 0.25505     4 ...  39.27864004301369  -0.01677201073850576    0.3000041899755627 0.19995286762369535   0.565179479689226 -20.389592872425215\n",
+       " 561836 588848899377987791 185.05053157 -0.44348116 17.388186 0.08326     5 ... 37.165149654668824  -0.11706544941776251  -0.13780526944238067  0.0996594289444386  0.1273700202712826 -19.755703191915995\n",
+       " 300889 587726032227205452 131.22119797  1.08457648 17.518816 0.05123     5 ... 36.042972261148705  -0.14827322800135903  -0.19587777916982207 0.06845165036084208  0.0692975105438412 -18.518890066979445\n",
+       " 486167 587729777983029443 218.75913077 -1.78088603 19.510452 0.24971     4 ...  39.83609172762026 -0.019715393928490796    0.2847722964161869  0.1970094844337103  0.5499475861298502   -20.1892426875164\n",
+       " 324184 587726032765649137 134.77713995  1.65159771 18.127356 0.12197     4 ...  37.88986458642755  -0.08791430494891313  -0.05473773574509001   0.128810573413288 0.21043755396857328   -19.8965312940252"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 35,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "gama_kE = Table.read(os.environ['HOME'] + '/data/GAMA4/gama_gold_kE.fits')\n",
+    "fpath = findfile(ftype='kE', version=version, dryrun=dryrun, survey=survey)\n",
+    "gama_kE = Table.read(fpath)\n",
+    "#gama_kE = Table.read(os.environ['HOME'] + '/data/GAMA4/gama_gold_kE.fits')\n",
     "gama_kE"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
-   "id": "224fc406",
+   "execution_count": 37,
+   "id": "693bff86",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
        "<div><i>Table length=113687</i>\n",
-       "<table id=\"table139830298846304\" 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><th>CARTESIAN_X</th><th>CARTESIAN_Y</th><th>CARTESIAN_Z</th><th>GMR</th><th>REST_GMR_0P1</th><th>REST_GMR_0P1_WARN</th><th>REST_GMR_0P1_INDEX</th><th>KCORR_R0P1</th><th>KCORR_G0P1</th><th>KCORR_R0P0</th><th>KCORR_G0P0</th><th>REST_GMR_0P0</th><th>Q_COLOR_0P0</th><th>EQ_ALL_0P0</th><th>EQ_COLOR_0P0</th><th>MALL_0P0</th><th>MCOLOR_0P0</th><th>Z_THETA_QALL</th><th>Z_THETA_QCOLOR</th><th>DDPKCORR_R0P1</th><th>DDPKCORR_G0P1</th><th>DDPKCORR_R0P0</th><th>DDPKCORR_G0P0</th><th>DDPMALL_0P0</th><th>DELTA_RPETRO_FAINT</th><th>ZMAX</th><th>ZMAX_WARN</th><th>DELTA_RPETRO_BRIGHT</th><th>ZMIN</th><th>ZMIN_WARN</th><th>DDP [3]</th><th>MVIS_Z</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>Mpc</th><th></th><th></th><th></th><th></th><th></th><th>mag</th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th>mag</th><th>mag</th><th></th><th></th><th>mag</th><th>mag</th><th></th><th></th><th></th><th></th><th></th><th></th><th>mag</th><th>mag</th><th></th><th></th><th>mag</th><th></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><th>float64</th><th>float64</th><th>float64</th><th>float32</th><th>float64</th><th>int32</th><th>int64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float32</th><th>float32</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float32</th><th>float64</th><th>float64</th><th>float32</th><th>float64</th><th>float64</th><th>int64</th><th>float64</th></tr></thead>\n",
-       "<tr><td>186621</td><td>587725041704829065</td><td>185.22637399</td><td>-1.48484552</td><td>19.707304</td><td>0.15655</td><td>4</td><td>G12_Y3_013_084</td><td>5</td><td>21.00796</td><td>20.179195</td><td>19.758118</td><td>19.538584</td><td>19.657133</td><td>526.2218840329729</td><td>38.60584452582876</td><td>G12</td><td>-452.949002915617</td><td>-41.43182242297258</td><td>-11.790018871544799</td><td>0.42107773</td><td>0.3371333695571266</td><td>0</td><td>2</td><td>-0.11110247733432752</td><td>-0.027158118619969737</td><td>0.06198855923223209</td><td>0.15099516113794287</td><td>0.33207112636577363</td><td>2.12</td><td>-0.15185352</td><td>-0.331886</td><td>-18.808675567508615</td><td>-18.628643090725816</td><td>38.51597956836311</td><td>38.33594709158031</td><td>-0.06727912768008276</td><td>0.029344341562804438</td><td>0.14944575068211835</td><td>0.29451963127646774</td><td>-18.8961327589585</td><td>0.092695236</td><td>0.16392420521119658</td><td>0.0</td><td>-7.707304</td><td>0.0044451611497400645</td><td>0.0</td><td>0 .. 0</td><td>-18.802373624491857</td></tr>\n",
-       "<tr><td>543518</td><td>588848898852848091</td><td>211.76792957</td><td>-0.89235905</td><td>19.017689</td><td>0.05258</td><td>4</td><td>G15_Y3_013_228</td><td>6</td><td>20.9524</td><td>19.807358</td><td>19.110891</td><td>18.695219</td><td>18.314579</td><td>164.25889781301044</td><td>36.07764452179613</td><td>G15</td><td>-132.65873114579134</td><td>-82.14913456297639</td><td>-2.4303746870844907</td><td>0.69646645</td><td>0.7649974613944354</td><td>0</td><td>5</td><td>-0.15789098198346954</td><td>-0.22642199745535949</td><td>0.06992529999751626</td><td>0.0987676138300845</td><td>0.6676241320902834</td><td>0.8</td><td>-0.0510026</td><td>-0.042064</td><td>-17.078878471273992</td><td>-17.087817070651862</td><td>36.09656722249469</td><td>36.10550582187256</td><td>-0.14680015512782418</td><td>-0.19364531489911876</td><td>0.06992472323437693</td><td>0.07152997481454451</td><td>-17.07887789451085</td><td>0.7823105</td><td>0.0739139156122269</td><td>0.0</td><td>-7.0176888</td><td>0.002186226246885435</td><td>0.0</td><td>0 .. 0</td><td>-16.289358459553448</td></tr>\n",
-       "<tr><td>145492</td><td>587724650869751862</td><td>184.80116057</td><td>-1.36268178</td><td>18.077238</td><td>0.10614</td><td>4</td><td>G12_Y1_IS1_187</td><td>6</td><td>19.808687</td><td>18.545658</td><td>18.033491</td><td>17.711723</td><td>17.538279</td><td>344.76795967919503</td><td>37.68763449369432</td><td>G12</td><td>-310.50414838876634</td><td>-26.080095695731455</td><td>-7.412209189910756</td><td>0.512167</td><td>0.5042607723990307</td><td>0</td><td>3</td><td>-0.1005257374319281</td><td>-0.09261953290224781</td><td>0.09945360289805828</td><td>0.13844408330998506</td><td>0.4731764965167842</td><td>2.12</td><td>-0.1029558</td><td>-0.22501679</td><td>-19.606894210431527</td><td>-19.484833226058434</td><td>37.68413229331727</td><td>37.56207130894418</td><td>-0.09889375873716971</td><td>-0.09026459990901585</td><td>0.1178311196250314</td><td>0.1749106898046474</td><td>-19.6252717271585</td><td>1.7227612</td><td>0.24168470123991342</td><td>0.0</td><td>-6.077238</td><td>0.006586003369639508</td><td>0.0</td><td>0 .. 0</td><td>-17.90010511337135</td></tr>\n",
-       "<tr><td>136410</td><td>587724650328490122</td><td>174.75681895</td><td>-1.77149809</td><td>18.929632</td><td>0.10328</td><td>5</td><td>369383993293957120</td><td>6</td><td>19.882893</td><td>19.167995</td><td>18.922789</td><td>18.57444</td><td>18.607363</td><td>334.80363253505897</td><td>37.623950806662464</td><td>G12</td><td>-302.0479121081842</td><td>27.718053402410643</td><td>-9.381089858155741</td><td>0.24520683</td><td>0.24179980777578158</td><td>0</td><td>2</td><td>-0.10417277610092178</td><td>-0.10076575099096118</td><td>0.060910488024232726</td><td>0.05270176921079077</td><td>0.25341555169918417</td><td>2.12</td><td>-0.1001816</td><td>-0.2189536</td><td>-18.655047505855464</td><td>-18.536275513231658</td><td>37.58467969274511</td><td>37.465907700121306</td><td>-0.1010062713102715</td><td>-0.09646160454835392</td><td>0.11571860705192961</td><td>0.16871368516530935</td><td>-18.709855624883158</td><td>0.87036705</td><td>0.15849151887991855</td><td>0.0</td><td>-6.929632</td><td>0.004259084349086572</td><td>0.0</td><td>0 .. 0</td><td>-17.837211279798407</td></tr>\n",
-       "<tr><td>3854067</td><td>588010930294358518</td><td>130.11971293</td><td>-1.67349372</td><td>19.1169</td><td>0.23578</td><td>4</td><td>G09_Y4_233_079</td><td>6</td><td>20.588625</td><td>19.796408</td><td>19.077488</td><td>18.744814</td><td>18.56107</td><td>832.7157631522992</td><td>39.602483929243604</td><td>G9</td><td>-434.0272135973507</td><td>515.0641120150214</td><td>-19.67865112089697</td><td>0.71891975</td><td>0.46062719543598274</td><td>0</td><td>3</td><td>-0.0858318620858185</td><td>0.17246069650651913</td><td>0.10674750418857665</td><td>0.3884501181232859</td><td>0.43721714009361107</td><td>2.12</td><td>-0.22870661</td><td>-0.49985358</td><td>-20.363625329892713</td><td>-20.092478361885625</td><td>39.48052482024916</td><td>39.20937785224207</td><td>-0.027117387384516245</td><td>0.2451168051414711</td><td>0.18960749097768487</td><td>0.5102920948551344</td><td>-20.446485316681823</td><td>0.68309975</td><td>0.3327429487007031</td><td>0.0</td><td>-7.1168995</td><td>0.008704213765222766</td><td>0.0</td><td>1 .. 0</td><td>-19.762904948011062</td></tr>\n",
-       "<tr><td>69798</td><td>587722983349223510</td><td>176.60336</td><td>0.08453731</td><td>18.432463</td><td>0.26182</td><td>4</td><td>MGC24311</td><td>6</td><td>20.21734</td><td>19.261951</td><td>18.36527</td><td>18.007675</td><td>17.615719</td><td>938.8319759982534</td><td>39.8629393648112</td><td>G12</td><td>-742.7222141875054</td><td>44.082121062425216</td><td>1.0977820234836277</td><td>0.89668083</td><td>0.5680527902726428</td><td>0</td><td>4</td><td>-0.03013869478723115</td><td>0.2984893468488838</td><td>0.18065936154255313</td><td>0.5515913417133789</td><td>0.525748851738354</td><td>2.12</td><td>-0.2539654</td><td>-0.55505836</td><td>-21.357170626483068</td><td>-21.056077673993215</td><td>39.78963331874381</td><td>39.48854036625396</td><td>-0.012940273600322239</td><td>0.3193152860577829</td><td>0.20378460476187887</td><td>0.5844905757714463</td><td>-21.380295869702394</td><td>1.3675365</td><td>0.4880306395910963</td><td>0.0</td><td>-6.4324627</td><td>0.013530813741580307</td><td>0.0</td><td>1 .. 0</td><td>-20.012535860070997</td></tr>\n",
-       "<tr><td>402311</td><td>587728308031193305</td><td>174.48262304</td><td>1.89336017</td><td>18.179806</td><td>0.1357</td><td>4</td><td>G12_Y1_AX2_263</td><td>6</td><td>30.092129</td><td>18.865383</td><td>18.104311</td><td>17.705172</td><td>17.410446</td><td>449.84866509108343</td><td>38.26533218032328</td><td>G12</td><td>-394.04781418993906</td><td>38.063109391606396</td><td>13.086827418867367</td><td>0.76107216</td><td>0.6956408867032731</td><td>0</td><td>5</td><td>-0.0720147766895943</td><td>-0.006583504579390859</td><td>0.1510717423690557</td><td>0.2929072960800366</td><td>0.6192366051024957</td><td>2.12</td><td>-0.131629</td><td>-0.287684</td><td>-20.104969162002597</td><td>-19.94891417349914</td><td>38.28477491761783</td><td>38.128719929114375</td><td>-0.07924791562439143</td><td>-0.022346102743430046</td><td>0.13747696273780968</td><td>0.24282918697023323</td><td>-20.091374382371352</td><td>1.6201935</td><td>0.2859928232719373</td><td>0.0</td><td>-6.1798058</td><td>0.00814979200803461</td><td>0.0</td><td>0 .. 0</td><td>-18.46965785469863</td></tr>\n",
-       "<tr><td>15514</td><td>588848901002100946</td><td>215.82581846</td><td>0.72942267</td><td>18.988533</td><td>0.05371</td><td>4</td><td>G15_Y2_007_160</td><td>6</td><td>20.3695</td><td>19.43725</td><td>19.09224</td><td>18.766891</td><td>18.72503</td><td>167.93212015287367</td><td>36.12566885505012</td><td>G15</td><td>-129.2085636590028</td><td>-93.27669322079092</td><td>2.0288856433889473</td><td>0.34501076</td><td>0.3774788137223454</td><td>0</td><td>3</td><td>-0.12160441348057746</td><td>-0.1540724697566338</td><td>0.057776046302100176</td><td>0.03618509769547981</td><td>0.3666017060529094</td><td>2.12</td><td>-0.0520987</td><td>-0.11386519</td><td>-17.14281318241864</td><td>-17.081046692078406</td><td>36.13134620243817</td><td>36.06957971209794</td><td>-0.14557864235990253</td><td>-0.1917615499156991</td><td>0.07114623600229858</td><td>0.07341373979796417</td><td>-17.15618337211884</td><td>0.8114662</td><td>0.07804687277456436</td><td>0.0</td><td>-6.988533</td><td>0.002182108259419026</td><td>0.0</td><td>0 .. 0</td><td>-16.336051368155125</td></tr>\n",
-       "<tr><td>534769</td><td>588848898836726067</td><td>174.96774828</td><td>-0.94621474</td><td>19.592</td><td>0.24042</td><td>4</td><td>G12_Y2_020_316</td><td>5</td><td>21.20565</td><td>20.296549</td><td>19.614592</td><td>19.218628</td><td>19.098549</td><td>851.4351374877183</td><td>39.650757844557596</td><td>G12</td><td>-683.6697400760357</td><td>60.2011534451623</td><td>-11.335225132386302</td><td>0.68195724</td><td>0.41705196707819503</td><td>0</td><td>3</td><td>-0.10378576802452238</td><td>0.16111950977032946</td><td>0.08176372309740731</td><td>0.3632496651464814</td><td>0.4004713028239728</td><td>2.12</td><td>-0.2332074</td><td>-0.50969034</td><td>-19.90731510908643</td><td>-19.630832169366276</td><td>39.49931416304151</td><td>39.22283122332136</td><td>-0.024691454850762323</td><td>0.2583062416835699</td><td>0.1920334235114388</td><td>0.5234815313972332</td><td>-20.017584809500462</td><td>0.20800018</td><td>0.2674519985431762</td><td>0.0</td><td>-7.591999</td><td>0.007043101788207351</td><td>0.0</td><td>0 .. 0</td><td>-19.80951076720842</td></tr>\n",
-       "<tr><td>92669</td><td>587722983903789522</td><td>217.09852565</td><td>0.43610568</td><td>19.520845</td><td>0.16146</td><td>4</td><td>G15_Y4_237_202</td><td>5</td><td>21.026226</td><td>20.043308</td><td>19.428974</td><td>19.186066</td><td>18.922716</td><td>544.4734181101725</td><td>38.67988340898172</td><td>G15</td><td>-373.8907097544009</td><td>-282.7561990710004</td><td>3.5681025332423184</td><td>0.6143341</td><td>0.5131559447565917</td><td>0</td><td>3</td><td>-0.08077716264065025</td><td>0.020400999048070606</td><td>0.1207107417184027</td><td>0.2545376514038138</td><td>0.4805071967599014</td><td>2.12</td><td>-0.1566162</td><td>-0.34229517</td><td>-19.123132541455778</td><td>-18.937453567661795</td><td>38.64397795466379</td><td>38.458298980869806</td><td>-0.0646252692499586</td><td>0.04191278347860805</td><td>0.15209960911224252</td><td>0.3070880731922713</td><td>-19.154521408849618</td><td>0.27915382</td><td>0.18456828479627121</td><td>0.0</td><td>-7.5208454</td><td>0.005122334335273541</td><td>0.0</td><td>0 .. 0</td><td>-18.87483837060609</td></tr>\n",
-       "<tr><td>298671</td><td>587726031729656200</td><td>221.09824398</td><td>1.36306808</td><td>19.459198</td><td>0.16593</td><td>4</td><td>G15_Y3_039_192</td><td>5</td><td>21.080345</td><td>20.022194</td><td>19.413612</td><td>18.928343</td><td>18.646532</td><td>561.1767917512918</td><td>38.74549850936923</td><td>G15</td><td>-362.60660174901244</td><td>-316.30232988147526</td><td>11.44935868662453</td><td>0.60858154</td><td>0.4993740401146547</td><td>0</td><td>3</td><td>-0.0823218529140232</td><td>0.026885649940072198</td><td>0.11682872904596688</td><td>0.2562610352412108</td><td>0.46914923677350606</td><td>2.12</td><td>-0.1609521</td><td>-0.3517716</td><td>-19.242177134250117</td><td>-19.051357647274447</td><td>38.701375132296995</td><td>38.510555645321325</td><td>-0.062252748391504145</td><td>0.05347492984007124</td><td>0.15447212997069698</td><td>0.3186502195537345</td><td>-19.279820535174846</td><td>0.34080124</td><td>0.1956091483876409</td><td>0.0</td><td>-7.459198</td><td>0.0053975057766913375</td><td>0.0</td><td>0 .. 0</td><td>-18.9380143120211</td></tr>\n",
-       "<tr><td>508615</td><td>587729971787071869</td><td>217.61923775</td><td>-1.56324706</td><td>18.66708</td><td>0.1618</td><td>4</td><td>G15_Y2_003_034</td><td>6</td><td>20.92401</td><td>19.593258</td><td>18.660534</td><td>18.23036</td><td>17.956083</td><td>545.7409910569405</td><td>38.684932876128954</td><td>G15</td><td>-371.93339208001925</td><td>-286.6262656560087</td><td>-12.814636690255528</td><td>0.932724</td><td>0.7947191875657055</td><td>0</td><td>5</td><td>-0.037179663676182015</td><td>0.10082514778154994</td><td>0.19179352610008865</td><td>0.4369578582260254</td><td>0.6875596668975008</td><td>0.8</td><td>-0.156946</td><td>-0.12944</td><td>-20.05270047325489</td><td>-20.08020648199913</td><td>38.719780398792004</td><td>38.747286407536244</td><td>-0.06444341602601072</td><td>0.042788278846384614</td><td>0.1522814623361904</td><td>0.3079635685600479</td><td>-20.013188409490994</td><td>1.1329193</td><td>0.2547885781458417</td><td>0.0</td><td>-6.66708</td><td>0.008613762659550342</td><td>0.0</td><td>0 .. 0</td><td>-18.879643690531502</td></tr>\n",
-       "<tr><td>251155</td><td>587726015085281646</td><td>217.44931266</td><td>1.95201708</td><td>18.500525</td><td>0.23259</td><td>4</td><td>G15_Y1_EN2_299</td><td>6</td><td>20.569223</td><td>19.512142</td><td>18.425581</td><td>17.942213</td><td>17.579288</td><td>819.8942614894642</td><td>39.56878923379243</td><td>G15</td><td>-527.774402148545</td><td>-404.23423672585085</td><td>22.65771887093595</td><td>1.0865612</td><td>0.7697826200267065</td><td>0</td><td>5</td><td>0.028052338478624345</td><td>0.34483092145484767</td><td>0.2561949437530714</td><td>0.6717935857789368</td><td>0.6709625609770643</td><td>0.8</td><td>-0.22561231</td><td>-0.186072</td><td>-21.098847344116166</td><td>-21.138387649849847</td><td>39.59937186499019</td><td>39.63891217072387</td><td>-0.028765505958984597</td><td>0.23606495353663898</td><td>0.18795937240321653</td><td>0.5012402432503023</td><td>-21.03061177276631</td><td>1.2994747</td><td>0.37851637226849144</td><td>0.0</td><td>-6.5005245</td><td>0.013941097496267955</td><td>0.0</td><td>1 .. 0</td><td>-19.73075488361954</td></tr>\n",
-       "<tr><td>278458</td><td>587726031690465614</td><td>131.58340172</td><td>0.84256273</td><td>18.171114</td><td>0.13062</td><td>4</td><td>G09_Y1_BN1_035</td><td>6</td><td>19.593948</td><td>18.577364</td><td>18.12416</td><td>17.809593</td><td>17.699684</td><td>431.52100502197726</td><td>38.1750097029573</td><td>G9</td><td>-253.2890316236598</td><td>285.4528194191173</td><td>5.612408002418724</td><td>0.4532032</td><td>0.4113087596054641</td><td>0</td><td>3</td><td>-0.0989104389432853</td><td>-0.0570159972548041</td><td>0.08574374756219116</td><td>0.14339110271879135</td><td>0.3955558461373451</td><td>2.12</td><td>-0.1267014</td><td>-0.2769144</td><td>-19.962938082940028</td><td>-19.81272509468262</td><td>38.134052050835535</td><td>37.98383906257813</td><td>-0.08237153734334171</td><td>-0.03449282766016758</td><td>0.1343533410188594</td><td>0.23068246205349568</td><td>-20.011547676396695</td><td>1.6288853</td><td>0.29431322404934945</td><td>0.0</td><td>-6.171114</td><td>0.007656233714559322</td><td>0.0</td><td>0 .. 0</td><td>-18.382291266648835</td></tr>\n",
-       "<tr><td>238123</td><td>587726014546641104</td><td>213.30918786</td><td>1.77148755</td><td>17.359442</td><td>0.09792</td><td>5</td><td>600178625957881856</td><td>6</td><td>20.473553</td><td>18.327675</td><td>17.345377</td><td>16.935715</td><td>16.561918</td><td>316.2267189212434</td><td>37.49999280979344</td><td>G15</td><td>-240.59174002836386</td><td>-158.09446783645203</td><td>8.903774768936511</td><td>0.9822979</td><td>0.9875618559516742</td><td>0</td><td>6</td><td>-0.10635602961129365</td><td>-0.11161998822410074</td><td>0.1260280701436468</td><td>0.2837283946432057</td><td>0.8245975728393082</td><td>0.8</td><td>-0.0949824</td><td>-0.078336</td><td>-20.1715967221984</td><td>-20.188243122292434</td><td>37.53103847940055</td><td>37.54768487949458</td><td>-0.10508154296036243</td><td>-0.10788465850623973</td><td>0.11164333540183868</td><td>0.15729063120742354</td><td>-20.15721198745659</td><td>2.4405575</td><td>0.25908964552178876</td><td>0.0</td><td>-5.3594418</td><td>0.009057757636620006</td><td>0.0</td><td>1 .. 0</td><td>-17.71464541521781</td></tr>\n",
-       "<tr><td>21861</td><td>588848901520883816</td><td>174.46578607</td><td>1.22194389</td><td>18.628473</td><td>0.11102</td><td>4</td><td>G12_Y1_AX1_146</td><td>6</td><td>21.414701</td><td>19.52332</td><td>18.600573</td><td>18.239208</td><td>17.937954</td><td>361.8531241540682</td><td>37.79266163286916</td><td>G12</td><td>-324.1026750535892</td><td>31.402880271881752</td><td>6.945542460930238</td><td>0.92274666</td><td>0.8963632081454258</td><td>0</td><td>6</td><td>-0.08961427921191431</td><td>-0.0632308290321448</td><td>0.13751386185635892</td><td>0.30986060873426424</td><td>0.75039991144729</td><td>0.8</td><td>-0.1076894</td><td>-0.088816</td><td>-19.194012809867676</td><td>-19.21288621085387</td><td>37.822486091728024</td><td>37.84135949271422</td><td>-0.09538411484156942</td><td>-0.07953085831149408</td><td>0.1213407635206317</td><td>0.18564443140216919</td><td>-19.17783971153195</td><td>1.171526</td><td>0.17934011515537854</td><td>0.0</td><td>-6.6284733</td><td>0.005797984023750641</td><td>0.0</td><td>0 .. 0</td><td>-18.005512030376938</td></tr>\n",
-       "<tr><td>56006</td><td>587722982815694957</td><td>184.24397268</td><td>-0.22403141</td><td>17.618164</td><td>0.07123</td><td>5</td><td>323153373291374592</td><td>6</td><td>20.127268</td><td>18.44879</td><td>17.530605</td><td>17.185326</td><td>16.941328</td><td>225.63694806269797</td><td>36.76705108439962</td><td>G12</td><td>-210.05434368534577</td><td>-15.587515295887751</td><td>-0.8235929901293751</td><td>0.9181843</td><td>0.985306623488374</td><td>0</td><td>6</td><td>-0.14272803180188148</td><td>-0.20985037489474773</td><td>0.08941014442695863</td><td>0.18513054865735257</td><td>0.8224638761651138</td><td>0.8</td><td>-0.0690931</td><td>-0.056984004</td><td>-19.169204065599974</td><td>-19.181313162693318</td><td>36.78736812809997</td><td>36.799477225193314</td><td>-0.1279151612527849</td><td>-0.1608360404313677</td><td>0.08880971710941621</td><td>0.10433924928229557</td><td>-19.16860363828243</td><td>2.1818352</td><td>0.1759550732982395</td><td>0.0</td><td>-5.618164</td><td>0.005715384707118083</td><td>0.0</td><td>0 .. 1</td><td>-16.984559012444414</td></tr>\n",
-       "<tr><td>362344</td><td>587726033337450694</td><td>214.68874362</td><td>2.64041934</td><td>18.402348</td><td>0.20913</td><td>4</td><td>G15_Y4_213_211</td><td>6</td><td>19.992552</td><td>19.092346</td><td>18.407986</td><td>18.08218</td><td>17.924282</td><td>726.8195076172659</td><td>39.30713287562934</td><td>G15</td><td>-493.7410255572067</td><td>-341.7390050700169</td><td>27.69173083649054</td><td>0.6843605</td><td>0.4841676662144242</td><td>0</td><td>3</td><td>-0.07967325734462666</td><td>0.12051958059133977</td><td>0.11689842139052306</td><td>0.34464158408842377</td><td>0.4566173414524899</td><td>2.12</td><td>-0.20285611</td><td>-0.4433556</td><td>-20.818827623776343</td><td>-20.578328142217543</td><td>39.22117518847361</td><td>38.98067570691481</td><td>-0.040543146017672754</td><td>0.17010230018367228</td><td>0.17618173234452836</td><td>0.43527758989733556</td><td>-20.878110934730348</td><td>1.3976517</td><td>0.4162269613302681</td><td>0.0</td><td>-6.4023476</td><td>0.010875038216089785</td><td>0.0</td><td>1 .. 0</td><td>-19.48024973879818</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></tr>\n",
-       "<tr><td>40387</td><td>587722982277316829</td><td>180.80242132</td><td>-0.66597744</td><td>19.656414</td><td>0.25001</td><td>4</td><td>G12_Y6_054_019</td><td>5</td><td>25.844376</td><td>20.97709</td><td>19.649881</td><td>19.025269</td><td>18.637028</td><td>890.385762664638</td><td>39.74789103490359</td><td>G12</td><td>-712.1849377724362</td><td>-9.974726724083457</td><td>-8.279265710965891</td><td>1.3272095</td><td>0.9016155109559408</td><td>0</td><td>6</td><td>0.090030327774721</td><td>0.5156242894750303</td><td>0.3170631287092679</td><td>0.8906255142242732</td><td>0.7536470871412447</td><td>0.8</td><td>-0.24250972</td><td>-0.20000802</td><td>-20.16603040892078</td><td>-20.20853211182548</td><td>39.8224444409032</td><td>39.8649461438079</td><td>-0.019551737385058235</td><td>0.2856278660195149</td><td>0.1971731409771429</td><td>0.5508031557331782</td><td>-20.046140421188653</td><td>0.1435852</td><td>0.2639354618240365</td><td>0.0</td><td>-7.656414</td><td>0.009141056270653786</td><td>0.0</td><td>0 .. 0</td><td>-19.90255279853707</td></tr>\n",
-       "<tr><td>251318</td><td>587726015085609267</td><td>218.18561904</td><td>1.88586596</td><td>19.322008</td><td>0.19203</td><td>4</td><td>G15_Y3_001_297</td><td>6</td><td>21.882992</td><td>20.441093</td><td>19.255392</td><td>18.744701</td><td>18.579678</td><td>660.3488879219258</td><td>39.0988672539614</td><td>G15</td><td>-435.1913085654968</td><td>-342.28495376706184</td><td>18.23039387476868</td><td>1.1857014</td><td>0.9239087696385775</td><td>0</td><td>6</td><td>0.017310543219376084</td><td>0.27910314382005635</td><td>0.2439386755084399</td><td>0.6622104082956861</td><td>0.7674296374520115</td><td>0.8</td><td>-0.1862691</td><td>-0.153624</td><td>-19.834528692054526</td><td>-19.86717379837014</td><td>39.1565368249891</td><td>39.18918193130471</td><td>-0.048986285334223945</td><td>0.12300797892972157</td><td>0.16773859302797717</td><td>0.3881832686433848</td><td>-19.758328609574065</td><td>0.4779911</td><td>0.2312738594930036</td><td>0.0</td><td>-7.322008</td><td>0.007822668405329991</td><td>0.0</td><td>0 .. 0</td><td>-19.279852327455558</td></tr>\n",
-       "<tr><td>210601</td><td>587725074991874513</td><td>138.8225367</td><td>0.06583858</td><td>19.76327</td><td>0.15506</td><td>4</td><td>G09_Y4_255_235</td><td>5</td><td>20.77404</td><td>20.074474</td><td>19.664095</td><td>19.432928</td><td>19.35835</td><td>520.7031316250959</td><td>38.58295094813848</td><td>G9</td><td>-339.30653006591893</td><td>296.8047474660495</td><td>0.5180162132849809</td><td>0.4103794</td><td>0.32939809376364193</td><td>0</td><td>2</td><td>-0.11194266194930057</td><td>-0.030961345922903463</td><td>0.05994252785648503</td><td>0.14487122562282778</td><td>0.3254507120236963</td><td>2.12</td><td>-0.1504082</td><td>-0.32872716</td><td>-18.729215858087443</td><td>-18.550896895632647</td><td>38.49248528252592</td><td>38.31416632007112</td><td>-0.06809527866264681</td><td>0.025558472458463044</td><td>0.1486295996995543</td><td>0.2907337621721263</td><td>-18.81790292993051</td><td>0.036729813</td><td>0.15791008387549985</td><td>0.0</td><td>-7.7632694</td><td>0.004289163416598767</td><td>0.0</td><td>0 .. 0</td><td>-18.779988793067343</td></tr>\n",
-       "<tr><td>560052</td><td>588848899375366397</td><td>178.98150716</td><td>-0.4493875</td><td>18.670307</td><td>0.25358</td><td>4</td><td>G12_Y1_DN1_075</td><td>6</td><td>21.7293</td><td>20.034378</td><td>18.553616</td><td>18.03542</td><td>17.687157</td><td>904.9748648884766</td><td>39.783182585573925</td><td>G12</td><td>-721.7760936126792</td><td>12.83168201184373</td><td>-5.662110938509229</td><td>1.4807625</td><td>1.018324392591922</td><td>0</td><td>6</td><td>0.1245553626089273</td><td>0.5869934517064581</td><td>0.36029398638987</td><td>0.9873541695910091</td><td>0.853702298488314</td><td>0.8</td><td>-0.24597262</td><td>-0.202864</td><td>-21.227196794079312</td><td>-21.270305406378277</td><td>39.89750395350314</td><td>39.940612565802105</td><td>-0.017588872255127452</td><td>0.29581060216698246</td><td>0.19913600610707366</td><td>0.5609858918806457</td><td>-21.066038813796517</td><td>1.1296921</td><td>0.37503614289030957</td><td>0.0</td><td>-6.670307</td><td>0.014822741990190838</td><td>0.0</td><td>1 .. 0</td><td>-19.93597011863081</td></tr>\n",
-       "<tr><td>230699</td><td>587726014532420094</td><td>180.85041315</td><td>1.99942632</td><td>19.602518</td><td>0.23907</td><td>4</td><td>G12_Y2_024_269</td><td>5</td><td>22.292292</td><td>20.396875</td><td>19.479246</td><td>19.27961</td><td>18.896185</td><td>845.9801979964947</td><td>39.636800987763074</td><td>G12</td><td>-682.2633594771374</td><td>-10.127244062413716</td><td>23.82094577756516</td><td>0.91762924</td><td>0.6293073595348971</td><td>0</td><td>4</td><td>-0.01592584260181723</td><td>0.27239603980664495</td><td>0.20263706988159746</td><td>0.5473081648257797</td><td>0.5729581469991771</td><td>2.12</td><td>-0.2318979</td><td>-0.50682837</td><td>-20.00502207051069</td><td>-19.730091608269518</td><td>39.60754015217573</td><td>39.33260968993456</td><td>-0.025400999535379526</td><td>0.25446630278838017</td><td>0.1913238788268216</td><td>0.5196415925020434</td><td>-19.993708879455916</td><td>0.19748116</td><td>0.2624875924219528</td><td>0.0</td><td>-7.602518</td><td>0.007369982030329601</td><td>0.0</td><td>0 .. 0</td><td>-19.79606286977228</td></tr>\n",
-       "<tr><td>297870</td><td>587726031728083300</td><td>217.50233489</td><td>1.2918479</td><td>17.654509</td><td>0.19211</td><td>5</td><td>602415307570571264</td><td>6</td><td>19.765404</td><td>18.54616</td><td>17.68719</td><td>17.239645</td><td>16.922546</td><td>660.6572041313483</td><td>39.09988087556141</td><td>G15</td><td>-439.5441410589929</td><td>-337.3025412963282</td><td>12.494295561526474</td><td>0.85897064</td><td>0.6714253742740911</td><td>0</td><td>4</td><td>-0.03346568233347523</td><td>0.15407958548227735</td><td>0.18796946288869404</td><td>0.4445977707710557</td><td>0.6023423342074821</td><td>2.12</td><td>-0.18634671</td><td>-0.40727317</td><td>-21.446995038023623</td><td>-21.22606857441965</td><td>39.101503628721865</td><td>38.88057716511789</td><td>-0.048946618295401034</td><td>0.12322582355145612</td><td>0.16777826006680008</td><td>0.3884011132651194</td><td>-21.426803835201728</td><td>2.1454906</td><td>0.4929666460542461</td><td>0.0</td><td>-5.6545086</td><td>0.014627681985831411</td><td>0.0</td><td>1 .. 0</td><td>-19.280813926420144</td></tr>\n",
-       "<tr><td>3910772</td><td>588010931371573388</td><td>138.08604173</td><td>-1.08569919</td><td>19.44324</td><td>0.1544</td><td>4</td><td>G09_Y4_206_360</td><td>5</td><td>20.947886</td><td>19.857866</td><td>19.431242</td><td>19.099756</td><td>19.034296</td><td>518.2615886580893</td><td>38.572745109873786</td><td>G9</td><td>-334.02158672438856</td><td>299.84734511952075</td><td>-8.506552727898368</td><td>0.4266243</td><td>0.3462523453796043</td><td>0</td><td>2</td><td>-0.10907789044921588</td><td>-0.028705937733117096</td><td>0.06543469691277538</td><td>0.15218318269071363</td><td>0.33987581231776487</td><td>2.12</td><td>-0.14976801</td><td>-0.327328</td><td>-19.04517258496859</td><td>-18.86761259825804</td><td>38.48841179700472</td><td>38.310851810294174</td><td>-0.06845847901711724</td><td>0.023885843370270332</td><td>0.14826639934508387</td><td>0.2890611330839336</td><td>-19.1280042874009</td><td>0.35676003</td><td>0.18448761423133572</td><td>0.0</td><td>-7.443239</td><td>0.004960995632197155</td><td>0.0</td><td>0 .. 0</td><td>-18.77007363331993</td></tr>\n",
-       "<tr><td>28706</td><td>588848901537595648</td><td>212.72205471</td><td>1.06920559</td><td>19.02279</td><td>0.25807</td><td>4</td><td>G15_Y2_009_043</td><td>6</td><td>22.961544</td><td>20.295597</td><td>19.00318</td><td>18.48658</td><td>18.09936</td><td>923.392038779009</td><td>39.82693062934478</td><td>G15</td><td>-617.3877609533232</td><td>-396.69157764095166</td><td>13.696030167600382</td><td>1.2924175</td><td>0.8633089885337789</td><td>0</td><td>6</td><td>0.087811827865269</td><td>0.5169203655766075</td><td>0.3155399712242869</td><td>0.8779929764361448</td><td>0.7299645210332593</td><td>0.8</td><td>-0.2503279</td><td>-0.20645599</td><td>-20.86935180660468</td><td>-20.913223701083478</td><td>39.89214271541816</td><td>39.93601460989696</td><td>-0.015077262044661949</td><td>0.30861959764500185</td><td>0.20164761631753916</td><td>0.5737948873586651</td><td>-20.755459451697934</td><td>0.7772083</td><td>0.3429105884916306</td><td>0.0</td><td>-7.022791</td><td>0.012597495131340808</td><td>0.0</td><td>1 .. 0</td><td>-19.977999186642087</td></tr>\n",
-       "<tr><td>493705</td><td>587729778521342136</td><td>222.13123438</td><td>-1.20774468</td><td>18.531641</td><td>0.14596</td><td>4</td><td>G15_Y3_008_111</td><td>6</td><td>21.14838</td><td>19.476889</td><td>18.444473</td><td>18.028204</td><td>17.720535</td><td>487.200869443356</td><td>38.438540273268956</td><td>G15</td><td>-315.2229573213275</td><td>-285.13809190492105</td><td>-8.961050909297189</td><td>1.0324154</td><td>0.9111697802142721</td><td>0</td><td>6</td><td>-0.0445707014203321</td><td>0.07667490838004432</td><td>0.1822886698126898</td><td>0.45515015580435497</td><td>0.7595539040229833</td><td>0.8</td><td>-0.14158121</td><td>-0.116768</td><td>-19.94760672909811</td><td>-19.972419934101847</td><td>38.47924773556784</td><td>38.50406094057158</td><td>-0.0732019420812929</td><td>0.002735310395286586</td><td>0.14352293628090823</td><td>0.26791060010894985</td><td>-19.90884099556633</td><td>1.2683582</td><td>0.24109520572489126</td><td>0.0</td><td>-6.531641</td><td>0.008207335324148954</td><td>0.0</td><td>0 .. 0</td><td>-18.639185272802504</td></tr>\n",
-       "<tr><td>3592722</td><td>587729150378311793</td><td>138.94021895</td><td>-1.93013444</td><td>16.887249</td><td>0.05352</td><td>4</td><td>G09_Y4_228_037</td><td>6</td><td>25.68009</td><td>17.266722</td><td>16.71319</td><td>16.328978</td><td>16.087982</td><td>167.31408934549322</td><td>36.11766256994527</td><td>G9</td><td>-119.68199457394932</td><td>104.25740479900472</td><td>-5.348999127586125</td><td>0.55353165</td><td>0.5995990121197008</td><td>0</td><td>4</td><td>-0.14541930583403348</td><td>-0.1914866712252185</td><td>0.07072878685462755</td><td>0.0725136711957241</td><td>0.551746762387419</td><td>2.12</td><td>-0.0519144</td><td>-0.113462396</td><td>-19.249227962527566</td><td>-19.18767996791392</td><td>36.13647695544749</td><td>36.074928960833844</td><td>-0.1457832973629044</td><td>-0.1920792453808812</td><td>0.0709415809992967</td><td>0.07309604433278208</td><td>-19.249440756672236</td><td>2.9127502</td><td>0.20417446251888702</td><td>0.0</td><td>-4.887249</td><td>0.005745520594276468</td><td>0.0</td><td>0 .. 1</td><td>-16.328200459828597</td></tr>\n",
-       "<tr><td>518924</td><td>588010358531228030</td><td>138.46041574</td><td>2.96585585</td><td>19.584932</td><td>0.14111</td><td>4</td><td>G09_Y5_031_287</td><td>5</td><td>22.572426</td><td>20.424355</td><td>19.54977</td><td>19.165749</td><td>18.965105</td><td>469.4882796216195</td><td>38.35812377471255</td><td>G9</td><td>-307.5428674151705</td><td>272.4699619012296</td><td>21.287796279500373</td><td>0.8745842</td><td>0.7880186611333758</td><td>0</td><td>5</td><td>-0.05922386373376273</td><td>0.02734167313090835</td><td>0.1698709544232662</td><td>0.3610380087850768</td><td>0.6834171436362363</td><td>0.8</td><td>-0.1368767</td><td>-0.112888</td><td>-18.806185699556657</td><td>-18.830174400959798</td><td>38.391118026827165</td><td>38.415106728230306</td><td>-0.07601859297753308</td><td>-0.009210077495382801</td><td>0.14070628538466803</td><td>0.2559652122182805</td><td>-18.777021030518057</td><td>0.21506691</td><td>0.15423120660521267</td><td>0.0</td><td>-7.5849323</td><td>0.004863141036112021</td><td>0.0</td><td>0 .. 0</td><td>-18.561410012947807</td></tr>\n",
-       "<tr><td>163788</td><td>587725040089759829</td><td>175.03010988</td><td>-2.86201118</td><td>18.861214</td><td>0.12199</td><td>4</td><td>G12_Y6_051_071</td><td>6</td><td>22.335949</td><td>20.291283</td><td>19.030598</td><td>18.469597</td><td>18.37928</td><td>400.64031155837904</td><td>38.01377322462015</td><td>G12</td><td>-355.2939103366414</td><td>30.89605602935296</td><td>-17.829277533552446</td><td>1.260685</td><td>1.1998002223103459</td><td>0</td><td>7</td><td>-0.07038885893584987</td><td>-0.009504114205179229</td><td>0.17069143737686054</td><td>0.39883813908472143</td><td>1.0325382653331547</td><td>0.8</td><td>-0.11833031</td><td>-0.097592</td><td>-19.20492067061012</td><td>-19.225658974271468</td><td>38.06613435469215</td><td>38.0868726583535</td><td>-0.0879011390161032</td><td>-0.05469157173094293</td><td>0.12882373934609792</td><td>0.21048371798272034</td><td>-19.16305297257936</td><td>0.93878555</td><td>0.17778199181647653</td><td>0.0</td><td>-6.8612137</td><td>0.005831819562405662</td><td>0.0</td><td>0 .. 0</td><td>-18.223091868390256</td></tr>\n",
-       "<tr><td>3903312</td><td>588010931369607376</td><td>133.63790092</td><td>-1.10784214</td><td>19.06837</td><td>0.10949</td><td>4</td><td>G09_Y4_239_367</td><td>6</td><td>20.141743</td><td>19.124561</td><td>18.556028</td><td>18.297674</td><td>18.361729</td><td>356.4852580585742</td><td>37.76020787463939</td><td>G9</td><td>-221.69097799061032</td><td>232.49031605868674</td><td>-6.212213245871625</td><td>0.56853294</td><td>0.5555094975277162</td><td>0</td><td>4</td><td>-0.0976935553426748</td><td>-0.08467010914480498</td><td>0.11097723920055576</td><td>0.16409852483421777</td><td>0.5154116580919239</td><td>2.12</td><td>-0.1062053</td><td>-0.23211879</td><td>-18.6966089952515</td><td>-18.570695509366832</td><td>37.7649798143433</td><td>37.63906632845863</td><td>-0.09647189334972883</td><td>-0.08291759478775133</td><td>0.12025298501247228</td><td>0.18225769492591193</td><td>-18.705884741063414</td><td>0.7316284</td><td>0.15386158205093553</td><td>0.0</td><td>-7.068371</td><td>0.004327944880866039</td><td>0.0</td><td>0 .. 0</td><td>-17.973774343006838</td></tr>\n",
-       "<tr><td>545406</td><td>588848898856190106</td><td>219.36399521</td><td>-0.99223735</td><td>18.951399</td><td>0.1379</td><td>4</td><td>G15_Y1_FS1_056</td><td>6</td><td>20.765522</td><td>19.575079</td><td>18.983711</td><td>18.623278</td><td>18.420408</td><td>457.8201170284371</td><td>38.303474360243186</td><td>G15</td><td>-311.0136569283726</td><td>-255.14235807675684</td><td>-6.967259827415004</td><td>0.5913677</td><td>0.533275567593431</td><td>0</td><td>4</td><td>-0.08544076510682502</td><td>-0.027348611142638826</td><td>0.11945929790076087</td><td>0.21373881469854988</td><td>0.4970882047598282</td><td>2.12</td><td>-0.133763</td><td>-0.29234797</td><td>-19.33777180828757</td><td>-19.179186841031978</td><td>38.289170657774875</td><td>38.13058569051928</td><td>-0.07792306761912302</td><td>-0.017028783120639407</td><td>0.1388018107430781</td><td>0.24814650659302387</td><td>-19.357114321129888</td><td>0.8486004</td><td>0.2065148758141962</td><td>0.0</td><td>-6.951399</td><td>0.0057235988175372895</td><td>0.0</td><td>0 .. 0</td><td>-18.50749365354785</td></tr>\n",
-       "<tr><td>551261</td><td>588848899358065141</td><td>139.45629868</td><td>-0.57303037</td><td>19.701536</td><td>0.21869</td><td>4</td><td>G09_Y3_023_180</td><td>5</td><td>21.365704</td><td>20.34694</td><td>19.583609</td><td>19.195402</td><td>18.940287</td><td>764.4873183851279</td><td>39.41685142780617</td><td>G9</td><td>-476.66985356747506</td><td>407.74370506836533</td><td>-6.273715086112896</td><td>0.76333046</td><td>0.5367929773229235</td><td>0</td><td>4</td><td>-0.0595830929455261</td><td>0.16695438932627704</td><td>0.14591350013254134</td><td>0.4092569829906139</td><td>0.499986976736654</td><td>2.12</td><td>-0.2121293</td><td>-0.46362275</td><td>-19.64909945447756</td><td>-19.39760600049807</td><td>39.35063563306643</td><td>39.09914217908694</td><td>-0.03579896018868117</td><td>0.19682950436941954</td><td>0.18092591817351994</td><td>0.4620047940830828</td><td>-19.684111872518542</td><td>0.09846306</td><td>0.2294179704962314</td><td>0.0</td><td>-7.701536</td><td>0.006327251169816865</td><td>0.0</td><td>0 .. 0</td><td>-19.585377594134034</td></tr>\n",
-       "<tr><td>123295</td><td>587724649255075886</td><td>175.5224464</td><td>-2.64921913</td><td>18.451244</td><td>0.1062</td><td>4</td><td>G12_Y4_211_058</td><td>6</td><td>20.736488</td><td>19.160215</td><td>18.290613</td><td>17.822008</td><td>17.57223</td><td>344.97737404679367</td><td>37.688953060165545</td><td>G12</td><td>-310.573976041264</td><td>24.32028057501589</td><td>-14.414429465717335</td><td>0.8696022</td><td>0.8560058287074513</td><td>0</td><td>5</td><td>-0.09601977663303114</td><td>-0.08242340197134186</td><td>0.1318409341463329</td><td>0.2759937108955906</td><td>0.725449426619883</td><td>0.8</td><td>-0.10301401</td><td>-0.084960006</td><td>-19.2665356328531</td><td>-19.284589633886405</td><td>37.717779987101146</td><td>37.73583398813445</td><td>-0.09884988888054815</td><td>-0.09013384596176524</td><td>0.11787498948165297</td><td>0.17504144375189803</td><td>-19.25256968818842</td><td>1.3487549</td><td>0.18497864049545043</td><td>0.0</td><td>-6.4512444</td><td>0.005990142741205184</td><td>0.0</td><td>0 .. 0</td><td>-17.90142455296767</td></tr>\n",
-       "<tr><td>210430</td><td>587725074991677774</td><td>138.27996762</td><td>0.12381521</td><td>18.345194</td><td>0.22127</td><td>4</td><td>G09_Y1_GS2_358</td><td>6</td><td>20.542322</td><td>19.366383</td><td>18.338993</td><td>17.874783</td><td>17.456236</td><td>774.7144789353065</td><td>39.445708363691544</td><td>G9</td><td>-473.48240293305935</td><td>422.15448223268896</td><td>1.370821869389098</td><td>1.0273895</td><td>0.747245050745616</td><td>0</td><td>5</td><td>0.009963136886212365</td><td>0.2901076125077839</td><td>0.23656879544695644</td><td>0.6087193926149903</td><td>0.6552389291991536</td><td>0.8</td><td>-0.2146319</td><td>-0.177016</td><td>-21.122451396032154</td><td>-21.160067291303456</td><td>39.467645258947194</td><td>39.505261154218495</td><td>-0.034508384034448975</td><td>0.20408218357769614</td><td>0.18221649432775214</td><td>0.4692574732913594</td><td>-21.06809909491295</td><td>1.4548054</td><td>0.38385268334334793</td><td>0.0</td><td>-6.345194</td><td>0.01407746751067868</td><td>0.0</td><td>1 .. 0</td><td>-19.613048810075846</td></tr>\n",
-       "<tr><td>197459</td><td>587725073916625289</td><td>135.35809495</td><td>-0.73870852</td><td>19.380898</td><td>0.19636</td><td>4</td><td>G09_Y2_013_074</td><td>6</td><td>21.668879</td><td>20.301657</td><td>19.40465</td><td>18.956974</td><td>18.57147</td><td>677.0696067488027</td><td>39.15316659507234</td><td>G9</td><td>-402.64078301618963</td><td>397.63902040696405</td><td>-7.296420947662798</td><td>0.897007</td><td>0.6940059676229473</td><td>0</td><td>5</td><td>-0.025183369113868412</td><td>0.1778176517885749</td><td>0.19779165684291522</td><td>0.47670266307588816</td><td>0.6180959822924177</td><td>2.12</td><td>-0.1904692</td><td>-0.4162832</td><td>-19.779591524563116</td><td>-19.553777539692206</td><td>39.16048904653577</td><td>38.93467506166486</td><td>-0.04684358740885168</td><td>0.1348342446981267</td><td>0.16988129095334942</td><td>0.40000953441179</td><td>-19.75168115867355</td><td>0.41910172</td><td>0.23835357542047597</td><td>0.0</td><td>-7.3808975</td><td>0.006798441864907007</td><td>0.0</td><td>0 .. 0</td><td>-19.331896162495035</td></tr>\n",
-       "<tr><td>372800</td><td>587727942954844399</td><td>137.78468221</td><td>1.2197969</td><td>17.326979</td><td>0.14597</td><td>5</td><td>530317030344124416</td><td>6</td><td>19.230242</td><td>18.03708</td><td>17.26361</td><td>16.875002</td><td>16.623203</td><td>487.23749477316585</td><td>38.438703507591676</td><td>G9</td><td>-314.82367996151305</td><td>285.6180858603065</td><td>9.051062079274818</td><td>0.7734699</td><td>0.6875885321501267</td><td>0</td><td>4</td><td>-0.0644554157084277</td><td>0.021425977068203303</td><td>0.15808197404023885</td><td>0.3179331249783952</td><td>0.6136187739886014</td><td>2.12</td><td>-0.14159091</td><td>-0.30945638</td><td>-21.12821588999049</td><td>-20.960350419938724</td><td>38.455194573462165</td><td>38.2873291034104</td><td>-0.07319620754640879</td><td>0.002760097834360223</td><td>0.14352867081579232</td><td>0.2679353875480235</td><td>-21.113662586766043</td><td>2.4730206</td><td>0.4440945341841657</td><td>0.0</td><td>-5.3269787</td><td>0.01295412446819185</td><td>0.0</td><td>1 .. 0</td><td>-18.63934561297715</td></tr>\n",
+       "<table id=\"table46919248293504\" 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><th>CARTESIAN_X</th><th>CARTESIAN_Y</th><th>CARTESIAN_Z</th><th>ROTCARTESIAN_X</th><th>ROTCARTESIAN_Y</th><th>ROTCARTESIAN_Z</th><th>GMR</th><th>DETMAG</th><th>REST_GMR_0P1</th><th>REST_GMR_0P1_WARN</th><th>REST_GMR_0P1_INDEX</th><th>KCORR_R0P1</th><th>KCORR_G0P1</th><th>KCORR_R0P0</th><th>KCORR_G0P0</th><th>REST_GMR_0P0</th><th>Q_COLOR_0P0</th><th>EQ_ALL_0P0</th><th>EQ_COLOR_0P0</th><th>MALL_0P0</th><th>MCOLOR_0P0</th><th>MQZERO_0P0</th><th>Z_THETA_QALL</th><th>Z_THETA_QCOLOR</th><th>DDPKCORR_R0P1</th><th>DDPKCORR_G0P1</th><th>DDPKCORR_R0P0</th><th>DDPKCORR_G0P0</th><th>DDPMALL_0P0</th><th>DELTA_DETMAG_FAINT</th><th>ZMAX</th><th>ZMAX_WARN</th><th>DELTA_DETMAG_BRIGHT</th><th>ZMIN</th><th>ZMIN_WARN</th><th>DDP [3]</th><th>DDPZLIMS [3]</th><th>DDPMALL_0P0_VISZ</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>Mpc</th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th>mag</th><th>mag</th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th>mag</th><th>mag</th><th></th><th></th><th>mag</th><th>mag</th><th>mag</th><th></th><th></th><th></th><th></th><th></th><th></th><th>mag</th><th>mag</th><th></th><th></th><th>mag</th><th></th><th></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>bytes3</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float32</th><th>float32</th><th>float64</th><th>int32</th><th>int64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float32</th><th>float32</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float32</th><th>float64</th><th>float64</th><th>float32</th><th>float64</th><th>float64</th><th>int64</th><th>int64</th><th>float64</th></tr></thead>\n",
+       "<tr><td>55383</td><td>587722982814646452</td><td>181.871878</td><td>-0.27042178</td><td>18.602032</td><td>0.04729</td><td>4</td><td>2dF296759</td><td>6</td><td>20.109747</td><td>18.963661</td><td>18.533672</td><td>18.344677</td><td>18.491995</td><td>147.14192120311714</td><td>35.83868211120554</td><td>G12</td><td>-140.4212474610433</td><td>-4.589256047031396</td><td>-0.6631120215621416</td><td>140.45410642461647</td><td>3.4096027430197253</td><td>-0.8039432388067882</td><td>0.42998886</td><td>18.602032</td><td>0.4691743462002878</td><td>0</td><td>3</td><td>-0.1368321267398545</td><td>-0.1760176118561579</td><td>0.05719678133943662</td><td>0.04292461406466658</td><td>0.4442610283587544</td><td>2.12</td><td>-0.045871302</td><td>-0.1002548</td><td>-17.24797588229584</td><td>-17.193592388335937</td><td>-17.293847184781306</td><td>35.85000759005951</td><td>35.79562409609961</td><td>-0.1526593314431797</td><td>-0.20228000393021722</td><td>0.06406554691902142</td><td>0.06289528578344605</td><td>-17.254844647875426</td><td>1.1979675</td><td>0.08183233858717384</td><td>0.0</td><td>-6.6020317</td><td>0.0022980267953874116</td><td>0.0</td><td>0 .. 0</td><td>1 .. 1</td><td>-16.046459101933998</td></tr>\n",
+       "<tr><td>40488</td><td>587722982277644333</td><td>181.63329028</td><td>-0.64674069</td><td>18.588371</td><td>0.20122</td><td>4</td><td>G12_Y1_FS1_326</td><td>6</td><td>20.710634</td><td>19.534649</td><td>18.580471</td><td>18.089382</td><td>17.741833</td><td>695.92665243019</td><td>39.21281734659139</td><td>G12</td><td>-579.0775846562956</td><td>-16.511828107746332</td><td>-6.539420022552011</td><td>579.1890017775391</td><td>11.64718802028385</td><td>-7.120166024627076</td><td>0.95417786</td><td>18.588371</td><td>0.7303237137440116</td><td>0</td><td>5</td><td>-0.012417233526645921</td><td>0.2114369091746549</td><td>0.21303447657711452</td><td>0.5237787972481267</td><td>0.6434335357743003</td><td>0.8</td><td>-0.19518341</td><td>-0.16097601</td><td>-20.64229713507246</td><td>-20.67650453873228</td><td>-20.83748054631304</td><td>39.23066841192793</td><td>39.26487581558775</td><td>-0.044445330699246194</td><td>0.1481913458102212</td><td>0.17227954766295492</td><td>0.4133666355238845</td><td>-20.601542206158303</td><td>1.211628</td><td>0.3243382894511552</td><td>0.0</td><td>-6.5883713</td><td>0.01129990215312215</td><td>0.0</td><td>1 .. 0</td><td>1 .. 0</td><td>-19.38962417724164</td></tr>\n",
+       "<tr><td>600969</td><td>588848900431216877</td><td>138.08615023</td><td>0.302724</td><td>18.366667</td><td>0.05365</td><td>4</td><td>G09_Y1_GS1_341</td><td>6</td><td>20.00083</td><td>18.947031</td><td>18.422129</td><td>18.101654</td><td>18.04744</td><td>167.73694022247795</td><td>36.12314358280109</td><td>G9</td><td>-118.4641151461361</td><td>106.34347154375763</td><td>0.841113370029083</td><td>117.56747075086052</td><td>-107.33477883374935</td><td>0.7232309395338088</td><td>0.52490234</td><td>18.366667</td><td>0.5688320853975672</td><td>0</td><td>4</td><td>-0.1419947409471034</td><td>-0.18592448259467065</td><td>0.06893547882440315</td><td>0.06744673719196093</td><td>0.5263910853824423</td><td>2.12</td><td>-0.052040502</td><td>-0.11373799</td><td>-17.773371765373245</td><td>-17.71167427485992</td><td>-17.825412267802253</td><td>36.14003855919648</td><td>36.07834106868316</td><td>-0.1456432389995999</td><td>-0.1918619172169734</td><td>0.0710816393626012</td><td>0.07331337249668987</td><td>-17.77551792591144</td><td>1.4333324</td><td>0.10314031824566675</td><td>0.0</td><td>-6.366667</td><td>0.0029161256676456387</td><td>0.0</td><td>0 .. 0</td><td>1 .. 1</td><td>-16.33357211774324</td></tr>\n",
+       "<tr><td>40000</td><td>587722982276595845</td><td>179.20251064</td><td>-0.81642342</td><td>17.850286</td><td>0.14181</td><td>4</td><td>G12_Y6_054_169</td><td>6</td><td>19.486929</td><td>18.413849</td><td>17.780518</td><td>17.356722</td><td>17.03508</td><td>472.0385542193632</td><td>38.36988735758695</td><td>G12</td><td>-413.33053524706827</td><td>5.753442837196978</td><td>-5.890630439089188</td><td>413.26151268813567</td><td>-9.225077803244435</td><td>-6.305003514411132</td><td>0.6333313</td><td>17.850286</td><td>0.5668010344310321</td><td>0</td><td>4</td><td>-0.07993620799289336</td><td>-0.013405943595800551</td><td>0.13064955859590321</td><td>0.23926360423006587</td><td>0.5247172531939623</td><td>2.12</td><td>-0.1375557</td><td>-0.3006372</td><td>-20.512694728897426</td><td>-20.349613246844623</td><td>-20.6502504324182</td><td>38.36298121266208</td><td>38.199899730609275</td><td>-0.07560764941954926</td><td>-0.007495728637855054</td><td>0.14111722894265186</td><td>0.25767956107580825</td><td>-20.523162399244175</td><td>1.9497128</td><td>0.35962587854622147</td><td>0.0</td><td>-5.8502865</td><td>0.009791008308721453</td><td>0.0</td><td>1 .. 0</td><td>1 .. 0</td><td>-18.572635258915074</td></tr>\n",
+       "<tr><td>341925</td><td>587726032800186513</td><td>213.69378727</td><td>2.39489753</td><td>17.448318</td><td>0.16915</td><td>5</td><td>600231952271828992</td><td>6</td><td>20.177967</td><td>18.475153</td><td>17.445791</td><td>17.012522</td><td>16.675343</td><td>573.2605221804694</td><td>38.79176017468957</td><td>G15</td><td>-407.59897703823896</td><td>-271.7708759762939</td><td>20.48894688918568</td><td>409.88771995765865</td><td>268.3375937286207</td><td>20.077969917662845</td><td>1.0293617</td><td>17.448318</td><td>0.8558903120741772</td><td>0</td><td>5</td><td>-0.021776360386371554</td><td>0.1516950523929667</td><td>0.20608644725824599</td><td>0.5100701623193821</td><td>0.7253780097923795</td><td>0.8</td><td>-0.1640755</td><td>-0.13532</td><td>-21.385452646689945</td><td>-21.41420814760261</td><td>-21.549528140502506</td><td>38.833771128135254</td><td>38.86252662904792</td><td>-0.06056670512207177</td><td>0.06187180379599769</td><td>0.15615817324012934</td><td>0.327047093509661</td><td>-21.335524372671827</td><td>2.3516808</td><td>0.40499292804872344</td><td>0.0</td><td>-5.4483185</td><td>0.015813765757074962</td><td>0.0</td><td>1 .. 0</td><td>1 .. 0</td><td>-18.98352343165484</td></tr>\n",
+       "<tr><td>493576</td><td>587729778521145698</td><td>221.5604937</td><td>-1.35761529</td><td>19.367214</td><td>0.13248</td><td>4</td><td>G15_Y2_008_009</td><td>6</td><td>22.442501</td><td>20.361534</td><td>19.290127</td><td>18.927563</td><td>18.602623</td><td>438.21866650578846</td><td>38.20845436484318</td><td>G15</td><td>-289.4599135965013</td><td>-256.63784156494717</td><td>-9.167982398807343</td><td>291.59603476453805</td><td>254.19742170657264</td><td>-9.460365267947578</td><td>1.0714073</td><td>19.367214</td><td>0.9829050458386362</td><td>0</td><td>6</td><td>-0.05841412574490046</td><td>0.030088146531697613</td><td>0.17346216863653</td><td>0.42467776582007016</td><td>0.8201917209316942</td><td>0.8</td><td>-0.1285056</td><td>-0.105983995</td><td>-18.886196728119867</td><td>-18.908718335697667</td><td>-19.014702330598848</td><td>38.25341093100073</td><td>38.27593253857853</td><td>-0.08121712871356893</td><td>-0.03006698805141142</td><td>0.1355077496486322</td><td>0.23510830166225186</td><td>-18.84824230913197</td><td>0.43278503</td><td>0.15786886419359342</td><td>0.0</td><td>-7.367214</td><td>0.005044407388575061</td><td>0.0</td><td>0 .. 0</td><td>1 .. 0</td><td>-18.414279698458568</td></tr>\n",
+       "<tr><td>618990</td><td>588848900466016531</td><td>217.64901823</td><td>0.36921654</td><td>18.194399</td><td>0.17376</td><td>4</td><td>G15_Y1_ES2_334</td><td>6</td><td>20.331015</td><td>19.050812</td><td>18.243298</td><td>17.82598</td><td>17.487898</td><td>590.6351409595067</td><td>38.85659641286412</td><td>G15</td><td>-398.40848166880045</td><td>-307.3591876662037</td><td>3.2426159188618717</td><td>400.9791905794213</td><td>304.00184702112625</td><td>2.8405627049500954</td><td>0.8075142</td><td>18.194399</td><td>0.6641502549025865</td><td>0</td><td>4</td><td>-0.047422580156236516</td><td>0.09594135561500516</td><td>0.1735164392117923</td><td>0.38376387844002313</td><td>0.5972667514455973</td><td>2.12</td><td>-0.1685472</td><td>-0.36837116</td><td>-20.667166773894646</td><td>-20.467342813232758</td><td>-20.83571397207103</td><td>38.86156565389953</td><td>38.661741693237644</td><td>-0.05818257818281324</td><td>0.0739885412927545</td><td>0.15854230017938786</td><td>0.3391638310064178</td><td>-20.652192634862242</td><td>1.6056004</td><td>0.36525180666588136</td><td>0.0</td><td>-6.194399</td><td>0.01033512180748552</td><td>0.0</td><td>1 .. 0</td><td>1 .. 0</td><td>-19.045717870718047</td></tr>\n",
+       "<tr><td>261498</td><td>587726015620972825</td><td>214.75407116</td><td>2.48491909</td><td>18.809385</td><td>0.05675</td><td>4</td><td>G15_Y4_204_201</td><td>6</td><td>20.343887</td><td>19.223627</td><td>18.756989</td><td>18.490608</td><td>18.174917</td><td>177.84345668630124</td><td>36.25018945507851</td><td>G15</td><td>-138.1404508384791</td><td>-95.84598073933513</td><td>7.296575379383984</td><td>138.94789795583313</td><td>94.68226602529502</td><td>7.157258412336251</td><td>0.46663857</td><td>18.809385</td><td>0.5048546830323644</td><td>0</td><td>3</td><td>-0.13244495961207636</td><td>-0.17066107758096405</td><td>0.06763510414202284</td><td>0.06060771833649381</td><td>0.4736659508690056</td><td>2.12</td><td>-0.0550475</td><td>-0.12030999</td><td>-17.453391758659347</td><td>-17.388129265913232</td><td>-17.50843925953792</td><td>36.26277705834196</td><td>36.197514565595846</td><td>-0.14234377498544637</td><td>-0.18662581780162252</td><td>0.07438110337675474</td><td>0.07854947191204076</td><td>-17.460137757894078</td><td>0.99061394</td><td>0.08930385940107541</td><td>0.0</td><td>-6.8093853</td><td>0.002513077230336105</td><td>0.0</td><td>0 .. 0</td><td>1 .. 1</td><td>-16.461667748579703</td></tr>\n",
+       "<tr><td>3908837</td><td>588010931371049209</td><td>136.90310331</td><td>-1.19041334</td><td>15.733421</td><td>0.05348</td><td>4</td><td>G09_Y5_013_364</td><td>6</td><td>17.407915</td><td>16.08084</td><td>15.456455</td><td>15.081997</td><td>14.840448</td><td>167.18400139054563</td><td>36.11597357723024</td><td>G9</td><td>-115.85534334161949</td><td>108.40374330441826</td><td>-3.296949654142346</td><td>114.93733754444558</td><td>-109.37306510392482</td><td>-3.412196976070443</td><td>0.6243839</td><td>15.733421</td><td>0.6809097081589863</td><td>0</td><td>4</td><td>-0.15110723125090686</td><td>-0.20763301301829168</td><td>0.07097469693238154</td><td>0.08639941877858148</td><td>0.6089592045454016</td><td>2.12</td><td>-0.051875602</td><td>-0.11337759</td><td>-20.401651346025083</td><td>-20.34014935502133</td><td>-20.45352694847903</td><td>36.13507267170868</td><td>36.073570680704925</td><td>-0.14582642298643916</td><td>-0.19214608390127802</td><td>0.07089845537576195</td><td>0.07302920581238526</td><td>-20.401575104468463</td><td>4.066578</td><td>0.34318449529566597</td><td>0.0</td><td>-3.7334213</td><td>0.009750545420239436</td><td>0.0</td><td>1 .. 0</td><td>1 .. 1</td><td>-16.326547523598446</td></tr>\n",
+       "<tr><td>240047</td><td>587726014549721290</td><td>220.35218699</td><td>1.46484755</td><td>17.490616</td><td>0.13002</td><td>5</td><td>603501350600337408</td><td>6</td><td>20.266603</td><td>18.384972</td><td>17.489851</td><td>17.100857</td><td>16.78015</td><td>429.363611483474</td><td>38.16412617626293</td><td>G15</td><td>-289.46567952004796</td><td>-245.93837759176174</td><td>9.713183200514562</td><td>291.5308604224364</td><td>243.49828675518074</td><td>9.420875171849273</td><td>0.8951206</td><td>17.490616</td><td>0.8285965386015239</td><td>0</td><td>5</td><td>-0.0689441666686747</td><td>-0.0024200845426594897</td><td>0.1594140792830353</td><td>0.34603075118042237</td><td>0.708503948830152</td><td>0.8</td><td>-0.12611939</td><td>-0.104016</td><td>-20.706805020689362</td><td>-20.728908412277097</td><td>-20.832924410819405</td><td>38.19742086541593</td><td>38.21952425700366</td><td>-0.08274665397632464</td><td>-0.03591516260741637</td><td>0.13397822438587648</td><td>0.2292601271062469</td><td>-20.681369165792205</td><td>2.3093834</td><td>0.3234665156284021</td><td>0.0</td><td>-5.490616</td><td>0.01158013590754187</td><td>0.0</td><td>1 .. 0</td><td>1 .. 0</td><td>-18.371972202739823</td></tr>\n",
+       "<tr><td>418075</td><td>587728879258108504</td><td>134.88866626</td><td>2.53302916</td><td>19.11889</td><td>0.19524</td><td>4</td><td>G09_Y2_034_298</td><td>6</td><td>21.511616</td><td>20.164404</td><td>19.124182</td><td>18.617311</td><td>18.26007</td><td>672.7374061996692</td><td>39.13922788209213</td><td>G9</td><td>-396.83079136271425</td><td>398.37599167955983</td><td>24.87519686784356</td><td>393.4953113823821</td><td>-401.6951834659458</td><td>24.480658483528984</td><td>1.0402222</td><td>19.11889</td><td>0.809798501962464</td><td>0</td><td>5</td><td>7.52522960223434e-06</td><td>0.23043119123588818</td><td>0.22870699433458752</td><td>0.5720468830285326</td><td>0.696882279274805</td><td>0.8</td><td>-0.1893828</td><td>-0.156192</td><td>-20.05966130767729</td><td>-20.09285210941698</td><td>-20.249044114097615</td><td>39.17855207000639</td><td>39.21174287174608</td><td>-0.04739710141585926</td><td>0.1317683411406273</td><td>0.16932777694634185</td><td>0.3969436308542906</td><td>-20.000282090289044</td><td>0.6811085</td><td>0.25555463015548235</td><td>0.0</td><td>-7.118891</td><td>0.008664627737100064</td><td>0.0</td><td>0 .. 0</td><td>1 .. 0</td><td>-19.318434493399092</td></tr>\n",
+       "<tr><td>6905</td><td>588848900984143970</td><td>174.78362105</td><td>0.71859973</td><td>19.353302</td><td>0.25986</td><td>4</td><td>G12_Y1_ND1_244</td><td>6</td><td>20.72261</td><td>19.912249</td><td>19.365814</td><td>19.20003</td><td>18.990776</td><td>930.755560179555</td><td>39.84417819650741</td><td>G12</td><td>-735.6594068595107</td><td>67.16229848584823</td><td>9.265446866733603</td><td>735.0782344054738</td><td>-73.33922154910884</td><td>8.528401393680937</td><td>0.5464344</td><td>19.353302</td><td>0.2594011676794587</td><td>0</td><td>2</td><td>-0.17729674410444746</td><td>0.10973649068191413</td><td>-0.011611406722737194</td><td>0.2672609960939788</td><td>0.2675619996491043</td><td>2.12</td><td>-0.25206423</td><td>-0.5509032</td><td>-20.227200559773685</td><td>-19.928361586728336</td><td>-20.479264787831546</td><td>39.58050256172681</td><td>39.28166358868146</td><td>-0.01406182299859951</td><td>0.3137255695363385</td><td>0.2026630553636016</td><td>0.5789008592500018</td><td>-20.441475021860022</td><td>0.44669724</td><td>0.33115035375679475</td><td>0.0</td><td>-7.353302</td><td>0.008070578651570199</td><td>0.0</td><td>1 .. 0</td><td>1 .. 0</td><td>-19.994754852828386</td></tr>\n",
+       "<tr><td>166263</td><td>587725040094412950</td><td>185.71609226</td><td>-2.72361217</td><td>18.311945</td><td>0.19614</td><td>4</td><td>G12_Y5_024_090</td><td>6</td><td>21.524574</td><td>19.518665</td><td>18.249676</td><td>17.755272</td><td>17.39685</td><td>676.2182691342306</td><td>39.15043449879329</td><td>G12</td><td>-561.8872066931497</td><td>-56.24318917355388</td><td>-26.863582443283825</td><td>562.312590167188</td><td>51.52154086297238</td><td>-27.42741697832454</td><td>1.2689896</td><td>18.311945</td><td>0.9858254782878008</td><td>0</td><td>6</td><td>0.03197138623467716</td><td>0.3151354709351575</td><td>0.2641661413767271</td><td>0.7102009347873782</td><td>0.8229547695776301</td><td>0.8</td><td>-0.1902558</td><td>-0.15691201</td><td>-20.912399872772134</td><td>-20.945743664733804</td><td>-21.102655678622163</td><td>39.224344834319986</td><td>39.257688626281656</td><td>-0.046952281516290134</td><td>0.13423164006860488</td><td>0.16977259684591098</td><td>0.39940692978226816</td><td>-20.818006328241317</td><td>1.4880543</td><td>0.3392288191213783</td><td>0.0</td><td>-6.311945</td><td>0.012792171364447272</td><td>0.0</td><td>1 .. 0</td><td>1 .. 0</td><td>-19.32925189966897</td></tr>\n",
+       "<tr><td>204647</td><td>587725074455069087</td><td>138.94974368</td><td>-0.2746688</td><td>19.621572</td><td>0.24412</td><td>4</td><td>G09_Y4_255_170</td><td>5</td><td>22.624523</td><td>20.813372</td><td>19.52039</td><td>19.029615</td><td>18.7285</td><td>866.4214321303243</td><td>39.68864593311871</td><td>G9</td><td>-525.1826261938467</td><td>457.3436673879031</td><td>-3.338504366422706</td><td>521.3189558926506</td><td>-461.73889130911766</td><td>-3.861223473309923</td><td>1.2929821</td><td>19.621572</td><td>0.8899509266694539</td><td>0</td><td>6</td><td>0.07826062682579685</td><td>0.4812918015967725</td><td>0.30550516403409955</td><td>0.8520516731654821</td><td>0.7464355923090471</td><td>0.8</td><td>-0.23679641</td><td>-0.195296</td><td>-20.13578219375429</td><td>-20.17728259823141</td><td>-20.37257860264597</td><td>39.75735468826113</td><td>39.79885509273825</td><td>-0.02272990057990744</td><td>0.26883962793775623</td><td>0.1939949777822937</td><td>0.5340149176514195</td><td>-20.024272007502486</td><td>0.17842674</td><td>0.2612465787923371</td><td>0.0</td><td>-7.6215725</td><td>0.009010745421460775</td><td>0.0</td><td>0 .. 0</td><td>1 .. 0</td><td>-19.845409403927736</td></tr>\n",
+       "<tr><td>145242</td><td>587724650869227534</td><td>183.55298722</td><td>-1.26348704</td><td>16.804522</td><td>0.07016</td><td>5</td><td>373968683329939456</td><td>6</td><td>18.708813</td><td>17.323437</td><td>16.752754</td><td>16.410526</td><td>16.174812</td><td>222.07236649008965</td><td>36.732472603018955</td><td>G12</td><td>-207.06401644620448</td><td>-12.856798164955826</td><td>-4.5757127565058155</td><td>207.16001235265728</td><td>11.117076281437098</td><td>-4.783430789517903</td><td>0.5706825</td><td>16.804522</td><td>0.6046909868482928</td><td>0</td><td>4</td><td>-0.12902154030583893</td><td>-0.16303000151936617</td><td>0.08786266172605836</td><td>0.10276097669011933</td><td>0.5557842106707047</td><td>2.12</td><td>-0.068055205</td><td>-0.14873919</td><td>-19.94775849902894</td><td>-19.86707451516654</td><td>-20.01581370407607</td><td>36.75228005969788</td><td>36.67159607583548</td><td>-0.12892832042900243</td><td>-0.162815269557668</td><td>0.08779655793319868</td><td>0.10236002015599527</td><td>-19.94769239523608</td><td>2.9954777</td><td>0.28185418577551075</td><td>0.0</td><td>-4.8045216</td><td>0.007847347490749071</td><td>0.0</td><td>0 .. 0</td><td>1 .. 1</td><td>-16.951888363519803</td></tr>\n",
+       "<tr><td>14987</td><td>588848901001118029</td><td>213.66027069</td><td>0.66816768</td><td>18.922514</td><td>0.17659</td><td>4</td><td>G15_Y1_BN1_085</td><td>6</td><td>20.171377</td><td>19.437654</td><td>18.902079</td><td>18.66653</td><td>18.47175</td><td>601.3444870377142</td><td>38.895616669155324</td><td>G15</td><td>-425.3718305720166</td><td>-283.26179708915373</td><td>5.960067548619091</td><td>427.7418895603187</td><td>279.6788234553171</td><td>5.531181209031258</td><td>0.53557587</td><td>18.922514</td><td>0.41010508432991855</td><td>0</td><td>3</td><td>-0.10051469571316643</td><td>0.02495608665613383</td><td>0.08395185069119523</td><td>0.2250020645222136</td><td>0.3945256528682004</td><td>2.12</td><td>-0.1712923</td><td>-0.37437078</td><td>-19.885762253061852</td><td>-19.6826837744871</td><td>-20.057054558054528</td><td>38.80827621485384</td><td>38.60519773627909</td><td>-0.056734448220821944</td><td>0.08148018266220974</td><td>0.15999043014137918</td><td>0.346655472375873</td><td>-19.961800832512036</td><td>0.8774853</td><td>0.27533504139750253</td><td>0.0</td><td>-6.922514</td><td>0.0072127269127580775</td><td>0.0</td><td>0 .. 0</td><td>1 .. 0</td><td>-19.083487139699255</td></tr>\n",
+       "<tr><td>278128</td><td>587726031189246276</td><td>212.98189816</td><td>1.13128034</td><td>19.281338</td><td>0.17726</td><td>4</td><td>G15_Y3_037_180</td><td>6</td><td>21.252829</td><td>20.271416</td><td>19.24072</td><td>18.810295</td><td>18.447985</td><td>603.8847680978483</td><td>38.904770377264306</td><td>G15</td><td>-430.20701582334254</td><td>-279.18650335863094</td><td>10.127472229042251</td><td>432.5468493043782</td><td>275.56305955701004</td><td>9.693770134982389</td><td>1.030695</td><td>19.281338</td><td>0.8395612896874758</td><td>0</td><td>5</td><td>-0.014702709368172834</td><td>0.17643096249220275</td><td>0.21345650372642208</td><td>0.5288686854244612</td><td>0.7152827798498125</td><td>0.8</td><td>-0.1719422</td><td>-0.141808</td><td>-19.664946938716636</td><td>-19.69508113976644</td><td>-19.83688914295362</td><td>38.94628467675374</td><td>38.976418877803546</td><td>-0.05639316373205237</td><td>0.08325959533987357</td><td>0.16033171463014873</td><td>0.3484348850535368</td><td>-19.611822149620362</td><td>0.5186615</td><td>0.21804840681041693</td><td>0.0</td><td>-7.2813377</td><td>0.007226713343027346</td><td>0.0</td><td>0 .. 0</td><td>1 .. 0</td><td>-19.092428996928174</td></tr>\n",
+       "<tr><td>570192</td><td>588848899394437528</td><td>222.49584776</td><td>-0.51890855</td><td>18.835043</td><td>0.11547</td><td>4</td><td>G15_Y1_IS1_182</td><td>6</td><td>20.265377</td><td>19.18524</td><td>18.761137</td><td>18.437689</td><td>18.35168</td><td>377.52394435217667</td><td>37.88472250923322</td><td>G15</td><td>-249.53329308605757</td><td>-228.62186963033244</td><td>-3.0651296145055733</td><td>251.44163741439974</td><td>226.51780834164038</td><td>-3.3172473016349953</td><td>0.42410278</td><td>18.835043</td><td>0.404661946971979</td><td>0</td><td>3</td><td>-0.10070953719275501</td><td>-0.08126870096160899</td><td>0.08290848231654134</td><td>0.11714424740379789</td><td>0.38986701811586844</td><td>2.12</td><td>-0.112005904</td><td>-0.24479638</td><td>-19.020582133741648</td><td>-18.887791657657893</td><td>-19.13258803805855</td><td>37.85562508723286</td><td>37.7228346111491</td><td>-0.09228331279774817</td><td>-0.06957114993948837</td><td>0.12444156556445295</td><td>0.1956041397741749</td><td>-19.06211521698956</td><td>0.9649563</td><td>0.18415841096080204</td><td>0.0</td><td>-6.835043</td><td>0.005007174076468026</td><td>0.0</td><td>0 .. 0</td><td>1 .. 0</td><td>-18.0950459602833</td></tr>\n",
+       "<tr><td>30820</td><td>587722981738741881</td><td>176.99812344</td><td>-1.11001287</td><td>16.263039</td><td>0.09503</td><td>5</td><td>319834770978662400</td><td>6</td><td>18.81222</td><td>17.01827</td><td>16.129122</td><td>15.682017</td><td>15.35423</td><td>306.26336514216314</td><td>37.430475250631744</td><td>G12</td><td>-279.2487299082768</td><td>14.643976934475951</td><td>-5.418103123360611</td><td>279.1103011861195</td><td>-16.98905604550725</td><td>-5.69796488009965</td><td>0.8891487</td><td>16.263039</td><td>0.9006354591333171</td><td>0</td><td>6</td><td>-0.10976505059198129</td><td>-0.12125179756709595</td><td>0.11728554030540643</td><td>0.25339307106924314</td><td>0.7530411813943665</td><td>0.8</td><td>-0.092179105</td><td>-0.076024</td><td>-21.19254305099746</td><td>-21.20869815235635</td><td>-21.284722155683244</td><td>37.455581686251364</td><td>37.471736787610254</td><td>-0.10734421465399502</td><td>-0.11393840523160023</td><td>0.1093806637082061</td><td>0.15123688448206304</td><td>-21.18463817440026</td><td>3.5369606</td><td>0.3755183770128062</td><td>0.0</td><td>-4.2630386</td><td>0.014413929378820006</td><td>0.0</td><td>1 .. 0</td><td>1 .. 1</td><td>-17.644568606209944</td></tr>\n",
+       "<tr><td>367080</td><td>587726033876222147</td><td>218.9921318</td><td>2.9536583</td><td>17.936937</td><td>0.09356</td><td>4</td><td>G15_Y4_207_233</td><td>6</td><td>20.475163</td><td>18.793518</td><td>17.931898</td><td>17.541327</td><td>17.197819</td><td>301.2097769139517</td><td>37.394345322219465</td><td>G15</td><td>-213.7962148009045</td><td>-173.0801540502924</td><td>14.192918239663213</td><td>215.25661059682756</td><td>171.27823162890928</td><td>13.97709132347238</td><td>0.86161995</td><td>17.936937</td><td>0.8757562513248898</td><td>0</td><td>6</td><td>-0.11142546006875102</td><td>-0.1255617620528218</td><td>0.11607673978665638</td><td>0.2400367912947963</td><td>0.7376598978326804</td><td>0.8</td><td>-0.090753205</td><td>-0.074848</td><td>-19.482731524732237</td><td>-19.498636726167327</td><td>-19.5734847298528</td><td>37.41966885688556</td><td>37.43557405832065</td><td>-0.10851329039582329</td><td>-0.11698886622665608</td><td>0.10821158796637782</td><td>0.1481864234870072</td><td>-19.474866372911958</td><td>1.8630619</td><td>0.2011778624470116</td><td>0.0</td><td>-5.9369373</td><td>0.006607332760900643</td><td>0.0</td><td>0 .. 1</td><td>1 .. 1</td><td>-17.60892399030887</td></tr>\n",
+       "<tr><td>48171</td><td>587722982292718167</td><td>216.00724821</td><td>-0.73915415</td><td>19.326773</td><td>0.20481</td><td>4</td><td>G15_Y6_096_310</td><td>6</td><td>21.902008</td><td>20.223587</td><td>19.203344</td><td>18.568302</td><td>18.247448</td><td>709.9166335051085</td><td>39.25603675954987</td><td>G15</td><td>-476.61791491556465</td><td>-346.37531523196094</td><td>-7.601321835181104</td><td>479.50267466108414</td><td>342.3596651624389</td><td>-8.082114628739742</td><td>1.0202427</td><td>19.326773</td><td>0.775731409274886</td><td>0</td><td>5</td><td>0.0025108217266937016</td><td>0.24702210349184678</td><td>0.23105910393867868</td><td>0.5761889829033129</td><td>0.6751128120754049</td><td>0.8</td><td>-0.1986657</td><td>-0.163848</td><td>-19.961657480266926</td><td>-19.9964751758846</td><td>-20.160323173669216</td><td>39.28843017008626</td><td>39.323247865703934</td><td>-0.042675187929398534</td><td>0.15811073533480008</td><td>0.17404969043280258</td><td>0.42328602504846335</td><td>-19.904648066761048</td><td>0.47322655</td><td>0.24728447337711337</td><td>0.0</td><td>-7.3267727</td><td>0.008289936496368035</td><td>0.0</td><td>0 .. 0</td><td>1 .. 0</td><td>-19.430754989666312</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></tr>\n",
+       "<tr><td>144641</td><td>587724650868047986</td><td>180.94033164</td><td>-1.40741054</td><td>17.41296</td><td>0.08275</td><td>5</td><td>372827940032899072</td><td>6</td><td>19.981977</td><td>18.164217</td><td>17.318398</td><td>16.94155</td><td>16.63065</td><td>264.3439626407431</td><td>37.110846979952065</td><td>G12</td><td>-244.03475948173795</td><td>-4.005429591308149</td><td>-5.99647061313818</td><td>244.05365949765488</td><td>1.9554781168947475</td><td>-6.2411819771528725</td><td>0.8458195</td><td>17.41296</td><td>0.8829118885773107</td><td>0</td><td>6</td><td>-0.12493929321826423</td><td>-0.1620317085289734</td><td>0.10243301705591469</td><td>0.2061687022079781</td><td>0.7420837881145381</td><td>0.8</td><td>-0.080267504</td><td>-0.0662</td><td>-19.720052440660133</td><td>-19.73411994148983</td><td>-19.800319944517746</td><td>37.13301249315037</td><td>37.147079993980064</td><td>-0.11750596043213021</td><td>-0.13881013057423844</td><td>0.0992189179300709</td><td>0.12636515913942484</td><td>-19.716838341534288</td><td>2.3870392</td><td>0.220542981774964</td><td>0.0</td><td>-5.41296</td><td>0.007358969055251144</td><td>0.0</td><td>0 .. 0</td><td>1 .. 1</td><td>-17.326658908793103</td></tr>\n",
+       "<tr><td>491903</td><td>587729778517737765</td><td>213.82796358</td><td>-1.44107481</td><td>18.558632</td><td>0.2485</td><td>4</td><td>G15_Y1_BX2_263</td><td>6</td><td>21.776571</td><td>19.797039</td><td>18.564478</td><td>18.051853</td><td>17.710558</td><td>884.2294896217633</td><td>39.732824974057365</td><td>G15</td><td>-588.1525814683458</td><td>-394.14966593140616</td><td>-17.81125642766063</td><td>591.4244014610183</td><td>389.19547667841846</td><td>-18.404276317887458</td><td>1.2325611</td><td>18.558632</td><td>0.8409702630178366</td><td>0</td><td>5</td><td>0.0681802470807</td><td>0.4597710955130588</td><td>0.29631388440204276</td><td>0.8127211344755538</td><td>0.7161538613766842</td><td>0.8</td><td>-0.24104501</td><td>-0.19880001</td><td>-21.229461948416645</td><td>-21.27170694901746</td><td>-21.470506961486752</td><td>39.7880938453893</td><td>39.83033884599011</td><td>-0.0203734360137533</td><td>0.28132207833343553</td><td>0.1963514423484478</td><td>0.5464973680470988</td><td>-21.12949950636305</td><td>1.2413673</td><td>0.38859527361996177</td><td>0.0</td><td>-6.558632</td><td>0.014821406452757148</td><td>0.0</td><td>1 .. 0</td><td>1 .. 0</td><td>-19.88790561855811</td></tr>\n",
+       "<tr><td>463398</td><td>587729774758789287</td><td>212.86496352</td><td>-1.20334883</td><td>18.590765</td><td>0.11848</td><td>4</td><td>G15_Y1_AX2_366</td><td>6</td><td>21.08381</td><td>19.531126</td><td>18.552794</td><td>18.10615</td><td>17.658413</td><td>388.172744079894</td><td>37.94512518860448</td><td>G15</td><td>-291.4442107694562</td><td>-188.2910091695379</td><td>-7.288426978400199</td><td>293.0080553433431</td><td>185.83633300642816</td><td>-7.5822247111320955</td><td>0.9783325</td><td>18.590765</td><td>0.9306090373765022</td><td>0</td><td>6</td><td>-0.07929751614629613</td><td>-0.03157403399154836</td><td>0.14720899245784666</td><td>0.35396951121065595</td><td>0.7715720007784407</td><td>0.8</td><td>-0.1149256</td><td>-0.094784</td><td>-19.386643581084357</td><td>-19.406785182646857</td><td>-19.50156918167268</td><td>37.977408580474005</td><td>37.997550182036505</td><td>-0.09023720109474981</td><td>-0.0627436593796448</td><td>0.1264876772674513</td><td>0.20243163033401848</td><td>-19.36592226589396</td><td>1.2092342</td><td>0.19328192664083696</td><td>0.0</td><td>-6.590765</td><td>0.006337444442636459</td><td>0.0</td><td>0 .. 0</td><td>1 .. 0</td><td>-18.15560704751957</td></tr>\n",
+       "<tr><td>198162</td><td>587725073918001311</td><td>138.52346779</td><td>-0.79805535</td><td>18.495443</td><td>0.16133</td><td>4</td><td>G09_Y1_HS2_153</td><td>6</td><td>21.101124</td><td>19.303555</td><td>18.301195</td><td>17.857798</td><td>17.5872</td><td>543.9888627337449</td><td>38.67795004166378</td><td>G9</td><td>-350.9180392564229</td><td>310.20991025850765</td><td>-6.5242516948175595</td><td>348.2932835479642</td><td>-313.1465606245255</td><td>-6.873482577915821</td><td>1.0023594</td><td>18.495443</td><td>0.8514854071405603</td><td>0</td><td>5</td><td>-0.031391418125482476</td><td>0.11948256499274634</td><td>0.19655134763285653</td><td>0.47625600981980737</td><td>0.7226547280718383</td><td>0.8</td><td>-0.1564901</td><td>-0.12906401</td><td>-20.222567942770105</td><td>-20.249994036586862</td><td>-20.37905804518042</td><td>38.718011286886316</td><td>38.74543738070307</td><td>-0.06469486353494835</td><td>0.041578215795433526</td><td>0.15203001482725276</td><td>0.3067535055090968</td><td>-20.178046609964504</td><td>1.3045559</td><td>0.26990859521427524</td><td>0.0</td><td>-6.4954433</td><td>0.009311805660422393</td><td>0.0</td><td>1 .. 0</td><td>1 .. 0</td><td>-18.873001073370283</td></tr>\n",
+       "<tr><td>240236</td><td>587726014550115008</td><td>221.29047632</td><td>1.58092601</td><td>19.704727</td><td>0.26054</td><td>4</td><td>G15_Y3_029_216</td><td>5</td><td>21.553295</td><td>20.544386</td><td>19.762522</td><td>19.459375</td><td>19.034607</td><td>933.5559708235824</td><td>39.850701804736325</td><td>G15</td><td>-556.2556647565044</td><td>-488.51874437060474</td><td>20.432312860944343</td><td>560.3596404019114</td><td>483.8291493910858</td><td>19.870460289572797</td><td>0.78186417</td><td>19.704727</td><td>0.46665101567711453</td><td>0</td><td>3</td><td>-0.08024587254543106</td><td>0.23496727803722</td><td>0.11335509490407908</td><td>0.4530377630194731</td><td>0.4421814981443716</td><td>2.12</td><td>-0.2527238</td><td>-0.5523448</td><td>-20.006605913731896</td><td>-19.706984927747094</td><td>-20.25932972678884</td><td>39.71133308658346</td><td>39.411712100598656</td><td>-0.01367387306109058</td><td>0.3156650285686328</td><td>0.20305100530111053</td><td>0.5808403182822961</td><td>-20.096301824128926</td><td>0.095272064</td><td>0.2733588223150583</td><td>0.0</td><td>-7.704727</td><td>0.007293282284680338</td><td>0.0</td><td>0 .. 0</td><td>1 .. 0</td><td>-20.000952246532794</td></tr>\n",
+       "<tr><td>184213</td><td>587725041700569280</td><td>175.47756254</td><td>-1.48053999</td><td>19.511608</td><td>0.22382</td><td>4</td><td>G12_Y3_009_173</td><td>5</td><td>20.695717</td><td>20.047436</td><td>19.504257</td><td>19.251724</td><td>19.091034</td><td>784.8483777907554</td><td>39.4739288248158</td><td>G12</td><td>-639.1001916517187</td><td>50.550110353483305</td><td>-16.569805345799743</td><td>638.6361063294885</td><td>-55.91655442019178</td><td>-17.21016296537354</td><td>0.54317856</td><td>19.511608</td><td>0.3226594007159201</td><td>0</td><td>2</td><td>-0.13770437831900773</td><td>0.08281477931468151</td><td>0.03313032131675836</td><td>0.2566256336375583</td><td>0.31968324602880943</td><td>2.12</td><td>-0.2171054</td><td>-0.4744984</td><td>-19.778345618810743</td><td>-19.520952631201833</td><td>-19.99545102235326</td><td>39.28995374259004</td><td>39.032560754981134</td><td>-0.03322702368372686</td><td>0.21126512182456142</td><td>0.18349785467847424</td><td>0.4764404115382247</td><td>-19.92871315217246</td><td>0.2883911</td><td>0.26060156959657765</td><td>0.0</td><td>-7.511608</td><td>0.006696840166372337</td><td>0.0</td><td>0 .. 0</td><td>1 .. 0</td><td>-19.639805735397573</td></tr>\n",
+       "<tr><td>422832</td><td>587728879793996009</td><td>132.5691063</td><td>2.6484217</td><td>17.491207</td><td>0.05887</td><td>5</td><td>635016105986910208</td><td>6</td><td>19.94955</td><td>18.36519</td><td>17.590492</td><td>17.223116</td><td>16.917364</td><td>184.7805738839679</td><td>36.33328155794701</td><td>G9</td><td>-117.92444926572652</td><td>128.38073854270476</td><td>8.06349878281162</td><td>116.84996037408655</td><td>-129.36673539377546</td><td>7.946339418054741</td><td>0.77469826</td><td>17.491207</td><td>0.8498189397003388</td><td>0</td><td>5</td><td>-0.1536384508104292</td><td>-0.22875913306447904</td><td>0.07433456477057485</td><td>0.12740836843839282</td><td>0.7216244537784711</td><td>0.8</td><td>-0.057103902</td><td>-0.047096</td><td>-18.859305097813333</td><td>-18.869313000793184</td><td>-18.91640899991485</td><td>36.35051222061607</td><td>36.36052012359592</td><td>-0.14013147901751155</td><td>-0.18298617917079557</td><td>0.07659339934468956</td><td>0.0821891105428677</td><td>-18.861563932387448</td><td>2.308792</td><td>0.15641156961838887</td><td>0.0</td><td>-5.491207</td><td>0.004952548923041097</td><td>0.0</td><td>0 .. 1</td><td>1 .. 1</td><td>-16.549268596844207</td></tr>\n",
+       "<tr><td>298907</td><td>587726031730180215</td><td>222.23429947</td><td>1.20211211</td><td>17.162989</td><td>0.08717</td><td>5</td><td>346931405697083392</td><td>6</td><td>19.940475</td><td>17.993061</td><td>17.11311</td><td>16.727655</td><td>16.417294</td><td>279.35431421752406</td><td>37.23077691394533</td><td>G15</td><td>-190.20858424039977</td><td>-172.67821039536133</td><td>5.390740151501989</td><td>191.6576220365949</td><td>171.0744303430732</td><td>5.198571104995867</td><td>0.8799515</td><td>17.162989</td><td>0.9093945265512792</td><td>0</td><td>6</td><td>-0.11982859759059589</td><td>-0.14927164709078136</td><td>0.1070629981595062</td><td>0.2285581013097441</td><td>0.7584563739005433</td><td>0.8</td><td>-0.0845549</td><td>-0.069736</td><td>-20.090296346175897</td><td>-20.105115252959955</td><td>-20.174851249385107</td><td>37.253285008895624</td><td>37.26810391567968</td><td>-0.1137427296688666</td><td>-0.13001948695519966</td><td>0.10298214869333451</td><td>0.13515580275846362</td><td>-20.086215496709727</td><td>2.6370106</td><td>0.25360617115216394</td><td>0.0</td><td>-5.1629887</td><td>0.00872004601177327</td><td>0.0</td><td>0 .. 0</td><td>1 .. 1</td><td>-17.446115875234778</td></tr>\n",
+       "<tr><td>171645</td><td>587725040628465780</td><td>179.33723336</td><td>-2.40395249</td><td>17.800488</td><td>0.08799</td><td>4</td><td>2dF298955</td><td>6</td><td>19.18347</td><td>18.127655</td><td>17.751844</td><td>17.383762</td><td>17.268173</td><td>282.14871833782036</td><td>37.25239040912676</td><td>G12</td><td>-259.084677850809</td><td>2.9970853354382125</td><td>-10.877497191838263</td><td>259.039326507352</td><td>-5.173204045587724</td><td>-11.137236876535102</td><td>0.37581062</td><td>17.800488</td><td>0.38813898871923863</td><td>0</td><td>3</td><td>-0.10639969338654888</td><td>-0.11872805893684149</td><td>0.07464257365840053</td><td>0.07472773393335194</td><td>0.3757254628939939</td><td>2.12</td><td>-0.085350305</td><td>-0.18653879</td><td>-19.44119515963262</td><td>-19.340006678778586</td><td>-19.526545464474616</td><td>37.24168267794317</td><td>37.14049419708913</td><td>-0.11305793135119838</td><td>-0.1283684336736779</td><td>0.10366694701100274</td><td>0.13680685603998538</td><td>-19.470219532985222</td><td>1.9995117</td><td>0.23236127858767758</td><td>0.0</td><td>-5.8004875</td><td>0.006162934694188944</td><td>0.0</td><td>0 .. 1</td><td>1 .. 1</td><td>-17.468277681495298</td></tr>\n",
+       "<tr><td>231790</td><td>587726014534451454</td><td>185.40779263</td><td>1.97601141</td><td>19.153511</td><td>0.22548</td><td>4</td><td>G12_Y2_009_279</td><td>6</td><td>21.52893</td><td>20.13791</td><td>19.115513</td><td>18.627647</td><td>18.338112</td><td>791.4589809122851</td><td>39.49214205761491</td><td>G12</td><td>-642.5790714197542</td><td>-60.829783322678885</td><td>22.269112898372835</td><td>643.0893580068083</td><td>55.43018859382356</td><td>21.624309604759834</td><td>1.022398</td><td>19.153511</td><td>0.7349130392725307</td><td>0</td><td>5</td><td>0.009868346645590456</td><td>0.29735330236817703</td><td>0.235633025228835</td><td>0.61139568110434</td><td>0.6466353391196122</td><td>0.8</td><td>-0.21871561</td><td>-0.18038401</td><td>-20.355548427360503</td><td>-20.393880025403945</td><td>-20.574264035480468</td><td>39.509059474723784</td><td>39.547391072767226</td><td>-0.032389425405808</td><td>0.21594835220350617</td><td>0.18433545295639311</td><td>0.48112364191716944</td><td>-20.30425085508806</td><td>0.6464882</td><td>0.29103909565453084</td><td>0.0</td><td>-7.153511</td><td>0.009935702569805428</td><td>0.0</td><td>1 .. 0</td><td>1 .. 0</td><td>-19.657223973428554</td></tr>\n",
+       "<tr><td>99685</td><td>587722984426110987</td><td>183.78253455</td><td>1.01615928</td><td>19.740479</td><td>0.04815</td><td>4</td><td>G12_Y3_022_278</td><td>5</td><td>21.193935</td><td>20.180494</td><td>19.736809</td><td>19.653355</td><td>19.252592</td><td>149.91576605172278</td><td>35.879236541466554</td><td>G12</td><td>-142.69491565912364</td><td>-9.434097194232642</td><td>2.536531621744557</td><td>142.77159651609645</td><td>8.23517492419311</td><td>2.393378306003298</td><td>0.44368553</td><td>19.740479</td><td>0.4837755249348499</td><td>0</td><td>3</td><td>-0.13776917816369674</td><td>-0.1778591714823357</td><td>0.05873599593220613</td><td>0.04612735804335638</td><td>0.4562941695050607</td><td>2.12</td><td>-0.0467055</td><td>-0.10207799</td><td>-16.15078852248234</td><td>-16.09541603100342</td><td>-16.19749402177376</td><td>35.89126703810734</td><td>35.83589454662842</td><td>-0.15169079502731247</td><td>-0.200897034045806</td><td>0.06503408333488864</td><td>0.06427825566785728</td><td>-16.157086609885024</td><td>0.05952072</td><td>0.04947494207526809</td><td>0.0</td><td>-7.7404785</td><td>0.0013865362836950898</td><td>0.0</td><td>0 .. 0</td><td>1 .. 1</td><td>-16.089709978351944</td></tr>\n",
+       "<tr><td>363816</td><td>587726033340399907</td><td>221.41242152</td><td>2.44020163</td><td>19.253107</td><td>0.14199</td><td>4</td><td>G15_Y4_220_096</td><td>6</td><td>22.07768</td><td>20.255108</td><td>19.179491</td><td>18.572502</td><td>18.19317</td><td>472.6947007546961</td><td>38.372903667893944</td><td>G15</td><td>-310.14658670847064</td><td>-273.5505200637545</td><td>17.623421697882673</td><td>312.45089171617036</td><td>270.93574244385496</td><td>17.31014149491465</td><td>1.0756168</td><td>19.253107</td><td>0.9604286636952841</td><td>0</td><td>6</td><td>-0.04647356828607965</td><td>0.06871460456648781</td><td>0.18295177204044896</td><td>0.45964200449383735</td><td>0.7989266040944631</td><td>0.8</td><td>-0.13773032</td><td>-0.113592006</td><td>-19.165018053683898</td><td>-19.189156362745425</td><td>-19.302748369011542</td><td>38.418125124606746</td><td>38.44226343366827</td><td>-0.07550222075856375</td><td>-0.007054343933396032</td><td>0.14122265760363736</td><td>0.25812094578026723</td><td>-19.123288939247086</td><td>0.54689217</td><td>0.17688688625920765</td><td>0.0</td><td>-7.253107</td><td>0.005736192460659221</td><td>0.0</td><td>0 .. 0</td><td>1 .. 0</td><td>-18.575521859972735</td></tr>\n",
+       "<tr><td>749287</td><td>588848900968415432</td><td>138.9633093</td><td>0.74507087</td><td>19.749031</td><td>0.20548</td><td>4</td><td>G09_Y4_249_215</td><td>4</td><td>25.059387</td><td>21.199219</td><td>19.667469</td><td>19.112331</td><td>18.981901</td><td>712.5332523700498</td><td>39.26402568364025</td><td>G9</td><td>-445.80646485685344</td><td>388.0351370808506</td><td>7.686132134777941</td><td>442.538857005201</td><td>-391.7660729090924</td><td>7.242410001564394</td><td>1.5317497</td><td>19.749031</td><td>1.21045927823622</td><td>0</td><td>7</td><td>0.05799203684763135</td><td>0.37928248395320824</td><td>0.29907233316034176</td><td>0.7876247372431089</td><td>1.0431973212590298</td><td>0.8</td><td>-0.19931561</td><td>-0.164384</td><td>-19.6147513423583</td><td>-19.649682957353303</td><td>-19.81406694990606</td><td>39.36378240925283</td><td>39.39871402424783</td><td>-0.042344748954168426</td><td>0.15996670246567818</td><td>0.17438012940803269</td><td>0.42514199217934145</td><td>-19.49005913860599</td><td>0.05096817</td><td>0.2095345808712062</td><td>0.0</td><td>-7.749031</td><td>0.007080584916223267</td><td>0.0</td><td>0 .. 0</td><td>1 .. 0</td><td>-19.438431250329813</td></tr>\n",
+       "<tr><td>319999</td><td>587726032264560933</td><td>216.67418518</td><td>1.72880356</td><td>18.030909</td><td>0.08601</td><td>4</td><td>G15_Y3_003_343</td><td>6</td><td>19.487598</td><td>18.441025</td><td>18.078157</td><td>17.841322</td><td>17.738762</td><td>275.40644844820434</td><td>37.19987052369831</td><td>G15</td><td>-203.30179008432427</td><td>-151.39404274257262</td><td>7.650633600829171</td><td>204.57384557072552</td><td>149.68103500918863</td><td>7.4455148181770445</td><td>0.36286736</td><td>18.030909</td><td>0.3768624976024672</td><td>0</td><td>3</td><td>-0.10659905516836266</td><td>-0.12059419742414794</td><td>0.07268532752325715</td><td>0.0694784651947203</td><td>0.36607421767521653</td><td>2.12</td><td>-0.0834297</td><td>-0.18234119</td><td>-19.158217565000538</td><td>-19.05930607843447</td><td>-19.24164726662684</td><td>37.18912614959527</td><td>37.0902146630292</td><td>-0.11471853052019267</td><td>-0.1323443607927215</td><td>0.10200634784200845</td><td>0.13283092892094178</td><td>-19.187538585319288</td><td>1.7690907</td><td>0.20192718559152548</td><td>0.0</td><td>-6.0309086</td><td>0.0054176092646325575</td><td>0.0</td><td>0 .. 1</td><td>1 .. 1</td><td>-17.41476527291863</td></tr>\n",
+       "<tr><td>266590</td><td>587726016159416716</td><td>218.2406844</td><td>2.90138215</td><td>18.900648</td><td>0.1936</td><td>4</td><td>G15_Y4_212_291</td><td>6</td><td>20.996931</td><td>19.759823</td><td>18.907946</td><td>18.51796</td><td>18.265854</td><td>666.4028464465609</td><td>39.11868421715418</td><td>G15</td><td>-437.94705329174883</td><td>-345.13417642617947</td><td>28.260167623692467</td><td>440.85872922659826</td><td>341.4433924152825</td><td>27.81814046759244</td><td>0.8518772</td><td>18.900648</td><td>0.6627647342196135</td><td>0</td><td>4</td><td>-0.034436430624061626</td><td>0.154676047680739</td><td>0.1864081033345646</td><td>0.4419851911497449</td><td>0.5963001247092338</td><td>2.12</td><td>-0.187792</td><td>-0.41043198</td><td>-20.216652200268562</td><td>-19.994012222336586</td><td>-20.404444203423317</td><td>39.11730031733399</td><td>38.894660339402016</td><td>-0.04820845324442659</td><td>0.12728761322363485</td><td>0.16851642511777454</td><td>0.39246290293729813</td><td>-20.198760522051774</td><td>0.8993511</td><td>0.2945807308573692</td><td>0.0</td><td>-6.900648</td><td>0.008319246891966382</td><td>0.0</td><td>1 .. 0</td><td>1 .. 0</td><td>-19.29872269968644</td></tr>\n",
+       "<tr><td>130739</td><td>587724649793257631</td><td>178.5124768</td><td>-2.22651927</td><td>18.94947</td><td>0.2223</td><td>4</td><td>G12_Y5_014_248</td><td>6</td><td>20.764925</td><td>19.756508</td><td>18.964243</td><td>18.578188</td><td>18.248743</td><td>778.8047595445133</td><td>39.4571429848974</td><td>G12</td><td>-636.4677272795298</td><td>16.527801737951425</td><td>-24.753994016580116</td><td>636.2813058523318</td><td>-21.873334218832895</td><td>-25.39199463284523</td><td>0.79226494</td><td>18.94947</td><td>0.5557080529858697</td><td>0</td><td>4</td><td>-0.051513868005047744</td><td>0.1850430173635743</td><td>0.15719060026702186</td><td>0.43388024676434606</td><td>0.515575291857168</td><td>2.12</td><td>-0.215631</td><td>-0.47127596</td><td>-20.44923207189786</td><td>-20.19358710970628</td><td>-20.664863065144893</td><td>39.39870259191739</td><td>39.14305762972581</td><td>-0.03399155456620605</td><td>0.20698182983825592</td><td>0.18273332379599505</td><td>0.4721571195519192</td><td>-20.474774795426832</td><td>0.8505287</td><td>0.33566291857421027</td><td>0.0</td><td>-6.9494705</td><td>0.009115490937028393</td><td>0.0</td><td>1 .. 0</td><td>1 .. 0</td><td>-19.623856463949487</td></tr>\n",
+       "<tr><td>231108</td><td>587726014533075517</td><td>182.34668474</td><td>1.87027995</td><td>19.537228</td><td>0.11052</td><td>4</td><td>G12_Y2_035_355</td><td>5</td><td>20.53867</td><td>19.861849</td><td>19.455746</td><td>19.374758</td><td>19.369976</td><td>360.09778991532727</td><td>37.78210227957896</td><td>G12</td><td>-323.81598407637415</td><td>-13.270073803850652</td><td>10.58280822961953</td><td>323.9264730942</td><td>10.549659951652847</td><td>10.258018122045032</td><td>0.40610313</td><td>19.537228</td><td>0.3933573636729404</td><td>0</td><td>3</td><td>-0.1017383218418332</td><td>-0.0889925513595002</td><td>0.08011743404338814</td><td>0.10602883864421724</td><td>0.38019172955444436</td><td>2.12</td><td>-0.1072044</td><td>-0.23430239</td><td>-18.217787683004154</td><td>-18.090689696365608</td><td>-18.32499208300711</td><td>37.75501531361939</td><td>37.62791732698084</td><td>-0.09573835591834029</td><td>-0.08063977487836366</td><td>0.12098652244386082</td><td>0.18453551483529962</td><td>-18.258656771404628</td><td>0.2627716</td><td>0.12519263945628284</td><td>0.0</td><td>-7.5372276</td><td>0.0034714602667398225</td><td>0.0</td><td>0 .. 0</td><td>1 .. 0</td><td>-17.995452019724976</td></tr>\n",
+       "<tr><td>544792</td><td>588848898855076298</td><td>216.87873507</td><td>-0.97925934</td><td>19.360544</td><td>0.25505</td><td>4</td><td>G15_Y2_021_224</td><td>6</td><td>20.788153</td><td>19.968239</td><td>19.359898</td><td>19.148464</td><td>19.001293</td><td>910.9961551003275</td><td>39.79758272008873</td><td>G15</td><td>-580.5395873579658</td><td>-435.5446186965225</td><td>-12.405363128538978</td><td>584.1648036909943</td><td>430.65291571882216</td><td>-12.9911012291748</td><td>0.6083412</td><td>19.360544</td><td>0.31979181452411626</td><td>0</td><td>2</td><td>-0.14862437182441385</td><td>0.13992503069249054</td><td>0.021763301795351686</td><td>0.3128755626426263</td><td>0.31722895619374103</td><td>2.12</td><td>-0.24739851</td><td>-0.540706</td><td>-20.21140330659687</td><td>-19.918095838301774</td><td>-20.458801817172166</td><td>39.571947511308785</td><td>39.27864004301369</td><td>-0.01677201073850576</td><td>0.3000041899755627</td><td>0.19995286762369535</td><td>0.565179479689226</td><td>-20.389592872425215</td><td>0.43945503</td><td>0.3224356644687166</td><td>0.0</td><td>-7.360544</td><td>0.008035729990385841</td><td>0.0</td><td>1 .. 0</td><td>1 .. 0</td><td>-19.949730224430372</td></tr>\n",
+       "<tr><td>561836</td><td>588848899377987791</td><td>185.05053157</td><td>-0.44348116</td><td>17.388186</td><td>0.08326</td><td>5</td><td>324299888655362048</td><td>6</td><td>19.825739</td><td>18.181332</td><td>17.22446</td><td>16.73651</td><td>16.36558</td><td>266.0714600736741</td><td>37.124991464127696</td><td>G12</td><td>-244.66007145616777</td><td>-21.62242717110992</td><td>-1.901138549210049</td><td>244.83103221364775</td><td>19.56660179670565</td><td>-2.146627312628502</td><td>0.95687103</td><td>17.388186</td><td>0.9977002178378926</td><td>0</td><td>6</td><td>-0.12672345026565524</td><td>-0.16755263538875292</td><td>0.10676619481311034</td><td>0.22944765502096676</td><td>0.8341895725069873</td><td>0.8</td><td>-0.0807622</td><td>-0.066608004</td><td>-19.76280995778467</td><td>-19.77696415357019</td><td>-19.843572157842175</td><td>37.1509954588833</td><td>37.165149654668824</td><td>-0.11706544941776251</td><td>-0.13780526944238067</td><td>0.0996594289444386</td><td>0.1273700202712826</td><td>-19.755703191915995</td><td>2.4118137</td><td>0.2216189453059357</td><td>0.0</td><td>-5.3881855</td><td>0.007506019781508557</td><td>0.0</td><td>0 .. 0</td><td>1 .. 1</td><td>-17.34044240492099</td></tr>\n",
+       "<tr><td>300889</td><td>587726032227205452</td><td>131.22119797</td><td>1.08457648</td><td>17.518816</td><td>0.05123</td><td>5</td><td>525915410034354176</td><td>6</td><td>20.06801</td><td>18.227762</td><td>17.466656</td><td>17.102661</td><td>16.856318</td><td>159.87829281619932</td><td>36.0189475110357</td><td>G9</td><td>-100.20240561109553</td><td>114.37487660203796</td><td>2.8787462691943606</td><td>99.24099665020661</td><td>-115.21250832347289</td><td>2.779240499075122</td><td>0.7611065</td><td>17.518816</td><td>0.8464068946902885</td><td>0</td><td>5</td><td>-0.16302620011476304</td><td>-0.24832660371618465</td><td>0.06500875112366106</td><td>0.10660024594689005</td><td>0.7195149962656382</td><td>0.8</td><td>-0.0496931</td><td>-0.040984</td><td>-18.515447167742263</td><td>-18.524156266886006</td><td>-18.565140267896663</td><td>36.03426316200496</td><td>36.042972261148705</td><td>-0.14827322800135903</td><td>-0.19587777916982207</td><td>0.06845165036084208</td><td>0.0692975105438412</td><td>-18.518890066979445</td><td>2.2811832</td><td>0.13574745875565947</td><td>0.0</td><td>-5.518816</td><td>0.004227800457691613</td><td>0.0</td><td>0 .. 1</td><td>1 .. 1</td><td>-16.233574863485956</td></tr>\n",
+       "<tr><td>486167</td><td>587729777983029443</td><td>218.75913077</td><td>-1.78088603</td><td>19.510452</td><td>0.24971</td><td>4</td><td>G15_Y4_235_088</td><td>5</td><td>22.205793</td><td>20.660435</td><td>19.45731</td><td>18.966232</td><td>18.642338</td><td>889.1618797932855</td><td>39.74490417662204</td><td>G15</td><td>-554.5446302804903</td><td>-445.2144367876652</td><td>-22.11134525868655</td><td>558.2422679007487</td><td>440.5407416051313</td><td>-22.671096163667322</td><td>1.203125</td><td>19.510452</td><td>0.8189950894664111</td><td>0</td><td>5</td><td>0.0624230108333102</td><td>0.4465529213668991</td><td>0.29095554289866077</td><td>0.7915125793654464</td><td>0.7025679635332144</td><td>0.8</td><td>-0.2422187</td><td>-0.19976799</td><td>-20.283188745981352</td><td>-20.325639457112448</td><td>-20.525407449012892</td><td>39.79364101648916</td><td>39.83609172762026</td><td>-0.019715393928490796</td><td>0.2847722964161869</td><td>0.1970094844337103</td><td>0.5499475861298502</td><td>-20.1892426875164</td><td>0.28954697</td><td>0.27904925873691927</td><td>0.0</td><td>-7.5104523</td><td>0.009636022254232556</td><td>0.0</td><td>1 .. 0</td><td>1 .. 0</td><td>-19.899645328510246</td></tr>\n",
+       "<tr><td>324184</td><td>587726032765649137</td><td>134.77713995</td><td>1.65159771</td><td>18.127356</td><td>0.12197</td><td>4</td><td>G09_Y1_EN1_267</td><td>6</td><td>19.760504</td><td>18.688002</td><td>17.994484</td><td>17.506512</td><td>17.239153</td><td>400.56909472221986</td><td>38.01338719471584</td><td>G9</td><td>-251.36506808486772</td><td>253.32815375787504</td><td>10.290055368865453</td><td>249.23852127893758</td><td>-255.43059920288053</td><td>10.040153421342099</td><td>0.6935177</td><td>18.127356</td><td>0.6572317718031452</td><td>0</td><td>4</td><td>-0.08541342944063336</td><td>-0.0491275163072552</td><td>0.13505378483915031</td><td>0.23613148910382542</td><td>0.5924399806718483</td><td>2.12</td><td>-0.1183109</td><td>-0.2585764</td><td>-19.902774505451063</td><td>-19.762509010866026</td><td>-20.021085403993467</td><td>38.03013008101259</td><td>37.88986458642755</td><td>-0.08791430494891313</td><td>-0.05473773574509001</td><td>0.128810573413288</td><td>0.21043755396857328</td><td>-19.8965312940252</td><td>1.6726437</td><td>0.26478418245679947</td><td>0.0</td><td>-6.1273556</td><td>0.007481015389272087</td><td>0.0</td><td>0 .. 0</td><td>1 .. 0</td><td>-18.222720901439892</td></tr>\n",
        "</table></div>"
       ],
       "text/plain": [
        "<Table length=113687>\n",
-       " CATAID       OBJID             RA          DEC      R_PETRO   ZGAMA  ... ZMAX_WARN DELTA_RPETRO_BRIGHT          ZMIN         ZMIN_WARN DDP [3]        MVIS_Z      \n",
-       "                               deg          deg        mag            ...                   mag                                                                    \n",
-       " int32        int64          float64      float64    float32  float32 ...  float64        float32              float64         float64   int64        float64      \n",
-       "------- ------------------ ------------ ----------- --------- ------- ... --------- ------------------- --------------------- --------- ------- -------------------\n",
-       " 186621 587725041704829065 185.22637399 -1.48484552 19.707304 0.15655 ...       0.0           -7.707304 0.0044451611497400645       0.0  0 .. 0 -18.802373624491857\n",
-       " 543518 588848898852848091 211.76792957 -0.89235905 19.017689 0.05258 ...       0.0          -7.0176888  0.002186226246885435       0.0  0 .. 0 -16.289358459553448\n",
-       " 145492 587724650869751862 184.80116057 -1.36268178 18.077238 0.10614 ...       0.0           -6.077238  0.006586003369639508       0.0  0 .. 0  -17.90010511337135\n",
-       " 136410 587724650328490122 174.75681895 -1.77149809 18.929632 0.10328 ...       0.0           -6.929632  0.004259084349086572       0.0  0 .. 0 -17.837211279798407\n",
-       "3854067 588010930294358518 130.11971293 -1.67349372   19.1169 0.23578 ...       0.0          -7.1168995  0.008704213765222766       0.0  1 .. 0 -19.762904948011062\n",
-       "  69798 587722983349223510    176.60336  0.08453731 18.432463 0.26182 ...       0.0          -6.4324627  0.013530813741580307       0.0  1 .. 0 -20.012535860070997\n",
-       " 402311 587728308031193305 174.48262304  1.89336017 18.179806  0.1357 ...       0.0          -6.1798058   0.00814979200803461       0.0  0 .. 0  -18.46965785469863\n",
-       "  15514 588848901002100946 215.82581846  0.72942267 18.988533 0.05371 ...       0.0           -6.988533  0.002182108259419026       0.0  0 .. 0 -16.336051368155125\n",
-       " 534769 588848898836726067 174.96774828 -0.94621474    19.592 0.24042 ...       0.0           -7.591999  0.007043101788207351       0.0  0 .. 0  -19.80951076720842\n",
-       "  92669 587722983903789522 217.09852565  0.43610568 19.520845 0.16146 ...       0.0          -7.5208454  0.005122334335273541       0.0  0 .. 0  -18.87483837060609\n",
-       " 298671 587726031729656200 221.09824398  1.36306808 19.459198 0.16593 ...       0.0           -7.459198 0.0053975057766913375       0.0  0 .. 0   -18.9380143120211\n",
-       " 508615 587729971787071869 217.61923775 -1.56324706  18.66708  0.1618 ...       0.0            -6.66708  0.008613762659550342       0.0  0 .. 0 -18.879643690531502\n",
-       " 251155 587726015085281646 217.44931266  1.95201708 18.500525 0.23259 ...       0.0          -6.5005245  0.013941097496267955       0.0  1 .. 0  -19.73075488361954\n",
-       " 278458 587726031690465614 131.58340172  0.84256273 18.171114 0.13062 ...       0.0           -6.171114  0.007656233714559322       0.0  0 .. 0 -18.382291266648835\n",
-       " 238123 587726014546641104 213.30918786  1.77148755 17.359442 0.09792 ...       0.0          -5.3594418  0.009057757636620006       0.0  1 .. 0  -17.71464541521781\n",
-       "  21861 588848901520883816 174.46578607  1.22194389 18.628473 0.11102 ...       0.0          -6.6284733  0.005797984023750641       0.0  0 .. 0 -18.005512030376938\n",
-       "  56006 587722982815694957 184.24397268 -0.22403141 17.618164 0.07123 ...       0.0           -5.618164  0.005715384707118083       0.0  0 .. 1 -16.984559012444414\n",
-       " 362344 587726033337450694 214.68874362  2.64041934 18.402348 0.20913 ...       0.0          -6.4023476  0.010875038216089785       0.0  1 .. 0  -19.48024973879818\n",
-       "    ...                ...          ...         ...       ...     ... ...       ...                 ...                   ...       ...     ...                 ...\n",
-       "  40387 587722982277316829 180.80242132 -0.66597744 19.656414 0.25001 ...       0.0           -7.656414  0.009141056270653786       0.0  0 .. 0  -19.90255279853707\n",
-       " 251318 587726015085609267 218.18561904  1.88586596 19.322008 0.19203 ...       0.0           -7.322008  0.007822668405329991       0.0  0 .. 0 -19.279852327455558\n",
-       " 210601 587725074991874513  138.8225367  0.06583858  19.76327 0.15506 ...       0.0          -7.7632694  0.004289163416598767       0.0  0 .. 0 -18.779988793067343\n",
-       " 560052 588848899375366397 178.98150716  -0.4493875 18.670307 0.25358 ...       0.0           -6.670307  0.014822741990190838       0.0  1 .. 0  -19.93597011863081\n",
-       " 230699 587726014532420094 180.85041315  1.99942632 19.602518 0.23907 ...       0.0           -7.602518  0.007369982030329601       0.0  0 .. 0  -19.79606286977228\n",
-       " 297870 587726031728083300 217.50233489   1.2918479 17.654509 0.19211 ...       0.0          -5.6545086  0.014627681985831411       0.0  1 .. 0 -19.280813926420144\n",
-       "3910772 588010931371573388 138.08604173 -1.08569919  19.44324  0.1544 ...       0.0           -7.443239  0.004960995632197155       0.0  0 .. 0  -18.77007363331993\n",
-       "  28706 588848901537595648 212.72205471  1.06920559  19.02279 0.25807 ...       0.0           -7.022791  0.012597495131340808       0.0  1 .. 0 -19.977999186642087\n",
-       " 493705 587729778521342136 222.13123438 -1.20774468 18.531641 0.14596 ...       0.0           -6.531641  0.008207335324148954       0.0  0 .. 0 -18.639185272802504\n",
-       "3592722 587729150378311793 138.94021895 -1.93013444 16.887249 0.05352 ...       0.0           -4.887249  0.005745520594276468       0.0  0 .. 1 -16.328200459828597\n",
-       " 518924 588010358531228030 138.46041574  2.96585585 19.584932 0.14111 ...       0.0          -7.5849323  0.004863141036112021       0.0  0 .. 0 -18.561410012947807\n",
-       " 163788 587725040089759829 175.03010988 -2.86201118 18.861214 0.12199 ...       0.0          -6.8612137  0.005831819562405662       0.0  0 .. 0 -18.223091868390256\n",
-       "3903312 588010931369607376 133.63790092 -1.10784214  19.06837 0.10949 ...       0.0           -7.068371  0.004327944880866039       0.0  0 .. 0 -17.973774343006838\n",
-       " 545406 588848898856190106 219.36399521 -0.99223735 18.951399  0.1379 ...       0.0           -6.951399 0.0057235988175372895       0.0  0 .. 0  -18.50749365354785\n",
-       " 551261 588848899358065141 139.45629868 -0.57303037 19.701536 0.21869 ...       0.0           -7.701536  0.006327251169816865       0.0  0 .. 0 -19.585377594134034\n",
-       " 123295 587724649255075886  175.5224464 -2.64921913 18.451244  0.1062 ...       0.0          -6.4512444  0.005990142741205184       0.0  0 .. 0  -17.90142455296767\n",
-       " 210430 587725074991677774 138.27996762  0.12381521 18.345194 0.22127 ...       0.0           -6.345194   0.01407746751067868       0.0  1 .. 0 -19.613048810075846\n",
-       " 197459 587725073916625289 135.35809495 -0.73870852 19.380898 0.19636 ...       0.0          -7.3808975  0.006798441864907007       0.0  0 .. 0 -19.331896162495035\n",
-       " 372800 587727942954844399 137.78468221   1.2197969 17.326979 0.14597 ...       0.0          -5.3269787   0.01295412446819185       0.0  1 .. 0  -18.63934561297715"
+       " CATAID       OBJID             RA          DEC      R_PETRO   ZGAMA    NQ        SPECID       ... ZMAX_WARN DELTA_DETMAG_BRIGHT          ZMIN         ZMIN_WARN DDP [3] DDPZLIMS [3]   DDPMALL_0P0_VISZ \n",
+       "                               deg          deg        mag                                     ...                   mag                                                                                 \n",
+       " int32        int64          float64      float64    float32  float32 int16      bytes33       ...  float64        float32              float64         float64   int64     int64           float64      \n",
+       "------- ------------------ ------------ ----------- --------- ------- ----- ------------------ ... --------- ------------------- --------------------- --------- ------- ------------ -------------------\n",
+       "  55383 587722982814646452   181.871878 -0.27042178 18.602032 0.04729     4          2dF296759 ...       0.0          -6.6020317 0.0022980267953874116       0.0  0 .. 0       1 .. 1 -16.046459101933998\n",
+       "  40488 587722982277644333 181.63329028 -0.64674069 18.588371 0.20122     4     G12_Y1_FS1_326 ...       0.0          -6.5883713   0.01129990215312215       0.0  1 .. 0       1 .. 0  -19.38962417724164\n",
+       " 600969 588848900431216877 138.08615023    0.302724 18.366667 0.05365     4     G09_Y1_GS1_341 ...       0.0           -6.366667 0.0029161256676456387       0.0  0 .. 0       1 .. 1  -16.33357211774324\n",
+       "  40000 587722982276595845 179.20251064 -0.81642342 17.850286 0.14181     4     G12_Y6_054_169 ...       0.0          -5.8502865  0.009791008308721453       0.0  1 .. 0       1 .. 0 -18.572635258915074\n",
+       " 341925 587726032800186513 213.69378727  2.39489753 17.448318 0.16915     5 600231952271828992 ...       0.0          -5.4483185  0.015813765757074962       0.0  1 .. 0       1 .. 0  -18.98352343165484\n",
+       " 493576 587729778521145698  221.5604937 -1.35761529 19.367214 0.13248     4     G15_Y2_008_009 ...       0.0           -7.367214  0.005044407388575061       0.0  0 .. 0       1 .. 0 -18.414279698458568\n",
+       " 618990 588848900466016531 217.64901823  0.36921654 18.194399 0.17376     4     G15_Y1_ES2_334 ...       0.0           -6.194399   0.01033512180748552       0.0  1 .. 0       1 .. 0 -19.045717870718047\n",
+       " 261498 587726015620972825 214.75407116  2.48491909 18.809385 0.05675     4     G15_Y4_204_201 ...       0.0          -6.8093853  0.002513077230336105       0.0  0 .. 0       1 .. 1 -16.461667748579703\n",
+       "3908837 588010931371049209 136.90310331 -1.19041334 15.733421 0.05348     4     G09_Y5_013_364 ...       0.0          -3.7334213  0.009750545420239436       0.0  1 .. 0       1 .. 1 -16.326547523598446\n",
+       " 240047 587726014549721290 220.35218699  1.46484755 17.490616 0.13002     5 603501350600337408 ...       0.0           -5.490616   0.01158013590754187       0.0  1 .. 0       1 .. 0 -18.371972202739823\n",
+       " 418075 587728879258108504 134.88866626  2.53302916  19.11889 0.19524     4     G09_Y2_034_298 ...       0.0           -7.118891  0.008664627737100064       0.0  0 .. 0       1 .. 0 -19.318434493399092\n",
+       "   6905 588848900984143970 174.78362105  0.71859973 19.353302 0.25986     4     G12_Y1_ND1_244 ...       0.0           -7.353302  0.008070578651570199       0.0  1 .. 0       1 .. 0 -19.994754852828386\n",
+       " 166263 587725040094412950 185.71609226 -2.72361217 18.311945 0.19614     4     G12_Y5_024_090 ...       0.0           -6.311945  0.012792171364447272       0.0  1 .. 0       1 .. 0  -19.32925189966897\n",
+       " 204647 587725074455069087 138.94974368  -0.2746688 19.621572 0.24412     4     G09_Y4_255_170 ...       0.0          -7.6215725  0.009010745421460775       0.0  0 .. 0       1 .. 0 -19.845409403927736\n",
+       " 145242 587724650869227534 183.55298722 -1.26348704 16.804522 0.07016     5 373968683329939456 ...       0.0          -4.8045216  0.007847347490749071       0.0  0 .. 0       1 .. 1 -16.951888363519803\n",
+       "  14987 588848901001118029 213.66027069  0.66816768 18.922514 0.17659     4     G15_Y1_BN1_085 ...       0.0           -6.922514 0.0072127269127580775       0.0  0 .. 0       1 .. 0 -19.083487139699255\n",
+       " 278128 587726031189246276 212.98189816  1.13128034 19.281338 0.17726     4     G15_Y3_037_180 ...       0.0          -7.2813377  0.007226713343027346       0.0  0 .. 0       1 .. 0 -19.092428996928174\n",
+       " 570192 588848899394437528 222.49584776 -0.51890855 18.835043 0.11547     4     G15_Y1_IS1_182 ...       0.0           -6.835043  0.005007174076468026       0.0  0 .. 0       1 .. 0   -18.0950459602833\n",
+       "  30820 587722981738741881 176.99812344 -1.11001287 16.263039 0.09503     5 319834770978662400 ...       0.0          -4.2630386  0.014413929378820006       0.0  1 .. 0       1 .. 1 -17.644568606209944\n",
+       " 367080 587726033876222147  218.9921318   2.9536583 17.936937 0.09356     4     G15_Y4_207_233 ...       0.0          -5.9369373  0.006607332760900643       0.0  0 .. 1       1 .. 1  -17.60892399030887\n",
+       "  48171 587722982292718167 216.00724821 -0.73915415 19.326773 0.20481     4     G15_Y6_096_310 ...       0.0          -7.3267727  0.008289936496368035       0.0  0 .. 0       1 .. 0 -19.430754989666312\n",
+       "    ...                ...          ...         ...       ...     ...   ...                ... ...       ...                 ...                   ...       ...     ...          ...                 ...\n",
+       " 144641 587724650868047986 180.94033164 -1.40741054  17.41296 0.08275     5 372827940032899072 ...       0.0            -5.41296  0.007358969055251144       0.0  0 .. 0       1 .. 1 -17.326658908793103\n",
+       " 491903 587729778517737765 213.82796358 -1.44107481 18.558632  0.2485     4     G15_Y1_BX2_263 ...       0.0           -6.558632  0.014821406452757148       0.0  1 .. 0       1 .. 0  -19.88790561855811\n",
+       " 463398 587729774758789287 212.86496352 -1.20334883 18.590765 0.11848     4     G15_Y1_AX2_366 ...       0.0           -6.590765  0.006337444442636459       0.0  0 .. 0       1 .. 0  -18.15560704751957\n",
+       " 198162 587725073918001311 138.52346779 -0.79805535 18.495443 0.16133     4     G09_Y1_HS2_153 ...       0.0          -6.4954433  0.009311805660422393       0.0  1 .. 0       1 .. 0 -18.873001073370283\n",
+       " 240236 587726014550115008 221.29047632  1.58092601 19.704727 0.26054     4     G15_Y3_029_216 ...       0.0           -7.704727  0.007293282284680338       0.0  0 .. 0       1 .. 0 -20.000952246532794\n",
+       " 184213 587725041700569280 175.47756254 -1.48053999 19.511608 0.22382     4     G12_Y3_009_173 ...       0.0           -7.511608  0.006696840166372337       0.0  0 .. 0       1 .. 0 -19.639805735397573\n",
+       " 422832 587728879793996009  132.5691063   2.6484217 17.491207 0.05887     5 635016105986910208 ...       0.0           -5.491207  0.004952548923041097       0.0  0 .. 1       1 .. 1 -16.549268596844207\n",
+       " 298907 587726031730180215 222.23429947  1.20211211 17.162989 0.08717     5 346931405697083392 ...       0.0          -5.1629887   0.00872004601177327       0.0  0 .. 0       1 .. 1 -17.446115875234778\n",
+       " 171645 587725040628465780 179.33723336 -2.40395249 17.800488 0.08799     4          2dF298955 ...       0.0          -5.8004875  0.006162934694188944       0.0  0 .. 1       1 .. 1 -17.468277681495298\n",
+       " 231790 587726014534451454 185.40779263  1.97601141 19.153511 0.22548     4     G12_Y2_009_279 ...       0.0           -7.153511  0.009935702569805428       0.0  1 .. 0       1 .. 0 -19.657223973428554\n",
+       "  99685 587722984426110987 183.78253455  1.01615928 19.740479 0.04815     4     G12_Y3_022_278 ...       0.0          -7.7404785 0.0013865362836950898       0.0  0 .. 0       1 .. 1 -16.089709978351944\n",
+       " 363816 587726033340399907 221.41242152  2.44020163 19.253107 0.14199     4     G15_Y4_220_096 ...       0.0           -7.253107  0.005736192460659221       0.0  0 .. 0       1 .. 0 -18.575521859972735\n",
+       " 749287 588848900968415432  138.9633093  0.74507087 19.749031 0.20548     4     G09_Y4_249_215 ...       0.0           -7.749031  0.007080584916223267       0.0  0 .. 0       1 .. 0 -19.438431250329813\n",
+       " 319999 587726032264560933 216.67418518  1.72880356 18.030909 0.08601     4     G15_Y3_003_343 ...       0.0          -6.0309086 0.0054176092646325575       0.0  0 .. 1       1 .. 1  -17.41476527291863\n",
+       " 266590 587726016159416716  218.2406844  2.90138215 18.900648  0.1936     4     G15_Y4_212_291 ...       0.0           -6.900648  0.008319246891966382       0.0  1 .. 0       1 .. 0  -19.29872269968644\n",
+       " 130739 587724649793257631  178.5124768 -2.22651927  18.94947  0.2223     4     G12_Y5_014_248 ...       0.0          -6.9494705  0.009115490937028393       0.0  1 .. 0       1 .. 0 -19.623856463949487\n",
+       " 231108 587726014533075517 182.34668474  1.87027995 19.537228 0.11052     4     G12_Y2_035_355 ...       0.0          -7.5372276 0.0034714602667398225       0.0  0 .. 0       1 .. 0 -17.995452019724976\n",
+       " 544792 588848898855076298 216.87873507 -0.97925934 19.360544 0.25505     4     G15_Y2_021_224 ...       0.0           -7.360544  0.008035729990385841       0.0  1 .. 0       1 .. 0 -19.949730224430372\n",
+       " 561836 588848899377987791 185.05053157 -0.44348116 17.388186 0.08326     5 324299888655362048 ...       0.0          -5.3881855  0.007506019781508557       0.0  0 .. 0       1 .. 1  -17.34044240492099\n",
+       " 300889 587726032227205452 131.22119797  1.08457648 17.518816 0.05123     5 525915410034354176 ...       0.0           -5.518816  0.004227800457691613       0.0  0 .. 1       1 .. 1 -16.233574863485956\n",
+       " 486167 587729777983029443 218.75913077 -1.78088603 19.510452 0.24971     4     G15_Y4_235_088 ...       0.0          -7.5104523  0.009636022254232556       0.0  1 .. 0       1 .. 0 -19.899645328510246\n",
+       " 324184 587726032765649137 134.77713995  1.65159771 18.127356 0.12197     4     G09_Y1_EN1_267 ...       0.0          -6.1273556  0.007481015389272087       0.0  0 .. 0       1 .. 0 -18.222720901439892"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 37,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "gama_ddp = Table.read(os.environ['HOME'] + '/data/GAMA4/gama_gold_ddp.fits')\n",
+    "#gama_ddp = Table.read(os.environ['HOME'] + '/data/GAMA4/gama_gold_ddp.fits')\n",
+    "fpath = findfile(ftype='ddp', version=version, dryrun=dryrun, survey=survey)\n",
+    "gama_ddp = Table.read(fpath)\n",
     "gama_ddp"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 10,
-   "id": "3213a5cd",
+   "id": "24fee9c5",
    "metadata": {},
    "outputs": [
     {
@@ -445,7 +486,7 @@
   {
    "cell_type": "code",
    "execution_count": 15,
-   "id": "e9009f19",
+   "id": "3fe3582f",
    "metadata": {},
    "outputs": [
     {
@@ -550,7 +591,7 @@
   {
    "cell_type": "code",
    "execution_count": 18,
-   "id": "f599c3f4",
+   "id": "1cf14504",
    "metadata": {},
    "outputs": [
     {
@@ -631,7 +672,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "58fbe046",
+   "id": "b2775488",
    "metadata": {},
    "source": [
     "# Done."
@@ -640,7 +681,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "lumfn",
+   "display_name": "Lumfn",
    "language": "python",
    "name": "lumfn"
   },
diff --git a/docs/nb/desi_qa.ipynb b/docs/nb/desi_qa.ipynb
index 639bf598..5e5f42bd 100644
--- a/docs/nb/desi_qa.ipynb
+++ b/docs/nb/desi_qa.ipynb
@@ -2,8 +2,8 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
-   "id": "d0456a3d",
+   "execution_count": 4,
+   "id": "4cff3959",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -19,8 +19,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
-   "id": "fdd32998",
+   "execution_count": 5,
+   "id": "37d7b5df",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -29,242 +29,283 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 51,
-   "id": "777a01e5",
+   "execution_count": 6,
+   "id": "18150464",
    "metadata": {},
    "outputs": [],
    "source": [
     "import pubplot\n",
     "\n",
-    "from   ros_tools import roscen, calc_rosr"
+    "from   ros_tools import roscen, calc_rosr\n",
+    "from   findfile  import findfile"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
-   "id": "8e926f02",
+   "execution_count": 7,
+   "id": "712d15ed",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "version = 'latest'\n",
+    "dryrun  = False"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "2580a1f8",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
        "<div><i>Table length=113687</i>\n",
-       "<table id=\"table140222888188272\" 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><th>CARTESIAN_X</th><th>CARTESIAN_Y</th><th>CARTESIAN_Z</th><th>ROTCARTESIAN_X</th><th>ROTCARTESIAN_Y</th><th>ROTCARTESIAN_Z</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>Mpc</th><th></th><th></th><th></th><th></th><th></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><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th></tr></thead>\n",
-       "<tr><td>622826</td><td>588848900966843153</td><td>135.29128973</td><td>0.73684492</td><td>19.52932</td><td>0.19599</td><td>4</td><td>G09_Y4_250_046</td><td>5</td><td>22.020153</td><td>20.377008</td><td>19.499466</td><td>19.005283</td><td>18.786238</td><td>675.6378214236531</td><td>39.148569764410766</td><td>G9</td><td>-401.4507325397739</td><td>397.38942226883273</td><td>7.264870993114358</td><td>398.1057165460414</td><td>-400.7474548163634</td><td>6.865700983452657</td></tr>\n",
-       "<tr><td>98018</td><td>587722984422572189</td><td>175.80676776</td><td>1.03979445</td><td>17.181564</td><td>0.12235</td><td>5</td><td>318751477415831552</td><td>6</td><td>20.014534</td><td>18.041721</td><td>17.051146</td><td>16.660717</td><td>16.285437</td><td>401.92205472701687</td><td>38.020709189748985</td><td>G12</td><td>-357.0901766741274</td><td>26.18065690719771</td><td>6.498521489182441</td><td>356.8640071382125</td><td>-29.17917108743816</td><td>6.140703437324076</td></tr>\n",
-       "<tr><td>179539</td><td>587725041167958197</td><td>185.28082311</td><td>-2.01676876</td><td>17.398222</td><td>0.11987</td><td>5</td><td>375074516243605504</td><td>6</td><td>19.144875</td><td>18.023605</td><td>17.372164</td><td>17.003819</td><td>16.770828</td><td>393.10363399643376</td><td>37.97253529309312</td><td>G12</td><td>-349.3197250762236</td><td>-32.287491353971</td><td>-12.35330763647876</td><td>349.56604377802995</td><td>29.35218373424349</td><td>-12.703817624256102</td></tr>\n",
-       "<tr><td>123400</td><td>587724649255272757</td><td>175.90640607</td><td>-2.63469103</td><td>19.703936</td><td>0.20353</td><td>4</td><td>G12_Y5_031_129</td><td>5</td><td>21.896381</td><td>20.65739</td><td>19.737505</td><td>19.25727</td><td>18.919243</td><td>704.9226238685321</td><td>39.240707245445364</td><td>G12</td><td>-583.6007189978711</td><td>41.76743430129024</td><td>-26.923935422192173</td><td>583.2020090701326</td><td>-46.66801123639224</td><td>-27.508715443730114</td></tr>\n",
-       "<tr><td>21792</td><td>588848901520687262</td><td>174.11934361</td><td>1.19125843</td><td>19.769054</td><td>0.09367</td><td>4</td><td>G12_Y2_041_191</td><td>5</td><td>21.340754</td><td>20.277332</td><td>19.741936</td><td>19.477285</td><td>19.246664</td><td>301.5876132374549</td><td>37.39706750142148</td><td>G12</td><td>-274.2469435183071</td><td>28.247090786472544</td><td>5.732964615651035</td><td>274.0056131993049</td><td>-30.549676680565064</td><td>5.458226846049943</td></tr>\n",
-       "<tr><td>568279</td><td>588848899390898422</td><td>214.45970835</td><td>-0.58545657</td><td>17.96164</td><td>0.14758</td><td>4</td><td>G15_Y1_CS2_160</td><td>6</td><td>19.828785</td><td>18.751087</td><td>18.050817</td><td>17.663683</td><td>17.445728</td><td>493.1394545447609</td><td>38.46484875231907</td><td>G15</td><td>-354.297063504097</td><td>-243.1349660834733</td><td>-4.390876917291383</td><td>356.3222351156781</td><td>240.15041225312072</td><td>-4.748157217736273</td></tr>\n",
-       "<tr><td>584067</td><td>588848899911778530</td><td>177.92700457</td><td>-0.04394753</td><td>19.499855</td><td>0.16294</td><td>3</td><td>G12_Y1_CND1_387</td><td>5</td><td>22.6881</td><td>20.946205</td><td>19.895058</td><td>19.585438</td><td>19.362041</td><td>549.9946219409453</td><td>38.70179221408222</td><td>G12</td><td>-472.624990377859</td><td>17.107319010063307</td><td>-0.3627545939243074</td><td>472.4640202314034</td><td>-21.076606982027975</td><td>-0.8364862126678851</td></tr>\n",
-       "<tr><td>177060</td><td>587725041163632853</td><td>175.44139669</td><td>-2.00218956</td><td>19.053614</td><td>0.10619</td><td>4</td><td>G12_Y4_205_334</td><td>6</td><td>20.445747</td><td>19.495165</td><td>19.025667</td><td>18.72989</td><td>18.483276</td><td>344.9424683031418</td><td>37.68873333359824</td><td>G12</td><td>-310.6530986437244</td><td>24.76866545016479</td><td>-10.894595730923317</td><td>310.4230111307792</td><td>-27.37717355405658</td><td>-11.205856948990599</td></tr>\n",
-       "<tr><td>106362</td><td>587722984440070248</td><td>215.74293955</td><td>1.03047604</td><td>18.783287</td><td>0.16425</td><td>4</td><td>G15_Y1_DN2_176</td><td>6</td><td>20.628227</td><td>19.319723</td><td>18.733494</td><td>17.999884</td><td>17.711042</td><td>554.8892640751267</td><td>38.72103161111322</td><td>G15</td><td>-386.77327985037476</td><td>-278.3645639478019</td><td>8.57140314046022</td><td>389.1062031564859</td><td>275.10597796424105</td><td>8.181257442756818</td></tr>\n",
-       "<tr><td>273982</td><td>587726031177384299</td><td>185.87393311</td><td>1.39501673</td><td>19.492641</td><td>0.14904</td><td>4</td><td>G12_Y2_002_014</td><td>5</td><td>21.837603</td><td>20.47329</td><td>19.35947</td><td>18.834562</td><td>18.524767</td><td>498.5009957731292</td><td>38.48833015083459</td><td>G12</td><td>-431.4354929797531</td><td>-44.38615142876534</td><td>10.561965942600201</td><td>431.8034749118981</td><td>40.760672072207015</td><td>10.129009435497997</td></tr>\n",
-       "<tr><td>302627</td><td>587726032230417004</td><td>138.56840094</td><td>1.38814745</td><td>19.051134</td><td>0.19407</td><td>4</td><td>G09_Y3_004_115</td><td>6</td><td>21.207197</td><td>19.816803</td><td>19.035494</td><td>18.71537</td><td>18.514809</td><td>668.2171271641606</td><td>39.12458801452882</td><td>G9</td><td>-419.4446340010657</td><td>370.20151391638353</td><td>13.556834726076145</td><td>416.33365221730924</td><td>-373.7116483338432</td><td>13.13939104597562</td></tr>\n",
-       "<tr><td>486736</td><td>587729777984078077</td><td>221.14771242</td><td>-1.66423403</td><td>17.722178</td><td>0.08293</td><td>5</td><td>1035958521750906880</td><td>6</td><td>19.413155</td><td>18.22877</td><td>17.686846</td><td>17.306581</td><td>17.126392</td><td>264.95352269847547</td><td>37.11584849032815</td><td>G15</td><td>-184.15780547260496</td><td>-160.9213488513169</td><td>-7.105587980646496</td><td>185.49577627840597</td><td>159.36880806855513</td><td>-7.291584933563008</td></tr>\n",
-       "<tr><td>319716</td><td>587726032264036704</td><td>215.41739737</td><td>1.7739481</td><td>19.145117</td><td>0.24736</td><td>4</td><td>G15_Y3_003_219</td><td>6</td><td>22.563873</td><td>20.20289</td><td>19.146023</td><td>18.630436</td><td>18.315397</td><td>879.5874896493065</td><td>39.72139521886605</td><td>G15</td><td>-574.3954634899401</td><td>-408.4641600364477</td><td>21.829114714356205</td><td>577.8277592992944</td><td>403.62502097871555</td><td>21.249747866849223</td></tr>\n",
-       "<tr><td>227910</td><td>587726014010622275</td><td>215.25924536</td><td>1.17047076</td><td>17.203148</td><td>0.08418</td><td>5</td><td>601299852990638080</td><td>6</td><td>18.82361</td><td>17.692076</td><td>17.187168</td><td>16.914663</td><td>16.811672</td><td>269.19063080536955</td><td>37.15029970085892</td><td>G15</td><td>-202.6981861168211</td><td>-143.30196467297432</td><td>5.071848573134842</td><td>203.89970679006672</td><td>141.594312481334</td><td>4.867404441366264</td></tr>\n",
-       "<tr><td>144199</td><td>587724650867327119</td><td>179.27814801</td><td>-1.33246038</td><td>18.897234</td><td>0.11497</td><td>4</td><td>G12_Y1_DS2_399</td><td>6</td><td>21.1323</td><td>19.647404</td><td>18.885748</td><td>18.543606</td><td>18.2421</td><td>375.758831410664</td><td>37.87454598272649</td><td>G12</td><td>-336.89464468328424</td><td>4.244657100637115</td><td>-7.8367961659921885</td><td>336.8390789393393</td><td>-7.0743094362756125</td><td>-8.17454277761386</td></tr>\n",
-       "<tr><td>508046</td><td>587729971786219749</td><td>215.63185598</td><td>-1.58981448</td><td>17.628836</td><td>0.15473</td><td>5</td><td>1032620129386522624</td><td>6</td><td>20.940208</td><td>18.780655</td><td>17.520327</td><td>17.139004</td><td>16.774076</td><td>519.4821290333756</td><td>38.577853058833746</td><td>G15</td><td>-365.5058761174015</td><td>-261.9840073194166</td><td>-12.48125517826705</td><td>367.68086014320045</td><td>258.904638267826</td><td>-12.849928640926823</td></tr>\n",
-       "<tr><td>372509</td><td>587727942954123299</td><td>136.05272796</td><td>1.15331446</td><td>19.3322</td><td>0.09632</td><td>4</td><td>G09_Y2_010_324</td><td>6</td><td>21.815636</td><td>20.01487</td><td>19.40576</td><td>19.76999</td><td>18.7546</td><td>310.7061138186375</td><td>37.46174899513831</td><td>G9</td><td>-204.00656881672612</td><td>196.64435296454064</td><td>5.704377067305201</td><td>202.35324322814955</td><td>-198.3510025718773</td><td>5.501483865553152</td></tr>\n",
-       "<tr><td>3875541</td><td>588010930831229303</td><td>130.18842999</td><td>-1.28453728</td><td>17.606506</td><td>0.13509</td><td>4</td><td>G09_Y4_211_360</td><td>6</td><td>20.203556</td><td>18.548128</td><td>17.664358</td><td>17.246305</td><td>16.932453</td><td>447.64203173408646</td><td>38.254654291126485</td><td>G9</td><td>-254.422425126079</td><td>301.19163192134977</td><td>-8.840732732969377</td><td>251.87454985923674</td><td>-303.31806962206554</td><td>-9.093287397175114</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></tr>\n",
-       "<tr><td>509373</td><td>587729971788578950</td><td>221.06553099</td><td>-1.4508178</td><td>19.388836</td><td>0.20423</td><td>4</td><td>G15_Y2_008_121</td><td>6</td><td>21.492153</td><td>20.307358</td><td>19.307823</td><td>18.877176</td><td>18.635437</td><td>707.6528889980476</td><td>39.24910142009765</td><td>G15</td><td>-442.91377658579233</td><td>-385.90932971155013</td><td>-14.878347268632705</td><td>446.12451804017667</td><td>382.1753884320199</td><td>-15.325676024504219</td></tr>\n",
-       "<tr><td>211033</td><td>587725074992791832</td><td>140.92102678</td><td>0.07762178</td><td>19.642279</td><td>0.1744</td><td>4</td><td>G09_Y3_007_334</td><td>5</td><td>20.994537</td><td>20.165325</td><td>19.640327</td><td>19.271471</td><td>19.125887</td><td>593.0541937455363</td><td>38.86547190669683</td><td>G9</td><td>-392.0081708848104</td><td>318.3375955009756</td><td>0.6841308605455599</td><td>389.32090287076863</td><td>-321.61910247108193</td><td>0.293765922359954</td></tr>\n",
-       "<tr><td>71486</td><td>587722983352828170</td><td>184.94915851</td><td>0.20594212</td><td>19.47079</td><td>0.15832</td><td>4</td><td>G12_Y1_ID1_228</td><td>5</td><td>20.554716</td><td>19.80189</td><td>19.409922</td><td>19.331638</td><td>19.404184</td><td>532.789676637592</td><td>38.632779006648654</td><td>G12</td><td>-458.24974176617724</td><td>-39.68194817596698</td><td>1.653289381770596</td><td>458.5683179911251</td><td>35.831404072540145</td><td>1.1934917548499968</td></tr>\n",
-       "<tr><td>177158</td><td>587725041163829709</td><td>175.89007056</td><td>-1.97247258</td><td>18.943752</td><td>0.24888</td><td>4</td><td>G12_Y1_BS1_113</td><td>6</td><td>22.236568</td><td>20.283207</td><td>18.88186</td><td>18.359058</td><td>17.953909</td><td>885.7779322557514</td><td>39.736624281646286</td><td>G12</td><td>-707.0147115485306</td><td>50.80260242680051</td><td>-24.412187098476394</td><td>706.5382119493407</td><td>-56.739496786227114</td><td>-25.120632917840734</td></tr>\n",
-       "<tr><td>208610</td><td>587725074987876796</td><td>129.70413827</td><td>0.00370387</td><td>18.235334</td><td>0.21398</td><td>4</td><td>G09_Y1_AS2_297</td><td>6</td><td>20.92276</td><td>19.085587</td><td>17.970827</td><td>17.476084</td><td>17.068308</td><td>745.8841423526723</td><td>39.363356870308934</td><td>G9</td><td>-392.5009052140575</td><td>472.70015292112663</td><td>0.03971851101967351</td><td>388.51638034559977</td><td>-475.9803531220062</td><td>-0.34984007039266757</td></tr>\n",
-       "<tr><td>209706</td><td>587725074990039375</td><td>134.57774613</td><td>0.10438574</td><td>16.61841</td><td>0.071</td><td>5</td><td>528082272776120320</td><td>6</td><td>19.134048</td><td>17.31154</td><td>16.482656</td><td>16.07596</td><td>15.760832</td><td>224.87027639366394</td><td>36.75966026847816</td><td>G9</td><td>-147.36777926462676</td><td>149.55606456468053</td><td>0.38252594140893653</td><td>146.10666975243063</td><td>-150.7886284983753</td><td>0.23602752308697042</td></tr>\n",
-       "<tr><td>610058</td><td>588848900448845985</td><td>178.45425248</td><td>0.3751963</td><td>18.580864</td><td>0.16071</td><td>4</td><td>G12_Y1_DN1_241</td><td>6</td><td>21.524216</td><td>19.620144</td><td>18.51681</td><td>18.078756</td><td>17.748055</td><td>541.6789889448341</td><td>38.668709950851934</td><td>G12</td><td>-466.4991908427998</td><td>12.588448377979056</td><td>3.0559840504413414</td><td>466.3798247676367</td><td>-16.506441103249994</td><td>2.5883546669727417</td></tr>\n",
-       "<tr><td>696518</td><td>587722984426832004</td><td>185.56087086</td><td>1.03038923</td><td>19.163446</td><td>0.18382</td><td>4</td><td>G12_Y2_040_074</td><td>4</td><td>21.64093</td><td>20.094753</td><td>19.13944</td><td>18.827288</td><td>18.57784</td><td>628.8533603331277</td><td>38.99274692974806</td><td>G12</td><td>-528.6214491761734</td><td>-51.46732717650292</td><td>9.552542493133029</td><td>529.0444210904639</td><td>47.025268559287554</td><td>9.02208367712302</td></tr>\n",
-       "<tr><td>130074</td><td>587724649792078017</td><td>175.85645517</td><td>-2.16068721</td><td>17.657053</td><td>0.11897</td><td>5</td><td>369430997416044544</td><td>6</td><td>19.225487</td><td>18.16431</td><td>17.658703</td><td>17.287949</td><td>17.255383</td><td>389.9100432673386</td><td>37.9548221092486</td><td>G12</td><td>-347.29650788009485</td><td>25.159839498434682</td><td>-13.137486763011163</td><td>347.05957461275636</td><td>-28.07612615614498</td><td>-13.485483952048874</td></tr>\n",
-       "<tr><td>30897</td><td>587722981738873021</td><td>177.19385833</td><td>-1.21624184</td><td>18.961807</td><td>0.10681</td><td>4</td><td>G12_Y1_CS1_215</td><td>6</td><td>21.4717</td><td>19.7904</td><td>18.928673</td><td>18.535267</td><td>18.277918</td><td>347.10745783763434</td><td>37.70231972440627</td><td>G12</td><td>-313.1640847645811</td><td>15.349928254197872</td><td>-6.656647684549632</td><td>313.01727091707335</td><td>-17.979860072131736</td><td>-6.97050799132033</td></tr>\n",
-       "<tr><td>231211</td><td>587726014533271767</td><td>182.80882787</td><td>1.98801406</td><td>19.394785</td><td>0.25496</td><td>4</td><td>G12_Y2_018_285</td><td>6</td><td>25.037235</td><td>20.748486</td><td>19.374304</td><td>18.943121</td><td>18.508606</td><td>910.62734293427</td><td>39.79670343251399</td><td>G12</td><td>-724.3145821503025</td><td>-35.53675990147116</td><td>25.172158401773483</td><td>724.6124022227208</td><td>29.451506565134608</td><td>24.445614832276352</td></tr>\n",
-       "<tr><td>402287</td><td>587728308031127734</td><td>174.24686395</td><td>1.99676031</td><td>18.707829</td><td>0.13787</td><td>4</td><td>G12_Y1_AX1_249</td><td>6</td><td>21.118927</td><td>19.409071</td><td>18.761057</td><td>18.374311</td><td>18.09919</td><td>457.7112724626698</td><td>38.30295804157773</td><td>G12</td><td>-399.9835581292366</td><td>40.298341426195286</td><td>14.015686274485422</td><td>399.6448074164098</td><td>-43.656647590528934</td><td>13.614976438780308</td></tr>\n",
-       "<tr><td>237918</td><td>587726014546378944</td><td>212.73381894</td><td>1.63427109</td><td>17.906332</td><td>0.17677</td><td>4</td><td>G15_Y1_AN1_361</td><td>6</td><td>20.96936</td><td>20.698595</td><td>18.396347</td><td>17.97365</td><td>17.619282</td><td>602.0267813992546</td><td>38.89807905724597</td><td>G15</td><td>-430.17240799415475</td><td>-276.5244726105284</td><td>14.590386905317315</td><td>432.4943574433184</td><td>272.90141341367644</td><td>14.156739687376321</td></tr>\n",
-       "<tr><td>611467</td><td>588848900451729554</td><td>184.96486375</td><td>0.30367046</td><td>18.940199</td><td>0.14942</td><td>4</td><td>G12_Y1_ND6_356</td><td>6</td><td>20.876661</td><td>19.667711</td><td>18.93041</td><td>18.483646</td><td>18.232857</td><td>499.8979449162165</td><td>38.49440675684375</td><td>G12</td><td>-433.27530603655373</td><td>-37.63895487495137</td><td>2.305050660239697</td><td>433.578268917776</td><td>33.99825973177181</td><td>1.8703104474926096</td></tr>\n",
-       "<tr><td>518110</td><td>588010358529720551</td><td>135.05221017</td><td>2.5942228</td><td>17.31673</td><td>0.19997</td><td>5</td><td>636151351759366144</td><td>6</td><td>19.291775</td><td>18.139091</td><td>17.35919</td><td>16.923452</td><td>16.707512</td><td>691.067542889704</td><td>39.1976024805089</td><td>G9</td><td>-407.1788141361714</td><td>406.43741479147866</td><td>26.066717495618988</td><td>403.77644539737247</td><td>-409.84324211086056</td><td>25.661870996424355</td></tr>\n",
-       "<tr><td>601370</td><td>588848900431806740</td><td>139.48935972</td><td>0.21634089</td><td>18.118708</td><td>0.09155</td><td>4</td><td>G09_Y1_HS2_337</td><td>6</td><td>19.762558</td><td>18.622576</td><td>18.09261</td><td>17.79226</td><td>17.619982</td><td>294.3153573297633</td><td>37.34406462054835</td><td>G9</td><td>-204.99478663694708</td><td>175.1479371783595</td><td>1.018085473371864</td><td>203.51728942452115</td><td>-176.86364583049877</td><td>0.8140227470587378</td></tr>\n",
-       "<tr><td>366953</td><td>587726033875370147</td><td>217.06107926</td><td>2.99932509</td><td>18.04448</td><td>0.11922</td><td>4</td><td>G15_Y4_228_296</td><td>6</td><td>19.5977</td><td>18.62881</td><td>18.128998</td><td>17.837048</td><td>17.681507</td><td>390.7968140175593</td><td>37.9597550723136</td><td>G15</td><td>-278.2528196170765</td><td>-210.14397805093063</td><td>18.26998050164929</td><td>280.0263206624635</td><td>207.7993342265334</td><td>17.98921217581965</td></tr>\n",
-       "<tr><td>549131</td><td>588848899354132788</td><td>130.44015333</td><td>-0.57181141</td><td>18.38655</td><td>0.197</td><td>4</td><td>G09_Y1_BS2_170</td><td>6</td><td>21.557705</td><td>19.701527</td><td>18.344978</td><td>17.900692</td><td>17.579735</td><td>679.5474071098881</td><td>39.161098798558534</td><td>G9</td><td>-368.2279014286302</td><td>432.05249135111757</td><td>-5.665634773503196</td><td>364.579950963569</td><td>-435.1302404175961</td><td>-6.031195582470984</td></tr>\n",
-       "<tr><td>92553</td><td>587722983903658461</td><td>216.7972539</td><td>0.5814034</td><td>19.15514</td><td>0.12931</td><td>4</td><td>G15_Y2_007_035</td><td>6</td><td>21.45402</td><td>19.855066</td><td>19.077011</td><td>18.593609</td><td>18.276651</td><td>426.8127368083994</td><td>38.151186855110204</td><td>G15</td><td>-302.62461302862164</td><td>-226.3695142426771</td><td>3.8350556839184553</td><td>304.5190573956879</td><td>223.81958312247804</td><td>3.529721661724981</td></tr>\n",
+       "<table id=\"table47255358998896\" 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><th>CARTESIAN_X</th><th>CARTESIAN_Y</th><th>CARTESIAN_Z</th><th>ROTCARTESIAN_X</th><th>ROTCARTESIAN_Y</th><th>ROTCARTESIAN_Z</th><th>GMR</th><th>DETMAG</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>Mpc</th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th>mag</th><th>mag</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>bytes3</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float32</th><th>float32</th></tr></thead>\n",
+       "<tr><td>278399</td><td>587726031690203667</td><td>130.96962835</td><td>0.83411374</td><td>19.475662</td><td>0.20134</td><td>4</td><td>G09_Y4_235_171</td><td>5</td><td>23.158478</td><td>20.743418</td><td>19.479542</td><td>19.0298</td><td>18.6913</td><td>696.3934076006074</td><td>39.214273256107646</td><td>G9</td><td>-380.0324225352458</td><td>437.6456156416997</td><td>8.438709374373468</td><td>376.35121152626294</td><td>-440.8223214150772</td><td>8.06135281771044</td><td>1.263876</td><td>19.475662</td></tr>\n",
+       "<tr><td>228813</td><td>587726014012195306</td><td>218.81553829</td><td>1.16677328</td><td>19.708323</td><td>0.20001</td><td>4</td><td>G15_Y3_031_186</td><td>5</td><td>20.98638</td><td>20.429096</td><td>19.744549</td><td>19.780014</td><td>19.371407</td><td>691.2229509712038</td><td>39.19809074887812</td><td>G15</td><td>-448.7188534440341</td><td>-360.9796210027739</td><td>11.729164789394545</td><td>451.7466649744012</td><td>357.1977984891127</td><td>11.276212180030527</td><td>0.6845474</td><td>19.708323</td></tr>\n",
+       "<tr><td>386301</td><td>587727944562639457</td><td>131.32639169</td><td>2.12632158</td><td>19.218159</td><td>0.07694</td><td>4</td><td>G09_Y1_BX1_124</td><td>6</td><td>20.875654</td><td>19.585995</td><td>19.126356</td><td>18.917627</td><td>18.801031</td><td>244.74725036323687</td><td>36.94358910689516</td><td>G9</td><td>-149.9684107563844</td><td>170.54696068779126</td><td>8.432044902716939</td><td>148.53896289862934</td><td>-171.8006285414355</td><td>8.283111712841423</td><td>0.4596386</td><td>19.218159</td></tr>\n",
+       "<tr><td>3852971</td><td>588010930294161861</td><td>129.67705296</td><td>-1.81328938</td><td>18.24674</td><td>0.09923</td><td>4</td><td>G09_Y4_222_137</td><td>6</td><td>19.43047</td><td>18.488401</td><td>18.240868</td><td>18.041922</td><td>18.00638</td><td>320.7552386179504</td><td>37.530868790305604</td><td>G9</td><td>-186.20917354498556</td><td>224.47289780625698</td><td>-9.233304351406503</td><td>184.30775668026382</td><td>-226.02907352953196</td><td>-9.418111167356592</td><td>0.2475338</td><td>18.24674</td></tr>\n",
+       "<tr><td>296803</td><td>587726031726313717</td><td>213.47454698</td><td>1.46344577</td><td>17.416668</td><td>0.10572</td><td>5</td><td>600164332306720768</td><td>6</td><td>20.189068</td><td>18.239517</td><td>17.346529</td><td>16.949179</td><td>16.651957</td><td>343.30240530660865</td><td>37.67838423133976</td><td>G15</td><td>-258.89532613978287</td><td>-171.19372980660833</td><td>7.9293656085946775</td><td>260.3319825929413</td><td>169.0130565175055</td><td>7.6683392541236755</td><td>0.8929882</td><td>17.416668</td></tr>\n",
+       "<tr><td>362061</td><td>587726033336926470</td><td>213.40044229</td><td>2.62356676</td><td>17.810108</td><td>0.18273</td><td>4</td><td>G15_Y4_202_279</td><td>6</td><td>20.354645</td><td>18.735912</td><td>17.784857</td><td>17.4055</td><td>17.139894</td><td>624.6924477018449</td><td>38.97833127759916</td><td>G15</td><td>-440.48419720540636</td><td>-290.450692274948</td><td>24.176775025995898</td><td>442.9323653111519</td><td>286.74052621907134</td><td>23.732666618480142</td><td>0.9510555</td><td>17.810108</td></tr>\n",
+       "<tr><td>417306</td><td>587728879255683732</td><td>129.29007669</td><td>2.17630695</td><td>19.78382</td><td>0.20697</td><td>4</td><td>G09_Y4_257_171</td><td>5</td><td>22.300547</td><td>20.852804</td><td>19.749193</td><td>19.318222</td><td>18.917458</td><td>718.3587905602047</td><td>39.28170705297305</td><td>G9</td><td>-376.62106422352775</td><td>460.30365398139304</td><td>22.601539620859892</td><td>372.76385625969914</td><td>-463.4509061626556</td><td>22.227787162239576</td><td>1.103611</td><td>19.78382</td></tr>\n",
+       "<tr><td>171655</td><td>587725040628465844</td><td>179.35672481</td><td>-2.36065183</td><td>17.898743</td><td>0.12855</td><td>4</td><td>2dF298951</td><td>6</td><td>20.006115</td><td>18.517275</td><td>17.80914</td><td>17.506357</td><td>17.184256</td><td>424.0846204284158</td><td>38.1372626145482</td><td>G12</td><td>-375.4357335820449</td><td>4.215295488202342</td><td>-15.478116983097097</td><td>375.3713736319147</td><td>-7.368681086238095</td><td>-15.854503096040146</td><td>0.7081356</td><td>17.898743</td></tr>\n",
+       "<tr><td>584047</td><td>588848899911713440</td><td>177.85217961</td><td>-0.09115088</td><td>19.522043</td><td>0.16196</td><td>4</td><td>G12_Y1_CND1_011</td><td>5</td><td>22.701712</td><td>20.182579</td><td>19.458714</td><td>19.064856</td><td>18.867088</td><td>546.3376845764818</td><td>38.68730578876331</td><td>G12</td><td>-469.8553891879667</td><td>17.62150661338699</td><td>-0.7480110747944515</td><td>469.6898128480677</td><td>-21.567512724401873</td><td>-1.218961237821914</td><td>0.7238655</td><td>19.522043</td></tr>\n",
+       "<tr><td>178589</td><td>587725041165992438</td><td>180.75847374</td><td>-1.95700354</td><td>19.502714</td><td>0.15581</td><td>4</td><td>G12_Y2_016_051</td><td>5</td><td>21.900394</td><td>20.419058</td><td>19.40696</td><td>19.036121</td><td>18.75973</td><td>523.47983780443</td><td>38.59449979589183</td><td>G12</td><td>-452.60784296748454</td><td>-5.991911108163432</td><td>-15.466713583320521</td><td>452.62647026719134</td><td>2.1899455739110967</td><td>-15.92056202910191</td><td>1.0120983</td><td>19.502714</td></tr>\n",
+       "<tr><td>536312</td><td>588848898839609550</td><td>181.61205379</td><td>-0.93285408</td><td>18.34361</td><td>0.19197</td><td>4</td><td>G12_Y1_FS1_331</td><td>6</td><td>21.568964</td><td>19.444872</td><td>18.177418</td><td>17.628279</td><td>17.177612</td><td>660.1177706362078</td><td>39.09810712145647</td><td>G12</td><td>-553.5114617599229</td><td>-15.577513420652972</td><td>-9.01629261828123</td><td>553.613462207235</td><td>10.927653155537135</td><td>-9.571395717789194</td><td>1.2674541</td><td>18.34361</td></tr>\n",
+       "<tr><td>230546</td><td>587726014532158053</td><td>180.29240053</td><td>1.96695919</td><td>19.68319</td><td>0.2568</td><td>4</td><td>G12_Y2_021_329</td><td>5</td><td>21.98461</td><td>20.838924</td><td>19.728092</td><td>19.308369</td><td>18.945646</td><td>918.1749848799586</td><td>39.81462728250839</td><td>G12</td><td>-730.1257802995482</td><td>-3.726121196793459</td><td>25.075333297702656</td><td>730.1560967928527</td><td>-2.4068220463503267</td><td>24.343231113633337</td><td>1.1108322</td><td>19.68319</td></tr>\n",
+       "<tr><td>14779</td><td>588848901000790357</td><td>212.89131958</td><td>0.70702637</td><td>19.120655</td><td>0.15859</td><td>4</td><td>G15_Y2_009_055</td><td>6</td><td>20.847359</td><td>19.820978</td><td>19.112612</td><td>18.68807</td><td>18.4118</td><td>533.7927408555031</td><td>38.636863317210285</td><td>G15</td><td>-386.8433182114118</td><td>-250.17703829547577</td><td>5.685188392006534</td><td>388.9365794086305</td><td>246.91885840723347</td><td>5.295211322218115</td><td>0.7083664</td><td>19.120655</td></tr>\n",
+       "<tr><td>592286</td><td>588848899926851945</td><td>212.33894689</td><td>-0.00283405</td><td>19.6049</td><td>0.13808</td><td>4</td><td>G15_Y3_048_190</td><td>5</td><td>20.871243</td><td>19.852055</td><td>19.56232</td><td>19.337128</td><td>19.232565</td><td>458.4732653340906</td><td>38.30657008000405</td><td>G15</td><td>-340.3656444846786</td><td>-215.49419496659212</td><td>-0.0199262740878448</td><td>342.1635241482178</td><td>212.62763549153152</td><td>-0.36300768466546646</td><td>0.2897339</td><td>19.6049</td></tr>\n",
+       "<tr><td>204330</td><td>587725074454413904</td><td>137.46931664</td><td>-0.33907244</td><td>19.387846</td><td>0.205</td><td>4</td><td>G09_Y1_GS2_209</td><td>6</td><td>20.800589</td><td>19.987017</td><td>19.458563</td><td>19.192726</td><td>18.997568</td><td>710.6585118531692</td><td>39.25830481064981</td><td>G9</td><td>-434.59422201421967</td><td>398.66060035009826</td><td>-3.490126946720845</td><td>431.22655882281623</td><td>-402.29698225411676</td><td>-3.922512053909091</td><td>0.5284538</td><td>19.387846</td></tr>\n",
+       "<tr><td>509508</td><td>587729971788841178</td><td>221.57129026</td><td>-1.5729305</td><td>16.272243</td><td>0.05699</td><td>5</td><td>1035962919797417984</td><td>6</td><td>18.152014</td><td>16.891237</td><td>16.2657</td><td>15.881919</td><td>15.625097</td><td>178.62775104378818</td><td>36.25974465207243</td><td>G15</td><td>-126.3839219961593</td><td>-112.09569923121026</td><td>-4.638850635081926</td><td>127.31631444943075</td><td>111.03016216387073</td><td>-4.7665108158988385</td><td>0.6255379</td><td>16.272243</td></tr>\n",
+       "<tr><td>319284</td><td>587726032263381884</td><td>213.95939102</td><td>1.82206849</td><td>19.672518</td><td>0.08894</td><td>4</td><td>G15_Y4_218_094</td><td>5</td><td>20.639797</td><td>19.969854</td><td>19.641247</td><td>19.615978</td><td>19.807262</td><td>285.38988284454814</td><td>37.277192865920725</td><td>G15</td><td>-217.26844101756427</td><td>-146.32546952579878</td><td>8.333040148030678</td><td>218.49810671289632</td><td>144.49532541477373</td><td>8.113960094515928</td><td>0.32860756</td><td>19.672518</td></tr>\n",
+       "<tr><td>77299</td><td>587722983365083288</td><td>212.81797129</td><td>0.11525277</td><td>17.772667</td><td>0.1608</td><td>4</td><td>G15_Y1_AS1_366</td><td>6</td><td>20.375444</td><td>18.933752</td><td>17.892042</td><td>17.483892</td><td>17.22578</td><td>542.0141594280788</td><td>38.670053160377904</td><td>G15</td><td>-392.40693536466006</td><td>-253.0632485079067</td><td>0.9392510448437885</td><td>394.5194820128205</td><td>249.7582342815087</td><td>0.5436737102271503</td><td>1.0417099</td><td>17.772667</td></tr>\n",
+       "<tr><td>186270</td><td>587725041704173717</td><td>183.80289046</td><td>-1.5309156</td><td>19.713512</td><td>0.1959</td><td>4</td><td>G12_Y2_013_295</td><td>5</td><td>20.81508</td><td>20.201643</td><td>19.726719</td><td>19.370584</td><td>19.391417</td><td>675.2896330171468</td><td>39.147450412616855</td><td>G12</td><td>-563.2262219181171</td><td>-37.43798349043994</td><td>-15.0859327940527</td><td>563.5054093753484</td><td>32.70575130725304</td><td>-15.6509574276584</td><td>0.4749241</td><td>19.713512</td></tr>\n",
+       "<tr><td>568006</td><td>588848899390570865</td><td>213.77741299</td><td>-0.48898612</td><td>18.10986</td><td>0.14066</td><td>4</td><td>G15_Y1_BS2_046</td><td>6</td><td>21.356657</td><td>19.183695</td><td>18.330324</td><td>17.74118</td><td>17.202253</td><td>467.84995327024524</td><td>38.35053295217329</td><td>G15</td><td>-340.91178509128974</td><td>-228.02597760238945</td><td>-3.500410576199878</td><td>342.8114181146656</td><td>225.15438863551515</td><td>-3.8441433683534734</td><td>0.85337067</td><td>18.10986</td></tr>\n",
+       "<tr><td>40449</td><td>587722982277513323</td><td>181.24947479</td><td>-0.73496487</td><td>18.372322</td><td>0.22856</td><td>4</td><td>G12_Y1_FS1_288</td><td>6</td><td>21.267805</td><td>19.516973</td><td>18.197922</td><td>17.651001</td><td>17.256302</td><td>803.7528387086742</td><td>39.52561259892009</td><td>G12</td><td>-654.0141600227299</td><td>-14.26464176968961</td><td>-8.391859366184676</td><td>654.1021628676283</td><td>8.770638846012506</td><td>-9.047720420082744</td><td>1.3190517</td><td>18.372322</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></tr>\n",
+       "<tr><td>324500</td><td>587726032766239057</td><td>136.20701203</td><td>1.82454702</td><td>17.011496</td><td>0.05366</td><td>5</td><td>530418735169693696</td><td>6</td><td>18.049196</td><td>17.15287</td><td>16.848019</td><td>16.629488</td><td>16.503586</td><td>167.76947989973843</td><td>36.123564790905434</td><td>G9</td><td>-114.87780327662284</td><td>110.13686770695095</td><td>5.069574097846282</td><td>113.95366376292127</td><td>-111.09791735678613</td><td>4.955317294204739</td><td>0.30485153</td><td>17.011496</td></tr>\n",
+       "<tr><td>422566</td><td>587728879793537428</td><td>131.597981</td><td>2.61055508</td><td>18.090458</td><td>0.23517</td><td>4</td><td>G09_Y1_BX1_336</td><td>6</td><td>22.141708</td><td>19.559942</td><td>18.074072</td><td>17.645456</td><td>17.246666</td><td>830.2609935614962</td><td>39.59607317420658</td><td>G9</td><td>-445.7994504967553</td><td>502.15164491046016</td><td>30.615957902231305</td><td>441.59629429253334</td><td>-505.8784960403608</td><td>30.173192386720878</td><td>1.4858704</td><td>18.090458</td></tr>\n",
+       "<tr><td>584820</td><td>588848899912827164</td><td>180.39405157</td><td>-0.08749912</td><td>17.63982</td><td>0.16299</td><td>5</td><td>321045882818553856</td><td>6</td><td>20.700405</td><td>18.688583</td><td>17.528584</td><td>17.078487</td><td>16.734907</td><td>550.1813115669936</td><td>38.70252917144267</td><td>G12</td><td>-473.06311368307325</td><td>-3.2535415937796808</td><td>-0.7224549109276466</td><td>473.0727915128125</td><td>-0.7201447535743695</td><td>-1.196797114838416</td><td>1.1599998</td><td>17.63982</td></tr>\n",
+       "<tr><td>537267</td><td>588848898840920326</td><td>184.56529097</td><td>-1.03224426</td><td>18.47665</td><td>0.15952</td><td>4</td><td>G12_Y1_HS1_377</td><td>6</td><td>21.765781</td><td>19.696812</td><td>18.585146</td><td>18.030289</td><td>17.626667</td><td>537.2499768147683</td><td>38.65088202710667</td><td>G12</td><td>-461.7932487311423</td><td>-36.873457047231796</td><td>-8.347078548087396</td><td>462.0780806060587</td><td>32.99324775059869</td><td>-8.810400379839935</td><td>1.1116657</td><td>18.47665</td></tr>\n",
+       "<tr><td>505089</td><td>587729971250594071</td><td>218.53609435</td><td>-1.98949959</td><td>18.994602</td><td>0.13969</td><td>4</td><td>G15_Y2_016_125</td><td>6</td><td>20.202461</td><td>19.387032</td><td>18.984211</td><td>18.71059</td><td>18.65001</td><td>464.3212690455882</td><td>38.33409288869025</td><td>G15</td><td>-318.4905574377947</td><td>-253.6665780897417</td><td>-14.143789045003015</td><td>320.5956931189648</td><td>250.98241537472805</td><td>-14.465251867278674</td><td>0.4028206</td><td>18.994602</td></tr>\n",
+       "<tr><td>508104</td><td>587729971786350848</td><td>215.92092782</td><td>-1.64341731</td><td>17.735317</td><td>0.13917</td><td>5</td><td>1032620954020243456</td><td>6</td><td>20.616001</td><td>18.700462</td><td>17.67272</td><td>17.253813</td><td>16.918215</td><td>462.4312984325403</td><td>38.325236102370965</td><td>G15</td><td>-328.60370661242166</td><td>-238.05238096018763</td><td>-11.64191260208728</td><td>330.57983507135134</td><td>235.28382201697073</td><td>-11.973385091781855</td><td>1.0277424</td><td>17.735317</td></tr>\n",
+       "<tr><td>14586</td><td>588848901000462737</td><td>212.16302128</td><td>0.6859384</td><td>18.630522</td><td>0.1607</td><td>4</td><td>G15_Y1_AS2_295</td><td>6</td><td>20.136566</td><td>19.091427</td><td>18.637156</td><td>18.399933</td><td>18.365816</td><td>541.6416951412804</td><td>38.668560443016105</td><td>G15</td><td>-395.0089101172546</td><td>-248.3944923726047</td><td>5.586556908383532</td><td>397.0868074690404</td><td>245.06778713402232</td><td>5.188407697425144</td><td>0.45427132</td><td>18.630522</td></tr>\n",
+       "<tr><td>549586</td><td>588848899354722812</td><td>131.83135295</td><td>-0.47450648</td><td>19.097065</td><td>0.14939</td><td>4</td><td>G09_Y2_032_020</td><td>6</td><td>20.627193</td><td>19.526396</td><td>19.0446</td><td>18.688612</td><td>18.697302</td><td>499.7876323745472</td><td>38.493927524879076</td><td>G9</td><td>-289.99477093493226</td><td>323.98452597565125</td><td>-3.601078993040942</td><td>287.25942400656686</td><td>-326.40895537290703</td><td>-3.8891108197717768</td><td>0.48179626</td><td>19.097065</td></tr>\n",
+       "<tr><td>138189</td><td>587724650331373667</td><td>181.32850254</td><td>-1.7988626</td><td>18.452635</td><td>0.17939</td><td>4</td><td>G12_Y1_FS1_099</td><td>6</td><td>20.443531</td><td>19.206524</td><td>18.304457</td><td>17.831623</td><td>17.563877</td><td>611.9726337380931</td><td>38.933660008748475</td><td>G12</td><td>-518.4940098117863</td><td>-12.024342522719914</td><td>-16.28840604795362</td><td>518.5601261530433</td><td>7.668742463109918</td><td>-16.808365434091723</td><td>0.9020672</td><td>18.452635</td></tr>\n",
+       "<tr><td>3874787</td><td>588010930831098041</td><td>129.85736761</td><td>-1.36980642</td><td>16.174158</td><td>0.04798</td><td>4</td><td>G09_Y4_222_281</td><td>6</td><td>18.088528</td><td>16.696587</td><td>16.16878</td><td>15.9227705</td><td>15.6840725</td><td>149.36717404451545</td><td>35.87127582214496</td><td>G9</td><td>-91.31746558582599</td><td>109.3797481070373</td><td>-3.407198080738629</td><td>90.392029112406</td><td>-110.14292552794267</td><td>-3.497834305232516</td><td>0.52780724</td><td>16.174158</td></tr>\n",
+       "<tr><td>69906</td><td>587722983349551228</td><td>177.46486123</td><td>0.0416828</td><td>18.417784</td><td>0.22566</td><td>4</td><td>MGC25325</td><td>6</td><td>20.542448</td><td>19.347305</td><td>18.445938</td><td>17.982374</td><td>17.622156</td><td>792.176412239067</td><td>39.494109533771535</td><td>G12</td><td>-645.6936732331774</td><td>28.58835584027792</td><td>0.470203783719477</td><td>645.4309089874669</td><td>-34.01095770445502</td><td>-0.17695830024770393</td><td>0.9013672</td><td>18.417784</td></tr>\n",
+       "<tr><td>185341</td><td>587725041702470021</td><td>179.87810513</td><td>-1.61153143</td><td>19.798534</td><td>0.25235</td><td>4</td><td>G12_Y3_006_059</td><td>5</td><td>21.854477</td><td>20.676836</td><td>19.70598</td><td>19.253902</td><td>18.82593</td><td>899.9428922136359</td><td>39.77107475617777</td><td>G12</td><td>-718.3175041314134</td><td>1.5281989638714413</td><td>-20.20915360492905</td><td>718.2587026819624</td><td>-7.561771284813187</td><td>-20.92934924321574</td><td>0.9708557</td><td>19.798534</td></tr>\n",
+       "<tr><td>202678</td><td>587725074451464686</td><td>130.71852539</td><td>-0.33467924</td><td>18.877161</td><td>0.20229</td><td>4</td><td>G09_Y1_BS1_186</td><td>6</td><td>21.407068</td><td>20.08835</td><td>18.82624</td><td>18.361437</td><td>18.061916</td><td>700.0909909240886</td><td>39.22577244498641</td><td>G9</td><td>-379.8517758082006</td><td>441.32971588243106</td><td>-3.4013310610804353</td><td>376.12775427523763</td><td>-444.50477431688483</td><td>-3.778469512876521</td><td>1.2621098</td><td>18.877161</td></tr>\n",
+       "<tr><td>178928</td><td>587725041166713082</td><td>182.43322534</td><td>-1.94108902</td><td>19.14924</td><td>0.19631</td><td>4</td><td>G12_Y3_014_145</td><td>6</td><td>21.095646</td><td>19.956894</td><td>19.111977</td><td>18.732994</td><td>18.41476</td><td>676.8760984585481</td><td>39.15254589379231</td><td>G12</td><td>-564.968724389582</td><td>-24.007409490419565</td><td>-19.16483880512679</td><td>565.1309473908094</td><td>19.261014671802226</td><td>-19.731495387770906</td><td>0.8449173</td><td>19.14924</td></tr>\n",
+       "<tr><td>166284</td><td>587725040094478553</td><td>185.9213946</td><td>-2.90353303</td><td>18.139317</td><td>0.19137</td><td>4</td><td>G12_Y5_024_061</td><td>6</td><td>21.070974</td><td>19.267105</td><td>18.043444</td><td>17.499336</td><td>17.067692</td><td>657.8069041366663</td><td>39.090492136951795</td><td>G12</td><td>-548.4921705140963</td><td>-56.888157624491136</td><td>-27.968553291401193</td><td>548.9223428504862</td><td>52.27900037431093</td><td>-28.51896221434954</td><td>1.2236614</td><td>18.139317</td></tr>\n",
+       "<tr><td>231838</td><td>587726014534516967</td><td>185.66198748</td><td>1.92607582</td><td>17.928228</td><td>0.09056</td><td>4</td><td>2dF299897</td><td>6</td><td>20.357283</td><td>18.610708</td><td>17.771753</td><td>17.411564</td><td>17.069328</td><td>290.9262183328565</td><td>37.31891430861056</td><td>G12</td><td>-265.3162654239991</td><td>-26.304319598745252</td><td>8.966072796865026</td><td>265.536709758053</td><td>24.07482395271206</td><td>8.699828274340325</td><td>0.8389549</td><td>17.928228</td></tr>\n",
+       "<tr><td>267303</td><td>587726016160858568</td><td>221.53449778</td><td>2.68138025</td><td>19.491081</td><td>0.10621</td><td>4</td><td>G15_Y4_211_308</td><td>5</td><td>20.595238</td><td>19.98214</td><td>19.538157</td><td>19.292507</td><td>19.129383</td><td>345.0122802318502</td><td>37.68917276727961</td><td>G15</td><td>-233.20930579544319</td><td>-206.5766219932475</td><td>14.590635584850467</td><td>234.9507647260413</td><td>204.61045443346862</td><td>14.355061883578957</td><td>0.44398308</td><td>19.491081</td></tr>\n",
+       "<tr><td>40192</td><td>587722982276988932</td><td>180.02718461</td><td>-0.7511301</td><td>19.249817</td><td>0.17922</td><td>4</td><td>G12_Y2_044_313</td><td>6</td><td>21.39767</td><td>20.017555</td><td>19.170687</td><td>18.76184</td><td>18.545668</td><td>611.3264669219933</td><td>38.93136599325734</td><td>G12</td><td>-518.3713696150197</td><td>-0.24594699112782106</td><td>-6.7960798034128596</td><td>518.3480736054078</td><td>-4.108207415985118</td><td>-7.315821796498388</td><td>0.8468685</td><td>19.249817</td></tr>\n",
+       "<tr><td>321248</td><td>587726032266985827</td><td>222.18985537</td><td>1.73710226</td><td>18.734282</td><td>0.13415</td><td>4</td><td>G15_Y1_IN2_242</td><td>6</td><td>21.068165</td><td>19.574068</td><td>18.724539</td><td>18.337078</td><td>18.030704</td><td>444.24483467520577</td><td>38.238111934383355</td><td>G15</td><td>-290.08523790059326</td><td>-262.93965611464</td><td>11.873755356213188</td><td>292.2953679702856</td><td>260.4937614275457</td><td>11.580681855247159</td><td>0.84952927</td><td>18.734282</td></tr>\n",
+       "<tr><td>324972</td><td>587726032767090957</td><td>138.10258569</td><td>1.86455208</td><td>17.632025</td><td>0.16695</td><td>5</td><td>530472336361547776</td><td>6</td><td>19.973312</td><td>18.591734</td><td>17.711834</td><td>17.254942</td><td>16.96098</td><td>564.9999003778942</td><td>38.76024185621812</td><td>G9</td><td>-360.1956507667411</td><td>323.1557333521728</td><td>15.753293213698488</td><td>357.484159876133</td><td>-326.16985584449424</td><td>15.394857997745767</td><td>0.8799</td><td>17.632025</td></tr>\n",
+       "<tr><td>486621</td><td>587729777983815941</td><td>220.60634433</td><td>-1.72382587</td><td>19.625984</td><td>0.22085</td><td>4</td><td>G15_Y2_023_098</td><td>5</td><td>20.933725</td><td>20.235838</td><td>19.515553</td><td>19.234287</td><td>18.928867</td><td>773.0478611500367</td><td>39.441031914545675</td><td>G15</td><td>-480.51091238461237</td><td>-411.93996472694545</td><td>-19.047997182464844</td><td>483.93477626040857</td><td>407.8893018067265</td><td>-19.533239721114033</td><td>0.7202854</td><td>19.625984</td></tr>\n",
+       "<tr><td>216895</td><td>587725075529400574</td><td>140.26905143</td><td>0.46773078</td><td>19.29576</td><td>0.15778</td><td>4</td><td>G09_Y2_040_067</td><td>6</td><td>22.264324</td><td>20.25359</td><td>19.262123</td><td>18.827793</td><td>18.506159</td><td>530.784614275007</td><td>38.6245916279297</td><td>G9</td><td>-352.5614784124889</td><td>293.02402156591785</td><td>3.7424909400096933</td><td>350.09131381088815</td><td>-295.97508255036865</td><td>3.3914623642609136</td><td>0.9914665</td><td>19.29576</td></tr>\n",
        "</table></div>"
       ],
       "text/plain": [
        "<Table length=113687>\n",
-       " CATAID       OBJID             RA          DEC      R_PETRO  ...     CARTESIAN_Z       ROTCARTESIAN_X      ROTCARTESIAN_Y      ROTCARTESIAN_Z   \n",
-       "                               deg          deg        mag    ...                                                                                \n",
-       " int32        int64          float64      float64    float32  ...       float64            float64             float64             float64       \n",
-       "------- ------------------ ------------ ----------- --------- ... ------------------- ------------------ ------------------- --------------------\n",
-       " 622826 588848900966843153 135.29128973  0.73684492  19.52932 ...   7.264870993114358  398.1057165460414  -400.7474548163634    6.865700983452657\n",
-       "  98018 587722984422572189 175.80676776  1.03979445 17.181564 ...   6.498521489182441  356.8640071382125  -29.17917108743816    6.140703437324076\n",
-       " 179539 587725041167958197 185.28082311 -2.01676876 17.398222 ...  -12.35330763647876 349.56604377802995   29.35218373424349  -12.703817624256102\n",
-       " 123400 587724649255272757 175.90640607 -2.63469103 19.703936 ... -26.923935422192173  583.2020090701326  -46.66801123639224  -27.508715443730114\n",
-       "  21792 588848901520687262 174.11934361  1.19125843 19.769054 ...   5.732964615651035  274.0056131993049 -30.549676680565064    5.458226846049943\n",
-       " 568279 588848899390898422 214.45970835 -0.58545657  17.96164 ...  -4.390876917291383  356.3222351156781  240.15041225312072   -4.748157217736273\n",
-       " 584067 588848899911778530 177.92700457 -0.04394753 19.499855 ... -0.3627545939243074  472.4640202314034 -21.076606982027975  -0.8364862126678851\n",
-       " 177060 587725041163632853 175.44139669 -2.00218956 19.053614 ... -10.894595730923317  310.4230111307792  -27.37717355405658  -11.205856948990599\n",
-       " 106362 587722984440070248 215.74293955  1.03047604 18.783287 ...    8.57140314046022  389.1062031564859  275.10597796424105    8.181257442756818\n",
-       " 273982 587726031177384299 185.87393311  1.39501673 19.492641 ...  10.561965942600201  431.8034749118981  40.760672072207015   10.129009435497997\n",
-       " 302627 587726032230417004 138.56840094  1.38814745 19.051134 ...  13.556834726076145 416.33365221730924  -373.7116483338432    13.13939104597562\n",
-       " 486736 587729777984078077 221.14771242 -1.66423403 17.722178 ...  -7.105587980646496 185.49577627840597  159.36880806855513   -7.291584933563008\n",
-       " 319716 587726032264036704 215.41739737   1.7739481 19.145117 ...  21.829114714356205  577.8277592992944  403.62502097871555   21.249747866849223\n",
-       " 227910 587726014010622275 215.25924536  1.17047076 17.203148 ...   5.071848573134842 203.89970679006672    141.594312481334    4.867404441366264\n",
-       " 144199 587724650867327119 179.27814801 -1.33246038 18.897234 ... -7.8367961659921885  336.8390789393393 -7.0743094362756125    -8.17454277761386\n",
-       " 508046 587729971786219749 215.63185598 -1.58981448 17.628836 ...  -12.48125517826705 367.68086014320045    258.904638267826  -12.849928640926823\n",
-       " 372509 587727942954123299 136.05272796  1.15331446   19.3322 ...   5.704377067305201 202.35324322814955  -198.3510025718773    5.501483865553152\n",
-       "3875541 588010930831229303 130.18842999 -1.28453728 17.606506 ...  -8.840732732969377 251.87454985923674 -303.31806962206554   -9.093287397175114\n",
-       "    ...                ...          ...         ...       ... ...                 ...                ...                 ...                  ...\n",
-       " 509373 587729971788578950 221.06553099  -1.4508178 19.388836 ... -14.878347268632705 446.12451804017667   382.1753884320199  -15.325676024504219\n",
-       " 211033 587725074992791832 140.92102678  0.07762178 19.642279 ...  0.6841308605455599 389.32090287076863 -321.61910247108193    0.293765922359954\n",
-       "  71486 587722983352828170 184.94915851  0.20594212  19.47079 ...   1.653289381770596  458.5683179911251  35.831404072540145   1.1934917548499968\n",
-       " 177158 587725041163829709 175.89007056 -1.97247258 18.943752 ... -24.412187098476394  706.5382119493407 -56.739496786227114  -25.120632917840734\n",
-       " 208610 587725074987876796 129.70413827  0.00370387 18.235334 ... 0.03971851101967351 388.51638034559977  -475.9803531220062 -0.34984007039266757\n",
-       " 209706 587725074990039375 134.57774613  0.10438574  16.61841 ... 0.38252594140893653 146.10666975243063  -150.7886284983753  0.23602752308697042\n",
-       " 610058 588848900448845985 178.45425248   0.3751963 18.580864 ...  3.0559840504413414  466.3798247676367 -16.506441103249994   2.5883546669727417\n",
-       " 696518 587722984426832004 185.56087086  1.03038923 19.163446 ...   9.552542493133029  529.0444210904639  47.025268559287554     9.02208367712302\n",
-       " 130074 587724649792078017 175.85645517 -2.16068721 17.657053 ... -13.137486763011163 347.05957461275636  -28.07612615614498  -13.485483952048874\n",
-       "  30897 587722981738873021 177.19385833 -1.21624184 18.961807 ...  -6.656647684549632 313.01727091707335 -17.979860072131736    -6.97050799132033\n",
-       " 231211 587726014533271767 182.80882787  1.98801406 19.394785 ...  25.172158401773483  724.6124022227208  29.451506565134608   24.445614832276352\n",
-       " 402287 587728308031127734 174.24686395  1.99676031 18.707829 ...  14.015686274485422  399.6448074164098 -43.656647590528934   13.614976438780308\n",
-       " 237918 587726014546378944 212.73381894  1.63427109 17.906332 ...  14.590386905317315  432.4943574433184  272.90141341367644   14.156739687376321\n",
-       " 611467 588848900451729554 184.96486375  0.30367046 18.940199 ...   2.305050660239697   433.578268917776   33.99825973177181   1.8703104474926096\n",
-       " 518110 588010358529720551 135.05221017   2.5942228  17.31673 ...  26.066717495618988 403.77644539737247 -409.84324211086056   25.661870996424355\n",
-       " 601370 588848900431806740 139.48935972  0.21634089 18.118708 ...   1.018085473371864 203.51728942452115 -176.86364583049877   0.8140227470587378\n",
-       " 366953 587726033875370147 217.06107926  2.99932509  18.04448 ...   18.26998050164929  280.0263206624635   207.7993342265334    17.98921217581965\n",
-       " 549131 588848899354132788 130.44015333 -0.57181141  18.38655 ...  -5.665634773503196   364.579950963569  -435.1302404175961   -6.031195582470984\n",
-       "  92553 587722983903658461  216.7972539   0.5814034  19.15514 ...  3.8350556839184553  304.5190573956879  223.81958312247804    3.529721661724981"
+       " CATAID       OBJID             RA          DEC      R_PETRO   ZGAMA    NQ  ...     CARTESIAN_Y          CARTESIAN_Z       ROTCARTESIAN_X      ROTCARTESIAN_Y      ROTCARTESIAN_Z       GMR       DETMAG \n",
+       "                               deg          deg        mag                  ...                                                                                                         mag        mag   \n",
+       " int32        int64          float64      float64    float32  float32 int16 ...       float64              float64            float64             float64             float64         float32    float32 \n",
+       "------- ------------------ ------------ ----------- --------- ------- ----- ... -------------------- ------------------- ------------------ ------------------- -------------------- ---------- ---------\n",
+       " 278399 587726031690203667 130.96962835  0.83411374 19.475662 0.20134     4 ...    437.6456156416997   8.438709374373468 376.35121152626294  -440.8223214150772     8.06135281771044   1.263876 19.475662\n",
+       " 228813 587726014012195306 218.81553829  1.16677328 19.708323 0.20001     4 ...   -360.9796210027739  11.729164789394545  451.7466649744012   357.1977984891127   11.276212180030527  0.6845474 19.708323\n",
+       " 386301 587727944562639457 131.32639169  2.12632158 19.218159 0.07694     4 ...   170.54696068779126   8.432044902716939 148.53896289862934  -171.8006285414355    8.283111712841423  0.4596386 19.218159\n",
+       "3852971 588010930294161861 129.67705296 -1.81328938  18.24674 0.09923     4 ...   224.47289780625698  -9.233304351406503 184.30775668026382 -226.02907352953196   -9.418111167356592  0.2475338  18.24674\n",
+       " 296803 587726031726313717 213.47454698  1.46344577 17.416668 0.10572     5 ...  -171.19372980660833  7.9293656085946775  260.3319825929413   169.0130565175055   7.6683392541236755  0.8929882 17.416668\n",
+       " 362061 587726033336926470 213.40044229  2.62356676 17.810108 0.18273     4 ...    -290.450692274948  24.176775025995898  442.9323653111519  286.74052621907134   23.732666618480142  0.9510555 17.810108\n",
+       " 417306 587728879255683732 129.29007669  2.17630695  19.78382 0.20697     4 ...   460.30365398139304  22.601539620859892 372.76385625969914  -463.4509061626556   22.227787162239576   1.103611  19.78382\n",
+       " 171655 587725040628465844 179.35672481 -2.36065183 17.898743 0.12855     4 ...    4.215295488202342 -15.478116983097097  375.3713736319147  -7.368681086238095  -15.854503096040146  0.7081356 17.898743\n",
+       " 584047 588848899911713440 177.85217961 -0.09115088 19.522043 0.16196     4 ...    17.62150661338699 -0.7480110747944515  469.6898128480677 -21.567512724401873   -1.218961237821914  0.7238655 19.522043\n",
+       " 178589 587725041165992438 180.75847374 -1.95700354 19.502714 0.15581     4 ...   -5.991911108163432 -15.466713583320521 452.62647026719134  2.1899455739110967   -15.92056202910191  1.0120983 19.502714\n",
+       " 536312 588848898839609550 181.61205379 -0.93285408  18.34361 0.19197     4 ...  -15.577513420652972   -9.01629261828123   553.613462207235  10.927653155537135   -9.571395717789194  1.2674541  18.34361\n",
+       " 230546 587726014532158053 180.29240053  1.96695919  19.68319  0.2568     4 ...   -3.726121196793459  25.075333297702656  730.1560967928527 -2.4068220463503267   24.343231113633337  1.1108322  19.68319\n",
+       "  14779 588848901000790357 212.89131958  0.70702637 19.120655 0.15859     4 ...  -250.17703829547577   5.685188392006534  388.9365794086305  246.91885840723347    5.295211322218115  0.7083664 19.120655\n",
+       " 592286 588848899926851945 212.33894689 -0.00283405   19.6049 0.13808     4 ...  -215.49419496659212 -0.0199262740878448  342.1635241482178  212.62763549153152 -0.36300768466546646  0.2897339   19.6049\n",
+       " 204330 587725074454413904 137.46931664 -0.33907244 19.387846   0.205     4 ...   398.66060035009826  -3.490126946720845 431.22655882281623 -402.29698225411676   -3.922512053909091  0.5284538 19.387846\n",
+       " 509508 587729971788841178 221.57129026  -1.5729305 16.272243 0.05699     5 ...  -112.09569923121026  -4.638850635081926 127.31631444943075  111.03016216387073  -4.7665108158988385  0.6255379 16.272243\n",
+       " 319284 587726032263381884 213.95939102  1.82206849 19.672518 0.08894     4 ...  -146.32546952579878   8.333040148030678 218.49810671289632  144.49532541477373    8.113960094515928 0.32860756 19.672518\n",
+       "  77299 587722983365083288 212.81797129  0.11525277 17.772667  0.1608     4 ...   -253.0632485079067  0.9392510448437885  394.5194820128205   249.7582342815087   0.5436737102271503  1.0417099 17.772667\n",
+       " 186270 587725041704173717 183.80289046  -1.5309156 19.713512  0.1959     4 ...   -37.43798349043994   -15.0859327940527  563.5054093753484   32.70575130725304    -15.6509574276584  0.4749241 19.713512\n",
+       " 568006 588848899390570865 213.77741299 -0.48898612  18.10986 0.14066     4 ...  -228.02597760238945  -3.500410576199878  342.8114181146656  225.15438863551515  -3.8441433683534734 0.85337067  18.10986\n",
+       "  40449 587722982277513323 181.24947479 -0.73496487 18.372322 0.22856     4 ...   -14.26464176968961  -8.391859366184676  654.1021628676283   8.770638846012506   -9.047720420082744  1.3190517 18.372322\n",
+       "    ...                ...          ...         ...       ...     ...   ... ...                  ...                 ...                ...                 ...                  ...        ...       ...\n",
+       " 324500 587726032766239057 136.20701203  1.82454702 17.011496 0.05366     5 ...   110.13686770695095   5.069574097846282 113.95366376292127 -111.09791735678613    4.955317294204739 0.30485153 17.011496\n",
+       " 422566 587728879793537428   131.597981  2.61055508 18.090458 0.23517     4 ...   502.15164491046016  30.615957902231305 441.59629429253334  -505.8784960403608   30.173192386720878  1.4858704 18.090458\n",
+       " 584820 588848899912827164 180.39405157 -0.08749912  17.63982 0.16299     5 ...  -3.2535415937796808 -0.7224549109276466  473.0727915128125 -0.7201447535743695   -1.196797114838416  1.1599998  17.63982\n",
+       " 537267 588848898840920326 184.56529097 -1.03224426  18.47665 0.15952     4 ...  -36.873457047231796  -8.347078548087396  462.0780806060587   32.99324775059869   -8.810400379839935  1.1116657  18.47665\n",
+       " 505089 587729971250594071 218.53609435 -1.98949959 18.994602 0.13969     4 ...   -253.6665780897417 -14.143789045003015  320.5956931189648  250.98241537472805  -14.465251867278674  0.4028206 18.994602\n",
+       " 508104 587729971786350848 215.92092782 -1.64341731 17.735317 0.13917     5 ...  -238.05238096018763  -11.64191260208728 330.57983507135134  235.28382201697073  -11.973385091781855  1.0277424 17.735317\n",
+       "  14586 588848901000462737 212.16302128   0.6859384 18.630522  0.1607     4 ...   -248.3944923726047   5.586556908383532  397.0868074690404  245.06778713402232    5.188407697425144 0.45427132 18.630522\n",
+       " 549586 588848899354722812 131.83135295 -0.47450648 19.097065 0.14939     4 ...   323.98452597565125  -3.601078993040942 287.25942400656686 -326.40895537290703  -3.8891108197717768 0.48179626 19.097065\n",
+       " 138189 587724650331373667 181.32850254  -1.7988626 18.452635 0.17939     4 ...  -12.024342522719914  -16.28840604795362  518.5601261530433   7.668742463109918  -16.808365434091723  0.9020672 18.452635\n",
+       "3874787 588010930831098041 129.85736761 -1.36980642 16.174158 0.04798     4 ...    109.3797481070373  -3.407198080738629    90.392029112406 -110.14292552794267   -3.497834305232516 0.52780724 16.174158\n",
+       "  69906 587722983349551228 177.46486123   0.0416828 18.417784 0.22566     4 ...    28.58835584027792   0.470203783719477  645.4309089874669  -34.01095770445502 -0.17695830024770393  0.9013672 18.417784\n",
+       " 185341 587725041702470021 179.87810513 -1.61153143 19.798534 0.25235     4 ...   1.5281989638714413  -20.20915360492905  718.2587026819624  -7.561771284813187   -20.92934924321574  0.9708557 19.798534\n",
+       " 202678 587725074451464686 130.71852539 -0.33467924 18.877161 0.20229     4 ...   441.32971588243106 -3.4013310610804353 376.12775427523763 -444.50477431688483   -3.778469512876521  1.2621098 18.877161\n",
+       " 178928 587725041166713082 182.43322534 -1.94108902  19.14924 0.19631     4 ...  -24.007409490419565  -19.16483880512679  565.1309473908094  19.261014671802226  -19.731495387770906  0.8449173  19.14924\n",
+       " 166284 587725040094478553  185.9213946 -2.90353303 18.139317 0.19137     4 ...  -56.888157624491136 -27.968553291401193  548.9223428504862   52.27900037431093   -28.51896221434954  1.2236614 18.139317\n",
+       " 231838 587726014534516967 185.66198748  1.92607582 17.928228 0.09056     4 ...  -26.304319598745252   8.966072796865026   265.536709758053   24.07482395271206    8.699828274340325  0.8389549 17.928228\n",
+       " 267303 587726016160858568 221.53449778  2.68138025 19.491081 0.10621     4 ...   -206.5766219932475  14.590635584850467  234.9507647260413  204.61045443346862   14.355061883578957 0.44398308 19.491081\n",
+       "  40192 587722982276988932 180.02718461  -0.7511301 19.249817 0.17922     4 ... -0.24594699112782106 -6.7960798034128596  518.3480736054078  -4.108207415985118   -7.315821796498388  0.8468685 19.249817\n",
+       " 321248 587726032266985827 222.18985537  1.73710226 18.734282 0.13415     4 ...     -262.93965611464  11.873755356213188  292.2953679702856   260.4937614275457   11.580681855247159 0.84952927 18.734282\n",
+       " 324972 587726032767090957 138.10258569  1.86455208 17.632025 0.16695     5 ...    323.1557333521728  15.753293213698488   357.484159876133 -326.16985584449424   15.394857997745767     0.8799 17.632025\n",
+       " 486621 587729777983815941 220.60634433 -1.72382587 19.625984 0.22085     4 ...  -411.93996472694545 -19.047997182464844 483.93477626040857   407.8893018067265  -19.533239721114033  0.7202854 19.625984\n",
+       " 216895 587725075529400574 140.26905143  0.46773078  19.29576 0.15778     4 ...   293.02402156591785  3.7424909400096933 350.09131381088815 -295.97508255036865   3.3914623642609136  0.9914665  19.29576"
       ]
      },
-     "execution_count": 4,
+     "execution_count": 14,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "user = os.environ['USER']\n",
+    "#user = os.environ['USER']\n",
+    "#gama = Table.read('/cosma/home/durham/{}/data/GAMA4/gama_gold.fits'.format(user))\n",
     "\n",
-    "gama = Table.read('/cosma/home/durham/{}/data/GAMA4/gama_gold.fits'.format(user))\n",
+    "fpath =  findfile(ftype='gold', version=version, dryrun=dryrun, survey='gama')\n",
+    "gama  =  Table.read(fpath)\n",
     "gama"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
-   "id": "73100015",
+   "execution_count": 15,
+   "id": "5d529de4",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
-       "<div><i>Table length=32828</i>\n",
-       "<table id=\"table140222867068960\" class=\"table-striped table-bordered table-condensed\">\n",
-       "<thead><tr><th>TARGETID</th><th>CHI2</th><th>COEFF [10]</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>ROS</th><th>ROS_DIST</th><th>CARTESIAN_X_1</th><th>CARTESIAN_Y_1</th><th>CARTESIAN_Z_1</th><th>ROTCARTESIAN_X_1</th><th>ROTCARTESIAN_Y_1</th><th>ROTCARTESIAN_Z_1</th><th>ZDESI</th><th>LUMDIST_1</th><th>DISTMOD_1</th><th>GAMA_FIELD</th><th>RMAG_DRED</th><th>GOOD_Z</th><th>IN_GOLD</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_2</th><th>DISTMOD_2</th><th>CARTESIAN_X_2</th><th>CARTESIAN_Y_2</th><th>CARTESIAN_Z_2</th><th>ROTCARTESIAN_X_2</th><th>ROTCARTESIAN_Y_2</th><th>ROTCARTESIAN_Z_2</th><th>GAMA_SEP</th><th>GOOD_MATCH</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></th><th></th><th></th><th></th><th></th><th></th><th>Mpc</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>Mpc</th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th>arcsec</th><th></th></tr></thead>\n",
-       "<thead><tr><th>int64</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>int64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>bytes3</th><th>float32</th><th>bool</th><th>bool</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>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>bool</th></tr></thead>\n",
-       "<tr><td>39627745453408978</td><td>9603.339628566056</td><td>2018.294518277414 .. 138.09383776316818</td><td>2.0114745865077496e-05</td><td>0</td><td>7878</td><td>GALAXY</td><td>--</td><td>10</td><td>1594.6913420383353</td><td>0</td><td>179.03856821038173</td><td>-1.6330908909643844</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>5764607523034234880</td><td>1</td><td>TGT</td><td>0.9067837874882217</td><td>575</td><td>9010</td><td>321004</td><td>722</td><td>SER</td><td>64.94377</td><td>139.7179</td><td>241.27975</td><td>54.019768</td><td>26.14991</td><td>9.291106</td><td>0</td><td>3602241439693010944</td><td>G2</td><td>19.32209</td><td>18.749277</td><td>17.380249</td><td>0.0</td><td>1791m017</td><td>0.026247581</td><td>182.67763</td><td>127.54936</td><td>0.87935585</td><td>0.26966718</td><td>14.624748</td><td>31.463203</td><td>54.33401</td><td>14.624881</td><td>31.46335</td><td>54.334084</td><td>5.0892467</td><td>2.3098664</td><td>-0.122994184</td><td>-0.022228142</td><td>S</td><td>102100</td><td>9</td><td>5764607523034234880</td><td>131074</td><td>0</td><td>79164837199872</td><td>0</td><td>0</td><td>0</td><td>179.03856821038173</td><td>-1.6330908909643844</td><td>1</td><td>442.1598</td><td>1</td><td>1</td><td>0.002</td><td>0.002</td><td>0.006</td><td>0.006</td><td>179.03857661555878</td><td>0.0</td><td>-1.6331130438817947</td><td>0.0</td><td>0.71982473</td><td>1</td><td>1.7268775719768001</td><td>-256.9031198981546</td><td>4.311277609403189</td><td>-7.325476491787672</td><td>209.7287656901805</td><td>-148.4546223117173</td><td>-6.821487390695841</td><td>0.08720044682704724</td><td>279.4580234303819</td><td>37.23158291510796</td><td>G12</td><td>17.080044</td><td>True</td><td>True</td><td>185088</td><td>587725041702076597</td><td>179.03857839</td><td>-1.63308943</td><td>17.340437</td><td>0.08715</td><td>5</td><td>371706163328215040</td><td>6</td><td>19.55327</td><td>17.981966</td><td>17.22529</td><td>16.837662</td><td>16.547691</td><td>279.2861975876171</td><td>37.23024736630215</td><td>-256.75708194725576</td><td>4.308781210287915</td><td>-7.321305710513508</td><td>256.70436181560433</td><td>-6.465302621376652</td><td>-7.578702379172695</td><td>0.03700738404518863</td><td>True</td></tr>\n",
-       "<tr><td>39627751484818657</td><td>8292.481479899026</td><td>702.2569386994785 .. -19.81480319213203</td><td>7.785652952943638e-05</td><td>0</td><td>7870</td><td>GALAXY</td><td>--</td><td>10</td><td>104.82783576194197</td><td>0</td><td>178.55969144029038</td><td>-1.3892300444133558</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.6695692747287785</td><td>516</td><td>9010</td><td>322442</td><td>1249</td><td>REX</td><td>6.362388</td><td>17.557882</td><td>33.563087</td><td>311.37558</td><td>114.28901</td><td>19.072247</td><td>0</td><td>3602309570758140544</td><td>G2</td><td>20.545284</td><td>20.337368</td><td>18.703327</td><td>0.0</td><td>1786m015</td><td>0.023079034</td><td>31.97689</td><td>22.125416</td><td>2.4041193</td><td>0.5788827</td><td>4.046993</td><td>11.168232</td><td>21.348835</td><td>4.046993</td><td>11.168232</td><td>21.348835</td><td>1.0</td><td>0.31920266</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>178.55969144029038</td><td>-1.3892300444133558</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>178.559695421442</td><td>0.0</td><td>-1.389233925725511</td><td>0.0</td><td>0.778823</td><td>1</td><td>1.735508547828506</td><td>-483.88302811921943</td><td>12.166475702412693</td><td>-11.738545255006658</td><td>392.7420790327538</td><td>-282.95889099317867</td><td>-10.794759955046148</td><td>0.16695365525817663</td><td>565.0136071999679</td><td>38.76029453520958</td><td>G12</td><td>19.338854</td><td>True</td><td>True</td><td>700793</td><td>587724650866999466</td><td>178.55969636</td><td>-1.3892338</td><td>19.410374</td><td>0.16733</td><td>4</td><td>G12_Y3_006_178</td><td>4</td><td>22.600788</td><td>20.474333</td><td>19.393015</td><td>18.982697</td><td>18.581863</td><td>566.4253081598428</td><td>38.76571324802559</td><td>-484.9356188156196</td><td>12.192899770249188</td><td>-11.764111900767912</td><td>484.8040557059769</td><td>-16.265766264117858</td><td>-12.250222389255166</td><td>0.02227749908316009</td><td>True</td></tr>\n",
-       "<tr><td>39627751484819517</td><td>8492.56880846247</td><td>1049.7029649144579 .. 17.538211319521192</td><td>5.498485394389362e-05</td><td>0</td><td>7889</td><td>GALAXY</td><td>--</td><td>10</td><td>746.6521198898554</td><td>0</td><td>178.6064219929873</td><td>-1.4060331758378397</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.6365608815709378</td><td>516</td><td>9010</td><td>322442</td><td>2109</td><td>SER</td><td>33.89373</td><td>96.289696</td><td>187.43332</td><td>48.083496</td><td>28.1648</td><td>6.0270534</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>1786m015</td><td>0.02369045</td><td>166.10158</td><td>106.76603</td><td>0.80631393</td><td>0.24221042</td><td>5.997592</td><td>17.038736</td><td>33.16686</td><td>5.997592</td><td>17.038736</td><td>33.16686</td><td>4.690599</td><td>2.9213111</td><td>0.0673033</td><td>-0.043254353</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>178.6064219929873</td><td>-1.4060331758378397</td><td>1</td><td>442.1598</td><td>1</td><td>1</td><td>0.002</td><td>0.002</td><td>-0.006</td><td>0.006</td><td>178.60642873908512</td><td>0.0</td><td>-1.4060110565660031</td><td>0.0</td><td>0.7197458</td><td>1</td><td>1.7216063341876349</td><td>-490.6186018827503</td><td>11.935436718414431</td><td>-12.04571575069159</td><td>398.43515451186323</td><td>-286.56699878363656</td><td>-11.088250007879227</td><td>0.16936068682662236</td><td>574.0526869398162</td><td>38.79475877032743</td><td>G12</td><td>17.489761</td><td>True</td><td>True</td><td>144008</td><td>587724650867064959</td><td>178.60643802</td><td>-1.40602807</td><td>17.686031</td><td>0.16941</td><td>4</td><td>G12_Y1_DS2_195</td><td>6</td><td>20.687366</td><td>18.726095</td><td>17.614017</td><td>17.148575</td><td>16.809656</td><td>574.238134575631</td><td>38.79546015088458</td><td>-490.7564089139454</td><td>11.938651836782517</td><td>-12.049055347961483</td><td>490.626487422324</td><td>-16.06041998547753</td><td>-12.541004030462538</td><td>0.06053783617054097</td><td>True</td></tr>\n",
-       "<tr><td>39627751484821330</td><td>8555.991952842101</td><td>683.0756320982155 .. -0.7447042439831686</td><td>5.2034110949523844e-05</td><td>0</td><td>7881</td><td>GALAXY</td><td>--</td><td>10</td><td>128.41048916918226</td><td>0</td><td>178.69166613004404</td><td>-1.4033976031672495</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.42173917538114825</td><td>516</td><td>9010</td><td>322442</td><td>3922</td><td>SER</td><td>7.923726</td><td>21.447214</td><td>40.699196</td><td>285.17383</td><td>131.89449</td><td>29.55397</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>1786m015</td><td>0.023449354</td><td>37.090305</td><td>22.688398</td><td>1.9780415</td><td>0.4929771</td><td>2.6940398</td><td>7.29198</td><td>13.837587</td><td>2.6940417</td><td>7.291984</td><td>13.837594</td><td>2.3193724</td><td>1.162124</td><td>0.2821212</td><td>0.111174874</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>178.69166613004404</td><td>-1.4033976031672495</td><td>1</td><td>306.1762</td><td>1</td><td>1</td><td>0.003</td><td>0.003</td><td>-0.005</td><td>0.005</td><td>178.69167707842732</td><td>0.0</td><td>-1.4033793129485646</td><td>0.0</td><td>0.7397004</td><td>1</td><td>1.671654940995496</td><td>-476.48406914095597</td><td>10.882278349739709</td><td>-11.676335975190925</td><td>387.3563865220566</td><td>-277.72539161341257</td><td>-10.745493137207406</td><td>0.16430164294775415</td><td>555.0823547112192</td><td>38.72178710969705</td><td>G12</td><td>19.120806</td><td>True</td><td>True</td><td>144030</td><td>587724650867065126</td><td>178.69168988</td><td>-1.40339921</td><td>19.3467</td><td>0.16446</td><td>4</td><td>G12_Y2_034_001</td><td>6</td><td>22.377218</td><td>20.343994</td><td>19.244726</td><td>18.78031</td><td>18.504393</td><td>555.6745346161675</td><td>38.72410247223812</td><td>-476.92755798457875</td><td>10.892209263209839</td><td>-11.687217032746535</td><td>476.8072838669921</td><td>-14.897856616155423</td><td>-12.16530925886846</td><td>0.08566971204184089</td><td>True</td></tr>\n",
-       "<tr><td>39627751484821395</td><td>8618.241853188723</td><td>938.1264614271793 .. 15.244054620559556</td><td>5.619116998561818e-05</td><td>0</td><td>7896</td><td>GALAXY</td><td>--</td><td>10</td><td>246.22335593495518</td><td>0</td><td>178.6951237845769</td><td>-1.3784882975126491</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.7977878019837114</td><td>516</td><td>9010</td><td>322442</td><td>3987</td><td>SER</td><td>9.297646</td><td>25.374836</td><td>48.318752</td><td>287.10083</td><td>144.3778</td><td>35.134834</td><td>0</td><td>3602310361031812608</td><td>G2</td><td>20.467484</td><td>19.948408</td><td>18.53263</td><td>0.0</td><td>1786m015</td><td>0.023162609</td><td>39.562553</td><td>25.844685</td><td>1.982147</td><td>0.49193972</td><td>4.083109</td><td>11.143489</td><td>21.219429</td><td>4.083109</td><td>11.143489</td><td>21.219429</td><td>6.0</td><td>0.70713145</td><td>-0.066114284</td><td>-0.017429559</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>178.6951237845769</td><td>-1.3784882975126491</td><td>1</td><td>306.1762</td><td>1</td><td>1</td><td>0.0</td><td>0.0</td><td>-0.002</td><td>0.002</td><td>178.6951235243968</td><td>0.0</td><td>-1.3784807959041137</td><td>0.0</td><td>0.758693</td><td>1</td><td>1.6489005297821415</td><td>-479.73607550919513</td><td>10.927584046006496</td><td>-11.547268778930038</td><td>390.01593114943387</td><td>-279.59694969114787</td><td>-10.610034276348928</td><td>0.16546108992383837</td><td>559.4206598873664</td><td>38.73869250600698</td><td>G12</td><td>18.938845</td><td>True</td><td>True</td><td>144016</td><td>587724650867065029</td><td>178.69514111</td><td>-1.37848456</td><td>19.037937</td><td>0.1654</td><td>4</td><td>G12_Y3_012_030</td><td>6</td><td>22.028635</td><td>20.20053</td><td>19.063604</td><td>18.631994</td><td>18.300285</td><td>559.1919487132064</td><td>38.737804548893784</td><td>-479.5650720250309</td><td>10.923543784289226</td><td>-11.543121328740975</td><td>479.4445848187778</td><td>-14.951344265585117</td><td>-12.023857858115012</td><td>0.06378866492790712</td><td>True</td></tr>\n",
-       "<tr><td>39627751484821701</td><td>9090.265875346959</td><td>1163.3432194305865 .. 59.91721332068508</td><td>3.726979467959069e-05</td><td>0</td><td>7913</td><td>GALAXY</td><td>--</td><td>10</td><td>647.5705894948915</td><td>0</td><td>178.70925439833277</td><td>-1.399851664205034</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.27272765835494717</td><td>516</td><td>9010</td><td>322442</td><td>4293</td><td>DEV</td><td>14.615511</td><td>41.558174</td><td>81.89937</td><td>157.53194</td><td>96.23525</td><td>21.607496</td><td>0</td><td>3602298545578105472</td><td>G2</td><td>20.14486</td><td>19.608013</td><td>17.996658</td><td>0.0</td><td>1786m015</td><td>0.023571668</td><td>84.06911</td><td>57.995136</td><td>1.6367607</td><td>0.45261154</td><td>6.0809693</td><td>17.290806</td><td>34.07527</td><td>6.0809693</td><td>17.290806</td><td>34.07527</td><td>4.0</td><td>0.76859766</td><td>-0.14032178</td><td>-0.046192296</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>178.70925439833277</td><td>-1.399851664205034</td><td>1</td><td>442.1598</td><td>1</td><td>1</td><td>0.0</td><td>0.0</td><td>-0.01</td><td>0.01</td><td>178.70925304568243</td><td>0.0</td><td>-1.3998141316958481</td><td>0.0</td><td>0.7505553</td><td>1</td><td>1.6591728444982754</td><td>-481.1666424053515</td><td>10.84144097950057</td><td>-11.761197265342824</td><td>391.2463485404906</td><td>-280.3326612068854</td><td>-10.821006499593585</td><td>0.16597281105046338</td><td>561.3371427637328</td><td>38.746118898641946</td><td>G12</td><td>18.402327</td><td>True</td><td>True</td><td>144018</td><td>587724650867065041</td><td>178.70927611</td><td>-1.39985078</td><td>18.556608</td><td>0.16607</td><td>4</td><td>G12_Y1_DS2_217</td><td>6</td><td>21.408188</td><td>19.682062</td><td>18.511494</td><td>18.031355</td><td>17.69166</td><td>561.7012450397403</td><td>38.74752693256649</td><td>-481.4386240777844</td><td>10.847386625203944</td><td>-11.767837800053853</td><td>481.3184842100597</td><td>-14.890927002327853</td><td>-12.250453368640764</td><td>0.07820348371207544</td><td>True</td></tr>\n",
-       "<tr><td>39627751484822047</td><td>8709.263351509348</td><td>1221.0771506086182 .. 15.551488469962298</td><td>4.7142715249159796e-05</td><td>0</td><td>7925</td><td>GALAXY</td><td>--</td><td>10</td><td>553.1596706733108</td><td>0</td><td>178.72579472652836</td><td>-1.40014134562894</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.8123391494956468</td><td>516</td><td>9010</td><td>322442</td><td>4639</td><td>DEV</td><td>14.85749</td><td>42.596844</td><td>81.31655</td><td>120.377106</td><td>76.34828</td><td>16.70658</td><td>0</td><td>3602298476858678272</td><td>G2</td><td>20.363537</td><td>19.600386</td><td>18.198177</td><td>0.0</td><td>1786m015</td><td>0.023819044</td><td>75.82013</td><td>52.22776</td><td>1.5170351</td><td>0.4162438</td><td>4.9518003</td><td>14.196951</td><td>27.101706</td><td>4.951853</td><td>14.197067</td><td>27.102001</td><td>4.0</td><td>1.2116758</td><td>-0.05073758</td><td>-0.2088388</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>178.72579472652836</td><td>-1.40014134562894</td><td>2</td><td>912.8835</td><td>2</td><td>1</td><td>0.0065</td><td>0.007905694</td><td>-0.011</td><td>0.014212671</td><td>178.7258181639392</td><td>0.057716753</td><td>-1.4001010646740166</td><td>0.11906868</td><td>0.71905714</td><td>1</td><td>1.6505994405862685</td><td>-477.75047515548886</td><td>10.626481707113156</td><td>-11.680037624235526</td><td>388.5464247631064</td><td>-278.2284205334704</td><td>-10.746334953303933</td><td>0.16475135521690082</td><td>556.7643813362154</td><td>38.72835721882491</td><td>G12</td><td>18.374989</td><td>True</td><td>True</td><td>144021</td><td>587724650867065070</td><td>178.72581414</td><td>-1.40013195</td><td>18.56399</td><td>0.16468</td><td>4</td><td>G12_Y3_012_031</td><td>6</td><td>21.415342</td><td>19.670702</td><td>18.470095</td><td>18.008823</td><td>17.703129</td><td>556.4974558644083</td><td>38.72731591607085</td><td>-477.55069036627395</td><td>10.621876057036847</td><td>-11.675074823074274</td><td>477.4326768346573</td><td>-14.632767049857918</td><td>-12.153794113718378</td><td>0.07762452427678945</td><td>True</td></tr>\n",
-       "<tr><td>39627751484822207</td><td>8712.22295193933</td><td>620.3478713134267 .. 25.892168081175072</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>1</td><td>1.6629380136051959</td><td>-482.99311336564375</td><td>10.677162689494955</td><td>-11.971228584947728</td><td>392.84775050871264</td><td>-281.2271424956135</td><td>-11.027190012181038</td><td>0.16662537854771178</td><td>563.782694930762</td><td>38.75555870628185</td><td>G12</td><td>18.846218</td><td>True</td><td>True</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>-482.8101891804821</td><td>10.673036128544913</td><td>-11.966573759497752</td><td>482.6912654535136</td><td>-14.728103343443482</td><td>-12.450565891806907</td><td>0.0625528461597906</td><td>True</td></tr>\n",
-       "<tr><td>39627751484822280</td><td>8768.049300543964</td><td>856.41174551478 .. 59.32852890827754</td><td>7.481462073588674e-05</td><td>0</td><td>7887</td><td>GALAXY</td><td>--</td><td>10</td><td>186.0617709811777</td><td>0</td><td>178.73731917120563</td><td>-1.3912679075052978</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.8123391494956468</td><td>516</td><td>9010</td><td>322442</td><td>4872</td><td>REX</td><td>6.6512637</td><td>18.132015</td><td>34.144203</td><td>237.3746</td><td>156.85535</td><td>32.665092</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>1786m015</td><td>0.024196649</td><td>31.362211</td><td>24.139576</td><td>2.2382216</td><td>0.5284009</td><td>2.985656</td><td>8.139199</td><td>15.3268385</td><td>2.9882329</td><td>8.154554</td><td>15.3438</td><td>1.0</td><td>0.60489964</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>178.73731917120563</td><td>-1.3912679075052978</td><td>1</td><td>453.512</td><td>1</td><td>1</td><td>-0.007</td><td>0.007</td><td>-0.001</td><td>0.001</td><td>178.73729185530485</td><td>0.0</td><td>-1.3912633097664082</td><td>0.0</td><td>0.7608791</td><td>1</td><td>1.6369784130668785</td><td>-479.13513280842517</td><td>10.560860040896333</td><td>-11.639571465512262</td><td>389.7267462320096</td><td>-278.9551850271104</td><td>-10.703032184982497</td><td>0.16524451202670784</td><td>558.6098659938685</td><td>38.73554300903454</td><td>G12</td><td>19.301498</td><td>True</td><td>True</td><td>144034</td><td>587724650867065138</td><td>178.73732301</td><td>-1.39126516</td><td>19.425476</td><td>0.16525</td><td>4</td><td>G12_Y2_006_339</td><td>5</td><td>22.480646</td><td>20.519434</td><td>19.44147</td><td>19.005741</td><td>18.692421</td><td>558.6304497622111</td><td>38.7356230224111</td><td>-479.15050679557106</td><td>10.561166788241213</td><td>-11.639921930873545</td><td>479.0329812061879</td><td>-14.585497844450238</td><td>-12.120245801141234</td><td>0.016991252713486234</td><td>True</td></tr>\n",
-       "<tr><td>39627751484822298</td><td>8820.048946691677</td><td>1405.707441122931 .. 72.96706513665964</td><td>6.937766282862529e-05</td><td>0</td><td>7868</td><td>GALAXY</td><td>--</td><td>10</td><td>509.921496684663</td><td>0</td><td>178.7383432443478</td><td>-1.4009508074289236</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.9606532837969581</td><td>516</td><td>9010</td><td>322442</td><td>4890</td><td>SER</td><td>13.944407</td><td>39.870632</td><td>79.17558</td><td>175.92776</td><td>102.71248</td><td>23.666204</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>1786m015</td><td>0.02407804</td><td>83.95223</td><td>60.15812</td><td>1.6344401</td><td>0.45190498</td><td>5.932947</td><td>16.963816</td><td>33.68695</td><td>5.9396725</td><td>16.977436</td><td>33.706703</td><td>3.3382666</td><td>0.8678688</td><td>0.10479044</td><td>0.35057938</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>178.7383432443478</td><td>-1.4009508074289236</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>178.73834675435003</td><td>0.0</td><td>-1.400939700029056</td><td>0.0</td><td>0.75186735</td><td>1</td><td>1.6446785582806258</td><td>-481.96005843141523</td><td>10.614507187004287</td><td>-11.789711090990505</td><td>392.0295870243615</td><td>-280.5927558177078</td><td>-10.847638165883307</td><td>0.16625447445775077</td><td>562.3924837356029</td><td>38.750197538953174</td><td>G12</td><td>18.44624</td><td>True</td><td>True</td><td>144023</td><td>587724650867065078</td><td>178.73835505</td><td>-1.40094211</td><td>18.606894</td><td>0.16628</td><td>4</td><td>G12_Y1_DS2_184</td><td>6</td><td>21.974413</td><td>19.733376</td><td>18.533342</td><td>18.088638</td><td>17.721104</td><td>562.488159132162</td><td>38.750566923004214</td><td>-482.0314914618759</td><td>10.615981031660795</td><td>-11.791385199581573</td><td>481.913250498954</td><td>-14.664509459545304</td><td>-12.274597141794459</td><td>0.05277842921259968</td><td>True</td></tr>\n",
-       "<tr><td>39627751484822428</td><td>8579.100434706546</td><td>1580.1771596645658 .. 66.27157323764034</td><td>5.8517035928798926e-05</td><td>0</td><td>7923</td><td>GALAXY</td><td>--</td><td>10</td><td>568.2820225264877</td><td>0</td><td>178.74398990105541</td><td>-1.416004169082432</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.7470518704568784</td><td>516</td><td>9010</td><td>322442</td><td>5020</td><td>SER</td><td>8.785801</td><td>25.289366</td><td>50.901875</td><td>399.02454</td><td>177.3995</td><td>43.80517</td><td>0</td><td>3602298270699175680</td><td>G2</td><td>20.437458</td><td>19.844246</td><td>18.337364</td><td>0.0</td><td>1786m015</td><td>0.024312813</td><td>52.54889</td><td>34.134598</td><td>1.9704382</td><td>0.50458044</td><td>4.4558873</td><td>12.825985</td><td>25.815859</td><td>4.457989</td><td>12.8320465</td><td>25.827686</td><td>2.9429424</td><td>0.5621045</td><td>0.09490618</td><td>-0.22106141</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>178.74398990105541</td><td>-1.416004169082432</td><td>2</td><td>912.8835</td><td>2</td><td>1</td><td>0.0055</td><td>0.0071063354</td><td>-0.012</td><td>0.014422205</td><td>178.74400937973837</td><td>0.05832168</td><td>-1.4159600589260135</td><td>0.10543795</td><td>0.75398</td><td>1</td><td>1.6545911593866924</td><td>-470.7909799371093</td><td>10.322103449523219</td><td>-11.640263833425971</td><td>382.971061202886</td><td>-274.05188760776656</td><td>-10.719959497754072</td><td>0.1622672075901645</td><td>547.4836066488905</td><td>38.69185559793962</td><td>G12</td><td>18.940018</td><td>True</td><td>True</td><td>144027</td><td>587724650867065095</td><td>178.74400176</td><td>-1.41599629</td><td>19.154366</td><td>0.1621</td><td>4</td><td>G12_Y6_042_288</td><td>6</td><td>23.402882</td><td>20.28457</td><td>19.155071</td><td>18.65162</td><td>18.32487</td><td>546.8598284065861</td><td>38.68938010926555</td><td>-470.3222648855689</td><td>10.311729467871562</td><td>-11.628610112085696</td><td>470.2071617058463</td><td>-14.261915051137928</td><td>-12.100084481318884</td><td>0.051245165824786096</td><td>True</td></tr>\n",
-       "<tr><td>39627751484822557</td><td>8575.412808766589</td><td>745.650480845072 .. 25.866723923351863</td><td>6.616013216495414e-05</td><td>0</td><td>7905</td><td>GALAXY</td><td>--</td><td>10</td><td>140.99792044702917</td><td>0</td><td>178.749896939772</td><td>-1.3994091488344924</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.985942606933922</td><td>516</td><td>9010</td><td>322442</td><td>5149</td><td>DEV</td><td>12.92648</td><td>34.373287</td><td>62.485756</td><td>98.24486</td><td>60.868523</td><td>11.988804</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>1786m015</td><td>0.02450294</td><td>54.298325</td><td>29.732075</td><td>1.4899119</td><td>0.38215098</td><td>3.3191473</td><td>8.826069</td><td>16.04454</td><td>3.3191473</td><td>8.826069</td><td>16.04454</td><td>4.0</td><td>1.537475</td><td>0.016045574</td><td>-0.03361607</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>178.749896939772</td><td>-1.3994091488344924</td><td>1</td><td>442.1598</td><td>1</td><td>1</td><td>-0.001</td><td>0.001</td><td>-0.005</td><td>0.005</td><td>178.749892416203</td><td>0.0</td><td>-1.3993902290781284</td><td>0.0</td><td>0.7330124</td><td>1</td><td>1.637338531872</td><td>-471.6780536673473</td><td>10.292900573995247</td><td>-11.52543953933276</td><td>383.7197741042474</td><td>-274.5280861874486</td><td>-10.603335600651977</td><td>0.1625821088224661</td><td>548.658656810913</td><td>38.696511179736035</td><td>G12</td><td>18.606398</td><td>True</td><td>True</td><td>144075</td><td>587724650867130614</td><td>178.74991011</td><td>-1.39939592</td><td>18.911755</td><td>0.16277</td><td>4</td><td>G12_Y1_DS1_166</td><td>6</td><td>22.052422</td><td>19.865107</td><td>18.808508</td><td>18.37634</td><td>18.160372</td><td>549.3599926767494</td><td>38.6992851429839</td><td>-472.204663391255</td><td>10.304283592267735</td><td>-11.53819805794232</td><td>472.08964605579325</td><td>-14.270280954617794</td><td>-12.011559915966064</td><td>0.06719123129765078</td><td>True</td></tr>\n",
-       "<tr><td>39627751489011811</td><td>9776.424114324152</td><td>2749.2246376348457 .. 151.09851953535983</td><td>3.990251519444507e-05</td><td>0</td><td>7902</td><td>GALAXY</td><td>--</td><td>10</td><td>2237.2250830400735</td><td>0</td><td>178.75198153071398</td><td>-1.4311158715451315</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.8313508313007475</td><td>516</td><td>9010</td><td>322443</td><td>99</td><td>DEV</td><td>96.78308</td><td>279.87238</td><td>556.8397</td><td>28.503857</td><td>12.41008</td><td>3.1596994</td><td>4096</td><td>214638</td><td>L3</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>1788m015</td><td>0.02458561</td><td>594.33795</td><td>402.35898</td><td>0.32458293</td><td>0.119325764</td><td>9.847408</td><td>28.476233</td><td>56.656887</td><td>9.863837</td><td>28.523676</td><td>56.74938</td><td>4.0</td><td>5.0996056</td><td>0.06735495</td><td>-0.10151159</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>178.75198153071398</td><td>-1.4311158715451315</td><td>1</td><td>442.1598</td><td>1</td><td>1</td><td>-0.001</td><td>0.001</td><td>-0.011</td><td>0.011</td><td>178.75197620869704</td><td>0.0</td><td>-1.4310745713688897</td><td>0.0</td><td>0.71465933</td><td>1</td><td>1.6634537568344299</td><td>-474.163797245063</td><td>10.329884473964198</td><td>-11.848787830277603</td><td>385.75234310682254</td><td>-275.96059677245745</td><td>-10.921800251558029</td><td>0.16347134740095037</td><td>551.9790678796222</td><td>38.70961304374798</td><td>G12</td><td>16.329372</td><td>True</td><td>True</td><td>144053</td><td>587724650867130481</td><td>178.75199068</td><td>-1.4311022</td><td>16.355219</td><td>0.16348</td><td>5</td><td>371691319921240064</td><td>6</td><td>19.310972</td><td>17.336344</td><td>16.188824</td><td>15.719091</td><td>15.401496</td><td>552.0114091689261</td><td>38.70974026987699</td><td>-474.18803952293274</td><td>10.330336846817138</td><td>-11.849280329529936</td><td>474.07242046622395</td><td>-14.312992984682568</td><td>-12.324630437265066</td><td>0.05921626501390318</td><td>True</td></tr>\n",
-       "<tr><td>39627751489011950</td><td>6757.738547757268</td><td>4334.789599527496 .. -483.7636363081601</td><td>3.4879578802551334e-05</td><td>0</td><td>7928</td><td>GALAXY</td><td>--</td><td>10</td><td>1143.3967955075204</td><td>0</td><td>178.75767565348409</td><td>-1.3864579421628318</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>5764607523034234880</td><td>1</td><td>TGT</td><td>0.967717375585535</td><td>575</td><td>9010</td><td>322443</td><td>238</td><td>SER</td><td>317.31052</td><td>732.50433</td><td>1351.2249</td><td>6.589922</td><td>3.8534398</td><td>0.86641806</td><td>6144</td><td>804209</td><td>L3</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>1788m015</td><td>0.024978511</td><td>1175.6913</td><td>833.06647</td><td>0.14545971</td><td>0.058265116</td><td>13.759709</td><td>31.763987</td><td>58.593903</td><td>13.759709</td><td>31.763987</td><td>58.593903</td><td>3.2015262</td><td>9.50439</td><td>0.10879101</td><td>-0.09610597</td><td>S</td><td>102100</td><td>9</td><td>5764607523034234880</td><td>131074</td><td>0</td><td>79164837199872</td><td>0</td><td>0</td><td>0</td><td>178.75767565348409</td><td>-1.3864579421628318</td><td>2</td><td>912.8835</td><td>3</td><td>2</td><td>0.095</td><td>0.09554929</td><td>-0.364</td><td>0.6099989</td><td>178.75798746931835</td><td>0.15599973</td><td>-1.3851119589923062</td><td>6.572485</td><td>0.12545066</td><td>1</td><td>1.6222322388637598</td><td>-382.6667057007215</td><td>8.298528855697901</td><td>-9.263852287573728</td><td>311.33632335483145</td><td>-222.6783980783549</td><td>-8.51569030501685</td><td>0.13104243022515913</td><td>433.04081986982465</td><td>38.18264418163574</td><td>G12</td><td>15.2838955</td><td>True</td><td>True</td><td>144048</td><td>587724650867130377</td><td>178.75769094</td><td>-1.38645617</td><td>15.676687</td><td>0.13099</td><td>5</td><td>371693518944495616</td><td>6</td><td>18.068544</td><td>16.253557</td><td>15.289791</td><td>14.907325</td><td>14.5376425</td><td>432.8521503444096</td><td>38.18169789684182</td><td>-382.517708201026</td><td>8.295195584915508</td><td>-9.260233361566435</td><td>382.4250596389812</td><td>-11.507923465728013</td><td>-9.643688956855158</td><td>0.05538402279436283</td><td>True</td></tr>\n",
-       "<tr><td>39627751489012220</td><td>9471.674133491702</td><td>1804.6587917031663 .. 69.72406011806589</td><td>5.7785541984340596e-05</td><td>0</td><td>7925</td><td>GALAXY</td><td>--</td><td>10</td><td>1401.164698141627</td><td>0</td><td>178.7684308925067</td><td>-1.4159645935480873</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.4762747824501107</td><td>516</td><td>9010</td><td>322443</td><td>508</td><td>SER</td><td>32.535202</td><td>98.45438</td><td>201.58127</td><td>127.636566</td><td>54.49639</td><td>13.738912</td><td>0</td><td>3602298610001240832</td><td>G2</td><td>19.806564</td><td>0.0</td><td>0.0</td><td>0.0</td><td>1788m015</td><td>0.024868656</td><td>196.11334</td><td>128.90244</td><td>0.9930096</td><td>0.32795718</td><td>8.247956</td><td>24.95904</td><td>51.1026</td><td>8.248323</td><td>24.960802</td><td>51.107594</td><td>2.8865047</td><td>1.6966981</td><td>-0.046875004</td><td>0.236985</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>178.7684308925067</td><td>-1.4159645935480873</td><td>2</td><td>912.8835</td><td>2</td><td>1</td><td>0.004</td><td>0.005</td><td>-0.009</td><td>0.010816654</td><td>178.76844508780266</td><td>0.038712565</td><td>-1.4159314508266059</td><td>0.079376675</td><td>0.7171955</td><td>1</td><td>1.6420481494019106</td><td>-482.2637082708632</td><td>10.367824297777773</td><td>-11.92348216388969</td><td>392.4197830742107</td><td>-280.5603118957745</td><td>-10.98047192435663</td><td>0.16636213416279122</td><td>562.7959517508441</td><td>38.751754824245374</td><td>G12</td><td>17.463072</td><td>True</td><td>True</td><td>144059</td><td>587724650867130499</td><td>178.7684438</td><td>-1.41595605</td><td>17.621828</td><td>0.16611</td><td>5</td><td>371691045043333120</td><td>6</td><td>21.238504</td><td>18.65985</td><td>17.48634</td><td>16.985197</td><td>16.605179</td><td>561.8511226808071</td><td>38.74810626500111</td><td>-481.5581649836482</td><td>10.352547819229773</td><td>-11.905966395342451</td><td>481.44203881762377</td><td>-14.397109756716713</td><td>-12.388705919415695</td><td>0.05571212174377836</td><td>True</td></tr>\n",
-       "<tr><td>39627751489012282</td><td>8802.828583657742</td><td>703.7873919153078 .. 8.147424983902589</td><td>1.3408330732564798e-05</td><td>0</td><td>7903</td><td>GALAXY</td><td>--</td><td>10</td><td>566.1312131881714</td><td>0</td><td>178.77103010203015</td><td>-1.3941939993127734</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>570</td><td>SER</td><td>12.983239</td><td>25.625162</td><td>43.009552</td><td>156.42526</td><td>103.39335</td><td>21.487616</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>0.025217183</td><td>36.00117</td><td>25.925144</td><td>2.0339599</td><td>0.4925529</td><td>3.6744702</td><td>7.252342</td><td>12.172411</td><td>3.67588</td><td>7.2555966</td><td>12.178414</td><td>0.7945223</td><td>1.3735516</td><td>-0.34361765</td><td>0.17088059</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>178.77103010203015</td><td>-1.3941939993127734</td><td>1</td><td>442.1598</td><td>1</td><td>1</td><td>-0.004</td><td>0.004</td><td>0.003</td><td>0.003</td><td>178.77101493120182</td><td>0.0</td><td>-1.394204787683444</td><td>0.0</td><td>0.737134</td><td>1</td><td>1.6219840818257343</td><td>-400.98631877844986</td><td>8.602303867330301</td><td>-9.76148236302796</td><td>326.2939651011413</td><td>-233.26158935887267</td><td>-8.97737631995203</td><td>0.13749775123125033</td><td>456.36108394977094</td><td>38.296543014987826</td><td>G12</td><td>18.923738</td><td>True</td><td>True</td><td>144080</td><td>587724650867130626</td><td>178.77105038</td><td>-1.39419246</td><td>19.037472</td><td>0.13751</td><td>4</td><td>G12_Y2_026_220</td><td>6</td><td>21.169468</td><td>19.68826</td><td>18.982409</td><td>18.612148</td><td>18.232553</td><td>456.40553287556844</td><td>38.29675450303811</td><td>-401.021037726234</td><td>8.602906694483863</td><td>-9.762316693115615</td><td>400.92463900746304</td><td>-11.971045485046549</td><td>-10.164321746515268</td><td>0.07318917050388363</td><td>True</td></tr>\n",
-       "<tr><td>39627751489012409</td><td>9223.733405942097</td><td>1030.836438240513 .. 103.49333930180944</td><td>5.346381462187213e-05</td><td>0</td><td>7878</td><td>GALAXY</td><td>--</td><td>10</td><td>540.2491774652153</td><td>0</td><td>178.7774807717837</td><td>-1.4142394512005592</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.8570819617191101</td><td>516</td><td>9010</td><td>322443</td><td>697</td><td>SER</td><td>26.220486</td><td>81.60312</td><td>174.02278</td><td>137.95685</td><td>57.332756</td><td>13.967124</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>0.025150679</td><td>194.31946</td><td>135.86798</td><td>1.0004207</td><td>0.32088286</td><td>5.473948</td><td>17.035963</td><td>36.33005</td><td>5.473948</td><td>17.035963</td><td>36.33005</td><td>1.7604772</td><td>2.3534212</td><td>-0.32769066</td><td>-0.4267537</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>178.7774807717837</td><td>-1.4142394512005592</td><td>1</td><td>306.1762</td><td>1</td><td>1</td><td>-0.006</td><td>0.006</td><td>-0.003</td><td>0.003</td><td>178.7774570418979</td><td>0.0</td><td>-1.4142275054085218</td><td>0.0</td><td>0.72322005</td><td>1</td><td>1.63599318564264</td><td>-493.25348661787433</td><td>10.526140040828857</td><td>-12.180288034100425</td><td>401.4061323207821</td><td>-286.88932795123054</td><td>-11.21568296646965</td><td>0.17029246154874764</td><td>577.558195364937</td><td>38.80797875366514</td><td>G12</td><td>17.666283</td><td>True</td><td>True</td><td>144060</td><td>587724650867130505</td><td>178.77749922</td><td>-1.41422804</td><td>17.805311</td><td>0.17057</td><td>4</td><td>G12_Y1_DS2_187</td><td>6</td><td>21.102262</td><td>19.029078</td><td>17.846613</td><td>17.31016</td><td>16.924927</td><td>578.6030504910414</td><td>38.81190359495192</td><td>-494.02866557904343</td><td>10.542523392897888</td><td>-12.19933156644389</td><td>493.9102033302655</td><td>-14.691826652966956</td><td>-12.694572849180986</td><td>0.07807476911605038</td><td>True</td></tr>\n",
-       "<tr><td>39627751489012431</td><td>9577.251358687878</td><td>747.9734566799025 .. 5.030321165837629</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>1</td><td>1.684707380126853</td><td>-647.5978240032181</td><td>13.810369951362869</td><td>-16.631388037809142</td><td>527.0173443716735</td><td>-376.65223828945904</td><td>-15.364932897026211</td><td>0.22625902992522734</td><td>794.5650120935877</td><td>39.500647187002</td><td>G12</td><td>17.850391</td><td>True</td><td>True</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>-653.1793455638489</td><td>13.92947283070872</td><td>-16.774712888075975</td><td>653.0221519498888</td><td>-19.415468966270993</td><td>-17.429495247798606</td><td>0.024009574956050477</td><td>True</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><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><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>39627817922595973</td><td>8506.777180194855</td><td>467.81523392613224 .. 1.4212561399292447</td><td>8.075279068232395e-06</td><td>0</td><td>7849</td><td>GALAXY</td><td>--</td><td>10</td><td>1352.6108949184418</td><td>0</td><td>178.68484503594289</td><td>1.3030901791024438</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>5764607523034234880</td><td>1</td><td>TGT</td><td>0.9766110572863305</td><td>516</td><td>9010</td><td>338282</td><td>3205</td><td>SER</td><td>12.242504</td><td>22.536936</td><td>34.889107</td><td>149.02759</td><td>41.169704</td><td>11.873343</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>0.018687118</td><td>40.253704</td><td>32.37739</td><td>1.9383647</td><td>0.48840865</td><td>3.3708498</td><td>6.2053175</td><td>9.606363</td><td>3.3708498</td><td>6.2053175</td><td>9.606363</td><td>1.571806</td><td>1.4705424</td><td>-0.19895458</td><td>-0.280988</td><td>S</td><td>102100</td><td>9</td><td>5764607523034234880</td><td>131074</td><td>0</td><td>131072</td><td>0</td><td>0</td><td>0</td><td>178.68484503594289</td><td>1.3030901791024438</td><td>1</td><td>491.1213</td><td>1</td><td>1</td><td>-0.015</td><td>0.015</td><td>0.002</td><td>0.002</td><td>178.68478680966683</td><td>0.0</td><td>1.3030805921704216</td><td>0.0</td><td>0.7174787</td><td>1</td><td>1.5922965220637972</td><td>-449.24409165179765</td><td>10.313663381292269</td><td>10.22170922062445</td><td>365.130523000734</td><td>-261.8923781604003</td><td>11.09920314629448</td><td>0.15458980398294997</td><td>518.9635332748803</td><td>38.57568420876146</td><td>G12</td><td>19.077305</td><td>True</td><td>True</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>-449.38529182447456</td><td>10.316864740002123</td><td>10.224880586293525</td><td>449.2928067481643</td><td>-14.091186587115402</td><td>9.774387661610985</td><td>0.02648101648980014</td><td>True</td></tr>\n",
-       "<tr><td>39627817922596051</td><td>8991.65052229166</td><td>307.2698038815518 .. 6.991161787605352</td><td>1.6009816722975547e-05</td><td>0</td><td>7919</td><td>GALAXY</td><td>--</td><td>10</td><td>1017.3948637843132</td><td>0</td><td>178.68900416004018</td><td>1.3460150426841369</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.972603398518583</td><td>516</td><td>9010</td><td>338282</td><td>3283</td><td>REX</td><td>10.80158</td><td>25.238499</td><td>43.637775</td><td>228.81833</td><td>60.862225</td><td>16.069094</td><td>512</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>0.017395137</td><td>45.310024</td><td>41.87189</td><td>1.8822718</td><td>0.46364656</td><td>2.6289456</td><td>6.142679</td><td>10.620791</td><td>2.6289654</td><td>6.142724</td><td>10.620829</td><td>1.0</td><td>1.1364968</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>178.68900416004018</td><td>1.3460150426841369</td><td>2</td><td>944.6333</td><td>2</td><td>2</td><td>-0.004</td><td>0.008944272</td><td>-0.0035</td><td>0.008276473</td><td>178.68898920852072</td><td>0.114856675</td><td>1.3460273953607895</td><td>0.10476146</td><td>0.7316321</td><td>1</td><td>1.6252745100475152</td><td>-703.5920400609521</td><td>16.10183601780567</td><td>16.53643166921999</td><td>571.8835539946191</td><td>-410.12545073577854</td><td>17.910802938042913</td><td>0.24691933535275795</td><td>877.7944427247036</td><td>39.71696413509868</td><td>G12</td><td>18.95718</td><td>True</td><td>True</td><td>272315</td><td>587726031174238460</td><td>178.6890194</td><td>1.34603522</td><td>19.087557</td><td>0.24705</td><td>4</td><td>G12_Y3_016_006</td><td>6</td><td>21.039843</td><td>19.941486</td><td>19.051638</td><td>18.62808</td><td>18.436262</td><td>878.3260713053669</td><td>39.71827887041561</td><td>-703.94437012667</td><td>16.10971181910094</td><td>16.544960439229694</td><td>703.8004558874065</td><td>-22.022040228934916</td><td>15.83928030872627</td><td>0.09102038070175328</td><td>True</td></tr>\n",
-       "<tr><td>39627817922596320</td><td>13215.140273496509</td><td>3530.7002659408804 .. 157.7288417585061</td><td>1.4785178367019635e-05</td><td>0</td><td>7922</td><td>GALAXY</td><td>--</td><td>10</td><td>8378.175387298223</td><td>0</td><td>178.70359043212494</td><td>1.315548637728822</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>5764607523034234880</td><td>1</td><td>TGT</td><td>0.77386832598246</td><td>516</td><td>9010</td><td>338282</td><td>3552</td><td>SER</td><td>133.60469</td><td>309.4304</td><td>560.16974</td><td>24.684114</td><td>5.3205595</td><td>3.029256</td><td>0</td><td>3892238421792881664</td><td>G2</td><td>18.79717</td><td>18.066317</td><td>16.712502</td><td>0.0</td><td>1786p012</td><td>0.018777402</td><td>445.67017</td><td>274.24838</td><td>0.44793493</td><td>0.1701287</td><td>23.026619</td><td>53.329983</td><td>96.54463</td><td>23.026974</td><td>53.330482</td><td>96.54545</td><td>6.0</td><td>4.235818</td><td>-0.01522394</td><td>0.22785175</td><td>S</td><td>102100</td><td>9</td><td>5764607523034234880</td><td>131074</td><td>0</td><td>79164837199872</td><td>0</td><td>0</td><td>0</td><td>178.70359043212494</td><td>1.315548637728822</td><td>2</td><td>944.6333</td><td>2</td><td>2</td><td>-0.0055</td><td>0.01097725</td><td>-0.0085</td><td>0.010700467</td><td>178.70357026848882</td><td>0.13539952</td><td>1.3155797266515772</td><td>0.09174481</td><td>0.70507294</td><td>1</td><td>1.5918784865772424</td><td>-264.02912815920024</td><td>5.97510525474527</td><td>6.064899765012284</td><td>214.64262278936945</td><td>-153.84766426753333</td><td>6.580736280774677</td><td>0.08966078891803576</td><td>287.85172352716944</td><td>37.2958441707987</td><td>G12</td><td>16.232939</td><td>True</td><td>True</td><td>272285</td><td>587726031174238229</td><td>178.70360148</td><td>1.31555674</td><td>16.518963</td><td>0.08963</td><td>5</td><td>579861026422417408</td><td>6</td><td>19.16528</td><td>17.413847</td><td>16.51519</td><td>16.09712</td><td>15.826033</td><td>287.74651940669156</td><td>37.29505039545164</td><td>-263.9400869067129</td><td>5.973039289215022</td><td>6.062891763525824</td><td>263.8865506555391</td><td>-8.189836822623395</td><td>5.798300367376619</td><td>0.04931316818381409</td><td>True</td></tr>\n",
-       "<tr><td>39627817922596693</td><td>15320.5492206458</td><td>3170.726314421036 .. 645.3459184925559</td><td>2.1397747257084104e-05</td><td>0</td><td>7888</td><td>GALAXY</td><td>--</td><td>10</td><td>2957.086920535192</td><td>0</td><td>178.72731753541964</td><td>1.3726988270081566</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>5764607523034234880</td><td>1</td><td>TGT</td><td>0.9788553998346065</td><td>575</td><td>9010</td><td>338282</td><td>3925</td><td>SER</td><td>156.91957</td><td>419.65158</td><td>941.72986</td><td>33.355045</td><td>7.058465</td><td>2.73173</td><td>4096</td><td>455038</td><td>L3</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>1786p012</td><td>0.017725194</td><td>918.13184</td><td>587.5873</td><td>0.2845167</td><td>0.12135737</td><td>15.701036</td><td>41.989437</td><td>94.22747</td><td>15.701036</td><td>41.989437</td><td>94.22747</td><td>2.566646</td><td>6.513613</td><td>-0.6922675</td><td>0.11703025</td><td>S</td><td>102100</td><td>9</td><td>5764607523034234880</td><td>131074</td><td>0</td><td>316659348799488</td><td>0</td><td>0</td><td>0</td><td>178.72731753541964</td><td>1.3726988270081566</td><td>1</td><td>396.4085</td><td>1</td><td>1</td><td>0.002</td><td>0.002</td><td>-0.003</td><td>0.003</td><td>178.72732568382168</td><td>0.0</td><td>1.3727103080622536</td><td>0.0</td><td>0.7262293</td><td>1</td><td>1.626570328460738</td><td>-228.63897595095014</td><td>5.0794785263847775</td><td>5.480158878211531</td><td>185.92505936907642</td><td>-133.1478792996151</td><td>5.926981014827013</td><td>0.07745551146735663</td><td>246.47984605451197</td><td>36.95890707029449</td><td>G12</td><td>15.904403</td><td>True</td><td>True</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>-228.18695230758277</td><td>5.069316305924142</td><td>5.4693491196191735</td><td>228.14169115225275</td><td>-6.985831375621307</td><td>5.240598172570862</td><td>0.11065071001844186</td><td>True</td></tr>\n",
-       "<tr><td>39627817926787577</td><td>9066.654234431684</td><td>1684.088389664666 .. 61.246499014342184</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>1</td><td>1.586913475519848</td><td>-442.8668885427463</td><td>9.440974840411453</td><td>10.500491077594559</td><td>360.3559526493018</td><td>-257.5749659543061</td><td>11.366511786535275</td><td>0.15232147043610317</td><td>510.58436363248643</td><td>38.54033755320182</td><td>G12</td><td>17.994875</td><td>True</td><td>True</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>-442.8345913308883</td><td>9.440189545183083</td><td>10.499722427114367</td><td>442.7499799947795</td><td>-13.159518631325529</td><td>10.055790018912337</td><td>0.04506814969571704</td><td>True</td></tr>\n",
-       "<tr><td>39627817926787711</td><td>8848.732380867004</td><td>1038.1749461953418 .. 13.68701359935182</td><td>7.0215849744434825e-06</td><td>0</td><td>7860</td><td>GALAXY</td><td>--</td><td>10</td><td>1378.830643415451</td><td>0</td><td>178.78783018528375</td><td>1.3694610966305383</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.8446583798502454</td><td>516</td><td>9010</td><td>338283</td><td>639</td><td>REX</td><td>17.565825</td><td>35.10147</td><td>59.459076</td><td>218.43219</td><td>60.412827</td><td>8.870011</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>0.018743936</td><td>60.116135</td><td>44.31221</td><td>1.7611305</td><td>0.46464</td><td>4.9203916</td><td>9.832329</td><td>16.655176</td><td>4.921237</td><td>9.833865</td><td>16.658018</td><td>1.0</td><td>1.0043266</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>178.78783018528375</td><td>1.3694610966305383</td><td>1</td><td>491.1213</td><td>1</td><td>1</td><td>-0.013</td><td>0.013</td><td>-0.002</td><td>0.002</td><td>178.7877799027674</td><td>0.0</td><td>1.369467025021163</td><td>0.0</td><td>0.73651356</td><td>1</td><td>1.5921425457454972</td><td>-442.2906833822435</td><td>9.358654753708473</td><td>10.575837569406763</td><td>359.92638775092684</td><td>-257.1820061018654</td><td>11.440826185861258</td><td>0.15211705591968266</td><td>509.83032368670257</td><td>38.537128314337814</td><td>G12</td><td>18.596106</td><td>True</td><td>True</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>-442.35531119723083</td><td>9.359921720854844</td><td>10.577339932728814</td><td>442.2714690581504</td><td>-13.075227846216864</td><td>10.133887358118065</td><td>0.05093233314448655</td><td>True</td></tr>\n",
-       "<tr><td>39627823962392809</td><td>9058.906955692917</td><td>1576.648772009471 .. -2.497971540885307</td><td>5.1123124794442715e-05</td><td>0</td><td>7844</td><td>GALAXY</td><td>--</td><td>10</td><td>1011.684434497729</td><td>0</td><td>178.62854391321645</td><td>1.3979575883996593</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.4901009392222523</td><td>516</td><td>9010</td><td>339722</td><td>2281</td><td>SER</td><td>198.26506</td><td>440.89862</td><td>795.4505</td><td>5.736562</td><td>1.1304617</td><td>0.48535427</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>1786p015</td><td>0.015057521</td><td>234.80792</td><td>125.78345</td><td>0.14961986</td><td>0.048492894</td><td>9.3683605</td><td>20.833208</td><td>37.586384</td><td>9.369517</td><td>20.834677</td><td>37.587753</td><td>5.512475</td><td>16.5584</td><td>-0.027400067</td><td>-0.060054705</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>178.62854391321645</td><td>1.3979575883996593</td><td>1</td><td>491.1213</td><td>1</td><td>1</td><td>-0.012</td><td>0.012</td><td>-0.003</td><td>0.003</td><td>178.62849844240463</td><td>0.0</td><td>1.397966988475956</td><td>0.0</td><td>0.7088541</td><td>1</td><td>1.7022999344004848</td><td>-388.4197918594309</td><td>9.29915698857291</td><td>9.48163719353962</td><td>315.4776406470827</td><td>-226.74945448070088</td><td>10.239805522878092</td><td>0.13307549498645557</td><td>440.3661293119744</td><td>38.219069539479996</td><td>G12</td><td>15.856554</td><td>True</td><td>True</td><td>272260</td><td>587726031174172818</td><td>178.62854325</td><td>1.3979528</td><td>16.940413</td><td>0.13328</td><td>5</td><td>579863500323579904</td><td>6</td><td>18.927042</td><td>17.470531</td><td>16.597874</td><td>16.206108</td><td>15.925528</td><td>441.10395698959894</td><td>38.222704768500286</td><td>-389.00036210635255</td><td>9.31306092436943</td><td>9.495776840624085</td><td>388.91773818353533</td><td>-12.580205016744126</td><td>9.105820578133212</td><td>0.017402701441656433</td><td>True</td></tr>\n",
-       "<tr><td>39627823966585094</td><td>8808.126441951841</td><td>837.4380652073322 .. 8.56361945727893</td><td>7.989138213006365e-05</td><td>0</td><td>7902</td><td>GALAXY</td><td>--</td><td>10</td><td>356.8426300222054</td><td>0</td><td>178.76425340280153</td><td>1.4464469626719765</td><td>5.1280937</td><td>-0.3393413</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.10163207989818313</td><td>516</td><td>9010</td><td>339723</td><td>262</td><td>SER</td><td>11.07078</td><td>25.436535</td><td>43.772984</td><td>345.68512</td><td>97.67293</td><td>31.013084</td><td>0</td><td>3892246526394637312</td><td>G2</td><td>20.11312</td><td>19.910904</td><td>18.531658</td><td>-0.82161933</td><td>1788p015</td><td>0.01801597</td><td>35.23312</td><td>24.01008</td><td>2.1096737</td><td>0.5245056</td><td>5.5273576</td><td>12.699813</td><td>21.854734</td><td>5.5273576</td><td>12.699813</td><td>21.854734</td><td>6.0</td><td>0.60334176</td><td>-0.2525699</td><td>-0.049172796</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>178.76425340280153</td><td>1.4464469626719765</td><td>1</td><td>491.1213</td><td>1</td><td>1</td><td>-0.003</td><td>0.003</td><td>-0.007</td><td>0.007</td><td>178.76424275565796</td><td>0.0</td><td>1.4464726987921814</td><td>0.0</td><td>0.760467</td><td>1</td><td>1.6704887901191063</td><td>-456.19229448268544</td><td>9.840611443990031</td><td>11.521820928944015</td><td>371.1318145000815</td><td>-265.4205622139441</td><td>12.413740628769112</td><td>0.15706614808224645</td><td>528.1357417005147</td><td>38.613727797280134</td><td>G12</td><td>18.94735</td><td>True</td><td>True</td><td>219711</td><td>587726013994631349</td><td>178.76426766</td><td>1.44640814</td><td>18.982876</td><td>0.15672</td><td>4</td><td>G12_Y3_016_397</td><td>6</td><td>21.61325</td><td>19.913773</td><td>18.99355</td><td>18.622974</td><td>18.328297</td><td>526.8520993554656</td><td>38.608443574651176</td><td>-455.21968903909976</td><td>9.819517858177106</td><td>11.496947539539363</td><td>455.1324482289868</td><td>-13.642864231329753</td><td>11.040599947599599</td><td>0.1488824406930391</td><td>True</td></tr>\n",
-       "<tr><td>39627823966585185</td><td>8840.68090698123</td><td>604.3260766843445 .. 33.79979490786063</td><td>3.675410779172209e-05</td><td>0</td><td>7863</td><td>GALAXY</td><td>--</td><td>10</td><td>587.1844489006326</td><td>0</td><td>178.77072104828528</td><td>1.4092560061696247</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.5235360751318631</td><td>516</td><td>9010</td><td>339723</td><td>353</td><td>SER</td><td>20.724506</td><td>56.15967</td><td>119.74447</td><td>162.26154</td><td>39.956787</td><td>12.523534</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>0.018008485</td><td>152.60408</td><td>112.16231</td><td>1.1362197</td><td>0.3393882</td><td>5.384191</td><td>14.590187</td><td>31.10941</td><td>5.384594</td><td>14.590836</td><td>31.109697</td><td>2.7464004</td><td>2.2470672</td><td>0.64783347</td><td>-0.10031612</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>178.77072104828528</td><td>1.4092560061696247</td><td>1</td><td>396.4085</td><td>1</td><td>1</td><td>0.001</td><td>0.001</td><td>-0.002</td><td>0.002</td><td>178.7707251822192</td><td>0.0</td><td>1.4092635861712275</td><td>0.0</td><td>0.7263835</td><td>1</td><td>1.6351047009051591</td><td>-457.99800997206626</td><td>9.827839350182865</td><td>11.269857061073468</td><td>372.6307280905716</td><td>-266.42844686699976</td><td>12.165378151609163</td><td>0.15770590213695324</td><td>530.5095219191077</td><td>38.623465916491355</td><td>G12</td><td>18.08745</td><td>True</td><td>True</td><td>272306</td><td>587726031174238405</td><td>178.77074484</td><td>1.40925335</td><td>18.266077</td><td>0.15779</td><td>4</td><td>G12_Y1_CX1_006</td><td>6</td><td>21.06676</td><td>19.188215</td><td>18.121185</td><td>17.623981</td><td>17.220833</td><td>530.8216828182847</td><td>38.624743272318476</td><td>-458.2342430223511</td><td>9.832718133344551</td><td>11.275648634720184</td><td>458.14656157979357</td><td>-13.68138528370798</td><td>10.816278732626197</td><td>0.0861565485926227</td><td>True</td></tr>\n",
-       "<tr><td>39627823966585576</td><td>8618.577895928174</td><td>1099.9542151303162 .. -13.064214296936216</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>1</td><td>1.7079514913581524</td><td>-521.1548608611633</td><td>10.984213886745058</td><td>13.696338443874918</td><td>424.1256930391576</td><td>-303.0040903465922</td><td>14.715616806162688</td><td>0.1803104495998441</td><td>615.4734828027806</td><td>38.94604673214895</td><td>G12</td><td>18.864782</td><td>True</td><td>True</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>614.9391052383346</td><td>38.944160557996156</td><td>-520.7643248633045</td><td>10.975985020747283</td><td>13.685732136307784</td><td>520.6672195584804</td><td>-15.349843564608467</td><td>13.16367507192681</td><td>0.135628805937694</td><td>True</td></tr>\n",
-       "<tr><td>39627823966585927</td><td>8633.59043803811</td><td>407.57460436300875 .. -1.0188739585519404</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>1</td><td>1.6404443429601807</td><td>-444.6074829513781</td><td>9.230902101703139</td><td>11.163956427131598</td><td>361.9101694456789</td><td>-258.3831967263092</td><td>12.03371407219611</td><td>0.1529432971109113</td><td>512.8792251703043</td><td>38.55007553883989</td><td>G12</td><td>18.13133</td><td>True</td><td>True</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>512.6824424165775</td><td>38.54924222312786</td><td>-444.45745666888047</td><td>9.227693303193657</td><td>11.160142133015105</td><td>444.37523435317297</td><td>-12.960661410541839</td><td>10.714580442585527</td><td>0.04874861418787056</td><td>True</td></tr>\n",
-       "<tr><td>39627823966585954</td><td>8497.961184203625</td><td>561.0381436027393 .. 11.524743916567772</td><td>8.82725981082288e-06</td><td>0</td><td>7896</td><td>GALAXY</td><td>--</td><td>10</td><td>489.77756863832474</td><td>0</td><td>178.81165660243073</td><td>1.465754309007358</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.6427356403454635</td><td>516</td><td>9010</td><td>339723</td><td>1122</td><td>REX</td><td>10.011386</td><td>15.957307</td><td>22.057325</td><td>139.3899</td><td>37.944828</td><td>9.056635</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>0.018216074</td><td>11.8436365</td><td>6.317769</td><td>2.1648355</td><td>0.49070317</td><td>2.0578437</td><td>3.2800295</td><td>4.5338902</td><td>2.0578437</td><td>3.2800295</td><td>4.5338902</td><td>1.0</td><td>1.3047936</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>178.81165660243073</td><td>1.465754309007358</td><td>1</td><td>491.1213</td><td>1</td><td>1</td><td>-0.014</td><td>0.014</td><td>-0.003</td><td>0.003</td><td>178.81160271574728</td><td>0.0</td><td>1.4657636766978095</td><td>0.0</td><td>0.72167397</td><td>1</td><td>1.6642672327552301</td><td>-440.8136574590992</td><td>9.144009029210169</td><td>11.281887409895209</td><td>358.8260689907017</td><td>-256.1717085949574</td><td>12.144233831093773</td><td>0.15159772076922068</td><td>507.91540195951916</td><td>38.52895691258373</td><td>G12</td><td>19.453163</td><td>True</td><td>True</td><td>219741</td><td>587726013994696982</td><td>178.81170115</td><td>1.46572004</td><td>19.528173</td><td>0.15163</td><td>4</td><td>G12_Y3_016_396</td><td>5</td><td>20.985128</td><td>20.002388</td><td>19.542818</td><td>19.282297</td><td>19.25207</td><td>508.03440773308006</td><td>38.529465634082726</td><td>-440.90457962030507</td><td>9.145552119603568</td><td>11.283950290833042</td><td>440.8232985265021</td><td>-12.848680148538813</td><td>10.84195012677088</td><td>0.2022915682037937</td><td>True</td></tr>\n",
-       "<tr><td>39627823966585969</td><td>8679.489034175873</td><td>869.131382491431 .. 4.170638061036766</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>1</td><td>1.6190060616886037</td><td>-418.1319257427587</td><td>8.669139889588699</td><td>10.32690785264996</td><td>340.3663115684759</td><td>-242.9869784905318</td><td>11.14488990000622</td><td>0.143555076573927</td><td>478.4054241473835</td><td>38.39898047513508</td><td>G12</td><td>19.395332</td><td>True</td><td>True</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>-418.23064579348977</td><td>8.671259014237597</td><td>10.329113985168966</td><td>418.15320248764465</td><td>-12.183950332052172</td><td>9.909844251203323</td><td>0.11978773601305659</td><td>True</td></tr>\n",
-       "<tr><td>39627823966586264</td><td>8402.992509886855</td><td>316.1233490956164 .. -7.337002404148852</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>1</td><td>1.5942194457305232</td><td>-443.63796770049635</td><td>9.086389837616245</td><td>10.799057821003126</td><td>361.1919556454802</td><td>-257.7170517058847</td><td>11.66708843495028</td><td>0.15259498526671894</td><td>511.5935742873886</td><td>38.54462540509783</td><td>G12</td><td>19.11577</td><td>True</td><td>True</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>-442.976410340748</td><td>9.072680828007448</td><td>10.783029906551233</td><td>442.8951649460878</td><td>-12.793214111191961</td><td>10.338952066344321</td><td>0.08208778465381873</td><td>True</td></tr>\n",
-       "<tr><td>39627823966586273</td><td>8429.622763775289</td><td>203.9660947270808 .. 12.909203207223356</td><td>4.481984716354776e-05</td><td>0</td><td>7895</td><td>GALAXY</td><td>--</td><td>10</td><td>148.1067814230919</td><td>0</td><td>178.82693426619863</td><td>1.3917571234413368</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.8991790612808553</td><td>516</td><td>9010</td><td>339723</td><td>1441</td><td>EXP</td><td>6.786382</td><td>16.710798</td><td>33.404446</td><td>233.5343</td><td>56.662178</td><td>17.250992</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>0.019057136</td><td>38.899715</td><td>26.854692</td><td>1.9903957</td><td>0.49368864</td><td>2.0925431</td><td>5.1526814</td><td>10.300075</td><td>2.0996647</td><td>5.1711907</td><td>10.33509</td><td>1.0</td><td>1.4194698</td><td>0.46603712</td><td>0.20924588</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>178.82693426619863</td><td>1.3917571234413368</td><td>1</td><td>491.1213</td><td>1</td><td>1</td><td>-0.012</td><td>0.012</td><td>-0.003</td><td>0.003</td><td>178.82688788736215</td><td>0.0</td><td>1.3917669794816123</td><td>0.0</td><td>0.7252637</td><td>1</td><td>1.5920116115577811</td><td>-442.498824912875</td><td>9.060924809609375</td><td>10.752993936429528</td><td>360.2657594389722</td><td>-257.0535418558098</td><td>11.618798626430449</td><td>0.15219021617774756</td><td>510.10017550073997</td><td>38.53827736475444</td><td>G12</td><td>19.401249</td><td>True</td><td>True</td><td>272336</td><td>587726031174303988</td><td>178.82696973</td><td>1.39177196</td><td>19.37337</td><td>0.15251</td><td>4</td><td>G12_Y1_CX1_011</td><td>6</td><td>21.63079</td><td>20.566586</td><td>19.507324</td><td>18.968588</td><td>18.746162</td><td>511.2799914678856</td><td>38.5432939864655</td><td>-443.3992068566547</td><td>9.07908711762985</td><td>10.774988544217715</td><td>443.3178844605466</td><td>-12.80317152381366</td><td>10.330486846480847</td><td>0.138357266008494</td><td>True</td></tr>\n",
-       "<tr><td>39627823966586440</td><td>8794.497653633356</td><td>123.00877277953866 .. 8.191400856210938</td><td>1.6247229022090587e-05</td><td>0</td><td>7870</td><td>GALAXY</td><td>--</td><td>10</td><td>781.9486482441425</td><td>0</td><td>178.8349993174804</td><td>1.4983314851406289</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.8014359192260722</td><td>516</td><td>9010</td><td>339723</td><td>1608</td><td>SER</td><td>7.0417953</td><td>18.963345</td><td>40.4004</td><td>302.75995</td><td>82.52715</td><td>19.384382</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>0.019032966</td><td>63.725353</td><td>52.666416</td><td>1.7792319</td><td>0.4648691</td><td>2.1484287</td><td>5.785654</td><td>12.32603</td><td>2.1484325</td><td>5.7856603</td><td>12.326033</td><td>1.4670753</td><td>1.5682831</td><td>0.507811</td><td>-0.2997409</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>178.8349993174804</td><td>1.4983314851406289</td><td>1</td><td>491.1213</td><td>1</td><td>1</td><td>-0.011</td><td>0.011</td><td>-0.003</td><td>0.003</td><td>178.834957050785</td><td>0.0</td><td>1.4983412096767683</td><td>0.0</td><td>0.72049516</td><td>1</td><td>1.6822870952061006</td><td>-648.745098406396</td><td>13.192815640380644</td><td>16.972591578370288</td><td>528.2322755453996</td><td>-376.7893471823639</td><td>18.242063418062664</td><td>0.22667850260887543</td><td>796.2384446999677</td><td>39.50521571375342</td><td>G12</td><td>19.264006</td><td>True</td><td>True</td><td>219751</td><td>587726013994697101</td><td>178.83501644</td><td>1.49828328</td><td>19.437647</td><td>0.22685</td><td>4</td><td>G12_Y2_014_378</td><td>5</td><td>21.810785</td><td>20.400702</td><td>19.402353</td><td>18.847572</td><td>18.542147</td><td>796.9228401318189</td><td>39.507081370298096</td><td>-649.2119549763219</td><td>13.202115495487115</td><td>16.984258771098162</td><td>649.0948623875216</td><td>-18.654812539677494</td><td>16.3334312063171</td><td>0.18415384054092876</td><td>True</td></tr>\n",
-       "<tr><td>39627823966586481</td><td>8604.08192640543</td><td>95.82173609472824 .. -17.956408860448352</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>1</td><td>1.6964832652483026</td><td>-435.3700155587322</td><td>8.832203198343318</td><td>11.522129260434369</td><td>354.5061581266342</td><td>-252.8439901354467</td><td>12.374094969800854</td><td>0.1496677538068249</td><td>500.80907376715584</td><td>38.498360944575225</td><td>G12</td><td>18.55519</td><td>True</td><td>True</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>-435.99645993482784</td><td>8.844767799943337</td><td>11.538654502500075</td><td>435.9181363294029</td><td>-12.506679879885159</td><td>11.101572787095128</td><td>0.07257659508912637</td><td>True</td></tr>\n",
-       "<tr><td>39627823966586990</td><td>9520.32962005958</td><td>505.7526165386138 .. 5.589033718003124</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>1</td><td>1.6664460414484958</td><td>-647.484277006527</td><td>12.823859560996592</td><td>16.911026587865774</td><td>527.3993680223919</td><td>-375.773564842234</td><td>18.178496645805</td><td>0.22621258648477793</td><td>794.3797740388638</td><td>39.500140889577</td><td>G12</td><td>19.23859</td><td>True</td><td>True</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>795.4065390569818</td><td>39.502945785051985</td><td>-648.185114280556</td><td>12.837656291513362</td><td>16.929111327222277</td><td>648.071064470847</td><td>-18.28174107540931</td><td>16.27931027904205</td><td>0.07476988374607875</td><td>True</td></tr>\n",
-       "<tr><td>39627823966587925</td><td>8619.881880443543</td><td>547.103712174673 .. 10.30698029568402</td><td>5.191623490238911e-05</td><td>0</td><td>7876</td><td>GALAXY</td><td>--</td><td>10</td><td>408.3025023005903</td><td>0</td><td>178.9139087017638</td><td>1.5261177845878633</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.6633055368965278</td><td>516</td><td>9010</td><td>339723</td><td>3093</td><td>SER</td><td>10.055378</td><td>32.72198</td><td>64.292946</td><td>167.63416</td><td>35.425514</td><td>12.045341</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>0.021248251</td><td>68.91984</td><td>47.369255</td><td>1.5048575</td><td>0.40401453</td><td>3.2259471</td><td>10.497804</td><td>20.62634</td><td>3.2268498</td><td>10.5011215</td><td>20.629772</td><td>5.6000185</td><td>1.353606</td><td>0.10739052</td><td>0.01630161</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>178.9139087017638</td><td>1.5261177845878633</td><td>1</td><td>491.1213</td><td>1</td><td>1</td><td>-0.012</td><td>0.012</td><td>-0.003</td><td>0.003</td><td>178.91386232469557</td><td>0.0</td><td>1.5261274906735993</td><td>0.0</td><td>0.7241889</td><td>1</td><td>1.6732141033253738</td><td>-618.0428867953291</td><td>11.716943510164072</td><td>16.468907377892766</td><td>503.71293522430886</td><td>-358.2544310768141</td><td>17.67945404375824</td><td>0.21542624452955683</td><td>751.5871214626692</td><td>39.37989664901566</td><td>G12</td><td>18.666899</td><td>True</td><td>True</td><td>219737</td><td>587726013994696951</td><td>178.91392828</td><td>1.52610269</td><td>19.01966</td><td>0.21554</td><td>4</td><td>G12_Y3_008_227</td><td>6</td><td>21.689346</td><td>20.21752</td><td>18.927462</td><td>18.434687</td><td>18.124409</td><td>752.0360966799607</td><td>39.38119343309577</td><td>-618.354195261002</td><td>11.722633969142766</td><td>16.477039616329876</td><td>618.2501253405424</td><td>-16.9161883690632</td><td>15.857139276682592</td><td>0.08897770072468188</td><td>True</td></tr>\n",
+       "<div><i>Table length=31700</i>\n",
+       "<table id=\"table47255416958016\" class=\"table-striped table-bordered table-condensed\">\n",
+       "<thead><tr><th>TARGETID</th><th>CHI2</th><th>COEFF [10]</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>ROS</th><th>ROS_DIST</th><th>GOOD_Z</th><th>ZDESI</th><th>GAMA_FIELD</th><th>GMAG_DRED</th><th>RMAG_DRED</th><th>W1MAG_DRED</th><th>W2MAG_DRED</th><th>GMR</th><th>DETMAG</th><th>IN_GOLD</th><th>IN_CLUSTERING</th><th>IN_FULL</th><th>WEIGHT_ZFAIL</th><th>WEIGHT</th><th>NZ</th><th>NTILE</th><th>TILES</th><th>TILELOCIDS</th><th>LOCATION_ASSIGNED</th><th>TILELOCID_ASSIGNED</th><th>COMP_TILE</th><th>FRACZ_TILELOCID</th><th>BITWEIGHTS [2]</th><th>PROB_OBS</th><th>CARTESIAN_X</th><th>CARTESIAN_Y</th><th>CARTESIAN_Z</th><th>ROTCARTESIAN_X_1</th><th>ROTCARTESIAN_Y_1</th><th>ROTCARTESIAN_Z_1</th><th>LUMDIST_1</th><th>DISTMOD_1</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_2</th><th>DISTMOD_2</th><th>ROTCARTESIAN_X_2</th><th>ROTCARTESIAN_Y_2</th><th>ROTCARTESIAN_Z_2</th><th>GAMA_SEP</th><th>GOOD_MATCH</th><th>DISTMOD</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></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th>Mpc</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>Mpc</th><th></th><th></th><th></th><th></th><th>arcsec</th><th></th><th></th></tr></thead>\n",
+       "<thead><tr><th>int64</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>int64</th><th>float64</th><th>bool</th><th>float64</th><th>bytes3</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>bool</th><th>bool</th><th>bool</th><th>float64</th><th>float64</th><th>float64</th><th>int64</th><th>bytes43</th><th>bytes143</th><th>bool</th><th>int64</th><th>float64</th><th>float64</th><th>int64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</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>float64</th><th>float64</th><th>float64</th><th>float64</th><th>bool</th><th>float64</th></tr></thead>\n",
+       "<tr><td>39627733927462346</td><td>8692.672918319702</td><td>121.68951238388622 .. -14.996086956969426</td><td>3.8697103852301554e-05</td><td>0</td><td>7886</td><td>GALAXY</td><td>--</td><td>10</td><td>301.08885838184506</td><td>0</td><td>212.07182231138097</td><td>-2.1576366940231786</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.6695692747287785</td><td>516</td><td>9010</td><td>318256</td><td>1482</td><td>SER</td><td>5.435668</td><td>15.029476</td><td>29.7828</td><td>334.7293</td><td>124.587234</td><td>36.408154</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>2121m022</td><td>0.059076868</td><td>28.868391</td><td>23.604856</td><td>2.337881</td><td>0.5745999</td><td>2.3560472</td><td>6.5144067</td><td>12.909119</td><td>2.3666756</td><td>6.5423255</td><td>12.962651</td><td>2.4321775</td><td>0.82148373</td><td>0.07292092</td><td>-0.32329565</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>212.07182231138097</td><td>-2.1576366940231786</td><td>1</td><td>329.2138</td><td>1</td><td>1</td><td>-0.004</td><td>0.004</td><td>0.001</td><td>0.001</td><td>212.0718068853151</td><td>0.0</td><td>-2.157639871379078</td><td>0.0</td><td>0.7514636</td><td>17</td><td>1.7193414733275092</td><td>True</td><td>0.2083179377892946</td><td>NAN</td><td>20.471994</td><td>19.429739</td><td>18.838074</td><td>19.060822</td><td>1.0422554</td><td>19.429739</td><td>True</td><td>True</td><td>True</td><td>1.0</td><td>3.0714285714285716</td><td>0.011040410670367769</td><td>1</td><td>532</td><td>5321463</td><td>True</td><td>1</td><td>0.5714285714285714</td><td>0.3333333333333333</td><td>37439489807543353 .. 6991981798404131877</td><td>0.3203125</td><td>-507.1203432685779</td><td>-317.768561089396</td><td>-22.547181101771436</td><td>594.3603441810435</td><td>-11.580419903600614</td><td>-72.51173345845032</td><td>723.6364599106233</td><td>39.29760220179492</td><td>484694</td><td>587729777980080344</td><td>212.11902641</td><td>-1.99469181</td><td>18.352848</td><td>0.0834</td><td>4</td><td>G15_Y1_AX2_138</td><td>6</td><td>19.914825</td><td>18.74629</td><td>18.352043</td><td>18.08017</td><td>18.216</td><td>266.54587418951854</td><td>37.12885982277625</td><td>209.32738594082488</td><td>128.97464289104732</td><td>-8.77333933806804</td><td>610.6892146286484</td><td>False</td><td>39.29760220179492</td></tr>\n",
+       "<tr><td>39627733927463584</td><td>8176.399510648102</td><td>660.3244540502434 .. 24.759004304342646</td><td>8.205159057958459e-05</td><td>0</td><td>7898</td><td>GALAXY</td><td>--</td><td>10</td><td>121.10065173427574</td><td>0</td><td>212.13195284744052</td><td>-2.1397232701515705</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.7673615329420017</td><td>516</td><td>9010</td><td>318256</td><td>2720</td><td>DEV</td><td>14.839426</td><td>41.38945</td><td>79.33491</td><td>116.59784</td><td>49.463898</td><td>5.1840606</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>2121m022</td><td>0.059687406</td><td>63.37836</td><td>41.3755</td><td>1.200657</td><td>0.30872032</td><td>2.495411</td><td>6.960086</td><td>13.341027</td><td>2.495411</td><td>6.960086</td><td>13.341027</td><td>4.0</td><td>3.4901268</td><td>-0.29501644</td><td>0.15657933</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>212.13195284744052</td><td>-2.1397232701515705</td><td>1</td><td>329.2138</td><td>1</td><td>1</td><td>-0.003</td><td>0.003</td><td>0.0</td><td>0.0</td><td>212.13194113236085</td><td>0.0</td><td>-2.1397229228176498</td><td>0.0</td><td>0.7250493</td><td>17</td><td>1.678318443072349</td><td>True</td><td>0.18489203611868077</td><td>NAN</td><td>19.379622</td><td>18.328552</td><td>17.984165</td><td>18.451397</td><td>1.0510693</td><td>18.328552</td><td>True</td><td>True</td><td>True</td><td>1.0</td><td>1.0</td><td>0.014317722792701378</td><td>2</td><td>529-532</td><td>5291464-5321442</td><td>True</td><td>1</td><td>0.7894736842105263</td><td>1.0</td><td>-1 .. -1</td><td>1.0</td><td>-452.04524015037236</td><td>-283.9188666200195</td><td>-19.944582368584314</td><td>530.1840827852747</td><td>-9.7694199220945</td><td>-64.51360419930302</td><td>632.9504367112885</td><td>39.00684851923739</td><td>484694</td><td>587729777980080344</td><td>212.11902641</td><td>-1.99469181</td><td>18.352848</td><td>0.0834</td><td>4</td><td>G15_Y1_AX2_138</td><td>6</td><td>19.914825</td><td>18.74629</td><td>18.352043</td><td>18.08017</td><td>18.216</td><td>266.54587418951854</td><td>37.12885982277625</td><td>209.32738594082488</td><td>128.97464289104732</td><td>-8.77333933806804</td><td>524.1802707831154</td><td>False</td><td>39.00684851923739</td></tr>\n",
+       "<tr><td>39627733927463809</td><td>8626.857865586877</td><td>485.0292418332066 .. 24.963252389929796</td><td>5.0634844475175196e-05</td><td>0</td><td>7825</td><td>GALAXY</td><td>--</td><td>10</td><td>551.512045353651</td><td>0</td><td>212.14293772910978</td><td>-2.127708100431868</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.5529002723750798</td><td>516</td><td>9010</td><td>318256</td><td>2945</td><td>DEV</td><td>18.459028</td><td>55.512775</td><td>118.24988</td><td>99.78496</td><td>48.187397</td><td>10.400798</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>2121m022</td><td>0.059526388</td><td>125.92759</td><td>89.915016</td><td>1.1288067</td><td>0.32671237</td><td>3.8941946</td><td>11.711209</td><td>24.946493</td><td>3.8941958</td><td>11.711211</td><td>24.946495</td><td>4.0</td><td>2.7682068</td><td>0.25152612</td><td>0.3127327</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>212.14293772910978</td><td>-2.127708100431868</td><td>1</td><td>836.0849</td><td>1</td><td>1</td><td>0.007</td><td>0.007</td><td>-0.013</td><td>0.013</td><td>212.14296348961307</td><td>0.0</td><td>-2.1276608115377678</td><td>0.0</td><td>0.70457584</td><td>17</td><td>1.66293495890189</td><td>True</td><td>0.18572267574926474</td><td>NAN</td><td>19.14316</td><td>18.010143</td><td>17.238745</td><td>17.608692</td><td>1.1330166</td><td>18.010143</td><td>True</td><td>True</td><td>True</td><td>1.0</td><td>1.0</td><td>0.014317722792701378</td><td>2</td><td>529-532</td><td>5291464-5321442</td><td>True</td><td>1</td><td>0.7894736842105263</td><td>1.0</td><td>-1 .. -1</td><td>1.0</td><td>-453.9453328227305</td><td>-285.2336478826342</td><td>-19.918245612233893</td><td>532.4880277640907</td><td>-9.708896482136197</td><td>-64.68054731719141</td><td>636.1281544090606</td><td>39.01772308725153</td><td>484694</td><td>587729777980080344</td><td>212.11902641</td><td>-1.99469181</td><td>18.352848</td><td>0.0834</td><td>4</td><td>G15_Y1_AX2_138</td><td>6</td><td>19.914825</td><td>18.74629</td><td>18.352043</td><td>18.08017</td><td>18.216</td><td>266.54587418951854</td><td>37.12885982277625</td><td>209.32738594082488</td><td>128.97464289104732</td><td>-8.77333933806804</td><td>486.52431469568506</td><td>False</td><td>39.01772308725153</td></tr>\n",
+       "<tr><td>39627733927464616</td><td>12990.428521793336</td><td>2223.8885915768255 .. 305.9448964475926</td><td>1.0230523181652061e-05</td><td>0</td><td>7929</td><td>GALAXY</td><td>--</td><td>10</td><td>2347.1059481687844</td><td>0</td><td>212.1818402755797</td><td>-2.172762494351842</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>5764607523034234880</td><td>1</td><td>TGT</td><td>0.45499816828423956</td><td>575</td><td>9010</td><td>318256</td><td>3752</td><td>SER</td><td>90.73072</td><td>226.42117</td><td>468.37854</td><td>60.61516</td><td>25.262785</td><td>5.3306584</td><td>4096</td><td>1025918</td><td>L3</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>2121m022</td><td>0.0596184</td><td>471.45523</td><td>293.24222</td><td>0.52377784</td><td>0.20336248</td><td>11.069205</td><td>27.623528</td><td>57.14248</td><td>11.069205</td><td>27.623528</td><td>57.14248</td><td>2.2054074</td><td>4.8118286</td><td>-0.3580417</td><td>-0.5588628</td><td>S</td><td>102100</td><td>9</td><td>5764607523034234880</td><td>131074</td><td>0</td><td>316659348799488</td><td>0</td><td>0</td><td>0</td><td>212.1818402755797</td><td>-2.172762494351842</td><td>2</td><td>1149.5093</td><td>2</td><td>2</td><td>0.0065</td><td>0.009924716</td><td>-0.003</td><td>0.007615773</td><td>212.18186520114253</td><td>0.102580786</td><td>-2.172752222181632</td><td>0.08951108</td><td>0.7093566</td><td>17</td><td>1.6898093380822028</td><td>True</td><td>0.05428853617098826</td><td>NAN</td><td>17.414001</td><td>16.483633</td><td>15.805429</td><td>16.325197</td><td>0.9303684</td><td>16.483633</td><td>True</td><td>True</td><td>True</td><td>1.0</td><td>1.0</td><td>0.04837140860678482</td><td>2</td><td>526-529</td><td>5261416-5261417-5291462</td><td>True</td><td>1</td><td>0.6</td><td>1.0</td><td>-1 .. -1</td><td>1.0</td><td>-136.22614473158973</td><td>-85.72589502162694</td><td>-6.1066380034203425</td><td>159.85588911766604</td><td>-2.805555586916242</td><td>-19.544978527617523</td><td>169.815032499375</td><td>36.149880662830526</td><td>484694</td><td>587729777980080344</td><td>212.11902641</td><td>-1.99469181</td><td>18.352848</td><td>0.0834</td><td>4</td><td>G15_Y1_AX2_138</td><td>6</td><td>19.914825</td><td>18.74629</td><td>18.352043</td><td>18.08017</td><td>18.216</td><td>266.54587418951854</td><td>37.12885982277625</td><td>209.32738594082488</td><td>128.97464289104732</td><td>-8.77333933806804</td><td>679.7190013777825</td><td>False</td><td>36.149880662830526</td></tr>\n",
+       "<tr><td>39627733927465411</td><td>8442.600251841592</td><td>277.0041925091254 .. -7.739536982921571</td><td>0.00019425793579858322</td><td>0</td><td>7884</td><td>GALAXY</td><td>--</td><td>10</td><td>214.9760357744526</td><td>0</td><td>212.22049043462837</td><td>-2.1925957102208287</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.4762747824501107</td><td>516</td><td>9010</td><td>318256</td><td>4547</td><td>SER</td><td>5.088561</td><td>19.41448</td><td>42.90839</td><td>263.17932</td><td>95.51351</td><td>19.152039</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>2121m022</td><td>0.058782987</td><td>52.43376</td><td>35.60064</td><td>2.0531797</td><td>0.5343667</td><td>1.8734674</td><td>7.147874</td><td>15.797681</td><td>1.8734676</td><td>7.1478744</td><td>15.797681</td><td>2.8986745</td><td>1.2176697</td><td>-0.3376951</td><td>-0.3518129</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>212.22049043462837</td><td>-2.1925957102208287</td><td>1</td><td>329.2138</td><td>1</td><td>1</td><td>-0.002</td><td>0.002</td><td>0.0</td><td>0.0</td><td>212.22048260587243</td><td>0.0</td><td>-2.1925955028625737</td><td>0.0</td><td>0.7396462</td><td>17</td><td>1.6946891670027808</td><td>True</td><td>0.25605839406768977</td><td>NAN</td><td>20.544584</td><td>19.15242</td><td>18.190157</td><td>18.614714</td><td>1.3921642</td><td>19.15242</td><td>True</td><td>True</td><td>True</td><td>1.0</td><td>1.0</td><td>0.008149164156689509</td><td>2</td><td>529-532</td><td>5291441-5321417</td><td>True</td><td>1</td><td>0.7894736842105263</td><td>1.0</td><td>-1 .. -1</td><td>1.0</td><td>-615.9241389074931</td><td>-388.1758214560666</td><td>-27.874273488151946</td><td>723.0565133358386</td><td>-12.199204335519084</td><td>-88.65915807586676</td><td>915.1314150421814</td><td>39.80741732131347</td><td>484694</td><td>587729777980080344</td><td>212.11902641</td><td>-1.99469181</td><td>18.352848</td><td>0.0834</td><td>4</td><td>G15_Y1_AX2_138</td><td>6</td><td>19.914825</td><td>18.74629</td><td>18.352043</td><td>18.08017</td><td>18.216</td><td>266.54587418951854</td><td>37.12885982277625</td><td>209.32738594082488</td><td>128.97464289104732</td><td>-8.77333933806804</td><td>800.5217578926786</td><td>False</td><td>39.80741732131347</td></tr>\n",
+       "<tr><td>39627733931658393</td><td>8304.447613477707</td><td>339.9781822698598 .. -7.587506913724259</td><td>6.535190536679439e-06</td><td>0</td><td>7864</td><td>GALAXY</td><td>--</td><td>10</td><td>1464.0048243999481</td><td>0</td><td>212.42975347528574</td><td>-2.1309385078258107</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.6137513056987037</td><td>516</td><td>9010</td><td>318257</td><td>3225</td><td>REX</td><td>38.85395</td><td>70.79043</td><td>112.878494</td><td>125.85637</td><td>61.927574</td><td>11.341206</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>2123m022</td><td>0.05735807</td><td>104.32368</td><td>74.79633</td><td>1.5024238</td><td>0.43831998</td><td>5.8942575</td><td>10.739115</td><td>17.123999</td><td>5.8973737</td><td>10.743101</td><td>17.128588</td><td>1.0</td><td>1.6417991</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>212.42975347528574</td><td>-2.1309385078258107</td><td>1</td><td>329.2138</td><td>1</td><td>1</td><td>0.002</td><td>0.002</td><td>0.002</td><td>0.002</td><td>212.4297615075524</td><td>0.0</td><td>-2.1309460902718955</td><td>0.0</td><td>0.7349863</td><td>17</td><td>1.57504577568575</td><td>True</td><td>0.12874614540991844</td><td>NAN</td><td>18.342064</td><td>17.750883</td><td>17.44349</td><td>17.808819</td><td>0.5911808</td><td>17.750883</td><td>True</td><td>True</td><td>True</td><td>1.0</td><td>1.0</td><td>0.027148579183739266</td><td>2</td><td>532-534</td><td>5320458-5340511</td><td>True</td><td>1</td><td>0.8571428571428571</td><td>1.0</td><td>-1 .. -1</td><td>1.0</td><td>-317.42706699285736</td><td>-201.67664455100967</td><td>-13.993443635955776</td><td>373.5561281483445</td><td>-4.92821565231651</td><td>-45.395595547770824</td><td>424.7884743029651</td><td>38.14086362305858</td><td>484761</td><td>587729777980211582</td><td>212.37390166</td><td>-1.99550673</td><td>17.63687</td><td>0.07558</td><td>5</td><td>1031444751087331328</td><td>6</td><td>19.015682</td><td>17.934666</td><td>17.523666</td><td>17.256226</td><td>17.246973</td><td>240.18212926071405</td><td>36.902703453049114</td><td>189.47172169929013</td><td>117.90686193897089</td><td>-7.96570604281414</td><td>527.3372970468558</td><td>False</td><td>38.14086362305858</td></tr>\n",
+       "<tr><td>39627733935850977</td><td>8771.701879449189</td><td>715.8628891517072 .. 66.39259525867348</td><td>2.7077831514985856e-05</td><td>0</td><td>7925</td><td>GALAXY</td><td>--</td><td>10</td><td>1189.7614646479487</td><td>0</td><td>212.5717557280389</td><td>-2.217650132617585</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.625846170711782</td><td>516</td><td>9010</td><td>318258</td><td>1505</td><td>SER</td><td>31.209854</td><td>77.03384</td><td>151.18253</td><td>168.31067</td><td>66.62387</td><td>13.272974</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>2126m022</td><td>0.06350171</td><td>151.1577</td><td>104.22882</td><td>1.237053</td><td>0.39384747</td><td>5.124604</td><td>12.648823</td><td>24.82391</td><td>5.124604</td><td>12.648823</td><td>24.82391</td><td>1.3284211</td><td>2.2641997</td><td>-0.30276412</td><td>0.12928401</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>212.5717557280389</td><td>-2.217650132617585</td><td>2</td><td>642.6382</td><td>2</td><td>2</td><td>-0.0035</td><td>0.0038078865</td><td>-0.001</td><td>0.0031622776</td><td>212.57174186944803</td><td>0.02162301</td><td>-2.217646370732396</td><td>0.039781924</td><td>0.72492176</td><td>17</td><td>1.6336622796115399</td><td>True</td><td>0.16558364827164593</td><td>NAN</td><td>18.560177</td><td>17.645815</td><td>17.03974</td><td>17.447855</td><td>0.91436195</td><td>17.645815</td><td>True</td><td>True</td><td>True</td><td>1.0</td><td>1.0</td><td>0.015088145653525746</td><td>4</td><td>526-529-532-534</td><td>5260508-5290495-5320493-5340521</td><td>True</td><td>1</td><td>1.0</td><td>1.0</td><td>-1 .. -1</td><td>1.0</td><td>-404.4901869941374</td><td>-258.4014077470953</td><td>-18.587163771711104</td><td>476.71961707589054</td><td>-5.100329297531516</td><td>-58.66408520877266</td><td>559.8795628530542</td><td>38.74047307419454</td><td>484793</td><td>587729777980277392</td><td>212.51897085</td><td>-1.99502269</td><td>18.726112</td><td>0.25175</td><td>4</td><td>G15_Y1_AX2_092</td><td>6</td><td>20.602657</td><td>19.776983</td><td>18.794785</td><td>18.345179</td><td>18.033304</td><td>897.4903313977906</td><td>39.765148893253425</td><td>607.3968474208365</td><td>380.1154662356516</td><td>-25.569328804038133</td><td>823.6486424247014</td><td>False</td><td>38.74047307419454</td></tr>\n",
+       "<tr><td>39627733935851253</td><td>8391.937730193138</td><td>-105.46662340101007 .. 19.65428929010347</td><td>1.4995730636760874e-05</td><td>0</td><td>7873</td><td>GALAXY</td><td>--</td><td>10</td><td>692.3434958457947</td><td>0</td><td>212.58758004869614</td><td>-2.1372485061250224</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.45225067682980835</td><td>516</td><td>9010</td><td>318258</td><td>1781</td><td>SER</td><td>7.4224367</td><td>20.767218</td><td>45.755707</td><td>263.2347</td><td>112.43898</td><td>17.405907</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>2126m022</td><td>0.06417318</td><td>85.88163</td><td>73.79356</td><td>1.6268296</td><td>0.45214608</td><td>1.6263133</td><td>4.550258</td><td>10.02543</td><td>1.6263133</td><td>4.550258</td><td>10.02543</td><td>1.4444996</td><td>2.3148541</td><td>0.4104629</td><td>0.48002404</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>212.58758004869614</td><td>-2.1372485061250224</td><td>1</td><td>836.0849</td><td>1</td><td>1</td><td>0.018</td><td>0.018</td><td>-0.008</td><td>0.008</td><td>212.58765122737395</td><td>0.0</td><td>-2.1372195404289656</td><td>0.0</td><td>0.69339734</td><td>17</td><td>1.5518462404586677</td><td>True</td><td>0.21208845424225314</td><td>NAN</td><td>20.117382</td><td>19.06762</td><td>17.653442</td><td>17.822702</td><td>1.0497627</td><td>19.06762</td><td>True</td><td>True</td><td>True</td><td>1.0</td><td>1.0</td><td>0.00955433940561021</td><td>4</td><td>526-528-529-532</td><td>5260453-5280521-5290456-5320454</td><td>True</td><td>1</td><td>1.0</td><td>1.0</td><td>-1 .. -1</td><td>1.0</td><td>-512.9592682129727</td><td>-327.89448850471507</td><td>-22.72015061391499</td><td>604.7379408853297</td><td>-6.3010536418721586</td><td>-73.55631351590279</td><td>738.4376833426561</td><td>39.341569255705394</td><td>484793</td><td>587729777980277392</td><td>212.51897085</td><td>-1.99502269</td><td>18.726112</td><td>0.25175</td><td>4</td><td>G15_Y1_AX2_092</td><td>6</td><td>20.602657</td><td>19.776983</td><td>18.794785</td><td>18.345179</td><td>18.033304</td><td>897.4903313977906</td><td>39.765148893253425</td><td>607.3968474208365</td><td>380.1154662356516</td><td>-25.569328804038133</td><td>568.4043629849053</td><td>False</td><td>39.341569255705394</td></tr>\n",
+       "<tr><td>39627733935851436</td><td>8261.159530133009</td><td>363.48761010622894 .. 4.339778835060374</td><td>1.5829741992493438e-05</td><td>0</td><td>7898</td><td>GALAXY</td><td>--</td><td>10</td><td>292.1418599784374</td><td>0</td><td>212.59681783070312</td><td>-2.1314740779191546</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.42173917538114825</td><td>516</td><td>9010</td><td>318258</td><td>1964</td><td>REX</td><td>12.101023</td><td>25.252298</td><td>40.29881</td><td>179.60489</td><td>88.08889</td><td>8.681015</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>2126m022</td><td>0.06447868</td><td>34.365406</td><td>24.411177</td><td>2.1633217</td><td>0.5326066</td><td>1.936605</td><td>4.0412884</td><td>6.4492793</td><td>1.9366379</td><td>4.041298</td><td>6.4492793</td><td>1.0</td><td>1.5788196</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>212.59681783070312</td><td>-2.1314740779191546</td><td>1</td><td>361.7308</td><td>1</td><td>1</td><td>0.006</td><td>0.006</td><td>0.003</td><td>0.003</td><td>212.5968415546483</td><td>0.0</td><td>-2.1314851345172547</td><td>0.0</td><td>0.72748905</td><td>17</td><td>1.5448850871901827</td><td>True</td><td>0.21202981741573892</td><td>NAN</td><td>19.58571</td><td>18.854652</td><td>18.647833</td><td>19.023743</td><td>0.7310581</td><td>18.854652</td><td>True</td><td>True</td><td>True</td><td>1.0</td><td>1.0</td><td>0.00955433940561021</td><td>4</td><td>526-528-529-532</td><td>5260453-5280521-5290456-5320454</td><td>True</td><td>1</td><td>1.0</td><td>1.0</td><td>-1 .. -1</td><td>1.0</td><td>-512.7729492297586</td><td>-327.8918566936328</td><td>-22.6528131994864</td><td>604.5867442399986</td><td>-6.20128771806543</td><td>-73.47604925109546</td><td>738.2070728787588</td><td>39.34089100961857</td><td>484793</td><td>587729777980277392</td><td>212.51897085</td><td>-1.99502269</td><td>18.726112</td><td>0.25175</td><td>4</td><td>G15_Y1_AX2_092</td><td>6</td><td>20.602657</td><td>19.776983</td><td>18.794785</td><td>18.345179</td><td>18.033304</td><td>897.4903313977906</td><td>39.765148893253425</td><td>607.3968474208365</td><td>380.1154662356516</td><td>-25.569328804038133</td><td>565.4553320948746</td><td>False</td><td>39.34089100961857</td></tr>\n",
+       "<tr><td>39627733935851821</td><td>8099.2594701349735</td><td>202.45239356392275 .. -2.5732890243390307</td><td>9.916239071976159e-06</td><td>0</td><td>7922</td><td>GALAXY</td><td>--</td><td>10</td><td>606.8240779340267</td><td>0</td><td>212.61277952451698</td><td>-2.1318825191589057</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.6728392290439683</td><td>516</td><td>9010</td><td>318258</td><td>2349</td><td>SER</td><td>17.605114</td><td>28.289572</td><td>41.38469</td><td>178.34491</td><td>86.73761</td><td>13.852362</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>2126m022</td><td>0.06503015</td><td>39.70896</td><td>26.017614</td><td>1.9576845</td><td>0.5047854</td><td>3.2452056</td><td>5.214705</td><td>7.628569</td><td>3.2453866</td><td>5.2147555</td><td>7.628569</td><td>1.4999928</td><td>2.4194176</td><td>-0.00064089225</td><td>-0.4800251</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>212.61277952451698</td><td>-2.1318825191589057</td><td>1</td><td>313.4244</td><td>1</td><td>1</td><td>-0.007</td><td>0.007</td><td>-0.002</td><td>0.002</td><td>212.6127516745418</td><td>0.0</td><td>-2.13187493775437</td><td>0.0</td><td>0.72534645</td><td>17</td><td>1.5432736473619741</td><td>True</td><td>0.11887023074422196</td><td>NAN</td><td>19.176895</td><td>18.730145</td><td>18.490814</td><td>18.954483</td><td>0.44675064</td><td>18.730145</td><td>True</td><td>True</td><td>True</td><td>1.0</td><td>1.0</td><td>0.027148579183739266</td><td>5</td><td>526-528-529-532-534</td><td>5260452-5280520-5290455-5290456-5320454-5340490</td><td>True</td><td>1</td><td>1.0</td><td>1.0</td><td>-1 .. -1</td><td>1.0</td><td>-293.07119190900033</td><td>-187.51896282074267</td><td>-12.951821397869681</td><td>345.60895974260876</td><td>-3.4480045933354972</td><td>-42.00467630880632</td><td>389.55622190176956</td><td>37.95285072595638</td><td>484797</td><td>587729777980342414</td><td>212.62084155</td><td>-1.97624848</td><td>18.540499</td><td>0.20881</td><td>4</td><td>G15_Y1_AX2_080</td><td>6</td><td>21.065653</td><td>19.671986</td><td>18.522118</td><td>18.12333</td><td>17.835695</td><td>725.5648509709974</td><td>39.303381178700924</td><td>507.9248611780687</td><td>319.1229055882134</td><td>-21.208375824955393</td><td>561.0327927175291</td><td>False</td><td>37.95285072595638</td></tr>\n",
+       "<tr><td>39627733935851833</td><td>8543.219156950712</td><td>429.38145891491894 .. -2.137305029445215</td><td>1.1915086270602987e-05</td><td>0</td><td>7882</td><td>GALAXY</td><td>--</td><td>10</td><td>792.6830711662769</td><td>0</td><td>212.61336550394256</td><td>-2.219082894962075</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.5744221289577652</td><td>516</td><td>9010</td><td>318258</td><td>2361</td><td>EXP</td><td>10.698861</td><td>19.72535</td><td>29.818346</td><td>306.4833</td><td>132.46446</td><td>22.085508</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>2126m022</td><td>0.06376475</td><td>20.814474</td><td>14.554506</td><td>2.3621998</td><td>0.5656103</td><td>2.2047985</td><td>4.064958</td><td>6.1449013</td><td>2.2473292</td><td>4.124879</td><td>6.2189875</td><td>1.0</td><td>1.547838</td><td>0.18034679</td><td>-0.00058913796</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>212.61336550394256</td><td>-2.219082894962075</td><td>1</td><td>836.0849</td><td>1</td><td>1</td><td>0.017</td><td>0.017</td><td>-0.001</td><td>0.001</td><td>212.6134327365682</td><td>0.0</td><td>-2.219079981978314</td><td>0.0</td><td>0.7088229</td><td>17</td><td>1.6297970604407797</td><td>True</td><td>0.18412606103845286</td><td>NAN</td><td>19.721716</td><td>19.124388</td><td>19.192354</td><td>19.5853</td><td>0.5973282</td><td>19.124388</td><td>True</td><td>True</td><td>True</td><td>1.0</td><td>1.0</td><td>0.014317722792701378</td><td>4</td><td>526-529-532-534</td><td>5260507-5290494-5320492-5320493-5340520</td><td>True</td><td>1</td><td>1.0</td><td>1.0</td><td>-1 .. -1</td><td>1.0</td><td>-447.8297436416816</td><td>-286.546283617104</td><td>-20.6015782810174</td><td>528.046230889581</td><td>-5.2633479173030935</td><td>-64.99347801607215</td><td>630.0225882826929</td><td>38.9967806027494</td><td>484797</td><td>587729777980342414</td><td>212.62084155</td><td>-1.97624848</td><td>18.540499</td><td>0.20881</td><td>4</td><td>G15_Y1_AX2_080</td><td>6</td><td>21.065653</td><td>19.671986</td><td>18.522118</td><td>18.12333</td><td>17.835695</td><td>725.5648509709974</td><td>39.303381178700924</td><td>507.9248611780687</td><td>319.1229055882134</td><td>-21.208375824955393</td><td>874.6175319982061</td><td>False</td><td>38.9967806027494</td></tr>\n",
+       "<tr><td>39627733935851892</td><td>8959.033953350037</td><td>1004.5000184321276 .. 76.55915047700863</td><td>3.648926006700676e-05</td><td>0</td><td>7876</td><td>GALAXY</td><td>--</td><td>10</td><td>849.6940633794293</td><td>0</td><td>212.61659865359061</td><td>-2.2177803604016484</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.31025393539104495</td><td>516</td><td>9010</td><td>318258</td><td>2420</td><td>SER</td><td>11.656459</td><td>33.31132</td><td>64.00262</td><td>570.02295</td><td>209.95206</td><td>50.542114</td><td>0</td><td>3647033374448674432</td><td>G2</td><td>19.774887</td><td>19.537401</td><td>18.063177</td><td>0.0</td><td>2126m022</td><td>0.06377395</td><td>65.7446</td><td>44.828342</td><td>2.0184412</td><td>0.5706306</td><td>6.371123</td><td>18.207117</td><td>34.982193</td><td>6.371123</td><td>18.207117</td><td>34.982193</td><td>3.132283</td><td>0.5656571</td><td>0.2280632</td><td>-0.47268754</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>212.61659865359061</td><td>-2.2177803604016484</td><td>1</td><td>313.4244</td><td>1</td><td>1</td><td>-0.006</td><td>0.006</td><td>-0.003</td><td>0.003</td><td>212.61657487261556</td><td>0.0</td><td>-2.217769231832082</td><td>0.0</td><td>0.76384443</td><td>17</td><td>1.628135982266541</td><td>True</td><td>0.18414300562616065</td><td>NAN</td><td>19.628614</td><td>18.55545</td><td>17.943615</td><td>18.36391</td><td>1.073164</td><td>18.55545</td><td>True</td><td>True</td><td>True</td><td>1.0</td><td>1.0</td><td>0.014317722792701378</td><td>4</td><td>526-529-532-534</td><td>5260507-5290494-5320492-5340520</td><td>True</td><td>1</td><td>1.0</td><td>1.0</td><td>-1 .. -1</td><td>1.0</td><td>-447.8535776487764</td><td>-286.5971539240168</td><td>-20.591312994435455</td><td>528.0947101682146</td><td>-5.233815899660925</td><td>-64.98724555224514</td><td>630.0873311268413</td><td>38.99700373772793</td><td>484797</td><td>587729777980342414</td><td>212.62084155</td><td>-1.97624848</td><td>18.540499</td><td>0.20881</td><td>4</td><td>G15_Y1_AX2_080</td><td>6</td><td>21.065653</td><td>19.671986</td><td>18.522118</td><td>18.12333</td><td>17.835695</td><td>725.5648509709974</td><td>39.303381178700924</td><td>507.9248611780687</td><td>319.1229055882134</td><td>-21.208375824955393</td><td>869.6487392466165</td><td>False</td><td>38.99700373772793</td></tr>\n",
+       "<tr><td>39627733935852010</td><td>8069.433267176151</td><td>406.24399645374837 .. 10.838719909810077</td><td>1.1802530982244633e-05</td><td>0</td><td>7904</td><td>GALAXY</td><td>--</td><td>10</td><td>520.8845207095146</td><td>0</td><td>212.62272177351016</td><td>-2.18939903872956</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>5764607523034234880</td><td>1</td><td>TGT</td><td>0.7621476878510232</td><td>575</td><td>9010</td><td>318258</td><td>2538</td><td>REX</td><td>10.107388</td><td>20.047745</td><td>30.97886</td><td>172.6888</td><td>71.606476</td><td>17.278524</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>2126m022</td><td>0.06468447</td><td>33.25899</td><td>22.269619</td><td>2.271115</td><td>0.5505472</td><td>2.2708535</td><td>4.5041804</td><td>6.960103</td><td>2.2753828</td><td>4.5088983</td><td>6.9656525</td><td>1.0</td><td>1.2148592</td><td>0.0</td><td>0.0</td><td>S</td><td>102100</td><td>9</td><td>5764607523034234880</td><td>131074</td><td>0</td><td>131072</td><td>0</td><td>0</td><td>0</td><td>212.62272177351016</td><td>-2.18939903872956</td><td>1</td><td>313.4244</td><td>1</td><td>1</td><td>-0.007</td><td>0.007</td><td>-0.002</td><td>0.002</td><td>212.62269400672787</td><td>0.0</td><td>-2.1893915308251817</td><td>0.0</td><td>0.7380067</td><td>17</td><td>1.5992486478907881</td><td>True</td><td>0.2583928270737451</td><td>NAN</td><td>19.780506</td><td>19.104794</td><td>18.683325</td><td>19.12341</td><td>0.6757126</td><td>19.104794</td><td>True</td><td>True</td><td>True</td><td>1.0</td><td>1.0</td><td>0.008149164156689509</td><td>4</td><td>526-529-532-534</td><td>5260491-5290494-5320474-5340520</td><td>True</td><td>1</td><td>1.0</td><td>1.0</td><td>-1 .. -1</td><td>1.0</td><td>-618.4600604082102</td><td>-395.8673707534333</td><td>-28.073090473507197</td><td>729.349568244279</td><td>-7.149623036469222</td><td>-89.38685668719343</td><td>924.7191783080804</td><td>39.83004932408531</td><td>484797</td><td>587729777980342414</td><td>212.62084155</td><td>-1.97624848</td><td>18.540499</td><td>0.20881</td><td>4</td><td>G15_Y1_AX2_080</td><td>6</td><td>21.065653</td><td>19.671986</td><td>18.522118</td><td>18.12333</td><td>17.835695</td><td>725.5648509709974</td><td>39.303381178700924</td><td>507.9248611780687</td><td>319.1229055882134</td><td>-21.208375824955393</td><td>767.3718255474797</td><td>False</td><td>39.83004932408531</td></tr>\n",
+       "<tr><td>39627733935852193</td><td>8418.00527511537</td><td>50.542486902510305 .. 16.919283197345916</td><td>2.807713629223721e-05</td><td>0</td><td>7919</td><td>GALAXY</td><td>--</td><td>10</td><td>140.07079388201237</td><td>0</td><td>212.633265809112</td><td>-2.1305179140496953</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.9606532837969581</td><td>516</td><td>9010</td><td>318258</td><td>2721</td><td>REX</td><td>6.8238506</td><td>17.092852</td><td>31.24623</td><td>301.3161</td><td>131.26523</td><td>19.778349</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>2126m022</td><td>0.06517531</td><td>33.209305</td><td>26.362577</td><td>2.3370383</td><td>0.56359714</td><td>1.5656962</td><td>3.9218643</td><td>7.1692815</td><td>1.5656962</td><td>3.9218643</td><td>7.1692815</td><td>1.0</td><td>1.1938621</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>212.633265809112</td><td>-2.1305179140496953</td><td>1</td><td>314.5347</td><td>1</td><td>1</td><td>-0.001</td><td>0.001</td><td>-0.003</td><td>0.003</td><td>212.63326171611394</td><td>0.0</td><td>-2.130506830025047</td><td>0.0</td><td>0.7410486</td><td>17</td><td>1.5395674519145781</td><td>True</td><td>0.2574912671415453</td><td>NAN</td><td>20.205452</td><td>19.27686</td><td>18.684858</td><td>18.940166</td><td>0.9285927</td><td>19.27686</td><td>True</td><td>True</td><td>True</td><td>1.0</td><td>1.0</td><td>0.008149164156689509</td><td>6</td><td>526-527-528-529-532-534</td><td>5260452-5270512-5280520-5290455-5320431-5340490</td><td>True</td><td>1</td><td>1.0</td><td>1.0</td><td>-1 .. -1</td><td>1.0</td><td>-616.3748666913083</td><td>-394.69259095370626</td><td>-27.228498861867035</td><td>727.0404391167147</td><td>-6.991670229009856</td><td>-88.34548788213164</td><td>921.0139449776599</td><td>39.82133102927414</td><td>484797</td><td>587729777980342414</td><td>212.62084155</td><td>-1.97624848</td><td>18.540499</td><td>0.20881</td><td>4</td><td>G15_Y1_AX2_080</td><td>6</td><td>21.065653</td><td>19.671986</td><td>18.522118</td><td>18.12333</td><td>17.835695</td><td>725.5648509709974</td><td>39.303381178700924</td><td>507.9248611780687</td><td>319.1229055882134</td><td>-21.208375824955393</td><td>557.1658281601176</td><td>False</td><td>39.82133102927414</td></tr>\n",
+       "<tr><td>39627733935852273</td><td>8176.366350345314</td><td>182.32199755325405 .. -19.010664078929842</td><td>4.8985887983843716e-05</td><td>0</td><td>7884</td><td>GALAXY</td><td>--</td><td>10</td><td>470.7495830077678</td><td>0</td><td>212.63730519053897</td><td>-2.1711930932191406</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.06780090392934235</td><td>516</td><td>9010</td><td>318258</td><td>2801</td><td>SER</td><td>10.722828</td><td>31.712193</td><td>59.97772</td><td>326.35016</td><td>132.24994</td><td>24.553047</td><td>0</td><td>3647035264234291456</td><td>G2</td><td>20.71832</td><td>0.0</td><td>0.0</td><td>0.0</td><td>2126m022</td><td>0.06491555</td><td>33.56725</td><td>22.514547</td><td>1.8325906</td><td>0.5086418</td><td>3.4247544</td><td>10.128529</td><td>19.156229</td><td>3.6273868</td><td>10.773549</td><td>20.296232</td><td>1.4128758</td><td>1.2919468</td><td>-0.28711054</td><td>0.28270897</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>212.63730519053897</td><td>-2.1711930932191406</td><td>1</td><td>313.4244</td><td>1</td><td>1</td><td>-0.01</td><td>0.01</td><td>-0.001</td><td>0.001</td><td>212.63726550467695</td><td>0.0</td><td>-2.1711892242936615</td><td>0.0</td><td>0.73309124</td><td>17</td><td>1.5795886171199225</td><td>True</td><td>0.2511342038683036</td><td>NAN</td><td>19.715588</td><td>18.606392</td><td>18.673265</td><td>19.111507</td><td>1.1091957</td><td>18.606392</td><td>True</td><td>True</td><td>True</td><td>1.0</td><td>1.0</td><td>0.008149164156689509</td><td>4</td><td>526-527-529-532</td><td>5260472-5270525-5290475-5320453</td><td>True</td><td>1</td><td>0.6666666666666666</td><td>1.0</td><td>-1 .. -1</td><td>1.0</td><td>-601.9485243381976</td><td>-385.51459572570366</td><td>-27.100588292323625</td><td>710.0139857942698</td><td>-6.777944775499861</td><td>-86.78807981186628</td><td>894.9746717355545</td><td>39.759053723612325</td><td>484797</td><td>587729777980342414</td><td>212.62084155</td><td>-1.97624848</td><td>18.540499</td><td>0.20881</td><td>4</td><td>G15_Y1_AX2_080</td><td>6</td><td>21.065653</td><td>19.671986</td><td>18.522118</td><td>18.12333</td><td>17.835695</td><td>725.5648509709974</td><td>39.303381178700924</td><td>507.9248611780687</td><td>319.1229055882134</td><td>-21.208375824955393</td><td>704.295617414001</td><td>False</td><td>39.759053723612325</td></tr>\n",
+       "<tr><td>39627733935852578</td><td>9110.830919027328</td><td>171.8746586551801 .. -13.205412711596864</td><td>1.05720638754768e-05</td><td>0</td><td>7901</td><td>GALAXY</td><td>--</td><td>10</td><td>2039.651329278946</td><td>0</td><td>212.65268499950503</td><td>-2.282912922968782</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.66771240214086</td><td>516</td><td>9010</td><td>318258</td><td>3106</td><td>REX</td><td>11.930923</td><td>26.464931</td><td>48.22346</td><td>386.7765</td><td>181.65111</td><td>34.02943</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>2126m022</td><td>0.059851453</td><td>64.42012</td><td>50.559643</td><td>2.1627166</td><td>0.56621426</td><td>5.240175</td><td>11.623649</td><td>21.180202</td><td>5.2669873</td><td>11.673388</td><td>21.236403</td><td>1.0</td><td>0.62284565</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>212.65268499950503</td><td>-2.282912922968782</td><td>1</td><td>329.2138</td><td>1</td><td>1</td><td>0.001</td><td>0.001</td><td>0.0</td><td>0.0</td><td>212.65268894947124</td><td>0.0</td><td>-2.2829129491806426</td><td>0.0</td><td>0.76223</td><td>17</td><td>1.6893437544183034</td><td>True</td><td>0.2219621131411102</td><td>NAN</td><td>19.615952</td><td>18.813745</td><td>17.966434</td><td>18.233727</td><td>0.80220604</td><td>18.813745</td><td>True</td><td>True</td><td>True</td><td>1.0</td><td>1.2524271844660195</td><td>0.00955433940561021</td><td>2</td><td>526-532</td><td>5260520-5320521</td><td>True</td><td>1</td><td>0.85</td><td>1.0</td><td>8934576692112881151 .. -3377739717583074</td><td>0.796875</td><td>-535.2622392111848</td><td>-343.00838135195124</td><td>-25.34390377353517</td><td>631.3621086834535</td><td>-5.857451133310008</td><td>-78.42388568888501</td><td>777.4625099314393</td><td>39.45339728031137</td><td>484823</td><td>587729777980407972</td><td>212.75611402</td><td>-1.99995686</td><td>17.04939</td><td>0.1155</td><td>5</td><td>1031460419128027136</td><td>6</td><td>19.508709</td><td>17.865688</td><td>16.888426</td><td>16.470627</td><td>16.136612</td><td>377.6298685469092</td><td>37.88533168702969</td><td>286.0392875770595</td><td>180.65836841503204</td><td>-12.101073872648271</td><td>1084.4711703715227</td><td>False</td><td>39.45339728031137</td></tr>\n",
+       "<tr><td>39627733935852693</td><td>8657.775320529938</td><td>1022.0177702938316 .. 37.679416761537084</td><td>6.530756698589609e-06</td><td>0</td><td>7797</td><td>GALAXY</td><td>--</td><td>10</td><td>2103.988899707794</td><td>0</td><td>212.6588421539101</td><td>-2.2177537288857483</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.6159449205879421</td><td>516</td><td>9010</td><td>318258</td><td>3221</td><td>EXP</td><td>16.192995</td><td>28.250193</td><td>43.300262</td><td>341.65073</td><td>155.63284</td><td>29.915955</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>2126m022</td><td>0.06293983</td><td>41.24335</td><td>33.00383</td><td>2.3154185</td><td>0.5930744</td><td>4.564714</td><td>7.963569</td><td>12.2060995</td><td>4.564714</td><td>7.963569</td><td>12.2060995</td><td>1.0</td><td>1.2721611</td><td>0.21695024</td><td>-0.14872299</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>212.6588421539101</td><td>-2.2177537288857483</td><td>1</td><td>836.0849</td><td>1</td><td>1</td><td>0.02</td><td>0.02</td><td>-0.002</td><td>0.002</td><td>212.6589213134084</td><td>0.0</td><td>-2.2177470953824634</td><td>0.0</td><td>0.708023</td><td>17</td><td>1.623896331049498</td><td>True</td><td>0.17389069799763715</td><td>NAN</td><td>19.274393</td><td>18.736181</td><td>18.450035</td><td>18.696476</td><td>0.5382118</td><td>18.736181</td><td>True</td><td>True</td><td>True</td><td>1.0</td><td>1.0</td><td>0.014317722792701378</td><td>4</td><td>526-529-532-534</td><td>5260490-5290493-5320491-5340519</td><td>True</td><td>1</td><td>1.0</td><td>1.0</td><td>-1 .. -1</td><td>1.0</td><td>-423.6322631376602</td><td>-271.5375434081973</td><td>-19.486636025182364</td><td>499.77316335537444</td><td>-4.582116157835912</td><td>-61.50162791463774</td><td>591.1290473532348</td><td>38.85841150284555</td><td>484823</td><td>587729777980407972</td><td>212.75611402</td><td>-1.99995686</td><td>17.04939</td><td>0.1155</td><td>5</td><td>1031460419128027136</td><td>6</td><td>19.508709</td><td>17.865688</td><td>16.888426</td><td>16.470627</td><td>16.136612</td><td>377.6298685469092</td><td>37.88533168702969</td><td>286.0392875770595</td><td>180.65836841503204</td><td>-12.101073872648271</td><td>858.616741833207</td><td>False</td><td>38.85841150284555</td></tr>\n",
+       "<tr><td>39627733935852959</td><td>8988.161601930857</td><td>-559.4950224104321 .. -89.15822719086117</td><td>1.3093235130577416e-05</td><td>0</td><td>7887</td><td>GALAXY</td><td>--</td><td>10</td><td>2348.366434812546</td><td>0</td><td>212.67284145378306</td><td>-2.167659274206793</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.5995985300392094</td><td>516</td><td>9010</td><td>318258</td><td>3487</td><td>SER</td><td>12.597902</td><td>28.226564</td><td>48.28432</td><td>253.98541</td><td>113.98146</td><td>21.553984</td><td>0</td><td>3647035131090970240</td><td>G2</td><td>20.606415</td><td>20.179684</td><td>18.737469</td><td>0.0</td><td>2126m022</td><td>0.064281136</td><td>49.57633</td><td>35.627975</td><td>1.9244183</td><td>0.485796</td><td>4.1898746</td><td>9.387735</td><td>16.058647</td><td>4.1904798</td><td>9.388427</td><td>16.059744</td><td>4.9797707</td><td>1.4793754</td><td>0.33781984</td><td>0.11422423</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>212.67284145378306</td><td>-2.167659274206793</td><td>1</td><td>313.4244</td><td>1</td><td>1</td><td>-0.013</td><td>0.013</td><td>0.0</td><td>0.0</td><td>212.6727898540023</td><td>0.0</td><td>-2.1676591307165927</td><td>0.0</td><td>0.7224164</td><td>17</td><td>1.5728046463724494</td><td>True</td><td>0.17366060457440746</td><td>NAN</td><td>19.542654</td><td>18.734186</td><td>18.249987</td><td>18.613258</td><td>0.80846786</td><td>18.734186</td><td>True</td><td>True</td><td>True</td><td>1.0</td><td>1.0</td><td>0.014317722792701378</td><td>5</td><td>526-527-529-532-534</td><td>5260471-5270524-5290454-5320452-5340489-5340505</td><td>True</td><td>1</td><td>1.0</td><td>1.0</td><td>-1 .. -1</td><td>1.0</td><td>-423.04002573028924</td><td>-271.3037866329594</td><td>-19.02240155355623</td><td>499.19057215192976</td><td>-4.453639247900924</td><td>-60.98686370202424</td><td>590.2596471962178</td><td>38.855215469561486</td><td>484823</td><td>587729777980407972</td><td>212.75611402</td><td>-1.99995686</td><td>17.04939</td><td>0.1155</td><td>5</td><td>1031460419128027136</td><td>6</td><td>19.508709</td><td>17.865688</td><td>16.888426</td><td>16.470627</td><td>16.136612</td><td>377.6298685469092</td><td>37.88533168702969</td><td>286.0392875770595</td><td>180.65836841503204</td><td>-12.101073872648271</td><td>673.971987242113</td><td>False</td><td>38.855215469561486</td></tr>\n",
+       "<tr><td>39627733935853017</td><td>8292.41506767273</td><td>1366.1601921612055 .. 65.54524194024566</td><td>4.96439807542203e-06</td><td>0</td><td>7824</td><td>GALAXY</td><td>--</td><td>10</td><td>2557.7135062217712</td><td>0</td><td>212.67554461364907</td><td>-2.2637492087334614</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>5764607523034234880</td><td>1</td><td>TGT</td><td>0.8137344431185567</td><td>575</td><td>9010</td><td>318258</td><td>3545</td><td>SER</td><td>14.944156</td><td>21.373474</td><td>27.566135</td><td>211.88898</td><td>134.51688</td><td>17.457312</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>2126m022</td><td>0.05972593</td><td>17.967247</td><td>11.163851</td><td>2.4033532</td><td>0.5757261</td><td>3.7773354</td><td>5.4024315</td><td>6.9677095</td><td>3.777748</td><td>5.4028525</td><td>6.968121</td><td>1.9374226</td><td>1.8059136</td><td>0.39390898</td><td>0.18678048</td><td>S</td><td>102100</td><td>9</td><td>5764607523034234880</td><td>131074</td><td>0</td><td>131072</td><td>0</td><td>0</td><td>0</td><td>212.67554461364907</td><td>-2.2637492087334614</td><td>1</td><td>836.0849</td><td>1</td><td>1</td><td>0.019</td><td>0.019</td><td>0.004</td><td>0.004</td><td>212.67561980024888</td><td>0.0</td><td>-2.2637645005163622</td><td>0.0</td><td>0.6936274</td><td>17</td><td>1.6683943812328377</td><td>True</td><td>0.13708758736605686</td><td>NAN</td><td>19.371862</td><td>19.046005</td><td>19.352806</td><td>19.873716</td><td>0.32585716</td><td>19.046005</td><td>True</td><td>True</td><td>True</td><td>1.0</td><td>1.4021739130434783</td><td>0.027777083689271544</td><td>3</td><td>526-529-532</td><td>5260519-5290509-5320507</td><td>True</td><td>1</td><td>0.8260869565217391</td><td>1.0</td><td>-18014815210832399 .. -380167965157881349</td><td>0.7109375</td><td>-336.4626019870527</td><td>-215.8024063816288</td><td>-15.80119415487226</td><td>396.9845564381412</td><td>-3.5234273603142867</td><td>-49.17607428382543</td><td>454.8740337764641</td><td>38.2894557304296</td><td>484823</td><td>587729777980407972</td><td>212.75611402</td><td>-1.99995686</td><td>17.04939</td><td>0.1155</td><td>5</td><td>1031460419128027136</td><td>6</td><td>19.508709</td><td>17.865688</td><td>16.888426</td><td>16.470627</td><td>16.136612</td><td>377.6298685469092</td><td>37.88533168702969</td><td>286.0392875770595</td><td>180.65836841503204</td><td>-12.101073872648271</td><td>992.9008730145011</td><td>False</td><td>38.2894557304296</td></tr>\n",
+       "<tr><td>39627733935853102</td><td>8275.384898364544</td><td>185.98197387740086 .. -11.50110635573315</td><td>6.679760195096443e-06</td><td>0</td><td>7887</td><td>GALAXY</td><td>--</td><td>10</td><td>1099.3821809887886</td><td>0</td><td>212.6799353883786</td><td>-2.2548544849463044</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.1627753267831541</td><td>516</td><td>9010</td><td>318258</td><td>3630</td><td>REX</td><td>16.196278</td><td>26.634108</td><td>39.5741</td><td>178.1278</td><td>104.32477</td><td>14.979022</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>2126m022</td><td>0.060034115</td><td>29.898283</td><td>19.737156</td><td>2.4341905</td><td>0.6007733</td><td>4.1772623</td><td>6.869334</td><td>10.206752</td><td>4.1780877</td><td>6.870125</td><td>10.2074375</td><td>1.0</td><td>1.0812091</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>212.6799353883786</td><td>-2.2548544849463044</td><td>1</td><td>329.2138</td><td>1</td><td>1</td><td>-0.001</td><td>0.001</td><td>0.0</td><td>0.0</td><td>212.67993143115658</td><td>0.0</td><td>-2.254854464255759</td><td>0.0</td><td>0.745024</td><td>17</td><td>1.6592012923264454</td><td>True</td><td>0.1372808980020174</td><td>NAN</td><td>19.283512</td><td>18.80643</td><td>18.799839</td><td>19.255005</td><td>0.4770813</td><td>18.80643</td><td>True</td><td>True</td><td>True</td><td>1.0</td><td>1.3578947368421053</td><td>0.027777083689271544</td><td>2</td><td>529-532</td><td>5290509-5320507</td><td>True</td><td>1</td><td>0.7894736842105263</td><td>1.0</td><td>9140044508754542555 .. -3819079998644472077</td><td>0.734375</td><td>-336.9091647006561</td><td>-216.12526689103964</td><td>-15.760707838206544</td><td>397.53645955957654</td><td>-3.4976041076390345</td><td>-49.181767413560664</td><td>455.5747924664061</td><td>38.29279843002471</td><td>484823</td><td>587729777980407972</td><td>212.75611402</td><td>-1.99995686</td><td>17.04939</td><td>0.1155</td><td>5</td><td>1031460419128027136</td><td>6</td><td>19.508709</td><td>17.865688</td><td>16.888426</td><td>16.470627</td><td>16.136612</td><td>377.6298685469092</td><td>37.88533168702969</td><td>286.0392875770595</td><td>180.65836841503204</td><td>-12.101073872648271</td><td>957.6810413136045</td><td>False</td><td>38.29279843002471</td></tr>\n",
+       "<tr><td>39627733935853194</td><td>8465.235985525418</td><td>514.5272093772539 .. 26.87106766144148</td><td>0.00011089184089783028</td><td>0</td><td>7894</td><td>GALAXY</td><td>--</td><td>10</td><td>126.67423196462914</td><td>0</td><td>212.6855955069422</td><td>-2.215717186609287</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.9473472974819039</td><td>516</td><td>9010</td><td>318258</td><td>3722</td><td>SER</td><td>6.1079984</td><td>18.712734</td><td>36.455223</td><td>331.41</td><td>136.06425</td><td>23.831348</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>2126m022</td><td>0.06209473</td><td>32.60301</td><td>24.9938</td><td>2.1247683</td><td>0.51818085</td><td>2.16388</td><td>6.6293583</td><td>12.9149885</td><td>2.1638813</td><td>6.6293607</td><td>12.914991</td><td>6.0</td><td>1.2982355</td><td>-0.18958043</td><td>-0.15145586</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>212.6855955069422</td><td>-2.215717186609287</td><td>1</td><td>313.4244</td><td>1</td><td>1</td><td>-0.009</td><td>0.009</td><td>-0.003</td><td>0.003</td><td>212.68555987565784</td><td>0.0</td><td>-2.2157061049028797</td><td>0.0</td><td>0.7322164</td><td>17</td><td>1.619759749445514</td><td>True</td><td>0.2093096564703749</td><td>NAN</td><td>20.33568</td><td>19.185223</td><td>18.705431</td><td>18.998402</td><td>1.1504574</td><td>19.185223</td><td>True</td><td>True</td><td>True</td><td>1.0</td><td>1.0</td><td>0.011040410670367769</td><td>4</td><td>526-529-532-534</td><td>5260489-5290492-5320472-5320491-5340518</td><td>True</td><td>1</td><td>1.0</td><td>1.0</td><td>-1 .. -1</td><td>1.0</td><td>-505.95832681524564</td><td>-324.63987524738695</td><td>-23.259118491033334</td><td>597.0790137866902</td><td>-5.1935273913864535</td><td>-73.45435477934623</td><td>727.5240097677944</td><td>39.309236652465685</td><td>484823</td><td>587729777980407972</td><td>212.75611402</td><td>-1.99995686</td><td>17.04939</td><td>0.1155</td><td>5</td><td>1031460419128027136</td><td>6</td><td>19.508709</td><td>17.865688</td><td>16.888426</td><td>16.470627</td><td>16.136612</td><td>377.6298685469092</td><td>37.88533168702969</td><td>286.0392875770595</td><td>180.65836841503204</td><td>-12.101073872648271</td><td>817.1178941057123</td><td>False</td><td>39.309236652465685</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><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><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>39627884997902809</td><td>9329.37264377717</td><td>1087.2558280087567 .. 50.80729134126967</td><td>6.860658950815696e-05</td><td>0</td><td>7858</td><td>GALAXY</td><td>--</td><td>10</td><td>836.9031679537147</td><td>0</td><td>218.32049902961654</td><td>3.9612746864920076</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.6302721280720684</td><td>516</td><td>9010</td><td>354274</td><td>473</td><td>SER</td><td>13.413357</td><td>38.638454</td><td>76.45465</td><td>414.71017</td><td>106.14193</td><td>31.85387</td><td>0</td><td>3668781684381901184</td><td>G2</td><td>20.14827</td><td>19.753685</td><td>18.174692</td><td>0.0</td><td>2184p040</td><td>0.035490077</td><td>71.04071</td><td>44.50358</td><td>1.9259664</td><td>0.5588681</td><td>5.4454703</td><td>15.686197</td><td>31.038578</td><td>5.445506</td><td>15.6862545</td><td>31.038649</td><td>6.0</td><td>0.8867065</td><td>0.12364454</td><td>0.019482328</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>218.32049902961654</td><td>3.9612746864920076</td><td>1</td><td>499.8561</td><td>1</td><td>1</td><td>0.004</td><td>0.004</td><td>-0.001</td><td>0.001</td><td>218.32051488964768</td><td>0.0</td><td>3.9612782411990923</td><td>0.0</td><td>0.75164</td><td>10</td><td>1.5549083987581915</td><td>True</td><td>0.16756908957673808</td><td>NAN</td><td>19.567091</td><td>18.455614</td><td>17.8647</td><td>18.375002</td><td>1.1114769</td><td>18.455614</td><td>True</td><td>True</td><td>True</td><td>1.0</td><td>1.0</td><td>0.015088145653525746</td><td>3</td><td>287-288-290</td><td>2875493-2885456-2905522</td><td>True</td><td>1</td><td>1.0</td><td>1.0</td><td>-1 .. -1</td><td>1.0</td><td>-380.3047599135409</td><td>-300.56759194237367</td><td>33.567088199455746</td><td>483.90642322411446</td><td>43.42684209244453</td><td>-6.929653486672009</td><td>567.3224539682866</td><td>38.76914986389738</td><td>367016</td><td>587726033875829041</td><td>218.19912067</td><td>2.98863066</td><td>18.367704</td><td>0.15577</td><td>4</td><td>G15_Y4_205_324</td><td>6</td><td>21.022459</td><td>19.262836</td><td>18.263006</td><td>17.836044</td><td>17.520239</td><td>523.3317334324213</td><td>38.593885349952316</td><td>357.71541543916425</td><td>276.63377744667645</td><td>23.249287402794863</td><td>3528.577838006857</td><td>False</td><td>38.76914986389738</td></tr>\n",
+       "<tr><td>39627884997902828</td><td>8087.840106880292</td><td>1221.7623988913367 .. 89.72432005021062</td><td>3.771286844791765e-05</td><td>0</td><td>7886</td><td>GALAXY</td><td>--</td><td>10</td><td>1187.7107696691528</td><td>0</td><td>218.32118297107326</td><td>3.920343169383464</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.8897517251853659</td><td>516</td><td>9010</td><td>354274</td><td>492</td><td>SER</td><td>25.978455</td><td>68.36666</td><td>135.62137</td><td>228.85391</td><td>54.884327</td><td>17.654211</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>2184p040</td><td>0.0361639</td><td>139.70697</td><td>95.21141</td><td>1.2460861</td><td>0.39403358</td><td>7.7050138</td><td>20.277037</td><td>40.224274</td><td>7.754482</td><td>20.375648</td><td>40.376945</td><td>4.5455546</td><td>1.6118836</td><td>-0.26678258</td><td>0.022975704</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>218.32118297107326</td><td>3.920343169383464</td><td>1</td><td>297.5716</td><td>1</td><td>1</td><td>0.006</td><td>0.006</td><td>-0.004</td><td>0.004</td><td>218.32120663412886</td><td>0.0</td><td>3.92035778310214</td><td>0.0</td><td>0.73271966</td><td>10</td><td>1.5147386501673987</td><td>True</td><td>0.1544244825822349</td><td>NAN</td><td>18.847237</td><td>17.834595</td><td>17.1303</td><td>17.54919</td><td>1.0126419</td><td>17.834595</td><td>True</td><td>True</td><td>True</td><td>1.0</td><td>1.015748031496063</td><td>0.015088145653525746</td><td>6</td><td>282-284-285-287-288-290</td><td>2825432-2825433-2845523-2855458-2875454-2885434-2905492</td><td>True</td><td>1</td><td>1.0</td><td>1.0</td><td>-140737488355329 .. -4097</td><td>0.984375</td><td>-351.447934352357</td><td>-277.7678917719399</td><td>30.69883321885668</td><td>447.1653430596251</td><td>40.13739766244896</td><td>-6.724276631737808</td><td>518.3521098417727</td><td>38.573124352890986</td><td>367016</td><td>587726033875829041</td><td>218.19912067</td><td>2.98863066</td><td>18.367704</td><td>0.15577</td><td>4</td><td>G15_Y4_205_324</td><td>6</td><td>21.022459</td><td>19.262836</td><td>18.263006</td><td>17.836044</td><td>17.520239</td><td>523.3317334324213</td><td>38.593885349952316</td><td>357.71541543916425</td><td>276.63377744667645</td><td>23.249287402794863</td><td>3382.7224856910307</td><td>False</td><td>38.573124352890986</td></tr>\n",
+       "<tr><td>39627884997903156</td><td>9377.06022810936</td><td>95.57130719221426 .. -17.640922097764456</td><td>6.701322197668589e-06</td><td>0</td><td>7927</td><td>GALAXY</td><td>--</td><td>10</td><td>2775.1606872081757</td><td>0</td><td>218.33443266829863</td><td>4.055529033512177</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.24092023778202865</td><td>516</td><td>9010</td><td>354274</td><td>820</td><td>SER</td><td>9.332411</td><td>23.466484</td><td>46.038685</td><td>474.37476</td><td>138.01912</td><td>31.003483</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>2184p040</td><td>0.033459872</td><td>62.671432</td><td>58.008976</td><td>1.9097728</td><td>0.49441972</td><td>2.6183703</td><td>6.5839305</td><td>12.916954</td><td>2.6209784</td><td>6.5988307</td><td>12.94437</td><td>2.0439994</td><td>1.4929719</td><td>-0.3349672</td><td>-0.049827185</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>218.33443266829863</td><td>4.055529033512177</td><td>2</td><td>1306.556</td><td>2</td><td>2</td><td>-0.008</td><td>0.012041595</td><td>0.01</td><td>0.014866069</td><td>218.33440132772802</td><td>0.1272345</td><td>4.055492719128975</td><td>0.1437766</td><td>0.7029586</td><td>10</td><td>1.650146129985435</td><td>True</td><td>0.2303911892126334</td><td>NAN</td><td>19.967476</td><td>19.001438</td><td>18.00117</td><td>18.08748</td><td>0.96603775</td><td>19.001438</td><td>True</td><td>True</td><td>True</td><td>1.0</td><td>1.3870967741935485</td><td>0.007717629864683936</td><td>1</td><td>288</td><td>2885512</td><td>True</td><td>1</td><td>0.5294117647058824</td><td>1.0</td><td>-4647785808168879137 .. -2971162033563895304</td><td>0.71875</td><td>-515.7877898012281</td><td>-407.8481907007349</td><td>46.6210887207483</td><td>656.5002020619579</td><td>59.068181230616915</td><td>-8.315728357889292</td><td>811.0795429443376</td><td>39.54531723879819</td><td>367036</td><td>587726033875960107</td><td>218.4972648</td><td>2.99384561</td><td>18.168365</td><td>0.22952</td><td>5</td><td>4530858264615190528</td><td>6</td><td>21.377047</td><td>19.381771</td><td>18.067957</td><td>17.50288</td><td>17.162985</td><td>807.5921982159258</td><td>39.535960573843525</td><td>516.8082859105601</td><td>403.9805734086276</td><td>33.78747263034515</td><td>3866.5827048222486</td><td>False</td><td>39.54531723879819</td></tr>\n",
+       "<tr><td>39627884997903731</td><td>8685.170081607997</td><td>875.6800506621629 .. -49.20818891990571</td><td>2.6571449414413192e-05</td><td>0</td><td>7924</td><td>GALAXY</td><td>--</td><td>10</td><td>1478.8940120255575</td><td>0</td><td>218.35694473297977</td><td>3.877640649818751</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.8449041411920274</td><td>516</td><td>9010</td><td>354274</td><td>1395</td><td>SER</td><td>19.929955</td><td>46.056164</td><td>83.32298</td><td>226.47888</td><td>89.59072</td><td>22.577465</td><td>0</td><td>3656770378841451776</td><td>G2</td><td>20.130608</td><td>19.32518</td><td>18.065556</td><td>0.0</td><td>2184p040</td><td>0.03760724</td><td>67.29431</td><td>43.2454</td><td>1.9650555</td><td>0.56194764</td><td>7.609916</td><td>17.585768</td><td>31.815474</td><td>7.609948</td><td>17.585836</td><td>31.815535</td><td>3.073251</td><td>0.9090217</td><td>0.17508301</td><td>0.018850124</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>218.35694473297977</td><td>3.877640649818751</td><td>2</td><td>1306.556</td><td>2</td><td>2</td><td>-0.011</td><td>0.017804494</td><td>0.0135</td><td>0.019811613</td><td>218.35690125349043</td><td>0.19992815</td><td>3.877590303608292</td><td>0.19425084</td><td>0.70593935</td><td>10</td><td>1.4797257525349017</td><td>True</td><td>0.09741264515561707</td><td>NAN</td><td>19.130365</td><td>18.26036</td><td>17.923134</td><td>18.405901</td><td>0.87000465</td><td>18.26036</td><td>True</td><td>True</td><td>True</td><td>1.0</td><td>1.0</td><td>0.02547849266551284</td><td>4</td><td>285-287-288-290</td><td>2855414-2855437-2875432-2885413-2905475</td><td>True</td><td>1</td><td>1.0</td><td>1.0</td><td>-1 .. -1</td><td>1.0</td><td>-224.1947287161741</td><td>-177.42040877140852</td><td>19.37891277995727</td><td>285.3614729863266</td><td>25.794711091641886</td><td>-4.503632760172273</td><td>314.4749246936997</td><td>37.487930108980876</td><td>367036</td><td>587726033875960107</td><td>218.4972648</td><td>2.99384561</td><td>18.168365</td><td>0.22952</td><td>5</td><td>4530858264615190528</td><td>6</td><td>21.377047</td><td>19.381771</td><td>18.067957</td><td>17.50288</td><td>17.162985</td><td>807.5921982159258</td><td>39.535960573843525</td><td>516.8082859105601</td><td>403.9805734086276</td><td>33.78747263034515</td><td>3221.3710141743786</td><td>False</td><td>37.487930108980876</td></tr>\n",
+       "<tr><td>39627884997903732</td><td>9585.935160756111</td><td>727.2276642172028 .. 57.3964700023586</td><td>8.129921157198196e-06</td><td>0</td><td>7923</td><td>GALAXY</td><td>--</td><td>10</td><td>2190.115602850914</td><td>0</td><td>218.35695205196782</td><td>4.054586721006015</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.3048605596351749</td><td>516</td><td>9010</td><td>354274</td><td>1396</td><td>REX</td><td>15.889744</td><td>32.73998</td><td>57.301453</td><td>347.15134</td><td>96.27721</td><td>24.084381</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>2184p040</td><td>0.03357698</td><td>56.740788</td><td>45.819553</td><td>1.9209588</td><td>0.52110463</td><td>4.074447</td><td>8.395183</td><td>14.693234</td><td>4.1110806</td><td>8.472413</td><td>14.823959</td><td>1.0</td><td>1.0861229</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>218.35695205196782</td><td>4.054586721006015</td><td>1</td><td>499.8561</td><td>1</td><td>1</td><td>0.006</td><td>0.006</td><td>-0.004</td><td>0.004</td><td>218.3569756132356</td><td>0.0</td><td>4.054601007199255</td><td>0.0</td><td>0.7390794</td><td>10</td><td>1.6532373777130467</td><td>True</td><td>0.22991080136078318</td><td>NAN</td><td>19.389292</td><td>18.63961</td><td>18.109083</td><td>18.343578</td><td>0.7496815</td><td>18.63961</td><td>True</td><td>True</td><td>True</td><td>1.0</td><td>1.0</td><td>0.00955433940561021</td><td>3</td><td>282-287-288</td><td>2825511-2875523-2885512</td><td>True</td><td>1</td><td>0.7619047619047619</td><td>1.0</td><td>-1 .. -1</td><td>1.0</td><td>-514.6062609661271</td><td>-407.24274681696954</td><td>46.517909369734916</td><td>655.1759707221476</td><td>59.20808202328709</td><td>-8.308126390123242</td><td>809.1562266846835</td><td>39.54016190247914</td><td>367036</td><td>587726033875960107</td><td>218.4972648</td><td>2.99384561</td><td>18.168365</td><td>0.22952</td><td>5</td><td>4530858264615190528</td><td>6</td><td>21.377047</td><td>19.381771</td><td>18.067957</td><td>17.50288</td><td>17.162985</td><td>807.5921982159258</td><td>39.535960573843525</td><td>516.8082859105601</td><td>403.9805734086276</td><td>33.78747263034515</td><td>3851.8055500292166</td><td>False</td><td>39.54016190247914</td></tr>\n",
+       "<tr><td>39627884997903794</td><td>8190.614242576063</td><td>646.9281736646534 .. 23.500014165605542</td><td>2.3123856136066292e-05</td><td>0</td><td>7865</td><td>GALAXY</td><td>--</td><td>10</td><td>775.6282143210992</td><td>0</td><td>218.35965158316205</td><td>4.055501782335233</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.9114469626957833</td><td>516</td><td>9010</td><td>354274</td><td>1458</td><td>SER</td><td>31.772532</td><td>78.02855</td><td>149.09131</td><td>114.62391</td><td>30.679806</td><td>8.0868435</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>2184p040</td><td>0.033560026</td><td>152.6745</td><td>106.716835</td><td>0.8694271</td><td>0.2597084</td><td>5.641004</td><td>13.8534565</td><td>26.470182</td><td>5.6548057</td><td>13.871826</td><td>26.494087</td><td>6.0</td><td>4.303633</td><td>-0.033157587</td><td>0.29554287</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>218.35965158316205</td><td>4.055501782335233</td><td>1</td><td>427.8227</td><td>1</td><td>1</td><td>-0.004</td><td>0.004</td><td>-0.001</td><td>0.001</td><td>218.35963571834768</td><td>0.0</td><td>4.055505648143916</td><td>0.0</td><td>0.72496253</td><td>10</td><td>1.6546379868255974</td><td>True</td><td>0.15408223156321735</td><td>NAN</td><td>18.637009</td><td>17.696709</td><td>17.034409</td><td>17.425625</td><td>0.9403</td><td>17.696709</td><td>True</td><td>True</td><td>True</td><td>1.0</td><td>1.5357142857142858</td><td>0.015088145653525746</td><td>2</td><td>282-288</td><td>2825511-2885512</td><td>True</td><td>1</td><td>0.7272727272727273</td><td>1.0</td><td>-2119205918400451415 .. -3459963050264809107</td><td>0.6484375</td><td>-350.45012936741267</td><td>-277.3617482851904</td><td>31.687346425482907</td><td>446.1943373549735</td><td>40.34355451059946</td><td>-5.6507902764551545</td><td>517.0866958349408</td><td>38.567816819591336</td><td>367036</td><td>587726033875960107</td><td>218.4972648</td><td>2.99384561</td><td>18.168365</td><td>0.22952</td><td>5</td><td>4530858264615190528</td><td>6</td><td>21.377047</td><td>19.381771</td><td>18.067957</td><td>17.50288</td><td>17.162985</td><td>807.5921982159258</td><td>39.535960573843525</td><td>516.8082859105601</td><td>403.9805734086276</td><td>33.78747263034515</td><td>3853.814887849132</td><td>False</td><td>38.567816819591336</td></tr>\n",
+       "<tr><td>39627884997904044</td><td>7807.5164907723665</td><td>664.3624453203655 .. 60.26521185599648</td><td>1.5379351675091025e-05</td><td>0</td><td>7869</td><td>GALAXY</td><td>--</td><td>10</td><td>692.3466191738844</td><td>0</td><td>218.3701123693512</td><td>3.8902654810290294</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.7782104931161598</td><td>516</td><td>9010</td><td>354274</td><td>1708</td><td>SER</td><td>22.109837</td><td>46.401608</td><td>82.62127</td><td>237.55629</td><td>61.16197</td><td>23.701366</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>2184p040</td><td>0.037545178</td><td>85.19099</td><td>63.469734</td><td>1.794081</td><td>0.51490504</td><td>6.169707</td><td>12.948278</td><td>23.055304</td><td>6.169707</td><td>12.948278</td><td>23.055304</td><td>1.3941388</td><td>1.3796914</td><td>-0.115404375</td><td>0.28140828</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>218.3701123693512</td><td>3.8902654810290294</td><td>1</td><td>490.3825</td><td>1</td><td>1</td><td>-0.011</td><td>0.011</td><td>-0.007</td><td>0.007</td><td>218.37006862192285</td><td>0.0</td><td>3.890291637931016</td><td>0.0</td><td>0.7219977</td><td>10</td><td>1.4948345107870726</td><td>True</td><td>0.15575078875783321</td><td>NAN</td><td>19.017866</td><td>18.252382</td><td>17.667107</td><td>17.989342</td><td>0.76548386</td><td>18.252382</td><td>True</td><td>True</td><td>True</td><td>1.0</td><td>1.0</td><td>0.015088145653525746</td><td>5</td><td>282-284-285-288-290</td><td>2825434-2845524-2855437-2885413-2905494</td><td>True</td><td>1</td><td>1.0</td><td>1.0</td><td>-1 .. -1</td><td>1.0</td><td>-354.14215165544437</td><td>-280.38895140819244</td><td>30.716848144301682</td><td>450.84330066641024</td><td>40.85660202917103</td><td>-7.01489313533876</td><td>523.260540685289</td><td>38.59358992815299</td><td>367036</td><td>587726033875960107</td><td>218.4972648</td><td>2.99384561</td><td>18.168365</td><td>0.22952</td><td>5</td><td>4530858264615190528</td><td>6</td><td>21.377047</td><td>19.381771</td><td>18.067957</td><td>17.50288</td><td>17.162985</td><td>807.5921982159258</td><td>39.535960573843525</td><td>516.8082859105601</td><td>403.9805734086276</td><td>33.78747263034515</td><td>3259.2979569412746</td><td>False</td><td>38.59358992815299</td></tr>\n",
+       "<tr><td>39627884997904170</td><td>11212.267537077889</td><td>6495.437326999594 .. 283.1488151179955</td><td>2.150242393577457e-05</td><td>0</td><td>7858</td><td>GALAXY</td><td>--</td><td>10</td><td>4479.4348655412905</td><td>0</td><td>218.37472968186336</td><td>3.905291979812614</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>5764607523034234880</td><td>1</td><td>TGT</td><td>0.9038533969446642</td><td>575</td><td>9010</td><td>354274</td><td>1834</td><td>SER</td><td>98.74864</td><td>229.75334</td><td>419.05115</td><td>89.56344</td><td>22.03758</td><td>8.832886</td><td>0</td><td>3656770516280950272</td><td>G2</td><td>18.72792</td><td>18.033564</td><td>16.68639</td><td>0.0</td><td>2184p040</td><td>0.037553597</td><td>334.34885</td><td>203.58578</td><td>0.736635</td><td>0.2933357</td><td>25.058708</td><td>58.302795</td><td>106.33949</td><td>25.058907</td><td>58.30327</td><td>106.33996</td><td>4.9156036</td><td>2.028582</td><td>-0.07844541</td><td>-0.18763722</td><td>S</td><td>102100</td><td>9</td><td>5764607523034234880</td><td>131074</td><td>0</td><td>79164837199872</td><td>0</td><td>0</td><td>0</td><td>218.37472968186336</td><td>3.905291979812614</td><td>1</td><td>878.7333</td><td>1</td><td>1</td><td>0.001</td><td>0.001</td><td>0.003</td><td>0.003</td><td>218.37473380363764</td><td>0.0</td><td>3.9052806401216706</td><td>0.0</td><td>0.73235554</td><td>10</td><td>1.5104992383358729</td><td>True</td><td>0.08622251857212827</td><td>NAN</td><td>17.392975</td><td>16.515541</td><td>16.18259</td><td>16.723888</td><td>0.8774338</td><td>16.515541</td><td>True</td><td>True</td><td>True</td><td>1.0</td><td>1.0</td><td>0.05193202492732345</td><td>5</td><td>282-284-285-288-290</td><td>2825434-2845524-2855437-2885435-2905494</td><td>True</td><td>1</td><td>1.0</td><td>1.0</td><td>-1 .. -1</td><td>1.0</td><td>-198.830041458103</td><td>-157.44801548502</td><td>17.31363234388911</td><td>253.14196143954038</td><td>22.960403550446216</td><td>-3.8719579910310635</td><td>276.12926894804025</td><td>37.20556221553817</td><td>367036</td><td>587726033875960107</td><td>218.4972648</td><td>2.99384561</td><td>18.168365</td><td>0.22952</td><td>5</td><td>4530858264615190528</td><td>6</td><td>21.377047</td><td>19.381771</td><td>18.067957</td><td>17.50288</td><td>17.162985</td><td>807.5921982159258</td><td>39.535960573843525</td><td>516.8082859105601</td><td>403.9805734086276</td><td>33.78747263034515</td><td>3310.619701517194</td><td>False</td><td>37.20556221553817</td></tr>\n",
+       "<tr><td>39627884997904383</td><td>8652.067359017208</td><td>735.215216811554 .. 38.21848523316025</td><td>6.579990882963404e-05</td><td>0</td><td>7871</td><td>GALAXY</td><td>--</td><td>10</td><td>285.1298450389877</td><td>0</td><td>218.38468164583614</td><td>4.100242073693027</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.4424215458745062</td><td>516</td><td>9010</td><td>354274</td><td>2047</td><td>REX</td><td>7.7529182</td><td>19.47607</td><td>34.710854</td><td>457.32843</td><td>146.84494</td><td>32.711903</td><td>0</td><td>3668787315083916032</td><td>G2</td><td>20.510353</td><td>20.118664</td><td>18.695099</td><td>0.0</td><td>2184p040</td><td>0.033032022</td><td>35.897423</td><td>23.053896</td><td>2.7097127</td><td>0.6478536</td><td>4.6412573</td><td>11.659281</td><td>20.779531</td><td>4.6694217</td><td>11.754791</td><td>20.901003</td><td>1.0</td><td>0.37373102</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>218.38468164583614</td><td>4.100242073693027</td><td>1</td><td>878.7333</td><td>1</td><td>1</td><td>0.001</td><td>0.001</td><td>-0.001</td><td>0.001</td><td>218.38468553337907</td><td>0.0</td><td>4.100245657985284</td><td>0.0</td><td>0.7759177</td><td>10</td><td>1.7033346810690404</td><td>True</td><td>0.15976529165178976</td><td>NAN</td><td>20.170172</td><td>19.204733</td><td>18.606264</td><td>19.089407</td><td>0.96543884</td><td>19.204733</td><td>True</td><td>True</td><td>True</td><td>1.0</td><td>1.3298969072164948</td><td>0.015088145653525746</td><td>1</td><td>288</td><td>2885526</td><td>True</td><td>1</td><td>0.5294117647058824</td><td>0.5</td><td>-2451105322440344881 .. -658088495566962786</td><td>0.75</td><td>-362.8009992356704</td><td>-287.39463181074694</td><td>33.178700775284575</td><td>462.091465005315</td><td>41.9811917497949</td><td>-5.488454580316564</td><td>538.1624201066226</td><td>38.654566838467645</td><td>367036</td><td>587726033875960107</td><td>218.4972648</td><td>2.99384561</td><td>18.168365</td><td>0.22952</td><td>5</td><td>4530858264615190528</td><td>6</td><td>21.377047</td><td>19.381771</td><td>18.067957</td><td>17.50288</td><td>17.162985</td><td>807.5921982159258</td><td>39.535960573843525</td><td>516.8082859105601</td><td>403.9805734086276</td><td>33.78747263034515</td><td>4003.5159412123007</td><td>False</td><td>38.654566838467645</td></tr>\n",
+       "<tr><td>39627884997904444</td><td>8078.849977720529</td><td>131.3237362667319 .. 23.705067864752234</td><td>6.511758817734115e-05</td><td>0</td><td>7889</td><td>GALAXY</td><td>--</td><td>10</td><td>225.51832006778568</td><td>0</td><td>218.38714683253733</td><td>3.903637595557855</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.6422141819183186</td><td>516</td><td>9010</td><td>354274</td><td>2108</td><td>SER</td><td>8.563865</td><td>28.56842</td><td>60.904964</td><td>373.89227</td><td>82.024216</td><td>20.614061</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>2184p040</td><td>0.03741086</td><td>72.038734</td><td>51.36456</td><td>1.9049728</td><td>0.5181395</td><td>2.8993444</td><td>9.672</td><td>20.619719</td><td>2.8993444</td><td>9.672</td><td>20.619719</td><td>2.60476</td><td>1.3178291</td><td>-0.37815553</td><td>0.2264707</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>218.38714683253733</td><td>3.903637595557855</td><td>1</td><td>427.8227</td><td>1</td><td>1</td><td>0.0</td><td>0.0</td><td>-0.006</td><td>0.006</td><td>218.3871466012282</td><td>0.0</td><td>3.9036600968917066</td><td>0.0</td><td>0.74070525</td><td>10</td><td>1.5115960274402622</td><td>True</td><td>0.2265655179852382</td><td>NAN</td><td>20.048088</td><td>18.77929</td><td>17.849201</td><td>18.219114</td><td>1.2687988</td><td>18.77929</td><td>True</td><td>True</td><td>True</td><td>1.0</td><td>1.0</td><td>0.00955433940561021</td><td>5</td><td>282-285-287-288-290</td><td>2825434-2855437-2875476-2885436-2905494</td><td>True</td><td>1</td><td>1.0</td><td>1.0</td><td>-1 .. -1</td><td>1.0</td><td>-507.3657046831732</td><td>-401.94781784895093</td><td>44.16896830781886</td><td>646.0531087475188</td><td>58.739103025926795</td><td>-9.899635192250557</td><td>795.7876396197898</td><td>39.50398594644059</td><td>367036</td><td>587726033875960107</td><td>218.4972648</td><td>2.99384561</td><td>18.168365</td><td>0.22952</td><td>5</td><td>4530858264615190528</td><td>6</td><td>21.377047</td><td>19.381771</td><td>18.067957</td><td>17.50288</td><td>17.162985</td><td>807.5921982159258</td><td>39.535960573843525</td><td>516.8082859105601</td><td>403.9805734086276</td><td>33.78747263034515</td><td>3299.0681410332554</td><td>False</td><td>39.50398594644059</td></tr>\n",
+       "<tr><td>39627884997904596</td><td>10289.74449657835</td><td>2232.253508382824 .. 160.36769655235358</td><td>2.2142695531434357e-05</td><td>0</td><td>7889</td><td>GALAXY</td><td>--</td><td>10</td><td>2554.9142433679663</td><td>0</td><td>218.39382475764722</td><td>3.93128684606533</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>5764607523034234880</td><td>1</td><td>TGT</td><td>0.33096456043348443</td><td>575</td><td>9010</td><td>354274</td><td>2260</td><td>SER</td><td>291.20218</td><td>568.4031</td><td>961.44305</td><td>11.074003</td><td>2.2634423</td><td>0.8252789</td><td>4096</td><td>332729</td><td>L3</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>2184p040</td><td>0.03727083</td><td>752.45667</td><td>473.4208</td><td>0.30009392</td><td>0.11989441</td><td>13.525719</td><td>26.401108</td><td>44.656975</td><td>13.525722</td><td>26.401112</td><td>44.656975</td><td>2.1560566</td><td>5.78349</td><td>0.016403293</td><td>0.04257396</td><td>S</td><td>102100</td><td>9</td><td>5764607523034234880</td><td>131074</td><td>0</td><td>316659348799488</td><td>0</td><td>0</td><td>0</td><td>218.39382475764722</td><td>3.93128684606533</td><td>1</td><td>499.8561</td><td>1</td><td>1</td><td>0.006</td><td>0.006</td><td>-0.006</td><td>0.006</td><td>218.39384837343383</td><td>0.0</td><td>3.931308804937581</td><td>0.0</td><td>0.72256345</td><td>10</td><td>1.5400347158352694</td><td>True</td><td>0.08524295813567967</td><td>NAN</td><td>16.219725</td><td>15.532667</td><td>15.301939</td><td>15.807671</td><td>0.6870575</td><td>15.532667</td><td>True</td><td>True</td><td>True</td><td>1.0</td><td>1.0</td><td>0.05193202492732345</td><td>4</td><td>282-287-288-290</td><td>2825457-2875476-2885436-2885458-2905511</td><td>True</td><td>1</td><td>0.9130434782608695</td><td>1.0</td><td>-1 .. -1</td><td>1.0</td><td>-196.55153306277188</td><td>-155.75033665604587</td><td>17.234056146795915</td><td>250.3091405270723</td><td>22.786513388659003</td><td>-3.7140524034089317</td><td>272.7992672425931</td><td>37.179215997207294</td><td>367036</td><td>587726033875960107</td><td>218.4972648</td><td>2.99384561</td><td>18.168365</td><td>0.22952</td><td>5</td><td>4530858264615190528</td><td>6</td><td>21.377047</td><td>19.381771</td><td>18.067957</td><td>17.50288</td><td>17.162985</td><td>807.5921982159258</td><td>39.535960573843525</td><td>516.8082859105601</td><td>403.9805734086276</td><td>33.78747263034515</td><td>3395.196325994272</td><td>False</td><td>37.179215997207294</td></tr>\n",
+       "<tr><td>39627884997904605</td><td>8932.790441572666</td><td>658.9183958931509 .. 13.51286929351422</td><td>8.374152419852982e-06</td><td>0</td><td>7884</td><td>GALAXY</td><td>--</td><td>10</td><td>896.5611793398857</td><td>0</td><td>218.39433917685795</td><td>3.890124292440892</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.5125025238325858</td><td>516</td><td>9010</td><td>354274</td><td>2269</td><td>EXP</td><td>24.90627</td><td>47.337494</td><td>77.70998</td><td>158.42392</td><td>39.112995</td><td>8.829574</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>2184p040</td><td>0.037273485</td><td>62.72002</td><td>50.994213</td><td>1.7869201</td><td>0.47671586</td><td>3.4515252</td><td>6.560057</td><td>10.7690935</td><td>3.4516022</td><td>6.5601606</td><td>10.769199</td><td>1.0</td><td>1.9915392</td><td>0.104564466</td><td>-0.080124214</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>218.39433917685795</td><td>3.890124292440892</td><td>1</td><td>499.8561</td><td>1</td><td>1</td><td>0.003</td><td>0.003</td><td>-0.003</td><td>0.003</td><td>218.39435101226627</td><td>0.0</td><td>3.890135342902711</td><td>0.0</td><td>0.7299699</td><td>10</td><td>1.5000552154024562</td><td>True</td><td>0.15591816895430569</td><td>NAN</td><td>18.889431</td><td>18.231289</td><td>17.999626</td><td>18.226986</td><td>0.6581421</td><td>18.231289</td><td>True</td><td>True</td><td>True</td><td>1.0</td><td>1.0</td><td>0.015088145653525746</td><td>5</td><td>282-285-287-288-290</td><td>2825434-2855437-2875456-2885436-2905494</td><td>True</td><td>1</td><td>1.0</td><td>1.0</td><td>-1 .. -1</td><td>1.0</td><td>-354.39175021732706</td><td>-280.8304348776829</td><td>30.747674677039775</td><td>451.294816857184</td><td>41.089501236618986</td><td>-7.021854434585986</td><td>523.8805101798392</td><td>38.59616120889562</td><td>367036</td><td>587726033875960107</td><td>218.4972648</td><td>2.99384561</td><td>18.168365</td><td>0.22952</td><td>5</td><td>4530858264615190528</td><td>6</td><td>21.377047</td><td>19.381771</td><td>18.067957</td><td>17.50288</td><td>17.162985</td><td>807.5921982159258</td><td>39.535960573843525</td><td>516.8082859105601</td><td>403.9805734086276</td><td>33.78747263034515</td><td>3247.7322884468504</td><td>False</td><td>38.59616120889562</td></tr>\n",
+       "<tr><td>39627884997904663</td><td>8768.256225204095</td><td>2063.7755419734362 .. 58.58722666868762</td><td>3.3802881449592826e-05</td><td>0</td><td>7879</td><td>GALAXY</td><td>--</td><td>10</td><td>1622.2758525470272</td><td>0</td><td>218.3964915703474</td><td>3.9787864646883793</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>5764607523034234880</td><td>1</td><td>TGT</td><td>0.6072050650122043</td><td>516</td><td>9010</td><td>354274</td><td>2327</td><td>SER</td><td>35.377464</td><td>84.20962</td><td>154.13232</td><td>196.20586</td><td>59.66568</td><td>18.872103</td><td>0</td><td>3668782302857190528</td><td>G2</td><td>19.5712</td><td>18.93603</td><td>17.549171</td><td>0.0</td><td>2184p040</td><td>0.03601431</td><td>121.70142</td><td>72.41585</td><td>1.3289288</td><td>0.42759165</td><td>11.441439</td><td>27.23426</td><td>49.84799</td><td>11.441742</td><td>27.23526</td><td>49.850338</td><td>4.6519475</td><td>1.5547757</td><td>-0.39211118</td><td>-0.035773784</td><td>S</td><td>102100</td><td>9</td><td>5764607523034234880</td><td>131074</td><td>0</td><td>79164837199872</td><td>0</td><td>0</td><td>0</td><td>218.3964915703474</td><td>3.9787864646883793</td><td>1</td><td>427.8227</td><td>1</td><td>1</td><td>-0.002</td><td>0.002</td><td>-0.003</td><td>0.003</td><td>218.39648350455906</td><td>0.0</td><td>3.97879770107718</td><td>0.0</td><td>0.73516905</td><td>10</td><td>1.5869509875043342</td><td>True</td><td>0.09900453504893386</td><td>NAN</td><td>18.512432</td><td>17.608624</td><td>17.280134</td><td>17.846346</td><td>0.9038086</td><td>17.608624</td><td>True</td><td>True</td><td>True</td><td>1.0</td><td>1.0</td><td>0.02547849266551284</td><td>3</td><td>282-287-290</td><td>2825477-2875511-2905524</td><td>True</td><td>1</td><td>0.8947368421052632</td><td>0.5</td><td>-1 .. -1</td><td>1.0</td><td>-227.63353779717343</td><td>-180.3974247637596</td><td>20.202068481255253</td><td>289.92189770537254</td><td>26.404332981195992</td><td>-4.060343964297864</td><td>319.9752826058549</td><td>37.525582156560674</td><td>367036</td><td>587726033875960107</td><td>218.4972648</td><td>2.99384561</td><td>18.168365</td><td>0.22952</td><td>5</td><td>4530858264615190528</td><td>6</td><td>21.377047</td><td>19.381771</td><td>18.067957</td><td>17.50288</td><td>17.162985</td><td>807.5921982159258</td><td>39.535960573843525</td><td>516.8082859105601</td><td>403.9805734086276</td><td>33.78747263034515</td><td>3564.2289495299683</td><td>False</td><td>37.525582156560674</td></tr>\n",
+       "<tr><td>39627884997904665</td><td>9254.009465789422</td><td>1185.7632938471816 .. 60.87263242628006</td><td>2.5841204598657727e-05</td><td>0</td><td>7842</td><td>GALAXY</td><td>--</td><td>10</td><td>768.569227446802</td><td>0</td><td>218.39659894558042</td><td>4.006701445194269</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.7671465063840729</td><td>516</td><td>9010</td><td>354274</td><td>2329</td><td>SER</td><td>29.899939</td><td>68.42191</td><td>126.43025</td><td>160.13179</td><td>47.575897</td><td>11.108608</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>2184p040</td><td>0.035180505</td><td>103.09643</td><td>65.64823</td><td>1.4774605</td><td>0.44716126</td><td>6.2631874</td><td>14.332445</td><td>26.483543</td><td>6.2631874</td><td>14.332445</td><td>26.483543</td><td>1.7432129</td><td>2.255634</td><td>0.36867467</td><td>-0.32899585</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>218.39659894558042</td><td>4.006701445194269</td><td>1</td><td>499.8561</td><td>1</td><td>1</td><td>0.001</td><td>0.001</td><td>0.0</td><td>0.0</td><td>218.39660290097655</td><td>0.0</td><td>4.006701395523705</td><td>0.0</td><td>0.7262428</td><td>10</td><td>1.6142279927909258</td><td>True</td><td>0.08658093254408337</td><td>NAN</td><td>18.697754</td><td>17.835846</td><td>17.460419</td><td>17.952967</td><td>0.86190796</td><td>17.835846</td><td>True</td><td>True</td><td>True</td><td>1.0</td><td>1.1415929203539823</td><td>0.05193202492732345</td><td>2</td><td>282-287</td><td>2825495-2875511-2875524</td><td>True</td><td>1</td><td>0.6538461538461539</td><td>1.0</td><td>-18049587176800263 .. -180934116354</td><td>0.875</td><td>-199.55749862282207</td><td>-158.14803823984482</td><td>17.83505654828849</td><td>254.17404963893586</td><td>23.14816477268303</td><td>-3.4353246702688267</td><td>277.3487698764017</td><td>37.21513121997502</td><td>367036</td><td>587726033875960107</td><td>218.4972648</td><td>2.99384561</td><td>18.168365</td><td>0.22952</td><td>5</td><td>4530858264615190528</td><td>6</td><td>21.377047</td><td>19.381771</td><td>18.067957</td><td>17.50288</td><td>17.162985</td><td>807.5921982159258</td><td>39.535960573843525</td><td>516.8082859105601</td><td>403.9805734086276</td><td>33.78747263034515</td><td>3664.178466618482</td><td>False</td><td>37.21513121997502</td></tr>\n",
+       "<tr><td>39627884997905346</td><td>8118.820954598486</td><td>392.29326307965965 .. -10.748116106577394</td><td>5.213458499125272e-05</td><td>0</td><td>7889</td><td>GALAXY</td><td>--</td><td>10</td><td>393.36603989079595</td><td>0</td><td>218.42492835770645</td><td>3.913427216655442</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.16992053028199927</td><td>516</td><td>9010</td><td>354274</td><td>3010</td><td>DEV</td><td>19.272331</td><td>61.977818</td><td>134.468</td><td>119.36111</td><td>25.380514</td><td>6.094209</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>2184p040</td><td>0.037076857</td><td>168.65636</td><td>123.63259</td><td>0.8948595</td><td>0.27514043</td><td>3.163178</td><td>10.172453</td><td>22.070305</td><td>3.163178</td><td>10.172453</td><td>22.070305</td><td>4.0</td><td>3.7589881</td><td>0.28078765</td><td>-0.26624703</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>218.42492835770645</td><td>3.913427216655442</td><td>1</td><td>427.8227</td><td>1</td><td>1</td><td>-0.003</td><td>0.003</td><td>-0.005</td><td>0.005</td><td>218.42491619577774</td><td>0.0</td><td>3.913446106512203</td><td>0.0</td><td>0.7289321</td><td>10</td><td>1.52993116002102</td><td>True</td><td>0.22922216557342542</td><td>NAN</td><td>19.168499</td><td>17.939138</td><td>16.92567</td><td>17.265478</td><td>1.2293606</td><td>17.939138</td><td>True</td><td>True</td><td>True</td><td>1.0</td><td>1.0</td><td>0.00955433940561021</td><td>4</td><td>282-287-288-290</td><td>2825435-2875477-2885437-2905511</td><td>True</td><td>1</td><td>0.9130434782608695</td><td>1.0</td><td>-1 .. -1</td><td>1.0</td><td>-512.7469557854207</td><td>-406.76158467634485</td><td>44.77312621600772</td><td>653.2169420241491</td><td>59.822933692606455</td><td>-9.89462095338429</td><td>806.4007144212385</td><td>39.53275451929857</td><td>367036</td><td>587726033875960107</td><td>218.4972648</td><td>2.99384561</td><td>18.168365</td><td>0.22952</td><td>5</td><td>4530858264615190528</td><td>6</td><td>21.377047</td><td>19.381771</td><td>18.067957</td><td>17.50288</td><td>17.162985</td><td>807.5921982159258</td><td>39.535960573843525</td><td>516.8082859105601</td><td>403.9805734086276</td><td>33.78747263034515</td><td>3320.682990330965</td><td>False</td><td>39.53275451929857</td></tr>\n",
+       "<tr><td>39627884997905365</td><td>8998.081071853638</td><td>934.3742694657368 .. 36.12365951874023</td><td>8.459672673922825e-06</td><td>0</td><td>7824</td><td>GALAXY</td><td>--</td><td>10</td><td>697.9952013492584</td><td>0</td><td>218.42558949417437</td><td>3.952566330914291</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.9244417621726916</td><td>516</td><td>9010</td><td>354274</td><td>3029</td><td>SER</td><td>24.317932</td><td>46.133244</td><td>73.21791</td><td>148.96417</td><td>30.965048</td><td>8.882118</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>2184p040</td><td>0.036706816</td><td>55.46005</td><td>38.669353</td><td>1.6052802</td><td>0.42982614</td><td>3.0248404</td><td>5.7383866</td><td>9.107373</td><td>3.039827</td><td>5.773613</td><td>9.172815</td><td>1.5288919</td><td>2.6557114</td><td>0.09492385</td><td>-0.18543418</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>218.42558949417437</td><td>3.952566330914291</td><td>1</td><td>878.7333</td><td>1</td><td>1</td><td>0.003</td><td>0.003</td><td>-0.003</td><td>0.003</td><td>218.42560122801328</td><td>0.0</td><td>3.9525773234070978</td><td>0.0</td><td>0.7293732</td><td>10</td><td>1.5680657392937716</td><td>True</td><td>0.1468273293952962</td><td>NAN</td><td>18.917208</td><td>18.260494</td><td>18.133295</td><td>18.527435</td><td>0.6567135</td><td>18.260494</td><td>True</td><td>True</td><td>True</td><td>1.0</td><td>2.15</td><td>0.027777083689271544</td><td>2</td><td>287-288</td><td>2875495-2885459</td><td>True</td><td>1</td><td>0.6153846153846154</td><td>0.3333333333333333</td><td>-1455327744898628541 .. -7596038368843251635</td><td>0.4609375</td><td>-334.1888621477123</td><td>-265.11793241814365</td><td>29.474455306586815</td><td>425.7697644589247</td><td>38.9955596069513</td><td>-6.157206542451611</td><td>490.3789369437592</td><td>38.45265903914284</td><td>367036</td><td>587726033875960107</td><td>218.4972648</td><td>2.99384561</td><td>18.168365</td><td>0.22952</td><td>5</td><td>4530858264615190528</td><td>6</td><td>21.377047</td><td>19.381771</td><td>18.067957</td><td>17.50288</td><td>17.162985</td><td>807.5921982159258</td><td>39.535960573843525</td><td>516.8082859105601</td><td>403.9805734086276</td><td>33.78747263034515</td><td>3460.9910109411103</td><td>False</td><td>38.45265903914284</td></tr>\n",
+       "<tr><td>39627884997905377</td><td>9417.631601342931</td><td>651.0375158582522 .. 106.60087326410458</td><td>4.020514984737194e-05</td><td>0</td><td>7902</td><td>GALAXY</td><td>--</td><td>10</td><td>357.6652649026364</td><td>0</td><td>218.42599814020616</td><td>3.992300252405501</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.7906470520452814</td><td>516</td><td>9010</td><td>354274</td><td>3041</td><td>SER</td><td>16.784483</td><td>48.831295</td><td>113.84654</td><td>182.72699</td><td>57.170036</td><td>10.007355</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>2184p040</td><td>0.035655014</td><td>179.90422</td><td>124.932175</td><td>1.1306684</td><td>0.37179503</td><td>3.4349873</td><td>9.993449</td><td>23.298985</td><td>3.437345</td><td>10.001563</td><td>23.326109</td><td>2.4252234</td><td>2.3990223</td><td>-0.1963069</td><td>0.37733337</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>218.42599814020616</td><td>3.992300252405501</td><td>1</td><td>499.8561</td><td>1</td><td>1</td><td>0.005</td><td>0.005</td><td>-0.006</td><td>0.006</td><td>218.42601766013084</td><td>0.0</td><td>3.9923220045420917</td><td>0.0</td><td>0.72061294</td><td>10</td><td>1.606768266728638</td><td>True</td><td>0.15555737717282198</td><td>NAN</td><td>19.323135</td><td>18.201061</td><td>16.855835</td><td>17.254286</td><td>1.1220741</td><td>18.201061</td><td>True</td><td>True</td><td>True</td><td>1.0</td><td>1.6329113924050633</td><td>0.015088145653525746</td><td>1</td><td>287</td><td>2875511</td><td>True</td><td>1</td><td>0.475</td><td>1.0</td><td>-4908154151873687809 .. -1674160472282458885</td><td>0.609375</td><td>-353.39990164821705</td><td>-280.36249653177464</td><td>31.48333129773896</td><td>450.2739301636293</td><td>41.2406790693918</td><td>-6.197927153209424</td><td>522.5442982307965</td><td>38.59061556637199</td><td>367036</td><td>587726033875960107</td><td>218.4972648</td><td>2.99384561</td><td>18.168365</td><td>0.22952</td><td>5</td><td>4530858264615190528</td><td>6</td><td>21.377047</td><td>19.381771</td><td>18.067957</td><td>17.50288</td><td>17.162985</td><td>807.5921982159258</td><td>39.535960573843525</td><td>516.8082859105601</td><td>403.9805734086276</td><td>33.78747263034515</td><td>3603.5471795919793</td><td>False</td><td>38.59061556637199</td></tr>\n",
+       "<tr><td>39627884997906047</td><td>10271.275986434892</td><td>2784.7068572920152 .. 191.9108746285384</td><td>2.8176578060996388e-05</td><td>0</td><td>7902</td><td>GALAXY</td><td>--</td><td>10</td><td>1846.331195461098</td><td>0</td><td>218.45335623728334</td><td>3.9982143785433992</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>5764607523034234880</td><td>1</td><td>TGT</td><td>0.6092291985044364</td><td>575</td><td>9010</td><td>354274</td><td>3711</td><td>SER</td><td>34.00962</td><td>80.55914</td><td>149.02263</td><td>142.74385</td><td>44.487045</td><td>12.04962</td><td>0</td><td>3668782783893527424</td><td>G2</td><td>19.801329</td><td>19.187609</td><td>17.755537</td><td>0.0</td><td>2184p040</td><td>0.03528389</td><td>116.36035</td><td>70.062325</td><td>1.2789679</td><td>0.3907686</td><td>9.62861</td><td>22.807444</td><td>42.190437</td><td>9.62861</td><td>22.807444</td><td>42.190437</td><td>5.349195</td><td>2.2728968</td><td>-0.5062605</td><td>-0.024716103</td><td>S</td><td>102100</td><td>9</td><td>5764607523034234880</td><td>131074</td><td>0</td><td>79164837199872</td><td>0</td><td>0</td><td>0</td><td>218.45335623728334</td><td>3.9982143785433992</td><td>1</td><td>499.8561</td><td>1</td><td>1</td><td>0.005</td><td>0.005</td><td>-0.002</td><td>0.002</td><td>218.4533758980348</td><td>0.0</td><td>3.9982214105696543</td><td>0.0</td><td>0.7236275</td><td>10</td><td>1.6190957121225211</td><td>True</td><td>0.0871370669535655</td><td>NAN</td><td>18.557594</td><td>17.658323</td><td>17.328995</td><td>17.882301</td><td>0.899271</td><td>17.658323</td><td>True</td><td>True</td><td>True</td><td>1.0</td><td>4.03125</td><td>0.05193202492732345</td><td>1</td><td>287</td><td>2875512</td><td>True</td><td>1</td><td>0.475</td><td>0.2</td><td>4673629892205478036 .. 2308385632189157572</td><td>0.2421875</td><td>-200.66137257618615</td><td>-159.34672127137205</td><td>17.909670543682434</td><td>255.75465661145603</td><td>23.54727425964238</td><td>-3.4931103011405185</td><td>279.2421555201735</td><td>37.22990490872062</td><td>367036</td><td>587726033875960107</td><td>218.4972648</td><td>2.99384561</td><td>18.168365</td><td>0.22952</td><td>5</td><td>4530858264615190528</td><td>6</td><td>21.377047</td><td>19.381771</td><td>18.067957</td><td>17.50288</td><td>17.162985</td><td>807.5921982159258</td><td>39.535960573843525</td><td>516.8082859105601</td><td>403.9805734086276</td><td>33.78747263034515</td><td>3619.16822859568</td><td>False</td><td>37.22990490872062</td></tr>\n",
+       "<tr><td>39627891020924795</td><td>7214.639011114836</td><td>415.80126685971703 .. -6.5442978739451565</td><td>1.4302993105843429e-05</td><td>0</td><td>7897</td><td>GALAXY</td><td>--</td><td>10</td><td>668.3085591495037</td><td>0</td><td>217.89402989817935</td><td>4.134839368387931</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.9387627532417108</td><td>516</td><td>9010</td><td>355710</td><td>1915</td><td>SER</td><td>7.155795</td><td>15.308996</td><td>25.887863</td><td>412.81516</td><td>152.49266</td><td>26.224888</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>2179p042</td><td>0.029939096</td><td>24.159143</td><td>15.917561</td><td>2.6588056</td><td>0.632962</td><td>2.988674</td><td>6.3939223</td><td>10.812269</td><td>2.988675</td><td>6.3939257</td><td>10.812276</td><td>0.7208659</td><td>0.85258204</td><td>0.016942436</td><td>0.27974492</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>217.89402989817935</td><td>4.134839368387931</td><td>1</td><td>297.5716</td><td>1</td><td>1</td><td>0.013</td><td>0.013</td><td>-0.002</td><td>0.002</td><td>217.89408130594202</td><td>0.0</td><td>4.134846825562517</td><td>0.0</td><td>0.7402068</td><td>10</td><td>1.7119352745815521</td><td>True</td><td>0.18950391066881447</td><td>NAN</td><td>20.267132</td><td>19.472815</td><td>19.036787</td><td>19.491926</td><td>0.79431725</td><td>19.472815</td><td>True</td><td>True</td><td>True</td><td>1.0</td><td>3.5833333333333335</td><td>0.014317722792701378</td><td>1</td><td>285</td><td>2855502</td><td>True</td><td>1</td><td>0.5</td><td>0.5</td><td>1486329302264864930 .. 7064525460445872129</td><td>0.2734375</td><td>-430.5209187613911</td><td>-335.0793514550339</td><td>39.43906539007675</td><td>545.1000942222598</td><td>44.82915934124125</td><td>-6.173078094616699</td><td>650.6291434908359</td><td>39.06666756320274</td><td>367005</td><td>587726033875763378</td><td>217.93485815</td><td>2.98926347</td><td>18.588915</td><td>0.152</td><td>4</td><td>G15_Y4_243_261</td><td>6</td><td>20.139341</td><td>19.169777</td><td>18.536976</td><td>18.179567</td><td>17.98746</td><td>509.39857165273787</td><td>38.53528861436487</td><td>350.5732124510595</td><td>268.5357988341366</td><td>22.707992537988808</td><td>4126.681420495535</td><td>False</td><td>39.06666756320274</td></tr>\n",
+       "<tr><td>39627891020925827</td><td>8156.954467024654</td><td>747.5479305464114 .. 14.756218112537779</td><td>4.571631686704616e-05</td><td>0</td><td>7888</td><td>GALAXY</td><td>--</td><td>10</td><td>552.882465028204</td><td>0</td><td>217.94377347695334</td><td>4.158832373136492</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.47727757511184454</td><td>516</td><td>9010</td><td>355710</td><td>2947</td><td>SER</td><td>14.462111</td><td>50.320763</td><td>106.10266</td><td>144.75916</td><td>47.874207</td><td>12.354867</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>2179p042</td><td>0.030428682</td><td>135.91864</td><td>110.52918</td><td>1.2259599</td><td>0.37087843</td><td>3.6032221</td><td>12.537373</td><td>26.435383</td><td>3.60366</td><td>12.538161</td><td>26.436619</td><td>4.4442687</td><td>2.3615181</td><td>0.33358443</td><td>0.25953957</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>217.94377347695334</td><td>4.158832373136492</td><td>1</td><td>878.7333</td><td>1</td><td>1</td><td>-0.01</td><td>0.01</td><td>0.015</td><td>0.015</td><td>217.94373358231286</td><td>0.0</td><td>4.158777848517347</td><td>0.0</td><td>0.6918292</td><td>10</td><td>1.7320817884761688</td><td>True</td><td>0.23072818935610992</td><td>NAN</td><td>19.501623</td><td>18.179754</td><td>17.161203</td><td>17.387869</td><td>1.3218689</td><td>18.179754</td><td>True</td><td>True</td><td>True</td><td>1.0</td><td>1.0</td><td>0.007717629864683936</td><td>1</td><td>288</td><td>2885502</td><td>True</td><td>1</td><td>0.5294117647058824</td><td>1.0</td><td>-1 .. -1</td><td>1.0</td><td>-519.210118024372</td><td>-404.83149506323343</td><td>47.87301704317223</td><td>657.8139983462331</td><td>54.67038756865924</td><td>-7.169666496118779</td><td>812.4293153676001</td><td>39.54892792960108</td><td>367011</td><td>587726033875763557</td><td>217.99186065</td><td>2.99198625</td><td>19.361448</td><td>0.15387</td><td>4</td><td>G15_Y4_222_285</td><td>6</td><td>21.000658</td><td>19.92123</td><td>19.354557</td><td>19.058588</td><td>18.81171</td><td>516.3022519868919</td><td>38.564520096699866</td><td>354.47715573814577</td><td>272.0861547886619</td><td>22.999951080483456</td><td>4204.197662405296</td><td>False</td><td>39.54892792960108</td></tr>\n",
+       "<tr><td>39627891025118826</td><td>8594.90907916613</td><td>831.0676792069843 .. -12.507674449290159</td><td>5.8248938066517146e-05</td><td>0</td><td>7905</td><td>GALAXY</td><td>--</td><td>10</td><td>337.33917090296745</td><td>0</td><td>218.1168224853493</td><td>4.138263649780016</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.561617381614654</td><td>516</td><td>9010</td><td>355711</td><td>1642</td><td>SER</td><td>10.732634</td><td>34.471634</td><td>66.911026</td><td>264.27036</td><td>66.92409</td><td>21.425303</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>2181p042</td><td>0.032933846</td><td>73.20091</td><td>49.811436</td><td>1.6357831</td><td>0.46299198</td><td>3.7669337</td><td>12.098835</td><td>23.484394</td><td>3.7670176</td><td>12.099094</td><td>23.48491</td><td>6.0</td><td>1.127862</td><td>0.032707833</td><td>-0.047240447</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>218.1168224853493</td><td>4.138263649780016</td><td>1</td><td>427.8227</td><td>1</td><td>1</td><td>0.006</td><td>0.006</td><td>0.0</td><td>0.0</td><td>218.11684617809317</td><td>0.0</td><td>4.1382636297725375</td><td>0.0</td><td>0.7384879</td><td>10</td><td>1.7095657210078237</td><td>True</td><td>0.22815599757662172</td><td>NAN</td><td>19.817385</td><td>18.585043</td><td>17.83265</td><td>18.252956</td><td>1.2323418</td><td>18.585043</td><td>True</td><td>True</td><td>True</td><td>1.0</td><td>1.1517857142857142</td><td>0.00955433940561021</td><td>2</td><td>282-288</td><td>2825518-2885520</td><td>True</td><td>1</td><td>0.7272727272727273</td><td>1.0</td><td>-1405229187148554501 .. -1099528540229</td><td>0.8671875</td><td>-512.5081146850675</td><td>-402.1007409054687</td><td>47.13174460379426</td><td>650.6731636179267</td><td>56.05275477586059</td><td>-7.31420765650757</td><td>802.1381722670508</td><td>39.52124592050152</td><td>367016</td><td>587726033875829041</td><td>218.19912067</td><td>2.98863066</td><td>18.367704</td><td>0.15577</td><td>4</td><td>G15_Y4_205_324</td><td>6</td><td>21.022459</td><td>19.262836</td><td>18.263006</td><td>17.836044</td><td>17.520239</td><td>523.3317334324213</td><td>38.593885349952316</td><td>357.71541543916425</td><td>276.63377744667645</td><td>23.249287402794863</td><td>4149.228579937776</td><td>False</td><td>39.52124592050152</td></tr>\n",
+       "<tr><td>39627891025118917</td><td>9019.141061782837</td><td>3113.912646966514 .. 83.07208335995219</td><td>2.2189472654468995e-06</td><td>0</td><td>7830</td><td>GALAXY</td><td>--</td><td>10</td><td>14580.415774345398</td><td>0</td><td>218.12086459101576</td><td>4.133450279011281</td><td>0.0</td><td>0.0</td><td>2015.5</td><td>1152921504606846976</td><td>1</td><td>TGT</td><td>0.9732167428752557</td><td>516</td><td>9010</td><td>355711</td><td>1733</td><td>REX</td><td>27.695848</td><td>45.93276</td><td>66.07551</td><td>172.80962</td><td>64.21072</td><td>20.010641</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>2181p042</td><td>0.032736536</td><td>72.398094</td><td>43.19321</td><td>1.7776637</td><td>0.49612162</td><td>7.134038</td><td>11.831595</td><td>17.020067</td><td>7.333038</td><td>11.943636</td><td>17.11187</td><td>1.0</td><td>1.082124</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>218.12086459101576</td><td>4.133450279011281</td><td>1</td><td>878.7333</td><td>1</td><td>1</td><td>-0.004</td><td>0.004</td><td>0.003</td><td>0.003</td><td>218.12084878904042</td><td>0.0</td><td>4.133439429522877</td><td>0.0</td><td>0.7420162</td><td>10</td><td>1.7049187119290663</td><td>True</td><td>0.19136539694705323</td><td>NAN</td><td>18.788748</td><td>18.273819</td><td>17.844658</td><td>18.407763</td><td>0.5149288</td><td>18.273819</td><td>True</td><td>True</td><td>True</td><td>1.0</td><td>1.162162162162162</td><td>0.011040410670367769</td><td>2</td><td>282-288</td><td>2825518-2885520</td><td>True</td><td>1</td><td>0.7272727272727273</td><td>1.0</td><td>-292057808905 .. -578435587427795233</td><td>0.859375</td><td>-433.23690459324644</td><td>-339.95596033599423</td><td>39.79743256083723</td><td>550.0547647066102</td><td>47.42423151112419</td><td>-6.229301491745545</td><td>657.7891907238576</td><td>39.09043366279344</td><td>367016</td><td>587726033875829041</td><td>218.19912067</td><td>2.98863066</td><td>18.367704</td><td>0.15577</td><td>4</td><td>G15_Y4_205_324</td><td>6</td><td>21.022459</td><td>19.262836</td><td>18.263006</td><td>17.836044</td><td>17.520239</td><td>523.3317334324213</td><td>38.593885349952316</td><td>357.71541543916425</td><td>276.63377744667645</td><td>23.249287402794863</td><td>4130.93081182721</td><td>False</td><td>39.09043366279344</td></tr>\n",
        "</table></div>"
       ],
       "text/plain": [
-       "<Table length=32828>\n",
-       "     TARGETID            CHI2                        COEFF [10]                         ZERR          ...   ROTCARTESIAN_Z_2        GAMA_SEP       GOOD_MATCH\n",
-       "                                                                                                      ...                            arcsec                  \n",
-       "      int64            float64                        float64                         float64         ...       float64             float64           bool   \n",
-       "----------------- ------------------ ----------------------------------------- ---------------------- ... ------------------- -------------------- ----------\n",
-       "39627745453408978  9603.339628566056   2018.294518277414 .. 138.09383776316818 2.0114745865077496e-05 ...  -7.578702379172695  0.03700738404518863       True\n",
-       "39627751484818657  8292.481479899026   702.2569386994785 .. -19.81480319213203  7.785652952943638e-05 ... -12.250222389255166  0.02227749908316009       True\n",
-       "39627751484819517   8492.56880846247  1049.7029649144579 .. 17.538211319521192  5.498485394389362e-05 ... -12.541004030462538  0.06053783617054097       True\n",
-       "39627751484821330  8555.991952842101  683.0756320982155 .. -0.7447042439831686 5.2034110949523844e-05 ...  -12.16530925886846  0.08566971204184089       True\n",
-       "39627751484821395  8618.241853188723   938.1264614271793 .. 15.244054620559556  5.619116998561818e-05 ... -12.023857858115012  0.06378866492790712       True\n",
-       "39627751484821701  9090.265875346959   1163.3432194305865 .. 59.91721332068508  3.726979467959069e-05 ... -12.250453368640764  0.07820348371207544       True\n",
-       "39627751484822047  8709.263351509348  1221.0771506086182 .. 15.551488469962298 4.7142715249159796e-05 ... -12.153794113718378  0.07762452427678945       True\n",
-       "39627751484822207   8712.22295193933   620.3478713134267 .. 25.892168081175072  7.202557314946325e-05 ... -12.450565891806907   0.0625528461597906       True\n",
-       "39627751484822280  8768.049300543964      856.41174551478 .. 59.32852890827754  7.481462073588674e-05 ... -12.120245801141234 0.016991252713486234       True\n",
-       "39627751484822298  8820.048946691677    1405.707441122931 .. 72.96706513665964  6.937766282862529e-05 ... -12.274597141794459  0.05277842921259968       True\n",
-       "39627751484822428  8579.100434706546   1580.1771596645658 .. 66.27157323764034 5.8517035928798926e-05 ... -12.100084481318884 0.051245165824786096       True\n",
-       "39627751484822557  8575.412808766589    745.650480845072 .. 25.866723923351863  6.616013216495414e-05 ... -12.011559915966064  0.06719123129765078       True\n",
-       "39627751489011811  9776.424114324152  2749.2246376348457 .. 151.09851953535983  3.990251519444507e-05 ... -12.324630437265066  0.05921626501390318       True\n",
-       "39627751489011950  6757.738547757268   4334.789599527496 .. -483.7636363081601 3.4879578802551334e-05 ...  -9.643688956855158  0.05538402279436283       True\n",
-       "39627751489012220  9471.674133491702   1804.6587917031663 .. 69.72406011806589 5.7785541984340596e-05 ... -12.388705919415695  0.05571212174377836       True\n",
-       "39627751489012282  8802.828583657742    703.7873919153078 .. 8.147424983902589 1.3408330732564798e-05 ... -10.164321746515268  0.07318917050388363       True\n",
-       "39627751489012409  9223.733405942097   1030.836438240513 .. 103.49333930180944  5.346381462187213e-05 ... -12.694572849180986  0.07807476911605038       True\n",
-       "39627751489012431  9577.251358687878    747.9734566799025 .. 5.030321165837629   1.06018178675957e-05 ... -17.429495247798606 0.024009574956050477       True\n",
-       "              ...                ...                                       ...                    ... ...                 ...                  ...        ...\n",
-       "39627817922595973  8506.777180194855  467.81523392613224 .. 1.4212561399292447  8.075279068232395e-06 ...   9.774387661610985  0.02648101648980014       True\n",
-       "39627817922596051   8991.65052229166    307.2698038815518 .. 6.991161787605352 1.6009816722975547e-05 ...   15.83928030872627  0.09102038070175328       True\n",
-       "39627817922596320 13215.140273496509   3530.7002659408804 .. 157.7288417585061 1.4785178367019635e-05 ...   5.798300367376619  0.04931316818381409       True\n",
-       "39627817922596693   15320.5492206458    3170.726314421036 .. 645.3459184925559 2.1397747257084104e-05 ...   5.240598172570862  0.11065071001844186       True\n",
-       "39627817926787577  9066.654234431684   1684.088389664666 .. 61.246499014342184 4.3124557370809455e-05 ...  10.055790018912337  0.04506814969571704       True\n",
-       "39627817926787711  8848.732380867004   1038.1749461953418 .. 13.68701359935182 7.0215849744434825e-06 ...  10.133887358118065  0.05093233314448655       True\n",
-       "39627823962392809  9058.906955692917   1576.648772009471 .. -2.497971540885307 5.1123124794442715e-05 ...   9.105820578133212 0.017402701441656433       True\n",
-       "39627823966585094  8808.126441951841     837.4380652073322 .. 8.56361945727893  7.989138213006365e-05 ...  11.040599947599599   0.1488824406930391       True\n",
-       "39627823966585185   8840.68090698123    604.3260766843445 .. 33.79979490786063  3.675410779172209e-05 ...  10.816278732626197   0.0861565485926227       True\n",
-       "39627823966585576  8618.577895928174 1099.9542151303162 .. -13.064214296936216  5.011526325310797e-05 ...   13.16367507192681    0.135628805937694       True\n",
-       "39627823966585927   8633.59043803811 407.57460436300875 .. -1.0188739585519404 1.1822916203372724e-05 ...  10.714580442585527  0.04874861418787056       True\n",
-       "39627823966585954  8497.961184203625   561.0381436027393 .. 11.524743916567772   8.82725981082288e-06 ...   10.84195012677088   0.2022915682037937       True\n",
-       "39627823966585969  8679.489034175873     869.131382491431 .. 4.170638061036766 6.7357141023634935e-06 ...   9.909844251203323  0.11978773601305659       True\n",
-       "39627823966586264  8402.992509886855   316.1233490956164 .. -7.337002404148852 0.00016674536323568585 ...  10.338952066344321  0.08208778465381873       True\n",
-       "39627823966586273  8429.622763775289   203.9660947270808 .. 12.909203207223356  4.481984716354776e-05 ...  10.330486846480847    0.138357266008494       True\n",
-       "39627823966586440  8794.497653633356   123.00877277953866 .. 8.191400856210938 1.6247229022090587e-05 ...    16.3334312063171  0.18415384054092876       True\n",
-       "39627823966586481   8604.08192640543  95.82173609472824 .. -17.956408860448352  9.765666841871356e-06 ...  11.101572787095128  0.07257659508912637       True\n",
-       "39627823966586990   9520.32962005958    505.7526165386138 .. 5.589033718003124 5.2774781728126445e-05 ...   16.27931027904205  0.07476988374607875       True\n",
-       "39627823966587925  8619.881880443543     547.103712174673 .. 10.30698029568402  5.191623490238911e-05 ...  15.857139276682592  0.08897770072468188       True"
+       "<Table length=31700>\n",
+       "     TARGETID            CHI2                        COEFF [10]                         ZERR          ZWARN ...  ROTCARTESIAN_Y_2    ROTCARTESIAN_Z_2       GAMA_SEP      GOOD_MATCH      DISTMOD      \n",
+       "                                                                                                            ...                                              arcsec                                    \n",
+       "      int64            float64                        float64                         float64         int64 ...      float64             float64            float64          bool         float64      \n",
+       "----------------- ------------------ ----------------------------------------- ---------------------- ----- ... ------------------ ------------------- ------------------ ---------- ------------------\n",
+       "39627733927462346  8692.672918319702 121.68951238388622 .. -14.996086956969426 3.8697103852301554e-05     0 ... 128.97464289104732   -8.77333933806804  610.6892146286484      False  39.29760220179492\n",
+       "39627733927463584  8176.399510648102   660.3244540502434 .. 24.759004304342646  8.205159057958459e-05     0 ... 128.97464289104732   -8.77333933806804  524.1802707831154      False  39.00684851923739\n",
+       "39627733927463809  8626.857865586877   485.0292418332066 .. 24.963252389929796 5.0634844475175196e-05     0 ... 128.97464289104732   -8.77333933806804 486.52431469568506      False  39.01772308725153\n",
+       "39627733927464616 12990.428521793336   2223.8885915768255 .. 305.9448964475926 1.0230523181652061e-05     0 ... 128.97464289104732   -8.77333933806804  679.7190013777825      False 36.149880662830526\n",
+       "39627733927465411  8442.600251841592   277.0041925091254 .. -7.739536982921571 0.00019425793579858322     0 ... 128.97464289104732   -8.77333933806804  800.5217578926786      False  39.80741732131347\n",
+       "39627733931658393  8304.447613477707   339.9781822698598 .. -7.587506913724259  6.535190536679439e-06     0 ... 117.90686193897089   -7.96570604281414  527.3372970468558      False  38.14086362305858\n",
+       "39627733935850977  8771.701879449189    715.8628891517072 .. 66.39259525867348 2.7077831514985856e-05     0 ...  380.1154662356516 -25.569328804038133  823.6486424247014      False  38.74047307419454\n",
+       "39627733935851253  8391.937730193138  -105.46662340101007 .. 19.65428929010347 1.4995730636760874e-05     0 ...  380.1154662356516 -25.569328804038133  568.4043629849053      False 39.341569255705394\n",
+       "39627733935851436  8261.159530133009   363.48761010622894 .. 4.339778835060374 1.5829741992493438e-05     0 ...  380.1154662356516 -25.569328804038133  565.4553320948746      False  39.34089100961857\n",
+       "39627733935851821 8099.2594701349735 202.45239356392275 .. -2.5732890243390307  9.916239071976159e-06     0 ...  319.1229055882134 -21.208375824955393  561.0327927175291      False  37.95285072595638\n",
+       "39627733935851833  8543.219156950712  429.38145891491894 .. -2.137305029445215 1.1915086270602987e-05     0 ...  319.1229055882134 -21.208375824955393  874.6175319982061      False   38.9967806027494\n",
+       "39627733935851892  8959.033953350037   1004.5000184321276 .. 76.55915047700863  3.648926006700676e-05     0 ...  319.1229055882134 -21.208375824955393  869.6487392466165      False  38.99700373772793\n",
+       "39627733935852010  8069.433267176151  406.24399645374837 .. 10.838719909810077 1.1802530982244633e-05     0 ...  319.1229055882134 -21.208375824955393  767.3718255474797      False  39.83004932408531\n",
+       "39627733935852193   8418.00527511537  50.542486902510305 .. 16.919283197345916  2.807713629223721e-05     0 ...  319.1229055882134 -21.208375824955393  557.1658281601176      False  39.82133102927414\n",
+       "39627733935852273  8176.366350345314 182.32199755325405 .. -19.010664078929842 4.8985887983843716e-05     0 ...  319.1229055882134 -21.208375824955393   704.295617414001      False 39.759053723612325\n",
+       "39627733935852578  9110.830919027328  171.8746586551801 .. -13.205412711596864   1.05720638754768e-05     0 ... 180.65836841503204 -12.101073872648271 1084.4711703715227      False  39.45339728031137\n",
+       "39627733935852693  8657.775320529938  1022.0177702938316 .. 37.679416761537084  6.530756698589609e-06     0 ... 180.65836841503204 -12.101073872648271   858.616741833207      False  38.85841150284555\n",
+       "39627733935852959  8988.161601930857  -559.4950224104321 .. -89.15822719086117 1.3093235130577416e-05     0 ... 180.65836841503204 -12.101073872648271   673.971987242113      False 38.855215469561486\n",
+       "39627733935853017   8292.41506767273   1366.1601921612055 .. 65.54524194024566   4.96439807542203e-06     0 ... 180.65836841503204 -12.101073872648271  992.9008730145011      False   38.2894557304296\n",
+       "39627733935853102  8275.384898364544  185.98197387740086 .. -11.50110635573315  6.679760195096443e-06     0 ... 180.65836841503204 -12.101073872648271  957.6810413136045      False  38.29279843002471\n",
+       "39627733935853194  8465.235985525418    514.5272093772539 .. 26.87106766144148 0.00011089184089783028     0 ... 180.65836841503204 -12.101073872648271  817.1178941057123      False 39.309236652465685\n",
+       "              ...                ...                                       ...                    ...   ... ...                ...                 ...                ...        ...                ...\n",
+       "39627884997902809   9329.37264377717   1087.2558280087567 .. 50.80729134126967  6.860658950815696e-05     0 ... 276.63377744667645  23.249287402794863  3528.577838006857      False  38.76914986389738\n",
+       "39627884997902828  8087.840106880292   1221.7623988913367 .. 89.72432005021062  3.771286844791765e-05     0 ... 276.63377744667645  23.249287402794863 3382.7224856910307      False 38.573124352890986\n",
+       "39627884997903156   9377.06022810936  95.57130719221426 .. -17.640922097764456  6.701322197668589e-06     0 ...  403.9805734086276   33.78747263034515 3866.5827048222486      False  39.54531723879819\n",
+       "39627884997903731  8685.170081607997   875.6800506621629 .. -49.20818891990571 2.6571449414413192e-05     0 ...  403.9805734086276   33.78747263034515 3221.3710141743786      False 37.487930108980876\n",
+       "39627884997903732  9585.935160756111     727.2276642172028 .. 57.3964700023586  8.129921157198196e-06     0 ...  403.9805734086276   33.78747263034515 3851.8055500292166      False  39.54016190247914\n",
+       "39627884997903794  8190.614242576063   646.9281736646534 .. 23.500014165605542 2.3123856136066292e-05     0 ...  403.9805734086276   33.78747263034515  3853.814887849132      False 38.567816819591336\n",
+       "39627884997904044 7807.5164907723665    664.3624453203655 .. 60.26521185599648 1.5379351675091025e-05     0 ...  403.9805734086276   33.78747263034515 3259.2979569412746      False  38.59358992815299\n",
+       "39627884997904170 11212.267537077889    6495.437326999594 .. 283.1488151179955  2.150242393577457e-05     0 ...  403.9805734086276   33.78747263034515  3310.619701517194      False  37.20556221553817\n",
+       "39627884997904383  8652.067359017208     735.215216811554 .. 38.21848523316025  6.579990882963404e-05     0 ...  403.9805734086276   33.78747263034515 4003.5159412123007      False 38.654566838467645\n",
+       "39627884997904444  8078.849977720529   131.3237362667319 .. 23.705067864752234  6.511758817734115e-05     0 ...  403.9805734086276   33.78747263034515 3299.0681410332554      False  39.50398594644059\n",
+       "39627884997904596  10289.74449657835   2232.253508382824 .. 160.36769655235358 2.2142695531434357e-05     0 ...  403.9805734086276   33.78747263034515  3395.196325994272      False 37.179215997207294\n",
+       "39627884997904605  8932.790441572666    658.9183958931509 .. 13.51286929351422  8.374152419852982e-06     0 ...  403.9805734086276   33.78747263034515 3247.7322884468504      False  38.59616120889562\n",
+       "39627884997904663  8768.256225204095   2063.7755419734362 .. 58.58722666868762 3.3802881449592826e-05     0 ...  403.9805734086276   33.78747263034515 3564.2289495299683      False 37.525582156560674\n",
+       "39627884997904665  9254.009465789422   1185.7632938471816 .. 60.87263242628006 2.5841204598657727e-05     0 ...  403.9805734086276   33.78747263034515  3664.178466618482      False  37.21513121997502\n",
+       "39627884997905346  8118.820954598486 392.29326307965965 .. -10.748116106577394  5.213458499125272e-05     0 ...  403.9805734086276   33.78747263034515  3320.682990330965      False  39.53275451929857\n",
+       "39627884997905365  8998.081071853638    934.3742694657368 .. 36.12365951874023  8.459672673922825e-06     0 ...  403.9805734086276   33.78747263034515 3460.9910109411103      False  38.45265903914284\n",
+       "39627884997905377  9417.631601342931   651.0375158582522 .. 106.60087326410458  4.020514984737194e-05     0 ...  403.9805734086276   33.78747263034515 3603.5471795919793      False  38.59061556637199\n",
+       "39627884997906047 10271.275986434892   2784.7068572920152 .. 191.9108746285384 2.8176578060996388e-05     0 ...  403.9805734086276   33.78747263034515   3619.16822859568      False  37.22990490872062\n",
+       "39627891020924795  7214.639011114836 415.80126685971703 .. -6.5442978739451565 1.4302993105843429e-05     0 ...  268.5357988341366  22.707992537988808  4126.681420495535      False  39.06666756320274\n",
+       "39627891020925827  8156.954467024654   747.5479305464114 .. 14.756218112537779  4.571631686704616e-05     0 ...  272.0861547886619  22.999951080483456  4204.197662405296      False  39.54892792960108\n",
+       "39627891025118826   8594.90907916613  831.0676792069843 .. -12.507674449290159 5.8248938066517146e-05     0 ... 276.63377744667645  23.249287402794863  4149.228579937776      False  39.52124592050152\n",
+       "39627891025118917  9019.141061782837    3113.912646966514 .. 83.07208335995219 2.2189472654468995e-06     0 ... 276.63377744667645  23.249287402794863   4130.93081182721      False  39.09043366279344"
       ]
      },
-     "execution_count": 5,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "desi = Table.read('{}/data/GAMA4/desi_gold.fits'.format(os.environ['HOME']))\n",
+    "#desi = Table.read('{}/data/GAMA4/desi_gold.fits'.format(os.environ['HOME']))\n",
+    "fpath =  findfile(ftype='gold', version=version, dryrun=dryrun, survey='desi')\n",
+    "desi  =  Table.read(fpath)\n",
+    "\n",
     "desi"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 6,
-   "id": "86d9e39f",
+   "id": "ca1bcea9",
    "metadata": {},
    "outputs": [
     {
@@ -374,7 +415,7 @@
   {
    "cell_type": "code",
    "execution_count": 7,
-   "id": "24747aa0",
+   "id": "7f87a145",
    "metadata": {},
    "outputs": [
     {
@@ -410,7 +451,7 @@
   {
    "cell_type": "code",
    "execution_count": 8,
-   "id": "d185bbed",
+   "id": "1f6a9431",
    "metadata": {},
    "outputs": [
     {
@@ -446,7 +487,7 @@
   {
    "cell_type": "code",
    "execution_count": 9,
-   "id": "d34ae4d8",
+   "id": "2f67f0ca",
    "metadata": {},
    "outputs": [
     {
@@ -466,7 +507,7 @@
   {
    "cell_type": "code",
    "execution_count": 10,
-   "id": "42fd5ac1",
+   "id": "9a5b9bb2",
    "metadata": {},
    "outputs": [
     {
@@ -487,7 +528,7 @@
   {
    "cell_type": "code",
    "execution_count": 11,
-   "id": "af6a2219",
+   "id": "fdcb02b8",
    "metadata": {},
    "outputs": [
     {
@@ -598,7 +639,7 @@
   {
    "cell_type": "code",
    "execution_count": 12,
-   "id": "2846e233",
+   "id": "e99737b6",
    "metadata": {},
    "outputs": [
     {
@@ -641,7 +682,7 @@
   {
    "cell_type": "code",
    "execution_count": 13,
-   "id": "cdca29b0",
+   "id": "74c93b84",
    "metadata": {},
    "outputs": [
     {
@@ -698,7 +739,7 @@
   {
    "cell_type": "code",
    "execution_count": 14,
-   "id": "6941340d",
+   "id": "3c538ce1",
    "metadata": {},
    "outputs": [
     {
@@ -719,7 +760,7 @@
   {
    "cell_type": "code",
    "execution_count": 15,
-   "id": "5c40173b",
+   "id": "f68bf063",
    "metadata": {},
    "outputs": [
     {
@@ -829,7 +870,7 @@
   {
    "cell_type": "code",
    "execution_count": 16,
-   "id": "b7cb6bfb",
+   "id": "3145e47f",
    "metadata": {},
    "outputs": [
     {
@@ -870,7 +911,7 @@
   {
    "cell_type": "code",
    "execution_count": 17,
-   "id": "330e23b9",
+   "id": "2f637a39",
    "metadata": {},
    "outputs": [
     {
@@ -891,7 +932,7 @@
   {
    "cell_type": "code",
    "execution_count": 18,
-   "id": "b704a108",
+   "id": "be34fecb",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -901,7 +942,7 @@
   {
    "cell_type": "code",
    "execution_count": 19,
-   "id": "be822244",
+   "id": "c868fd44",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -939,7 +980,7 @@
   {
    "cell_type": "code",
    "execution_count": 20,
-   "id": "096593c1",
+   "id": "180e5759",
    "metadata": {},
    "outputs": [
     {
@@ -969,7 +1010,7 @@
   {
    "cell_type": "code",
    "execution_count": 21,
-   "id": "32473127",
+   "id": "18dd6638",
    "metadata": {},
    "outputs": [
     {
@@ -991,7 +1032,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dae5d62b",
+   "id": "503b4477",
    "metadata": {},
    "source": [
     "# GAMA - DESI"
@@ -1000,7 +1041,7 @@
   {
    "cell_type": "code",
    "execution_count": 22,
-   "id": "479644b7",
+   "id": "17bdd60b",
    "metadata": {},
    "outputs": [
     {
@@ -1110,7 +1151,7 @@
   {
    "cell_type": "code",
    "execution_count": 23,
-   "id": "2619b3d6",
+   "id": "da828c99",
    "metadata": {},
    "outputs": [
     {
@@ -1239,7 +1280,7 @@
   {
    "cell_type": "code",
    "execution_count": 24,
-   "id": "117a4408",
+   "id": "50e7fa90",
    "metadata": {},
    "outputs": [
     {
@@ -1275,7 +1316,7 @@
   {
    "cell_type": "code",
    "execution_count": 25,
-   "id": "1ab0dc6e",
+   "id": "dee2ac93",
    "metadata": {},
    "outputs": [
     {
@@ -1318,7 +1359,7 @@
   {
    "cell_type": "code",
    "execution_count": 57,
-   "id": "9548e26c",
+   "id": "ca8ca4a7",
    "metadata": {},
    "outputs": [
     {
@@ -1378,7 +1419,7 @@
   {
    "cell_type": "code",
    "execution_count": 83,
-   "id": "89176406",
+   "id": "c74fb4ba",
    "metadata": {},
    "outputs": [
     {
@@ -1431,7 +1472,7 @@
   {
    "cell_type": "code",
    "execution_count": 96,
-   "id": "9ee0cf94",
+   "id": "3afcb903",
    "metadata": {},
    "outputs": [
     {
@@ -1541,7 +1582,7 @@
   {
    "cell_type": "code",
    "execution_count": 97,
-   "id": "10f0df4f",
+   "id": "15a0ac52",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1551,7 +1592,7 @@
   {
    "cell_type": "code",
    "execution_count": 102,
-   "id": "c35e9ef9",
+   "id": "edb49c66",
    "metadata": {},
    "outputs": [
     {
@@ -1587,7 +1628,7 @@
   {
    "cell_type": "code",
    "execution_count": 103,
-   "id": "3ca4a8d1",
+   "id": "bcf8f085",
    "metadata": {},
    "outputs": [
     {
@@ -1625,7 +1666,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5350d9d7",
+   "id": "9f37d4b7",
    "metadata": {},
    "source": [
     "# DESI SV3 Gold"
@@ -1634,7 +1675,7 @@
   {
    "cell_type": "code",
    "execution_count": 104,
-   "id": "0b000302",
+   "id": "0d0b99b2",
    "metadata": {},
    "outputs": [
     {
@@ -1744,7 +1785,7 @@
   {
    "cell_type": "code",
    "execution_count": 111,
-   "id": "a3878010",
+   "id": "b8463f73",
    "metadata": {},
    "outputs": [
     {
@@ -1789,7 +1830,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9b1dc08e",
+   "id": "b6acd47e",
    "metadata": {},
    "source": [
     "# Done."
@@ -1798,7 +1839,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "lumfn",
+   "display_name": "Lumfn",
    "language": "python",
    "name": "lumfn"
   },
diff --git a/docs/nb/randoms_n8_qa.ipynb b/docs/nb/randoms_n8_qa.ipynb
index 7f893be9..506cbb4f 100644
--- a/docs/nb/randoms_n8_qa.ipynb
+++ b/docs/nb/randoms_n8_qa.ipynb
@@ -3,7 +3,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "e2125eae",
+   "id": "d0c1e1e8",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -22,7 +22,7 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "id": "aaa7ef42",
+   "id": "a39b8ab0",
    "metadata": {},
    "outputs": [
     {
@@ -46,8 +46,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
-   "id": "89a926dd",
+   "execution_count": 3,
+   "id": "3c2b545d",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -62,7 +62,7 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "id": "d3f7a7ec",
+   "id": "29589aea",
    "metadata": {
     "tags": [
      "parameters"
@@ -82,7 +82,18 @@
   {
    "cell_type": "code",
    "execution_count": 5,
-   "id": "d4c787f2",
+   "id": "cf8e4186",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "nbar = 2.\n",
+    "radius = 8."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "b645971f",
    "metadata": {},
    "outputs": [
     {
@@ -110,7 +121,7 @@
        "             ('EXTNAME', 'RANDOMS')])"
       ]
      },
-     "execution_count": 5,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -124,7 +135,7 @@
   {
    "cell_type": "code",
    "execution_count": 7,
-   "id": "1c4d17ba",
+   "id": "54c0f214",
    "metadata": {},
    "outputs": [
     {
@@ -153,8 +164,6 @@
    ],
    "source": [
     "fpath = findfile(ftype='randoms_n8', field=field, dryrun=dryrun, survey=survey, version=version)\n",
-    "\n",
-    "#fpath = os.environ['HOME'] + '/data/{}/randoms/randoms_N8_{}_{}.fits'.format(version, field, realz)\n",
     "rand  = Table.read(fpath)\n",
     "rand.meta"
    ]
@@ -162,7 +171,7 @@
   {
    "cell_type": "code",
    "execution_count": 8,
-   "id": "45e8295e",
+   "id": "f5d18129",
    "metadata": {},
    "outputs": [
     {
@@ -190,9 +199,7 @@
     }
    ],
    "source": [
-    "#fpath = os.environ['HOME'] + '/data/{}/randoms/randoms_bd_{}_{}.fits'.format(version, field, realz)\n",
-    "fpath = findfile(ftype='randoms_n8', field=field, dryrun=dryrun, survey=survey, version=version)\n",
-    "\n",
+    "fpath = findfile(ftype='randoms_bd', field=field, dryrun=dryrun, survey=survey, version=version)\n",
     "rand = Table.read(fpath)\n",
     "rand.meta"
    ]
@@ -200,113 +207,113 @@
   {
    "cell_type": "code",
    "execution_count": 9,
-   "id": "abf100c3",
+   "id": "bd597858",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
        "<div><i>Table length=15726</i>\n",
-       "<table id=\"table47202654322256\" class=\"table-striped table-bordered table-condensed\">\n",
-       "<thead><tr><th>LOCATION</th><th>FIBER</th><th>TARGETID</th><th>RANDOM_RA</th><th>RANDOM_DEC</th><th>TILEID</th><th>ROS</th><th>ROS_DIST</th><th>Z</th><th>V</th><th>RANDID</th><th>FIELD</th><th>GAMA_FIELD</th><th>CARTESIAN_X</th><th>CARTESIAN_Y</th><th>CARTESIAN_Z</th><th>ROTCARTESIAN_X</th><th>ROTCARTESIAN_Y</th><th>ROTCARTESIAN_Z</th><th>IS_BOUNDARY</th><th>RAND_N8</th><th>FILLFACTOR</th></tr></thead>\n",
-       "<thead><tr><th>int32</th><th>int32</th><th>int64</th><th>float64</th><th>float64</th><th>int64</th><th>int64</th><th>float64</th><th>float32</th><th>float32</th><th>int64</th><th>bytes2</th><th>bytes3</th><th>float32</th><th>float32</th><th>float32</th><th>float64</th><th>float64</th><th>float64</th><th>int64</th><th>int32</th><th>float64</th></tr></thead>\n",
-       "<tr><td>7088</td><td>3982</td><td>327858169944476468</td><td>180.26350412817186</td><td>0.19044292795039414</td><td>39</td><td>1</td><td>0.6902931374711383</td><td>0.26298735</td><td>266407.47</td><td>9449</td><td>R1</td><td>G12</td><td>-747.1444</td><td>-3.4361525</td><td>2.4834359</td><td>747.1021249297582</td><td>8.612536812169399</td><td>2.642328706963844</td><td>1</td><td>46</td><td>0.36203960836812193</td></tr>\n",
-       "<tr><td>6094</td><td>3212</td><td>327858182019876416</td><td>180.07731463817055</td><td>0.6730824188137113</td><td>47</td><td>1</td><td>0.8251416398072031</td><td>0.26297763</td><td>266379.66</td><td>12606</td><td>R1</td><td>G12</td><td>-747.0782</td><td>-1.0081042</td><td>8.776716</td><td>747.0513872604157</td><td>6.184088019049684</td><td>8.935598421549901</td><td>1</td><td>51</td><td>0.40139173971248304</td></tr>\n",
-       "<tr><td>1064</td><td>614</td><td>327858145768507196</td><td>179.28100108786887</td><td>-0.685901415629755</td><td>46</td><td>1</td><td>0.7564497317989525</td><td>0.26299304</td><td>266423.8</td><td>3343</td><td>R1</td><td>G12</td><td>-747.0594</td><td>9.375264</td><td>-8.944357</td><td>747.1082972341547</td><td>-4.199161385130673</td><td>-8.785463026322264</td><td>1</td><td>51</td><td>0.40139173971248304</td></tr>\n",
-       "<tr><td>6175</td><td>3335</td><td>327858175984271673</td><td>180.25313782006504</td><td>0.5027410634182592</td><td>46</td><td>1</td><td>0.8242127399946046</td><td>0.2629643</td><td>266341.5</td><td>10965</td><td>R1</td><td>G12</td><td>-747.0587</td><td>-3.300593</td><td>6.5552893</td><td>747.0165068342266</td><td>8.476386794584739</td><td>6.714163989176557</td><td>1</td><td>55</td><td>0.4328734447879719</td></tr>\n",
-       "<tr><td>4092</td><td>2479</td><td>327858175963300763</td><td>179.1612944073869</td><td>0.4412898240719719</td><td>49</td><td>1</td><td>0.6222503516667862</td><td>0.2629877</td><td>266408.53</td><td>10377</td><td>R1</td><td>G12</td><td>-747.05524</td><td>10.936306</td><td>5.75452</td><td>747.1118362245064</td><td>-5.76019450551821</td><td>5.913414916535301</td><td>1</td><td>34</td><td>0.26759449314165534</td></tr>\n",
-       "<tr><td>7144</td><td>3723</td><td>327858169944475051</td><td>180.30868755078086</td><td>0.20742936399206469</td><td>48</td><td>1</td><td>0.738419116367134</td><td>0.26293993</td><td>266271.7</td><td>9382</td><td>R1</td><td>G12</td><td>-747.01373</td><td>-4.0246606</td><td>2.7044837</td><td>746.9673274059456</td><td>9.200125447403702</td><td>2.8633479216531956</td><td>1</td><td>51</td><td>0.40139173971248304</td></tr>\n",
-       "<tr><td>8433</td><td>4397</td><td>327858145793673749</td><td>180.77706377286515</td><td>-0.7286853893889694</td><td>40</td><td>1</td><td>1.3843362382018751</td><td>0.26297227</td><td>266364.34</td><td>4298</td><td>R1</td><td>G12</td><td>-746.987</td><td>-10.131499</td><td>-9.501536</td><td>746.9008803874635</td><td>15.30663236115012</td><td>-9.342686603077825</td><td>1</td><td>42</td><td>0.33055790329263307</td></tr>\n",
-       "<tr><td>8124</td><td>4177</td><td>327858163908870961</td><td>180.59697001711058</td><td>-0.09477565009222234</td><td>49</td><td>1</td><td>1.001464294071772</td><td>0.26293185</td><td>266248.62</td><td>8244</td><td>R1</td><td>G12</td><td>-746.9664</td><td>-7.782993</td><td>-1.2356604</td><td>746.8947642630225</td><td>12.958039346732814</td><td>-1.0768117813511466</td><td>1</td><td>55</td><td>0.4328734447879719</td></tr>\n",
-       "<tr><td>4287</td><td>2064</td><td>327858188042898128</td><td>179.1117840074867</td><td>0.9784075156758851</td><td>41</td><td>1</td><td>1.0934408777165714</td><td>0.26297075</td><td>266359.97</td><td>13570</td><td>R1</td><td>G12</td><td>-746.9133</td><td>11.579798</td><td>12.757388</td><td>746.9729018601522</td><td>-6.404653983372273</td><td>12.916253702026154</td><td>1</td><td>53</td><td>0.4171325922502275</td></tr>\n",
-       "<tr><td>3209</td><td>1871</td><td>327858163871122179</td><td>178.45917031031144</td><td>-0.010169244200369743</td><td>46</td><td>1</td><td>1.140875006622172</td><td>0.2629966</td><td>266434.03</td><td>7439</td><td>R1</td><td>G12</td><td>-746.9111</td><td>20.091188</td><td>-0.1326148</td><td>747.032354809286</td><td>-14.915856032068447</td><td>0.026263133662201232</td><td>1</td><td>49</td><td>0.3856508871747386</td></tr>\n",
-       "<tr><td>1325</td><td>843</td><td>327858139720320534</td><td>178.85327661388365</td><td>-1.00227814102654</td><td>49</td><td>1</td><td>1.2498401535750958</td><td>0.26296753</td><td>266350.72</td><td>1476</td><td>R1</td><td>G12</td><td>-746.8395</td><td>14.949315</td><td>-13.068453</td><td>746.9278888485776</td><td>-9.774602112400409</td><td>-12.909597405379934</td><td>1</td><td>51</td><td>0.40139173971248304</td></tr>\n",
-       "<tr><td>5427</td><td>2761</td><td>327858200130880219</td><td>179.67361827784214</td><td>1.495753218155624</td><td>47</td><td>1</td><td>1.497563390715216</td><td>0.26295877</td><td>266325.7</td><td>15586</td><td>R1</td><td>G12</td><td>-746.8133</td><td>4.25422</td><td>19.50092</td><td>746.8206793801215</td><td>0.9200548426287387</td><td>19.65975270715657</td><td>1</td><td>21</td><td>0.16527895164631654</td></tr>\n",
-       "<tr><td>6450</td><td>3189</td><td>327858188068061798</td><td>180.56220391980193</td><td>1.1087607990862824</td><td>49</td><td>1</td><td>1.4680161164843024</td><td>0.26291713</td><td>266206.47</td><td>14392</td><td>R1</td><td>G12</td><td>-746.79266</td><td>-7.3279963</td><td>14.454079</td><td>746.7208778753848</td><td>12.501850187597986</td><td>14.61289069962791</td><td>1</td><td>32</td><td>0.2518536406039109</td></tr>\n",
-       "<tr><td>8167</td><td>4196</td><td>327858157869075282</td><td>180.66440681497545</td><td>-0.24568454101474613</td><td>49</td><td>1</td><td>1.0923899566439677</td><td>0.26286703</td><td>266063.06</td><td>7086</td><td>R1</td><td>G12</td><td>-746.7772</td><td>-8.660082</td><td>-3.2024188</td><td>746.6999623791356</td><td>13.833796838759094</td><td>-3.043611626461521</td><td>1</td><td>57</td><td>0.44861429732571634</td></tr>\n",
-       "<tr><td>2072</td><td>1258</td><td>327858157843908478</td><td>179.11981628879153</td><td>-0.3171543833270986</td><td>47</td><td>1</td><td>0.5754658498675794</td><td>0.26288036</td><td>266101.16</td><td>6593</td><td>R1</td><td>G12</td><td>-746.7704</td><td>11.472867</td><td>-4.134194</td><td>746.8328125876225</td><td>-6.29871618336957</td><td>-3.9753584861906894</td><td>1</td><td>44</td><td>0.3462987558303775</td></tr>\n",
-       "<tr><td>9061</td><td>4882</td><td>327858151816693998</td><td>179.89646732343553</td><td>-0.5774735063807486</td><td>49</td><td>1</td><td>0.649126758256925</td><td>0.2628548</td><td>266028.06</td><td>5338</td><td>R1</td><td>G12</td><td>-746.76245</td><td>1.3493907</td><td>-7.5267467</td><td>746.7554608977298</td><td>3.8244621345349876</td><td>-7.367927866612134</td><td>1</td><td>43</td><td>0.3384283295615053</td></tr>\n",
-       "<tr><td>4242</td><td>2426</td><td>327858181998903416</td><td>178.78001584112434</td><td>0.6987790842392771</td><td>49</td><td>1</td><td>1.0773267339898673</td><td>0.26292345</td><td>266224.5</td><td>11730</td><td>R1</td><td>G12</td><td>-746.7605</td><td>15.90298</td><td>9.110004</td><td>746.8508016752693</td><td>-10.728791199349823</td><td>9.26884396153556</td><td>1</td><td>53</td><td>0.4171325922502275</td></tr>\n",
-       "<tr><td>9384</td><td>4546</td><td>327858139745485339</td><td>180.33870448544894</td><td>-1.0012684190555832</td><td>45</td><td>1</td><td>1.2442536771522006</td><td>0.26288244</td><td>266107.12</td><td>2389</td><td>R1</td><td>G12</td><td>-746.7485</td><td>-4.414461</td><td>-13.051308</td><td>746.7027252433543</td><td>9.588078838500024</td><td>-12.892500135656636</td><td>1</td><td>52</td><td>0.40926216598135523</td></tr>\n",
-       "<tr><td>6167</td><td>3392</td><td>327858182019877514</td><td>180.15768488608208</td><td>0.8340609374197206</td><td>41</td><td>1</td><td>1.0033185487278151</td><td>0.2628645</td><td>266055.8</td><td>12644</td><td>R1</td><td>G12</td><td>-746.7456</td><td>-2.055139</td><td>10.871266</td><td>746.7111150092785</td><td>7.228793519004499</td><td>11.030076232978782</td><td>1</td><td>50</td><td>0.3935213134436108</td></tr>\n",
-       "<tr><td>6253</td><td>3133</td><td>327858188063867013</td><td>180.44997251701986</td><td>0.8768175769257199</td><td>44</td><td>1</td><td>1.2211494353446657</td><td>0.26287496</td><td>266085.72</td><td>14210</td><td>R1</td><td>G12</td><td>-746.74506</td><td>-5.864684</td><td>11.428948</td><td>746.6840532949533</td><td>11.038243319628574</td><td>11.587752527492047</td><td>1</td><td>51</td><td>0.40139173971248304</td></tr>\n",
-       "<tr><td>2453</td><td>1241</td><td>327858157831325640</td><td>178.252178845705</td><td>-0.24769572693752895</td><td>44</td><td>1</td><td>1.3703881638352782</td><td>0.26296023</td><td>266329.84</td><td>6159</td><td>R1</td><td>G12</td><td>-746.7293</td><td>22.78622</td><td>-3.2297127</td><td>746.8699272528293</td><td>-17.612082780669855</td><td>-3.070869399670808</td><td>1</td><td>40</td><td>0.31481705075488864</td></tr>\n",
-       "<tr><td>57</td><td>108</td><td>327858145772701822</td><td>179.68977656020002</td><td>-0.6972490428349781</td><td>43</td><td>1</td><td>0.7030047372722984</td><td>0.26283914</td><td>265983.28</td><td>3519</td><td>R1</td><td>G12</td><td>-746.6934</td><td>4.0429516</td><td>-9.087312</td><td>746.7054255851203</td><td>1.1304876762837335</td><td>-8.928503538168215</td><td>1</td><td>52</td><td>0.40926216598135523</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></tr>\n",
-       "<tr><td>1181</td><td>950</td><td>327858145764311368</td><td>179.05217387290358</td><td>-0.7967564128730114</td><td>45</td><td>1</td><td>0.9669099759315406</td><td>0.04360129</td><td>1391.3689</td><td>3093</td><td>R1</td><td>G12</td><td>-129.60112</td><td>2.1441462</td><td>-1.8025988</td><td>129.6132452190924</td><td>-1.246174754830366</td><td>-1.7750328856651396</td><td>1</td><td>30</td><td>0.2361127880661665</td></tr>\n",
-       "<tr><td>9145</td><td>4663</td><td>327858145776895055</td><td>179.9163603036788</td><td>-0.6869483265322006</td><td>42</td><td>1</td><td>0.7562916430746998</td><td>0.043561343</td><td>1387.5852</td><td>3635</td><td>R1</td><td>G12</td><td>-129.50418</td><td>0.18904878</td><td>-1.5527676</td><td>129.50270975746471</td><td>0.7082041160088144</td><td>-1.5252251889179935</td><td>1</td><td>33</td><td>0.25972406687278315</td></tr>\n",
-       "<tr><td>2240</td><td>1054</td><td>327858145755922508</td><td>178.6821744048797</td><td>-0.7308161276503767</td><td>41</td><td>1</td><td>1.1732222081046788</td><td>0.04342312</td><td>1374.5276</td><td>2767</td><td>R1</td><td>G12</td><td>-129.06148</td><td>2.9689887</td><td>-1.646723</td><td>129.07929748267915</td><td>-2.0747362335407162</td><td>-1.619270639462269</td><td>1</td><td>30</td><td>0.2361127880661665</td></tr>\n",
-       "<tr><td>1338</td><td>862</td><td>327858139720321173</td><td>178.89451995216766</td><td>-1.094525941450782</td><td>45</td><td>1</td><td>1.3021630429978246</td><td>0.043109145</td><td>1345.17</td><td>1510</td><td>R1</td><td>G12</td><td>-128.13316</td><td>2.472542</td><td>-2.4484918</td><td>128.14773654617574</td><td>-1.5847332112653918</td><td>-2.4212375606096437</td><td>1</td><td>29</td><td>0.2282423617972943</td></tr>\n",
-       "<tr><td>6126</td><td>3390</td><td>327858182019877632</td><td>180.03428136354916</td><td>0.7190473172861576</td><td>49</td><td>1</td><td>0.8400115748087125</td><td>0.042527772</td><td>1291.9161</td><td>12653</td><td>R1</td><td>G12</td><td>-126.456</td><td>-0.0756615</td><td>1.5870739</td><td>126.45210158068566</td><td>0.9517892375535211</td><td>1.613967638963309</td><td>1</td><td>27</td><td>0.21250150925954986</td></tr>\n",
-       "<tr><td>8389</td><td>4038</td><td>327858151829274850</td><td>180.7118998078208</td><td>-0.4873301272390406</td><td>45</td><td>1</td><td>1.21399424268305</td><td>0.042478725</td><td>1287.4874</td><td>5692</td><td>R1</td><td>G12</td><td>-126.30701</td><td>-1.5694448</td><td>-1.0744151</td><td>126.29332732574127</td><td>2.4445043743161863</td><td>-1.0475551990040874</td><td>1</td><td>25</td><td>0.1967606567218054</td></tr>\n",
-       "<tr><td>9390</td><td>4771</td><td>327858133705690206</td><td>180.27061815950853</td><td>-1.264691626130319</td><td>49</td><td>1</td><td>1.43146798192216</td><td>0.04242996</td><td>1283.0957</td><td>1219</td><td>R1</td><td>G12</td><td>-126.14536</td><td>-0.5958114</td><td>-2.7848942</td><td>126.13879666769326</td><td>1.4697744700728888</td><td>-2.758067243364731</td><td>1</td><td>25</td><td>0.1967606567218054</td></tr>\n",
-       "<tr><td>6218</td><td>3138</td><td>327858182024070880</td><td>180.33379358144296</td><td>0.6400069728188503</td><td>43</td><td>1</td><td>0.9736732254774639</td><td>0.04211552</td><td>1255.0076</td><td>12767</td><td>R1</td><td>G12</td><td>-125.240105</td><td>-0.7296317</td><td>1.3990426</td><td>125.2317432502778</td><td>1.5973196215557959</td><td>1.4256767745649417</td><td>1</td><td>27</td><td>0.21250150925954986</td></tr>\n",
-       "<tr><td>5375</td><td>2938</td><td>327858194082693267</td><td>179.1456159871788</td><td>1.3542558706543448</td><td>40</td><td>1</td><td>1.4284380784871749</td><td>0.042059388</td><td>1250.0393</td><td>14659</td><td>R1</td><td>G12</td><td>-125.03563</td><td>1.8646463</td><td>2.9562492</td><td>125.04491560204772</td><td>-0.9983128243101845</td><td>2.9828437062101485</td><td>1</td><td>25</td><td>0.1967606567218054</td></tr>\n",
-       "<tr><td>7170</td><td>3858</td><td>327858169944475391</td><td>180.36195595283954</td><td>0.2713417497526247</td><td>48</td><td>1</td><td>0.8088256170528043</td><td>0.04202986</td><td>1247.4292</td><td>9401</td><td>R1</td><td>G12</td><td>-124.99348</td><td>-0.7896347</td><td>0.5919612</td><td>124.98487729593963</td><td>1.6556124439354005</td><td>0.6185428518094398</td><td>1</td><td>27</td><td>0.21250150925954986</td></tr>\n",
-       "<tr><td>2348</td><td>1009</td><td>327858157831323869</td><td>178.30437634393962</td><td>-0.28014638638624423</td><td>46</td><td>1</td><td>1.325559986719976</td><td>0.041706115</td><td>1219.0505</td><td>6072</td><td>R1</td><td>G12</td><td>-123.98652</td><td>3.6703553</td><td>-0.6064996</td><td>124.00909867098154</td><td>-2.811247078009115</td><td>-0.5801255200567844</td><td>1</td><td>25</td><td>0.1967606567218054</td></tr>\n",
-       "<tr><td>9170</td><td>4988</td><td>327858145781090322</td><td>180.04766284581143</td><td>-0.6860701475542827</td><td>42</td><td>1</td><td>0.8191975908188552</td><td>0.04167332</td><td>1216.2031</td><td>3821</td><td>R1</td><td>G12</td><td>-123.93664</td><td>-0.10309964</td><td>-1.4841114</td><td>123.93326177750181</td><td>0.9617717190942193</td><td>-1.4577534847337001</td><td>1</td><td>26</td><td>0.20463108299067762</td></tr>\n",
-       "<tr><td>8296</td><td>4052</td><td>327858163913065146</td><td>180.8425077972077</td><td>-0.0452337843797798</td><td>45</td><td>1</td><td>1.2433307687890685</td><td>0.041660205</td><td>1215.0654</td><td>8398</td><td>R1</td><td>G12</td><td>-123.89343</td><td>-1.8219267</td><td>-0.097821794</td><td>123.87785411014798</td><td>2.6802582009080074</td><td>-0.07147560360673465</td><td>1</td><td>25</td><td>0.1967606567218054</td></tr>\n",
-       "<tr><td>6070</td><td>3418</td><td>327858169940281157</td><td>180.1960736086521</td><td>0.3652628373087291</td><td>41</td><td>1</td><td>0.699082165334018</td><td>0.04105428</td><td>1163.2242</td><td>9275</td><td>R1</td><td>G12</td><td>-122.115814</td><td>-0.41789782</td><td>0.7785082</td><td>122.10981961274243</td><td>1.2639470707811251</td><td>0.8044783735521327</td><td>1</td><td>20</td><td>0.15740852537744432</td></tr>\n",
-       "<tr><td>223</td><td>475</td><td>327858133697299515</td><td>179.931755737052</td><td>-1.2511924844901985</td><td>46</td><td>1</td><td>1.2944214949264494</td><td>0.040967297</td><td>1155.9042</td><td>884</td><td>R1</td><td>G12</td><td>-121.83318</td><td>0.145114</td><td>-2.6609483</td><td>121.83182771614838</td><td>0.6989905969339687</td><td>-2.6350372900774843</td><td>1</td><td>21</td><td>0.16527895164631654</td></tr>\n",
-       "<tr><td>7459</td><td>3575</td><td>327858163917259284</td><td>181.0538754984522</td><td>-0.024281864558148618</td><td>43</td><td>1</td><td>1.4540782122682219</td><td>0.04064243</td><td>1128.8363</td><td>8538</td><td>R1</td><td>G12</td><td>-120.8831</td><td>-2.223726</td><td>-0.05123875</td><td>120.864802522077</td><td>3.0611913020642803</td><td>-0.02553336946791053</td><td>1</td><td>18</td><td>0.1416676728396999</td></tr>\n",
-       "<tr><td>161</td><td>116</td><td>327858139728710520</td><td>179.4942021770434</td><td>-0.9215334043343435</td><td>49</td><td>1</td><td>0.9275861304738333</td><td>0.040492132</td><td>1116.4529</td><td>1875</td><td>R1</td><td>G12</td><td>-120.43968</td><td>1.0632496</td><td>-1.9373693</td><td>120.44456717257081</td><td>-0.22877759393469754</td><td>-1.9117533847161068</td><td>1</td><td>19</td><td>0.1495380991085721</td></tr>\n",
-       "<tr><td>6210</td><td>3045</td><td>327858188059673401</td><td>180.17353917894187</td><td>1.065981757486607</td><td>47</td><td>1</td><td>1.2104653410161477</td><td>0.040362716</td><td>1105.8685</td><td>14082</td><td>R1</td><td>G12</td><td>-120.05663</td><td>-0.36363223</td><td>2.2339087</td><td>120.05075430611475</td><td>1.195416087245724</td><td>2.2594409538531095</td><td>1</td><td>18</td><td>0.1416676728396999</td></tr>\n",
-       "<tr><td>3191</td><td>1709</td><td>327858175959108104</td><td>178.89084887429777</td><td>0.4631288337753843</td><td>49</td><td>1</td><td>0.8469785611588099</td><td>0.039915252</td><td>1069.7709</td><td>10307</td><td>R1</td><td>G12</td><td>-118.7309</td><td>2.2987201</td><td>0.95991725</td><td>118.74377340484025</td><td>-1.4760574637451094</td><td>0.9851715519499394</td><td>1</td><td>15</td><td>0.11805639403308325</td></tr>\n",
-       "<tr><td>6407</td><td>3166</td><td>327858194103665945</td><td>180.46715215195064</td><td>1.1931104048173666</td><td>39</td><td>1</td><td>1.474909013794832</td><td>0.039808337</td><td>1061.2622</td><td>15407</td><td>R1</td><td>G12</td><td>-118.411766</td><td>-0.9654731</td><td>2.4662101</td><td>118.40170771792505</td><td>1.785846336476364</td><td>2.491391715478936</td><td>1</td><td>15</td><td>0.11805639403308325</td></tr>\n",
-       "<tr><td>5101</td><td>2998</td><td>327858188047092374</td><td>179.3727545697831</td><td>0.9267476799231319</td><td>39</td><td>1</td><td>0.9541997926270797</td><td>0.03957093</td><td>1042.534</td><td>13717</td><td>R1</td><td>G12</td><td>-117.71797</td><td>1.2887688</td><td>1.9043447</td><td>117.72366777467471</td><td>-0.4731482818138849</td><td>1.9293820491001648</td><td>1</td><td>15</td><td>0.11805639403308325</td></tr>\n",
-       "<tr><td>5393</td><td>2990</td><td>327858194099472364</td><td>180.09479940740192</td><td>1.2729021299443501</td><td>41</td><td>1</td><td>1.3656741943681305</td><td>0.03936875</td><td>1026.756</td><td>15313</td><td>R1</td><td>G12</td><td>-117.11436</td><td>-0.1937731</td><td>2.6022832</td><td>117.1096474852941</td><td>1.0051759638031081</td><td>2.6271900372275314</td><td>1</td><td>11</td><td>0.08657468895759438</td></tr>\n",
+       "<table id=\"table46941261495936\" class=\"table-striped table-bordered table-condensed\">\n",
+       "<thead><tr><th>LOCATION</th><th>FIBER</th><th>TARGETID</th><th>RANDOM_RA</th><th>RANDOM_DEC</th><th>TILEID</th><th>ROS</th><th>ROS_DIST</th><th>Z</th><th>V</th><th>RANDID</th><th>FIELD</th><th>GAMA_FIELD</th><th>CARTESIAN_X</th><th>CARTESIAN_Y</th><th>CARTESIAN_Z</th><th>ROTCARTESIAN_X</th><th>ROTCARTESIAN_Y</th><th>ROTCARTESIAN_Z</th><th>IS_BOUNDARY</th><th>RAND_N8</th><th>FILLFACTOR</th><th>BOUND_DIST</th><th>BOUNDID</th><th>FILLFACTOR_POISSON</th></tr></thead>\n",
+       "<thead><tr><th>int32</th><th>int32</th><th>int64</th><th>float64</th><th>float64</th><th>int64</th><th>int64</th><th>float64</th><th>float32</th><th>float32</th><th>int64</th><th>bytes2</th><th>bytes3</th><th>float32</th><th>float32</th><th>float32</th><th>float64</th><th>float64</th><th>float64</th><th>int64</th><th>int32</th><th>float64</th><th>float64</th><th>int64</th><th>float64</th></tr></thead>\n",
+       "<tr><td>3283</td><td>1680</td><td>327858169910921745</td><td>178.39740154659697</td><td>0.21344983439497145</td><td>46</td><td>1</td><td>1.2213914937921317</td><td>0.13188991</td><td>36528.703</td><td>8789</td><td>R1</td><td>G12</td><td>-385.12457</td><td>10.774982</td><td>1.435312</td><td>385.1896680184612</td><td>-8.106451749285508</td><td>1.517233740585756</td><td>0</td><td>57</td><td>0.44861429732571634</td><td>1.8761456819435922</td><td>611609</td><td>0.44861429732571634</td></tr>\n",
+       "<tr><td>4071</td><td>2475</td><td>327858175959107365</td><td>178.95166593410087</td><td>0.5330106831978032</td><td>45</td><td>1</td><td>0.8393004966288434</td><td>0.20096172</td><td>123746.44</td><td>10280</td><td>R1</td><td>G12</td><td>-578.5161</td><td>10.586223</td><td>5.382871</td><td>578.5744151895444</td><td>-6.577815080058144</td><td>5.505921783629076</td><td>0</td><td>116</td><td>0.9129694471891772</td><td>3.427972654596468</td><td>33714</td><td>0.9129694471891772</td></tr>\n",
+       "<tr><td>316</td><td>473</td><td>327858127657503118</td><td>179.76595895926474</td><td>-1.3778669536628012</td><td>40</td><td>1</td><td>1.387823622979398</td><td>0.13657011</td><td>40440.336</td><td>224</td><td>R1</td><td>G12</td><td>-398.4481</td><td>1.6275846</td><td>-9.583933</td><td>398.4518321059044</td><td>1.1330363672148884</td><td>-9.499190836802372</td><td>0</td><td>49</td><td>0.3856508871747386</td><td>0.8026712375568048</td><td>715002</td><td>0.3856508871747386</td></tr>\n",
+       "<tr><td>2278</td><td>1096</td><td>327858151795721492</td><td>178.5581832615578</td><td>-0.5503185345077595</td><td>44</td><td>1</td><td>1.1782186673964086</td><td>0.25858837</td><td>253993.47</td><td>4618</td><td>R1</td><td>G12</td><td>-735.09937</td><td>18.502275</td><td>-7.0629873</td><td>735.2113974506667</td><td>-13.408816664909924</td><td>-6.906623611354267</td><td>0</td><td>102</td><td>0.8027834794249661</td><td>4.132856309781886</td><td>377049</td><td>0.8027834794249661</td></tr>\n",
+       "<tr><td>218</td><td>47</td><td>327858139732902877</td><td>179.61271625352748</td><td>-0.9553646765535753</td><td>47</td><td>1</td><td>0.9554492939572562</td><td>0.26009628</td><td>258207.28</td><td>1933</td><td>R1</td><td>G12</td><td>-739.2908</td><td>4.9972205</td><td>-12.32855</td><td>739.3102553367122</td><td>0.12495361524711868</td><td>-12.171315001443832</td><td>0</td><td>123</td><td>0.9680624310712826</td><td>5.878712517950107</td><td>111236</td><td>0.9680624310712826</td></tr>\n",
+       "<tr><td>7098</td><td>3997</td><td>327858169940282249</td><td>180.1730535117349</td><td>0.17289706767667368</td><td>42</td><td>1</td><td>0.5985672280844161</td><td>0.21723734</td><td>154691.2</td><td>9313</td><td>R1</td><td>G12</td><td>-623.3242</td><td>-1.8826652</td><td>1.8809718</td><td>623.2958003453518</td><td>6.201219026927518</td><td>2.0135336332391875</td><td>0</td><td>88</td><td>0.692597511660755</td><td>1.0790868636464568</td><td>265471</td><td>0.692597511660755</td></tr>\n",
+       "<tr><td>8092</td><td>4343</td><td>327858157864880676</td><td>180.30104029354644</td><td>-0.22101348900748394</td><td>46</td><td>1</td><td>0.7350523912639524</td><td>0.19492118</td><td>113355.33</td><td>6902</td><td>R1</td><td>G12</td><td>-561.9541</td><td>-2.952615</td><td>-2.1677296</td><td>561.920605604227</td><td>6.84595047593433</td><td>-2.048221066469273</td><td>0</td><td>101</td><td>0.7949130531560938</td><td>2.3067570564725925</td><td>51712</td><td>0.7949130531560938</td></tr>\n",
+       "<tr><td>3070</td><td>1540</td><td>327858175963303011</td><td>179.08684906682518</td><td>0.44122321804114334</td><td>39</td><td>1</td><td>0.6767544629124083</td><td>0.21262926</td><td>145484.81</td><td>10481</td><td>R1</td><td>G12</td><td>-610.6147</td><td>9.73249</td><td>4.7029104</td><td>610.6664455012948</td><td>-5.501712846820395</td><td>4.832786334977159</td><td>0</td><td>90</td><td>0.7083383641984995</td><td>1.8905613114804338</td><td>322571</td><td>0.7083383641984995</td></tr>\n",
+       "<tr><td>6476</td><td>3028</td><td>327858188068062300</td><td>180.72302096628147</td><td>0.9667352514734269</td><td>49</td><td>1</td><td>1.481767002958849</td><td>0.09320104</td><td>13197.035</td><td>14419</td><td>R1</td><td>G12</td><td>-274.34167</td><td>-3.462128</td><td>4.6296964</td><td>274.3101126503851</td><td>5.362775880327856</td><td>4.688036418792772</td><td>0</td><td>48</td><td>0.37778046090586637</td><td>0.18421899727331542</td><td>423293</td><td>0.37778046090586637</td></tr>\n",
+       "<tr><td>7045</td><td>3980</td><td>327858163900482240</td><td>180.17165056473283</td><td>0.10252987446602678</td><td>47</td><td>1</td><td>0.580772239780986</td><td>0.08804426</td><td>11159.91</td><td>7950</td><td>R1</td><td>G12</td><td>-259.48578</td><td>-0.7773873</td><td>0.4643482</td><td>259.4740602129417</td><td>2.5751730888678104</td><td>0.5195328386080252</td><td>0</td><td>76</td><td>0.5981523964342884</td><td>0.3727026983372992</td><td>152035</td><td>0.5981523964342884</td></tr>\n",
+       "<tr><td>9366</td><td>4600</td><td>327858133705688479</td><td>180.3510798742933</td><td>-1.2191329904497377</td><td>49</td><td>1</td><td>1.4318942305469147</td><td>0.16556638</td><td>70767.56</td><td>1174</td><td>R1</td><td>G12</td><td>-480.1766</td><td>-2.942319</td><td>-10.218876</td><td>480.14685751689854</td><td>6.269072719445273</td><td>-10.116759059814507</td><td>0</td><td>76</td><td>0.5981523964342884</td><td>0.7482516938642931</td><td>589183</td><td>0.5981523964342884</td></tr>\n",
+       "<tr><td>8119</td><td>4323</td><td>327858157864879846</td><td>180.2751125109219</td><td>-0.19426847859090474</td><td>45</td><td>1</td><td>0.7025065106975512</td><td>0.23655595</td><td>197260.73</td><td>6863</td><td>R1</td><td>G12</td><td>-675.9306</td><td>-3.2455862</td><td>-2.291862</td><td>675.8923655166236</td><td>7.928581972743379</td><td>-2.1481140872138673</td><td>0</td><td>126</td><td>0.9916737098778993</td><td>2.393846006648759</td><td>273617</td><td>0.9916737098778993</td></tr>\n",
+       "<tr><td>282</td><td>85</td><td>327858133697300817</td><td>179.79920961999835</td><td>-1.2637700623765964</td><td>49</td><td>1</td><td>1.2793720363630763</td><td>0.15161029</td><td>54813.574</td><td>945</td><td>R1</td><td>G12</td><td>-440.9782</td><td>1.5453938</td><td>-9.728271</td><td>440.98039247216616</td><td>1.509888075137827</td><td>-9.63448357110004</td><td>0</td><td>74</td><td>0.582411543896544</td><td>1.7121496834162193</td><td>659556</td><td>0.582411543896544</td></tr>\n",
+       "<tr><td>1508</td><td>876</td><td>327858139716127703</td><td>178.6732903689495</td><td>-1.0869611067806226</td><td>44</td><td>1</td><td>1.4283459515087156</td><td>0.2555808</td><td>245717.58</td><td>1393</td><td>R1</td><td>G12</td><td>-726.9651</td><td>16.836214</td><td>-13.796644</td><td>727.0672045979207</td><td>-11.799152250152787</td><td>-13.642012744026289</td><td>0</td><td>62</td><td>0.48796642867007745</td><td>0.9184603423186953</td><td>719132</td><td>0.48796642867007745</td></tr>\n",
+       "<tr><td>6179</td><td>3022</td><td>327858182015682270</td><td>179.9641509567628</td><td>0.8311775275797335</td><td>46</td><td>1</td><td>0.9074429455043106</td><td>0.2539972</td><td>241428.47</td><td>12439</td><td>R1</td><td>G12</td><td>-722.95807</td><td>0.45234326</td><td>10.488535</td><td>722.9416039318226</td><td>4.556563356898809</td><td>10.642289515605334</td><td>0</td><td>149</td><td>1.0</td><td>5.142234051184593</td><td>349608</td><td>1.1726935140619603</td></tr>\n",
+       "<tr><td>1049</td><td>919</td><td>327858151808303180</td><td>179.35073409024537</td><td>-0.5830476615334916</td><td>43</td><td>1</td><td>0.6340945707573049</td><td>0.20199439</td><td>125581.07</td><td>5036</td><td>R1</td><td>G12</td><td>-581.41614</td><td>6.58879</td><td>-5.917134</td><td>581.4490776526926</td><td>-2.56038597360273</td><td>-5.793472051283767</td><td>0</td><td>98</td><td>0.7713017743494772</td><td>1.366346978501087</td><td>316772</td><td>0.7713017743494772</td></tr>\n",
+       "<tr><td>60</td><td>407</td><td>327858145768506576</td><td>179.44870980410133</td><td>-0.6358519558513294</td><td>40</td><td>1</td><td>0.6536019380900377</td><td>0.26006487</td><td>258119.1</td><td>3312</td><td>R1</td><td>G12</td><td>-739.24646</td><td>7.113123</td><td>-8.204659</td><td>739.2797274943476</td><td>-1.9912050294935666</td><td>-8.047430524032142</td><td>0</td><td>112</td><td>0.8814877421136883</td><td>1.9896523846491905</td><td>149969</td><td>0.8814877421136883</td></tr>\n",
+       "<tr><td>4135</td><td>2282</td><td>327858182003099186</td><td>179.24340109009668</td><td>0.6265455796392012</td><td>46</td><td>1</td><td>0.7209140566878577</td><td>0.15718785</td><td>60876.55</td><td>11964</td><td>R1</td><td>G12</td><td>-456.71884</td><td>6.031388</td><td>4.994984</td><td>456.7485945704091</td><td>-2.8669418701993026</td><td>5.092125004778486</td><td>0</td><td>96</td><td>0.7555609218117327</td><td>1.7638991538681696</td><td>88285</td><td>0.7555609218117327</td></tr>\n",
+       "<tr><td>6079</td><td>3430</td><td>327858175980079057</td><td>180.18867782962346</td><td>0.41369745537321934</td><td>41</td><td>1</td><td>0.719500625029243</td><td>0.124354675</td><td>30760.557</td><td>10883</td><td>R1</td><td>G12</td><td>-363.81485</td><td>-1.1980646</td><td>2.6269422</td><td>363.79725034461416</td><td>3.718667000368842</td><td>2.704314178913922</td><td>0</td><td>78</td><td>0.6138932489720329</td><td>1.400010301421758</td><td>302267</td><td>0.6138932489720329</td></tr>\n",
+       "<tr><td>5200</td><td>2718</td><td>327858188051286793</td><td>179.67878102431092</td><td>0.9273208645470684</td><td>49</td><td>1</td><td>0.9306609982613749</td><td>0.2591293</td><td>255500.14</td><td>13881</td><td>R1</td><td>G12</td><td>-736.70917</td><td>4.130277</td><td>11.924721</td><td>736.7175487224102</td><td>0.9739899493367528</td><td>12.081405236251554</td><td>0</td><td>119</td><td>0.9365807259957938</td><td>5.5382760132963025</td><td>117081</td><td>0.9365807259957938</td></tr>\n",
+       "<tr><td>3263</td><td>1695</td><td>327858169910921024</td><td>178.3661802416606</td><td>0.32935822400993275</td><td>45</td><td>1</td><td>1.2770165494300745</td><td>0.11775722</td><td>26225.363</td><td>8752</td><td>R1</td><td>G12</td><td>-344.8414</td><td>9.836003</td><td>1.9831094</td><td>344.9008410997031</td><td>-7.446590455272116</td><td>2.0564624959840665</td><td>0</td><td>57</td><td>0.44861429732571634</td><td>1.3595464226204592</td><td>449237</td><td>0.44861429732571634</td></tr>\n",
+       "<tr><td>6406</td><td>3198</td><td>327858188063868539</td><td>180.40925245790964</td><td>1.0073671204560501</td><td>46</td><td>1</td><td>1.2921341158752662</td><td>0.2420511</td><td>210575.9</td><td>14298</td><td>R1</td><td>G12</td><td>-690.6968</td><td>-4.9335947</td><td>12.145304</td><td>690.6434195255993</td><td>9.718855008968003</td><td>12.292189212880427</td><td>0</td><td>101</td><td>0.7949130531560938</td><td>2.518022306959168</td><td>434384</td><td>0.7949130531560938</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></tr>\n",
+       "<tr><td>2143</td><td>1256</td><td>327858157839714452</td><td>178.86539617457814</td><td>-0.3287435345613216</td><td>49</td><td>1</td><td>0.8048038083626275</td><td>0.1379182</td><td>41615.14</td><td>6472</td><td>R1</td><td>G12</td><td>-402.30386</td><td>7.967693</td><td>-2.3087597</td><td>402.3498925198588</td><td>-5.180205644201331</td><td>-2.2231884502085757</td><td>0</td><td>69</td><td>0.5430594125521829</td><td>2.140803371591325</td><td>220042</td><td>0.5430594125521829</td></tr>\n",
+       "<tr><td>7122</td><td>3504</td><td>327858163904676515</td><td>180.46853546094488</td><td>0.004637420857453823</td><td>49</td><td>1</td><td>0.8685478403310158</td><td>0.14178202</td><td>45103.81</td><td>8064</td><td>R1</td><td>G12</td><td>-413.31955</td><td>-3.3799903</td><td>0.033454485</td><td>413.2861952270635</td><td>6.243525553139902</td><td>0.12135169704138035</td><td>0</td><td>71</td><td>0.5588002650899274</td><td>2.658751741816734</td><td>9740</td><td>0.5588002650899274</td></tr>\n",
+       "<tr><td>2381</td><td>1233</td><td>327858145751728792</td><td>178.3502842975237</td><td>-0.6810708600245757</td><td>43</td><td>1</td><td>1.4232263665927853</td><td>0.115728594</td><td>24924.006</td><td>2675</td><td>R1</td><td>G12</td><td>-339.0194</td><td>9.764074</td><td>-4.0317607</td><td>339.07977088660226</td><td>-7.414999907983766</td><td>-3.959645705831729</td><td>0</td><td>54</td><td>0.4250030185190997</td><td>0.4597189294946245</td><td>589728</td><td>0.4250030185190997</td></tr>\n",
+       "<tr><td>4476</td><td>2416</td><td>327858194082693176</td><td>179.0147147048516</td><td>1.2217228280580912</td><td>49</td><td>1</td><td>1.3546636578294005</td><td>0.18767864</td><td>101650.055</td><td>14652</td><td>R1</td><td>G12</td><td>-541.71265</td><td>9.316465</td><td>11.554445</td><td>541.761722685841</td><td>-5.5630750353064915</td><td>11.669666759782936</td><td>0</td><td>75</td><td>0.5902819701654163</td><td>1.3823230646156215</td><td>377224</td><td>0.5902819701654163</td></tr>\n",
+       "<tr><td>3067</td><td>1531</td><td>327858169919308167</td><td>178.96512592355546</td><td>0.2895683942252403</td><td>45</td><td>1</td><td>0.6977904528788332</td><td>0.1529742</td><td>56258.51</td><td>8975</td><td>R1</td><td>G12</td><td>-444.8522</td><td>8.035776</td><td>2.248634</td><td>444.8967126328732</td><td>-4.953498140539359</td><td>2.343254248694884</td><td>0</td><td>95</td><td>0.7476904955428606</td><td>1.536558580864636</td><td>36254</td><td>0.7476904955428606</td></tr>\n",
+       "<tr><td>8415</td><td>4181</td><td>327858145789479459</td><td>180.71809726852982</td><td>-0.6456942242409728</td><td>39</td><td>1</td><td>1.2911272625409351</td><td>0.23051123</td><td>183238.78</td><td>4184</td><td>R1</td><td>G12</td><td>-659.4373</td><td>-8.265267</td><td>-7.4324207</td><td>659.3657908706174</td><td>12.833871696622015</td><td>-7.292187775131871</td><td>0</td><td>66</td><td>0.5194481337455663</td><td>2.4078139321876417</td><td>387347</td><td>0.5194481337455663</td></tr>\n",
+       "<tr><td>1339</td><td>854</td><td>327858139720321472</td><td>178.92702086845384</td><td>-1.0324952259540863</td><td>39</td><td>1</td><td>1.2324359119835655</td><td>0.1417983</td><td>45118.887</td><td>1521</td><td>R1</td><td>G12</td><td>-413.23987</td><td>7.739655</td><td>-7.448877</td><td>413.28514770537663</td><td>-4.876404978557524</td><td>-7.360980037960855</td><td>0</td><td>76</td><td>0.5981523964342884</td><td>1.9323649461117676</td><td>681353</td><td>0.5981523964342884</td></tr>\n",
+       "<tr><td>4421</td><td>2184</td><td>327858188034508986</td><td>178.5385088774039</td><td>0.9077489251877927</td><td>43</td><td>1</td><td>1.3966664725494133</td><td>0.22088805</td><td>162239.94</td><td>13234</td><td>R1</td><td>G12</td><td>-633.0231</td><td>16.150549</td><td>10.033218</td><td>633.1176262181056</td><td>-11.764365346162986</td><td>10.16786930615693</td><td>0</td><td>69</td><td>0.5430594125521829</td><td>1.1902815302570393</td><td>613078</td><td>0.5430594125521829</td></tr>\n",
+       "<tr><td>8143</td><td>4311</td><td>327858157869073980</td><td>180.52299934026533</td><td>-0.35894553037956584</td><td>49</td><td>1</td><td>0.9903325352362322</td><td>0.113919705</td><td>23799.65</td><td>7031</td><td>R1</td><td>G12</td><td>-333.98447</td><td>-3.048715</td><td>-2.0924542</td><td>333.9557654721826</td><td>5.362598240161864</td><td>-2.021428931708466</td><td>0</td><td>54</td><td>0.4250030185190997</td><td>2.8635143538498213</td><td>299575</td><td>0.4250030185190997</td></tr>\n",
+       "<tr><td>170</td><td>12</td><td>327858139732903562</td><td>179.72337874140632</td><td>-0.9027819679636647</td><td>47</td><td>1</td><td>0.91117305477766</td><td>0.2515704</td><td>234946.81</td><td>1974</td><td>R1</td><td>G12</td><td>-716.4078</td><td>3.458809</td><td>-11.289158</td><td>716.4169297804636</td><td>1.5047872474317123</td><td>-11.136791431574663</td><td>0</td><td>149</td><td>1.0</td><td>5.142377695401394</td><td>342696</td><td>1.1726935140619603</td></tr>\n",
+       "<tr><td>2160</td><td>1448</td><td>327858163879510906</td><td>178.78554457592986</td><td>0.0007891822912992597</td><td>44</td><td>1</td><td>0.8144558063913587</td><td>0.2164194</td><td>153030.97</td><td>7754</td><td>R1</td><td>G12</td><td>-620.95233</td><td>13.16383</td><td>0.008554813</td><td>621.0286155001144</td><td>-8.861348029259627</td><td>0.14063443283764998</td><td>0</td><td>122</td><td>0.9601920048024104</td><td>3.4102852027513872</td><td>257358</td><td>0.9601920048024104</td></tr>\n",
+       "<tr><td>4304</td><td>2058</td><td>327858188038703711</td><td>178.8106027079456</td><td>0.9928481384920383</td><td>48</td><td>1</td><td>1.2683978621344205</td><td>0.24786876</td><td>225271.52</td><td>13422</td><td>R1</td><td>G12</td><td>-706.2732</td><td>14.66356</td><td>12.242496</td><td>706.3552163165022</td><td>-9.769910623460255</td><td>12.392722591735366</td><td>0</td><td>108</td><td>0.8500060370381994</td><td>2.858254786768493</td><td>698835</td><td>0.8500060370381994</td></tr>\n",
+       "<tr><td>7193</td><td>3808</td><td>327858175988466066</td><td>180.571390139718</td><td>0.48589357416245554</td><td>43</td><td>1</td><td>1.0861255672622976</td><td>0.18060684</td><td>90993.35</td><td>11138</td><td>R1</td><td>G12</td><td>-522.23035</td><td>-5.208187</td><td>4.429071</td><td>522.1807746792228</td><td>8.826248935332957</td><td>4.540127828988275</td><td>0</td><td>99</td><td>0.7791722006183495</td><td>3.7764668497580076</td><td>617564</td><td>0.7791722006183495</td></tr>\n",
+       "<tr><td>1320</td><td>870</td><td>327858133684716929</td><td>179.00558195364405</td><td>-1.1429686943178787</td><td>49</td><td>1</td><td>1.2882792319205183</td><td>0.20848936</td><td>137516.06</td><td>446</td><td>R1</td><td>G12</td><td>-599.14056</td><td>10.39965</td><td>-11.955381</td><td>599.2007652332942</td><td>-6.248353424133008</td><td>-11.827944365572996</td><td>0</td><td>95</td><td>0.7476904955428606</td><td>2.221432295537178</td><td>496907</td><td>0.7476904955428606</td></tr>\n",
+       "<tr><td>7349</td><td>3559</td><td>327858163913066729</td><td>180.98886824112478</td><td>0.12177314073120668</td><td>41</td><td>1</td><td>1.3941953896351507</td><td>0.21543452</td><td>151046.86</td><td>8476</td><td>R1</td><td>G12</td><td>-618.3024</td><td>-10.672346</td><td>1.3143021</td><td>618.2133541021398</td><td>14.955896381069097</td><td>1.4457829893377552</td><td>0</td><td>56</td><td>0.44074387105684415</td><td>1.2299536570109804</td><td>449778</td><td>0.44074387105684415</td></tr>\n",
+       "<tr><td>5121</td><td>2620</td><td>327858182011487931</td><td>179.6828198628355</td><td>0.659059788590814</td><td>46</td><td>1</td><td>0.6642429014266471</td><td>0.18927476</td><td>104160.12</td><td>12294</td><td>R1</td><td>G12</td><td>-546.2958</td><td>3.0242355</td><td>6.284284</td><td>546.3022686397436</td><td>0.7607572940179108</td><td>6.400471166559996</td><td>0</td><td>97</td><td>0.763431348080605</td><td>1.5836582410969682</td><td>62138</td><td>0.763431348080605</td></tr>\n",
+       "<tr><td>9299</td><td>4503</td><td>327858139745486914</td><td>180.43104026737538</td><td>-1.0290032290823008</td><td>46</td><td>1</td><td>1.3226493550148604</td><td>0.2563404</td><td>247791.62</td><td>2462</td><td>R1</td><td>G12</td><td>-729.1932</td><td>-5.4858766</td><td>-13.09772</td><td>729.140435883095</td><td>10.53783956150778</td><td>-12.942647731246312</td><td>0</td><td>81</td><td>0.6375045277786495</td><td>2.2816376003821324</td><td>402138</td><td>0.6375045277786495</td></tr>\n",
+       "<tr><td>441</td><td>311</td><td>327858127661697974</td><td>180.03803986467713</td><td>-1.4228807956549943</td><td>44</td><td>1</td><td>1.4887676898650182</td><td>0.17289951</td><td>80222.99</td><td>255</td><td>R1</td><td>G12</td><td>-500.64322</td><td>-0.33238754</td><td>-12.435511</td><td>500.63153351019</td><td>3.8010035396854525</td><td>-12.329037204053861</td><td>0</td><td>69</td><td>0.5430594125521829</td><td>0.1360058035389532</td><td>392542</td><td>0.5430594125521829</td></tr>\n",
+       "<tr><td>5166</td><td>2950</td><td>327858188051285506</td><td>179.52518070408595</td><td>0.8908835554582324</td><td>49</td><td>1</td><td>0.8940195665023197</td><td>0.18394645</td><td>95932.13</td><td>13817</td><td>R1</td><td>G12</td><td>-531.47565</td><td>4.4045243</td><td>8.264785</td><td>531.4916371741743</td><td>-0.7221772392213666</td><td>8.37782200214973</td><td>0</td><td>114</td><td>0.8972285946514327</td><td>3.655910185687424</td><td>267754</td><td>0.8972285946514327</td></tr>\n",
+       "<tr><td>146</td><td>101</td><td>327858139728709719</td><td>179.38464945199675</td><td>-0.8998759801590822</td><td>40</td><td>1</td><td>0.9252831052795525</td><td>0.16132268</td><td>65638.37</td><td>1839</td><td>R1</td><td>G12</td><td>-468.31354</td><td>5.029831</td><td>-7.3562675</td><td>468.33869979428187</td><td>-1.7850770960058728</td><td>-7.256661907089383</td><td>0</td><td>100</td><td>0.7870426268872216</td><td>3.4772167328642234</td><td>170911</td><td>0.7870426268872216</td></tr>\n",
+       "<tr><td>1386</td><td>893</td><td>327858139716125507</td><td>178.64250172750445</td><td>-1.0540630203425225</td><td>48</td><td>1</td><td>1.423990294683569</td><td>0.18736021</td><td>101153.96</td><td>1297</td><td>R1</td><td>G12</td><td>-540.78955</td><td>12.815225</td><td>-9.952751</td><td>540.8674638596336</td><td>-9.068145846943708</td><td>-9.837720342910185</td><td>0</td><td>53</td><td>0.4171325922502275</td><td>0.7336313184153014</td><td>606658</td><td>0.4171325922502275</td></tr>\n",
+       "<tr><td>1436</td><td>978</td><td>327858139716125949</td><td>178.65834068432252</td><td>-0.9226575132267402</td><td>41</td><td>1</td><td>1.3183104727562942</td><td>0.100020885</td><td>16244.39</td><td>1322</td><td>R1</td><td>G12</td><td>-293.9601</td><td>6.884738</td><td>-4.7354684</td><td>294.0017583856275</td><td>-4.84791855751217</td><td>-4.6729405542491005</td><td>0</td><td>59</td><td>0.46435514986346077</td><td>0.9330263686699861</td><td>586722</td><td>0.46435514986346077</td></tr>\n",
        "</table></div>"
       ],
       "text/plain": [
        "<Table length=15726>\n",
-       "LOCATION FIBER      TARGETID          RANDOM_RA            RANDOM_DEC      TILEID  ROS  ...   ROTCARTESIAN_X      ROTCARTESIAN_Y       ROTCARTESIAN_Z    IS_BOUNDARY RAND_N8      FILLFACTOR    \n",
-       " int32   int32       int64             float64              float64        int64  int64 ...      float64             float64              float64           int64     int32        float64      \n",
-       "-------- ----- ------------------ ------------------ --------------------- ------ ----- ... ------------------ -------------------- -------------------- ----------- ------- -------------------\n",
-       "    7088  3982 327858169944476468 180.26350412817186   0.19044292795039414     39     1 ...  747.1021249297582    8.612536812169399    2.642328706963844           1      46 0.36203960836812193\n",
-       "    6094  3212 327858182019876416 180.07731463817055    0.6730824188137113     47     1 ...  747.0513872604157    6.184088019049684    8.935598421549901           1      51 0.40139173971248304\n",
-       "    1064   614 327858145768507196 179.28100108786887    -0.685901415629755     46     1 ...  747.1082972341547   -4.199161385130673   -8.785463026322264           1      51 0.40139173971248304\n",
-       "    6175  3335 327858175984271673 180.25313782006504    0.5027410634182592     46     1 ...  747.0165068342266    8.476386794584739    6.714163989176557           1      55  0.4328734447879719\n",
-       "    4092  2479 327858175963300763  179.1612944073869    0.4412898240719719     49     1 ...  747.1118362245064    -5.76019450551821    5.913414916535301           1      34 0.26759449314165534\n",
-       "    7144  3723 327858169944475051 180.30868755078086   0.20742936399206469     48     1 ...  746.9673274059456    9.200125447403702   2.8633479216531956           1      51 0.40139173971248304\n",
-       "    8433  4397 327858145793673749 180.77706377286515   -0.7286853893889694     40     1 ...  746.9008803874635    15.30663236115012   -9.342686603077825           1      42 0.33055790329263307\n",
-       "    8124  4177 327858163908870961 180.59697001711058  -0.09477565009222234     49     1 ...  746.8947642630225   12.958039346732814  -1.0768117813511466           1      55  0.4328734447879719\n",
-       "    4287  2064 327858188042898128  179.1117840074867    0.9784075156758851     41     1 ...  746.9729018601522   -6.404653983372273   12.916253702026154           1      53  0.4171325922502275\n",
-       "    3209  1871 327858163871122179 178.45917031031144 -0.010169244200369743     46     1 ...   747.032354809286  -14.915856032068447 0.026263133662201232           1      49  0.3856508871747386\n",
-       "    1325   843 327858139720320534 178.85327661388365     -1.00227814102654     49     1 ...  746.9278888485776   -9.774602112400409  -12.909597405379934           1      51 0.40139173971248304\n",
-       "    5427  2761 327858200130880219 179.67361827784214     1.495753218155624     47     1 ...  746.8206793801215   0.9200548426287387    19.65975270715657           1      21 0.16527895164631654\n",
-       "    6450  3189 327858188068061798 180.56220391980193    1.1087607990862824     49     1 ...  746.7208778753848   12.501850187597986    14.61289069962791           1      32  0.2518536406039109\n",
-       "    8167  4196 327858157869075282 180.66440681497545  -0.24568454101474613     49     1 ...  746.6999623791356   13.833796838759094   -3.043611626461521           1      57 0.44861429732571634\n",
-       "    2072  1258 327858157843908478 179.11981628879153   -0.3171543833270986     47     1 ...  746.8328125876225    -6.29871618336957  -3.9753584861906894           1      44  0.3462987558303775\n",
-       "    9061  4882 327858151816693998 179.89646732343553   -0.5774735063807486     49     1 ...  746.7554608977298   3.8244621345349876   -7.367927866612134           1      43  0.3384283295615053\n",
-       "    4242  2426 327858181998903416 178.78001584112434    0.6987790842392771     49     1 ...  746.8508016752693  -10.728791199349823     9.26884396153556           1      53  0.4171325922502275\n",
-       "    9384  4546 327858139745485339 180.33870448544894   -1.0012684190555832     45     1 ...  746.7027252433543    9.588078838500024  -12.892500135656636           1      52 0.40926216598135523\n",
-       "    6167  3392 327858182019877514 180.15768488608208    0.8340609374197206     41     1 ...  746.7111150092785    7.228793519004499   11.030076232978782           1      50  0.3935213134436108\n",
-       "    6253  3133 327858188063867013 180.44997251701986    0.8768175769257199     44     1 ...  746.6840532949533   11.038243319628574   11.587752527492047           1      51 0.40139173971248304\n",
-       "    2453  1241 327858157831325640   178.252178845705  -0.24769572693752895     44     1 ...  746.8699272528293  -17.612082780669855   -3.070869399670808           1      40 0.31481705075488864\n",
-       "      57   108 327858145772701822 179.68977656020002   -0.6972490428349781     43     1 ...  746.7054255851203   1.1304876762837335   -8.928503538168215           1      52 0.40926216598135523\n",
-       "     ...   ...                ...                ...                   ...    ...   ... ...                ...                  ...                  ...         ...     ...                 ...\n",
-       "    1181   950 327858145764311368 179.05217387290358   -0.7967564128730114     45     1 ...  129.6132452190924   -1.246174754830366  -1.7750328856651396           1      30  0.2361127880661665\n",
-       "    9145  4663 327858145776895055  179.9163603036788   -0.6869483265322006     42     1 ... 129.50270975746471   0.7082041160088144  -1.5252251889179935           1      33 0.25972406687278315\n",
-       "    2240  1054 327858145755922508  178.6821744048797   -0.7308161276503767     41     1 ... 129.07929748267915  -2.0747362335407162   -1.619270639462269           1      30  0.2361127880661665\n",
-       "    1338   862 327858139720321173 178.89451995216766    -1.094525941450782     45     1 ... 128.14773654617574  -1.5847332112653918  -2.4212375606096437           1      29  0.2282423617972943\n",
-       "    6126  3390 327858182019877632 180.03428136354916    0.7190473172861576     49     1 ... 126.45210158068566   0.9517892375535211    1.613967638963309           1      27 0.21250150925954986\n",
-       "    8389  4038 327858151829274850  180.7118998078208   -0.4873301272390406     45     1 ... 126.29332732574127   2.4445043743161863  -1.0475551990040874           1      25  0.1967606567218054\n",
-       "    9390  4771 327858133705690206 180.27061815950853    -1.264691626130319     49     1 ... 126.13879666769326   1.4697744700728888   -2.758067243364731           1      25  0.1967606567218054\n",
-       "    6218  3138 327858182024070880 180.33379358144296    0.6400069728188503     43     1 ...  125.2317432502778   1.5973196215557959   1.4256767745649417           1      27 0.21250150925954986\n",
-       "    5375  2938 327858194082693267  179.1456159871788    1.3542558706543448     40     1 ... 125.04491560204772  -0.9983128243101845   2.9828437062101485           1      25  0.1967606567218054\n",
-       "    7170  3858 327858169944475391 180.36195595283954    0.2713417497526247     48     1 ... 124.98487729593963   1.6556124439354005   0.6185428518094398           1      27 0.21250150925954986\n",
-       "    2348  1009 327858157831323869 178.30437634393962  -0.28014638638624423     46     1 ... 124.00909867098154   -2.811247078009115  -0.5801255200567844           1      25  0.1967606567218054\n",
-       "    9170  4988 327858145781090322 180.04766284581143   -0.6860701475542827     42     1 ... 123.93326177750181   0.9617717190942193  -1.4577534847337001           1      26 0.20463108299067762\n",
-       "    8296  4052 327858163913065146  180.8425077972077   -0.0452337843797798     45     1 ... 123.87785411014798   2.6802582009080074 -0.07147560360673465           1      25  0.1967606567218054\n",
-       "    6070  3418 327858169940281157  180.1960736086521    0.3652628373087291     41     1 ... 122.10981961274243   1.2639470707811251   0.8044783735521327           1      20 0.15740852537744432\n",
-       "     223   475 327858133697299515   179.931755737052   -1.2511924844901985     46     1 ... 121.83182771614838   0.6989905969339687  -2.6350372900774843           1      21 0.16527895164631654\n",
-       "    7459  3575 327858163917259284  181.0538754984522 -0.024281864558148618     43     1 ...   120.864802522077   3.0611913020642803 -0.02553336946791053           1      18  0.1416676728396999\n",
-       "     161   116 327858139728710520  179.4942021770434   -0.9215334043343435     49     1 ... 120.44456717257081 -0.22877759393469754  -1.9117533847161068           1      19  0.1495380991085721\n",
-       "    6210  3045 327858188059673401 180.17353917894187     1.065981757486607     47     1 ... 120.05075430611475    1.195416087245724   2.2594409538531095           1      18  0.1416676728396999\n",
-       "    3191  1709 327858175959108104 178.89084887429777    0.4631288337753843     49     1 ... 118.74377340484025  -1.4760574637451094   0.9851715519499394           1      15 0.11805639403308325\n",
-       "    6407  3166 327858194103665945 180.46715215195064    1.1931104048173666     39     1 ... 118.40170771792505    1.785846336476364    2.491391715478936           1      15 0.11805639403308325\n",
-       "    5101  2998 327858188047092374  179.3727545697831    0.9267476799231319     39     1 ... 117.72366777467471  -0.4731482818138849   1.9293820491001648           1      15 0.11805639403308325\n",
-       "    5393  2990 327858194099472364 180.09479940740192    1.2729021299443501     41     1 ...  117.1096474852941   1.0051759638031081   2.6271900372275314           1      11 0.08657468895759438"
+       "LOCATION FIBER      TARGETID          RANDOM_RA            RANDOM_DEC      TILEID  ROS  ...    ROTCARTESIAN_Z   IS_BOUNDARY RAND_N8      FILLFACTOR          BOUND_DIST     BOUNDID  FILLFACTOR_POISSON\n",
+       " int32   int32       int64             float64              float64        int64  int64 ...       float64          int64     int32        float64             float64        int64        float64      \n",
+       "-------- ----- ------------------ ------------------ --------------------- ------ ----- ... ------------------- ----------- ------- ------------------- ------------------- ------- -------------------\n",
+       "    3283  1680 327858169910921745 178.39740154659697   0.21344983439497145     46     1 ...   1.517233740585756           0      57 0.44861429732571634  1.8761456819435922  611609 0.44861429732571634\n",
+       "    4071  2475 327858175959107365 178.95166593410087    0.5330106831978032     45     1 ...   5.505921783629076           0     116  0.9129694471891772   3.427972654596468   33714  0.9129694471891772\n",
+       "     316   473 327858127657503118 179.76595895926474   -1.3778669536628012     40     1 ...  -9.499190836802372           0      49  0.3856508871747386  0.8026712375568048  715002  0.3856508871747386\n",
+       "    2278  1096 327858151795721492  178.5581832615578   -0.5503185345077595     44     1 ...  -6.906623611354267           0     102  0.8027834794249661   4.132856309781886  377049  0.8027834794249661\n",
+       "     218    47 327858139732902877 179.61271625352748   -0.9553646765535753     47     1 ... -12.171315001443832           0     123  0.9680624310712826   5.878712517950107  111236  0.9680624310712826\n",
+       "    7098  3997 327858169940282249  180.1730535117349   0.17289706767667368     42     1 ...  2.0135336332391875           0      88   0.692597511660755  1.0790868636464568  265471   0.692597511660755\n",
+       "    8092  4343 327858157864880676 180.30104029354644  -0.22101348900748394     46     1 ...  -2.048221066469273           0     101  0.7949130531560938  2.3067570564725925   51712  0.7949130531560938\n",
+       "    3070  1540 327858175963303011 179.08684906682518   0.44122321804114334     39     1 ...   4.832786334977159           0      90  0.7083383641984995  1.8905613114804338  322571  0.7083383641984995\n",
+       "    6476  3028 327858188068062300 180.72302096628147    0.9667352514734269     49     1 ...   4.688036418792772           0      48 0.37778046090586637 0.18421899727331542  423293 0.37778046090586637\n",
+       "    7045  3980 327858163900482240 180.17165056473283   0.10252987446602678     47     1 ...  0.5195328386080252           0      76  0.5981523964342884  0.3727026983372992  152035  0.5981523964342884\n",
+       "    9366  4600 327858133705688479  180.3510798742933   -1.2191329904497377     49     1 ... -10.116759059814507           0      76  0.5981523964342884  0.7482516938642931  589183  0.5981523964342884\n",
+       "    8119  4323 327858157864879846  180.2751125109219  -0.19426847859090474     45     1 ... -2.1481140872138673           0     126  0.9916737098778993   2.393846006648759  273617  0.9916737098778993\n",
+       "     282    85 327858133697300817 179.79920961999835   -1.2637700623765964     49     1 ...   -9.63448357110004           0      74   0.582411543896544  1.7121496834162193  659556   0.582411543896544\n",
+       "    1508   876 327858139716127703  178.6732903689495   -1.0869611067806226     44     1 ... -13.642012744026289           0      62 0.48796642867007745  0.9184603423186953  719132 0.48796642867007745\n",
+       "    6179  3022 327858182015682270  179.9641509567628    0.8311775275797335     46     1 ...  10.642289515605334           0     149                 1.0   5.142234051184593  349608  1.1726935140619603\n",
+       "    1049   919 327858151808303180 179.35073409024537   -0.5830476615334916     43     1 ...  -5.793472051283767           0      98  0.7713017743494772   1.366346978501087  316772  0.7713017743494772\n",
+       "      60   407 327858145768506576 179.44870980410133   -0.6358519558513294     40     1 ...  -8.047430524032142           0     112  0.8814877421136883  1.9896523846491905  149969  0.8814877421136883\n",
+       "    4135  2282 327858182003099186 179.24340109009668    0.6265455796392012     46     1 ...   5.092125004778486           0      96  0.7555609218117327  1.7638991538681696   88285  0.7555609218117327\n",
+       "    6079  3430 327858175980079057 180.18867782962346   0.41369745537321934     41     1 ...   2.704314178913922           0      78  0.6138932489720329   1.400010301421758  302267  0.6138932489720329\n",
+       "    5200  2718 327858188051286793 179.67878102431092    0.9273208645470684     49     1 ...  12.081405236251554           0     119  0.9365807259957938  5.5382760132963025  117081  0.9365807259957938\n",
+       "    3263  1695 327858169910921024  178.3661802416606   0.32935822400993275     45     1 ...  2.0564624959840665           0      57 0.44861429732571634  1.3595464226204592  449237 0.44861429732571634\n",
+       "    6406  3198 327858188063868539 180.40925245790964    1.0073671204560501     46     1 ...  12.292189212880427           0     101  0.7949130531560938   2.518022306959168  434384  0.7949130531560938\n",
+       "     ...   ...                ...                ...                   ...    ...   ... ...                 ...         ...     ...                 ...                 ...     ...                 ...\n",
+       "    2143  1256 327858157839714452 178.86539617457814   -0.3287435345613216     49     1 ... -2.2231884502085757           0      69  0.5430594125521829   2.140803371591325  220042  0.5430594125521829\n",
+       "    7122  3504 327858163904676515 180.46853546094488  0.004637420857453823     49     1 ... 0.12135169704138035           0      71  0.5588002650899274   2.658751741816734    9740  0.5588002650899274\n",
+       "    2381  1233 327858145751728792  178.3502842975237   -0.6810708600245757     43     1 ...  -3.959645705831729           0      54  0.4250030185190997  0.4597189294946245  589728  0.4250030185190997\n",
+       "    4476  2416 327858194082693176  179.0147147048516    1.2217228280580912     49     1 ...  11.669666759782936           0      75  0.5902819701654163  1.3823230646156215  377224  0.5902819701654163\n",
+       "    3067  1531 327858169919308167 178.96512592355546    0.2895683942252403     45     1 ...   2.343254248694884           0      95  0.7476904955428606   1.536558580864636   36254  0.7476904955428606\n",
+       "    8415  4181 327858145789479459 180.71809726852982   -0.6456942242409728     39     1 ...  -7.292187775131871           0      66  0.5194481337455663  2.4078139321876417  387347  0.5194481337455663\n",
+       "    1339   854 327858139720321472 178.92702086845384   -1.0324952259540863     39     1 ...  -7.360980037960855           0      76  0.5981523964342884  1.9323649461117676  681353  0.5981523964342884\n",
+       "    4421  2184 327858188034508986  178.5385088774039    0.9077489251877927     43     1 ...   10.16786930615693           0      69  0.5430594125521829  1.1902815302570393  613078  0.5430594125521829\n",
+       "    8143  4311 327858157869073980 180.52299934026533  -0.35894553037956584     49     1 ...  -2.021428931708466           0      54  0.4250030185190997  2.8635143538498213  299575  0.4250030185190997\n",
+       "     170    12 327858139732903562 179.72337874140632   -0.9027819679636647     47     1 ... -11.136791431574663           0     149                 1.0   5.142377695401394  342696  1.1726935140619603\n",
+       "    2160  1448 327858163879510906 178.78554457592986 0.0007891822912992597     44     1 ... 0.14063443283764998           0     122  0.9601920048024104  3.4102852027513872  257358  0.9601920048024104\n",
+       "    4304  2058 327858188038703711  178.8106027079456    0.9928481384920383     48     1 ...  12.392722591735366           0     108  0.8500060370381994   2.858254786768493  698835  0.8500060370381994\n",
+       "    7193  3808 327858175988466066   180.571390139718   0.48589357416245554     43     1 ...   4.540127828988275           0      99  0.7791722006183495  3.7764668497580076  617564  0.7791722006183495\n",
+       "    1320   870 327858133684716929 179.00558195364405   -1.1429686943178787     49     1 ... -11.827944365572996           0      95  0.7476904955428606   2.221432295537178  496907  0.7476904955428606\n",
+       "    7349  3559 327858163913066729 180.98886824112478   0.12177314073120668     41     1 ...  1.4457829893377552           0      56 0.44074387105684415  1.2299536570109804  449778 0.44074387105684415\n",
+       "    5121  2620 327858182011487931  179.6828198628355     0.659059788590814     46     1 ...   6.400471166559996           0      97   0.763431348080605  1.5836582410969682   62138   0.763431348080605\n",
+       "    9299  4503 327858139745486914 180.43104026737538   -1.0290032290823008     46     1 ... -12.942647731246312           0      81  0.6375045277786495  2.2816376003821324  402138  0.6375045277786495\n",
+       "     441   311 327858127661697974 180.03803986467713   -1.4228807956549943     44     1 ... -12.329037204053861           0      69  0.5430594125521829  0.1360058035389532  392542  0.5430594125521829\n",
+       "    5166  2950 327858188051285506 179.52518070408595    0.8908835554582324     49     1 ...    8.37782200214973           0     114  0.8972285946514327   3.655910185687424  267754  0.8972285946514327\n",
+       "     146   101 327858139728709719 179.38464945199675   -0.8998759801590822     40     1 ...  -7.256661907089383           0     100  0.7870426268872216  3.4772167328642234  170911  0.7870426268872216\n",
+       "    1386   893 327858139716125507 178.64250172750445   -1.0540630203425225     48     1 ...  -9.837720342910185           0      53  0.4171325922502275  0.7336313184153014  606658  0.4171325922502275\n",
+       "    1436   978 327858139716125949 178.65834068432252   -0.9226575132267402     41     1 ... -4.6729405542491005           0      59 0.46435514986346077  0.9330263686699861  586722 0.46435514986346077"
       ]
      },
      "execution_count": 9,
@@ -321,7 +328,7 @@
   {
    "cell_type": "code",
    "execution_count": 10,
-   "id": "a861256d",
+   "id": "8d03d661",
    "metadata": {},
    "outputs": [
     {
@@ -530,7 +537,6 @@
     }
    ],
    "source": [
-    "#fpath = os.environ['HOME'] + '/data/{}/randoms/randoms_bd_ddp_n8_{}_{}.fits'.format(version, field, realz)\n",
     "fpath = findfile(ftype='randoms_bd_ddp_n8', field=field, dryrun=dryrun, survey=survey, version=version)\n",
     "\n",
     "rand = Table.read(fpath)\n",
@@ -540,7 +546,7 @@
   {
    "cell_type": "code",
    "execution_count": 11,
-   "id": "e3341189",
+   "id": "fbcaae85",
    "metadata": {},
    "outputs": [
     {
@@ -577,7 +583,7 @@
   {
    "cell_type": "code",
    "execution_count": 12,
-   "id": "3bc92898",
+   "id": "44c5fec0",
    "metadata": {},
    "outputs": [
     {
@@ -613,7 +619,7 @@
   {
    "cell_type": "code",
    "execution_count": 13,
-   "id": "40318939",
+   "id": "b8f15f21",
    "metadata": {},
    "outputs": [
     {
@@ -652,8 +658,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
-   "id": "d7f4922b",
+   "execution_count": 14,
+   "id": "d28facf2",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -662,8 +668,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
-   "id": "9d3d1cb7",
+   "execution_count": 15,
+   "id": "5ddf26cd",
    "metadata": {},
    "outputs": [
     {
@@ -672,7 +678,7 @@
        "Text(0, 0.5, '$y$')"
       ]
      },
-     "execution_count": 22,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -698,8 +704,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 73,
-   "id": "613ca8ab",
+   "execution_count": 16,
+   "id": "dd5e02d4",
    "metadata": {},
    "outputs": [
     {
@@ -708,7 +714,7 @@
        "Text(0, 0.5, '$y$')"
       ]
      },
-     "execution_count": 73,
+     "execution_count": 16,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -734,8 +740,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 74,
-   "id": "0a067fa5",
+   "execution_count": 17,
+   "id": "68dd93b3",
    "metadata": {},
    "outputs": [
     {
@@ -744,7 +750,7 @@
        "(0.0, 1000.0)"
       ]
      },
-     "execution_count": 74,
+     "execution_count": 17,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -776,8 +782,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 75,
-   "id": "4b328dbf",
+   "execution_count": 18,
+   "id": "ca5d5a6a",
    "metadata": {},
    "outputs": [
     {
@@ -786,7 +792,7 @@
        "(0.0, 1000.0)"
       ]
      },
-     "execution_count": 75,
+     "execution_count": 18,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -818,8 +824,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 52,
-   "id": "fc4cbd63",
+   "execution_count": 19,
+   "id": "9f2cd7ed",
    "metadata": {},
    "outputs": [
     {
@@ -828,7 +834,7 @@
        "0.01004705583110772"
       ]
      },
-     "execution_count": 52,
+     "execution_count": 19,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -839,8 +845,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 53,
-   "id": "53657a5f",
+   "execution_count": 20,
+   "id": "0935b84f",
    "metadata": {},
    "outputs": [
     {
@@ -849,7 +855,7 @@
        "0.03980668955869261"
       ]
      },
-     "execution_count": 53,
+     "execution_count": 20,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -860,8 +866,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 54,
-   "id": "a94ee4be",
+   "execution_count": 21,
+   "id": "68a322bf",
    "metadata": {},
    "outputs": [
     {
@@ -901,11 +907,10 @@
        " 'DDP1_DELTA8',\n",
        " 'DDP2_DELTA8',\n",
        " 'DDP3_DELTA8',\n",
-       " 'DDP1_DELTA8_TIER',\n",
-       " 'FF_THEORY')"
+       " 'DDP1_DELTA8_TIER')"
       ]
      },
-     "execution_count": 54,
+     "execution_count": 21,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -916,8 +921,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 55,
-   "id": "bc349d27",
+   "execution_count": 22,
+   "id": "27ef18b4",
    "metadata": {},
    "outputs": [
     {
@@ -926,7 +931,7 @@
        "(11, 154)"
       ]
      },
-     "execution_count": 55,
+     "execution_count": 22,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -937,8 +942,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
-   "id": "7f08465d",
+   "execution_count": 23,
+   "id": "eb7237b6",
    "metadata": {},
    "outputs": [
     {
@@ -947,7 +952,7 @@
        "(50.0, 2500.0)"
       ]
      },
-     "execution_count": 34,
+     "execution_count": 23,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -975,8 +980,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
-   "id": "17ccebb1",
+   "execution_count": 24,
+   "id": "648f95cb",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -985,17 +990,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
-   "id": "a10bf257",
+   "execution_count": 25,
+   "id": "b4b8263a",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.colorbar.Colorbar at 0x2ac391b8e640>"
+       "<matplotlib.colorbar.Colorbar at 0x2ab16657e5b0>"
       ]
      },
-     "execution_count": 36,
+     "execution_count": 25,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -1023,17 +1028,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
-   "id": "9d4ce048",
+   "execution_count": 26,
+   "id": "afdfcec0",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.colorbar.Colorbar at 0x2ac391c58fa0>"
+       "<matplotlib.colorbar.Colorbar at 0x2ab16665ae50>"
       ]
      },
-     "execution_count": 37,
+     "execution_count": 26,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -1061,17 +1066,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
-   "id": "43edc805",
+   "execution_count": 27,
+   "id": "7961b7d8",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.colorbar.Colorbar at 0x2ac391d31b50>"
+       "<matplotlib.colorbar.Colorbar at 0x2ab166731c40>"
       ]
      },
-     "execution_count": 38,
+     "execution_count": 27,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -1099,17 +1104,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
-   "id": "d8e0d0a8",
+   "execution_count": 28,
+   "id": "9624cbd0",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.colorbar.Colorbar at 0x2ac391e10430>"
+       "<matplotlib.colorbar.Colorbar at 0x2ab166811580>"
       ]
      },
-     "execution_count": 39,
+     "execution_count": 28,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -1138,67 +1143,95 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f138c7b4",
+   "id": "4e7d849a",
    "metadata": {},
    "outputs": [],
    "source": []
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
-   "id": "ae0ddc4f",
+   "execution_count": 29,
+   "id": "056b8411",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(0.2, 1.2)"
+      ]
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
+    "def theory_ff(bound_dist, radius):\n",
+    "    d = bound_dist\n",
+    "    r = radius\n",
+    "    sphere_cap_vol = 1. - (3. * 8. - d) * d**2 / 4. / 8**3. # [V sphere]\n",
+    "    \n",
+    "    return sphere_cap_vol\n",
+    "\n",
     "d = np.arange(0., 16., 0.1)\n",
     "r = np.ones_like(d) * 8 # Mpc/h\n",
-    "sphere_cap_vol = 1. - (3. * 8. - d) * d**2 / 4. / 8**3. # [V sphere]"
+    "sphere_cap_vol = 1. - (3. * 8. - d) * d**2 / 4. / 8**3. # [V sphere]\n",
+    "\n",
+    "isin = ~rand['IS_BOUNDARY'].astype(bool)\n",
+    "\n",
+    "pl.scatter(rand['BOUND_DIST'][isin], rand['FILLFACTOR'][isin], marker='.', lw=0.0, s=1, alpha=0.1, c='k')\n",
+    "pl.plot(8. - d, sphere_cap_vol)\n",
+    "pl.plot(8. - d, theory_ff(d, 8))\n",
+    "\n",
+    "\n",
+    "pl.xlabel('BOUNDARY DISTANCE [$h^{-1}$Mpc]')\n",
+    "pl.ylabel(r'Random $N_8 \\ / \\ \\langle N_8 \\rangle$')\n",
+    "\n",
+    "pl.axhline(1.00, c='k', lw=0.5)\n",
+    "pl.axvline(8.00, c='k', lw=0.5)\n",
+    "\n",
+    "pl.ylim(0.2, 1.2)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "id": "2d12c603",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "7d609ca5",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "b0b8a60c",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 41,
-   "id": "03d8e2f4",
+   "execution_count": 33,
+   "id": "e0be33b5",
    "metadata": {},
    "outputs": [
     {
-     "ename": "NameError",
-     "evalue": "name 'theory_ff' is not defined",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
-      "\u001b[0;32m/tmp/ipykernel_225463/1194112599.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0mpl\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mscatter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrand\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'BOUND_DIST'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0misin\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrand\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'FILLFACTOR'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0misin\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmarker\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'.'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlw\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0.0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ms\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0malpha\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0.1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mc\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'k'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0mpl\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m8.\u001b[0m \u001b[0;34m-\u001b[0m \u001b[0md\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msphere_cap_vol\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m \u001b[0mpl\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m8.\u001b[0m \u001b[0;34m-\u001b[0m \u001b[0md\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtheory_ff\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0md\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m8\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      6\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      7\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;31mNameError\u001b[0m: name 'theory_ff' is not defined"
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/cosma/home/durham/dc-moor2/DESI/poisson.py:21: RuntimeWarning: invalid value encountered in sqrt\n",
+      "  a        = np.sqrt(2 * h * radius - h * h)\n"
      ]
     },
     {
      "data": {
-      "image/png": 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\n",
+      "text/plain": [
+       "(0.2, 1.2)"
+      ]
+     },
+     "execution_count": 33,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -1210,11 +1243,15 @@
     }
    ],
    "source": [
+    "d = np.arange(0., 16., 0.1)\n",
+    "r = np.ones_like(d) * 8 # Mpc/h\n",
+    "sphere_cap_vol = 1. - (3. * 8. - d) * d**2 / 4. / 8**3. # [V sphere]\n",
+    "\n",
     "isin = ~rand['IS_BOUNDARY'].astype(bool)\n",
     "\n",
     "pl.scatter(rand['BOUND_DIST'][isin], rand['FILLFACTOR'][isin], marker='.', lw=0.0, s=1, alpha=0.1, c='k')\n",
-    "pl.plot(8. - d, sphere_cap_vol)\n",
-    "pl.plot(8. - d, theory_ff(d, 8))\n",
+    "pl.plot(radius - d, sphere_cap_vol)\n",
+    "pl.plot(radius - d, fillfactor_expectation(d, nbar, radius))\n",
     "\n",
     "\n",
     "pl.xlabel('BOUNDARY DISTANCE [$h^{-1}$Mpc]')\n",
@@ -1229,17 +1266,45 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f960abea",
+   "id": "2af9b8b1",
    "metadata": {},
    "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "33545c2d",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "id": "417392e8",
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "NameError",
+     "evalue": "name 'var' is not defined",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[0;32m/tmp/ipykernel_197044/1767917404.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvar\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mexp\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[0;31mNameError\u001b[0m: name 'var' is not defined"
+     ]
+    }
+   ],
    "source": [
     "print(var, exp)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
-   "id": "f1347359",
+   "execution_count": null,
+   "id": "f725edd0",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1259,48 +1324,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 43,
-   "id": "d6e10157",
+   "execution_count": null,
+   "id": "7d1cfb2f",
    "metadata": {},
    "outputs": [],
-   "source": [
-    "def theory_ff(bound_dist, radius):\n",
-    "    d = bound_dist\n",
-    "    r = radius\n",
-    "    sphere_cap_vol = 1. - (3. * 8. - d) * d**2 / 4. / 8**3. # [V sphere]\n",
-    "    \n",
-    "    return sphere_cap_vol"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 44,
-   "id": "c58415ad",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "(-0.5, 0.5)"
-      ]
-     },
-     "execution_count": 44,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
    "source": [
     "rand['FF_THEORY'] = theory_ff(8 - rand['BOUND_DIST'], 8)\n",
     "\n",
@@ -1317,40 +1344,55 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "46e893ce",
+   "id": "83f150d4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# TODO: place at top of nb\n",
+    "\n",
+    "for idx in range(len(rand)):\n",
+    "    ff = fillfactor_expectation(rand['BOUND_DIST'][idx], nbar=nbar, radius=radius)\n",
+    "    NRAND8, SIGMA_NRAND8, SIGMA_FFACTOR = fillfactor_poisson(rand['FILLFACTOR'][idx], nbar=nbar, radius=radius)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "51163e3d",
    "metadata": {},
    "outputs": [],
    "source": []
   },
   {
    "cell_type": "code",
-   "execution_count": 83,
-   "id": "912b0738",
+   "execution_count": null,
+   "id": "13b3fbae",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Text(0.5, 0, 'BOUND_DIST [$h^{-1}$Mpc]')"
-      ]
-     },
-     "execution_count": 83,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e26d3f20",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "55a108cf",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "26a58d00",
+   "metadata": {},
+   "outputs": [],
    "source": [
     "_ = pl.hist(rand['BOUND_DIST'], bins=50, histtype='step')\n",
     "pl.xlabel('BOUND_DIST [$h^{-1}$Mpc]')"
@@ -1358,132 +1400,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 87,
-   "id": "597e6bc9",
+   "execution_count": null,
+   "id": "e222371d",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "OrderedDict([('EXTNAME', 'TilingCat'),\n",
-       "             ('TCOMM1', 'GAMA ID'),\n",
-       "             ('TUCD1', 'meta.id;meta.main'),\n",
-       "             ('TCOMM2', 'SDSS objid'),\n",
-       "             ('TUCD2', 'meta.id'),\n",
-       "             ('TCOMM3', 'J2000 coordinate'),\n",
-       "             ('TUCD3', 'pos.eq.ra'),\n",
-       "             ('TCOMM4', 'J2000 coordinate'),\n",
-       "             ('TUCD4', 'pos.eq.dec'),\n",
-       "             ('TCOMM5', '3-arcsec fiber magnitude'),\n",
-       "             ('TUCD5', 'phot.mag;em.opt.R'),\n",
-       "             ('TCOMM6', 'Extinction-corrected SDSS DR7 Petrosian mag'),\n",
-       "             ('TUCD6', 'phot.mag;em.opt.R'),\n",
-       "             ('TCOMM7', 'Extinction-corrected SDSS DR7 mag'),\n",
-       "             ('TUCD7', 'phot.mag;em.opt.U'),\n",
-       "             ('TCOMM8', 'Extinction-corrected SDSS DR7 mag'),\n",
-       "             ('TUCD8', 'phot.mag;em.opt.B'),\n",
-       "             ('TCOMM9', 'Extinction-corrected SDSS DR7 mag'),\n",
-       "             ('TUCD9', 'phot.mag;em.opt.R'),\n",
-       "             ('TCOMM10', 'Extinction-corrected SDSS DR7 mag'),\n",
-       "             ('TUCD10', 'phot.mag;em.opt.I'),\n",
-       "             ('TCOMM11', 'Extinction-corrected SDSS DR7 mag'),\n",
-       "             ('TUCD11', 'phot.mag;em.opt.I'),\n",
-       "             ('TCOMM12', 'Survey code for redshift source, see notes'),\n",
-       "             ('TUCD12', 'meta.code;meta.dataset'),\n",
-       "             ('TCOMM13', 'Spectroscopic redshift, -1 for none attempted'),\n",
-       "             ('TUCD13', 'src.redshift'),\n",
-       "             ('TCOMM14', 'Quality of redshift'),\n",
-       "             ('TUCD14', 'meta.code.qual;src.redshift'),\n",
-       "             ('TCOMM15', 'Tests of NQ=2 redshifts, see notes'),\n",
-       "             ('TUCD15', 'meta.code.qual;src.redshift'),\n",
-       "             ('TCOMM16', 'ID of spectrum from SpecAll table'),\n",
-       "             ('TUCD16', 'meta.id.cross;spect'),\n",
-       "             ('TCOMM17', 'Redshift uncertainty, c delta ln(1+z), see notes'),\n",
-       "             ('TUCD17', 'src.redshift;stat.error'),\n",
-       "             ('TCOMM18', 'Number of GAMA spectra within 1 arcsec'),\n",
-       "             ('TUCD18', 'meta.number;spect'),\n",
-       "             ('TCOMM19', 'SDSS Petro half-light surface brightness'),\n",
-       "             ('TUCD19', 'phot.mag.sb;em.opt.R'),\n",
-       "             ('TCOMM20', 'r_psf - r_model star-galaxy separation parameter'),\n",
-       "             ('TUCD20', 'src.class.starGalaxy'),\n",
-       "             ('TCOMM21', 'J - K - f_locus star-galaxy separation parameter'),\n",
-       "             ('TUCD21', 'src.class.starGalaxy'),\n",
-       "             ('TCOMM22', 'Extinction-corrected r-defined auto AB mag'),\n",
-       "             ('TUCD22', 'phot.mag;em.IR.K'),\n",
-       "             ('TCOMM23', 'Flux from FIRST-SDSS matching by John Ching'),\n",
-       "             ('TUCD23', 'phot.flux.density;em.radio'),\n",
-       "             ('TCOMM24', '1 for match to H-ATLAS SDSS possible ID'),\n",
-       "             ('TUCD24', 'meta.code'),\n",
-       "             ('TCOMM25', '1-deg strip, 2 for GAMA I regions'),\n",
-       "             ('TUCD25', 'meta.code'),\n",
-       "             ('TCOMM26', 'Bitwise target criteria, see notes'),\n",
-       "             ('TUCD26', 'meta.code'),\n",
-       "             ('TCOMM27', 'Useful for selecting samples, see notes'),\n",
-       "             ('TUCD27', 'meta.code.class'),\n",
-       "             ('TCOMM28', 'Useful for selecting samples, see notes'),\n",
-       "             ('TUCD28', 'meta.code.class'),\n",
-       "             ('TCOMM29', 'Priorities for targeting, see notes'),\n",
-       "             ('TUCD29', 'meta.code.class'),\n",
-       "             ('TCOMM30', 'Number of survey_class>=3 targets within 40 arcsec'),\n",
-       "             ('TUCD30', 'meta.code.class'),\n",
-       "             ('TCOMM31', 'CATAID of object in TilingCatv11, see notes'),\n",
-       "             ('TUCD31', 'meta.code.cross'),\n",
-       "             ('TCOMM32', 'Mask value 0.0 to 1.0 around V<10 stars'),\n",
-       "             ('TUCD32', 'meta.code'),\n",
-       "             ('TCOMM33', 'Mask value 0.0 to 1.0 around V<12 stars'),\n",
-       "             ('TUCD33', 'meta.code'),\n",
-       "             ('TCOMM34', 'Visual classification, see notes'),\n",
-       "             ('TUCD34', 'mata.code.qual'),\n",
-       "             ('TCOMM35', 'Initials of classifiers, xxx for none'),\n",
-       "             ('TUCD35', 'meta.id'),\n",
-       "             ('DATE-HDU', '2015-09-04T13:22:37'),\n",
-       "             ('STILVERS', '3.0-8'),\n",
-       "             ('STILCLAS', 'uk.ac.starlink.votable.FitsPlusTableWriter'),\n",
-       "             ('DMU', 'EqInputCat'),\n",
-       "             ('NAME', 'TilingCat'),\n",
-       "             ('VERSION', 'v46'),\n",
-       "             ('DATE', '2015-05-22'),\n",
-       "             ('CONTACT', 'Ivan Baldry <i.baldry@ljmu.ac.uk>'),\n",
-       "             ('AREA', 180.0),\n",
-       "             ('GOLD_NGAL', 113687),\n",
-       "             ('DDP1_ZMIN', 0.0390699990093708),\n",
-       "             ('DDP1_ZMAX', 0.2629899978637695),\n",
-       "             ('DDP1_VZ', 7594754.153764196),\n",
-       "             ('DDP1ZLIMS_NGAL', 113687),\n",
-       "             ('DDP1_NGAL', 45293),\n",
-       "             ('DDP1_DENS', 0.005963721679858641),\n",
-       "             ('DDP2_ZMIN', 0.03914999961853027),\n",
-       "             ('DDP2_ZMAX', 0.1937000006437302),\n",
-       "             ('DDP2_VZ', 3156659.558717707),\n",
-       "             ('DDP2ZLIMS_NGAL', 73942),\n",
-       "             ('DDP2_NGAL', 33396),\n",
-       "             ('DDP2_DENS', 0.01057953807776663),\n",
-       "             ('DDP3_ZMIN', 0.03903000056743622),\n",
-       "             ('DDP3_ZMAX', 0.1015800014138222),\n",
-       "             ('DDP3_VZ', 457819.2340050841),\n",
-       "             ('DDP3ZLIMS_NGAL', 18121),\n",
-       "             ('DDP3_NGAL', 8842),\n",
-       "             ('DDP3_DENS', 0.01931329953669401),\n",
-       "             ('TMR_DDP1', '[-21.8, -20.1]'),\n",
-       "             ('TMR_DDP2', '[-20.6, -19.3]'),\n",
-       "             ('TMR_DDP3', '[-21.8, -20.1]'),\n",
-       "             ('RPATH_0',\n",
-       "              '/cosma/home/durham/dc-moor2/data/GAMA4/randoms//randoms_ddp1_bd_G9_0.fits'),\n",
-       "             ('RPATH_1',\n",
-       "              '/cosma/home/durham/dc-moor2/data/GAMA4/randoms//randoms_ddp1_bd_G12_0.fits'),\n",
-       "             ('RPATH_2',\n",
-       "              '/cosma/home/durham/dc-moor2/data/GAMA4/randoms//randoms_ddp1_bd_G15_0.fits'),\n",
-       "             ('VOL8', 2144.660584850632),\n",
-       "             ('comments',\n",
-       "              ['Science targets and information for tiling and spectroscopic',\n",
-       "               'observation.'])])"
-      ]
-     },
-     "execution_count": 87,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "gold = Table.read(os.environ['HOME'] + '/data/{}/gama_gold_ddp_n8.fits'.format(version))\n",
     "gold.meta"
@@ -1491,23 +1411,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 88,
-   "id": "01c9b7be",
+   "execution_count": null,
+   "id": "716416a4",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "ddp_zmin  = gold.meta['DDP1_ZMIN']\n",
     "ddp_zmax  = gold.meta['DDP1_ZMAX']\n",
@@ -1541,47 +1448,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 89,
-   "id": "939dd7d2",
+   "execution_count": null,
+   "id": "4822827e",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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vBOpj1jUAK0fs/w3gJSHE5wAvcNWkm3uWWDMUC4uLgN5jRzj+vnl0fXADkUM/I9zxNnlzyqgOji1MCoGPXWpwyb0FzF9/HT2lZ2cWzhQCmTuDblHCq69uw+ir5f/TNSaylDidzoTPIYRgsJy3H3i5AU76JAOdPcy8bC0Pn+zmCKCEw4SA3fudBE83Y2YG0wEJkQh0j2XZmQ4kPEPpGKzdFP3cP8YBx+Ju4LdSyiLgBuD34h1yfbMEioXFNETXdZ579lnef9ttzC4u5tPzq3h7+0mCMzTUiitxZFax6MN59OMYvqMQZ17q8hQoSII0TxBvsJaFM6F0ku1QAIeUNPZHyHDvwpABlq+eS1KTdkblJWzxu5FQKHGlmJRyWOR8vwZZOix39vPYn39Ib9BUp9RizrA86TmEw50Q2g/4AM2cuTmna5c2ZQW2GoHYaVlRdFks9wIPAUgpt2C6wmWdU/MTZLrefQuLvzr8fj+P//GPlGZnk6qq3HnTTTz75JM01tezRYMBm0Suux4ROA42Az3dQ6Yxwj1XSgzMEf8KBcK1MDPHoOaJei4tymUw76/bPWSiHyGShqED85ywrOUtOjb1oSyaxYNPbuGRHs7MKGS8fF1CjF42CcIG7PTBa812DvfAgDRnLj5MIbdlzx4CTXuhqwGMBogMgLIdnGnndN7zx5TZUHYAlUKIsmg59LuAp0ZsUwdsABBCzMUUKO9IXhpLoFhYXED27NrKe6+5htLcXHK8Xj70wQ/S0dExart24IH6CCef/CMkmabPDL2BpDHs0lJKli6DOR/KICXVg21uEcsWVTF3jrk+Nk4kBVM9FostOuuYgzkELiorY5/qpLppB8/urqNdjs7FNaIBCV3/RLT6I/T6zW7Wh2lf0YH23iAtD+0nvP0QDIThxG+gJwwh/5Scd+qZGoEipdSAzwIvAkcwvbkOCSH+TQhxS3SzfwQ+KYTYh1nd9qNy3B9r6rCM8hYW7zAvvfACX/jbvyU9HKS8uIu39ggCwfiqjtgsvmkSMtvrMLQ0bLih8ttc6n2BtwJxd2V3K8yqmE3S/E+wYV4lA/seRT39OilAQNfRMYMWC4EWoAw4Hd13MAZ9tgOWFcDM2VXYjwf51pv7CfQyof3kfDDAUMb6Fj+kOO3oxWsJVQdRCtbT1nWQlppdLF2+/gK0LhGm5q5JKZ8Dnhux7Osx/x8GVk/JySaJJVAsLM4zuq7zwi9/yW/+8AdOb9pETwroSiohl4vjuw3SQhHGkAnDsviektCZEkZveRrbzPlIm0F2Etg6TA09mC+0hlkVcckNdkrX3IAj+UYgg7RFDjas/wPKri5a2yUNQJ/NhjAMMjCFyiDSMPDabLz/aoPusAO1dDcLMjKZ1+RkSwTTmPEOozJUnKsROFz3An3HVtFf20bZ3HmkzSwgc/bSd75hCfHXkXrFUnlZWJwH9FOn2HPjlVyZmcH81FS+8Dd/w5ubNqECrX2QmtzLVWsd3LBuBcIztJ8DM3WJI46HVBuQ1hZE7dsCkW70l//C+66By5ShF3nQMpICXL68EFXeiNmRqeDOZ/U18/DOmkWpCnmAzTBowPzfzbBEJiyzGXhuWMPCu6+g2bMa+6zryHfP4uR5FiYehtViPIMGhKKqOAkca+/AlwRpxX2IChcBLY1jh7af38adNVa24WmHEKIG6MecO2pSymVCiAzgQUwHlhrgTill94Vqo8VfLy0bv03k179g44u9OLN9VKPR1WUKghCQqsKACxblwMz8JF55pQejv5G+GLt6GEDXx0xf0tIFVV3d2OUp7Avn0NJ3GZfu2sasboNXqyUem41jhoFdBfJuwZ4yG1NMCFDzSZ17NbV9D5KUaqdIidDWZs5mUhVYpcMxl+BQ0FS3ezKT6T1axIrPf4heXweu1NPY845QlgynxynEqKjquMkmx8MFLBFwVBI3U1gk6gBgANvavNyQMRNv9wCOLZsIL1jJ/oONLLz06rM69/nFyuU1XVkvpVwspVwW/f4V4FUpZSXwavS7hcV5p7e3l//41rdYvWQJ30h2M/Dnf8PTWMfBll5abBotKanYHUN1+no1qB2Ag9UQaR+g3OcnL8szpmZdUUeP99pbwdgfACqw5wcpK1nC9R9+H+9bpnIXMMcwcAALMsCbtQBzvB99zRUoUJ1cu3I5ckYe9V1mB14BzM11cNQBbVFhUizgqvIIa69IwZ1XQUbyQvZsdFOauY7x0j4KIeIKE5vNhqKM9iBQR1zjNcDnbLDObK55zDHckk91hHnpgd+RYeikVGTR1dRDZXPXOK27kFgzlIuFWzGfP4AHgDeAL1+oxli8u+luqKPuue+yM9jA5z//xJnlEljzW0Fbijkj8ddBj7sXzwiPWgVw2RV2dLvICvoIDgzgxpxyj3S+1TVtWJlcD9CRBmHbTJzdJyCYhkhfhqq9ScPs2Vwx+yBF1fBGBGb2wbadQa6YFXtEO9u6uunYt5P8grlk2oNs3dHOMcBoChNOBocCagDuyYCluR6yrv4kwuPDcASZt/JWtm1+m+bo7CTWYcDhdBIOhcb0/BqrFHBs7ZQMYL0HugJwqwodCrwZMu058coFz1ui0nb8JL033kiyb4CBkIec69bGPc+Fx7KhTEckZkqBXUKI+6LLcqWUg2lHW4DceDsKIe4TQuwUQuxsn9alQi2mG1/94hdZtWgRV7lc7Ll+FtU/+DU//YcnyIzZJl0VHAxIXu2CEhtcnwnuDqgZ0YfoQG6eTq5d0u2C+ao5gxmr8npsJ+oHXj4Mvh43Pb/YBL02IuEyinNXMa+ijEs+bKcnxxRahgNyU2tGHa9q7iquvP0mTp06Qmmqk4Vu095SnAuBEISkigoE+2DOZ76EcFWBWIAjbwm9B16k7rk3zkTmR8LhM7Eo4UkEMY5FMmD3wpI8WOoBbwg8g7EucQTV22/7qVhWglp8Es+SxWTaQrR2t4zabnrw1zFDudgEyhop5VLMTJufEUIMG45Efa3jDpGklPcPpjLIzs5+B5pqcdEiDZpPPseqjGTShODH3/8+Rw4epCAU4lBLCH+Bn9XJQx5HAIc0iQJkK5Dvgd3t4J/rICnO4U/Xw4kmP+1hONDFpJIsdgSgI9SM+z2r0LNLUAsCJF27jqyFH6HLn8r8EjMkuiAbKi5ZOGp/JbeSnz74JMvLc4h0ZNAdAE2BQgUiNnAHNYJAT7oNLT2JwbmTUFQK19+JtnrdsBdsKsMbvmyDNUngywCyYBEQiHN8RVURQuAzYOuJrTiOepF6KmluJ0XtI4PGpxFST+xzEXNRCRQpZWP0bxvwOGbmzVYhRD5A9O90TuZjMU058PLP0dtfwhyP6GTYm8nN85wZL+qGQauAxk5Qt8MqDW6L2b8X+BMQyIC3UqCzAto0AzVakVbE2A8kZpBesWp6kUyGamD3kUaCh96CARuO5Pk4ujaRmp+MrXwxl6TAjSq48iAUHDFwkhH0/jaunplCit9B6ewyCoFSHR5vAncQujBVa7NSDVwHHgVNB5yADobB2pzzU28k2+HgLQOO94A+A3KLINvJsFngILquI6XEZoDbVkBfRi6ydgupSytwlE1Tt2GJOQJJ5HMRc9EIFCGEVwiRPPg/pv3uIGbagY9EN/sI8OSFaaHFxYSh65yuPsZj//FhvnrjlbQ8/yc0ETUpijAKRXziquXDXpBTEo5JCA1AVwj2xayLYKqt/DlwUwnsOQSzZ7go8NpwAjKO11Z1ePIKDieQf4kbX9lqQhkV2FUFW/FVBEI55KQsxZUC1xTB/Lxs3JERnb9Q0bUu3m7uobUgh643nqUA08urHlOY+DD7vmp3ClrhlSAGW+hCNB9gjuiZZIsTIxIOMyMJ5hRARhp0dkEwe8gvyhZrmJcSu91OD7CwOI90bxf24nYcSa3kFk7TAlvmOCWxz0XMRSNQMG0jm6LpBLYDz0opXwD+E7haCHECM03zf17ANlpMY3p6evjgHXdwSVkZf7k1iZPP/JC5qXu57p6b6E8vQYYiYAQhoqNmzSW3vIBYm/Y1wCcKzVlCgw6x438VcLgh12ujXoH7MuGqkwO4Og0uj9nOFZND62z6Dh14881OgmqQ9n0vE7GnIZUCMgvmwKyZdKRD+kJY8S9pKAVuhg95NVJzSlm++HLcJxtZe/V8Vs2GA5iCpB/T/mIDVmYW4Jw7D9xDkSlK5eX0+ezMO4t2j4cDKBJw2oA+FwTb7bj8sNI3pA4cadSPRCJ4HSo1O99EcbVCjhs8AkrTprh1U4iR4Oci5qLx8pJSVmOqVUcu7ySaCM3CIhbDMNi8cSM/++EP2bhxI92dQ5ENP66B/6p8lN1ZN3OpJ0ik7wiOpuOQkwP2LIJPv0iPdFLqhRqf+aJcpsJKAfmL4JlTHvYPDOWN0oDCMBz1ZuHb3YY3BPvb4EgEujGDFXVdJxgYKyY+BiHGzIXlB0rzB8j3HqWlsQ/652M4XBihflRnE9lz3TQ0BhBJN4Bmg8gJsJsF/YxIB7r/BK8e2ofoaGdOsJO9dcMFm44pXIxANw77bIixAgmbQoZDo1UwhqUycVTMvnOOzcY6YdBfYqZ+CVZAlR4hVAStpyGH0al0B/GFNQp83Uh/Nii3YgbfxPXJufAMzlDe5VxMMxQLiwTpoOWlO/l8hZ0b163jqSeeGCZMANYK6Nkf4PC+zaQmh1n9+Zuw5RVDeDMYNuw3XkVS3ZtIr0K63U4xkJoKyath/mqYofoJMxQrAdCvwhJXGy1O2NoPByNmuTwfYEiJLU4cRjzGy9MrgQNvGnQ/3UyuHkG6s1F8PnDkE867CbHgSrhsPjYCSLsT5GDaRz+BuiO8+q8/ouX0Sarye6jTBzgYGD6HcWJ29v6sCHhGxHSooOUYpE6BHV4DlgPz7QabdDjeaDoH+JpAeCHQCR1MnCI3vRWUgmwI1mLe7fNVR3IK+CuYoVgCxeLdR9ggWNOB4jXGfD9/J6FFZBCqrqPt1RfpeltBrz8CvQMQimA0v0jLviBz5kmSMKfAi5xgvy8f8dHPMmcZ2MVwgRIIwc+egZJu00gfAI5F10nDwBgj+n0k43lOGUB3F+wJBeg70UvoyB44/Ry9HdU0VR9Cca1lyeqPQf8M/Ju3gTEoFOpwiBZ6dx6ktaGLX73dy/5W6FDNGVQ6pneYgSlUuuqCoJSNOLvCrOsupSehqxiDqBuwC1iZAh99D9x+vZ0KB9R3KqTOn4UxAA0G9ErGDaIEeF0BbeP3wPCBtEHkfNWRPEcsG4qFxXRmnIjothbSWzsQNWNv4gVa++pYUKTgbu+g/cAhZG4nhIPQ/xCG7zj+AYPGThfr5xtkq5C1HGyXfBQKq+hdVMplNlP/b4t+egF3Fhz0m/1HgKHC3gkzTh0RezS/1zY/VIYjbOxKpb79JOGqT6CFT0DXEUJ6MQF1Do663XgXbgAl39w52Ixx/A0ONPTTr5szhO09Cqc00yifgWkAVzCvyZ2Vg9RHxHQIBXXbPt6XNlQLZRCP15vQ5c2SkkLgX66YwXVzFSqKiwmUz6F/fgVzVxTy5NvVvHEKWnth24S3SjCvFfpO2UBuAc0AYxoLFMvLy8JiehAMBvm///5vblqzhAf+89/o3f3S2BvnltNbpLDZN/YmXUD9Tih2gPeapZStDKKmLQHnbFCLcWjLmf2ea6gM+DnYq5OfDPb3zIWUedjTb6bqtm9zrTBrhXgxg/Jm2FUcQUhzQx9muvVBi0m8ZI+DxKYWEVIynyFBpNqHvJYi0eDBSifsDO8muTKNgnk3Em7bjUdPxx08iRIMkew8DCvvguAhhuZQ6ez/2aP8tFOeGQh36rpZjAtoBtKi19ENdLe0gb18ZEvhigJW5I2eRfl98W/2yHQrx4GcfDhwoJ6ZV+SgqfO4JOtqkty5VJXOZO36FTxSDwN9cGrMO2ambJFSEpQwENlFpD4Pue0r0DWNnTytGYqFxYWj+tQprlu/nqVVVeS53Xz1y1+mu7WRvzzyvxw4PY5xW2tG7xc0jXNsDXB4IDuvjCNPvEBrYDkRqUDXKQj0oKnd2JdU8pZPUKBD+XKwr54PYh60HcXrbqVgTQFfUOGzHlhqB5fQmOkHr24KlDBDKvHxIsmlYZzpeB1AtwrlmB28Fhkasg7aYE4F4fGH6ujQgpw+/mcOvbwNhSbStr1N48EnCJ3eRfjo6zCjBOy9QCdBTfLC9r64KkA/pinbF/0I4PHTEbR4NVpybqA9XrTmGMRLcnlJVQFXbEgn945Siu9ZhMPu5v23X8FeX4TdxkLcPtg5YBrjY2vNDyKEQNM0FEDNhP5uLzQ1IXIX4j843q9+AbFUXhYW7zxPP/UUVaWlJAnBwpkz2fTGGxw/cgSB+bA21XeRXzKTBcuSGFM/oLbw4J+Oj+48YzomCTQF4I2Go/QvWY0e9EJDM7z+FmzajpFWSsuWWubNL2RuxSKC9hwMd4a5Z/5SUkqWsPa7V7L2XlhbBCvywFsg6PHCzrCpRmpnYhvAUNPMtlVlQ2UW5KfCzcnDC4Gn6vqZcr2ZeojHf/pnuoIGrzXUsfkvP0P35JKT0oeRfxStpANEFeAGrZ7mF7/CX1rGjnrpwxQkpZhCbVYowsCxzaO2s6Wls1ASNwPAeNcVS3qPhl2GURZ8C4qXUHnZGnp37UB4c3jwuWfoV+EQMGCzjao1D0OzIwm4beC0+enufwjD5sGTXppgyy4AllHewuL88+l77yUnKYkkIbj71lupqx1dcCOCqT5qD+lsf2UH2376VdDiVSmIQDid+T7f6KJVIzqmTqDQsHGi6W302mMYMgOKSmHm5dh2vEaOcz8zcuw0ZXaRVFCI7JsDFIAjA3vWCkTF+zHUfJIvU6kqg4EayY5emIlp2PaTmHet2+M5kyTRJWD+KoF/QTZ1HjsrU82OvgjTf2nweG4JN1Z20tF0grUFHTgOHOaxlw7RtWcTob3H8aTPAqECDpBZnH7+NVrHaUMnphrwdPQ8Bw1QbHmjtlNsM1m6wMM/JptCM15G5FhGCoN8oKcowNwrikFdgFAFaYFDlC+8Gk9REd6kZLYGYSum2/fIbMTDjg00a+DNySR19kLCXbUE87LG3P6CYs1QLCzODwf37+cTH/4whWlpJAnB73/96zF18COxAY19Ghn1Gcj2k3G2iEDbU/TUTWzfVAx48uUQSXV2jNONSMeTGAcakJFmutJX0t8UYeNLp1kwr4fqVw/QveMlTCtDBNDw95QQvuyLdK77NFVXzuTKJDPvzwBD3l2JEPAPxbNckgG1A5XcNz+bWaUp+AJmJ9yMmVI7H9PG8XI3PHI4hL3tWQ7vf43eIxA4EObNwxJ/ow722Zi9mA0C26ltcCRUjWNQCHcDPrln9Ab2NJL+9ZtU3ZLE12YrKGPUPbGNkXI+BDTu66d0dRYYdpDLUAqysWdnsGien1LfCdpjOlVtnLoqTocDewAyGjvQk3Po60+hfts0VXmBNUOxsJgKpJQ8+tBD3PvBD5KflsaqRYv4y+9/T29vr7nBOJ5NMLxmhoHZnT/82HY6j7zIaKWSiu5cTCjdgTPGoB2PHYA3BQ40dXA820XtS+2EPnIfmmM7r//hg7z45GYqB2BgUz/a5WXIglswjv9fdO8GnKqb/EXXsGLxIvKXfpYjqkoapjE5MfE4mg4DUo6d4scv97L0mssZKE0l4IAlKuwF8kTUYagPlBboeaOXjJcDOLshxwPyUISBV3T0DifQB5EOwoFNVPeNtjnZHY5RywZZmQvp6onRK4QBBTczJyuFoqsls8b46cZKV+8D+oKgyH6Q/aBm0FQTYn/zYR77SwehHknaBPdokGA4zJYBOHYQwi0B9ux5GyV7ZoJ7v8MYmI9qIp+LmIsmUt7i4qK3t5fT1dV88PbbqampGX/jCTLWxhulPqPCV5uPQtgPwzpGhfCx07zcrxKK+EftF0sukBKC66+AP216GG1eJqUnfsaeH73OW9sjnG6FBuBDdrDVR+h69SXSPntvdBQ2D9cMHSNioEcKGHDtxJGWTn9P+7jCRFXVcUfdO5rhw5fayO5MZc+WveR0KTQ53Oi+AEsAlwfq/JAqoa0TtrwG2TYIzTADK9f2QtPl6cyz62BUE+provF/nsATGn6PFUUZVq9+JL1tYCTPirPGAEchWXeuwfvyIUg+ZBpgEsFmI2QYZPWAPuABJQXZe5Jsm0ZTU5Cmvl7sRSq9HcP1PvFqoYCpVpRA4z5IevYZskozOX2yhPK1tybYoHeYi3z2kQjWDMViynj95Ze5+/bbyXA6mTVjBmuWLp1YmJwltT748ZeeIBLsRkYCDCm4NITjVfrCEyt4WoGnuuHHD0L1Dtj4UCffueolvvl0hN+1mmorATQ2gG3NOoKVKxDGoPkaQMFmt2P3ePG2tVKyJne0zWTE7CueMImdKZTbYV+jnWX3upkz107etVeh6AEaJFQLQZuAimRIToJ5qVDhhqx0uOcy+MAaaHdAUo8dqrdAXyf9QR+n8/o4UjP8nHqcGUSsmiq1FOyOnDh3TQBOPIvvocM9iw9en0vBGDPMUQb56DlPKhB+6ThEmhHJpaiLFrLikoWkZaTjDynYAIfLdebejRXoGYp+vHbQRDe+ttNsf3Ecd/ILyV+JDcWaoVicNYZh8NILL3Dfhz+MsNnojClcFh5n9DtVvNkU5qZ/+w/KP/BRPBkO7AWFYOsm2BjkqD+x4WAXcLQbVLebbT0BBEMZgH2Yg2+1yE390X1c/f57UYtWEe+1sS9eRFVRCakcZNi8KIF6IbHqoYANrssxePiPJ5i1ZAbthw9TUJTOLc3d1A9IgmnwVht4vOAegIALPv9REEsr2PlMDaEBnbzXmtBntyGNX9Pd0sVAs07XyNsRp12x7TjZpyBSiuK01kzOYrenUyLnwKLZfDyykR88tnnUzGwsQdDhg4N7O1iw+TU85QUYSck0vvIqwe4e/Cf9CCAcz2U5Dlk22OSDux4NM/8jybSlnE5ovwvCRS4sEsGaoVhMCr/fz5f/4R9YWFlJiqLwvhtvpKuzc5gweaeoB/78zJM8+8IvaD5xmnDdIeS2P/M/n3+RjgTVC0EhaAEaAwF0hqeT92PmG+wNhylbsx5vjgdEvE7ShnB4mFMocEwie7o3xQxfjK3Bvr8DDitBbq5w4e3Pwq8P0BPWeTEAewBPOngUyCpOpc8N6WvAtiYNu6uE9l4n23PhcQNCr7+OcagffeervPpaDy2TjMC+SpUEm+L5hdkwRe1Slq8qIXfRcjoNwVxP4sfuA7prwZ3VhQhvZd8zL3Ao1MnK1Ws5KhwJp/RXgMxUqJgPHR1w7I/9PPHoNO21JX8VRnlrhmIxIceOHeMz997Lgb178SXojRUPYbMhxzDWng1NgNbbRn91AwedD9DaeQOpda085Rs7h9dIIlKOmdFWAuU5UN9URKaRiiI8mM6yI7GDcyYyrZziJKiN580cB1/faOODD1i+H97uC/P84a0Ul6UzZ14V9oatpClQVwu+iKDE3Ye3D654byG27DnoUhDsTOZrC/ycPA22NYLaBzaxzwazM+EPEwz4R/42vnQ37uxOTFVi7DUr0U8/fQNNHNh6Gt3fRn8IkjweBvzj262IHq2+G2y130Nq11BePJ+b3/cJnvzXrxCaxMzWAF7qhl0BWJoMSw9AdcY0HSMPpl55lzNN777FhURKyYN/+hM5Xi9pdjuXzJnDvs2bz0mYAFMqTADcQKAD8NZzuqsLSRMP79hMTv/Y+8TLOdWI+SLEG2Q3dUFSegae9j3ozvRx25O/+gbSiS9yEkUA+3SYPd9DrtdgzgIbh3Zs5XUJx+12+iIg7ILTeyUZHii89BLs8+bSG6ig6tqFNFWk8pODcOr+NprbBqgLm8H/xgQD95G/zYZ2H/SNEeeDCkiSln+AdsWGx2FjpoBIAsIETLfq3A5of7OfjdXtHDqk0X50P/3tfUQmMcQttdkoA24Owsp20yamn+Mzel75K7ChWALFAjBVWT/8/veZW1JCss3GvR/4AH6//4wR+axFQaIG27MgA3hYg6RMD0rtcV59+Rcw0MrAOOceK95lKWY69ZElZz0GpErJvBUadmWC+PC8hdy4eA7jpUlUxnJljrY1HdjeCbsOttKsGxQ0NOF1g8OA/JQIrQYk6wYyCItuzkGxXwqOLByOFvIXgJQryQOergNfK9TWwM9OJV4Z0ul04gQaZlagOLMg2AFEwAiADJp/w8egN0T/Q9+nvbEeUb4OTUtckDqBfRKSNkvmlQdJ72/jyNG9pBXYyFFMT7iROcDiUWoYfDgX5hRCst0sp1w9Bc/VecEyylu82/nLH/7AY48+ykvPPjssZ1Q8JlNlYphr7BiG2fFStCdKI+Z7evT7e+hNgvIFKm+9oHHGLDuJc+RjvgxzBeySQwF+5SlwouMAh56exbJbxs+oK2wCZ8ksFI6Ovc1YbYoubwd6gBPbdfzAC6egoc1MdbK5DeY4YHvY/H5tpY6nvQFmzCC1JIeu9kaEsRdHCvyoz6x42B5I3KsXTC80HVg4LwhGfzSDbygaH7EN1FVEDj6M7r6DxsJcio4doGbLTjIVGEiwM4wAx8Lwp2rI+sYuUrw7SblkLn+pDlEfgkTFnwtwVUBPqkpxnUb9IRBTPAueUqZx06YKS6D8FSGl5Mn77+ezX/0qvoGBceMQJmK8eIrx4iymEok5on+iF2bosPEFszOM91A7HI4xPc/cmBmDcxyQVQ5NR80yvwDV/XBLsmDhdz4KRgRs44zDZQ+zZ2XicisQiN+7JnJvzDh8kz1R444fU4ikh00BkQv01Gskz9wA0gcdW/C6mqjd2MSxPnMAsBXwTrIT03WdfODoxi6uSZoPTgm6AjYdtMXg302fTUO1++ltcfCT53aRpEguzQZaxj/2YKFHiZnq/+FuuCagEXTBvu6DHOuNv5/d4SASDg/7DXNUlYCm0davsuqzXn719V6qAf874F14VlgVG6cXQogZQojXhRCHhRCHhBCfjy7/hhCiUQixN/q54UK3dToRCfZTt+VtqNtD7bZX2Pf6p+np6pqUMImXeH28jtHhco1eeJ5UEd2Yg+edA6ZB24/5d2S3P54bswoUAjV2ONoPoRhtS3sIjPRsVK1wfGECYE8l2XECV6p93KqLI9OSxMuHJWy2YTEtOubM5eHo91Qgf54TGnaCfSVkNBLsnoPDb86uwpiCchxz0pg0A4vuWG6mY5YpgErvzu0EfCeJtH6TTTvbaN74I5p9dt773uWkO1Tebpl4dDor2qYSYEYSSA1eBN7sgDePjV2pcvBZjf0NA5rGDCCrWKOnPwM0s8Kjd4LcYheUvwKV10UjUDAHbf8opawCVgGfEUJURdf9QEq5OPp57sI1cXpQW1tL+/ZX2f377xF89nny58wg0nya6k1P0LY78Z980M4x2aKqgzEEbrf7zDLXOPVAzgUFswMMY3p9tUT/VzFnHVXRz3hEbDYOAJd54XTYhV0f6tw8dpVKHAjX6ISVI5Hh0+zY1kSx6mU8Z6ORaUn0OMJ55DZhhgvJHgccDVdg5H0QxH7IXIJTOUxThxndD6ZgOZsXXAABh5tI63NgN10V3IuWUb/nl7Q/2kjDz15hx/FGypcuYmVhGSsvKaJTTKyoysIUKv2ACMGNAH7YjdmPTkYJmgtIFUpaYdn6VP5ulUACngSrYr7jWAW2phdSymYp5e7o//3AEcyB5V89fr+ft958k8rCQuYlKfz3V77Msd0bKbvqLhxXXY3dk4p93hKWLr2CSG5GwscdFChJMCq/0pn8WuPMPAKBofxRwQQD1RLFGRVWgwWiYjszD2YHnBn9/3pMg/uYxzIMsoDIJXBDVpAixXz/BTBTasz1JiGSLpuwTVqjj5pTdk5HVHrOUl8+lrOCEGJYwGSeC440CDranwSlEOpSkIePcbjL7JOKidZTOYs2eIUgeKodW8b1EDlIJOzHGOija2OE7//wNI/3SupCJQQCQXxdQQpnz6Y8d3TNkpGcAJIEXClgIAJPCwjZhm+Xlj6+Jx2YgjUEZLvBWwgHN7bxiJFiPgvnaeByzvyVxKFcNAIlFiFEKbCEoSqhnxVC7BdC/FoIEfeJFELcJ4TYKYTY2X4BgvCmms7OTj5z770UZWSQl5LCLVddRXNTE1U+gxV5ezjc1IWwu1DdHnAGQK/GtWAuEbcZTDdeBcFBDMNAEYLZmC/x/Jh1ExndY0nEY2eyhKLCysnwd3Cw49WBDAE/mAEfKoDbU8c+VgCYWwYRHW58n8psdShPVK0D6t06yI4JWhTGcPSRJjr58X1riZe0JBHGclYYubyhDwg2EanXIbwXsjtg8Uouia7vBm50mKqx3HHOFy8rsE9KUrYfQdu7jUhbG/7XH6V3/1tEAoJj7SHWLCpm195N1NfW0pJWxOG6Lk52DVc1xbuOsAKlXrP0+xagXcBpbfh2Pd3DXZVtcZ6dCObMNNkORUEIdqeSJmxkA/4pHrhMKZbKy0QIkZHAJ+08t3WwLUnAo8DfSyn7gJ8BFcBiTO3H9+PtJ6W8X0q5TEq5LDs7+51o6pTz/LPPctv111OQmkpJVhYP/PrX9HR3Y+j6mQ5+I/Dsk81kupLwttShOBQgF5SFRNp8dPaZP/p4FQRj0aVkN6b30cER68arVTGITVHiVu2L5WxdiN2qigo4YzpFGXOsXBvMLANPJpSFoGyM44SBJ0/DTemw+1kNkT+k5ssrmcv89SmgjK4NAhHQ/RAJQCRE6M0/I5IFTzz2XNyYlsmgTDAD7AAyi1wIfwgZcCPdlfj2pbP0vUncnQU3rFVxLoOrCyFdGfv+xssK7FXhUKVOXV8qBAOoMwtR21/iyKmdbDXg/sc24gulMtB8Al/3W2g1x8lOGv83TAeK8pyEcgWVKebMqdGAiSJXjDGeHQfQ41Z5YieImmPU1g7QC8wtKJjgiBcIy214GE3Rz3hPjYI50z5vCCHsmMLkj1LKxwCklK0x638BPHM+2/COYmj85Ic/4je/+jVHDx9OaJd0oGDZMra/sZGbPv05IAgkgd2B3Q0Ntc2oTC5LtsSM+egasXw8w7zNZsMwjDE7hGHHn6QLsRIVUkFNoxQ4HS3EpGkaGMYZb6DZKojbU0n3aazc5yP9IahlaEbjYOg+RFT4l+1w3WoIPm2qyvzAkaNHUJzvBSXOq9LfRqRjC0Z3AHvyQQaOO3GIILUn/HE7SrvdTmQC9+xB9AlmgIsAfU8j+rJtIPJAF7iKMqjmMlbOCVGmLMarv8S+54+wpXnoGEoCAn6DAr95S2fG4j8S4i5KitpwdG+ieuMpgphP1NG391CuSup6ImSr9TgK9DMPyKBXVixeIDMpwocXS57dBbO7YdcY54+XXVi124e5tpcC16kaNQac2m4Q2G/gBfrb2sa9tgvKFKmzhBDXAT/C7HN/KaX8zzjb3Al8A/P13SelvGdqzj4+iQqUI1LKJeNtIISIU41n6hDmMPZX0bb8T8zyfCllc/Trexg9kL6oiAT66dr7FE9v2oQneJBHvrGJo8N1Omc6mUF1Rewosx54duNmHvrnG3n9pce47s6PgYiAEwL7DrF2dhrHW/wxh4ufGnwkg8LEpihnhETs/yMZqx7GRAwKolgcTuewGdVghygxXWjTgJ4Y4TboDXTp5aAsnYFa4iblsh3c+hYcaxmqVaJjCo6AEKQoknxDUH1c8trAUMXFmY7ohtIYPpySfUQOfYnwQ28SjCTTq3Sy+0QqkcuupWvHIySHzelyLLHCJJGOfTz6gZdf7mf5ircR19xARL8T9bK9zDnZg+LrQz/Wisu1lJnLjrDkNNR1m6qiRM7ZUwFziyrRq7MprfwDTvsC+pVVdIVPYcc8jgR2NPezOreH53f20R6jaRopTFyYKricPDu/Ph5ilcv0VrMJgRHn2Yv3PI6Mk2oFnmuxUZZhUO6w0+yJYAtC33SNQxmsh3KOCCEU4CfA1Zj+FzuEEE9JKQ/HbFMJ/BOwWkrZLYQ4Ww3spEnUhnLpFG1zLqwGPgRcOcJF+L+FEAeEEPuB9cAXznM7phQpJbt27mRZWRmzkrz87xdKOfzcLq5orac0z05ItY3cAYh25oYRt+MuHQjz8p8OU+VrgjMjXSdJa+fg87soUGIPN7nZwaAAETZbQrOPyTJ4PbF2l/FcfjsxYxrioS/PAE8ydqOYSGgOi6+ykx+7nmiZXinZFgJljkR0QLIYcrf1hSDY6gcxQpdvdOB7rZ5tf2zkP39xlN+9lsSRUDJdB7ZQPgAzJrjOgqJ4mXwTZ7YdrrwGHIEQbS/2IPe9TMupeqpCCo59BymZN5vUDbfgLfk4c8KT86A61QTHj5+ipuMwzd05+BrbCHXsoagy64wTUhBoPnGKnhOdlNnNOpZjUQ58ZgYszJ/NotmpHO01BXk8YQITq/vA9MiplQZl5dBSAO1dpp0vMl0FCkyVUX4FcFJKWS2lDAN/AUYWgPkk8BMpZTeAlPIdm7YlJFCklBNauhLZ5lyQUm6SUgop5cJYF2Ep5YeklAuiy2+Jma1Ma3743e8yq6iIZJuNK5Yv52hNDUvy/ORs7qN1oIeOK9fRsMegQI0f+zBeZ96hQdLacjzZHqIpFEEoSJsLHw10JSgH4hlEB0kkL9dYZWDHwx5NTTKssxlH6NkAb9JQShRXzN9QVx8DnZmQswhn5mJy11RgHyN7igr07ofV5fBvqUMuul3AXw7WEmka8U4aTnrLU3mwDbp0ePF0K28dP8HWLU3sYYQ6Z7BjFOLMPamvHd8NOdauJOL8Dg0aPPwc2FYWIjxVaMUr0A73kHT1GhZ/5gZCSidpJ2twLysjZ54YV1c96tg9QFhQu+04G59+HeXtTrpeOM3p6iHHBF2YalBnK6RMEOySDsysgJwrrmTlsjWkNsBMhn6rkQyq+5Rxnh8DqNXhG9ugd2OELZjll6et1+3U2VAKMRURgzQw2tt1FjBLCLFZCLE1qiJ7R5jUGy+EeCDW+C6ESBdC/HrKW/UupLe3l09//OOkqipJQvC1L32JpsbhOW61U/CaGxbcmM7xP/yZhevLOTiB8Txep98ThA6/Rmf6GrSgEyIR6DlBuPoA6r4wKZgv+cgf3+0ZbkoeT2jFS7I4krNRew2qhSYSWCLaObuAgQEze5eNoQ4lAsy1eWnfZUBoACPpZkR4Bn93RXyJYgAdIThowMsxl60Ds3PTCdXtG761aiPSHOEksE+DkwN+Qh06e9slnYoyfNY0KBClTPiexM4cZZzfYa+EWQa0/jSJlx97jqNb9qCsmoXo3w2ai6wleTivuorOUIArSzNYmNBZTZYBd5c4EAvSKE7OpqlZ0lJUQEHRkAgISbPXynQ7OMjogbUiBBnA7QpkOqDmADg37iCrci5F62FNMtwxQTt0XR93UNOkg67Bpi4z/kjDDP6ctiQ+Q8ka9EiNfu6b5JlUoBJYB9wN/OKdcpqa7BByoZSyZ/BLdEo1rm3lrxfJQHcLn62aQ3luLoVpafz+N78ZV4e9RYWVqQbHv/4gcwP7OfnsYdzj+Xwydqf/u/tfJhQ6QLi1lUBPK7J5B4G//Ac9mCNDL6ZrXOz8JzBGtlg7UIRpARxkrCSL7xQy2jnHtthgSLWjA6GkAMVr5hJpXokt2Uuk/EpKi9LjJjEMAie7ILwPhG1ooJgGrHNl4ywtg2A1ppNxD7KxiVBmGBfmEDEAHA8E6AQW6DpLOb8++S4glGzjgD3C8rtWY5tdBp5ijJNt4BZkFC/Ck9LBQqOINi1C/8Ty/ww7gUe3DGCk+/Gsm4mW5OG4LsiqG1JCuDDdKhvCOsmYs5UkTOM5mN6BYcDlgmIX1DrhinsryclLYtZ7Kyn1wPYE2jLW861h2s98wIGQqfYUQkxJ0tHzwuRmKB2DHqnRz/0xR2pkuEa1iNHVFxqAp6SUESnlaeA4poCZECHEl4UQfxZCfEQI8bAQ4r8nc5mTfeZtsXEeQogMrHxgQwQGhmwWhHD0PEKBfoy2RDxPhEDRoMpdQvmCEGmpNhbM2cfVsyffjHZgYbqL3qNb6N35e1T/biJJhWzb3EuThBQgTYFl7uGBbyPjRTzABhfMzQfDPXo2Pt7ocSo4G5VZ7Ej5ZJ2dvkNv0P74IzT1pFJ19UqyKlxjahWyBcwF9nYNvRhOBTrUw+DrAaUFCIL0INhE38lTbI+eUzXXUAFkp4HHBY6zaH+iCCDfZVBsC5Ndmkpat4EjoENtI/beg+Y0tacdr2Mj6hKdW9IS72hVzBleeE8fz7/Zyea6I8x05vDDmCyTBqYdI1sI0hgy1Mcazx2ALxvEfLj32gyS9/rQ3uqmoNZO5nInM87x8ZGYAsWHOUCSUp75TEumRuW1A6gUQpQJIRzAXcBTI7Z5AnN2ghBiMEFBNYlRKaW8G/iQlPIOxjePjWKyT/z3ga1CiG8JIb4NvA1MSoK92+ju7uZvPvZRPnNHFc899QARfai2eX+kmh01Q9uO20FKSTewY2sz+swqPDPS6e2ay/Nbz+6t29EV5MlNHXRkF9Dy0i/o/O5neXR3K60RUy2geaBDN0eZg4bqkXXG053gLIerC5JZWJrCSG3RlBrl44wsz9ZTDMwOd9thH93BAH1qMtkzFiLaSyn94D0si3NLFUWhVcL/dppBd4NuAHU62HZ3oHQ+A1obaDbQ+4h4ysluqUPFnMEZmC9TtwIpc2wsuhRSYtovhDgzenfFpKQZ69onQgWeGgB1vgN/czpJqsQWrse99g6Y+feQmQXuAVzrv8eMpJUcCSfeyboxswwc6gT1wD5y8l1s27FjmBpPAZJUlVRNYzawVgwJcxF9zmcAbb2QYoNidxDXjTayytOZu3IxRbNdZJ/j4zPoPdYBZ0oWZGVlTc9ZyhSlXpFSasBnMdOgHQEeklIeEkL8mxDiluhmLwKdQojDwOvA/5NSdibY0kwhxD2Yk4c1mBlzEmZSAkVK+TtM19xWTK/I26WUv5/MMS52dF3npeefp6q0lCQhKM3O5viDD1CZW8SqRUuxB6LDOM2J+4iPWAeliTrIdBsEs8OkXbYE++2L2X68lu4xstZORHcY9rz+Eg9/+Wvs3b6R3z13jFdD5g9+Sz5c74ZjBtyqwqeyonVAYkZ2LmBGehbzl5RT55XYkzMoWOg6q+moe2QHOgKbzTapVPOJIIC+ejgdieBakU6go4ee/YcJthWwOs6YS9d1moCFRD2/MB0EbIpCS1EykRbdzOob3AXdf0K2b2TnA6a+IYR5X1OBIhWCaial6eAd4U03aGzWNI3MLPM9VVQ14Wu3x9RS6QMW5UDm7DW4knpJztIIam4omQ+dJ8BWABl3oVU/i22JiyUjhGi8hJSD9APHgOoAlA4YBHuz2XE8giNmmyTAqWm0YnravR2T8n/Q/tUKXOGAGW0qngo7yCaU5QG44m48eaVIhWHHnCxBTMEWe4yOjo5zcsc+b0xh6pWoM9IsKWWFlPLfo8u+LqV8Kvq/lFL+g5SyKuqw9JdJtPTvMMec7wNWYsayJMxkjfIu4DpgA3AlcG102buaYDDI7371K1LtdrI9Hm6/4Qbqol46uq7TKFwc27oRT3E5pEWNHqqCsmgD3ZO4wzMM2G5Lh7oDtD/SRMve7nGLNcH4KVS2tcKmXfDzP4Y5XA0uVcUB7GmG022wVoPrr4VbroPVIzqcMgH2vGzmzbuFDKWAHgXqTjlIAlzxsgmPQ2xOr3gMCtpEIu8hsVQuBrCrB7KTZ+JrlvRWv4lzdjJK/hI+8LWPUJ48OpbdBWwGKkV0QBmJENJ1top8fEaLOUOhDtyrUU72k54scGN2bBqmkvqjy2DGYjc9OVWsWlrOYE6GlNTUM6oYLRKhs8P0mIqXGHIsBh0WhM1GCOgvg46jJ3CThzqziLIrrzQ3zMuPXk0K9uy59PbP5qURqeVHntc+ovBXG6bQ+klHgGc2vskRm3mdg3RhBnwV2U0F/khXB5fLhQdoT1UpuD4Vf10/2FsQxg5wvELBdUu5LW2S+pQoNpsNQTSuBvMYse/J+Uj1MyVMw0h5IcTHhRDO6P+3AjcAPVLKLinl96WUhyZzvMmqvH4HzAN+DPwvZiLXd+UM5cTx41x7+eXkpaWR5XbzmU9+El3T4sZE+CM6N3zsmyhKrG1MIFI1ZsV5tm1jdJxJwI3zsgjtOECOK0RZn5zQ3XOiFCo7gTcD8JqEXk2jGTiAOapc6QVvELIkvDdpyBiWrcCKLHA7VIQMM6eqgs/PzUMJB3Aw9YkeB0m0jsp4o+tYGoFvfvdFnn/uEVJtybj7Q3gDPlozG7D5RjsgaJgR2MkjJgyHT+4msq8Oo3YjKDo4j6BUdhDyy2EaijZgewvYOiPkld7CzXdfz9wZpsDv640fLSPOws4iDcOcQaVm41p/E4rHgcAJRnR2HEkZPDqkXULPQy/QPU7PrSgK2hiz56Q06GyXYJi2tzP7YKrGnBEzW/PIXyQYDJJnB1VqNHV24Vqej1QuBfsSEB7oeJ2mwNCsBmIGFOPcEzvmAMSF+VsNBqdq0fbAO1ePZ1JM39Qrn5dShoQQ3wD+ATND0b8KId4WQsTLNzQuk32a50sp75VSvh79fBJTwLwrOPHWW9yydBFJQrBk9mw2b9rEQG8viqqOa+gLRSIYvS+hGOUxSwVqoJU7rxi9vTHGA78fOLW7jqP9YTzSzqxS26TiB+JhYI7e1tkgO/prD2CWS03OgPzrQFTmoM6E2ZjeOuk6bOyD9VdchmvzyyzTAsy7dhXFqz2TCpA7XySahywIHK02cKdnklTmxl5RCcE6Vs2dy+plI7LjYnp0pQPJtuFB8fV1YfbJHGyl7wWjHYx8cNbgu2x4OppOwJ0H6ZUVlKS4+dOjr+I2xu/cYt2jU9PSErougMVOhVRZhZJ+OY4ZFdjUYvAUgt0Jdp0z/m52lQJvNqnjOOXpuh7XNVkBGjqgTzfVSrEOh+Ho+gNAsWHQxXAvQAdmgobcLCjxpOBtHwB7JbjaQL6K0ddFpmuMhKNjCDcHpl1mMOxbYM4KJbDINjQgmrYzlOmZbXhwhHwDcKWU8itSymuBfwd+OtmDTVag7BZCrBr8IoRYiTkIflfwpffexIE9+4cWRI17coRxdSQaMM+Xis09fOIvvXN5aRKJYGwuF6kZUGzXsJW3EPEbcYtbjdpvghcoDDxnQE3Mw6oDFXPBVuHFVd/BwgLIA/wOBx0uuLQSIv5WIs5UjqS0U9N3nPVlWdjOQsING4VPYDB1TlKdNhaD96QNyBMzsXW+hPQdJ+yQBH1hVo0QjUmY9pAGAa2GKVgHOd0F7pc2EQl7IdgKjS9DDxQVpFIR23agy+NgcXkVQSXA+9aWc0W2WVAqEXp7eoZ99yQPTStiHTpykmDte+Zww6XLychoAkc/2ActCdqIvwbeD80g+yyMFTqmB1U6ph9qXcw6J3AS8/72YHbmsUrEMOYA6Wg9HO7xw6wZiLpfgrcKZB5Gr52KBaNVZfFmbArmPby6yslHV8LNc91cYjM96rqAcgEHjKHsBufizHHemL4zlHohxG8x5fQZY6eU8lnGzqc6JpMVKJcAbwshaoQQNZgOMctjUp9c1ORFwsNtFtFZSewDGm+msiIZiu+6gpHDC8VVyMTVHYbQgkEO7A2Q3BdkYHcnhUXDnT7GGnlN5G0VwTQcDwpDRVXpF5BUCMpsO+oH7agVLla4QAuHcQUhJ8fB/GvW0pHjISt1GfOv/BveOtTEwrOwyg8LUpzAAB2aInVa7D1R6jZDznJEfx04suhpasPIcg4T1gFMdcpJac7o0mLWBQ14tNpP7y//A601Hf30q/ifOEaoo5fYQghBQOko4cnn2tFPNtMoM9jtd3G24+VATKxP7DMYDMKR1xroz80nvWQJ5txBiV6BjPnfvDK7/xA2OX61yZG2Oifm6F8BAhFTtx37LIeIeralwSoF1juGq8TAvB+b2yBlSwR5qpFQWy5ou8BXh1qZS1vt6H1GBrQK4JPJ8E8bUvju7ddx9wfv4c7rMrjty4uYkQ83L1fJmmFe7eAMarxUPReM6Vtg66PAm5jpWx4VQnxBCHGNEOLLnEX2sckKlOswpdYV0U9ZdNlNwM2TPfl0oz3HiYchP7lEjc8VmeDIX87wkByJ1vUGLflj7WUSKyT8mN5Z/oM6yRFBzgJY5B465rl6rwwKQ13TQELmZTZsKYuwZc1Gc7gIpppXkJ4Gcy5fhr+plrTCIDItxMbvf5qFy8vZHZnagL13wsHzwWfrOP3cS1C8AmftYZLxEdyoD/OHHIyyvjnXHJWPFHvb/D52He8i8PvfoB/tJmT0U98/PDA0Deikh25fP7M/+jGqjzeRZrMzvkvC2Izl/nrH/Gw++PUvs/auD4G9kOFFmgcdmaNXFakmUKNxMjR+T6XGHGVdpgsvUOQyPddCmLORbGXol3cD2cBMHY4KKHeAY0RzJaCHIdAPoWe7Ee210HkAkq7EPncNVUFzm7QRbVFs5nB5VrKphr3jrhTu+c1XKdqwliRnEVWr1jEnaS2f+NRSypI8nKyDqjKB5lBJUkc7GEwLpukMRUrZJ6X8jZRyH2byAhVTyBQD75/s8SbrNlw73meyJ59ufOnmNQRzM8+8WIkan4XNSSRVY+Tt7DtxFEfy+Ld4pJDIF5CZDS68RPZAa+D8GBizgJbfGXD6APLEMbLsEplmjirLfHCsIUJLi4OyxYWIfDs5xVXse/M4s9SzFyjpQGFMp5PIa6/AWY/wweyUK9MVTh0/SeTEHmSSB1fRZ5lT5UQdoV4pAg72muqV1phOKQ2YYUi+/ZeTaNU19L5Zw+k3YXYDeGMuYkkJ3PuZf2JWcSaPPPQgK25+H6pdxXOWob9jzTwbM+z4du5BUVMx3//Ynlxg9koRM8jWaEHL9p6ZXYwlpHoZqgFjBILcdp2XxTfBhzJMtUQWYNOHZg8BoF0FRyV8vNgsRBYcIYU1zCDbP/fC8WMw8LtWQs0h9OZs9NAxUq5K51MLzPsOQznZklNg7ToYEEl8JC2JpV+5CVvOddjWfY7kT3yFtEVzufyTl5Bz+Qo++qnb+M0XriOzV5KfrJFTeG5ZnM8r09OGcoaocPmulPIeKeVnpJQ1kz1GogW2nhrvM+mWT1P+8NTrfMLRmZDdIpblVaXYmTtiqYCyDeSXJ525yYm4xR42wJklELfNRv3OhvM2YIkAfi+gDqC60+ioT6FVN7unbRFIbqylfMlMgjUVFGZUUDvQjeGPcFgbHl2faLR8MmYnlOEamgFGMG0V4wV8rgCuif4/Ui2TyLmllDQ6dEqSs7A1b8Tweujd+DT+wsvoGqFe0VRYGDHtAiIm4rsHUxWmS9j4DGx/UfLgDthcY3o5DVLfaefPv/o17lTJ4sXLUeVRZl5+JXOyR7dzpK1ACJGwMVnTMll1z2xs+gDDX2EJNEDED/1tsOOLhJtO0P7oARZi/gYTRZEXAC0RWFNpIzv3OmatEFSmQ6HbzEgYO2d3anC6F35cY+bVipc/WQcOIPh5DWzbDv59dgxvJ8q+HtzLfSx9r5PPRl84XzQnW08P7DuYSYYWwb0mB3vGP4FjFmAHkYaYeTe2lCKylnycjOuuYOY/f5wv/e9KFm+4Fo+34rx5IZ4T03SGMtVMJn19EWZBwO9hRszHft4V3PqlT1MXcjGZXM8pwKpLBagjPY80ug+307pXPWN4TMSdsR84sUXC4tWo5SmUXz6JxozHiJFpB9DcDZGwSqS9lR5fmJwUcxbRDrxyso2W46+QYz+EDNShdjZhGxitVB0cRU/UGeYBBR7wOIenRnUCjjGMqB7MGVMrkKeqjHRUSjRSX/dD5UIPxqX/wUDHDE4cO8kD+3adMeIOsluDGh1uVka/12U2ENnwvwYc7oMKw8yBsTNmkJDijGBPS+M97/sIrUcPUWHLJq+jBqVbHzXLGmkrkFKi6+Z2Ew1oVi8sJzt9rpkoaxgRjN4Ouv5wPcEDv2Xg5Wo639hPi72KzkxGXW88BoDMQjstHti45xB5oXKu9MIaQ2VV+nCvLBtQXQ/znLAuCU6MMfsZkJLngO+EoL+tBn3jr2EgiHrPDGxBO2WeocGWCiS5YN7K5RSXlvGev/0gpGXHTMIEKDMQjiXYk/Ig9T0omTex4LYfkrJnE7L5FKmp49R7vpBYAuUMecBXMZ+nH2EWd+mQUr4ppXzzfDXunUZ2tfH+VUNpHBLhpkzIv+puEBnDVwQjpKb1s3puKpNx5taBymwBtmIcoUouW5TLBNVVE2PEyDQIVO8TBA45GHgamhSNPjGUrVUNeDl6sIHH9p8mInIodXTwVtPw4LZh7Y7Tuce6wdYC2W5YWw5aTOB8L6aePh4qZvBcMWDTNJLOUjf+Sg88ueM0Xft2YnRsI/22FLzq6F9ZBQZS4fdyeHyEDagRML8oidWX5/GsB54pN68pHDNIqOmEeWGJbDhEelE6Hf4axJUrmD9boDN2uvZhRIMWIb6Qnl8AB04fxeEqBG3kPQ8ROvQTnnhqOzte+C/61xXTsr2d9K7dnPAnlnTPAdy5yM6yNddQ7E7BVpZEQRq0GRpvdQ///auBvjC8GoBtTYzrcNGLOcP5468iaKeSwdmGiMxG3v4e8grceKL30WaHezaUEpIGl26Yh6siHXMeG5ttIQzCC/ZUTIWkG4drMV/f9CfuWJQDkT6mHdPXKD+lJFoPRZdSviCl/AiwCtNG94YQ4rPntXXvMJW5Sex+K0jVJPbpGLChJhWCHP5yR9DYvXkL/W1NDEuiM4HbbBrg+H+fhvTPQME/Ur72/aytGqOIxzlyNCxpfbCHzQfhew934u4eGgg2hoIkab3cdPUKtLZNbKq3oWlMqlb6oBusAiR74H23raShWGAkm+cRmAbwHsAxxgxnBebIOoQZ7zNZFEUhJMHV1YDMDiLmFFPbqVHsGu5fJISgF+jvg0tHTJgMICsVIrYQncdaWLlkFo0tkJY/3HphAJUz03CWujn0+DP4GiOU9dRwrM4MUM1jbBvGILH51OIJ6WCfgqs1jE3vMoMsY+mt57X/e4w2n5uX3/TzxG8e4KWeLexsMRgw7CRijdOA7Ead/btsBEUy1clBtFLBXLt5rbFieNAd2gMcFhPPgDqAcABOvyGjAaICza1yqCp0RlzkZoDdkNxz2xKWXLEBd+pg2GIsDsx5tIszv4Bw4U2/jH/483fAPtJ3bBpgqbyGI4RwCiFuB/4AfAYzWv7x89WwC8FxXx2XLIevlw+PQxirEyhSFFYWevBkd4OI6fSlgexs5vARnd07Q8OeEccEo+x+BVwrrsRUfKRxxY1/z52KRsa4e50dzxjQVQN1vVCUDk2BIZXWyQ6dHVvbOVp3iiNbBQ5bGuERevJEswHflGkj3wvPvnaYtPy5zEpJwok5Yq4QwjTOx+k8I3AmPX0ew11ME40w13WdALC5s5s//+ar/ODfv47y9ha8kY5h20kpcQlBszTTr4yktQUCMotmDUq0Ogp64EjzcMeCZBWO7nqB5x/bQ6+rlJMyn81tfnYEwK0qplvxBDYMG6aH01iCe8aATnpROad2NpsZPmOI2B7i58908cBbfezshEI9iL25g+Ye8Ezg5QXgUmyUJMGODA+Vmc2U1xxh5eL3klQq6YyYAjM23r8OMznjHKBPjZ+Xa2Rc0QPt0NtXR++JCNhsuPsPUdwkme0yY1Jkh8AQqTz7xz9C+2n8+hxGu28YmE7CI4JT7ZnY8tZNeJ0XjGlulJ8KEjXK/w4z5mQp8E0p5XIp5beklCPz8F/UZCa3MOtfVxIqUoYVHBjLkDlH17lnsQst7e+GLdf9+znywiMoR3fimONhWbbtjLojno98bMf8+XUCZ1IDIMDuwGb4OOySZyKy41XvG+tYE9EN/HODjYeb4JABR0fUujzc2M7RfUUc393BxgMtBGxmNHgK5oOTSACZAJqCBqu8kJqbS/XpDBo6w8yNrmuW0qyjEWdfFVPA9WAGsJVGlyuqmlDFyFhadgRYkVxDgdZImB5OxDGUBaV5n0fm+bYDy7MhJQgHW+EFNYl1Hy4hM2O4hqJVg7f7nOihatYvLKJt52u8/qft2LNSyNP1M0WgztybeBmWMQVKMWYW6JFdaXY6ZOrtpK8pBltMFIwMor3+HHaPi/oQBNp0+reAKxnwmXm5xjrnIF7dIMcH3UE49FwtrhtvISWtgZZAKV2G2YXH3nUdUwW2H/BFRgcpwui4ojYDdp0AV9UlYFyBo2oN5atTuK/cVH2m2SSdjV2ET0k6+lpJ4iCjZyhjPeOCoadkmmHNUIbxQcw4p88DW4QQfdFPvxBiWigshRDXCSGOCSFOCiG+cjbHqJz/LWzGXWz4p9u5LyN+Jxer187zQPo6L6oxXEj4mjS21nfRXqJz+y3ZXHtzPkVqnLTlUWI75mM+LyL5HvOLjCAchXzg/1tPsoJZQpbxR+eTjRLeZhicwiz7enTEuuYQ/Og3D7KproZjbeDVIc1mdvKJnsUB5Kbbcc+/lHBGMcnuZD5dYidZMV/9eTazu4hX2msgep52TA36oLwbTGw4GeG5uw2OvRXk6LYIx1+R/ClmghL7mzqAazGrxg2qqNzAtnY41hTkbz61lIVKhNY/1pLRNyRQbDYbqg3KU3VaTtl46I03SFJ1KtfNpyq7iH7JmUSRg4w1UAlgesIVYvYvXkzjpVtVaemBcGc7+uNPM8x837Sd535zjPo2swM/1Q6Pn4R9bbCzZWhmMZ6XVxdwUMKs5h5CkQha6CA9R47jdLeg26MFtOKMZ7oUmJHCcNXuOKRdArZsBfwD0LUD9wINd8j0MJtTCWuXz8G7eCZqTiV+RyFjGxZ8jBY205iLbIYihPjYZPdJ1IZik1Imx3xSop9kKeUFV1gKIRTgJ8D1mEG9dwshJmMKAcA7bwXu+Ytwh3dw7V0Os0LNCGL12u1+CGYWgW3wxdaBMI58Hw2bX0c95UfoCnfecxn5md6ERtVz83NAjQooYQeHl9R98yjQgagnUNzjnGUNCInZkcTr0AfPoncHaO82O6U0YygQbfCMdodjzM7d6YHefJ3soiQuqZjJulleQqlhrnGYHYjbGAoiHCkoJUNV+QKqOspZYjLCcyAEXZsh1AI7m4YHLsb+psmYNWL+Ox0+OjMXKaXpNKDB++7xcPDgbjLKryDPBUnakKnYMAyCBhzpTOOm99/N33z530ledg03r1xAidJMPsPzfo1HFvB+xQxdngGU50JVClyjaSh2SMpPQ5TkYOjNnLkSD9Sf7uNI9NHpwgx/PrAdlMhwVdUZRjwzLkyhYe+ThPpb2L7Lzy/+2Mg/PB2kYRb05LuIV00hV4dTvYn3ha9uhNDD7UQifvBdiZh1DyWzFPyY1TJfajSwNbQhT9bSceQY6A0xexsMuQZoXDRD+otzhvLNye4w6Ri1aEj+dGMFcFJKWS2lDAN/wXwfJ4UNB4pzJs7Lryb7oxV8wju+Z84qD7jnXxqzxID+p1Cef4m0vAjpqSGS0prwu1u5qsJHKIGkhq4lMyAS+7NUc3TXb2mwjZ2lGCY29sZsmNBmg1kCAkBf0FRHzLDDmhQoV+HmPLg101yuhcNjdu5hA1YuXYIomkuqaCboKqS9O8IpBeaqZkeXjvkgxhOUHQCqSr+mkchUeKxMxK3Az/phUz+8EGf94P2rAm4ogHkzYXaoFRvmzEgH2g518p7LQNv1LK/1w5zs4bExC4C0gVZ+9/hvOHTgCa69IpvuogXQ4GcA05tlInIwH+YqL1xth5mA7AQ8cFkmfDQfOHwEb2ExekQDukFvxv/MjwnZh1d59RJNyT/Wbz5itqJhqvscdvj1btCa61Ba6+nT7Ryvg0ttwbguzXuIb5C3M/r9URSFrGI4nlxJsOkIiGr6tj6KZ4n5zD9/CMrmFFJR7CMvPY1AbyoEYoY8eh/01YF+DHOuPNmosQvENPXyEkLsH+NzgOH5QBNiQk9CIcRDsV8xB3D/NdkTnWcKMb0SB2nALA5zBiHEfcB9AMXFxfGP4oyG39nvQ+msIT/7CF7f2K6yzwRhzSadSxcO6gHsRNrn0t9/hKauZhaoBmUDi9n2xxQuDykI9Amz9ab694FiYD5ZdqCC5LX3cfmv/oMXYlxUVYcDLRzGpigYuo4QYtix7Xb7mfoZw5ASm6KYKdDHUX8MBocZmIF+K4ACt6BywyzWrdZo6iihs0lhw4xk6n7yGLsNeDVOj28YNppePMWJxY2kdeey5qo83j4BJWHYL82Sc57olcYTtyHM7MyJvmfj1RdphVE5VYQQZ8rGKkCFgJnp4KyCRcuh6qdwQlXx6xpthzT+bx941DzevyENf9chZvQopEd0EFCUBxUFqSwrrKLO5+DBnz/O2o/cRfpl5Xxs8xG6ArB5AqmYDsxSIMMDeUXwgTpIWw/tlOHQGigLRHhkJxT8+//H6n++i8JLbkFTduLPTOWF8HDrT0f0k+1w4E9gMDN4j7/eYHbVuxoCVDugsiKZ61Kr2HZ8P1kZfXQnONWK95vpuk5jLcgCB0Z7A2ip1JeWoTuPELRHKDRg2x9+T8nya1mnStwNz0OfBGcp2BXoe4PIobdg0WLsybMx57kXCdNr9jFILqaWt3vEcoFZkXdSJOKa3iel/MSZswjxs8meZDogpbwfuB9g2bJlY/SkAsgC1YCeeoyFs8moOTambrggWbB4XUwHFomgZmXgdr6C3q2jKqm4cpNYun4GzzcInLuGhJOiqnE7v/q3dMzx+mBl714Up5t9IzbVosb9weC+kUF+cYVJlMmW7lUx7SvXzMvkxusFzg3/imGbha7m8sb3vsrH336KSz5zK2+8LjGiHfQgmbqBzAnir7PRHg7y8rd/hT0MihtkyBQmkWhq/YYxZMH5HLQNChTVbkeLRMjygOtr6SjChndvJ3NccDio0QVoIY0r50FeSTrp4XYWz8vE39fJoTq4ZT78pgmunpVHYPfL9MzM5H1LHfz0m19lff4KVn+6hpqDGhsfiQxPz22zDUvX3gPkzYFMDygpkHYK6kJ2KiNN1PoiNIfg3kvAe/kRdn/6O6jfbCJpzhx+8ctaZL0ee2FnZiDtI4SJimnPGVRzjlSH9WOq2tqBIgmXKH1ozj5KF6Wxe0tiJtPB+xrvtzvpcDBnVh6ODg96z2kKQwGOOcrJiRxkuwBPEPzHX+f3fh/L5uvcteAtFP0pZPq/07b3TYKvP0d+70649CeQoXNuyXneIQZVXtOPZ4AkKeXekSuEEG9M9mCJCJR/H/H9nyd7kneARhjmmFUUXXYWKCC7MVbchvrML5kDnBhjy9aAREkbNBo6QdUQtX8gEvaRllpIb5lGaO1ibEfTyRswmGWD/dG+Y6yRtAxoSPxR+4QAMlF89RQyZJSeKhQlJu9RtOa5FscLzQNcXQ5rrq/Cnr8UlzuHSJOOPc/ODV/6CoY9i3nf+Q733fJP/Kx9SJgIYKkK/UeD2BfaeXv3MVYtgJwa2N8PFXZw6DBgQOgCGSMHVXVaJIIH2OABhxpAXHIJ6ce2sSpF45mgORA40QnpR2D5fAdFazeQsbSY+26vQdv3Gg3BND5iq2DX2y1c994bSNn5B372pIYrfSYr1zvJv2kZtic1Gp/dMjxqcoSarw8INIBrA3DQFLTeoxFS17kpu2wOJ/79KH8+DN4dGjmKRssv7qdeW8VRm50BxYWToDnTixHqqZhdbhfmUKUE0+lAYLr+bmd0MkwH5jWnS/jTaY27q9qRWwPM0ezUJyDipZQ4HI64Xo2tA2G2nniTS4tvRx6K4FrVgLo3iwMOgR6WzMmCtlAa+c4Qrzy3m3zPMRb09VG9YyM/PzlATx+sKDrOF5/4PvaMH8CkcnpfQKaRwX0QKeW946y7Z7LHm9CGIqU8DSCEyIp+T9S2+E6yA6gUQpQJIRzAXcBZ5BiLKjojvRh7d6AGgzRF16iqesYbaFDfviYf5DEnZ/S4AiIdKbzyL7vw+3oQtj7sNSHcRfnsMgzy4gSTjDRmzyiuQBoqpkZbghGA9AVjqt3GY6JcV4PCxOl0gpRxhQmYkrmhD1zBOpKWrsCedTme+bPx5GTjKpiFJ7uAsvJ5/M1ny4bFirgBT5Hp/dOwrR8VqDsA2/vNPnWj3XNmu35G5+oaj/GqNk6UM82mKGdsSbGOAApQeFMmoj8dmfd57OvvZsF6lfRoG0ttkJkL7fbFZK76EGrJP+Jd9HFS7/oApQvnkpK1jKr1pWzfd4BDp/u5+755fPMfPkLuFddC8FIUj8EHlfHblgTU90N7O1AGWSkw67pkUt/zMeyOZWSX27k8D570w2/74ef7NJ6uqaO7dhvufMiIEwyyAFiIKUBsmCq9PZiqzNmYLsojGTSDt0uomAHt3WGuXV+Koyy+e3A8wuEwSYzOhBABundVE9L7Ua/sRzglh7fsY0bYFGvdMp+ZpQEe2X+M/tyl/PJ/unj9ZY0fHAvwcC+8LOFP9dBX3w/aJobPYadpqPk0NcoLIVxCiL8XQvyvEOJTQoizTGVqMhmj/K/P5UTnEymlBnwWeBFTLf/QZGshm/gBCSKEUqWTf8LHFdH085qmnemApZRssMHt92Rgm1fEmfFdEAKBQ7R2gMfVx8KMTERJBPW1H/LRG8q56arRb3usMVsFWrsltua/gBSAgdbbQ/PWh89KoCSq2krEWaChB9pPpKFkVoHdDc7MaFGnqNk19Qry77hrWOCjH9hYDTUDcDRijnr7MAVMHdDv9+PG7OjKGB7M53K5xnU0GJzhub2jxdB4OdMGbU6DI/hYl+FKAb6WbrTKCkTAhpq1nhmVNpLtpnjfFoGnjkHunFScva2gOME7B9I/glJzksim59BOK+xujhCpDdPUqhAOnESJqNjLU8le0s11S7RxX7p24LTXnKXYuyA1DXry5pGa0oOyYAOpHynjRKd5b7tskKNL0v3dBHU7HpmBEXPwLEwngzvTYV4SbFDNIES7HdbPhC/kQXLyaHdmGLJnBRUVXxBCJzWeeK6d44cjCQsUMF2/43mY1ez0kTTjGLZn3kJ9sobg9hAy+lOkR5q5fOk8PP4ge/bs4AUNPnkKnhkYep4bgG9/6Am6//gjTPV/9A2R01igTE+34QeAZZjFN6/nHHMzTkagvBOlK84aKeVzUspZUsoKKeVINV1i9P0SECCWIF4+je6TNLeP3kzYbNzugpl3lmNPXzy0Qq+hZt/TfC0Eu+v6cFSnoj+xGaOrkGZdxXFg9MPudA55qTgB/cgpSJ0FWhjCEiUpg6YTp7nQtQGyUgUyeQCUMRwabG7smavxjnDr6bY76DSigZCYHXPsXagDhMNBI8OtgsFgcMLMuDC8CNVYxAqmkUJWi7E1FTrBlS9R538HktcgfG1k59pJEdFRNbAuHVLqBlBL1wPJYJ8B9rkos+5iblcbXUde5tT+vRQkGfhqD7L9iVOIjLcgoiEr/gUi6oQv0kA/dPdAqA+ONUJaSRGu+TeQ4tyOeKOdqmzzfoYM6PYK/DqUeZKoWrGOeYVmdz/4YpepNmbkwYfXwwfy4FMzYe0qKL1c5XQeZM4Yf0wfCmukpkDRqgAzlodZtSKLG5MnvOVjIoRgEfCRT72H7t4rIP02NG0RnTY4ppuDjpzyFB55tY1OuwO3J4kSRg/cI8DpfoNXHtlKoPlxItWbIBKG0Ejb8jRBYno6JPJ5Z6mSUn5QSvl/wPuAy8/lYJMRKNOhnPj5JeQD3QBjK1x3Gyk5UO8d7ZboMQwyP7IEZ/Y9ZocS7SKM3u08dX8NISC9AU4Emmmv7sAoOEDFTJVWmxyl1hk5Oyi6JA36XIAdqYUI1m7j+Y0dE07kz3cd7c4+iWehBkqAuGMLux30g1wxQr8RCofPOHd6GP2+2IGscJirRGL1USZCCDFKjZiIYAI4rsKJkmxwF4L/GAzsJ9TnRYs22gCKI1BypweCsaH2Oopsx3vrCvb1pPHFL99Au7uAllclecEAtmNF0LEee8oMSm6ojJvmPZa9mEKlow62KhDsC3HsxSbUDJX0G1RysofC+frqJAsKw+TllVF9/BBlC7LxYt7vaz0wL9Vg/gY7Vd/I57pvLSAgIKQLnJs1Zs2BXHcuyYtnjNmW00DPFpiTm4Qv6OLQcRtblbMv05wnJVelg7PlCDlzfHTNTYMVEeaHzA4mH+g+0Ic93IAtNYWaroExbZivAF99xkf9t/+LkDiKr/pX+I/HS5wzTZieM5QzXUtU03NOTEZfNq1nKFOC0QlGBGwZEAgy4FI43jtaHaQKWHBNKfakVcT6wUdqD/NG1OjyqA/sr56iLAe8TRBKa0ZIhlKwx3jhnFkEzPIOEDn5C+zZc9D8TsKv/zcnW4YUXm6G23QHvWmmpKhQnDYNUq5DEtGETmPILtW7Ac+gVBhxLB+mcmyke3AE0997QJrrzra64SCDLsBnw5I8WJqfB7oDRD6EFZypvjPxL2GgdgDQvJAZW4rTja3qKmyv/I75OSk8+sibzMxzUe8IIRYtgtmtkKeBLY/k96zB+e0j445EjwKvaFCtmbfwYHuASxp+inQX4vK0I/1DI/a0dFixejVz0yt58mQDHTWHycC0SaVG4Po1kHXNAsTcr+KqqOG9/mc4qvrwbz3Ab58PsraylWv0UjYz9ogxOxWOPNJFeOYMUnMGcLS1cbonfjDsRCzKgOV54L7iBjghSWs26OuvYaFiOgD7geM9kOQNE+hvmuBopqPKZ356ms8d/Rzr7lhI38kmPP95G6jxMotdQKavl9eimGwnAnBHvwtATjZwfTIzlH+azIEvRoKbfoGh94OaAnm1tF+aEfe9vzEP0pNcpmpqECNC87eepidmh3oNUiTIbGgNwtsnYw4S0+kNqmRU4I+7BzD6vSCfQXE00HTiEPUxI26bGC7Zz7bzjEv0WF5MvXoSQ4bcsA2C6lpQssbcXfPVcVqxDzvWmXWY+vSR4lkCN7pM4/Bkc/gkHMyZIDubYSCjDJzZkJQLq67Dtz/5jJCzAW432FuPgIy1akkQfpR0H6eaqglFVI4fbcNhODhVU4NsuoxIRwbYSwn1zGJRvMyPI67lSeBhoDYIyU2nUNI6gUOodbD/+JC9qW8AkvZvY4vmxJGXSn1fD5cpkKwopDkg/65V2Jemgnoldq2I3A/eyeKyBXjzLuPGv63isGMuLx2oH1f90NQPvZke1qzNQPS30xkQ2NyJBxQOzp5nu2DligKy18xCE3ZIXYRt7u2kzP0c230KSU6zXHIYcDnBJhMLW9wC/GYj/OLr+3niLx1ocpqOfaehUV5KqYzIfKKeSxaUhAWKlPLgZA9+seEjAz3wHETMJHMH/9B+ZkYRW6fam6mgVN4FRsz91lo5fXUGrTHagEwfPN4MLz0K+9ugd4xR6aBQSAJST0PPt/5A+Ll/I/jQJ/nFb+oIRw33ApiRCh/LNkeN54MUVcWD6WLqwcy6rAClBlQoQRhnVqzZFpDkGFtxFe9hcwF1QdOTIkVR8AiRUN0Qm8125r5NJqfXeOg+aPWnYGgBsKng2MXb+1vos5sT+QjwtA+EqDdnKWcQ4DLoln5muBQUZyshbwbdPoPkIh+6XcFeUAIRA4/M5kPFcSTKCAHcgumJ9RgwEDqNo7kftakHeQhWZJkCOg1YYFfIXZXNlcVF3HHFXL75hfeRXAppNp1OAU3/ugPN8TmwS0jKgeRr8Cy4keSm7eT0ziI71Eg4oI+rfjgQgTer4fDbDYQyCplzdRYExnfkiPWe03Xz+Mtd0N7Ug23BCmxhLxRcjT0jBVvrcXJKdGzhCANAhQJ/kwfFSSRcS+jlCHynHR7qV9EC5zrPPQ9MX6P8GYQQ2UKIeD4aCTOpN1EIcaUQ4ldCiO8LIT4mhLhECHGR5D6YmC3fqKXn6S30NrTS03EDm/vcZ3TVg4GCCuDIS8GRUmxWAxpEpNPdrWLEDFyznVAbgf0V4HSBY4SCMbYAVYrHQzPwO+Abu+HnH+jg6/+4n4c7JEFMYTIzCVTFgbZ8HV/850+TfB7uvNQ0UoimGsGcVXiA7Dng766BcbwK1ZR8/MGxFSH2URUGTd+cY5iqDp+u45GSeUysi431jpsop1daWhouz8SVXPwu6HhuF0YkBPjpbVlETgFEIkNCtFUqUNMNMvZaukDmsG2nQXN6MtvfFmw/WIfh8nJkYzvkG6CdgGAbxkAffd6JOzwNczbXC/xhCzQ/C/4XoKc+Db+mUIY5q1ubqqDt0UjxHyetaAUDx815XmckGiBYoKPaZmIODYoAL0IkoVyVirvrRZZ++HZUp3pmhhJPOGvAsgUGlTYH+TuP8PbT7ROqu2LT6OQB65Nh5c2r+OgnrqWzIxXn0k+Z3oKp/SjJaWQYgg5pvl8eBZbMzGfmLGiLPuOJlHsOAQf7NFwpFzy94Gimb+oVIYT4hhCiAzgOHBdCtAshvn42x5vs0O7XwNPAVqAc+DpwFu6505MnD8O+jY+h64fwd2/l1Z7RL36xCl+8tgTRtplhv749gr7Hhzvmjv4xBAEB2W1wcDfY5PCXYrAAFUCf348T86V4EPhGBH7eN+T5JIBUCdfd/V5yKsvZsvkU99y+dtzrScRQP3KbQWeUVEx7jQ6st0OdD4zS0xAZa2Qagd56GlrGPufIVOaDDGDaWHRA2ASdmPaUyVS6HI+enh70OJkDHI7hevYkRfB28gJ662shLLD7+uk7Yhum9gxFdMhcDTJWf5kB/VsYaNmGdrSRFRVBig2o2VWN329jYOsAoW4FTc1GXZZDb2YaSoLqujDwQg38uBYGdnlpdc6m3qvTYoMuD5QszWPtrXNIcjbjEf1kFx9kUdiMuH9TQHJ+GUawzjyYPQOkH5GRQY+7nIBnMTWvnuRwaEhgxhPOd81K4fKKFWw9dpJ7q2BtbuIeOsWA3wGuuVX0nTqFsvAylv3dF8CRBujgWIHWW0amX1KKqW4t1eGlV5qpjIAz+rjFeueNF2dkV5SpVQNPJdNQ5QV8AVgNLJdSpksp0zHTVq0WQnxhsgebrECplVI+IaV8WEr5L1LKW6WUMyd70ulKg8PJm7/rZu9PvsfRx/6XLka/OJoTPFemoeYuYphfkl8ld+2lXBWToT4IpOiwz2WnvASyoiVbx9L9p2KqOkZ6D6qY48v0kmROH21nyx8f5abr5zHg72Ged+yXa9BQP94LONKYr2EaR9Oj/6cA/ghcsQz6kj2gHYl/oEiE7uaNVHjP7Y3QDckApg1nUKmUaDEtJpnWPzwiXsUdFhgDOpG2U8ju5+l69Lu83T9c6OiAX6sySzvSz5lBhXcptuQwu0/Ay/shrEGLhHBZK+2ODkQkhNR0wv5aDvcGUaTEm5SEsNmGAmbHaH8QaEyDt+eVcmL/IdJSHdy3PIkSL8zytKHMcZBevILu423IyHwyV5v7dERAmevGFukDmqMejBkoagGznf2Ejm2hr2kXyyao3vbiqT6kQ6Vk9iL+6HGQEYHM8Xc5Qx2gh8FVVMaiteuQ+95ANYKYXY8Zx+QoA+d8SHGbAZj5SZDlgvXzVeblDtkMBwcA48UZ+XR9ahxUppppGtgIfAi4ezCAHUBKWY1ZsuTDkz1YwgW2hBB/D2wVQvzDZE9ysfBva5302eH+n5xiz8a+uBXoDA3CzAHvouEr/NUUrF/GqyPCIv6kQUNdhI6dcDQqncYaQfUxWoAJ4C4h8Kpg4KLCI7jqqg2Uer0szs3jvfMnnt6P9wKORMcMPGzFfN0FELLBzm1w4OEuIh3VEAkwStkb7sMIvsHzE9WBHcFIVYYLkDYbSzAjvJ3Ez0Icl5jtRh43bicTs70CrCgz+HilwKlk0N8+n0faS2jVh8+qMoDTj/+ZiJyDeYfMQUXEPo+tm8zosDCmu22nBgdfaaRudx+6HqHn0Bv0nM6gqFASBnwDA0jDGAqYHeM6XYCzxMv20iKUhSXMXZzPbbMdfP4yNwV3X4k9awP2xRmUrHITOPA6ygE7Hszf8fifjiLVHZhDhC6zzbpCW0ih2w0HnfnUR38zb5wgUTCHq6++/gbvv28WH/x4Jm3OoQFPIo4RZVlppDS+zqG6RrR58yFlJkOuggJKZpNyiY1SEZ2V9kIgAi8d0zjRMfRORBJ8jqfaWWPKmJ42FLuUsmPkQillO2fhyZ/oDOW3mH1LLvAhIUStEOIpIcS3hBB3TPak05XlL/byzdoOVv7rt/hLXS6BOA9mjgLV9dmm/jcGI6mA3BP7mDEi7k8HDoVgn5xYNxivXNBMOzwlJel2hZJZQXKWebl0eQWF8hS3f2Y9wZKKKXuBMjETojkxO/Xbk0C1Ca6QcGkQMpqDtL7wCPS9FFV9RUAzR+m6aOHNX71N7iRHWCMDDVui56/C7HIS9T3wjOgMJ5sAczbgzqyiL7WC7swiWvsDpBatIdIPrpjg0wjgzslAf+Ex8J8CaZYB8238IQdjhGkIs2/Y1gLO0hqaNj6FHn6ajOBDDOyXk/LBX+KCxZ5MTp3qZOEMG/NWr6TAnsbK/Azsa/Jh7q0oGW4UWw+zC4pRZYQg5izltRYDzduMKZYKQYBUWtlyYoDTfjv1+1ppiWp2fWMEiaYLWD/HSb4vm1znQqrsNkrOOPNNrF7q0wVFpddTMnsVGR1u7EasKjkCSgVK5wwChjkjnpkElSugX4WrYmZP0jDGTbkzyGQGUO8Y03eGMl4o5aTDLBMtsPWalPIHUsqPSimXABWYSSKPAcsne9LpTFpmJl/42tfY0dJCYzjMY889R1Z2NknJyQghaAmBNjCDkcEY+oDObluEijjTGgnsZOJAHhvDZyipwK1e+GwRXLFEZ07xIoqMCppVhcJrvko/l5NR7MUr5Tl7OimYhnEPZu6uFMPg0AAkG5L7FZWHNPhejaD614/S+qcfEul6lUj/QQgFwe/Dd+ABqtq7hwnNiXJqxUMFXIZBBmaakERr2PsTiJgfj25g6QdXUnXXNWQbm0gvKGDRitmU6yBjgk97gbwPbcBYvBwzgkZB9uwl+P/936gCYMmYv+kLP3qT5w8fxhUu5vBBjSdPhca0QcS7xv4shbw772aFx0tqSg6sXIj9PetxfzQPu+NWsDWA933YbWlkLXCTVSDOlJ6amQp6zyroqAbsEDiI0BwsLr2cF/ZE2NvuG7fXUIHNGsiOALal+YhKOCrAPsIkFZvxIRYFKJidR1dWP01Bga+2EWwj7HB1++k74ocwpCdBOB/6ehx0BlQeH5GpYrzyBIPtGKstF5TpK1AWxVTfHfbBVBJMirNKBBaNqDwQ/bxrUVWVa66/npo2Myp6/969vP7KK3T19GDOJYZmhPbUdDyebAJxMj8MOngojP+8jJztXg00CejywfqKZNKdMwgUZjMrvxJbRiElaX6qii4jyfEGA+FzmysnY44SMjG9u/oxg8a6VRWbqiJ7NGb0SX56Aubuf4NVL0e49J/vodGdS3bHb2j/0WZ+8FTfsMDEs9Jlqyo3axqrBXTaYVNMb5dohUYxIoV+ItsvmaWyvEDFfqqH1oBGjmsb/b/7F/pSIRRzUR4h2Lf/NWYtvRqP50pkqB3t5As0H1U5OeK4/YAi4GCHj2uyUzm0aQct/k7yJByMOXdsWwev0Waznfm/ssug+oVHKbnqDlIu9cLAQRQjCSPrBhQlH5gJRhdk5CLW30nfb99iBtCkKOxr0xk4EUaEN+K85j3g8oCsheojrPabI8Lx4n80zBmjaIWBN35Ge08ZHWkz2c9xwMy5FgwGx8wH5wJEd4hZResoM05QcNunQHMxpE+OEEmbyb6+FOrd7ZyMwM1p0OgNk+GFe5LgVyMl9TiEQiGklNNP7TXYCUwzpBzyFBJC5ESXtY29x/gkJFCEELullEvPdZuLnYWLF7Nw8eK46yJahMplt1E98A1GioYAiUeAD+a8cmDOGCo1WFsCetDBCRFhuTebqnVXgN2GXeZw6WVLuDRb5fHGxKb5sR3VIE7g9lLobINAAEqkmb45ADg0jaCmsQtYZsBJ4Fk/XPfmZkIcoLIUDm7v581jkodGnOtsvG3SNI0BIDUVst2Q02xWMWzDFN8S01gfL+FgIueNJ2yklNT3O8gJFWBfdSllmkLLsYOUf/yDpL32HTNkOLptj5Qc2NXNsiu9IP1Im5dI39t8N+AbOnZMlgBdwpstUPY/j3H7illkFXtRtaHBRby2qqqKpmlc7rXj9UdIyffyvs99ijl5C2DhArBn4upvBk8aaAeg403IyzRLLQYbMKSZor5e19kOvPbjb3LNF/8epzgM/d3gaqR04BAZevxKi8Paoiic0HX21kP/Ew2UL+jh2LZuHJjCJjiG594g19zy/7d33vFxlHfC//5mm1a9Ws1yw70XYWOqAQOG0BOCgfQQLgm876WXN/nkLrnkcsml3IUkJFzKpRACCQmhhtDBgBu4d9mWbcnqvW+Z5/3jmbVW0kpa2bK1sp/v57Mfzc7MzjyjnX1+8+vzsFQyhysOMXvpTDxZyeCJCrnuDtD86r/SXXaEGR36vps4G3Y3wfPPQe0IJuHIvZ2QAgUSsnw9gIj8C7q4rst5HwbuV0p9Y6THildDmSMi24caE/Gbu89KpOoIzz3wcyoCpxayGLnnFHAE8HcL7T0KX9Y0PC0NBAIWnuRUwAIJ4Vt8GRfl+ni8MhRXKGesp/xCwNXkZ1FqF+lu2Nzp5oDPR3NHByF6J78gOM+l8GwrZL/QRotSBHtg3zAnF7SQHK6ucRewGkjKASsJLqvSYcWZBbClBQpywWqGlwaZCSOT8WDEmsCzgGtVGPfqj+nQWk8A6/Bu9u/4G/+o6WuGdAErXTW01P2Z5PwbEHcPj/z8GM/U2r379TuHF8i6IIOuadls+eU7VNhDa6qR8Ze4gsy7tYRJF19JycIb8U7IAY8TX5U2Rf+1VkLWPyA0FUKbCRzL4lBdBhW06OrVwK53urnctwu6BVIugsqnaGxt41vB4cN/Q+Ew+UBNO8zqDNJUHqQkw8uRwbJ0I9fsdBTd/vYupqQUMaewmJ533iEwDbzLM3UNvHAPwcCTBFKqqPfq7pKFLnj9HchwQXZIP+y0Os3PBtCvvI9t2xCjlltCkKClV5wgq4uB5VGtSqYBD4jIp5VSPxzJ8eL9z88GbhjidT1w4UhOfLbhnjaX2//zxxy1bd7Zu5cLL7kEX/9EvhE8NbmAG1JhdYHiouUekroy2F/hZdEUL3SXoZ/XMxFlMyHfz+AFUYbPR2kDXF1dHOyGmX5IkhDNHR1koJ3VWWizyDH6lsJ4qEvxVDf8Q0H5MNcjaGEyXGZMGzo7/NAx6O6A0kKYD/jCUJgNqTZs6xj8tj0Zh6wHKLx2IT5/E/oZy03KyhJSZk/lYL9JIA/YtO44flcqdocgnWEaNxzCGuK7DQFvP17Hxidfo7q5fdjikKCF0LwsSCku5fyV86mvr8S2Y4hjcQMXQvUugval1K37I8d96cxFR6R5gGBdmD1/epzGA08SDm0m0JbOtqfDI8oZOB6ClEPw9qF2zpvhHhA80p9AIEAm0FAJ867K5Y2N+2lTC3EVLoby54Au6H6Hjk2Pg9XOkdYQe4CDYWgrh5RWKFS6rllMYQKx684lag4KjJoPRUTWiMg+ESkTkS8Nsd+7RUSJSOkQhzvzYcNKqSNxvCqGP9K5wcxZs/jHa6/R0NVFZXMzG3bsYMKECXhG4KR2A5vb4dFj8MRLPoonTsSf5KKwoAS805y9XIjtZ8m9E3X00SDHGs6XcblH27qndUO4DfaEteBoQWskeSLMBpo8HkKDXENOZiZ+YGJaWsztEdE61Ei8Pt8Jk1/ACynJgIKbCmDRDB8TM3PoDFpcvMw9pAAFRiS8sz0we/75oPxEfhJefwYdL7w5IOyuG20SlMpKwod+C4HX2R9oJzDERGYDaRZU7NflUqIPaVkW/hhZ/AIc8GRwx00l5C28iKSkNCxrkIQRl4tg0kyo3MSh3Fs42hgiy/lldwEtITj0KHRXBQm3/o3QoVfZ5tEaZzx3ZCU6WGNHGSyeM5fte+IrC9kIiAcOH2slJVBPaN/LhN176Djkwm6sIFjfSErzLna+dJTfVuseJy1Ag4KHq7X5K54Sj6e70vaoMEqlV0TEBfwE3btkLnCHiMyNsV8a8M/AhmFGNiZhw4aTJCMjg3nz53OopoamQIAnnn+eG265hUlTpgz5uU5gTgbMy4CcUDsFSWWkTyhCkjt1Q/YISX6Sk/MpBmagf4DxJp1FeD4ItltPlk90QrPda5oKA91KcRhoCwZjRqqlAf7mZt6bBbntsW1RnQwf5Rbo6SEFXdcrmAZWAHqWQfpsSD7goelYA5NtF4HjAWz6NuQawAieVAsyoL5nKxKK/BySEE8y7pbYE267F/zJb6N2bCS0fR2L+gWYxYpueyusQ6Jr0OXpI9i2TVfnwAk6G5g+ZRr21On4LBclaWm6fk8sPGm4M9KpbajFtjqZ6m8neXrvT/spoKEDWh7fi6qdRMXuWjo6LZIYGKY+GNsAW8EP/rCb0AgC6nKA+k3llLe4+fHhID/+8WM0Zx6n87kfsPnz/84vf7SPv/zSRafTZrkRONipgwcjwSHRxPKNJGQiYyxGR0NZDpQppQ4ppQLAH4GbYuz3b8B3YNjefKMaNnxK7R4NI+eK1au5YvVqAKqOH+faK67geEUFGRkZVB3vLdctwOrroOotqM2EzpR9XHbJGoT+T6keUkMZfCQfXqrRE0SSG3pCelI6GseY0oC0Tq2NtKEnPo8IQWdSPoLWWAIMDNv0oTvyJIuuItBuEfNHIegcg6Gc6aAf0OYBVcmwrRaOCExJh0N5Xdw4YwGHsjIo2bSeLc0huk4hUjjaOZ/uTWLl7AmQ0qtdqbouXj8cHhCYUySQ2gqqLINA6DhJR19kS79ZLxQK4fP5+kQ+NTrXlkF8pvQOoMRvkZY6H1xFMHHCEHsrRPloT8+lOD2FKVYK3UkdzHBDbUhfa0W34sU9fiq//xrBDJuiOhtXdLTBIET8Z23AO164rNDF5vJw3JKoPQiN1ZDkP841c+axdMEkWvf8ibJfbeORDTDXglY7TAvg8ngIB4MoQPl8dMeIHBsq4MKVyGVXRhbllSsim6PeP6iUetBZLkZbnyNUoHNPTyAiS4ESpdTTIvL5Yc4VXb6+z2EgrjqtfRiRQBGR54HPKaW2jfREhoEUFhWxde9eQD+pPvPkk9x799001NdTkARHdgqqUHHLXVdRlbIQ77RLOVhxnNklNn2Uy9xLsM57lAU1usDarnzIaIK8MByN+k2KZcXMxvbTm/O9CT2Z2c4PMwkIihBQasBE6Eaf75P5UO2D8EWw9+/63P0Fx2Vo08lwAqUDLQSrDkJaMjSlQssOeCc9TE1aOfkIT7dl09BRSzIn3z8leuLZ2G6Rs+xesCOaXyeNL/wP63a1DiiCGFbQ3QjB8idJWlVCz697KI8xh8UKo80CXotzfDOB+ZPa9JfjLh5mb5twuJuphbM5tu4P5OXP4N/XtZIc0qOvV4qKbqje28nWvR0sKYAqr25wmETfR9j+UYCRJQGmF8GOOpuaOK8BERqVosgN5Z3w/KEjzPnJAd6pCPBQLSwF9od7Q6ht52HlGJAUDg96vw5GOBzuU3A1oRiZU75eKTWU32NQRMQCfgB8KK5hKTWq9sKRmry+CPyXiPxaRAqH3XuUEJH/FJG9IrJdRP4qIpnO+iki0iUiW53Xz87UmEYby7K4/qabOFJXR0soxN/WbyT8npVkfGwNnmXnc9SayOOP/IkJdR0D+mYn+WDWNO20vuY8KJwCoRDsitrN6/UO+uM8ip7otqET/EL0TiTdgC0S05g6Bbg9A2ZmQkEQsop9nJcZO5JrK7oUSDzUAi1eD892wbJG6LDhg5ZFybTzcfsmkB0K4vcPL5wGQyzrRMa1D/jXJRNRnY1gNwFBCLrIXLOGL1+u6Ff4gC7AygE5APartTQeiO+pLA89UXrofVAdqoLurBzIT3OBb1kcR3fh8qQQbnmLrIvvRm5fS5DOPomWe4HSFMXtChZbLna091Y0jqZ/FGBEVnYCuxqhokVREa+dTOkSM5VBrelUNrXzxXcCfK9Wl6ZZj+66WHVi917J3B0KjUiYREho89folF6pRBe0iDDRWRchDR3H8oqIlAMXAE8M45gfNUakoSil3gEuF5F3A38Xkb8A31VKne4GBM8DX1ZKhUTkO+hmX190th1USi0+zec/o7hcLmYvOp/Zi3Q706bGBhrWf4FFhclkF/ugX8cAl38+89KymHF3Oy8FMple1sLUW7Ow36zhgWPQpHTUTSx8fj89XV28jjaRxfJzKNseYIj1A7M9sN9lUdNjk5YC+/f20Ob20R1DpFgiNMdhjpgEnJ/qp6yzi4sU7FTQ5YJXm2yaXnyZybPmQt4ErPpmTrYrtbJtws5k5XHD/tQsvFlucLl0KZWuLppeeo2DVQOtFH63i5R9YZQLGnYFefgovD7M+bzovJBJaA9pZKIfrDyMC5gcAHVdKbia0MbCYeg8jhxr4PDxTp772hfoauv7XfqAhqOwb818zi/pxqqoIKWp+0Q166HIQAueja1aMI50mg+iZzm3201TKHTiXqoc4jMnS3vbCIvJnSlGL2x4EzBDRKai/4VrgTtPnEapFuiNWRGRV9BWpc2cAUbslBftFdsHPAD8H+CAiLx/tAcWjVLqH1H9jtdDXJGXZw1Z2Tnc+6lfctvn74dl7+63NYidm0zK3ELS80o4v7KHBbNW8vqRJtYFXQSj5txY8fk9TjOiII6PJM4xTfJC5iy4/EabtlyQJGHXHjhwKDAwNNgxfcQzEZUAuR1dTLZ1g6mqLjjWAzesFJZMUKR1HqAkv0jbnkZKv+v3Whb3zoYbll4EE64ETxoEO6DlAA1JU9i3d6BWlWSHCXmgphaOHrbZPpzLEy1Q3pUKQT8sHb4tC2HAfZ6L1JkzwcqP69KC+LA9Lbz9xH+QvNwLyfQRFp1oYSaZsL57Ekd6VNwaXqRoqQeo4+Ty89qApkSssXUmGQWnvDMP3gc8h45feVQptUtEviEiN562scfJSBtsvYGWij9EO4c+BKwClovIg4N/clT5CPBs1PupIrJFRF4VkUsG+5CI3CMim0Vkc11d3WC7jUvCgWpqsmfgLVwBEwvI9Wzj9pvvIW2ar4/ZI9qcER1qaVkWbrQ5xx21zooRrRQpweh2w0euhEDAxZRiDymVikUKZpVOHRixG4dmkuY0RdoJHFK610e6F9bVadPMkaCiuw6oCjDVPsSF53mHjBqLVQpe+o0jaNu0Bwvpqd8DQQtsH5BH0J8JO95ibnKvbuB2Ona6bPDN1hP0kSAD6nf1x+O83gSueq/uaRMPRbk2Hn+QeH+innAD0jGBvVuP0PSPJlr6OX8y0A8N617bx2+efQfxaJ/OsDhfZg96rnOJ0M+Dd4KTTSg8mZpv446IU34UGmwppZ5RSs1USp2nlPqWs+5rSqknYuy76kxpJzDyKK97gN1qYCjF/xGRQRplxIeIvEDsnkpfUUr9zdnnK+j55SFnWxUwSSnVICLLgMdFZJ5SakDUghMl8SBAaWlpgoaCnAwePBNuZPKdN6LCAZIrPkj1G8eZOa+CwHmZlL/RGbPKcbSt2bZtstD+Ej/6adK27T7l3SNE8l1WdMOnfwtfXJOBb5KbgKeWplZweUIUWFAxQvW+rVV/Zd3A1S7Y7oe2Tl2h2QYOHYaAD/xeqKpqYMPRwJAFFl0uF8H+/oD+JVeAqvROcqfMgWC1niUDSYRqdxEunMnU2YJ7nf6MCoUQ9CQ8tQDq67RfaFu/bO309HRaW3tvvyD6/9kRgvBGqEkCd9fQQVLFQFetAtcFDB9sDYTDtDe2su6pR2j25rKju6rP/+ZiwM6Ai4rh73Ya2alFzKmr4PWWoesWWC4XdjjcWz4eTlxrLC0lVhWGWKV++hNvMmo8NdqKJiao8SJBM+VHm5H6UIaqwP6uUxmIUmr1UNtF5EPojPwrIwJNKdWD41dUSr0tIgfRATJnTCInEuLyMvGLDzv2QJuWr91Bev5L5CqL+tqh67010TtJuGOUushD/x6y0E78LcVw82wfS265iNTyZjqn1bJlIxzqriV1uCqYQ10DsEVBegoUNeg8hsPA1FRYPgnsMkj2ttPQrbWsWE5Y27axbXvYySzFBbevvopJV+SAOgrhWbRUV9Pc4WdG0l7+2qS4CC0QmpVCoYXI747ApAatqtf3m+CihQlo4RsEvN0woUDIb9THcTulSfpcuxPV1AmEZrjp3vMfJC2aDJ4BeWt9CIbbaF73IOtf382WqirKog6bgX7qumCe8GIFFGYms+rSWeTVt7Ljt800DnHckbYAiHmMOB3rse65/vQXJrGiwFpbTjZU4wyQoLW8RpNRS2x00vVPCyKyBvgCcKNSqjNqfZ6TORqpPzMDOG3jGF9YXPONR3i+uo7ymhrWb93Kv3zzm+Tm5Q2ydy/9f9g+55VGb4HGjPRMVizwUNVdT11LMj1T3Fw2Sbf5rRxxOlQv3cAsW+cuHADqRegAPAdh4h4Ly3azca8e73ARPcNNZukKDgYL6WQFePNABVHHK6h88TX2lJex4TBMRWeSZeGY+/x+frsfDoW0My8WeRN6c0bOA4osCxfwtwOK3c2Q4nYPECY+v//E5NgEtHVNoZovg12CTjUYAqnGbt/AWzurOFTbN1ShE10XqyQoTM6exV25Ewg1J1P1ZucADa9/S+ShGO16Wf3vuYiJcahzx4oCCw4SfJIIJGb1+tFlvGTK/xg9nz3fLzz4UmC7iGwF/gx8XCk11EPXOcv8RYv4/Fe+QnltLccaG/nB/feTlZt7IvN4KKNDibM9l96i/RcsK8CTkURn9VSSu6qxUy3ebAFxufENcayhcDsT2iZgZkBrAB1K0YUuYNnWbFNZFyLFHrzMzEhocoPHsvE3VemsTN9kkr2HyZu/kDcOhjjerX0fRW7hvTmwPAdK6OI48NeUVI4Pcty6KG2wAai0bUqAw7VQ5IfCGCaeSHCEx5lIs7yKhuM7CJStY6jaByrYTd3uN2j6zX4OBQZOSB6gPAxvHPJS01xO+WQ3z298i8yZXSxN7d3PcrsHjQSMRTyaxymVRHG0kVj+laHOnZU9TD/jMSJi8TICJQFQSk1XSpUopRY7r4876x9TSs1z1i1VSj051mMdD2RlZXHPffdxrK7uRDmYguLiQbvhBdHVQW/yQq7A7ALottIJlBcxd1qA7FuXEjymyJ+bw013r8CdN/LS4WJZJ57ad6FLlET/uJ5W8HQPvNqjIzJGw3qQ7gYVPEzTkReguxIQvEs/SLEcp7S9nVUF+ollxQQ3My+Dm5ZBig2pwJFhGnpFnqK7gCwR9gFzfNrvf2yIzwWdJ/W/rz9GXWMtL725nwM/+m/oiBUOG6SzaSdHf/Eb/mtrbz5HNB7gBhfc/ZHzWXzxJOatnMetK2ZS5vWzKyqiwI7Dj2ExMhv5SHJC+t97Eb/KSIt9VlfF+i8kBqOThpLYjAuBYjh9uN1urli9mrKKClqCQTbt2sXFl12GJ8r84U2CNB8kXQpTXNDd7OLvr22nMcWm+XCInoyZFH94EhXHg3ibd3Nez8hjHqLNF8nAQXQyXoQDwEZbay1hhq9aHIvom90LZLmF2koL/5XvgdRSwAblpqd4Iq5ADapeJ1nOWRBk+sQ0OiZnsDDPadUcZc+PVV8q8hTdjNay0gRagmA3MyD73uXxDHiabwsF2PGj71HXsgdXezP2q78dkNBKOIirbROBp97g5dDARMkUnF48Xti45W0umjCLuuZM5i1ZwqLkINMHKawxmDkrH5jldscME/ABt3nkxP8iqX+l7ShiaR3DdWIccL5BujImZB8URjXIK6ExAsXQhzlz5/L3V16hqaeH3eXlfO8nP+GiWcLdH4GqTgjmwFUlGfzrJ+4jq2gNBRffjBx+ld3bXNiuHn79TBMbHL/0yf64O9Feg+iQ3BBwHN0zo8fZJiKkJSXhidOen01vcSILmOFNY87cmaRkF+omK9jQs4HU1jD5OWsoC8OqmVB4ATR7u5i+NIeDHQOLUg4XedQFHFEwsxu2xQisCgeDA57mN9bDvkOw44mf057ze3pm5UNoZ9Qe3VC5me+/97N8rNymnoFOdEHbidMnwYyJ88mekcuNq6+lSqXy9Po2PLHshiKDmpRS0BN/rKsNA08F1Yn/xVCNt0YS1TUYg3WITMj2vxiTl8HApMmT+fgnP8mPt9qsuj/E+770AEVTs1BTsnnjcBVpF6wmlJpHh2cxWf5uppyXjq+l1x9zMoX6LLRJqYO++eGRJ97oH5xSirbu7kEnwMh0lIMWAgvR/V3c6B/4TrfF8ovy8YbeAZWmj56+CNf0S2jKbGbWUqhtFF56HeYWZJITaufuhW6uI7bpJ6JlFBQV9bke0ALyeeIv3xpCty9Y1glP/bySI/feSagrDf0M20EwEKChMkz9nJIBGec5joDtBOZZcPWdl+HKyWDLVjdbDtXRun0rSQEvr8ZKkx/kO8tGC/JY5XNS0P61kTxdxzPx9L9/UmPsY6G1zcj/fiR+oDOJESgGQxQul4tZN3ycb7/VyLf/cYBv/+T3VLd28fyLO/DPmM3B6hQO12ZQeYpGYButfWShhUqE/k+83qgnUZvehMtoMtFhf5no3I42dMSWhZ4cm2ubCWw/iJVyDbgz0YabLKzcdtLffTuT5wmpKxW1B2HbUS/1VUEO7Q7RMUk3owDdnjiSPBXRMqqjqkZH/h2daDNevPXM3CJ0huGVo8L6Q/C7l4M0PvMlsLtACXbVUayUIJ5ANhnAAqDY0TiSbRu3c501LkhprWfZFC9W6BiLul9k4eppLLx0JvPiHIvLuY7IZNc/FqwD3SZ+YlyZkpqR3iaRatWxjhOg938fb5jyWHAu+FDOgRRVw+niXTfdfGLZu7KD4upvYe0UIvVe4klEi0UYbd4aslGDY/IQdI6Mh74CKBmtmSwXoVYpBO203hx13FQ/hDL8EDwMSZEykG6wJlIyJUhLoaI8BDfMhebiWh59KEROO6Qk6QmUbu0jCTvjiFxprPyIJIbPqo8m5ES3PVanWIou3vn+Tc8w4eZ6cCVhp+bS0LiR+dMsStwwMQQ1XVrAzU2HHH8O3e0NNHVAQVIORzfUsfbGj9HQsgdXQQb79x2Nu/SKx/l/NqIFcaxvtL4bmuIoQwN9/1fxkETvPdGfCWg/V4T09Djqno0B50heo9FQDKPDte/7JP/5WCUVrZ088MtfMm369JMOG61F14yKB4UWJM30LSWSi25nl6MUyUAZuiZV9DRfHLDoPnYMrMl9D+pOxZW+nEnHcjhyCFoEknpC3NYJM8Lg6YKykA5dLkALrgKnfA3Ezo/oIr5JNDoXpAmt2axD1zX720abrqqnCO99FLe7BY9nPiWz3sU/T/VSujqPwuJ0pvlgu+2mprWJaT64Zc0cOsPJTLr6fJo73iIpp4fi157mxmuL4w7vDjvXmD3MNcTMUe/vB7GsEZf0DKM10KUxtjWL9NFc2hK1OCTG5GUwjJikpCTe/5GPsP3AAZqDQQ7V1DB3/nwmlpTE7TAdSd8sy7IIiZBFrynGjc4QX4ZOLMxDT4h56Cz/yMR/OGgTfnszKtDfO+3HSltAeEoBt9yURNFc6LItmmbDkncLRZngcmuhVQVkeKDZtuPufugZIoEwNESobVl9gPo3XyDQWI8d2My23dt56m8bkAVJLFizhg/cex8zrlzBjEIXKybavNkE21/eQ3tqPiVVDRTubSe05Sju81IpP9wQsyRPLNxo/0VPlHCIFcV1JNaH+2uoJ2GSCgLpbjdH0UI8WoAElMJFb69af0os4+fYY6K8DIZRYMKECWzcsYO9R49yvKWF1zZvZvbcuRSXlAz5OU+/TOnBsrht28btclFB74/RjQ5xrUb7LI6g81oOo58AIxN/LfDOjqOEap/pF5IbBHcjTbXJPPT3bn75HOzfpcidPxffFB+uZMizek1dk2aCdwTKWDAQGHB9J65nCIEihxUZ6VsIZ1bStquS3b/+DXe5jtCZ7mPJ+Rcwy6tYcl4x2SVLqWty065g+iwXEzwbkYsKcM8TJq3JIjh5IcHj+QPCl/uerFd49ADlgDe6X8kQUVzDEW/sX3SBz+NOdNlUYHq//SI9fGBogTyWjFJL+YTHCBTDGcPn87F02TI279rFvqNH+eVDD7F6zZqYT+zBfqU4AoHAoGGkHU4YarPz/jy03X0mWlPxoB3ybWj/SSQyyI0WNqrsFwNtOT15HGvew5Ic8FVBWlYq/suupm7ZTRTecAlzLoCcfEgTWL8LOkc4j/W/vnh4uwf2v9BIuPtSXnm1hbnX3MQLs1bx/msuoHBhBSvXFHLHqot43yIXGbMtplvgqXaRPn8m7hkLsOY0Yvn2kel+kvSuYfSTKOFhAyo3N67eKUMRyZMZyuQV/R0rJ7hgAVq7vAS4IhmudlssiRxTBCvqmIGu092a6eQxJi+D4TRy+5138vizz9LU00NrOMzV1147ZBfDwRz8kU/YaJOI5XYzF8hMgXQ/lDrrA+haYenoCSgE1HdBXZcfrCiNIdwC9m4uvL6QrLCL3blCIM1my+EaGoIt5LR6eX0blBZ4SfHBshlelpwfR6OTQYhVah+0f6YEHaUGOqmzuraLTRt+Rsn52STlHeWui9Jh4jJI+Qy+OXfju/wqWt7cSn5qJguLYXdrgIPt8wiHX8EzaS4UX0LgrcNUlvca6NKAdK93QH5NNJ319TEnu5E0HY+n2GT/7ziE9qcptIZppUJKic0aj34gsPv12UlLSxvBiM4cJmzYYDiDWJbFX555htZQiHal+MPjj5OSljZoOZhowmiNIwktVPJCIZavBKZCWr4210T0gcnoH3dkInyqFir3H4VQJAZLQcfTUFvPGw8eYldrmLt9wowFc7juPdeRXjyZHce7uCQZAkWLWX19Oo21AZr3djLtJK892okfnaU+y+3iMrSmBTpK7Hd7PRTaTdQeeZ3WluNk5tp45s4ClwLLizdzMrf+x2d4b6mQF4D/d4mPvNweknJ/iL0/jdBTb+NdNYO6qH9rG2AHAhTAgJbHEXqc/6H0E/jdcNK12+JlgkufuwBICUJjF7wT1FpLhCSnZUFyggoUMCYvg2HMuPGmm6hpbaWpp4eHHnuMr37966TGmCzS0E+qIfSPscSyWOXVnR4XrISUDi1E3GhTmBvITfaTaWlzSSGQ19gKPTVAEFQI3OcTSO+hOt3Drg2w8ZhN/qobCYansvk3ddQFg8yeXkBdTTdb3vag8jJwpWin8akSyaOwgLZQGMsFyyy4wRn7y1sDPLKlm+IDh2jZdATPrDshJR2sdMAF4gVrO8F1NXxwDpRe4mLarPmAhVWynPCsD1G3aQpSBfmZmSfO2wW4BOb0UxAj2lMkLz3WhHEKJSCHRYAWG84HVrggKQ/ePweuzdB+MgCfZRGybVIJkz8hdjXtsSaSLxPPazxjBIohobEsi5tuvZUvfe1rVLe28tKbb/Lv3/se2bm6bXYHOjw4E62p1No25V5YlC0kb4DmgDaZdKFzFooA6eyi2tbmknrgja31UHsUgjVAN111++nY1Ezrvm7+2K7b5m7a+BiNjW18+Iff4Kqbbye88jLetzybbuXi0tXXc6wuFHeUVzzkAQGBWWlwQTZcOUVrVbkuF3v39HC0xEXpily8HAZvdJSaF6Z/gvQiITvswnfR1XjyrgLLC94p+HLryAjupTPXRU1z84lPKcvCcsEL/Wwu/UOgYxV8HMxr4RqiBH28KKBW6Z4UHQqWT4YNTVAb7vWb9DgRdhN8MHdGf5d94mA0FIMhwVi+ciX/97Of5ahTKfm3jzyCLzkZf1KSzkkRoSQJZt5eSO7HVtLQAjvQPpRMQFxOJWPHdJMBpJeFCTYegoO/gmAbYntw+VMI5Oknxj9Ww7J5LtLau5DW/0Ltf4Qdr72IL6uEG6+4iu1vbyJ/BFXTXS7XkKHDoGuWlbqgJAlKZoN/mpeLRUcxWXtrKX9pJ1NWpIInC6SU3qDpZkKtLaQlTybrtkxU8xaU3QGWDwpnoiZlczR5BYvmhsmjN+Lq/CSbvBzIPwkZMJiTPewEHsTbO2Ww/dLR38OB9GSqbJh8HgS6dEuDSAb9fAumKZjRdGCEoz8zGB+KwZDgeDwebn7ve3m5o4N9XV00h8O85847We9Kp9l3JzX1O8icpbO884DUZLhc9HuP4/xNASbkCkd2/ppw53nQqfCmz8DtbSXDl0sBsHoKyEvNuCt2Q6iGwlx43z130FjXyksbXsd3tIWm5vjDYcPh8LCNoMLAkRCkl8DED/pYfGsaq+dAfgpcMRlKzs/AN/UWSFlIbwokoPy4O39NRkcTdtZkfBMLkLpOkBBggXstk3OmEF5yIS30+pKO28KWGph0EmrWcL1posuhWEP4xAYrm9Li9dIKeFQXXVXwwkawbP00n442fU0ogMtvmo1dGiv9MTEwGorBMI6wLItf/v73PFbdQvEHvktN8Dr+dBDKfT46gEIvHHeig3qcyesKF1SWC9srp9LuySIY3EHY68ezoJNgephJwI7d0LDjEGneXxOuycS1/Bp6ejrJ9vpZsGI1x/x+kuxeX0KfboPRoc79wp6HqqZbBKxyQVoa2OclM/HSKfizk3G5oWoClHUsJXx0B6huIBfsVp1LI366Xq2hbuY82t7YS/D+DYQbfo526XsQEcSeRU6PYia95qpj3YoOYP3IK+XoY0Rdy1CRepG+K9F5RcPFx3UHAjQCBQHFpk5I9mots8r57Pkl6Xz8Ix+hI2cBl8y5fOQXcAYwGorBMI4RES741iM8ElRsbGvj59/9Lovv/QqTi1Jpc+sJzy3CXi9sSbM51PYC5ev/QN3b3bTWNdJRt4WK7Yol6Of/vHoPvqWldDeX0PDaXtY/s5GM/CxorGFegdCoopLrgsHenh/RYbD9QmKHqnPWCmT5IHuqj5TQ1fjC72LStGKuvbiEuZcsIa3bS4/nXWA7AdHhWgi3gd2MJ/U4acWNhEsvp+O8IqRwFScK07jKkQVe2oJFRIxDEfEXLQYGS7wcjGSlTpisIuHBSX4/bo/nRFZ9tEkruipwdIrkUOaxrSFoq4VAPTRaWuj+4Dz4zP98hNacVPJbYaLndIYInBpGoBgMZwEej4cLPv953vvNb/KpsjYONLdwxdVXs2TBAvZYUBEE/7EO2idcTFV7Hdt3lHPspRy2VDQTRFcWrqi2CXV58M4rZtGCMNfffjk/e/lNqlqO076vnknT+2b+j7TTYH9txQu0eyGzyEfKnFtImpLFjE9+hkXTp/H6G0FW33Yxod3PQGcFkAyeMLjTtK9kegn5511BR4cP37KrsKwCTsQPuc7DX7aV6+cnn4jcioRUR09mI0m8FLTBrb/Jqruri1AwSMA5Vv/tE9FiLtoINlS14N1B2NcJSS0QcsOlfki/vIhmmcfKG+9mwnveR3le/qCfH0tM6ZUEQkT+VUQqnX7yW0XkuqhtXxaRMhHZJyLXjOU4DeODlJQUnnjuOV7eto097Yqbv/Mv7AktYd3rGwkUTGNCSQvBbz/IRyfACjdcmg3epdl40nPB20N65oWEc/zMDgfweyxKLroIu66aKSMdSHRWeD9tpRFY6IO0eTburPMhZTX5BRaLw9M5f9VtJHXkYy1IA18RWvxMBASU4Jo8B8vbRH6GRduce7E9Pk5M23YY5s0iFNjOFHTr3Yno8OuTZTgr2WAJjRXO31iTaHSyp9vpaNmELqfzbDZU9oDLBzPyQhQGm8jNzOOymcWsuuSCk7iC048xeSUeP4zqKf8MgIjMBdYC84A1wE9FJHF1XkNCcvNd/8qP//gqX/zer5hSVE+67wCHkixy0qF+EhQlg3fScprar6D9yXqaJ11HSlEha+5eSqoviEcU16W7cQ1jJUrPyOj7gxumtP/P2qDpHQ+WVQskEfLOovHdt5CatJ+NR7qoqzoEVgdO53q00BC82SWw8xVaOqsoe+wx7Ma/c8KgZXlhAmTlttIDpIRCVHFqyYkn81k3OmGxCa3h9PcmRYcr2+HwiXBljwUNjVpDKcmFvFtXMnn1P5GSnUPK7GXgi9WGKzEwTvnE5ybgj0qpHqXUYXSV8uVjPCbDOKZw2u2UzPs33rOjjQu+/yRpS2/l6PRphLNTqT3ahuv6j9PW3cVvv7uO8JE63v/BjxEOBHn6SBcEBzafiqa1peVEHbHhcAH5nZB77QWQFAR3OmVv7CVcc5jdFVm4/Cns3DoN1D+cpExHmoVDUN+K79ZryCrpYlbxYaR1HdorAxAG60I6Or2scekor2Tp7dUylEOdQfaJ3Yy3L/3Ly0wEusIwP0l30hwqUizaDNZggy8L8kJwYSm4p38RfGn0eoISk3NFQxlPDbbuE5EPoHskfVYp1YRuxLc+ap8KZ53BcMp433U9d77rev2mvRb8HSgrl/Kyo1z7sbWo9e+wY28N0/Oyac310lMfoJqhs52tYbZHCAMuC0IbBc+lc8DKxTslmaz8ZVzpL6Q70MO0ggJC9pW4PZGmxgJuC5LTwX2QAzu38/vf7OY7z/1IbyMMdIPlJTW3gqsugXTvYl7eWsH22npg+HpbqWlphIJBuqP2c3qNDUn/BMkAkJMO1d06n6QH8Hm99AQCeH2+Ew3U+hMAqpuFmR5FY14qeUke4g/YHlvGu/YRDwmjoYjICyKyM8brJuABdOWMxehowe+fxPHvEZHNIrK5ri7e9k0Gg0PqBHBNRcTPsgsvYv7MRcxbmY1lKTqP11Maspie0re+VH/cDC5MXC7XgAinQwoCF88F8QEd5Gbl4A4eIbXYwjdByClJw+06CHYlvZ4MHyStouuvzXgPhJg8ZSo9NanQ1e7s4gVa8NjZLM6C/PRmLruym5WZQ19+JOqrva1tQOn6kylkn5oNtoLzCyDs1XW6epzIr8GESYQOpegOQvoVRZC04CTOfuZRnBulVxJGQ1FKrY5nPxH5H+Ap520luiBrhInOuljHfxB4EKC0tPQkou0Nhl68edMh77N84ELouOsIf/rYB0nft41SfzOuel2Qsv+zfghtmInlhI5V0mR/Mngzljmf8HLkV68y8ZMfI8XXhBUOEXaFQC0Fj4veZ0MLUhfSeXATZWXg89RQm5LLlHAThJLB1QP2AayiqeyrOcZfK2vIniAUT3XDlsEj006m3P6QhMCTAcFkF5OSw3QqqIzzFAHA9kHmgqsYL9pJpB/K2U7CaChDISKFUW9vAXY6y08Aa0XEJyJTgRnAxjM9PsO5TcqkyXzouVf4XHkTPz/Wxb//9KdMnjp1gK/BhRYN8fYULEqGzqpfg70bbJv5X/gcrs4QucVTmT5vJklFuRBuYIBXxvbgyxFqq8Gub+TpL36Jrk43dlBB+NfQWUe4aCUzS4UbJoS4YImXw+UhMmKMQSxrxDkpAw/Sd9J3oTW5tfng7wyzbKGfIyOIsk5CK2091QHGi0CBc8OHMi4ECvBdEdkhItuBy4FPAyildgGPAruBvwP3KqXG+3diGMf4kpJ41yc+wfZDh2gNhfj1ww+zeNEiklwuvOjy8CdaHA+RKQ/gqgNv6qVgL6Snspotj/4YCW7DcrlobA3gyS4BX4y8C7ForvXxxkHY2OJm8aokGsqfpGfjWmhzQePzBDev4+gTigXTJuBOmUrAE7vIo7LtPtpJvHW53NElVpTqk2cTBlZPd9FUmEU4K4NNO7poGEFsZjewaLmP5EkfINGd8RGMUz6BUEq9f4ht3wK+dQaHYzDEzW1r13Lb2rUAtLW18S9f+hIP/+53tLW1DQgbFpE++SibgNbmN0nqeB+2v4lpsydzrCkXq+ot0qbOQqxkkBhhspYXK6ub/TYcKQ/R/v03ueLJN7lwisWci+oIT26g9qfHSC2A0JEurl67gsp12yixbJ6pHvp6hko8jKZ/Ymf0dfkBe2eYlIYmuoIgPTo4rT8+n4+eQfwpZceDiFQ55WbGh1AxJi+DwTBqpKWl8YOf/ISq1lbaleJ/H36YpaWlJ7Yrpfo82YeAA0cuIRhKQtV3cuiYh6TKehq7u5iQ6SI4WCcSV4iqtDvxKt0W+blaF19/FT71G5t1X9/K8/ceY9NWOFoOVaWL+Zf/9yterIJXhhEmo8mmADzfDue3QndXbMPVYMIEoOyIG1qPDp9VmSCcKxqKESgGwxjxnrVreW3TJlrDYd7es4eSyZMpmjjxxHZ/UhKHdh+ma9OTuGlmxkUX0BOsZkZhFoE9m1ANg0gAyyJTrTthWrPDYdrQGs9fKuEXx+FvrZA1dzLtGanMm7aCiRMtJgxRgj+ezpkncMxbg5nHUoFpl0JmEBp8SRSIjqwZrBVy/+MCFAQDtO95e9w89pvSKwaD4YxgWRazZs9mT3k5uw8fprK5mdVXX01+fj6NezdiebJpC2ZARxMpc4oIpWYTLOrBzigY5Ig2hwMltDjvVNTfKqCpUz8JPxFq481/bCdjQT6fvvertAcHT7kMj6Q2mWPeGsw8Nh1ot6D0Aijzu+lBVw/un6sy2HEBNgag9tkjusPmOGA0NRQRWeOUmioTkS/F2P4ZEdktIttF5EURmTxqFzIM48KHYjCcS2RkZPD4c88572zqy8rwpKZz+MWn2NfZTbLVQF54K1kdW5n1qW8P8CGoYA9pB8piZrDvRQuV9DSo2NvIBavnsqKklX88+wc62k8tC0IsC2x7WCtUQQaoFotZlwn+F9o57sgRt8dDaJjwZJfbTTgUog14ceMOpgafweu5kfHgnB8NZcopLfUT4Cp0IvcmEXlCKbU7arctQKlSqlNEPgF8F7h9FE4/LEZDMRgSGovc6TPJKChg8V13c9Wtd1A8tR1vXhEyYzKx+g5XHKnklXWV1Mc4Wjk6K/3tNnj/FTApo5o/P3mcV95pJzPl5ENwU1NTUbZ94gk1OtS4vynrmRaYqWxytoXZ54e30L6e4YQJ9GpK4nLx0K42yr71UYI9ie95GEUNZTlQppQ6pJQKAH9El6DqPZdSLyulnI5rrEfn550RjIZiMIwjsnNyyL7icwD0dHaA6oR+GSRH1z/L7iND6wleD/x292Teu3wKNXt34k/Loab9uN4oMmzhSn9yMsFA4EQ0V3u7rgYWEQnRocb9TVlJwEGgIaiLHzehG24FhuliGU04HGYb8OX/aOGbnuuZe9/vcWXngJW4msooib1i4FjU+wpgxRD7fxR4dnROPTxGQzEYxim+5BTwDkxH3LllC0Enmjib2NWAW8OQ4bconjSD4kumU5ia1Pt0OYwwAejp7o7Z8yUeHWeiBeXdPv6yCw7b2gQ3EmESzYs2PP3Uq4TUQWrfeQXCsbJpxp5Ipnyc1YZzI2WinNc9J3NOEXkfUAr856mOP16MQDEYzjL+6fuP8Jm/rue86dNZlJJCZox9XF7hM/ctwZPUyuSMPMobjvWxng3WntjndF8czOEeHcicDCTFiA6zbQgd6yHYret4DUa8SZR/3RLi7e98l8YjO8A1XIf7sWGEUV71SqnSqNeDUYeKq9yUiKwGvgLcqJSKpyD0qGAEisFwFlK6YgXbDhzgyfZ2Hlm/nvd/9KPk5OSc2J7WrXh7o48aayHP7mqisK62z2QwWHvinu7YpSAjbX5D9J1UcmJoMU1AYwcUCjS4B5+C4k2i3GXDh7//BHfc9bmT1nTOBKPkQ9kEzBCRqSLiRfeDeiJ6BxFZAvwcLUxqR+8KhscIFIPhLKd0xQoe+MUvOFJfT0N3N//2ne8wcepUNuysRrUcY4q9k7wsUHFqBLGIrkAcEQNuiBkY0IJ2wnd2QmOzPSrxWZXAgZ7EzXIcLae8UioE3Ac8B+wBHlVK7RKRb4jIjc5u/4lO9/mT0+H2iUEON+oYp7zBcA7h8/n49Be+wKe/8AUAmqv3EKxu5udbH0fZ7cN8On7SgalArddLVT+toQvIs4SASzE/BTY0D36coXqjxOKUC1meRkYrB9PpWPtMv3Vfi1qOq3L76cBoKAbDOUxmwRw++eDv2Nbcxt6KCm5+97tZWlo66MQ8mG+lP0lAJgwQJpFt2IqGILzTPHQGSSxhMljW/pSpU+Me35nGlF4xGAznFEXFxfz+z3/mtU2baAoE+P7995OdnX3CPwKD+1ai8Xm9FKN9JREnfQq9gqMbHdlVMgFmp8CEEY6zf9Z+pE1A+eHDIzzSmcOUXjEYDOc0/3TffRxtaKC+q4s//PWvfPiee5g+YwZeX6xAZI1lWYQCAWrRpq1IzFUHvZNlEjpM6XgtHAxq4XIqRNoWJycnn+KRTh/nioZifCgGg2FYbrz5Zm68+WYAGhsbefCnP+W5p55i04YNffazbZsSnO6UAj6lhUm0XpOJzo8pmlpMSkcjb9Z20TYKY+zfmjjRGCd1LE8Jo6EYDIYRkZ2dzZe++lVeXr+edqX4zcMPk19YiM/vxwvkoMu7ZHm0yau43+cDwOq5kDKhlaPd0En8E9FQPpJ4w4zHgnNFQzECxWAwnBLvXruWg8eP09DZyaubNrHqgsXcle+nLQCWCD2A36+NX27g6jyorocJxUGmB7uYPYJzRXw4Pp+vb1dI4k+EHCuMQDEYDIYRsKC0lG++tYVvV3fyQkcHH7r3Xtrdbrq6dEmUXCCjEA4WQjBYQkWmLl0fccz3FxKD0dPTM6D0i9c7RNr9GDPC0ivjlnEhUETkESdBZ6uIlIvIVmf9FBHpitr2szEeqsFgcEhOTuar999PXTBIu1L87tFHuXbVKqqOg90IO14qoyAE5wENzmdGGvQbifCC+EOaxwKFNvXF8xrPjAunvFLqRC1/Efk+nOgdBHBQKbX4jA/KYDCMiFtuu41bbrsNgLq6Ov77a1/jqWeeYWFxmI2VlaQD3lAoZnb9YEQivABSUlJGd8CjzHjXPuJhXAiUCKIfQd4LXDHWYzEYDCdPXl4e33zgAb7pvP/3D32I1zdt4o09e7CUGnTy9Xq9hMNhwuGB3obELbzS65Q/2xkXJq8oLgFqlFIHotZNFZEtIvKqiFwyVgMzGAwnz//73//l2V27aLVtfvunPzFx4sSYJqxAIBBTmIgIs+bOPRNDPWmMD+UMIiIviMjOGK/obmR3AA9Hva8CJimllgCfAf4gIumDHP+eSH+Burq603chBoPhlLj5Pe9h77FjtNk2Ww8c4O5PfILs3NwTpfMB3QQsCqUUxysHVHFPGM6VsGGJp5RCIiAibnRR0WVKqYpB9nkF+JxSavNQxyotLVWbNw+5i8FgSDCUUhzYv5/brr+e2poa2tr6pkOuuvJKnnrhhVE/r4i8rZQqPZVj5Iioa+Lc92E45fONFQmjocTBamBvtDARkTwRcTnL04AZwKExGp/BYDiNiAgzZ81i24EDVLW28rNf/YrrbryRjKwsoG/b4UTjXKnlNZ6c8mvpa+4CuBT4hogE0ebHjyulGs/4yAwGwxnnfR/+MO/78IcBaGlpGRe1vM52xo1AUUp9KMa6x4DHzvxoDAZDIpGRkTHWQxiSSGLj2c64ESgGg8EwnjEaisFgMBhOGaOhGAwGg2FUiJReOdsxAsVgMBjOAEZDMRgMBsMpY6K8DAaDwTBqGIFiMBgMhlPGOOUNBoPBMGoYDcVgMBgMp0yk9MrZjhEoBoPBcJoxTnmDwWAwjBrGh2IwGAyGU8ZoKAaDwWAYFYxAMRgMBsOoYUxeBoPBYDhlTJSXwWAwGEYFY/IyGAwGw6hhBIrBYDAYThlTesVgMBgMo8a5oKFYYz2AaETkNhHZJSK2iJT22/ZlESkTkX0ick3U+jXOujIR+dKZH7XBYDAMTcQpH89rOIab80TEJyKPONs3iMiU0bqO4UgogQLsBG4FXoteKSJzgbXAPGAN8FMRcYmIC/gJcC0wF7jD2ddgMBgShohTPp7XUMQ5530UaFJKTQd+CHxnlC5jWBJKoCil9iil9sXYdBPwR6VUj1LqMFAGLHdeZUqpQ0qpAPBHZ1+DwWBIKOw4X8MQz5x3E/AbZ/nPwJUiIqd+BcMzXnwoxcD6qPcVzjqAY/3Wr4h1ABG5B7jHedsjIjtHe5CjRC5QP9aDiIEZ18hI1HFB4o4tUcc161QPYMNzHfr64iFJRDZHvX9QKfWgs1zM8HPeiX2UUiERaQFyOAP/2zMuUETkBaAgxqavKKX+drrO63whDzpj2KyUKh3mI2NCoo7NjGtkJOq4IHHHlsjjOtVjKKXWjMZYEp0zLlCUUqtP4mOVQEnU+4nOOoZYbzAYDGcbQ82F/fepEBE3kAE0nInBJZQPZQieANY60QtTgRnARmATMENEpoqIF+24f2IMx2kwGAynk3jmvCeADzrL7wFeUkqpMzG4hPKhiMgtwP1AHvC0iGxVSl2jlNolIo8Cu4EQcK9SKux85j7gOcAF/EoptSuOUz04/C5jRqKOzYxrZCTquCBxx2bGNQyOT2TAnCci3wA2K6WeAH4J/E5EyoBGtNA5I8gZElwGg8FgOMsZLyYvg8FgMCQ4RqAYDAaDYVQ4KwWKiPxKRGqjc01EJFtEnheRA87fLGe9iMiPnDIF20Vk6WkcV4mIvCwiu50SM/+cCGMTkSQR2Sgi25xxfd1ZP9Up3VDmlHLwOuvPaGkHpyrCFhF5KsHGVS4iO0RkayS0dKy/S+dcmSLyZxHZKyJ7RGTlWI9LRGY5/6fIq1VEPjXW43LO9Wnnvt8pIg87v4eEuMfGHUqps+4FXAosBXZGrfsu8CVn+UvAd5zl64BnAQEuADacxnEVAkud5TRgP7p8wpiOzTl+qrPsATY453sUWOus/xnwCWf5k8DPnOW1wCOn+fv8DPAH4CnnfaKMqxzI7bcuEe6z3wB3O8teIDMRxhU1PhdQDUwe63GhkwAPA/6oe+tDiXKPjbfXmA/gtF0YTKGvQNkHFDrLhcA+Z/nnwB2x9jsDY/wbcFUijQ1IBt5BZ9/WA25n/UrgOWf5OWCls+x29pPTNJ6JwIvAFcBTzgQz5uNyzlHOQIEypt8lOufgcP/rHutx9RvL1cAbiTAuerPKs5175ingmkS5x8bb66w0eQ1CvlKqylmuBvKd5VilDIo5zTiq8hK0NjDmY3PMSluBWuB54CDQrJQKxTh3n9IOQKS0w+ngv4Av0FvmKCdBxgW65t8/RORt0aV9YOy/y6lAHfBrx0z4CxFJSYBxRbMWeNhZHtNxKaUqge8BR4Eq9D3zNolzj40rziWBcgKlHy/GLF5aRFKBx4BPKaVao7eN1diUUmGl1GK0RrAcmH2mx9AfEbkeqFVKvT3WYxmEi5VSS9GVX+8VkUujN47Rd+lGm3sfUEotATrQpqSxHhcAji/iRuBP/beNxbgcn81NaEFcBKSgK5obToJzSaDUiEghgPO31lkfTymDUUNEPGhh8pBS6i+JNDYApVQz8DJazc8UXbqh/7lPjEtOb2mHi4AbRaQcXVX1CuC/E2BcwImnW5RStcBf0YJ4rL/LCqBCKbXBef9ntIAZ63FFuBZ4RylV47wf63GtBg4rpeqUUkHgL+j7LiHusfHGuSRQossRfBDtv4is/4ATVXIB0BKlgo8qIiLoLNY9SqkfJMrYRCRPRDKdZT/ar7MHLVjeM8i4TntpB6XUl5VSE5VSU9BmkpeUUneN9bgARCRFRNIiy2i/wE7G+LtUSlUDx0QkUiH3SnSFiTG//x3uoNfcFTn/WI7rKHCBiCQ7v8/I/2vM77FxyVg7cU7HC33DVqEboFWgG87koJ27B4AXgGxnX0E3rDkI7ABKT+O4Lkar9NuBrc7rurEeG7AQ2OKMayfwNWf9NHTNtDK0icLnrE9y3pc526edge90Fb1RXmM+LmcM25zXLnS1bMb6u3TOtRjY7HyfjwNZCTKuFPTTfEbUukQY19eBvc69/zvAlwj32Hh8mdIrBoPBYBgVziWTl8FgMBhOI0agGAwGg2FUMALFYDAYDKOCESgGg8FgGBWMQDEYDAbDqGAEisFgMBhGBSNQDAZARKaJyC9F5M9jPRaDYbxiBIph3CMiU0SkyyluGVl3pYj8Lt5jKKUOKaU+2u+4SkR+H/XeLSJ14vRlOYlx+p1eIAERyT2ZYxgMiYx7+F0MhnHBQaWLW0ZYhM7+74OILAC+3W/1R5Sux9WfDmC+iPiVUl3okjQnXU/KOcZipzaZwXDWYTQUQ8IjusvlVc7yN0Xk/jg+tggoEJHXROSoiKwGUErtUEpd3+8VS5hEeAZ4l7Pcpw6VoxntFZGHRHdG/LOIJDvbPuB0Gtw2Ek3JYBjPGIFiGA/8C/AVEbkL3UPmU3F8ZhFQp5S6FPhn4K6hdhaRHBH5GbBERL4ctemPwFoRSULXPNvQ76OzgJ8qpeYArcAnRWQe8FXgCqXUIuf8BsNZjzF5GRIepdRrTiXYzwCrlFLhofZ3WgTkAN93VnmA5mHO0QB8PMb67U4ztDvQ2kp/jiml3nCWfw/8X6AH+JNSqt45RuNQ5zYYzhaMhmJIeBy/RyEQUEq1xfGROcA2pVSky+NCdCXZk+UJdFe/h2Ns619d1VRbNZyzGIFiSGicpksPobvqtYtIPN30FqHLykdYiC7lfrL8Cvi6UmpHjG2TRGSls3wnsA54CbhNRHIARCT7FM5tMIwbjEAxJCyOg/svwGeVUnuAf0P7U4ZjEX0FyHxOQUNRSlUopX40yOZ96Pa/e9B9Rx5QSu0CvgW8KiLbgB8M8lmD4azC9EMxjHscH8dTSqn54+G8TthwacTHYjCcLRgNxXA2EAYyohMbE5FIYiM6SMAeZneDYdxhNBSDwWAwjApGQzEYDAbDqGAEisFgMBhGBSNQDAaDwTAqGIFiMBgMhlHBCBSDwWAwjApGoBgMBoNhVDACxWAwGAyjghEoBoPBYBgVjEAxGAwGw6jw/wG0XFK3yC8MbwAAAABJRU5ErkJggg==\n",
-      "text/plain": [
-       "<Figure size 432x288 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "for idx in np.arange(1, 4, 1):\n",
     "    ddp_zmin  = gold.meta['DDP{}_ZMIN'.format(idx)]\n",
@@ -1619,8 +1489,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 90,
-   "id": "06e97336",
+   "execution_count": null,
+   "id": "23c5e0b2",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1637,7 +1507,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "189f9cf1",
+   "id": "22de11d4",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1647,7 +1517,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "1b2ad6e1",
+   "id": "0f09a3b9",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1656,23 +1526,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 91,
-   "id": "533100bd",
+   "execution_count": null,
+   "id": "e0fce89b",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "for idx in np.arange(1, 2, 1):\n",
     "    ddp_zmin  = gold.meta['DDP{}_ZMIN'.format(idx)]\n",
@@ -1709,33 +1566,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 92,
-   "id": "92574147",
+   "execution_count": null,
+   "id": "8ef8abda",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Text(0, 0.5, 'DDP2 $\\\\delta_8$')"
-      ]
-     },
-     "execution_count": 92,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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xZPQ0ByIC8VDPbUJkv9Rdck6m5oxLDiKSu19uy43eozUITwRbRu4RB+I5+lxU4tnoCUvOqZeuXU3YvffQE/boOUcc9pAOeNW+NlkMPFrug/DeqccMaYyZfRTAR4fsU8yPXMok58hqo+dum9J+pRRPtO9Su7SvmoCVUlORa5CeV2pDTdhq51qyLZfqSoUi6jC9tF/L/t5+pWssYjTdB0HySYt1949plNhuIqkOz/mVtqVtSuu6x1wlpZATi3TknrOhZJtXmygJZcRZ17bVopuo025xyjkn3tex11KPLQIigYn/JvW1JA8BfALAJzj8NFexRdTSHi3551Jaou+XNyostX1Lo94WJ91dX0tveRFDus0TFs/ZpfuWaiXd8yqlzHJpwhQv0lhFrKOUzs9r28I67F83kfsgfgnADwB4ppk9wcyegAGnuYrtoZZe8HL9OWfX3Sd1mt4IvcRQwuL169kfEUHP9kg00v3zRsPda++9D+n1jAp2et7pMVKba9FGLQpal1gMxbZGG3OY5iq2iNKI0RtZA+XZKJ4TKn0RS2mFmo2RPnNOLHXYaXsv8kgjjtp51aID73UqCNFr6Qmz16Zkb65NGtHUUlu1Y01FRAg3ncmnuYrtIh1Fe87ZS81EHFV3XY6I02rdXuszV0fx9s0JRq5dzol66azSObSkjnI2eMfP9ee97r73EZtzfY5Fn4HDtgrDEk1zFYNQKjZG0im5kVjtS9jypY6kfTxKYtaSovFSQd3+S6PqWjonjUpytqd9RSM571zSfiMM4VDHiia23dn3ofVx312Igae5is2k65zS/7U0hddXbjntu8ZQhc+hUlTetSg59VR8PDu8/XMpp1x6KRWmkph7wlbaty+lvuTI18ecHvctZkrrF98roHZf93XcniP1jpNrPxbpsXMpp1K7VFA9J+1dv9w18a55rp9Suif33rfUMzw7a6xbBIYUt22i6XHfYjep5eZzTqWWVsqlpGp4znHKYmFUmEo25kbpaZt01F4rcOeiuVx9Ib2m3vba+Xl4aa3adVuXwAOKSnJIIASA+hRLr106kk2Xa/n50jH7ss6oIbLO214a/XvrS/t617nrjFMhSfsqiXYqLGl/EcH3yInTkBFJ5PMn6kggBID4yL2WCmmJAMawcV3UxC0d2afpJO9/2leuEJyLJDwbvD67dpTSVd02uWP3HfWv6rgjYhyJYkUZCYQAkB/Vpttr62sj0hxjCsuY5M6vO4L1ahKeY05TcyWH7YlEqT6Ra99djrwH0Shp1X48Sp/R6GdjToOMTUACIb5BLYecvvYcXN/++zj/Kb/sJSeetvNqMrnicCml093ejeTS+kJqVy4a8QStRCn11bpflNK1yPU/x4HEpiKBEN+gVOzsUiq29nXa60xVDUFuFFtK+aTXLVfb8Y6Tc4JpGitXf+jiCUMtcsnZVbPfO34Ur0juHTP93CpKGA4JxA5QG116bUvkHM6QOekpnX8fB5NL83jkRsV9U3C599OLMLx+a+LsDQgigr6OOkMURRX9kEBsKWPlZD1n5AnPJo/i+jiT7mjXuw652kz32nk1gbTmkCt8p/1GhackzF17Iikob79WxnDktUhE5JFA7AB9Rp992uVm3UTs2AZKxdNSITgdmac1hm5fniC0jvhLAlYTtNx55tq2UCqy9+0vao8iDB8JxJYQneHRN1dcGpGm6ZVcX7v8JawVnku1g1r0kCt4147fJScUXpsIfScd1D5Drf2N0XaXkEBsCdEib855tOTNI2mJXRWDriPPvQepY09nJHXbdbeXjpn2vXydpoki9tdG3tHCcR/kqOeFBGJLiBZ5c6mf3P7een2Jy6SOPnXgaRqpS85B9xm9e7N7WiYh1KJRb90qn41dHVTMGQnETImO5qP7LImkflpTRbskGLVzzUVaaWqoVmiOpAy9yCESuZRe5+woEX3/x6pdiPGQQMyUPlMeo85huRwpoEZSBhr59Z+GutzXSxF6M6NyEVwkRejVOWq2e7ZG2pXW6fOyOUggNpiWL5rngEqphFWOtc3kHGVpFN519jknnTvGUshXzfvnBKQWjZYindxxhmgj5oEEYua0FoCjM5a8CCLXzy4SHSmXRuLe7K7udfcK0sv9ctNOPVHvY2tp31J9JO0zQhoNic1BArEhRNIHKd4X2ktr7PrMI49SROC1izj1tI+IuHjLtUjAe69bqTn01j4lDpuJBGLmdJ1JOqqLOJrcKDA6bVKUnXNuGmophdc6ASGSHmz5DHjTadN2fWoNYvuQQGwYpTnvuXXd/Xa96Lyq+OWmjZYmCKxaBI7OZGqhFHG21ju2+fOy60ggNoiaU4hMjewu7+IXu885pzOAgJOnotb6jU5Nrr2HLQ465/D7TEttrWOI7UACMVNa0xDAyQ4hMmNG5EmdcCn9k6aZ0mK0N201LUx7x+y+9qKUtFaQK4J7fabn4B1v1UhFbDYSiJnSMgU1JTLzSV/4k4lOXfX2i9QC0n2601i7x8w58eW2NHWYqx20jva9fcf8nOxiBLtpTC4QJJ9K8s9J3k7yNpJXT23TlOQcero+Mp21TxSyq+TuVVhu6/4H/Kmg0Smjuf1yUUK3XVqg7vafG+1HPiu1bWOgQcr8OTa1AQAeBvA6M7uZ5OMA3ETyQ2Z2+9SGTUHJOeRSBrltwse7Xl46qNs2deLevukx0v+5Y+TW1YrFOeEp1RyGnLoqtp/JIwgzu8/Mbl68/jKAOwCcNa1V09MyI6aUcxYnkzrRUjrFa5s6+twxlv9LNSPPyafrvXRjSwF6lSK62G0mF4guJM8BcDGAG51tV5E8IHlweHi4dtvWTe1Lvcujvci5t46Uc466S66Ok7b12nkF6WXbUlqpj2OPFqK97UJ0mY1AkHwsgPcA+EUzezDdbmbHzWzfzPb39vbWb+AI1OoJaa45t8+ufbkjo92oY82lm2oj/1xx2UtHld677r7ptohw1NJQpSgn16cQS2YhECRPxZE4XG9m753annWxa459aFqvn1d8LqVtvPRN1zF7273UUGQ2U65WkbZNX9ecess10udRpExepObRJ/w6AHeY2Zumtmed1EZ30RHdro78StNBI+1LOf4ctbRTrqBdc77daCN3DG99KV0mhy9WZQ4RxCUAXgbg+SQ/vvj74amN6sOq+eJSjlu0U7p+6Yi9VIwG6mmg0jHSPiKzznKF9Oh2pZXEEEweQZjZ/wawFZ/S2peyVMgsiYe+xHG80Xau3uClg7rUUlDpcdNIpJaiKp3DGIMCb1qtBh+ixBwiiJ3BK37mZsKIGLmRc63IvGyTE+1SHaE2USA3q8k7nhc1rjpLq7SPolLRggRiZEpOJN2uSKGd0mg95wxz4pG+J95MJa+/7jZv2StA52wsHU+fD7FuJBADUnL2pRFtqR+RJ1rgL4mBt34Vx12KOJbrS+nEUl3BQ58VMSYSiAGJFCpzeWp90dvJiUCtKF3qI5cO8o5dmvJauufB6ycSlUQ+X0IMiQRiAFJnkBYsc0XS7j7Cp8XZR9vk6gWlFOCyXbe423r8XJRQimaEmBIJxACUZqt0t0sM2qlNP+0ScbTpRIFa6q82fbTl3omuyETQLDYxNZNPc90F9AVvp+tIu/cORIrLte3R3H43Yojita/NiModRxGEmBpFEBn6OnWJQTvRWUFeJNEVjjRd5DnitM80osg55Zo4pcuR+kF3fUnkVKwWUyGByNA6avQKpvrSxqg5xUgEkKvvpFNMc9NhI1FIqU1JEFpSjLnZTy37CTEUOyMQqzrriFNYoi/r6niF/Witx9vupakijnvI9zISKY11bCH6sDMC0ffLFh219h357SJp+qeUfsldy8gkgFLEkEsrpRFHzq7IuggSATFndkYg+lKbC68ZSjFq19Frk7vPwEvheTejeQJeE/TS+xgRq1b0uRFzRrOYAuScjYjjOeF0lB65X6Q2Q2hJZMpr6f6Hvn22os+SmDOKIAJ4M01UiI5RSseUnH5phJ9LD3nvSSRyqa3r00aIbUARRAGlkPpTum8hVytII7VlPzW8Ka7ptpyNkXV92gixDSiCcGiZ5SJ8otesdo1bpoa2RhC54+n9FuIICURC18lEb3YScXI1hNxyy01ipZvOUvGI3O9QaifELiCBSMjdrQvIWQxB9G7kUmqoJiJ97qHIoUGB2GUkEB1yo1kJQ3+8ukCt7fJ1rn5R66smDN5rIcTJSCAWpGKQphpEP3IRQylqWKb3vFSPFy1Eaw99Zy0JsatoFtOC3Jx8sTqt9y54s5Ci9zWkM6JKduTWCSGOUAQBicHYlGoGtWvfeh9DS0orcnwhdpmdEohSikGOYnVyI/RS0bllllL6esgpskKIk9kpgahNsRSrkTrvrgNvFYIuuaJz7dEncv5CrMZOCUSXqNMScSL3ENSmsHbpRnferCZNPxZiXLZeIDRzZVhaRLVULI7eD5H+H+JuaSFEjK0SiNwzftJtGnmuxjJSqN1TkIsUVpkt1lqEFkL0Z6sEojatUQXp1cjl/72IoPaQvL6OXu+dEOtjqwSiRM6RCZ/cPQneTWzevkNc60gaSggxHrMQCJKXkfwkyc+QvGaE/h/xX9TJ3Vnedf5eEbm7PhdZdP+XkBgIMS2TCwTJUwD8AYAXArgQwJUkLxyobwDxB7PtOrX7FFLn323TveM5+iykFL1HQsyLyQUCwDMBfMbM7jSzhwC8G8AVQ3UupxOn9Byq9JEXuQkA3RRUKVpQdCDE/JmDQJwF4O7O8j2LdYOg6MGnFC1Efl8hjSC8trk6RotNQojpmINAhCB5FckDkgeHh4eR9o/4L+p4UUJ3fbouR/ThekKIeTMHgbgXwFM7y2cv1j0CMztuZvtmtr+3t+d2JDGIU7tWtcd0lx5bovdBiO1gDgLxtwDOI3kuyUcDeAmA96/SoRyUT21kX9rWnaEUfQKr3gchNpvJfw/CzB4m+SoAHwRwCoC3mtltE5u1dXiPveg6cu85R9401tJNcbn+hRCbyeQCAQBm9gEAH5jajm2k9Nyj3DTgmgh0l5ftu/9b0EMThZgvc0gxiYFofaR26R6F2gP2hnLqEgch5osEYsPxZh3VHoORW849Tts7nuoLQmw/EogtojYazz1ZNScsaQpKd0ELsVtIIDaE3Mi/NL00MhU1d3d0ul+u/iBhEGJ7kUDMiJwIlJ5tVNq/dqw0ekjXAeVfhcsdOzIVVggxfyQQM6R0J/OSkgOOOPjl/5yzT2cp5aa45h7DoeKzEJuPBGJG5AShNmJPyaWMcmkhL0LxRML7H7FHCLGZSCBmRJqmKdUDuvvkoomWqCPXVqkiIXYXCcRMSEfx0ZF7bl3tWMAjfyFuSe2R3ykSECG2FwnEGolMQ+3jlGu/t1BKC6V1iOjNc5GiuRBis5FArIlcnj8VhZanrKb91Ij8gE80ImhJXwkhNhMJxEBEUz/e1NXo4y/S5dJspejjt4eqNSiSEGL7kEA0khutR5x8rggdda6lesSq23LLQojdZRZPc50rudx85AmkNec/N0c8N3uEENOzVQLROiJv6bO2Tgghtg2lmIQQQrhIIIQQQrhIIIQQQrhwE/PpJA8B/P3Udix4IoAHpjZijeh8txud7/Zyvpk9rmWHjSxSm9ne1DYsIXlgZvtT27EudL7bjc53eyF50LqPUkxCCCFcJBBCCCFcJBCrc3xqA9aMzne70fluL83nupFFaiGEEOOjCEIIIYSLBEIIIYSLBGIFSF5G8pMkP0PymqntGROSTyX55yRvJ3kbyauntmlsSJ5C8mMk/2RqW8aG5LeRPEHyEyTvIPnsqW0aE5KvXXyObyX5LpKPmdqmISH5VpL3k7y1s+4JJD9E8tOL/2fW+pFA9ITkKQD+AMALAVwI4EqSF05r1ag8DOB1ZnYhgGcB+E9bfr4AcDWAO6Y2Yk28GcANZnYBgO/FFp83ybMAvAbAvpldBOAUAC+Z1qrBeTuAy5J11wD4sJmdB+DDi+UiEoj+PBPAZ8zsTjN7CMC7AVwxsU2jYWb3mdnNi9dfxpEDOWtaq8aD5NkAXgTgLVPbMjYkHw/guQCuAwAze8jM/nFSo8bnGIDTSB4DcDqAz09sz6CY2V8A+H/J6isAvGPx+h0A/n2tHwlEf84CcHdn+R5sscPsQvIcABcDuHFiU8bk9wC8HsDXJ7ZjHZwL4BDA2xYptbeQPGNqo8bCzO4F8NsAPgfgPgBfMrM/m9aqtfBkM7tv8foLAJ5c20ECIZog+VgA7wHwi2b24NT2jAHJywHcb2Y3TW3LmjgG4PsA/KGZXQzgnxBIP2wqi9z7FTgSxu8EcAbJl05r1Xqxo/sbqvc4SCD6cy+Ap3aWz16s21pInoojcbjezN47tT0jcgmAHyH5WRylDp9P8p3TmjQq9wC4x8yWEeEJHAnGtvICAHeZ2aGZfRXAewE8Z2Kb1sEXST4FABb/76/tIIHoz98COI/kuSQfjaMi1/sntmk0ePTbq9cBuMPM3jS1PWNiZr9qZmeb2Tk4el8/YmZbO8I0sy8AuJvk+YtVlwK4fUKTxuZzAJ5F8vTF5/pSbHFRvsP7Abx88frlAN5X22Ejn+Y6B8zsYZKvAvBBHM2CeKuZ3TaxWWNyCYCXAbiF5McX6/6zmX1gOpPEgLwawPWLwc6dAH56YntGw8xuJHkCwM04mp33MWzZIzdIvgvA8wA8keQ9AK4F8EYA/4PkK3H0cwk/Xu1Hj9oQQgjhoRSTEEIIFwmEEEIIFwmEEEIIFwmEEEIIFwmEEEIIFwmEEEIIFwmE2GlIfo3kxxePfv47kq8j+ajatmT7rST/mOTpi/UnPWrZOe7jSf5PkjeRvIXkz45/tkK0IYEQu84/m9nTzex7APwQjh7ffm1gW3f7RQAeAvALi/Vvx8mPWk75UQBfNrNnmNnTAFw/zOkIMRwSCCEWmNn9AK4C8KrFIxhC2xb8JYDvXrT1HrWccjOAHyR5QPLXAfzLqvYLMTQSCCE6mNmdOHp0ypOi2xa/KfBCALdEjrH4/YXfBPBvcPTjS/8OW/xbImJz0bOYhOjPaZ3nUv0lFj+4E+DnAXzQzL4EACT/GsB3LF5/F4D/gqMI5FNm9sZBLRaiAQmEEB1I/msAX4PzKGRn2z+b2dN7HOZifPOXvZbL/2vx+mkATpjZO0n+UY++hRgMpZiEWEByD8B/A/D7ljzFsrStB/+AI1EAyRcB+FYAf7XY9n8BvJLkRwDcsOJxhFgJPc1V7DQkv4aj2sGpOHr0838H8CYz+3pp22Lfr5jZY50+v/GoZQBfBHCtmV3X2X4ugD8C8C0A7gLwH83s84ttvwzgb8zsL0ieMLMXj3PmQtSRQAgxI0heBOANAB4A8BUz++VpLRK7jARCCCGEi2oQQgghXCQQQgghXCQQQgghXCQQQgghXCQQQgghXCQQQgghXCQQQgghXCQQQgghXCQQQgghXP4/GzUaBZSlcMoAAAAASUVORK5CYII=\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Larger minimum redshift & Smaller maximum redshift. \n",
     "isin = (rand['Z'] > gold.meta['DDP1_ZMIN']) & (rand['Z'] < gold.meta['DDP2_ZMAX'])\n",
@@ -1751,8 +1585,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 93,
-   "id": "578d79c7",
+   "execution_count": null,
+   "id": "6c9a949e",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1763,33 +1597,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 94,
-   "id": "add0ff9d",
+   "execution_count": null,
+   "id": "750df484",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.legend.Legend at 0x2ab866305820>"
-      ]
-     },
-     "execution_count": 94,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "plt.plot(rand_ddp1fill, np.cumsum(rand_ddp1fill) / len(rand_ddp1fill), lw=1, color='blue',  label=r'${:.3f} \\leq z \\leq {:.3f}$'.format(rand.meta['DDP1_ZMIN'], rand.meta['DDP1_ZMAX']))\n",
     "plt.plot(rand_ddp2fill, np.cumsum(rand_ddp2fill) / len(rand_ddp2fill), lw=1, color='green', label=r'${:.3f} \\leq z \\leq {:.3f}$'.format(rand.meta['DDP2_ZMIN'], rand.meta['DDP2_ZMAX']))\n",
@@ -1806,7 +1617,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "92f14495",
+   "id": "b6fe1937",
    "metadata": {},
    "source": [
     "# Done."
@@ -1815,7 +1626,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "48977d7e",
+   "id": "5a6d9502",
    "metadata": {},
    "outputs": [],
    "source": []
diff --git a/docs/nb/zmax_catQA.ipynb b/docs/nb/zmax_catQA.ipynb
index 2f5b50c3..6b1146d8 100644
--- a/docs/nb/zmax_catQA.ipynb
+++ b/docs/nb/zmax_catQA.ipynb
@@ -3,7 +3,7 @@
   {
    "cell_type": "code",
    "execution_count": 8,
-   "id": "17b2f1e5",
+   "id": "9c77ba0d",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -19,7 +19,7 @@
   {
    "cell_type": "code",
    "execution_count": 9,
-   "id": "d6506c0f",
+   "id": "b20f3b4f",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -31,7 +31,7 @@
   {
    "cell_type": "code",
    "execution_count": 10,
-   "id": "2fe2691b",
+   "id": "0bfd1893",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -48,19 +48,19 @@
   {
    "cell_type": "code",
    "execution_count": 11,
-   "id": "444b588f",
+   "id": "18faa267",
    "metadata": {},
    "outputs": [],
    "source": [
     "survey  = 'gama'\n",
-    "version = 'v1' #'GAMA4'\n",
+    "version = 'latest'\n",
     "dryrun = False"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 12,
-   "id": "a4c2f7f5",
+   "id": "b6e60c62",
    "metadata": {},
    "outputs": [
     {
@@ -183,7 +183,7 @@
   {
    "cell_type": "code",
    "execution_count": 13,
-   "id": "94187583",
+   "id": "75bd4a01",
    "metadata": {},
    "outputs": [
     {
@@ -306,7 +306,7 @@
   {
    "cell_type": "code",
    "execution_count": 14,
-   "id": "3ab07c00",
+   "id": "a1f0ec32",
    "metadata": {},
    "outputs": [
     {
@@ -340,7 +340,7 @@
   {
    "cell_type": "code",
    "execution_count": 15,
-   "id": "cb1b7e98",
+   "id": "da865626",
    "metadata": {},
    "outputs": [
     {
@@ -361,7 +361,7 @@
   {
    "cell_type": "code",
    "execution_count": 16,
-   "id": "24d66910",
+   "id": "f0a7f470",
    "metadata": {},
    "outputs": [
     {
@@ -409,7 +409,7 @@
   {
    "cell_type": "code",
    "execution_count": 17,
-   "id": "038f0128",
+   "id": "76d77368",
    "metadata": {},
    "outputs": [
     {
@@ -452,7 +452,7 @@
   {
    "cell_type": "code",
    "execution_count": 18,
-   "id": "59d6dc85",
+   "id": "9514855a",
    "metadata": {},
    "outputs": [
     {
@@ -490,7 +490,7 @@
   {
    "cell_type": "code",
    "execution_count": 23,
-   "id": "862ae543",
+   "id": "d3cdd7f4",
    "metadata": {},
    "outputs": [
     {
@@ -613,7 +613,7 @@
   {
    "cell_type": "code",
    "execution_count": 24,
-   "id": "f4506ff6",
+   "id": "086b673d",
    "metadata": {},
    "outputs": [
     {
@@ -670,7 +670,7 @@
   {
    "cell_type": "code",
    "execution_count": 25,
-   "id": "0895403c",
+   "id": "e2045f20",
    "metadata": {},
    "outputs": [
     {
@@ -705,7 +705,7 @@
   {
    "cell_type": "code",
    "execution_count": 26,
-   "id": "09639c90",
+   "id": "bad9f04f",
    "metadata": {},
    "outputs": [
     {
@@ -736,7 +736,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "645f796d",
+   "id": "3b309a72",
    "metadata": {},
    "outputs": [],
    "source": []
@@ -744,7 +744,7 @@
   {
    "cell_type": "code",
    "execution_count": 27,
-   "id": "e66c47f3",
+   "id": "695430b4",
    "metadata": {},
    "outputs": [
     {
@@ -850,7 +850,7 @@
   {
    "cell_type": "code",
    "execution_count": 28,
-   "id": "5b84a21b",
+   "id": "a4f49333",
    "metadata": {},
    "outputs": [
     {
@@ -973,7 +973,7 @@
   {
    "cell_type": "code",
    "execution_count": 29,
-   "id": "f2efb76a",
+   "id": "629e016a",
    "metadata": {},
    "outputs": [
     {
@@ -1007,7 +1007,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1f837c75",
+   "id": "39a1fbe0",
    "metadata": {},
    "source": [
     "# Done."
@@ -1016,7 +1016,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "286f70c0",
+   "id": "44ff501d",
    "metadata": {},
    "outputs": [],
    "source": []

From 39d33a0e7ee9aa9ef0ca7cc193f1a2fe8188e0b1 Mon Sep 17 00:00:00 2001
From: michaelJwilson <michael.j.wilson@durham.ac.uk>
Date: Fri, 25 Feb 2022 14:33:24 +0000
Subject: [PATCH 20/24] findfile in tidyup

---
 findfile.py |  3 +++
 tidyup.py   | 17 ++++-------------
 2 files changed, 7 insertions(+), 13 deletions(-)

diff --git a/findfile.py b/findfile.py
index 0fb1b742..e5877d33 100644
--- a/findfile.py
+++ b/findfile.py
@@ -113,6 +113,9 @@ def findfile(ftype, dryrun=False, prefix=None, field=None, utier='{utier}', surv
         
     if isinstance(field, list):
         return  [findfile(ftype, dryrun=dryrun, prefix=prefix, field=ff, utier=utier) for ff in field]
+
+    if ftype == 'summary_log':
+        return gold_dir + 'summary.log'
         
     if field == None:
         file_types = {'gold':       {'dir': gold_dir, 'id': f'{survey}',      'ftype': 'gold'},\
diff --git a/tidyup.py b/tidyup.py
index 79d611f8..510fe29d 100644
--- a/tidyup.py
+++ b/tidyup.py
@@ -1,27 +1,18 @@
 import os
 import sys
 
-from   findfile import file_check
-
-# HACK: commented out DRYRUN as not needed?
-#DRYRUN  = os.environ['DRYRUN']
-GOLDDIR = os.environ['GOLD_DIR']
-RANDDIR = os.environ['RANDOMS_DIR']
+from   findfile import file_check, findfile
 
 def tidyup():
     # File check summary. 
-    sys.stdout = open(GOLDDIR + 'summary.log', 'w')
+    fpath = findfile('summary_log')
+
+    sys.stdout = open(fpath, 'w')
 
     file_check()
 
     sys.stdout.close()
 
-    # Gather Randoms and write to disk. 
-    #
-    # fpaths   = findfile('ddp_n8_d0', dryrun=False, prefix='', field=fields, utier=6)
-    # all_cats = gather_cat(fpaths)
-    # all_cats.pprint()
-
     
 if __name__ == '__main__':
     tidyup()

From 97b0f572900e46c49bfe1a73a429eca3110566b5 Mon Sep 17 00:00:00 2001
From: michaelJwilson <michael.j.wilson@durham.ac.uk>
Date: Fri, 25 Feb 2022 14:36:09 +0000
Subject: [PATCH 21/24] print done.

---
 findfile.py | 9 +--------
 1 file changed, 1 insertion(+), 8 deletions(-)

diff --git a/findfile.py b/findfile.py
index e5877d33..15643901 100644
--- a/findfile.py
+++ b/findfile.py
@@ -226,12 +226,5 @@ def file_check(dryrun=None):
 
 if __name__ == '__main__':
     failure = file_check()
-    '''
-    x = [findfile(xx, dryrun=False, field=None, survey='desi') for xx in supported]
     
-    for _ in x:
-        print(_)
-    '''
-    # /cosma5/data/durham/dc-wils7/GAMA4/desi_gold.fits
-
-    # print('\n\nSuccess: {}\n\n'.format(~failure))
+    print('\n\nSuccess: {}\n\n'.format(~failure))

From 0270c6c4b36fa782196fa2e25618a09d57c584b5 Mon Sep 17 00:00:00 2001
From: michaelJwilson <michael.j.wilson@durham.ac.uk>
Date: Fri, 25 Feb 2022 14:44:46 +0000
Subject: [PATCH 22/24] stdout problem fix.

---
 test_allnb.py | 36 ++++++++++++++++--------------------
 tidyup.py     |  6 +++++-
 2 files changed, 21 insertions(+), 21 deletions(-)

diff --git a/test_allnb.py b/test_allnb.py
index a6af0cf0..2c438f5c 100644
--- a/test_allnb.py
+++ b/test_allnb.py
@@ -1,41 +1,34 @@
 import argparse
 import papermill as pm
 
-from   tidyup   import   tidyup
+from   tidyup   import tidyup
 from   findfile import fetch_fields
 
-parser  = argparse.ArgumentParser(description='Select field.')
-parser.add_argument('-s', '--survey', help='Survey, e.g. GAMA, DESI, etc.', type=str, default='gama')
-
-args    = parser.parse_args()
-survey  = args.survey.lower()
-
-fields = fetch_fields(survey)
-
 # https://docs.pytest.org/en/6.2.x/
-def test_allnbs(survey=survey):
+def test_allnbs(survey='gama'):
     print('Running all tests.')
-    
-    survey = survey.lower()
-    
-    # TODO: Check this
-    if survey != 'gama' and survey != 'desi':
-        raise NotImplementedError(f'No implementation for survey: {survey}')
+        
+    if (survey != 'gama') and (survey != 'desi'):
+        raise  NotImplementedError(f'No implementation for survey: {survey}')
     
     tidyup()
     
     run_randomqa(survey)
 
-    run_goldqa(survey)
-
-    run_delta8qa(survey)
+    # run_goldqa(survey)
+    
+    # run_delta8qa(survey)
     
     print('Done.')
     
 def run_randomqa(survey):
+    fields = fetch_fields(survey)
+
+    print(fields)
+
     for field in fields:
         print('Running random QA for field {}'.format(field))
-        
+
         pm.execute_notebook('docs/nb/randoms_n8_qa.ipynb',\
                             'test/pm_randoms_n8_{}_qa.ipynb'.format(field),\
                             parameters=dict(field=field,survey=survey),\
@@ -93,3 +86,6 @@ def run_delta8qa(survey):
                             parameters=dict(field=field, survey=survey),\
                             kernel='lumfn',\
                             )
+
+if __name__ == '__main__':
+    test_allnbs()
diff --git a/tidyup.py b/tidyup.py
index 510fe29d..cd4ba7d7 100644
--- a/tidyup.py
+++ b/tidyup.py
@@ -5,13 +5,17 @@
 
 def tidyup():
     # File check summary. 
-    fpath = findfile('summary_log')
+    fpath      = findfile('summary_log')
+
+    keep       = sys.stdout
 
     sys.stdout = open(fpath, 'w')
 
     file_check()
 
     sys.stdout.close()
+    
+    sys.stdout = keep
 
     
 if __name__ == '__main__':

From bb855f22184743fab1dabc080ab8b85956ecb71e Mon Sep 17 00:00:00 2001
From: sgmAstro <sgmoore@alumni.princeton.edu>
Date: Fri, 25 Feb 2022 16:22:51 +0000
Subject: [PATCH 23/24] Fix test functions (add fetch_fields)

---
 test_allnb.py | 22 ++++++++++++----------
 1 file changed, 12 insertions(+), 10 deletions(-)

diff --git a/test_allnb.py b/test_allnb.py
index 2c438f5c..b9989d32 100644
--- a/test_allnb.py
+++ b/test_allnb.py
@@ -15,9 +15,9 @@ def test_allnbs(survey='gama'):
     
     run_randomqa(survey)
 
-    # run_goldqa(survey)
+    run_goldqa(survey)
     
-    # run_delta8qa(survey)
+    run_delta8qa(survey)
     
     print('Done.')
     
@@ -48,9 +48,9 @@ def run_goldqa(survey):
                                 kernel='lumfn',\
             )
 
-        except Error as E:
+        except:
             print('Failed on {} test with error: '.format(test))
-            print(E)
+            #print(E)
 
     '''
     pm.execute_notebook('docs/nb/kE_catQA.ipynb',\
@@ -78,14 +78,16 @@ def run_goldqa(survey):
     # desi qa. 
     
 def run_delta8qa(survey):
+    fields = fetch_fields(survey)
+    
     for field in fields:
         print('Running delta8 QA for field {}'.format(field))
-
-        pm.execute_notebook('docs/nb/delta8_qa.ipynb',\
-                            'test/pm_delta8_qa_{}.ipynb'.format(field),\
-                            parameters=dict(field=field, survey=survey),\
-                            kernel='lumfn',\
-                            )
+        
+        pm.execute_notebook('docs/nb/d8LF_qa.ipynb',\
+                    'test/pm_delta8_qa_{}.ipynb'.format(field),\
+                    parameters=dict(field=field, survey=survey),\
+                    kernel='lumfn',\
+                    )
 
 if __name__ == '__main__':
     test_allnbs()

From 3e580d4988e4d1248a29228be81e416b31dc63b5 Mon Sep 17 00:00:00 2001
From: sgmAstro <sgmoore@alumni.princeton.edu>
Date: Fri, 25 Feb 2022 16:24:00 +0000
Subject: [PATCH 24/24] Nb fixes (IS_BOUNDARY fix)

---
 docs/nb/d8LF_qa.ipynb       |   57 +-
 docs/nb/randoms_n8_qa.ipynb | 1153 ++++++++++++++---------------------
 findfile.py                 |    4 +
 3 files changed, 505 insertions(+), 709 deletions(-)

diff --git a/docs/nb/d8LF_qa.ipynb b/docs/nb/d8LF_qa.ipynb
index 9cc4be90..1b32c4b5 100644
--- a/docs/nb/d8LF_qa.ipynb
+++ b/docs/nb/d8LF_qa.ipynb
@@ -3,7 +3,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "b6ec34f4",
+   "id": "bc4c3f36",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "id": "f948345d",
+   "id": "cb94756a",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -31,7 +31,7 @@
   {
    "cell_type": "code",
    "execution_count": 11,
-   "id": "40690aa6",
+   "id": "5c2df621",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -46,7 +46,7 @@
   {
    "cell_type": "code",
    "execution_count": 13,
-   "id": "6a56da0a",
+   "id": "48630b76",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -57,8 +57,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
-   "id": "91e2629e",
+   "execution_count": 36,
+   "id": "ab57cb1d",
    "metadata": {},
    "outputs": [
     {
@@ -67,13 +67,14 @@
        "'/cosma/home/durham/dc-moor2/data/v1/gama_gold_ddp_n8.fits'"
       ]
      },
-     "execution_count": 15,
+     "execution_count": 36,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "#root = '{}/data/GAMA4/'.format(os.environ['HOME'])\n",
+    "# TODO: clean up root below in LF cells\n",
+    "root = '{}/data/GAMA4/'.format(os.environ['HOME'])\n",
     "#fpath = root + 'gama_gold_ddp_n8.fits'\n",
     "fpath =  findfile(ftype='ddp_n8', version=version, dryrun=dryrun, survey=survey)\n",
     "fpath"
@@ -82,7 +83,7 @@
   {
    "cell_type": "code",
    "execution_count": 16,
-   "id": "5520cf6d",
+   "id": "24cb5b7d",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -92,7 +93,7 @@
   {
    "cell_type": "code",
    "execution_count": 18,
-   "id": "d798ae94",
+   "id": "c1aae769",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -107,7 +108,7 @@
   {
    "cell_type": "code",
    "execution_count": 19,
-   "id": "8e80ec51",
+   "id": "51e88c5e",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -117,7 +118,7 @@
   {
    "cell_type": "code",
    "execution_count": 20,
-   "id": "ffcc080f",
+   "id": "dbe0f1d3",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -127,7 +128,7 @@
   {
    "cell_type": "code",
    "execution_count": 24,
-   "id": "cc2396bc",
+   "id": "6828cdf8",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -139,7 +140,7 @@
   {
    "cell_type": "code",
    "execution_count": 56,
-   "id": "18bc0c80",
+   "id": "3a3be587",
    "metadata": {},
    "outputs": [
     {
@@ -203,7 +204,7 @@
   {
    "cell_type": "code",
    "execution_count": 55,
-   "id": "a5fd5bb8",
+   "id": "1ae626ee",
    "metadata": {},
    "outputs": [
     {
@@ -276,7 +277,7 @@
   {
    "cell_type": "code",
    "execution_count": 35,
-   "id": "ae27159a",
+   "id": "4ede45d9",
    "metadata": {},
    "outputs": [
     {
@@ -328,7 +329,7 @@
   {
    "cell_type": "code",
    "execution_count": 20,
-   "id": "1cf0e427",
+   "id": "234f873d",
    "metadata": {},
    "outputs": [
     {
@@ -365,7 +366,7 @@
   {
    "cell_type": "code",
    "execution_count": 21,
-   "id": "4c1348fe",
+   "id": "dbd9c46f",
    "metadata": {},
    "outputs": [
     {
@@ -524,7 +525,7 @@
   {
    "cell_type": "code",
    "execution_count": 22,
-   "id": "3b0dcf69",
+   "id": "72509fd9",
    "metadata": {},
    "outputs": [
     {
@@ -545,7 +546,7 @@
   {
    "cell_type": "code",
    "execution_count": 23,
-   "id": "9efa7edc",
+   "id": "6a681b7e",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -561,7 +562,7 @@
   {
    "cell_type": "code",
    "execution_count": 24,
-   "id": "8d3390bd",
+   "id": "c6a51f42",
    "metadata": {},
    "outputs": [
     {
@@ -597,7 +598,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "4777db71",
+   "id": "23643dd8",
    "metadata": {},
    "outputs": [],
    "source": []
@@ -605,7 +606,7 @@
   {
    "cell_type": "code",
    "execution_count": 114,
-   "id": "cade49ca",
+   "id": "ed9956d2",
    "metadata": {},
    "outputs": [
     {
@@ -688,7 +689,7 @@
   {
    "cell_type": "code",
    "execution_count": 233,
-   "id": "3b4bccdb",
+   "id": "895a09b5",
    "metadata": {},
    "outputs": [
     {
@@ -715,7 +716,7 @@
   {
    "cell_type": "code",
    "execution_count": 236,
-   "id": "649c00f6",
+   "id": "62c88490",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -725,7 +726,7 @@
   {
    "cell_type": "code",
    "execution_count": 241,
-   "id": "ef66361f",
+   "id": "fb09f328",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -735,7 +736,7 @@
   {
    "cell_type": "code",
    "execution_count": 123,
-   "id": "7a5cba9c",
+   "id": "a16fad11",
    "metadata": {},
    "outputs": [
     {
@@ -820,7 +821,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2aab7542",
+   "id": "58c260c6",
    "metadata": {},
    "source": [
     "# Done."
diff --git a/docs/nb/randoms_n8_qa.ipynb b/docs/nb/randoms_n8_qa.ipynb
index 506cbb4f..b5594087 100644
--- a/docs/nb/randoms_n8_qa.ipynb
+++ b/docs/nb/randoms_n8_qa.ipynb
@@ -2,8 +2,8 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
-   "id": "d0c1e1e8",
+   "execution_count": null,
+   "id": "4d4bdb0d",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,19 +21,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
-   "id": "a39b8ab0",
+   "execution_count": null,
+   "id": "a502e89a",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/cosma/home/durham/dc-moor2/DESI/docs/nb\n",
-      "/cosma/home/durham/dc-moor2/DESI\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "cwd = os.getcwd()\n",
     "code_root = '/'.join(x for x in cwd.split('/')[:-2])\n",
@@ -46,8 +37,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
-   "id": "3c2b545d",
+   "execution_count": null,
+   "id": "dbd911e2",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -61,8 +52,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
-   "id": "29589aea",
+   "execution_count": null,
+   "id": "56a9af6f",
    "metadata": {
     "tags": [
      "parameters"
@@ -72,8 +63,8 @@
    "source": [
     "# update pytest\n",
     "\n",
-    "survey = 'desi' #'gama'\n",
-    "field  = 'R1'\n",
+    "survey = 'gama'\n",
+    "field  = 'G9'\n",
     "dryrun = False\n",
     "realz  = 0\n",
     "version = 'latest'"
@@ -81,8 +72,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
-   "id": "cf8e4186",
+   "execution_count": null,
+   "id": "d0fd39e6",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -92,40 +83,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
-   "id": "b645971f",
+   "execution_count": null,
+   "id": "9b287a86",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "WARNING: hdu= was not specified but multiple tables are present, reading in first available table (hdu=1) [astropy.io.fits.connect]\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "OrderedDict([('ZMIN', 0.039),\n",
-       "             ('ZMAX', 0.263),\n",
-       "             ('DZ', 0.0001),\n",
-       "             ('NRAND', 15726),\n",
-       "             ('FIELD', 'R1'),\n",
-       "             ('AREA', 6.2904),\n",
-       "             ('BOUND_PERCENT', 1.0),\n",
-       "             ('VOL', 265445.3343938506),\n",
-       "             ('RAND_DENS', 0.05924383653572445),\n",
-       "             ('VOL8', 2144.660584850632),\n",
-       "             ('NRAND8', 127.057921113502),\n",
-       "             ('NRAND8_PERR', 11.27199721049921),\n",
-       "             ('EXTNAME', 'RANDOMS')])"
-      ]
-     },
-     "execution_count": 6,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "fpath = findfile(ftype='randoms', field=field, dryrun=dryrun, survey=survey, version=version)\n",
     "rand  = Table.read(fpath)\n",
@@ -134,34 +95,31 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
-   "id": "54c0f214",
+   "execution_count": 118,
+   "id": "efc61629",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "OrderedDict([('ZMIN', 0.039),\n",
-       "             ('ZMAX', 0.263),\n",
-       "             ('DZ', 0.0001),\n",
-       "             ('NRAND', 15726),\n",
-       "             ('FIELD', 'R1'),\n",
-       "             ('AREA', 6.2904),\n",
-       "             ('BOUND_PERCENT', 1.0),\n",
-       "             ('VOL', 265445.3343938506),\n",
-       "             ('RAND_DENS', 0.05924383653572445),\n",
-       "             ('VOL8', 2144.660584850632),\n",
-       "             ('NRAND8', 127.057921113502),\n",
-       "             ('NRAND8_PERR', 11.27199721049921),\n",
-       "             ('EXTNAME', 'RANDOMS'),\n",
-       "             ('RSPHERE', 8.0)])"
+       "'/cosma/home/durham/dc-moor2/data/v1/randoms/randoms_bd_ddp_n8_G9_0.fits'"
       ]
      },
-     "execution_count": 7,
+     "execution_count": 118,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
+   "source": [
+    "fpath"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f2231ede",
+   "metadata": {},
+   "outputs": [],
    "source": [
     "fpath = findfile(ftype='randoms_n8', field=field, dryrun=dryrun, survey=survey, version=version)\n",
     "rand  = Table.read(fpath)\n",
@@ -170,34 +128,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
-   "id": "f5d18129",
+   "execution_count": null,
+   "id": "7be42d53",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "OrderedDict([('ZMIN', 0.039),\n",
-       "             ('ZMAX', 0.263),\n",
-       "             ('DZ', 0.0001),\n",
-       "             ('NRAND', 15726),\n",
-       "             ('FIELD', 'R1'),\n",
-       "             ('AREA', 6.2904),\n",
-       "             ('BOUND_PERCENT', 1.0),\n",
-       "             ('VOL', 265445.3343938506),\n",
-       "             ('RAND_DENS', 0.05924383653572445),\n",
-       "             ('VOL8', 2144.660584850632),\n",
-       "             ('NRAND8', 127.057921113502),\n",
-       "             ('NRAND8_PERR', 11.27199721049921),\n",
-       "             ('EXTNAME', 'RANDOMS'),\n",
-       "             ('RSPHERE', 8.0)])"
-      ]
-     },
-     "execution_count": 8,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "fpath = findfile(ftype='randoms_bd', field=field, dryrun=dryrun, survey=survey, version=version)\n",
     "rand = Table.read(fpath)\n",
@@ -206,347 +140,51 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
-   "id": "bd597858",
+   "execution_count": null,
+   "id": "56a9ff14",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div><i>Table length=15726</i>\n",
-       "<table id=\"table46941261495936\" class=\"table-striped table-bordered table-condensed\">\n",
-       "<thead><tr><th>LOCATION</th><th>FIBER</th><th>TARGETID</th><th>RANDOM_RA</th><th>RANDOM_DEC</th><th>TILEID</th><th>ROS</th><th>ROS_DIST</th><th>Z</th><th>V</th><th>RANDID</th><th>FIELD</th><th>GAMA_FIELD</th><th>CARTESIAN_X</th><th>CARTESIAN_Y</th><th>CARTESIAN_Z</th><th>ROTCARTESIAN_X</th><th>ROTCARTESIAN_Y</th><th>ROTCARTESIAN_Z</th><th>IS_BOUNDARY</th><th>RAND_N8</th><th>FILLFACTOR</th><th>BOUND_DIST</th><th>BOUNDID</th><th>FILLFACTOR_POISSON</th></tr></thead>\n",
-       "<thead><tr><th>int32</th><th>int32</th><th>int64</th><th>float64</th><th>float64</th><th>int64</th><th>int64</th><th>float64</th><th>float32</th><th>float32</th><th>int64</th><th>bytes2</th><th>bytes3</th><th>float32</th><th>float32</th><th>float32</th><th>float64</th><th>float64</th><th>float64</th><th>int64</th><th>int32</th><th>float64</th><th>float64</th><th>int64</th><th>float64</th></tr></thead>\n",
-       "<tr><td>3283</td><td>1680</td><td>327858169910921745</td><td>178.39740154659697</td><td>0.21344983439497145</td><td>46</td><td>1</td><td>1.2213914937921317</td><td>0.13188991</td><td>36528.703</td><td>8789</td><td>R1</td><td>G12</td><td>-385.12457</td><td>10.774982</td><td>1.435312</td><td>385.1896680184612</td><td>-8.106451749285508</td><td>1.517233740585756</td><td>0</td><td>57</td><td>0.44861429732571634</td><td>1.8761456819435922</td><td>611609</td><td>0.44861429732571634</td></tr>\n",
-       "<tr><td>4071</td><td>2475</td><td>327858175959107365</td><td>178.95166593410087</td><td>0.5330106831978032</td><td>45</td><td>1</td><td>0.8393004966288434</td><td>0.20096172</td><td>123746.44</td><td>10280</td><td>R1</td><td>G12</td><td>-578.5161</td><td>10.586223</td><td>5.382871</td><td>578.5744151895444</td><td>-6.577815080058144</td><td>5.505921783629076</td><td>0</td><td>116</td><td>0.9129694471891772</td><td>3.427972654596468</td><td>33714</td><td>0.9129694471891772</td></tr>\n",
-       "<tr><td>316</td><td>473</td><td>327858127657503118</td><td>179.76595895926474</td><td>-1.3778669536628012</td><td>40</td><td>1</td><td>1.387823622979398</td><td>0.13657011</td><td>40440.336</td><td>224</td><td>R1</td><td>G12</td><td>-398.4481</td><td>1.6275846</td><td>-9.583933</td><td>398.4518321059044</td><td>1.1330363672148884</td><td>-9.499190836802372</td><td>0</td><td>49</td><td>0.3856508871747386</td><td>0.8026712375568048</td><td>715002</td><td>0.3856508871747386</td></tr>\n",
-       "<tr><td>2278</td><td>1096</td><td>327858151795721492</td><td>178.5581832615578</td><td>-0.5503185345077595</td><td>44</td><td>1</td><td>1.1782186673964086</td><td>0.25858837</td><td>253993.47</td><td>4618</td><td>R1</td><td>G12</td><td>-735.09937</td><td>18.502275</td><td>-7.0629873</td><td>735.2113974506667</td><td>-13.408816664909924</td><td>-6.906623611354267</td><td>0</td><td>102</td><td>0.8027834794249661</td><td>4.132856309781886</td><td>377049</td><td>0.8027834794249661</td></tr>\n",
-       "<tr><td>218</td><td>47</td><td>327858139732902877</td><td>179.61271625352748</td><td>-0.9553646765535753</td><td>47</td><td>1</td><td>0.9554492939572562</td><td>0.26009628</td><td>258207.28</td><td>1933</td><td>R1</td><td>G12</td><td>-739.2908</td><td>4.9972205</td><td>-12.32855</td><td>739.3102553367122</td><td>0.12495361524711868</td><td>-12.171315001443832</td><td>0</td><td>123</td><td>0.9680624310712826</td><td>5.878712517950107</td><td>111236</td><td>0.9680624310712826</td></tr>\n",
-       "<tr><td>7098</td><td>3997</td><td>327858169940282249</td><td>180.1730535117349</td><td>0.17289706767667368</td><td>42</td><td>1</td><td>0.5985672280844161</td><td>0.21723734</td><td>154691.2</td><td>9313</td><td>R1</td><td>G12</td><td>-623.3242</td><td>-1.8826652</td><td>1.8809718</td><td>623.2958003453518</td><td>6.201219026927518</td><td>2.0135336332391875</td><td>0</td><td>88</td><td>0.692597511660755</td><td>1.0790868636464568</td><td>265471</td><td>0.692597511660755</td></tr>\n",
-       "<tr><td>8092</td><td>4343</td><td>327858157864880676</td><td>180.30104029354644</td><td>-0.22101348900748394</td><td>46</td><td>1</td><td>0.7350523912639524</td><td>0.19492118</td><td>113355.33</td><td>6902</td><td>R1</td><td>G12</td><td>-561.9541</td><td>-2.952615</td><td>-2.1677296</td><td>561.920605604227</td><td>6.84595047593433</td><td>-2.048221066469273</td><td>0</td><td>101</td><td>0.7949130531560938</td><td>2.3067570564725925</td><td>51712</td><td>0.7949130531560938</td></tr>\n",
-       "<tr><td>3070</td><td>1540</td><td>327858175963303011</td><td>179.08684906682518</td><td>0.44122321804114334</td><td>39</td><td>1</td><td>0.6767544629124083</td><td>0.21262926</td><td>145484.81</td><td>10481</td><td>R1</td><td>G12</td><td>-610.6147</td><td>9.73249</td><td>4.7029104</td><td>610.6664455012948</td><td>-5.501712846820395</td><td>4.832786334977159</td><td>0</td><td>90</td><td>0.7083383641984995</td><td>1.8905613114804338</td><td>322571</td><td>0.7083383641984995</td></tr>\n",
-       "<tr><td>6476</td><td>3028</td><td>327858188068062300</td><td>180.72302096628147</td><td>0.9667352514734269</td><td>49</td><td>1</td><td>1.481767002958849</td><td>0.09320104</td><td>13197.035</td><td>14419</td><td>R1</td><td>G12</td><td>-274.34167</td><td>-3.462128</td><td>4.6296964</td><td>274.3101126503851</td><td>5.362775880327856</td><td>4.688036418792772</td><td>0</td><td>48</td><td>0.37778046090586637</td><td>0.18421899727331542</td><td>423293</td><td>0.37778046090586637</td></tr>\n",
-       "<tr><td>7045</td><td>3980</td><td>327858163900482240</td><td>180.17165056473283</td><td>0.10252987446602678</td><td>47</td><td>1</td><td>0.580772239780986</td><td>0.08804426</td><td>11159.91</td><td>7950</td><td>R1</td><td>G12</td><td>-259.48578</td><td>-0.7773873</td><td>0.4643482</td><td>259.4740602129417</td><td>2.5751730888678104</td><td>0.5195328386080252</td><td>0</td><td>76</td><td>0.5981523964342884</td><td>0.3727026983372992</td><td>152035</td><td>0.5981523964342884</td></tr>\n",
-       "<tr><td>9366</td><td>4600</td><td>327858133705688479</td><td>180.3510798742933</td><td>-1.2191329904497377</td><td>49</td><td>1</td><td>1.4318942305469147</td><td>0.16556638</td><td>70767.56</td><td>1174</td><td>R1</td><td>G12</td><td>-480.1766</td><td>-2.942319</td><td>-10.218876</td><td>480.14685751689854</td><td>6.269072719445273</td><td>-10.116759059814507</td><td>0</td><td>76</td><td>0.5981523964342884</td><td>0.7482516938642931</td><td>589183</td><td>0.5981523964342884</td></tr>\n",
-       "<tr><td>8119</td><td>4323</td><td>327858157864879846</td><td>180.2751125109219</td><td>-0.19426847859090474</td><td>45</td><td>1</td><td>0.7025065106975512</td><td>0.23655595</td><td>197260.73</td><td>6863</td><td>R1</td><td>G12</td><td>-675.9306</td><td>-3.2455862</td><td>-2.291862</td><td>675.8923655166236</td><td>7.928581972743379</td><td>-2.1481140872138673</td><td>0</td><td>126</td><td>0.9916737098778993</td><td>2.393846006648759</td><td>273617</td><td>0.9916737098778993</td></tr>\n",
-       "<tr><td>282</td><td>85</td><td>327858133697300817</td><td>179.79920961999835</td><td>-1.2637700623765964</td><td>49</td><td>1</td><td>1.2793720363630763</td><td>0.15161029</td><td>54813.574</td><td>945</td><td>R1</td><td>G12</td><td>-440.9782</td><td>1.5453938</td><td>-9.728271</td><td>440.98039247216616</td><td>1.509888075137827</td><td>-9.63448357110004</td><td>0</td><td>74</td><td>0.582411543896544</td><td>1.7121496834162193</td><td>659556</td><td>0.582411543896544</td></tr>\n",
-       "<tr><td>1508</td><td>876</td><td>327858139716127703</td><td>178.6732903689495</td><td>-1.0869611067806226</td><td>44</td><td>1</td><td>1.4283459515087156</td><td>0.2555808</td><td>245717.58</td><td>1393</td><td>R1</td><td>G12</td><td>-726.9651</td><td>16.836214</td><td>-13.796644</td><td>727.0672045979207</td><td>-11.799152250152787</td><td>-13.642012744026289</td><td>0</td><td>62</td><td>0.48796642867007745</td><td>0.9184603423186953</td><td>719132</td><td>0.48796642867007745</td></tr>\n",
-       "<tr><td>6179</td><td>3022</td><td>327858182015682270</td><td>179.9641509567628</td><td>0.8311775275797335</td><td>46</td><td>1</td><td>0.9074429455043106</td><td>0.2539972</td><td>241428.47</td><td>12439</td><td>R1</td><td>G12</td><td>-722.95807</td><td>0.45234326</td><td>10.488535</td><td>722.9416039318226</td><td>4.556563356898809</td><td>10.642289515605334</td><td>0</td><td>149</td><td>1.0</td><td>5.142234051184593</td><td>349608</td><td>1.1726935140619603</td></tr>\n",
-       "<tr><td>1049</td><td>919</td><td>327858151808303180</td><td>179.35073409024537</td><td>-0.5830476615334916</td><td>43</td><td>1</td><td>0.6340945707573049</td><td>0.20199439</td><td>125581.07</td><td>5036</td><td>R1</td><td>G12</td><td>-581.41614</td><td>6.58879</td><td>-5.917134</td><td>581.4490776526926</td><td>-2.56038597360273</td><td>-5.793472051283767</td><td>0</td><td>98</td><td>0.7713017743494772</td><td>1.366346978501087</td><td>316772</td><td>0.7713017743494772</td></tr>\n",
-       "<tr><td>60</td><td>407</td><td>327858145768506576</td><td>179.44870980410133</td><td>-0.6358519558513294</td><td>40</td><td>1</td><td>0.6536019380900377</td><td>0.26006487</td><td>258119.1</td><td>3312</td><td>R1</td><td>G12</td><td>-739.24646</td><td>7.113123</td><td>-8.204659</td><td>739.2797274943476</td><td>-1.9912050294935666</td><td>-8.047430524032142</td><td>0</td><td>112</td><td>0.8814877421136883</td><td>1.9896523846491905</td><td>149969</td><td>0.8814877421136883</td></tr>\n",
-       "<tr><td>4135</td><td>2282</td><td>327858182003099186</td><td>179.24340109009668</td><td>0.6265455796392012</td><td>46</td><td>1</td><td>0.7209140566878577</td><td>0.15718785</td><td>60876.55</td><td>11964</td><td>R1</td><td>G12</td><td>-456.71884</td><td>6.031388</td><td>4.994984</td><td>456.7485945704091</td><td>-2.8669418701993026</td><td>5.092125004778486</td><td>0</td><td>96</td><td>0.7555609218117327</td><td>1.7638991538681696</td><td>88285</td><td>0.7555609218117327</td></tr>\n",
-       "<tr><td>6079</td><td>3430</td><td>327858175980079057</td><td>180.18867782962346</td><td>0.41369745537321934</td><td>41</td><td>1</td><td>0.719500625029243</td><td>0.124354675</td><td>30760.557</td><td>10883</td><td>R1</td><td>G12</td><td>-363.81485</td><td>-1.1980646</td><td>2.6269422</td><td>363.79725034461416</td><td>3.718667000368842</td><td>2.704314178913922</td><td>0</td><td>78</td><td>0.6138932489720329</td><td>1.400010301421758</td><td>302267</td><td>0.6138932489720329</td></tr>\n",
-       "<tr><td>5200</td><td>2718</td><td>327858188051286793</td><td>179.67878102431092</td><td>0.9273208645470684</td><td>49</td><td>1</td><td>0.9306609982613749</td><td>0.2591293</td><td>255500.14</td><td>13881</td><td>R1</td><td>G12</td><td>-736.70917</td><td>4.130277</td><td>11.924721</td><td>736.7175487224102</td><td>0.9739899493367528</td><td>12.081405236251554</td><td>0</td><td>119</td><td>0.9365807259957938</td><td>5.5382760132963025</td><td>117081</td><td>0.9365807259957938</td></tr>\n",
-       "<tr><td>3263</td><td>1695</td><td>327858169910921024</td><td>178.3661802416606</td><td>0.32935822400993275</td><td>45</td><td>1</td><td>1.2770165494300745</td><td>0.11775722</td><td>26225.363</td><td>8752</td><td>R1</td><td>G12</td><td>-344.8414</td><td>9.836003</td><td>1.9831094</td><td>344.9008410997031</td><td>-7.446590455272116</td><td>2.0564624959840665</td><td>0</td><td>57</td><td>0.44861429732571634</td><td>1.3595464226204592</td><td>449237</td><td>0.44861429732571634</td></tr>\n",
-       "<tr><td>6406</td><td>3198</td><td>327858188063868539</td><td>180.40925245790964</td><td>1.0073671204560501</td><td>46</td><td>1</td><td>1.2921341158752662</td><td>0.2420511</td><td>210575.9</td><td>14298</td><td>R1</td><td>G12</td><td>-690.6968</td><td>-4.9335947</td><td>12.145304</td><td>690.6434195255993</td><td>9.718855008968003</td><td>12.292189212880427</td><td>0</td><td>101</td><td>0.7949130531560938</td><td>2.518022306959168</td><td>434384</td><td>0.7949130531560938</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></tr>\n",
-       "<tr><td>2143</td><td>1256</td><td>327858157839714452</td><td>178.86539617457814</td><td>-0.3287435345613216</td><td>49</td><td>1</td><td>0.8048038083626275</td><td>0.1379182</td><td>41615.14</td><td>6472</td><td>R1</td><td>G12</td><td>-402.30386</td><td>7.967693</td><td>-2.3087597</td><td>402.3498925198588</td><td>-5.180205644201331</td><td>-2.2231884502085757</td><td>0</td><td>69</td><td>0.5430594125521829</td><td>2.140803371591325</td><td>220042</td><td>0.5430594125521829</td></tr>\n",
-       "<tr><td>7122</td><td>3504</td><td>327858163904676515</td><td>180.46853546094488</td><td>0.004637420857453823</td><td>49</td><td>1</td><td>0.8685478403310158</td><td>0.14178202</td><td>45103.81</td><td>8064</td><td>R1</td><td>G12</td><td>-413.31955</td><td>-3.3799903</td><td>0.033454485</td><td>413.2861952270635</td><td>6.243525553139902</td><td>0.12135169704138035</td><td>0</td><td>71</td><td>0.5588002650899274</td><td>2.658751741816734</td><td>9740</td><td>0.5588002650899274</td></tr>\n",
-       "<tr><td>2381</td><td>1233</td><td>327858145751728792</td><td>178.3502842975237</td><td>-0.6810708600245757</td><td>43</td><td>1</td><td>1.4232263665927853</td><td>0.115728594</td><td>24924.006</td><td>2675</td><td>R1</td><td>G12</td><td>-339.0194</td><td>9.764074</td><td>-4.0317607</td><td>339.07977088660226</td><td>-7.414999907983766</td><td>-3.959645705831729</td><td>0</td><td>54</td><td>0.4250030185190997</td><td>0.4597189294946245</td><td>589728</td><td>0.4250030185190997</td></tr>\n",
-       "<tr><td>4476</td><td>2416</td><td>327858194082693176</td><td>179.0147147048516</td><td>1.2217228280580912</td><td>49</td><td>1</td><td>1.3546636578294005</td><td>0.18767864</td><td>101650.055</td><td>14652</td><td>R1</td><td>G12</td><td>-541.71265</td><td>9.316465</td><td>11.554445</td><td>541.761722685841</td><td>-5.5630750353064915</td><td>11.669666759782936</td><td>0</td><td>75</td><td>0.5902819701654163</td><td>1.3823230646156215</td><td>377224</td><td>0.5902819701654163</td></tr>\n",
-       "<tr><td>3067</td><td>1531</td><td>327858169919308167</td><td>178.96512592355546</td><td>0.2895683942252403</td><td>45</td><td>1</td><td>0.6977904528788332</td><td>0.1529742</td><td>56258.51</td><td>8975</td><td>R1</td><td>G12</td><td>-444.8522</td><td>8.035776</td><td>2.248634</td><td>444.8967126328732</td><td>-4.953498140539359</td><td>2.343254248694884</td><td>0</td><td>95</td><td>0.7476904955428606</td><td>1.536558580864636</td><td>36254</td><td>0.7476904955428606</td></tr>\n",
-       "<tr><td>8415</td><td>4181</td><td>327858145789479459</td><td>180.71809726852982</td><td>-0.6456942242409728</td><td>39</td><td>1</td><td>1.2911272625409351</td><td>0.23051123</td><td>183238.78</td><td>4184</td><td>R1</td><td>G12</td><td>-659.4373</td><td>-8.265267</td><td>-7.4324207</td><td>659.3657908706174</td><td>12.833871696622015</td><td>-7.292187775131871</td><td>0</td><td>66</td><td>0.5194481337455663</td><td>2.4078139321876417</td><td>387347</td><td>0.5194481337455663</td></tr>\n",
-       "<tr><td>1339</td><td>854</td><td>327858139720321472</td><td>178.92702086845384</td><td>-1.0324952259540863</td><td>39</td><td>1</td><td>1.2324359119835655</td><td>0.1417983</td><td>45118.887</td><td>1521</td><td>R1</td><td>G12</td><td>-413.23987</td><td>7.739655</td><td>-7.448877</td><td>413.28514770537663</td><td>-4.876404978557524</td><td>-7.360980037960855</td><td>0</td><td>76</td><td>0.5981523964342884</td><td>1.9323649461117676</td><td>681353</td><td>0.5981523964342884</td></tr>\n",
-       "<tr><td>4421</td><td>2184</td><td>327858188034508986</td><td>178.5385088774039</td><td>0.9077489251877927</td><td>43</td><td>1</td><td>1.3966664725494133</td><td>0.22088805</td><td>162239.94</td><td>13234</td><td>R1</td><td>G12</td><td>-633.0231</td><td>16.150549</td><td>10.033218</td><td>633.1176262181056</td><td>-11.764365346162986</td><td>10.16786930615693</td><td>0</td><td>69</td><td>0.5430594125521829</td><td>1.1902815302570393</td><td>613078</td><td>0.5430594125521829</td></tr>\n",
-       "<tr><td>8143</td><td>4311</td><td>327858157869073980</td><td>180.52299934026533</td><td>-0.35894553037956584</td><td>49</td><td>1</td><td>0.9903325352362322</td><td>0.113919705</td><td>23799.65</td><td>7031</td><td>R1</td><td>G12</td><td>-333.98447</td><td>-3.048715</td><td>-2.0924542</td><td>333.9557654721826</td><td>5.362598240161864</td><td>-2.021428931708466</td><td>0</td><td>54</td><td>0.4250030185190997</td><td>2.8635143538498213</td><td>299575</td><td>0.4250030185190997</td></tr>\n",
-       "<tr><td>170</td><td>12</td><td>327858139732903562</td><td>179.72337874140632</td><td>-0.9027819679636647</td><td>47</td><td>1</td><td>0.91117305477766</td><td>0.2515704</td><td>234946.81</td><td>1974</td><td>R1</td><td>G12</td><td>-716.4078</td><td>3.458809</td><td>-11.289158</td><td>716.4169297804636</td><td>1.5047872474317123</td><td>-11.136791431574663</td><td>0</td><td>149</td><td>1.0</td><td>5.142377695401394</td><td>342696</td><td>1.1726935140619603</td></tr>\n",
-       "<tr><td>2160</td><td>1448</td><td>327858163879510906</td><td>178.78554457592986</td><td>0.0007891822912992597</td><td>44</td><td>1</td><td>0.8144558063913587</td><td>0.2164194</td><td>153030.97</td><td>7754</td><td>R1</td><td>G12</td><td>-620.95233</td><td>13.16383</td><td>0.008554813</td><td>621.0286155001144</td><td>-8.861348029259627</td><td>0.14063443283764998</td><td>0</td><td>122</td><td>0.9601920048024104</td><td>3.4102852027513872</td><td>257358</td><td>0.9601920048024104</td></tr>\n",
-       "<tr><td>4304</td><td>2058</td><td>327858188038703711</td><td>178.8106027079456</td><td>0.9928481384920383</td><td>48</td><td>1</td><td>1.2683978621344205</td><td>0.24786876</td><td>225271.52</td><td>13422</td><td>R1</td><td>G12</td><td>-706.2732</td><td>14.66356</td><td>12.242496</td><td>706.3552163165022</td><td>-9.769910623460255</td><td>12.392722591735366</td><td>0</td><td>108</td><td>0.8500060370381994</td><td>2.858254786768493</td><td>698835</td><td>0.8500060370381994</td></tr>\n",
-       "<tr><td>7193</td><td>3808</td><td>327858175988466066</td><td>180.571390139718</td><td>0.48589357416245554</td><td>43</td><td>1</td><td>1.0861255672622976</td><td>0.18060684</td><td>90993.35</td><td>11138</td><td>R1</td><td>G12</td><td>-522.23035</td><td>-5.208187</td><td>4.429071</td><td>522.1807746792228</td><td>8.826248935332957</td><td>4.540127828988275</td><td>0</td><td>99</td><td>0.7791722006183495</td><td>3.7764668497580076</td><td>617564</td><td>0.7791722006183495</td></tr>\n",
-       "<tr><td>1320</td><td>870</td><td>327858133684716929</td><td>179.00558195364405</td><td>-1.1429686943178787</td><td>49</td><td>1</td><td>1.2882792319205183</td><td>0.20848936</td><td>137516.06</td><td>446</td><td>R1</td><td>G12</td><td>-599.14056</td><td>10.39965</td><td>-11.955381</td><td>599.2007652332942</td><td>-6.248353424133008</td><td>-11.827944365572996</td><td>0</td><td>95</td><td>0.7476904955428606</td><td>2.221432295537178</td><td>496907</td><td>0.7476904955428606</td></tr>\n",
-       "<tr><td>7349</td><td>3559</td><td>327858163913066729</td><td>180.98886824112478</td><td>0.12177314073120668</td><td>41</td><td>1</td><td>1.3941953896351507</td><td>0.21543452</td><td>151046.86</td><td>8476</td><td>R1</td><td>G12</td><td>-618.3024</td><td>-10.672346</td><td>1.3143021</td><td>618.2133541021398</td><td>14.955896381069097</td><td>1.4457829893377552</td><td>0</td><td>56</td><td>0.44074387105684415</td><td>1.2299536570109804</td><td>449778</td><td>0.44074387105684415</td></tr>\n",
-       "<tr><td>5121</td><td>2620</td><td>327858182011487931</td><td>179.6828198628355</td><td>0.659059788590814</td><td>46</td><td>1</td><td>0.6642429014266471</td><td>0.18927476</td><td>104160.12</td><td>12294</td><td>R1</td><td>G12</td><td>-546.2958</td><td>3.0242355</td><td>6.284284</td><td>546.3022686397436</td><td>0.7607572940179108</td><td>6.400471166559996</td><td>0</td><td>97</td><td>0.763431348080605</td><td>1.5836582410969682</td><td>62138</td><td>0.763431348080605</td></tr>\n",
-       "<tr><td>9299</td><td>4503</td><td>327858139745486914</td><td>180.43104026737538</td><td>-1.0290032290823008</td><td>46</td><td>1</td><td>1.3226493550148604</td><td>0.2563404</td><td>247791.62</td><td>2462</td><td>R1</td><td>G12</td><td>-729.1932</td><td>-5.4858766</td><td>-13.09772</td><td>729.140435883095</td><td>10.53783956150778</td><td>-12.942647731246312</td><td>0</td><td>81</td><td>0.6375045277786495</td><td>2.2816376003821324</td><td>402138</td><td>0.6375045277786495</td></tr>\n",
-       "<tr><td>441</td><td>311</td><td>327858127661697974</td><td>180.03803986467713</td><td>-1.4228807956549943</td><td>44</td><td>1</td><td>1.4887676898650182</td><td>0.17289951</td><td>80222.99</td><td>255</td><td>R1</td><td>G12</td><td>-500.64322</td><td>-0.33238754</td><td>-12.435511</td><td>500.63153351019</td><td>3.8010035396854525</td><td>-12.329037204053861</td><td>0</td><td>69</td><td>0.5430594125521829</td><td>0.1360058035389532</td><td>392542</td><td>0.5430594125521829</td></tr>\n",
-       "<tr><td>5166</td><td>2950</td><td>327858188051285506</td><td>179.52518070408595</td><td>0.8908835554582324</td><td>49</td><td>1</td><td>0.8940195665023197</td><td>0.18394645</td><td>95932.13</td><td>13817</td><td>R1</td><td>G12</td><td>-531.47565</td><td>4.4045243</td><td>8.264785</td><td>531.4916371741743</td><td>-0.7221772392213666</td><td>8.37782200214973</td><td>0</td><td>114</td><td>0.8972285946514327</td><td>3.655910185687424</td><td>267754</td><td>0.8972285946514327</td></tr>\n",
-       "<tr><td>146</td><td>101</td><td>327858139728709719</td><td>179.38464945199675</td><td>-0.8998759801590822</td><td>40</td><td>1</td><td>0.9252831052795525</td><td>0.16132268</td><td>65638.37</td><td>1839</td><td>R1</td><td>G12</td><td>-468.31354</td><td>5.029831</td><td>-7.3562675</td><td>468.33869979428187</td><td>-1.7850770960058728</td><td>-7.256661907089383</td><td>0</td><td>100</td><td>0.7870426268872216</td><td>3.4772167328642234</td><td>170911</td><td>0.7870426268872216</td></tr>\n",
-       "<tr><td>1386</td><td>893</td><td>327858139716125507</td><td>178.64250172750445</td><td>-1.0540630203425225</td><td>48</td><td>1</td><td>1.423990294683569</td><td>0.18736021</td><td>101153.96</td><td>1297</td><td>R1</td><td>G12</td><td>-540.78955</td><td>12.815225</td><td>-9.952751</td><td>540.8674638596336</td><td>-9.068145846943708</td><td>-9.837720342910185</td><td>0</td><td>53</td><td>0.4171325922502275</td><td>0.7336313184153014</td><td>606658</td><td>0.4171325922502275</td></tr>\n",
-       "<tr><td>1436</td><td>978</td><td>327858139716125949</td><td>178.65834068432252</td><td>-0.9226575132267402</td><td>41</td><td>1</td><td>1.3183104727562942</td><td>0.100020885</td><td>16244.39</td><td>1322</td><td>R1</td><td>G12</td><td>-293.9601</td><td>6.884738</td><td>-4.7354684</td><td>294.0017583856275</td><td>-4.84791855751217</td><td>-4.6729405542491005</td><td>0</td><td>59</td><td>0.46435514986346077</td><td>0.9330263686699861</td><td>586722</td><td>0.46435514986346077</td></tr>\n",
-       "</table></div>"
-      ],
-      "text/plain": [
-       "<Table length=15726>\n",
-       "LOCATION FIBER      TARGETID          RANDOM_RA            RANDOM_DEC      TILEID  ROS  ...    ROTCARTESIAN_Z   IS_BOUNDARY RAND_N8      FILLFACTOR          BOUND_DIST     BOUNDID  FILLFACTOR_POISSON\n",
-       " int32   int32       int64             float64              float64        int64  int64 ...       float64          int64     int32        float64             float64        int64        float64      \n",
-       "-------- ----- ------------------ ------------------ --------------------- ------ ----- ... ------------------- ----------- ------- ------------------- ------------------- ------- -------------------\n",
-       "    3283  1680 327858169910921745 178.39740154659697   0.21344983439497145     46     1 ...   1.517233740585756           0      57 0.44861429732571634  1.8761456819435922  611609 0.44861429732571634\n",
-       "    4071  2475 327858175959107365 178.95166593410087    0.5330106831978032     45     1 ...   5.505921783629076           0     116  0.9129694471891772   3.427972654596468   33714  0.9129694471891772\n",
-       "     316   473 327858127657503118 179.76595895926474   -1.3778669536628012     40     1 ...  -9.499190836802372           0      49  0.3856508871747386  0.8026712375568048  715002  0.3856508871747386\n",
-       "    2278  1096 327858151795721492  178.5581832615578   -0.5503185345077595     44     1 ...  -6.906623611354267           0     102  0.8027834794249661   4.132856309781886  377049  0.8027834794249661\n",
-       "     218    47 327858139732902877 179.61271625352748   -0.9553646765535753     47     1 ... -12.171315001443832           0     123  0.9680624310712826   5.878712517950107  111236  0.9680624310712826\n",
-       "    7098  3997 327858169940282249  180.1730535117349   0.17289706767667368     42     1 ...  2.0135336332391875           0      88   0.692597511660755  1.0790868636464568  265471   0.692597511660755\n",
-       "    8092  4343 327858157864880676 180.30104029354644  -0.22101348900748394     46     1 ...  -2.048221066469273           0     101  0.7949130531560938  2.3067570564725925   51712  0.7949130531560938\n",
-       "    3070  1540 327858175963303011 179.08684906682518   0.44122321804114334     39     1 ...   4.832786334977159           0      90  0.7083383641984995  1.8905613114804338  322571  0.7083383641984995\n",
-       "    6476  3028 327858188068062300 180.72302096628147    0.9667352514734269     49     1 ...   4.688036418792772           0      48 0.37778046090586637 0.18421899727331542  423293 0.37778046090586637\n",
-       "    7045  3980 327858163900482240 180.17165056473283   0.10252987446602678     47     1 ...  0.5195328386080252           0      76  0.5981523964342884  0.3727026983372992  152035  0.5981523964342884\n",
-       "    9366  4600 327858133705688479  180.3510798742933   -1.2191329904497377     49     1 ... -10.116759059814507           0      76  0.5981523964342884  0.7482516938642931  589183  0.5981523964342884\n",
-       "    8119  4323 327858157864879846  180.2751125109219  -0.19426847859090474     45     1 ... -2.1481140872138673           0     126  0.9916737098778993   2.393846006648759  273617  0.9916737098778993\n",
-       "     282    85 327858133697300817 179.79920961999835   -1.2637700623765964     49     1 ...   -9.63448357110004           0      74   0.582411543896544  1.7121496834162193  659556   0.582411543896544\n",
-       "    1508   876 327858139716127703  178.6732903689495   -1.0869611067806226     44     1 ... -13.642012744026289           0      62 0.48796642867007745  0.9184603423186953  719132 0.48796642867007745\n",
-       "    6179  3022 327858182015682270  179.9641509567628    0.8311775275797335     46     1 ...  10.642289515605334           0     149                 1.0   5.142234051184593  349608  1.1726935140619603\n",
-       "    1049   919 327858151808303180 179.35073409024537   -0.5830476615334916     43     1 ...  -5.793472051283767           0      98  0.7713017743494772   1.366346978501087  316772  0.7713017743494772\n",
-       "      60   407 327858145768506576 179.44870980410133   -0.6358519558513294     40     1 ...  -8.047430524032142           0     112  0.8814877421136883  1.9896523846491905  149969  0.8814877421136883\n",
-       "    4135  2282 327858182003099186 179.24340109009668    0.6265455796392012     46     1 ...   5.092125004778486           0      96  0.7555609218117327  1.7638991538681696   88285  0.7555609218117327\n",
-       "    6079  3430 327858175980079057 180.18867782962346   0.41369745537321934     41     1 ...   2.704314178913922           0      78  0.6138932489720329   1.400010301421758  302267  0.6138932489720329\n",
-       "    5200  2718 327858188051286793 179.67878102431092    0.9273208645470684     49     1 ...  12.081405236251554           0     119  0.9365807259957938  5.5382760132963025  117081  0.9365807259957938\n",
-       "    3263  1695 327858169910921024  178.3661802416606   0.32935822400993275     45     1 ...  2.0564624959840665           0      57 0.44861429732571634  1.3595464226204592  449237 0.44861429732571634\n",
-       "    6406  3198 327858188063868539 180.40925245790964    1.0073671204560501     46     1 ...  12.292189212880427           0     101  0.7949130531560938   2.518022306959168  434384  0.7949130531560938\n",
-       "     ...   ...                ...                ...                   ...    ...   ... ...                 ...         ...     ...                 ...                 ...     ...                 ...\n",
-       "    2143  1256 327858157839714452 178.86539617457814   -0.3287435345613216     49     1 ... -2.2231884502085757           0      69  0.5430594125521829   2.140803371591325  220042  0.5430594125521829\n",
-       "    7122  3504 327858163904676515 180.46853546094488  0.004637420857453823     49     1 ... 0.12135169704138035           0      71  0.5588002650899274   2.658751741816734    9740  0.5588002650899274\n",
-       "    2381  1233 327858145751728792  178.3502842975237   -0.6810708600245757     43     1 ...  -3.959645705831729           0      54  0.4250030185190997  0.4597189294946245  589728  0.4250030185190997\n",
-       "    4476  2416 327858194082693176  179.0147147048516    1.2217228280580912     49     1 ...  11.669666759782936           0      75  0.5902819701654163  1.3823230646156215  377224  0.5902819701654163\n",
-       "    3067  1531 327858169919308167 178.96512592355546    0.2895683942252403     45     1 ...   2.343254248694884           0      95  0.7476904955428606   1.536558580864636   36254  0.7476904955428606\n",
-       "    8415  4181 327858145789479459 180.71809726852982   -0.6456942242409728     39     1 ...  -7.292187775131871           0      66  0.5194481337455663  2.4078139321876417  387347  0.5194481337455663\n",
-       "    1339   854 327858139720321472 178.92702086845384   -1.0324952259540863     39     1 ...  -7.360980037960855           0      76  0.5981523964342884  1.9323649461117676  681353  0.5981523964342884\n",
-       "    4421  2184 327858188034508986  178.5385088774039    0.9077489251877927     43     1 ...   10.16786930615693           0      69  0.5430594125521829  1.1902815302570393  613078  0.5430594125521829\n",
-       "    8143  4311 327858157869073980 180.52299934026533  -0.35894553037956584     49     1 ...  -2.021428931708466           0      54  0.4250030185190997  2.8635143538498213  299575  0.4250030185190997\n",
-       "     170    12 327858139732903562 179.72337874140632   -0.9027819679636647     47     1 ... -11.136791431574663           0     149                 1.0   5.142377695401394  342696  1.1726935140619603\n",
-       "    2160  1448 327858163879510906 178.78554457592986 0.0007891822912992597     44     1 ... 0.14063443283764998           0     122  0.9601920048024104  3.4102852027513872  257358  0.9601920048024104\n",
-       "    4304  2058 327858188038703711  178.8106027079456    0.9928481384920383     48     1 ...  12.392722591735366           0     108  0.8500060370381994   2.858254786768493  698835  0.8500060370381994\n",
-       "    7193  3808 327858175988466066   180.571390139718   0.48589357416245554     43     1 ...   4.540127828988275           0      99  0.7791722006183495  3.7764668497580076  617564  0.7791722006183495\n",
-       "    1320   870 327858133684716929 179.00558195364405   -1.1429686943178787     49     1 ... -11.827944365572996           0      95  0.7476904955428606   2.221432295537178  496907  0.7476904955428606\n",
-       "    7349  3559 327858163913066729 180.98886824112478   0.12177314073120668     41     1 ...  1.4457829893377552           0      56 0.44074387105684415  1.2299536570109804  449778 0.44074387105684415\n",
-       "    5121  2620 327858182011487931  179.6828198628355     0.659059788590814     46     1 ...   6.400471166559996           0      97   0.763431348080605  1.5836582410969682   62138   0.763431348080605\n",
-       "    9299  4503 327858139745486914 180.43104026737538   -1.0290032290823008     46     1 ... -12.942647731246312           0      81  0.6375045277786495  2.2816376003821324  402138  0.6375045277786495\n",
-       "     441   311 327858127661697974 180.03803986467713   -1.4228807956549943     44     1 ... -12.329037204053861           0      69  0.5430594125521829  0.1360058035389532  392542  0.5430594125521829\n",
-       "    5166  2950 327858188051285506 179.52518070408595    0.8908835554582324     49     1 ...    8.37782200214973           0     114  0.8972285946514327   3.655910185687424  267754  0.8972285946514327\n",
-       "     146   101 327858139728709719 179.38464945199675   -0.8998759801590822     40     1 ...  -7.256661907089383           0     100  0.7870426268872216  3.4772167328642234  170911  0.7870426268872216\n",
-       "    1386   893 327858139716125507 178.64250172750445   -1.0540630203425225     48     1 ...  -9.837720342910185           0      53  0.4171325922502275  0.7336313184153014  606658  0.4171325922502275\n",
-       "    1436   978 327858139716125949 178.65834068432252   -0.9226575132267402     41     1 ... -4.6729405542491005           0      59 0.46435514986346077  0.9330263686699861  586722 0.46435514986346077"
-      ]
-     },
-     "execution_count": 9,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "rand"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
-   "id": "8d03d661",
+   "execution_count": null,
+   "id": "75f912b3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "fpath = findfile(ftype='randoms_bd_ddp_n8', field=field, dryrun=dryrun, survey=survey, version=version)\n",
+    "\n",
+    "rand = Table.read(fpath)\n",
+    "rand.meta"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 114,
+   "id": "a169c202",
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/plain": [
-       "OrderedDict([('ZMIN', 0.039),\n",
-       "             ('ZMAX', 0.263),\n",
-       "             ('DZ', 0.0001),\n",
-       "             ('NRAND', 15726),\n",
-       "             ('FIELD', 'R1'),\n",
-       "             ('AREA', 180.0),\n",
-       "             ('BOUND_PERCENT', 1.0),\n",
-       "             ('VOL', 265445.3343938506),\n",
-       "             ('RAND_DENS', 0.05924383653572445),\n",
-       "             ('VOL8', 2144.660584850632),\n",
-       "             ('NRAND8', 127.057921113502),\n",
-       "             ('NRAND8_PERR', 11.27199721049921),\n",
-       "             ('EXTNAME', 'TilingCat'),\n",
-       "             ('RSPHERE', 8.0),\n",
-       "             ('TILEID', 238),\n",
-       "             ('TILERA', 216.327),\n",
-       "             ('TILEDEC', -0.717),\n",
-       "             ('FIELDROT', -0.0743063091867413),\n",
-       "             ('FA_PLAN', '2022-07-01T00:00:00.000'),\n",
-       "             ('FA_HA', 0.0),\n",
-       "             ('FA_RUN', '2021-05-29T23:32:41+00:00'),\n",
-       "             ('REQRA', 216.327),\n",
-       "             ('REQDEC', -0.717),\n",
-       "             ('FIELDNUM', 0),\n",
-       "             ('FA_VER', '4.0.0'),\n",
-       "             ('FA_SURV', 'sv3'),\n",
-       "             ('DEPNAM00', 'python'),\n",
-       "             ('DEPVER00', '3.8.3'),\n",
-       "             ('DEPNAM01', 'numpy'),\n",
-       "             ('DEPVER01', '1.19.1'),\n",
-       "             ('DEPNAM02', 'matplotlib'),\n",
-       "             ('DEPVER02', '3.2.1'),\n",
-       "             ('DEPNAM03', 'astropy'),\n",
-       "             ('DEPVER03', '4.0.1.post1'),\n",
-       "             ('DEPNAM04', 'fitsio'),\n",
-       "             ('DEPVER04', '1.1.2'),\n",
-       "             ('DEPNAM05', 'desiutil'),\n",
-       "             ('DEPVER05', '3.2.1'),\n",
-       "             ('DEPNAM06', 'desimodel'),\n",
-       "             ('DEPVER06', '0.15.0.dev651'),\n",
-       "             ('DEPNAM07', 'desitarget'),\n",
-       "             ('DEPVER07', '1.0.1'),\n",
-       "             ('DEPNAM08', 'SKYBRICKS_DIR'),\n",
-       "             ('DEPVER08', '$DESI_ROOT/target/skybricks/v3'),\n",
-       "             ('RRVER', '0.15.0'),\n",
-       "             ('TEMNAM00', 'GALAXY'),\n",
-       "             ('TEMVER00', '2.6'),\n",
-       "             ('TEMNAM01', 'QSO'),\n",
-       "             ('TEMVER01', '0.1'),\n",
-       "             ('TEMNAM02', 'STAR:::A'),\n",
-       "             ('TEMVER02', '0.1'),\n",
-       "             ('TEMNAM03', 'STAR:::B'),\n",
-       "             ('TEMVER03', '0.1'),\n",
-       "             ('TEMNAM04', 'STAR:::CV'),\n",
-       "             ('TEMVER04', '0.1'),\n",
-       "             ('TEMNAM05', 'STAR:::F'),\n",
-       "             ('TEMVER05', '0.1'),\n",
-       "             ('TEMNAM06', 'STAR:::G'),\n",
-       "             ('TEMVER06', '0.1'),\n",
-       "             ('TEMNAM07', 'STAR:::K'),\n",
-       "             ('TEMVER07', '0.1'),\n",
-       "             ('TEMNAM08', 'STAR:::M'),\n",
-       "             ('TEMVER08', '0.1'),\n",
-       "             ('TEMNAM09', 'STAR:::WD'),\n",
-       "             ('TEMVER09', '0.1'),\n",
-       "             ('TCOMM1', 'GAMA ID'),\n",
-       "             ('TUCD1', 'meta.id;meta.main'),\n",
-       "             ('TCOMM2', 'SDSS objid'),\n",
-       "             ('TUCD2', 'meta.id'),\n",
-       "             ('TCOMM3', 'J2000 coordinate'),\n",
-       "             ('TUCD3', 'pos.eq.ra'),\n",
-       "             ('TCOMM4', 'J2000 coordinate'),\n",
-       "             ('TUCD4', 'pos.eq.dec'),\n",
-       "             ('TCOMM5', '3-arcsec fiber magnitude'),\n",
-       "             ('TUCD5', 'phot.mag;em.opt.R'),\n",
-       "             ('TCOMM6', 'Extinction-corrected SDSS DR7 Petrosian mag'),\n",
-       "             ('TUCD6', 'phot.mag;em.opt.R'),\n",
-       "             ('TCOMM7', 'Extinction-corrected SDSS DR7 mag'),\n",
-       "             ('TUCD7', 'phot.mag;em.opt.U'),\n",
-       "             ('TCOMM8', 'Extinction-corrected SDSS DR7 mag'),\n",
-       "             ('TUCD8', 'phot.mag;em.opt.B'),\n",
-       "             ('TCOMM9', 'Extinction-corrected SDSS DR7 mag'),\n",
-       "             ('TUCD9', 'phot.mag;em.opt.R'),\n",
-       "             ('TCOMM10', 'Extinction-corrected SDSS DR7 mag'),\n",
-       "             ('TUCD10', 'phot.mag;em.opt.I'),\n",
-       "             ('TCOMM11', 'Extinction-corrected SDSS DR7 mag'),\n",
-       "             ('TUCD11', 'phot.mag;em.opt.I'),\n",
-       "             ('TCOMM12', 'Survey code for redshift source, see notes'),\n",
-       "             ('TUCD12', 'meta.code;meta.dataset'),\n",
-       "             ('TCOMM13', 'Spectroscopic redshift, -1 for none attempted'),\n",
-       "             ('TUCD13', 'src.redshift'),\n",
-       "             ('TCOMM14', 'Quality of redshift'),\n",
-       "             ('TUCD14', 'meta.code.qual;src.redshift'),\n",
-       "             ('TCOMM15', 'Tests of NQ=2 redshifts, see notes'),\n",
-       "             ('TUCD15', 'meta.code.qual;src.redshift'),\n",
-       "             ('TCOMM16', 'ID of spectrum from SpecAll table'),\n",
-       "             ('TUCD16', 'meta.id.cross;spect'),\n",
-       "             ('TCOMM17', 'Redshift uncertainty, c delta ln(1+z), see notes'),\n",
-       "             ('TUCD17', 'src.redshift;stat.error'),\n",
-       "             ('TCOMM18', 'Number of GAMA spectra within 1 arcsec'),\n",
-       "             ('TUCD18', 'meta.number;spect'),\n",
-       "             ('TCOMM19', 'SDSS Petro half-light surface brightness'),\n",
-       "             ('TUCD19', 'phot.mag.sb;em.opt.R'),\n",
-       "             ('TCOMM20', 'r_psf - r_model star-galaxy separation parameter'),\n",
-       "             ('TUCD20', 'src.class.starGalaxy'),\n",
-       "             ('TCOMM21', 'J - K - f_locus star-galaxy separation parameter'),\n",
-       "             ('TUCD21', 'src.class.starGalaxy'),\n",
-       "             ('TCOMM22', 'Extinction-corrected r-defined auto AB mag'),\n",
-       "             ('TUCD22', 'phot.mag;em.IR.K'),\n",
-       "             ('TCOMM23', 'Flux from FIRST-SDSS matching by John Ching'),\n",
-       "             ('TUCD23', 'phot.flux.density;em.radio'),\n",
-       "             ('TCOMM24', '1 for match to H-ATLAS SDSS possible ID'),\n",
-       "             ('TUCD24', 'meta.code'),\n",
-       "             ('TCOMM25', '1-deg strip, 2 for GAMA I regions'),\n",
-       "             ('TUCD25', 'meta.code'),\n",
-       "             ('TCOMM26', 'Bitwise target criteria, see notes'),\n",
-       "             ('TUCD26', 'meta.code'),\n",
-       "             ('TCOMM27', 'Useful for selecting samples, see notes'),\n",
-       "             ('TUCD27', 'meta.code.class'),\n",
-       "             ('TCOMM28', 'Useful for selecting samples, see notes'),\n",
-       "             ('TUCD28', 'meta.code.class'),\n",
-       "             ('TCOMM29', 'Priorities for targeting, see notes'),\n",
-       "             ('TUCD29', 'meta.code.class'),\n",
-       "             ('TCOMM30', 'Number of survey_class>=3 targets within 40 arcsec'),\n",
-       "             ('TUCD30', 'meta.code.class'),\n",
-       "             ('TCOMM31', 'CATAID of object in TilingCatv11, see notes'),\n",
-       "             ('TUCD31', 'meta.code.cross'),\n",
-       "             ('TCOMM32', 'Mask value 0.0 to 1.0 around V<10 stars'),\n",
-       "             ('TUCD32', 'meta.code'),\n",
-       "             ('TCOMM33', 'Mask value 0.0 to 1.0 around V<12 stars'),\n",
-       "             ('TUCD33', 'meta.code'),\n",
-       "             ('TCOMM34', 'Visual classification, see notes'),\n",
-       "             ('TUCD34', 'mata.code.qual'),\n",
-       "             ('TCOMM35', 'Initials of classifiers, xxx for none'),\n",
-       "             ('TUCD35', 'meta.id'),\n",
-       "             ('DATE-HDU', '2015-09-04T13:22:37'),\n",
-       "             ('STILVERS', '3.0-8'),\n",
-       "             ('STILCLAS', 'uk.ac.starlink.votable.FitsPlusTableWriter'),\n",
-       "             ('DMU', 'EqInputCat'),\n",
-       "             ('NAME', 'TilingCat'),\n",
-       "             ('VERSION', 'v46'),\n",
-       "             ('DATE', '2015-05-22'),\n",
-       "             ('CONTACT', 'Ivan Baldry <i.baldry@ljmu.ac.uk>'),\n",
-       "             ('GOLD_NGAL', 113687),\n",
-       "             ('DDP1_ZMIN', 0.03923446111463015),\n",
-       "             ('DDP1_ZMAX', 0.2629719581471712),\n",
-       "             ('DDP1_VZ', 7592914.32628178),\n",
-       "             ('DDP1ZLIMS_NGAL', 31700),\n",
-       "             ('DDP1_NGAL', 15347),\n",
-       "             ('DDP1_DENS', 0.002021226546291793),\n",
-       "             ('DDP2_ZMIN', 0.03923446111463015),\n",
-       "             ('DDP2_ZMAX', 0.1936874359952474),\n",
-       "             ('DDP2_VZ', 3155879.137087058),\n",
-       "             ('DDP2ZLIMS_NGAL', 22149),\n",
-       "             ('DDP2_NGAL', 10971),\n",
-       "             ('DDP2_DENS', 0.003476368873278988),\n",
-       "             ('DDP3_ZMIN', 0.03905948049350564),\n",
-       "             ('DDP3_ZMAX', 0.1015549649907882),\n",
-       "             ('DDP3_VZ', 457402.5405453242),\n",
-       "             ('DDP3ZLIMS_NGAL', 4768),\n",
-       "             ('DDP3_NGAL', 2547),\n",
-       "             ('DDP3_DENS', 0.005568399329315961),\n",
-       "             ('TMR_DDP1', '[-21.8, -20.1]'),\n",
-       "             ('TMR_DDP2', '[-20.6, -19.3]'),\n",
-       "             ('TMR_DDP3', '[-19.6, -17.8]'),\n",
-       "             ('D80LIMS', '[-1.0, -0.75]'),\n",
-       "             ('D81LIMS', '[-0.75, -0.55]'),\n",
-       "             ('D82LIMS', '[-0.55, -0.4]'),\n",
-       "             ('D83LIMS', '[-0.4, 0.0]'),\n",
-       "             ('D84LIMS', '[0.0, 0.7]'),\n",
-       "             ('D85LIMS', '[0.7, 1.6]'),\n",
-       "             ('D86LIMS', '[1.6, 2.9]'),\n",
-       "             ('D87LIMS', '[2.9, 4.0]'),\n",
-       "             ('D88LIMS', '[4.0, 10000.0]'),\n",
-       "             ('DDP1_d0_VOLFRAC', '2.926209e-02'),\n",
-       "             ('DDP1_d0_TIERMEDd8', '-1.000000e+00'),\n",
-       "             ('DDP1_d1_VOLFRAC', '9.160305e-03'),\n",
-       "             ('DDP1_d1_TIERMEDd8', '-7.286034e-01'),\n",
-       "             ('DDP1_d2_VOLFRAC', '1.164122e-02'),\n",
-       "             ('DDP1_d2_TIERMEDd8', '-4.670757e-01'),\n",
-       "             ('DDP1_d3_VOLFRAC', '1.297710e-02'),\n",
-       "             ('DDP1_d3_TIERMEDd8', '-1.664978e-01'),\n",
-       "             ('DDP1_d4_VOLFRAC', '3.193384e-02'),\n",
-       "             ('DDP1_d4_TIERMEDd8', '3.569831e-01'),\n",
-       "             ('DDP1_d5_VOLFRAC', '3.517812e-02'),\n",
-       "             ('DDP1_d5_TIERMEDd8', '1.112493e+00'),\n",
-       "             ('DDP1_d6_VOLFRAC', '3.403308e-02'),\n",
-       "             ('DDP1_d6_TIERMEDd8', '2.202024e+00'),\n",
-       "             ('DDP1_d7_VOLFRAC', '2.309160e-02'),\n",
-       "             ('DDP1_d7_TIERMEDd8', '3.383086e+00'),\n",
-       "             ('DDP1_d8_VOLFRAC', '1.061705e-01'),\n",
-       "             ('DDP1_d8_TIERMEDd8', '7.793250e+00'),\n",
-       "             ('comments',\n",
-       "              ['Science targets and information for tiling and spectroscopic',\n",
-       "               'observation.'])])"
-      ]
-     },
-     "execution_count": 10,
-     "metadata": {},
-     "output_type": "execute_result"
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "WARNING: AstropyDeprecationWarning: Specified hdu=BOUNDARY not found, reading in first available table (hdu=1) instead. This will result in an error in future versions! [astropy.io.fits.connect]\n"
+     ]
     }
    ],
    "source": [
+    "# also tried ftype='randoms'\n",
     "fpath = findfile(ftype='randoms_bd_ddp_n8', field=field, dryrun=dryrun, survey=survey, version=version)\n",
-    "\n",
-    "rand = Table.read(fpath)\n",
-    "rand.meta"
+    "bound = Table.read(fpath, 'BOUNDARY')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
-   "id": "fbcaae85",
+   "execution_count": 115,
+   "id": "4a59ef0b",
    "metadata": {},
    "outputs": [
     {
@@ -555,13 +193,13 @@
        "Text(0, 0.5, 'DEC [deg.]')"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 115,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYAAAAEGCAYAAABsLkJ6AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAAARFklEQVR4nO3de7Ct93zH8fdHEiMkhOa4JTlO6m6CiB1UUEIJpUFVpBFTl54xpUVDlbjUqOl0apSOqjnFpDokDFJBNAlRmZSQk+PIFZOKS+KSnVKkKIdv/1jPYc/O3uusffZa61lr/96vmT3nuay9nu9vzt7rs3/P83t+T6oKSVJ7btZ3AZKkfhgAktQoA0CSGmUASFKjDABJatS+fRewFgcffHBt2bKl7zIkaa5ccsklN1TVpuXb5yoAtmzZwvbt2/suQ5LmSpKvr7TdU0CS1CgDQJIaZQBIUqMMAElqlAEgSY3qLQCS3CLJ55N8MckVSV7XVy2S1KI+h4H+H3BsVd2YZD/gwiQfr6qLeqxJkprRWwDUYB7qG7vV/bqvic1NnUm9sSRNwSQ+HHu9BpBknyQ7geuB86rqcyu8ZmuS7Um2Ly4uTr1GSdqoeg2AqvpFVR0JHAo8KMkRK7xmW1UtVNXCpk03uZNZkpowibMYMzEKqKr+B/gUcFzPpUjSTNpQp4CSbEpyULe8P/A7wJf6qkeSZtkkegB9jgK6E/AvSfZhEETvr6qP9liPJDWlz1FAlwIP6Ov4ktS6mbgGIEmaPgNAkubAhroILEka3YYdBipJGs4egCRpbAwASZoDngKSJI2NASBJjTIAJKlRBoAkNcoAkKRGGQCS1CgDQJIaZQBIUqMMAElqlAEgSY0yACRpDjgZnCQ1yrmAJEljYwBIUqMMAElqlAEgSY0yACSpUQaAJM0Bh4FKksbGAJCkRhkAkjQHvBFMkjQ2BoAkNcoAkKRGGQCS1KjeAiDJYUk+leTKJFckeVFftUhSi/bt8di7gFOqakeSA4FLkpxXVVf2WJMkNaO3HkBVfbuqdnTLPwKuAg7pqx5Jas1MXANIsgV4APC5FfZtTbI9yfbFxcWp1yZJs2BDTgWR5ADgg8CLq+qHy/dX1baqWqiqhU2bNk2/QEmaARvuRrAk+zH48H9PVX2oz1okaZZtqB5AkgDvBK6qqjf1VYcktarPHsAxwMnAsUl2dl9P6LEeSWpKb8NAq+pCJnNaS5I2nDD+00C9XwSWJO3ZhroGIEnqlwEgSXNgww0DlST1xwCQpEYZAJI0B7wILEmN8hqAJGlsDABJmgOeApKkRnkKSJI0NgaAJDXKAJCkOeA1AElqlNcAJEljYwBI0hzwFJAkaWwMAEmaA14DkKRGeQpIkhplD0CSNDYGgCTNAU8BSVKjPAUkSRobA0CSGmUASFKjDABJapQBIElzYBKjgPZdbUeSo0b4/p9X1WVjrEeStIIw/hBYNQCATwMXM3z00eHAlnEWJEmajmEBcHFVHTvsm5Ocv56DJ3kX8ETg+qo6Yj3vJUlam1WvAezpw3/U1+zBacBx63wPSdrwNtydwFV1AfC9PmuQpHkwM3cCJ9kx7kKGHGtrku1Jti8uLk7rsJI0U2amB1BVo4wQGouq2lZVC1W1sGnTpmkdVpJmysz0ACRJ82/YKCAAkvyIm/Y+fgBsB06pqq9OojBJ0mSN0gN4M/Ay4BDgUOClwHuBM4B3refgSU4HPgvcM8m1SZ67nveTJI1ujz0A4Peq6v5L1rcl2VlVL0/yyvUcvKpOXM/3S5L23ig9gB8neXqSm3VfTwd+2u2bxIVpSdIUjBIAJwEnA9cD3+2Wn5lkf+CFE6xNkjRBezwF1F3kfdIquy8cbzmSpGnZYw8gyT2SfDLJ5d36/ZK8avKlSZImaZRTQP8MvAL4OUBVXQo8Y5JFSZImb5QAuGVVfX7Ztl2TKEaSND2jBMANSe5KN+InydOAb0+0KknSxI1yH8ALgG3AvZJcB1wDPHOiVUmSJm7UUUCPSXIr4GZV9aPJlyVJmrRhzwT+81W2A1BVb5pQTZKkKRjWAziw+/eewNHAWd36k4DlF4UlSXNm1QCoqtcBJLkAOGr3qZ8kfwV8bCrVSZKA/h4IcwfgZ0vWf9ZtkyRNySQeCDPKKKB3A59Pcma3/mQGD3OXJM2xUUYBvSHJx4GHd5ueXVVfmGxZkqRJG6UHQFXtAKb2IHhJ0uSteg0gyR4/8Ed5jSRpNg3rAdw7yaVD9ge4zZjrkSRNybAAuNcI3/+LcRUiSZquYfcBfH2ahUiSpmuU+wAkSRuQASBJc2CqdwInuVuSY1bYfkz3fABJ0pRM4k7gYT2ANwM/XGH7D7t9kqQ5NiwA7lBVly3f2G3bMrGKJElTMSwADhqyb/8x1yFJGmLas4FuT/LHyzcmeR5wyQRqkSRN0bAbwV4MnJnkJH79gb8A3Bx4yoTrkiRN2LAbwb4LPDTJo4Ajus0fq6rzp1KZJOlXwvhPAw17JvCxVXV+VX0qydeq6pol+55aVR8acy2SpFVM+xrAG5csf3DZvldNoBZJ0iqmfR9AVlkeWy1Jjkvy5SRXJ/nLcbynJGk0wwKgVlleaX3NkuwD/CPweOA+wIlJ7rPe95UkjWbYKKDfTHIWg7/2dy/TrR8+hmM/CLi6qr4KkOQM4HjgyjG8tyRpD4YFwPFLlt+4bN/y9b1xCPDNJevXAg9e/qIkW4GtAJs3bx7DYSVJMHwY6Kd3LyfZ1G1bnEZRy+rYBmwDWFhYmMSFcElq0rDZQJPktUluAL4MfCXJYpLXjOnY1wGHLVk/tNsmSZqCYReBXwI8DDi6qm5XVbdlcIrmmCQvGcOxLwbunuTwJDcHngGctYfvkSSNybAAOBk4cekNYN0F22cCz1rvgatqF/BC4BzgKuD9VXXFet9XkjSaYReB96uqG5ZvrKrFJPuN4+BVdTZw9jjeS5K0NsN6AD/by32SpDkwrAdw/yQrPREswC0mVI8kaUqGDQPdZ5qFSJKma9gpIEnSjJj2bKCSpBkx7dlAJUkbmAEgSY0yACRpDngNQJIa5TUASdLYGACSNAc8BSRJjfIUkCRpbAwASWqUASBJjTIAJKlRBoAkNcoAkKRGGQCS1CgDQJIaZQBIUqMMAElqlAEgSY0yACSpUQaAJDXKAJCkRhkAktQoA0CSGmUASNIc8IlgktSoDfNEsCR/kOSKJL9MstBHDZI0TzZSD+By4KnABT0dX5Kat28fB62qqwCSSXRqJGnjCePvBcz8NYAkW5NsT7J9cXGx73IkacOYWA8gySeAO66w69Sq+vCo71NV24BtAAsLC5M4DSZJTZpYAFTVYyb13pKk9Zv5U0CSpMnoaxjoU5JcC/wW8LEk5/RRhyS1rK9RQGcCZ/ZxbEnSgKeAJKlRBoAkzYGNdCewJGkNNsxcQJKk/hkAktQoA0CSGmUASFKjDABJapQBIElzwGGgktQoh4FKUqPsAUhSo+wBSJLGxgCQpEYZAJLUKANAkhplAEhSowwASWqUASBJjTIAJKlRBoAkNcoAkKRGGQCSNAecC0iSGuVcQJKksTEAJKlRBoAkNcoAkKQ54EVgSdLYGACS1CgDQJLmwIYZBprk75J8KcmlSc5MclAfdUhSy/rqAZwHHFFV9wO+AryipzokqVm9BEBVnVtVu7rVi4BD+6hDklq2b98FAM8B3rfaziRbga0Amzdv3uuDTGIIlSTNs4kFQJJPAHdcYdepVfXh7jWnAruA96z2PlW1DdgGsLCw4Oe4JI3JxAKgqh4zbH+SPwKeCDy6qvxgl6Qp6+UUUJLjgL8AfruqftxHDZLUur5GAb0VOBA4L8nOJG/vqQ5JalYvPYCqulsfx5Uk/Zp3AktSowwASWqUASBJjTIAJKlRmach+EkWga/3XcceHAzc0HcRY7BR2gG2ZRZtlHbAfLTlLlW1afnGuQqAeZBke1Ut9F3Hem2UdoBtmUUbpR0w323xFJAkNcoAkKRGGQDjt63vAsZko7QDbMss2ijtgDlui9cAJKlR9gAkqVEGgCQ1ygBYgyTvSnJ9ksuXbHt993D7nUnOTXLnbnuS/EOSq7v9R/VX+U2tsS0nddsvS/KZJPfvr/KbWktbluw/OsmuJE+bfsUrW2s7kjyy235Fkk/3U/XK1vjzdZskH0nyxa4tz+6v8ptaqS1L9p2SpJIc3K3P9O/9TVSVXyN+AY8AjgIuX7Lt1kuW/wx4e7f8BODjQICHAJ/ru/51tOWhwG275cfPc1u69X2A84Gzgaf1Xf9e/p8cBFwJbO7Wb993/etoyyuBv+2WNwHfA27edxuGtaXbfhhwDoObUw/uts307/3yL3sAa1BVFzD44Vy67YdLVm/Frx8/fDzw7hq4CDgoyZ2mU+meraUtVfWZqvp+t/0i4NCpFDmiNf6/APwp8EHg+slXN7o1tuMPgQ9V1Te6181zWwo4MEmAA7rv2zWNOkexUls6f8/gwVZLf7Zm+vd+uVl4KPzcS/IG4FnAD4BHdZsPAb655GXXdtu+Pd3q1maVtiz1XAZ/4cy8ldqS5BDgKd360f1VN7pV/k/uAeyX5D8YPFzpLVX17n4qHN0qbXkrcBbwLQZtOaGqftlPhaNJcjxwXVV9cZBbvzJXv/f2AMagqk6tqsMYPNz+hX3Xsx7D2pLkUQwC4OV91LZWq7TlzcDLZ/0DZqlV2rEv8EDgd4HHAa9Oco+eShzZKm15HLATuDNwJPDWJLfupcARJLklg9NWr+m7lvUyAMbrPcDvd8vXMThHuNuh3bZ5sbQtJLkf8A7g+Kr6796q2jtL27IAnJHka8DTgLcleXJPda3V0nZcC5xTVf9bVTcAFwAzdXF+D5a25dkMTmdVVV0NXAPcq7fK9uyuwOHAF7ufo0OBHUnuyJz93hsA65Tk7ktWjwe+1C2fBTyrGxXwEOAHVTWT3cDdVmtLks3Ah4CTq+orfdS2Vqu1paoOr6otVbUF+ADwJ1X1b9OvcDRDfr4+DDwsyb7dX6QPBq6adn1rMaQt3wAe3b3mDsA9ga9Ot7rRVdVlVXX7JT9H1wJHVdV3mLPfe68BrEGS04FHAgcnuRZ4LfCEJPcEfslgNMDzu5efzWBEwNXAjxn8lTMz1tiW1wC/weCvZYBdNUOzH66xLTNrLe2oqquS/DtwabfvHVV1k2GKfVnj/8nrgdOSXMZg9MzLu17NTFipLVX1zlVePtO/98s5FYQkNcpTQJLUKANAkhplAEhSowwASWqUASBJjTIA1JQkv+hmo7y8m4HyoGX7dyY5Y8j3n5bkmiQrDitNcuOY6jyhm1Hyo+N4P2klBoBa85OqOrKqjmAwwdcLdu9Icm8GM4U+PMmthrzHy6rq7ZMssqreBzxvkseQDAC17LMMJura7UTgX4FzGdypukdJDk/y2QyelfDXy/a9LMnF3bzwr1uy/dVJvpzkwiSnJ3npGNoirZkBoCYl2YfB9ANnLdl8AnAGcDqDMBjFW4B/qqr7smTGxySPBe4OPIjBBGcPTPKIJEczmAPn/gyerTAzd1SrPQaAWrN/kp3Ad4A7AOcBJFkAbujm1/8k8IAktxvh/Y5hEBgw6D3s9tju6wvADgaTm929e/2Hq+qnVfUj4CPrbpG0lwwAteYnVXUkcBcG887svgZwInCvbnbH/wJuzZLZUPdgpflUAvxNd73hyKq625D5Y6ReGABqUlX9mMFjCU9JcnPg6cB9l8zweDyjnQb6T+AZ3fJJS7afAzwnyQEweBBNktt3r39Sklt0+544lgZJe8EAULOq6gsMZtN8BYOnO31rye4LgPuM8Di/FwEv6Gay/NUF5ao6F3gv8Nlu3weAA6vqYgbXHS5l8GS1yxg8HYskz19teKk0Cc4GKq1BktOAj1bVB9bxHgdU1Y3dPP4XAFurascKr3sk8NKqspegibAHIK3ND4DXr/Mv9W3dhegdwAdX+fA/AXgb8P11HEcayh6AJDXKHoAkNcoAkKRGGQCS1CgDQJIaZQBIUqP+H24aYveG9OLIAAAAAElFTkSuQmCC\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -574,16 +212,15 @@
    ],
    "source": [
     "pl.plot(rand['RANDOM_RA'][::10], rand['RANDOM_DEC'][::10], marker=',', lw=0.0, c='k')\n",
-    "pl.plot(rand['RANDOM_RA'][rand['IS_BOUNDARY'].astype(bool)], rand['RANDOM_DEC'][rand['IS_BOUNDARY'].astype(bool)], marker=',', lw=0.0, c='cyan')\n",
-    "\n",
+    "pl.plot(bound['RANDOM_RA'], bound['RANDOM_DEC'], marker=',', lw=0.0, c='cyan')\n",
     "pl.xlabel('RA [deg.]')\n",
     "pl.ylabel('DEC [deg.]')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
-   "id": "44c5fec0",
+   "execution_count": 116,
+   "id": "2e6f064c",
    "metadata": {},
    "outputs": [
     {
@@ -592,13 +229,13 @@
        "Text(0.5, 0, 'V')"
       ]
      },
-     "execution_count": 12,
+     "execution_count": 116,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -611,15 +248,17 @@
    ],
    "source": [
     "_ = pl.hist(rand['V'], bins=100, histtype='step', color='k')\n",
-    "_ = pl.hist(rand['V'][rand['IS_BOUNDARY'].astype(bool)], bins=100, histtype='step', color='c')\n",
+    "_ = pl.hist(bound['V'], bins=100, histtype='step', color='c')\n",
+    "\n",
+    "#_ = pl.hist(rand['V'][rand['IS_BOUNDARY'].astype(bool)], bins=100, histtype='step', color='c')\n",
     "\n",
     "pl.xlabel('V')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
-   "id": "b8f15f21",
+   "execution_count": 100,
+   "id": "5bd0dc34",
    "metadata": {},
    "outputs": [
     {
@@ -628,13 +267,13 @@
        "(0.0, 0.6)"
       ]
      },
-     "execution_count": 13,
+     "execution_count": 100,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX4AAAEGCAYAAABiq/5QAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAAAO9UlEQVR4nO3dX4xc51nH8d+vscoqyDWrBCQ2ieYk4LoKqFLBBK5QEUVyoa6LUkpcEKoUaqV/6AVcENRKSHDBPwmJ0kiRIVHaC5qWXCBHpC3/WkVUDcQu6R+nMnLSWcVZqaEpAkRk2sDDxc44x+PZnTMzZ86Zc57vR7IyMzsz+74e57fvPuc9z3FECACQx6vaHgAAoFkEPwAkQ/ADQDIEPwAkQ/ADQDIH2h6AJB08eDCOHDnS9jAAoFPOnTv3zYj43nlfty7Br7Nnz7Y9DADoFNvbi7yOUg8AJEPwA0AyBD8AJEPwA0AyBD8AJEPwA0AyBD8AJEPwA0AyrQa/7eO2T1++fLnNYaBjiqKQbRVF0fZQgE7yOlyIZWtrK3Z2dtoeBjrCtiLiyn+BrGyfi4ij876OUg8AJLMWvXqAKijtAPUg+NEZ29sL9aMCMIHgR2cNBoOrfgsYDoetjQXoEmr8WFtFUexb3pkMenb6ANWw4sfamlbaGQwGV92fFv4A9kfwoxOKotBgMKCcA9SAUg/W0jjoB4PBlVU8oQ/UgxU/1tL29jYnZwErwoofAJIh+AEgGYIfraDRGtAeavxoxbiGX95+WRTFlS2ck9s2AdSn1eC3fVzS8c3NzTaHgTXBAV2gGa2WeiLi0Yg4tbGx0eYwACAVSj1YiXHtvrz3vlzPH5dyxv122KMPNIfgx0pMa7dQfmxc0hkOh7RZABrGrh6s3HgHDwdsgfXAih8rVz5ou9f2zXGLBgCrR/CjUXvV8tnRAzSH4EfrWOkDzSL40Tp29ADN4uAuFjLt6lh7PcaKHlgvBD8Wsr29fc2WzfH98g6e7e1tVvTAmqHUg1qVQ579+cB6YsUPAMkQ/FjY+LKItFYGuoXgx8KGw+HME7MArB9q/NjXtGZrk+i3A3QLwY99Te7c2WtlP23LJts4gfVE8KOS8dWxyu2Uy6b9RsA2TmA9EfyohF46QH9wcBfX4ELoQL8R/LhGeXVPnR7oHy62jj2Na/Ts2AH6hYutA0AylHoSm9ZNE0D/sasnsfIe/SonagHoB4Ifkl75IUD/fKD/CH5chf36QP8R/AnNW9fnNwCgXwj+hCb778xC3R/oF3b1AEAyBH9Sg8GAEg6QFKWepKadlcsPAiAHgj+JqhdUAdB/BH8PTQv5eQ/oAugvgr+H5gn58QXTKfMAeXBwt+fGvfX3CvbxBdMp8wB5EPw9NV7JSyLYAVyFUk9PTQt6yjoAJII/FVb9ACRKPQCQDsHfM7RVBjALwd8jXEwFQBXU+HuEXvoAqmDF33FcNxfAvFjxdxytGADMixU/ACRD8ANAMgQ/ACRD8ANAMgQ/ACRD8HcYZ+kCWATbOTtsfMJW+bq5ADALK/6OGV9YhZO2ACyKFX/HsMoHsKzag9/22yT9nKTXSHogIv6m7u8BAFhcpVKP7Qdtv2D7qxOPH7N9wfZF2/dKUkT8VUS8W9I9kn6x/iHnUbWsw5W1AMyj6or/IUkfkfSx8QO2r5N0n6SfkXRJ0pO2z0TE06OnfGj0dSxosqxT3sVTDnnaMAOYR6Xgj4jHbRcTD98h6WJEPCtJth+WdML21yT9vqRPRcQX93pP26cknZKkQ4cOLTD0/tprhV9uu0zYA1jUMjX+myQ9V7p/SdKPS/o1SW+SdMj2D0bE/dNeHBGnJZ2WpK2tLZrIl9BxE8Aq1X5wNyI+LOnDdb8vAKAey+zjf17SLaX7N48eAwCssWVW/E9KOmz7Vu0G/l2S3lnLqBKb1oZhMBhwwhaA2lQKftsfl/RGSTfaviTptyPiAdvvl/QZSddJejAizq9spElMu27ucDjkhC0Atam6q+fkHo8/JumxRb+57eOSjm9ubi76FgCAObXaqyciHo2IUxsbG20OAwBSoUnbGiiKgho+gMbQpG0NVNm3TzsGAHUh+Fs23sUzK/w5UxdAXQj+Bo3LOeUQp80ygKa1GvzZdvXQigHAOmBXDwAkw64eAEiG4AeAZAj+hu3Vd4eraAFoCrt6GrZX3x22awJoCiv+Fat63VwAaArbOVeMffoA1g3bOVswrufzWwCANlDjb0j5oO24ns9vAQDaQPA3ZNrBW3bwAGgDwb9C0y6jWMZOHgBtIPhXaNplFAGgbWznBIBkCH4ASIZ9/ACQDPv4ASAZSj0AkAzBDwDJEPw1oiEbgC4g+GtU3rdP+ANYVwT/EoqimBrw4zNyackAYB1x5u4Stre39/wa7RgArCtW/ACQDMEPAMlw5m5NZnXiBIB14XXoHrm1tRU7OzttD2Nu4wupjC+tuA5/l9nxOSAT2+ci4ui8r6PUAwDJEPxLGgwG7NkH0Cls51zScDjk2rkAOoUVPwAkQ/DPaa+zdQGgKyj1zGm/s3UBoAtY8QNAMqz4a8CJWwC6hOCvAQ3ZAHQJLRsAIBkutg4AyXBwFwCSIfgBIBmCHwCSIfgBIBmCHwCSIfgBIBmCHwCSIfgBIBlaNlREK2YAfUHwV0Q7ZgB9QakHAJIh+GcoikK2r2q9PBgMrnkMALqCUs8M29vbighJunJRddowA+gy2jIDQDK0ZQaAZKjxA0AyBD8AJEPwA0AyBD8AJEPw76MoCvbqA+gd9vHvo7yHHwD6guDfw7TVPqt/AH1A8O9h2mqfM3YB9AE1/pGiKGi9DCAFVvwjtF0GkAUrfgBIhuAHgGTSBv+4zz51fQDZpK3xj3ftjHvsA0AWaYN/Gq6sBSADgr9kvE+f3wIA9FnaGj8AZMWKX9e2Z6DUA6DPCH5d256B1gwA+izlxdZptwwgM69D2+Gtra3Y2dlp7PvZvrLCHx/IXYe/Byyv/NkCfWf7XEQcnfd1HNwFgGRS1fg5SxcAkgU/HTgBgFIPAKSTasU/Dbt7AGSTPvjZsw8gG0o9AJBMiuAf996nrAMASUo95ZYMdN4EkF2KFT8A4BUEPwAkQ/ADQDIEPwAk0/vgpwUzAFyt97t6Ji+yAgDZ9X7FDwC4GsEPAMkQ/ACQDMEPAMkQ/ACQDMEPAMkQ/ACQDMEPAMkQ/ACQDMEPAMkQ/ACQDMEPAMkQ/ACQDMEPAMn0vi3zJHrzA8guXfAPh8O2hwAAraq91GP7NtsP2H6k7vcGACyvUvDbftD2C7a/OvH4MdsXbF+0fa8kRcSzEXH3KgYLAFhe1RX/Q5KOlR+wfZ2k+yS9WdLtkk7avr3W0QEAalcp+CPicUnfmnj4DkkXRyv8b0t6WNKJqt/Y9inbZ22ffemllyoPGACwnGVq/DdJeq50/5Kkm2zfYPt+SW+w/Vt7vTgiTkfE0Yg4ev311y8xDADAPGrf1RMRL0q6p+73BQDUY5kV//OSbindv3n0GABgjS0T/E9KOmz7VtuvlnSXpDP1DAsAsCpVt3N+XNIXJB2xfcn23RHxsqT3S/qMpK9J+mREnF/dUAEAdahU44+Ik3s8/pikxxb95raPSzq+ubm56FvsqygKWjQAwARHRNtj0NbWVuzs7NT+vra1DvNDc/jMkYntcxFxdN7X0Z0TAJIh+AEgGYIfAJIh+AEgmVb78a96Vw8A4Fqtrvgj4tGIOLWxsdHmMAAgFUo9AJAMwQ8AyazFCVy2/0vShbbHsUI3Svpm24NYkT7PTWJ+Xdf3+R2JiIPzvmhdLrZ+YZGzz7rC9tm+zq/Pc5OYX9dlmN8ir6PUAwDJEPwAkMy6BP/ptgewYn2eX5/nJjG/rmN+U6zFwV0AQHPWZcUPAGgIwQ8AyTQa/LaP2b5g+6Lte6d8/btsf2L09X+yXTQ5vmVUmNtP2v6i7Zdtv72NMS6jwvx+3fbTtr9s++9td+rSZxXmd4/tr9h+yvY/2r69jXEuatb8Ss+703bY7tQWyAqf37ts/9vo83vK9q+2Mc5FVPnsbL9j9P/fedt/MfNNI6KRP5Kuk/SMpNskvVrSlyTdPvGc90q6f3T7LkmfaGp8DcytkPR6SR+T9Pa2x7yC+f2UpOtHt9/Tlc9ujvm9pnT7rZI+3fa465zf6HkHJT0u6QlJR9sed82f37skfaTtsa5obocl/YukzdH975v1vk2u+O+QdDEino2Ib0t6WNKJieeckPTR0e1HJP20bTc4xkXNnFtEDCPiy5L+r40BLqnK/D4bES+N7j4h6eaGx7iMKvP7z9Ld75bUpV0RVf7fk6TflfQHki43ObgaVJ1fF1WZ27sl3RcR/y5JEfHCrDdtMvhvkvRc6f6l0WNTnxMRL0v6D0k3NDK65VSZW5fNO7+7JX1qpSOqV6X52X6f7Wck/aGkDzQ0tjrMnJ/tH5F0S0T8dZMDq0nVf593jkqRj9i+pZmhLa3K3F4r6bW2P2/7CdvHZr0pB3dRK9u/LOmopD9qeyx1i4j7IuIHJP2mpA+1PZ662H6VpD+W9Bttj2WFHpVURMTrJf2tXqks9MEB7ZZ73ijppKQ/s/09+72gyeB/XlL5p+zNo8emPsf2AUmHJL3YyOiWU2VuXVZpfrbfJOmDkt4aEf/T0NjqMO/n97Ckt61yQDWbNb+Dkn5Y0udsDyX9hKQzHTrAO/Pzi4gXS/8m/1zSjzY0tmVV+bd5SdKZiPhORHxd0r9q9wfB3ho8SHFA0rOSbtUrByl+aOI579PVB3c/2fbBlbrmVnruQ+rewd0qn90btHsQ6nDb413R/A6Xbh+XdLbtcdc5v4nnf07dOrhb5fP7/tLtn5f0RNvjrnFuxyR9dHT7Ru2Whm7Y930bnsTPjn4aPSPpg6PHfke7K0RJ2pD0l5IuSvpnSbe1/Rdf49x+TLs/mf9bu7/FnG97zDXP7+8kfUPSU6M/Z9oec83z+xNJ50dz++x+wbmOf2bNb+K5nQr+ip/f740+vy+NPr/XtT3mGudm7Zbqnpb0FUl3zXpPWjYAQDIc3AWAZAh+AEiG4AeAZAh+AEiG4AeAZAh+AEiG4AeAZAh+YArb/1Dq3X7Z9jvaHhNQF07gAvZh+z3avdbAyYj437bHA9ThQNsDANaV7V+R9GZJdxL66BOCH5jC9i9I+iVJJyLiO22PB6gTwQ9MsP0W7V4G9C0R0bWrUQEzUeMHJth+UdK3tNtJVZL+NCIeaHFIQK0IfgBIhu2cAJAMwQ8AyRD8AJAMwQ8AyRD8AJAMwQ8AyRD8AJDM/wOOs3utgOSqUQAAAABJRU5ErkJggg==\n",
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX4AAAEGCAYAAABiq/5QAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAAAM4UlEQVR4nO3dX4il510H8O+vCVUs6yhZBWlCpnVSJUpBXWuvpKJCKjuNkloSFQlog7XFC71ooYJBL0QFQTQgqy2pF5rWXiVYFf+0FIWoiaatCUSSuEvTC/OnMopS29rHiz1rJpvZmTMz7znv+57n84GFmdkzZ39Pzu53fvm9z/ucaq0FgH68auwCAFgvwQ/QGcEP0BnBD9AZwQ/QmevHLiBJzp49286cOZMbbrhh7FIAZuPRRx99obX2Dcf9vkkE//b2ds6fP59777137FIAZqOqLp3k+0Yd9VTVblVd2NvbG7MMgK6MGvyttYdaa/dsbW2NWQZAV1zcBeiM4AfojOAH6IzgB+iM4AfojOAH6IzgZ2Nsb29ne3t77DJg8tzAxextb2+nqpIkly6d6EZG6IobuJit/YHfWsvFixfHLQhmYhJn9cBxXRnpeOtQOD4zfmZlf5evw4eT0fEzK5cuXdLlwynp+JmFK53+zTffPHYpMHs6fibPPB+GpeNnsszzYTV0/EySLh9WR8fP5FwJfV0+rIY7d5kUoQ+r585dJsE8H9bHjJ/RmefDepnxMyqjHVg/wc/aXRnrGO3AOIx6WDvHLsC4dPysjWMXYBp0/KyNTh+mQcfPWmxvb+v0YSJ0/KyFbh+mQ8fPyuzfvaPbh+nQ8bMSbsqC6XJWD4NzUxZMm7N6GIzzdmAejHoYhNEOzIeLu5ya0Q7Mi+DnVIQ+zI9RD6difz7Mj46fE3HuDsyXjp9jcyEX5k3Hz7GY6cP8CX6WJvRhMwh+juTGLNgsZvwcyc4d2Cw6fg7lHH3YPIKfAxnvwOYy6uFAxjuwuXT8vIwbs2DzjdrxV9Vukt2dnZ0xy2DBjVnQB+fxk8QefeiJGT9JzPShJ2b82LIJnRH8HbNlE/pk1NMx4x3ok46/U8Y70C/B3yE7eKBvRj0dMuKBvun4O2PEAwj+TtjBA1xh1NMBRzEA+wn+DpjpA/sZ9Ww4M33gaoJ/g9m2CRzEqGeDGfEAB9HxbyBvpgIcRse/gXT6wGF0/BvGxVzgKIJ/g7iYCyzDqGeDGPEAy9DxbwgjHmBZgn/mnMEDHNeoo56q2k2yu7OzM2YZs2a8AxzXqB1/a+2h1to9W1tbY5YxW8Y7wEkY9cyUHTzASdnVM1NGPMBJ6fgBOiP4Z8hsHzgNwT8jtm4CQzDjnxFzfWAIOv6ZMN4BhqLjnwndPjAUHf8M6PaBIen4Z0C3DwxJxz9xun1gaIJ/omzdBFbFqGeijHeAVdHxT5DxDrBKgn9inLoJrJpRz8QY8QCrpuMH6IzgnxCzfWAdjHomxJgHWAcd/wRc2bOv2wfWQcc/ATp9YJ10/CMz1wfWTcc/Mt0+sG46/hHp9oEx6PhHpNsHxqDjH4luHxiLjn8kun1gLDr+NbNnHxibjn/NdPrA2HT8AJ0R/Gvkgi4wBUY9a2TMA0yBjn9NdPvAVKwk+KvqNVX1SFWdX8Xzz9GlS5e8nSIwCUsFf1V9sKqeq6p/vurrt1XVk1X1VFW9b99vvTfJR4YsFIBhLNvx35/ktv1fqKrrktyX5K1Jbk1yV1XdWlU/mOSJJM8NWOesGfMAU7JU8LfWPpnk81d9+U1JnmqtPdNa+2KSB5LcnuQtSd6c5MeSvLOqDvwzquqexTjokeeff/6k9U/alZu1khjzAJNxml09r03y2X2fP5vke1pr70mSqro7yQutta8c9M2ttQtJLiTJuXPnNnKri108wBStbDtna+3+VT03ACd3ml09n0ty077Pb1x8DYAJO03w/0OSW6rqdVX16iR3JnlwmLLmzwVdYKqWGvVU1R/l8kXbs1X1bJJfaq19oKrek+TPk1yX5IOttcdXVunMmO8DU7VU8LfW7rrG1z+W5GMn/cOrajfJ7s7OzkmfYpJ0+8CUjXpkQ2vtodbaPVtbW2OWMTh36QJT5qyegen2galzOufAzPaBqdPxD8RbKgJzoeMfiE4fmItRO/6q2q2qC3t7e2OWAdAVu3oAOmPGPwA7eYA5MeMfgPk+MCc6foDOCP5TMuYB5sao55SMeYC50fEDdMY+/lMw5gHmyD7+U3AKJzBHRj0AnRH8J+BANmDO7Oo5ATt5gDnT8R+TC7rA3On4j0m3D8ydjh+gM/bxH4MxD7AJ7OM/Bvv2gU1g1APQGcG/JGMeYFPY1bMku3mATaHjB+iM4AfojOA/gnN5gE1jxn8Es31g0+j4ATrjzt1D2MIJbCJ37h7CnbrAJjLqAeiM4AfojOAH6IzgvwYXdoFNZR//Ndi/D2wqHT9AZwT/AYx5gE1m1HMAYx5gk+n4AToj+AE6I/j3cQQz0INRZ/xVtZtkd2dnZ8wy/p/ZPtADh7QBdMaoB6Azgn/B3n2gF/bxL5jvA73Q8QN0RvADdEbwx3wf6IsZf8z3gb7o+AE6I/gBOtN98JvvA73pfsZvvg/0pvuOH6A3gh+gM4IfoDOjBn9V7VbVhb29vbX/2d50BehVt+fxX7moe/HixbX/2QBjMuoB6IzgB+iM4AfojOAH6EyXwe+YBqBnXR7Z4JgGoGdddvwAPRP8AJ0R/ACdEfwAneku+O3oAXrXVfBvb28nifN5gK51tZ3TNk6Azjp+AAQ/QHcEP0Bnugh+77YF8JIuLu66qAvwki46fgBeIvgBOjNq8FfVblVd2NvbG7MMgK6MGvyttYdaa/dsbW2NWQZAV4x6ADoj+AE6s/HB7zROgJfb+H389vADvNzGd/wAvJzgB+iM4AfozEYHvwu7AK+00Rd3XdgFeKWN7vgBeCXBD9AZwQ/QGcEP0BnBD9AZwQ/QGcEP0BnBD9CZmsINTlX1n0meHLuOFTqb5IWxi1ihTV7fJq8tsb65+5bW2pnjftNU7tx9srV2buwiVqWqHrG+edrktSXWN3dV9chJvs+oB6Azgh+gM1MJ/gtjF7Bi1jdfm7y2xPrm7kTrm8TFXQDWZyodPwBrIvgBOrPW4K+q26rqyap6qqred8Dvf1VVfXjx+39XVdvrrO+0lljf91bVP1bVl6vq7WPUeFJLrO3nq+qJqvp0Vf1VVc3qrc+WWN/PVNVnquqxqvqbqrp1jDpP6qj17XvcHVXVqmpWWyCXeP3urqrnF6/fY1X102PUeVLLvH5V9Y7Fv8HHq+oPD33C1tpafiW5LsnTSV6f5NVJPpXk1qse87NJfnfx8Z1JPryu+ta0vu0kb0zyB0nePnbNA6/t+5J8zeLjd23ga/e1+z5+W5I/G7vuIde3eNyZJJ9M8nCSc2PXPfDrd3eS3xm71hWu75Yk/5Tk6xeff+Nhz7nOjv9NSZ5qrT3TWvtikgeS3H7VY25P8qHFxx9N8v1VVWus8TSOXF9r7WJr7dNJvjJGgaewzNo+3lr778WnDye5cc01nsYy6/uPfZ++JsmcdkUs828vSX4lya8l+cI6ixvAsuubq2XW984k97XW/j1JWmvPHfaE6wz+1yb57L7Pn1187cDHtNa+nGQvyQ1rqe70llnfXB13bT+V5E9XWtGwllpfVb27qp5O8utJfm5NtQ3hyPVV1Xcmuam19ifrLGwgy/79vGMxivxoVd20ntIGscz63pDkDVX1t1X1cFXddtgTurjLoKrqJ5KcS/IbY9cytNbafa21b07y3iS/OHY9Q6mqVyX5zSS/MHYtK/RQku3W2huT/EVemixsiutzedzzliR3Jfm9qvq6az14ncH/uST7f8reuPjagY+pquuTbCV5cS3Vnd4y65urpdZWVT+Q5P1J3tZa+5811TaE4752DyT54VUWNLCj1ncmybcn+URVXUzy5iQPzugC75GvX2vtxX1/J38/yXetqbYhLPP389kkD7bWvtRa+9ck/5LLPwgOtsYLFNcneSbJ6/LSBYpvu+ox787LL+5+ZOwLK0Oub99j78+8Lu4u89p9Ry5fgLpl7HpXtL5b9n28m+SRsesecn1XPf4TmdfF3WVev2/a9/GPJHl47LoHXt9tST60+PhsLo+Gbrjmc655AT+0+En0dJL3L772y7ncISbJVyf54yRPJfn7JK8f+z/6wOv77lz+yfxfufx/Mo+PXfOAa/vLJP+W5LHFrwfHrnng9f1WkscXa/v4YcE5xV9Hre+qx84q+Jd8/X518fp9avH6fevYNQ+8vsrlcd0TST6T5M7Dns+RDQCdcXEXoDOCH6Azgh+gM4IfoDOCH6Azgh+gM4IfoDOCH66hqv563/ntX6iqd4xdEwzBDVxwhKp6Vy6/38BdrbX/HbseOK3rxy4ApqyqfjLJW5PcIfTZFIIfrqGqfjTJjye5vbX2pbHrgaEIfjhAVZ3P5bcCPd9am9s7UsGhzPjhAFX1YpLP5/JJqkny2621D4xYEgxG8AN0xnZOgM4IfoDOCH6Azgh+gM4IfoDOCH6Azgh+gM78H68EXcDuQkvbAAAAAElFTkSuQmCC\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -658,18 +297,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
-   "id": "d28facf2",
+   "execution_count": 103,
+   "id": "af02e2ae",
    "metadata": {},
    "outputs": [],
    "source": [
-    "pos = np.c_[rand['ROTCARTESIAN_X'], rand['ROTCARTESIAN_Y'], rand['ROTCARTESIAN_Z']]"
+    "pos       = np.c_[rand['ROTCARTESIAN_X'], rand['ROTCARTESIAN_Y'], rand['ROTCARTESIAN_Z']]\n",
+    "pos_bound = np.c_[bound['ROTCARTESIAN_X'], bound['ROTCARTESIAN_Y'], bound['ROTCARTESIAN_Z']]"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
-   "id": "5ddf26cd",
+   "execution_count": 102,
+   "id": "a4fcf255",
    "metadata": {},
    "outputs": [
     {
@@ -678,13 +318,13 @@
        "Text(0, 0.5, '$y$')"
       ]
      },
-     "execution_count": 15,
+     "execution_count": 102,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -704,8 +344,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
-   "id": "dd5e02d4",
+   "execution_count": 104,
+   "id": "cecd2406",
    "metadata": {},
    "outputs": [
     {
@@ -714,13 +354,13 @@
        "Text(0, 0.5, '$y$')"
       ]
      },
-     "execution_count": 16,
+     "execution_count": 104,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -732,16 +372,15 @@
     }
    ],
    "source": [
-    "pl.plot(pos[:,0][rand['IS_BOUNDARY'].astype(bool)], pos[:,1][rand['IS_BOUNDARY'].astype(bool)], marker=',', lw=0.0, c='k')\n",
-    "\n",
+    "pl.plot(pos_bound[:,0], pos_bound[:,1], marker=',', lw=0.0, c='k')\n",
     "pl.xlabel('$x$')\n",
     "pl.ylabel('$y$')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
-   "id": "68dd93b3",
+   "execution_count": 86,
+   "id": "b077a02f",
    "metadata": {},
    "outputs": [
     {
@@ -750,13 +389,13 @@
        "(0.0, 1000.0)"
       ]
      },
-     "execution_count": 17,
+     "execution_count": 86,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 720x720 with 1 Axes>"
       ]
@@ -782,8 +421,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
-   "id": "ca5d5a6a",
+   "execution_count": 105,
+   "id": "a3af928e",
    "metadata": {},
    "outputs": [
     {
@@ -792,13 +431,13 @@
        "(0.0, 1000.0)"
       ]
      },
-     "execution_count": 18,
+     "execution_count": 105,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 720x720 with 1 Axes>"
       ]
@@ -813,9 +452,9 @@
     "fig = plt.figure(figsize=(10,10))\n",
     "ax  = fig.add_subplot(projection='3d')\n",
     "\n",
-    "ax.scatter(pos[:,0][rand['IS_BOUNDARY'].astype(bool)][::10],\\\n",
-    "           pos[:,1][rand['IS_BOUNDARY'].astype(bool)][::10],\\\n",
-    "           pos[:,2][rand['IS_BOUNDARY'].astype(bool)][::10],\\\n",
+    "ax.scatter(pos_bound[:,0][::10],\\\n",
+    "           pos_bound[:,1][::10],\\\n",
+    "           pos_bound[:,2][::10],\\\n",
     "           marker='.',\\\n",
     "           lw=0.0)\n",
     "\n",
@@ -824,17 +463,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
-   "id": "9f2cd7ed",
+   "execution_count": 121,
+   "id": "5d6f08ee",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "0.01004705583110772"
+       "0.010000359412601321"
       ]
      },
-     "execution_count": 19,
+     "execution_count": 121,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -845,42 +484,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
-   "id": "0935b84f",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "0.03980668955869261"
-      ]
-     },
-     "execution_count": 20,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "np.mean(rand['IS_BOUNDARY'].data)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 21,
-   "id": "68a322bf",
+   "execution_count": 122,
+   "id": "59bea81f",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "('LOCATION',\n",
-       " 'FIBER',\n",
-       " 'TARGETID',\n",
-       " 'RANDOM_RA',\n",
+       "('RANDOM_RA',\n",
        " 'RANDOM_DEC',\n",
-       " 'TILEID',\n",
-       " 'ROS',\n",
-       " 'ROS_DIST',\n",
        " 'Z',\n",
        " 'V',\n",
        " 'RANDID',\n",
@@ -892,7 +504,6 @@
        " 'ROTCARTESIAN_X',\n",
        " 'ROTCARTESIAN_Y',\n",
        " 'ROTCARTESIAN_Z',\n",
-       " 'IS_BOUNDARY',\n",
        " 'RAND_N8',\n",
        " 'FILLFACTOR',\n",
        " 'BOUND_DIST',\n",
@@ -910,7 +521,7 @@
        " 'DDP1_DELTA8_TIER')"
       ]
      },
-     "execution_count": 21,
+     "execution_count": 122,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -921,17 +532,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
-   "id": "27ef18b4",
+   "execution_count": 123,
+   "id": "85da98af",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "(11, 154)"
+       "(275, 2363)"
       ]
      },
-     "execution_count": 22,
+     "execution_count": 123,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -942,8 +553,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
-   "id": "eb7237b6",
+   "execution_count": 124,
+   "id": "6d2d1324",
    "metadata": {},
    "outputs": [
     {
@@ -952,13 +563,13 @@
        "(50.0, 2500.0)"
       ]
      },
-     "execution_count": 23,
+     "execution_count": 124,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -980,8 +591,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
-   "id": "648f95cb",
+   "execution_count": 125,
+   "id": "3b9fa76c",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -990,23 +601,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
-   "id": "b4b8263a",
+   "execution_count": 126,
+   "id": "f18ed860",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.colorbar.Colorbar at 0x2ab16657e5b0>"
+       "<matplotlib.colorbar.Colorbar at 0x2aed57e1fc40>"
       ]
      },
-     "execution_count": 25,
+     "execution_count": 126,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 2 Axes>"
       ]
@@ -1018,33 +629,33 @@
     }
    ],
    "source": [
-    "isin = rand['IS_BOUNDARY'].astype(bool)\n",
+    "#isin = rand['IS_BOUNDARY'].astype(bool)\n",
     "\n",
-    "pl.scatter(pos[:,0][isin], pos[:,1][isin], lw=0.0, c=rand['V'][isin], s=2)\n",
+    "pl.scatter(pos_bound[:,0], pos_bound[:,1], lw=0.0, c=bound['V'], s=2)\n",
     "pl.xlabel('$x$')\n",
     "pl.ylabel('$y$')\n",
-    "pl.colorbar(label='V')"
+    "pl.colorbar(label='V')\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
-   "id": "afdfcec0",
+   "execution_count": 127,
+   "id": "3079cd07",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.colorbar.Colorbar at 0x2ab16665ae50>"
+       "<matplotlib.colorbar.Colorbar at 0x2aed57ee93a0>"
       ]
      },
-     "execution_count": 26,
+     "execution_count": 127,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 2 Axes>"
       ]
@@ -1056,9 +667,7 @@
     }
    ],
    "source": [
-    "isin = ~rand['IS_BOUNDARY'].astype(bool)\n",
-    "\n",
-    "pl.scatter(pos[:,0][isin], pos[:,1][isin], lw=0.0, c=rand['BOUND_DIST'][isin], s=2, vmin=0., vmax=70.)\n",
+    "pl.scatter(pos[:,0], pos[:,1], lw=0.0, c=rand['BOUND_DIST'], s=2, vmin=0., vmax=70.)\n",
     "pl.xlabel('$x$')\n",
     "pl.ylabel('$y$')\n",
     "pl.colorbar(label='BOUNDARY DISTANCE')"
@@ -1066,23 +675,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
-   "id": "7961b7d8",
+   "execution_count": 128,
+   "id": "dfe106e0",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.colorbar.Colorbar at 0x2ab166731c40>"
+       "<matplotlib.colorbar.Colorbar at 0x2aed57fa0af0>"
       ]
      },
-     "execution_count": 27,
+     "execution_count": 128,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 2 Axes>"
       ]
@@ -1094,9 +703,9 @@
     }
    ],
    "source": [
-    "isin = ~rand['IS_BOUNDARY'].astype(bool)\n",
+    "#isin = ~rand['IS_BOUNDARY'].astype(bool)\n",
     "\n",
-    "pl.scatter(pos[:,1][isin], pos[:,2][isin], lw=0.0, c=rand['BOUND_DIST'][isin], s=2, vmin=0., vmax=70.)\n",
+    "pl.scatter(pos[:,1], pos[:,2], lw=0.0, c=rand['BOUND_DIST'], s=2, vmin=0., vmax=70.)\n",
     "pl.xlabel('$y$')\n",
     "pl.ylabel('$z$')\n",
     "pl.colorbar(label='BOUNDARY DISTANCE')"
@@ -1104,23 +713,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
-   "id": "9624cbd0",
+   "execution_count": 129,
+   "id": "475c195e",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.colorbar.Colorbar at 0x2ab166811580>"
+       "<matplotlib.colorbar.Colorbar at 0x2aed5804b4f0>"
       ]
      },
-     "execution_count": 28,
+     "execution_count": 129,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 2 Axes>"
       ]
@@ -1132,9 +741,8 @@
     }
    ],
    "source": [
-    "isin = rand['IS_BOUNDARY'].astype(bool)\n",
-    "\n",
-    "pl.scatter(pos[:,0][isin], pos[:,1][isin], lw=0.0, c=rand['RAND_N8'][isin], vmin=0, vmax=1500, s=2)\n",
+    "#isin = rand['IS_BOUNDARY'].astype(bool)\n",
+    "pl.scatter(pos_bound[:,0], pos_bound[:,1], lw=0.0, c=bound['RAND_N8'], vmin=0, vmax=1500, s=2)\n",
     "pl.xlabel('$x$')\n",
     "pl.ylabel('$y$')\n",
     "pl.colorbar(label=r'$N_8$')"
@@ -1143,15 +751,15 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "4e7d849a",
+   "id": "ebd53b17",
    "metadata": {},
    "outputs": [],
    "source": []
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
-   "id": "056b8411",
+   "execution_count": 130,
+   "id": "91ab6e29",
    "metadata": {},
    "outputs": [
     {
@@ -1160,13 +768,13 @@
        "(0.2, 1.2)"
       ]
      },
-     "execution_count": 29,
+     "execution_count": 130,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -1189,9 +797,9 @@
     "r = np.ones_like(d) * 8 # Mpc/h\n",
     "sphere_cap_vol = 1. - (3. * 8. - d) * d**2 / 4. / 8**3. # [V sphere]\n",
     "\n",
-    "isin = ~rand['IS_BOUNDARY'].astype(bool)\n",
+    "#isin = ~rand['IS_BOUNDARY'].astype(bool)\n",
     "\n",
-    "pl.scatter(rand['BOUND_DIST'][isin], rand['FILLFACTOR'][isin], marker='.', lw=0.0, s=1, alpha=0.1, c='k')\n",
+    "pl.scatter(rand['BOUND_DIST'], rand['FILLFACTOR'], marker='.', lw=0.0, s=1, alpha=0.1, c='k')\n",
     "pl.plot(8. - d, sphere_cap_vol)\n",
     "pl.plot(8. - d, theory_ff(d, 8))\n",
     "\n",
@@ -1207,8 +815,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
-   "id": "e0be33b5",
+   "execution_count": 131,
+   "id": "e07a3382",
    "metadata": {},
    "outputs": [
     {
@@ -1225,13 +833,13 @@
        "(0.2, 1.2)"
       ]
      },
-     "execution_count": 33,
+     "execution_count": 131,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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6FZDX4V1YWMisWbPc917Hrp3tbOQIBoPU1dW5x8z3fGPFO9z6yvt885/vUpSfx72XHMt3L5nJvpZmAoEABQUFFEdeoSO/hKElp8eZtMzD3v5OdiE98/283duSjharvBr27YTQv5IbnyGI+UgQhAHJ/NA2bv7bCnY2t/Hlc47jM2ccw5Bszzq3qQ7uOAFmfwfOvDm1AnZ0OPceOwWu+Gu/3CJt5iOlVD5wIXAxcBywAXgSeFJrva1XEgmCkHDl6ecg7q7mkN/qPlHOgjd01K8stf3ZO7dtdgkEnOqkpkS2Mc/YGcvmmHHo+slbWFjIggULqKysjNt9mFBUE7LatHsvT9cN4aE3NlM6OsAtZ4/hw6ceG3eNkT1v+QMMB97OKucY6zczc5n7duXMNt/B6zg34xLuHLKynJyFRb+D6A4IHOE/LsPodqeglHocyAf+BTyltV6rlAoCF+EoiqFa67P6W9BEyE5BEAYPa9/fzRf/UkNo624+Petovn5uWde9kO86DbKHwY0vpU5Imy0r4PdnwAV3wLTr+nz6dO0UPq21brIPaK3DwK+AXymlRvVKIkEQOtHVDsHPx+AXMpnoejtT16zo/VbEfitfs7I2q3b7XnZCl72i92YH22GgdsJZXV0dZWVlnTKXzW4EYPv27cyv28/dSxrIzdb85PyJXHr6ZDdk1c4uNrKNpoG8rStpPfsW9lv+FtvPAcQlxdk7F7+MZr9jXTJ2KhQeByv/1i9KoT/oVil4FUJPzwuCkDyJHMJ+5/xI1Nze/mxH8fid88OvrWWingfdPSy9Y+x5/Hok7Iy28cOXt/HCOxHOOG40t19SwejDh3Uab8seDAbhPw+AymJo5ScZailGv+/YlTPeLwM8KYUATuLalEtg/v/BznoYWZTcdWmkxyGpSqlvACcCzwEXABu01l/vY7kEYdCQrF/Bew46J6F5zxm8SWkGPx9AojpA5lpv3wPvnJFIhPr6embOnOna7yORCFVVVXG2fLsSa3NzM2VlZa485n6vrNzA71a08f7ufXzlrCCzRrfSUL+B4TFlUF1dTUVFhbuzgJi/Yvt2xq98HF18Kitq3yMYHNKpLaj9G9m/gx3F1Rt/TydO+DjM/xG88yTM/K/E4zKE3oSklmqtLweu1lpfAhzexzIJwqDC+0BJ9FBP5rpECsI22dimHW8vZe+1y5cvdx+kdjE6773NPMakNGfOHFcZ2E1wTMhnJBKhubnZ/VdZWemagaqrq8nLy+Ox5Vv4wYI9dAB/uOJ4Lp48ksmTJrFu3TrC4TDhcJg5c+a4Jitbrpymd8lqXEd72QXd9pM2v4O35pM9zvv72se73cEVlMCRJ8Dqp7oelyH0JnmtQCl1BZCllDoNSHIfJQhCMvg9ZLoyC9k+g0TH/Ew9fvN6q4F6TSdd3ct7D9vkZL/3+2xff8ppZ/LtJ1byjzcjnHncaO745InkDx/qjjv//PN9r7MJNC4BFEOnfozg4Ud2K2t3ZjfvsaRzFQyTPgIv3+qU1rbkyUR6oxS+CEwBPgFcB8zrS4EE4VClR4lPdDZjeHcQ3rpD9jWJzCTepDVzzPzzNuLxOl6NGcokftnXmZ1ATU0NAMXFxa58S5Ys4bzzzouTy6twli9fzp6sw/jOcxvZvLONi0uG8KU5R7K7YSsb1kRcsxLEZ0Tb39fIOXbF38geP53sw490v5O94/HuGnrrSE76bzrpQnj5/yD0T5h+Q/fj00gyIakTtNabUiRPj5GQVEE4NHh+1Va++tc3yRuazZ2XVTLr2F4aIRrWwa+q4EO3Zo4NX2v49TQYUQTX9p0ZKV0hqc8qpcYAIeAtYKV51Vrv6pU0giD44leDCDr3OLBNOWbV7jeP7WC2ncPekE9zjR3eaXYTdm8Du8xEeXm5W5coGo261U1t34RdjqO2tpampibGjh3rOpUBOrTm6Q0d3L90G8ePHc4tHyxm9NCo+71M8xx7d1NeXk4oFKK+vt71X5hzxZv+xnCgfuRJtFs7E3tHYHY1fiU4EvkLehMQ4KKUY0JacCfsbYDhBV2PTyPdOpq11pOBIuALwCKgBPguEFJKbehf8QTh0MAboePnyAR/57HJFrbNPMZkAgfs43YdIq+5yM4qthWCKT5nm5JMP2Ov49kuL237HkxtIvM5HA67/ZLD4TC1tbUAlJaWct5555GXl+c+SI848ii+81wd9y/dxofL87njIxPZuPpN97xROjU1Ne697JLd+fn5br/m+vp6AoEAQ9a9QNvoExg2psT3t7WVqP39vNndXYUHm9+sRybBSReAbod3X0xufJroUe0jpdThwLnA+cAZwFta64/2j2jJIeYjQRiYrN++hxsfWMqmhijfu3AyV58y4eD7Je9tgJ+WwJnfgNn/0zeC9hUdHU457YmnwSV/7JMp02I+UkqV4SiBC4DRwIvAw8BcrXVrr6QRhEFKV+YhrykHOvdD9q5OveaNRCGTtnnELgXtNaOYFpcmF8E2S3nrKEUiB5y/Ztdh5Kmrq6OgoID6+npKS0vjrgkGgzz75ib+7+Wt5GRn8YerKjh+zDDq6uqoq6sDoKWlhdLS0jgHsJFnxYoVVFRUxOVVuLIsfoRCNE1jZjDUE05qO8X9cizsc97f1vv38vvcLVlZUPpBx9nc3gbZOclfm0KScTR3ADXAbTgF8PalQrBkkZ2CIAws7l+wgVuefodJ40Zw9zXTKBrVh70GHrsONr4OX1vjPIQzjXeegkevhk/9y9kxHCTpcjTfBJwAfA74tVKqAcfZvBLH2fyPXkkkCIMMb3ioX6ip3xiD13lrnLB2BrAhUcKWWXHbeQLeMXaoq3Ho2s5aO4ehpqaGWbNmxSWP2YlgxlEdiUTY36H5xcth/hnaxelHj+Brpxbw/vrV7I45rb1VTu1KqsY/Ydv6o9Eo69atY/bs2c4qf9tWRq19AcovoLWlpdOOwMzjTeDz+/3t39vv79jjPAVDyWzIyoG1z/eJUugPetxPQSk1HidPYSpwgtb66v4QLFlkpyAImc/uljY+/+caXlm7nc+ccQzfOLecrKw+bmi/cQHc/2G49EGY/JG+nbsveeAi2L0VPrf4oKdKl08hS2vdYT5rrTcDm4Fn/c53M9e5wJ1ANnCv1vrHnvNB4E/AqNiYb2qtn0lmbkEYKHRVW8c+500us8eY4zbeEFPz2V4xeyNwbF+GeW8iiBKFvNpJbl6/iNlZgBMV9corrzB8TDE/XrCTup2tfP2sIs6eqGhpaY4LMW1oaKC4uNi9h9kJhcNhN9QVHF9FZWVl3Pc2sgTXPofOymHHqKkU+Pwe3kTARD6Eg9oJJEPph+D5/4HGjZA/sf/u00uSMbq9qJT6q1LqcqXUCAClVEAp9TGl1IPA8mRupJTKBn4DnAdMBi5XSk32DPsO8KjWuhK4DEhRl21BSB32Q9+Ya+wHpBlj/zMPWm/GsXm18xHMg844kE15ajtXwSgLc9xWNPY9TD5CIBBgzZo1cTLbZhiTp2DkcENWi4/n6y9uJ9Lczg8/MI5TxnS419XW1rrvW1paOjmjwclHqKysdGUuKytzv0dNTU2c3B1rniM6upJNW3fEKTLv9zF4FZudU+HF/nv5nesRx33IeV37Qs+uSxFJmY9iD++LgA8DOYAGnsdpupOsUpgJzNNafyj2+X8AtNa3WmN+D6zXWt8WG3+71vrUruYV85EgZCb/XPEeX3tsBWNH5HLfp6Zz7JjD+u9mjRvhzorMymLuil+dBKMmwNWPH9Q0aWvHqbV+B3gHuFUplae1bu6FDEVAnfV5MzDDM2Ye8IJS6gvAcOCcXtxHEDIW24lrY+8IvE7g7uayK5Hapg8zlx26ae9SvOW0o9EoDQ0N7mrcToSzE9ai0SgrVqxg5syZcdnG4Dif8/Ly+OHfFvGX1S1MHpPL988ew6aVixlaWurKXV5e7ibDGWc0EJeQZ5t4jBzebGvzXQ975xGOAJqDZ6J9EgWNScxOArS/t5+Jzi8goM/MSsedC2/cA617Yejwvpmzj+ixo7nXN1LqE8C5WusbYp+vBmZorT9vjflqTKbbYzuFP+A4szs8c80F5gIEg8GTNm3K2NJMgjCo6OjQ3PL0O9y/cCMXTB3Hzy6p6LpdZl/x0Med3cIXlvX/vfqC9a/AAx+By/4C5R/u9TRp2yn0EfVAsfV5fOyYzfU4GdNorauVUrk4pbm32YO01ncDd4NjPuovgQWhr/BzDidKlPKGjnYVtmrvAuxjZvdgh3TaK1/jxDUrZ9unYa5ZuXIlM2bMcMtMFBQUuA5h42MwtY6i0Sj79nfw/WfW8e+1O7jipLF8+axiFrz6Mrm5ue7uY+XKlYwaNYri4mL3e9ohrMZRbZrurFmzxnUse0Nu3d9hiEZveJXGYz9Brud39vpQ/JzKXrpLWkt0rEcEZ8KwEbD2uYNSCv1Bt45mpdRMddC55wAsAUqVUkcrpYbiOJK95QLDwJzYfScBucD2Pri3IGQUJvYf/B9QhYWFVFVVxR23H2jmwW/qDtmmENtU5M00tk0wtpnJz5RTUlJCJBIhFAq5D3/btNTS0uJesz8rh889+g7/XruDmz9QwidKFC3NzRQVFdHS0uLmMcyePZumpqZO+Qa2SaeqqorKykq3PLafucgugLdrxT9R7a0ETrw47ry3O5zXJGR+D2/egsF7jX38oM1IQ4Y6OQu1LzgVVDOIZDKaf4dj+1+L04LzOa311l7dTKkPA3fghJvep7X+kVLqFmCp1vqpmEP7HuAwHGf217XWXbroxdEsCOll684Wrr3vDdZH9vCzSyq46MQU9yH+19fgzb/ANzY6D9uBwvIH4anPw03VcKQ3EDM50mI+0lrfFJugHCec9H6l1EhgPo6SWKC1bk9GiFjOwTOeY9+z3r8DzEpmLkEYSNiOWLuOjzdWHg7sBOwsYnPcvNr9iA1m3qqqqriVtfeedtVV+5xfD2NzzIy15QyFQqyqa+COmjaa2+GWOWMp3LuRUGh3pyxqezfj9x3t72rGG8e7CXE1Tm2viSxnzb/JmXgakaZd7mrf6yS3ZfE2z/HbNSTKBelTSmY7r+vn91op9Ae9cjQrpfKA2ThKYqaftkkVslMQhPSwZOMObvjTUoYOyeL+66Zz/FEjUy9EUx3ccQKc+2M45abU3/9g+dU0OOJouPKxXl2eMY7mWEhqp1W/IAhd463f410xBwJODwGz2rdXvrZD1nutnYXsXeV6s4Ltc+YetbW1zJw50zeRzfYzGPv+0vdauH1RE4WBIfz20nK2rl7Kvq35BAIBVq1aRW5uLlOmTIlzLBsikQiNjY2uA9reEXhX8/Z39vpgwuEw+Ruf5nCgMb+CDbHqrmY+uzmQPWeiBDTb/9CvOwSbY86CN/8M+1szxvSVgWUEBeHQwy3FYJk/4MADyn7Y27H49hj7wWU/KP1MJbbjtLy8nOLiYurq6jqZqcyDuKioKO4auwCdLUMwGOTNxiHctqCRo4Zn8cOz8skf2kFubq6rnKZPn87s2bOJRqOMGzeu0+8QDAYpKipyeywDVFVVxeVD2N/FLvMdiURYvny5qwz1u/9hf95o2o8ojcvJKC8vjzN32aU8zHe3X+2xfgqhq3yRHmc025TMhra9sHlJ7+foY1KWp9BfiPlIEFLHQ4s28d0n32b6xCP4w7XTODw3jT0BOjrgZ8fCsR+Aj/0+fXIcDC074baj4fSvwtnf6fHlGWM+EgShZ3gdzbZzFTpnzdo1jMwq1+QtmDELFiwgLy/PrW1k8gdMxrC92rczlQOBACtWrHCb39g7Ar8w0cWLFzNlyhSeCO3lF/9Zz8njA3ylciiN27bwRm0tubm5FBQUsGzZMiZOnEhBwYH+ww0NDRQUFLh5EeY3iEQi1NfXU1FRwZo1a9ymOkYGY7KyHc32bxKNRhndvpW8aIPrsPVmQPv91l7zkNdU1FMH80GbmnJHQtFJsG5+r5RCf9Cb0tnfAE7EiTy6ANigtf5634uWHLJTEIT+RWvNj58L8ftX1nPRiUfxs0sqyMnOAMvzgjvhxe/BV0MwYlz34zOV//wIXvsZfH0D5I3q0aWZslMo1VpfrpT6t9b6nFgegyAICfA6kpNJpPK2yaypqXFX+rb924SZGue0qaZq7OqmEmpxcbG7WvdbLXt3Leb69g7NZ+99mRfXRzlnwlC+PWc8bfta2BKz79urerP6z83NZdasWXE7GVNXqaCgoFOtoWg0GnedWenb1VLt72rkGxt6ET3yGIbFFIJfqWwbrwPdrxFRWiiZDa/+BDa+BpMuTJ8cMXqzU3gCeAy4Afge8CWt9SX9IFtSyE5BEPqH1v0dfPXRN3n6rS3811kl3PyhMvqmuEEf0NYCt02Ak66D837c/fhMZn8r3DYRTrwczr+9R5dmyk7hizid1z4BXIdT2VQQhG6wdwi27dtetdrJZLY/wbur8CaCGbwtKG1fgbnGGxbrF+7aur+DH7z0Hsu27OOmmWM5Z0yUhQsXUlBQ4Mpu6hNFo1Fqa2spKiqKq5haW1tLRUVFp8gqU0cpEAhQV1cXV1PJ3gl5d01xLT73b4D9La4/wa7d5Pebed8n2h3Y9/QmuXnH9BlDhjqtOdfN77s5D4Jkah9NsD9rreu01s9orXdorW/XWq/qP/EE4dDAL7vYYMJUbdOSXQjP1PEB3LBMv0xd87Bfs2aN+5A01y1fvpxQKNRJaSxeHN8Ssr6+nqycXL79fB3LtuzjM1UjGL/HqZ2Ul5fnKoDCwkKKi4tZvHgxhYWFzJw50y2HbRr3lJaWdmr4M3/+fFcJAMyaNYtgMEhlZWXC2kZGVqMsgsEgbWtegKwhRMdUuWOCwWCcQrF/d7+scHPeJuV5CoaS2bBjHTSFux/bzyRT++gdYAwQAt4CVppXrfWufpewG8R8JAh9R7R1P9ffv5RFGxq47eNTuXRacfcXpYO7z4IhefDpZ9MtSd+wbTX89hT4yK+g6pqkL0tX7aPJSqlhOC00pwBTcbqwTVVK7dNaH90riQRhEGGbI+zaQ95VrDeL2bz3ho16zUEmVNXbT9k2DdlhnV6HbCgU4ogjj+Kr/3iXNzfv5ObTxnDKGM2CBQtoaWkhNzeXyspK15ENuPc04a1woFaSHUZr399O4rPNPXZDILsekvnedpitam7kiPfeRM3+Vqff1u/3HhCMLofDxjompB4ohf6gR45mpdThOP0OzgfOAN7SWn+0f0RLDtkpCMLBs7O5jWvve4O363dy52WVnD81g0M833kSHr0GPv0CBL3NGwcwj38G3v033PwuJOnQT8tOQSlVhqMELgBGAy8CDwNztdatvZJGEAYZ3vIKQFx9Hu+Owdi17XaXfk5Ss4uwV962DR6gurradQIbJ69JHFu8eDFlU6v47CNvs7GxlV9ccgLULWf5/nHuPRoaGmhpaaGoqCjOtm+XjlixYgVz5sxxv6ept2RCUO0eDracTz75JBdddFGcL8HrQ+j0W218HXKGE80vJ4B/SK8hWf9AVwltKePo0+GtR2B7CMZMSv39YySTgbIauBK4C5imtf6q1vpFUQiCkDwmK9d2MNsmJONABuJe7Yep/aDy1vWxndj2v1AoRGlpqWs2qqysZN26dVRUVACQlz+Ga+9fzqbGNn503gRK85qZMmVK3L1mzZpFbm5uJ0UUCoUIhUKuUzkcDseVtDYd0+z8CIN5f9FFF8V9Ng92O3MbnNpI7nfe+DoETyFw+Mi4a+0op55mJvvJlnImnua8bnw9PfePkYyj+TPACTi+hElAA46zeSWOs/kf/Sxjl4j5SBB6x7ZdLVx572LqGqPcc800Ti8dnW6RumdvBH5aAnO+79QLOpTQGu6YAkVVcOkDSV2SLkdzXKUppdR4DjicPw78o1cSCcIgwttO0mA7ZL0OZmNCsctXBwJOaW044Og1TlXjcAZch7C9m7Adu68vX8V3/7Odna3wk/MnMmFYs7vSN9d5M55tOWzzVE1NDZWVlcyfP58ZM2bExfobGe26ReZ6W15zH7PLsJv+xDmlty0AoGXcdHLpvCPwMyX1dNeQLHZdpT5BKWe3YFp0pilRUKqkCsIg472mZi67exE79rZy/3XTmTbxiHSLlDz/+m+n/8A3N0F2Giu09hc1D8GTn4P/WpSUXyFTMpoFQegB3pVqKBTqtII3K1pvzSOAFStWuE5eb+MYe7Vq+yxqa2vJz8+PCwetra1l7DHlzH1kNTv27uN/TjmMrB0bCWft8XVY2xnY9g6hrq6OvLw89zuVl5ezYMECCgoKOrUH9SblmfBTIy8QVz2122qmG1+nffx0srNzfLO3U+0k7vP72X6FNDmbZacgCIOErTtb+OTd1ezY08oD159MZTA/3SL1jD3bnf4Jh6I/wdBDv4LsFARhgOK3+jareO9K09jo7cqoQFx/ATjgp7BLO5jdglnZG7btbmXuI6vYEW3j9guPYUftckLRIt+Kpd6Vt5mzubnZ3SHYO5NoNBpXB8lOYDO7D29SnXeFbV9j7yxsm3127XyGccCfkGguv98+bRFFPcX2K3R0QFbqS5QnfUel1DSl1BNKqeVKqbeUUiuVUm/1p3CCcKhgP2jtks22A9g4eU0op100zoR6GsctxIe0gmMyevbZZ+NMKmvWrOHNNRv47KOraWzez88uPJojh8QX0/N7EDc0NBCJRFi3bp1bH6m4uNhVBuYehYWFlJeXu3WREj2ATXtMW277NzAYZ7eZ2x477L03YOhh5B59inut+Q72Z796Rn7HEx3rLX0218TTIdrg5CukgaTNR0qpNcDNOKGoHea41npT/4iWHGI+EoTEbNvVwmX3LOL9nS08cP3JnDRhADmVvfzmFBhZBFf9Pd2S9C+Nm+DOqXDeT2HG3C6Hptt8tF1r/VSv7i4Igxx7FemtcmqbkOwaQcbcYhyxthnGDh01Zhd7pR4MBplfvYxbXt/FrrYsbp4RYHjzNsLhPaxcuZKSkhIAt1ppWVmZ23YzGAzy0ksvkZ+f797XbxewcuVKNwS1trbWbe9ph9aa727L582+9jYh8v39tocJbF9N6+SPMdTnt/W7rqfZzelyVncifwKMDDpNd7pRCv1BT5TC95VS9wIvAfvMQa31430ulSAcYtgPGdu27v1sm1gMdiy/ee93jc323fv4+Zvt7G7P5k/Xn8zJRx/YIXjvbzj//PPd93PmzOn6C3nm8ZvTK1eirGFv/wM/AtuWATC09OzO5xJc5z3e3YPezqpOOxNPg9rn0+JX6IlSuA4oB3I4YD7SgCgFQegG707BdvB6K3quWbPG7S9g7xii0ahbK8gbrllXV0dZWRmRSISCoqO54p5F1Dc287/njGXEvm1Eo7lxCW319fXk5+ezZcsWpkyZ4paWCIVCcW0zq6qq3F1DeXk5NTU15OXlEQgE3MY4pt2nvWsx39MOM7X9Jwa/7+/7eePrMPQwGFfRq9/dTmIznzOaiafBij87foUjJ6f01j1RCtO11mX9JokgHKJ4H0Z2PoHdVcw8DCsrKwmHwzQ0NFBWVubOEYlE3FpB5lrzoC0oKGDx4sW0Zg3j549vYnu0nTs/Xs6EvNa43cfKlSsZN24cRUVFAJSUlMRlLIPj4DayGkViTFd2NJR50BYXH+i54M2/sMt1+zmEvXkXdg0n+/di4+u0F01n3742AoHOSWuJTD5+yqC3DuGUmpXsfIUMVgoLlVKTtdbv9Js0gnAI4mfGsE1C4Dx0bROM97wdteTFHD+y+Bguv2cR25v3ct91J3NqSfx47z26msvGyJJMOQc/s5dX9kRmnYRF6fZsh+0hsisuS9pU1NX8vX2wp3R3kUa/Qk+UwinAm0qpDTg+BQVorfXUfpFMEA4x7DpF3mxc2+RiXs2Ooqqqys0YbmhocM03tvmpPXsYX3y8lvDONm47/2hOHOccD4fDNDY2uk1wbEfqmjVr3DBTU4vIOKmrq6vdayKRiCuD2SkEAgFWrFjh9mC2Hcj2w9d2oHudzOY38dY48oap7ovlJzBhVq/rDfXVKj+lu4UJp8K6l1JeB6knIakT/I5LSKogpJc9+/ZzzR8Ws7J+J3dfPY3Z5WPSLVLf8uw3Ydn98M2w0+R+sLDsfvjnl+Dzy6DwWN8haQ1J1VpvUkpVAKfHDr2mtV7RK2kEYRDidRyb3YIdUmo7bc2q1K6HZLe3bG5uZvjIfL7xr42826T51llHsmPVa4QD091VuVn9FxYWxjXbsec297R3K/Y9zb3MDsWuWWQn05mdh/GRmPntHYP5HbwhqN73YO1qwgth/DSirfuhdX+vdgrd/V0y0vEcPNV5DS9MqBT6g57sFL4E3MiBaKOLgbu11r/qJ9mSQnYKwmClpa2dGx9YyuvvRrjjkydy0YlF6Rap72nZBbdNgDNuhlhP5kGD1vDTY6H0g3Dx73yHpDt57XpghtZ6b2zC24BqIK1KQRAGCnY5CzsKxo78qa2tpaKiwq01VFxc3CkqJxKJkDMsl289s4HFdVHmnphH5RHt7grfjiZavXo1F198MZFIxK2cajBhpeBEHJWXlxMOh6mtrSU3N5e8vDw3THXLli3MmDHDtf17K5/6lZxIFILqrWtkh6B2WrFvfgN0By1HVsXVO+orMnaXAI4fIXiKs1NIIT3JilBAu/W5PXZMEIRuMA9HuzCc14wUDAYpLS11axyZcFTzEA6Hw6xZs4ZRRxTwv/+uY3FdlG+eM5FzjxvFkiVL3DDWQCDAiy++SGFhIRMnTqS6uppo1GmZWV5eTnNzs/twLigoIC8vj8LCQv7+979TWFhIbq7z+DUhqYFAgClTpgDEOcmNgrJzLuxMZjuj2cxnP4TN9zK/g/fhHI1GYdNCUNl0HHVS3Fx9VWfIa9bqy1pIfUJwJjRuhF1bUnbLnpiPvgpcCzyBowwuAv6ktf5F/4nXPWI+EgYT7R2a/35sBU/U1POd8ydxw+nHpFuk/uW+82B/C8ydn25J0kP9MrjnbPjEfXDCxzudTrej+edKqZeB03Ayma/TWtf0UIhzgTuBbOBerfWPfcZcCsyL3WOF1vqKntxDEDINr6nErKhN2WnbaWoylk24p1ldv/LKK0yYOJH7397H06sbueKEwzltdCsvvfQSRUVFNDQ00NLSwsaNG938gI0bNzJp0iQKCwtZsmQJ06c7Duh169YxatQoCgoKqK+vd01Fzc3NNDU1uRnOxmRlO42Nicn+PuXl5XE7Bq/pyM8pnFSdof37nIfiyTf2/R9loDC2AnKGw6ZqX6XQH3S7U4jtEBKitf55UjdSKhtYC3wA2AwsAS63k+GUUqXAo8DZWutGpdQYrfW2ruaVnYIwGNBaM++pVfypehNfOPtYvvbBQVBcYFM1/PFc+OTDMOmCdEuTPh64CPZG4KYFnU6la6dweOy1DJgOmEqpFwJv9ECGk4F3tdbrYwI9gmOCsjOkbwR+o7VuBOhOIQjCQMDPDm52C6FQKK55jlk1m3DP6upqRo0axb825/Cn6jo+WVHIhF1vEw7nua0tDcYxXVtbS1FRUadwT7OCNyt84+A1uxI7JNYORzU7BbMjsL+L17FsN8pJVLnUvs7vuLt7MA7W4Ezf39VbI6mr3z9jncnJEDwVXr4Vmpsgb1S/365bpaC1/gGAUupVoEprvTv2eR7wrx7cqwiosz5vBmZ4xhwXm3sBjolpntb6Oe9ESqm5wFxIXPFREDINr6nFFJezH24mA7miooJQKERRURG/X7iZJ9buY9aY/fzXqWN59909AHG9jk23tnA47JqTotEojY2N5Ofnu1FG5h4AjY2NRKNRV4FEo1Hy8vKora11s5ghPjrK+/D2RiCZvAVjHrNzIvwezraTupOTd9NCGF0Owwt8f89kcxUGtEIAmDAT0FC3GI77UL/frichqUcCrdbn1tixvmQIUAqcBYwHXlVKTdFaN9mDtNZ3A3eDYz7qYxkEoU8xDyVvDSG/h5q3JPZdr6zjibX7+OS0Ym792BSyshQTJkzoNHbWrFlx9+gNfrWRvJFSySzC7Ogi+3OignXe94FAADraoe6NlNnRM5qiaZCVA+HqjFMKDwBvKKXioo96cH09UGx9Hh87ZrMZWKy1bgM2KKXW4iiJJT24jyBkHHaOgl1SuqamhlAoxEUXXeSWzDbjnny7gdtffY/pR2bx2Wkjqa5eyNatWxk1ahQtLS2MGzcOIG734aW+vp6ioiLXTJSbm0tTUxMlJSVxdYnAMT+Z+wNUV1dTUeGUqjYrf/NdzD3t/AJ7J2CH3nZlvvEzJ0WjUQI7a2HfLqf+z2BnaACOOtHxsaSApENSAZRSVThlLjROmYuko4+UUkNwHM1zcJTBEuAKrfUqa8y5OM7na5VShUANcKLWusFvThBHs3Bo8kTNZr766ArOLhvDXVefRE526hu4p5VFd8Fz34Avvw2jirsff6jzwndh8V3wzTrIOZDGl9aQVKXUMJwmO8Nj112olLpQa31LMtdrrfcrpT4PPI/jL7hPa71KKXULsDTW6vN54INKqXdwkuNu7kohCMJAwqzmvVVRvfWEnn97C3cui3LiUcP54rThvPDcs4wbN47m5mYKCgpYtWoV06dPd68H2LBhg3usrq7O3VEY/4JJhFuzZg0AlZWVbmKaWfWbdpxAnGPafPZWdrX9AIkcyH71jAzeHUTcmPBCp3S0RyEMeKdxb5lwKiz8pROiO3FWv96qJ8lrzwE7gWVYmc1a69v7R7TkkJ2CcCjxem2ET9+/hMlHjeChG2Zw2LCeWHgPEbSGn5VCydnwsbvTLU1mEN0BPzkazv6OUwcqRrprH43XWp/bq7sLwiDFjsSpq6ujsrLSrUAaCoVc+3w4HKZ+3zA+99hqxg5XfPu0UbTsbmLF0jWd2l++9tprnH766UQiEbZs2cLs2bMBZ5exbt06SkpKWLZsGZMmTXJX83aVU8DtmQC44ah2FNHKlSuZMmVKXDVTE25qHzM7Fb8dQqIqqN7fptPnhnWwd3vCUNRBSeAIGDM5JX6FnnZem6K1Xtlv0gjCIUowGIwL7TSmG/Owfbt+J99/eQf5uVnMO6uAI/MPJxKJ0NLSQl5eHoAbcjpx4kS3NHZzczOAG96am5vLsmXLGDt2LIWFhdTV1bnXemsWGScydA41NcXvvN/Bzlvw5gl09+DvyoQUd20sP6H5yEryDuI3P+QIzoS3HnUis7Ky++02PVEKpwGfks5rgpA83pBLv5DOd7ft5v8eq2NkYCiP3XQqRaMOPAq9Iabez+ahbEJSvdj36yqc1H64m3Hdhcwm8h/4fU42HBVwVsOBAvLGV3S6ZlAz4VRY+gfYutKJRuoneqIUzus3KQThEMY2v3iTurbsauUL/1jP/rY2fnrRcQzbv5cFC5bT0tJCfn6+a6qpr693S2rbTuAlS5Zw/PHHu/cx2cQmSxkOOKPr6+vdOW3HtrmHnxLwcy77OZjtc166ci77El7orIo9LSgHrZPZEDzFeQ1XZ4ZSSHfbTUEYqHiTuczD9/1dLdz8SDX72uGvN53OpHEj4s7beBPfDIlW/3PmzHHfm2v8Etu6S3ZLtDPoKiGtK7odv+s9p1T0yZ2b1Q9qhQAwcrwTkbVpIZxyU7/dpkehDUqpfJxkMjdQVmv9al8LJQiHGrYdvq6ujrasYcx7tYn3d+3jM8fto3nLu7z0TiO5ublUVla6rTdNGKq9mq+pqXET0ExSGkB+fr67Wn/88ceZO3cu8+fPp6SkJG6VbYfD2p+NfMZ3YI7BgR2B3RQnkaO4Oz+CPbYTmw7UOxr0OwM/JsyEdf9xIrRU/7SzSTojRil1A/AqTi7BD2Kv8/pFKkE4hDCRPeZhmnt4Prct2sN7u1r54ok5nDVlIoWFhRQVFdHS0sL8+fNdR3JxcXFc3aJQKERBQQG5ubnug7m0tJSKigoaGxvdh7LJWZg9ezaFhYVUVVW5piXb4WzMWEZOcw/7YWycy+a9KXxn1z6yv2d3voZExwDHNDL0MBg7VRSCH8GZTmRWw7p+u0VPdgpfwqmSukhrPVspVQ78X/+IJQiHDraDubm1ndsW7qR2e5TfX30ScybFlw/zM+f4OYv9xtkmI+/9obPpyRS8S2SC8pq9Eslk8DN79fjBvqkaxk+H7EGYn5EMpuxHuBoKj+2XW/Tkl2/RWrcopVBKDdNah5RSg6CouyAcHMY5PGRYLjfc/wbL6pv5XFWAitHZbiaxqWNkN6dZsGAB5eXlFBQUEAwGmT9/PrNnz3ZNUGVlZYTDYaqqqgiFQtTX17vtPOFAu0tTott+QNfV1VFQUOBmU3sb4hjzlV2/yIzzVj/1mopsp3WPTEDNjbDtHTj+owfxax/iFB4HgQJHKVRd3S+36IlS2KyUGgX8A3hRKdUIbOwHmQThkCIYDLK/vYMv/KWGpfXN3PbxKXxy+oGV9vnnn+97nXc3YMbZ1UxtJ7IZ77eK987lHeNn8rGvsR3L5ngiM1F3oagJCS8GtCStdYVSzu9jfC/9QE+ijy6OvZ2nlJoPjIz9EwShCzo6NN98fCXPvr2Vq47PpXBXLdGo0yDHZDMXFhbG1SUyNvvm5mbKysrcukkbNmxg7NixFBQUxPkEzO6gvLzc9RsY30EwGIxrfmN2LsY3YL/3KgszByRe9ScKZ02YsZyIcLVTIrropB7/xoOK4EwIPQ27t/bL9N0qBaXUCOBzOE1yngJeBKYCXwNWAA/2i2SCcAigteaWp9/hb8s28+VzSvnyOce554xN3y/cNFGSmrnGi/dhbucieM8n8957X0i86k/2ePf5CbH4+6HiYO6SCbGdVD/tFpLZKTwINALVwA3At3CymT+qtX6zX6QShEOE219Yy/0LN3JpRSFXVuS79Y62bNkCQG5uLqWlpbz22mtMmjSJxsZGt/+BXbW0traWpqYmzjvvPKLRKCtWrKC0tNT1Daxbty6uNIWpfGqbdOzuaSa01OxUvL0V7B2MPd74J6qqquIS2/zCVJNtlwlAWzPUL4dTbpJQ1O4YWwE5wx0lyvA+nz4ZpXCM1noKgFLqXmALENRat/S5NIJwCHHXK+v49fx3+UTlOG67tJKamhrXhFNeXk4oFKKxsZEHHniAa665xnXU1tfX09DQwLhx49wy2EcffTRFRUXU1NTQ0tLCzJkzCYfDVFY6886YMaNTk51AIMCaNWvcstkmZNTemdh5BLbT2SgH26RkznnbdNqlv02oayKTUkLql0FHG0w4VRRCd2QPgeLpseJ45/T59MkohTbzRmvdrpTaLApBELrmoUWb+PGzIS6sOIrbLjkRpVQn04/5nCiUtDvMw92ue+TNQO7KJJUo5DRRuQr7GkOiMNRehaICFHvbtgu+BE+Fl2+FttP6fOpklEKFUmpX7L0C8mKfTUG8EX0ulSAMYJ6o2cx3n3ybcyaN4eeXVpCdpVzHrzEdlZSUsGDBAi666CKef/55TjrpJNatW+eWqzaO5sbGzlnO9qremIuCwSA1NTUUFxd3qlxqVu32tYkyjP1MQXaSWqL2mxBvLkqUyZyQcDWMnuSUiBa6Z8JMQMMub0fjg6dH7TgzEWmyI2QSz6/ayn89vJyTJx7BH6+bTm5O/5U4PmToaIcfT4Cpl8AFv0i3NAOD1ij853+Z9+9dzPvZb3o1RV802REEoQteq93OF/5cw5Sikdxz7TRXIZjEsZUrV1JSUkIgEHD7HAC0tLRQUVHhhqTm5eWxZcsW13FcWFhIbW0t+fn5BINB1qxZ47bTLC8vd1fs9megU/0ioFNdI2/VVnuX4Lfq9zqvu9sRJOU03roSWnc7JhEhOYYG4NxbYdG8Pp96kHUDF4T+YenGHcx9YBnHjB7O/ddNj2ujaWz248aNcx+iLS0tNDU1kZeX5yqEvLw88vLyaG5upqSkxFUS4HRHMw/84mKnb7HXhGMUg23G8UYPhcNhwuGwa8oySscoLvs6iFcstonJr5S27ejukfkoHPMnTJCktUxAzEeCcJC8Xb+Ty+9ZROFhw3j0MzMZffiwdIs0sHj0Gicc9Stvp1uSAUe6ezQLguDh3W27uea+Nzh82BAeumGGr0IIh8PU1tbS0tLiho5GIhE2bNhAXV0dZ5xxBhs2bHArm5q6RtFo1DUzzZo1iwULFlBQUEBDQ4NbD8lbmdTOWLbzBey8ha5qFIXDYXesXSbb4Ns+04dkx6G1E3l0zFnJ/+hCvyI7BUHoJXU7olxyVzX7OzSPfXYmRxf2fSLRIU/DOvhVleNgnvbpdEsz4JCdgiBkCO/vauHKexfT3NbOI3NPSagQbDt7JBJh5cqVtLS0cPzxx7Nq1Spyc3MpKSkBnKS13Nxc169gfAd1dXUUFxd3CiU1fgF79W8cyXbDHO+YRBnIfrsIv0S0Htc06gq3qU5iJ7NkOKcWUQqC0EN27G3lqnsX07BnHw/dMMNto+mHN/LHThTzJpMlao2ZqN9Bd8ftnAI/WbzH/Mb65TT0uKZRV4QXQV6+UxI6AaIQUosoBUHoAbtb2rj2vjcI74hy/3UnUxnMT+o6Oyx169atlJeX09JyoDCA2SEEAgHWrVvn9k0AZ6cwa9YsN3R0wYIF5OXluf0SvFFAtj/Afqh7S1DY/gj7WDK+gq7o0co+vNCp+pklgZCZgvwlBCFJmlvbuf7+pazesovfXVXFzJKCpK4zD1/jNP7ABz5AcXExTU1N5OcfUCpmpzBjxgxCoRDgPMhNNrMJHS0uLqaqqirO1GNMSea9rRDsjGQ7h8GvTpFxNpt5zViD12zkR9IKYff7sGO99E/IMGSnIAhJsG9/O595aBlLNu3gl5dVcnb5kd1fFCMQCPiWvO6qGU6iYnK2iclc31W9I3PM730iGbympUSyHLRZJ2z8CaIUMglRCoLQDfvbO/jyI2/y6trt3PbxKVxYcVSP5wiFQqxb5zRbHzVqlGv+iUajLFmyhDPPPDOuVLV5+C9YsMB1OEN8Upm3SY69YygsLIxzUJuGPGbV72de8iac9buDN7wIhuTBuIr+u4fQY0QpCEIXdHRovvF3p2vady+YHNdGsyfY7TK9eB3DNnYFVL9rvC0zEzXWMdjnu9pR+H3uczYthPHTYMjQ/r2P0CNEKQhCArTW/OCfq/j7cqdr2vWnHd3jOezeBCtXrgQcp3J+fj7Nzc3k5eW5D+clS5Zw3nnnUVNTQ2VlZadWmH4PcbOat5PMQqGQ64QG3B2IucaWzbz6RSj5fZc+UxQtu+D9t+GMm/tmPqHPEEezICTg9hfW8qfqTdxw2tF8aU5pr+cxD9+SkhKmTJlCS0sLq1evdvMR6urqiEajrgmprKzMjVayndR2+W17XqM8TE0js0MwCslrHrLlMruLZHsgJHIu95i6N0B3QPCUvplP6DNkpyAIPvzuZadr2mXTi/n2+ZNQSvVqHtNlzSZRfgHQqSBdMtckapZjn/O+97tHd/SpOSlcDSobxp/cd3MKfYIoBUHw8GD1Rm57zuma9qOLp/RaIRhMNVLTR9n0Xjb9lb2mHW9vZMAti+09Z+8mwuEwVVVVcaWwvf2V7ft0JW9XY3rUezkR4WoYNxWGHXZw8wh9jigFQbB4fPlmvvvkqriuaQeL2S2YHcP5558PJF79+zmkTUir3zm7E5s9r20S6slDvDulcdAKYf8+2LwUpt9wcPMI/UJKlYJS6lzgTiAbuFdr/eME4z4O/A2YrrWWandCSnju7a3c/Le3mHlMAb++ooqc7IN3udl2/8LCQmpqaigrK2Px4sWMGjWKsrIyIN4ZbHYQtr3fzJWoh4HXl2A30LHn8JPP71y/hqO+VwPt+8SfkKGkzNGslMoGfgOcB0wGLldKTfYZdzjwJWBxqmQThNdqt/PFv3Tumnaw2EXmampq3If9lClT3Mgjk5dgHsSVlZVu+epoNOpmN9smIIO53t512Ct5vzwEg8lx8HMe929+QqypjiStZSSp3CmcDLyrtV4PoJR6BLgIeMcz7n+B2wCJVRNSQldd0/oCr1nHvPdmJHtNQ8Zk5Hc9JOdg9ioIm0RF8fqdTdVQUAqHjU7tfYWkSGVIahFQZ33eHDvmopSqAoq11v9KoVzCIObt+p1c98cljB2Zy4PXz2BUoO8TqcxqPxwOs3z5cvc1EomwfPly/vWvf7mr9XA47I4115o8B9NO08Y+Z96blpt+13vl6g7vNQdNRwfULZLWmxlMxjialVJZwM+BTyUxdi4wF7oO1ROErght3cVVf1jMiLychF3T+gI7LNW7O+gu9LQ7Z7FfCKu3FlKi65PZIRy0U9nLtnegZaeYjjKYVCqFeqDY+jw+dsxwOHAC8HIsBHAs8JRS6iNeZ7PW+m7gbnA6r/Wn0MKhybvbdnPlPYsZNiSLP984g6JRef1yH7s6qQkNjUQiNDc309LSQlFRUVwZ62AwGBdS6q1DZM9jt9L0a7FpMp29Wcw9fdD3SQiqQfwJGU8qlcISoFQpdTSOMrgMuMKc1FrvBNz/8pRSLwP/LdFHQl+zMbKXK+5ZjFKKP994ChMK+q+NpjdT2Ntoxw+zq/BLPEvkK0i06u/N7qC7OQ6KcDUcPg7yJ/bdnEKfkjKloLXer5T6PPA8TkjqfVrrVUqpW4ClWuunUiWLMHip2xHlinsWsb9D88jcUygZ3f/JU3blUjsJraGhgby8PFcJGPu/iTyyq5ia8FKvQvE2x7FLW5gqqolqJtnvU+Js1tpxMgdnwkEmBAr9R0p9ClrrZ4BnPMe+l2DsWamQSRg8bNnZzBX3LmLPvv38Ze4pHHfk4Sm5r3ngmnpG4Ky+jYnINs8Eg0FCoZB73n7QG+Vh5x74hZR6/QveEtm2XCntf9y0CXa/J6ajDCdjHM2C0J9s29XCFfcspnFvGw/fMIPjjxqZsnt7M47NMfvVfu8NTQ0EAp3CWb3n/d4b/Mw/yZa86FPCi5xXiTzKaKRKqnDI07BnH1feu5j3d7Xwp09Pp6J4VErvH41G3RBUE44Kzs7BDj81ZiYTBmrvAOzqqIlCS+3x3vabfuNTzqaFMGwkjOmUsypkELJTEA5pmqKtXPWHN6hrjHL/dSdz0oQjUi6Dtx1nomQ1b2E8exWfTHOc7nYMyZzrV8LVEJwBWX2TLS70D6IUhEOWXS1tXHPfG6zbvoc/XDuNU44pSIscdvKYsfHX1dW5TuZAIMDy5ctdxeH1AZhdgu08tn0F4F+rKFGbzbSwNwKRtVBxWfpkEJJCzEfCIcmeffv51H1vsHrLLn53ZRWnl6avpIJ5wBsnciAQoKyszHUWh0Iht+S1Pd6OWrL7MNvOattfYZSE1zyUyCGdUtz8hFPTJ4OQFLJTEA45mlvbuf7+JazYvJPfXFHFnElHplUee4Vum5EM3mxnv1wE27SUaMXfVa9nrxwpZ9NCGJILRZ2/v5BZiFIQDila2tq58YGlLNm4gzsvq+TcE8amW6ROJa7NQ9sOMzWrfG9ugnE8e8tiG/wqp3ZlUrJlSqmS2PAaFJ8MQ/qnlIjQd4hSEA4ZjEJYsC7Czz5RwYUVR6VbJCBx/SG/937hpt5aRjZdZRtnjLM5ugPefxtmfyt19xR6jfgUhEMCoxBefzfCTz9RwcdPGp9ukeLwhpmaUFTTRtPsCOz35jrz2W67ac9lsENTE51LC5sWAhomnpY+GYSkkZ2CMODxKoRPZJhCgM7hpnY4ql9fA+/Owls/yXvM/uy3C0irP2Hj6zF/wknpk0FIGlEKwoDGVgg/+fjUjFQIcKDLGRyoXmpHE5naRrYy8KtOmqhkhbdVp33c3DNtbHxd/AkDCDEfCQMWr0K4ZFpx9xelAbtonV2wzmBMRYWFhXH9lO3S2ECX/ZbtkFU747mraKWUYPwJE09PnwxCj5CdgjAgGSgKAZJrm2m/T2QWSqahVJ83xTlYXH+CKIWBguwUhAFHS1s7cx9cxuvvRrgtwxWCTVetMe3z3lpG3ld7TE/unRY2vg5D8iQ/YQAhOwVhQGEUwmu127nt41O5dIAoBOi+tabX1OPdOXR1bTL3TgsbJT9hoCE7BWHAEKcQPjZwFIK32qmpkmrOJapuanYTJkzVb7WfqGJqRiD+hAGJKAVhQBBt3c8Nf1p6QCFMHxgKwYtJRktU2tpvN2HXOIL4B7/XGZ1Wp7KXTQucV8lPGFCI+UjIePbs28+n/7iEpZt2ZGweQld4TULJlLjuakzG5SEkQvwJAxLZKQgZzc7mNq66dzHLwo3ceVnlgFMIQLdZyL1xGmeUmSgRG193+ieIP2FAIUpByFh27G3linsW8c57TvnrTKll1FPs+kV+q/6ervLTnnuQDK4/QUxHAw1RCkJGsm13C5fdXc272/Zw9zUn8cHj01/ttLfYzuBEq3zjTLbxc0InQ0bsIja86ryKk3nAIT4FIePYsrOZK+9ZzJadLfzxU9M59dgMS8jqIXYIaXe9EGyS8SX4kRG7iPUvw9DDpd7RAESUgpBR1O2IcsW9i2jc28aD15/MtImp76nc19hlLGwyMmKor1g/3zEdZeekWxKhh4j5SMgYNkT2cunvq9nVvJ+Hb5hxSCgEU/fIGzoKyfsGujIHebOdM4IdG6BxI5TMTrckQi+QnYKQEdS+v5sr7l1Me4fmLzeewuSjRqRbpD6htyagZK/pqlx22lj/svN6zFnplELoJbJTENLOys07+eTdi1DAX+ceOgrBxtuS0z6ezLVdfU7mmpSy/mU4/CgoPC59Mgi9RnYKQlpZuC7CjX9ayqjAUB66YQZHFw5Pt0j9gr2ST8bxnOja3l6TMjraYcMrcNx5oFR6ZBAOCtkpCGnj+VVb+dQfl1CUn8ffbzr1kFUI9i6hL1fwGZnEtmUFNDeKP2EAI0pBSAuPLa3jpoeWMXncCB79zEzGjsxNt0j9SleRRr19sGdkEpv4EwY8Yj4SUs69r63nh/9azemlhdx11UkMH3Zo/2fY3cM74x7sB8P6+TDmeDhsTLolEXqJ7BSElKG15ifPhfjhv1Zz/pRx3HvttENeIQwqWqMQXiSmowGO/B8ppIT2Ds13n3ybPy8Oc/nJxfzwo1PIzhJH5CFFuBraW8V0NMARpSD0Oy1t7Xz10Td5ZuVWbjqrhK9/qAw1SCJTotHooWUe6or1L0NWDkw4Nd2SCAeBKAWhX2mKtnLjA0tZsrGR75w/iRtOPybdIqWUQaMQwPEnFM+AoYdmFNlgQXwKQr9RtyPKx3+3kBV1O/nV5ZWDTiEMKvZsg60roeSsdEsiHCQpVQpKqXOVUmuUUu8qpb7pc/6rSql3lFJvKaVeUkpNSKV8Qt/xdv1OPva7hWzfvY8Hrz95wPZCEJKk9kXntfSD6ZVDOGhSphSUUtnAb4DzgMnA5UqpyZ5hNcA0rfVU4G/AT1Iln9B3vLJ2O5/8fTVDs7P4+02nMuOYgnSLJPQ3a5+Dw8fB2KnplkQ4SFK5UzgZeFdrvV5r3Qo8AlxkD9Baz9dam0yeRcDA6704yHlsaR2fvn8JwYLhPP5fp1J65OHpFknob/a3wrr5UPoBKW1xCKC01qm5kVKfAM7VWt8Q+3w1MENr/fkE438NbNVa/9Dn3FxgbuxjGbCmh+IUApFuR6WHTJVN5OoZmSoXZK5sIlfPORjZJmitR3sPZmT0kVLqKmAacKbfea313cDdBzH/Uq31tN5e359kqmwiV8/IVLkgc2UTuXpOf8iWSqVQDxRbn8fHjsWhlDoH+DZwptZ6X4pkEwRBEEitT2EJUKqUOlopNRS4DHjKHqCUqgR+D3xEa70thbIJgiAIpFApaK33A58HngdWA49qrVcppW5RSn0kNuynwGHAY0qpN5VSTyWY7mDptekpBWSqbCJXz8hUuSBzZRO5ek6fy5YyR7MgCIKQ+UhGsyAIguAiSkEQBEFwGbRKQSl1olJqUcx3sVQpdXK6ZTIopb6glAoppVYppTIuq1sp9TWllFZKFXY/uv9RSv009nu9pZR6Qik1Ks3ydFnOJR0opYqVUvNjZWRWKaW+lG6ZbJRS2UqpGqXU0+mWxUYpNUop9bfYf1+rlVIz0y0TgFLqK7G/49tKqb8opfqsdeGgVQo4JTR+oLU+EfgeGVJSQyk1GyfTu0JrfTzwszSLFIdSqhj4IBBOtywWLwInxMqjrAX+J12CJFnOJR3sB76mtZ4MnAJ8LkPkMnwJJwAl07gTeE5rXQ5UkAEyKqWKgC/ilAQ6AcjGiebsEwazUtDAiNj7kcB7aZTF5ibgxyZHIwNDc38BfB3n98sItNYvxKLbIP3lUbot55IOtNZbtNbLY+934zzcitIrlYNSajxwPnBvumWxUUqNBM4A/gCgtW7VWjelVagDDAHylFJDgAB9+PwazErhy8BPlVJ1OKvxtK0uPRwHnK6UWqyUekUpNT3dAhmUUhcB9VrrFemWpQs+DTybxvsXAXXW581kyMPXoJSaCFQCi9MsiuEOnIVGR5rl8HI0sB34Y8y0da9SKu3NIrTW9TjPrDCwBdiptX6hr+bPyDIXfYVS6t/AWJ9T3wbmAF/RWv9dKXUpzmrgnAyQawhwBM4WfzrwqFLqGJ2i2OFuZPsWjuko5XQll9b6ydiYb+OYSR5OpWwDCaXUYcDfgS9rrXdlgDwXANu01suUUmelWRwvQ4Aq4Ata68VKqTuBbwLfTadQSql8nN3n0UATTl7XVVrrh/pi/kNaKWitEz7klVIP4NgxAR4jhVvXbuS6CXg8pgTeUEp14BS92p5O2ZRSU3D+I1wRa6U5HliulDpZa701XXJZ8n0KuACYkyoFmoCkyrmkA6VUDo5CeFhr/Xi65YkxC/iIUurDQC4wQin1kNb6qjTLBc4ub7PW2uyo/oajFNLNOcAGrfV2AKXU48CpQJ8ohcFsPnqPAwX3zgZq0yiLzT+A2QBKqeOAoWRAhUat9Uqt9Rit9USt9USc/2GqUqEQukMpdS6O+eEjVun1dNFtOZd0oBxN/gdgtdb65+mWx6C1/h+t9fjYf1OXAf/JEIVA7L/tOqVUWezQHOCdNIpkCAOnKKUCsb/rHPrQAX5I7xS64UbgzpijpoUDpbjTzX3AfUqpt4FW4No0r3wHAr8GhgEvxnYxi7TWn02HIFrr/UopU84lG7hPa70qHbJ4mAVcDaxUSr0ZO/YtrfUz6RNpQPAF4OGYgl8PXJdmeYiZsv4GLMcxl9bQh+UupMyFIAiC4DKYzUeCIAiCB1EKgiAIgosoBUEQBMFFlIIgCILgIkpBEARBcBGlIAiCILiIUhAEoVuUUscopf4Qi48XDmFEKQjdopRqj/WdWKGUWq6UOjV2fLxS6kmlVK1Sap1S6s5Ykg9KqYmxBDx7nnlKqf+2Pmul1O3W5/9WSs3z3HNV7L5fU0pleeb7aGyOch9Z31ZK/TNWD18ppV5XSp1njbtEKfVcN9+3072VUnuscd+OjXkrNn6GUqog9v5NpdRWpVS99dn8Np3kTuL3GKuUeiT2Oy9TSj0Ty3i35TX/OpViiP09mk3imlJqjlLqQb/v70es6uv1PvNqpdRD1uchSqntqpd9EZRSebHv0KoypF/HYEOUgpAMzVrrE7XWFTjVZG+Npdc/DvxDa12KU931MOBHPZh3H/CxBP/zm3seD3wApz/B9z1jLgdej716rzsB2AF8LpYR/lng50qpXOUUhfs/4HPdfN+E91ZOs5ULcEp9TMWpR1OntW6IXXsicBfwC/M5Vko7kdwJf4/Yb/0E8LLWukRrfRLO3+FIj7zm348TfK91MbnA6Q1Q4zdIKTVFKfW059+YBHPuBU5QSuXFPn+Ag6j1pLVujsmYKaXsBx2iFISeMgJoxKkX1aK1/iOA1rod+ArwaaVUIMm59uOk53+lq0GxnhJzgc/HHpCm2udpwPUkbjBSTaxstdb6beCfwDdwmio9oLVe152AfveOMQ6IWH0vIlrrbh9k3cid6PeYDbRpre+y5FqhtX6tu/t1QQUwVin1qlIqrJRyCw7G6lxd4PnXVV+PZ3D6IYCj6P5iTsR2KCGl1MPK6Vz2N/Pfh1Lqmtgua0VPdi1C/yJKQUgGs6UP4VST/V/geGCZPShWijkMHNuDuX8DXKmchiYJ0Vqvx6klZFasF+F0xFoLNCilTrLHK6cD2hzii9H9ALgCZ+WfdKc9n3sDvAAUK6XWKqV+q5Q60//qTnQpN/6/xwl4fmsP5u9j/n0yCTkqgO1a6zNwqgVf2dXgmFnsLqBSKeXtPfIIcJlyWkJOpXOfhjLgt1rrScAu4L+UUscD3wHOju1AM6o96GBmMBfEE5LHbOmN2eQBui/AlaioVtxxrfUu5ZQx/yLQ3AOZLsdplQjOQ+lynAdnXsxuXoRTOfJF6157lVJ/BfaYFX5v0VrviT3QT8dZyf9VKfVNrfX9vZTbzNub38P9+ySDckpoFwDGf5GDU5c/IVrrBhwTnN+5t5TTuOdynF2Dlzqt9YLY+4dwvts+4DGtdSQ2x45k5Rf6F1EKQo/QWlfHbN5bgI/b55RSI4Ag8C7OLjTfc/kRwAafae/Aqfj4x0T3VUodA7QD25RSR+CYr6YopTTOKl4rpW4m9oCMmSiex/Eb/NKaqoMedviy720fj5nMXgZeVkqtBK4F7u9inoRyeyrh3kH877EK+ERPZO6GScAKrbX5HaYCb3cxPhmewukGdhaOwrHxLhCkCmcGI+YjoUfEImaycZq1BJRS18SOZ+OsPO/XWke11nuALUqps2PnjwDOxXGwxhFbJT6KY2f3u+doHKftr2MPz08AD2qtJ8T6OxTjKJvTrTmjOCvSrymnPHpvv6/33uZ4mVKq1Bp6IrCpm+m6lTsmu/f3+A8wTCnllndXSk1VSsVd1wMqALul6lTgrV7OZbgP+IHWeqXPuWBshwmO+e51nO90iVKqANz/PoQMQJSCkAyuzRr4K06Ph3bgYpz/sWuBtTh9Kb5lXXcN8N3Ydf/BeWgkcu7ejtNhznvPVcC/cWz4P4iduxwnGsfm73iiebTWNTgPO2+UT3d0dW/DYcCflFLvKKXeAiYD87qZNym5Y7i/R0wZXQycEwtJXQXcCpgGR16fQqLoI0MF8UrgBA5yp6C13qy1/mWC02uAzymlVuPsHn8X6zHxI+AVpdQKIGMa/wx2pJ+CIAwCYjb/p2Ohuhl/X6XURmCa8TkIqUN2CoIwOGgHRqoDXdcyEpO8huP87pHvR+gbZKcgCIIguMhOQRAEQXARpSAIgiC4iFIQBEEQXEQpCIIgCC6iFARBEAQXUQqCIAiCiygFQRAEwUWUgiAIguAiSkEQBEFw+X9JZT6O8LVyOgAAAABJRU5ErkJggg==\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -1247,9 +855,9 @@
     "r = np.ones_like(d) * 8 # Mpc/h\n",
     "sphere_cap_vol = 1. - (3. * 8. - d) * d**2 / 4. / 8**3. # [V sphere]\n",
     "\n",
-    "isin = ~rand['IS_BOUNDARY'].astype(bool)\n",
+    "#isin = ~rand['IS_BOUNDARY'].astype(bool)\n",
     "\n",
-    "pl.scatter(rand['BOUND_DIST'][isin], rand['FILLFACTOR'][isin], marker='.', lw=0.0, s=1, alpha=0.1, c='k')\n",
+    "pl.scatter(rand['BOUND_DIST'], rand['FILLFACTOR'], marker='.', lw=0.0, s=1, alpha=0.1, c='k')\n",
     "pl.plot(radius - d, sphere_cap_vol)\n",
     "pl.plot(radius - d, fillfactor_expectation(d, nbar, radius))\n",
     "\n",
@@ -1266,45 +874,15 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "2af9b8b1",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "33545c2d",
+   "id": "59b6bf40",
    "metadata": {},
    "outputs": [],
    "source": []
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
-   "id": "417392e8",
-   "metadata": {},
-   "outputs": [
-    {
-     "ename": "NameError",
-     "evalue": "name 'var' is not defined",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
-      "\u001b[0;32m/tmp/ipykernel_197044/1767917404.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvar\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mexp\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
-      "\u001b[0;31mNameError\u001b[0m: name 'var' is not defined"
-     ]
-    }
-   ],
-   "source": [
-    "print(var, exp)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "f725edd0",
+   "execution_count": 133,
+   "id": "1dff800c",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1316,7 +894,7 @@
     "var = n_bar * (4./3.) * np.pi * radius**3\n",
     "\n",
     "# actual gals\n",
-    "exp = np.mean(rand['FILLFACTOR'][isin] * var)\n",
+    "exp = np.mean(rand['FILLFACTOR'] * var)\n",
     "\n",
     "sig_ff = np.sqrt(var / exp**2)\n",
     "s2n = np.sqrt(var)"
@@ -1324,14 +902,37 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "id": "7d1cfb2f",
+   "execution_count": 134,
+   "id": "f05e086e",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(-0.5, 0.5)"
+      ]
+     },
+     "execution_count": 134,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "rand['FF_THEORY'] = theory_ff(8 - rand['BOUND_DIST'], 8)\n",
     "\n",
-    "pl.scatter(rand['BOUND_DIST'][isin], rand['FILLFACTOR'][isin] - rand['FF_THEORY'][isin], marker='.', lw=0.0, s=1, alpha=0.1, c='k')\n",
+    "pl.scatter(rand['BOUND_DIST'], rand['FILLFACTOR'] - rand['FF_THEORY'], marker='.', lw=0.0, s=1, alpha=0.1, c='k')\n",
     "pl.axhline(0, ls='--', lw=0.5, color='r')\n",
     "#pl.axhline(3* -sig_ff, ls='--', color='cyan')\n",
     "#pl.axhline(3*sig_ff, ls='--', color='cyan')\n",
@@ -1343,56 +944,33 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "id": "83f150d4",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# TODO: place at top of nb\n",
-    "\n",
-    "for idx in range(len(rand)):\n",
-    "    ff = fillfactor_expectation(rand['BOUND_DIST'][idx], nbar=nbar, radius=radius)\n",
-    "    NRAND8, SIGMA_NRAND8, SIGMA_FFACTOR = fillfactor_poisson(rand['FILLFACTOR'][idx], nbar=nbar, radius=radius)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "51163e3d",
+   "execution_count": 135,
+   "id": "b85e057a",
    "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "13b3fbae",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "e26d3f20",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "55a108cf",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "26a58d00",
-   "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 0, 'BOUND_DIST [$h^{-1}$Mpc]')"
+      ]
+     },
+     "execution_count": 135,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "_ = pl.hist(rand['BOUND_DIST'], bins=50, histtype='step')\n",
     "pl.xlabel('BOUND_DIST [$h^{-1}$Mpc]')"
@@ -1400,21 +978,158 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "id": "e222371d",
+   "execution_count": 136,
+   "id": "2717e59f",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "OrderedDict([('EXTNAME', 'TilingCat'),\n",
+       "             ('TCOMM1', 'GAMA ID'),\n",
+       "             ('TUCD1', 'meta.id;meta.main'),\n",
+       "             ('TCOMM2', 'SDSS objid'),\n",
+       "             ('TUCD2', 'meta.id'),\n",
+       "             ('TCOMM3', 'J2000 coordinate'),\n",
+       "             ('TUCD3', 'pos.eq.ra'),\n",
+       "             ('TCOMM4', 'J2000 coordinate'),\n",
+       "             ('TUCD4', 'pos.eq.dec'),\n",
+       "             ('TCOMM5', '3-arcsec fiber magnitude'),\n",
+       "             ('TUCD5', 'phot.mag;em.opt.R'),\n",
+       "             ('TCOMM6', 'Extinction-corrected SDSS DR7 Petrosian mag'),\n",
+       "             ('TUCD6', 'phot.mag;em.opt.R'),\n",
+       "             ('TCOMM7', 'Extinction-corrected SDSS DR7 mag'),\n",
+       "             ('TUCD7', 'phot.mag;em.opt.U'),\n",
+       "             ('TCOMM8', 'Extinction-corrected SDSS DR7 mag'),\n",
+       "             ('TUCD8', 'phot.mag;em.opt.B'),\n",
+       "             ('TCOMM9', 'Extinction-corrected SDSS DR7 mag'),\n",
+       "             ('TUCD9', 'phot.mag;em.opt.R'),\n",
+       "             ('TCOMM10', 'Extinction-corrected SDSS DR7 mag'),\n",
+       "             ('TUCD10', 'phot.mag;em.opt.I'),\n",
+       "             ('TCOMM11', 'Extinction-corrected SDSS DR7 mag'),\n",
+       "             ('TUCD11', 'phot.mag;em.opt.I'),\n",
+       "             ('TCOMM12', 'Survey code for redshift source, see notes'),\n",
+       "             ('TUCD12', 'meta.code;meta.dataset'),\n",
+       "             ('TCOMM13', 'Spectroscopic redshift, -1 for none attempted'),\n",
+       "             ('TUCD13', 'src.redshift'),\n",
+       "             ('TCOMM14', 'Quality of redshift'),\n",
+       "             ('TUCD14', 'meta.code.qual;src.redshift'),\n",
+       "             ('TCOMM15', 'Tests of NQ=2 redshifts, see notes'),\n",
+       "             ('TUCD15', 'meta.code.qual;src.redshift'),\n",
+       "             ('TCOMM16', 'ID of spectrum from SpecAll table'),\n",
+       "             ('TUCD16', 'meta.id.cross;spect'),\n",
+       "             ('TCOMM17', 'Redshift uncertainty, c delta ln(1+z), see notes'),\n",
+       "             ('TUCD17', 'src.redshift;stat.error'),\n",
+       "             ('TCOMM18', 'Number of GAMA spectra within 1 arcsec'),\n",
+       "             ('TUCD18', 'meta.number;spect'),\n",
+       "             ('TCOMM19', 'SDSS Petro half-light surface brightness'),\n",
+       "             ('TUCD19', 'phot.mag.sb;em.opt.R'),\n",
+       "             ('TCOMM20', 'r_psf - r_model star-galaxy separation parameter'),\n",
+       "             ('TUCD20', 'src.class.starGalaxy'),\n",
+       "             ('TCOMM21', 'J - K - f_locus star-galaxy separation parameter'),\n",
+       "             ('TUCD21', 'src.class.starGalaxy'),\n",
+       "             ('TCOMM22', 'Extinction-corrected r-defined auto AB mag'),\n",
+       "             ('TUCD22', 'phot.mag;em.IR.K'),\n",
+       "             ('TCOMM23', 'Flux from FIRST-SDSS matching by John Ching'),\n",
+       "             ('TUCD23', 'phot.flux.density;em.radio'),\n",
+       "             ('TCOMM24', '1 for match to H-ATLAS SDSS possible ID'),\n",
+       "             ('TUCD24', 'meta.code'),\n",
+       "             ('TCOMM25', '1-deg strip, 2 for GAMA I regions'),\n",
+       "             ('TUCD25', 'meta.code'),\n",
+       "             ('TCOMM26', 'Bitwise target criteria, see notes'),\n",
+       "             ('TUCD26', 'meta.code'),\n",
+       "             ('TCOMM27', 'Useful for selecting samples, see notes'),\n",
+       "             ('TUCD27', 'meta.code.class'),\n",
+       "             ('TCOMM28', 'Useful for selecting samples, see notes'),\n",
+       "             ('TUCD28', 'meta.code.class'),\n",
+       "             ('TCOMM29', 'Priorities for targeting, see notes'),\n",
+       "             ('TUCD29', 'meta.code.class'),\n",
+       "             ('TCOMM30', 'Number of survey_class>=3 targets within 40 arcsec'),\n",
+       "             ('TUCD30', 'meta.code.class'),\n",
+       "             ('TCOMM31', 'CATAID of object in TilingCatv11, see notes'),\n",
+       "             ('TUCD31', 'meta.code.cross'),\n",
+       "             ('TCOMM32', 'Mask value 0.0 to 1.0 around V<10 stars'),\n",
+       "             ('TUCD32', 'meta.code'),\n",
+       "             ('TCOMM33', 'Mask value 0.0 to 1.0 around V<12 stars'),\n",
+       "             ('TUCD33', 'meta.code'),\n",
+       "             ('TCOMM34', 'Visual classification, see notes'),\n",
+       "             ('TUCD34', 'mata.code.qual'),\n",
+       "             ('TCOMM35', 'Initials of classifiers, xxx for none'),\n",
+       "             ('TUCD35', 'meta.id'),\n",
+       "             ('DATE-HDU', '2015-09-04T13:22:37'),\n",
+       "             ('STILVERS', '3.0-8'),\n",
+       "             ('STILCLAS', 'uk.ac.starlink.votable.FitsPlusTableWriter'),\n",
+       "             ('DMU', 'EqInputCat'),\n",
+       "             ('NAME', 'TilingCat'),\n",
+       "             ('VERSION', 'v46'),\n",
+       "             ('DATE', '2015-05-22'),\n",
+       "             ('CONTACT', 'Ivan Baldry <i.baldry@ljmu.ac.uk>'),\n",
+       "             ('AREA', 180.0),\n",
+       "             ('GOLD_NGAL', 113687),\n",
+       "             ('DDP1_ZMIN', 0.0390699990093708),\n",
+       "             ('DDP1_ZMAX', 0.2629899978637695),\n",
+       "             ('DDP1_VZ', 7594754.153764196),\n",
+       "             ('DDP1ZLIMS_NGAL', 113687),\n",
+       "             ('DDP1_NGAL', 45293),\n",
+       "             ('DDP1_DENS', 0.005963721679858641),\n",
+       "             ('DDP2_ZMIN', 0.03914999961853027),\n",
+       "             ('DDP2_ZMAX', 0.1937000006437302),\n",
+       "             ('DDP2_VZ', 3156659.558717707),\n",
+       "             ('DDP2ZLIMS_NGAL', 73942),\n",
+       "             ('DDP2_NGAL', 33396),\n",
+       "             ('DDP2_DENS', 0.01057953807776663),\n",
+       "             ('DDP3_ZMIN', 0.03903000056743622),\n",
+       "             ('DDP3_ZMAX', 0.1015800014138222),\n",
+       "             ('DDP3_VZ', 457819.2340050841),\n",
+       "             ('DDP3ZLIMS_NGAL', 18121),\n",
+       "             ('DDP3_NGAL', 8842),\n",
+       "             ('DDP3_DENS', 0.01931329953669401),\n",
+       "             ('TMR_DDP1', '[-21.8, -20.1]'),\n",
+       "             ('TMR_DDP2', '[-20.6, -19.3]'),\n",
+       "             ('TMR_DDP3', '[-19.6, -17.8]'),\n",
+       "             ('RPATH_0',\n",
+       "              '/cosma5/data/durham/dc-wils7/GAMA4/randoms//randoms_bd_G9_0.fits'),\n",
+       "             ('RPATH_1',\n",
+       "              '/cosma5/data/durham/dc-wils7/GAMA4/randoms//randoms_bd_G12_0.fits'),\n",
+       "             ('RPATH_2',\n",
+       "              '/cosma5/data/durham/dc-wils7/GAMA4/randoms//randoms_bd_G15_0.fits'),\n",
+       "             ('VOL8', 2144.660584850632),\n",
+       "             ('comments',\n",
+       "              ['Science targets and information for tiling and spectroscopic',\n",
+       "               'observation.'])])"
+      ]
+     },
+     "execution_count": 136,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "gold = Table.read(os.environ['HOME'] + '/data/{}/gama_gold_ddp_n8.fits'.format(version))\n",
+    "fpath = findfile(ftype='ddp_n8', dryrun=dryrun, survey=survey, version=version)\n",
+    "gold  = Table.read(fpath)\n",
+    "#gold = Table.read(os.environ['HOME'] + '/data/{}/gama_gold_ddp_n8.fits'.format(version))\n",
     "gold.meta"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "id": "716416a4",
+   "execution_count": 137,
+   "id": "a72735e6",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "ddp_zmin  = gold.meta['DDP1_ZMIN']\n",
     "ddp_zmax  = gold.meta['DDP1_ZMAX']\n",
@@ -1448,10 +1163,47 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "id": "4822827e",
+   "execution_count": 138,
+   "id": "75c59970",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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36urJ2b2G53a5uXnpImr+9jx13U1UhIO4Q7ARS0V+99cLqFyj+Olk0ZOwTgRsP4oCxV7YXgMPKezo8lFEjIYyAqK1/VpaTc7uuGWcax/JMJ5MXgZDckSayHL8nQ0dbQCEQwNd3m4g3N7Fxy+NsPnVbezb0cQBncbsaZN5emsLs849m6vPvID86bAXSwN5N1DSlUdOVRndk0vZ4QCxPSQFWPPFm2shp9GKDNkLHCTxU5s4UvvpeexQYY/bndJxhgwhqqEks4xjjEAxjEtCvoOg7Yk3Onz0bnXRNURx3g7AeQgcjkaqSvLYv6+dkqCDN/fswl0yiQZfN72hRqbPySMfyAdyq6HY00xwxel01uVz3iTw67HzdWMlOAbbIYAV+eUl8Y8sUXn6oQjYdbw62ge5Z0NmE43ySmYZxxiTl2FcEIlE+MMPv8ChFh/r31rHx84/i+v+9XuWqtGPFgg30/Zyw5ChuPmAeuDIE03kFkzjilUX0v7C/TTX1FJfXsqeUIhGv5PcPV3kOqAzAuedDXlVHvSDV7HQm4uz5CjT/uhji31OB1Y+yZ+xnPGFWEIlnT0WW9va0ng2wwllnGsfyWA0FEPGsnfvXv75i18kT4TynBy+9i8/5e9/+ANH9x9hl28H0M4Aw3TAC4dfoXu6d6CsiWEd4MRF1pRZeN1VPPfrv7KnRyiqLGDpoizkUDdvP78al8A5U2GxA8o6wLVqLhH/Dtwt1Sy97ux+T2QOrFZ5RVjaytGBoxsWN5ZzP3eQ7ZWVlSme0ZARGJOXwXDieeKRR1g8ezZ5IiyZNYuf/fd/A1YNq84g7DsaxNcT5J3XjhI8+jIDUgIj7eiBjby03T+wv0hMC908wNMUYs+6rdTIEd591WJOd0FBfReHXn0RmTaPdxdP5FUf9LphwUQovK0ccq/BzXspO/cKKmbm8i8TYCKWIBAsjSTaa7WF1Puu5gGnO2GpI4HyBbzy8sspntGQMZwCYcNGoBjGlGAwyD997nNMyMsjT4SbVq1i/549g+6fA0xoaaPhnR2otEA4zugc8aPhs5H6mITCKDE5HyFgnR/0oHL2shDZHR1Uva8SXBEmTHazZNLveLx3N1WlsKkJIk4Il7VClgdHsZucFSHc1bOYepFVmfQal1WSxYWVBOnAEi6pVm9a7IDNCjU5MM1h+WDAypIHyMnJSfGMhozgFNFQjA/FcMI5evQo//nd7/KXP/2JrvZ2XC4XoQSRWInoBOryw8wS8P/vt/F8/UwoWGlvDUL9q/i2Ps3urqHOAl3AEw6YnOMlf2MdD75zCO8zEO6AF9ZCvhcmtcO2ELSHQEqh47Usss7xgmMB0A25OUy6uZ4b5+7g9Yc3EtkMmyPHHPTHwysRqPJAoQPmlsDBJsgGeu38k3Vr1hznmQ1jzjjXPpLBCBTDCeH3v/0t//HNb1JXe8xFHQ2djQqT7Oxsent7LdNUggzyKEfbrBIo6+q6uGDPNhzLYwRKRSMtvQeJDPOkFwLeDMJcn5+7tzXjqIMcPzS1gbbBnoOQ7YFwHUxwQ+goHOqaSEXkLHDkAAKemeQs/TLzgw/i7czmyO43mRn2UiOC3zewmVI0OXEoFpRCTjXMrYLIQbgiDx47cGx7l4nyGp9EsEL/TnKMQDGMGp/5+Md59sknaW5qIhAY+GuKD53tjba4HWbS9WH5K559KMC53wJH+CA4iyHYCU0Pk9V+hJpBQoZjJ/Uw8EwNVNd3cyRodUtst5ctXVbE1uleuNoDTQob1+WwIlyPNTtkgzMbIrtxzr2YktIezqeWh398iMGilYcTJgC7muGW2Q5mRVz05gVo7YblhS7Wt1tC12P6yo9fTgENxfhQDGljw9q1rHrXu6iw/SF//O1vOVJXl1CYjBQF/tAN677/aSKHX4C6R6FnHWR1sn9PmMG8MLGTegCrnLwvCPXAHqAOy1zVbm/f5Ic5EcgrrmD57ZdCzxRifzauGedQddokps77PJO3tTKMpW1YyoH2QxHKpgdo9EDd7HwOtof6HPTBUfhfGk4AxodiMAyNqvLUY4/xt7vvprWpieeffTYps05aEKFThO+9EOQr5z7EwoJp5M1w4KiroaHF6k+SDAHgrSG29wB/LYFJHQHySg5DZcXAnYIzcbf+njZPIQV0klL5xjjzXicwvRA2bYCqbGjsEdo4Ns8UFBamcnZDJjHOhUUyGIFiSImG+nq+8JnP8PILL9CRIMlutISJ0+XqX0JFlbAqoQPw9K+epOrffsnG7/0/Fve08dPX0nNNB1CY66Q138O17z+bEveFoFUDd3R7yZpzFRd88AD5j35vSIEyQODG/b8iAlsaoLAHnBOhdl9nv+0H9u8//hsyjB2KMXkZDACvvvwyd9x+O1PLyphRWcmjDz6YUJgMRU7uYKl6yZGoHhfAm2FYXZfPIz/5I2W5bTywHdaq5WMZKRGgwhFm85FeGusnIHPOBacn8c7uCrJqX+XCYR7RhhO4PQp7WmFHK7gLXVx821JiG/7m5eWldA+GDMGUXjGcqqgqj/7973z3G9+g5vBh2tMQWdTT3Y3D4eir+utwOokcRyl2cTgGOPPze1rp0e185z5o6bac6S4soRJKsH+yuFwuyrwhqioqOf/m8yktHcpD4sF1/TcJf+OKEbcO9zth1SWwc0OIwxs39Hvqu+Dii0d2csPYcQqYvIyGYgCsTPSvfOELnDZnDoUuFx+4/nq2btmSFmESJbaEfLwwETtxbzg0EumX8e4Hgq1wECHUAVW5VrRWPuB1uUjurNYx8fFToVCId5rgkstLKatrI9g7eYgzOAhnRSiKWI71VKsJe2OitzqC8PxjcPgIVAbpZ0K7+89/Tum8hgzBOOUNJztHjx7l3ZdeSnd3N4cOHhzx+WI1kFSJbxyVlZODr6dnkJ37m41eCcH5TzTwNuC3Z98swB8KUQC0kiBrnv6tdsuxrA1erAivKDkeocy9BCqzcJck8J/Ens9RyKpL4O+Pp15NODZvpQdYUQ1P1cKBuPoxc+fOTem8hgzC+FAMJxt7//x9ls+ayYzKShZNn872bdv6hInLNbLni+MVJokYVJjE4cYSFq+pJQyKHA7CwBRgNlbOihPLGQ6W0IsS22o3bO8br4NMjijhw/uYfNZ5IEP3InE4HLyww8WcoRSZJHnyADQHISL9vUG1NTUjP7nhxHOKaCjjRqCIyGQReVFEtonIVhH5gr3+WyJSKyIb7eXqsR5rRqEKhKh55lEaX3iIxre/jW/vPhrq6/HFZXMnW/6kH5IO9/fxE8RyWSjQBvhs5/8WYKYTrvPY222tJhJnMoviBhaLUALEut27BaZWzQHnjOEHU+jhwnNXsvvwCG7IpgFr3L44bcyZpGnQkIEYgZJRhIAvq+oC4GzgsyKywN72Y1Vdai9PjN0QM4Nd27bxj7d9gM3PPICv+TDBzm4qZpfQmefGM+MCbs4f5MDjEQ4jDRNOk0AKYv0WOzutMNurgcowdDmtCr79iB2zff1ioFyVo/SvkDEzz01VaS+4vQxLIJdJObuZuCS5MTtS9LOAabA1bjlForzGjUBR1SOqut5+3QlsByaN7agyA5/Px10//zkLp02jKi+Pm05fSG7tm6zevJlgayv4m6FkNo6Gt9izcz+Ng8mA0cohGeqpepQE0jOAMwvy8uFyTwKhEnN9p8uFB6uN75Vxm2ty3Ey4dD5J/VR6dnNoVyftu5Mb+vGYCPNNYuP4JJqHYsrXZx4iMg1YxrEk5ztE5B0R+Z2IFA9yzO0islZE1jY2ptqlIvPo7e3l5lWrmFRUREV+Pl/67Gc5ePAgOd3dVOdkcdq77+CWK8/FUebA5fFDbzdVF32IowVu3hlMQ0lANPpoMD0iNpopVnB4vMee6MODhAc70mG+GUQgzfdCaDb8wxn5zMiB0iFOEQ6FyMEKN97KMZNXMVBV20Pw0BGSiV8JOnN4fr2P1lGcFKonp8FBYxgbjMnLQkRKkliKRnms0bHkAQ8A/6iqHcAvgJnAUuAI8KNEx6nqXaq6QlVXlJeXn4ihpp0Xn3+eqy++mEnFxUwsKuKxRx6hq6uLSIzvox7YE/Dx9GP3sXvnFrKzvRAuxOnMYf+eOqo31eFzCoN11ZC4J/5o9NGgSk3MU3as4Aj4/TiHcfIfTx5Ksrzlh42bobApxEwRhnuurwMK3W6aOZZG0gpsLMwht3bvEEfaBS2DbTTd9W8sdWUzO4U5PzfFRMW1bw1VKMaQsZwiTvlkw3rq7GUog7cTK7hm1BARN5Yw+YuqPgigqvUx238NPDaaYziRhEIhbn3f+3jz9dcpLC7m0IEDBIP9jazhBGYTRxdMza9nTlgJNnXhLvAQcWYzWd5ky6JrWdDwGNtqWvodEy0JEp/JnSiRMFkGy24/EQjwoVzIbe1lYnDwJ6dsIOhycTAU4olgkEX0tzo0tffgnzqBPCIMPEuz1c7RpWjPf7LpZ5t4PjdM7RAR2B6Pp1+xzO6u1MpJFhYVpbS/IYNIk+YqIlcC/4M15/5GVb+XYJ+bgG9hibJNqvqB9Fx9aJIVKNtVddlQO4jIhjSMZ6jzC/Bbeyz/FbO+SlWP2G/fixXgM26pe+VFejY8Q6dnHV/82rNsbbOegZuamvr2cTidoGrZ4G0BEFsjyu2FN2q9bMnO4bSCPMLB9SA7IbyQ3OVvc/hHLeRCv8q40WNdbjehGKEVL0xGkmuSLF6vF79/sCLwyaFAMAAuJ8wuhLO7YWMCNasXIBTCgfVj2B63PQhkTZyI9egYK1A6Yce/cPiPfiaXHaG9vYH2xXOY2r2JliEEykgrLwdG+H8xjBFp6ociIk7gZ8DlWG2B1ojII6q6LWaf2cBXgXNVtVVEElQ0HR2S9aGsHH6XpPYZCecCtwKXxIUI/0BENovIO8DFwBdHeRxp57WXX+asxYv5yW1z2fzM/RzZv5WNb9Zx7uK8hFEHkXB4wKQeq1n0+CHvwC5KXDm0vfgKNHrBfSuhlgPsXdtFl3dwE1YoOHSYSbLCZKgIpuFCX0cqTMC2MORBKAsq5nq4bCHMH+LbrlgCNgD9suu9wI6X34ZAW/8Dgi7aa0p40f0mT9c+xer7t/F/z73F4bU+ksugSY2KCROANPmdDGNDepzyZwJ7VHWfqgaAe4BVcft8AviZqrYCqGpDmu5gWJLSUFR1YPu549hnJKjqayQ2uY27MGG/3889f/kLTz/2GM89/TQ9dhLfoXaouL6FTmeIFzZFWOT20zTMuQYgwhFVLitUvHlB8qcJzryn8R8poOOPjxAKvk0g28UcQmz1W0/gOkyHxEQMp6kMtW0wJ/1wDGd+y8rOxhdt0gU0u6H0dOisFQ4UOSglQhZWAmM8UYGyBOs3HTUI+gF1FBAM7cftKaPvKxgI8MLdd7He30r9MzCjycc+haMjDPtMeI8iNDZYc4LXm0T4siHziPpQRs4krDY+UWqAs+L2mQMgIq9jPR99S1WfSsvVhyGlKC8R+UOs811EikXkd2kf1UlIIBDggXvvZeH06ZRmZfHZj32MRx56qE+YAKxzCf4DzXTtbkdCHWwJBwft/jcoqniBozke3njiJQ499Q5hdxl+Zw55S3x0Hxbec1GI/CyY7XAw3T5mKOK/JCIy6mavRAzny4kVJgDlnVY73wPtTuZflss/LYOJQxyfhVV2JfYsZSUlPPpaJ22bnsdKnYwATcBefC92sOPxMOWd8JRaTsbBGnslS8J7jPFttba0DNxuGB8kr6GURSNS7eX2FK/kwioUcRFwC/DrExU0lWqtjdNUtS36xrbPDelbOaUJdhDZ+ijvPeejvBQI93syd7lcAzLTd+1XftYKE6vz0XAn5+bDGqxHkJQuC+RvCXBgzmFc3TXkHbyVnh1/JrfsQtyspmUv5IZgYSTC6mHO5cEyA00BDtnrTkgDrVRJoGWtdmexqt2Hv6uYyFvdLKwQPoHyVRJXOy4DSpxODsT4pppaWihbPovWta2UrwiCo5Zg5xq6//ZHNoUCTOuCF0MQ7VKSizUn+BjcrDgSMvJ/bxie1DSUJlVdMci2WvpXCKq218VSA7ylqkFgv4jswhIwa4a7sIj8M1bE7FPAtcB+Vf1KsgNPNQ/FEZvnISIlmAKTgyPZaGUWLk9oQKe9RD6GcqC0qpDykhB1NdCyn9RNXlgT2oMhWBl+hfOW76fj0B/ocnTT/eqfeG5zhLrdEPBBBbAcS1i4sIRHvE2xKAv+dRXcUAkLj2MsURxOZ0LfSdpKiSSYaJ0dPnrynUz4aBlTz3Pxk6z55OVYSY6JQpZbgXXhMOGYc+U7HOza8iod7mx8m1+jZ88agvsOs+/1jfy1Fv4aOvZrdgElQKkT5o/SryIvP4UkIkNmkZ6w4TXAbBGZLiIe4Gbgkbh9/o6lnSAiZVgmsGSbmM5W1VuAW1X1RqzC3UmT6tf+R8BqEbkXa+55H/DdFM9xUhEIBPjyxz5IYbiJb/7v3bhLK49t1AD+fW+T2xWhNdwy4Lh4soCKfe1MPQiLcmF/uzXJJ7L5O53OYX0Rr/bAjLpejjat5pkn3+S0SJDZDrjfZz2NL3bAuyeBs87J3vx8trS3Ux8zmeYCt53uZEZ2Fp4r/Oy8O8SOkPSbcJMlEg4nFB7H609JhgPAXzZnc8kVSwiX3coNkxrYn32A8x7s4akE/9REnRa7IxG8TfVsOXCEhe01dM2cS2j/szg3u2ixrVNRR74bKC0Fp1so6FZ2dqY/rSDVMGNDhhAtvTLS06iGROQO4Gmsr93vVHWriHwbWKuqj9jbrhCRbVhfwX9S1ebBz9qPUhH5AJbycB7WVJE0KWkoqvpHrNDceqwkwutV9U+pnGO8o6o8+/TTnLN8OXkilHi9PPLn+7ni4nyCkfhvjRvf4Z3scEBBQcGw524BLs0F1zSYezH4OhMLE0gu2uqHTyrPf7+B5vsCdNcG+aedsK0NzharRLrHAbURmB0Oc3pHG2UixI5yWTG0T8hjS42TaeXTmT0XckUglRpUMYmSaRUeIriHcVDXApGGHpyHn2RWTx1zi7NZ+cElXJNN0n1SIkCd+Fl77+OsbXZy+IXnycuewd6SLuJLMvQC0x0wMVeJFGP5p9KMMXmNU9JYekVVn1DVOao6U1W/a6/7hi1MUIsvqeoCVV2sqvekMNLPYzkL34fl7P9WCsempqGISBZWuaPzsW7dIyL7RjvCa6ypqanhm1/9Ko///e/09Pb2mUv6Ip2yIb/RgSPLjfWcGsVHwzNNNAShIzhUp3GLdoeDh9ojLJoOL7xt5UQMFrqezMQScTj4YXuE2e3wrL1uFxBRy3xV6oAJR6ATCESghQg5QDfWY83p111AQVUpV332bAoPb+KSl3bzm1Sd8UlOgLHRTd6srH79QQY7b3CY8OJmoLQgl7acpRROqMBTXorvgIOcyUJOq9I5yHEejwccDgL2GJ59C269ZjGy4xUqqufidVcxPT+fXvpyavs0kcMBuHqBk8KjYfwC/3cQkiztZTjZycAseBH5KFaiuF9EVgGVwGZVbWGQqiNDkaoP5Y9Yc9FPgJ8CC4CTUkMJBoN8++tf57ZbbmHe5Mn87c9/tsqc2MLE5fH0OV17eiHv/I+RlR9X4CPUReO6t/vlJQzlMwhHIjQ7IFgHuzohN4lPJyum0188kUiEAxwTJmBFMXVihcNmhWFrxAqXjeZdNQCFwJle6G1sYO3rbzMhcJhWDfJysJChW0wdP7ECMqEwOY7KvF3AO7WdRN55E5pBKGDzK82UTihl2SA1H4qLiwkEAoRiTJLnZfmp7tjClHfdQfnM0+DwKzTX1PYrX+N0OqkAev2QNX0qrwerOO22ZVybY+WyJEt2zrGzJupPM9KeNYYxInNLr3zBFibfAr6EpVh/U0TeEJHKoQ8dSKq/0kWq+jFVfdFePsHIfLUZxaMPPcSl551HeW4uxR4PP/iP/+Ch++5LuG8oEOh7op4GdK1+mQEKn9ND7fQ5/cJQI4M8sTscDnxAexAebYIvzYXAUP2cRPBmZQ3oaZIsjYDTYRVNjNovPViCJQfIF1iycC63Lb6cgvJbqW7LpyHYPiCcJG0MocmICHl2nxNPinkYD0agaU8vWeGd5LW8zYS8NqadG2HFnIH7lgC+1lagv0lxdSv4Ky/AHdqOOtcg2TnMOi3QL4IhHA7TAJzx7ix2thZRXlhK3rIVHKjMpmSI8cULiN6YMPL4KECn0zkqkWOGE0RmVhuOPjldDVyiqneq6ruwfOM/T/VkqQqU9SJydvSNiJwFrE31opnKLddfz1uvv97vR52M3b83D2ZfPpMBMVL+bWzetbffJDBYLkV0AmsCisLwwA7Ity06CbPOVYc3Cw1BN9AbgRIXTMB6io5qHz4gHHIxuXIZKy86F1dWhPybPsLcq2Yz1Q1u9/CdC9OJqtLV2WnVwUoxiz4IbNsZJqu4DUoCLHz3+2k9OoPfJ0gYaaN/DkqU0qle9r/9AlkFPgIPrsc/oYemoxF89gfrdDpxOBwU5ObSus3H9rUtvOsfPsDLL9Uxp9gxpBBIpalZOBzGMcYNzQzHSeZqKIdF5PdYQZ/Z0ZWq+jjH4QZM9Zd/OvCGiBwQkQPAm8AZMaVPxjVRc4PT6RxQdXcoZueAd87igRv83dA7MLRDhphwOwC3E7a0QrQ4z2gkEXYAnhyYOskKlwUrPtDpcNAClFRHmHx2HuI6gjuvG3Kn8K4lSwiFGFCgMpbRTHpMtg5WbHmSILAXB56n2mBKBc7WSYRzO5hVKGTF7CcM/nBYd9jPUc3hwZc34HjX5bR1BXnrRe0zZYXtUjjh7m6mFs1j1Y3vo72uh4IJeeSc997Uk1OHYKj/vSGDydwGW7cBL2OVb3lARL4oIlfY+SgpVx9L1SAb33/opGJydja7bO3E6XINW9cqikfBpQOfNIPtPmoPDHzkGC7juywIvQ7IT9K+kShJbzjCgHMieHphHtBQCA+3W36cEuAjKxwUbWkjb/YZ4GrBccTN26t3Mn067Bkiov1ERyElCp+O/1/M1ggtzia8B1rZtG8X6+q9lBYovpZj+ynW01UE60cR+2lqBLLbmjn0fCPbfe0UBGvID8EMYCPHHiq7gfW1h7jZsZ8evJw1s5K/vfo3ZufC293Hf4+xhT9NP5RxSvpKr6QVuwXI/wGIyI3AJ7GETCvw/lTPl5JAUdUh6qiOf7wOsWo9hcMQnZSSqHPlKcxC3AP/lZpdRVshSFvyWdOK5d/IS+Eh/3j6ilQCniPwSACWuJ10B8IU2dtagNr9WVQd3EGhpwemXYaj8AhZcpCqJNIgxOlERzG/BI71bUnGJPmbbrix6TDdL77OrAnTaWxpo7DIC3G6Qz6WUIi5iBVNBrQ2djBzRT6VDftoboTGKogc7j9HzAImlc7inKvn07o3gN+fyznvfh91W37Knu5j9cFSJVZI1xxOQ8N6w9iQ4d0YbeHynyM5R1ICRUTiMzHjB3LdSAaRKTg6OgZqnMMIExHhfUvyQQaaG32772ZalVVPKhW2YNU+QARRHRVHbAPQHobJAnnBMB49VlolHwg0dZETLCGUV45Ta3HqVnKCHeT5j5VjGYx0CxNhoEBORRPqAtoXhZl+0QyCB5qZNd/N3ucGGqICWBFufRlg9jU8wIEIbG3vpOUAnNsGTwas2l2xtAJ57iY8oRV4PfvYsucdaOzEV5BFz6AZRakxlLnUkMFkqIaSbpLVUFZiVbi8G6vt7knpGczFSnhL5XNXVQ6750Df832UAF31PRQ1Ws7uIwMPHRQ/Vuhcm0OoDQ+eLzESIsAz3XADlnD5e+iYL8UNvNIEZ2X5mNjcjHPiZdAjzMqFX/lSNKweRyXjeGKPPp6GX7MA9zNdtEzdTahgKW/tW8dCBhY2ChIjTOKunwcsUwfruiOsdYIK1McOzOEgEIlQqBEOvfY4vvajVM47h+3dazinwMErDJ6kmgpDhYkbMpxTQKAk+7hTCXwNWITVKexyrAJmL6vqy6M1uBNNh8OZshcqB6jobAJXvIwN0e3dygZ/vGFleLKBG8rgzpVurrFPm0qQwGDEt+StxfIBPIsVXRYN8egEjnRDffdWwlNLoacJ6p7kwGrY7Aevx0PSqPb1pY/iSeX4OBJFkA0XVbYHWLtNaXxzL289/BA7VjfzRKIPepAcoSBQ54I1oQg1ufBWCSy4dlL//JJIBAewx+dHcoWOUA+NW3cwy+tk14GedPRWAkb2vzOMIZnrlE8rSQkUVQ2r6lOq+hHgbKzf6Et2TZmThskFDi6ImfsSNTNyezz9+oALMLX3KMS3VfL30LBvARW5qX9HnliRxYp7/4Wp/3wlqy6roorUTDyDTbDxLXm3AY8DG4CtHLuDIJbWMv+sBpyVwNYHCDaFyKkQFCsHx4nV3TEZ4sObj6drYfRaidoKDxdV5hCBUjjY20a+p5uFXZafasB+gwgUAeYIvLIPWqfOYMa7q3jtxVpOK7XyeKK0A/T0EsjOp3zhpVBczYuPbGRZ9TFn/0gxHRvHKZkbNpxWkjbIiohXRK4H/gx8Fitb/qHRGthYsCSvnB7fMXteImd3MBDo18PECcx9/1KIxGgQGqGtoxd6G+l0WOpdsrgBVlThrS/Fc/FvqP74jZy3PMUbGUKbiRc2RzjWMzl2Wu4Cvv2FwwQOvQFHn6dz307qDyiLsL40bgZ2dxxOi/KKkJwIGkiyEXeJiKhy1z5w1yn7fu/jlc7EQRIJBZ0IXuCgC8768Hlcd/EkGta7OP+GCi6a7B1QE2zzAR+P/vVXzJ0dos3hJGvmAn623sr1ST7jZHB6exNlyhjGBZmZ2JhWkhIoIvJHrJyT5cC/qeoZqvodVR21xOmx4IrPnc7HPJYAGMqMEmvDnwNsy60DR4ynw99K4+Y/sOXZNZwWsOzvyUru6cCUD3wVWfUPtOzcwuTZ85kYTs0RO1TUV/zT/GCTXD3w4lHo/M6TBA9EiLx1kImtcHkOXOu2Su3Hi4/htCiHKtNitLt0kUiQxZvZ/MDzL0BNGF5L5pzYJkJVnMAUH+zf1UBlcRnN5UJFRRWnX17NlTlxxwVhrquLR/7yKm63sGTiEb5wudDG0M29kiXVSgGGDMFoKP34EFaDli8Ab4pIh710isjwVQ9PACJypYjsFJE9InLn8Zyj4O3VVIj12ccKjaGevKc6Yb6rCMuIEgDChCIhth/ystffQnMB3OBK/sEjPxtKpq1AIyFKZk8hZ8YkChfNSrhvbF2w2H4rw/YYSTJSqA54ZkuI4FMHidT00uWBdjecnW8J3UnDnMbj8fQ9wXuwhFBsFYJ0kUiQxZvZ6oCnHQ5WM7AbUTxVwPUcM6/1ALmV0HSknYaWCO+7aSFzsypheghPaf9jpwPrNkDO7sN0rb+H9TUtPFeTz2wXHGXwB5V486EX638WTyqZ9YYMI0M1FBGZJyKXikhe3PqU8w6T9aE4VDU/Zimwl3xVHb4u+ygjIk7gZ8BVWAUrbxGRBameZ5KvmfJJVsJav3IpQzx5T82F4vNXgmRBpB7C7fj2H2DLm08gdX6uWQgvkXxY3HXVHrocvUScWWiXEz28keqcxK0MYnMwOtrb+14Pm6meZJSU0+Xif32wYwPsfA4CZTBrOXQ7YHmRlfA3FOFwuO++vVhmNFU9rhDBwYR6KmVeaiMRtsa8T+QDygUuAKqdVi0KsL4LTUfg/Hn16M7DBFb7CM64lqqe05k17ZjmIUCJB85YVU3LhDCtnlyWnFvCwtxsesWeLwb538eb9GZgteJz2osX60HB9JQfp2SohiIinwceBj4HbLErDkf5j1TPl3JQu52Sn2mcCexR1X2qGgDuwSolkBL5H11JSbYlkZJlQrmbsLMcKILAZmg/yGuvPkugtpm8BuHgyyChmCI5DB2pk3XFdDzZEURceMqKcYWmsGjh9GG1gVgSCUCnPXmmMiGFQyGr6VQPZOfBBdUeLv5SLp+6AGY6hxeS4XCYEFZAdTXW/6A0QV5NYv2rP7FVeGNJtcxL7LSdyC9TCFyf6+D6SU4+W2ZF8TmwcnMKm4We6i5OP/0yJNLGrH/4V5bfdB7n2Y1RHMC+IPzqrzXsadlN2aRWJhZPpcPTy44UXEClwByXi6kc66aZg/X/HA0Nz3ACyNwor08Ap6vqe7C6PP6riHzB3pbys9+w05SI3Buz3Ad8PNWLnAAmYeXJRKmx1/UhIreLyFoRWdvYmCjGB3TqHHKXTOfcbAY0TxqMKSvBmbcAy6DzOP5dX2P+5Cbm9xxkV47i9OSST/9/9FBRTs+8eIBc8nAHOsFdgGPOKmp2dNM7QlU4bE+e/iSjhKJms3rgST9MzoLAbKG69P0UfOl8Pvzgx7n7f1bys09dyuxcJ9MY/NsXwDIbFXi9fcmTsfRgaQZD0dM9sHaJ2+NJXzl3WwO6FphPhHxfmBsmwBKsybwd6Awoda+00+YsZdaedlprnVQ5zuSrq3K42QELcqCkGpYIONudzHW18dfHHsXR0MFiki9j7wLcoRATsSogR79dRem5U8NYkYEaCuBQ1S4AVT2AJVSuEpH/YjQECtChqjfZy43Ac6leJBNQ1btUdYWqrigvL0+4jzi3c/hII/twJmXKdAPVzVVYdWq7oMVPJHQ2u15/lJaZHbh7POx3d4M7edNocYefPU/+GbKyIBQk1HovXXPPpGC4GTfR/YwgqzpqThMsgVCvULJiISz/Bqz4J/JW/Dtzrvo1V/3Lz3n4rsv43llWxIaHgeGxfqz/1WG/n7a4bQVYIcrHk6cRDAQG+BRyj9fpr4rH5SIXyJsF078OlacLZWKVY2kCenxQ4M3Be/AgE269lUlzpzH9/R9h1o8/wxf+MJf3fHAJFfnC1CrIrQmz55E2qv0+ig5YCaSXxl1ysDBlxUpsDWJlFFdjCbpCIHcQTc2Q4WSoyQuoF5GlfcO0hMu12F3CUz1ZMjNOfM/4r6d6kRNALRBbNa+a4X2vA+iIrCI3EmCxI0yCdhkDOMvroaIA1HERECa4yUn7A0/Ck/vY+SocIEjl6ZUsnJnYwQoDJ/1eH1TN8xPRI2jIj8e3iKVbX6PwOHyxqWaUR4ktTx8B3gY6QhCszgdPAXhnQKSd3KlTqKiYROnKrzD7hhI+vlJYHuOIh2Oaxx4sH4orbhIVoNrtSkuOBoys53ql08ncKii7HtwXVeG6aQZXzrM+oxbg1Vp47zVtOJccpWpWMW5PCAqmIO5PUb3gKwS2H+W0aW7KQtDZAe6wcnoxfOgimFYA851QGWNyHCwabxZWNej3iyWc5wBBD1zjBr8xeY1fMtMp/2HiCnmoakhVP4zlTkyJYQWKqu4HEJEy+/3x1rgbTdYAs0Vkuoh4gJuBIeuPJaJ+673InHKKBPYnsX+XBmgun4oG2yHSSiQ7TPjQetYfhFdqYFqWUtwVIGd6ITNJ/M+O1ylvvDabA00X4zjQiXhcdDSEeM1ZSfMJtK3GlkiPYJVkKfaC1++xgg+YC3kzLCnpzsVbMp2c5R+hcuEUTgsE+vmLou2Eo4TiJlEH0BoM9f8/DJPPMmwU23Hi9/s5/zxwXH8pzPsqrgtvYmnFMT9NyA+Ns68lXHApblchkAtuL+ROoXjOGZRd/h4OFFTwTukE1AUbd8GazfB4E6y8EbJyoHQYk2NWdjZ+LEf/hGKYY/uqzpkPU7OgJMlkUkOGkbkaShNWENNPReSTItL3bKeqr6d6slRsIr9L9eQnClUNAXcAT2O1Yr9XVbcOfdRAJhRehm9iN9mXuCkShkzCqwB++sUJzLvzvTjcEQi5cRR72bYuyM9awdcNZ53hZlu3ktdsOXUTGdoG5IVMLsad6yAwqRjfM3+BmVNoL5pNTRqeXI63fEsX8I4TpHQSVuaKy17yAXAVTqfy/DupPi2Hc/PgLI4JyuHyJgqcTnqwvohF0ZXD5LMkU2F4MIb6H3iBoysLYPol4P4weE4nb3GJfZfQHoJDta3My82GUCOWRM0G3ASdRbxr8WKatzQzP+LnPb2QF4Ll58G7q6FoA3xyLvicQ38Gvt5eVmCp2z29UJQrLMqH/AlCYxFcWl193PduGEOUTNVQ/gCsADZjRcn+aCQnS0WgZHRBSFV9QlXnqOpMVY030yWF9529lGQF2dIe5Dbv0J/tbSudeCdU4AwthEgNGu6io66Lfz9klSk/BPzy+SDde1u5Z1cXTok53yCTmgBdW9z4wlvx5ArBpVfxxitrOO/Qo8edYR7LcImHOXH+h0KskNV2oKcFRGtA42vsWrjdhUw96xbCuQ42cizserhSIUfDYYJYjvm2Ye/AwjECR7zb7R60wOInbnCTvXcu5HwCJBs8lzLhPTf1lWmrcoPj8R14CwXccb4M/1Ha3/krp984k+ea2nhaYasfnn8bGlacTfsiF8H5sCwv5jMY5HvwOrDbC0154I8IUgS7873kBcC/Pxnd2ZBxKJajMJnlxLJAVT+kqr8C3gecP5KTpSJQTvp21q8/vp2eB7qp6sjmNd/gAsUBXLOykPmf+izOqTPAvZKIr5HOP/2NXTH/pVAEameB9ITZq+CN+ksGmdgVmNh4kKyic/H5yvF3b2F6mZetrgRl9UdIovyNnhj/Q7REfb7LRSvQ0Qvdb8yC0CA1c1Vwl7dQfp47JeHnBLJI7mlFHA6cTieREST3BQIBfDFJj1GNxQW07wkSuuxDljDBA/hxdfpw2h/XHBeUXreSyNSzOdYw2cKdW0qwIZfGbd0sXVZFvQv8bsiOeHC8soNDE88h5xLhutOstqfAoN+D/UCpH2ZUwNHeCDM8QnZBLu5u+Oj00oTHGMYBmamh9E0ttqVnRJw0Gko66D26F68Lavf3Uo0VspmIKUCFexlkfxyYBW43jvArdLV5+5Wa36/wyNvQGLBMZLPiJvFE+Sjby0qY1PgW4c56dvztQTbd8zue/MvQ4mRYU1aC7cPlb1Rh3X84FCIb2BuBmtffInS0PfEBDsXtmcOe9cGEpr3B6MHuYR+3PrYyssPh6Ctbn8jc5bbNau5kK/HGfA5RrS0EvHZIKJhciVUsR4FCut7exjR737d7oWPXEZrW/H3gObUSzznL2fdKHaXazb6Am/w8KBdB5t7A7KVhAoVTqOzoX+4m0WfnwPqf7NwJ9Q6oyVJmVTazKAue3p84ydWQ4WSuD2VJbOUT4LSRVEFJRaB8NdWTjzecBblEymHuZMuZXDjIfsUCxe/5METjmaQYsi7lqR3HCvfF5kdE21wejnuyDiR40pYNLTzx1FO0d/Yw770fIbLvFQ4mkBexE9GwlYhT7EdSgPXEvsThYIL9vtIDXV21SNOeQY7yECx5H1lVhamH1zEwRyO2qnAkEhkyYi1om9WCMfk9IjK4/2aQc31gRS5Tp0fTLAXoJecDN/XdTy8w44xtFC8+beDB2oYjlMV7bjyLNc93EOgOsrfbydNbgjT3rMEzcwq5FddQdpGVsBgdY6LPzgeU50BuCJpcMGMe5N0L3i6oLEh/LTTDCSIDBYqqOuMqn7hGUgUlaYGiqluG32t8c7C9m44d0LgfLsgf/J9zmgdy5/afVCJkscl5TJOIRjO5sCbLCFaCXD/rfYKJ7eBBKH3jFZ79xT/zmU9/nHu3dbIj5kt2zXQ4fQlcMGnAoWmjE8sH9GYkQi2Wszx/OhSWeHGUDZYHIUQ6nqetq5NBdJgh8ZNeFVhVUyr17gDq3YX4A9CnQwQbibz9dF9bYC+w89lW3IHWgSfQOnJDRWx85TAlZ2TjLMiiJBDGU1DMXv80Dv52C+4FCylo8fZpKIM9CHiBH/VY5R7CvfA/z0BHPeCB8AjCog1jSOY65fsQkXIRScXAMICUvJsicgnwQSz/6RbgHWCLqp4UTRp83cKmRpgShi7p7yR2Op19tanyCkDy+rf8dWguubHRrPZkEcFyahdjTZpDde1zYSXPvLorQmXpegqbG7m3Ntz30OIVyPJCRwvUdrgYjToNeViaWTuWaW9+OexshPYWyM6uIZR3GDcRBorbbhzuqfhyIsddpl3ts57o35TD4cAZiTCpeC7S3gJFAchyoYE8utzuvkG1Ab0+NxHPhIEPG11+NL+Xlso8OhtDbO8I4gYKOzq4ddJkJl01kfDjG8j3Bzk6zHi6sCoU1GB5cuY6hLrqCSC5hExP+fFJtPRKhiGWqeObWFGyTntdCPhfVf12qudLNZX6d8CjwGqs+nXfAFIOz81UImEvOwLQEIGDIeuHDceECVjNmt51cyU4+ruexdnDln0JzokVXNuCZfoaysofwjKrPNQM//7YUe7bckyYuIB3F3p5o6WC0xe9izPOuYDvJLC8HC9RJ30XlolrLpAjVoJeAGiohwfuUfTtZyGS6PkhQvPuQ7TujoxYay+KjmmE54llKD9TJBLBBZR6egj0loK/BgjChoc4vK6LifZA/MDTj3cQ6h4YitNxUDi6r4PVGw7zzsYgHiyz6eW+IL4db3NkowPfbKWpO4srk0ijOYKVIFAH7G1XnumGNUfqOTI9HUXwDWNCBpq8gC8C5wJnqGqxqhZjRf6fKyJfTPVkqf5mD6rq31X1PlX9V1VdparJ1PYbF+S4m+gGVivsiFkf6wiuUKVU88HR3/TQ4/dTXp3Y5Oh1u5mJNVEPZdbJ4ZgG00Z/522ZAw5W5vOVT97ExavezfXnraQ9O33/+ljzSw1WYbQahY6iY50ce/Khdc9B6NkYd3QQgm5Ki0OcOS35ayYK33XH/J1D+upXDedncgI1RcU07dtLoCcAwW2ESqdTWVRLIOZHvgXorPklRPoLlYLZs2l97leUdbaRHbYKPDqAfdPKKL5yGkW+V+l+489UXOTkYIpldHqA7tMWs31yIY55pgXwuCRznfK3ArdEE9gBVHUfVsuSD6d6sqQbbInIPwKrReRLqV5kvPD+awtwllgp9tGuhPH/IAV6glkQZ2qMBEJktSa2b/uDQQ5htdwdTOsVETxYpo5DHIvR9gLTsArrXDWvivpX1zCtaxdnTChCqsqYmkRPkthrDEZ0wvVgRXgtsK+9qNgShGuBymZ4/YE6wjuetk16EaKGKq1bzeGDe3l73dDjicXnG2gA9GNpdLOwAuLT/fsarNx9gQuONrSRP2MK7sIyCNfg112sLzmdwqxjKoU3C3I8k6F3C7GfZjjcSshdza4eK0PsoHUx8uqb2PP0OsifQa5vOc6ZS5mRCxOHMTZHo9xKgOl5kF+/hqwpy1m94aSwLp+aZKYPxa2qTfErVbWRoXO7E5KshvJ7rIfrCcCtInJQRB4Rke+IyI2pXjRTKfp5Oz+qD/LVT3+CutwcOhn4+dYD0xafNeDYrILpZA3yFNwJuMWqtDbY9yU6oZfRP7dpnlhay0VOmHakgdKZk2jfX8/EBZVcPauAyuKh7SexlY2HekovLrbqKwewpsn1QI4b3jxkmW4OA1vawbWrm+CBN8DfCIQh6AN6keJKKo68wVFv6mpvdvaxYi1OLPPeZCwNJVH75JGUXhksXHppngspKCJ3QjkS9kNNGb318ylpfIsDvcfEmt+Tze7OBnAWQ9gP2o76NhI6/CwvvbmZBo4J7kgkwppeqHltH29s24Z3wzYOHW6hqmIic2LUz0RFIqNRbh3AgokV7AhWM7Omlo988iPHfe+GMSRzNZShUilTTrNMtsHWC6r6Y1W9TVWXATOxikTuBM5I9aKZjLhcfOznd/FUVzddqryyZg3zFi7sCwNWoD3QOeA4h+9F5lUNPmEXZLn7TEeD0QYciHlfAlS54DIntM+F0K0XUFZdxAV3fhGZW0HBpSu44bYz0uJraG1t7ZvYDmFNZH5gX48lRGdjlY55ulb53/98mda7vkX3nmfwtW9Fe9YTaPsDWxp91EtWyg9ZsX3Sw8A84ConLPJYzRriGUnplcHIqoCpbiFStw182yBcA76DFNQXEVvsZHqgl+LsCoKRbOh6FbSFQFs++//r/+MxO7wtVnD7gXYPzI7s4/nGSURq8igpdBCwFUen2z1ky+YQ8KrfwXkXLCB05nTOnJOBnl3D8GSuQFkSk3fSb+E4qg0fVw0LO6Nys72c1CxfsYK1W6yI6W1btnDNypVs6sxiXtx+vcEl7AwXY5VSPIbL5SIUCvFsbzCpib8t5rUDWB2Ei4Gi3Cw6dgSYMd+P16G4D73GxOrzmOg5xHtKV/NgbL6bSMq5J3Cs+q3L6WSmKnuDVsRWjj2uo8B9wNx1Abwl/0dlUx0zZk9j0QVl1H3lbr714EHWjTDX1gHcVg2n54JclYW3PsSVd4d4yt7mxQpcSAcOh6NPY5k+v5qrr/sQheWlUFoCsoOCtqNsKWzr509zh2HPrhoKZx7GnbeEUFMN4cOvsvXFWuoTXKMT2NYML70Q5oybvXTnbiG/rBOv/ewXTtDkKxYvcPH8aVxy8SpaDzbw8PNvsvSadNy94YSSoVFeqtqnHotIhb2u4XjPl5RAEZH1qrp8pPuMdxYsWsT+zoHaCUBH90YautoGrI/260hWd4ydj5uw/AkbXPDBwgiLLiyiZOY83OVhKPsY+TU/5YIr63jsASBWoKQoTOIT7PzhMLtitvdgOcfX2vexNQw9T/lYseZh5lzk5eX/CrB6o7KRwSd7L9bT+nB4gcowlH4EOK8SefEIV+aFeK7L+t+MVBtzOJ19grOf+cvRQtHp8yF3Lji60NyldPau4/lHDpPNsblgTwgWr3mZ/Buuh/AEQrufo/HhX/OHuAT22MjADX64Y2oBLW0dVIibGXMjtGKFZ3fF7JeIOYXChRcuo6AnyOQLJjBj4QdG+B8wjBljmGMyFCISHzYcZpTDhueLyDtDLJuxzP+nLBq5kMOuarJi/AEjxYn1AU2LwIRJEdY//gazq64BGsETgCn/SpHnGj65zEmqbZcGy7R3MfBLke31ssXlor6oiBCWUNkJPNTu4nMP+Pn0RuXX0K+kSTz5dtDBcDg9Htoc0LXLg3vqGRTfUM7K6+EKgUqHNbYri5K8yQQMZl6amjMfV241uN1AEX5y0ZJqDhyNEFt/IsvportN6T64F1wOss5YSWd9D6vjGkrGC4nHnu+gOq+elsWT6CrLYrnHMiuGw+F+ZWZiKQSmzMohUtPFrAtWUj1zJu79G4773g1jSIaavOwgq/OAM1W1RFVLOAFhw/OAdw+xXAuck+rFTyYmzpzJpkOHaOrpYWdNDedddFHC7oHZ2dnkxHXdG6x6bi6WQ34LsGH3ZMKlZ9LdHYDDB4Gp4MrCwRYmtjuogL4y68mQsO88VgKmg/6O74DfT3YoRG9bW7/9faEQm7E6LrYBBZHIoOVqmlSTyoTvCgTY3QbOdyvkteIKzqGyAKZWQjhiBQi0tMVVHOD4SvNHj5kBnH5xJdK7k6hIzfLV4XJ1sz+umpE/EGJz3WG8xUXQ+zIE2vGeN39Y/1hpGHztXcwsrOeVpxRfwPp/Ox2OfmVmYqkErrn4XK74xndxr38Hl3MansUzU75PQ4aQJoEiIleKyE4R2SMidw6x3w0ioiKyYojTnfiwYVU9mMRSk+rFT1YmTZrEUy++SH1nJ52RCJdeeSUTqqpwud309vbSE9d1b7DquYXYgbkR0PpaZi5aQNDZCdOuw5qO3DD/o+R9+yw+MN8SBsk6xeILU0an4w4s01L8E/aUnBzi5lYi9DfR1UG/sivx14h+2YaL0vLnAm2V4CtBskvo6oLLz4UJDliQD9W2Eti/MEHqPqPoMc1AwFcEBVGLbRjoYd9LT/XVYYtSjJXXKYcetaK8mn7Fgd+/deweB9HSsnNg8mKhoKyMq84M9AnucHzUWYxgDGXBVSVhHHV7iUyehNuVw7Ruk4cyLklT6RURcQI/w+pdsgCrOdaCBPvlA18A3orfFseYhA0bjhMR4eEnn2RvXR0tPh+vrl3LuRdc0C9UNhFOrImuEOvpv3TCNKZWTufIC2+Coxrro1MonIX4KzhnUT6XYumuOdaF+ya3nNyBmXSx4cRwTBAl8vUIUNvTM+R3PQsr9C82LCT+GlHhM5TPIBc4a7GT/CuugLxCfP4GZKoTFTgvH+o7YUsOzMqx7rPPzhozEWel0Hfd4XQS9sLkSZOwBIkCHshpoHbtugF1ydxA9sJCpHEqdGbjPzid7e8cy6cZLCz5rz2Q7a+m138pDR3uhBWWgX7+rxVzhbaQn7yKXPIXLQERPFWTk743Q4aRHg3lTGCPqu5T1QBWybdVCfb7DvB9hq72BGMRNmxIDw6Hg2Wnn87TL79MY08Pr65bx6obbgAGdjbMwUowzMNKLGysP8ADDz7FlKs+RP8Hh0KyKovQhTOZ5LYm9VwA1b7Jrac7zsCfgOh3OdFzfggrQCCRXlEEeEVwZWXhEChNMkXEPUgr2wKAYBi6a6G7DueBvWzpEjrqYGsQZmTDBVWAGyYRU6U4ZiL2pdB3PRIO4/BD1wsbIdiBJT6DdO/OI7yviRzAG/PZLJoIcxd24fQ6wO9DO++lM4log0X5Ll5500VvzW527g+QXzh8McwKVxbV71oAhXPAmQMuF8w7qaL0Tx2iUV7JLFAmImtjlttjzjQJKy0sSo29rg8RWQ5MVtXHkxhZbPn62OW4woZTEigi8qyILEn1IobELFu+nL/cfz9dqrT4fNz2iU9QPWUKcKxPyHnAMqDSEUD2buTgy0+ARkOKBHAjjrPI2lbIxKUllGJ9u1L1KCSj20YS+Cm6AFQ5zedj5QTImTjQv4EILvqbx4KDhMuWAm+shc7WPeA8ROOuo+S43ATbIKsUZnjgSA9ML4CIPZyiJMY+FEsnQGhKNjjbrVEqeLLuo8tn/b79MVWL32mEvLZKunOCUN5Cr78XxyDhoFlZWX35S8tCIWbPOUpRfgOnXQONkYHCO9Y5L8Cq8hzcC26C3Kg26+U4rBCGTCA1p3yTqq6IWe5K9jIi4gD+C/hyUsPqX74+dslX1VE3ef0z8N8i8n8iUjXs3mlCRP5TRHbYEWUPiUiRvX6aiPSKyEZ7+eWJGtNo8NO77mLHwYN0qfL5f/onvBUVBF0uvMCWMAS1jmB2MUhszTAXzsqVVEwt4+LT2lnmhOKcrJTbayYT0juYnyIPqMgFVy401vTXsXPz8kAVb14eziGiwKLUAMtmQk4O0FhHd7eTvbuCvLEbvPVQ5oIJXeDvBo9aeR5tw5wzKgbjHfceezxnnDaJ6WdfCo6p1t69jbBvAgQG6vzzHODyhPF4nwPPHlxv9/DsIFqZz+frCxvfkAVlVU40fydyyMGyhTLAuhHrnJ8B5M5sx+WahzEknCSkp/RKLVYhiSjV9roo+cAi4CUROQCcDTwyjGM+baT0TVXV9ap6MfAY8JSIfFNE0hcnOzjPAotU9TRgF/2bfe1V1aX28qkTMJYTwnd+8APeqa/nt8Egv25t5ZoPfZ5Lrz2HQMSHv3cnsSLA4cil+vaPUb8lm3I3dPYMZzZND06sB6pJwFw/eJthZW7/Zlnddv+O7q4uQsN0iQS7yrEXmjcfhJYWmtYEaHopRF4A3gzAS81wkVu4cSL0OKDC4xk2ui0qBuMFYiAS4YtLQKQIx/IrsPQtJ/S8SFNOJftifqZRTaPCDXXbm+HlwwR3/4W6FqiPkwyuBFF771oIhbNCRNaXMmGm8MpbQ4v8HGBy0SLwlnGc+ceGTCJ9YcNrgNkiMl1EPMDNWOUHrcuotqtqmapOU9VpWJXhr1PVtWm9n0FI+Ztq18/fCfwC+HfgEyLyVVX9U7oHF0VVn4l5uxp432hdKxMpKiriI9/8HyDalVCxpm0F2sFZjjv0ClUVZYTP6iLvZetJwZOdja83ibzy48ysL8dyis8E6kJQ3ANvl1idBY+3hOE+oLsDnO4g7T8GZx1Udlj1B04HsotgZ67yag90RaAlEOjL10k1b2wW0NoEjvx23EEffZXD3BfRsO5WjsRoHlFNo1TBHQ7icgXx/QBeewoa484biovaq/B6KfQGaKtfQIns4uXfhikYpp1NiRNyP1ICcuJrcRhGiTR8lKoaEpE7gKexnul+p6pbReTbwFpVfWToM4wuqfpQXsdSr36M9WB6G3ARcKaIJG3nGyEfBZ6MeT9dRDaIyMsicv5gB4nI7VEnV2Nj/BQwfnB7PLg9UR1AgHxwCY6G9VTctISSiytZ5LIm16SECRyXMKkAZjkc2EYixAGFDlgegmnDOHCGChtuBA41gecFCKyD9RvgwbDVye0wEOqCUgfM3meZoxSIOJ2DCpOhhtIIHM0t57ILzwJ3Dn0/B7eD6dOF6Q76+slHqfFDTRb42qHrALzYnkQYjd/PxIOKNpTRJJOZWgLbhynD8fkcoMaOPuhHBtbvMAxPak75oU+l+oSqzlHVmar6XXvdNxIJE1W96ERpJ5C6hnI7sE0HGtM/JyLbRzIQEXmOxMVlv66qD9v7fB3Lt/sXe9sRYIqqNovI6cDfRWShqsanTGA7tu4CWLFiReozaMbiBMmDC36CG0Ve+A4FfJs8J3SlUERRSBzhlQiH04k/HKYNq4TIbGBTBBr9kFUptLfqkE9jQ4UNlwAPtMC2B+GcJqvk/zas/JYZQEEEmrotvT+IFQDQPcT5hronp8C8RUtZePaVRHwhHDnevmMONJ+Oo+AVumpD5GKJml4gVyBnK9TtgsN7YXdkeM0oH2gsg/ojTUyceZSN6y0BORQ5VeCacx4Dm2Map/y4JGryOslJ1YeyNYEwiTKiknWqepmqLkqwRIXJbVgZ+R+MjkFV/apWyJOqrgP2YlU9P0URXJd8g68FQxwNhfjRT3/K7DlzyEuQsR9LEXa4bpJEwmHE68XhgbNcsDzbymBvVXCgHA0fnxvZ4XT2VTme3Q5r1RImR6GvA6JT4UwfzMsSerEE4fEWsxcHSKiGTWteRcWFpbP0Io0tuPN68QZDnONwsBgrhLsQ6AxCZxhWH4KnG6yxIYIMoXX5gPAumHBhLR1P97L7yNAPotlAUweEH38DwjEh0JFeOLzxOO/WMOZkZj+UtJK28BE7XX9UEJErga9gOZd6YtaX25mjiMgMrIflURvHeOOTn/0sG3bu5GhnJzsOHeKiyy5j5qyBXR59DP89jk+NdPr9RDzW5PdOyNreC+w4Cjm2ya2gcLBCLImJhMNEsBx0zwaszPsjWA93E+0xzBQIN0K5T3FhRZgl6icST3lFxYB1pYD4OnG190BWOVAO/vVoVhNTZl7O3HInhXY5GT+WmW8n8Le34G/74aDLhf00gw5Tgp5yOPBsE6v3+3hm0D0t/MDGBggsPgMaDmEFkQdBnfjyUimwY8gkMrCUV9oZL/GIP8WyHDwbFx58AfCOiGwE7gc+paotYzTGjKZ68mQee/ZZNu3eTWNPD5/5whf6JnwfVvjtUES/KC6sifX6ZeBxwAI3LAnTV5G3yA29tnTqaI/PM2fQQohRIvZ49mJNo9EQwj1YMVivR+B1LCf9XGxTXRKmvcaGBkSkXwRWvQtCjWGqLl+KU+yxes9EgpvZ9/JaXDOtqssh4Ar7egAPY4UqPzlIyZxE1DZAx71hAi2W1jUUEWBXIbzz+v3gDELXBgj7IBLGk2MivsYjGVobMu2MC4GiqrNUdXJ8eLCqPqCqC+11y1X10bEe63ggOzubH/z3f1PX1kaXKr/9y1/Izs0d1FleghVTNhFrgu8S4dBRuPhKa4XfZTmvs7xQGYTpFYM75wYrhBiLHytsdjVwwM4dCWBpKy5gEzAdK368G3B4PP1KrwyGqhKJsdielp9LJ3nMO1wP9Zuxfg4OKFjG5CUeKvYXc3GWk3OxBO4iLKHpxirYmax7vBXY2gov9kLBkeG9IFnAhVfnseSKbHojYVp3hwnu242/+y2OPvN0klc1ZBqngMVrfAgUw+jy/g98gMauLtpDId565x3edU1/d1guVlHEyVh+BFElrPDmtsnkLyxCc6HbA+dMd7HPBzVH+2fFQ2pte8NYEV1+wBcjAILAq1jh0PeI4McqZhkIBJKOVBNbm3ECnW3dLJ8YomeiG/pqZDkgkkVuUTGhwlZqgmH2Y2lCr7oszSQq8PrOmYQwWw/Ut8GjAYhXoeMLSvqAvz3UxRu/2sL/fPFDbHn9TR5+/lFa/+/z3POFbyZ1n4bMIo1BXhmNESiGfixcvJgHHnuMLlV21tRw57/+KwsryrnU48KNVdxnAuApghkFWTxfE6TIC7PKwOMLcflHriPicvaF63qyrEIsw7XtjZ1UXVi1w+LDcaPVjQ/39iK2AEnVIb8AS8tSYHEpzJgyj9yp14Fzmr1HCLLduAMHCExwcqVYWtBaoC1kBQf4Sf1Jsh1oV3iNgdn3iQpKTgiBPFLL5HmXsX3HS/z6rp/ym+8dpHVWyuWVDBmAMXkZTnkmTZrEv3z729xf38AP/UG++fOfs/Sss3CUw2GtZP6UIpb0hpnrg+45Dna7Yd3bT+IPhfvCdQO+5LL2YydVN5afJr4mmAPrCS6XY1FpyU7s2ViJjDkcC0IIl0FBdgu5Pa9bvoro1T1TieTmEco/i4cjlv9mNlaNi2gyZ6xQSKZ0fhvwBpagTAa/G/afP5sF+crUpSup0Gzeauhg9Z49SZ7BkEkYgWIwxLHy05/m66tXs7FB+dVv/sTis95DdlEBZeKg9aUI5T7BFwwOMHelimD5HeIDBSJYP8w8LBMcJJ8704tlalphHw9QewhCRdXIwsvoV2JSsnBk72NGdQ1zI1bIcK8Hziyy/DeFHF8xlA6SN2ms6YbC2cW8vnYtP/vPH7H3wGFcXuhO0IrAMD44FXwoJmTEcFycdt5lcN5l8PmvQSBA+Iqz6fLWs/OFOsoZWI4kFUJYGkot/Xuzg2Vymgm8nOI5l2NpPNG2dOJwUF8QoaB1x7GyxbFXmfJR1LuJ6oJD7OyAiytd1B8N4edYiHSqiMig2ozX6+1X1XgasPPna/ETYVUEtlfAhj3gzTdhw+ORUySv0WgohjTg8fDHl9bzu6drORBUfvbbX1FYVDSgY2Oy+DlWPjXe9+IQwcexBhBDJRQ6sExcghUhVocVspsFaCTCjlrIza2BjvgiD4fAH6F8RSdLHXAh4D8a4vGA5UOq5fiSKVV1UAe+3+/vF9LsAra2RdgfgLedQD3sjEBHa+txXNmQCRiTl8FwHFz90dupbW2lxe9nx+HDXHfDDXizBnRJOS4Uq5Nl1BcxVA5KPseahuUBHS4XHfT/0d73cjuUn8kxY5RC0APrniZwf4jC2TDLC004+vwvAQZvZTdcNNtQ/pbYopI1QFcIrgnB4g54p926j/yCVGoaGDIFE+VlMKSB6upq/nr//TT39nKgsZFb/+EfyBqm/bEM0TfFr8ouYHcS127HLlyJpVV0hkJ9lYlL7X0WOiDYdA9oA32iJhAhuOhMIhPqLdtbBUxwRFgI/EMWfJBjlQPiDVADNCqHY0gh4xgk0bPdvsY6h9ASsEx17cCEiROTuHNDppGmlvIZjxEohhNGWVkZv/jd72jq6aE9FOLZ117ji1/5CkXFxX3mHqfLhQ7RNyWqoSRjcvIAU7C+5D1Y4iLPXtdm7/P6Ngi3RqzSxnZgsv9II60NWUTOrGBfIxSXwAKFG6vhvLPAWwQFLsuN78QKo06EOBxEIpEhQ6YjgyR6+uz79OYo3R7rvQsoKSlJ4s4NmYgxeRkMo4TT6WTluefyne9/n5qWFl56+20+8ZnPDClMogSxWw8Pdm6ssOI8rMiu6I+0ACunJPo6HyhtBe0+CJxmRQP422l1NbF7xyvsua+BfTnw+CHQbKFnPmzJhsoZMCNiVQ6owKok0K/8pu0nSeZeBtNeFJjstK6xPWIJwBCw8LTThj2nIfMwYcMGwwlk6bJl/PhnP6MjHKY1EOD/fe1rLFm+HG9W1oBJdyhhAtaP0o3l54h2jnHa75328QVYYcmtAu3Pvkmw4QUItgFK675G6g60gN/F6tfgUi8EO5Xp2XBuORxqg9xia5KvyHLR7ImL+kqhv8xQ2sskF3hWwJLL4OMllgDsaGtL+tyGzMKYvAyGMcDtdvOt736X19eto6mnh5fXrOHKa6/tKyyZzHTtwNIcotO1B6vj41T7+Og51gfBI35wlhLc/FeC5OEqmYjbW87eXUXMFPjjUZBsiBwBXC4ivTDFDRcvmMXbgRBh99AmuMH8JENxJtDuAO9Zk7npikU0+SwTm9FQxicRjgVzDLeMZ4xAMWQ0IsLSZcu4/9FHaQ8Gafb5uOqaa8jOzh40BLcMK7x3KcdMXH4sk1EQS5sIYjnrK4Enf9mMrzufUNaZdO3eTn6gmcqKLMqmd7IvaOXUaBFsL4OuzhBX3zaVLfkOsopbOXOOlykzqpmJJQijxJbUH8xPMhRvA2scMHNaBa2hg0yZbgnI5nHcbfRUx2goBkOG4fV6ue+xx2js6aE1EODBJ59k9rx5/fZpwqq9VcCxJ74IVsFJxcqyj3ao3A3kd3bT1eanu3U/7oKd7Kk5RNaUEvbV5PEUcAiYUQCXV8OE03PZfMDP575yLaXlk5E8F3muEG1AMHgs6DMymCkriUKSAHPy8vj+5VBc5sRb1cm0eVay48b165M63pBZGB+KwZDhuFwurrjySjZs306XKo8+9xxnnHkmMyZNYhGWUIk1RZ2OpaXUYflPXG43B4F9Pmir2UykfBH+I/lMX7YKR/dEnKF6PPa+T9VC125wNHRz+iVnsmvTTqqWz+eSa26nqTfrWEn64QRGkv6VJr+fXa8I+YEdzFq2iPyqPCQXli9blsJ/yJBJnAoaiim9YjhpuPjSS7n4rbcA6Orq4jM33cThl16CXstl/hxWcccQdhixXXfszTCEX32dmx1TWecLwOEHadz4ItsPhcnC0mbml8HRBqDQS9gXYObhLvbU7GfzrpfI7VL6cu1TcMgPhsvloiUY5MVWmHBfF8u/WMIF7ysg/PpqbvjAB0Z8fsOJx5ReMRjGMXl5efzxiSeo7+mhobubr/zrv1I0eTJHHQ7aOfbj7gb25MGRji5658zC0bOZ8mw3dIU4KHn4saK5VjfBhKVQXjaVdR0TCE/y4DhwlEU3fJySScK84kEGchxEM+abFBZOKidvb4jC6ndxzu0LiXQP11vTkKkYk5fBcBKQk5PDN779bXYeOkRTOMyOQ4dYdNpp5OXn4wN6glDS+zaP/Pb37G3NIb/bTWFVLWeWdNGJ9XQ5VaG7BCLhEMs8bVR1CsvOLsS9fwMtzW4mDZbdOAJyncLGHc24Zn8ed3g2OJz0Hnwr/RcyjDqm9EoGISLfEpFau5/8RhG5OmbbV0Vkj4jsFJF3jeU4DeOD6smTWb1pE0c7Oqjv6uKrH/8sk876HIvycjmjYCLb7v0lZUeVLY1WFFgzsNUH6nQTzptN9uICZrz7fLKzc/ntSxtwH62lrSObmccxFofTidvr7XsfLUvjBt7tUZbNC+Mu78QTySO3rJDSGUvT8B8wnGhOFaf8ePKh/FhVfxi7QkQWADcDC7GSip8TkTmqOt4/F8MJIjc3lw//5KeAlWTY3baLR+57gF1PvcDVM2HLYWu/F92wslKYv9yD96ibOkc+e9oPsTgcIOfM81m/9lV8DlL2qkbCYZwxtcuir4PAhjC8d5oXZ/g3hKt/Qfa+KiK5BePjKdAwgPHucE+G8SRQErEKuEdV/cB+EdmDlRP25tgOyzAecTqdFJTO5ztPPw1AR3MD5zS1cvn55yO+RrxvhXBPn4kn6xC7nnqdFROuYNO59XCkhgUFWbR3dXOEgRNHbB8Ut9dLMKbvCfQPN+7u7u577XNBoNuHo3QOODaSM68Ih9M8K41HThWn/HgSKHeIyIexokG/rKqtWG0xVsfsU8OxVhkGw4goKK2goLSCAw0NdHZ2krXnebo9BRQe2sWUhQs57HRxQ56bP77yFEcJs1UTP4XGlqyPFyZD4Q4Dmg8yG9znEcmqwekuGvF9GcaGU0FDyRjtWUSeE5EtCZZVwC+wGvUtxeqV9KPjOP/tIrJWRNY2mmxjQ4rk5+fjXvYeihZewsSrPsVZn/s0s5aex9GaQ5x14youKXNROEjEsPM4Sq+4RZiZDcXzlkLOF8CVhTtQDI7ja1pmGFuUU6P0SsZoKKp6WTL7icivgcfst7XA5JjN1Rxr9hd//ruAuwBWrFgx8mQBw6mNs4qZ51cx8/xLiPhr+PmdVVQc/hXBoIsmnw+310vA1kbCx1F6JahKpw8aWMbEsIKrhKC7Frdq0tn2hswh2g/lZCdjNJShEJGqmLfvBbbYrx8BbhYRr4hMB2ZjlUEyGE4YDm81d/z4p7zWEWR9bS3/86tfkRUTuQVWxMhgtccG46kweHMC4HIDHThqjhhhMo45FaK8xoVAAX4gIptF5B3gYuCLAKq6FbgXq1X4U8BnTYSXYSwpLinho7ffTl17O12q/N/dd3PBOefg9XiGbP+bCBEomLQS8IPfjWjz6AzaMOqcKmHD40KgqOqtqrpYVU9T1etU9UjMtu+q6kxVnauqT47lOA2GeG68+WaeeP11Nvv91LW3c8XVVzNt+vS+DpVRHAnaHncC7RtehJAHHL20d1cN2McwfjgVanmNC4FiMJwMFBQU8ODjj7Nl3z6aenv59x/+kEnV1QBE7O6ODqezz6x1JCQ8/9cthJr3wFuPUtxiHPLjFaOhGAyGUcPlcvGPX/4yOw8fpjMS4Yf/+79MmzEDh0hfgcneiDL18suIePNg3kQ4Y9YYj9pwvJjSKwaD4YQgInzqjjvYsncvbcEgh5qbufq668jKyqKy4gjumr2Qdx64TYrVeCWdGoqIXGmXmtojIncm2P4lEdkmIu+IyPMiMjVtNzIMGRM2bDAYLEpKSrj34YePrWhvhq3PwtIrx25QhhGTDv+IiDiBnwGXYyVyrxGRR1R1W8xuG4AVqtojIp8GfgC8Pw2XHxajoRgMmU5hKay4GVxFYz0Sw3GSRg3lTGCPqu5T1QBwD1YJqmPXUn1RVXvst6ux8vNOCEagGAwGwwkgTQJlElY36yjDlZv6GHDCol+NyctgMBhGmRQz5ctEZG3M+7vsSh8pISIfAlYAF6Z67PFiBIrBYDCMMtEoryRpUtUVg2xLqtyUiFwGfB240K7GfkIwAsVgMBhOAGnKMVkDzLZLTdVi9YP6QOwOIrIM+BVwpao2pOeyyWEEisFgMIwy6eqHoqohEbkDeBpwAr9T1a0i8m1grao+AvwnkAfcZ9ePO6Sq16Xh8sNiBIrBYDCcANJVVkVVnwCeiFv3jZjXSVVuHw2MQDEYDIZRxnRsNBgMBkNaSNEpP24xAsVgMBhGGaOhGAwGgyFtjPfS9MlgBIrBYDCMMkZDMRgMBkPaMALFYDAYDCMmxdIr45ZxIVBE5G/AXPttEdCmqktFZBqwHdhpb1utqp868SM0GAyGwVEgMNaDOAGMC4Giqn21/EXkR0B7zOa9qrr0hA/KYDAYUsBoKBmGWHUEbgIuGeuxGAwGQ7KcKk758dYP5XygXlV3x6ybLiIbRORlETl/rAZmMBgMQxFJchnPZIyGIiLPAZUJNn1dVaP9UG8B7o7ZdgSYoqrNInI68HcRWaiqHQnOfztwO8CUKVPSO3iDwWAYglNFQ8kYgTJcQTMRcQHXA6fHHOMH/PbrdSKyF5gDrI0/3m5QcxfAihUrNH0jNxgMhuExAiWzuAzYoao10RUiUg60qGpYRGYAs4F9YzVAg8FgSISp5ZV53Ex/cxfABcC3RSSIZX78lKq2nPCRGQwGwxAYk1eGoaq3JVj3APDAiR+NwWAwJI9JbDQYDAZD2jAaisFgMBhGjNFQDAaDwZAWTOkVg8FgMKQNo6EYDAaDYcSYKC+DwWAwpA0jUAwGg8EwYoxT3mAwGAxpw2goBoPBYBgxpvSKwWAwGNKCccobDAaDIW0YH4rBYDAYRozRUAwGg8GQFoxAMRgMBkPaMCYvg8FgMIwYE+VlMBgMhrRgTF4Gg8FgSBtGoBgMBoNhxJjSKwaDwWBIG6eChuIY6wHEIiI3ishWEYmIyIq4bV8VkT0islNE3hWz/kp73R4RufPEj9pgMBiGJuqUT2YZjuHmPBHxisjf7O1vici0dN3HcGSUQAG2ANcDr8SuFJEFwM3AQuBK4Oci4hQRJ/Az4CpgAXCLva/BYDBkDFGnfDLLUCQ5530MaFXVWcCPge+n6TaGJaMEiqpuV9WdCTatAu5RVb+q7gf2AGfayx5V3aeqAeAee1+DwWDIKCJJLsOQzJy3CviD/fp+4FIRkZHfwfCMFx/KJGB1zPsaex3A4bj1ZyU6gYjcDtxuv/WLyJZ0DzJNlAFNYz2IBJhxpUamjgsyd2yZOq65Iz1BBJ7utu4vGbJEZG3M+7tU9S779SSGn/P69lHVkIi0A6WcgP/tCRcoIvIcUJlg09dV9eHRuq79gdxlj2Gtqq4Y5pAxIVPHZsaVGpk6LsjcsWXyuEZ6DlW9Mh1jyXROuEBR1cuO47BaYHLM+2p7HUOsNxgMhpONoebC+H1qRMQFFALNJ2JwGeVDGYJHgJvt6IXpwGzgbWANMFtEpouIB8tx/8gYjtNgMBhGk2TmvEeAj9iv3we8oKp6IgaXUT4UEXkv8L9AOfC4iGxU1Xep6lYRuRfYBoSAz6pq2D7mDuBpwAn8TlW3JnGpu4bfZczI1LGZcaVGpo4LMndsZlzDYPtEBsx5IvJtYK2qPgL8FviTiOwBWrCEzglBTpDgMhgMBsNJzngxeRkMBoMhwzECxWAwGAxp4aQUKCLyOxFpiM01EZESEXlWRHbbf4vt9SIiP7HLFLwjIstHcVyTReRFEdlml5j5QiaMTUSyRORtEdlkj+vf7PXT7dINe+xSDh57/Qkt7WBXRdggIo9l2LgOiMhmEdkYDS0d68/SvlaRiNwvIjtEZLuIrBzrcYnIXPv/FF06ROQfx3pc9rW+aH/vt4jI3fbvISO+Y+MOVT3pFuACYDmwJWbdD4A77dd3At+3X18NPAkIcDbw1iiOqwpYbr/OB3ZhlU8Y07HZ58+zX7uBt+zr3QvcbK//JfBp+/VngF/ar28G/jbKn+eXgL8Cj9nvM2VcB4CyuHWZ8D37A/Bx+7UHKMqEccWMzwkcBaaO9biwkgD3A9kx363bMuU7Nt6WMR/AqN0YTKO/QNkJVNmvq4Cd9utfAbck2u8EjPFh4PJMGhuQA6zHyr5tAlz2+pXA0/brp4GV9muXvZ+M0niqgeeBS4DH7AlmzMdlX+MAAwXKmH6WWDkH++Pve6zHFTeWK4DXM2FcHMsqL7G/M48B78qU79h4W05Kk9cgTFDVI/bro8AE+3WiUgaTGGVsVXkZljYw5mOzzUobgQbgWWAv0KaqoQTX7lfaAYiWdhgN/hv4CsfKHJVmyLjAqvn3jIisE6u0D4z9ZzkdaAT+zzYT/kZEcjNgXLHcDNxtvx7TcalqLfBD4BBwBOs7s47M+Y6NK04lgdKHWo8XYxYvLSJ5wAPAP6pqR+y2sRqbqoZVdSmWRnAmMO9EjyEeEbkWaFDVdWM9lkE4T1WXY1V+/ayIXBC7cYw+SxeWufcXqroM6MYyJY31uACwfRHXAffFbxuLcdk+m1VYgngikItV0dxwHJxKAqVeRKoA7L8N9vpkShmkDRFxYwmTv6jqg5k0NgBVbQNexFLzi8Qq3RB/7b5xyeiWdjgXuE5EDmBVVb0E+J8MGBfQ93SLqjYAD2EJ4rH+LGuAGlV9y35/P5aAGetxRbkKWK+q9fb7sR7XZcB+VW1U1SDwINb3LiO+Y+ONU0mgxJYj+AiW/yK6/sN2VMnZQHuMCp5WRESwsli3q+p/ZcrYRKRcRIrs19lYfp3tWILlfYOMa9RLO6jqV1W1WlWnYZlJXlDVD471uABEJFdE8qOvsfwCWxjjz1JVjwKHRSRaIfdSrAoTY/79t7mFY+au6PXHclyHgLNFJMf+fUb/X2P+HRuXjLUTZzQWrC/sEawGaDVYDWdKsZy7u4HngBJ7X8FqWLMX2AysGMVxnYel0r8DbLSXq8d6bMBpwAZ7XFuAb9jrZ2DVTNuDZaLw2uuz7Pd77O0zTsBnehHHorzGfFz2GDbZy1asatmM9WdpX2spsNb+PP8OFGfIuHKxnuYLY9Zlwrj+Ddhhf/f/BHgz4Ts2HhdTesVgMBgMaeFUMnkZDAaDYRQxAsVgMBgMacEIFIPBYDCkBSNQDAaDwZAWjEAxGAwGQ1owAsVgMBgMacEIFIMBEJEZIvJbEbl/rMdiMIxXjEAxjHtEZJqI9NrFLaPrLhWRPyV7DlXdp6ofizuvisifY967RKRR7L4sxzHObLsXSEBEyo7nHAZDJuMafheDYVywV63illGWYGX/90NEFgP/X9zqj6pVjyuebmCRiGSrai9WSZrjridln2OpXZvMYDjpMBqKIeMRq8vl5fbrfxeR/03isCVApYi8IiKHROQyAFXdrKrXxi2JhEmUJ4Br7Nf96lDZmtEOEfmLWJ0R7xeRHHvbh+1Og5tS0ZQMhvGMESiG8cA3ga+LyAexesj8YxLHLAEaVfUC4AvAB4faWURKReSXwDIR+WrMpnuAm0UkC6vm2Vtxh84Ffq6q84EO4DMishD4F+ASVV1iX99gOOkxJi9DxqOqr9iVYL8EXKSq4aH2t1sElAI/sle5gbZhrtEMfCrB+nfsZmi3YGkr8RxW1dft138GPg/4gftUtck+R8tQ1zYYThaMhmLIeGy/RxUQUNXOJA6ZD2xS1WiXx9OwKskeL49gdfW7O8G2+Oqqptqq4ZTFCBRDRmM3XfoLVle9LhFJppveEqyy8lFOwyrlfrz8Dvg3Vd2cYNsUEVlpv/4A8BrwAnCjiJQCiEjJCK5tMIwbjEAxZCy2g/tB4Muquh34DpY/ZTiW0F+ALGIEGoqq1qjqTwbZvBOr/e92rL4jv1DVrcB3gZdFZBPwX4McazCcVJh+KIZxj+3jeExVF42H69phwyuiPhaD4WTBaCiGk4EwUBib2JiJRBMbsYIEIsPsbjCMO4yGYjAYDIa0YDQUg8FgMKQFI1AMBoPBkBaMQDEYDAZDWjACxWAwGAxpwQgUg8FgMKQFI1AMBoPBkBaMQDEYDAZDWjACxWAwGAxpwQgUg8FgMKSF/x9n4qPqH2797wAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "for idx in np.arange(1, 4, 1):\n",
     "    ddp_zmin  = gold.meta['DDP{}_ZMIN'.format(idx)]\n",
@@ -1489,8 +1241,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "id": "23c5e0b2",
+   "execution_count": 139,
+   "id": "7218e9c5",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1506,30 +1258,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "id": "22de11d4",
+   "execution_count": 140,
+   "id": "9f87845d",
    "metadata": {},
-   "outputs": [],
-   "source": [
-    "# np.unique(rand['DDP{}_DELTA8_TIER'.format(idx)])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "0f09a3b9",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "#plt.scatter(rand['CARTESIAN_X'], rand['CARTESIAN_Y'], s='DDP1_'"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "e0fce89b",
-   "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "for idx in np.arange(1, 2, 1):\n",
     "    ddp_zmin  = gold.meta['DDP{}_ZMIN'.format(idx)]\n",
@@ -1566,10 +1311,33 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "id": "8ef8abda",
+   "execution_count": 141,
+   "id": "7478d4fb",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0, 0.5, 'DDP2 $\\\\delta_8$')"
+      ]
+     },
+     "execution_count": 141,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "# Larger minimum redshift & Smaller maximum redshift. \n",
     "isin = (rand['Z'] > gold.meta['DDP1_ZMIN']) & (rand['Z'] < gold.meta['DDP2_ZMAX'])\n",
@@ -1585,8 +1353,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "id": "6c9a949e",
+   "execution_count": 142,
+   "id": "38c9bdec",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1597,10 +1365,33 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "id": "750df484",
+   "execution_count": 143,
+   "id": "d05b32bf",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x2aed2cc65220>"
+      ]
+     },
+     "execution_count": 143,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "plt.plot(rand_ddp1fill, np.cumsum(rand_ddp1fill) / len(rand_ddp1fill), lw=1, color='blue',  label=r'${:.3f} \\leq z \\leq {:.3f}$'.format(rand.meta['DDP1_ZMIN'], rand.meta['DDP1_ZMAX']))\n",
     "plt.plot(rand_ddp2fill, np.cumsum(rand_ddp2fill) / len(rand_ddp2fill), lw=1, color='green', label=r'${:.3f} \\leq z \\leq {:.3f}$'.format(rand.meta['DDP2_ZMIN'], rand.meta['DDP2_ZMAX']))\n",
@@ -1617,7 +1408,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b6fe1937",
+   "id": "83a4e974",
    "metadata": {},
    "source": [
     "# Done."
@@ -1626,7 +1417,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "5a6d9502",
+   "id": "6964d660",
    "metadata": {},
    "outputs": [],
    "source": []
diff --git a/findfile.py b/findfile.py
index 15643901..1f99cabe 100644
--- a/findfile.py
+++ b/findfile.py
@@ -81,6 +81,10 @@ def findfile(ftype, dryrun=False, prefix=None, field=None, utier='{utier}', surv
     else:
         raise NotImplementedError()
     
+    # TODO: Re-add assert and test
+    #if field != None:
+    #    assert field in fields
+    
     if dryrun:
         dryrun = '_dryrun'
         debug  = True