From 6257dee66993a9f7277357d3570da61d7d566ebb Mon Sep 17 00:00:00 2001
From: Allen Downey <downey@allendowney.com>
Date: Wed, 18 Nov 2020 19:32:08 -0500
Subject: [PATCH] Tweaks

---
 01_query.ipynb  | 190 ++++++++++++++++++++++++------------------------
 03_motion.ipynb | 126 ++++++++++++++++----------------
 04_select.ipynb |  31 +++++---
 05_join.ipynb   |  14 ++--
 06_photo.ipynb  |  74 +++++++++----------
 5 files changed, 221 insertions(+), 214 deletions(-)

diff --git a/01_query.ipynb b/01_query.ipynb
index c559bdb..2c5d45f 100644
--- a/01_query.ipynb
+++ b/01_query.ipynb
@@ -383,7 +383,7 @@
     {
      "data": {
       "text/plain": [
-       "<astroquery.utils.tap.model.taptable.TapTableMeta at 0x7f10a2326820>"
+       "<astroquery.utils.tap.model.taptable.TapTableMeta at 0x7fbbf0d60a60>"
       ]
      },
      "execution_count": 5,
@@ -808,7 +808,7 @@
     {
      "data": {
       "text/plain": [
-       "<astroquery.utils.tap.model.job.Job at 0x7f10a2344250>"
+       "<astroquery.utils.tap.model.job.Job at 0x7fbbf0d8f5b0>"
       ]
      },
      "execution_count": 12,
@@ -846,11 +846,11 @@
       "ref_epoch float64   yr                                                    Reference epoch     0\n",
       "       ra float64  deg                                                    Right ascension     0\n",
       "      dec float64  deg                                                        Declination     0\n",
-      " parallax float64  mas                                                           Parallax     2\n",
+      " parallax float64  mas                                                           Parallax     3\n",
       "Jobid: None\n",
       "Phase: COMPLETED\n",
       "Owner: None\n",
-      "Output file: sync_20201117092213.xml.gz\n",
+      "Output file: sync_20201117154748.xml.gz\n",
       "Results: None\n"
      ]
     }
@@ -918,20 +918,20 @@
      "data": {
       "text/html": [
        "<i>Table length=10</i>\n",
-       "<table id=\"table139709417416256\" class=\"table-striped table-bordered table-condensed\">\n",
+       "<table id=\"table140445176362752\" class=\"table-striped table-bordered table-condensed\">\n",
        "<thead><tr><th>source_id</th><th>ref_epoch</th><th>ra</th><th>dec</th><th>parallax</th></tr></thead>\n",
        "<thead><tr><th></th><th>yr</th><th>deg</th><th>deg</th><th>mas</th></tr></thead>\n",
        "<thead><tr><th>int64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th></tr></thead>\n",
-       "<tr><td>2029534160912857984</td><td>2015.5</td><td>302.1221011162626</td><td>29.464242405581903</td><td>0.26719312673637957</td></tr>\n",
-       "<tr><td>2029527563843522688</td><td>2015.5</td><td>301.76635488333477</td><td>29.297302003155878</td><td>-0.5339115955037064</td></tr>\n",
-       "<tr><td>2029530175194496768</td><td>2015.5</td><td>301.84979907220344</td><td>29.424817571056252</td><td>0.4993858623581147</td></tr>\n",
-       "<tr><td>2029552990056965376</td><td>2015.5</td><td>302.61233151638965</td><td>29.69609949341979</td><td>--</td></tr>\n",
-       "<tr><td>2029559174807808512</td><td>2015.5</td><td>302.08554269720975</td><td>29.568937428891136</td><td>0.07378124688708597</td></tr>\n",
-       "<tr><td>2029534126551565440</td><td>2015.5</td><td>302.1383595452346</td><td>29.4560049110412</td><td>--</td></tr>\n",
-       "<tr><td>2029534023485750400</td><td>2015.5</td><td>302.06234099159894</td><td>29.463904128839516</td><td>-0.6248984748555095</td></tr>\n",
-       "<tr><td>2029552990053470592</td><td>2015.5</td><td>302.61273920007653</td><td>29.701315238258985</td><td>-0.5113424569489686</td></tr>\n",
-       "<tr><td>2029545430912236672</td><td>2015.5</td><td>302.2752745129967</td><td>29.482001000231968</td><td>0.049122831032945236</td></tr>\n",
-       "<tr><td>2029534435790829568</td><td>2015.5</td><td>302.08962936217654</td><td>29.490016052993543</td><td>1.0104447723028214</td></tr>\n",
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+       "<tr><td>5849746938973887488</td><td>2015.5</td><td>219.60817792260227</td><td>-65.1665758810783</td><td>--</td></tr>\n",
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+       "<tr><td>5849741853727882752</td><td>2015.5</td><td>219.08570521942724</td><td>-65.3172714882006</td><td>1.4628766254219059</td></tr>\n",
+       "<tr><td>5849749138009127680</td><td>2015.5</td><td>219.7980142071744</td><td>-65.08195659745067</td><td>--</td></tr>\n",
+       "<tr><td>5849741716288860672</td><td>2015.5</td><td>219.0424551498036</td><td>-65.33572466059165</td><td>--</td></tr>\n",
        "</table>"
       ],
       "text/plain": [
@@ -940,16 +940,16 @@
        "                        yr    ...        deg                 mas         \n",
        "       int64         float64  ...      float64             float64       \n",
        "------------------- --------- ... ------------------ --------------------\n",
-       "2029534160912857984    2015.5 ... 29.464242405581903  0.26719312673637957\n",
-       "2029527563843522688    2015.5 ... 29.297302003155878  -0.5339115955037064\n",
-       "2029530175194496768    2015.5 ... 29.424817571056252   0.4993858623581147\n",
-       "2029552990056965376    2015.5 ...  29.69609949341979                   --\n",
-       "2029559174807808512    2015.5 ... 29.568937428891136  0.07378124688708597\n",
-       "2029534126551565440    2015.5 ...   29.4560049110412                   --\n",
-       "2029534023485750400    2015.5 ... 29.463904128839516  -0.6248984748555095\n",
-       "2029552990053470592    2015.5 ... 29.701315238258985  -0.5113424569489686\n",
-       "2029545430912236672    2015.5 ... 29.482001000231968 0.049122831032945236\n",
-       "2029534435790829568    2015.5 ... 29.490016052993543   1.0104447723028214"
+       "5849745869473487488    2015.5 ... -65.20710341703752   0.5482007725782427\n",
+       "5849746938973887488    2015.5 ...  -65.1665758810783                   --\n",
+       "5849749412871953152    2015.5 ... -65.19549094160195   0.8018859767657315\n",
+       "5849756177391089408    2015.5 ... -65.57259338863145   0.2470355479426332\n",
+       "5849740479338016512    2015.5 ...   -65.248465161243   0.7498253475529492\n",
+       "5849755150954806784    2015.5 ... -65.59812207307075 -0.17531203854271796\n",
+       "5849742231683753344    2015.5 ... -65.30003719122678   0.2758280660620302\n",
+       "5849741853727882752    2015.5 ...  -65.3172714882006   1.4628766254219059\n",
+       "5849749138009127680    2015.5 ... -65.08195659745067                   --\n",
+       "5849741716288860672    2015.5 ... -65.33572466059165                   --"
       ]
      },
      "execution_count": 15,
@@ -1044,10 +1044,10 @@
       "       ra float64  deg                                                    Right ascension\n",
       "      dec float64  deg                                                        Declination\n",
       " parallax float64  mas                                                           Parallax\n",
-      "Jobid: 1605622934969O\n",
+      "Jobid: 1605646069281O\n",
       "Phase: COMPLETED\n",
       "Owner: None\n",
-      "Output file: async_20201117092215.vot\n",
+      "Output file: async_20201117154749.vot\n",
       "Results: None\n"
      ]
     }
@@ -1073,58 +1073,58 @@
      "data": {
       "text/html": [
        "<i>Table length=3000</i>\n",
-       "<table id=\"table139709414533440\" class=\"table-striped table-bordered table-condensed\">\n",
+       "<table id=\"table140445173361824\" class=\"table-striped table-bordered table-condensed\">\n",
        "<thead><tr><th>source_id</th><th>ref_epoch</th><th>ra</th><th>dec</th><th>parallax</th></tr></thead>\n",
        "<thead><tr><th></th><th>yr</th><th>deg</th><th>deg</th><th>mas</th></tr></thead>\n",
        "<thead><tr><th>int64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th></tr></thead>\n",
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        "<tr><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td></tr>\n",
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-       "<tr><td>6230073366787772800</td><td>2015.5</td><td>221.47192783117885</td><td>-23.959139666294128</td><td>0.48625897986634425</td></tr>\n",
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        "</table>"
       ],
       "text/plain": [
        "<Table length=3000>\n",
-       "     source_id      ref_epoch ...         dec               parallax      \n",
-       "                        yr    ...         deg                 mas         \n",
-       "       int64         float64  ...       float64             float64       \n",
-       "------------------- --------- ... ------------------- --------------------\n",
-       "2029534160912857984    2015.5 ...  29.464242405581903  0.26719312673637957\n",
-       "2029527563843522688    2015.5 ...  29.297302003155878  -0.5339115955037064\n",
-       "2029530175194496768    2015.5 ...  29.424817571056252   0.4993858623581147\n",
-       "2029559174807808512    2015.5 ...  29.568937428891136  0.07378124688708597\n",
-       "2029534023485750400    2015.5 ...  29.463904128839516  -0.6248984748555095\n",
-       "2029552990053470592    2015.5 ...  29.701315238258985  -0.5113424569489686\n",
-       "2029545430912236672    2015.5 ...  29.482001000231968 0.049122831032945236\n",
-       "2029551375154168192    2015.5 ...  29.629231848937902  -0.4273623555622012\n",
-       "2029537184581680000    2015.5 ...  29.481945977423116    0.686631849492751\n",
-       "                ...       ... ...                 ...                  ...\n",
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-       "6229932491861252352    2015.5 ... -24.640708681077328   0.4328661904699682\n",
-       "6230016879379130240    2015.5 ...   -24.2061244892915   0.3925985611610745\n",
-       "6230073366787772800    2015.5 ... -23.959139666294128  0.48625897986634425\n",
-       "6230145075563001728    2015.5 ...  -23.58099620047661   0.4002784743473182\n",
-       "6230167031435813760    2015.5 ... -23.336372421616733  -0.8736321545140885"
+       "     source_id      ref_epoch ...         dec                parallax      \n",
+       "                        yr    ...         deg                  mas         \n",
+       "       int64         float64  ...       float64              float64       \n",
+       "------------------- --------- ... ------------------- ---------------------\n",
+       "5849745869473487488    2015.5 ...  -65.20710341703752    0.5482007725782427\n",
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+       "5849754768662465920    2015.5 ...   -65.5732299894003   0.14826104583068447\n",
+       "                ...       ... ...                 ...                   ...\n",
+       "4687418695774232192    2015.5 ...  -72.68242362167037  -0.48502626489731665\n",
+       "4687422891933697920    2015.5 ...  -72.80447466138797    0.2995397868127374\n",
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+       "4687422715871646976    2015.5 ...  -72.82313785245728    -2.942541578796724\n",
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+       "4687423098092057728    2015.5 ...  -72.77136072133104    0.5275024949652448\n",
+       "4687420894804720512    2015.5 ...  -72.86243763758765   -0.3893691578003666\n",
+       "4110043733924819712    2015.5 ... -25.232978342149263   0.16336768694395531\n",
+       "4110047449052774912    2015.5 ...  -25.31967337502969     0.126451056290413\n",
+       "4110049437580528640    2015.5 ...  -25.32242018581512 -0.025095711306698878"
       ]
      },
      "execution_count": 18,
@@ -1277,7 +1277,7 @@
     {
      "data": {
       "text/plain": [
-       "(None, '1605622934969O')"
+       "(None, '1605646069281O')"
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      },
      "execution_count": 21,
@@ -1307,7 +1307,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Removed jobs: '['1605622934969O']'.\n"
+      "Removed jobs: '['1605646069281O']'.\n"
      ]
     }
    ],
@@ -1476,7 +1476,7 @@
       "Jobid: None\n",
       "Phase: COMPLETED\n",
       "Owner: None\n",
-      "Output file: sync_20201117092220.xml.gz\n",
+      "Output file: sync_20201117154752.xml.gz\n",
       "Results: None\n"
      ]
     }
@@ -1495,20 +1495,20 @@
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       "text/plain": [
@@ -1517,16 +1517,16 @@
        "                           deg         ...         mas              km / s    \n",
        "       int64             float64       ...       float64           float64    \n",
        "------------------- ------------------ ... ------------------- ---------------\n",
-       "6230144152145537152 221.00484394613122 ...  0.1288335146382159              --\n",
-       "6230171669999288192 222.11986606839224 ...  0.6798312067588314              --\n",
-       "6230030795072008832  220.6858032920676 ...   1.011426390802751              --\n",
-       "6230121401702753664  220.2681390809788 ...   0.612231874239708              --\n",
-       "6229987570521485440 219.69736802123325 ... 0.21596169286289862              --\n",
-       "6230018425567339520  220.1035725206795 ...  0.8296685650840913              --\n",
-       "6230130266515510528  220.4226870525988 ...  0.2970783741597157              --\n",
-       "6230061757492831616 221.17289130564805 ... 0.08382745553667581              --\n",
-       "2003409519814774528 339.93278128584706 ... 0.16657261834688394              --\n",
-       "2003390901139218816  338.7103475641665 ...  0.4296262772904238              --"
+       "4687420551207336960 15.645304428598138 ...  0.2807306692481813              --\n",
+       "4687420345043286528  17.02520966291366 ...  0.2762606040704309              --\n",
+       "4687423403067577856 16.093293953294165 ...  0.8824042279602063              --\n",
+       "4687418695774232192 16.869927634756948 ...  0.5173500081780815              --\n",
+       "4687422891933697920 15.901327641112253 ...  0.2764244386276099              --\n",
+       "4687422715871646976  15.99138434019087 ...   0.847035789335997              --\n",
+       "4687423815384413184 15.944465951055934 ...  0.7664351946147043              --\n",
+       "4687423098092057728 16.011069579363397 ...  0.3616348905813909              --\n",
+       "4687420894804720512 15.645744782387933 ... 0.35767437939443886              --\n",
+       "4110047449052774912  261.1262641088297 ...  0.7276250597861622              --"
       ]
      },
      "execution_count": 29,
diff --git a/03_motion.ipynb b/03_motion.ipynb
index a2089c9..dfa0b32 100644
--- a/03_motion.ipynb
+++ b/03_motion.ipynb
@@ -331,7 +331,7 @@
      "data": {
       "text/html": [
        "<i>Row index=0</i>\n",
-       "<table id=\"table140510732444000\">\n",
+       "<table id=\"table139758619539344\">\n",
        "<thead><tr><th>source_id</th><th>ra</th><th>dec</th><th>pmra</th><th>pmdec</th><th>parallax</th><th>parallax_error</th><th>radial_velocity</th></tr></thead>\n",
        "<thead><tr><th></th><th>deg</th><th>deg</th><th>mas / yr</th><th>mas / yr</th><th>mas</th><th>mas</th><th>km / s</th></tr></thead>\n",
        "<thead><tr><th>int64</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",
@@ -592,7 +592,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 73,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -612,7 +612,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 75,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [
     {
@@ -621,7 +621,7 @@
        "astropy.coordinates.sky_coordinate.SkyCoord"
       ]
      },
-     "execution_count": 75,
+     "execution_count": 16,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -639,7 +639,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 76,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [
     {
@@ -648,7 +648,7 @@
        "astropy.coordinates.sky_coordinate.SkyCoord"
       ]
      },
-     "execution_count": 76,
+     "execution_count": 17,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -695,7 +695,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 77,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [
     {
@@ -704,7 +704,7 @@
        "astropy.coordinates.sky_coordinate.SkyCoord"
       ]
      },
-     "execution_count": 77,
+     "execution_count": 18,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -730,7 +730,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 78,
+   "execution_count": 19,
    "metadata": {
     "scrolled": true
    },
@@ -749,7 +749,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 79,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [
     {
@@ -790,7 +790,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 80,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [
     {
@@ -799,7 +799,7 @@
        "astropy.table.table.Table"
       ]
      },
-     "execution_count": 80,
+     "execution_count": 21,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -810,7 +810,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 81,
+   "execution_count": 22,
    "metadata": {},
    "outputs": [
     {
@@ -819,7 +819,7 @@
        "pyia.data.GaiaData"
       ]
      },
-     "execution_count": 81,
+     "execution_count": 22,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -830,7 +830,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 82,
+   "execution_count": 23,
    "metadata": {},
    "outputs": [
     {
@@ -839,7 +839,7 @@
        "astropy.coordinates.sky_coordinate.SkyCoord"
       ]
      },
-     "execution_count": 82,
+     "execution_count": 23,
      "metadata": {},
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@@ -872,7 +872,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 83,
+   "execution_count": 24,
    "metadata": {},
    "outputs": [
     {
@@ -881,7 +881,7 @@
        "(140340, 8)"
       ]
      },
-     "execution_count": 83,
+     "execution_count": 24,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -904,7 +904,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 84,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [
     {
@@ -1014,7 +1014,7 @@
        "4        0.486224     1.000000e+20  "
       ]
      },
-     "execution_count": 84,
+     "execution_count": 25,
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@@ -1039,7 +1039,7 @@
   },
   {
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-   "execution_count": 85,
+   "execution_count": 26,
    "metadata": {},
    "outputs": [
     {
@@ -1048,7 +1048,7 @@
        "(140340, 10)"
       ]
      },
-     "execution_count": 85,
+     "execution_count": 26,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1068,7 +1068,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 86,
+   "execution_count": 27,
    "metadata": {},
    "outputs": [
     {
@@ -1077,7 +1077,7 @@
        "(140340, 12)"
       ]
      },
-     "execution_count": 86,
+     "execution_count": 27,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1133,7 +1133,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 99,
+   "execution_count": 28,
    "metadata": {},
    "outputs": [
     {
@@ -1142,7 +1142,7 @@
        "pandas.core.series.Series"
       ]
      },
-     "execution_count": 99,
+     "execution_count": 28,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1163,7 +1163,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 100,
+   "execution_count": 29,
    "metadata": {},
    "outputs": [
     {
@@ -1172,7 +1172,7 @@
        "pandas.core.series.Series"
       ]
      },
-     "execution_count": 100,
+     "execution_count": 29,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1187,7 +1187,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 101,
+   "execution_count": 30,
    "metadata": {},
    "outputs": [
     {
@@ -1196,7 +1196,7 @@
        "dtype('bool')"
       ]
      },
-     "execution_count": 101,
+     "execution_count": 30,
      "metadata": {},
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@@ -1214,7 +1214,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 102,
+   "execution_count": 31,
    "metadata": {},
    "outputs": [
     {
@@ -1228,7 +1228,7 @@
        "Name: phi2, dtype: bool"
       ]
      },
-     "execution_count": 102,
+     "execution_count": 31,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1246,7 +1246,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 103,
+   "execution_count": 32,
    "metadata": {},
    "outputs": [
     {
@@ -1255,28 +1255,28 @@
        "pandas.core.frame.DataFrame"
       ]
      },
-     "execution_count": 103,
+     "execution_count": 32,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "selected = df[mask]\n",
-    "type(selected)"
+    "subset = df[mask]\n",
+    "type(subset)"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "`selected` is a `DataFrame` that contains only the rows from `df` that correspond to `True` values in `mask`.\n",
+    "`subset` is a `DataFrame` that contains only the rows from `df` that correspond to `True` values in `mask`.\n",
     "\n",
     "The previous mask selects all stars where `phi2` exceeds `phi2_min`; now we'll select stars where `phi2` falls between `phi2_min` and `phi2_max`."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 104,
+   "execution_count": 33,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1295,7 +1295,7 @@
   },
   {
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-   "execution_count": 105,
+   "execution_count": 34,
    "metadata": {},
    "outputs": [
     {
@@ -1304,7 +1304,7 @@
        "25084"
       ]
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-     "execution_count": 105,
+     "execution_count": 34,
      "metadata": {},
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@@ -1322,7 +1322,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 106,
+   "execution_count": 35,
    "metadata": {},
    "outputs": [
     {
@@ -1331,7 +1331,7 @@
        "25084"
       ]
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+     "execution_count": 35,
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@@ -1350,7 +1350,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 112,
+   "execution_count": 36,
    "metadata": {},
    "outputs": [
     {
@@ -1387,7 +1387,7 @@
   },
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+   "execution_count": 37,
    "metadata": {},
    "outputs": [
     {
@@ -1446,7 +1446,7 @@
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@@ -1465,7 +1465,7 @@
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@@ -1482,7 +1482,7 @@
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@@ -1543,7 +1543,7 @@
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@@ -1560,7 +1560,7 @@
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@@ -1587,7 +1587,7 @@
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+     "execution_count": 44,
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      "output_type": "execute_result"
     }
@@ -1615,7 +1615,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 123,
+   "execution_count": 45,
    "metadata": {},
    "outputs": [
     {
@@ -1661,7 +1661,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 124,
+   "execution_count": 46,
    "metadata": {},
    "outputs": [
     {
@@ -1670,7 +1670,7 @@
        "astropy.table.table.Table"
       ]
      },
-     "execution_count": 124,
+     "execution_count": 46,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1708,7 +1708,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 125,
+   "execution_count": 47,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1724,7 +1724,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 126,
+   "execution_count": 48,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1753,7 +1753,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 127,
+   "execution_count": 49,
    "metadata": {
     "tags": [
      "hide-cell"
@@ -1793,14 +1793,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 128,
+   "execution_count": 50,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "-rw-rw-r-- 1 downey downey 17M Oct 19 12:05 gd1_dataframe.hdf5\r\n"
+      "-rw-rw-r-- 1 downey downey 17M Nov 18 19:06 gd1_dataframe.hdf5\r\n"
      ]
     }
    ],
@@ -1823,7 +1823,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 129,
+   "execution_count": 51,
    "metadata": {},
    "outputs": [
     {
@@ -1832,7 +1832,7 @@
        "(140340, 12)"
       ]
      },
-     "execution_count": 129,
+     "execution_count": 51,
      "metadata": {},
      "output_type": "execute_result"
     }
diff --git a/04_select.ipynb b/04_select.ipynb
index 691c30a..892243f 100644
--- a/04_select.ipynb
+++ b/04_select.ipynb
@@ -236,8 +236,8 @@
     "pm2 = selected['pmdec']\n",
     "plt.plot(pm1, pm2, 'gx', markersize=1, alpha=0.3)\n",
     "    \n",
-    "plt.xlabel('Proper motion phi1 (ICRS frame)')\n",
-    "plt.ylabel('Proper motion phi2 (ICRS frame)')\n",
+    "plt.xlabel('Proper motion ra (ICRS frame)')\n",
+    "plt.ylabel('Proper motion dec (ICRS frame)')\n",
     "\n",
     "plt.xlim([-10, 5])\n",
     "plt.ylim([-20, 5]);"
@@ -284,6 +284,13 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
+    "NOTE: If you are using an older version of Pandas, you might not have `to_numpy()`; you can use `values` instead, like this:\n",
+    "\n",
+    "```\n",
+    "points = selected[['pmra','pmdec']].values\n",
+    "\n",
+    "```\n",
+    "\n",
     "We'll pass the points to `ConvexHull`, which returns an object that contains the results. "
    ]
   },
@@ -295,7 +302,7 @@
     {
      "data": {
       "text/plain": [
-       "<scipy.spatial.qhull.ConvexHull at 0x7f446b1e8bb0>"
+       "<scipy.spatial.qhull.ConvexHull at 0x7fd67bffd910>"
       ]
      },
      "execution_count": 9,
@@ -800,10 +807,10 @@
       "       parallax float64      mas                                                           Parallax     0\n",
       " parallax_error float64      mas                                         Standard error of parallax     0\n",
       "radial_velocity float64   km / s                                                    Radial velocity  7295\n",
-      "Jobid: 1603132746237O\n",
+      "Jobid: 1605744463707O\n",
       "Phase: COMPLETED\n",
       "Owner: None\n",
-      "Output file: async_20201019143906.vot\n",
+      "Output file: async_20201118190743.vot\n",
       "Results: None\n"
      ]
     }
@@ -943,14 +950,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 44,
+   "execution_count": 29,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
-       "<Figure size 648x216 with 1 Axes>"
+       "<Figure size 432x288 with 1 Axes>"
       ]
      },
      "metadata": {
@@ -1033,7 +1040,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "-rw-rw-r-- 1 downey downey 756K Oct 19 14:39 gd1_candidates.hdf5\r\n"
+      "-rw-rw-r-- 1 downey downey 756K Nov 18 19:07 gd1_candidates.hdf5\r\n"
      ]
     }
    ],
@@ -1096,7 +1103,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "-rw-rw-r-- 1 downey downey 1.6M Oct 19 14:39 gd1_candidates.csv\r\n"
+      "-rw-rw-r-- 1 downey downey 1.6M Nov 18 19:07 gd1_candidates.csv\r\n"
      ]
     }
    ],
@@ -1123,8 +1130,8 @@
      "output_type": "stream",
      "text": [
       ",source_id,ra,dec,pmra,pmdec,parallax,parallax_error,radial_velocity,phi1,phi2,pm_phi1,pm_phi2\r\n",
-      "0,635559124339440000,137.58671691646745,19.1965441084838,-3.770521900009566,-12.490481778113859,0.7913934419894347,0.2717538145759051,,-59.63048941944396,-1.21648525150429,-7.361362712556612,-0.5926328820420083\r\n",
-      "1,635860218726658176,138.5187065217173,19.09233926905897,-5.941679495793577,-11.346409129876392,0.30745551377348623,0.19946557779138105,,-59.247329893833296,-2.0160784008206476,-7.527126084599517,1.7487794924398758\r\n"
+      "0,635559124339440000,137.58671691646745,19.1965441084838,-3.770521900009566,-12.490481778113859,0.7913934419894347,0.2717538145759051,,-59.63048941944396,-1.21648525150429,-7.3613627125974945,-0.5926328820644919\r\n",
+      "1,635860218726658176,138.5187065217173,19.09233926905897,-5.941679495793577,-11.346409129876392,0.30745551377348623,0.19946557779138105,,-59.247329893833296,-2.0160784008206476,-7.52712608464053,1.7487794924176672\r\n"
      ]
     }
    ],
diff --git a/05_join.ipynb b/05_join.ipynb
index caa9d2b..a95ea7e 100644
--- a/05_join.ipynb
+++ b/05_join.ipynb
@@ -311,7 +311,7 @@
      "output_type": "stream",
      "text": [
       "<?xml version=\"1.0\" encoding=\"utf-8\"?>\r\n",
-      "<!-- Produced with astropy.io.votable version 4.0.1.post1\r\n",
+      "<!-- Produced with astropy.io.votable version 4.0.2\r\n",
       "     http://www.astropy.org/ -->\r\n",
       "<VOTABLE version=\"1.4\" xmlns=\"http://www.ivoa.net/xml/VOTable/v1.4\" xmlns:xsi=\"http://www.w3.org/2001/XMLSchema-instance\" xsi:noNamespaceSchemaLocation=\"http://www.ivoa.net/xml/VOTable/v1.4\">\r\n",
       " <RESOURCE type=\"results\">\r\n",
@@ -350,7 +350,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "-rw-rw-r-- 1 downey downey 396K Oct 19 14:48 candidate_df.xml\r\n"
+      "-rw-rw-r-- 1 downey downey 396K Nov 18 19:21 candidate_df.xml\r\n"
      ]
     }
    ],
@@ -517,7 +517,7 @@
      "data": {
       "text/html": [
        "<i>Table length=7346</i>\n",
-       "<table id=\"table140665432275552\" class=\"table-striped table-bordered table-condensed\">\n",
+       "<table id=\"table140178070186304\" class=\"table-striped table-bordered table-condensed\">\n",
        "<thead><tr><th>source_id</th></tr></thead>\n",
        "<thead><tr><th>int64</th></tr></thead>\n",
        "<tr><td>635559124339440000</td></tr>\n",
@@ -713,7 +713,7 @@
      "data": {
       "text/html": [
        "<i>Table length=3724</i>\n",
-       "<table id=\"table140665411011344\" class=\"table-striped table-bordered table-condensed\">\n",
+       "<table id=\"table140178046436112\" class=\"table-striped table-bordered table-condensed\">\n",
        "<thead><tr><th>source_id</th><th>original_ext_source_id</th><th>angular_distance</th><th>number_of_neighbours</th><th>number_of_mates</th><th>best_neighbour_multiplicity</th><th>gaia_astrometric_params</th><th>source_id_2</th></tr></thead>\n",
        "<thead><tr><th></th><th></th><th>arcsec</th><th></th><th></th><th></th><th></th><th></th></tr></thead>\n",
        "<thead><tr><th>int64</th><th>int64</th><th>float64</th><th>int32</th><th>int16</th><th>int16</th><th>int16</th><th>int64</th></tr></thead>\n",
@@ -973,7 +973,7 @@
      "output_type": "stream",
      "text": [
       "<?xml version=\"1.0\" encoding=\"utf-8\"?>\r\n",
-      "<!-- Produced with astropy.io.votable version 4.0.1.post1\r\n",
+      "<!-- Produced with astropy.io.votable version 4.0.2\r\n",
       "     http://www.astropy.org/ -->\r\n",
       "<VOTABLE version=\"1.4\" xmlns=\"http://www.ivoa.net/xml/VOTable/v1.4\" xmlns:xsi=\"http://www.w3.org/2001/XMLSchema-instance\" xsi:noNamespaceSchemaLocation=\"http://www.ivoa.net/xml/VOTable/v1.4\">\r\n",
       " <RESOURCE type=\"results\">\r\n",
@@ -1140,7 +1140,7 @@
      "data": {
       "text/html": [
        "<i>Table length=3724</i>\n",
-       "<table id=\"table140665408248800\" class=\"table-striped table-bordered table-condensed\">\n",
+       "<table id=\"table140178044101488\" class=\"table-striped table-bordered table-condensed\">\n",
        "<thead><tr><th>source_id</th><th>g_mean_psf_mag</th><th>i_mean_psf_mag</th></tr></thead>\n",
        "<thead><tr><th></th><th></th><th>mag</th></tr></thead>\n",
        "<thead><tr><th>int64</th><th>float64</th><th>float64</th></tr></thead>\n",
@@ -1250,7 +1250,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "-rw-rw-r-- 1 downey downey 96K Oct 19 14:49 gd1_photo.fits\r\n"
+      "-rw-rw-r-- 1 downey downey 96K Nov 18 19:22 gd1_photo.fits\r\n"
      ]
     }
    ],
diff --git a/06_photo.ipynb b/06_photo.ipynb
index d04371b..98b9991 100644
--- a/06_photo.ipynb
+++ b/06_photo.ipynb
@@ -251,9 +251,9 @@
    "source": [
     "import matplotlib as mpl\n",
     "\n",
-    "if IN_COLAB:\n",
-    "    coords = None\n",
-    "else:\n",
+    "coords = None\n",
+    "\n",
+    "if not IN_COLAB:\n",
     "    mpl.use('TkAgg')\n",
     "    plot_cmd(photo_table)\n",
     "    coords = plt.ginput(10)\n",
@@ -277,16 +277,16 @@
     {
      "data": {
       "text/plain": [
-       "[(0.2150537634408602, 17.548197203826344),\n",
-       " (0.3897849462365591, 18.94628403237675),\n",
-       " (0.5376344086021505, 19.902869757174393),\n",
-       " (0.7034050179211468, 20.601913171449596),\n",
-       " (0.8288530465949819, 21.300956585724798),\n",
-       " (0.6630824372759856, 21.52170713760118),\n",
-       " (0.4301075268817204, 20.785871964679913),\n",
-       " (0.27329749103942647, 19.71891096394408),\n",
-       " (0.17473118279569888, 18.688741721854306),\n",
-       " (0.17473118279569888, 17.95290654893304)]"
+       "[(0.2643369175627239, 17.84253127299485),\n",
+       " (0.3539426523297491, 18.799116997792495),\n",
+       " (0.47491039426523296, 19.682119205298015),\n",
+       " (0.6317204301075269, 20.454746136865342),\n",
+       " (0.7661290322580645, 20.785871964679913),\n",
+       " (0.8064516129032258, 21.41133186166299),\n",
+       " (0.5869175627240143, 21.300956585724798),\n",
+       " (0.39426523297491034, 20.565121412803535),\n",
+       " (0.22401433691756267, 19.240618101545255),\n",
+       " (0.19713261648745517, 18.02649006622517)]"
       ]
      },
      "execution_count": 7,
@@ -335,10 +335,10 @@
     {
      "data": {
       "text/plain": [
-       "(array([0.21505376, 0.38978495, 0.53763441, 0.70340502, 0.82885305,\n",
-       "        0.66308244, 0.43010753, 0.27329749, 0.17473118, 0.17473118]),\n",
-       " array([17.5481972 , 18.94628403, 19.90286976, 20.60191317, 21.30095659,\n",
-       "        21.52170714, 20.78587196, 19.71891096, 18.68874172, 17.95290655]))"
+       "(array([0.26433692, 0.35394265, 0.47491039, 0.63172043, 0.76612903,\n",
+       "        0.80645161, 0.58691756, 0.39426523, 0.22401434, 0.19713262]),\n",
+       " array([17.84253127, 18.799117  , 19.68211921, 20.45474614, 20.78587196,\n",
+       "        21.41133186, 21.30095659, 20.56512141, 19.2406181 , 18.02649007]))"
       ]
      },
      "execution_count": 9,
@@ -367,7 +367,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -413,16 +413,16 @@
     {
      "data": {
       "text/plain": [
-       "Path(array([[ 0.21505376, 17.5481972 ],\n",
-       "       [ 0.38978495, 18.94628403],\n",
-       "       [ 0.53763441, 19.90286976],\n",
-       "       [ 0.70340502, 20.60191317],\n",
-       "       [ 0.82885305, 21.30095659],\n",
-       "       [ 0.66308244, 21.52170714],\n",
-       "       [ 0.43010753, 20.78587196],\n",
-       "       [ 0.27329749, 19.71891096],\n",
-       "       [ 0.17473118, 18.68874172],\n",
-       "       [ 0.17473118, 17.95290655]]), None)"
+       "Path(array([[ 0.26433692, 17.84253127],\n",
+       "       [ 0.35394265, 18.799117  ],\n",
+       "       [ 0.47491039, 19.68211921],\n",
+       "       [ 0.63172043, 20.45474614],\n",
+       "       [ 0.76612903, 20.78587196],\n",
+       "       [ 0.80645161, 21.41133186],\n",
+       "       [ 0.58691756, 21.30095659],\n",
+       "       [ 0.39426523, 20.56512141],\n",
+       "       [ 0.22401434, 19.2406181 ],\n",
+       "       [ 0.19713262, 18.02649007]]), None)"
       ]
      },
      "execution_count": 11,
@@ -1073,7 +1073,7 @@
     {
      "data": {
       "text/plain": [
-       "496"
+       "481"
       ]
      },
      "execution_count": 25,
@@ -1098,7 +1098,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "selected = merged[inside]"
+    "selected2 = merged[inside]"
    ]
   },
   {
@@ -1115,7 +1115,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -1130,7 +1130,7 @@
     "plot_cmd(photo_table)\n",
     "plt.plot(xs, ys)\n",
     "\n",
-    "plt.plot(selected['color'], selected['mag'], 'gx');"
+    "plt.plot(selected2['color'], selected2['mag'], 'gx');"
    ]
   },
   {
@@ -1149,7 +1149,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 720x180 with 1 Axes>"
       ]
@@ -1163,8 +1163,8 @@
    "source": [
     "plt.figure(figsize=(10,2.5))\n",
     "\n",
-    "x = selected['phi1']\n",
-    "y = selected['phi2']\n",
+    "x = selected2['phi1']\n",
+    "y = selected2['phi2']\n",
     "\n",
     "plt.plot(x, y, 'ko', markersize=0.7, alpha=0.9)\n",
     "\n",
@@ -1205,7 +1205,7 @@
     "filename = 'gd1_merged.hdf5'\n",
     "\n",
     "merged.to_hdf(filename, 'merged')\n",
-    "selected.to_hdf(filename, 'selected')"
+    "selected2.to_hdf(filename, 'selected2')"
    ]
   },
   {
@@ -1217,7 +1217,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "-rw-rw-r-- 1 downey downey 2.0M Oct 19 17:21 gd1_merged.hdf5\r\n"
+      "-rw-rw-r-- 1 downey downey 2.0M Nov 18 19:28 gd1_merged.hdf5\r\n"
      ]
     }
    ],