sedkit/notebooks/create_catalog.ipynb

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    "# Make a catalog of SEDs\n",
    "\n",
    "This notebook will show you how to generate a Catalog of SED objects and make some plots from the sample."
   ]
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   "source": [
    "# Imports\n",
    "from sedkit import SED, Catalog\n",
    "import astropy.units as q\n",
    "import numpy as np\n",
    "import importlib.resources\n",
    "from bokeh.io import output_notebook, show\n",
    "output_notebook()"
   ]
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   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First we initialize an empty catalog."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Make an SED catalog\n",
    "cat = Catalog()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's make a few photometric SEDs."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
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     "text": [
      "(<Quantity -0.15 solMass>, <Quantity 0.01 solMass>, <Quantity 0.01 solMass>): mass value is not in valid range [0.0 solMass, 226.0 solMass].\n",
      "[sedkit] Successfully added SED '2MASS J00361617+1821104 0'\n",
      "(<Quantity -0.14 solMass>, <Quantity 0.01 solMass>, <Quantity 0.01 solMass>): mass value is not in valid range [0.0 solMass, 226.0 solMass].\n",
      "[sedkit] Successfully added SED '2MASS J00361617+1821104 1'\n",
      "(<Quantity -0.35 solMass>, <Quantity 0.02 solMass>, <Quantity 0.02 solMass>): mass value is not in valid range [0.0 solMass, 226.0 solMass].\n",
      "[sedkit] Successfully added SED '2MASS J00361617+1821104 2'\n",
      "(<Quantity -0.89 solMass>, <Quantity 0.03 solMass>, <Quantity 0.03 solMass>): mass value is not in valid range [0.0 solMass, 226.0 solMass].\n",
      "[sedkit] Successfully added SED '2MASS J00361617+1821104 3'\n",
      "(<Quantity -0.45 solMass>, <Quantity 0.02 solMass>, <Quantity 0.02 solMass>): mass value is not in valid range [0.0 solMass, 226.0 solMass].\n",
      "[sedkit] Successfully added SED '2MASS J00361617+1821104 4'\n",
      "(<Quantity -0.36 solMass>, <Quantity 0.02 solMass>, <Quantity 0.02 solMass>): mass value is not in valid range [0.0 solMass, 226.0 solMass].\n",
      "[sedkit] Successfully added SED '2MASS J00361617+1821104 5'\n",
      "(<Quantity -0.49 solMass>, <Quantity 0.02 solMass>, <Quantity 0.02 solMass>): mass value is not in valid range [0.0 solMass, 226.0 solMass].\n",
      "[sedkit] Successfully added SED '2MASS J00361617+1821104 6'\n",
      "(<Quantity -0.73 solMass>, <Quantity 0.02 solMass>, <Quantity 0.03 solMass>): mass value is not in valid range [0.0 solMass, 226.0 solMass].\n",
      "[sedkit] Successfully added SED '2MASS J00361617+1821104 7'\n",
      "(<Quantity -0.12 solMass>, <Quantity 0.01 solMass>, <Quantity 0.01 solMass>): mass value is not in valid range [0.0 solMass, 226.0 solMass].\n",
      "[sedkit] Successfully added SED '2MASS J00361617+1821104 8'\n",
      "(<Quantity -0.36 solMass>, <Quantity 0.02 solMass>, <Quantity 0.02 solMass>): mass value is not in valid range [0.0 solMass, 226.0 solMass].\n",
      "[sedkit] Successfully added SED '2MASS J00361617+1821104 9'\n"
     ]
    }
   ],
   "source": [
    "# Make 10 SEDs with different parallaxes\n",
    "for n in range(10):\n",
    "    plx = np.random.normal(loc=114, scale=10)*q.mas, abs(np.random.normal(loc=0.2, scale=0.2))*q.mas\n",
    "    s = SED(parallax=plx, spectral_type='L3.5', name='2MASS J00361617+1821104 {}'.format(n), verbose=False)\n",
    "    s.add_photometry_file(str(importlib.resources.files('sedkit')/ 'data/L3_photometry.txt'))\n",
    "    s.logg = np.random.normal(loc=4, scale=1), 0.1\n",
    "    cat.add_SED(s)"
   ]
  },
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   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Then the (abridged) aggregated results look like this:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
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     "data": {
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       "<i>QTable length=10</i>\n",
       "<table id=\"table6986552752\" class=\"table-striped table-bordered table-condensed\">\n",
       "<thead><tr><th>name</th><th>distance</th><th>distance_unc</th><th>logg</th><th>Lbol_sun</th><th>Lbol_sun_unc</th><th>Teff</th><th>Teff_unc</th></tr></thead>\n",
       "<thead><tr><th></th><th>pc</th><th>pc</th><th></th><th></th><th></th><th>K</th><th>K</th></tr></thead>\n",
       "<thead><tr><th>object</th><th>float64</th><th>float64</th><th>object</th><th>object</th><th>object</th><th>float64</th><th>float64</th></tr></thead>\n",
       "<tr><td>2MASS J00361617+1821104 0</td><td>9.65</td><td>0.02</td><td>2.856391307885212</td><td>-3.979</td><td>0.006</td><td>2065.0</td><td>7.0</td></tr>\n",
       "<tr><td>2MASS J00361617+1821104 1</td><td>9.73</td><td>0.03</td><td>4.232968950966258</td><td>-3.972</td><td>0.006</td><td>2074.0</td><td>7.0</td></tr>\n",
       "<tr><td>2MASS J00361617+1821104 2</td><td>8.71</td><td>0.01</td><td>3.1630500787947624</td><td>-4.068</td><td>0.006</td><td>1962.0</td><td>6.0</td></tr>\n",
       "<tr><td>2MASS J00361617+1821104 3</td><td>7.31</td><td>0.01</td><td>3.678575759282893</td><td>-4.22</td><td>0.006</td><td>1797.0</td><td>6.0</td></tr>\n",
       "<tr><td>2MASS J00361617+1821104 4</td><td>8.34</td><td>0.01</td><td>3.5627109772294623</td><td>-4.106</td><td>0.006</td><td>1920.0</td><td>6.0</td></tr>\n",
       "<tr><td>2MASS J00361617+1821104 5</td><td>8.64</td><td>0.01</td><td>3.1614956637846587</td><td>-4.075</td><td>0.006</td><td>1954.0</td><td>6.0</td></tr>\n",
       "<tr><td>2MASS J00361617+1821104 6</td><td>8.22</td><td>0.01</td><td>5.447847995329169</td><td>-4.118</td><td>0.006</td><td>1906.0</td><td>6.0</td></tr>\n",
       "<tr><td>2MASS J00361617+1821104 7</td><td>7.62</td><td>0.0</td><td>4.131989433045737</td><td>-4.184</td><td>0.006</td><td>1835.0</td><td>6.0</td></tr>\n",
       "<tr><td>2MASS J00361617+1821104 8</td><td>9.83</td><td>0.0</td><td>3.2008754981678447</td><td>-3.963</td><td>0.006</td><td>2084.0</td><td>6.0</td></tr>\n",
       "<tr><td>2MASS J00361617+1821104 9</td><td>8.66</td><td>0.0</td><td>4.514016750703281</td><td>-4.073</td><td>0.006</td><td>1956.0</td><td>6.0</td></tr>\n",
       "</table>"
      ],
      "text/plain": [
       "<QTable length=10>\n",
       "           name           distance distance_unc ...   Teff  Teff_unc\n",
       "                             pc         pc      ...    K       K    \n",
       "          object          float64    float64    ... float64 float64 \n",
       "------------------------- -------- ------------ ... ------- --------\n",
       "2MASS J00361617+1821104 0     9.65         0.02 ...  2065.0      7.0\n",
       "2MASS J00361617+1821104 1     9.73         0.03 ...  2074.0      7.0\n",
       "2MASS J00361617+1821104 2     8.71         0.01 ...  1962.0      6.0\n",
       "2MASS J00361617+1821104 3     7.31         0.01 ...  1797.0      6.0\n",
       "2MASS J00361617+1821104 4     8.34         0.01 ...  1920.0      6.0\n",
       "2MASS J00361617+1821104 5     8.64         0.01 ...  1954.0      6.0\n",
       "2MASS J00361617+1821104 6     8.22         0.01 ...  1906.0      6.0\n",
       "2MASS J00361617+1821104 7     7.62          0.0 ...  1835.0      6.0\n",
       "2MASS J00361617+1821104 8     9.83          0.0 ...  2084.0      6.0\n",
       "2MASS J00361617+1821104 9     8.66          0.0 ...  1956.0      6.0"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cat.results[['name','distance','distance_unc','logg','Lbol_sun','Lbol_sun_unc','Teff','Teff_unc']]"
   ]
  },
  {
   "cell_type": "markdown",
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    "We can also plot the results by passing the `plot` method two column names. A polynomial can be fit to the data given an integer polynomial order via the `order` argument."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
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      "application/vnd.bokehjs_exec.v0+json": ""
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   "source": [
    "DvT = cat.plot('distance', 'Teff', order=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Or plot a CMD! You can also pass the difference of two magnitudes as a string like so."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
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Application\",\"version\":\"2.3.0\"}};\n  var render_items = [{\"docid\":\"8069301f-201a-4699-b015-74c519e33413\",\"root_ids\":[\"7323\"],\"roots\":{\"7323\":\"8181d7ff-d33d-45a5-b31c-ae9c0b7ef1b5\"}}];\n  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n\n  }\n  if (root.Bokeh !== undefined) {\n    embed_document(root);\n  } else {\n    var attempts = 0;\n    var timer = setInterval(function(root) {\n      if (root.Bokeh !== undefined) {\n        clearInterval(timer);\n        embed_document(root);\n      } else {\n        attempts++;\n        if (attempts > 100) {\n          clearInterval(timer);\n          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n        }\n      }\n    }, 10, root)\n  }\n})(window);",
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "7323"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cmd = cat.plot('M_2MASS.J-M_2MASS.Ks', 'Mbol')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can then retrieve the SED for some sources like so:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
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\",\"dtype\":\"float32\",\"order\":\"little\",\"shape\":[2004]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float32\",\"order\":\"little\",\"shape\":[2004]},\"y\":{\"__ndarray__\":\"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      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "7713"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "show(cat.plot_SEDs(['2MASS J00361617+1821104 0', '2MASS J00361617+1821104 3'], app=False))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<i>QTable length=10</i>\n",
       "<table id=\"table6986552800\" class=\"table-striped table-bordered table-condensed\">\n",
       "<thead><tr><th>name</th><th>ra</th><th>dec</th><th>age</th><th>age_unc</th><th>distance</th><th>distance_unc</th><th>parallax</th><th>parallax_unc</th><th>radius</th><th>radius_unc</th><th>spectral_type</th><th>spectral_type_unc</th><th>SpT</th><th>membership</th><th>reddening</th><th>fbol</th><th>fbol_unc</th><th>mbol</th><th>mbol_unc</th><th>Lbol</th><th>Lbol_unc</th><th>Lbol_sun</th><th>Lbol_sun_unc</th><th>Mbol</th><th>Mbol_unc</th><th>logg</th><th>logg_unc</th><th>mass</th><th>mass_unc</th><th>Teff</th><th>Teff_unc</th><th>SED</th><th>SDSS.u</th><th>SDSS.u_unc</th><th>M_SDSS.u</th><th>M_SDSS.u_unc</th><th>SDSS.g</th><th>SDSS.g_unc</th><th>M_SDSS.g</th><th>M_SDSS.g_unc</th><th>SDSS.r</th><th>SDSS.r_unc</th><th>M_SDSS.r</th><th>M_SDSS.r_unc</th><th>SDSS.i</th><th>SDSS.i_unc</th><th>M_SDSS.i</th><th>M_SDSS.i_unc</th><th>SDSS.z</th><th>SDSS.z_unc</th><th>M_SDSS.z</th><th>M_SDSS.z_unc</th><th>2MASS.J</th><th>2MASS.J_unc</th><th>M_2MASS.J</th><th>M_2MASS.J_unc</th><th>2MASS.H</th><th>2MASS.H_unc</th><th>M_2MASS.H</th><th>M_2MASS.H_unc</th><th>2MASS.Ks</th><th>2MASS.Ks_unc</th><th>M_2MASS.Ks</th><th>M_2MASS.Ks_unc</th></tr></thead>\n",
       "<thead><tr><th></th><th></th><th></th><th>Gyr</th><th>Gyr</th><th>pc</th><th>pc</th><th>mas</th><th>mas</th><th>solRad</th><th>solRad</th><th></th><th></th><th></th><th></th><th></th><th>erg / (cm2 s)</th><th>erg / (cm2 s)</th><th></th><th></th><th>erg / s</th><th>erg / s</th><th></th><th></th><th></th><th></th><th></th><th></th><th>solMass</th><th>solMass</th><th>K</th><th>K</th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th></tr></thead>\n",
       "<thead><tr><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th></tr></thead>\n",
       "<tr><td>2MASS J00361617+1821104 0</td><td>None</td><td>None</td><td>None</td><td>None</td><td>9.65</td><td>0.02</td><td>103.58211411912683</td><td>0.16495799656373358</td><td>0.08</td><td>0.0</td><td>73.5</td><td>0.5</td><td>L3.5V</td><td>None</td><td>0</td><td>3.606241925902236e-11</td><td>4.777644009490312e-13</td><td>14.625</td><td>0.014</td><td>4.018097208690082e+29</td><td>5.577751880114995e+27</td><td>-3.979</td><td>0.006</td><td>14.702</td><td>0.014</td><td>2.856391307885212</td><td>0.1</td><td>None</td><td>None</td><td>2065.0</td><td>7.0</td><td>&lt;sedkit.sed.SED object at 0x1a06b4160&gt;</td><td>24.69</td><td>1.389</td><td>24.77</td><td>1.389</td><td>22.53</td><td>0.137</td><td>22.61</td><td>0.137</td><td>19.69</td><td>0.019</td><td>19.77</td><td>0.019</td><td>17.17</td><td>0.005</td><td>17.25</td><td>0.005</td><td>15.22</td><td>0.005</td><td>15.3</td><td>0.005</td><td>12.47</td><td>0.027</td><td>12.55</td><td>0.027</td><td>11.586</td><td>0.03</td><td>11.664</td><td>0.03</td><td>11.055</td><td>0.021</td><td>11.13</td><td>0.021</td></tr>\n",
       "<tr><td>2MASS J00361617+1821104 1</td><td>None</td><td>None</td><td>None</td><td>None</td><td>9.73</td><td>0.03</td><td>102.73253347606163</td><td>0.2760926781801442</td><td>0.08</td><td>0.0</td><td>73.5</td><td>0.5</td><td>L3.5V</td><td>None</td><td>0</td><td>3.606241925902236e-11</td><td>4.777644009490312e-13</td><td>14.625</td><td>0.014</td><td>4.08499466002948e+29</td><td>5.969435663119675e+27</td><td>-3.972</td><td>0.006</td><td>14.684</td><td>0.014</td><td>4.232968950966258</td><td>0.1</td><td>None</td><td>None</td><td>2074.0</td><td>7.0</td><td>&lt;sedkit.sed.SED object at 0x1a05d80d0&gt;</td><td>24.69</td><td>1.389</td><td>24.75</td><td>1.389</td><td>22.53</td><td>0.137</td><td>22.6</td><td>0.137</td><td>19.69</td><td>0.019</td><td>19.75</td><td>0.019</td><td>17.17</td><td>0.005</td><td>17.23</td><td>0.006</td><td>15.22</td><td>0.005</td><td>15.28</td><td>0.006</td><td>12.47</td><td>0.027</td><td>12.53</td><td>0.027</td><td>11.586</td><td>0.03</td><td>11.64</td><td>0.03</td><td>11.055</td><td>0.021</td><td>11.11</td><td>0.021</td></tr>\n",
       "<tr><td>2MASS J00361617+1821104 2</td><td>None</td><td>None</td><td>None</td><td>None</td><td>8.71</td><td>0.01</td><td>114.76844696474718</td><td>0.09402800792935317</td><td>0.08</td><td>0.0</td><td>73.5</td><td>0.5</td><td>L3.5V</td><td>None</td><td>0</td><td>3.606241925902236e-11</td><td>4.777644009490312e-13</td><td>14.625</td><td>0.014</td><td>3.2734229477278346e+29</td><td>4.401373072686537e+27</td><td>-4.068</td><td>0.006</td><td>14.925</td><td>0.014</td><td>3.1630500787947624</td><td>0.1</td><td>None</td><td>None</td><td>1962.0</td><td>6.0</td><td>&lt;sedkit.sed.SED object at 0x1a051e9d0&gt;</td><td>24.69</td><td>1.389</td><td>24.98</td><td>1.389</td><td>22.53</td><td>0.137</td><td>22.83</td><td>0.137</td><td>19.69</td><td>0.019</td><td>19.98</td><td>0.019</td><td>17.17</td><td>0.005</td><td>17.47</td><td>0.005</td><td>15.22</td><td>0.005</td><td>15.516</td><td>0.005</td><td>12.47</td><td>0.027</td><td>12.766</td><td>0.027</td><td>11.586</td><td>0.03</td><td>11.89</td><td>0.03</td><td>11.055</td><td>0.021</td><td>11.36</td><td>0.021</td></tr>\n",
       "<tr><td>2MASS J00361617+1821104 3</td><td>None</td><td>None</td><td>None</td><td>None</td><td>7.31</td><td>0.01</td><td>136.87260708604327</td><td>0.13206523863991793</td><td>0.08</td><td>0.0</td><td>73.5</td><td>0.5</td><td>L3.5V</td><td>None</td><td>0</td><td>3.606241925902236e-11</td><td>4.777644009490312e-13</td><td>14.625</td><td>0.014</td><td>2.3056881446834444e+29</td><td>3.1190944819920306e+27</td><td>-4.22</td><td>0.006</td><td>15.305</td><td>0.014</td><td>3.678575759282893</td><td>0.1</td><td>None</td><td>None</td><td>1797.0</td><td>6.0</td><td>&lt;sedkit.sed.SED object at 0x1a08be430&gt;</td><td>24.69</td><td>1.389</td><td>25.38</td><td>1.389</td><td>22.53</td><td>0.137</td><td>23.22</td><td>0.137</td><td>19.69</td><td>0.019</td><td>20.38</td><td>0.019</td><td>17.17</td><td>0.005</td><td>17.84</td><td>0.005</td><td>15.22</td><td>0.005</td><td>15.9</td><td>0.005</td><td>12.47</td><td>0.027</td><td>13.15</td><td>0.027</td><td>11.586</td><td>0.03</td><td>12.266</td><td>0.03</td><td>11.055</td><td>0.021</td><td>11.734</td><td>0.021</td></tr>\n",
       "<tr><td>2MASS J00361617+1821104 4</td><td>None</td><td>None</td><td>None</td><td>None</td><td>8.34</td><td>0.01</td><td>119.9617004628953</td><td>0.2005549323437738</td><td>0.08</td><td>0.0</td><td>73.5</td><td>0.5</td><td>L3.5V</td><td>None</td><td>0</td><td>3.606241925902236e-11</td><td>4.777644009490312e-13</td><td>14.625</td><td>0.014</td><td>3.0012205665522703e+29</td><td>4.040709194327996e+27</td><td>-4.106</td><td>0.006</td><td>15.019</td><td>0.014</td><td>3.5627109772294623</td><td>0.1</td><td>None</td><td>None</td><td>1920.0</td><td>6.0</td><td>&lt;sedkit.sed.SED object at 0x1a06bea60&gt;</td><td>24.69</td><td>1.389</td><td>25.08</td><td>1.389</td><td>22.53</td><td>0.137</td><td>22.92</td><td>0.137</td><td>19.69</td><td>0.019</td><td>20.08</td><td>0.019</td><td>17.17</td><td>0.005</td><td>17.56</td><td>0.005</td><td>15.22</td><td>0.005</td><td>15.61</td><td>0.005</td><td>12.47</td><td>0.027</td><td>12.86</td><td>0.027</td><td>11.586</td><td>0.03</td><td>11.984</td><td>0.03</td><td>11.055</td><td>0.021</td><td>11.45</td><td>0.021</td></tr>\n",
       "<tr><td>2MASS J00361617+1821104 5</td><td>None</td><td>None</td><td>None</td><td>None</td><td>8.64</td><td>0.01</td><td>115.7005436113456</td><td>0.0765495800315095</td><td>0.08</td><td>0.0</td><td>73.5</td><td>0.5</td><td>L3.5V</td><td>None</td><td>0</td><td>3.606241925902236e-11</td><td>4.777644009490312e-13</td><td>14.625</td><td>0.014</td><td>3.2210190812084206e+29</td><td>4.331939329590231e+27</td><td>-4.075</td><td>0.006</td><td>14.942</td><td>0.014</td><td>3.1614956637846587</td><td>0.1</td><td>None</td><td>None</td><td>1954.0</td><td>6.0</td><td>&lt;sedkit.sed.SED object at 0x1a07df130&gt;</td><td>24.69</td><td>1.389</td><td>24.98</td><td>1.389</td><td>22.53</td><td>0.137</td><td>22.84</td><td>0.137</td><td>19.69</td><td>0.019</td><td>20.0</td><td>0.019</td><td>17.17</td><td>0.005</td><td>17.48</td><td>0.005</td><td>15.22</td><td>0.005</td><td>15.53</td><td>0.005</td><td>12.47</td><td>0.027</td><td>12.78</td><td>0.027</td><td>11.586</td><td>0.03</td><td>11.91</td><td>0.03</td><td>11.055</td><td>0.021</td><td>11.375</td><td>0.021</td></tr>\n",
       "<tr><td>2MASS J00361617+1821104 6</td><td>None</td><td>None</td><td>None</td><td>None</td><td>8.22</td><td>0.01</td><td>121.6952228850138</td><td>0.16834632683469714</td><td>0.08</td><td>0.0</td><td>73.5</td><td>0.5</td><td>L3.5V</td><td>None</td><td>0</td><td>3.606241925902236e-11</td><td>4.777644009490312e-13</td><td>14.625</td><td>0.014</td><td>2.9154758456404727e+29</td><td>3.9270971499680895e+27</td><td>-4.118</td><td>0.006</td><td>15.051</td><td>0.014</td><td>5.447847995329169</td><td>0.1</td><td>None</td><td>None</td><td>1906.0</td><td>6.0</td><td>&lt;sedkit.sed.SED object at 0x19f99c190&gt;</td><td>24.69</td><td>1.389</td><td>25.11</td><td>1.389</td><td>22.53</td><td>0.137</td><td>22.95</td><td>0.137</td><td>19.69</td><td>0.019</td><td>20.11</td><td>0.019</td><td>17.17</td><td>0.005</td><td>17.6</td><td>0.005</td><td>15.22</td><td>0.005</td><td>15.64</td><td>0.005</td><td>12.47</td><td>0.027</td><td>12.89</td><td>0.027</td><td>11.586</td><td>0.03</td><td>12.016</td><td>0.03</td><td>11.055</td><td>0.021</td><td>11.484</td><td>0.021</td></tr>\n",
       "<tr><td>2MASS J00361617+1821104 7</td><td>None</td><td>None</td><td>None</td><td>None</td><td>7.62</td><td>0.0</td><td>131.18731609691787</td><td>0.06333300742060449</td><td>0.08</td><td>0.0</td><td>73.5</td><td>0.5</td><td>L3.5V</td><td>None</td><td>0</td><td>3.606241925902236e-11</td><td>4.777644009490312e-13</td><td>14.625</td><td>0.014</td><td>2.5053923978014373e+29</td><td>3.319209644478828e+27</td><td>-4.184</td><td>0.006</td><td>15.215</td><td>0.014</td><td>4.131989433045737</td><td>0.1</td><td>None</td><td>None</td><td>1835.0</td><td>6.0</td><td>&lt;sedkit.sed.SED object at 0x1a0a0beb0&gt;</td><td>24.69</td><td>1.389</td><td>25.28</td><td>1.389</td><td>22.53</td><td>0.137</td><td>23.12</td><td>0.137</td><td>19.69</td><td>0.019</td><td>20.28</td><td>0.019</td><td>17.17</td><td>0.005</td><td>17.77</td><td>0.005</td><td>15.22</td><td>0.005</td><td>15.81</td><td>0.005</td><td>12.47</td><td>0.027</td><td>13.06</td><td>0.027</td><td>11.586</td><td>0.03</td><td>12.17</td><td>0.03</td><td>11.055</td><td>0.021</td><td>11.64</td><td>0.021</td></tr>\n",
       "<tr><td>2MASS J00361617+1821104 8</td><td>None</td><td>None</td><td>None</td><td>None</td><td>9.83</td><td>0.0</td><td>101.74362871073913</td><td>0.006676743229473342</td><td>0.08</td><td>0.0</td><td>73.5</td><td>0.5</td><td>L3.5V</td><td>None</td><td>0</td><td>3.606241925902236e-11</td><td>4.777644009490312e-13</td><td>14.625</td><td>0.014</td><td>4.1693931474003925e+29</td><td>5.52372153704129e+27</td><td>-3.963</td><td>0.006</td><td>14.662</td><td>0.014</td><td>3.2008754981678447</td><td>0.1</td><td>None</td><td>None</td><td>2084.0</td><td>6.0</td><td>&lt;sedkit.sed.SED object at 0x19f9bf070&gt;</td><td>24.69</td><td>1.389</td><td>24.72</td><td>1.389</td><td>22.53</td><td>0.137</td><td>22.56</td><td>0.137</td><td>19.69</td><td>0.019</td><td>19.72</td><td>0.019</td><td>17.17</td><td>0.005</td><td>17.22</td><td>0.005</td><td>15.22</td><td>0.005</td><td>15.26</td><td>0.005</td><td>12.47</td><td>0.027</td><td>12.51</td><td>0.027</td><td>11.586</td><td>0.03</td><td>11.625</td><td>0.03</td><td>11.055</td><td>0.021</td><td>11.09</td><td>0.021</td></tr>\n",
       "<tr><td>2MASS J00361617+1821104 9</td><td>None</td><td>None</td><td>None</td><td>None</td><td>8.66</td><td>0.0</td><td>115.4762928868392</td><td>0.021971004023799062</td><td>0.08</td><td>0.0</td><td>73.5</td><td>0.5</td><td>L3.5V</td><td>None</td><td>0</td><td>3.606241925902236e-11</td><td>4.777644009490312e-13</td><td>14.625</td><td>0.014</td><td>3.235948465988755e+29</td><td>4.287069509260001e+27</td><td>-4.073</td><td>0.006</td><td>14.937</td><td>0.014</td><td>4.514016750703281</td><td>0.1</td><td>None</td><td>None</td><td>1956.0</td><td>6.0</td><td>&lt;sedkit.sed.SED object at 0x19f94fcd0&gt;</td><td>24.69</td><td>1.389</td><td>24.98</td><td>1.389</td><td>22.53</td><td>0.137</td><td>22.84</td><td>0.137</td><td>19.69</td><td>0.019</td><td>20.0</td><td>0.019</td><td>17.17</td><td>0.005</td><td>17.48</td><td>0.005</td><td>15.22</td><td>0.005</td><td>15.53</td><td>0.005</td><td>12.47</td><td>0.027</td><td>12.78</td><td>0.027</td><td>11.586</td><td>0.03</td><td>11.9</td><td>0.03</td><td>11.055</td><td>0.021</td><td>11.37</td><td>0.021</td></tr>\n",
       "</table>"
      ],
      "text/plain": [
       "<QTable length=10>\n",
       "           name             ra    dec   ... M_2MASS.Ks M_2MASS.Ks_unc\n",
       "                                        ...                          \n",
       "          object          object object ...  float16      float16    \n",
       "------------------------- ------ ------ ... ---------- --------------\n",
       "2MASS J00361617+1821104 0   None   None ...      11.13          0.021\n",
       "2MASS J00361617+1821104 1   None   None ...      11.11          0.021\n",
       "2MASS J00361617+1821104 2   None   None ...      11.36          0.021\n",
       "2MASS J00361617+1821104 3   None   None ...     11.734          0.021\n",
       "2MASS J00361617+1821104 4   None   None ...      11.45          0.021\n",
       "2MASS J00361617+1821104 5   None   None ...     11.375          0.021\n",
       "2MASS J00361617+1821104 6   None   None ...     11.484          0.021\n",
       "2MASS J00361617+1821104 7   None   None ...      11.64          0.021\n",
       "2MASS J00361617+1821104 8   None   None ...      11.09          0.021\n",
       "2MASS J00361617+1821104 9   None   None ...      11.37          0.021"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cat.results"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The catalog can also be filtered by providing a column name and value..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<i>QTable length=1</i>\n",
       "<table id=\"table6986744880\" class=\"table-striped table-bordered table-condensed\">\n",
       "<thead><tr><th>name</th><th>ra</th><th>dec</th><th>age</th><th>age_unc</th><th>distance</th><th>distance_unc</th><th>parallax</th><th>parallax_unc</th><th>radius</th><th>radius_unc</th><th>spectral_type</th><th>spectral_type_unc</th><th>SpT</th><th>membership</th><th>reddening</th><th>fbol</th><th>fbol_unc</th><th>mbol</th><th>mbol_unc</th><th>Lbol</th><th>Lbol_unc</th><th>Lbol_sun</th><th>Lbol_sun_unc</th><th>Mbol</th><th>Mbol_unc</th><th>logg</th><th>logg_unc</th><th>mass</th><th>mass_unc</th><th>Teff</th><th>Teff_unc</th><th>SED</th><th>SDSS.u</th><th>SDSS.u_unc</th><th>M_SDSS.u</th><th>M_SDSS.u_unc</th><th>SDSS.g</th><th>SDSS.g_unc</th><th>M_SDSS.g</th><th>M_SDSS.g_unc</th><th>SDSS.r</th><th>SDSS.r_unc</th><th>M_SDSS.r</th><th>M_SDSS.r_unc</th><th>SDSS.i</th><th>SDSS.i_unc</th><th>M_SDSS.i</th><th>M_SDSS.i_unc</th><th>SDSS.z</th><th>SDSS.z_unc</th><th>M_SDSS.z</th><th>M_SDSS.z_unc</th><th>2MASS.J</th><th>2MASS.J_unc</th><th>M_2MASS.J</th><th>M_2MASS.J_unc</th><th>2MASS.H</th><th>2MASS.H_unc</th><th>M_2MASS.H</th><th>M_2MASS.H_unc</th><th>2MASS.Ks</th><th>2MASS.Ks_unc</th><th>M_2MASS.Ks</th><th>M_2MASS.Ks_unc</th></tr></thead>\n",
       "<thead><tr><th></th><th></th><th></th><th>Gyr</th><th>Gyr</th><th>pc</th><th>pc</th><th>mas</th><th>mas</th><th>solRad</th><th>solRad</th><th></th><th></th><th></th><th></th><th></th><th>erg / (cm2 s)</th><th>erg / (cm2 s)</th><th></th><th></th><th>erg / s</th><th>erg / s</th><th></th><th></th><th></th><th></th><th></th><th></th><th>solMass</th><th>solMass</th><th>K</th><th>K</th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th></tr></thead>\n",
       "<thead><tr><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th></tr></thead>\n",
       "<tr><td>2MASS J00361617+1821104 3</td><td>None</td><td>None</td><td>None</td><td>None</td><td>7.31</td><td>0.01</td><td>136.87260708604327</td><td>0.13206523863991793</td><td>0.08</td><td>0.0</td><td>73.5</td><td>0.5</td><td>L3.5V</td><td>None</td><td>0</td><td>3.606241925902236e-11</td><td>4.777644009490312e-13</td><td>14.625</td><td>0.014</td><td>2.3056881446834444e+29</td><td>3.1190944819920306e+27</td><td>-4.22</td><td>0.006</td><td>15.305</td><td>0.014</td><td>3.678575759282893</td><td>0.1</td><td>None</td><td>None</td><td>1797.0</td><td>6.0</td><td>&lt;sedkit.sed.SED object at 0x1a08be430&gt;</td><td>24.69</td><td>1.389</td><td>25.38</td><td>1.389</td><td>22.53</td><td>0.137</td><td>23.22</td><td>0.137</td><td>19.69</td><td>0.019</td><td>20.38</td><td>0.019</td><td>17.17</td><td>0.005</td><td>17.84</td><td>0.005</td><td>15.22</td><td>0.005</td><td>15.9</td><td>0.005</td><td>12.47</td><td>0.027</td><td>13.15</td><td>0.027</td><td>11.586</td><td>0.03</td><td>12.266</td><td>0.03</td><td>11.055</td><td>0.021</td><td>11.734</td><td>0.021</td></tr>\n",
       "</table>"
      ],
      "text/plain": [
       "<QTable length=1>\n",
       "           name             ra    dec   ... M_2MASS.Ks M_2MASS.Ks_unc\n",
       "                                        ...                          \n",
       "          object          object object ...  float16      float16    \n",
       "------------------------- ------ ------ ... ---------- --------------\n",
       "2MASS J00361617+1821104 3   None   None ...     11.734          0.021"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cat.filter('name', \"'2MASS J00361617+1821104 3'\").results"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "...or a wildcard search..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<i>QTable length=10</i>\n",
       "<table id=\"table6985953136\" class=\"table-striped table-bordered table-condensed\">\n",
       "<thead><tr><th>name</th><th>ra</th><th>dec</th><th>age</th><th>age_unc</th><th>distance</th><th>distance_unc</th><th>parallax</th><th>parallax_unc</th><th>radius</th><th>radius_unc</th><th>spectral_type</th><th>spectral_type_unc</th><th>SpT</th><th>membership</th><th>reddening</th><th>fbol</th><th>fbol_unc</th><th>mbol</th><th>mbol_unc</th><th>Lbol</th><th>Lbol_unc</th><th>Lbol_sun</th><th>Lbol_sun_unc</th><th>Mbol</th><th>Mbol_unc</th><th>logg</th><th>logg_unc</th><th>mass</th><th>mass_unc</th><th>Teff</th><th>Teff_unc</th><th>SED</th><th>SDSS.u</th><th>SDSS.u_unc</th><th>M_SDSS.u</th><th>M_SDSS.u_unc</th><th>SDSS.g</th><th>SDSS.g_unc</th><th>M_SDSS.g</th><th>M_SDSS.g_unc</th><th>SDSS.r</th><th>SDSS.r_unc</th><th>M_SDSS.r</th><th>M_SDSS.r_unc</th><th>SDSS.i</th><th>SDSS.i_unc</th><th>M_SDSS.i</th><th>M_SDSS.i_unc</th><th>SDSS.z</th><th>SDSS.z_unc</th><th>M_SDSS.z</th><th>M_SDSS.z_unc</th><th>2MASS.J</th><th>2MASS.J_unc</th><th>M_2MASS.J</th><th>M_2MASS.J_unc</th><th>2MASS.H</th><th>2MASS.H_unc</th><th>M_2MASS.H</th><th>M_2MASS.H_unc</th><th>2MASS.Ks</th><th>2MASS.Ks_unc</th><th>M_2MASS.Ks</th><th>M_2MASS.Ks_unc</th></tr></thead>\n",
       "<thead><tr><th></th><th></th><th></th><th>Gyr</th><th>Gyr</th><th>pc</th><th>pc</th><th>mas</th><th>mas</th><th>solRad</th><th>solRad</th><th></th><th></th><th></th><th></th><th></th><th>erg / (cm2 s)</th><th>erg / (cm2 s)</th><th></th><th></th><th>erg / s</th><th>erg / s</th><th></th><th></th><th></th><th></th><th></th><th></th><th>solMass</th><th>solMass</th><th>K</th><th>K</th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th></tr></thead>\n",
       "<thead><tr><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th></tr></thead>\n",
       "<tr><td>2MASS J00361617+1821104 0</td><td>None</td><td>None</td><td>None</td><td>None</td><td>9.65</td><td>0.02</td><td>103.58211411912683</td><td>0.16495799656373358</td><td>0.08</td><td>0.0</td><td>73.5</td><td>0.5</td><td>L3.5V</td><td>None</td><td>0</td><td>3.606241925902236e-11</td><td>4.777644009490312e-13</td><td>14.625</td><td>0.014</td><td>4.018097208690082e+29</td><td>5.577751880114995e+27</td><td>-3.979</td><td>0.006</td><td>14.702</td><td>0.014</td><td>2.856391307885212</td><td>0.1</td><td>None</td><td>None</td><td>2065.0</td><td>7.0</td><td>&lt;sedkit.sed.SED object at 0x1a06b4160&gt;</td><td>24.69</td><td>1.389</td><td>24.77</td><td>1.389</td><td>22.53</td><td>0.137</td><td>22.61</td><td>0.137</td><td>19.69</td><td>0.019</td><td>19.77</td><td>0.019</td><td>17.17</td><td>0.005</td><td>17.25</td><td>0.005</td><td>15.22</td><td>0.005</td><td>15.3</td><td>0.005</td><td>12.47</td><td>0.027</td><td>12.55</td><td>0.027</td><td>11.586</td><td>0.03</td><td>11.664</td><td>0.03</td><td>11.055</td><td>0.021</td><td>11.13</td><td>0.021</td></tr>\n",
       "<tr><td>2MASS J00361617+1821104 1</td><td>None</td><td>None</td><td>None</td><td>None</td><td>9.73</td><td>0.03</td><td>102.73253347606163</td><td>0.2760926781801442</td><td>0.08</td><td>0.0</td><td>73.5</td><td>0.5</td><td>L3.5V</td><td>None</td><td>0</td><td>3.606241925902236e-11</td><td>4.777644009490312e-13</td><td>14.625</td><td>0.014</td><td>4.08499466002948e+29</td><td>5.969435663119675e+27</td><td>-3.972</td><td>0.006</td><td>14.684</td><td>0.014</td><td>4.232968950966258</td><td>0.1</td><td>None</td><td>None</td><td>2074.0</td><td>7.0</td><td>&lt;sedkit.sed.SED object at 0x1a05d80d0&gt;</td><td>24.69</td><td>1.389</td><td>24.75</td><td>1.389</td><td>22.53</td><td>0.137</td><td>22.6</td><td>0.137</td><td>19.69</td><td>0.019</td><td>19.75</td><td>0.019</td><td>17.17</td><td>0.005</td><td>17.23</td><td>0.006</td><td>15.22</td><td>0.005</td><td>15.28</td><td>0.006</td><td>12.47</td><td>0.027</td><td>12.53</td><td>0.027</td><td>11.586</td><td>0.03</td><td>11.64</td><td>0.03</td><td>11.055</td><td>0.021</td><td>11.11</td><td>0.021</td></tr>\n",
       "<tr><td>2MASS J00361617+1821104 2</td><td>None</td><td>None</td><td>None</td><td>None</td><td>8.71</td><td>0.01</td><td>114.76844696474718</td><td>0.09402800792935317</td><td>0.08</td><td>0.0</td><td>73.5</td><td>0.5</td><td>L3.5V</td><td>None</td><td>0</td><td>3.606241925902236e-11</td><td>4.777644009490312e-13</td><td>14.625</td><td>0.014</td><td>3.2734229477278346e+29</td><td>4.401373072686537e+27</td><td>-4.068</td><td>0.006</td><td>14.925</td><td>0.014</td><td>3.1630500787947624</td><td>0.1</td><td>None</td><td>None</td><td>1962.0</td><td>6.0</td><td>&lt;sedkit.sed.SED object at 0x1a051e9d0&gt;</td><td>24.69</td><td>1.389</td><td>24.98</td><td>1.389</td><td>22.53</td><td>0.137</td><td>22.83</td><td>0.137</td><td>19.69</td><td>0.019</td><td>19.98</td><td>0.019</td><td>17.17</td><td>0.005</td><td>17.47</td><td>0.005</td><td>15.22</td><td>0.005</td><td>15.516</td><td>0.005</td><td>12.47</td><td>0.027</td><td>12.766</td><td>0.027</td><td>11.586</td><td>0.03</td><td>11.89</td><td>0.03</td><td>11.055</td><td>0.021</td><td>11.36</td><td>0.021</td></tr>\n",
       "<tr><td>2MASS J00361617+1821104 3</td><td>None</td><td>None</td><td>None</td><td>None</td><td>7.31</td><td>0.01</td><td>136.87260708604327</td><td>0.13206523863991793</td><td>0.08</td><td>0.0</td><td>73.5</td><td>0.5</td><td>L3.5V</td><td>None</td><td>0</td><td>3.606241925902236e-11</td><td>4.777644009490312e-13</td><td>14.625</td><td>0.014</td><td>2.3056881446834444e+29</td><td>3.1190944819920306e+27</td><td>-4.22</td><td>0.006</td><td>15.305</td><td>0.014</td><td>3.678575759282893</td><td>0.1</td><td>None</td><td>None</td><td>1797.0</td><td>6.0</td><td>&lt;sedkit.sed.SED object at 0x1a08be430&gt;</td><td>24.69</td><td>1.389</td><td>25.38</td><td>1.389</td><td>22.53</td><td>0.137</td><td>23.22</td><td>0.137</td><td>19.69</td><td>0.019</td><td>20.38</td><td>0.019</td><td>17.17</td><td>0.005</td><td>17.84</td><td>0.005</td><td>15.22</td><td>0.005</td><td>15.9</td><td>0.005</td><td>12.47</td><td>0.027</td><td>13.15</td><td>0.027</td><td>11.586</td><td>0.03</td><td>12.266</td><td>0.03</td><td>11.055</td><td>0.021</td><td>11.734</td><td>0.021</td></tr>\n",
       "<tr><td>2MASS J00361617+1821104 4</td><td>None</td><td>None</td><td>None</td><td>None</td><td>8.34</td><td>0.01</td><td>119.9617004628953</td><td>0.2005549323437738</td><td>0.08</td><td>0.0</td><td>73.5</td><td>0.5</td><td>L3.5V</td><td>None</td><td>0</td><td>3.606241925902236e-11</td><td>4.777644009490312e-13</td><td>14.625</td><td>0.014</td><td>3.0012205665522703e+29</td><td>4.040709194327996e+27</td><td>-4.106</td><td>0.006</td><td>15.019</td><td>0.014</td><td>3.5627109772294623</td><td>0.1</td><td>None</td><td>None</td><td>1920.0</td><td>6.0</td><td>&lt;sedkit.sed.SED object at 0x1a06bea60&gt;</td><td>24.69</td><td>1.389</td><td>25.08</td><td>1.389</td><td>22.53</td><td>0.137</td><td>22.92</td><td>0.137</td><td>19.69</td><td>0.019</td><td>20.08</td><td>0.019</td><td>17.17</td><td>0.005</td><td>17.56</td><td>0.005</td><td>15.22</td><td>0.005</td><td>15.61</td><td>0.005</td><td>12.47</td><td>0.027</td><td>12.86</td><td>0.027</td><td>11.586</td><td>0.03</td><td>11.984</td><td>0.03</td><td>11.055</td><td>0.021</td><td>11.45</td><td>0.021</td></tr>\n",
       "<tr><td>2MASS J00361617+1821104 5</td><td>None</td><td>None</td><td>None</td><td>None</td><td>8.64</td><td>0.01</td><td>115.7005436113456</td><td>0.0765495800315095</td><td>0.08</td><td>0.0</td><td>73.5</td><td>0.5</td><td>L3.5V</td><td>None</td><td>0</td><td>3.606241925902236e-11</td><td>4.777644009490312e-13</td><td>14.625</td><td>0.014</td><td>3.2210190812084206e+29</td><td>4.331939329590231e+27</td><td>-4.075</td><td>0.006</td><td>14.942</td><td>0.014</td><td>3.1614956637846587</td><td>0.1</td><td>None</td><td>None</td><td>1954.0</td><td>6.0</td><td>&lt;sedkit.sed.SED object at 0x1a07df130&gt;</td><td>24.69</td><td>1.389</td><td>24.98</td><td>1.389</td><td>22.53</td><td>0.137</td><td>22.84</td><td>0.137</td><td>19.69</td><td>0.019</td><td>20.0</td><td>0.019</td><td>17.17</td><td>0.005</td><td>17.48</td><td>0.005</td><td>15.22</td><td>0.005</td><td>15.53</td><td>0.005</td><td>12.47</td><td>0.027</td><td>12.78</td><td>0.027</td><td>11.586</td><td>0.03</td><td>11.91</td><td>0.03</td><td>11.055</td><td>0.021</td><td>11.375</td><td>0.021</td></tr>\n",
       "<tr><td>2MASS J00361617+1821104 6</td><td>None</td><td>None</td><td>None</td><td>None</td><td>8.22</td><td>0.01</td><td>121.6952228850138</td><td>0.16834632683469714</td><td>0.08</td><td>0.0</td><td>73.5</td><td>0.5</td><td>L3.5V</td><td>None</td><td>0</td><td>3.606241925902236e-11</td><td>4.777644009490312e-13</td><td>14.625</td><td>0.014</td><td>2.9154758456404727e+29</td><td>3.9270971499680895e+27</td><td>-4.118</td><td>0.006</td><td>15.051</td><td>0.014</td><td>5.447847995329169</td><td>0.1</td><td>None</td><td>None</td><td>1906.0</td><td>6.0</td><td>&lt;sedkit.sed.SED object at 0x19f99c190&gt;</td><td>24.69</td><td>1.389</td><td>25.11</td><td>1.389</td><td>22.53</td><td>0.137</td><td>22.95</td><td>0.137</td><td>19.69</td><td>0.019</td><td>20.11</td><td>0.019</td><td>17.17</td><td>0.005</td><td>17.6</td><td>0.005</td><td>15.22</td><td>0.005</td><td>15.64</td><td>0.005</td><td>12.47</td><td>0.027</td><td>12.89</td><td>0.027</td><td>11.586</td><td>0.03</td><td>12.016</td><td>0.03</td><td>11.055</td><td>0.021</td><td>11.484</td><td>0.021</td></tr>\n",
       "<tr><td>2MASS J00361617+1821104 7</td><td>None</td><td>None</td><td>None</td><td>None</td><td>7.62</td><td>0.0</td><td>131.18731609691787</td><td>0.06333300742060449</td><td>0.08</td><td>0.0</td><td>73.5</td><td>0.5</td><td>L3.5V</td><td>None</td><td>0</td><td>3.606241925902236e-11</td><td>4.777644009490312e-13</td><td>14.625</td><td>0.014</td><td>2.5053923978014373e+29</td><td>3.319209644478828e+27</td><td>-4.184</td><td>0.006</td><td>15.215</td><td>0.014</td><td>4.131989433045737</td><td>0.1</td><td>None</td><td>None</td><td>1835.0</td><td>6.0</td><td>&lt;sedkit.sed.SED object at 0x1a0a0beb0&gt;</td><td>24.69</td><td>1.389</td><td>25.28</td><td>1.389</td><td>22.53</td><td>0.137</td><td>23.12</td><td>0.137</td><td>19.69</td><td>0.019</td><td>20.28</td><td>0.019</td><td>17.17</td><td>0.005</td><td>17.77</td><td>0.005</td><td>15.22</td><td>0.005</td><td>15.81</td><td>0.005</td><td>12.47</td><td>0.027</td><td>13.06</td><td>0.027</td><td>11.586</td><td>0.03</td><td>12.17</td><td>0.03</td><td>11.055</td><td>0.021</td><td>11.64</td><td>0.021</td></tr>\n",
       "<tr><td>2MASS J00361617+1821104 8</td><td>None</td><td>None</td><td>None</td><td>None</td><td>9.83</td><td>0.0</td><td>101.74362871073913</td><td>0.006676743229473342</td><td>0.08</td><td>0.0</td><td>73.5</td><td>0.5</td><td>L3.5V</td><td>None</td><td>0</td><td>3.606241925902236e-11</td><td>4.777644009490312e-13</td><td>14.625</td><td>0.014</td><td>4.1693931474003925e+29</td><td>5.52372153704129e+27</td><td>-3.963</td><td>0.006</td><td>14.662</td><td>0.014</td><td>3.2008754981678447</td><td>0.1</td><td>None</td><td>None</td><td>2084.0</td><td>6.0</td><td>&lt;sedkit.sed.SED object at 0x19f9bf070&gt;</td><td>24.69</td><td>1.389</td><td>24.72</td><td>1.389</td><td>22.53</td><td>0.137</td><td>22.56</td><td>0.137</td><td>19.69</td><td>0.019</td><td>19.72</td><td>0.019</td><td>17.17</td><td>0.005</td><td>17.22</td><td>0.005</td><td>15.22</td><td>0.005</td><td>15.26</td><td>0.005</td><td>12.47</td><td>0.027</td><td>12.51</td><td>0.027</td><td>11.586</td><td>0.03</td><td>11.625</td><td>0.03</td><td>11.055</td><td>0.021</td><td>11.09</td><td>0.021</td></tr>\n",
       "<tr><td>2MASS J00361617+1821104 9</td><td>None</td><td>None</td><td>None</td><td>None</td><td>8.66</td><td>0.0</td><td>115.4762928868392</td><td>0.021971004023799062</td><td>0.08</td><td>0.0</td><td>73.5</td><td>0.5</td><td>L3.5V</td><td>None</td><td>0</td><td>3.606241925902236e-11</td><td>4.777644009490312e-13</td><td>14.625</td><td>0.014</td><td>3.235948465988755e+29</td><td>4.287069509260001e+27</td><td>-4.073</td><td>0.006</td><td>14.937</td><td>0.014</td><td>4.514016750703281</td><td>0.1</td><td>None</td><td>None</td><td>1956.0</td><td>6.0</td><td>&lt;sedkit.sed.SED object at 0x19f94fcd0&gt;</td><td>24.69</td><td>1.389</td><td>24.98</td><td>1.389</td><td>22.53</td><td>0.137</td><td>22.84</td><td>0.137</td><td>19.69</td><td>0.019</td><td>20.0</td><td>0.019</td><td>17.17</td><td>0.005</td><td>17.48</td><td>0.005</td><td>15.22</td><td>0.005</td><td>15.53</td><td>0.005</td><td>12.47</td><td>0.027</td><td>12.78</td><td>0.027</td><td>11.586</td><td>0.03</td><td>11.9</td><td>0.03</td><td>11.055</td><td>0.021</td><td>11.37</td><td>0.021</td></tr>\n",
       "</table>"
      ],
      "text/plain": [
       "<QTable length=10>\n",
       "           name             ra    dec   ... M_2MASS.Ks M_2MASS.Ks_unc\n",
       "                                        ...                          \n",
       "          object          object object ...  float16      float16    \n",
       "------------------------- ------ ------ ... ---------- --------------\n",
       "2MASS J00361617+1821104 0   None   None ...      11.13          0.021\n",
       "2MASS J00361617+1821104 1   None   None ...      11.11          0.021\n",
       "2MASS J00361617+1821104 2   None   None ...      11.36          0.021\n",
       "2MASS J00361617+1821104 3   None   None ...     11.734          0.021\n",
       "2MASS J00361617+1821104 4   None   None ...      11.45          0.021\n",
       "2MASS J00361617+1821104 5   None   None ...     11.375          0.021\n",
       "2MASS J00361617+1821104 6   None   None ...     11.484          0.021\n",
       "2MASS J00361617+1821104 7   None   None ...      11.64          0.021\n",
       "2MASS J00361617+1821104 8   None   None ...      11.09          0.021\n",
       "2MASS J00361617+1821104 9   None   None ...      11.37          0.021"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cat.filter('name', \"'2MASS*'\").results"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "... or an argument with an operator..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<i>QTable length=2</i>\n",
       "<table id=\"table6981147088\" class=\"table-striped table-bordered table-condensed\">\n",
       "<thead><tr><th>name</th><th>ra</th><th>dec</th><th>age</th><th>age_unc</th><th>distance</th><th>distance_unc</th><th>parallax</th><th>parallax_unc</th><th>radius</th><th>radius_unc</th><th>spectral_type</th><th>spectral_type_unc</th><th>SpT</th><th>membership</th><th>reddening</th><th>fbol</th><th>fbol_unc</th><th>mbol</th><th>mbol_unc</th><th>Lbol</th><th>Lbol_unc</th><th>Lbol_sun</th><th>Lbol_sun_unc</th><th>Mbol</th><th>Mbol_unc</th><th>logg</th><th>logg_unc</th><th>mass</th><th>mass_unc</th><th>Teff</th><th>Teff_unc</th><th>SED</th><th>SDSS.u</th><th>SDSS.u_unc</th><th>M_SDSS.u</th><th>M_SDSS.u_unc</th><th>SDSS.g</th><th>SDSS.g_unc</th><th>M_SDSS.g</th><th>M_SDSS.g_unc</th><th>SDSS.r</th><th>SDSS.r_unc</th><th>M_SDSS.r</th><th>M_SDSS.r_unc</th><th>SDSS.i</th><th>SDSS.i_unc</th><th>M_SDSS.i</th><th>M_SDSS.i_unc</th><th>SDSS.z</th><th>SDSS.z_unc</th><th>M_SDSS.z</th><th>M_SDSS.z_unc</th><th>2MASS.J</th><th>2MASS.J_unc</th><th>M_2MASS.J</th><th>M_2MASS.J_unc</th><th>2MASS.H</th><th>2MASS.H_unc</th><th>M_2MASS.H</th><th>M_2MASS.H_unc</th><th>2MASS.Ks</th><th>2MASS.Ks_unc</th><th>M_2MASS.Ks</th><th>M_2MASS.Ks_unc</th></tr></thead>\n",
       "<thead><tr><th></th><th></th><th></th><th>Gyr</th><th>Gyr</th><th>pc</th><th>pc</th><th>mas</th><th>mas</th><th>solRad</th><th>solRad</th><th></th><th></th><th></th><th></th><th></th><th>erg / (cm2 s)</th><th>erg / (cm2 s)</th><th></th><th></th><th>erg / s</th><th>erg / s</th><th></th><th></th><th></th><th></th><th></th><th></th><th>solMass</th><th>solMass</th><th>K</th><th>K</th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th></tr></thead>\n",
       "<thead><tr><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th></tr></thead>\n",
       "<tr><td>2MASS J00361617+1821104 6</td><td>None</td><td>None</td><td>None</td><td>None</td><td>8.22</td><td>0.01</td><td>121.6952228850138</td><td>0.16834632683469714</td><td>0.08</td><td>0.0</td><td>73.5</td><td>0.5</td><td>L3.5V</td><td>None</td><td>0</td><td>3.606241925902236e-11</td><td>4.777644009490312e-13</td><td>14.625</td><td>0.014</td><td>2.9154758456404727e+29</td><td>3.9270971499680895e+27</td><td>-4.118</td><td>0.006</td><td>15.051</td><td>0.014</td><td>5.447847995329169</td><td>0.1</td><td>None</td><td>None</td><td>1906.0</td><td>6.0</td><td>&lt;sedkit.sed.SED object at 0x19f99c190&gt;</td><td>24.69</td><td>1.389</td><td>25.11</td><td>1.389</td><td>22.53</td><td>0.137</td><td>22.95</td><td>0.137</td><td>19.69</td><td>0.019</td><td>20.11</td><td>0.019</td><td>17.17</td><td>0.005</td><td>17.6</td><td>0.005</td><td>15.22</td><td>0.005</td><td>15.64</td><td>0.005</td><td>12.47</td><td>0.027</td><td>12.89</td><td>0.027</td><td>11.586</td><td>0.03</td><td>12.016</td><td>0.03</td><td>11.055</td><td>0.021</td><td>11.484</td><td>0.021</td></tr>\n",
       "<tr><td>2MASS J00361617+1821104 9</td><td>None</td><td>None</td><td>None</td><td>None</td><td>8.66</td><td>0.0</td><td>115.4762928868392</td><td>0.021971004023799062</td><td>0.08</td><td>0.0</td><td>73.5</td><td>0.5</td><td>L3.5V</td><td>None</td><td>0</td><td>3.606241925902236e-11</td><td>4.777644009490312e-13</td><td>14.625</td><td>0.014</td><td>3.235948465988755e+29</td><td>4.287069509260001e+27</td><td>-4.073</td><td>0.006</td><td>14.937</td><td>0.014</td><td>4.514016750703281</td><td>0.1</td><td>None</td><td>None</td><td>1956.0</td><td>6.0</td><td>&lt;sedkit.sed.SED object at 0x19f94fcd0&gt;</td><td>24.69</td><td>1.389</td><td>24.98</td><td>1.389</td><td>22.53</td><td>0.137</td><td>22.84</td><td>0.137</td><td>19.69</td><td>0.019</td><td>20.0</td><td>0.019</td><td>17.17</td><td>0.005</td><td>17.48</td><td>0.005</td><td>15.22</td><td>0.005</td><td>15.53</td><td>0.005</td><td>12.47</td><td>0.027</td><td>12.78</td><td>0.027</td><td>11.586</td><td>0.03</td><td>11.9</td><td>0.03</td><td>11.055</td><td>0.021</td><td>11.37</td><td>0.021</td></tr>\n",
       "</table>"
      ],
      "text/plain": [
       "<QTable length=2>\n",
       "           name             ra    dec   ... M_2MASS.Ks M_2MASS.Ks_unc\n",
       "                                        ...                          \n",
       "          object          object object ...  float16      float16    \n",
       "------------------------- ------ ------ ... ---------- --------------\n",
       "2MASS J00361617+1821104 6   None   None ...     11.484          0.021\n",
       "2MASS J00361617+1821104 9   None   None ...      11.37          0.021"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cat.filter('logg', '>=4.401').results"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "... or even a tuple of arguments..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<i>QTable length=0</i>\n",
       "<table id=\"table6985363712\" class=\"table-striped table-bordered table-condensed\">\n",
       "<thead><tr><th>name</th><th>ra</th><th>dec</th><th>age</th><th>age_unc</th><th>distance</th><th>distance_unc</th><th>parallax</th><th>parallax_unc</th><th>radius</th><th>radius_unc</th><th>spectral_type</th><th>spectral_type_unc</th><th>SpT</th><th>membership</th><th>reddening</th><th>fbol</th><th>fbol_unc</th><th>mbol</th><th>mbol_unc</th><th>Lbol</th><th>Lbol_unc</th><th>Lbol_sun</th><th>Lbol_sun_unc</th><th>Mbol</th><th>Mbol_unc</th><th>logg</th><th>logg_unc</th><th>mass</th><th>mass_unc</th><th>Teff</th><th>Teff_unc</th><th>SED</th><th>SDSS.u</th><th>SDSS.u_unc</th><th>M_SDSS.u</th><th>M_SDSS.u_unc</th><th>SDSS.g</th><th>SDSS.g_unc</th><th>M_SDSS.g</th><th>M_SDSS.g_unc</th><th>SDSS.r</th><th>SDSS.r_unc</th><th>M_SDSS.r</th><th>M_SDSS.r_unc</th><th>SDSS.i</th><th>SDSS.i_unc</th><th>M_SDSS.i</th><th>M_SDSS.i_unc</th><th>SDSS.z</th><th>SDSS.z_unc</th><th>M_SDSS.z</th><th>M_SDSS.z_unc</th><th>2MASS.J</th><th>2MASS.J_unc</th><th>M_2MASS.J</th><th>M_2MASS.J_unc</th><th>2MASS.H</th><th>2MASS.H_unc</th><th>M_2MASS.H</th><th>M_2MASS.H_unc</th><th>2MASS.Ks</th><th>2MASS.Ks_unc</th><th>M_2MASS.Ks</th><th>M_2MASS.Ks_unc</th></tr></thead>\n",
       "<thead><tr><th></th><th></th><th></th><th>Gyr</th><th>Gyr</th><th>pc</th><th>pc</th><th>mas</th><th>mas</th><th>solRad</th><th>solRad</th><th></th><th></th><th></th><th></th><th></th><th>erg / (cm2 s)</th><th>erg / (cm2 s)</th><th></th><th></th><th>erg / s</th><th>erg / s</th><th></th><th></th><th></th><th></th><th></th><th></th><th>solMass</th><th>solMass</th><th>K</th><th>K</th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th></tr></thead>\n",
       "<thead><tr><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th><th>float16</th></tr></thead>\n",
       "</table>"
      ],
      "text/plain": [
       "<QTable length=0>\n",
       " name    ra    dec    age   ... 2MASS.Ks 2MASS.Ks_unc M_2MASS.Ks M_2MASS.Ks_unc\n",
       "                      Gyr   ...                                                \n",
       "object object object object ... float16    float16     float16      float16    \n",
       "------ ------ ------ ------ ... -------- ------------ ---------- --------------"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cat.filter('M_2MASS.J', ('>12.9','<13.02')).results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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