notebooks/RR-Lyrae_magnitudes.ipynb

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  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# RR-Lyrae Magnitudes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
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   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
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       "var selector = \"#5af4cbe0-8fe4-45a8-9c25-e8c7e3ce46d6\";\n",
       "var type = \"vega-lite\";\n",
       "\n",
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       "require(['nbextensions/jupyter-vega/index'], function(vega) {\n",
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       "  if (err.requireType !== 'scripterror') {\n",
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"
     },
     "metadata": {
      "jupyter-vega": "#5af4cbe0-8fe4-45a8-9c25-e8c7e3ce46d6"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas\n",
    "import numpy\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "from astroML.datasets import fetch_rrlyrae_combined\n",
    "\n",
    "#----------------------------------------------------------------------\n",
    "# get data and split into training & testing sets\n",
    "rr_comb, is_rr = fetch_rrlyrae_combined()\n",
    "\n",
    "rr_comb = rr_comb[-5000:]\n",
    "is_rr = is_rr[-5000:]\n",
    "\n",
    "stars = (is_rr == 0)\n",
    "rrlyrae = (is_rr == 1)\n",
    "#------------------------------------------------------------\n",
    "data = pandas.DataFrame()\n",
    "data['u-g'] = rr_comb[:, 0]\n",
    "data['g-r'] = rr_comb[:, 1]\n",
    "data['Type'] = 'RR Lyrae'\n",
    "data.set_value(col='Type', index=numpy.where(is_rr)[0], value= 'Star')\n",
    "from altair import *\n",
    "\n",
    "\n",
    "chart = Chart(data, max_rows = 100000).mark_circle(size=5, opacity=0.7).encode(\n",
    "    x=X('u-g', scale = Scale(domain=(0.71, 1.35 ))),\n",
    "    y=Y('g-r'),\n",
    "    color='Type:N',\n",
    ").configure_cell(\n",
    "    width=550,\n",
    "    height=350\n",
    ").configure_axis(\n",
    "    grid=False,\n",
    "    axisWidth=1,\n",
    "    tickWidth=1,\n",
    "    labels=True,        \n",
    ")\n",
    "\n",
    "chart.display()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}