{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import healpy as hp\n",
    "\n",
    "import lsst.sims.maf.db as db\n",
    "import lsst.sims.maf.utils as utils\n",
    "import lsst.sims.maf.metrics as metrics\n",
    "import lsst.sims.maf.slicers as slicers\n",
    "import lsst.sims.maf.stackers as stackers\n",
    "import lsst.sims.maf.metricBundles as metricBundles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "dbFile = 'tight_mask_simple_0yrs.db'\n",
    "conn = db.Database(dbFile, defaultTable='observations')\n",
    "outDir='temp'\n",
    "resultsDb = db.ResultsDb(outDir=outDir)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Healpix slicer using NSIDE=128, approximate resolution 27.483891 arcminutes\n"
     ]
    }
   ],
   "source": [
    "bundleList = []\n",
    "\n",
    "metric = metrics.CountMetric(col='mjd')\n",
    "slicer = slicers.HealpixSlicer(lonCol='RA', latCol='dec')\n",
    "sql = 'night < 60 and filter=\"r\"'\n",
    "\n",
    "bundleList.append(metricBundles.MetricBundle(metric,slicer,sql))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Querying database observations with constraint night < 60 and filter=\"r\" for columns ['RA', 'mjd', 'dec']\n",
      "Found 5391 visits\n",
      "Running:  ['opsim_Count_mjd_night_lt_60_and_r_HEAL']\n",
      "Completed metric generation.\n",
      "Running reduce methods.\n",
      "Running summary statistics.\n",
      "Completed.\n"
     ]
    }
   ],
   "source": [
    "bd = metricBundles.makeBundlesDictFromList(bundleList)\n",
    "bg = metricBundles.MetricBundleGroup(bd, conn, outDir=outDir, resultsDb=resultsDb)\n",
    "bg.runAll()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1508d8e10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hp.mollview(bundleList[0].metricValues, max=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1548a27f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hp.mollview(bundleList[0].metricValues, max=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
