{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Imports and authentication\n", "Import some packages for data handling and plotting. Also import datalab code." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Python imports\n", "import numpy as N\n", "import pandas as pd\n", "from cStringIO import StringIO\n", "import pylab as p\n", "import matplotlib\n", "%matplotlib inline\n", "\n", "# Datalab imports\n", "from dl import authClient, queryClient\n", "\n", "# authentication token; use it for all your queries below\n", "token = authClient.login('anonymous')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Get a list of SMASH fields\n", "Let's get a sense of the SMASH field sky coverage. Select a list of all fields from the `field` table.\n", "### Query the database" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Inspect the returned result: it's a csv-formatted string:\n", "ra,dec,nexp,nobj\n", "103.81954,-36.918889,29,1751546\n", "145.212,-26.9897,32,1538828\n", "149.082,-27.9336,46,2313654\n", "\n" ] } ], "source": [ "# query DB for a list of all SMASH fields\n", "query = \"SELECT ra,dec,nexp,nobj FROM smash_dr1.field WHERE nexp IS NOT NULL AND nobj IS NOT NULL\" # define sql query as a string\n", "result = queryClient.query(token,adql=query,fmt='csv') # submit the query, using your authentication token\n", "print \"Inspect the returned result: it's a csv-formatted string:\"\n", "print result[:105]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load columns into arrays\n", "For easier handling, load the columns into arrays." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "fi = StringIO(result) # creates an in-RAM file (not on disk, just in RAM)\n", "ra,dec,nexp,nobj = N.loadtxt(fi,unpack=True,skiprows=1,delimiter=',') # reads columns from that 'file'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Convert coordinates to radians, with wrap-around for RA" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import astropy.units as u # units module\n", "from astropy.coordinates import SkyCoord\n", "\n", "# use a helper, don't re-invent the wheel\n", "c = SkyCoord(ra=ra*u.degree, dec=dec*u.degree, frame='icrs')\n", "ra = c.ra.wrap_at(180 * u.deg).radian # ra and ...\n", "dec = c.dec.radian # ... dec now in radians" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plot all-sky map of SMASH field positions" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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WLlzYfMGCBY2XLFnyz+LiYhvgTk1NzSopKfmZv5TNZT7uwgyGQ58QHKSXm+8I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BpWiZw7dw4mJqINoWsQBAcHIykpSWgZJTJgwABMmjRJaBkGj5eXF8lksmAiEkUe5ioYbsgbwB+M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\n7riD+vXru62jpqz4mqYRHx/PmjVrWL16tX3Tpk0mTdNEQEDACZvN9hOwB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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "p.figure(figsize=(8,4.2))\n", "p.subplot(111, projection=\"aitoff\")\n", "im = p.scatter(ra, dec, marker='o', s=nexp, c=N.log10(nobj), edgecolors='none',alpha=1)\n", "cb = p.colorbar(im)\n", "cb.set_label('log10 number of sources in field')\n", "p.title(r\"SMASH field positions. Blob size $\\propto$ nexp, color $\\propto$ log10(nobj)\",y=1.08)\n", "p.grid(True)\n", "p.xlabel('RA')\n", "p.ylabel('DEC')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Average photometry of all objects in one field\n", "Select from the `object` table all g and r mags of all sources in a single SMASH field. Apply some quality criteria. " ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [], "source": [ "fieldID = 169 # a specific SMASH field\n", "# note: the DB encodes 'no measurement' values as 99.99\n", "query = \"SELECT gmag,rmag FROM smash_dr1.object WHERE ABS(sharp)<0.5 AND fieldid=%d AND gmag<99 AND rmag<99\" % fieldID\n", "result = queryClient.query(token,adql=query,fmt='csv') # query the DB" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load results into a Pandas dataframe\n", "The returned result is a long, csv-formatted string. Let's place it into a Pandas dataframe for easier access." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Index([u'gmag', u'rmag'], dtype='object')\n" ] } ], "source": [ "df = pd.read_csv(StringIO(result))\n", "print df.columns # lists the names of the columns in dataframe" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Save to a CSV file\n", "You can easily save the table to a csv file, for later use." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [], "source": [ "filename = 'smash_avg_photo_field%d.csv' % fieldID\n", "df.to_csv(filename,index=False) # don't write the index column" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Download the CSV file" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "Click on this link to download file: smash_avg_photo_field169.csv (6.0 MB)" ], "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# get the file size\n", "import os\n", "filesize = os.path.getsize(filename) / 1024.**2 # in MB\n", "\n", "# display a download link\n", "from IPython.display import HTML\n", "HTML('Click on this link to download file: %s (%.1f MB)' % (filename,filename,filesize))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plot histograms and a color-magnitude diagram" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(28, 13)" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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8dNopwmWrLdovKNDptUSfGkD7WwFdChMTMD7eaykMwzAMwzD6C8lmXRmVvIv5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loqJMTvTWMWk6jRltyERHmLXyyH8WGLWRqn8hDfqw2GqbCcHs+L7TtVfPMWVXuZV8eCplicS/0B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m03kd+LJH2N+IESNGjBgx4glFvHOXmHw0ATQOfbLiwSG62SD7u+C85dRsQjY7IR4cEjcbO18E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\ndu4e2DkNCGbnyR1fQAvV0NdTEVYqw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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# make a figure\n", "fig = p.figure(figsize=(11,5))\n", "ax1 = fig.add_subplot(121)\n", "ax2 = fig.add_subplot(122)\n", "\n", "# mag histograms\n", "ax1.hist(df['gmag'],bins=100,histtype='step',color='b',label='g',lw=2,alpha=0.6)\n", "ax1.hist(df['rmag'],bins=100,histtype='step',color='r',label='r',lw=2,alpha=0.6)\n", "ax1.set_yscale('log')\n", "ax1.set_xlabel('mag')\n", "ax1.set_ylabel('number of sources')\n", "ax1.set_title('Magnitude histograms')\n", "ax1.legend(loc='upper left',frameon=False)\n", "\n", "# color-magnitude diagram (Hess diagram)\n", "im = ax2.hexbin(df['gmag']-df['rmag'],df['gmag'],gridsize=200,cmap=matplotlib.cm.viridis,norm=matplotlib.colors.LogNorm())\n", "cb = p.colorbar(im,aspect=40,pad=0.01)\n", "cb.set_label('number of sources per 2D bin')\n", "ax2.set_xlabel('g - r')\n", "ax2.set_ylabel('g')\n", "ax2.set_title('Color-magnitude (Hess) diagram')\n", "ax2.set_xlim(-3,3)\n", "ax2.set_ylim(28,13)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Time-series photometry of a specific object" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Get lightcurves of one object\n", "We can retrieve all calibrated magnitudes of a specific object, for all bands, and all epochs, from the `source` table." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [], "source": [ "objID = '169.429960' # this happens to be a RR Lyrae star in Hydra II\n", "# select columns Julian date, calibrated mag, filter\n", "# note: the DB encodes 'no measurement' values as 99.99\n", "query = \"SELECT mjd,cmag,filter FROM smash_dr1.source WHERE id='%s' AND cmag<99 ORDER BY mjd ASC\" % objID\n", "result = queryClient.query(token,adql=query,fmt='csv') # run the query\n", "df = pd.read_csv(StringIO(result)) # load to Pandas dataframe" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plot light-curves per-band\n", "Plot the light-curves of this source separately for every band. We also zoom in on a range of dates with interesting measurements." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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JOP/R8yx+fpHKH1ewiaXVuoAxw4ThDYThFIkz5IJDpKrQzUtJbMKvf/nX+fzZ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0FKE3G/8OlsmrZAG7lCDkusQ2nHKWZSCqbAhlUbWNa+jDOOOIO7nrtLu3uUUmoCbvBhMGXdPdUy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\nDo3LpLi/6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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "colors = ('b','g','y','m','r') # define plotting colors\n", "mjd0 = 57111 # zero-point Julian date\n", "for j,filt in enumerate(list('ugriz')):\n", " sel = (df['filter'] == filt) # selection: only one filter\n", " p.plot(df['mjd'][sel]-mjd0,df['cmag'][sel],marker='.',ms=4,ls='-',lw=1,color=colors[j],alpha=0.4,label=filt)\n", "\n", "p.xlabel('Julian date - %d' % mjd0)\n", "p.ylabel('cmag')\n", "p.xlim(0.9,2.4)\n", "p.ylim(22.2,20.9)\n", "p.legend(loc='lower center',frameon=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this range of dates there were no u and z-band measurements." ] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.13" } }, "nbformat": 4, "nbformat_minor": 2 }