diff --git a/.github/workflows/make_html_from_notebook.yml b/.github/workflows/make_html_from_notebook.yml index 05ff36f..61abc3a 100644 --- a/.github/workflows/make_html_from_notebook.yml +++ b/.github/workflows/make_html_from_notebook.yml @@ -4,21 +4,20 @@ on: #push: # paths: "**.ipynb" # Trigger on PRs that change the notebooks in some way - #pull_request: - #branches: [main] - #paths: "**.ipynb" - pull_request_review: - types: [submitted] + pull_request: + branches: [main] + paths: "**.ipynb" + #pull_request_review: + #types: [submitted] jobs: approved: - if: github.event.review.state == 'APPROVED' runs-on: ubuntu-latest steps: - run: echo "This PR was approved" - name: Check out repository code uses: actions/checkout@v4 with: - #Only checksout the branch that is being merged into master + #Only checkout the branch that is being merged into main ref: ${{ github.head_ref }} - name: Getting only the changed Notebooks # Gets only the changed files using an action from the marketplace @@ -38,7 +37,7 @@ jobs: jupyter nbconvert --to html ${notebooks[@]} fi - name: Push and commit new HTML files - #Commits changes to the branch being merged into master + #Commits changes to the branch being merged into main run: | git config user.name github-actions git config user.email github-actions@github.com diff --git a/TimeSeriesAnalysisRrLyraeStar/TimeSeriesAnalysisOfRrLyraeStar.ipynb b/TimeSeriesAnalysisRrLyraeStar/TimeSeriesAnalysisOfRrLyraeStar.ipynb index 7de3a39..ef6315b 100644 --- a/TimeSeriesAnalysisRrLyraeStar/TimeSeriesAnalysisOfRrLyraeStar.ipynb +++ b/TimeSeriesAnalysisRrLyraeStar/TimeSeriesAnalysisOfRrLyraeStar.ipynb @@ -1,928 +1,928 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "slideshow": { - "slide_type": "skip" - } - }, - "outputs": [], - "source": [ - "__author__ = 'Robert Nikutta , Astro Data Lab Team '\n", - "__version__ = '20230830' # yyyymmdd\n", - "__datasets__ = ['smash_dr2']\n", - "__keywords__ = ['science example', 'lightcurve', 'time-series', 'Lomb-Scargle', 'period', 'vospace:copy', 'RRLyrae']" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "# Time-series analysis of a RR Lyrae star\n", - "*Robert Nikutta & the Astro Data Lab Team*" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Table of contents\n", - "* [Imports & setup](#import)\n", - "* [Authentication](#login)\n", - "* [Query SMASH database for lightcurves](#querysmash)\n", - "* [Convert result to a convenient format](#convert)\n", - "* [Plot RA vs Dec](#scatterplot)\n", - "* [Plot time series](#plottimeseries)\n", - "* [Find period (Lomb-Scargle)](#lombscargle)\n", - "* [Fold and plot lightcurve](#fold)\n", - "* [Combine everything](#combine)\n", - "* [Store data to local file](#storelocal)\n", - "* [Copy data to your vospace](#copytovospace)\n", - "* [Further ideas](#ideas)\n", - "* [Resouces & references](#resources)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Goals\n", - "* Query Data Lab for the time-series of a (known) variable star\n", - "* Make simple diagnostic plots of the data\n", - "* Find the variability period via Lomb-Scargle periodogram\n", - "* Phase the time-series and plot the lightcurve\n", - "* Combine the analysis steps into one routine\n", - "* Store resulting data into local file\n", - "* Copy data to the remote virtual storage space" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Summary\n", - "We will study the variability of an astrophysical object as a function of time. In the Hydra II dwarf galaxy, one object is a RR Lyrae star. We will get the lightcurve for it from the SMASH survey's `source` table, and build the analysis step by step." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\n", - "# Disclaimer & attribution\n", - "If you use this notebook for your published science, please acknowledge the following:\n", - "\n", - "* Data Lab concept paper: Fitzpatrick et al., \"The NOAO Data Laboratory: a conceptual overview\", SPIE, 9149, 2014, http://dx.doi.org/10.1117/12.2057445\n", - "\n", - "* Data Lab disclaimer: https://datalab.noirlab.edu/disclaimers.php" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "skip" - } - }, - "source": [ - "\n", - "# Imports and setup" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "slideshow": { - "slide_type": "skip" - } - }, - "outputs": [], - "source": [ - "# std lib\n", - "from getpass import getpass\n", - "\n", - "# 3rd party\n", - "import numpy as np\n", - "import pylab as plt\n", - "from astropy import stats, units as u\n", - "from mpl_toolkits.axes_grid1.inset_locator import inset_axes, mark_inset\n", - "from matplotlib.ticker import MaxNLocator\n", - "%matplotlib inline\n", - "\n", - "# Data Lab\n", - "from dl import authClient as ac, queryClient as qc, storeClient as sc\n", - "from dl.helpers.utils import convert\n", - "\n", - "# plotting setup\n", - "fontsize = 14\n", - "plt.rcParams['font.size'] = fontsize\n", - "plt.rcParams['axes.titlesize'] = fontsize" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "skip" - } - }, - "source": [ - "\n", - "# Authentication\n", - "Much of the functionality of Data Lab can be accessed without explicitly logging in (the service then uses an anonymous login). But some capacities, for instance saving the results of your queries to your virtual storage space, require a login (i.e. you will need a registered user account).\n", - "\n", - "If you need to log in to Data Lab, un-comment the cell below and execute it:" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "slideshow": { - "slide_type": "skip" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "'demo00'" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "#token = ac.login(input(\"Enter user name: (+ENTER) \"),getpass(\"Enter password: (+ENTER) \"))\n", - "ac.whoAmI()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "\n", - "# Retrieve multi-band lightcurves of the star from the SMASH survey\n", - "We retrieve all calibrated magnitudes of a specific object, for all bands, and all epochs, from the `source` table." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "slideshow": { - "slide_type": "-" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CPU times: user 27.7 ms, sys: 2.79 ms, total: 30.5 ms\n", - "Wall time: 114 ms\n" - ] - } - ], - "source": [ - "\n", - "# Unique ID of a RR Lyrae star in Hydra II dwarf galaxy\n", - "objID = '169.429960'\n", - "\n", - "# Select columns: RA, Dec, modified Julian date, calibrated mag, uncertainties, filter band\n", - "# Note: this database table encodes 'no measurement' values as 99.99\n", - "# Order the returned rows by ascending mod. Julian date\n", - "query = \"\"\"SELECT id,ra,dec,mjd,cmag,cerr,filter\n", - " FROM smash_dr2.source\n", - " WHERE id='{:s}' AND cmag<99\n", - " ORDER BY mjd ASC\"\"\".format(objID)\n", - "result = qc.query(query) # by default the result is a CSV formatted string" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\n", - "# Convert result string to a convenient table format\n", - "The returned query result is a long string. Let's convert it to a more practical format, e.g. a Pandas dataframe. A Data Lab helper function accomplishes this very easily." - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Number of rows: 2667\n", - " id ra dec mjd cmag cerr filter\n", - "0 169.42996 185.431155 -31.995327 56371.327538 21.433147 0.020651 g\n", - "1 169.42996 185.431146 -31.995324 56371.328563 21.231598 0.022473 r\n", - "2 169.42996 185.431139 -31.995320 56371.329582 21.149094 0.026192 i\n", - "3 169.42996 185.431142 -31.995334 56371.330610 21.237938 0.045429 z\n", - "4 169.42996 185.431145 -31.995325 56371.331633 21.346725 0.015112 g\n" - ] - } - ], - "source": [ - "df = convert(result,'pandas')\n", - "print(\"Number of rows:\", df.size)\n", - "print(df.head()) # print first few rows" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The columns in the table can now be accessed by name, e.g.:" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0 185.431155\n", - "1 185.431146\n", - "2 185.431139\n", - "Name: ra, dtype: float64" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df['ra'][:3] # print first 3 elements in the RA column" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\n", - "# Plot RA vs Dec\n", - "We define a small plotting function. It can be re-used later." - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [], - "source": [ - "def plot_scatter(x,y,ax=None):\n", - " \n", - " if ax is None:\n", - " fig, ax = plt.subplots(figsize=(5,5))\n", - " \n", - " # apply units\n", - " x = (x*u.deg).to('arcsec')\n", - " y = (y*u.deg).to('arcsec')\n", - " \n", - " ax.plot(x-np.median(x),y-np.median(y),'bo',ms=3,alpha=0.6)\n", - " ax.set_xlabel('RA offset ({:s})'.format(x.unit))\n", - " ax.set_ylabel('DEC offset ({:s})'.format(y.unit))\n", - " ax.axvline(0,c='0.5',lw=1)\n", - " ax.axhline(0,c='0.5',lw=1)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Plot the RA and Dec coordinates of all observations for our source. They scatter around a median position:" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_scatter(df['ra'].values,df['dec'].values)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "\n", - "# Plot times series\n", - "Plot the light-curves of this source for any selected band. We also zoom in on a range of dates with clustered measurements." - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [], - "source": [ - "# define a function to select only measurements in one band\n", - "def get_data(df,band='g'):\n", - " sel = (df['filter'] == band) \n", - " t = df['mjd'][sel].values\n", - " y = df['cmag'][sel].values\n", - " dy = df['cerr'][sel].values\n", - " return t,y,dy # return time, magnitudes in one band, uncertainties" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "slideshow": { - "slide_type": "skip" - } - }, - "outputs": [], - "source": [ - "t,y,dy = get_data(df,'g') # select one band\n", - "\n", - "# a reusable function to plot the lightcurve\n", - "def plot_raw_lightcurve(t,y,dy,title='',ax=None,lperc=13,rperc=99):\n", - " \n", - " if ax is None:\n", - " fig, ax = plt.subplots(figsize=(10,7))\n", - " \n", - " jd0 = t.min() # modified Julian date offset\n", - " t = t-jd0 # first date of observations = 0\n", - " \n", - " axins = inset_axes(ax, 3.5, 1.3, loc=9) # make inset axes object\n", - " \n", - " left = np.percentile(t,lperc)\n", - " right = np.percentile(t,rperc)\n", - " ax.errorbar(t,y,yerr=dy,marker='.',ms=8,ls='none',color='g',lw=1,alpha=0.5,label='')\n", - " axins.errorbar(t,y,yerr=dy,marker='.',ms=8,ls='none',color='g',lw=1,alpha=0.5,label='')\n", - " axins.set_xlim(0.9999*left,1.0001*right)\n", - " axins.xaxis.set_major_locator(MaxNLocator(4))\n", - "\n", - " # Main panel chores\n", - " ax.set_xlabel('modified Julian date - {:g} (days)'.format(jd0))\n", - " ax.set_ylabel('magnitude')\n", - " ax.invert_yaxis()\n", - " ax.set_title(title)\n", - " #ax.legend(loc='lower left',frameon=True,ncol=1,markerscale=1.5)\n", - "\n", - " # draw bbox around inset; connect with parent axes\n", - " mark_inset(ax, axins, loc1=1, loc2=4, fc=\"none\", ec=\"0.5\",lw=1,alpha=0.7);" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_raw_lightcurve(t,y,dy,title='time series',ax=None)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "\n", - "# Find periodicity\n", - "One of many methods for finding the period of a variable is the Lomb-Scargle periodogram. It works in the Fourier domain. We'll apply it here to all measurements of our RR Lyrae star in a given band." - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [], - "source": [ - "def get_ls_periodogram(t,y,min_freq=1./1.,max_freq=1./0.1):\n", - " \n", - " \"\"\"Compute Lomb-Scargle periodogram.\n", - " \n", - " Parameters\n", - " ----------\n", - " t : array\n", - " Observation time array (e.g. MJD), ordered in ascending order.\n", - " \n", - " y : array\n", - " Magnitude measurements at times ``t``.\n", - " \n", - " min_freq, max_freq : float or None\n", - " The period finder can be guided by providing the min and max frequency\n", - " in the ``y`` signal, in units 1/t. \n", - " min_freq = 1/longest expected period (in days)\n", - " max_freq = 1/shortest expected perdiod (in days)\n", - " The defaults are typical for RR Lyrae variability (RR Lyrae usually\n", - " have a period of a fraction of one day).\n", - " \n", - " Returns\n", - " -------\n", - " period : array\n", - " Phased period of the time-variable signal (fraction of the phase).\n", - " \n", - " power : array\n", - " The periodogramm power as function if ``period``.\n", - " \n", - " \"\"\"\n", - " \n", - " # Use astropy's LombScargle class\n", - " ls = stats.LombScargle(t, y)\n", - "\n", - " # Compute the periodogram\n", - " # We guide the algorithm a bit:\n", - " # min_freq = 1/longest expected period (in days)\n", - " # max_freq = 1/shortest expected perdiod (in days)\n", - " # RR Lyrae usually have a period of a fraction of one day\n", - " frequency, power = ls.autopower(minimum_frequency=min_freq,maximum_frequency=max_freq)\n", - " period = 1./frequency # period is the inverse of frequency\n", - " \n", - " return period, power\n", - "\n", - "\n", - "def get_best_period(period,power):\n", - " \n", - " \"\"\"Return the period with highest power.\"\"\"\n", - " \n", - " return period[np.argmax(power)]" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "slideshow": { - "slide_type": "-" - } - }, - "outputs": [], - "source": [ - "# compute LS periodogram and from it, the best period\n", - "period, power = get_ls_periodogram(t,y)\n", - "best_period = get_best_period(period,power)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "# Plot periodogram" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [], - "source": [ - "def plot_periodogram(period,power,best_period=None,title='',ax=None):\n", - "\n", - " \"\"\"Plot a periodogram.\n", - " \n", - " Parameters\n", - " ----------\n", - " \n", - " period, power : array\n", - " The period and power 1-d arrays as returned by :func:`get_ls_periodogram()`\n", - " \n", - " best_period : float or None\n", - " If float, the value of this ``best_period`` will be marked in the plot.\n", - " \n", - " title : str\n", - " Title of the figure. Default: ''.\n", - " \n", - " ax : instance or None\n", - " If instance of axis class, will plot to that object. If None, will generate a new figure and axis object.\n", - " \"\"\"\n", - " \n", - " if ax is None:\n", - " fig, ax = plt.subplots(figsize=(10,7))\n", - " \n", - " ax.plot(period,power,lw=0.1)\n", - " ax.set_xlabel('period (days)')\n", - " ax.set_ylabel('relative power')\n", - " ax.set_title(title)\n", - " \n", - " if best_period is not None:\n", - " ax.axvline(best_period,color='r');\n", - " ax.text(0.03,0.93,'period = {:.3f} days'.format(best_period),transform=ax.transAxes,color='r')" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": { - "slideshow": { - "slide_type": "skip" - } - }, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_periodogram(period,power,best_period,title='SMASH obj ID: 169.429960')" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "-" - } - }, - "source": [ - "[Vivas et al. 2016](http://adsabs.harvard.edu/abs/2016AJ....151..118V) found with a (complementary!) phase dispersion minimization technique a period of 0.645 days. **We're in excellent agreement :-)**" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "\n", - "# Phase the entire lightcurve and plot it\n", - "With the true period computed, we can now \"phase\" (or \"fold\") the measured time series to produce a lightcurve as function of the period phase." - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [], - "source": [ - "def get_folded_phase(t,best_period):\n", - " \n", - " \"\"\"Fold the observation times with the best period of the variable signal.\"\"\"\n", - " \n", - " # light curve over period, take the remainder (i.e. the \"phase\" of one period)\n", - " phase = (t / best_period) % 1\n", - " \n", - " return phase" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [], - "source": [ - "def plot_folded_lightcurve(t,y,best_period,dy=None,ax=None):\n", - " \n", - " \"\"\"Plot folded lightcurve.\n", - " \n", - " Parameters\n", - " ----------\n", - " \n", - " t, y : array\n", - " Time and magnitude 1-d arrays\n", - " \n", - " best_period : float\n", - " True period of the signal.\n", - " \n", - " dy : array or None\n", - " If array, the values are the uncertainies on ``y``, and the plot will show errorbars.\n", - " If None, the plot will have no errorbars.\n", - " \n", - " ax : instance or None\n", - " If instance of axis class, will plot to that object. If None, will generate a new figure and axis object.\n", - " \"\"\"\n", - "\n", - " phase = get_folded_phase(t,best_period)\n", - " \n", - " if ax is None:\n", - " fig, ax = plt.subplots(figsize=(10,7))\n", - " \n", - " marker = '.'\n", - " ms = 10\n", - " lw = 1\n", - " color = 'g'\n", - " alpha = 0.6 \n", - " \n", - " if dy is not None:\n", - " ax.errorbar(phase,y,yerr=dy,marker=marker,ms=ms,ls='none',lw=lw,color=color,alpha=alpha)\n", - " else:\n", - " ax.plot(phase,y,marker=marker,ms=ms,ls='none',lw=lw,color=color,alpha=alpha)\n", - " \n", - " ax.set_title('phased lightcurve')\n", - " ax.invert_yaxis()\n", - " ax.set_xlabel('phase (days)')\n", - " ax.set_ylabel('magnitude');" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": { - "slideshow": { - "slide_type": "skip" - } - }, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_folded_lightcurve(t,y,best_period,dy=dy)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\n", - "# Combine everything\n", - "With our modular functions, we can now combine everything into one neat analysis." - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [], - "source": [ - "def do_everything(ra,dec,t,y,dy):\n", - " # make fig & axes\n", - " fig, axes = plt.subplots(2,2,figsize=(14,10))\n", - " \n", - " # plot data in sky\n", - " plot_scatter(ra,dec,ax=axes[0,0])\n", - " \n", - " # plot lightcurve data\n", - " plot_raw_lightcurve(t,y,dy,ax=axes[0,1])\n", - " \n", - " # plot periodogram\n", - " period, power = get_ls_periodogram(t,y)\n", - " best_period = get_best_period(period,power)\n", - " plot_periodogram(period,power,best_period,ax=axes[1,0])\n", - " \n", - " # plot folded lightcurve\n", - " plot_folded_lightcurve(t,y,best_period,dy=dy,ax=axes[1,1])\n", - " \n", - " fig.subplots_adjust(hspace=0.35,wspace=0.35)" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "do_everything(df['ra'].values,df['dec'].values,t,y,dy)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Package your analysis code in a simple Python source file, import, run here\n", - "All the functions we defined above can be placed in Python source code file, and thus easily transported to a different machine, run elsewhere, or imported and re-executed another time. Here, we placed all functions in the [`timeseries.py`](timeseries.py) file. To re-use the code, simply import it, and run the top-level function `do_everything` with your ra,dec,time and mag data. It should do the entire analysis in one go." - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "import timeseries\n", - "timeseries.do_everything(df['ra'].values,df['dec'].values,t,y,dy) # call with ra,dec,time,mag(=y),magerr(=dy)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\n", - "# Store the dataframe to a local file\n", - "You can easily export the data you've been working with to, for instance, a local CSV file:" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [], - "source": [ - "df.to_csv('./timeseries.csv',index=False)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**Open or download the local file:** [timeseries.csv](timeseries.csv)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\n", - "# Copy local file to your virtual storage space (vospace)\n", - "If you have logged in to Data Lab above, you have access to you own remote storage space called *vospace*. Let's copy the local file there, so that you can always access it later, even from a different computer!" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Copying file to vospace: (1 / 1) ./timeseries.csv -> vos://timeseries.csv\n" - ] - }, - { - "data": { - "text/plain": [ - "['OK']" - ] - }, - "execution_count": 23, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "print(\"Copying file to vospace: \",end=\"\")\n", - "sc.put(fr='./timeseries.csv',to='vos://timeseries.csv') # this copies to local file to your remote vospace" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "\n", - "# Some further ideas\n", - "\n", - "- Fit physical models of RR Lyrae pulsations\n", - "\n", - "- template-based fitting\n", - "\n", - "- run analysis on other variable stars\n", - "\n", - "- identify other variables" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "\n", - "# Resources and references\n", - "\n", - "Lomb, N.R. (1976) \"Least-squares frequency analysis of unequally spaced data\". Astrophysics and Space Science. 39 (2): 447–462: http://adsabs.harvard.edu/abs/1976Ap%26SS..39..447L\n", - "\n", - "Nidever et al. (2021) \"The Second Data Release of the Survey of the MAgellanic Stellar History (SMASH)\". The Astronomical Journal. 161, 74: https://ui.adsabs.harvard.edu/abs/2021AJ....161...74N\n", - "\n", - "Scargle, J. D. (1982) \"Studies in astronomical time series analysis. II - Statistical aspects of spectral analysis of unevenly spaced data\". Astrophysical Journal. 263, 835: http://adsabs.harvard.edu/doi/10.1086/160554\n", - "\n", - "Vivas et al. 2016 (2016, AJ, 151, 118) \"Variable Stars in the Field of the Hydra II Ultra-Faint Dwarf Galaxy\": http://adsabs.harvard.edu/abs/2016AJ....151..118V\n", - "\n", - "Jake VanderPlas' blog on Lomb-Scargle periodograms and on fitting RR Lyrae lightcurves with templates: https://jakevdp.github.io/blog/2015/06/13/lomb-scargle-in-python/\n", - "\n", - "Lomb-Scargle periodograms in `astropy`: http://docs.astropy.org/en/stable/stats/lombscargle.html\n", - "\n", - "RR Lyrae variables on wikipedia: https://en.wikipedia.org/wiki/RR_Lyrae_variable" - ] - } - ], - "metadata": { - "anaconda-cloud": {}, - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "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": "3.9.6" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "outputs": [], + "source": [ + "__author__ = 'Robert Nikutta , Astro Data Lab Team '\n", + "__version__ = '20240606' # yyyymmdd\n", + "__datasets__ = ['smash_dr2']\n", + "__keywords__ = ['science example', 'lightcurve', 'time-series', 'Lomb-Scargle', 'period', 'vospace:copy', 'RRLyrae']" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "# Time-series analysis of a RR Lyrae star\n", + "*Robert Nikutta & the Astro Data Lab Team*" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Table of contents\n", + "* [Imports & setup](#import)\n", + "* [Authentication](#login)\n", + "* [Query SMASH database for lightcurves](#querysmash)\n", + "* [Convert result to a convenient format](#convert)\n", + "* [Plot RA vs Dec](#scatterplot)\n", + "* [Plot time series](#plottimeseries)\n", + "* [Find period (Lomb-Scargle)](#lombscargle)\n", + "* [Fold and plot lightcurve](#fold)\n", + "* [Combine everything](#combine)\n", + "* [Store data to local file](#storelocal)\n", + "* [Copy data to your vospace](#copytovospace)\n", + "* [Further ideas](#ideas)\n", + "* [Resouces & references](#resources)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Goals\n", + "* Query Data Lab for the time-series of a (known) variable star\n", + "* Make simple diagnostic plots of the data\n", + "* Find the variability period via Lomb-Scargle periodogram\n", + "* Phase the time-series and plot the lightcurve\n", + "* Combine the analysis steps into one routine\n", + "* Store resulting data into local file\n", + "* Copy data to the remote virtual storage space" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Summary\n", + "We will study the variability of an astrophysical object as a function of time. In the Hydra II dwarf galaxy, one object is a RR Lyrae star. We will get the lightcurve for it from the SMASH survey's `source` table, and build the analysis step by step." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "# Disclaimer & attribution\n", + "If you use this notebook for your published science, please acknowledge the following:\n", + "\n", + "* Data Lab concept paper: Fitzpatrick et al., \"The NOAO Data Laboratory: a conceptual overview\", SPIE, 9149, 2014, http://dx.doi.org/10.1117/12.2057445\n", + "\n", + "* Data Lab disclaimer: https://datalab.noirlab.edu/disclaimers.php" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "source": [ + "\n", + "# Imports and setup" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "outputs": [], + "source": [ + "# std lib\n", + "from getpass import getpass\n", + "\n", + "# 3rd party\n", + "import numpy as np\n", + "import pylab as plt\n", + "from astropy import stats, units as u\n", + "from mpl_toolkits.axes_grid1.inset_locator import inset_axes, mark_inset\n", + "from matplotlib.ticker import MaxNLocator\n", + "%matplotlib inline\n", + "\n", + "# Data Lab\n", + "from dl import authClient as ac, queryClient as qc, storeClient as sc\n", + "from dl.helpers.utils import convert\n", + "\n", + "# plotting setup\n", + "fontsize = 14\n", + "plt.rcParams['font.size'] = fontsize\n", + "plt.rcParams['axes.titlesize'] = fontsize" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "source": [ + "\n", + "# Authentication\n", + "Much of the functionality of Data Lab can be accessed without explicitly logging in (the service then uses an anonymous login). But some capacities, for instance saving the results of your queries to your virtual storage space, require a login (i.e. you will need a registered user account).\n", + "\n", + "If you need to log in to Data Lab, un-comment the cell below and execute it:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "'demo00'" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#token = ac.login(input(\"Enter user name: (+ENTER) \"),getpass(\"Enter password: (+ENTER) \"))\n", + "ac.whoAmI()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "\n", + "# Retrieve multi-band lightcurves of the star from the SMASH survey\n", + "We retrieve all calibrated magnitudes of a specific object, for all bands, and all epochs, from the `source` table." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "slideshow": { + "slide_type": "-" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 27.7 ms, sys: 2.79 ms, total: 30.5 ms\n", + "Wall time: 114 ms\n" + ] + } + ], + "source": [ + "\n", + "# Unique ID of a RR Lyrae star in Hydra II dwarf galaxy\n", + "objID = '169.429960'\n", + "\n", + "# Select columns: RA, Dec, modified Julian date, calibrated mag, uncertainties, filter band\n", + "# Note: this database table encodes 'no measurement' values as 99.99\n", + "# Order the returned rows by ascending mod. Julian date\n", + "query = \"\"\"SELECT id,ra,dec,mjd,cmag,cerr,filter\n", + " FROM smash_dr2.source\n", + " WHERE id='{:s}' AND cmag<99\n", + " ORDER BY mjd ASC\"\"\".format(objID)\n", + "result = qc.query(query) # by default the result is a CSV formatted string" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "# Convert result string to a convenient table format\n", + "The returned query result is a long string. Let's convert it to a more practical format, e.g. a Pandas dataframe. A Data Lab helper function accomplishes this very easily." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of rows: 2667\n", + " id ra dec mjd cmag cerr filter\n", + "0 169.42996 185.431155 -31.995327 56371.327538 21.433147 0.020651 g\n", + "1 169.42996 185.431146 -31.995324 56371.328563 21.231598 0.022473 r\n", + "2 169.42996 185.431139 -31.995320 56371.329582 21.149094 0.026192 i\n", + "3 169.42996 185.431142 -31.995334 56371.330610 21.237938 0.045429 z\n", + "4 169.42996 185.431145 -31.995325 56371.331633 21.346725 0.015112 g\n" + ] + } + ], + "source": [ + "df = convert(result,'pandas')\n", + "print(\"Number of rows:\", df.size)\n", + "print(df.head()) # print first few rows" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The columns in the table can now be accessed by name, e.g.:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 185.431155\n", + "1 185.431146\n", + "2 185.431139\n", + "Name: ra, dtype: float64" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['ra'][:3] # print first 3 elements in the RA column" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "# Plot RA vs Dec\n", + "We define a small plotting function. It can be re-used later." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "def plot_scatter(x,y,ax=None):\n", + " \n", + " if ax is None:\n", + " fig, ax = plt.subplots(figsize=(5,5))\n", + " \n", + " # apply units\n", + " x = (x*u.deg).to('arcsec')\n", + " y = (y*u.deg).to('arcsec')\n", + " \n", + " ax.plot(x-np.median(x),y-np.median(y),'bo',ms=3,alpha=0.6)\n", + " ax.set_xlabel('RA offset ({:s})'.format(x.unit))\n", + " ax.set_ylabel('DEC offset ({:s})'.format(y.unit))\n", + " ax.axvline(0,c='0.5',lw=1)\n", + " ax.axhline(0,c='0.5',lw=1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plot the RA and Dec coordinates of all observations for our source. They scatter around a median position:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_scatter(df['ra'].values,df['dec'].values)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "\n", + "# Plot times series\n", + "Plot the light-curves of this source for any selected band. We also zoom in on a range of dates with clustered measurements." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "# define a function to select only measurements in one band\n", + "def get_data(df,band='g'):\n", + " sel = (df['filter'] == band) \n", + " t = df['mjd'][sel].values\n", + " y = df['cmag'][sel].values\n", + " dy = df['cerr'][sel].values\n", + " return t,y,dy # return time, magnitudes in one band, uncertainties" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "outputs": [], + "source": [ + "t,y,dy = get_data(df,'g') # select one band\n", + "\n", + "# a reusable function to plot the lightcurve\n", + "def plot_raw_lightcurve(t,y,dy,title='',ax=None,lperc=13,rperc=99):\n", + " \n", + " if ax is None:\n", + " fig, ax = plt.subplots(figsize=(10,7))\n", + " \n", + " jd0 = t.min() # modified Julian date offset\n", + " t = t-jd0 # first date of observations = 0\n", + " \n", + " axins = inset_axes(ax, 3.5, 1.3, loc=9) # make inset axes object\n", + " \n", + " left = np.percentile(t,lperc)\n", + " right = np.percentile(t,rperc)\n", + " ax.errorbar(t,y,yerr=dy,marker='.',ms=8,ls='none',color='g',lw=1,alpha=0.5,label='')\n", + " axins.errorbar(t,y,yerr=dy,marker='.',ms=8,ls='none',color='g',lw=1,alpha=0.5,label='')\n", + " axins.set_xlim(0.9999*left,1.0001*right)\n", + " axins.xaxis.set_major_locator(MaxNLocator(4))\n", + "\n", + " # Main panel chores\n", + " ax.set_xlabel('modified Julian date - {:g} (days)'.format(jd0))\n", + " ax.set_ylabel('magnitude')\n", + " ax.invert_yaxis()\n", + " ax.set_title(title)\n", + " #ax.legend(loc='lower left',frameon=True,ncol=1,markerscale=1.5)\n", + "\n", + " # draw bbox around inset; connect with parent axes\n", + " mark_inset(ax, axins, loc1=1, loc2=4, fc=\"none\", ec=\"0.5\",lw=1,alpha=0.7);" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_raw_lightcurve(t,y,dy,title='time series',ax=None)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "\n", + "# Find periodicity\n", + "One of many methods for finding the period of a variable is the Lomb-Scargle periodogram. It works in the Fourier domain. We'll apply it here to all measurements of our RR Lyrae star in a given band." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "def get_ls_periodogram(t,y,min_freq=1./1.,max_freq=1./0.1):\n", + " \n", + " \"\"\"Compute Lomb-Scargle periodogram.\n", + " \n", + " Parameters\n", + " ----------\n", + " t : array\n", + " Observation time array (e.g. MJD), ordered in ascending order.\n", + " \n", + " y : array\n", + " Magnitude measurements at times ``t``.\n", + " \n", + " min_freq, max_freq : float or None\n", + " The period finder can be guided by providing the min and max frequency\n", + " in the ``y`` signal, in units 1/t. \n", + " min_freq = 1/longest expected period (in days)\n", + " max_freq = 1/shortest expected perdiod (in days)\n", + " The defaults are typical for RR Lyrae variability (RR Lyrae usually\n", + " have a period of a fraction of one day).\n", + " \n", + " Returns\n", + " -------\n", + " period : array\n", + " Phased period of the time-variable signal (fraction of the phase).\n", + " \n", + " power : array\n", + " The periodogramm power as function if ``period``.\n", + " \n", + " \"\"\"\n", + " \n", + " # Use astropy's LombScargle class\n", + " ls = stats.LombScargle(t, y)\n", + "\n", + " # Compute the periodogram\n", + " # We guide the algorithm a bit:\n", + " # min_freq = 1/longest expected period (in days)\n", + " # max_freq = 1/shortest expected perdiod (in days)\n", + " # RR Lyrae usually have a period of a fraction of one day\n", + " frequency, power = ls.autopower(minimum_frequency=min_freq,maximum_frequency=max_freq)\n", + " period = 1./frequency # period is the inverse of frequency\n", + " \n", + " return period, power\n", + "\n", + "\n", + "def get_best_period(period,power):\n", + " \n", + " \"\"\"Return the period with highest power.\"\"\"\n", + " \n", + " return period[np.argmax(power)]" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "slideshow": { + "slide_type": "-" + } + }, + "outputs": [], + "source": [ + "# compute LS periodogram and from it, the best period\n", + "period, power = get_ls_periodogram(t,y)\n", + "best_period = get_best_period(period,power)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "# Plot periodogram" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "def plot_periodogram(period,power,best_period=None,title='',ax=None):\n", + "\n", + " \"\"\"Plot a periodogram.\n", + " \n", + " Parameters\n", + " ----------\n", + " \n", + " period, power : array\n", + " The period and power 1-d arrays as returned by :func:`get_ls_periodogram()`\n", + " \n", + " best_period : float or None\n", + " If float, the value of this ``best_period`` will be marked in the plot.\n", + " \n", + " title : str\n", + " Title of the figure. Default: ''.\n", + " \n", + " ax : instance or None\n", + " If instance of axis class, will plot to that object. If None, will generate a new figure and axis object.\n", + " \"\"\"\n", + " \n", + " if ax is None:\n", + " fig, ax = plt.subplots(figsize=(10,7))\n", + " \n", + " ax.plot(period,power,lw=0.1)\n", + " ax.set_xlabel('period (days)')\n", + " ax.set_ylabel('relative power')\n", + " ax.set_title(title)\n", + " \n", + " if best_period is not None:\n", + " ax.axvline(best_period,color='r');\n", + " ax.text(0.03,0.93,'period = {:.3f} days'.format(best_period),transform=ax.transAxes,color='r')" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_periodogram(period,power,best_period,title='SMASH obj ID: 169.429960')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "-" + } + }, + "source": [ + "[Vivas et al. 2016](http://adsabs.harvard.edu/abs/2016AJ....151..118V) found with a (complementary!) phase dispersion minimization technique a period of 0.645 days. **We're in excellent agreement :-)**" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "\n", + "# Phase the entire lightcurve and plot it\n", + "With the true period computed, we can now \"phase\" (or \"fold\") the measured time series to produce a lightcurve as function of the period phase." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "def get_folded_phase(t,best_period):\n", + " \n", + " \"\"\"Fold the observation times with the best period of the variable signal.\"\"\"\n", + " \n", + " # light curve over period, take the remainder (i.e. the \"phase\" of one period)\n", + " phase = (t / best_period) % 1\n", + " \n", + " return phase" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "def plot_folded_lightcurve(t,y,best_period,dy=None,ax=None):\n", + " \n", + " \"\"\"Plot folded lightcurve.\n", + " \n", + " Parameters\n", + " ----------\n", + " \n", + " t, y : array\n", + " Time and magnitude 1-d arrays\n", + " \n", + " best_period : float\n", + " True period of the signal.\n", + " \n", + " dy : array or None\n", + " If array, the values are the uncertainies on ``y``, and the plot will show errorbars.\n", + " If None, the plot will have no errorbars.\n", + " \n", + " ax : instance or None\n", + " If instance of axis class, will plot to that object. If None, will generate a new figure and axis object.\n", + " \"\"\"\n", + "\n", + " phase = get_folded_phase(t,best_period)\n", + " \n", + " if ax is None:\n", + " fig, ax = plt.subplots(figsize=(10,7))\n", + " \n", + " marker = '.'\n", + " ms = 10\n", + " lw = 1\n", + " color = 'g'\n", + " alpha = 0.6 \n", + " \n", + " if dy is not None:\n", + " ax.errorbar(phase,y,yerr=dy,marker=marker,ms=ms,ls='none',lw=lw,color=color,alpha=alpha)\n", + " else:\n", + " ax.plot(phase,y,marker=marker,ms=ms,ls='none',lw=lw,color=color,alpha=alpha)\n", + " \n", + " ax.set_title('phased lightcurve')\n", + " ax.invert_yaxis()\n", + " ax.set_xlabel('phase (days)')\n", + " ax.set_ylabel('magnitude');" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_folded_lightcurve(t,y,best_period,dy=dy)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "# Combine everything\n", + "With our modular functions, we can now combine everything into one neat analysis." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "def do_everything(ra,dec,t,y,dy):\n", + " # make fig & axes\n", + " fig, axes = plt.subplots(2,2,figsize=(14,10))\n", + " \n", + " # plot data in sky\n", + " plot_scatter(ra,dec,ax=axes[0,0])\n", + " \n", + " # plot lightcurve data\n", + " plot_raw_lightcurve(t,y,dy,ax=axes[0,1])\n", + " \n", + " # plot periodogram\n", + " period, power = get_ls_periodogram(t,y)\n", + " best_period = get_best_period(period,power)\n", + " plot_periodogram(period,power,best_period,ax=axes[1,0])\n", + " \n", + " # plot folded lightcurve\n", + " plot_folded_lightcurve(t,y,best_period,dy=dy,ax=axes[1,1])\n", + " \n", + " fig.subplots_adjust(hspace=0.35,wspace=0.35)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "do_everything(df['ra'].values,df['dec'].values,t,y,dy)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Package your analysis code in a simple Python source file, import, run here\n", + "All the functions we defined above can be placed in Python source code file, and thus easily transported to a different machine, run elsewhere, or imported and re-executed another time. Here, we placed all functions in the [`timeseries.py`](timeseries.py) file. To re-use the code, simply import it, and run the top-level function `do_everything` with your ra,dec,time and mag data. It should do the entire analysis in one go." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import timeseries\n", + "timeseries.do_everything(df['ra'].values,df['dec'].values,t,y,dy) # call with ra,dec,time,mag(=y),magerr(=dy)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "# Store the dataframe to a local file\n", + "You can easily export the data you've been working with to, for instance, a local CSV file:" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "df.to_csv('./timeseries.csv',index=False)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Open or download the local file:** [timeseries.csv](timeseries.csv)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "# Copy local file to your virtual storage space (vospace)\n", + "If you have logged in to Data Lab above, you have access to you own remote storage space called *vospace*. Let's copy the local file there, so that you can always access it later, even from a different computer!" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Copying file to vospace: (1 / 1) ./timeseries.csv -> vos://timeseries.csv\n" + ] + }, + { + "data": { + "text/plain": [ + "['OK']" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "print(\"Copying file to vospace: \",end=\"\")\n", + "sc.put(fr='./timeseries.csv',to='vos://timeseries.csv') # this copies to local file to your remote vospace" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "\n", + "# Some further ideas\n", + "\n", + "- Fit physical models of RR Lyrae pulsations\n", + "\n", + "- template-based fitting\n", + "\n", + "- run analysis on other variable stars\n", + "\n", + "- identify other variables" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "\n", + "# Resources and references\n", + "\n", + "Lomb, N.R. (1976) \"Least-squares frequency analysis of unequally spaced data\". Astrophysics and Space Science. 39 (2): 447–462: http://adsabs.harvard.edu/abs/1976Ap%26SS..39..447L\n", + "\n", + "Nidever et al. (2021) \"The Second Data Release of the Survey of the MAgellanic Stellar History (SMASH)\". The Astronomical Journal. 161, 74: https://ui.adsabs.harvard.edu/abs/2021AJ....161...74N\n", + "\n", + "Scargle, J. D. (1982) \"Studies in astronomical time series analysis. II - Statistical aspects of spectral analysis of unevenly spaced data\". Astrophysical Journal. 263, 835: http://adsabs.harvard.edu/doi/10.1086/160554\n", + "\n", + "Vivas et al. 2016 (2016, AJ, 151, 118) \"Variable Stars in the Field of the Hydra II Ultra-Faint Dwarf Galaxy\": http://adsabs.harvard.edu/abs/2016AJ....151..118V\n", + "\n", + "Jake VanderPlas' blog on Lomb-Scargle periodograms and on fitting RR Lyrae lightcurves with templates: https://jakevdp.github.io/blog/2015/06/13/lomb-scargle-in-python/\n", + "\n", + "Lomb-Scargle periodograms in `astropy`: http://docs.astropy.org/en/stable/stats/lombscargle.html\n", + "\n", + "RR Lyrae variables on wikipedia: https://en.wikipedia.org/wiki/RR_Lyrae_variable" + ] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.9.6" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +}