{ "cells": [ { "metadata": {}, "cell_type": "markdown", "source": "# Measure the Milky Way with Stars \n## RR Lyrae Stars as Standard Candles", "attachments": {} }, { "metadata": {}, "cell_type": "markdown", "source": "How can we measure astronomical distances? One technique is to use \"standard candles\", which are astronomical objects that have well-known brightnesses. By measuring how bright an object appears to us and knowing the actual brightness from some analysis, we can work out how far the object is from us. We employ the \"inverse square law\" for light to make this happen and do a bit of math.\n\n

Look for the variable stars. They seem to blink.

\n\n## Need more on how we use variable stars to measure distance?\nIf you are new to the idea of variable stars as tools for measuring distances, start with these:\n* [OpenStax Astronomy: Variable Stars - One Key to Cosmic Distances](https://cnx.org/contents/LnN76Opl@21.8:vdWWIntw@8/19-3-Variable-Stars-One-Key-to-Cosmic-Distances). \n* [Measuring the the Milky Way with RR Lyrae Stars, a presentation by J Newland](https://docs.google.com/presentation/d/18IaOORqe0qh4A5u7A5SULAgiyDVl1sOz0sP0g7rmOns/edit?usp=sharing) " }, { "metadata": {}, "cell_type": "markdown", "source": "## Inverse Square Law\nWhen light leaves the surface of an astronomical object, like a star's photosphere, the resulting light spreads out radially in all directions at the speed of light. All the energy emitted at that same instant can be thought of as being spread out over surface of a sphere. As this imaginary sphere gets bigger, the light gets more spread out. This is why distance matters when looking at a light source. Note the equation for the surface area of a sphere:\n\\begin{equation*}\nA=4\\pi{R^2}\n\\end{equation*}\nThe closer you are, the more concentrated the light is because the sphere over which it is spread is smaller (smaller radius, R). The farther you get from the source, the bigger the sphere must be when it reaches you (larger radius, R) and consequently, the light is spread out more and so the source seems dimmer.\n

Illustration of inverse square law.

\n\nThe physical properties of electromagnetic radiation eminating from a star or other astronomical object is best described using flux which is related to power which is related to energy. Another common way to describe light leaving an astronomical object is through the concept of luminosity. The Stefan-Boltzman relation connections the energy density of a star (how much energy leaves 1 square meter of the star's surfce) and the star's temperature.\n\n\\begin{equation*}\nL=\\sigma{T^4}\\>[\\mathbf{W/m^2}]\n\\end{equation*}\n\nWe can find the power emitted by the star if we include the entire spherical surface of the star\n\n\\begin{equation*}\nL=\\sigma{T^4}(4\\pi{R^2})\\>[\\mathbf{W}]\n\\end{equation*}\n\nDon't forget that astronomers can determine the surface temperature of a star using Wien's law. Once the peak wavelength of the light from the star is found, we can get the temperature using the relation:\n\n\\begin{equation*}\n\\lambda_{peak}\\cdot{T}=constant\\>[\\mathbf{m\\cdot{K}}]\n\\end{equation*}\n\n## Magnitude vs Luminosity\nFor historical and convenience reasons, astronomers use a system called magnitude dating back to Hipparcos which uses the star Vega as a reference star. There are many peculiarlities with magnitude. For example a negative magnitude represents a brighter object than does a positive magnitude. Another useful point is that just using light from an image, astronomers can quickly measure the magnitude as seen from earth, the apparent magnitude. That leaves some work to do to get turn the physical brightness or luminosity of the object into the absolute magnitude. The magnitude scale is clunky but still in use - for now." }, { "metadata": {}, "cell_type": "markdown", "source": "## Globular Clusters\nA globular cluster is a very old grouping of stars usually found in the halo or the central region of a galaxy. NGC 3201 is one such globular cluster found in the Milky Way Galaxy. The images used for this activity were taken using the [Skynet Robitic Telescope Network](https://skynet.unc.edu/) run by the University of North Carolina. Yes... they called a robotic telescope system Skynet. The globular cluster was imaged 5 times in a single night by the system. This way, any star that has a periodic change of a day or so will show up in the series of images.\n\n

\n\nGlobular Cluster NGC 3201

\n\nFor this activity, we are going to study images taken of a variable star in a globular cluster over a single night. This star is known as an RR Lyrae variable star which varies over a period of less than one day. All stars that fall into this class have approximately the same absolute luminosity. That means if all RR Lyrae stars were the same distance from the observer, they would all appear the same brightness.\n\nBut stars are, of course, spread out across a galaxy and ours is no exception. So RR Lyrae stars appear to be different brightnesses due to their distances. " }, { "metadata": {}, "cell_type": "markdown", "source": "## Choosing a target\nWe will study [one such star](http://simbad.u-strasbg.fr/simbad/sim-id?Ident=Cl*+NGC+3201+++++LS+++++358&NbIdent=1) in a globular cluster visible from Earth's southern hemisphere.\n\nIn order to determine the magnitude of the star, we will need a [known calibration star](http://simbad.u-strasbg.fr/simbad/sim-id?Ident=Cl*+NGC+3201+++CWFD++3-106&NbIdent=1) that is in the field and near the target star. Note that here we have zoomed in a lot on our target star. At this level in this image the only things visible are stars (no galaxies or such) and almost every star visible is a part of the globular cluster.\n

\nZooming in on the target.

" }, { "metadata": {}, "cell_type": "markdown", "source": "Using the [Aladin Sky Atlas](https://aladin.u-strasbg.fr/), we can overlay data from previous surveys onto the image we took. Note the cirlcles and labels. Some objects have known proper motion values and some are known to be variable stars.\n\n

\n\nImage loaded into Aladin Sky Atlas with with Simbad source data overlaid.

\n\nNote the types of objects seen:\n* inCl* - source is a star and part of the cluster.\n* BlueStraggler - source is likely result of smaller, redder [stars merging](http://astronomy.swin.edu.au/cosmos/b/blue+stragglers)\n* RGB* - source is a star that has left the main sequence and moved to the [red giant branch](http://astronomy.swin.edu.au/cosmos/H/Horizontal+Branch+stars) of the HR diagram\n* RRLyr - source is a variable star similar to [RR Lyrae](http://astronomy.swin.edu.au/cosmos/R/RR+Lyrae) with a period less than one day and a known absolute magnitude\n* Star - source is a star and not necessarily a member of the cluster\n* X - source is an X-ray emitter such as a pulsar (neutron star), or black hole.\n\n\n

\n\nList of targets visible in the field above.

" }, { "metadata": { "scrolled": false, "trusted": true }, "cell_type": "code", "source": "# If you are using Microsoft Azure Notebook, uncomment the line below by removing the #\n# We need this line to include the non-standard SEP aperture photometry package.\n!pip install --no-deps sep", "execution_count": 3, "outputs": [ { "output_type": "stream", "text": "Collecting sep\n\u001b[?25l Downloading https://files.pythonhosted.org/packages/e1/a5/ee7e82c7e32eb74ec86048c2f9007b169c66d7eb4a3593bfca40a566aacc/sep-1.0.3.tar.gz (281kB)\n\u001b[K |████████████████████████████████| 286kB 3.9MB/s eta 0:00:01\n\u001b[?25hBuilding wheels for collected packages: sep\n Building wheel for sep (setup.py) ... \u001b[?25ldone\n\u001b[?25h Stored in directory: /home/nbuser/.cache/pip/wheels/d3/94/cd/40b65fc02bd2d75eeb39d5c631d70f5b9483cbb77f396708a9\nSuccessfully built sep\nInstalling collected packages: sep\nSuccessfully installed sep-1.0.3\n\u001b[33mWARNING: You are using pip version 19.1.1, however version 19.2.1 is available.\nYou should consider upgrading via the 'pip install --upgrade pip' command.\u001b[0m\n", "name": "stdout" } ] }, { "metadata": { "scrolled": false, "trusted": true }, "cell_type": "code", "source": "# Let's import the packages and libraries to help us do our analysis.\n# The NumPy package is extremely useful and very common in scientific Python coding.\nimport numpy as np\n# The SEP package is rather specific to our task of performing aperture photometry\nimport sep\n# We import the math package to make our calculations easier to code.\nimport math", "execution_count": 4, "outputs": [] }, { "metadata": { "scrolled": false, "trusted": true }, "cell_type": "code", "source": "# additional setup for reading the test image and displaying plots\nfrom astropy.utils.data import download_file\nfrom astropy.io import fits\n\n# The MatplotLib package is extremely useful and very common for making plots and displaying images.\nimport matplotlib.pyplot as plt\nfrom matplotlib import rcParams\n\n# Let's make Jupyter and Matplotlib work together\n%matplotlib inline\n\n# This determines the size of the images we display. \nrcParams['figure.figsize'] = [8., 8.]", "execution_count": 5, "outputs": [] }, { "metadata": { "scrolled": false, "trusted": true }, "cell_type": "code", "source": "# The known apparent magnitude of calibration star Cl* NGC 3201 CWFD 3-106 \n# in the visual or green band according to the Simbad database.\n# http://simbad.u-strasbg.fr/simbad/sim-id?Ident=Cl*+NGC+3201+CWFD+3-106\nm_calibration = 14.81\n\n# The known absolute magnitude of target star Cl* NGC 3201 LS 358\n# https://iopscience.iop.org/article/10.1086/344948\nM_target = 0.58", "execution_count": 6, "outputs": [] }, { "metadata": { "scrolled": false, "trusted": true }, "cell_type": "code", "source": "# Convenience function for mirroring a image about X and Y\n# One of the FITS images was flipped horizontally and vertically and this function helps us fix that.\ndef mirror_data(data):\n dataout = np.array(data)\n rows = len(data)\n cols = len(data[0])\n for r in range(rows):\n for c in range(cols):\n dataout[rows-1-r][cols-1-c] = data[r][c]\n return dataout", "execution_count": 7, "outputs": [] }, { "metadata": {}, "cell_type": "markdown", "source": "## Distance Modulus\nIf the apparent magnitude and the absolute magnitude of a source are known, once can determine the distance to the source in parsecs using the [distance modulus](https://astro.unl.edu/naap/distance/distance_modulus.html) relation. Small m is the apparent magnitude of the source. Big M is the absolute magnitude of the source. The distance is then d. Note the base of the logarithm is 10 in this case. The distance modulus is logarithmic in nature but it is also based on historical uses of magnitudes. Hence a distance modulus of 5 corresponds to a distance of 100 pc. The absolute magnitude scale is based on objects all being located 100 pc away from the viewer. Another example: a magnitude 1 star is exactly 100 times brighter than a magnitude 6 star.\n\\begin{equation*}\nm - M = -5 + 5\\cdot log_{10}(d)\n\\end{equation*}" }, { "metadata": {}, "cell_type": "markdown", "source": "# Coding and Questions\n### If you need to install Python and Jupyter notebook, the best bet is to [install Anaconda](https://www.anaconda.com/distribution/).\n* Follow the directions and answer the questions listed in the comments of a given block of code.\n* Don't be afraid to experiment! This is an interactive lesson using coding. There is always the undo button!\n* The code used here is Python 3 which is common for scientific computing. This isn't the only language used in science by any means. It just works well for our purposes here.\n* Answer questions directly in the code block using comments. That will be part of your finished product!\n* The # means just that line is a comment\n* The \"\"\" ... \"\"\" means everthing between the triple quotes is a comment and can span multiple lines.\n* Include your name, the date, and class or period information. Be sure not to leave out any group members!" }, { "metadata": { "scrolled": false, "trusted": true }, "cell_type": "code", "source": "# Example of a single line comment\n\"\"\" \n Example of multi-line comment\n\"\"\"", "execution_count": 8, "outputs": [ { "output_type": "execute_result", "execution_count": 8, "data": { "text/plain": "' \\n Example of multi-line comment\\n'" }, "metadata": {} } ] }, { "metadata": { "scrolled": false, "trusted": true }, "cell_type": "code", "source": "\"\"\" \n Function to find the distance of an astronomical object in parsecs \n if given the apparent, m, and absolute, M, magnitudes of the object.\n\n Use some algebra and re-arrange the distance modulus equation to return \n the distance in parsecs of the object\n Don't forget how exponents work: x^2 (x squared) would be written as x**2\n\"\"\"\ndef distance_modulus(m,M):\n return 10**( (m-M)/5 +1)\n # Students see:\n # return ...", "execution_count": 9, "outputs": [] }, { "metadata": { "scrolled": false, "trusted": true }, "cell_type": "code", "source": "\"\"\"\n Testing the distance modulus: should be approximately 1.0 for the Sun\n m = -26.76 and M =4.81\n There are 648000 arcseconds in 180 degrees of arc. Why do we need that conversion here?\n Is your result close enough to be useful? How can you tell?\n Compare your result with another student.\n\"\"\"\nprint(distance_modulus(-26.76,4.81)*648000/math.pi)", "execution_count": 10, "outputs": [ { "output_type": "stream", "text": "1.0009793845988386\n", "name": "stdout" } ] }, { "metadata": { "scrolled": false, "trusted": true }, "cell_type": "code", "source": "\"\"\" \n Function to find the apparent magnitude of an object if given the\n flux (or counts) found via aperture photometry.\n http://classic.sdss.org/dr7/algorithms/fluxcal.html\n This function depends on the filters used and the mininum about of \n flux the filter allows. Likely you shouldn't change anything here.\n\"\"\"\ndef app_mag(flux):\n return -2.5*math.log10(flux/(25.11*10**8))", "execution_count": 11, "outputs": [] }, { "metadata": { "scrolled": false, "trusted": true }, "cell_type": "code", "source": "\"\"\" \n Testing the apparent magnitude function: \n should be 14.81 for our calibration star according to literature.\n https://iopscience.iop.org/article/10.1086/344948\n\"\"\"\nprint(app_mag(2967.8))", "execution_count": 12, "outputs": [ { "output_type": "stream", "text": "14.81853020554703\n", "name": "stdout" } ] }, { "metadata": { "scrolled": false, "trusted": true }, "cell_type": "code", "source": "\"\"\"\n This functions consumes as input the filename as a string and a \"flag\"\n for whether or not this image should be mirrored. To mirror an image \n is to flip the image in both the horizontal and vertical direction.\n \n The data is returned as a 2-D NumPy array. This array represents the\n light received by each pixel in the camera.\n\n\"\"\"\ndef get_image_data(filename, mirror=False):\n # process filename as FITS file\n file = filename\n image_file = download_file(file, cache=True )\n\n data = fits.getdata(image_file)\n \n if mirror==True:\n data = mirror_data(data)\n \n # We need this line to allow the SEP package to work with our \n # AstroPy formatted FITS file\n # See: https://sep.readthedocs.io/en/v1.0.x/tutorial.html#Finally-a-brief-word-on-byte-order\n data = data.byteswap().newbyteorder()\n \n return data", "execution_count": 13, "outputs": [] }, { "metadata": { "scrolled": false, "trusted": true }, "cell_type": "code", "source": "\"\"\"\n This functions consumes as input a 2D NumPy array from a FITS image.\n The data returned is the data with the background subtracted and also\n background data to use in other functions.\n \n Removing the background improves the signal to noise ratio so our sources\n can be extracted more easily.\n\"\"\"\ndef subtract_background(data):\n # measure a spatially varying background on the image\n bkg = sep.Background(data)\n \n # evaluate background as 2-d array, same size as original image\n bkg_image = bkg.back()\n # bkg_image = np.array(bkg) # equivalent to above\n \n # evaluate the background noise as 2-d array, same size as original image\n bkg_rms = bkg.rms()\n data_sub = data - bkg\n \n return data_sub, bkg", "execution_count": 14, "outputs": [] }, { "metadata": {}, "cell_type": "markdown", "source": "## Why subtract the background?\nIf we have an astronomical image, the things we care about, like stars, might be hidden in the excess light and noise of our image. By using the SEP package to find and remove the background, we improve the signal to noice ratio. We want more signal and less noise. Finding ways to improve the S/N is a very common practice is scientific analysis. The 1st image has the background, the 2nd shows the background and the 3rd image is missing the background." }, { "metadata": { "scrolled": false, "trusted": true }, "cell_type": "code", "source": "data = get_image_data('http://jimmynewland.com/astronomy/ngc-3201/ngc3201_1.fits')\ndata_sub, bkg = subtract_background(data)\nbkg_image = bkg.back()", "execution_count": 15, "outputs": [ { "output_type": "stream", "text": "Downloading http://jimmynewland.com/astronomy/ngc-3201/ngc3201_1.fits [Done]\n", "name": "stdout" } ] }, { "metadata": { "scrolled": false, "trusted": true }, "cell_type": "code", "source": "m1, s1 = np.mean(data), np.std(data)\nplt.imshow(data, interpolation='nearest', cmap='gray',vmin=m1-s1, vmax=m1+s1, origin='lower')", "execution_count": 16, "outputs": [ { "output_type": "execute_result", "execution_count": 16, "data": { "text/plain": "" }, "metadata": {} }, { "output_type": "display_data", "data": { "image/png": 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\n", "text/plain": "" }, "metadata": {} } ] }, { "metadata": { "scrolled": false, "trusted": true }, "cell_type": "code", "source": "# show the background\nplt.imshow(bkg_image, interpolation='nearest', cmap='gray', origin='lower')", "execution_count": 17, "outputs": [ { "output_type": "execute_result", "execution_count": 17, "data": { "text/plain": "" }, "metadata": {} }, { "output_type": "display_data", "data": { "image/png": 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\n", "text/plain": "" }, "metadata": {} } ] }, { "metadata": { "scrolled": false, "trusted": true }, "cell_type": "code", "source": "m2, s2 = np.mean(data_sub), np.std(data_sub)\nplt.imshow(data_sub, interpolation='nearest', cmap='gray',vmin=m2-s2, vmax=m2+s2, origin='lower')", "execution_count": 18, "outputs": [ { "output_type": "execute_result", "execution_count": 18, "data": { "text/plain": "" }, "metadata": {} }, { "output_type": "display_data", "data": { "image/png": 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\n", "text/plain": "" }, "metadata": {} } ] }, { "metadata": { "scrolled": false, "trusted": true }, "cell_type": "code", "source": "\"\"\"\n This function consumes the subtracted data, the background, and \n the x and y coordinates for the subsection of the image containing the target star.\n There are 2 XY pairs for the \"bounding box\" we want within the original image.\n We then plot ellipses around each detected source and finally return the list\n of sources extracted.\n\"\"\"\ndef extract_sources(data_sub, bkg, x1, y1, x2, y2):\n # perform the extraction\n objects = sep.extract(data_sub, 1.5, err=bkg.globalrms)\n \n # display the image\n from matplotlib.patches import Ellipse\n\n # plot background-subtracted image\n fig, ax = plt.subplots()\n m, s = np.mean(data_sub), np.std(data_sub)\n im = ax.imshow(data_sub, interpolation='nearest', cmap='gray',\n vmin=m-s, vmax=m+s, origin='lower')\n plt.xlim(x1,x2)\n plt.ylim(y1,y2)\n\n # plot an ellipse for each object\n for i in range(len(objects)):\n e = Ellipse(xy=(objects['x'][i], objects['y'][i]),\n width=6*objects['a'][i],\n height=6*objects['b'][i],\n angle=objects['theta'][i] * 180. / np.pi)\n e.set_facecolor('none')\n e.set_edgecolor('red')\n ax.add_artist(e)\n plt.show()\n \n return objects", "execution_count": 19, "outputs": [] }, { "metadata": { "scrolled": false, "trusted": true }, "cell_type": "code", "source": "\"\"\"\n This function helps us chose the center of the given region\n so we can find the target closest to the center.\n \n We consume the 2 XY pairs and return the ordered pair for the \n center of the image as a tuple.\n\"\"\"\ndef select_target(x1, y1, x2, y2):\n # select our target star by x and y position in the image\n cen_x = x1 + (x2-x1)/2\n cen_y = y1 + (y2-y1)/2\n \n return cen_x, cen_y", "execution_count": 20, "outputs": [] }, { "metadata": { "scrolled": false, "trusted": true }, "cell_type": "code", "source": "\"\"\"\n This function consumes our list of extracted targets along with \n the data after subtraction, the background, and the center x and\n center y values.\n \n We then go through the list and find the flux for the target closest\n to the center (within 5).\n \n The flux for the target star is then returned.\n\"\"\"\ndef get_target_flux(objects, data_sub, bkg, cen_x, cen_y):\n target_flux = 0\n \n for i in range(len(objects)):\n curr_x = objects[i]['x']\n curr_y = objects[i]['y']\n \n # Get the flux for target star (center)\n if curr_x > cen_x-5 and curr_x < cen_x+5 and curr_y > cen_y-5 and curr_y < cen_y+5:\n # find the flux of object nearest the center\n flux, fluxerr, flag = sep.sum_circle(data_sub, objects[i]['x'], objects[i]['y'],\n 3.0, err=bkg.globalrms, gain=1.0)\n target_flux = round(int(flux))\n return target_flux", "execution_count": 21, "outputs": [] }, { "metadata": { "scrolled": false, "trusted": true }, "cell_type": "code", "source": "\"\"\" \n This function consumes our list of extracted targets along with \n the data after subtraction, the background, and the center x and\n center y values.\n \n We then go through the list and find the flux for the calibration star.\n Note: this will work ONLY for these images. Changing the calibration star\n would require a tedious by-hand analysis to locate the new position.\n \n The flux for the calibration star is returned.\n\"\"\"\ndef get_calib_flux(objects, data_sub, bkg, cen_x, cen_y):\n for i in range(len(objects)):\n curr_x = objects[i]['x']\n curr_y = objects[i]['y']\n \n # Get flux of calibration star (below)\n if curr_x > cen_x-5 and curr_x < cen_x+5 and curr_y > cen_y-81-15 and curr_y < cen_y-81+15:\n # find the flux of object nearest the center\n flux, fluxerr, flag = sep.sum_circle(data_sub, objects[i]['x'], objects[i]['y'],\n 3.0, err=bkg.globalrms, gain=1.0)\n calibration_flux = round(int(flux))\n return calibration_flux", "execution_count": 22, "outputs": [] }, { "metadata": { "scrolled": false, "trusted": true }, "cell_type": "code", "source": "\"\"\"\n This functions consumes:\n a filename which can be local or a URL for a FITS file, \n the starting and ending points marking the bounding box for the image, \n and whether or not the image needs to be flipped (both vertical and horizontal)\n This function returns:\n the apparent magnitude of the target star\n The process image function is where we bring the steps together.\n 1) Get the image data using the filename and mirror flag.\n 2) Get the subtracted data and background using the data from step 1\n 3) Extract a list of sources using the subtracted data, the background\n and the given x and y pairs (2 x values and 2 y values).\n 4) Set the target as the center of the image.\n 5) Get the flux for our target star.\n 6) Get the flux for out calibration star.\n 7) Determine the apparent magnitude of the calibration star.\n 8) Calibrate the apparent magnitude of the target star.\n 9) Print and return our target star magnitude.\n\"\"\"\ndef process_image(filename, x1=0, y1=0, x2=2048, y2=2048, mirror=False):\n # Get image data\n data = get_image_data(filename, mirror)\n \n # Measure and subtract background\n data_sub, bkg = subtract_background(data)\n \n # Extract sources\n objects = extract_sources(data_sub, bkg, x1, y1, x2, y2)\n \n # Select target (center)\n cen_x, cen_y = select_target(x1, y1, x2, y2)\n \n # Find target star flux\n target_flux = get_target_flux(objects, data_sub, bkg, cen_x, cen_y)\n \n # Find the calibration star flux\n calibration_flux = get_calib_flux(objects, data_sub, bkg, cen_x, cen_y)\n \n # Convert the flux into an apparent magnitude\n m_cal_ap = app_mag(calibration_flux)\n \n # Calibrate the magnitudes for the target and calibration star\n f_cal = m_cal_ap/m_calibration # Calibration factor\n m_cal = m_cal_ap/f_cal\n \n # Convert the flux into an apparent magnitude\n m_tar_ap = app_mag(target_flux)\n \n # Calibrate the magnitude of the target\n m_tar = m_tar_ap/f_cal\n \n print(\"App. mag of target star m = : \"+str(m_tar))\n print(\"App. mag of calib. star m = : \"+str(m_cal))\n \n # Return the magnitude for the distance calculation\n return m_tar", "execution_count": 23, "outputs": [] }, { "metadata": { "scrolled": false, "trusted": true }, "cell_type": "code", "source": "# Empty list meant to hold calculated magnitudes for target star returned from process_image function\ntarget_mags = []", "execution_count": 24, "outputs": [] }, { "metadata": { "scrolled": false, "trusted": true }, "cell_type": "code", "source": "\"\"\"\n Run process_image using the following parameters:\n filename='http://jimmynewland.com/astronomy/ngc-3201/ngc3201_1.fits'\n x1=860\n x2=1060\n y1=668\n y2=868\n\"\"\"\nm_out = process_image('http://jimmynewland.com/astronomy/ngc-3201/ngc3201_1.fits',x1=860,x2=1060,y1=668,y2=868)\n# Students see\n# m_out = process_image(..., ..., ..., ..., ...)\ntarget_mags.append(m_out)", "execution_count": 25, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", "text/plain": "" }, "metadata": {} }, { "output_type": "stream", "text": "App. mag of target star m = : 14.703044003350854\nApp. mag of calib. star m = : 14.809999999999999\n", "name": "stdout" } ] }, { "metadata": { "scrolled": false, "trusted": true }, "cell_type": "code", "source": "\"\"\"\n Run process_image using the following parameters:\n filename='http://jimmynewland.com/astronomy/ngc-3201/ngc3201_2.fits'\n x1=869\n x2=1069\n y1=673\n y2=873\n\"\"\"\nm_out = process_image('http://jimmynewland.com/astronomy/ngc-3201/ngc3201_2.fits',x1=869,x2=1069,y1=673,y2=873)\n# Students see\n# m_out = process_image(..., ..., ..., ..., ...)\ntarget_mags.append(m_out)", "execution_count": 26, "outputs": [ { "output_type": "stream", "text": "Downloading http://jimmynewland.com/astronomy/ngc-3201/ngc3201_2.fits [Done]\n", "name": "stdout" }, { "output_type": "display_data", "data": { "image/png": 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\n", "text/plain": "" }, "metadata": {} }, { "output_type": "stream", "text": "App. mag of target star m = : 15.140060378737928\nApp. mag of calib. star m = : 14.81\n", "name": "stdout" } ] }, { "metadata": { "scrolled": false, "trusted": true }, "cell_type": "code", "source": "\"\"\"\n Run process_image using the following parameters:\n filename='http://jimmynewland.com/astronomy/ngc-3201/ngc3201_3.fits'\n x1=205\n x2=435\n y1=190\n y2=420\n\"\"\"\nm_out = process_image('http://jimmynewland.com/astronomy/ngc-3201/ngc3201_3.fits',x1=205,x2=435,y1=190,y2=420)\n# Students see\n# m_out = process_image(..., ..., ..., ..., ...)\ntarget_mags.append(m_out)", "execution_count": 27, "outputs": [ { "output_type": "stream", "text": "Downloading http://jimmynewland.com/astronomy/ngc-3201/ngc3201_3.fits [Done]\n", "name": "stdout" }, { "output_type": "display_data", "data": { "image/png": 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\n", "text/plain": "" }, "metadata": {} }, { "output_type": "stream", "text": "App. mag of target star m = : 15.447290782084632\nApp. mag of calib. star m = : 14.81\n", "name": "stdout" } ] }, { "metadata": { "scrolled": false, "trusted": true }, "cell_type": "code", "source": "\"\"\"\n Run process_image using the following parameters:\n filename='http://jimmynewland.com/astronomy/ngc-3201/ngc3201_4.fits'\n x1=262\n x2=462\n y1=195\n y2=395\n\"\"\"\nm_out = process_image('http://jimmynewland.com/astronomy/ngc-3201/ngc3201_4.fits',x1=262,x2=462,y1=195,y2=395)\n# Students see\n# m_out = process_image(..., ..., ..., ..., ...)\ntarget_mags.append(m_out)", "execution_count": 28, "outputs": [ { "output_type": "stream", "text": "Downloading http://jimmynewland.com/astronomy/ngc-3201/ngc3201_4.fits [Done]\n", "name": "stdout" }, { "output_type": "display_data", "data": { "image/png": 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\n", "text/plain": "" }, "metadata": {} }, { "output_type": "stream", "text": "App. mag of target star m = : 14.266053343716774\nApp. mag of calib. star m = : 14.809999999999999\n", "name": "stdout" } ] }, { "metadata": { "scrolled": false, "trusted": true }, "cell_type": "code", "source": "\"\"\"\nNOTE: This image was taken by a different telescope in the network \nand subsequently was slightly different than the other 4 images.\nBe sure to set mirror to True for this star.\n Run process_image using the following parameters:\n filename='http://jimmynewland.com/astronomy/ngc-3201/ngc3201_5.fits'\n x1=641\n x2=841\n y1=709\n y2=909\n mirror=True\n\"\"\"\nm_out = process_image('http://jimmynewland.com/astronomy/ngc-3201/ngc3201_5.fits',x1=641,x2=841,y1=709,y2=909\n ,mirror=True)\n# Students see\n# m_out = process_image(..., ..., ..., ..., ..., ...)\ntarget_mags.append(m_out)", "execution_count": 29, "outputs": [ { "output_type": "stream", "text": "Downloading http://jimmynewland.com/astronomy/ngc-3201/ngc3201_5.fits [Done]\n", "name": "stdout" }, { "output_type": "display_data", "data": { "image/png": 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\n", "text/plain": "" }, "metadata": {} }, { "output_type": "stream", "text": "App. mag of target star m = : 15.377949602163707\nApp. mag of calib. star m = : 14.810000000000002\n", "name": "stdout" } ] }, { "metadata": { "scrolled": false, "trusted": true }, "cell_type": "code", "source": "# Print out the list of determined magnitudes for target star from the 5 images.\n# Note the more negative a magnitude is, the brighter.\n# Did the star vary in brightness over the 5 images as we expect for an RR Lyrae?\n# Do the magnitudes make sense? Are any way brighter or dimmer than the others?\nprint(target_mags)\n# Students see\n# print(...)", "execution_count": 30, "outputs": [ { "output_type": "stream", "text": "[14.703044003350854, 15.140060378737928, 15.447290782084632, 14.266053343716774, 15.377949602163707]\n", "name": "stdout" } ] }, { "metadata": { "scrolled": false, "trusted": true }, "cell_type": "code", "source": "# You should select the brightest magnitude to use in the distance modulus calculation\n\n# The command np.min(list) will return the smallest value in list.\n# Why would we want the smallest magnitude if we want the brightest one from the list?\nbrightest = np.min(target_mags)\n# Students see\n# brightest = ...\n\n# Subtract off the reddening factor from our brightest value: 0.25\n# The 0.25 is to correct for dust scattering some of the light.\n# This is known as stellar reddening. The value was taken from literature.\nm_target = brightest-0.25\n# Students see\n# m_target = ...\n\n# Print our new apparent magnitude for our target star.\n# Students see\n# print(...)\nprint(m_target)", "execution_count": 31, "outputs": [ { "output_type": "stream", "text": "14.016053343716774\n", "name": "stdout" } ] }, { "metadata": {}, "cell_type": "markdown", "source": "## How far away is NGC 3201?\nAccording to [other researchers](http://spider.seds.org/spider/MWGC/n3201.html), the distance to NGC 3201 is 16 kly or 4.9 kpc. How does our analysis compare?" }, { "metadata": { "scrolled": false, "trusted": true }, "cell_type": "code", "source": "# Finally we find the distance to the globular cluster based on our analysis.\n# Convert the given distance from pc to kpc.\ndistance = distance_modulus(m_target,M_target)/1000\n\n# Print the distance in kpc .\nprint('Distance to NGC 3201: '+str(round(distance,2))+' kpc')\n# Students see\n# print('Distance to NGC 3201: '+str(...)+' kpc')\n", "execution_count": 32, "outputs": [ { "output_type": "stream", "text": "Distance to NGC 3201: 4.87 kpc\n", "name": "stdout" } ] }, { "metadata": {}, "cell_type": "markdown", "source": "## Wrap up\nBe sure to submit your final work! From within Jupyter notebook, you can select \n* File->Download as-> html (.html) \nand you'll get a single HTML file you can submit as your finished product. Be sure to keep a copy of the final output just in case you need to submit it again. If you want the Jupyter notebook in an editable form, select\n* File->Download as-> Notebook (.ipynb)\nand you'll get a single Jupyter notebook file.\n\nYou will need Python and Jupyter notebook on whatever computer you want to use to edit the notebook file. You can also use [Microsoft Azure Notebooks](https://notebooks.azure.com/) on the web. " }, { "metadata": {}, "cell_type": "markdown", "source": "# References" }, { "metadata": {}, "cell_type": "markdown", "source": "* Much of the photometry code comes from [Python library for Source Extraction and Photometry](https://sep.readthedocs.io/en/v1.0.x/tutorial.html#Aperture-photometry)\n* The FITS file handling comes from [python4Astronomers](https://python4astronomers.github.io/astropy/fits.html)\n* Be sure to check out my original[observational project](http://www.jimmynewland.com/wp/astro/measuring-rr-lyrae-stars-in-ngc-3201/)\nFor more information, contact [Jimmy Newland](https://jimmynewland.com/)\n\n\"Creative
This work is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License." }, { "metadata": { "scrolled": false, "trusted": true }, "cell_type": "code", "source": "", "execution_count": null, "outputs": [] } ], "metadata": { "kernelspec": { "name": "python3", "display_name": "Python 3", "language": "python" }, "language_info": { "mimetype": "text/x-python", "nbconvert_exporter": "python", "name": "python", "pygments_lexer": "ipython3", "version": "3.5.4", "file_extension": ".py", "codemirror_mode": { "version": 3, "name": "ipython" } } }, "nbformat": 4, "nbformat_minor": 2 }