Last active
May 20, 2020 22:16
-
-
Save keflavich/c7384ed8314f5814ce25da7edf105f9e to your computer and use it in GitHub Desktop.
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Home Spectroscopy Lab" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": { | |
"scrolled": true | |
}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"C:\\Users\\Adam\\Dropbox (UFL)\\handspectra\n" | |
] | |
} | |
], | |
"source": [ | |
"cd \"Dropbox (UFL)/handspectra\"" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import pylab as pl" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 19, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"cal = pl.imread('cal_IMG_20200520_153257.jpg')\n", | |
"solar = pl.imread('solar_IMG_20200520_153419.jpg')\n", | |
"led = pl.imread('led_IMG_20200520_153615.jpg')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 277, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"Text(0.5, 1.0, 'LED lamp')" | |
] | |
}, | |
"execution_count": 277, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/plain": [ | |
"<Figure size 864x432 with 3 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"pl.figure(figsize=(12,6))\n", | |
"pl.subplot(1,3,1).imshow(cal); pl.title(\"Calibration Lamp (compact fluorescent)\")\n", | |
"pl.subplot(1,3,2).imshow(solar); pl.title(\"Sun + Sky\")\n", | |
"pl.subplot(1,3,3).imshow(led); pl.title(\"LED lamp\")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 169, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"speccut = slice(1520,1680)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 170, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/plain": [ | |
"<Figure size 864x864 with 3 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"pl.figure(figsize=(12,12))\n", | |
"pl.subplot(1,3,1).imshow(cal[:,speccut,:])\n", | |
"pl.gca().set_aspect(0.1)\n", | |
"pl.subplot(1,3,2).imshow(solar[:,speccut,:])\n", | |
"pl.gca().set_aspect(0.1)\n", | |
"pl.subplot(1,3,3).imshow(led[:,speccut,:])\n", | |
"pl.gca().set_aspect(0.1)\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 171, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"calspec = np.mean(cal[:,speccut,:], axis=1)\n", | |
"sunspec = np.mean(solar[:,speccut,:], axis=1)\n", | |
"ledspec = np.mean(led[:,speccut,:], axis=1)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"The solar spectrum is saturated in first order along this axis, but it is not saturated at second order.\n", | |
"\n", | |
"Saturation for a JPG is 256, and total saturation is when all three colors are 256." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 172, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/plain": [ | |
"<Figure size 1008x576 with 3 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"pl.figure(figsize=(14,8))\n", | |
"for ii,spec in enumerate([calspec, sunspec, ledspec]):\n", | |
" ax = pl.subplot(3,1,ii+1)\n", | |
" ax.set_prop_cycle(pl.cycler('color', ['r','g','b']))\n", | |
" ax.plot(spec)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Obtain a wavelength calibration based on https://commons.wikimedia.org/wiki/File:Fluorescent_lighting_spectrum_peaks_labelled.gif" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 264, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# inspect spectra interactively w/%matplotlib nbagg for these #'s'\n", | |
"wavelength = [650.8, 611, 546.1, 542, 487.7, 436.6]\n", | |
"pixel = [3555, 3211, 2734, 2705, 2357, 2044]" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 265, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import numpy as np" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 266, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"array([-2.07475306e-05, 2.58397195e-01, -5.29692054e+00])" | |
] | |
}, | |
"execution_count": 266, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"wlsol = np.polyfit(pixel, wavelength, 2)\n", | |
"wlsol" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 276, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Approximate pixel scale is 1.3943327998737067 Angstroms / pixel\n" | |
] | |
} | |
], | |
"source": [ | |
"wavearr = np.polyval(wlsol, np.arange(1700, cal.shape[0]))\n", | |
"print(f\"Approximate pixel scale is {10*(wavearr.max()-wavearr.min())/wavearr.size} Angstroms / pixel\")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 274, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"Text(0, 0.5, 'Wavelength')" | |
] | |
}, | |
"execution_count": 274, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"# show that the fit is close to linear\n", | |
"pl.plot(np.arange(1700,cal.shape[0]), wavearr)\n", | |
"pl.plot(pixel, wavelength, 's')\n", | |
"pl.xlabel(\"Pixel\")\n", | |
"pl.ylabel(\"Wavelength\")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 269, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/plain": [ | |
"<Figure size 1008x576 with 3 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"pl.figure(figsize=(14,8))\n", | |
"for ii,spec in enumerate([calspec, sunspec, ledspec]):\n", | |
" ax = pl.subplot(3,1,ii+1)\n", | |
" ax.set_prop_cycle(pl.cycler('color', ['r','g','b']))\n", | |
" ax.plot(wavearr, spec[1700:,:])\n", | |
" ax.set_xlabel(\"Wavelength (nm)\")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 270, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/plain": [ | |
"<Figure size 1008x576 with 3 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"pl.figure(figsize=(14,8))\n", | |
"for ii,spec in enumerate([calspec, sunspec, ledspec]):\n", | |
" ax = pl.subplot(3,1,ii+1)\n", | |
" ax.plot(wavearr, spec[1700:,:].sum(axis=1), 'k')\n", | |
" ax.set_xlabel(\"Wavelength (nm)\")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 280, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"from scipy.signal import medfilt\n", | |
"from astropy import convolution" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Solar Spectrum\n", | |
"\n", | |
"Below is the observed solar spectrum divided by the smoothed spectrum. \n", | |
"\n", | |
"The Fraunhofer lines are labeled as red dashed lines; they are not clearly detected.\n", | |
"\n", | |
"Note that my failure to trace the curved spectrum may be responsible for blurring out the lines, but they're definitely not obvious. " | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 286, | |
"metadata": { | |
"scrolled": false | |
}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"C:\\ProgramData\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:5: RuntimeWarning: divide by zero encountered in true_divide\n", | |
" \"\"\"\n" | |
] | |
}, | |
{ | |
"data": { | |
"text/plain": [ | |
"(0.95, 1.05)" | |
] | |
}, | |
"execution_count": 286, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/plain": [ | |
"<Figure size 864x432 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"pl.figure(figsize=(12,6))\n", | |
"sunspec_sum = sunspec[1700:,:].sum(axis=1)\n", | |
"#sunspec_sm = medfilt(sunspec_sum, 55)\n", | |
"sunspec_sm = convolution.convolve(sunspec_sum, convolution.Gaussian1DKernel(25), boundary=None)\n", | |
"pl.plot(wavearr, sunspec_sum / sunspec_sm,'k')\n", | |
"#pl.plot(wavearr, sunspec_sm, 'r')\n", | |
"fraunhoffer_lines = [495.761, 486.134, 466.814, 438.355, 434.047, 516.733, 516.891, 517.27, 518.362, 546.073, 587.5618, 588.995, 589.592, 627.661, 656.281, 686.719, ]#759.370, 822.696, 898.765]\n", | |
"pl.vlines(fraunhoffer_lines, 0.97, 1, color='r', linestyle='--')\n", | |
"pl.gca().set_ylim(0.95,1.05)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Wavelength Calibration Spectrum\n", | |
"\n", | |
"This is the wavelength calibrationt spectrum with the wikipedia-based line list overlaid, showing that the solution is pretty good even for the lines that weren't fitted. The blue lines were fitted to obtain the wavelength solution, the red ones were not." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 288, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.collections.LineCollection at 0x1e32aaa7b48>" | |
] | |
}, | |
"execution_count": 288, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": "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 |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment