{ "cells": [ { "cell_type": "markdown", "id": "c367cb2f", "metadata": {}, "source": [ "(parameters)=\n", "\n", "# Plot Parameters" ] }, { "cell_type": "markdown", "id": "fbbfaf9f", "metadata": {}, "source": [ "This notebook shows an example on how to import and plot some parameters of the SLSN population. First, lets import the necessary functions." ] }, { "cell_type": "code", "execution_count": 1, "id": "9b943261", "metadata": {}, "outputs": [], "source": [ "from slsne.utils import get_params" ] }, { "cell_type": "markdown", "id": "e8d2fbd9", "metadata": {}, "source": [ "If you want to get all the parameters and metadata of a single supernova, you can read them in like such:" ] }, { "cell_type": "code", "execution_count": 2, "id": "583a3336", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Name 2018ibb\n", "RA_deg 69.737292\n", "DEC_deg -20.66225\n", "Redshift 0.166\n", "Method Host_lines\n", "EBV 0.0275\n", "Explosion 58327.36\n", "Peak 58459.42\n", "Quality Gold\n", "Survey ZTF\n" ] } ], "source": [ "params = get_params('2018ibb')\n", "\n", "# Print the metadata of the supernova\n", "for key in params.meta:\n", " print(key, params.meta[key])" ] }, { "cell_type": "code", "execution_count": 5, "id": "7962e4b4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "texplosion fnickel Pspin log(Bfield) ... tau_1 delta_m15 r_peak frac \n", "---------- ------- ------- ----------- ... ----- --------- --------- -------\n", " -20.16574 0.25287 3.62675 13.788 ... 136.0 0.02121 -21.51775 0.46098\n", " -17.3132 0.45856 7.7813 14.2483 ... 138.0 0.02445 -21.49196 0.09102\n", " -16.47454 0.45734 8.09464 14.55921 ... 140.0 0.02437 -21.49538 0.09461\n", " -16.94595 0.35933 3.91904 13.98478 ... 142.0 0.02015 -21.55835 0.25883\n", " -17.45062 0.41623 9.047 13.90106 ... 134.0 0.0206 -21.50674 0.06089\n", " -17.8253 0.2821 7.99372 14.31396 ... 142.0 0.02 -21.48524 0.07226\n", " -19.01995 0.37374 5.30252 14.08942 ... 142.0 0.02217 -21.47967 0.26878\n", " -24.06508 0.00161 1.85938 13.56644 ... 124.0 0.02633 -21.56224 0.99875\n", " -23.87591 0.43475 2.21167 13.98676 ... 132.0 0.02158 -21.46597 0.63855\n", " -18.83011 0.33066 6.50065 14.03068 ... 146.0 0.02553 -21.47144 0.13992\n" ] } ], "source": [ "# Or print all parameters of the first 10 walkers\n", "print(params[:10])" ] }, { "cell_type": "markdown", "id": "0414e893", "metadata": {}, "source": [ "Note that the values for `Explosion` and `Peak` found in the reference data might differ slightly from the mean of the `MJD0` and `Peak_MJD` columns. The former are kept constant for reference through the codebase to avoid having different references change. The latter are the most up to date values derived from the latest fits.\n", "\n", "Users can also use the `get_params` function to get the values for either a single parameter, or a list of parameters." ] }, { "cell_type": "code", "execution_count": 12, "id": "1cd052e6", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Pspin_med Pspin_up Pspin_lo mejecta_med mejecta_up mejecta_lo\n", "--------- -------- -------- ----------- ---------- ----------\n", " 3.61332 4.60652 2.26994 2.4408 4.4225 0.92677\n" ] } ], "source": [ "# Import the parameters\n", "x_param, y_param = 'Pspin','mejecta'\n", "params = get_params(param_names = [x_param, y_param])\n", "\n", "# The output will be a table with the mean value, lower 1-sigma, and upper 1-sigma values for each parameter\n", "print(params[0])" ] }, { "cell_type": "markdown", "id": "cf4766bd", "metadata": {}, "source": [ "Now we can plot the results." ] }, { "cell_type": "code", "execution_count": 13, "id": "93e9f391", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "# Import colorblind friendly green\n", "from slsne.utils import cb_g\n", "\n", "# Plot individual light curves shaded.\n", "plt.errorbar(params[f'{x_param}_med'], params[f'{y_param}_med'], xerr = [params[f'{x_param}_lo'], params[f'{x_param}_up']],\n", " yerr = [params[f'{y_param}_lo'], params[f'{y_param}_up']], fmt = 'o', color = cb_g, markersize = 10, alpha = 0.5,\n", " markeredgecolor = 'k', zorder = 300 )\n", "plt.xlabel(x_param)\n", "plt.ylabel(y_param)\n", "plt.show();" ] }, { "cell_type": "markdown", "id": "1271b188", "metadata": {}, "source": [ "Alternatively, you can use the built in plotting function, which will save the plot directly and use the saved formatted names and recommended limits." ] }, { "cell_type": "code", "execution_count": 10, "id": "4c396461", "metadata": {}, "outputs": [], "source": [ "from slsne.plots import make_plot\n", "make_plot('Pspin', 'mejecta')" ] } ], "metadata": { "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": "3.7.4" } }, "nbformat": 4, "nbformat_minor": 5 }