{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Visualizations\n", "The GBM data tools would be incomplete if we didn't provide a way to visualize the data. We provide a number of different levels of plotting. At the most basic level (and the level we hope you don't sink to), there is a library of plotting functions in `gbm.plot.lib`. The next level up, we have plotting classes in `gbm.plot.gbmplot` which contain a variety of special plotting elements designed for the data tools. An example of one of these plot elements is a `Histo` class which, yes, plots a histogram. But it is special in that we want to plot histograms that may have gaps in it (i.e. SAA passage). These plot elements can be added to a new plot with little effort as long as you instantiate them correctly.\n", "\n", "At the highest level are plotting classes for specific views that can keep track of various plot elements in a single plot. For example, plotting a lightcurve with a background model and signal selection requires us to keep track of `Histo`, `HistoErrorbars`, `LightcurveBackground`, and `HistoFilled` plot objects. We'll show a few characteristics of how plotting works, but the full capability is somewhat limited in Jupyter. If you are making plots in ipython, you can interactively modify the plots through the ipython environment.\n", "\n", "---\n", "## Lightcurves and Spectra\n", "Let's revisit the example in the [PHA Export](./PhaExport.ipynb) tutorial:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from gbm import test_data_dir\n", "from gbm.data import TTE\n", "from gbm.binning.unbinned import bin_by_time\n", "from gbm.background import BackgroundFitter\n", "from gbm.background.binned import Polynomial\n", "\n", "# some selections\n", "erange = (8.0, 900.0)\n", "bkgd_times = [(-20.0, -5.0), (75.0, 200.0)]\n", "src_time = (6.0, 8.0)\n", "\n", "# open TTE and bin\n", "tte = TTE.open(test_data_dir+'/glg_tte_n9_bn090131090_v00.fit')\n", "phaii = tte.to_phaii(bin_by_time, 1.024, time_ref=0.0)\n", "lc_data = phaii.to_lightcurve(energy_range=erange)\n", "\n", "# fit background\n", "backfitter = BackgroundFitter.from_phaii(phaii, Polynomial, time_ranges=bkgd_times)\n", "backfitter.fit(order=1)\n", "bkgd = backfitter.interpolate_bins(phaii.data.tstart, phaii.data.tstop)\n", "lc_bkgd = bkgd.integrate_energy(*erange)\n", "\n", "# source selection\n", "src_lc = phaii.to_lightcurve(time_range=src_time, energy_range=erange)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By default, the plot will show the full extent of the data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "from gbm.plot import Lightcurve\n", "\n", "lcplot = Lightcurve(data=lc_data, background=lc_bkgd)\n", "lcplot.add_selection(src_lc)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "But you can adjust axis plot properties by setting them as attributes:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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WWtMT/mfz9RpgYZI9O/ZbAdzRfH1H87yzni5i1lfVprE6VlXDVbV+dAM29HBekiRJmmG9JLGPoPUx+97AF5LcnuRDSV6YZFEfx/4qrRHdw9q2K2ld5DX69Rbg6NEdkjwe2BdY3RStBg5Jsndbu8cA64Hr22KOZkfHtLUhSZKkAdP1dILmI/8vAl9MEloXRv0OcDbwT0kuBb4AfLGq7uqivQ3Ate1lSe4H7q6qa5vnHwHOSXIPrcT0PcDqqvpWs8sltJLVTyY5ldb817cB5ze3wgW4AHhtkncAHwWeDbwYeEG35y5JkqS5pZ8Lu6iW/6iq06vqQOCJwDdordF6a5KTpql/JwNfAi4ELqc1NeBFbf3YBhxHay7uauAfgU8AZ7bF3EQrYT0G+D5wCvDqXm6lK0mSpLml65HYUUmeCfxHVW0dLauqHyV5N/Bt4Dpgr346U1VHdTzfDJzUbOPtczNw7CTtXkYr0ZYkSdIuoOckltadrx4J3NlRvhz4elXNB+6easckSZKk8fR7x64ao/zhwP1T644kSZI0uV7Wif1c82UBH0sy3FY9HziUHm92IEmSJPWjl+kE65rH0Fo3tX2N1RHgW8CHpqlfkiRJ0rh6WWLrFQBJfgr8fVU5dUCSJEmzoucLu6rqb2aiI5IkSVK3er6wK8mKJJ9Mcltzu9ht7dtMdFKSJElq188SWx+jdevXvwVuZ+yVCiRJkqQZ008S+3TgGVV11XR3RpIkSepGP+vE3kJrhQJJkiRpVvSTxL4BeHuSx0xvVyRJkqTu9DOd4P8AuwM/TrIR2NJeWVV7TUfHJEmSpPH0k8S+Ydp7IUmSJPWgn3ViPz4THZEkSZK61XMSm2Tfieqr6mf9d0eSJEmaXD/TCX7KxGvDzu+vK5IkSVJ3+klin9jxfLem7I3Am6bcI0mSJGkS/cyJ/f4YxVcmuQ34C+BzU+6VJEmSNIF+1okdzw+BJ09je5IkSdKYek5ikyzr2JYneQLwNuBH099FSVKv7lt3LytXrmTlypXct+7e2e6OJE27fubEruXBF3aF1u1oXzLlHkmSJEmT6CeJ/a2O59uBu4Abq2rr1LskSZIkTayfC7v+30x0RJLUnfs2rGXB0OJJYtZRW1t3Bd+wbi21faKVEaGq2DayiYVDC1m8/BHMmzedl0xI0vTrZySWJPvTuv3srzVF1wPvrqofT1fHJElj+8qfH9lV3JOaxy+97rM9tf/Sj/2IPR62d4+9kqSdq58Lu55HK2l9CnB1sz0VuC7JMdPbPUkSwOIlS9m44Jd2yrE23XffTjmOJE1FPyOxbwfOrarT2wuTvB04G/i36eiYJOm/JOGP3/5Z7l97D7V9+6TxGzfexz98/BMAvOLlL2P33ZdMHH//Bla/+5UAzFuwcOodlqQZ1k8S+2vAi8co/yitKQaSpBmQhCUPe3hXsQuGFsGCIQCWPewRLF6ydML4+QuHdjiOJM11/czcvws4bIzyw4A7p9YdSZIkaXL9jMR+CPhgkscC/9GU/SZwGnDOdHVMktS/xUuWcvrpp08eKEkDqp+R2L8F3gq8Dvh/zfZa4C207trVtSSvSXJ1kvXNtjrJb7fVX5akOrYLOtrYN8lFSTYmuTPJO5Ms6Ig5Ksl3kwwnuTHJCX2ctyRJkuaIftaJLeBc4NwkS5uyDX0e/1bgdFq3qw3wcuBfkzyxqq5rYj4EnNm2z8bRL5LMBy4C7gCOBB4JfALYAvxlE7NfE3MBcDxwNPDhJLdX1ao++y1JkqRZ1HMS2ySFC6rqR+3Ja5LHAVuq6qfdtlVVX+woelOS1wBPA0aT2I1Vdcc4TTwXOBB4TlWtAa5K8mbg7CRvqaoR4ETgpqo6pdnnhiRPB04GTGIlSZIGUD/TCT5Ga9Sz01Obur4kmZ/kJcAewOq2quOT/CLJtUnOSrJ7W90RwDVNAjtqFbAMOKgt5tKOw61qysfry1CSZaMbMPFlvZIkSdqp+rmw64nAv49R/i3gvb02luQQWknrIuA+4Per6vqm+tPAzcBtwKG01qF9PPCipn4fYA07WtNWN1HMsiSLq2rTGN06A/jrXs9FkiRJO0c/SWwx9sjkcmB+H+39kNbyXMuBPwA+nuRZVXV9VX2wLe6aJLcDX02y/wzf4vYsdlxpYSmt+buSJEmaA/qZTnA5cEZzURXwwAVWZwDf7LWxqhqpqhur6jtVdQbwfeD144Rf0Twe0DzeAazoiFnRVjdRzPpxRmGpquGqWj+6Af1euCZJkqQZ0M9I7Gm0EtkfJvlGU/YMWvNQnz0NfZoHDI1TN3qThdubx9W0Lgbbu6pGb7RwDLAeuL4t5tiOdo5hx3m3kiRJGiA9j8Q281UPBT4L7E3ro/ZPAE+oqmt7aau5UOuZSR6T5JAkZwFHAZ9Ksn+SNyc5vKn/neY4l1fV1U0Tl9BKVj+Z5NeTPI/WWrXnV9VwE3MB8Ngk70jyhCQrad0299xez12SJElzQz8jsVTVbTTrsE7R3rQS00cC64CrgedV1b8leTTwHOANtFYsuAW4kLYbKlTVtiTHAe+nNbJ6P/Bx2taVraqbkryAVtL6elpzW1/tGrGSJEmDq6skNsm+VfWzbhtN8stV9fPJ4qrqVRPU3QI8q4s2bubB0wU6Yy6jtaqCJEmSdgHdTif4dpIPJHnyeAFJlif50yTXAv99eronSZIkPVi30wkOBN4E/FuSzcB3aK3duhl4WFN/EPBd4NSq+vIM9FWSJEkCuhyJraq7q+qNtOauvhb4EfAI4HFNyKeAw6vqCBNYSZIkzbSeLuxq1lX952aTJEmSZkU/NzuQJEmSZpVJrCRJkgaOSawkSZIGjkmsJEmSBo5JrKRpNTw8zMqVK1m5ciXDw8OT7yBJUh/6SmKT/I8k/57ktiT/rSl7Q5Lfnd7uSZIkSQ/WcxKb5DXAOcCXgT2B+U3VWuAN09c1SZIkaWw9rRPbeB3wp1X1+SSnt5VfCfz99HRL0lxSVWzePNJV7PDIMNu2FwCbNg+zfXv3x1m0aCFJ+umiJOkhpp8kdj/ge2OUDwN7TK07kuaaquLE15/NNdf9uOd9j33RKT3FH3rwAbz/vFNNZCVJk+pnTuxNwGFjlD8fuGFq3ZE012zePNJXAtuPq6+9sesRX0nSQ1s/I7HnAOcnWQQEeEqSPwbOAF49nZ2TNLd86Z/fxeJFQxPGDI8Mc9pppwFw9tlnM7Rw4nhoTTs47g96G7WVJD209ZzEVtWHk2wC3gbsDnwauA14fVV9Zpr7J2kOWbxoiMWLJ05K582D+fPyQPzQ0ORJrCRJvepnJJaq+hTwqSS7A0uq6s7p7ZYkSZI0vp6T2CRfA15UVWuraiOwsSlfBny+qp49zX2UNECGhoZ43/veN9vdkCTt4vq5sOsoYOEY5YuAZ0ypN5IkSVIXuh6JTXJo29MDk+zT9nw+rdUJfj5dHZMkSZLG08t0gquAaravjVG/idaNECRJkqQZ1UsSux+tJbV+AjwFuKutbgS4s6q2TWPfJEmSpDF1ncRW1c3Nl/3Mo5UkSZKmTV9LbAEkORDYl46LvKrqC1PtlCRJkjSRfpbYeizwL8AhtObHjt7kvJrH+dPTNUmSJGls/UwNeDdwE7A3rTViDwKeCVxJa/ktSZIkaUb1M53gCODZVfWLJNuB7VX1zSRnAP8beOK09lCSJEnq0M9I7HxgQ/P1L4BHNV/fDDx+OjolSZIkTaSfJPZa4Nebr68ATk3ym8CZtJbf6lqS1yS5Osn6Zlud5Lfb6hclOT/J3UnuS3JhkhUdbeyb5KIkG5PcmeSdSRZ0xByV5LtJhpPcmOSEPs5bkiRJc0Q/Sezb2vY7k9b6sd8AjgVe32NbtwKnA4cDv0HrJgr/muSgpv5c4IXAHwLPojXq+7nRnZPMBy6itULCkcDLgROAt7bF7NfEfB04DDgP+HCS5/XYV0mSJM0RPc+JrapVbV/fCDwhyV7AvVVV4+85Zltf7Ch6U5LXAE9LcivwKuClVfU1gCSvAG5I8rSq+hbwXOBA4DlVtQa4KsmbgbOTvKWqRoATgZuq6pTmGDckeTpwMrAKSZIkDZxpuXFBVd0D7JPkvf22kWR+kpcAewCraY3O7gZc2nacHwA/o3VxGc3jNU0CO2oVsIzWqgmjMZeyo1VtbYzVl6Eky0Y3YGm/5yVJkqTp11MSm+SgJK9N8mdJ9mzKHpHkPFrzYX+r1w4kOSTJfcAwcAHw+1V1PbAPMFJVazt2WdPU0TyuGaOeLmKWJVk8TrfOANa1bbd2f0aSJEmaaV0nsUl+B/gerWW0LgCuTPJbwA3AE2glnwdN0MR4fkhrrupTgfcDH2/uBjabzgKWt22/MrvdkSRJUrteRmL/Cjif1kf1bwQeSyuhPbaqnl9VX+mnA1U1UlU3VtV3quoM4Pu0LhC7A1g4OuLbZkVTR/O4Yox6uohZX1WbxunTcFWtH934ryXFJEmSNAf0ksQ+Hji/qu4D3gNsB06uqm/PQJ+GgO8AW4CjRyuSPB7Yl9acWZrHQ5Ls3bb/McB64Pq2mKPZ0TFtbUiSJGnA9LI6wVJaySFVtS3JJnpcF7ZTkrOAi2ldrLUUeCmtW9c+r6rWJfkIcE6Se5pjvwdY3axMAHAJrWT1k0lOpTX/9W20ku3hJuYC4LVJ3gF8FHg28GLgBVPpuyRJkmZPr0tsPS/JuubrecDRSQ5uD6iqL/TQ3t7AJ4BH0rqA6mpaCey/NfUn0xrxvZDW6OwqYGXbsbYlOY7WXNrVwP3Ax2mtXzsac1OSF9Bac/b1tC7SenX7UmGSJEkaLL0msR/veP6BjudF67a0XamqV01Svxk4qdnGi7mZ1o0WJmrnMuCJ3fZLkiRJc1vXSWxVTcuaspIkSdJUmZhKkiRp4JjESpIkaeCYxEqSJGngmMRKkiRp4JjESpIkaeD0nMQm+UmSh49RvmeSKd38QJIkSepGPyOxj2HstWCHgF+eUm8kSZKkLnS9TmyS32l72n7nLmgltUcDP52mfkmSJEnj6uWOXZ9vHosH37lrC60E9pRp6JMkSZI0oZ7v2JXkJuDJVfWLGeuVJEmSNIFeRmIBqKr9ZqIjkiRJUrd6TmIBkhxNaw7s3nRcHFZVr5yGfkmSJEnj6jmJTfLXwJnAlcDttObISpIkSTtNPyOxJwInVNUnp7szkiRJUjf6WSd2IfAf090RSZIkqVv9JLEfBl463R2RJEmSutXPdIJFwJ8leQ5wNa01Yh9QVW+cjo5JkiRJ4+kniT0UuKr5+uCOOi/ykiRJ0ozrZ53Y35qJjkiSJEnd6mdOrCRJkjSr+lkn9utMMG2gqp49pR5JkiRJk+hnTuxVHc93Aw6jNT/241PukSRJkjSJfubEnjxWeZK3AEum2iFJkiRpMtM5J/YfgVdOY3uSJEnSmKYziT0C2DyN7UmSJElj6ufCrs91FgGPBH4D+Nvp6JQkSZI0kX4u7FrX8Xw78EPgzKq6ZOpdkiRJkibWz4Vdr5iJjkiSJEnd6ntObJLDk/xJsz2xzzbOSPLtJBuS3Jnk80ke3xFzWZLq2C7oiNk3yUVJNjbtvDPJgo6Yo5J8N8lwkhuTnNBPnyVJkjT7+pkTuzfwGeAoYG1TvGdzE4SXVNVdPTT3LOB84NtNX/4XcEmSA6vq/ra4DwFntj3f2Naf+cBFwB3AkbTm534C2AL8ZROzXxNzAXA8cDTw4SS3V9WqHvorSZKkOaCfObHvAZYCB1XVDQBJDqR1o4P/Dfxxtw1V1fPbnzejo3cChwOXt1VtrKo7xmnmucCBwHOqag1wVZI3A2cneUtVjQAnAjdV1SnNPjckeTpwMvCgJDbJEDDUVrS023OSJEnSzOtnOsHzgZWjCSxAVV0PnAT89hT7s7x5vKej/Pgkv0hybZKzkuzeVncEcE2TwI5aBSwDDmqLubSjzVVN+VjOoHUB2+h2a2+nIUmSpJnUz0jsPFof1XfawtTm2M4DzgP+vaqubav6NHAzcBtwKHA28HjgRU39PkB7Akvb830miVmWZHFVbeqoOws4p+35UkxkJUmS5ox+ktivAe9O8sdVdRtAkl8GzgW+OoW+nA8cDDy9vbCqPtj29JoktwNfTbJ/Vf14CscbV1UNA8Ojz5PMxGEkSU5eehIAAB3GSURBVJLUp35GTl9L66P6nyb5cZIfAzc1Za/rpxNJ3gscB/xWVU024nlF83hA83gHsKIjZkVb3UQx68cYhZUkSdIc1886sbckeRLwHOAJTfENVdU553RSaQ1xvgf4feCoqrqpi90Oax5vbx5XA29KsndV3dmUHQOsB65vizm2o51jmnJJkiQNmH6mE1BVBfxbs03F+cBLgd8FNiQZncO6rqo2Jdm/qf8ycDetObHnApdX1dVN7CW0ktVPJjmV1vzXtwHnN9MCoLW01muTvAP4KPBs4MXAC6bYf0mSJM2CrqcTJHl2kuuTLBujbnmS65I8o8fjv4bWigSX0RpZHd3+qKkfoTXiewnwA+BdwIXAC0cbqKpttKYibKM1svqPtNaJPbMt5iZaCesxwPeBU4BXu0asJEnSYOplJPYNwIeqan1nRVWtS/IB4I3AN7ptsKomvGKqqm6hdUOEydq5mQdPF+iMuQzo685ikiRJmlt6ubDr14GvTFB/Ca2bFEiSJEkzqpckdgVjrw87aivwS1PrjiRJkjS5XpLYn9Nax3U8h/JfKwZImqOGh4dZuXIlK1euZHh4ePIdJEmag3pJYr8M/G2SRZ0VSRYDfwN8abo6JkmSJI2nlwu73kbrVq//2dyc4IdN+ROAk4D5wN9Nb/ckdaOq2Lx5pKvY4ZFhtm0vADZtHmb79onjN212tFaSNPd0ncRW1ZokRwLvB84CRlcWKGAVcFJVrZn+LkqaSFVx4uvP5prrer8L87EvOmUGeiRJ0szr6WYHo0tZJXkYrdu+BvhRVd07E52TNLnNm0f6SmB7dejBB7Bo0cIZP44kSd3o945d9wLfnua+SJqiL/3zu1i8aGjCmOGRYU477TQAzj77bIYWThw/atGihbTuFC1J0uzrK4mVNDctXjTE4sUTJ6Xz5sH8eXkgfmiouyRWkqS5pJfVCSRJkqQ5wZFY6SFmaGiI973vfbPdDUmSpsSRWEmSJA0ck1hJkiQNHJNYSZIkDRyTWEmSJA0ck1hJkiQNHJNYSZIkDRyTWEmSJA0ck1hJkiQNHJNYSZIkDRyTWEmSJA0ck1hJkiQNHJNYSZIkDRyTWEmSJA0ck1hJkiQNHJNYSZIkDRyTWEmSJA0ck1hJkiQNnFlNYpOckeTbSTYkuTPJ55M8viNmUZLzk9yd5L4kFyZZ0RGzb5KLkmxs2nlnkgUdMUcl+W6S4SQ3JjlhJ5yiJEmSZsBsj8Q+CzgfeBpwDLAbcEmSPdpizgVeCPxhE/8o4HOjlUnmAxcBC4EjgZcDJwBvbYvZr4n5OnAYcB7w4STPm6HzkiRJ0gxaMHnIzKmq57c/b0ZH7wQOBy5Pshx4FfDSqvpaE/MK4IYkT6uqbwHPBQ4EnlNVa4CrkrwZODvJW6pqBDgRuKmqTmkOdUOSpwMnA6tm/EQlSZI0rWZ7JLbT8ubxnubxcFqjs5eOBlTVD4CfAUc0RUcA1zQJ7KhVwDLgoLaYS9nRqrY2dpBkKMmy0Q1Y2t/pSJIkaSbMmSQ2yTxaH/P/e1Vd2xTvA4xU1dqO8DVN3WjMmjHq6SJmWZLFY3TnDGBd23ZrD6ciSZKkGTZnklhac2MPBl4y2x0BzqI1Kjy6/crsdkeSJEntZnVO7Kgk7wWOA55ZVe2jnncAC5Ps2TEau6KpG415SkeTK9rqRh9XjBGzvqo2dfanqoaB4bb+9XA2kiRJmmmzvcRWmgT294FnV9VNHSHfAbYAR7ft83hgX2B1U7QaOCTJ3m37HQOsB65vizmaHR3T1oYkSZIGyGyPxJ4PvBT4XWBDktE5rOuqalNVrUvyEeCcJPfQSkzfA6xuViYAuIRWsvrJJKfSmv/6NuD8ZkQV4ALgtUneAXwUeDbwYuAFM3+KkiRJmm6zPSf2NbTmnF4G3N62/VFbzMnAl4ALgctpTQ140WhlVW2jNRVhG62R1X8EPgGc2RZzE62E9Rjg+8ApwKuryuW1JEmSBtBsrxM76WTTqtoMnNRs48XcDBw7STuXAU/ssYuSJEmag2Z7JFaSJEnqmUmsJEmSBo5JrCRJkgaOSawkSZIGjkmsJEmSBo5JrCRJkgaOSawkSZIGjkmsJEmSBo5JrCRJkgaOSawkSZIGjkmsJEmSBo5JrCRJkgaOSawkSZIGjkmsJKkvw8PDrFy5kpUrVzI8PDzb3ZH0EGMSK0mSpIGzYLY7IEmaWzaNjLBo0+Qjq8Mjw2zbXq19Ng+zfXt37S9atJAkU+miJJnESpJ2dPwrzmSYRT3tc+yLTuk69tCDD+D9551qIitpSpxOIEli4cLddtqxrr72RjZvHtlpx5O0a3IkVpIEbaOin/vU21m0/BGT7jI8Msxpp50GwNlnn83QwqEJ4zdtHua4P+h+xFaSJmISK0nawaLFC1m8eOKEFGDePJg/r5X8Ll40xNDQ5PtI0nQxiZUk9WVoaIj3ve99s90NSQ9RzomVJEnSwDGJlSRJ0sAxiZU0cLxTlCTJObGS5pRNm11kX5I0OZNYSXNKr0swuci+JD00OZ1A0qxbtGghhx58wIwfx0X2JWnX4UispFmXhPefd2rXCaaL7EuSZnUkNskzk3wxyW1JKsnvddR/rClv377SEbNXkk8lWZ9kbZKPJFnSEXNokm8k2ZzkliSn7ozzk9S9JCxePNTdtmiI+fPC/Hlh8aLu4iVJu5bZHondA/g+8FHgc+PEfAV4Rdvzzqs+PgU8EjgG2A34B+CDwEsBkiwDLgEuBU4EDgE+mmRtVX1wek5D0s4004vs37fuXk49400AvOOsv2PJ8ofN2LEkSf2Z1SS2qi4GLgYmutBiuKruGKsiya8BzweeXFVXNmWvA76c5M+r6jbgeGAh8MqqGgGuS3IY8EZaya6kXdz27dtZxGYA1q+9h62bJx6ZvW/DOmrrFgA2rFtLNSshjGfD+rXT01FJUtdmeyS2G0cluRO4F/ga8FdVdXdTdwSwdjSBbVwKbAeeCvxLE3N5k8COWgWcluRhVXVv5wGTDAHtf+WWTtvZSNrpRjbczR8v+QIAXzjxC13t86Tm8Uuv++wM9UqSNBVzfXWCrwAvA44GTgOeBVycZH5Tvw9wZ/sOVbUVuKepG41Z09Humra6sZwBrGvbbu3/FCTNtoVDC3fKcTYt2IvFy5btlGNJ0kPdnB6JrarPtD29JsnVwI+Bo4CvzuChzwLOaXu+FBNZaWDttmj3B75+5skfZbfFE3+4snHjffzDxz8BwCte/jJ2333JhPGjFi9bxoLdvIhMknaGOZ3EdqqqnyT5BXAArST2DmDv9pgkC4C9mjqaxxUdTa1oqxvrOMO0XUDmwujSYGt/D++x514MLdlzwvgFQ4tgQSsZXfawR7B4iTOKJGmuGagkNsmvAA8Hbm+KVgN7Jjm8qr7TlD2b1jSJK9pi/i7JblW1pSk7BvjhWPNhJWnxkqWcfvrps90NSdIEZnud2CVJDmtWCwDYr3m+b1P3ziRPS/KYJEcD/wrcSOvCLKrqBlrzZj+U5ClJfhN4L/CZZmUCgE8DI8BHkhyU5I+A17PjdAFJkiQNkNm+sOs3gO81G7QSy+8BbwW2AYcCXwD+E/gI8B3gGc3H/aOOB35Aa3rBl4FvAn82WllV64DnAvs1+78LeKtrxEqSJA2u2V4n9jJgogmnz+uijXtobmwwQczVwDN66pwkSZLmrNkeiZUkSZJ6ZhIrSZKkgWMSK0mSpIFjEitJmpOGh4dZuXIlK1euZHh4ePIdJD2kDNQ6sZKkXcOmzZMnpcMjw2zbXg/Eb9/eXduLFi30JjXSQ4BJrB7yqorNm0e6ih0eGea0004D4Oyzz2ZoYXe3GPWPqrSj4/7glJ7ij31R9/GHHnwA7z/vVN9z0i7OJFYPaVXFia8/m2uu+3HP+/pHVerNokULOfTgA7j62htn9DhXX3sjmzePsHhxd//JlDSYTGL1kLZ580hfCWyv/KMqQRLef96pM/bJx6bNwz2P8EoaXCaxUuNL//wuFi+a+I+kf1SlqUnS9X/m5s2D+fNan14sXjTE0JD/CZT0X0xipcbiRUOT/nH1j6q08wwNDfG+971vtrshaY4yidWc1stFV9DfSGkv/KMqSdLcYBKrOWsqF11BbxdeSZKkweLNDjRn7ayLrqC1esCiRQt3yrEkPXR4wwZp5jgSq4HQzUVXMPjruA4PD3PyyScDcO655zrnVpqDel1b2hs2SDPDJFYDoZuLrmBuX3g1U3co6nVer6T+uba0NHeYxGqXMpcvvJrJOxRJ6l0/n3zMtbWl/fRGg2L0Z3VkpPuLtSdjEivNoJ11hyJwXq/Ubmd88jHTa0vP1Dn0atCnafXLW5JPrp+pNaM/r9PBJFaaQTN9h6J2g/7LUJpOO+OTj5leW3oufnozE1Mi5uJo8kNx2kivr0O/36OtW7f23cdOJrHSDPMORdLOMRc/+eh1itPOPIeZdvW1N3Lv2g1djVbPtYvf5tq0Eegv2Z/JixA3bR7eaSsIjcckVg+Yi/8bfqiZy3N6pbluV/jkY2eeQ7emMiViJkeTd9Yo5lyYNjJ6jF6SzKJ4zRvewY9uvKWr9tv1Oqrfy/doZGQ737685y6NySS2S2fsvTfXnnwyCxbs+C0b980zWXkXb7qe2h4ndlvbT3loi8mDvmB7beeQ738fgO+dcgrz0raM8Bjtj5bMXzB/8j532d/2um3btnPsXdcDcN2b/nKH43TT1oNKJzhm36/jJDJebL/tttVP+L3utn9TPL/JXscp/zyM99r28lombNu6hSV37A7Az//xQubvNkTS5TLZYYwfptGq/FfMg3Yaq6jb7wfd/Y4Y9/gd/eisH6Pt7du2svudiwC46SMfY7fFS8ZpcvLfYZP2fLI2xvp908vPQpc/d1u2buWxP7uZAu78v59lwW67TbpP5o3zczPB78jxG3vwz2q3bbeXnXHUswBY95WLJzhU++//Lr4/bTFbt25l39t+TgH3XPzlHb5PY33/C3j+ntu55dY1Y9RNfOxeZktu+dYd/PRzj2PhwnFet2Ty3yHj1I+MbOFX77sTgA3fuJzNQ2MfY7SdLVu28Mi7WvHrv/kNdmv/WRrjd+Hw8BYO2HgXAG849mVA57mP/X0d9drnv3zM/owVv9+kkZng+54x+rajx+73KLZedzX3z5s34c/qlpERfmntvWyZxgu7UjV9E2x3VUmW/d/HPGbd4sWLJ3zzj74wuy2cGxfXjIxsYWe8vknG/yUyRcPDre/p0NDc+J6Omv3ZS5OYA/Or5potmzcCMH/hUCv581v0IFuHNwGw26I9/BlSd8b7Oenhb08BI82NILr6iBzYtKkVv/vioe5+VqseuNnE0FAX+1Sxsddj9Gjz5hG2z8SVeB3mzZvX9UW/mzdvBmDRokU9HaOX704BL7jmGoDlVbW+pwN1cCS2S9+47z5ectwLd/zfVZtt27fznSuvBODww5/E/HljjRo++E09b968HV78ByI6fgFs376dK5v2f+Pww5k3v639MX5ZbN26ja9eduV4pzPh/7t2jOvOUc94EvPnjzNC0dG/bhPr7du28f++eRUBnnHkr4/f/oMOVz39Ah2jgZ7rxnvdJm2j7eueejzecSbr32T7T9RGL9/TPtrvOq6Pc6zt27njhtUALH3MrzJv3ji/+sZoe/zujlfRw/dp3L9fY/RjzLCJvs+9VVRtZ+0t/wnA8v0ew7z5CzoDxj8WE/x8TPU/0hPs39P3ZDp+JsfdfRreG1220dfARK+/l7o97jR8T6uJve/uuwFYutdek+xQVME9w634Zcv3HDu/rAf+aXYrNqxdC8Aey5ZNmpTW9mLz8L2tYyxb1v2nSj28Prstqa5/W7T+rsG69esAWD7ZObT1Y9K+N7EFbNuyBYD5u+8+Pf/PH+P7MZ2JuyOxXUiyDFj35Ge+jAULpndE8HEHPLo1p2eSH5epzLeZqbtdtR/jq19677SvZ7hp0zBHH/fartuXxrNl8/187I8eBcBv/83nGVqy5yz3aO7ZOrKZL53xfAD+5BM3snj5L81yj6Sxtf9t2Bnmyt+fXeW6lfXr17N8+XJwJHbw/ejGW3jOca/raZ9eJ1x3e7erxYuH+MAF7++p7VEzsZ6hd6KSJHWai6tQ7Axe+PtgJrE9+OJn/55ly5aNWdfrKOZUrhrsxc56A87F9QwlSbueXldwgIfuzQh2dSaxPVi8ePwRzX5GMT92wZsH+m4gO+t/w3Ppf8KSpNnXy/rb4BrcuyqT2FnUy5twKh/1z5SdtZ6h/xOWJE2FH8XvmkxiNSWDnohLkqTB1OVq3zMjyTOTfDHJbUkqye911CfJW5PcnmRTkkuTPK4jZq8kn0qyPsnaJB9JsqQj5tAk30iyOcktSU7dGecnSZKkmTGrSSywB/B94KRx6k8F/idwIvBU4H5gVZL2VXg/BRwEHAMcBzwT+OBoZbM81iXAzcDhwF8Ab0nyZ9N6JpIkSdppZnU6QVVdDFwMD16MN62CNwBvq6p/bcpeBqwBfg/4TJJfA54PPLmqrmxiXgd8OcmfV9VtwPHAQuCVVTUCXJfkMOCNtCW7kiRJGhxzeU7sfsA+wKWjBVW1LskVwBHAZ5rHtaMJbONSWvfBeSrwL03M5U0CO2oVcFqSh1XVvZ0HTjIEtE/0XAqtBXolDZ4tm+9n05bWXdvv33g/WzMzt0keZFtHNrF5S2sd5/XrN7AlXr0tafpNZy41l5PYfZrHNR3la9rq9gHubK+sqq1J7umIuWmMNkbrHpTEAmcAf91Z+OhHP7qrjkuaexbOhwP2ms95x/0uW2f+duUDacE8WLQg/Pl++zOybbZ7I2kXtxfgHbtmwFnAOW3PlwK3Ar8CbJiVHmkm+fruuh54bUe2seH6u8zMdiG+b3dtvr67rtHX9p6pNjSXk9g7mscVwO1t5SuAq9pi9m7fKckCWtn9HW0xKzraXtFW9yBVNQw8cM/Ttvm6G6Z6n1/NPb6+uy5f212Xr+2uzdd31zWd677P9uoEE7mJVpJ59GhBs9LAU4HVTdFqYM8kh7ft92xa53VFW8wzkx0mwR0D/HCs+bCSJEma+2Z7ndglSQ5rVgsA2K95vm9VFXAe8FdJfifJIcAngNuAzwNU1Q3AV4APJXlKkt8E3gt8plmZAODTwAjwkSQHJfkj4PXsOF1AkiRJA2S2pxP8BvD1tuejieXHgROAd9BaS/aDwJ7AN4HnV9Xmtn2Op5W4fpXWqgQX0lpbFnhgRYPnAucD3wF+Aby1qnpZXmsY+Bvaphhol+Lru+vytd11+dru2nx9d13T9tqmNeApSZIkDY65PCdWkiRJGpNJrCRJkgaOSawkSZIGjkmsJEmSBo5JbB+S/DRJdWynz3a/1LskJzWv5+YkVyR5ymz3SVOX5C1jvEd/MNv9Uu+SPDPJF5Pc1ryOv9dRnyRvTXJ7kk1JLk3yuNnqr3rTxev7sTHey1+Zrf6qO0nOSPLtJBuS3Jnk80ke3xGzKMn5Se5Ocl+SC5N03pxqQiax/TsTeGTb9p7Z7Y561awZfA6tpT6eBHwfWJVk7wl31KC4jh3fo0+f3e6oT3vQem+eNE79qbSWVTyR1s1w7qf1Pl60c7qnKZrs9YXWevDt7+U/3gn90tQ8i9bSpk+jdYOp3YBLkuzRFnMu8ELgD5v4RwGf6+Ugs71O7CDbUFVj3rZWA+ONwIeq6h8AkpwIvAB4JfD22eyYpsVW36ODr6ouBi6GB9+uMq2CNwBvq6p/bcpeBqwBfg/4zE7trHo20evbZtj38mCpque3P09yAnAncDhweZLlwKuAl1bV15qYVwA3JHlaVX2rm+M4Etu/05sh8O8l+Ysk/odggCRZSOvNdOloWVVtb54fMVv90rR6XPMR5U+SfCrJvrPdIU27/YB92PF9vI7Wbcd9H+86jmo+kv5hkvcnefhsd0g9W9483tM8Hk5rdLb9vfsD4Gf08N418erP/wa+S+vFOBI4i9ZHHG+czU6pJ48A5tMasWm3BnjCzu+OptkVtO7690Na782/Br6R5OCq2jCbHdO02qd5HOt9vA/aFXyF1kfMNwH7A/8LuDjJEVW1bVZ7pq4kmQecB/x7VV3bFO8DjFTV2o7wnt67JrGNJG8HTpsk7Neq6gdVdU5b2dVJRoAPJDmjqrxFnjTLmo8oR12d5ArgZuDFwEdmp1eSelVV7VNCrklyNfBj4Chat5vX3Hc+cDAzcF2CSex/eRfwsUlifjJO+RW0vpePoTXyo7nvF8A2oPNKyBWAc692MVW1Nsl/AgfMdl80rUbfqyuA29vKVwBX7fzuaKZV1U+S/ILWe9kkdo5L8l7gOOCZVXVrW9UdwMIke3aMxvb0N9g5sY2quqsZZZ1oGxln98OA7bQmLWsANK/ld4CjR8uajzyOBlbPVr80M5L8/+3dXahlZR3H8e+PAd8xSVERcZIhhRp0EhPEivSiDIIyApuEzCBRUW+iLqwUXyCIGAd16kLDkQmUXkCYILSoCEk0bTQRrZl8iRizmXTGOTLGOP67eNamPbvO8WzP7LPPOn4/sFhnP2etvZ91Fmvv337Of611FO1fkS+93bLqledpH3jDx/HRtKsUeBwvQ0lOBo7FY3lJ6y59dwdwEXBBVT0/ssjjwD4OPHZPB05hjGPXkdgxJTmX9gb5G2APrQD5VuBHVfXqNPumsa0D7knyGPAo7SznI4G7p9orLViS7wGbaSUEJ9Euo7YfuHea/dL4ui8gwyPopyZZA7xSVX9Lsh74VpKttFB7M7AduH/xe6txzbV/u+kG4Ge0LyurgO8C24AHFrmrGs8G4IvAZ4A9SQZ1rruram9V7U7yQ2BdkleA12iXKn14vlcmAEhVHeyOL2tJzgK+Tzv551Dam+YmYJ31sP2T5Grg67RC8ieAa6vqken2SguV5D7gY7QRmx3AQ8A3q+qvU+2Yxpbk47RBg1H3VNWXu8ts3QhcDhxD29dXVdVfFq+Xeqfm2r/AlbQvIx+i7dvtwIPAt6tq9GQ+LSFJZguXl1XVxm6Zw2ilnGtpeeoB2rE773ICQ6wkSZJ6x5pYSZIk9Y4hVpIkSb1jiJUkSVLvGGIlSZLUO4ZYSZIk9Y4hVpIkSb1jiJUkSVLvGGIlSZLUO4ZYSZqyJBuTTO02qUk2Jblunsvel+Rrk+6TJL0d79glSRM0x+0XB24EbqW9H+9ahC4dIMmZwK+BlVU1M4/lVwO/A06tqt2T7p8kzcYQK0kTlOTEoYcXAzcBpw+1zcwnPE5KkruAN6vqijHW+QOwsao2TK5nkjQ3ywkkaYKq6h+DCdjdmv7bVlUzo+UESX6b5PYk65O8muTlJF9NcmSSu5PsSbItyaeGXyvJ6iS/SDLTrbMpyXGz9S3JCuDzwOaR9quSbE3yRvc8Px1ZdTPwhYX+bSRpIQyxkrQ0XQrsBM4Bbgd+APwE+D1wFvAgsCnJEQBJjqGVBWwBzgYuBE4AfjzHa5wBvAd4bNCQ5GzgNuB62ojxhbTygWGPAuckOXRBWyhJC2CIlaSl6cmquqWqtgLfAd4AdlbVnV3bTcCxtCAKcDWwpaquq6pnq2oL8BXg/CSnzfIaK4H9wD+H2k4BXgd+XlUvVtWWqrptZL3twCHAiUjSlBhiJWlp+tPgh6raD/wLeGro9y938+O7+Zm0wDozmIBnu9+tmuU1Dgf+XQeeHPFL4EXgua4c4ZLBaO+Qvd18tF2SFo0hVpKWpn0jj2u4bSh4Dt7Hj6LVqq4Zmd7P/5YDDOwEjkhyyNDz7qGVK6wFXqKN+D7ZlSsMvLeb7xhvkyTp4DHEStLy8Efgg8ALVbVtZHp9lnWe6OYfGG6sqjer6ldV9Q1aucL7gAuGFlkN/L2qdh7cTZCk+TPEStLysIE2Qnpvkg8nWZXkk93VDFb8vxWqagct/H5k0Jbk00muTbImyUrgS7TPij8PrfpR2ollkjQ1hlhJWgaqajtwHrCCFjCfAtYDu4C35lj1LuCSoce7gM/RrnTwDHAFsLaqngZIchjwWeDOg7wJkjQWb3YgSe9iSQ6njbJeXFUPz2P5K4GLquoTE++cJM3BkVhJeherqr20koFZb4owYh9wzeR6JEnz40isJEmSeseRWEmSJPWOIVaSJEm9Y4iVJElS7xhiJUmS1DuGWEmSJPWOIVaSJEm9Y4iVJElS7xhiJUmS1DuGWEmSJPXOfwCBbFXFNU2HzQAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "lcplot = Lightcurve(data=lc_data, background=lc_bkgd)\n", "lcplot.add_selection(src_lc)\n", "lcplot.xlim = (-5.0, 20.0)\n", "lcplot.ylim = (1000.0, 5500.)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can access the various plot elements in the plot, also as attributes:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(,\n", " ,\n", " ,\n", " [])" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lcplot.lightcurve, lcplot.errorbars, lcplot.background, lcplot.selections" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And each plot element has its own set of properties that can be modified. Sometimes we may want to hide a plot element, or want to change the plot element's color or alpha. You can retrieve this information as attributes, and you can set them like attributes as well." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Errorbars visible? True\n", "Lightcurve color: #394264\n", "Selection alpha: 0.2\n" ] } ], "source": [ "print('Errorbars visible? {}'.format(lcplot.errorbars.visible))\n", "print('Lightcurve color: {}'.format(lcplot.lightcurve.color))\n", "print('Selection alpha: {}'.format(lcplot.selections[0].alpha))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Say we want to remove the errorbars, change the background model color to purple, and make the selection more opaque:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "lcplot = Lightcurve(data=lc_data, background=lc_bkgd)\n", "lcplot.add_selection(src_lc)\n", "lcplot.xlim = (-5.0, 20.0)\n", "lcplot.ylim = (1000.0, 5500.)\n", "\n", "lcplot.errorbars.hide()\n", "lcplot.background.color='purple'\n", "lcplot.selections[0].alpha=0.8" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is particularly elegant in ipython because you can perform these commands interactively without having to remake the whole plot. Plotting the spectrum is similar:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from gbm.plot import Spectrum\n", "\n", "# our spectral data\n", "spec_data = phaii.to_spectrum(time_range=src_time)\n", "spec_bkgd = bkgd.integrate_time(*src_time)\n", "spec_selection = phaii.to_spectrum(time_range=src_time, energy_range=erange)\n", "\n", "specplot = Spectrum(data=spec_data, background=spec_bkgd)\n", "specplot.add_selection(spec_selection)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can set the scale in the plot much the same way you set the view ranges. Plot the spectrum y-axis in linear scale (not sure why you would want to do this though):" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "specplot = Spectrum(data=spec_data, background=spec_bkgd)\n", "specplot.add_selection(spec_selection)\n", "specplot.yscale = 'linear'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "## Sky Maps\n", "\n", "Sky map plots are usually used to show the GBM detector pointings and Earth occultation at a given time, or to show the GBM localization of an event on the sky. They have more general functionality however, and you can use various plot elements to add to and customize your sky map plot.\n", "\n", "Here's an example of how you might show the detector pointing for a single detector over the course of a day:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "\n", "from gbm.data import PosHist\n", "from gbm.plot import SkyPlot\n", "from gbm.plot.gbmplot import SkyPoints # plot element for plotting a single point or many points on the sky\n", "\n", "# generate an array of times covering the poshist with frequency 1/minute \n", "poshist = PosHist.open(test_data_dir+'/glg_poshist_all_170101_v00.fit')\n", "times = np.linspace(*poshist.time_range, 14400)\n", "\n", "# detector RA, Dec pointings for each of our times\n", "n0_ra, n0_dec = poshist.detector_pointing('n0', times)\n", "\n", "s = SkyPlot() # initialize\n", "# plot the points as green dots with marker size 5\n", "pts = SkyPoints(n0_ra, n0_dec, s.ax, color='green', s=5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Instead, we could plot the detector pointing as a continuous line. Don't worry, the meridian clipping is already handled for you." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from gbm.plot.gbmplot import SkyLine # plot element for plotting a line on the sky\n", "s = SkyPlot()\n", "line = SkyLine(n0_ra, n0_dec, s.ax, color='green')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Similarly, you can plot circles on the sky of whatever size you want. The Earth and detector pointing circles are special cases of the `SkyCircle` class." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from gbm.plot.gbmplot import SkyCircle # plot element for plotting a (shaded) circle on the sky\n", "\n", "ras = np.array([244.7, 289.6, 145.4, 104.27, 222.7, 101.6, 26.4, 44.1, 314.5, 91.0])\n", "decs = np.array([-49., -74.0 , -14.3, 80.2, 36.9, -24.5 , 8.6, 59.6, 15.4, 12.3])\n", "radii = np.random.uniform(1.0, 60.0, size=10)\n", "colors = np.random.random(size=(10,4))\n", "\n", "s = SkyPlot()\n", "circles = [SkyCircle(ras[i], decs[i], radii[i], s.ax, color=colors[i,:]) for i in range(10)]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can also plot polygons on the sky. These are most useful for plotting confidence regions." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from gbm.plot.gbmplot import SkyPolygon # plot element for plotting a (shaded) polygon on the sky\n", "\n", "ra_pts = np.array([270.0, 180.0, 90.0])\n", "dec_pts = np.array([15.0, 60.0, 15.0])\n", "\n", "s = SkyPlot()\n", "poly = SkyPolygon(ra_pts, dec_pts, s.ax, color='red', alpha=0.6)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Another thing you can do is plot a heatmap on the sky. This is essentially a color gradient that maps a parameter onto the sky, such as localization posterior density." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from gbm.data import GbmHealPix\n", "from gbm.plot.gbmplot import SkyHeatmap\n", "\n", "loc = GbmHealPix.open(test_data_dir+'/glg_healpix_all_bn190915240_v00.fit')\n", "\n", "# converts the healpix grid to grid on the sky for plotting\n", "prob, ra_grid, dec_grid = loc.prob_array(numpts_ra=720, numpts_dec=180)\n", "\n", "s = SkyPlot()\n", "heatmap = SkyHeatmap(ra_grid, dec_grid, prob, s.ax)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can change the color of the heatmap, but this means you need to choose a *colormap* instead of just a color. Advanced users can create their own. Additionally, you can add a normalization to the colormap that will change how the gradient is distributed. Finally, you can adjust the alpha \"gradient\" of the map. That is, lower heatmap values will become more transparent than higher heatmap values. The default is to make this gradient go from 0 to 1, but that can be changed." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from matplotlib.colors import PowerNorm # power-law normalization for colormaps\n", "\n", "# \"plasma colormap with 0.3 power-law normalization\"\n", "s = SkyPlot()\n", "heatmap = SkyHeatmap(ra_grid, dec_grid, prob, s.ax, color='plasma', norm=PowerNorm(0.3))" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# and now defining alpha_min=1 (no alpha gradient)\n", "s = SkyPlot()\n", "heatmap = SkyHeatmap(ra_grid, dec_grid, prob, s.ax, color='plasma', norm=PowerNorm(0.3), alpha_min=1.0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ok, you should be getting the gist of it now. For all the plot classes, you can add various plot elements or change their plotting properties, like color, alpha, plot symbols, etc. For any of the plot classes, you can hide/show each plot element if you have its reference and modify various properties. While we can demo this here, you should try this in ipython because you can see the plots update dynamically as you enter commands!" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.7.9" } }, "nbformat": 4, "nbformat_minor": 2 }