transientlunatic/README.md

## README.md

      
    Raw
  

              README.md
            
          
    Notebooks for EVE Spectra

  
## flare-plotting.ipynb
{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "9b016056",
   "metadata": {},
   "source": [
    "Some experiments with acquiring EVE Spectrum data for Hugh and Daniel."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "e697aee7",
   "metadata": {},
   "outputs": [],
   "source": [
    "from astropy.io import fits\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "1116d321",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "532bdefa",
   "metadata": {},
   "outputs": [],
   "source": [
    "import astropy.time\n",
    "import astropy.units as u\n",
    "import astropy.timeseries\n",
    "import datetime\n",
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "1853d100",
   "metadata": {},
   "outputs": [],
   "source": [
    "class EveSpectrum:\n",
    "    def __init__(self, date, directory=\".\", version=7, revision=2):\n",
    "        \"\"\"\n",
    "        Search for, and load an EVETimeseries from a local file, for a given date.\n",
    "        \n",
    "        Parameters\n",
    "        ----------\n",
    "        date : `datetime.datetime` or str\n",
    "           The date for the observation.\n",
    "           \n",
    "        directory : `str` or os.path\n",
    "            The directory which contains the data files.\n",
    "            \n",
    "        version : int, optional\n",
    "           The version of the file, default is 7.\n",
    "           \n",
    "        revision : int, optional\n",
    "            The revision of the file, default is 2.\n",
    "            \n",
    "        \"\"\"\n",
    "        if isinstance(date, str):\n",
    "            date = datetime.datetime.strptime(date, '%Y-%m-%d')\n",
    "        elif not isinstance(date, datetime.datetime):\n",
    "            raise ValueError(\"Need a date\")\n",
    "        self.filename = f\"EVS_L2B_{date:%Y%j}_{version:03d}_{revision:02d}.fit.gz\"\n",
    "        with fits.open(os.path.join(directory, self.filename)) as file:\n",
    "            self.meta = meta = file[1].data\n",
    "            spectrum_dns = file[3].data.field(7)\n",
    "            self.data = spectrum_dns.T\n",
    "            self.t0 = astropy.time.Time(file[3].header['DATE_OBS'])\n",
    "            self.dt = 2*file[3].header['TIME'] * u.second\n",
    "            self.times = self.t0 + self.dt * np.arange(spectrum_dns.shape[0])\n",
    "            self.wavelengths = np.array(meta.field(0)) * u.nanometer # central wavelengths of each spectral bin in nano-meters\n",
    "        \n",
    "    def plot(self, wavelength=500*u.Angstrom):\n",
    "        \"\"\"\n",
    "        Plot a spectrum for a given wavelength.\n",
    "        \n",
    "        Parameters\n",
    "        ----------\n",
    "        wavelength : `u.Quantity`\n",
    "           The wavelength of the spectrum to be plotted. This should be provided with astropy units\n",
    "           \n",
    "        Returns\n",
    "        -------\n",
    "        f : `matplotlib.Figure`\n",
    "            The figure object for the plot.\n",
    "            \n",
    "        Notes\n",
    "        -----\n",
    "        \n",
    "        If the requested wavelength isn't present in the data set then the spectrum for the closest wavelength is returned.\n",
    "            \n",
    "        Examples\n",
    "        --------\n",
    "        \n",
    "        >>> # Produce a plot at 35-nm\n",
    "        >>> data.plot(35*u.nanometer)\n",
    "        >>> # Produce a plot at 501-A\n",
    "        >>> data.plot(501 * u.Angstrom)\n",
    "        \n",
    "        \"\"\"\n",
    "        f, ax = plt.subplots(1,1, dpi=300)\n",
    "        spectrum_ix = np.argmin(np.abs(self.wavelengths - wavelength))\n",
    "        ax.plot(data.times.datetime, data.data[spectrum_ix])\n",
    "        ax.set_title(f\"{self.t0}//{wavelength}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "81f33cf1",
   "metadata": {},
   "outputs": [],
   "source": [
    "data = EveSpectrum(date=\"2024-06-08\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "fe82fcf2",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "findfont: Font family ['monospace'] not found. Falling back to DejaVu Sans.\n",
      "findfont: Generic family 'monospace' not found because none of the following families were found: Source Code Pro, Courier, Computer Modern Typewriter\n",
      "findfont: Font family ['monospace'] not found. Falling back to DejaVu Sans.\n",
      "findfont: Generic family 'monospace' not found because none of the following families were found: Source Code Pro, Courier, Computer Modern Typewriter\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1800x1200 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "460d4dbe",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.10.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}