{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Fold Mode: Introductory Tutorial  2 \n",
    "\n",
    "This notebook will build on the first tutorial, showing more features of the PsrSigSim. Details will be given for new features, while other features have been discussed in the previous tutorial notebook. This notebook shows the details of using the fold-mode, or simulation of subintegrated data. This may be useful for simulating pulsar timing style data, as a way to save disk space and computation time. For Pulsar Timing Arrays, and most long term monitoring of millisecond pulsars, this is the preferred mode. \n",
    "\n",
    "The example we use here is for simulating precision pulsar timing data. Instead of simulating the single pulses from a pulsar and then folding them to obtain a high signal-to-noise pulse profiles to use for precision pulsar timing, we can simulate a pre-folded observation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import some useful packages\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "# import the pulsar signal simulator\n",
    "import psrsigsim as pss"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Setting up the Folded Signal\n",
    "\n",
    "Here we will again set up the signal class, but this time we will add some additional flags, namely the `fold`, `sample_rate`, and `sublen` flags. Setting `fold=True` tells the simulator that we want to simulate folded data, with subinegration lengths of `sublen=X` where `X` is some number of seconds. We will set the sample rate such that we will simulate 2048 samples across the pulse period. A pulse period of 10 ms is used for this simulation. \n",
    "\n",
    "We will simulate a 20 minute long observation total, with subintegrations of 1 minute. The other simulation parameters will be 64 frequency channels each 12.5 MHz wide (for 800 MHz bandwidth) observed with the Green Bank Telescope at L-band (1500 MHz center frequency). "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Warning: specified sample rate 0.20479999999999998 MHz < Nyquist frequency 1600.0 MHz\n"
     ]
    }
   ],
   "source": [
    "# Define our signal variables.\n",
    "f0 = 1500 # center observing frequecy in MHz\n",
    "bw = 800.0 # observation MHz\n",
    "Nf = 64 # number of frequency channels\n",
    "# We define the pulse period early here so we can similarly define the frequency\n",
    "period = 0.010 # pulsar period in seconds\n",
    "f_samp = (1.0/period)*2048*10**-6 # sample rate of data in MHz (here 2048 samples across the pulse period\n",
    "sublen = 60.0 # subintegration length in seconds, or rate to dump data at\n",
    "# Now we define our signal\n",
    "signal_fold = pss.signal.FilterBankSignal(fcent = f0, bandwidth = bw, Nsubband=Nf, sample_rate = f_samp,\n",
    "                                       sublen = sublen, fold = True) # fold is set to `True`"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Pulsar, ISM and Telescope\n",
    "\n",
    "Here we set up `Pulsar`, `ISM` and `telescope` objects in the same way as in the previous tutorial. We will again use a basic Gaussian profile, but will have a more realisitic mean flux of 5 mJy (or 0.005 Jy)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# We define the Guassian profile\n",
    "gauss_prof = pss.pulsar.GaussProfile(peak = 0.5, width = 0.05, amp = 1.0)\n",
    "\n",
    "# Define the values needed for the puslar\n",
    "Smean = 0.005 # The mean flux of the pulsar, here 0.005 Jy\n",
    "psr_name = \"J0000+0000\" # The name of our simulated pulsar\n",
    "# Now we define the pulsar\n",
    "pulsar_fold = pss.pulsar.Pulsar(period, Smean, profiles=gauss_prof, name = psr_name)\n",
    "\n",
    "# Define the dispersion measure\n",
    "dm = 40.0 # pc cm^-3\n",
    "# And define the ISM object, note that this class takes no initial arguements\n",
    "ism_fold = pss.ism.ISM()\n",
    "\n",
    "tscope = pss.telescope.telescope.GBT()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Simulating the Signal\n",
    "\n",
    "Now we will simulate the signal. Here the commands are the same as before, we just need to define an observation length (20 minutes), make the pulses with the pulsar, disperse the data, And then observe the pulsar with our telescope. For the telescope, we will use the `Lband_GUPPI` system predefined by in the GBT telescope class."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# define the observation length\n",
    "obslen = 60.0*20 # seconds, 20 minutes in total"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Make the pulses\n",
    "pulsar_fold.make_pulses(signal_fold, tobs = obslen)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "98% dispersed in 0.154 seconds."
     ]
    }
   ],
   "source": [
    "# Disperse the data\n",
    "ism_fold.disperse(signal_fold, dm)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: AstropyDeprecationWarning: The truth value of a Quantity is ambiguous. In the future this will raise a ValueError. [astropy.units.quantity]\n"
     ]
    }
   ],
   "source": [
    "# Observe with the telescope\n",
    "tscope.observe(signal_fold, pulsar_fold, system=\"Lband_GUPPI\", noise=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualizing the Data\n",
    "\n",
    "Now that we've simuluated the signal, we can take a look at the subintegrated data that we have produced. We can access it the same way as described in the previous tutorial."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "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": [
    "# Get the phases of the pulse\n",
    "time = np.linspace(0, obslen, len(signal_fold.data[0,:]))\n",
    "# Plot just the pulses in the first frequency channels\n",
    "plt.plot(time, signal_fold.data[0,:], label = signal_fold.dat_freq[0])\n",
    "plt.ylabel(\"Intensity\")\n",
    "plt.xlabel(\"Time [s]\")\n",
    "plt.legend(loc = 'best')\n",
    "plt.show()\n",
    "plt.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If we zoom in on just the first two pulse periods..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "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": [
    "# Since we know there are 2048 bins per pulse period, we can index the appropriate amount\n",
    "plt.plot(time[:4096], signal_fold.data[0,:4096], label = signal_fold.dat_freq[0])\n",
    "plt.ylabel(\"Intensity\")\n",
    "plt.xlabel(\"Time [s]\")\n",
    "plt.legend(loc = 'best')\n",
    "plt.show()\n",
    "plt.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can clearly see the pulse profile above the noise level now. By making subintegrated data, we build up the signal of the simulated pulses to be easily visible. With a 10 ms period and 1 minute subintegrations, each of these pulses acts as if we have folded (1 minutes / 10 ms) = 6000 pulses together. We can look at the 2D spectrogram of these pulses as well."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Make the 2-D plot of intensity v. frequency and pulse phase. You can see the slight dispersive sweep here.\n",
    "plt.imshow(signal_fold.data, aspect = 'auto', interpolation='nearest', origin = 'lower', \\\n",
    "           extent = [min(time), max(time), signal_fold.dat_freq[0].value, signal_fold.dat_freq[-1].value])\n",
    "plt.ylabel(\"Frequency [MHz]\")\n",
    "plt.xlabel(\"Time [s]\")\n",
    "plt.colorbar(label = \"Intensity\")\n",
    "plt.show()\n",
    "plt.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The pulse and dispersive sweep is clearly visible with the high signal-to-noise ratio. Again, zooming in on the first two subintegrations..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(signal_fold.data[:,:4096], aspect = 'auto', interpolation='nearest', origin = 'lower', \\\n",
    "           extent = [min(time[:4096]), max(time[:4096]), signal_fold.dat_freq[0].value, signal_fold.dat_freq[-1].value])\n",
    "plt.ylabel(\"Frequency [MHz]\")\n",
    "plt.xlabel(\"Time [s]\")\n",
    "plt.colorbar(label = \"Intensity\")\n",
    "plt.show()\n",
    "plt.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here the dispersion clearly shows that the pulses are dispersed for over two minutes across the observing bandwidth."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
