{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Library loading\n",
    "import numpy as np\n",
    "import scipy.io\n",
    "from scipy import signal as sig"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Import data sampled at 20 Gsamples/s with the Keysight DSOS804A"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(40000, 46, 140)\n"
     ]
    }
   ],
   "source": [
    "# Load dataset from .mat file\n",
    "data = scipy.io.loadmat('dataset_fullwaveforms_20GSps.mat')\n",
    "\n",
    "waveforms = data['waveforms']\n",
    "print(waveforms.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Import the defined capture parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Get vector with the applied channel attenuations in [dB]\n",
    "attenuations = data['attenuations'][0]\n",
    "\n",
    "# Get number of independent captures performed for each test case (attenuation)\n",
    "Ncaptures = data['Ncaptures'][0][0]\n",
    "\n",
    "# Get sampling rate in [Hz]\n",
    "sampling_rate = data['sampling_rate'][0][0]\n",
    "\n",
    "# Get time vector of the captured signals in [s]\n",
    "t = data['t'][0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Downsample waveforms"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define new time-basis after resampling operation from 20 Gsamples/s to 200 Msamples/s\n",
    "tResampled = t[0::100]\n",
    "\n",
    "# Downsample the waveform to 200 Msample/s, by a factor of 100\n",
    "waveforms_downsampled = sig.decimate(waveforms,100,ftype='fir',zero_phase=True,axis=0)\n",
    "\n",
    "# Average waveforms over all realizations\n",
    "waveforms_averaged = np.mean(waveforms,axis=-1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Save processed dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(400, 46, 140)\n",
      "(40000, 46)\n"
     ]
    }
   ],
   "source": [
    "# Check dataset's shape\n",
    "print(waveforms_downsampled.shape)\n",
    "print(waveforms_averaged.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# np.save('waveforms_downsampled', waveforms_downsampled)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# np.save('waveforms_averaged', waveforms_averaged)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Sample plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.cm as cm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(dpi=150,facecolor='w', edgecolor='k')\n",
    "\n",
    "# # Set the viridis colormap as a continuous cycler\n",
    "plt.rcParams[\"axes.prop_cycle\"] = plt.cycler(\"color\", plt.cm.viridis_r(np.linspace(0,1,attenuations[0:46].size))[:,0:3])\n",
    "\n",
    "# Plot waveforms\n",
    "plt.plot(t*1e9,waveforms_averaged,linewidth=0.75)\n",
    "plt.xlabel('Time [ns]')\n",
    "plt.ylabel('Voltage [V]')\n",
    "plt.xlim(200,250) # Location of the main pulse\n",
    "plt.grid()\n",
    "\n",
    "# Colorbar\n",
    "m = cm.ScalarMappable(attenuations[0:46])\n",
    "m.set_array([])\n",
    "m.set_cmap(plt.cm.viridis)\n",
    "m.set_norm(norm=matplotlib.colors.Normalize(vmin=attenuations[0],vmax=attenuations[45]))\n",
    "cbar = fig.colorbar(m)\n",
    "cbar.set_label('Attenuation [dB]', rotation=270, labelpad=15)\n",
    "plt.show()"
   ]
  }
 ],
 "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": "3.7.6"
  },
  "toc-autonumbering": true,
  "toc-showcode": false,
  "toc-showmarkdowntxt": true
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
