{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib widget\n",
    "from pathlib import Path\n",
    "\n",
    "import numpy as np\n",
    "import scipy.signal as sps\n",
    "\n",
    "from spectrometer import FID1D, process\n",
    "from spectrometer.process import decaying_sinus\n",
    "\n",
    "cm = 1 / 2.54"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load raw *.fid data\n",
    "file = Path(\n",
    "    \"../data/20230910-100255-none-none-sample_signal_25MHz_10mVpp_56dB_attenuator,df=1ppm,record_length=10000.0,sample_rate=320000.0.fid\"\n",
    ")\n",
    "fid = FID1D.from_file(file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "e0038a59dc0e45f79ecc5e83dd317c9b",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=629.9212598425196/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot raw data\n",
    "fig = fid.plot(\n",
    "    figsize=(16.0 * cm, 8.0 * cm)  # Wide Layout: ~16cm, Margin Layout: 10.7cm\n",
    ")\n",
    "fig.savefig(\"test_signal_raw.pdf\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Amplitude: -0.8122892972444441\n",
      "Frequency: 0.8818016544265501\n",
      "Phase: 0.4030437616494248\n",
      "Offset: -0.004531110246258242\n",
      "Lambda: -0.007113761042952031\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "4c314e27039e4580af230b26fa6cf488",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=629.9212598425196/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Try to plot simple least squares fit for a decaying sinusoid\n",
    "decaying_sinus_fit = decaying_sinus.fit(fid.ms_scale, fid.real)\n",
    "ms_scale_fine = np.linspace(fid.ms_scale[0], fid.ms_scale[-1], len(fid.ms_scale) * 10)\n",
    "print(decaying_sinus_fit)\n",
    "\n",
    "# Plot raw\n",
    "fig = fid.plot(figsize=(16 * cm, 8 * cm))  # Wide Layout: ~16cm, Margin Layout: 10.7cm\n",
    "\n",
    "# Plot fit\n",
    "fig.axes[0].plot(\n",
    "    ms_scale_fine,\n",
    "    decaying_sinus_fit(ms_scale_fine),\n",
    "    linestyle=\"--\",\n",
    ")\n",
    "\n",
    "fig.savefig(\"test_signal_fit.pdf\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Phase Shift: 117\n",
      "Peak location: -898.437500000001 Hz\n",
      "Peak height: 2141.46337890625\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "636c096299814ef6aa177191a311b53a",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=629.9212598425196/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Spectrum\n",
    "spectrum, p0 = fid.spectrum(phase_shift_kwargs={\"p0\": 117})\n",
    "print(f\"Phase Shift: {p0}\")\n",
    "\n",
    "peak_spectrum = spectrum.crop_around(spectrum.max_peak, 200)\n",
    "peak_fig = peak_spectrum.hz.plot(figsize=(16 * cm, 8 * cm), linestyle=\"-\", marker=\"\")\n",
    "\n",
    "peak_fig.savefig(\"test_signal_fft.pdf\")\n",
    "print(f\"Peak location: {spectrum.hz.max_peak} Hz\")\n",
    "print(f\"Peak height: {peak_spectrum[peak_spectrum.max_peak].real}\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": ".venv",
   "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": "3.11.4"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
