{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Export Testcase Example\n",
    "Here an existing randomly generated testcase is exported"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "from wield.iirrational.utilities.mpl import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fce2a6d0668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dat = iirrational_data('simple2', instance_num = 2)\n",
    "axB = plot_fitter_flag(dat.fitter)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "wield.iirrational.v1.data2testcase(\n",
    "    fname = 'simple2.mat', \n",
    "    data = dat.data,\n",
    "    F_Hz = dat.F_Hz,\n",
    "    SNR = dat.SNR,\n",
    "    bestfit_ZPK_z = dat.bestfit_ZPK_z,\n",
    "    F_nyquist_Hz = dat.F_nyquist_Hz,\n",
    "    description = 'test',\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import scipy.io\n",
    "d = scipy.io.loadmat('simple2.mat')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ array([[ 0.99693204+0.j        ,  0.99693204+0.j        ,\n",
       "         0.99693204+0.j        ,  0.99968751+0.00337372j,\n",
       "         0.99968751-0.00337372j]]),\n",
       "        array([[ 0.99969320+0.j        ,  0.99969320+0.j        ,\n",
       "         0.99693204+0.j        ,  0.99965086+0.00920093j,\n",
       "         0.99996461+0.00306786j,  0.99965086-0.00920093j,\n",
       "         0.99996461-0.00306786j]]),\n",
       "        array([[  9.41201413e-06]])]], dtype=object)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d['bestfit_ZPK_z']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "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": "3.9.16"
  },
  "latex_envs": {
   "bibliofile": "biblio.bib",
   "cite_by": "apalike",
   "current_citInitial": 1,
   "eqLabelWithNumbers": true,
   "eqNumInitial": 0
  }
 },
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