{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Noiseless Data Fitting\n",
    "=============\n",
    "\n",
    "The default heuristics for noisy models must be modified for noiseless data. Those heuristics primarly check for relative changes to the average residuals. For noiseless data the residuals can be at numeric precision and so the checks should be done using exact thresholds rather than relative thresholds.\n",
    "\n",
    "Also for exact fits the nyquist frequency must be chosen well. Exact models from the s domain will have slightly modified phase response when run at a finite nyquist frequency. The fits will choose higher order to fit out this modified phase. If the nyquist is sufficiently high and some fit error is allowed, then the order will be reduced.\n",
    "\n",
    " - *The order reduction for this is not working well (it worked better in the past). Needs some attention.*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "nbsphinx": "hidden"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/mcculler/.local/lib/python3.5/site-packages/h5py/__init__.py:34: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
      "  from ._conv import register_converters as _register_converters\n"
     ]
    },
    {
     "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": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(direct = 4.379e+01, Psvd= 4.379e+01, Zsvd= 4.379e+01)\n",
      "LINEAR Final Residuals:  0.003905684042473498\n",
      "(direct = 4.079e+01, Psvd= 4.079e+01, Zsvd= 4.079e+01)\n",
      "LINEAR Final Residuals:  21461.937977934154\n",
      "Using last (direct)! 20\n",
      "Cleared  pole (-1.0000000000000056+0j)\n",
      "Cleared  pole (-0.9337219070053355+0j)\n",
      "Cleared  zero (-2.022799388440665+0j)\n",
      "Cleared  zero (-0.9999999999999999+0j)\n",
      "Initial Order: (Z= 18, P= 18, Z-P= 0)\n",
      "TRIPLETS (rat = 1.0096714011831398, pre = 2.9715222030734957e-08, mid = 2.9695964754453158e-08, post = 2.9659722894360767e-08\n",
      "N:  2\n",
      "[(0.9937908350719397+0.0011628065503476077j), (0.9937908350719397-0.0011628065503476077j)] zeros\n",
      "[(0.9917854823999889+0.005584742537756558j), (0.9917854823999889-0.005584742537756558j)] zeros\n",
      "[(0.9810664341215537+0.012280189950038723j), (0.9810664341215537-0.012280189950038723j)] zeros\n",
      "[(0.871123415773924+0.01670562965952297j), (0.871123415773924-0.01670562965952297j)] zeros\n",
      "[(0.9922880282193801+0.004460262849743871j), (0.9922880282193801-0.004460262849743871j)] poles\n",
      "[(0.9865713702915061+0.00518825000781355j), (0.9865713702915061-0.00518825000781355j)] poles\n",
      "[(0.9678518718336526+0.017061129644049967j), (0.9678518718336526-0.017061129644049967j)] poles\n",
      "WEAK REMOVE:  [(0.9917854823999889+0.005584742537756558j), (0.9917854823999889-0.005584742537756558j)] [(0.9922880282193801+0.004460262849743871j), (0.9922880282193801-0.004460262849743871j)]\n",
      "RATIO for WEAK:  7.761149887267759\n",
      "FINAL RESIDUALS 3.746302208870283e-09\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fe5b40e0ac8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#tdat =  iirrational_data('rand2_log100E', set_num = 1)\n",
    "tdat =  iirrational_data('simple0E', set_num = 3)\n",
    "out = v1.data2filter(\n",
    "    tdat,\n",
    "    SNR = 1,\n",
    "    F_nyquist_Hz = 16384, \n",
    ")\n",
    "ax = plot_fitter_flag_compare(out.fitter, tdat.fitter)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(direct = 4.379e+01, Psvd= 4.379e+01, Zsvd= 4.379e+01)\n",
      "LINEAR Final Residuals:  0.003905684042473498\n",
      "(direct = 4.079e+01, Psvd= 4.079e+01, Zsvd= 4.079e+01)\n",
      "LINEAR Final Residuals:  21461.937977934154\n",
      "Using last (direct)! 20\n",
      "Cleared  pole (-1.0000000000000056+0j)\n",
      "Cleared  pole (-0.9337219070053355+0j)\n",
      "Cleared  zero (-2.022799388440665+0j)\n",
      "Cleared  zero (-0.9999999999999999+0j)\n",
      "Initial Order: (Z= 18, P= 18, Z-P= 0)\n",
      "TRIPLETS (rat = 1.0096714011831398, pre = 2.9715222030734957e-08, mid = 2.9695964754453158e-08, post = 2.9659722894360767e-08\n",
      "N:  2\n",
      "[(0.9937908350719397+0.0011628065503476077j), (0.9937908350719397-0.0011628065503476077j)] zeros\n",
      "[(0.9917854823999889+0.005584742537756558j), (0.9917854823999889-0.005584742537756558j)] zeros\n",
      "[(0.9810664341215537+0.012280189950038723j), (0.9810664341215537-0.012280189950038723j)] zeros\n",
      "[(0.871123415773924+0.01670562965952297j), (0.871123415773924-0.01670562965952297j)] zeros\n",
      "[(0.9922880282193801+0.004460262849743871j), (0.9922880282193801-0.004460262849743871j)] poles\n",
      "[(0.9865713702915061+0.00518825000781355j), (0.9865713702915061-0.00518825000781355j)] poles\n",
      "[(0.9678518718336526+0.017061129644049967j), (0.9678518718336526-0.017061129644049967j)] poles\n",
      "WEAK REMOVE:  [(0.9917854823999889+0.005584742537756558j), (0.9917854823999889-0.005584742537756558j)] [(0.9922880282193801+0.004460262849743871j), (0.9922880282193801-0.004460262849743871j)]\n",
      "RATIO for WEAK:  7.761149887267759\n",
      "FINAL RESIDUALS 3.746302208870283e-09\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fe57d558048>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "out = v1.data2filter(\n",
    "    tdat,\n",
    "    SNR = 1,\n",
    "    F_nyquist_Hz = 16384, \n",
    "    hints = [\n",
    "        v1.hintsets.exact_data,\n",
    "    ],\n",
    ")\n",
    "ax = plot_fitter_flag_compare(out.fitter, tdat.fitter)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " - Inspect the hintsets to get an idea how to run for different applications. The \"hints\" argument to data2filter can take a list of sets which it will overlay."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'resavg_EthreshOrdDn': 0.01,\n",
       " 'resavg_RthreshOrdC': None,\n",
       " 'resavg_RthreshOrdDn': None,\n",
       " 'resavg_RthreshOrdUp': None}"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "v1.hintsets.exact_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fe57cfbbf60>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "out = v1.data2filter(\n",
    "    tdat,\n",
    "    SNR = 1,\n",
    "    F_nyquist_Hz = 16384, \n",
    "    hints = [\n",
    "        {'resavg_EthreshOrdDn': 1,\n",
    "         'resavg_RthreshOrdC': None,\n",
    "         'resavg_RthreshOrdDn': None,\n",
    "         'resavg_RthreshOrdUp': None},\n",
    "        v1.hintsets.quiet,\n",
    "    ]\n",
    ")\n",
    "ax = plot_fitter_flag_compare(out.fitter, tdat.fitter)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "celltoolbar": "Edit 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": "3.5.4"
  },
  "latex_envs": {
   "bibliofile": "biblio.bib",
   "cite_by": "apalike",
   "current_citInitial": 1,
   "eqLabelWithNumbers": true,
   "eqNumInitial": 0
  },
  "notify_time": "5"
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
