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 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# KAGRA DRMI"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Once deleted, variables cannot be recovered. Proceed (y/[n])? y\n"
     ]
    }
   ],
   "source": [
    "%reset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                              ..-\n",
      "    PyKat 1.1.331         _                  '(\n",
      "                          \\`.|\\.__...-\"\"\"\"-_.\" )\n",
      "       ..+-----.._        /  ' `            .-'\n",
      "   . '            `:      7/* _/._\\    \\   (\n",
      "  (        '::;;+;;:      `-\"' =\" /,`\"\" `) /\n",
      "  L.        \\`:::a:f            c_/     n_'\n",
      "  ..`--...___`.  .    ,\n",
      "   `^-....____:   +.      www.gwoptics.org/pykat\n",
      "\n"
     ]
    }
   ],
   "source": [
    "import pykat\n",
    "from pykat import finesse\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.cm as cm\n",
    "import numpy as np\n",
    "%matplotlib inline\n",
    "pykat.init_pykat_plotting(dpi=90)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "base = finesse.kat()\n",
    "base.verbose=False\n",
    "base.parse(\"\"\"\n",
    "# clight 299792458.0 \n",
    "\n",
    "l i1 83.74 0  nL                  #I0=780W\n",
    "const fmod1 16.880962M            #f1\n",
    "const fmod2 45.0159M              #f2\n",
    "const fmod3 56.2699M              #f3\n",
    "\n",
    "mod eo1 $fmod1 0.2 2 pm 0 nL neo1\n",
    "s seo1 0 neo1 neo2\n",
    "mod eo2 $fmod2 0.1 2 pm 0 neo2 neo3\n",
    "s seo2 0 neo3 neo4\n",
    "mod eo3 $fmod3 0.05 2 am 0 neo4 neo5\n",
    "\n",
    "s eo1refl 0 neo5 neo22\n",
    "bs refl 0.0001 0.9999 0 45 neo22 dump npr nREFL   #REFL\n",
    "s bsm 0 npr nprb\n",
    "m prm 0.90 0.10 0 nprb nf0\n",
    "s Lp1 14.7615 nf0 nf1 #14.7615 \n",
    "bs PR2 0.9995 500e-6 0 0 nf1 nf2 nPOP dump # not tilted\n",
    "s Lp2 11.0661 nf2 nf3\n",
    "bs PR3 1 0 0 0 nf3 nf4 dump dump # not tilted\n",
    "s Lp3 15.7638 nf4 n1\n",
    "\n",
    "bs bs1 0.5 0.5 0 45 n1 n2 n3hr n4hr   #BS\n",
    "s bs1bsAR1 0 n3hr n3hr2\n",
    "m bsAR1 0 1 0 n3hr2 n3ar\n",
    "s subBS1 0.0 1.45 n3ar n3ar2 # BS thickness is ignored \n",
    "m bsAR3 0 1 0 n3ar2 n3\n",
    "s bs1bsAR2 0 n4hr n4hr2\n",
    "m bsAR2 0 1 0 n4hr2 n4ar\n",
    "s subBS2 0.0 1.45 n4ar n4ar2 # BS thickness is ignored \n",
    "m bsAR4 0 1 0 n4ar2 n4\n",
    "\n",
    "s Lmx 26.6649  n3 n6\n",
    "s Lmy 23.3351  n2 n5\n",
    "\n",
    "bs ARx 200e-6 0.9998 0 0.025 n6 nPOX n6ar dump   #wedged ITM\n",
    "bs ARy 200e-6 0.9998 0 0.025 n5 dump n5ar dump   #wedged ITM\n",
    "\n",
    "s subx 0.0 1.754 n6ar n6hr # ITM thickness is ignored\n",
    "s suby 0.0 1.754 n5ar n5hr # ITM thickness is ignored\n",
    "\n",
    "m ITMx 0.996 4000e-6 90 n6hr dump\n",
    "m ITMy 0.996 4000e-6 0 n5hr dump\n",
    "\n",
    "s Ls3 15.7386 n4 nf4s\n",
    "bs SR3 1 0 0 0.0 nf4s nf3s dump dump # not tilted\n",
    "s Ls2 11.1115 nf3s nf2s\n",
    "bs SR2 1 0 0 0.0 nf2s nf1s dump dump # not tilted\n",
    "s Ls1 14.7412 nf1s n7\n",
    "\n",
    "m srm 0.85 0.15 0 n7 n8 #phi -0.83\n",
    "s ssrmAR 0 1.45 n8 nsrmAR1 # srm thickness is ignored\n",
    "m srmAR 0 1 0 nsrmAR1 nsrmAR2\n",
    "\n",
    "\n",
    "attr ITMx Rc -1900 % no error\n",
    "attr ITMy Rc -1900 % no error\n",
    "attr ARx Rc 0\n",
    "attr ARy Rc 0\n",
    "attr prm Rc -458.1285\n",
    "attr PR2 Rc -3.0764\n",
    "attr PR3 Rc 24.9165\n",
    "attr srm Rc  458.1285\n",
    "attr SR2 Rc -2.9872\n",
    "attr SR3 Rc 24.9165\n",
    "\n",
    "cav prcN prm nf0 ITMx n6hr\n",
    "cav srcN srm n7 ITMy n5hr\n",
    "maxtem 0\n",
    "\n",
    "pd1 REFL45I 45.0159M 0 nREFL\n",
    "pd1 REFL17Q 16.880962M 90 nREFL\n",
    "pd1 REFL17I 16.880962M 0 nREFL\n",
    "pd1 AS17I 16.880962M 0 n7*\n",
    "pd1 AS17Q 16.880962M 90 n7*\n",
    "\n",
    "pd1 POP17I 16.880962M 0 nPOP\n",
    "pd1 POP45I 45.0159M 0 nPOP\n",
    "pd1 POP34I 33.761924M 0 nPOP\n",
    "pd1 POP34Q 33.761924M 90 nPOP\n",
    "\n",
    "\"\"\")\n",
    "base.maxtem=1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Field Checks"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Fields in PRC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<function matplotlib.pyplot.show>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
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   "source": [
    "kat0 = base.deepcopy()\n",
    "kat0.parse(\"\"\"\n",
    "ad CRPRC 0 nf0\n",
    "ad f1PRC 16.880962M nf0\n",
    "ad f2PRC 45.0159M   nf0\n",
    "ad f3PRC 56.2699M   nf0\n",
    "xaxis* prm phi lin -180 180 300\n",
    "\"\"\")\n",
    "\n",
    "out = kat0.run()\n",
    "plt.semilogy(out.x, out[\"CRPRC\"],label=\"Carrier\")\n",
    "plt.semilogy(out.x, out[\"f1PRC\"],label=\"f1\")\n",
    "plt.semilogy(out.x, out[\"f2PRC\"],label=\"f2\")\n",
    "plt.semilogy(out.x, out[\"f3PRC\"],label=\"f3\")\n",
    "plt.xlabel(\"PRM tuning [deg]\")\n",
    "plt.ylabel(\"Amplitude [a.u.]\")\n",
    "plt.legend(loc=0)\n",
    "plt.title('Fields in PRC, PRM tuning')\n",
    "plt.show"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### OK - but is f3 going to resonate in PRC?? "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Fields in SRC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "metadata": {},
   "outputs": [
    {
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     "execution_count": 155,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "kat0 = base.deepcopy()\n",
    "kat0.parse(\"\"\"\n",
    "ad CRSRC 0 n7*\n",
    "ad f1SRC 16.880962M n7*\n",
    "ad f2SRC 45.0159M   n7*\n",
    "ad f3SRC 56.2699M   n7*\n",
    "xaxis* srm phi lin -180 180 300\n",
    "\"\"\")\n",
    "\n",
    "out = kat0.run()\n",
    "#plt.semilogy(out.x, out[\"CRSRC\"],label=\"Carrier\")\n",
    "plt.semilogy(out.x, out[\"f1SRC\"],label=\"f1\")\n",
    "plt.plot(out.x, out[\"f2SRC\"],label=\"f2\")\n",
    "plt.semilogy(out.x, out[\"f3SRC\"],label=\"f3\")\n",
    "plt.xlabel(\"SRM tuning [deg]\")\n",
    "plt.ylabel(\"Amplitude [a.u.]\")\n",
    "plt.title('Fields in SRC, SRM tuning')\n",
    "plt.legend(loc=0)\n",
    "plt.show"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### f1, f2 OK, is f3 going into both PRC and SRC so much?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Sensing Matrix"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Simple Matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PRCL\n",
      "[-0.00065999 -0.00065999]\n",
      "[-0.00083155 -0.00083155]\n",
      "[-0.04142972 -0.04142972]\n",
      "[-0.03686563 -0.03686563]\n",
      "[0.00062622 0.00062622]\n",
      "[0.00123574 0.00123574]\n",
      "[1.47678744e-10 1.47678744e-10]\n",
      "MICH\n",
      "[0.00025559 0.00025559]\n",
      "[0.00058794 0.00058794]\n",
      "[0.16713846 0.16713846]\n",
      "[-1.86001468 -1.86001468]\n",
      "[-0.00018628 -0.00018628]\n",
      "[-0.00087372 -0.00087372]\n",
      "[-4.76008122e-11 -4.76008122e-11]\n",
      "SRCL\n",
      "[0.00029455 0.00029455]\n",
      "[4.80243699e-13 4.80243699e-13]\n",
      "[-0.03195266 -0.03195266]\n",
      "[0.00581839 0.00581839]\n",
      "[-0.00023887 -0.00023887]\n",
      "[-7.50158636e-13 -7.50158636e-13]\n",
      "[-6.90020957e-11 -6.90020957e-11]\n"
     ]
    }
   ],
   "source": [
    "kat0 = base.deepcopy()\n",
    "kat0.parse(\"\"\"\n",
    "xaxis* prm phi lin 0 0 1\n",
    "diff prm phi\n",
    "\"\"\")\n",
    "outP = kat0.run()\n",
    "\n",
    "kat1 = base.deepcopy()\n",
    "kat1.parse(\"\"\"\n",
    "xaxis* bs1 phi lin 0 0 1\n",
    "diff bs1 phi\n",
    "\"\"\")\n",
    "outM = kat1.run()\n",
    "\n",
    "kat2 = base.deepcopy()\n",
    "kat2.parse(\"\"\"\n",
    "xaxis* srm phi lin 0 0 1\n",
    "diff srm phi\n",
    "\"\"\")\n",
    "outS = kat2.run()\n",
    "\n",
    "\n",
    "\n",
    "print('PRCL')\n",
    "print(outP[\"REFL17I\"])\n",
    "print(outP[\"REFL45I\"])\n",
    "print(outP[\"AS17I\"])\n",
    "print(outP[\"AS17Q\"])\n",
    "print(outP[\"POP17I\"])\n",
    "print(outP[\"POP45I\"])\n",
    "print(outP[\"POP34I\"])\n",
    "\n",
    "print('MICH')\n",
    "print(outM[\"REFL17I\"])\n",
    "print(outM[\"REFL45I\"])\n",
    "print(outM[\"AS17I\"])\n",
    "print(outM[\"AS17Q\"])\n",
    "print(outM[\"POP17I\"])\n",
    "print(outM[\"POP45I\"])\n",
    "print(outM[\"POP34I\"])\n",
    "\n",
    "print('SRCL')\n",
    "print(outS[\"REFL17I\"])\n",
    "print(outS[\"REFL45I\"])\n",
    "print(outS[\"AS17I\"])\n",
    "print(outS[\"AS17Q\"])\n",
    "print(outS[\"POP17I\"])\n",
    "print(outS[\"POP45I\"])\n",
    "print(outS[\"POP34I\"])\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Matrix with Signal Shapes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "metadata": {},
   "outputs": [
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     "metadata": {
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   "source": [
    "kat0 = base.deepcopy()\n",
    "\n",
    "kat0.parse(\"\"\"\n",
    "xaxis* prm phi lin -1 1 300\n",
    "diff prm phi\n",
    "\"\"\")\n",
    "\n",
    "#kat0.noxaxis = True\n",
    "\n",
    "out = kat0.run()\n",
    "\n",
    "fig = plt.figure(figsize=(8,4),dpi=200)\n",
    "ax1 = fig.add_subplot(2,3,1)\n",
    "ax1.plot(out.x, out[\"REFL45I\"],label='REFL45I')\n",
    "ax1.plot(out.x, out[\"REFL17I\"],label='REFL17I')\n",
    "ax1.plot(out.x, out[\"AS17I\"],label='AS17I')\n",
    "ax1.plot(out.x, out[\"AS17Q\"],label='AS17Q')\n",
    "ax1.grid(True)\n",
    "plt.title(\"PRCL\")\n",
    "plt.legend(loc=0,prop={'size': 6})\n",
    "\n",
    "#################################\n",
    "\n",
    "kat101 = base.deepcopy()\n",
    "kat101.parse(\"\"\"\n",
    "xaxis* bs1 phi lin -1 1 100\n",
    "diff bs1 phi\n",
    "\"\"\")\n",
    "#kat0.noxaxis = True\n",
    "out101 = kat101.run()\n",
    "\n",
    "fig = plt.figure(figsize=(8,4),dpi=200)\n",
    "ax1 = fig.add_subplot(2,3,2)\n",
    "ax1.plot(out101.x, out101[\"REFL45I\"],label='REFL45I')\n",
    "ax1.plot(out101.x, out101[\"REFL17I\"],label='REFL17I')\n",
    "ax1.plot(out101.x, out101[\"AS17I\"],label='AS17I')\n",
    "ax1.plot(out101.x, out101[\"AS17Q\"],label='AS17Q')\n",
    "#ax1.plot(out101.x, out101[\"POP17I\"],label='POP17I')\n",
    "#ax1.plot(out101.x, out101[\"POP45I\"],label='POP45I')\n",
    "#ax1.plot(out101.x, out101[\"POP34I\"],label='POP34I')\n",
    "ax1.grid(True)\n",
    "plt.title(\"MICH\")\n",
    "plt.legend(loc=0,prop={'size': 6})\n",
    "\n",
    "\n",
    "#################################\n",
    "kat10 = base.deepcopy()\n",
    "kat10.parse(\"\"\"\n",
    "xaxis* srm phi lin -1 1 100\n",
    "diff srm phi\n",
    "\"\"\")\n",
    "#kat0.noxaxis = True\n",
    "out10 = kat10.run()\n",
    "\n",
    "fig = plt.figure(figsize=(8,4),dpi=200)\n",
    "ax1 = fig.add_subplot(2,3,3)\n",
    "ax1.plot(out10.x, out10[\"REFL45I\"],label='REFL45I')\n",
    "ax1.plot(out10.x, out10[\"REFL17I\"],label='REFL17I')\n",
    "ax1.plot(out10.x, out10[\"AS17I\"],label='AS17I')\n",
    "ax1.plot(out10.x, out10[\"AS17Q\"],label='AS17Q')\n",
    "ax1.grid(True)\n",
    "plt.title(\"SRCL\")\n",
    "plt.legend(loc=0,prop={'size': 6})\n",
    "\n",
    "############# POP PRC ##########\n",
    "fig = plt.figure(figsize=(8,4),dpi=200)\n",
    "ax1 = fig.add_subplot(2,3,4)\n",
    "ax1.plot(out.x, out[\"POP17I\"],label='POP17I')\n",
    "ax1.plot(out.x, out[\"POP45I\"],label='POP45I')\n",
    "ax1.plot(out.x, out[\"POP34I\"],label='POP34I')\n",
    "ax1.grid(True)\n",
    "plt.title(\"PRCL\")\n",
    "plt.legend(loc=0,prop={'size': 6})\n",
    "\n",
    "\n",
    "\n",
    "############# POP MICH ##########\n",
    "fig = plt.figure(figsize=(8,4),dpi=200)\n",
    "ax1 = fig.add_subplot(2,3,5)\n",
    "ax1.plot(out101.x, out101[\"POP17I\"],label='POP17I')\n",
    "ax1.plot(out101.x, out101[\"POP45I\"],label='POP45I')\n",
    "ax1.plot(out101.x, out101[\"POP34I\"],label='POP34I')\n",
    "ax1.grid(True)\n",
    "plt.title(\"MICH\")\n",
    "plt.legend(loc=0,prop={'size': 6})\n",
    "\n",
    "############# POP SRCL ##########\n",
    "fig = plt.figure(figsize=(8,4),dpi=200)\n",
    "ax1 = fig.add_subplot(2,3,6)\n",
    "ax1.plot(out10.x, out10[\"POP17I\"],label='POP17I')\n",
    "ax1.plot(out10.x, out10[\"POP45I\"],label='POP45I')\n",
    "ax1.plot(out10.x, out10[\"POP34I\"],label='POP34I')\n",
    "ax1.grid(True)\n",
    "plt.title(\"SRCL\")\n",
    "plt.legend(loc=0,prop={'size': 6})\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Checking if demodulation phases are OK"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
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      ]
     },
     "execution_count": 150,
     "metadata": {},
     "output_type": "execute_result"
    },
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   "source": [
    "### SRC ###\n",
    "\n",
    "###### REFL17 ############\n",
    "kat3 = base.deepcopy()\n",
    "kat3.REFL17I.remove()\n",
    "kat3.parse(\"\"\"\n",
    "pd1 REFL17I 16.880962M 0 nREFL\n",
    "xaxis srm phi lin -1 1 100\n",
    "diff srm phi\"\"\")\n",
    "plt.subplot(2,3,1)\n",
    "\n",
    "for pp in np.linspace(0,90,5):\n",
    "    kat3.REFL17I.phase1 = pp\n",
    "    out=kat3.run()\n",
    "    plt.plot(out.x, out[\"REFL17I\"],label=pp)\n",
    "    \n",
    "    \n",
    "plt.title(\"REFL17\")\n",
    "plt.xlabel(\"SRC tuning\")\n",
    "plt.ylabel(\"\")\n",
    "plt.legend()\n",
    "\n",
    "# 0 degrees!\n",
    "\n",
    "###### REFL45 ############\n",
    "kat4 = base.deepcopy()\n",
    "kat4.REFL45I.remove()\n",
    "kat4.parse(\"\"\"\n",
    "pd1 REFL45I 45.0159M 0 nREFL\n",
    "xaxis srm phi lin -1 1 100\n",
    "diff srm phi\"\"\")\n",
    "plt.subplot(2,3,2)\n",
    "for pp in np.linspace(0,90,3):\n",
    "    kat4.REFL45I.phase1 = pp\n",
    "    out=kat4.run()\n",
    "    plt.plot(out.x, out[\"REFL45I\"],label=pp)\n",
    "    \n",
    "    \n",
    "plt.title(\"REFL45\")\n",
    "plt.xlabel(\"SRC tuning\")\n",
    "plt.ylabel(\"\")\n",
    "plt.legend()\n",
    "\n",
    "# No signal!\n",
    "\n",
    "###### AS17 ############\n",
    "kat5 = base.deepcopy()\n",
    "kat5.AS17Q.remove()\n",
    "kat5.parse(\"\"\"\n",
    "pd1 AS17Q 16.880962M 0 n7*\n",
    "xaxis* srm phi lin -1 1 100\n",
    "diff srm phi\"\"\")\n",
    "plt.subplot(2,3,3)\n",
    "for pp in np.linspace(0,90,5):\n",
    "    kat5.AS17Q.phase1 = pp\n",
    "    out=kat5.run()\n",
    "    plt.plot(out.x, out[\"AS17Q\"],label=pp)\n",
    "    \n",
    "    \n",
    "plt.title(\"AS17\")\n",
    "plt.xlabel(\"SRC tuning\")\n",
    "plt.ylabel(\"Errir signal\")\n",
    "plt.legend()\n",
    "\n",
    "# 0 degrees!\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "### PRCL"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "metadata": {},
   "outputs": [
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   "source": [
    "###### REFL17 ############\n",
    "kat3 = base.deepcopy()\n",
    "kat3.REFL17I.remove()\n",
    "kat3.parse(\"\"\"\n",
    "pd1 REFL17I 16.880962M 0 nREFL\n",
    "xaxis prm phi lin -1 1 100\n",
    "diff prm phi\"\"\")\n",
    "plt.subplot(2,3,1)\n",
    "\n",
    "for pp in np.linspace(0,90,5):\n",
    "    kat3.REFL17I.phase1 = pp\n",
    "    out=kat3.run()\n",
    "    plt.plot(out.x, out[\"REFL17I\"],label=pp)\n",
    "    \n",
    "    \n",
    "plt.title(\"REFL17\")\n",
    "plt.xlabel(\"PRM tuning\")\n",
    "plt.ylabel(\"\")\n",
    "plt.legend()\n",
    "\n",
    "# 0 degrees!\n",
    "\n",
    "###### REFL45 ############\n",
    "kat4 = base.deepcopy()\n",
    "kat4.REFL45I.remove()\n",
    "kat4.parse(\"\"\"\n",
    "pd1 REFL45I 45.0159M 0 nREFL\n",
    "xaxis prm phi lin -1 1 100\n",
    "diff prm phi\"\"\")\n",
    "plt.subplot(2,3,2)\n",
    "for pp in np.linspace(0,90,3):\n",
    "    kat4.REFL45I.phase1 = pp\n",
    "    out=kat4.run()\n",
    "    plt.plot(out.x, out[\"REFL45I\"],label=pp)\n",
    "    \n",
    "    \n",
    "plt.title(\"REFL45\")\n",
    "plt.xlabel(\"SRC tuning\")\n",
    "plt.ylabel(\"\")\n",
    "plt.legend()\n",
    "\n",
    "# 0 degrees!\n",
    "\n",
    "###### AS17 ############\n",
    "kat6 = base.deepcopy()\n",
    "kat6.AS17Q.remove()\n",
    "kat6.parse(\"\"\"\n",
    "pd1 AS17Q 16.880962M 0 n7*\n",
    "xaxis prm phi lin -1 1 100\n",
    "diff prm phi\"\"\")\n",
    "plt.subplot(2,3,3)\n",
    "\n",
    "for pp in np.linspace(0,90,5):\n",
    "    kat6.AS17Q.phase1 = pp\n",
    "    out=kat6.run()\n",
    "    plt.plot(out.x, out[\"AS17Q\"],label=pp)\n",
    "    \n",
    "    \n",
    "plt.title(\"AS17\")\n",
    "plt.xlabel(\"PRM tuning\")\n",
    "plt.ylabel(\"\")\n",
    "plt.legend()\n",
    "\n",
    "# No signal!\n",
    "\n",
    "###### POP17 ############\n",
    "kat5 = base.deepcopy()\n",
    "kat5.POP17I.remove()\n",
    "kat5.parse(\"\"\"\n",
    "pd1 POP17I 16.880962M 0 nPOP\n",
    "xaxis prm phi lin -1 1 100\n",
    "diff prm phi\"\"\")\n",
    "plt.subplot(2,3,4)\n",
    "for pp in np.linspace(0,90,5):\n",
    "    kat5.POP17I.phase1 = pp\n",
    "    out=kat5.run()\n",
    "    plt.plot(out.x, out[\"POP17I\"],label=pp)\n",
    "    \n",
    "    \n",
    "plt.title(\"POP17\")\n",
    "plt.xlabel(\"PRC tuning\")\n",
    "plt.legend()\n",
    "\n",
    "###### POP34 ############\n",
    "kat8 = base.deepcopy()\n",
    "kat8.POP34I.remove()\n",
    "kat8.parse(\"\"\"\n",
    "pd1 POP34I 33.761924M 0 nPOP\n",
    "xaxis prm phi lin -1 1 100\n",
    "diff prm phi\"\"\")\n",
    "plt.subplot(2,3,5)\n",
    "for pp in np.linspace(0,90,5):\n",
    "    kat8.POP34I.phase1 = pp\n",
    "    out=kat8.run()\n",
    "    plt.plot(out.x, out[\"POP34I\"],label=pp)\n",
    "    \n",
    "    \n",
    "plt.title(\"POP34\")\n",
    "plt.xlabel(\"PRC tuning\")\n",
    "plt.legend()\n",
    "\n",
    "\n",
    "###### POP45 ############\n",
    "kat9 = base.deepcopy()\n",
    "kat9.POP45I.remove()\n",
    "kat9.parse(\"\"\"\n",
    "pd1 POP45I 45.0159M 0 nPOP\n",
    "xaxis prm phi lin -1 1 100\n",
    "diff prm phi\"\"\")\n",
    "plt.subplot(2,3,6)\n",
    "for pp in np.linspace(0,90,5):\n",
    "    kat9.POP45I.phase1 = pp\n",
    "    out=kat9.run()\n",
    "    plt.plot(out.x, out[\"POP45I\"],label=pp)\n",
    "    \n",
    "    \n",
    "plt.title(\"POP45\")\n",
    "plt.xlabel(\"PRC tuning\")\n",
    "plt.legend()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [],
   "source": [
    "### MICH"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "metadata": {},
   "outputs": [
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     "execution_count": 152,
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       "<Figure size 540x333.72 with 6 Axes>"
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   ],
   "source": [
    "###### REFL17 ############\n",
    "kat3 = base.deepcopy()\n",
    "kat3.REFL17I.remove()\n",
    "kat3.parse(\"\"\"\n",
    "pd1 REFL17I 16.880962M 0 nREFL\n",
    "xaxis bs1 phi lin -1 1 100\n",
    "diff bs1 phi\"\"\")\n",
    "plt.subplot(2,3,1)\n",
    "\n",
    "for pp in np.linspace(0,90,5):\n",
    "    kat3.REFL17I.phase1 = pp\n",
    "    out=kat3.run()\n",
    "    plt.plot(out.x, out[\"REFL17I\"],label=pp)\n",
    "    \n",
    "    \n",
    "plt.title(\"REFL17\")\n",
    "plt.xlabel(\"MICH tuning\")\n",
    "plt.ylabel(\"\")\n",
    "plt.legend()\n",
    "\n",
    "# 0 degrees!\n",
    "\n",
    "###### REFL45 ############\n",
    "kat4 = base.deepcopy()\n",
    "kat4.REFL45I.remove()\n",
    "kat4.parse(\"\"\"\n",
    "pd1 REFL45I 45.0159M 0 nREFL\n",
    "xaxis bs1 phi lin -1 1 100\n",
    "diff bs1 phi\"\"\")\n",
    "plt.subplot(2,3,2)\n",
    "for pp in np.linspace(0,90,3):\n",
    "    kat4.REFL45I.phase1 = pp\n",
    "    out=kat4.run()\n",
    "    plt.plot(out.x, out[\"REFL45I\"],label=pp)\n",
    "    \n",
    "    \n",
    "plt.title(\"REFL45\")\n",
    "plt.xlabel(\"MICH tuning\")\n",
    "plt.ylabel(\"\")\n",
    "plt.legend()\n",
    "\n",
    "# 0 degrees!\n",
    "\n",
    "###### AS17 ############\n",
    "kat6 = base.deepcopy()\n",
    "kat6.AS17Q.remove()\n",
    "kat6.parse(\"\"\"\n",
    "pd1 AS17Q 16.880962M 90 n7*\n",
    "xaxis bs1 phi lin -1 1 100\n",
    "diff bs1 phi\"\"\")\n",
    "plt.subplot(2,3,3)\n",
    "\n",
    "for pp in np.linspace(0,90,5):\n",
    "    kat6.AS17Q.phase1 = pp\n",
    "    out=kat6.run()\n",
    "    plt.plot(out.x, out[\"AS17Q\"],label=pp)\n",
    "\n",
    "plt.title(\"AS17\")\n",
    "plt.xlabel(\"MICH tuning\")\n",
    "plt.ylabel(\"\")\n",
    "plt.legend()\n",
    "\n",
    "# No signal!\n",
    "\n",
    "\n",
    "###### POP17 ############\n",
    "kat5 = base.deepcopy()\n",
    "kat5.POP17I.remove()\n",
    "kat5.parse(\"\"\"\n",
    "pd1 POP17I 16.880962M 0 nPOP\n",
    "xaxis bs1 phi lin -1 1 100\n",
    "diff bs1 phi\"\"\")\n",
    "plt.subplot(2,3,4)\n",
    "for pp in np.linspace(0,90,5):\n",
    "    kat5.POP17I.phase1 = pp\n",
    "    out=kat5.run()\n",
    "    plt.plot(out.x, out[\"POP17I\"],label=pp)\n",
    "    \n",
    "    \n",
    "plt.title(\"POP317\")\n",
    "plt.xlabel(\"MICH  tuning\")\n",
    "plt.legend()\n",
    "\n",
    "###### POP34 ############\n",
    "kat8 = base.deepcopy()\n",
    "kat8.POP34I.remove()\n",
    "kat8.parse(\"\"\"\n",
    "pd1 POP34I 33.761924M 0 nPOP\n",
    "xaxis bs1 phi lin -1 1 100\n",
    "diff bs1 phi\"\"\")\n",
    "plt.subplot(2,3,5)\n",
    "for pp in np.linspace(0,90,5):\n",
    "    kat8.POP34I.phase1 = pp\n",
    "    out=kat8.run()\n",
    "    plt.plot(out.x, out[\"POP34I\"],label=pp)\n",
    "    \n",
    "    \n",
    "plt.title(\"POP34\")\n",
    "plt.xlabel(\"MICH  tuning\")\n",
    "plt.legend()\n",
    "\n",
    "###### POP45 ############\n",
    "kat9 = base.deepcopy()\n",
    "kat9.POP45I.remove()\n",
    "kat9.parse(\"\"\"\n",
    "pd1 POP45I 45.0159M 0 nPOP\n",
    "xaxis bs1 phi lin -1 1 100\n",
    "diff bs1 phi\"\"\")\n",
    "plt.subplot(2,3,6)\n",
    "for pp in np.linspace(0,90,5):\n",
    "    kat9.POP45I.phase1 = pp\n",
    "    out=kat9.run()\n",
    "    plt.plot(out.x, out[\"POP45I\"],label=pp)\n",
    "\n",
    "plt.title(\"POP45\")\n",
    "plt.xlabel(\"MICH  tuning\")\n",
    "plt.legend()\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "PRCL\n",
    "REFL17 - 0 deg\n",
    "REFL45 - 0 deg\n",
    "AS17 - no signal\n",
    "\n",
    "MICH\n",
    "REFL17 - 22.5 (or 0)\n",
    "REFL45 - 0\n",
    "AS17 - 90\n",
    "\n",
    "SRCL\n",
    "REFL17 - 0 deg\n",
    "REFL45 - no signal\n",
    "AS17 - no signal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "\n"
   ]
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   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
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   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
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