notebooks/rotated_surface_code.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from graphqec import RotatedSurfaceCode, ThresholdLAB"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "rsc = RotatedSurfaceCode(\n",
    "    distance = 3,\n",
    "    depolarize1_rate = 0.01,\n",
    "    depolarize2_rate = 0.01\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "rsc.draw_graph()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre> q0: -R-DEPOLARIZE1(0.01)---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------X-DEPOLARIZE2(0.01)-----------------------------------------@-DEPOLARIZE2(0.01)----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------X-DEPOLARIZE2(0.01)-----------------------------------------@-DEPOLARIZE2(0.01)----------------------------------------------------------------------------------------------------------------------------------------------------------------------DEPOLARIZE1(0.01)-----------M:rec[16]-DETECTOR:D12=rec[19]*rec[16]*rec[8]------------------OBSERVABLE_INCLUDE:L0*=rec[16]*rec[20]*rec[24]-\n",
       "                                                                                                                                                                                                                                                                                                                                                          | |                                                         | |                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                | |                                                         | |\n",
       " q1: -R-DEPOLARIZE1(0.01)---------------------------------------------------------------------------------X-DEPOLARIZE2(0.01)-----------------------------------------@-DEPOLARIZE2(0.01)-----------------------------------------------------------------------------------------------------------------------------------------------------------------|-|---------------------------------------------------------|-|---------------------------------------------------------X-DEPOLARIZE2(0.01)----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------X-DEPOLARIZE2(0.01)-----------------------------------------@-DEPOLARIZE2(0.01)-----------------------------------------------------------------------------------------------------------------------------------------------------------------|-|---------------------------------------------------------|-|---------------------------------------------------------X-DEPOLARIZE2(0.01)----------------------------------------------------------------------------------------------------------DEPOLARIZE1(0.01)-----------M:rec[17]-DETECTOR:D13=rec[20]*rec[17]*rec[21]*rec[18]*rec[9]-------------------------------------------------\n",
       "                                                                                                          | |                                                         | |                                                                                                                                                                                 | |                                                         | |                                                         | |                                                                                                                                                                                                                    | |                                                         | |                                                                                                                                                                                 | |                                                         | |                                                         | |\n",
       " q2: -R-DEPOLARIZE1(0.01)---------------------------------------------------------------------------------|-|---------------------------------------------------------|-|---------------------------------------------------------X-DEPOLARIZE2(0.01)-----------------------------------------------------------------------------------------------------|-|---------------------------------------------------------|-|-----------------@-DEPOLARIZE2(0.01)---------------------|-|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-|---------------------------------------------------------|-|---------------------------------------------------------X-DEPOLARIZE2(0.01)-----------------------------------------------------------------------------------------------------|-|---------------------------------------------------------|-|-----------------@-DEPOLARIZE2(0.01)---------------------|-|--------------------------------------------------------------------------------------------------------------------------DEPOLARIZE1(0.01)-----------M:rec[18]-----------------------------------------------------------------------------------------------------\n",
       "                                                                                                          | |                                                         | |                                                         | |                                                                                                                     | |                                                         | |                 | |                                     | |                                                                                                                                                                                                                    | |                                                         | |                                                         | |                                                                                                                     | |                                                         | |                 | |                                     | |\n",
       " q3: -R-DEPOLARIZE1(0.01)---------------------------------------------------------------------------------|-|-----------------X-DEPOLARIZE2(0.01)---------------------|-|-----------------@-DEPOLARIZE2(0.01)---------------------|-|---------------------------------------------------------@-DEPOLARIZE2(0.01)-----------------------------------------|-|---------------------------------------------------------|-|-----------------|-|-------------------------------------|-|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-|-----------------X-DEPOLARIZE2(0.01)---------------------|-|-----------------@-DEPOLARIZE2(0.01)---------------------|-|---------------------------------------------------------@-DEPOLARIZE2(0.01)-----------------------------------------|-|---------------------------------------------------------|-|-----------------|-|-------------------------------------|-|--------------------------------------------------------------------------------------------------------------------------DEPOLARIZE1(0.01)-----------M:rec[19]-DETECTOR:D14=rec[22]*rec[19]*rec[23]*rec[20]*rec[10]------------------------------------------------\n",
       "                                                                                                          | |                 | |                                     | |                 | |                                     | |                                                         | |                                                         | |                                                         | |                 | |                                     | |                                                                                                                                                                                                                    | |                 | |                                     | |                 | |                                     | |                                                         | |                                                         | |                                                         | |                 | |                                     | |\n",
       " q4: -R-DEPOLARIZE1(0.01)---------------------@-DEPOLARIZE2(0.01)-----------------------------------------|-|-----------------|-|-------------------------------------|-|-----------------|-|-------------------------------------|-|-----------------X-DEPOLARIZE2(0.01)---------------------|-|---------------------------------------------------------|-|-----------------X-DEPOLARIZE2(0.01)---------------------|-|-----------------|-|-----------------@-DEPOLARIZE2(0.01)-|-|--------------------------------------------------------------------------------------------------------------------------------------------------------@-DEPOLARIZE2(0.01)-----------------------------------------|-|-----------------|-|-------------------------------------|-|-----------------|-|-------------------------------------|-|-----------------X-DEPOLARIZE2(0.01)---------------------|-|---------------------------------------------------------|-|-----------------X-DEPOLARIZE2(0.01)---------------------|-|-----------------|-|-----------------@-DEPOLARIZE2(0.01)-|-|--------------------------------------------------------------------------------------------------------------------------DEPOLARIZE1(0.01)-----------M:rec[20]-----------------------------------------------------------------------------------------------------\n",
       "                                              | |                                                         | |                 | |                                     | |                 | |                                     | |                 | |                                     | |                                                         | |                 | |                                     | |                 | |                 | |                 | |                                                                                                                                                        | |                                                         | |                 | |                                     | |                 | |                                     | |                 | |                                     | |                                                         | |                 | |                                     | |                 | |                 | |                 | |\n",
       " q5: -R-DEPOLARIZE1(0.01)---------------------|-|---------------------------------------------------------|-|-----------------|-|-------------------------------------|-|-----------------|-|-----------------@-DEPOLARIZE2(0.01)-|-|-----------------|-|-------------------------------------|-|-----------------@-DEPOLARIZE2(0.01)---------------------|-|-----------------|-|-------------------------------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------X-DEPOLARIZE2(0.01)--------------------------------------------------------------------------------------------------------------------|-|---------------------------------------------------------|-|-----------------|-|-------------------------------------|-|-----------------|-|-----------------@-DEPOLARIZE2(0.01)-|-|-----------------|-|-------------------------------------|-|-----------------@-DEPOLARIZE2(0.01)---------------------|-|-----------------|-|-------------------------------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------X-DEPOLARIZE2(0.01)--------------------------------------------------------------------------------------DEPOLARIZE1(0.01)-----------M:rec[21]-DETECTOR:D15=rec[24]*rec[21]*rec[11]----------------------------------------------------------------\n",
       "                                              | |                                                         | |                 | |                                     | |                 | |                 | |                 | |                 | |                                     | |                 | |                                     | |                 | |                                     | |                 | |                 | |                 | |                 | |                                                                                                                                    | |                                                         | |                 | |                                     | |                 | |                 | |                 | |                 | |                                     | |                 | |                                     | |                 | |                                     | |                 | |                 | |                 | |                 | |\n",
       " q6: -R-DEPOLARIZE1(0.01)---------------------|-|-----------------@-DEPOLARIZE2(0.01)---------------------|-|-----------------|-|-------------------------------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-------------------------------------|-|-----------------|-|-------------------------------------|-|-----------------|-|-----------------X-DEPOLARIZE2(0.01)-|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|------------------------------------------------------------------------------------------------------------------------------------|-|-----------------@-DEPOLARIZE2(0.01)---------------------|-|-----------------|-|-------------------------------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-------------------------------------|-|-----------------|-|-------------------------------------|-|-----------------|-|-----------------X-DEPOLARIZE2(0.01)-|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|------------------------------------------------------------------------------------------------------DEPOLARIZE1(0.01)-----------M:rec[22]-----------------------------------------------------------------------------------------------------\n",
       "                                              | |                 | |                                     | |                 | |                                     | |                 | |                 | |                 | |                 | |                                     | |                 | |                                     | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                                                                                                                                    | |                 | |                                     | |                 | |                                     | |                 | |                 | |                 | |                 | |                                     | |                 | |                                     | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |\n",
       " q7: -R-DEPOLARIZE1(0.01)---------------------|-|-----------------|-|-------------------------------------|-|-----------------|-|-----------------X-DEPOLARIZE2(0.01)-|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-------------------------------------|-|-----------------|-|-----------------@-DEPOLARIZE2(0.01)-|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------X-DEPOLARIZE2(0.01)------------------------------------------------------------------------------------------------|-|-----------------|-|-------------------------------------|-|-----------------|-|-----------------X-DEPOLARIZE2(0.01)-|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-------------------------------------|-|-----------------|-|-----------------@-DEPOLARIZE2(0.01)-|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------X-DEPOLARIZE2(0.01)------------------------------------------------------------------DEPOLARIZE1(0.01)-----------M:rec[23]-----------------------------------------------------------------------------------------------------\n",
       "                                              | |                 | |                                     | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                                     | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                                                                                                                | |                 | |                                     | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                                     | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |\n",
       " q8: -R-DEPOLARIZE1(0.01)---------------------|-|-----------------|-|-----------------@-DEPOLARIZE2(0.01)-|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------X-DEPOLARIZE2(0.01)-|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|----------------------------------------------------------------------------------------------------------------|-|-----------------|-|-----------------@-DEPOLARIZE2(0.01)-|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------X-DEPOLARIZE2(0.01)-|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|----------------------------------------------------------------------------------DEPOLARIZE1(0.01)-----------M:rec[24]-----------------------------------------------------------------------------------------------------\n",
       "                                              | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                                                                                                                | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |\n",
       " q9: -R-DEPOLARIZE1(0.01)-H-DEPOLARIZE1(0.01)-|-|-----------------|-|-----------------|-|-----------------@-DEPOLARIZE2(0.01)-|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------@-DEPOLARIZE2(0.01)-|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------H-DEPOLARIZE1(0.01)-DEPOLARIZE1(0.01)-MR:rec[4]----------DEPOLARIZE1(0.01)-H-DEPOLARIZE1(0.01)-|-|-----------------|-|-----------------|-|-----------------@-DEPOLARIZE2(0.01)-|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------@-DEPOLARIZE2(0.01)-|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------H-DEPOLARIZE1(0.01)-DEPOLARIZE1(0.01)-MR:rec[12]-----------------DETECTOR:D8=rec[4]*rec[12]----------------------------------------------------------------------------------------------------------------\n",
       "                                              | |                 | |                 | |                                     | |                 | |                 | |                 | |                 | |                                     | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                                                                                                                | |                 | |                 | |                                     | |                 | |                 | |                 | |                 | |                                     | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |\n",
       "q10: -R-DEPOLARIZE1(0.01)-H-DEPOLARIZE1(0.01)-|-|-----------------|-|-----------------|-|-------------------------------------@-DEPOLARIZE2(0.01)-|-|-----------------|-|-----------------|-|-----------------|-|-------------------------------------@-DEPOLARIZE2(0.01)-|-|-----------------|-|-----------------|-|-----------------|-|-----------------@-DEPOLARIZE2(0.01)-|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------@-DEPOLARIZE2(0.01)-|-|-----------------|-|-----------------H-DEPOLARIZE1(0.01)-DEPOLARIZE1(0.01)-MR:rec[5]----------DEPOLARIZE1(0.01)-H-DEPOLARIZE1(0.01)-|-|-----------------|-|-----------------|-|-------------------------------------@-DEPOLARIZE2(0.01)-|-|-----------------|-|-----------------|-|-----------------|-|-------------------------------------@-DEPOLARIZE2(0.01)-|-|-----------------|-|-----------------|-|-----------------|-|-----------------@-DEPOLARIZE2(0.01)-|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------@-DEPOLARIZE2(0.01)-|-|-----------------|-|-----------------H-DEPOLARIZE1(0.01)-DEPOLARIZE1(0.01)-MR:rec[13]-----------------DETECTOR:D9=rec[5]*rec[13]----------------------------------------------------------------------------------------------------------------\n",
       "                                              | |                 | |                 | |                                                         | |                 | |                 | |                 | |                                                         | |                 | |                 | |                 | |                                     | |                 | |                 | |                 | |                 | |                                     | |                 | |                                                                                                                | |                 | |                 | |                                                         | |                 | |                 | |                 | |                                                         | |                 | |                 | |                 | |                                     | |                 | |                 | |                 | |                 | |                                     | |                 | |\n",
       "q11: -R-DEPOLARIZE1(0.01)-H-DEPOLARIZE1(0.01)-|-|-----------------|-|-----------------|-|---------------------------------------------------------@-DEPOLARIZE2(0.01)-|-|-----------------|-|-----------------|-|---------------------------------------------------------@-DEPOLARIZE2(0.01)-|-|-----------------|-|-----------------|-|-------------------------------------@-DEPOLARIZE2(0.01)-|-|-----------------|-|-----------------|-|-----------------|-|-------------------------------------@-DEPOLARIZE2(0.01)-|-|-----------------H-DEPOLARIZE1(0.01)-DEPOLARIZE1(0.01)-MR:rec[6]----------DEPOLARIZE1(0.01)-H-DEPOLARIZE1(0.01)-|-|-----------------|-|-----------------|-|---------------------------------------------------------@-DEPOLARIZE2(0.01)-|-|-----------------|-|-----------------|-|---------------------------------------------------------@-DEPOLARIZE2(0.01)-|-|-----------------|-|-----------------|-|-------------------------------------@-DEPOLARIZE2(0.01)-|-|-----------------|-|-----------------|-|-----------------|-|-------------------------------------@-DEPOLARIZE2(0.01)-|-|-----------------H-DEPOLARIZE1(0.01)-DEPOLARIZE1(0.01)-MR:rec[14]-----------------DETECTOR:D10=rec[6]*rec[14]---------------------------------------------------------------------------------------------------------------\n",
       "                                              | |                 | |                 | |                                                                             | |                 | |                 | |                                                                             | |                 | |                 | |                                                         | |                 | |                 | |                 | |                                                         | |                                                                                                                | |                 | |                 | |                                                                             | |                 | |                 | |                                                                             | |                 | |                 | |                                                         | |                 | |                 | |                 | |                                                         | |\n",
       "q12: -R-DEPOLARIZE1(0.01)-H-DEPOLARIZE1(0.01)-|-|-----------------|-|-----------------|-|-----------------------------------------------------------------------------|-|-----------------|-|-----------------|-|-----------------------------------------------------------------------------|-|-----------------|-|-----------------|-|---------------------------------------------------------@-DEPOLARIZE2(0.01)-|-|-----------------|-|-----------------|-|---------------------------------------------------------@-DEPOLARIZE2(0.01)-H-DEPOLARIZE1(0.01)-DEPOLARIZE1(0.01)-MR:rec[7]----------DEPOLARIZE1(0.01)-H-DEPOLARIZE1(0.01)-|-|-----------------|-|-----------------|-|-----------------------------------------------------------------------------|-|-----------------|-|-----------------|-|-----------------------------------------------------------------------------|-|-----------------|-|-----------------|-|---------------------------------------------------------@-DEPOLARIZE2(0.01)-|-|-----------------|-|-----------------|-|---------------------------------------------------------@-DEPOLARIZE2(0.01)-H-DEPOLARIZE1(0.01)-DEPOLARIZE1(0.01)-MR:rec[15]-----------------DETECTOR:D11=rec[7]*rec[15]---------------------------------------------------------------------------------------------------------------\n",
       "                                              | |                 | |                 | |                                                                             | |                 | |                 | |                                                                             | |                 | |                 | |                                                                             | |                 | |                 | |                                                                                                                                                                            | |                 | |                 | |                                                                             | |                 | |                 | |                                                                             | |                 | |                 | |                                                                             | |                 | |                 | |\n",
       "q13: -R-DEPOLARIZE1(0.01)---------------------|-|-----------------|-|-----------------|-|-----------------------------------------------------------------------------|-|-----------------|-|-----------------|-|-----------------------------------------------------------------------------X-DEPOLARIZE2(0.01)-|-|-----------------|-|-----------------------------------------------------------------------------X-DEPOLARIZE2(0.01)-|-|-----------------|-|-------------------------------------------------------------------------------DEPOLARIZE1(0.01)-MR:rec[0]---------DETECTOR:D0=rec[0]-DEPOLARIZE1(0.01)---------------------|-|-----------------|-|-----------------|-|-----------------------------------------------------------------------------|-|-----------------|-|-----------------|-|-----------------------------------------------------------------------------X-DEPOLARIZE2(0.01)-|-|-----------------|-|-----------------------------------------------------------------------------X-DEPOLARIZE2(0.01)-|-|-----------------|-|-------------------------------------------------------------------------------DEPOLARIZE1(0.01)-MR:rec[8]---------DETECTOR:D4=rec[0]*rec[8]--------------------------------------------------------------------------------------------------------------------------------------------\n",
       "                                              | |                 | |                 | |                                                                             | |                 | |                 | |                                                                                                 | |                 | |                                                                                                 | |                 | |                                                                                                                                                                            | |                 | |                 | |                                                                             | |                 | |                 | |                                                                                                 | |                 | |                                                                                                 | |                 | |\n",
       "q14: -R-DEPOLARIZE1(0.01)---------------------X-DEPOLARIZE2(0.01)-|-|-----------------|-|-----------------------------------------------------------------------------X-DEPOLARIZE2(0.01)-|-|-----------------|-|-------------------------------------------------------------------------------------------------X-DEPOLARIZE2(0.01)-|-|-------------------------------------------------------------------------------------------------X-DEPOLARIZE2(0.01)-|-|-------------------------------------------------------------------------------DEPOLARIZE1(0.01)-MR:rec[1]---------DETECTOR:D1=rec[1]-DEPOLARIZE1(0.01)---------------------X-DEPOLARIZE2(0.01)-|-|-----------------|-|-----------------------------------------------------------------------------X-DEPOLARIZE2(0.01)-|-|-----------------|-|-------------------------------------------------------------------------------------------------X-DEPOLARIZE2(0.01)-|-|-------------------------------------------------------------------------------------------------X-DEPOLARIZE2(0.01)-|-|-------------------------------------------------------------------------------DEPOLARIZE1(0.01)-MR:rec[9]---------DETECTOR:D5=rec[1]*rec[9]--------------------------------------------------------------------------------------------------------------------------------------------\n",
       "                                                                  | |                 | |                                                                                                 | |                 | |                                                                                                                     | |                                                                                                                     | |                                                                                                                                                                                                | |                 | |                                                                                                 | |                 | |                                                                                                                     | |                                                                                                                     | |\n",
       "q15: -R-DEPOLARIZE1(0.01)-----------------------------------------X-DEPOLARIZE2(0.01)-|-|-------------------------------------------------------------------------------------------------X-DEPOLARIZE2(0.01)-|-|---------------------------------------------------------------------------------------------------------------------X-DEPOLARIZE2(0.01)-----------------------------------------------------------------------------------------------------X-DEPOLARIZE2(0.01)---------------------------------------------------------------DEPOLARIZE1(0.01)-MR:rec[2]---------DETECTOR:D2=rec[2]-DEPOLARIZE1(0.01)-----------------------------------------X-DEPOLARIZE2(0.01)-|-|-------------------------------------------------------------------------------------------------X-DEPOLARIZE2(0.01)-|-|---------------------------------------------------------------------------------------------------------------------X-DEPOLARIZE2(0.01)-----------------------------------------------------------------------------------------------------X-DEPOLARIZE2(0.01)---------------------------------------------------------------DEPOLARIZE1(0.01)-MR:rec[10]--------DETECTOR:D6=rec[2]*rec[10]-------------------------------------------------------------------------------------------------------------------------------------------\n",
       "                                                                                      | |                                                                                                                     | |                                                                                                                                                                                                                                                                                                                                                                                                                                                                    | |                                                                                                                     | |\n",
       "q16: -R-DEPOLARIZE1(0.01)-------------------------------------------------------------X-DEPOLARIZE2(0.01)-----------------------------------------------------------------------------------------------------X-DEPOLARIZE2(0.01)---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------DEPOLARIZE1(0.01)-MR:rec[3]---------DETECTOR:D3=rec[3]-DEPOLARIZE1(0.01)-------------------------------------------------------------X-DEPOLARIZE2(0.01)-----------------------------------------------------------------------------------------------------X-DEPOLARIZE2(0.01)---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------DEPOLARIZE1(0.01)-MR:rec[11]--------DETECTOR:D7=rec[3]*rec[11]-------------------------------------------------------------------------------------------------------------------------------------------</pre>"
      ],
      "text/plain": [
       " q0: -R-DEPOLARIZE1(0.01)---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------X-DEPOLARIZE2(0.01)-----------------------------------------@-DEPOLARIZE2(0.01)----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------X-DEPOLARIZE2(0.01)-----------------------------------------@-DEPOLARIZE2(0.01)----------------------------------------------------------------------------------------------------------------------------------------------------------------------DEPOLARIZE1(0.01)-----------M:rec[16]-DETECTOR:D12=rec[19]*rec[16]*rec[8]------------------OBSERVABLE_INCLUDE:L0*=rec[16]*rec[20]*rec[24]-\n",
       "                                                                                                                                                                                                                                                                                                                                                          | |                                                         | |                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                | |                                                         | |\n",
       " q1: -R-DEPOLARIZE1(0.01)---------------------------------------------------------------------------------X-DEPOLARIZE2(0.01)-----------------------------------------@-DEPOLARIZE2(0.01)-----------------------------------------------------------------------------------------------------------------------------------------------------------------|-|---------------------------------------------------------|-|---------------------------------------------------------X-DEPOLARIZE2(0.01)----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------X-DEPOLARIZE2(0.01)-----------------------------------------@-DEPOLARIZE2(0.01)-----------------------------------------------------------------------------------------------------------------------------------------------------------------|-|---------------------------------------------------------|-|---------------------------------------------------------X-DEPOLARIZE2(0.01)----------------------------------------------------------------------------------------------------------DEPOLARIZE1(0.01)-----------M:rec[17]-DETECTOR:D13=rec[20]*rec[17]*rec[21]*rec[18]*rec[9]-------------------------------------------------\n",
       "                                                                                                          | |                                                         | |                                                                                                                                                                                 | |                                                         | |                                                         | |                                                                                                                                                                                                                    | |                                                         | |                                                                                                                                                                                 | |                                                         | |                                                         | |\n",
       " q2: -R-DEPOLARIZE1(0.01)---------------------------------------------------------------------------------|-|---------------------------------------------------------|-|---------------------------------------------------------X-DEPOLARIZE2(0.01)-----------------------------------------------------------------------------------------------------|-|---------------------------------------------------------|-|-----------------@-DEPOLARIZE2(0.01)---------------------|-|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-|---------------------------------------------------------|-|---------------------------------------------------------X-DEPOLARIZE2(0.01)-----------------------------------------------------------------------------------------------------|-|---------------------------------------------------------|-|-----------------@-DEPOLARIZE2(0.01)---------------------|-|--------------------------------------------------------------------------------------------------------------------------DEPOLARIZE1(0.01)-----------M:rec[18]-----------------------------------------------------------------------------------------------------\n",
       "                                                                                                          | |                                                         | |                                                         | |                                                                                                                     | |                                                         | |                 | |                                     | |                                                                                                                                                                                                                    | |                                                         | |                                                         | |                                                                                                                     | |                                                         | |                 | |                                     | |\n",
       " q3: -R-DEPOLARIZE1(0.01)---------------------------------------------------------------------------------|-|-----------------X-DEPOLARIZE2(0.01)---------------------|-|-----------------@-DEPOLARIZE2(0.01)---------------------|-|---------------------------------------------------------@-DEPOLARIZE2(0.01)-----------------------------------------|-|---------------------------------------------------------|-|-----------------|-|-------------------------------------|-|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-|-----------------X-DEPOLARIZE2(0.01)---------------------|-|-----------------@-DEPOLARIZE2(0.01)---------------------|-|---------------------------------------------------------@-DEPOLARIZE2(0.01)-----------------------------------------|-|---------------------------------------------------------|-|-----------------|-|-------------------------------------|-|--------------------------------------------------------------------------------------------------------------------------DEPOLARIZE1(0.01)-----------M:rec[19]-DETECTOR:D14=rec[22]*rec[19]*rec[23]*rec[20]*rec[10]------------------------------------------------\n",
       "                                                                                                          | |                 | |                                     | |                 | |                                     | |                                                         | |                                                         | |                                                         | |                 | |                                     | |                                                                                                                                                                                                                    | |                 | |                                     | |                 | |                                     | |                                                         | |                                                         | |                                                         | |                 | |                                     | |\n",
       " q4: -R-DEPOLARIZE1(0.01)---------------------@-DEPOLARIZE2(0.01)-----------------------------------------|-|-----------------|-|-------------------------------------|-|-----------------|-|-------------------------------------|-|-----------------X-DEPOLARIZE2(0.01)---------------------|-|---------------------------------------------------------|-|-----------------X-DEPOLARIZE2(0.01)---------------------|-|-----------------|-|-----------------@-DEPOLARIZE2(0.01)-|-|--------------------------------------------------------------------------------------------------------------------------------------------------------@-DEPOLARIZE2(0.01)-----------------------------------------|-|-----------------|-|-------------------------------------|-|-----------------|-|-------------------------------------|-|-----------------X-DEPOLARIZE2(0.01)---------------------|-|---------------------------------------------------------|-|-----------------X-DEPOLARIZE2(0.01)---------------------|-|-----------------|-|-----------------@-DEPOLARIZE2(0.01)-|-|--------------------------------------------------------------------------------------------------------------------------DEPOLARIZE1(0.01)-----------M:rec[20]-----------------------------------------------------------------------------------------------------\n",
       "                                              | |                                                         | |                 | |                                     | |                 | |                                     | |                 | |                                     | |                                                         | |                 | |                                     | |                 | |                 | |                 | |                                                                                                                                                        | |                                                         | |                 | |                                     | |                 | |                                     | |                 | |                                     | |                                                         | |                 | |                                     | |                 | |                 | |                 | |\n",
       " q5: -R-DEPOLARIZE1(0.01)---------------------|-|---------------------------------------------------------|-|-----------------|-|-------------------------------------|-|-----------------|-|-----------------@-DEPOLARIZE2(0.01)-|-|-----------------|-|-------------------------------------|-|-----------------@-DEPOLARIZE2(0.01)---------------------|-|-----------------|-|-------------------------------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------X-DEPOLARIZE2(0.01)--------------------------------------------------------------------------------------------------------------------|-|---------------------------------------------------------|-|-----------------|-|-------------------------------------|-|-----------------|-|-----------------@-DEPOLARIZE2(0.01)-|-|-----------------|-|-------------------------------------|-|-----------------@-DEPOLARIZE2(0.01)---------------------|-|-----------------|-|-------------------------------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------X-DEPOLARIZE2(0.01)--------------------------------------------------------------------------------------DEPOLARIZE1(0.01)-----------M:rec[21]-DETECTOR:D15=rec[24]*rec[21]*rec[11]----------------------------------------------------------------\n",
       "                                              | |                                                         | |                 | |                                     | |                 | |                 | |                 | |                 | |                                     | |                 | |                                     | |                 | |                                     | |                 | |                 | |                 | |                 | |                                                                                                                                    | |                                                         | |                 | |                                     | |                 | |                 | |                 | |                 | |                                     | |                 | |                                     | |                 | |                                     | |                 | |                 | |                 | |                 | |\n",
       " q6: -R-DEPOLARIZE1(0.01)---------------------|-|-----------------@-DEPOLARIZE2(0.01)---------------------|-|-----------------|-|-------------------------------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-------------------------------------|-|-----------------|-|-------------------------------------|-|-----------------|-|-----------------X-DEPOLARIZE2(0.01)-|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|------------------------------------------------------------------------------------------------------------------------------------|-|-----------------@-DEPOLARIZE2(0.01)---------------------|-|-----------------|-|-------------------------------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-------------------------------------|-|-----------------|-|-------------------------------------|-|-----------------|-|-----------------X-DEPOLARIZE2(0.01)-|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|------------------------------------------------------------------------------------------------------DEPOLARIZE1(0.01)-----------M:rec[22]-----------------------------------------------------------------------------------------------------\n",
       "                                              | |                 | |                                     | |                 | |                                     | |                 | |                 | |                 | |                 | |                                     | |                 | |                                     | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                                                                                                                                    | |                 | |                                     | |                 | |                                     | |                 | |                 | |                 | |                 | |                                     | |                 | |                                     | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |\n",
       " q7: -R-DEPOLARIZE1(0.01)---------------------|-|-----------------|-|-------------------------------------|-|-----------------|-|-----------------X-DEPOLARIZE2(0.01)-|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-------------------------------------|-|-----------------|-|-----------------@-DEPOLARIZE2(0.01)-|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------X-DEPOLARIZE2(0.01)------------------------------------------------------------------------------------------------|-|-----------------|-|-------------------------------------|-|-----------------|-|-----------------X-DEPOLARIZE2(0.01)-|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-------------------------------------|-|-----------------|-|-----------------@-DEPOLARIZE2(0.01)-|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------X-DEPOLARIZE2(0.01)------------------------------------------------------------------DEPOLARIZE1(0.01)-----------M:rec[23]-----------------------------------------------------------------------------------------------------\n",
       "                                              | |                 | |                                     | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                                     | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                                                                                                                | |                 | |                                     | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                                     | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |\n",
       " q8: -R-DEPOLARIZE1(0.01)---------------------|-|-----------------|-|-----------------@-DEPOLARIZE2(0.01)-|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------X-DEPOLARIZE2(0.01)-|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|----------------------------------------------------------------------------------------------------------------|-|-----------------|-|-----------------@-DEPOLARIZE2(0.01)-|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------X-DEPOLARIZE2(0.01)-|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|----------------------------------------------------------------------------------DEPOLARIZE1(0.01)-----------M:rec[24]-----------------------------------------------------------------------------------------------------\n",
       "                                              | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                                                                                                                | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |\n",
       " q9: -R-DEPOLARIZE1(0.01)-H-DEPOLARIZE1(0.01)-|-|-----------------|-|-----------------|-|-----------------@-DEPOLARIZE2(0.01)-|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------@-DEPOLARIZE2(0.01)-|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------H-DEPOLARIZE1(0.01)-DEPOLARIZE1(0.01)-MR:rec[4]----------DEPOLARIZE1(0.01)-H-DEPOLARIZE1(0.01)-|-|-----------------|-|-----------------|-|-----------------@-DEPOLARIZE2(0.01)-|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------@-DEPOLARIZE2(0.01)-|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------H-DEPOLARIZE1(0.01)-DEPOLARIZE1(0.01)-MR:rec[12]-----------------DETECTOR:D8=rec[4]*rec[12]----------------------------------------------------------------------------------------------------------------\n",
       "                                              | |                 | |                 | |                                     | |                 | |                 | |                 | |                 | |                                     | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                                                                                                                | |                 | |                 | |                                     | |                 | |                 | |                 | |                 | |                                     | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |                 | |\n",
       "q10: -R-DEPOLARIZE1(0.01)-H-DEPOLARIZE1(0.01)-|-|-----------------|-|-----------------|-|-------------------------------------@-DEPOLARIZE2(0.01)-|-|-----------------|-|-----------------|-|-----------------|-|-------------------------------------@-DEPOLARIZE2(0.01)-|-|-----------------|-|-----------------|-|-----------------|-|-----------------@-DEPOLARIZE2(0.01)-|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------@-DEPOLARIZE2(0.01)-|-|-----------------|-|-----------------H-DEPOLARIZE1(0.01)-DEPOLARIZE1(0.01)-MR:rec[5]----------DEPOLARIZE1(0.01)-H-DEPOLARIZE1(0.01)-|-|-----------------|-|-----------------|-|-------------------------------------@-DEPOLARIZE2(0.01)-|-|-----------------|-|-----------------|-|-----------------|-|-------------------------------------@-DEPOLARIZE2(0.01)-|-|-----------------|-|-----------------|-|-----------------|-|-----------------@-DEPOLARIZE2(0.01)-|-|-----------------|-|-----------------|-|-----------------|-|-----------------|-|-----------------@-DEPOLARIZE2(0.01)-|-|-----------------|-|-----------------H-DEPOLARIZE1(0.01)-DEPOLARIZE1(0.01)-MR:rec[13]-----------------DETECTOR:D9=rec[5]*rec[13]----------------------------------------------------------------------------------------------------------------\n",
       "                                              | |                 | |                 | |                                                         | |                 | |                 | |                 | |                                                         | |                 | |                 | |                 | |                                     | |                 | |                 | |                 | |                 | |                                     | |                 | |                                                                                                                | |                 | |                 | |                                                         | |                 | |                 | |                 | |                                                         | |                 | |                 | |                 | |                                     | |                 | |                 | |                 | |                 | |                                     | |                 | |\n",
       "q11: -R-DEPOLARIZE1(0.01)-H-DEPOLARIZE1(0.01)-|-|-----------------|-|-----------------|-|---------------------------------------------------------@-DEPOLARIZE2(0.01)-|-|-----------------|-|-----------------|-|---------------------------------------------------------@-DEPOLARIZE2(0.01)-|-|-----------------|-|-----------------|-|-------------------------------------@-DEPOLARIZE2(0.01)-|-|-----------------|-|-----------------|-|-----------------|-|-------------------------------------@-DEPOLARIZE2(0.01)-|-|-----------------H-DEPOLARIZE1(0.01)-DEPOLARIZE1(0.01)-MR:rec[6]----------DEPOLARIZE1(0.01)-H-DEPOLARIZE1(0.01)-|-|-----------------|-|-----------------|-|---------------------------------------------------------@-DEPOLARIZE2(0.01)-|-|-----------------|-|-----------------|-|---------------------------------------------------------@-DEPOLARIZE2(0.01)-|-|-----------------|-|-----------------|-|-------------------------------------@-DEPOLARIZE2(0.01)-|-|-----------------|-|-----------------|-|-----------------|-|-------------------------------------@-DEPOLARIZE2(0.01)-|-|-----------------H-DEPOLARIZE1(0.01)-DEPOLARIZE1(0.01)-MR:rec[14]-----------------DETECTOR:D10=rec[6]*rec[14]---------------------------------------------------------------------------------------------------------------\n",
       "                                              | |                 | |                 | |                                                                             | |                 | |                 | |                                                                             | |                 | |                 | |                                                         | |                 | |                 | |                 | |                                                         | |                                                                                                                | |                 | |                 | |                                                                             | |                 | |                 | |                                                                             | |                 | |                 | |                                                         | |                 | |                 | |                 | |                                                         | |\n",
       "q12: -R-DEPOLARIZE1(0.01)-H-DEPOLARIZE1(0.01)-|-|-----------------|-|-----------------|-|-----------------------------------------------------------------------------|-|-----------------|-|-----------------|-|-----------------------------------------------------------------------------|-|-----------------|-|-----------------|-|---------------------------------------------------------@-DEPOLARIZE2(0.01)-|-|-----------------|-|-----------------|-|---------------------------------------------------------@-DEPOLARIZE2(0.01)-H-DEPOLARIZE1(0.01)-DEPOLARIZE1(0.01)-MR:rec[7]----------DEPOLARIZE1(0.01)-H-DEPOLARIZE1(0.01)-|-|-----------------|-|-----------------|-|-----------------------------------------------------------------------------|-|-----------------|-|-----------------|-|-----------------------------------------------------------------------------|-|-----------------|-|-----------------|-|---------------------------------------------------------@-DEPOLARIZE2(0.01)-|-|-----------------|-|-----------------|-|---------------------------------------------------------@-DEPOLARIZE2(0.01)-H-DEPOLARIZE1(0.01)-DEPOLARIZE1(0.01)-MR:rec[15]-----------------DETECTOR:D11=rec[7]*rec[15]---------------------------------------------------------------------------------------------------------------\n",
       "                                              | |                 | |                 | |                                                                             | |                 | |                 | |                                                                             | |                 | |                 | |                                                                             | |                 | |                 | |                                                                                                                                                                            | |                 | |                 | |                                                                             | |                 | |                 | |                                                                             | |                 | |                 | |                                                                             | |                 | |                 | |\n",
       "q13: -R-DEPOLARIZE1(0.01)---------------------|-|-----------------|-|-----------------|-|-----------------------------------------------------------------------------|-|-----------------|-|-----------------|-|-----------------------------------------------------------------------------X-DEPOLARIZE2(0.01)-|-|-----------------|-|-----------------------------------------------------------------------------X-DEPOLARIZE2(0.01)-|-|-----------------|-|-------------------------------------------------------------------------------DEPOLARIZE1(0.01)-MR:rec[0]---------DETECTOR:D0=rec[0]-DEPOLARIZE1(0.01)---------------------|-|-----------------|-|-----------------|-|-----------------------------------------------------------------------------|-|-----------------|-|-----------------|-|-----------------------------------------------------------------------------X-DEPOLARIZE2(0.01)-|-|-----------------|-|-----------------------------------------------------------------------------X-DEPOLARIZE2(0.01)-|-|-----------------|-|-------------------------------------------------------------------------------DEPOLARIZE1(0.01)-MR:rec[8]---------DETECTOR:D4=rec[0]*rec[8]--------------------------------------------------------------------------------------------------------------------------------------------\n",
       "                                              | |                 | |                 | |                                                                             | |                 | |                 | |                                                                                                 | |                 | |                                                                                                 | |                 | |                                                                                                                                                                            | |                 | |                 | |                                                                             | |                 | |                 | |                                                                                                 | |                 | |                                                                                                 | |                 | |\n",
       "q14: -R-DEPOLARIZE1(0.01)---------------------X-DEPOLARIZE2(0.01)-|-|-----------------|-|-----------------------------------------------------------------------------X-DEPOLARIZE2(0.01)-|-|-----------------|-|-------------------------------------------------------------------------------------------------X-DEPOLARIZE2(0.01)-|-|-------------------------------------------------------------------------------------------------X-DEPOLARIZE2(0.01)-|-|-------------------------------------------------------------------------------DEPOLARIZE1(0.01)-MR:rec[1]---------DETECTOR:D1=rec[1]-DEPOLARIZE1(0.01)---------------------X-DEPOLARIZE2(0.01)-|-|-----------------|-|-----------------------------------------------------------------------------X-DEPOLARIZE2(0.01)-|-|-----------------|-|-------------------------------------------------------------------------------------------------X-DEPOLARIZE2(0.01)-|-|-------------------------------------------------------------------------------------------------X-DEPOLARIZE2(0.01)-|-|-------------------------------------------------------------------------------DEPOLARIZE1(0.01)-MR:rec[9]---------DETECTOR:D5=rec[1]*rec[9]--------------------------------------------------------------------------------------------------------------------------------------------\n",
       "                                                                  | |                 | |                                                                                                 | |                 | |                                                                                                                     | |                                                                                                                     | |                                                                                                                                                                                                | |                 | |                                                                                                 | |                 | |                                                                                                                     | |                                                                                                                     | |\n",
       "q15: -R-DEPOLARIZE1(0.01)-----------------------------------------X-DEPOLARIZE2(0.01)-|-|-------------------------------------------------------------------------------------------------X-DEPOLARIZE2(0.01)-|-|---------------------------------------------------------------------------------------------------------------------X-DEPOLARIZE2(0.01)-----------------------------------------------------------------------------------------------------X-DEPOLARIZE2(0.01)---------------------------------------------------------------DEPOLARIZE1(0.01)-MR:rec[2]---------DETECTOR:D2=rec[2]-DEPOLARIZE1(0.01)-----------------------------------------X-DEPOLARIZE2(0.01)-|-|-------------------------------------------------------------------------------------------------X-DEPOLARIZE2(0.01)-|-|---------------------------------------------------------------------------------------------------------------------X-DEPOLARIZE2(0.01)-----------------------------------------------------------------------------------------------------X-DEPOLARIZE2(0.01)---------------------------------------------------------------DEPOLARIZE1(0.01)-MR:rec[10]--------DETECTOR:D6=rec[2]*rec[10]-------------------------------------------------------------------------------------------------------------------------------------------\n",
       "                                                                                      | |                                                                                                                     | |                                                                                                                                                                                                                                                                                                                                                                                                                                                                    | |                                                                                                                     | |\n",
       "q16: -R-DEPOLARIZE1(0.01)-------------------------------------------------------------X-DEPOLARIZE2(0.01)-----------------------------------------------------------------------------------------------------X-DEPOLARIZE2(0.01)---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------DEPOLARIZE1(0.01)-MR:rec[3]---------DETECTOR:D3=rec[3]-DEPOLARIZE1(0.01)-------------------------------------------------------------X-DEPOLARIZE2(0.01)-----------------------------------------------------------------------------------------------------X-DEPOLARIZE2(0.01)---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------DEPOLARIZE1(0.01)-MR:rec[11]--------DETECTOR:D7=rec[3]*rec[11]-------------------------------------------------------------------------------------------------------------------------------------------"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rsc.build_memory_circuit(number_of_rounds=2)\n",
    "rsc.memory_circuit.diagram()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "th = ThresholdLAB(\n",
    "    distances= [3, 5, 7, 11],\n",
    "    code=RotatedSurfaceCode,\n",
    "    error_rates= np.linspace(0, 0.02, 10)\n",
    ")\n",
    "\n",
    "th.collect_stats(num_shots=10**4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 768x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "th.plot_stats(\n",
    "    x_min = 5e-3, \n",
    "    x_max = 2e-2,\n",
    "    y_min = 1e-3, \n",
    "    y_max = 6e-1\n",
    ")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": ".env",
   "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": "3.12.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}