Deliverable.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__Preamble__\n",
    "\n",
    "- Most of this should be in your environment already though you will likely have to install chaospy w/ 'pip install chaospy' "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import chaospy as ch\n",
    "from scipy import integrate\n",
    "import pandas as pd\n",
    "from mpl_toolkits import mplot3d\n",
    "import time\n",
    "import json\n",
    "import pickle\n",
    "\n",
    "##SALib\n",
    "from SALib.sample import saltelli\n",
    "from SALib.analyze import sobol\n",
    "from SALib.test_functions import Ishigami\n",
    "\n",
    "#Chaospy\n",
    "import chaospy as ch\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__The Levotka-Volterra predator-prey model__\n",
    "\n",
    "- Here we instantiate the Levotka-Volterra model, which models the interdependent population dynamics of predators and prey via two coupled differential equations. The equations further depend on four parameters. \n",
    "- This model will serve as the initial test-bed with which we can compare the virtues of polynomial chaos expansions in calculating sensitivity metrics. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Parameters\n",
    "alpha = 1 #Mortality rate due to predators\n",
    "beta = 1 #Regeneration rate of prey\n",
    "delta = 1 #Search rate of predators\n",
    "gamma = 1 #Death rate of predators.\n",
    "\n",
    "#Initial condition\n",
    "x0 = 4 #Initial population of prey\n",
    "y0 = 2 #Initial population of predators\n",
    "X0 = [x0, y0]\n",
    "\n",
    "Nt = 1000\n",
    "tmax = 30\n",
    "t = np.linspace(0.,tmax, Nt)\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "#Model\n",
    "\n",
    "def levotka(X, t, alpha, beta, delta, gamma):\n",
    "    x, y = X\n",
    "    dotx = x * (alpha - beta * y)\n",
    "    doty = y * (-delta + gamma * x)\n",
    "    return np.array([dotx, doty])\n",
    "\n",
    "solution = integrate.odeint(levotka, X0, t, args = (alpha,beta,delta,gamma))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Solving the equations with the given initial conditions and parameter values gives the cyclical population dynamics typical of the Levotka-Volterra model. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = solution.T[0]\n",
    "y = solution.T[1]\n",
    "\n",
    "plt.figure()\n",
    "plt.grid()\n",
    "plt.title(\"Predator-prey cycles\")\n",
    "plt.plot(t, x, label = 'Deer')\n",
    "plt.plot(t, y,  label = \"Wolves\")\n",
    "plt.xlabel('Time t, [days]')\n",
    "plt.ylabel('Population')\n",
    "plt.legend()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__Sensitivity analysis__ "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- If we were a troupe of intrepid conservationists we might reasonably ask how the population dynamics produced by the model depends on the model parameters. \n",
    "- Conducting a global sensitivity analysis is a good start as it gives us information about uncertainty in the parameters effects the model output for a given quantity of interest.\n",
    "- For the sake of ease we shall assume that we are interested in the predator and prey populations in tenth year. This will serve as our main quantity of interest in all following examples. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__Sobol-Saltelli sensitivity analysis with SAlib__"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "SAlib requires us to define the parameters and their bounds in a dictionary from which the parameter samples will be drawn. The samples may then be constructed with the sample method using a low discrepancy sequence. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(10240, 4)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "problem = {\n",
    "    'num_vars': 4,\n",
    "    'names': ['alpha','beta','delta','gamma'],\n",
    "    'bounds': [[0.44,0.68],\n",
    "               [0.02,0.044],\n",
    "               [0.71,1.15],\n",
    "               [0.0226,0.0354]]\n",
    "}\n",
    "\n",
    "#We can now construct our samples\n",
    "\n",
    "param = saltelli.sample(problem, 1024)\n",
    "\n",
    "#With second-order indices to be calculated the above method produces N*(2D + 2) samples. W/ D = 4 we have 10N.\n",
    "\n",
    "param.shape\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A quick sanity check gives us a sample spread in Alpha and Beta which is typical of a low discrepancy sequence."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.subplots()\n",
    "plt.scatter(param.T[0],param.T[1], marker = 'o', alpha = 0.5, color='green')\n",
    "plt.style.use('seaborn')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can also get some idea of what the behaviour space looks like plotting data from all the function evaluations together. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def manual_runner():\n",
    "    \n",
    "    #start_time = time.perf_counter() #start the timer\n",
    "    samples = 1024 #we start with a small number of samples.\n",
    "    params = saltelli.sample(problem, samples) #2560 samples.\n",
    "    \n",
    "    global Y\n",
    "    Y = np.zeros((2,samples*(10),1000)) #prepare the array to take predator and prey populations in tenth year.\n",
    "    x0 = 33\n",
    "    y0 = 6.2\n",
    "    X = [x0,y0]\n",
    "    \n",
    "    for i,ex in enumerate(params): #looping over samples set\n",
    "        a,b,d,g = ex\n",
    "        solution = integrate.odeint(levotka, X, t, args = (a,b,d,g))\n",
    "        Y[0][i] = solution.T[0] #we extract the predator and prey populations in the tenth year and store it in our response array.\n",
    "        Y[1][i] = solution.T[1]\n",
    "    \n",
    "    #print(time.perf_counter() - start_time, \"seconds\")\n",
    "        \n",
    "        \n",
    "#manual_runner()\n",
    "\n",
    "fig, ax1 = plt.subplots() ##These graphs are a bit messy and not totally illustrative but I was having a bit of trouble trying to plot min/max envelopes\n",
    "\n",
    "for i in range(0,10240):\n",
    "    ax1 = plt.plot(t,Y[0][i], alpha=0.5)\n",
    "    \n",
    "fig, ax1 = plt.subplots()  \n",
    "\n",
    "for i in range(0,10240):\n",
    "    ax1 = plt.plot(t,Y[1][i], alpha=0.5)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It is now straightforward to calculate the Sobol sensitivity indices. To do this we need to loop over our parameter set and run the model for each sample, extracting our quantity of interest for both the predator and prey populations as we go. We combine the entire procedure in a single function. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "14.04412820000016 seconds\n",
      "             ST   ST_conf\n",
      "alpha  0.489381  0.120598\n",
      "beta   0.123323  0.039280\n",
      "delta  0.825301  0.181816\n",
      "gamma  0.074984  0.032360\n",
      "             S1   S1_conf\n",
      "alpha  0.159101  0.115326\n",
      "beta   0.011621  0.064114\n",
      "delta  0.439701  0.106995\n",
      "gamma  0.005804  0.060799\n",
      "                      S2   S2_conf\n",
      "(alpha, beta)  -0.043745  0.126205\n",
      "(alpha, delta)  0.230107  0.196861\n",
      "(alpha, gamma) -0.023408  0.136899\n",
      "(beta, delta)   0.055719  0.097120\n",
      "(beta, gamma)   0.002392  0.075356\n",
      "(delta, gamma)  0.047960  0.141832\n",
      "             ST   ST_conf\n",
      "alpha  0.691743  0.217629\n",
      "beta   0.278338  0.109364\n",
      "delta  0.827655  0.261614\n",
      "gamma  0.090739  0.053246\n",
      "             S1   S1_conf\n",
      "alpha  0.069377  0.160091\n",
      "beta   0.052327  0.112850\n",
      "delta  0.183272  0.194112\n",
      "gamma  0.012251  0.049278\n",
      "                      S2   S2_conf\n",
      "(alpha, beta)   0.081281  0.223016\n",
      "(alpha, delta)  0.400050  0.311428\n",
      "(alpha, gamma)  0.004566  0.166227\n",
      "(beta, delta)   0.137264  0.174548\n",
      "(beta, gamma)  -0.041109  0.151727\n",
      "(delta, gamma) -0.057619  0.203699\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'S1': array([0.15910122, 0.01162064, 0.43970098, 0.00580399]),\n",
       " 'S1_conf': array([0.1153262 , 0.06411352, 0.10699502, 0.0607994 ]),\n",
       " 'ST': array([0.4893812 , 0.12332289, 0.82530127, 0.07498401]),\n",
       " 'ST_conf': array([0.12059809, 0.03928023, 0.18181552, 0.03235981]),\n",
       " 'S2': array([[        nan, -0.04374468,  0.23010717, -0.02340835],\n",
       "        [        nan,         nan,  0.05571915,  0.00239203],\n",
       "        [        nan,         nan,         nan,  0.04796022],\n",
       "        [        nan,         nan,         nan,         nan]]),\n",
       " 'S2_conf': array([[       nan, 0.1262048 , 0.19686134, 0.13689884],\n",
       "        [       nan,        nan, 0.09712031, 0.07535562],\n",
       "        [       nan,        nan,        nan, 0.14183243],\n",
       "        [       nan,        nan,        nan,        nan]])}"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def manual_runner():\n",
    "    \n",
    "    start_time = time.perf_counter() #start the timer\n",
    "    samples = 256 #we start with a small number of samples.\n",
    "    params = saltelli.sample(problem, samples) #2560 samples.\n",
    "    \n",
    "    global Y\n",
    "    Y = np.zeros(((samples*(10)),2)) #prepare the array to take predator and prey populations in tenth year.\n",
    "    x0 = 33\n",
    "    y0 = 6.2\n",
    "    X = [x0,y0]\n",
    "    \n",
    "    for i,ex in enumerate(params): #looping over samples set\n",
    "        a,b,d,g = ex\n",
    "        solution = integrate.odeint(levotka, X, t, args = (a,b,d,g))\n",
    "        Y[i][0] = solution.T[0][910] #we extract the predator and prey populations in the tenth year and store it in our response array.\n",
    "        Y[i][1] = solution.T[1][910]\n",
    "    \n",
    "    print(time.perf_counter() - start_time, \"seconds\")\n",
    "        \n",
    "        \n",
    "manual_runner()\n",
    "\n",
    "prey = Y.T[0] ## Only one of the populations.\n",
    "pred = Y.T[1]\n",
    "\n",
    "Si_prey = sobol.analyze(problem, prey, print_to_console=True) # The results are stored in a dictionary\n",
    "Si_pred = sobol.analyze(problem, pred, print_to_console=True)\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We now compute the Sobol indices for successively greater number of samples to assess the optimal number of samples required for moderately high accuracy. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'alpha': {'64': 0, '256': 0, '1024': 0, '8192': 0, '16384': 0},\n",
       " 'beta': {'64': 0, '256': 0, '1024': 0, '8192': 0, '16384': 0},\n",
       " 'delta': {'64': 0, '256': 0, '1024': 0, '8192': 0, '16384': 0},\n",
       " 'gamma': {'64': 0, '256': 0, '1024': 0, '8192': 0, '16384': 0}}"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "##We fist instantiate the empty dictionary\n",
    "\n",
    "alpha = { \n",
    "    '64' : 0,\n",
    "    '256' : 0,\n",
    "    '1024' : 0,\n",
    "    '8192' : 0,\n",
    "    '16384' :0\n",
    "    \n",
    "}\n",
    "\n",
    "beta = {\n",
    "    '64' : 0,\n",
    "    '256' : 0,\n",
    "    '1024' : 0,\n",
    "    '8192' : 0, \n",
    "    '16384'  :0\n",
    "    \n",
    "}\n",
    "\n",
    "delta = {\n",
    "    '64' : 0,\n",
    "    '256' : 0,\n",
    "    '1024' : 0,\n",
    "    '8192' : 0,\n",
    "    '16384' :0\n",
    "    \n",
    "}\n",
    "\n",
    "gamma = {\n",
    "    '64' : 0,\n",
    "    '256' : 0,\n",
    "    '1024' : 0,\n",
    "    '8192' : 0,\n",
    "    '16384' :0\n",
    "    \n",
    "}\n",
    "\n",
    "errors = {\n",
    "    'alpha' : alpha ,\n",
    "    'beta' : beta ,\n",
    "    'delta' : delta ,\n",
    "    'gamma' : gamma\n",
    "}\n",
    "\n",
    "errors_prey = errors\n",
    "errors_pred = errors\n",
    "\n",
    "errors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3.7552673000009236 seconds\n",
      "16.367840400000205 seconds\n",
      "65.59371569999894 seconds\n"
     ]
    }
   ],
   "source": [
    "\n",
    "samples = [64,256,1024]\n",
    "\n",
    "def error_maker():\n",
    "    \n",
    "    for sample in samples:\n",
    "        \n",
    "        runner(sample)\n",
    "        prey = Y.T[0]\n",
    "        pred = Y.T[1]\n",
    "        Si_prey = sobol.analyze(problem, prey, print_to_console=False)\n",
    "        Si_pred = sobol.analyze(problem, pred, print_to_console=False)\n",
    "        \n",
    "        for i,N in enumerate(problem['names']):\n",
    "            errors_prey[f'{N}'][f'{sample}'] = abs(prey_1684['S1'][i] - Si_prey['S1'][i])\n",
    "            errors_pred[f'{N}'][f'{sample}'] = abs(pred_1684['S1'][i] - Si_pred['S1'][i])\n",
    "            \n",
    "        \n",
    "        \n",
    "def runner(samples):\n",
    "    \n",
    "    start_time = time.perf_counter()\n",
    "    params = saltelli.sample(problem, samples)\n",
    "    \n",
    "    global Y\n",
    "    Y = np.zeros(((samples*(10)),2))\n",
    "    x0 = 33\n",
    "    y0 = 6.2\n",
    "    X = [x0,y0]\n",
    "    \n",
    "    for i,ex in enumerate(params):\n",
    "        a,b,d,g = ex\n",
    "        solution = integrate.odeint(levotka, X, t, args = (a,b,d,g))\n",
    "        Y[i][0] = solution.T[0][910]\n",
    "        Y[i][1] = solution.T[1][910]\n",
    "    \n",
    "    print(time.perf_counter() - start_time, \"seconds\")\n",
    "        \n",
    "        \n",
    "error_maker()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Load successful\n",
      "dict_keys(['S1', 'S1_conf', 'ST', 'ST_conf', 'S2', 'S2_conf'])\n",
      "order of parameters > alpha, beta, delta, gamma\n"
     ]
    }
   ],
   "source": [
    "##Load Sobol indices from the large run to dictionaries\n",
    "\n",
    "##Prey\n",
    "file = open('data/Si_prey_16384.pkl','rb')\n",
    "prey_1684 = pickle.load(file)\n",
    "\n",
    "##Pred\n",
    "file = open('data/Si_pred_16384.pkl','rb')\n",
    "pred_1684 = pickle.load(file)\n",
    "\n",
    "##Unit test\n",
    "if (type(pred_1684) == dict) and type(prey_1684 == dict):\n",
    "    print('Load successful')\n",
    "    print(pred_1684.keys())\n",
    "    print('order of parameters > alpha, beta, delta, gamma')\n",
    "    \n",
    "#for i,el in enumerate(errors.keys()):\n",
    "    #errors_prey[f'{el}']['16384'] = prey_1684['S1'][i]\n",
    "    #errors_pred[f'{el}']['16384'] = pred_1684['S1'][i]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x29c8a866348>"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "name = 'beta'\n",
    "plt.scatter(errors_pred[f'{name}'].keys(), errors_pred[f'{name}'].values())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Because the highest accuracy is, naturally, obtained with the largest number of samples the data from this run will be used to compare the performance of the polynomial chaos expansions in determining the sensitivity indices. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__Polynomial Chaos Expansion__"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Refresher here > can plot out for single variables"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We now define the parameter distributions from which the polynomial expansions in each variable will be constructed. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "##Parameters\n",
    "alpha = ch.Uniform(0.44, 0.68) #We choose uniform distributions to reflect our lack of knowledge about the relative likelihood functions\n",
    "beta = ch.Uniform(0.02, 0.044) #We take the same bounds as for the Sobol-Saltelli analysis\n",
    "delta = ch.Uniform(0.71, 1.15)\n",
    "gamma = ch.Uniform(0.0226, 0.0354)\n",
    "\n",
    "joint = ch.J(alpha,beta,delta,gamma) #The input paramter distributions are assumed to be independent so we may easily construct the joint input probability distribution.\n",
    "\n",
    "##Expansion\n",
    "expansion = ch.generate_expansion(5, joint) #Here we generate the polynomial expansion which is truncated a maximum mixed order of 2."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Below is an example polynomial truncated to a maximum mixed order of 2 which contains 15 terms. This is the surrogate model which will be used to calculate the Sobol sensitivity indices. The terms are the polynomial basis vectors on which we will project the model output. First, however, we must solve for the expansion coefficients. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "polynomial([1.0, q3-0.028999999999999998, q2-0.9299999999999999, q1-0.032,\n",
       "            q0-0.56, q3**2-0.057999999999999996*q3+0.0008273466666666665,\n",
       "            q2*q3-0.9299999999999999*q3-0.028999999999999998*q2+0.026969999999999997,\n",
       "            q2**2-1.8599999999999999*q2+0.8487666666666666,\n",
       "            q1*q3-0.032*q3-0.028999999999999998*q1+0.000928,\n",
       "            q1*q2-0.032*q2-0.9299999999999999*q1+0.029759999999999998,\n",
       "            q1**2-0.064*q1+0.000976,\n",
       "            q0*q3-0.56*q3-0.028999999999999998*q0+0.01624,\n",
       "            q0*q2-0.56*q2-0.9299999999999999*q0+0.5208,\n",
       "            q0*q1-0.56*q1-0.032*q0+0.017920000000000002,\n",
       "            q0**2-1.12*q0+0.3088])"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "expansion"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Following the results of XXXXX, we will begin our analysis with an expansion truncated to order 6. Such an expansion is much larger, constaining 210 terms. It's a monster."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "polynomial([1.0, q3-0.028999999999999998, q0-0.56, q2-0.9299999999999999,\n",
       "            q1-0.032,\n",
       "            q1*q2-0.032*q2-0.9299999999999999*q1+0.029759999999999998,\n",
       "            q1**2-0.064*q1+0.000976,\n",
       "            q0*q3-0.56*q3-0.028999999999999998*q0+0.01624,\n",
       "            q0*q2-0.56*q2-0.9299999999999999*q0+0.5208,\n",
       "            q2**2-1.8599999999999999*q2+0.8487666666666666,\n",
       "            q0*q1-0.56*q1-0.032*q0+0.017920000000000002,\n",
       "            q1*q3-0.032*q3-0.028999999999999998*q1+0.000928,\n",
       "            q2*q3-0.9299999999999999*q3-0.028999999999999998*q2+0.026969999999999997,\n",
       "            q3**2-0.057999999999999996*q3+0.0008273466666666665,\n",
       "            q0**2-1.12*q0+0.3088,\n",
       "            q0**3-1.6800000000000002*q0**2+0.9321600000000002*q0-0.17077760000000003,\n",
       "            q1*q3**2-0.032*q3**2-0.057999999999999996*q1*q3+0.001856*q3+0.0008273466666666665*q1-2.6475093333333327e-05,\n",
       "            q1*q2*q3-0.032*q2*q3-0.9299999999999999*q1*q3-0.028999999999999998*q1*q2+0.029759999999999998*q3+0.000928*q2+0.026969999999999997*q1-0.0008630399999999999,\n",
       "            q1*q2**2-0.032*q2**2-1.8599999999999999*q1*q2+0.059519999999999997*q2+0.8487666666666666*q1-0.02716053333333333,\n",
       "            q0**2*q2-1.12*q0*q2-0.9299999999999999*q0**2+0.3088*q2+1.0416*q0-0.287184,\n",
       "            q1**2*q3-0.064*q1*q3-0.028999999999999998*q1**2+0.000976*q3+0.001856*q1-2.8304e-05,\n",
       "            q1**3-0.096*q1**2+0.0029855999999999997*q1-3.00032e-05,\n",
       "            q0*q1*q3-0.56*q1*q3-0.032*q0*q3-0.028999999999999998*q0*q1+0.017920000000000002*q3+0.01624*q1+0.000928*q0-0.00051968,\n",
       "            q0**2*q3-1.12*q0*q3-0.028999999999999998*q0**2+0.3088*q3+0.03248*q0-0.0089552,\n",
       "            q0*q3**2-0.56*q3**2-0.057999999999999996*q0*q3+0.03248*q3+0.0008273466666666665*q0-0.0004633141333333333,\n",
       "            q0*q1**2-0.56*q1**2-0.064*q0*q1+0.035840000000000004*q1+0.000976*q0-0.0005465600000000001,\n",
       "            q0*q2*q3-0.56*q2*q3-0.9299999999999999*q0*q3-0.028999999999999998*q0*q2+0.5208*q3+0.01624*q2+0.026969999999999997*q0-0.0151032,\n",
       "            q0*q1*q2-0.56*q1*q2-0.032*q0*q2-0.9299999999999999*q0*q1+0.017920000000000002*q2+0.5208*q1+0.029759999999999998*q0-0.0166656,\n",
       "            q1**2*q2-0.064*q1*q2-0.9299999999999999*q1**2+0.000976*q2+0.059519999999999997*q1-0.0009076799999999999,\n",
       "            q0*q2**2-0.56*q2**2-1.8599999999999999*q0*q2+1.0416*q2+0.8487666666666666*q0-0.4753093333333333,\n",
       "            q0**2*q1-1.12*q0*q1-0.032*q0**2+0.3088*q1+0.035840000000000004*q0-0.0098816,\n",
       "            q2*q3**2-0.9299999999999999*q3**2-0.057999999999999996*q2*q3+0.053939999999999995*q3+0.0008273466666666665*q2-0.0007694323999999998,\n",
       "            q2**3-2.79*q2**2+2.5656599999999994*q2-0.7773497999999999,\n",
       "            q3**3-0.087*q3**2+0.0024984239999999995*q3-2.3676295999999995e-05,\n",
       "            q2**2*q3-1.8599999999999999*q2*q3-0.028999999999999998*q2**2+0.8487666666666666*q3+0.053939999999999995*q2-0.02461423333333333,\n",
       "            q1**4-0.128*q1**3+0.006020571428571428*q1**2-0.00012317257142857143*q1+9.239625142857144e-07,\n",
       "            q2**3*q3-2.79*q2**2*q3-0.028999999999999998*q2**3+2.5656599999999994*q2*q3+0.08091*q2**2-0.7773497999999999*q3-0.07440413999999998*q2+0.022543144199999993,\n",
       "            q0*q3**3-0.56*q3**3-0.087*q0*q3**2+0.04872*q3**2+0.0024984239999999995*q0*q3-0.0013991174399999998*q3-2.3676295999999995e-05*q0+1.3258725759999998e-05,\n",
       "            q0**3*q2-1.6800000000000002*q0**2*q2-0.9299999999999999*q0**3+0.9321600000000002*q0*q2+1.5624*q0**2-0.17077760000000003*q2-0.8669088000000001*q0+0.15882316800000001,\n",
       "            q2**2*q3**2-1.8599999999999999*q2*q3**2-0.057999999999999996*q2**2*q3+0.8487666666666666*q3**2+0.10787999999999999*q2*q3+0.0008273466666666665*q2**2-0.04922846666666666*q3-0.0015388647999999997*q2+0.0007022242724444442,\n",
       "            q0*q2**2*q3-0.56*q2**2*q3-1.8599999999999999*q0*q2*q3-0.028999999999999998*q0*q2**2+1.0416*q2*q3+0.8487666666666666*q0*q3+0.01624*q2**2+0.053939999999999995*q0*q2-0.4753093333333333*q3-0.0302064*q2-0.02461423333333333*q0+0.013783970666666664,\n",
       "            q0*q2**3-0.56*q2**3-2.79*q0*q2**2+1.5624000000000002*q2**2+2.5656599999999994*q0*q2-1.4367695999999999*q2-0.7773497999999999*q0+0.435315888,\n",
       "            q0**3*q3-1.6800000000000002*q0**2*q3-0.028999999999999998*q0**3+0.9321600000000002*q0*q3+0.04872*q0**2-0.17077760000000003*q3-0.027032640000000004*q0+0.0049525504,\n",
       "            q2*q3**3-0.9299999999999999*q3**3-0.087*q2*q3**2+0.08091*q3**2+0.0024984239999999995*q2*q3-0.0023235343199999995*q3-2.3676295999999995e-05*q2+2.2018955279999992e-05,\n",
       "            q0*q1*q3**2-0.56*q1*q3**2-0.032*q0*q3**2-0.057999999999999996*q0*q1*q3+0.017920000000000002*q3**2+0.03248*q1*q3+0.001856*q0*q3+0.0008273466666666665*q0*q1-0.00103936*q3-0.0004633141333333333*q1-2.6475093333333327e-05*q0+1.4826052266666665e-05,\n",
       "            q1*q3**3-0.032*q3**3-0.087*q1*q3**2+0.002784*q3**2+0.0024984239999999995*q1*q3-7.994956799999998e-05*q3-2.3676295999999995e-05*q1+7.576414719999998e-07,\n",
       "            q0*q1*q2*q3-0.56*q1*q2*q3-0.032*q0*q2*q3-0.9299999999999999*q0*q1*q3-0.028999999999999998*q0*q1*q2+0.017920000000000002*q2*q3+0.5208*q1*q3+0.029759999999999998*q0*q3+0.01624*q1*q2+0.000928*q0*q2+0.026969999999999997*q0*q1-0.0166656*q3-0.00051968*q2-0.0151032*q1-0.0008630399999999999*q0+0.00048330239999999994,\n",
       "            q0*q1*q2**2-0.56*q1*q2**2-0.032*q0*q2**2-1.8599999999999999*q0*q1*q2+0.017920000000000002*q2**2+1.0416*q1*q2+0.059519999999999997*q0*q2+0.8487666666666666*q0*q1-0.0333312*q2-0.4753093333333333*q1-0.02716053333333333*q0+0.015209898666666666,\n",
       "            q0*q1**2*q3-0.56*q1**2*q3-0.064*q0*q1*q3-0.028999999999999998*q0*q1**2+0.035840000000000004*q1*q3+0.000976*q0*q3+0.01624*q1**2+0.001856*q0*q1-0.0005465600000000001*q3-0.00103936*q1-2.8304e-05*q0+1.5850240000000002e-05,\n",
       "            q0*q1**2*q2-0.56*q1**2*q2-0.064*q0*q1*q2-0.9299999999999999*q0*q1**2+0.035840000000000004*q1*q2+0.000976*q0*q2+0.5208*q1**2+0.059519999999999997*q0*q1-0.0005465600000000001*q2-0.0333312*q1-0.0009076799999999999*q0+0.0005083008,\n",
       "            q0**2*q1**2-1.12*q0*q1**2-0.064*q0**2*q1+0.3088*q1**2+0.07168000000000001*q0*q1+0.000976*q0**2-0.0197632*q1-0.0010931200000000002*q0+0.00030138880000000004,\n",
       "            q0*q1**3-0.56*q1**3-0.096*q0*q1**2+0.05376000000000001*q1**2+0.0029855999999999997*q0*q1-0.001671936*q1-3.00032e-05*q0+1.6801792000000004e-05,\n",
       "            q0**2*q1*q2-1.12*q0*q1*q2-0.032*q0**2*q2-0.9299999999999999*q0**2*q1+0.3088*q1*q2+0.035840000000000004*q0*q2+1.0416*q0*q1+0.029759999999999998*q0**2-0.0098816*q2-0.287184*q1-0.0333312*q0+0.009189888,\n",
       "            q3**4-0.11599999999999999*q3**3+0.0050108914285714274*q3**2-9.551970285714283e-05*q3+6.778984961371426e-07,\n",
       "            q0**2*q3**2-1.12*q0*q3**2-0.057999999999999996*q0**2*q3+0.3088*q3**2+0.06496*q0*q3+0.0008273466666666665*q0**2-0.0179104*q3-0.0009266282666666666*q0+0.00025548465066666665,\n",
       "            q0**2*q2*q3-1.12*q0*q2*q3-0.9299999999999999*q0**2*q3-0.028999999999999998*q0**2*q2+0.3088*q2*q3+1.0416*q0*q3+0.03248*q0*q2+0.026969999999999997*q0**2-0.287184*q3-0.0089552*q2-0.0302064*q0+0.008328335999999999,\n",
       "            q0**2*q2**2-1.12*q0*q2**2-1.8599999999999999*q0**2*q2+0.3088*q2**2+2.0832*q0*q2+0.8487666666666666*q0**2-0.574368*q2-0.9506186666666666*q0+0.26209914666666667,\n",
       "            q0**2*q1*q3-1.12*q0*q1*q3-0.032*q0**2*q3-0.028999999999999998*q0**2*q1+0.3088*q1*q3+0.035840000000000004*q0*q3+0.03248*q0*q1+0.000928*q0**2-0.0098816*q3-0.0089552*q1-0.00103936*q0+0.0002865664,\n",
       "            q1**3*q2-0.096*q1**2*q2-0.9299999999999999*q1**3+0.0029855999999999997*q1*q2+0.08928*q1**2-3.00032e-05*q2-0.0027766079999999994*q1+2.7902975999999998e-05,\n",
       "            q1**3*q3-0.096*q1**2*q3-0.028999999999999998*q1**3+0.0029855999999999997*q1*q3+0.002784*q1**2-3.00032e-05*q3-8.658239999999998e-05*q1+8.700928e-07,\n",
       "            q0*q2*q3**2-0.56*q2*q3**2-0.9299999999999999*q0*q3**2-0.057999999999999996*q0*q2*q3+0.5208*q3**2+0.03248*q2*q3+0.053939999999999995*q0*q3+0.0008273466666666665*q0*q2-0.0302064*q3-0.0004633141333333333*q2-0.0007694323999999998*q0+0.00043088214399999997,\n",
       "            q0**3*q1-1.6800000000000002*q0**2*q1-0.032*q0**3+0.9321600000000002*q0*q1+0.05376000000000001*q0**2-0.17077760000000003*q1-0.029829120000000008*q0+0.005464883200000001,\n",
       "            q2**4-3.7199999999999998*q2**3+5.147914285714284*q2**2-3.140264571428571*q2+0.7123718065714285,\n",
       "            q1**2*q3**2-0.064*q1*q3**2-0.057999999999999996*q1**2*q3+0.000976*q3**2+0.003712*q1*q3+0.0008273466666666665*q1**2-5.6608e-05*q3-5.2950186666666654e-05*q1+8.074903466666665e-07,\n",
       "            q1*q2**2*q3-0.032*q2**2*q3-1.8599999999999999*q1*q2*q3-0.028999999999999998*q1*q2**2+0.059519999999999997*q2*q3+0.8487666666666666*q1*q3+0.000928*q2**2+0.053939999999999995*q1*q2-0.02716053333333333*q3-0.0017260799999999998*q2-0.02461423333333333*q1+0.0007876554666666665,\n",
       "            q1**2*q2*q3-0.064*q1*q2*q3-0.9299999999999999*q1**2*q3-0.028999999999999998*q1**2*q2+0.000976*q2*q3+0.059519999999999997*q1*q3+0.001856*q1*q2+0.026969999999999997*q1**2-0.0009076799999999999*q3-2.8304e-05*q2-0.0017260799999999998*q1+2.6322719999999996e-05,\n",
       "            q1**2*q2**2-0.064*q1*q2**2-1.8599999999999999*q1**2*q2+0.000976*q2**2+0.11903999999999999*q1*q2+0.8487666666666666*q1**2-0.0018153599999999998*q2-0.05432106666666666*q1+0.0008283962666666665,\n",
       "            q1*q2*q3**2-0.032*q2*q3**2-0.9299999999999999*q1*q3**2-0.057999999999999996*q1*q2*q3+0.029759999999999998*q3**2+0.001856*q2*q3+0.053939999999999995*q1*q3+0.0008273466666666665*q1*q2-0.0017260799999999998*q3-2.6475093333333327e-05*q2-0.0007694323999999998*q1+2.4621836799999993e-05,\n",
       "            q0**4-2.24*q0**3+1.8692571428571432*q0**2-0.6886400000000001*q0+0.09449201371428574,\n",
       "            q1*q2**3-0.032*q2**3-2.79*q1*q2**2+0.08928*q2**2+2.5656599999999994*q1*q2-0.08210111999999999*q2-0.7773497999999999*q1+0.024875193599999998,\n",
       "            q0*q1**2*q3**2-0.064*q0*q1*q3**2-0.057999999999999996*q0*q1**2*q3-0.56*q1**2*q3**2+0.0008273466666666665*q0*q1**2+0.035840000000000004*q1*q3**2+0.000976*q0*q3**2+0.03248*q1**2*q3+0.003712*q0*q1*q3-5.2950186666666654e-05*q0*q1-0.0004633141333333333*q1**2-0.00207872*q1*q3-5.6608e-05*q0*q3-0.0005465600000000001*q3**2+3.1700480000000005e-05*q3+2.965210453333333e-05*q1+8.074903466666665e-07*q0-4.521945941333333e-07,\n",
       "            q0**4*q2-2.24*q0**3*q2-0.9299999999999999*q0**4+1.8692571428571432*q0**2*q2+2.0832*q0**3-0.6886400000000001*q0*q2-1.738409142857143*q0**2+0.09449201371428574*q2+0.6404352000000001*q0-0.08787757275428573,\n",
       "            q0*q1*q2**3-0.56*q1*q2**3-0.032*q0*q2**3-2.79*q0*q1*q2**2+0.017920000000000002*q2**3+1.5624000000000002*q1*q2**2+0.08928*q0*q2**2+2.5656599999999994*q0*q1*q2-0.04999680000000001*q2**2-1.4367695999999999*q1*q2-0.08210111999999999*q0*q2-0.7773497999999999*q0*q1+0.045976627199999995*q2+0.435315888*q1+0.024875193599999998*q0-0.013930108415999998,\n",
       "            q0**2*q1**3-1.12*q0*q1**3-0.096*q0**2*q1**2+0.3088*q1**3+0.10752000000000002*q0*q1**2+0.0029855999999999997*q0**2*q1-0.029644800000000002*q1**2-0.003343872*q0*q1-3.00032e-05*q0**2+0.00092195328*q1+3.360358400000001e-05*q0-9.264988160000001e-06,\n",
       "            q0*q1*q2*q3**2-0.057999999999999996*q0*q1*q2*q3-0.032*q0*q2*q3**2-0.9299999999999999*q0*q1*q3**2-0.56*q1*q2*q3**2+0.0008273466666666665*q0*q1*q2+0.001856*q0*q2*q3+0.03248*q1*q2*q3+0.053939999999999995*q0*q1*q3+0.029759999999999998*q0*q3**2+0.5208*q1*q3**2+0.017920000000000002*q2*q3**2-0.0166656*q3**2-0.00103936*q2*q3-0.0302064*q1*q3-0.0017260799999999998*q0*q3-0.0004633141333333333*q1*q2-2.6475093333333327e-05*q0*q2-0.0007694323999999998*q0*q1+0.0009666047999999999*q3+1.4826052266666665e-05*q2+0.00043088214399999997*q1+2.4621836799999993e-05*q0-1.3788228607999997e-05,\n",
       "            q1*q2**3*q3-0.032*q2**3*q3-2.79*q1*q2**2*q3-0.028999999999999998*q1*q2**3+0.08928*q2**2*q3+2.5656599999999994*q1*q2*q3+0.000928*q2**3+0.08091*q1*q2**2-0.08210111999999999*q2*q3-0.7773497999999999*q1*q3-0.00258912*q2**2-0.07440413999999998*q1*q2+0.024875193599999998*q3+0.0023809324799999995*q2+0.022543144199999993*q1-0.0007213806143999999,\n",
       "            q0*q1*q3**3-0.56*q1*q3**3-0.032*q0*q3**3-0.087*q0*q1*q3**2+0.017920000000000002*q3**3+0.04872*q1*q3**2+0.002784*q0*q3**2+0.0024984239999999995*q0*q1*q3-0.00155904*q3**2-0.0013991174399999998*q1*q3-7.994956799999998e-05*q0*q3-2.3676295999999995e-05*q0*q1+4.4771758079999994e-05*q3+1.3258725759999998e-05*q1+7.576414719999998e-07*q0-4.2427922431999997e-07,\n",
       "            q0**4*q3-2.24*q0**3*q3-0.028999999999999998*q0**4+1.8692571428571432*q0**2*q3+0.06496*q0**3-0.6886400000000001*q0*q3-0.05420845714285715*q0**2+0.09449201371428574*q3+0.019970560000000002*q0-0.002740268397714286,\n",
       "            q2*q3**4-0.9299999999999999*q3**4-0.11599999999999999*q2*q3**3+0.10787999999999999*q3**3+0.0050108914285714274*q2*q3**2-0.004660129028571427*q3**2-9.551970285714283e-05*q2*q3+8.883332365714282e-05*q3+6.778984961371426e-07*q2-6.304456014075426e-07,\n",
       "            q0*q2**4-0.56*q2**4-3.7199999999999998*q0*q2**3+2.0832*q2**3+5.147914285714284*q0*q2**2-2.8828319999999996*q2**2-3.140264571428571*q0*q2+1.75854816*q2+0.7123718065714285*q0-0.39892821168,\n",
       "            q0*q1*q2**2*q3-1.8599999999999999*q0*q1*q2*q3-0.56*q1*q2**2*q3-0.028999999999999998*q0*q1*q2**2-0.032*q0*q2**2*q3+0.017920000000000002*q2**2*q3+0.053939999999999995*q0*q1*q2+1.0416*q1*q2*q3+0.01624*q1*q2**2+0.000928*q0*q2**2+0.8487666666666666*q0*q1*q3+0.059519999999999997*q0*q2*q3-0.02716053333333333*q0*q3-0.4753093333333333*q1*q3-0.0333312*q2*q3-0.00051968*q2**2-0.0302064*q1*q2-0.0017260799999999998*q0*q2-0.02461423333333333*q0*q1+0.015209898666666666*q3+0.0009666047999999999*q2+0.013783970666666664*q1+0.0007876554666666665*q0-0.00044108706133333327,\n",
       "            q0**2*q1**2*q2-0.064*q0**2*q1*q2-1.12*q0*q1**2*q2-0.9299999999999999*q0**2*q1**2+0.07168000000000001*q0*q1*q2+0.000976*q0**2*q2+0.3088*q1**2*q2+1.0416*q0*q1**2+0.059519999999999997*q0**2*q1-0.0197632*q1*q2-0.0010931200000000002*q0*q2-0.287184*q1**2-0.0666624*q0*q1-0.0009076799999999999*q0**2+0.00030138880000000004*q2+0.018379776*q1+0.0010166016*q0-0.000280291584,\n",
       "            q0*q1**2*q2*q3-0.9299999999999999*q0*q1**2*q3-0.56*q1**2*q2*q3-0.028999999999999998*q0*q1**2*q2-0.064*q0*q1*q2*q3+0.000976*q0*q2*q3+0.026969999999999997*q0*q1**2+0.01624*q1**2*q2+0.001856*q0*q1*q2+0.059519999999999997*q0*q1*q3+0.5208*q1**2*q3+0.035840000000000004*q1*q2*q3-0.0333312*q1*q3-0.0009076799999999999*q0*q3-0.0005465600000000001*q2*q3-0.00103936*q1*q2-2.8304e-05*q0*q2-0.0151032*q1**2-0.0017260799999999998*q0*q1+0.0005083008*q3+1.5850240000000002e-05*q2+0.0009666047999999999*q1+2.6322719999999996e-05*q0-1.4740723199999999e-05,\n",
       "            q0*q1**2*q2**2-0.064*q0*q1*q2**2-1.8599999999999999*q0*q1**2*q2-0.56*q1**2*q2**2+0.8487666666666666*q0*q1**2+0.035840000000000004*q1*q2**2+0.000976*q0*q2**2+1.0416*q1**2*q2+0.11903999999999999*q0*q1*q2-0.05432106666666666*q0*q1-0.4753093333333333*q1**2-0.0666624*q1*q2-0.0018153599999999998*q0*q2-0.0005465600000000001*q2**2+0.0010166016*q2+0.03041979733333333*q1+0.0008283962666666665*q0-0.00046390190933333337,\n",
       "            q1*q3**4-0.032*q3**4-0.11599999999999999*q1*q3**3+0.003712*q3**3+0.0050108914285714274*q1*q3**2-0.00016034852571428568*q3**2-9.551970285714283e-05*q1*q3+3.0566304914285706e-06*q3+6.778984961371426e-07*q1-2.1692751876388566e-08,\n",
       "            q0**2*q2**2*q3-1.8599999999999999*q0**2*q2*q3-1.12*q0*q2**2*q3-0.028999999999999998*q0**2*q2**2+2.0832*q0*q2*q3+0.8487666666666666*q0**2*q3+0.3088*q2**2*q3+0.03248*q0*q2**2+0.053939999999999995*q0**2*q2-0.574368*q2*q3-0.9506186666666666*q0*q3-0.0089552*q2**2-0.0604128*q0*q2-0.02461423333333333*q0**2+0.26209914666666667*q3+0.016656671999999997*q2+0.02756794133333333*q0-0.007600875253333333,\n",
       "            q0**2*q1*q3**2-0.057999999999999996*q0**2*q1*q3-0.032*q0**2*q3**2-1.12*q0*q1*q3**2+0.0008273466666666665*q0**2*q1+0.06496*q0*q1*q3+0.001856*q0**2*q3+0.035840000000000004*q0*q3**2+0.3088*q1*q3**2-0.0098816*q3**2-0.0179104*q1*q3-0.00207872*q0*q3-0.0009266282666666666*q0*q1-2.6475093333333327e-05*q0**2+0.0005731328*q3+0.00025548465066666665*q1+2.965210453333333e-05*q0-8.175508821333332e-06,\n",
       "            q0**2*q2*q3**2-0.057999999999999996*q0**2*q2*q3-0.9299999999999999*q0**2*q3**2-1.12*q0*q2*q3**2+0.0008273466666666665*q0**2*q2+0.06496*q0*q2*q3+0.053939999999999995*q0**2*q3+1.0416*q0*q3**2+0.3088*q2*q3**2-0.287184*q3**2-0.0179104*q2*q3-0.0604128*q0*q3-0.0009266282666666666*q0*q2-0.0007694323999999998*q0**2+0.016656671999999997*q3+0.00025548465066666665*q2+0.0008617642879999999*q0-0.00023760072511999994,\n",
       "            q2**5-4.6499999999999995*q2**4+8.59522222222222*q2**3-7.893529999999998*q2**2+3.601280602380952*q2-0.6529505470142856,\n",
       "            q0**2*q3**3-1.12*q0*q3**3-0.087*q0**2*q3**2+0.3088*q3**3+0.09744*q0*q3**2+0.0024984239999999995*q0**2*q3-0.0268656*q3**2-0.0027982348799999997*q0*q3-2.3676295999999995e-05*q0**2+0.0007715133311999999*q3+2.6517451519999995e-05*q0-7.311240204799999e-06,\n",
       "            q1*q2**2*q3**2-1.8599999999999999*q1*q2*q3**2-0.057999999999999996*q1*q2**2*q3-0.032*q2**2*q3**2+0.0008273466666666665*q1*q2**2+0.059519999999999997*q2*q3**2+0.8487666666666666*q1*q3**2+0.001856*q2**2*q3+0.10787999999999999*q1*q2*q3-0.0015388647999999997*q1*q2-2.6475093333333327e-05*q2**2-0.0034521599999999997*q2*q3-0.04922846666666666*q1*q3-0.02716053333333333*q3**2+0.001575310933333333*q3+4.9243673599999986e-05*q2+0.0007022242724444442*q1-2.2471176718222215e-05,\n",
       "            q1*q2*q3**3-0.032*q2*q3**3-0.9299999999999999*q1*q3**3-0.087*q1*q2*q3**2+0.029759999999999998*q3**3+0.002784*q2*q3**2+0.08091*q1*q3**2+0.0024984239999999995*q1*q2*q3-0.00258912*q3**2-7.994956799999998e-05*q2*q3-0.0023235343199999995*q1*q3-2.3676295999999995e-05*q1*q2+7.435309823999998e-05*q3+7.576414719999998e-07*q2+2.2018955279999992e-05*q1-7.046065689599998e-07,\n",
       "            q0**2*q1*q2*q3-0.9299999999999999*q0**2*q1*q3-1.12*q0*q1*q2*q3-0.028999999999999998*q0**2*q1*q2-0.032*q0**2*q2*q3+0.035840000000000004*q0*q2*q3+0.000928*q0**2*q2+1.0416*q0*q1*q3+0.029759999999999998*q0**2*q3+0.026969999999999997*q0**2*q1+0.3088*q1*q2*q3+0.03248*q0*q1*q2-0.0008630399999999999*q0**2-0.0302064*q0*q1-0.00103936*q0*q2-0.0089552*q1*q2-0.0098816*q2*q3-0.0333312*q0*q3-0.287184*q1*q3+0.0002865664*q2+0.009189888*q3+0.008328335999999999*q1+0.0009666047999999999*q0-0.000266506752,\n",
       "            q0*q1**4-0.56*q1**4-0.128*q0*q1**3+0.07168000000000001*q1**3+0.006020571428571428*q0*q1**2-0.0033715200000000002*q1**2-0.00012317257142857143*q0*q1+6.897664e-05*q1+9.239625142857144e-07*q0-5.174190080000001e-07,\n",
       "            q0**2*q1*q2**2-1.8599999999999999*q0**2*q1*q2-0.032*q0**2*q2**2-1.12*q0*q1*q2**2+0.8487666666666666*q0**2*q1+2.0832*q0*q1*q2+0.059519999999999997*q0**2*q2+0.035840000000000004*q0*q2**2+0.3088*q1*q2**2-0.0098816*q2**2-0.574368*q1*q2-0.0666624*q0*q2-0.9506186666666666*q0*q1-0.02716053333333333*q0**2+0.018379776*q2+0.26209914666666667*q1+0.03041979733333333*q0-0.008387172693333333,\n",
       "            q0*q1**3*q2-0.56*q1**3*q2-0.096*q0*q1**2*q2-0.9299999999999999*q0*q1**3+0.05376000000000001*q1**2*q2+0.0029855999999999997*q0*q1*q2+0.5208*q1**3+0.08928*q0*q1**2-0.001671936*q1*q2-3.00032e-05*q0*q2-0.04999680000000001*q1**2-0.0027766079999999994*q0*q1+1.6801792000000004e-05*q2+0.00155490048*q1+2.7902975999999998e-05*q0-1.5625666560000003e-05,\n",
       "            q0*q1**3*q3-0.56*q1**3*q3-0.096*q0*q1**2*q3-0.028999999999999998*q0*q1**3+0.05376000000000001*q1**2*q3+0.0029855999999999997*q0*q1*q3+0.01624*q1**3+0.002784*q0*q1**2-0.001671936*q1*q3-3.00032e-05*q0*q3-0.0015590400000000003*q1**2-8.658239999999998e-05*q0*q1+1.6801792000000004e-05*q3+4.8486144e-05*q1+8.700928e-07*q0-4.872519680000001e-07,\n",
       "            q0**2*q1**2*q3-0.064*q0**2*q1*q3-1.12*q0*q1**2*q3-0.028999999999999998*q0**2*q1**2+0.07168000000000001*q0*q1*q3+0.000976*q0**2*q3+0.3088*q1**2*q3+0.03248*q0*q1**2+0.001856*q0**2*q1-0.0197632*q1*q3-0.0010931200000000002*q0*q3-0.0089552*q1**2-0.00207872*q0*q1-2.8304e-05*q0**2+0.00030138880000000004*q3+0.0005731328*q1+3.1700480000000005e-05*q0-8.7402752e-06,\n",
       "            q3**5-0.145*q3**4+0.008364488888888888*q3**3-0.00023993053333333327*q3**2+3.4219799241904745e-06*q3-1.941276277930158e-08,\n",
       "            q0*q2**3*q3-0.56*q2**3*q3-2.79*q0*q2**2*q3-0.028999999999999998*q0*q2**3+1.5624000000000002*q2**2*q3+2.5656599999999994*q0*q2*q3+0.01624*q2**3+0.08091*q0*q2**2-1.4367695999999999*q2*q3-0.7773497999999999*q0*q3-0.045309600000000005*q2**2-0.07440413999999998*q0*q2+0.435315888*q3+0.04166631839999999*q2+0.022543144199999993*q0-0.012624160752,\n",
       "            q1**2*q2**3-0.064*q1*q2**3-2.79*q1**2*q2**2+0.000976*q2**3+0.17856*q1*q2**2+2.5656599999999994*q1**2*q2-0.00272304*q2**2-0.16420223999999997*q1*q2-0.7773497999999999*q1**2+0.0025040841599999995*q2+0.049750387199999996*q1-0.0007586934047999999,\n",
       "            q0**3*q3**2-1.6800000000000002*q0**2*q3**2-0.057999999999999996*q0**3*q3+0.9321600000000002*q0*q3**2+0.09744*q0**2*q3+0.0008273466666666665*q0**3-0.17077760000000003*q3**2-0.05406528000000001*q0*q3-0.0013899423999999998*q0**2+0.0099051008*q3+0.0007712194688*q0-0.00014129227810133333,\n",
       "            q0**3*q2**2-1.6800000000000002*q0**2*q2**2-1.8599999999999999*q0**3*q2+0.9321600000000002*q0*q2**2+3.1248*q0**2*q2+0.8487666666666666*q0**3-0.17077760000000003*q2**2-1.7338176000000003*q0*q2-1.4259279999999999*q0**2+0.31764633600000003*q2+0.7911863360000001*q0-0.14495033429333334,\n",
       "            q1**5-0.16*q1**4+0.010079999999999999*q1**3-0.00031232*q1**2+4.756297142857143e-06*q1-2.8469540571428578e-08,\n",
       "            q2**4*q3-3.7199999999999998*q2**3*q3-0.028999999999999998*q2**4+5.147914285714284*q2**2*q3+0.10787999999999999*q2**3-3.140264571428571*q2*q3-0.14928951428571424*q2**2+0.7123718065714285*q3+0.09106767257142855*q2-0.020658782390571426,\n",
       "            q1**4*q2-0.128*q1**3*q2-0.9299999999999999*q1**4+0.006020571428571428*q1**2*q2+0.11903999999999999*q1**3-0.00012317257142857143*q1*q2-0.005599131428571428*q1**2+9.239625142857144e-07*q2+0.00011455049142857143*q1-8.592851382857143e-07,\n",
       "            q0**2*q2**3-1.12*q0*q2**3-2.79*q0**2*q2**2+0.3088*q2**3+3.1248000000000005*q0*q2**2+2.5656599999999994*q0**2*q2-0.8615520000000001*q2**2-2.8735391999999997*q0*q2-0.7773497999999999*q0**2+0.7922758079999999*q2+0.870631776*q0-0.24004561823999998,\n",
       "            q1**4*q3-0.128*q1**3*q3-0.028999999999999998*q1**4+0.006020571428571428*q1**2*q3+0.003712*q1**3-0.00012317257142857143*q1*q3-0.0001745965714285714*q1**2+9.239625142857144e-07*q3+3.572004571428571e-06*q1-2.6794912914285717e-08,\n",
       "            q0**3*q2*q3-1.6800000000000002*q0**2*q2*q3-0.9299999999999999*q0**3*q3-0.028999999999999998*q0**3*q2+0.9321600000000002*q0*q2*q3+1.5624*q0**2*q3+0.04872*q0**2*q2+0.026969999999999997*q0**3-0.17077760000000003*q2*q3-0.8669088000000001*q0*q3-0.027032640000000004*q0*q2-0.0453096*q0**2+0.15882316800000001*q3+0.0049525504*q2+0.025140355200000002*q0-0.004605871872,\n",
       "            q0**3*q1*q3-1.6800000000000002*q0**2*q1*q3-0.032*q0**3*q3-0.028999999999999998*q0**3*q1+0.9321600000000002*q0*q1*q3+0.05376000000000001*q0**2*q3+0.04872*q0**2*q1+0.000928*q0**3-0.17077760000000003*q1*q3-0.029829120000000008*q0*q3-0.027032640000000004*q0*q1-0.0015590400000000003*q0**2+0.005464883200000001*q3+0.0049525504*q1+0.0008650444800000002*q0-0.0001584816128,\n",
       "            q0**3*q1*q2-1.6800000000000002*q0**2*q1*q2-0.032*q0**3*q2-0.9299999999999999*q0**3*q1+0.9321600000000002*q0*q1*q2+0.05376000000000001*q0**2*q2+1.5624*q0**2*q1+0.029759999999999998*q0**3-0.17077760000000003*q1*q2-0.029829120000000008*q0*q2-0.8669088000000001*q0*q1-0.04999680000000001*q0**2+0.005464883200000001*q2+0.15882316800000001*q1+0.027741081600000005*q0-0.005082341376000001,\n",
       "            q1**3*q2*q3-0.096*q1**2*q2*q3-0.9299999999999999*q1**3*q3-0.028999999999999998*q1**3*q2+0.0029855999999999997*q1*q2*q3+0.08928*q1**2*q3+0.002784*q1**2*q2+0.026969999999999997*q1**3-3.00032e-05*q2*q3-0.0027766079999999994*q1*q3-8.658239999999998e-05*q1*q2-0.00258912*q1**2+2.7902975999999998e-05*q3+8.700928e-07*q2+8.052163199999998e-05*q1-8.091863039999999e-07,\n",
       "            q1**3*q3**2-0.096*q1**2*q3**2-0.057999999999999996*q1**3*q3+0.0029855999999999997*q1*q3**2+0.005568*q1**2*q3+0.0008273466666666665*q1**3-3.00032e-05*q3**2-0.00017316479999999996*q1*q3-7.942527999999999e-05*q1**2+1.7401856e-06*q3+2.4701262079999992e-06*q1-2.482304750933333e-08,\n",
       "            q1**2*q2**2*q3-1.8599999999999999*q1**2*q2*q3-0.064*q1*q2**2*q3-0.028999999999999998*q1**2*q2**2+0.11903999999999999*q1*q2*q3+0.8487666666666666*q1**2*q3+0.000976*q2**2*q3+0.001856*q1*q2**2+0.053939999999999995*q1**2*q2-0.0018153599999999998*q2*q3-0.05432106666666666*q1*q3-2.8304e-05*q2**2-0.0034521599999999997*q1*q2-0.02461423333333333*q1**2+0.0008283962666666665*q3+5.264543999999999e-05*q2+0.001575310933333333*q1-2.4023491733333326e-05,\n",
       "            q2**3*q3**2-2.79*q2**2*q3**2-0.057999999999999996*q2**3*q3+2.5656599999999994*q2*q3**2+0.16182*q2**2*q3+0.0008273466666666665*q2**3-0.7773497999999999*q3**2-0.14880827999999996*q2*q3-0.0023082971999999996*q2**2+0.04508628839999999*q3+0.0021226902487999993*q2-0.0006431377658639997,\n",
       "            q0**3*q1**2-1.6800000000000002*q0**2*q1**2-0.064*q0**3*q1+0.9321600000000002*q0*q1**2+0.10752000000000002*q0**2*q1+0.000976*q0**3-0.17077760000000003*q1**2-0.059658240000000015*q0*q1-0.0016396800000000001*q0**2+0.010929766400000002*q1+0.0009097881600000001*q0-0.00016667893760000002,\n",
       "            q1**3*q2**2-0.096*q1**2*q2**2-1.8599999999999999*q1**3*q2+0.0029855999999999997*q1*q2**2+0.17856*q1**2*q2+0.8487666666666666*q1**3-3.00032e-05*q2**2-0.005553215999999999*q1*q2-0.08148159999999999*q1**2+5.5805951999999996e-05*q2+0.0025340777599999996*q1-2.546571605333333e-05,\n",
       "            q1**2*q2*q3**2-0.057999999999999996*q1**2*q2*q3-0.9299999999999999*q1**2*q3**2-0.064*q1*q2*q3**2+0.0008273466666666665*q1**2*q2+0.003712*q1*q2*q3+0.053939999999999995*q1**2*q3+0.059519999999999997*q1*q3**2+0.000976*q2*q3**2-0.0009076799999999999*q3**2-5.6608e-05*q2*q3-0.0034521599999999997*q1*q3-5.2950186666666654e-05*q1*q2-0.0007694323999999998*q1**2+5.264543999999999e-05*q3+8.074903466666665e-07*q2+4.9243673599999986e-05*q1-7.509660223999997e-07,\n",
       "            q1*q2**4-0.032*q2**4-3.7199999999999998*q1*q2**3+0.11903999999999999*q2**3+5.147914285714284*q1*q2**2-0.1647332571428571*q2**2-3.140264571428571*q1*q2+0.10048846628571427*q2+0.7123718065714285*q1-0.022795897810285713,\n",
       "            q0*q2**2*q3**2-1.8599999999999999*q0*q2*q3**2-0.057999999999999996*q0*q2**2*q3-0.56*q2**2*q3**2+0.0008273466666666665*q0*q2**2+1.0416*q2*q3**2+0.8487666666666666*q0*q3**2+0.03248*q2**2*q3+0.10787999999999999*q0*q2*q3-0.0015388647999999997*q0*q2-0.0004633141333333333*q2**2-0.0604128*q2*q3-0.04922846666666666*q0*q3-0.4753093333333333*q3**2+0.02756794133333333*q3+0.0008617642879999999*q2+0.0007022242724444442*q0-0.0003932455925688888,\n",
       "            q0**5-2.8000000000000003*q0**4+3.1200000000000006*q0**3-1.7292800000000006*q0**2+0.4767213714285715*q0-0.05229096960000002,\n",
       "            q0**4*q1-2.24*q0**3*q1-0.032*q0**4+1.8692571428571432*q0**2*q1+0.07168000000000001*q0**3-0.6886400000000001*q0*q1-0.059816228571428584*q0**2+0.09449201371428574*q1+0.022036480000000004*q0-0.003023744438857144,\n",
       "            q0*q3**4-0.56*q3**4-0.11599999999999999*q0*q3**3+0.06496*q3**3+0.0050108914285714274*q0*q3**2-0.0028060991999999995*q3**2-9.551970285714283e-05*q0*q3+5.3491033599999986e-05*q3+6.778984961371426e-07*q0-3.796231578367999e-07,\n",
       "            q0*q2*q3**3-0.56*q2*q3**3-0.9299999999999999*q0*q3**3-0.087*q0*q2*q3**2+0.5208*q3**3+0.04872*q2*q3**2+0.08091*q0*q3**2+0.0024984239999999995*q0*q2*q3-0.0453096*q3**2-0.0013991174399999998*q2*q3-0.0023235343199999995*q0*q3-2.3676295999999995e-05*q0*q2+0.0013011792192*q3+1.3258725759999998e-05*q2+2.2018955279999992e-05*q0-1.2330614956799998e-05,\n",
       "            q1**2*q3**3-0.064*q1*q3**3-0.087*q1**2*q3**2+0.000976*q3**3+0.005568*q1*q3**2+0.0024984239999999995*q1**2*q3-8.491199999999999e-05*q3**2-0.00015989913599999997*q1*q3-2.3676295999999995e-05*q1**2+2.4384618239999996e-06*q3+1.5152829439999997e-06*q1-2.3108064895999993e-08,\n",
       "            q2**2*q3**3-1.8599999999999999*q2*q3**3-0.087*q2**2*q3**2+0.8487666666666666*q3**3+0.16182*q2*q3**2+0.0024984239999999995*q2**2*q3-0.07384269999999998*q3**2-0.004647068639999999*q2*q3-2.3676295999999995e-05*q2**2+0.0021205790103999995*q3+4.4037910559999985e-05*q2-2.0095650834933327e-05,\n",
       "            q0**2*q1**2*q2*q3-0.9299999999999999*q0**2*q1**2*q3-1.12*q0*q1**2*q2*q3-0.028999999999999998*q0**2*q1**2*q2-0.064*q0**2*q1*q2*q3+0.07168000000000001*q0*q1*q2*q3+0.3088*q1**2*q2*q3+0.000976*q0**2*q2*q3+1.0416*q0*q1**2*q3+0.026969999999999997*q0**2*q1**2+0.059519999999999997*q0**2*q1*q3+0.001856*q0**2*q1*q2+0.03248*q0*q1**2*q2-0.0017260799999999998*q0**2*q1-0.0302064*q0*q1**2-2.8304e-05*q0**2*q2-0.00207872*q0*q1*q2-0.0197632*q1*q2*q3-0.0089552*q1**2*q2-0.287184*q1**2*q3-0.0009076799999999999*q0**2*q3-0.0666624*q0*q1*q3-0.0010931200000000002*q0*q2*q3+2.6322719999999996e-05*q0**2+0.018379776*q1*q3+0.0005731328*q1*q2+3.1700480000000005e-05*q0*q2+0.0010166016*q0*q3+0.00030138880000000004*q2*q3+0.008328335999999999*q1**2+0.0019332095999999997*q0*q1-2.9481446399999998e-05*q0-0.000280291584*q3-0.000533013504*q1-8.7402752e-06*q2+8.128455936e-06,\n",
       "            q0**3*q1**2*q3-0.064*q0**3*q1*q3-1.6800000000000002*q0**2*q1**2*q3-0.028999999999999998*q0**3*q1**2+0.9321600000000002*q0*q1**2*q3+0.000976*q0**3*q3+0.001856*q0**3*q1+0.10752000000000002*q0**2*q1*q3+0.04872*q0**2*q1**2-0.17077760000000003*q1**2*q3-2.8304e-05*q0**3-0.0031180800000000005*q0**2*q1-0.027032640000000004*q0*q1**2-0.0016396800000000001*q0**2*q3-0.059658240000000015*q0*q1*q3+0.0009097881600000001*q0*q3+0.0049525504*q1**2+0.010929766400000002*q1*q3+0.0017300889600000004*q0*q1+4.755072e-05*q0**2-0.00016667893760000002*q3-0.0003169632256*q1-2.6383856640000002e-05*q0+4.8336891904e-06,\n",
       "            q0**3*q1*q2*q3-0.032*q0**3*q2*q3-1.6800000000000002*q0**2*q1*q2*q3-0.9299999999999999*q0**3*q1*q3-0.028999999999999998*q0**3*q1*q2+0.05376000000000001*q0**2*q2*q3+0.9321600000000002*q0*q1*q2*q3+1.5624*q0**2*q1*q3+0.026969999999999997*q0**3*q1+0.029759999999999998*q0**3*q3+0.000928*q0**3*q2+0.04872*q0**2*q1*q2-0.0008630399999999999*q0**3-0.0453096*q0**2*q1-0.0015590400000000003*q0**2*q2-0.029829120000000008*q0*q2*q3-0.027032640000000004*q0*q1*q2-0.04999680000000001*q0**2*q3-0.8669088000000001*q0*q1*q3-0.17077760000000003*q1*q2*q3+0.027741081600000005*q0*q3+0.0049525504*q1*q2+0.15882316800000001*q1*q3+0.0008650444800000002*q0*q2+0.025140355200000002*q0*q1+0.005464883200000001*q2*q3+0.0014499072000000001*q0**2-0.005082341376000001*q3-0.0001584816128*q2-0.004605871872*q1-0.0008044913664000001*q0+0.00014738789990400002,\n",
       "            q0**2*q1*q3**3-0.087*q0**2*q1*q3**2-1.12*q0*q1*q3**3-0.032*q0**2*q3**3+0.002784*q0**2*q3**2+0.09744*q0*q1*q3**2+0.0024984239999999995*q0**2*q1*q3+0.035840000000000004*q0*q3**3+0.3088*q1*q3**3-0.0098816*q3**3-0.0027982348799999997*q0*q1*q3-2.3676295999999995e-05*q0**2*q1-0.0268656*q1*q3**2-7.994956799999998e-05*q0**2*q3-0.00311808*q0*q3**2+0.0007715133311999999*q1*q3+0.0008596992*q3**2+8.954351615999999e-05*q0*q3+2.6517451519999995e-05*q0*q1+7.576414719999998e-07*q0**2-2.46884265984e-05*q3-7.311240204799999e-06*q1-8.485584486399999e-07*q0+2.3395968655359997e-07,\n",
       "            q0**3*q3**3-1.6800000000000002*q0**2*q3**3-0.087*q0**3*q3**2+0.9321600000000002*q0*q3**3+0.14616*q0**2*q3**2+0.0024984239999999995*q0**3*q3-0.17077760000000003*q3**3-0.08109792000000002*q0*q3**2-0.004197352319999999*q0**2*q3-2.3676295999999995e-05*q0**3+0.014857651200000002*q3**2+0.00232893091584*q0*q3+3.977617727999999e-05*q0**2-0.0004266748545024*q3-2.207009607936e-05*q0+4.0433810077696e-06,\n",
       "            q0**4*q1*q3-0.032*q0**4*q3-2.24*q0**3*q1*q3-0.028999999999999998*q0**4*q1+0.07168000000000001*q0**3*q3+1.8692571428571432*q0**2*q1*q3+0.06496*q0**3*q1+0.000928*q0**4-0.6886400000000001*q0*q1*q3-0.059816228571428584*q0**2*q3-0.05420845714285715*q0**2*q1-0.00207872*q0**3+0.09449201371428574*q1*q3+0.022036480000000004*q0*q3+0.019970560000000002*q0*q1+0.0017346706285714289*q0**2-0.003023744438857144*q3-0.002740268397714286*q1-0.0006390579200000001*q0+8.768858872685716e-05,\n",
       "            q0**2*q1**4-1.12*q0*q1**4-0.128*q0**2*q1**3+0.3088*q1**4+0.14336000000000002*q0*q1**3+0.006020571428571428*q0**2*q1**2-0.0395264*q1**3-0.0067430400000000005*q0*q1**2-0.00012317257142857143*q0**2*q1+0.0018591524571428572*q1**2+0.00013795328*q0*q1+9.239625142857144e-07*q0**2-3.803569005714286e-05*q1-1.0348380160000003e-06*q0+2.8531962441142865e-07,\n",
       "            q0**5*q3-2.8000000000000003*q0**4*q3-0.028999999999999998*q0**5+3.1200000000000006*q0**3*q3+0.08120000000000001*q0**4-1.7292800000000006*q0**2*q3-0.09048*q0**3+0.4767213714285715*q0*q3+0.05014912000000001*q0**2-0.05229096960000002*q3-0.013824919771428574*q0+0.0015164381184000005,\n",
       "            q0**4*q2**2-2.24*q0**3*q2**2-1.8599999999999999*q0**4*q2+1.8692571428571432*q0**2*q2**2+4.1664*q0**3*q2+0.8487666666666666*q0**4-0.6886400000000001*q0*q2**2-3.476818285714286*q0**2*q2-1.9012373333333332*q0**3+0.09449201371428574*q2**2+1.2808704000000002*q0*q2+1.5865631542857144*q0**2-0.17575514550857146*q2-0.5844946773333334*q0+0.08020167150689525,\n",
       "            q0**3*q1*q2**2-1.8599999999999999*q0**3*q1*q2-1.6800000000000002*q0**2*q1*q2**2-0.032*q0**3*q2**2+0.8487666666666666*q0**3*q1+3.1248*q0**2*q1*q2+0.059519999999999997*q0**3*q2+0.05376000000000001*q0**2*q2**2+0.9321600000000002*q0*q1*q2**2-1.7338176000000003*q0*q1*q2-0.17077760000000003*q1*q2**2-0.09999360000000002*q0**2*q2-0.029829120000000008*q0*q2**2-1.4259279999999999*q0**2*q1-0.02716053333333333*q0**3+0.005464883200000001*q2**2+0.045629696000000004*q0**2+0.31764633600000003*q1*q2+0.05548216320000001*q0*q2+0.7911863360000001*q0*q1-0.025317962752000003*q0-0.010164682752000002*q2-0.14495033429333334*q1+0.0046384106973866674,\n",
       "            q0**4*q2*q3-0.9299999999999999*q0**4*q3-2.24*q0**3*q2*q3-0.028999999999999998*q0**4*q2+2.0832*q0**3*q3+1.8692571428571432*q0**2*q2*q3+0.06496*q0**3*q2+0.026969999999999997*q0**4-0.6886400000000001*q0*q2*q3-1.738409142857143*q0**2*q3-0.05420845714285715*q0**2*q2-0.0604128*q0**3+0.09449201371428574*q2*q3+0.6404352000000001*q0*q3+0.019970560000000002*q0*q2+0.050413865142857145*q0**2-0.08787757275428573*q3-0.002740268397714286*q2-0.018572620800000002*q0+0.002548449609874286,\n",
       "            q0**3*q1*q3**2-0.057999999999999996*q0**3*q1*q3-1.6800000000000002*q0**2*q1*q3**2-0.032*q0**3*q3**2+0.0008273466666666665*q0**3*q1+0.09744*q0**2*q1*q3+0.001856*q0**3*q3+0.05376000000000001*q0**2*q3**2+0.9321600000000002*q0*q1*q3**2-0.05406528000000001*q0*q1*q3-0.17077760000000003*q1*q3**2-0.0031180800000000005*q0**2*q3-0.029829120000000008*q0*q3**2-0.0013899423999999998*q0**2*q1-2.6475093333333327e-05*q0**3+0.005464883200000001*q3**2+4.4478156799999996e-05*q0**2+0.0099051008*q1*q3+0.0017300889600000004*q0*q3+0.0007712194688*q0*q1-2.4679023001600003e-05*q0-0.0003169632256*q3-0.00014129227810133333*q1+4.521352899242666e-06,\n",
       "            q0**2*q1**3*q2-0.096*q0**2*q1**2*q2-1.12*q0*q1**3*q2-0.9299999999999999*q0**2*q1**3+0.10752000000000002*q0*q1**2*q2+0.3088*q1**3*q2+0.0029855999999999997*q0**2*q1*q2+0.08928*q0**2*q1**2+1.0416*q0*q1**3-0.0027766079999999994*q0**2*q1-0.09999360000000002*q0*q1**2-0.029644800000000002*q1**2*q2-0.287184*q1**3-3.00032e-05*q0**2*q2-0.003343872*q0*q1*q2+3.360358400000001e-05*q0*q2+0.00092195328*q1*q2+0.027569664*q1**2+0.00310980096*q0*q1+2.7902975999999998e-05*q0**2-9.264988160000001e-06*q2-0.0008574165503999999*q1-3.1251333120000005e-05*q0+8.616438988800001e-06,\n",
       "            q0**2*q1**2*q2**2-1.12*q0*q1**2*q2**2-0.064*q0**2*q1*q2**2-1.8599999999999999*q0**2*q1**2*q2+0.3088*q1**2*q2**2+0.07168000000000001*q0*q1*q2**2+0.000976*q0**2*q2**2+0.8487666666666666*q0**2*q1**2+2.0832*q0*q1**2*q2+0.11903999999999999*q0**2*q1*q2-0.05432106666666666*q0**2*q1-0.9506186666666666*q0*q1**2-0.0018153599999999998*q0**2*q2-0.1333248*q0*q1*q2-0.574368*q1**2*q2-0.0010931200000000002*q0*q2**2-0.0197632*q1*q2**2+0.036759552*q1*q2+0.0020332032*q0*q2+0.00030138880000000004*q2**2+0.26209914666666667*q1**2+0.06083959466666666*q0*q1+0.0008283962666666665*q0**2-0.000560583168*q2-0.016774345386666667*q1-0.0009278038186666667*q0+0.00025580876714666667,\n",
       "            q0**3*q1**2*q2-0.064*q0**3*q1*q2-1.6800000000000002*q0**2*q1**2*q2-0.9299999999999999*q0**3*q1**2+0.9321600000000002*q0*q1**2*q2+0.000976*q0**3*q2+0.059519999999999997*q0**3*q1+0.10752000000000002*q0**2*q1*q2+1.5624*q0**2*q1**2-0.17077760000000003*q1**2*q2-0.0009076799999999999*q0**3-0.09999360000000002*q0**2*q1-0.8669088000000001*q0*q1**2-0.0016396800000000001*q0**2*q2-0.059658240000000015*q0*q1*q2+0.0009097881600000001*q0*q2+0.15882316800000001*q1**2+0.010929766400000002*q1*q2+0.05548216320000001*q0*q1+0.0015249024*q0**2-0.00016667893760000002*q2-0.010164682752000002*q1-0.0008461029888*q0+0.000155011411968,\n",
       "            q0**2*q1*q2**2*q3-1.8599999999999999*q0**2*q1*q2*q3-1.12*q0*q1*q2**2*q3-0.028999999999999998*q0**2*q1*q2**2-0.032*q0**2*q2**2*q3+0.035840000000000004*q0*q2**2*q3+0.3088*q1*q2**2*q3+2.0832*q0*q1*q2*q3+0.059519999999999997*q0**2*q2*q3+0.8487666666666666*q0**2*q1*q3+0.053939999999999995*q0**2*q1*q2+0.000928*q0**2*q2**2+0.03248*q0*q1*q2**2-0.02461423333333333*q0**2*q1-0.0017260799999999998*q0**2*q2-0.0604128*q0*q1*q2-0.00103936*q0*q2**2-0.0098816*q2**2*q3-0.0089552*q1*q2**2-0.0666624*q0*q2*q3-0.02716053333333333*q0**2*q3-0.9506186666666666*q0*q1*q3-0.574368*q1*q2*q3+0.0007876554666666665*q0**2+0.26209914666666667*q1*q3+0.0002865664*q2**2+0.018379776*q2*q3+0.016656671999999997*q1*q2+0.03041979733333333*q0*q3+0.0019332095999999997*q0*q2+0.02756794133333333*q0*q1-0.0008821741226666665*q0-0.008387172693333333*q3-0.007600875253333333*q1-0.000533013504*q2+0.00024322800810666666,\n",
       "            q0**4*q3**2-2.24*q0**3*q3**2-0.057999999999999996*q0**4*q3+1.8692571428571432*q0**2*q3**2+0.12992*q0**3*q3+0.0008273466666666665*q0**4-0.6886400000000001*q0*q3**2-0.1084169142857143*q0**2*q3-0.0018532565333333332*q0**3+0.09449201371428574*q3**2+0.039941120000000004*q0*q3+0.0015465236662857143*q0**2-0.005480536795428572*q3-0.0005697440085333333*q0+7.817765257313524e-05,\n",
       "            q0**2*q1*q2**3-2.79*q0**2*q1*q2**2-1.12*q0*q1*q2**3-0.032*q0**2*q2**3+0.08928*q0**2*q2**2+3.1248000000000005*q0*q1*q2**2+2.5656599999999994*q0**2*q1*q2+0.035840000000000004*q0*q2**3+0.3088*q1*q2**3-0.0098816*q2**3-2.8735391999999997*q0*q1*q2-0.7773497999999999*q0**2*q1-0.8615520000000001*q1*q2**2-0.08210111999999999*q0**2*q2-0.09999360000000002*q0*q2**2+0.7922758079999999*q1*q2+0.027569664000000004*q2**2+0.09195325439999999*q0*q2+0.870631776*q0*q1+0.024875193599999998*q0**2-0.025352825855999996*q2-0.24004561823999998*q1-0.027860216831999997*q0+0.007681459783679999,\n",
       "            q0**4*q1*q2-0.032*q0**4*q2-2.24*q0**3*q1*q2-0.9299999999999999*q0**4*q1+0.07168000000000001*q0**3*q2+1.8692571428571432*q0**2*q1*q2+2.0832*q0**3*q1+0.029759999999999998*q0**4-0.6886400000000001*q0*q1*q2-0.059816228571428584*q0**2*q2-1.738409142857143*q0**2*q1-0.0666624*q0**3+0.09449201371428574*q1*q2+0.022036480000000004*q0*q2+0.6404352000000001*q0*q1+0.055629092571428576*q0**2-0.003023744438857144*q2-0.08787757275428573*q1-0.0204939264*q0+0.002812082328137144,\n",
       "            q0**3*q2**3-1.6800000000000002*q0**2*q2**3-2.79*q0**3*q2**2+0.9321600000000002*q0*q2**3+4.687200000000001*q0**2*q2**2+2.5656599999999994*q0**3*q2-0.17077760000000003*q2**3-2.6007264000000005*q0*q2**2-4.3103088*q0**2*q2-0.7773497999999999*q0**3+0.4764695040000001*q2**2+2.3916056256*q0*q2+1.3059476639999998*q0**2-0.43815725721599996*q2-0.7246143895680001*q0+0.13275393320448,\n",
       "            q0**2*q1**3*q3-0.096*q0**2*q1**2*q3-1.12*q0*q1**3*q3-0.028999999999999998*q0**2*q1**3+0.10752000000000002*q0*q1**2*q3+0.3088*q1**3*q3+0.0029855999999999997*q0**2*q1*q3+0.002784*q0**2*q1**2+0.03248*q0*q1**3-8.658239999999998e-05*q0**2*q1-0.0031180800000000005*q0*q1**2-0.029644800000000002*q1**2*q3-0.0089552*q1**3-3.00032e-05*q0**2*q3-0.003343872*q0*q1*q3+3.360358400000001e-05*q0*q3+0.00092195328*q1*q3+0.0008596992*q1**2+9.6972288e-05*q0*q1+8.700928e-07*q0**2-9.264988160000001e-06*q3-2.673664512e-05*q1-9.745039360000002e-07*q0+2.6868465664000004e-07,\n",
       "            q0**2*q1**2*q3**2-1.12*q0*q1**2*q3**2-0.064*q0**2*q1*q3**2-0.057999999999999996*q0**2*q1**2*q3+0.3088*q1**2*q3**2+0.07168000000000001*q0*q1*q3**2+0.000976*q0**2*q3**2+0.0008273466666666665*q0**2*q1**2+0.06496*q0*q1**2*q3+0.003712*q0**2*q1*q3-5.2950186666666654e-05*q0**2*q1-0.0009266282666666666*q0*q1**2-5.6608e-05*q0**2*q3-0.00415744*q0*q1*q3-0.0179104*q1**2*q3-0.0010931200000000002*q0*q3**2-0.0197632*q1*q3**2+0.0011462656*q1*q3+6.340096000000001e-05*q0*q3+0.00030138880000000004*q3**2+0.00025548465066666665*q1**2+5.930420906666666e-05*q0*q1+8.074903466666665e-07*q0**2-1.74805504e-05*q3-1.6351017642666665e-05*q1-9.043891882666667e-07*q0+2.4935301905066664e-07,\n",
       "            q0**3*q1**3-1.6800000000000002*q0**2*q1**3-0.096*q0**3*q1**2+0.9321600000000002*q0*q1**3+0.16128*q0**2*q1**2+0.0029855999999999997*q0**3*q1-0.17077760000000003*q1**3-0.08948736000000002*q0*q1**2-0.005015808*q0**2*q1-3.00032e-05*q0**3+0.016394649600000002*q1**2+0.0027830568960000002*q0*q1+5.0405376000000005e-05*q0**2-0.00050987360256*q1-2.7967782912000006e-05*q0+5.123874488320001e-06,\n",
       "            q0**3*q2*q3**2-0.057999999999999996*q0**3*q2*q3-1.6800000000000002*q0**2*q2*q3**2-0.9299999999999999*q0**3*q3**2+0.0008273466666666665*q0**3*q2+0.09744*q0**2*q2*q3+0.053939999999999995*q0**3*q3+1.5624*q0**2*q3**2+0.9321600000000002*q0*q2*q3**2-0.05406528000000001*q0*q2*q3-0.17077760000000003*q2*q3**2-0.0906192*q0**2*q3-0.8669088000000001*q0*q3**2-0.0013899423999999998*q0**2*q2-0.0007694323999999998*q0**3+0.15882316800000001*q3**2+0.0012926464319999997*q0**2+0.0099051008*q2*q3+0.050280710400000005*q0*q3+0.0007712194688*q0*q2-0.000717234105984*q0-0.009211743744*q3-0.00014129227810133333*q2+0.00013140181863424,\n",
       "            q0**4*q1**2-2.24*q0**3*q1**2-0.064*q0**4*q1+1.8692571428571432*q0**2*q1**2+0.14336000000000002*q0**3*q1+0.000976*q0**4-0.6886400000000001*q0*q1**2-0.11963245714285717*q0**2*q1-0.0021862400000000003*q0**3+0.09449201371428574*q1**2+0.04407296000000001*q0*q1+0.0018243949714285717*q0**2-0.006047488877714288*q1-0.0006721126400000001*q0+9.222420538514288e-05,\n",
       "            q0**5*q2-2.8000000000000003*q0**4*q2-0.9299999999999999*q0**5+3.1200000000000006*q0**3*q2+2.604*q0**4-1.7292800000000006*q0**2*q2-2.9016*q0**3+0.4767213714285715*q0*q2+1.6082304000000005*q0**2-0.05229096960000002*q2-0.4433508754285715*q0+0.04863060172800002,\n",
       "            q0**2*q1*q2*q3**2-0.032*q0**2*q2*q3**2-1.12*q0*q1*q2*q3**2-0.9299999999999999*q0**2*q1*q3**2-0.057999999999999996*q0**2*q1*q2*q3+0.029759999999999998*q0**2*q3**2+0.0008273466666666665*q0**2*q1*q2+0.001856*q0**2*q2*q3+0.06496*q0*q1*q2*q3+0.053939999999999995*q0**2*q1*q3+0.035840000000000004*q0*q2*q3**2+1.0416*q0*q1*q3**2+0.3088*q1*q2*q3**2-0.0333312*q0*q3**2-0.0007694323999999998*q0**2*q1-2.6475093333333327e-05*q0**2*q2-0.0009266282666666666*q0*q1*q2-0.0604128*q0*q1*q3-0.0017260799999999998*q0**2*q3-0.00207872*q0*q2*q3-0.0098816*q2*q3**2-0.0179104*q1*q2*q3-0.287184*q1*q3**2+0.0005731328*q2*q3+0.016656671999999997*q1*q3+2.4621836799999993e-05*q0**2+0.0019332095999999997*q0*q3+0.009189888*q3**2+0.00025548465066666665*q1*q2+2.965210453333333e-05*q0*q2+0.0008617642879999999*q0*q1-2.7576457215999993e-05*q0-0.000533013504*q3-0.00023760072511999994*q1-8.175508821333332e-06*q2+7.603223203839998e-06,\n",
       "            q0**3*q2**2*q3-1.8599999999999999*q0**3*q2*q3-1.6800000000000002*q0**2*q2**2*q3-0.028999999999999998*q0**3*q2**2+0.9321600000000002*q0*q2**2*q3+0.8487666666666666*q0**3*q3+0.053939999999999995*q0**3*q2+3.1248*q0**2*q2*q3+0.04872*q0**2*q2**2-0.17077760000000003*q2**2*q3-0.02461423333333333*q0**3-0.0906192*q0**2*q2-0.027032640000000004*q0*q2**2-1.4259279999999999*q0**2*q3-1.7338176000000003*q0*q2*q3+0.7911863360000001*q0*q3+0.0049525504*q2**2+0.31764633600000003*q2*q3+0.050280710400000005*q0*q2+0.04135191199999999*q0**2-0.14495033429333334*q3-0.009211743744*q2-0.022944403744000003*q0+0.0042035596945066665,\n",
       "            q0*q2**5-0.56*q2**5-4.6499999999999995*q0*q2**4+2.604*q2**4+8.59522222222222*q0*q2**3-4.8133244444444445*q2**3-7.893529999999998*q0*q2**2+4.4203768*q2**2+3.601280602380952*q0*q2-2.016717137333333*q2-0.6529505470142856*q0+0.36565230632799994,\n",
       "            q0**2*q2**3*q3-2.79*q0**2*q2**2*q3-1.12*q0*q2**3*q3-0.028999999999999998*q0**2*q2**3+3.1248000000000005*q0*q2**2*q3+0.3088*q2**3*q3+2.5656599999999994*q0**2*q2*q3+0.08091*q0**2*q2**2+0.03248*q0*q2**3-0.07440413999999998*q0**2*q2-0.09061920000000001*q0*q2**2-0.8615520000000001*q2**2*q3-0.0089552*q2**3-0.7773497999999999*q0**2*q3-2.8735391999999997*q0*q2*q3+0.870631776*q0*q3+0.7922758079999999*q2*q3+0.024985008*q2**2+0.08333263679999998*q0*q2+0.022543144199999993*q0**2-0.24004561823999998*q3-0.022975998431999996*q2-0.025248321504*q0+0.006961322928959999,\n",
       "            q1**4*q2*q3-0.9299999999999999*q1**4*q3-0.128*q1**3*q2*q3-0.028999999999999998*q1**4*q2+0.11903999999999999*q1**3*q3+0.006020571428571428*q1**2*q2*q3+0.003712*q1**3*q2+0.026969999999999997*q1**4-0.00012317257142857143*q1*q2*q3-0.005599131428571428*q1**2*q3-0.0001745965714285714*q1**2*q2-0.0034521599999999997*q1**3+9.239625142857144e-07*q2*q3+0.00011455049142857143*q1*q3+3.572004571428571e-06*q1*q2+0.0001623748114285714*q1**2-8.592851382857143e-07*q3-2.6794912914285717e-08*q2-3.3219642514285713e-06*q1+2.4919269010285712e-08,\n",
       "            q1**4*q3**2-0.128*q1**3*q3**2-0.057999999999999996*q1**4*q3+0.006020571428571428*q1**2*q3**2+0.007424*q1**3*q3+0.0008273466666666665*q1**4-0.00012317257142857143*q1*q3**2-0.0003491931428571428*q1**2*q3-0.00010590037333333331*q1**3+9.239625142857144e-07*q3**2+7.144009142857142e-06*q1*q3+4.981099702857141e-06*q1**2-5.358982582857143e-08*q3-1.0190641639619046e-07*q1+7.644373063192381e-10,\n",
       "            q1**3*q2**3-0.096*q1**2*q2**3-2.79*q1**3*q2**2+0.0029855999999999997*q1*q2**3+0.26784*q1**2*q2**2+2.5656599999999994*q1**3*q2-3.00032e-05*q2**3-0.008329824*q1*q2**2-0.24630335999999994*q1**2*q2-0.7773497999999999*q1**3+8.3708928e-05*q2**2+0.007660034495999998*q1*q2+0.0746255808*q1**2-7.697801011199999e-05*q2-0.0023208555628799993*q1+2.3322981519359998e-05,\n",
       "            q1**3*q2**2*q3-1.8599999999999999*q1**3*q2*q3-0.096*q1**2*q2**2*q3-0.028999999999999998*q1**3*q2**2+0.0029855999999999997*q1*q2**2*q3+0.8487666666666666*q1**3*q3+0.053939999999999995*q1**3*q2+0.17856*q1**2*q2*q3+0.002784*q1**2*q2**2-3.00032e-05*q2**2*q3-0.02461423333333333*q1**3-0.00517824*q1**2*q2-8.658239999999998e-05*q1*q2**2-0.08148159999999999*q1**2*q3-0.005553215999999999*q1*q2*q3+0.0025340777599999996*q1*q3+8.700928e-07*q2**2+5.5805951999999996e-05*q2*q3+0.00016104326399999996*q1*q2+0.0023629663999999995*q1**2-2.546571605333333e-05*q3-1.6183726079999998e-06*q2-7.348825503999998e-05*q1+7.385057655466665e-07,\n",
       "            q1**3*q2*q3**2-0.057999999999999996*q1**3*q2*q3-0.096*q1**2*q2*q3**2-0.9299999999999999*q1**3*q3**2+0.0008273466666666665*q1**3*q2+0.005568*q1**2*q2*q3+0.053939999999999995*q1**3*q3+0.08928*q1**2*q3**2+0.0029855999999999997*q1*q2*q3**2-0.00017316479999999996*q1*q2*q3-3.00032e-05*q2*q3**2-0.00517824*q1**2*q3-0.0027766079999999994*q1*q3**2-7.942527999999999e-05*q1**2*q2-0.0007694323999999998*q1**3+2.7902975999999998e-05*q3**2+7.386551039999999e-05*q1**2+1.7401856e-06*q2*q3+0.00016104326399999996*q1*q3+2.4701262079999992e-06*q1*q2-2.297217373439999e-06*q1-1.6183726079999998e-06*q3-2.482304750933333e-08*q2+2.3085434183679992e-08,\n",
       "            q1**3*q3**3-0.096*q1**2*q3**3-0.087*q1**3*q3**2+0.0029855999999999997*q1*q3**3+0.008352*q1**2*q3**2+0.0024984239999999995*q1**3*q3-3.00032e-05*q3**3-0.00025974719999999997*q1*q3**2-0.00023984870399999995*q1**2*q3-2.3676295999999995e-05*q1**3+2.6102784e-06*q3**2+7.459294694399998e-06*q1*q3+2.2729244159999995e-06*q1**2-7.496071495679999e-08*q3-7.068794933759998e-08*q1+7.103646441471999e-10,\n",
       "            q1**2*q2**4-0.064*q1*q2**4-3.7199999999999998*q1**2*q2**3+0.000976*q2**4+0.23807999999999999*q1*q2**3+5.147914285714284*q1**2*q2**2-0.0036307199999999996*q2**3-0.3294665142857142*q1*q2**2-3.140264571428571*q1**2*q2+0.005024364342857141*q2**2+0.20097693257142854*q1*q2+0.7123718065714285*q1**2-0.003064898221714285*q2-0.045591795620571425*q1+0.0006952748832137143,\n",
       "            q1**2*q2**3*q3-2.79*q1**2*q2**2*q3-0.064*q1*q2**3*q3-0.028999999999999998*q1**2*q2**3+0.17856*q1*q2**2*q3+0.000976*q2**3*q3+2.5656599999999994*q1**2*q2*q3+0.08091*q1**2*q2**2+0.001856*q1*q2**3-0.07440413999999998*q1**2*q2-0.00517824*q1*q2**2-0.00272304*q2**2*q3-2.8304e-05*q2**3-0.7773497999999999*q1**2*q3-0.16420223999999997*q1*q2*q3+0.049750387199999996*q1*q3+0.0025040841599999995*q2*q3+7.896815999999999e-05*q2**2+0.004761864959999999*q1*q2+0.022543144199999993*q1**2-0.0007586934047999999*q3-7.261844063999998e-05*q2-0.0014427612287999999*q1+2.2002108739199994e-05,\n",
       "            q1**2*q2**2*q3**2-0.064*q1*q2**2*q3**2-1.8599999999999999*q1**2*q2*q3**2-0.057999999999999996*q1**2*q2**2*q3+0.000976*q2**2*q3**2+0.11903999999999999*q1*q2*q3**2+0.8487666666666666*q1**2*q3**2+0.0008273466666666665*q1**2*q2**2+0.003712*q1*q2**2*q3+0.10787999999999999*q1**2*q2*q3-0.0015388647999999997*q1**2*q2-5.2950186666666654e-05*q1*q2**2-0.04922846666666666*q1**2*q3-0.006904319999999999*q1*q2*q3-5.6608e-05*q2**2*q3-0.05432106666666666*q1*q3**2-0.0018153599999999998*q2*q3**2+0.00010529087999999998*q2*q3+0.003150621866666666*q1*q3+0.0008283962666666665*q3**2+8.074903466666665e-07*q2**2+9.848734719999997e-05*q1*q2+0.0007022242724444442*q1**2-4.804698346666665e-05*q3-1.5019320447999995e-06*q2-4.494235343644443e-05*q1+6.853708899057775e-07,\n",
       "            q1**2*q2*q3**3-0.087*q1**2*q2*q3**2-0.064*q1*q2*q3**3-0.9299999999999999*q1**2*q3**3+0.08091*q1**2*q3**2+0.005568*q1*q2*q3**2+0.0024984239999999995*q1**2*q2*q3+0.059519999999999997*q1*q3**3+0.000976*q2*q3**3-0.0009076799999999999*q3**3-0.00015989913599999997*q1*q2*q3-2.3676295999999995e-05*q1**2*q2-8.491199999999999e-05*q2*q3**2-0.0023235343199999995*q1**2*q3-0.00517824*q1*q3**2+2.4384618239999996e-06*q2*q3+7.896815999999999e-05*q3**2+0.00014870619647999996*q1*q3+1.5152829439999997e-06*q1*q2+2.2018955279999992e-05*q1**2-2.2677694963199993e-06*q3-2.3108064895999993e-08*q2-1.4092131379199996e-06*q1+2.1490500353279992e-08,\n",
       "            q1**2*q3**4-0.064*q1*q3**4-0.11599999999999999*q1**2*q3**3+0.000976*q3**4+0.007424*q1*q3**3+0.0050108914285714274*q1**2*q3**2-0.000113216*q3**3-0.00032069705142857136*q1*q3**2-9.551970285714283e-05*q1**2*q3+4.890630034285713e-06*q3**2+6.113260982857141e-06*q1*q3+6.778984961371426e-07*q1**2-9.32272299885714e-08*q3-4.338550375277713e-08*q1+6.616289322298512e-10,\n",
       "            q1**4*q2**2-0.128*q1**3*q2**2-1.8599999999999999*q1**4*q2+0.006020571428571428*q1**2*q2**2+0.23807999999999999*q1**3*q2+0.8487666666666666*q1**4-0.00012317257142857143*q1*q2**2-0.011198262857142855*q1**2*q2-0.10864213333333332*q1**3+9.239625142857144e-07*q2**2+0.00022910098285714285*q1*q2+0.005110060342857142*q1**2-1.7185702765714287e-06*q2-0.00010454477287619046*q1+7.842285833752381e-07,\n",
       "            q1*q2**5-0.032*q2**5-4.6499999999999995*q1*q2**4+0.1488*q2**4+8.59522222222222*q1*q2**3-0.2750471111111111*q2**3-7.893529999999998*q1*q2**2+0.25259296*q2**2+3.601280602380952*q1*q2-0.11524097927619047*q2-0.6529505470142856*q1+0.020894417504457138,\n",
       "            q1*q2**3*q3**2-0.032*q2**3*q3**2-2.79*q1*q2**2*q3**2-0.057999999999999996*q1*q2**3*q3+0.08928*q2**2*q3**2+2.5656599999999994*q1*q2*q3**2+0.0008273466666666665*q1*q2**3+0.001856*q2**3*q3+0.16182*q1*q2**2*q3-0.0023082971999999996*q1*q2**2-2.6475093333333327e-05*q2**3-0.14880827999999996*q1*q2*q3-0.00517824*q2**2*q3-0.7773497999999999*q1*q3**2-0.08210111999999999*q2*q3**2+0.004761864959999999*q2*q3+0.04508628839999999*q1*q3+0.024875193599999998*q3**2+7.386551039999999e-05*q2**2+0.0021226902487999993*q1*q2-0.0014427612287999999*q3-6.792608796159997e-05*q2-0.0006431377658639997*q1+2.0580408507647993e-05,\n",
       "            q1*q2**2*q3**3-0.087*q1*q2**2*q3**2-1.8599999999999999*q1*q2*q3**3-0.032*q2**2*q3**3+0.16182*q1*q2*q3**2+0.002784*q2**2*q3**2+0.0024984239999999995*q1*q2**2*q3+0.059519999999999997*q2*q3**3+0.8487666666666666*q1*q3**3-0.02716053333333333*q3**3-2.3676295999999995e-05*q1*q2**2-0.00517824*q2*q3**2-0.07384269999999998*q1*q3**2-7.994956799999998e-05*q2**2*q3-0.004647068639999999*q1*q2*q3+4.4037910559999985e-05*q1*q2+7.576414719999998e-07*q2**2+0.00014870619647999996*q2*q3+0.0021205790103999995*q1*q3+0.0023629663999999995*q3**2-6.785852833279998e-05*q3-1.4092131379199996e-06*q2-2.0095650834933327e-05*q1+6.430608267178665e-07,\n",
       "            q1*q2*q3**4-0.032*q2*q3**4-0.9299999999999999*q1*q3**4-0.11599999999999999*q1*q2*q3**3+0.029759999999999998*q3**4+0.003712*q2*q3**3+0.10787999999999999*q1*q3**3+0.0050108914285714274*q1*q2*q3**2-9.551970285714283e-05*q1*q2*q3-0.004660129028571427*q1*q3**2-0.00016034852571428568*q2*q3**2-0.0034521599999999997*q3**3+0.00014912412891428568*q3**2+3.0566304914285706e-06*q2*q3+8.883332365714282e-05*q1*q3+6.778984961371426e-07*q1*q2-2.84266635702857e-06*q3-2.1692751876388566e-08*q2-6.304456014075426e-07*q1+2.0174259245041363e-08,\n",
       "            q1*q3**5-0.032*q3**5-0.145*q1*q3**4+0.00464*q3**4+0.008364488888888888*q1*q3**3-0.0002676636444444444*q3**3-0.00023993053333333327*q1*q3**2+7.677777066666665e-06*q3**2+3.4219799241904745e-06*q1*q3-1.0950335757409518e-07*q3-1.941276277930158e-08*q1+6.212084089376505e-10,\n",
       "            q2**6-5.579999999999999*q2**5+12.907499999999997*q2**4-15.841619999999997*q2**3+10.879344549999997*q2**2-3.963760495799999*q2+0.5985372421985237,\n",
       "            q2**5*q3-4.6499999999999995*q2**4*q3-0.028999999999999998*q2**5+8.59522222222222*q2**3*q3+0.13484999999999997*q2**4-7.893529999999998*q2**2*q3-0.2492614444444444*q2**3+3.601280602380952*q2*q3+0.22891236999999995*q2**2-0.6529505470142856*q3-0.10443713746904759*q2+0.01893556586341428,\n",
       "            q2**4*q3**2-3.7199999999999998*q2**3*q3**2-0.057999999999999996*q2**4*q3+5.147914285714284*q2**2*q3**2+0.21575999999999998*q2**3*q3+0.0008273466666666665*q2**4-3.140264571428571*q2*q3**2-0.2985790285714285*q2**2*q3-0.0030777295999999993*q2**3+0.7123718065714285*q3**2+0.1821353451428571*q2*q3+0.004259109724571427*q2**2-0.04131756478114285*q3-0.002598087425622856*q2+0.0005893784395941827,\n",
       "            q2**3*q3**3-2.79*q2**2*q3**3-0.087*q2**3*q3**2+2.5656599999999994*q2*q3**3+0.24272999999999997*q2**2*q3**2+0.0024984239999999995*q2**3*q3-0.7773497999999999*q3**3-0.22321241999999994*q2*q3**2-0.006970602959999999*q2**2*q3-2.3676295999999995e-05*q2**3+0.06762943259999998*q3**2+0.006410106519839997*q2*q3+6.605686583999999e-05*q2**2-0.0019421493967151993*q3-6.0745325595359975e-05*q2+1.840476396034079e-05,\n",
       "            q2**2*q3**4-1.8599999999999999*q2*q3**4-0.11599999999999999*q2**2*q3**3+0.8487666666666666*q3**4+0.21575999999999998*q2*q3**3+0.0050108914285714274*q2**2*q3**2-0.09845693333333332*q3**3-0.009320258057142854*q2*q3**2-9.551970285714283e-05*q2**2*q3+0.004253077614857141*q3**2+0.00017766664731428563*q2*q3+6.778984961371426e-07*q2**2-8.107393979504758e-05*q3-1.2608912028150851e-06*q2+5.753776469046687e-07,\n",
       "            q2*q3**5-0.9299999999999999*q3**5-0.145*q2*q3**4+0.13484999999999997*q3**4+0.008364488888888888*q2*q3**3-0.007778974666666665*q3**3-0.00023993053333333327*q2*q3**2+0.00022313539599999992*q3**2+3.4219799241904745e-06*q2*q3-3.182441329497141e-06*q3-1.941276277930158e-08*q2+1.8053869384750468e-08,\n",
       "            q3**6-0.174*q3**5+0.012559145454545452*q3**4-0.0004813008727272726*q3**3+1.0328135564363632e-05*q3**2-1.176621788058181e-07*q3+5.559583220134383e-10,\n",
       "            q1*q2**4*q3-0.032*q2**4*q3-0.028999999999999998*q1*q2**4-3.7199999999999998*q1*q2**3*q3+0.11903999999999999*q2**3*q3+0.10787999999999999*q1*q2**3+5.147914285714284*q1*q2**2*q3+0.000928*q2**4-3.140264571428571*q1*q2*q3-0.1647332571428571*q2**2*q3-0.0034521599999999997*q2**3-0.14928951428571424*q1*q2**2+0.7123718065714285*q1*q3+0.10048846628571427*q2*q3+0.0047772644571428555*q2**2+0.09106767257142855*q1*q2-0.022795897810285713*q3-0.0029141655222857136*q2-0.020658782390571426*q1+0.0006610810364982856,\n",
       "            q0**2*q2**4-1.12*q0*q2**4-3.7199999999999998*q0**2*q2**3+0.3088*q2**4+4.1664*q0*q2**3+5.147914285714284*q0**2*q2**2-1.148736*q2**3-5.765663999999999*q0*q2**2-3.140264571428571*q0**2*q2+1.589675931428571*q2**2+3.51709632*q0*q2+0.7123718065714285*q0**2-0.9697136996571427*q2-0.79785642336*q0+0.21998041386925712,\n",
       "            q1**5*q3-0.16*q1**4*q3-0.028999999999999998*q1**5+0.010079999999999999*q1**3*q3+0.00464*q1**4-0.00031232*q1**2*q3-0.00029231999999999994*q1**3+4.756297142857143e-06*q1*q3+9.057279999999999e-06*q1**2-2.8469540571428578e-08*q3-1.3793261714285714e-07*q1+8.256166765714287e-10,\n",
       "            q1**6-0.192*q1**5+0.015163636363636362*q1**4-0.0006302254545454545*q1**3+1.4531607272727273e-05*q1**2-1.7619204654545454e-07*q1+8.774266614025977e-10,\n",
       "            q0**2*q2**2*q3**2-1.12*q0*q2**2*q3**2-1.8599999999999999*q0**2*q2*q3**2-0.057999999999999996*q0**2*q2**2*q3+0.3088*q2**2*q3**2+2.0832*q0*q2*q3**2+0.8487666666666666*q0**2*q3**2+0.0008273466666666665*q0**2*q2**2+0.06496*q0*q2**2*q3+0.10787999999999999*q0**2*q2*q3-0.0015388647999999997*q0**2*q2-0.0009266282666666666*q0*q2**2-0.04922846666666666*q0**2*q3-0.1208256*q0*q2*q3-0.0179104*q2**2*q3-0.9506186666666666*q0*q3**2-0.574368*q2*q3**2+0.033313343999999995*q2*q3+0.05513588266666666*q0*q3+0.26209914666666667*q3**2+0.00025548465066666665*q2**2+0.0017235285759999999*q0*q2+0.0007022242724444442*q0**2-0.015201750506666665*q3-0.00047520145023999987*q2-0.0007864911851377776*q0+0.0002168468553308444,\n",
       "            q0**2*q2*q3**3-0.087*q0**2*q2*q3**2-1.12*q0*q2*q3**3-0.9299999999999999*q0**2*q3**3+0.08091*q0**2*q3**2+0.09744*q0*q2*q3**2+0.0024984239999999995*q0**2*q2*q3+1.0416*q0*q3**3+0.3088*q2*q3**3-0.287184*q3**3-0.0027982348799999997*q0*q2*q3-2.3676295999999995e-05*q0**2*q2-0.0268656*q2*q3**2-0.0023235343199999995*q0**2*q3-0.0906192*q0*q3**2+0.0007715133311999999*q2*q3+0.024985008*q3**2+0.0026023584384*q0*q3+2.6517451519999995e-05*q0*q2+2.2018955279999992e-05*q0**2-0.0007175073980159999*q3-7.311240204799999e-06*q2-2.4661229913599996e-05*q0+6.799453390463998e-06,\n",
       "            q0**2*q3**4-1.12*q0*q3**4-0.11599999999999999*q0**2*q3**3+0.3088*q3**4+0.12992*q0*q3**3+0.0050108914285714274*q0**2*q3**2-0.0358208*q3**3-0.005612198399999999*q0*q3**2-9.551970285714283e-05*q0**2*q3+0.0015473632731428568*q3**2+0.00010698206719999997*q0*q3+6.778984961371426e-07*q0**2-2.9496484242285705e-05*q3-7.592463156735998e-07*q0+2.0933505560714965e-07,\n",
       "            q0*q1**5-0.56*q1**5-0.16*q0*q1**4+0.08960000000000001*q1**4+0.010079999999999999*q0*q1**3-0.0056448*q1**3-0.00031232*q0*q1**2+0.00017489920000000002*q1**2+4.756297142857143e-06*q0*q1-2.6635264e-06*q1-2.8469540571428578e-08*q0+1.5942942720000005e-08,\n",
       "            q0*q1**4*q2-0.56*q1**4*q2-0.9299999999999999*q0*q1**4-0.128*q0*q1**3*q2+0.07168000000000001*q1**3*q2+0.11903999999999999*q0*q1**3+0.006020571428571428*q0*q1**2*q2+0.5208*q1**4-0.00012317257142857143*q0*q1*q2-0.0033715200000000002*q1**2*q2-0.0666624*q1**3-0.005599131428571428*q0*q1**2+9.239625142857144e-07*q0*q2+6.897664e-05*q1*q2+0.0031355136*q1**2+0.00011455049142857143*q0*q1-5.174190080000001e-07*q2-6.414827519999999e-05*q1-8.592851382857143e-07*q0+4.811996774400001e-07,\n",
       "            q0*q1**4*q3-0.56*q1**4*q3-0.028999999999999998*q0*q1**4-0.128*q0*q1**3*q3+0.07168000000000001*q1**3*q3+0.003712*q0*q1**3+0.006020571428571428*q0*q1**2*q3+0.01624*q1**4-0.00012317257142857143*q0*q1*q3-0.0033715200000000002*q1**2*q3-0.00207872*q1**3-0.0001745965714285714*q0*q1**2+9.239625142857144e-07*q0*q3+6.897664e-05*q1*q3+9.777408e-05*q1**2+3.572004571428571e-06*q0*q1-5.174190080000001e-07*q3-2.00032256e-06*q1-2.6794912914285717e-08*q0+1.5005151232000004e-08,\n",
       "            q0*q1**3*q2**2-0.56*q1**3*q2**2-0.096*q0*q1**2*q2**2-1.8599999999999999*q0*q1**3*q2+0.05376000000000001*q1**2*q2**2+0.0029855999999999997*q0*q1*q2**2+0.8487666666666666*q0*q1**3+1.0416*q1**3*q2+0.17856*q0*q1**2*q2-0.08148159999999999*q0*q1**2-0.4753093333333333*q1**3-0.005553215999999999*q0*q1*q2-0.09999360000000002*q1**2*q2-3.00032e-05*q0*q2**2-0.001671936*q1*q2**2+0.00310980096*q1*q2+5.5805951999999996e-05*q0*q2+1.6801792000000004e-05*q2**2+0.045629696000000004*q1**2+0.0025340777599999996*q0*q1-3.1251333120000005e-05*q2-0.0014190835455999999*q1-2.546571605333333e-05*q0+1.4260800989866669e-05,\n",
       "            q0*q1**3*q2*q3-0.9299999999999999*q0*q1**3*q3-0.56*q1**3*q2*q3-0.028999999999999998*q0*q1**3*q2-0.096*q0*q1**2*q2*q3+0.0029855999999999997*q0*q1*q2*q3+0.08928*q0*q1**2*q3+0.026969999999999997*q0*q1**3+0.01624*q1**3*q2+0.002784*q0*q1**2*q2+0.5208*q1**3*q3+0.05376000000000001*q1**2*q2*q3-3.00032e-05*q0*q2*q3-0.0027766079999999994*q0*q1*q3-0.00258912*q0*q1**2-0.0151032*q1**3-0.001671936*q1*q2*q3-0.0015590400000000003*q1**2*q2-8.658239999999998e-05*q0*q1*q2-0.04999680000000001*q1**2*q3+8.052163199999998e-05*q0*q1+0.0014499072000000001*q1**2+4.8486144e-05*q1*q2+8.700928e-07*q0*q2+1.6801792000000004e-05*q2*q3+2.7902975999999998e-05*q0*q3+0.00155490048*q1*q3-4.872519680000001e-07*q2-1.5625666560000003e-05*q3-4.5092113919999994e-05*q1-8.091863039999999e-07*q0+4.5314433024000004e-07,\n",
       "            q0*q1**3*q3**2-0.56*q1**3*q3**2-0.096*q0*q1**2*q3**2-0.057999999999999996*q0*q1**3*q3+0.05376000000000001*q1**2*q3**2+0.0029855999999999997*q0*q1*q3**2+0.0008273466666666665*q0*q1**3+0.03248*q1**3*q3+0.005568*q0*q1**2*q3-7.942527999999999e-05*q0*q1**2-0.0004633141333333333*q1**3-0.00017316479999999996*q0*q1*q3-0.0031180800000000005*q1**2*q3-3.00032e-05*q0*q3**2-0.001671936*q1*q3**2+9.6972288e-05*q1*q3+1.7401856e-06*q0*q3+1.6801792000000004e-05*q3**2+4.4478156799999996e-05*q1**2+2.4701262079999992e-06*q0*q1-9.745039360000002e-07*q3-1.3832706764799997e-06*q1-2.482304750933333e-08*q0+1.3900906605226666e-08,\n",
       "            q0*q1**2*q2**3-2.79*q0*q1**2*q2**2-0.064*q0*q1*q2**3-0.56*q1**2*q2**3+0.17856*q0*q1*q2**2+1.5624000000000002*q1**2*q2**2+2.5656599999999994*q0*q1**2*q2+0.035840000000000004*q1*q2**3+0.000976*q0*q2**3-0.0005465600000000001*q2**3-0.7773497999999999*q0*q1**2-0.09999360000000002*q1*q2**2-0.00272304*q0*q2**2-1.4367695999999999*q1**2*q2-0.16420223999999997*q0*q1*q2+0.049750387199999996*q0*q1+0.435315888*q1**2+0.09195325439999999*q1*q2+0.0025040841599999995*q0*q2+0.0015249024000000002*q2**2-0.0014022871296*q2-0.027860216831999997*q1-0.0007586934047999999*q0+0.000424868306688,\n",
       "            q0*q1**2*q2**2*q3-1.8599999999999999*q0*q1**2*q2*q3-0.56*q1**2*q2**2*q3-0.028999999999999998*q0*q1**2*q2**2-0.064*q0*q1*q2**2*q3+0.000976*q0*q2**2*q3+0.8487666666666666*q0*q1**2*q3+0.053939999999999995*q0*q1**2*q2+0.01624*q1**2*q2**2+0.001856*q0*q1*q2**2+0.11903999999999999*q0*q1*q2*q3+1.0416*q1**2*q2*q3+0.035840000000000004*q1*q2**2*q3-0.0302064*q1**2*q2-2.8304e-05*q0*q2**2-0.00103936*q1*q2**2-0.0005465600000000001*q2**2*q3-0.0018153599999999998*q0*q2*q3-0.02461423333333333*q0*q1**2-0.05432106666666666*q0*q1*q3-0.4753093333333333*q1**2*q3-0.0666624*q1*q2*q3-0.0034521599999999997*q0*q1*q2+0.0019332095999999997*q1*q2+0.013783970666666664*q1**2+0.001575310933333333*q0*q1+5.264543999999999e-05*q0*q2+1.5850240000000002e-05*q2**2+0.0010166016*q2*q3+0.0008283962666666665*q0*q3+0.03041979733333333*q1*q3-2.9481446399999998e-05*q2-0.00046390190933333337*q3-0.0008821741226666665*q1-2.4023491733333326e-05*q0+1.3453155370666666e-05,\n",
       "            q1**5*q2-0.16*q1**4*q2-0.9299999999999999*q1**5+0.010079999999999999*q1**3*q2+0.1488*q1**4-0.00031232*q1**2*q2-0.009374399999999998*q1**3+4.756297142857143e-06*q1*q2+0.0002904576*q1**2-2.8469540571428578e-08*q2-4.423356342857142e-06*q1+2.6476672731428575e-08,\n",
       "            q0*q1**2*q2*q3**2-0.057999999999999996*q0*q1**2*q2*q3-0.064*q0*q1*q2*q3**2-0.56*q1**2*q2*q3**2-0.9299999999999999*q0*q1**2*q3**2+0.0008273466666666665*q0*q1**2*q2+0.003712*q0*q1*q2*q3+0.03248*q1**2*q2*q3+0.053939999999999995*q0*q1**2*q3+0.000976*q0*q2*q3**2+0.059519999999999997*q0*q1*q3**2+0.5208*q1**2*q3**2+0.035840000000000004*q1*q2*q3**2-0.0302064*q1**2*q3-0.0004633141333333333*q1**2*q2-0.0009076799999999999*q0*q3**2-0.0007694323999999998*q0*q1**2-0.0034521599999999997*q0*q1*q3-0.0333312*q1*q3**2-5.6608e-05*q0*q2*q3-0.00207872*q1*q2*q3-0.0005465600000000001*q2*q3**2-5.2950186666666654e-05*q0*q1*q2+2.965210453333333e-05*q1*q2+0.00043088214399999997*q1**2+8.074903466666665e-07*q0*q2+4.9243673599999986e-05*q0*q1+5.264543999999999e-05*q0*q3+0.0019332095999999997*q1*q3+3.1700480000000005e-05*q2*q3+0.0005083008*q3**2-2.9481446399999998e-05*q3-4.521945941333333e-07*q2-2.7576457215999993e-05*q1-7.509660223999997e-07*q0+4.2054097254399993e-07,\n",
       "            q0*q1*q2**4-0.56*q1*q2**4-0.032*q0*q2**4-3.7199999999999998*q0*q1*q2**3+0.017920000000000002*q2**4+2.0832*q1*q2**3+0.11903999999999999*q0*q2**3+5.147914285714284*q0*q1*q2**2-3.140264571428571*q0*q1*q2-0.1647332571428571*q0*q2**2-2.8828319999999996*q1*q2**2-0.0666624*q2**3+0.09225062399999999*q2**2+1.75854816*q1*q2+0.10048846628571427*q0*q2+0.7123718065714285*q0*q1-0.05627354111999999*q2-0.39892821168*q1-0.022795897810285713*q0+0.01276570277376,\n",
       "            q0*q1*q2**3*q3-2.79*q0*q1*q2**2*q3-0.56*q1*q2**3*q3-0.028999999999999998*q0*q1*q2**3-0.032*q0*q2**3*q3+0.017920000000000002*q2**3*q3+0.08091*q0*q1*q2**2+1.5624000000000002*q1*q2**2*q3+0.01624*q1*q2**3+0.000928*q0*q2**3+2.5656599999999994*q0*q1*q2*q3+0.08928*q0*q2**2*q3-0.08210111999999999*q0*q2*q3-0.07440413999999998*q0*q1*q2-0.00258912*q0*q2**2-0.00051968*q2**3-0.04999680000000001*q2**2*q3-0.045309600000000005*q1*q2**2-1.4367695999999999*q1*q2*q3-0.7773497999999999*q0*q1*q3+0.024875193599999998*q0*q3+0.045976627199999995*q2*q3+0.435315888*q1*q3+0.0014499072000000001*q2**2+0.04166631839999999*q1*q2+0.0023809324799999995*q0*q2+0.022543144199999993*q0*q1-0.013930108415999998*q3-0.0013333221887999998*q2-0.012624160752*q1-0.0007213806143999999*q0+0.00040397314406399995,\n",
       "            q0*q1*q2**2*q3**2-0.56*q1*q2**2*q3**2-0.032*q0*q2**2*q3**2-1.8599999999999999*q0*q1*q2*q3**2-0.057999999999999996*q0*q1*q2**2*q3+0.001856*q0*q2**2*q3+0.03248*q1*q2**2*q3+0.0008273466666666665*q0*q1*q2**2+0.8487666666666666*q0*q1*q3**2+0.059519999999999997*q0*q2*q3**2+1.0416*q1*q2*q3**2+0.017920000000000002*q2**2*q3**2+0.10787999999999999*q0*q1*q2*q3-2.6475093333333327e-05*q0*q2**2-0.0004633141333333333*q1*q2**2-0.0015388647999999997*q0*q1*q2-0.04922846666666666*q0*q1*q3-0.0034521599999999997*q0*q2*q3-0.0604128*q1*q2*q3-0.00103936*q2**2*q3-0.0333312*q2*q3**2-0.02716053333333333*q0*q3**2-0.4753093333333333*q1*q3**2+0.0019332095999999997*q2*q3+0.0007022242724444442*q0*q1+4.9243673599999986e-05*q0*q2+0.0008617642879999999*q1*q2+1.4826052266666665e-05*q2**2+0.015209898666666666*q3**2+0.001575310933333333*q0*q3+0.02756794133333333*q1*q3-0.0008821741226666665*q3-2.7576457215999993e-05*q2-0.0003932455925688888*q1-2.2471176718222215e-05*q0+1.258385896220444e-05,\n",
       "            q0*q1*q2*q3**3-0.087*q0*q1*q2*q3**2-0.032*q0*q2*q3**3-0.56*q1*q2*q3**3-0.9299999999999999*q0*q1*q3**3+0.08091*q0*q1*q3**2+0.002784*q0*q2*q3**2+0.04872*q1*q2*q3**2+0.0024984239999999995*q0*q1*q2*q3+0.017920000000000002*q2*q3**3+0.5208*q1*q3**3+0.029759999999999998*q0*q3**3-0.0166656*q3**3-2.3676295999999995e-05*q0*q1*q2-7.994956799999998e-05*q0*q2*q3-0.0013991174399999998*q1*q2*q3-0.0023235343199999995*q0*q1*q3-0.00258912*q0*q3**2-0.0453096*q1*q3**2-0.00155904*q2*q3**2+0.0014499072*q3**2+4.4771758079999994e-05*q2*q3+0.0013011792192*q1*q3+7.435309823999998e-05*q0*q3+1.3258725759999998e-05*q1*q2+7.576414719999998e-07*q0*q2+2.2018955279999992e-05*q0*q1-4.163773501439999e-05*q3-4.2427922431999997e-07*q2-1.2330614956799998e-05*q1-7.046065689599998e-07*q0+3.945796786175999e-07,\n",
       "            q0*q1*q3**4-0.56*q1*q3**4-0.032*q0*q3**4-0.11599999999999999*q0*q1*q3**3+0.017920000000000002*q3**4+0.06496*q1*q3**3+0.003712*q0*q3**3+0.0050108914285714274*q0*q1*q3**2-9.551970285714283e-05*q0*q1*q3-0.00016034852571428568*q0*q3**2-0.0028060991999999995*q1*q3**2-0.00207872*q3**3+8.979517439999999e-05*q3**2+5.3491033599999986e-05*q1*q3+3.0566304914285706e-06*q0*q3+6.778984961371426e-07*q0*q1-1.7117130751999997e-06*q3-3.796231578367999e-07*q1-2.1692751876388566e-08*q0+1.2147941050777597e-08,\n",
       "            q0**5*q1-2.8000000000000003*q0**4*q1-0.032*q0**5+3.1200000000000006*q0**3*q1+0.08960000000000001*q0**4-1.7292800000000006*q0**2*q1-0.09984000000000003*q0**3+0.4767213714285715*q0*q1+0.05533696000000002*q0**2-0.05229096960000002*q1-0.01525508388571429*q0+0.0016733110272000007,\n",
       "            q0*q2**4*q3-0.56*q2**4*q3-0.028999999999999998*q0*q2**4-3.7199999999999998*q0*q2**3*q3+2.0832*q2**3*q3+0.10787999999999999*q0*q2**3+5.147914285714284*q0*q2**2*q3+0.01624*q2**4-3.140264571428571*q0*q2*q3-2.8828319999999996*q2**2*q3-0.0604128*q2**3-0.14928951428571424*q0*q2**2+0.7123718065714285*q0*q3+1.75854816*q2*q3+0.08360212799999998*q2**2+0.09106767257142855*q0*q2-0.39892821168*q3-0.05099789663999999*q2-0.020658782390571426*q0+0.011568918138719998,\n",
       "            q0*q2**3*q3**2-0.56*q2**3*q3**2-2.79*q0*q2**2*q3**2-0.057999999999999996*q0*q2**3*q3+1.5624000000000002*q2**2*q3**2+2.5656599999999994*q0*q2*q3**2+0.0008273466666666665*q0*q2**3+0.03248*q2**3*q3+0.16182*q0*q2**2*q3-0.0023082971999999996*q0*q2**2-0.0004633141333333333*q2**3-0.14880827999999996*q0*q2*q3-0.09061920000000001*q2**2*q3-0.7773497999999999*q0*q3**2-1.4367695999999999*q2*q3**2+0.08333263679999998*q2*q3+0.04508628839999999*q0*q3+0.435315888*q3**2+0.001292646432*q2**2+0.0021226902487999993*q0*q2-0.025248321504*q3-0.0011887065393279997*q2-0.0006431377658639997*q0+0.00036015714888383994,\n",
       "            q0*q2**2*q3**3-0.087*q0*q2**2*q3**2-1.8599999999999999*q0*q2*q3**3-0.56*q2**2*q3**3+0.16182*q0*q2*q3**2+0.04872*q2**2*q3**2+0.0024984239999999995*q0*q2**2*q3+1.0416*q2*q3**3+0.8487666666666666*q0*q3**3-0.4753093333333333*q3**3-2.3676295999999995e-05*q0*q2**2-0.0906192*q2*q3**2-0.07384269999999998*q0*q3**2-0.0013991174399999998*q2**2*q3-0.004647068639999999*q0*q2*q3+4.4037910559999985e-05*q0*q2+1.3258725759999998e-05*q2**2+0.0026023584384*q2*q3+0.0021205790103999995*q0*q3+0.041351912*q3**2-0.0011875242458239997*q3-2.4661229913599996e-05*q2-2.0095650834933327e-05*q0+1.1253564467562663e-05,\n",
       "            q0*q2*q3**4-0.56*q2*q3**4-0.9299999999999999*q0*q3**4-0.11599999999999999*q0*q2*q3**3+0.5208*q3**4+0.06496*q2*q3**3+0.10787999999999999*q0*q3**3+0.0050108914285714274*q0*q2*q3**2-9.551970285714283e-05*q0*q2*q3-0.004660129028571427*q0*q3**2-0.0028060991999999995*q2*q3**2-0.0604128*q3**3+0.002609672256*q3**2+5.3491033599999986e-05*q2*q3+8.883332365714282e-05*q0*q3+6.778984961371426e-07*q0*q2-4.974666124799999e-05*q3-3.796231578367999e-07*q2-6.304456014075426e-07*q0+3.530495367882239e-07,\n",
       "            q0*q3**5-0.56*q3**5-0.145*q0*q3**4+0.08120000000000001*q3**4+0.008364488888888888*q0*q3**3-0.004684113777777777*q3**3-0.00023993053333333327*q0*q3**2+0.00013436109866666663*q3**2+3.4219799241904745e-06*q0*q3-1.916308757546666e-06*q3-1.941276277930158e-08*q0+1.0871147156408885e-08,\n",
       "            q0*q1**2*q3**3-0.087*q0*q1**2*q3**2-0.064*q0*q1*q3**3-0.56*q1**2*q3**3+0.005568*q0*q1*q3**2+0.04872*q1**2*q3**2+0.0024984239999999995*q0*q1**2*q3+0.035840000000000004*q1*q3**3+0.000976*q0*q3**3-0.0005465600000000001*q3**3-2.3676295999999995e-05*q0*q1**2-0.00311808*q1*q3**2-8.491199999999999e-05*q0*q3**2-0.0013991174399999998*q1**2*q3-0.00015989913599999997*q0*q1*q3+1.5152829439999997e-06*q0*q1+1.3258725759999998e-05*q1**2+8.954351615999999e-05*q1*q3+2.4384618239999996e-06*q0*q3+4.755072000000001e-05*q3**2-1.3655386214399999e-06*q3-8.485584486399999e-07*q1-2.3108064895999993e-08*q0+1.294051634176e-08,\n",
       "            q0**6-3.3600000000000003*q0**5+4.684363636363637*q0**4-3.468334545454547*q0**3+1.4383208727272732*q0**2-0.3167507921454546*q0+0.028939335653402613])"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "expansion = ch.generate_expansion(4, joint)\n",
    "expansion"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Before we solve for the expansion coefficients we must first gather the quantities of interest by running the model at the chosen number of sampling points. We are taking the predator and prey populations in the tenth year as our quantity of interest. <br>\n",
    "Once the data has been collected and stored in an array we may use chaospy's regression fitting and sensitivity analysis functions to compute the indices. The first order indices are returned as a dictionary and saved. For the example below we take 1000 sample point, far fewer than the 160,000 taken with the qMC scheme.   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "652.5323370000006 seconds\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "({'alpha': 0.338667578748877,\n",
       "  'beta': 0.09870117289205202,\n",
       "  'delta': 0.40187880741523274,\n",
       "  'gamma': 0.1607524409438383},\n",
       " {'alpha': 0.31190000737782175,\n",
       "  'beta': 0.23874571913778755,\n",
       "  'delta': 0.31983595933668857,\n",
       "  'gamma': 0.12951831414770215})"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "##Solver\n",
    "\n",
    "def solver(N, N_t):\n",
    "    \n",
    "    start_time = time.perf_counter()\n",
    "    \n",
    "    global Y,samples\n",
    "    samples = joint.sample(N, rule=\"sobol\")                               #Choose 1000 parameter samples at which to solve for coefficients\n",
    "    Y = np.zeros((2,N,N_t))\n",
    "     \n",
    "    x0 = 33                                                               #Initial conditions same as before\n",
    "    y0 = 6.2                       \n",
    "    X = [x0,y0]\n",
    "    t = np.linspace(0., 30, N_t)\n",
    "    \n",
    "    \n",
    "    for i,ex in enumerate(samples.T):\n",
    "        a,b,d,g = ex\n",
    "        solution = integrate.odeint(levotka, X, t, args = (a,b,d,g))\n",
    "        Y[0][i] =  solution.T[0]\n",
    "        Y[1][i] =  solution.T[1]\n",
    "        \n",
    "    \n",
    "    \n",
    "    prey = Y[0]\n",
    "    predators = Y[1] ## '0' for prey, '1' for predators\n",
    "    \n",
    "    fitter_prey = ch.fit_regression(expansion, samples, prey)             #Using in-built regression fitting functio to solve for coefficients\n",
    "    fitter_pred = ch.fit_regression(expansion, samples, predators)\n",
    "    indices_prey = ch.Sens_t(fitter_prey, joint)                          #Using calibrated surrogate model to execute sensitivity analysis > first order indices in this case\n",
    "    indices_pred = ch.Sens_t(fitter_pred, joint)\n",
    "    \n",
    "    \n",
    "    \n",
    "    \n",
    "    ##Compute 1st order for each variable, normalise against sum, and save to dictionary\n",
    "    names = ['alpha', 'beta', 'delta', 'gamma']\n",
    "    \n",
    "    l_prey = [np.sum(indices_prey[i]) for i,ex in enumerate(names)]       #Calculating Sobol indices for each parameter\n",
    "    l_pred = [np.sum(indices_pred[i]) for i,ex in enumerate(names)]\n",
    "    \n",
    "    l_prey = [float(i)/sum(l_prey) for i in l_prey]                       #Normalising Sobol indices against sum and adding to list\n",
    "    l_pred = [float(i)/sum(l_pred) for i in l_pred]\n",
    "    \n",
    "    global Sobol_prey, Sobol_predators\n",
    "    \n",
    "    Sobol_prey = dict(zip(names,l_prey))                                  #Saving indices to dictionary\n",
    "    Sobol_predators = dict(zip(names,l_pred))\n",
    "    \n",
    "    file = open('data/PCE_st_prey_5.pkl','wb')                         #Serialising dictionary with pickel\n",
    "    pickle.dump(Sobol_predators,file)\n",
    "    \n",
    "    file = open('data/PCE_st_pred_5.pkl','wb')\n",
    "    pickle.dump(Sobol_predators,file)\n",
    "    \n",
    "\n",
    "    print(time.perf_counter() - start_time, \"seconds\")                    #returning run-time of complete process\n",
    "    \n",
    "    \n",
    "    return Sobol_prey, Sobol_predators\n",
    "    \n",
    "    \n",
    "   \n",
    "        \n",
    "solver(1000,1000)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "file = open('data/Sobol_PCE_pred_6.pkl','wb')\n",
    "pickle.dump(Sobol_predators,file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(0, 'alpha')\n",
      "(1, 'beta')\n",
      "(2, 'delta')\n",
      "(3, 'gamma')\n"
     ]
    }
   ],
   "source": [
    "names = ['alpha', 'beta', 'delta', 'gamma']\n",
    "for i,ex in enumerate(names):\n",
    "    print(i)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__Comparison of methods: PCE vs qMC__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'alpha': 0.29819415851365005,\n",
       " 'beta': 0.09612878067295376,\n",
       " 'delta': 0.4080171250540216,\n",
       " 'gamma': 0.1976599357593747}"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(Sobol_prey"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We start with the __first order indices__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x396 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "labels = ['alpha', 'beta', 'delta', 'gamma']\n",
    "\n",
    "sobol_prey_s1 = prey_1684['S1']\n",
    "sobol_pred_s1 = pred_1684['S1']\n",
    "PCE_prey_s1 = Sobol_prey.values()\n",
    "PCE_pred_s1 = Sobol_predators.values()\n",
    "\n",
    "x = np.arange(len(labels))  # the label locations\n",
    "width = 0.35  # the width of the bars\n",
    "\n",
    "fig, axs = plt.subplots(1,2, sharey=True)\n",
    "rects1 = axs[0].bar(x - width/2, sobol_prey_s1, width, label='Sobol')\n",
    "rects2 = axs[0].bar(x + width/2, PCE_prey_s1, width, label='PCE')\n",
    "\n",
    "rects1 = axs[1].bar(x - width/2, sobol_pred_s1, width, label='Sobol')\n",
    "rects2 = axs[1].bar(x + width/2, PCE_pred_s1, width, label='PCE')\n",
    "\n",
    "# Add some text for labels, title and custom x-axis tick labels, etc.\n",
    "axs[0].set_ylabel('Scores')\n",
    "plt.xticks(x, labels)\n",
    "axs[0].legend()\n",
    "axs[0].set_title('First order indices - Prey')\n",
    "axs[1].set_title('First order indices - Predators')\n",
    "\n",
    "fig.tight_layout()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'alpha': 0.31190000737782175,\n",
       " 'beta': 0.23874571913778755,\n",
       " 'delta': 0.31983595933668857,\n",
       " 'gamma': 0.12951831414770215}"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "PCE_prey_st"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [],
   "source": [
    "##data\n",
    "sobol_prey_st = prey_1684['ST']\n",
    "sobol_pred_st = pred_1684['ST']\n",
    "PCE_prey_st = pickle.load(open('data/PCE_st_prey_5.pkl','rb')).values()\n",
    "PCE_pred_st = pickle.load(open('data/PCE_st_pred_5.pkl','rb')).values()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x396 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "labels = ['alpha', 'beta', 'delta', 'gamma']\n",
    "\n",
    "x = np.arange(len(labels))  # the label locations\n",
    "width = 0.35  # the width of the bars\n",
    "\n",
    "fig, axs = plt.subplots(1,2, sharey=True)\n",
    "rects1 = axs[0].bar(x - width/2, sobol_prey_st, width, label='Sobol')\n",
    "rects2 = axs[0].bar(x + width/2, PCE_prey_st, width, label='PCE')\n",
    "\n",
    "rects1 = axs[1].bar(x - width/2, sobol_pred_st, width, label='Sobol')\n",
    "rects2 = axs[1].bar(x + width/2, PCE_pred_st, width, label='PCE')\n",
    "\n",
    "# Add some text for labels, title and custom x-axis tick labels, etc.\n",
    "axs[0].set_ylabel('Scores')\n",
    "plt.xticks(x, labels)\n",
    "axs[0].legend()\n",
    "axs[0].set_title('Total order indices - Prey')\n",
    "axs[1].set_title('Total order indices - Predators')\n",
    "\n",
    "fig.tight_layout()\n",
    "\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.7.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}