Project Tasks/TASK_3_OPTCON_traj_Grp21_Ball_and_Beam_Project.ipynb

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   "name": "OPTCON_Grp21_Ball and Beam Project.ipynb",
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   "source": [
    "<a href=\"https://colab.research.google.com/github/NicholasBaraghini/Ball-and-Beam-system-Optimal-Control/blob/main/OPTCON_Grp21_Ball_and_Beam_Project.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
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   "source": [
    "**OPTIMAL CONTROL EXAM PROJECT**\n",
    "\n",
    " Group 21:\n",
    "   - Baraghini Nicholas 0000984041 \n",
    "   - Iadarola Federico 0001005240\n",
    "   - Curto Fabio 0000984077"
   ],
   "metadata": {
    "id": "-tfPflu26Rvx"
   }
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  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "id": "AuKEbT846pKd"
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   "source": [
    "# local file path\n",
    "lfp = 'C:/Users/Baraghini/PycharmProjects/Ball-and-Beam-system-Optimal-Control'\n",
    "# Libraries\n",
    "import sys\n",
    "sys.path.insert(1, lfp+'/Project Modules')\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import matplotlib\n",
    "\n",
    "import system_dynamic as sd\n",
    "import optcon as opt\n",
    "import cost_function\n",
    "import matplotlib.pyplot as plt_\n",
    "import Reference_Trajectory as RT\n",
    "import h5py\n",
    "%matplotlib widget\n",
    "\n",
    "import visualization as visu"
   ]
  },
  {
   "cell_type": "markdown",
   "source": [],
   "metadata": {
    "collapsed": false,
    "id": "lrTQrNcZVaPn"
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   "cell_type": "markdown",
   "source": [
    "**TRAJECTORY TRACKING** (Task 3)"
   ],
   "metadata": {
    "id": "7U8VKRix2jmu",
    "pycharm": {
     "name": "#%% md\n"
    }
   }
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  {
   "cell_type": "code",
   "execution_count": 2,
   "outputs": [],
   "source": [
    "# PARAMETERS SETTING\n",
    "\n",
    "max_iterations = 10;\n",
    "STOP_ITER = 1E-6; #Stop Iteration descent threshold\n",
    "\n",
    "#step_size = 0.1;\n",
    "cc = 0.05\n",
    "beta = 0.5\n",
    "\n",
    "nx = 4  # number of states\n",
    "nu = 1  # number of inputs\n",
    "\n",
    "\n",
    "params = {'tf':20,\n",
    "          'dt':0.001,   # Step size - Forward Euler method\n",
    "          'gg':9.81,    # gravitational acceleration [m/s^2]\n",
    "          'mm': 6.4352E-5,    # ball mass [kg]\n",
    "          'rr':0.0127,   # ball radius [m]\n",
    "          'ii': 3.2691E-8, # ball inertia [kg*m^2]\n",
    "          'II':0.0083,   # beam inertia [kg*m^2]\n",
    "          'LL':1,        # beam length [m]\n",
    "          'dim_X': nx,\n",
    "          'dim_U': nu,\n",
    "          'QQ':np.array([[400, 0, 0 , 0],\n",
    "                        [ 0 ,1, 0 , 0],\n",
    "                        [ 0 , 0,200, 0],\n",
    "                        [ 0 , 0, 0 ,1]]),\n",
    "          'RR':1,\n",
    "          'QQ_T':np.array([[200, 0, 0 , 0],\n",
    "                          [ 0 ,1, 0 , 0],\n",
    "                          [ 0 , 0,100, 0],\n",
    "                          [ 0 , 0, 0 ,0]]),\n",
    "          'QQ_track':np.array([[200, 0, 0 , 0],\n",
    "                               [ 0 ,1, 0 , 0],\n",
    "                               [ 0 , 0,100, 0],\n",
    "                               [ 0 , 0, 0 ,10]]),\n",
    "          'RR_track':50,\n",
    "          'QQ_track_T':np.array([[100, 0, 0 , 0],\n",
    "                                [ 0 , 1, 0 , 0],\n",
    "                                [ 0 , 0,100, 0],\n",
    "                                [ 0 , 0, 0 ,1]])\n",
    "              }\n",
    "\n",
    "TT = int(params['tf']/params['dt']); # rounding down of the time span divided in time in number oof time intervals\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
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  {
   "cell_type": "markdown",
   "source": [
    "**Reference Definition** \\\n",
    "Step reference change between two equilibria"
   ],
   "metadata": {
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  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "data about state0 loaded\n",
      "data about state1 loaded\n",
      "data about state2 loaded\n",
      "data about state3 loaded\n",
      "data about input loaded\n"
     ]
    }
   ],
   "source": [
    "# REFERENCE DEFINITION\n",
    "\n",
    "path = lfp+'/Matlab_Trajectory_Generation_files/x'\n",
    "xx_ref = np.zeros((nx,TT))\n",
    "for i in range(1,5):\n",
    "    path_dummy = path + str(i) +'.mat'\n",
    "    name_dummy = 'x' + str(i)\n",
    "    mat = h5py.File(path_dummy)\n",
    "    data = mat.get(name_dummy)\n",
    "    data = np.array(data).T\n",
    "    xx_ref[i-1,:] = data[1, 0:TT]\n",
    "    print('data about state{} loaded'.format(i-1))\n",
    "    init_pos = xx_ref[0,0]\n",
    "\n",
    "uu_ref = np.zeros((nu,TT))\n",
    "mat = h5py.File(lfp+'/Matlab_Trajectory_Generation_files/reference.mat')\n",
    "data = mat.get('torque')\n",
    "data = np.array(data).T\n",
    "uu_ref[0,:] = data[1,0:TT]\n",
    "print('data about input loaded')\n",
    "init_inp = uu_ref[0,0]\n",
    "\n",
    "xx_init = np.zeros((nx,1))\n",
    "#xx_init[0] = init_pos # initial state\n",
    "xx_init = xx_ref[:,0:1]\n"
   ],
   "metadata": {
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    "pycharm": {
     "name": "#%%\n"
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  },
  {
   "cell_type": "markdown",
   "source": [
    "**OPTIMIZATION LOOP**"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initial cost :  [374791.88580578]\n",
      "DDP_comp FINISHED\n",
      "ARMIJO found\n",
      "iteration: 0\n",
      "cost [374791.88580578]\n",
      "descent [-327000.09560419]\n",
      "DDP_comp FINISHED\n",
      "ARMIJO found\n",
      "iteration: 1\n",
      "cost [12.46845131]\n",
      "descent [-0.29418381]\n",
      "DDP_comp FINISHED\n",
      "ARMIJO found\n",
      "iteration: 2\n",
      "cost [12.13434113]\n",
      "descent [-9.8991442e-05]\n",
      "DDP_comp FINISHED\n",
      "ARMIJO found\n",
      "iteration: 3\n",
      "cost [12.13421214]\n",
      "descent [-1.65108555e-06]\n",
      "DDP_comp FINISHED\n",
      "ARMIJO found\n",
      "iteration: 4\n",
      "cost [12.13420991]\n",
      "descent [-4.19254538e-08]\n",
      "GJ WP\n"
     ]
    }
   ],
   "source": [
    "#Task two: optimal trajectory generation\n",
    "# Initializations\n",
    "xx = np.zeros((nx,TT,max_iterations)) # state tensor\n",
    "xx[0,0,:] = init_pos # init ball position\n",
    "uu = np.zeros((nu,TT,max_iterations)) # input tensor\n",
    "uu[0,0,:] = init_inp  # init torque input\n",
    "\n",
    "cost = np.zeros((max_iterations,1)) # cost function values memory\n",
    "\n",
    "descent = np.zeros((max_iterations,1)) # descent vector\n",
    "\n",
    "#initialize trajectory\n",
    "kk = 0\n",
    "for tt in range(0,TT-1):\n",
    "\n",
    "    uu_tk = uu[:, tt:tt + 1, kk:kk + 1] # shape (1,1,1)\n",
    "    uu_ref_tt = uu_ref[:, tt:tt + 1] # shape (1,1)\n",
    "    xx_tk = xx[:, tt:tt + 1, kk:kk + 1] # shape (4,1,1)\n",
    "    xx_ref_tt = xx_ref[:, tt:tt + 1] # shape (4,1)\n",
    "\n",
    "    cost_temp = cost_function.Stage_Cost(xx_tk, uu_tk, xx_ref_tt, uu_ref_tt, params)['cost_t']\n",
    "    cost[kk] = cost[kk] + cost_temp[0]\n",
    "\n",
    "xx_Tk = xx[:,TT-1:TT,kk:kk+1]\n",
    "xx_ref_TT = xx_ref[:,TT-1:TT]\n",
    "cost_temp = cost_function.Terminal_Cost(xx_Tk, xx_ref_TT,params)['cost_T']\n",
    "\n",
    "cost[kk] = cost[kk] + cost_temp[0]\n",
    "\n",
    "print('Initial cost : ', cost[kk])\n",
    "\n",
    "# LOOP\n",
    "for kk in range(0,max_iterations-1):\n",
    "\n",
    "    KK = np.zeros((nu,nx,TT))\n",
    "    SS = np.zeros((nu,TT)) #Sigma\n",
    "    pp = np.zeros((nx,TT))\n",
    "    PP = np.zeros((nx,nx,TT))\n",
    "    dd = 0\n",
    "    # Computation of the K, p, P, Sigma, and descent\n",
    "    KK,SS,PP,pp,dd = opt.DDP_comp_t_k(kk, xx, uu, xx_ref, uu_ref, TT, params).values()\n",
    "    gammas = opt.Armijo(kk, xx, uu, xx_init, init_inp, xx_ref, uu_ref, TT, cost, descent[kk], cc, beta, SS, KK, pp, params)\n",
    "    xx,uu,cost = opt.Trajectory_Update(kk, xx, uu, xx_ref, uu_ref, xx_init, init_inp, TT, cost, gammas[-1], SS, KK, pp, params).values()\n",
    "\n",
    "    dd = np.reshape(dd, 1)\n",
    "\n",
    "    print('iteration:', kk )\n",
    "    print('cost', cost[kk])\n",
    "    print('descent', dd)\n",
    "\n",
    "    if np.abs(dd)<STOP_ITER: #STOP CRITERION\n",
    "       Max_Iter = kk\n",
    "       descent[kk] = dd\n",
    "       print(\"GJ WP\")\n",
    "       break\n",
    "    descent[kk] = dd\n",
    "    Max_Iter = kk"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "**TASK 3: tracking of the optimal trajectory**"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cost [2381.7454911112804]\n"
     ]
    }
   ],
   "source": [
    "# Take the optimal trajectory computed in task 2\n",
    "xx_opt = np.reshape(xx[:, :, Max_Iter:Max_Iter+1], (nx, TT))\n",
    "uu_opt = np.reshape(uu[:, :, Max_Iter:Max_Iter+1], (nu, TT))\n",
    "noise = False       #flag to perturbate with noise initial position or dynamic\n",
    "xx_init = np.array([[0.07,0.02,0.005,0]]).T\n",
    "init_inp = params['mm']*params['gg']*xx_init[0]\n",
    "TotalCost= [0]\n",
    "\n",
    "# Linearize the system about the feasible trajectory computed, compute LQ optimal controller and Track the generated optimal trajectory\n",
    "xx_track, uu_track = opt.Trajectory_Tracking(xx_opt, uu_opt, xx_init, init_inp,TT, noise, params).values()\n",
    "\n",
    "# Cost of the optimal control problem\n",
    "for tt in range(0,TT-1):\n",
    "\n",
    "    uu_track_tt = uu_track[:, tt:tt + 1] # shape (1,1)\n",
    "    uu_opt_tt = uu_opt[:, tt:tt + 1] # shape (1,1)\n",
    "    xx_track_tt = xx_track[:, tt:tt + 1]      # shape (4,1)\n",
    "    xx_opt_tt = xx_opt[:, tt:tt + 1] # shape (4,1)\n",
    "\n",
    "    cost_temp = cost_function.Stage_Cost(xx_track_tt, uu_track_tt, xx_opt_tt, uu_opt_tt, params)['cost_t'] # cost of the generated\n",
    "    TotalCost[0] = TotalCost[0] + cost_temp[0]\n",
    "\n",
    "xx_track_TT = xx_track[:,TT-1:TT]\n",
    "xx_opt_TT = xx_opt[:,TT-1:TT]\n",
    "cost_temp = cost_function.Terminal_Cost(xx_track_TT, xx_ref_TT,params)['cost_T']    #final cost term\n",
    "\n",
    "TotalCost[0] = TotalCost[0] + cost_temp[0]\n",
    "\n",
    "print('cost', TotalCost)\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "**PLOTTING**"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "outputs": [
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' width=1300.0/>\n            </div>\n        ",
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "63122b9554434e138950f6bd2fa881a5"
      }
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#save single 4x4 plot with states for the report\n",
    "t = np.arange(0,params['tf'],params['dt'])\n",
    "fig, axs = plt.subplots(2, 2, figsize=(13,8))\n",
    "fig.suptitle('State Trajectories with noise')\n",
    "#pos\n",
    "axs[0,0].plot(t, xx_ref[0, :], '-', label='xx_ref_0')\n",
    "axs[0,0].plot(t, xx[0, :,Max_Iter], '--', label='xx_opt_0',lw = 3)\n",
    "axs[0,0].plot(t, xx_track[0,:], '-', label = 'xx_track_0', lw=2)\n",
    "axs[0,0].legend(loc='lower left', ncol=1)\n",
    "axs[0, 0].set_title(\"Ball Position with noise\")\n",
    "#vel\n",
    "axs[1,0].plot(t, xx_ref[1, :], '-', label='xx_ref_1')\n",
    "axs[1,0].plot(t, xx[1, :,Max_Iter], '--', label='xx_opt_1',lw = 3)\n",
    "axs[1,0].plot(t, xx_track[1,:], '-', label = 'xx_track_1',lw = 2)\n",
    "axs[1,0].legend(loc='lower left', ncol=1)\n",
    "axs[1, 0].sharex(axs[0, 0])\n",
    "axs[1, 0].set_title(\"Ball Velocity with noise \")\n",
    "#beam pos\n",
    "axs[0,1].plot(t, xx_ref[3, :], '-', label='xx_ref_3')\n",
    "axs[0,1].plot(t, xx[2, :,Max_Iter], '--', label='xx_opt_2',lw = 3)\n",
    "axs[0,1].plot(t, xx_track[2,:], '-', label = 'xx_track_2',lw = 2)\n",
    "axs[0,1].legend(loc='lower left', ncol=1)\n",
    "axs[0,1].set_title(\"Beam Position with noise\")\n",
    "#beam vel\n",
    "axs[1,1].plot(t, xx_ref[3, :], '-', label='xx_ref_3')\n",
    "axs[1,1].plot(t, xx[3, :,Max_Iter], '--', label='uu_opt',lw = 3)\n",
    "axs[1,1].plot(t, xx_track[3,:], '-', label = 'uu_track',lw = 2)\n",
    "axs[1,1].legend(loc='lower left', ncol=1)\n",
    "axs[1,1].set_title(\"Beam velocity with noise\")\n",
    "axs[1,1].sharex(axs[0,1])\n",
    "axs[0,0].grid()\n",
    "axs[0,1].grid()\n",
    "axs[1,0].grid()\n",
    "axs[1,1].grid()\n",
    "plt_.show()\n",
    "plt_.close(fig)\n",
    "fig.savefig(lfp+'/plot/task3/state_track_traj.jpg', transparent = True)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "outputs": [
    {
     "data": {
      "text/plain": "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …",
      "image/png": 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",
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' width=1000.0/>\n            </div>\n        ",
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "4b48b4289663490f9b01fec6312c30f5"
      }
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …",
      "image/png": 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",
      "text/html": "\n            <div style=\"display: inline-block;\">\n                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n                    Figure\n                </div>\n                <img 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' width=1000.0/>\n            </div>\n        ",
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "b6153561afed4aaf95522e2cc93435a3"
      }
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …",
      "image/png": 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AMQ0AEAAAAAcAACOgAAAAAADkBAh+1Mk8vEAQAAAAABHfbhKnEAAAAA4ENABwAAAADAAQjoAAAAAAA4AAEdAAAAAAAHIKADAAAAAOAABHTYxii/ShwXcQcAAAAAAjoAAAAAAE5AQAcAAAAAwAEI6AAAAAAAOAABHQAAAAAAByCgwzYG14gDAAAAAB8COgAAAAAADkBABwAAAADAAQjoAAAAAAA4AAEdAAAAAAAHIKDDNseuESeTq8QBAAAAAAEdAAAAAAAnIKADAAAAAOAABHQAAAAAAByAgA4AAAAAgAMQ0GEbwyi7TJwprhIHAAAAAAR0AAAAAAAcgIAOAAAAAIADENABAAAAAHAAAjoAAAAAAA5AQIdtjGP/NblGHAAAAAAQ0AEAAAAAcAICOgAAAAAADkBABwAAAADAAQjoAAAAAAA4AAEdtjGM6ucBAAAAgFBBQIftuIg7AAAAABDQAQAAAABwBAI6AAAAAAAOQEAHAAAAAMABCOgAAAAAADgAAR22M00uEwcAAAAABHQAAAAAAByAgA4AAAAAgAMQ0G20Zs0aDR8+XC1atJBhGHrjjTeqnD8zM1OGYQQ8vvvuu7opGAAAAABgmTC7Cwhl+fn56tq1q2688UZdccUVNV5uy5YtiouL8w03a9bMivIsZxiG3SUAAAAAgGMQ0G00dOhQDR069KSXS0xMVEJCwukvCAAAAABgGwL6Gah79+4qLCxUp06ddP/992vgwIGVzltUVKSioiLfcF5eniTJ4/HI4/FYXmtVTK9XklRSWmp7LfVReU/prTXor7Xor/XosbXor7Xor7Xor7Wc1F8n1AB/hsk9rhzBMAy9/vrrGjlyZKXzbNmyRWvWrFGPHj1UVFSkl156SfPmzVNmZqb69esXdJmpU6dq2rRpAeNfeeUVxcTEnK7ya+Wpr9z68bChMeeUqnsTNkMAAACgLhUUFGjUqFHKzc31O4UW9iGgO0RNAnoww4cPl2EYeuutt4JOD7YHPSUlRfv27bP9l/C6Fz7Wxh25mnVlZw3v2tLWWuojj8ejlStXavDgwQoPD7e7nHqH/lqL/lqPHluL/lqL/lqL/lrLSf3Ny8tT06ZNCegOwiHuZ7iePXtqyZIllU6PjIxUZGRkwPjw8HDbPxAMV9lNBMLcbttrqc+c8LOuz+ivteiv9eixteivteivteivtZzQX7tfH4G4zdoZLisrS8nJyXaXUSvl13DnGA4AAAAAYA+6rY4cOaL//e9/vuHs7Gxt3rxZjRs3VuvWrTV58mTt2rVLixcvliTNnj1bbdu2VefOnVVcXKwlS5Zo2bJlWrZsmV1vAQAAAABwmhDQbbRx40a/K7BnZGRIkkaPHq2FCxcqJydHO3bs8E0vLi7WxIkTtWvXLkVHR6tz58565513NGzYsDqvHQAAAABwehHQbTRgwABVdY2+hQsX+g1PmjRJkyZNsrgqAAAAAIAdOAcdAAAAAAAHIKDDNsaxq8RxjTgAAAAAIKADAAAAAOAIBHQAAAAAAByAgA4AAAAAgAMQ0AEAAAAAcAACOmxj2F0AAAAAADgIAR22q+pe8AAAAAAQKgjoAAAAAAA4AAEdAAAAAAAHIKADAAAAAOAABHTYxjC4TBwAAAAAlCOgw3ZcIg4AAAAACOgAAAAAADgCAR0AAAAAAAcgoAMAAAAA4AAEdNiGS8QBAAAAwHEEdNjO5CpxAAAAAEBABwAAAADACQjoAAAAAAA4AAEdAAAAAAAHIKDDPlwlDgAAAAB8COiwHdeIAwAAAAACOgAAAAAAjkBABwAAAADAAQjoAAAAAAA4AAEdtjG4ShwAAAAA+BDQYT+Ty8QBAAAAAAEdAAAAAAAHIKADAAAAAOAABHQAAAAAAByAgA5b7DqySz+GPa7o1s/po32v2V0OAAAAANguzO4CEJoKSwqV7/peYQ2kfcW/srscAAAAALAde9ABAAAAAHAAAjoAAAAAAA5AQIcDcB90AAAAACCgwxaGDLtLAAAAAABHIaADAAAAAOAABHTYzuQIdwAAAAAgoAMAAAAA4AQEdAAAAAAAHICADntwjTgAAAAA8ENABwAAAADAAQjosJ3JfdABAAAAgIAOJyCgAwAAAAABHbYwOAkdAAAAAPwQ0AEAAAAAcAACOgAAAAAADkBAh/04BR0AAAAACOiwH/kcAAAAAAjosAkXiQMAAAAAfwR0AAAAAAAcgIAOAAAAAIADENABAAAAAHAAAjrssWmx72lC3jfS3m9tLAYAAAAA7EdAt9GaNWs0fPhwtWjRQoZh6I033qh2mdWrV6tHjx6KiopSu3btNG/ePOsLtYDx9XLf84TDP0r7f7SxGgAAAACwHwHdRvn5+eratavmzJlTo/mzs7M1bNgw9e3bV1lZWbr33ns1YcIELVu2zOJKAQAAAABWC7O7ADvl5ubq9ddf19q1a7Vt2zYVFBSoWbNm6t69u4YMGaLevXtb+vpDhw7V0KFDazz/vHnz1Lp1a82ePVuS1LFjR23cuFEzZ87UFVdcYVGVAAAAAIC6EJJ70HNycjR27FglJydr+vTpys/PV7du3XTRRRepVatWWrVqlQYPHqxOnTpp6dKldpfrs379eqWnp/uNGzJkiDZu3CiPx2NTVafO5JboAAAAABCae9C7du2qG264QZ988onOPffcoPMcPXpUb7zxhmbNmqWdO3dq4sSJdVxloD179qh58+Z+45o3b66SkhLt27dPycnJAcsUFRWpqKjIN5yXlydJ8ng89oZ60/QbLCkpkXkGf8ngROU/3zP5yxsno7/Wor/Wo8fWor/Wor/Wor/WclJ/nVAD/IVkQP/666/VrFmzKueJjo7Wddddp+uuu06//PJLHVVWPcPw391sHgu6FceXmzFjhqZNmxYw/v3331dMTMzpL7CGzjl6VIqL9A1v2vSZcrayK90KK1eutLuEeo3+Wov+Wo8eW4v+Wov+Wov+WssJ/S0oKLC7BFQQkgH9xHC+Zs0a9e7dW2Fh/q0oKSnRunXr1K9fv2rDfF1JSkrSnj17/Mbt3btXYWFhatKkSdBlJk+erIyMDN9wXl6eUlJSlJ6erri4OEvrrcrunVMklfqGzzuvh8wOw2yrpz7yeDxauXKlBg8erPDwcLvLqXfor7Xor/XosbXor7Xor7Xor7Wc1N/yo2vhHCEZ0E80cOBA5eTkKDEx0W98bm6uBg4cqNLS0kqWrHu9evXS22+/7Tfu/fffV1paWqW/3JGRkYqMjAwYHx4ebusHgiH/veVhYW6JfwAsYffPur6jv9aiv9ajx9aiv9aiv9aiv9ZyQn/tfn0ECsmLxJ3INM2gh4fv379fDRo0sPS1jxw5os2bN2vz5s2Sym6jtnnzZu3YsUNS2d7vG264wTf/uHHjtH37dmVkZOjbb7/Viy++qPnz5zvi/PhTYVY/CwAAAADUeyG7B/3yyy+XVHbu9pgxY/z2MpeWluqLL76w/DZrGzdu1MCBA33D5Yeijx49WgsXLlROTo4vrEtSamqqVqxYoTvvvFPPPPOMWrRooaeeeuqMvMVawFciJjEdAAAAQGgL2YAeHx8vqWwPemxsrKKjo33TIiIi1LNnT40dO9bSGgYMGOC7yFswCxcuDBjXv39/bdq0ycKq6goXhAMAAACAE4VsQF+wYIEkqW3btpo4caLlh7MDAAAAAFCVkA3o5aZMmWJ3CSGPg9sBAAAAIEQvEnfxxRdr3bp11c53+PBhPfroo3rmmWfqoCoAAAAAQCgLyT3oV111la6++mrFxsZqxIgRSktLU4sWLRQVFaWDBw/qm2++0YcffqgVK1bokksu0eOPP253yfVPg6aSciRJJe4oKSzK3noAAAAAwGYhGdBvvvlmXX/99Xrttde0dOlSvfDCCzp06JCksqu6d+rUSUOGDNFnn32m9u3b21tsfXXlfGn5MEnST4mDpHPSbS4IAAAAAOwVkgFdKrtS+6hRozRq1ChJUm5uro4ePaomTZooPDzc5uoAAAAAAKEmZAN6RfHx8b5br6GucZk4AAAAAAjJi8RV9NJLL6lPnz5q0aKFtm/fLkl64okn9Oabb9pcWf1lcB90AAAAAPAT8gH92WefVUZGhoYNG6ZDhw6ptLRUktSoUSPNnj3b3uJCBPvPAQAAAICArqefflovvPCC7rvvPrndbt/4tLQ0ffnllzZWBgAAAAAIJSEf0LOzs9W9e/eA8ZGRkcrPz7ehohDxzfHTB+Lzs6V9/7OxGAAAAACwX8gH9NTUVG3evDlg/L///W916tSp7gsKFRsX+J42yvtO+vkrG4sBAAAAAPuF/FXc77rrLt1+++0qLCyUaZr65JNP9Oqrr2rGjBn6xz/+YXd59RaXiAMAAAAAfyEf0G+88UaVlJRo0qRJKigo0KhRo9SyZUs9+eSTuvbaa+0uDwAAAAAQIkI+oEvS2LFjNXbsWO3bt09er1eJiYl2lxSCuJY7AAAAgNBGQD9B06ZN7S4hJBHNAQAAAICArtTUVBlG5WdEb926tQ6rCR1V9RwAAAAAQlHIB/Q77rjDb9jj8SgrK0vvvvuu7rrrLnuKAgAAAACEnJAP6H/5y1+Cjn/mmWe0cePGOq4mhJkc6A4AAAAgtIX8fdArM3ToUC1btszuMgAAAAAAIYKAXonXXntNjRs3truMkMC+cwAAAADgEHd1797d74Jlpmlqz549+uWXXzR37lwbK6vfDHGROAAAAAA4UcgH9JEjR/oNu1wuNWvWTAMGDFCHDh3sKSoksR8dAAAAQGgL+YA+ZcoUu0sAAAAAAICAnpeXV+N54+LiLKwkdLHvHAAAAAAI6EpISPA7Bz0Y0zRlGIZKS0vrqKr6z3CHSzoqSTINl2RwvUIAAAAAoS3kA/qCBQt0zz33aMyYMerVq5ckaf369Vq0aJFmzJihtm3b2ltgffWHZdJrgyVJ25v/Vup8mc0FAQAAAIC9Qj6gL168WLNmzdJ1113nGzdixAh16dJFzz//vDIzM+0rDgAAAAAQMkL+uOL169crLS0tYHxaWpo++eQTGyoCAAAAAISikA/oKSkpmjdvXsD45557TikpKTZUFIJMLhMHAAAAACF/iPsTTzyhK664Qu+995569uwpSdqwYYN+/PFHLVu2zObqAAAAAAChIuT3oA8bNkw//PCDLr30Uh04cED79+/XpZdequ+//17Dhg2zuzwAAAAAQIgI6T3oHo9H6enpeu655/S3v/3N7nJCy4+ZvqcNCnOkg9ukRm3tqgYAAAAAbBfSe9DDw8P11VdfVXsfdFhg3ZO+p03zvpZ+2mhjMQAAAABgv5AO6JJ0ww03aP78+XaXEXL4SgQAAAAA/IX0Ie6SVFxcrH/84x9auXKl0tLS1KBBA7/ps2bNsqkyAAAAAEAoCfmA/tVXX+m8886TJH3//fd+0zj0vQ5xqzUAAAAAIS7kA/qqVavsLgEAAAAAAM5BP9FPP/2kXbt22V1GiDh+dAL7zgEAAACAgC6v16vp06crPj5ebdq0UevWrZWQkKCHHnpIXq/X7vLqLU4eAAAAAAB/IX+I+3333af58+frkUceUZ8+fWSapj766CNNnTpVhYWF3B+9zrAfHQAAAEBoC/mAvmjRIv3jH//QiBEjfOO6du2qli1b6rbbbiOgAwAAAADqRMgf4n7gwAF16NAhYHyHDh104MABGyoCAAAAAISikA/oXbt21Zw5cwLGz5kzR127drWhotDDwe0AAAAAwCHueuyxx/S73/1O//nPf9SrVy8ZhqF169Zp586dWrFihd3l1VsBF4njPugAAAAAQlzI70FPTU3V999/r8suu0yHDh3SgQMHdPnll2vLli1q06aN3eUBAAAAAEJEyO9BT01NVU5OTsDF4Pbv36+UlBSVlpbaVBkAAAAAIJSE/B50s5JDq48cOaKoqKg6riY0cXA7AAAAAITwHvSMjAxJkmEYevDBBxUTE+ObVlpaqo8//ljdunWzqbr6z7jun9Ibv5Mk7WjaTzr3cpsrAgAAAAB7hWxAz8rKklS2B/3LL79URESEb1pERIS6du2qiRMn2lVe/Rdx/AsR03BL7nAbiwEAAAAA+4VsQF+1apUk6cYbb9STTz6puLg4mysCAAAAAISykA3o5RYsWGB3CQAAAAAAcJE42M/kMnEAAAAAQEAHAAAAAMAJCOiwx+4s39Po4gNS3m4biwEAAAAA+xHQYY//TPc9Tcz9Qtq62sZiAAAAAMB+BHSbzZ07V6mpqYqKilKPHj20du3aSufNzMyUYRgBj++++64OKz79OAMdAAAAAAjotlq6dKnuuOMO3XfffcrKylLfvn01dOhQ7dixo8rltmzZopycHN/j7LPPrqOKTx/D7gIAAAAAwGEI6DaaNWuWbr75Zv3xj39Ux44dNXv2bKWkpOjZZ5+tcrnExEQlJSX5Hm63u44qthL70QEAAACEtpC/D7pdiouL9dlnn+mee+7xG5+enq5169ZVuWz37t1VWFioTp066f7779fAgQMrnbeoqEhFRUW+4by8PEmSx+ORx+M5hXdwarymfyAvKS2VaWM99VH5z9fOn3N9Rn+tRX+tR4+tRX+tRX+tRX+t5aT+OqEG+COg22Tfvn0qLS1V8+bN/cY3b95ce/bsCbpMcnKynn/+efXo0UNFRUV66aWXdNFFFykzM1P9+vULusyMGTM0bdq0gPHvv/++YmJiTv2N1FKXw4el6OPDX3z+uXb+FGdbPfXZypUr7S6hXqO/1qK/1qPH1qK/1qK/1qK/1nJCfwsKCuwuARUQ0G1mGP5nY5umGTCuXPv27dW+fXvfcK9evbRz507NnDmz0oA+efJkZWRk+Ibz8vKUkpKi9PR0xcXZF4gP7Zkp6ZBv+Nddu6rLr4fZVk995PF4tHLlSg0ePFjh4eF2l1Pv0F9r0V/r0WNr0V9r0V9r0V9rOam/5UfXwjkI6DZp2rSp3G53wN7yvXv3BuxVr0rPnj21ZMmSSqdHRkYqMjIyYHx4eLitHwjuCl9ChLlcEv8AWMLun3V9R3+tRX+tR4+tRX+tRX+tRX+t5YT+2v36CMRF4mwSERGhHj16BBzasnLlSvXu3bvG68nKylJycvLpLg8AAAAAUMfYg26jjIwMXX/99UpLS1OvXr30/PPPa8eOHRo3bpykssPTd+3apcWLF0uSZs+erbZt26pz584qLi7WkiVLtGzZMi1btszOtwEAAAAAOA0I6Da65pprtH//fk2fPl05OTk699xztWLFCrVp00aSlJOT43dP9OLiYk2cOFG7du1SdHS0OnfurHfeeUfDhp3Z526blZxzDwAAAAChhIBus9tuu0233XZb0GkLFy70G540aZImTZpUB1VZz1DFUM590AEAAACENs5BBwAAAADAAQjoAAAAAAA4AAEdAAAAAAAHIKDDHiOf9T3dlZAmdRxhYzEAAAAAYD8COmxhxLXwPS9xR0lRcTZWAwAAAAD2I6ADAAAAAOAABHQAAAAAAByAgA4AAAAAgAMQ0GE7U6bdJQAAAACA7QjosIWx/0ff84iSI1L+fhurAQAAAAD7EdBhjxUTfU+Tcj+XtrxjYzEAAAAAYD8COgAAAAAADkBAh+04Ax0AAAAACOhwCpOYDgAAACC0EdBhD8OwuwIAAAAAcBQCOgAAAAAADkBABwAAAADAAQjosJ15wv8DAAAAQKgioMMWhjgHHQAAAABOREAHAAAAAMABCOgAAAAAADgAAR3OwH3QAQAAAIQ4AjpsYXAfdAAAAADwQ0AHAAAAAMABCOgAAAAAADgAAR32GPKI7+meuHOlDr+zsRgAAAAAsB8BHfZIbO97WhzWUGqYaGMxAAAAAGA/AjpsYYiLxAEAAADAiQjoAAAAAAA4AAEdtuMO6AAAAABAQIcTkNABAAAAgIAOexj5+33P3d4iqeiIjdUAAAAAgP0I6LDH62N9T1vkZUlfLLWxGAAAAACwHwEdAAAAAAAHIKADAAAAAOAABHTYjmvEAQAAAAABHTYxZNhdAgAAAAA4CgEdDsF+dAAAAAChjYAOAAAAAIADENABAAAAAHAAAjrsYRw/B93kfHQAAAAAIKADAAAAAOAEBHQ4g8lF4gAAAACENgI6AAAAAAAOQECHTTjvHAAAAABORECHLYjnAAAAAOCPgA7bfRwdpU/zf7K7DAAAAACwFQEd9hgw2W9w4p7/2lQIAAAAADgDAR32SDnfb/BAca48pR6bigEAAKiF4gJp02Lp6ze4Iw2A0yLM7gKAcjuP7FS7+HZ2lwEAAFA909ShRb/Tw8Xb1ay0VBO3r5cx7FG7qwJwhmMPOmxhBLlM3Pbc7TZUAgAAUAs7P9Gjxdv174YNtDg+Tv/9apHdFQGoBwjocIxt21fZXQIAAEDN7PlC/9ewgW8wI7Eph7kDOGUEdDjGtvw9dpcAAABQM94Sv0HTMPTzkRybigFQXxDQYY+S4oBR2375Uvr6dRuKAQAAOEmlgX/LbNrzqQ2FAKhPCOiwhfHP6wLGbfPkSp8trPtiAPiYHJ4JADUT5O4zn31wv/T9+zYUA6C+IKDbbO7cuUpNTVVUVJR69OihtWvXVjn/6tWr1aNHD0VFRaldu3aaN29eHVVqvQNut/J2fiwV59tdChCS3ty8S92mr9S/v+QQTQCoVklRwKhPXR4pe7UNxQCoLwjoNlq6dKnuuOMO3XfffcrKylLfvn01dOhQ7dixI+j82dnZGjZsmPr27ausrCzde++9mjBhgpYtW1bHlVtnm6tU+vZtu8sAQtLLH+9Q7lGPbntlk92lANj3Px3+/5pr69+ayJwaL/34ARcgc5rCQwGjtkaEa++PK/lZAag17oNuo1mzZunmm2/WH//4R0nS7Nmz9d577+nZZ5/VjBkzAuafN2+eWrdurdmzZ0uSOnbsqI0bN2rmzJm64oor6rJ0y3wVEaFf/3uStO97KTZZcoVJhksyKtyWreMIKTohcAX5+6Vv3pB0wj+MFf+R9A0H+cez4wgpLjlwfHG+lPVyzd9IRWf/Vmoc5B7vXq+0cX7t19umj9S8U9BJxuaX1faXTXJ9tkdyu09uvS3Ok1qeF3zal69JhbknWegxiZ2kNr2CT/vuHenIz7Vbb6NU6ayBwaf9+IF0KPiXXtWKTZbOGRJ0krFzg1rvy5SRtf/k+xvdSOo0Ivi03VnSnq9OstBjwqOlLlcGn7b3O2nXxioXP/fIz/pc7VRkRuiz7QfUo03j4xM9hdK/76qwxAm/l36/o0HGdx0lpZwf/IX/fY//xZYMQy6vV112bpPrvbWSy1X5a3QYJqX2C77e1Y9Vvq1WV2/bvtLZg4Mv+/Hz0uGcwGUqW9eJ45N/LXUcHny9ny+VDmbXfF0nPm18lnTu5cHXu+Xf0t5vA9blKvXqVz9vkWv9/ySXO/hrxCZJv746+Hq3fSjlfH6S9R57HhkndQs81UmStHuz9NMJ5/GeTH/d4VL3PwRf774fpB3ra1evJHW5WnIH+bMpd1dZLyosY5SWqOWBz2V8VVC2XMV/x8q1HypFNAgYfWTp79U7JdE3fNvbozXIiFWzBklqEN5Qble4XIZLhuGSUb7+jiMq/3llPiLl/lQ2n+E6/lCFYcPwn0dG2b8HlW23Xy2XcndWsp4T/htsenyryn9/d22S8nZXWptRaqrp4W9kbI+TwiL8XysyVkrsGHy9h38uC9a+96dK6q7YH6Psb5KouOPrquTz5c2iHI3NWiK16S15Csr+hvAcLTtnvaSw7Do8JYVS1+uCb1MHt0s/vH/s7xXz5MN+t1H+dZY7srfs51UDLm+p2u39Rq5Pfyr7fJDKPmMaJgbOXJgnbT6Fv5HaD5UatQ0cX+qRPv1H7dfbbqCU2CH4tE9eCLjIX4217im16B582qaXpKLD1a7CiGkqKbJ2r496zzA54dAWxcXFiomJ0b/+9S9ddtllvvF/+ctftHnzZq1eHXh4VL9+/dS9e3c9+eSTvnGvv/66rr76ahUUFCg8PLza183Ly1N8fLxyc3MVFxfkw7uOFC36ndIUGJrOLSrSK7t/DnKX9DIeSQfdbi3s9Hf9EtlQRWauCr158pj5KjWLFV68V61+eV9FhuF7FBuGSiSZhlQqQ15JpYZkylCpJG/5eEPKj2quUlf5B+axP7IMQ4a3VLEFO08YK7/nxrGwX7Hu8uGCqBbyhMcGvB9DUqO8LUHfr3HCFwhGhf9KkmFKR2JaqiiiyfFxJ/wB2OTQVzLM0oAag9VZvr5yBTEtVRDdwm/O8mdNDn2hsNLCIGuo3tGo5jrcMDXotMaHvlZ4SV6VNVZWb2FUU+XGtQ82lxJyv1VU0f6TL1ZScUSCDiV0CTot9vAPijm6p2a1VhguCWugfU3SKsxTNlfDI9lqmL89cB01+Kj2uiK0t/mFQac1yP9JcXnfV7l8Y69X1+Ue1r8Kh2t58yZq1my7isyDKvYWSaap8KIDQeo68T2c+Nx/eysOj1dpWNSxYf+ORB/9WWW/kZWsq5LXkKTiiHiVVPjdKl9/TMFuucySCtOCr7fiPMURCSqKaFzhBY/9jPJ/Upg3+O9AVes3jtWbH5VUoQdlz2MLdii8JP+EscF/Z4O9RnF4rPIa+P9ulc8XW7BTUcUHK1lX1Z8LHncDHYzrcML3mcfniju6Uw0Kfw66bGW/E+WvV+KK0t6E4H/gxh3drfiCIL8DNXjuNdz6qXHvoFNjC/eoyZEtNV5Xxedbmw6QqYpfxhlqUPyLknM313hdJ/JK+rHxhfK4wmXKK6/plWTKq1LtP/q5ilzVfbocW79ZVplhuCVXmFxylf3b5fuvobDiw3KbpZIklym5jv3OGceGDR0fV3G4JDxehdHJx+Y2jm2/ZY+EI1sVVXK4bMgsOzSzLNZWXNexJUzTN8+R8Kba1fDXZVNM44SlDKUe+VxNineXLRekXr/XODZOx2o+6G6qD2PSZZrHtjjT8D1PK/pUnTzf+NbrW/7Ytnl83WXrLx+WpIOK15PG9WXrMqUY46AKmv074OcR4TX1+7zDalJaqqMuQ0cNQ0WGS0WGVHzs75Iiw9D2phfKW/4lgUzfI7L4oJrkfSvTKB9Ts+2g3C8JXVXqDgx/4SX5apL79Umt60T74zvLExb4ZZK7tEjNDn0eZImaORh7jooiEgInmKVqfuCzWq83t2GqCiObBZ2WeGCjDNNbq/UejklRQXSQnTmSmh7cLLc38OKBFRWHNdSusNZaMPIptUloU6s6ThenZAMcR0C3ye7du9WyZUt99NFH6t37+B8TDz/8sBYtWqQtW7YELHPOOedozJgxuvfee33j1q1bpz59+mj37t1KTg78sCgqKlJR0fFzpPLy8pSSkqJ9+/bZ+ktYuuRSne/aGXRa34KjaufxKN8wdNDt1kG3Swdcbu13u3XYzVkZAADAWS7PLZTb8OhfcYFfxgOV+eeQf+qcJufYWkNeXp6aNm1KQHcQDnG3mVHhkDfTNAPGVTd/sPHlZsyYoWnTpgWMf//99xUTE3Oy5Z425+/fJ53wpeaFBUf1YUy0JGltTLTWKtrS13eXf4N/7L/uY8+PKkalhlsVD3835FWMedRvnHms5RUPmK/4jZcpyaPwY9+Sm37jDUlh8viNqyjYen3jqthWgNOitIEMb7gMScna5zfJb5ussClW3F4Pq6EKFRl0t3UT86D8fzcMv2X91lvhdY4qSkWKCDKn1FD5x46ZCVZT5b87piF5FKZiVTwqqWwNkSr2W2/A8pU+N+Q1XCpR4GeMJLlV6rdHO9hnSdDnfA7Uey/t3qOsqEh9HxGhPJdL+YYh05C8x7ZEr1G2N36vErRPCZK8x3bbH98rm2z8IrdKZB7bysqXKd9D6z22t7biOK+kErnl8f3beMK/SpUdhhJiTG+Ylh6YpLmuV1VkZOut2IZ2l4QzxLp16/Q/9/9sraGgoMDW10cgArpNmjZtKrfbrT179viN37t3r5o3bx50maSkpKDzh4WFqUmTJkGXmTx5sjIyMnzD5XvQ09PT7d2DvvgZSccDb9+Co9p8aKS8LdeooEIQlqSGpqHGpkuNZKixXEpo01+N41qrUWQjNY5qrLiIOEWFRSkyf7+i185UpAzfI0JSmOGSIclddsCfjp8LeMIftoZUOvhvUvPOgQUXHJB7+Y21fr/efnfLbN07yIRSuV++LHB8Tdf7m1tlnjPUb1z5lzauV6/VgV92qlFCI8kVPPBU9oWAt8u18na5KmCdpky53x7vf/5tkOUrdc5Qlfa4Oegk18r7ZPzyXfXrCDLdbN1b3gvv9B9X3oe1M2X89PHJ1Vk+T+K58l70YPBpG+Yqf9NyxcbHV/mlWtDXSUhR6dC/B9QqSa4v/inja/9zBGtUqyRFxct72fPBZ9jyjlyV3MbQKC3SEk+O5ifE+8Y1MiL0j2GvKjX+2GHTJYVyffBQ8KrMSraqE8abXa6RWcl1DVzvnXAO+rFlvF6vdv30k1q2aimXy1XhEP/jz70dL5XZbmDw9f7nARlHcwPrqkHt3l8Nltkp+O+ma9XfZOTuCFimRn1oc6G8PYJ/lrg+/LuMn7+q8br8vtRI7ibvhX/1W5/vd+DjuSecI20ej1der37Zv09NmzT1bcNmxXqbnCXvb6efsNTxNbg2LZZ++HfAeuX7vAheuylJDRJVesmT/ust/8L52zdkfPHPIO/3hHcd5DVMSQqPUunlCyrMf2y9P/5XxifPn7iWqtdl+r8D71WLZYZFBNa761O51s4MeI+m6VV+fr5iGjTw/ZNTsUcuSebI5+Rq2Fxuwy2X4fI93Ae3K+elW7XuSIpGlU7V7J6NdGn0HjVQvsI8+ZLpLVuP6fU9zNY9ZbYJfpqLa/1TZdf5MM2A5SSz7HDf8vHyn+5t209mt8Bz+03TlLHqIennr+U1TZnHDs83Ta9M0yuvzLLD9s2y/3pN8/g00ytvygUq7XOnvPLKPDaPKbOstx/+Xdqxrmy8TN8y5rH/eU2vij3FCgsLK/uS4oRlS5t1UOmgB8rGmcfn95peGZsWSj/+x//LCOPYFx0Vhsu/jvCWfxnSMFGlF070vZbX9OpIYan+/laETE9jjdUdutnzvlaYG/S/o7tUZEhRphTjilCUO0KR7kiFu8KP/TdCunqJFBblOw3B99+cLLnXPCYZ5ScTGL7nNVH6u6eCnyu+/0e5/3N/jdZhmqYO7j+gRk0a+z4fSgf/f2XXu6joyF653/lLDasL5O17l8wW/v8+GDKkkkK5l42p/XovuFVmav+g09yvjZZqcCh60PX+epTMDsGvyeD+vwlSwS/VrqO00Vl6z9tXFw++WJER9p6LnpeXV/1MqFMc4m6j3/zmN+rRo4fmzp3rG9epUyddeumlQS8Sd/fdd+vtt9/WN9984xt36623avPmzVq/fn3A/ME45TyT4vnp6hF2POTdv++AlhY+qpcnXaXsvB9V4ClQg/AGahTVSI2iGikyyLlUqJrH49GKFSs0bNiwGl2fACenvvX3x7810chWLXzD/2z/R3XuWfs/uE5VfeuvE9Fja52O/n61K1cvfpStmy9MVecW8dUvEEJq3V/flxOBX1L4DVf8IkNm2cXiKgTfn/MK9ZuH/+sbHtYlSXN/36PsIrClRVJYlCq9QKCD8flgLSf11ynZAMexB91GGRkZuv7665WWlqZevXrp+eef144dOzRu3DhJZXu/d+3apcWLF0uSxo0bpzlz5igjI0Njx47V+vXrNX/+fL366qt2vo1aqXhhDpdM9fpVoqLDI9WpSfCrkgOwzllDHteU1fcrKzJS4w/mKnnY0OoXAmCpc1vGa9bV3ewuo34xDMk4yTtvVMFVIXxf+Ktj5++5XJLL2tP1ANRPBHQbXXPNNdq/f7+mT5+unJwcnXvuuVqxYoXatGkjScrJyfG7J3pqaqpWrFihO++8U88884xatGihp5566sy8xdqxK8mWc5tSxxYJ9tQCQEq7SVcmd9WVebulsy6SIuy7RgUAnCnCKlxp/9etONIBwKkhoNvstttu02233RZ02sKFCwPG9e/fX5s2bbK4qjoQsAdd6picYEspAI5p2aPsAQCoEVeFgN4+iau4Azg13LMK9qhwTrlpGmqZFPxelQAAAE504h70Jg0iFM7tYAGcIj5FYI+wKL/B/xh9FdWwkU3FAAAAnDz3CQG9eVxUFXMCQM0Q0OEIDSI52wIAAJxZTgzoSfEEdACnjlSEAKZpqqSkRKWlpdXPXEueC/6s5M2P+4aNpt1VWFho2evVV263W2FhYVXehxsAAFjDbbAHHcDpRUCHn+LiYuXk5KigoMDS1zHNlrr7V3f7hiNdccrOzrb0NeurmJgYJScnKyIiwu5SAAAIKSdeJC6JgA7gNCCgw8fr9So7O1tut1stWrRQRESEZXtmvaZXpYeO76Fv6G6q5DjOQT8ZpmmquLhYv/zyi7Kzs3X22WfL5eKsFQAA7NAigYAO4NQR0OFTXFwsr9erlJQUxcRYew9kr+mVK/x4mIyMiFRUFP+wnazo6GiFh4dr+/btKi4upocAANSxK3u00qYdB/Xbjs3tLgVAPUBAR4C62AtrlHr8hhsU/izFJkgGe4BPFnvNAQCwz8yrutpdAoB6hL/sYQ/T9Bt0lxbZVAgAAAAAOAMBHTYxg4yrf1ci/+ijj9SlSxeFh4dr5MiRdpcDAAAAwME4xB32OJAtuY8P1r9oXiYjI0PdunXTv//9bzVs2NDucgAAAAA4GHvQYQ/TGzjuDLmXd/l94mvixx9/1KBBg9SqVSslJCRYWxgAAACAMxoBHTbxP8T9VKN527ZtNXv2bL9x3bp109SpU7Vt2zYZhqHNmzf7ph06dEiGYSgzM7PadWdmZsowDL333ntKS0tTZGSk1q5dK9M09dhjj6ldu3aKjo5W165d9dprr0mS7zX379+vm266SYZhaOHChaf4LgEAAADUZxzijiqZpqmjntLqZzzZ9Xq8KjxhJ3pBiVcqPr5XOjrcbdk92Gtr0qRJmjlzptq1a6eEhATdf//9Wr58uZ599lmdffbZWrNmjf7whz+oWbNmuvDCC5WTk6P27dtr+vTpuuaaaxQfH2/3WwAAAADgYAR0VOmop1SdHnyvjl4tx/fsm+lDFBPhrM1z+vTpGjx4sCQpPz9fs2bN0gcffKBevXpJktq1a6cPP/xQzz33nPr376+kpCQZhqH4+HglJSXZWToAAACAM4CzEhDgYGlpab7n33zzjQoLC32BvVxxcbG6d+9e16UBAAAAqAcI6KhSdLhb30wfctrXa+75St+FHb+Me2qJR1FJv/Z73ZPhcrlkVri3usfj8U2T5De9fNrJaNCgge+511t2fP4777yjli1b+s0XGRl50usGAAAAAAI6qmQYhiWHmpvhhqLCj1+jMMZwKeoUXqdZs2bKyTl+iHxeXp6ys7N90yQpJyfHt3f7xAvG1UanTp0UGRmpHTt2qH///qe0LgAAAACQCOhwiFO9HNygQYO0cOFCDR8+XI0aNdIDDzwgt7tsL3x0dLR69uypRx55RG3bttW+fft0//33n9LrxcbGauLEibrzzjvl9Xp14YUXKi8vT+vWrVPDhg01evToU3xHAAAAAEINAR32MKsZPkmTJ0/W1q1bdckllyg+Pl4PPfSQbw+6JL344ou66aablJaWpvbt2+uxxx5Tenr6Kb3mQw89pMTERM2YMUNbt25VQkKCzjvvPN17772n9mYAAAAAhCQCOmxS8T7op5bQ4+LitHTpUr9xJ+7F7tixo9avX+9fgVmz1xwwYEDQeQ3D0IQJEzRhwoRKlz106FCNXgMAAAAAXNXPAgAAAAAArEZAhz3c4X6Dp3oO+qkYN26cGjZsGPQxbtw4GysDAAAAEEo4xB32CIuUzKLjw7FJtpUyffp0TZw4Mei0uLi4Oq4GAAAAQKgioMMR7NyDnpiYqMTERBsrAAAAAAAOcYdNjJgm/iMiGtpTCAAAAAA4BAEd9ohu5DdohMfYVAgAAAAAOAMBHQAAAAAAByCgAwAAAADgAAR02KPosN+gkbfLpkIAAAAAwBkI6LBHqcd/uDjfnjoAAAAAwCEI6HAEw9YbrdWNtm3bavbs2XaXAQAAAMChCOiwx6EdfoNGyVGbCgEAAAAAZyCgo2by99X+4QkWvk1JkvvoIbmPHpSOHjo+fy0E2zvdrVs3TZ06Vdu2bZNhGNq8ebNv2qFDh2QYhjIzM2u0/tWrV+uCCy5QZGSkkpOTdc8996ikpMQ3fcCAARo/frzGjx+vhIQENWnSRPfff79M0/RN3759u+68804ZhiHDqP9HDAAAAAA4OWF2F4AzxONn1X7ZYTOlC8YGnfSrl0cprPCQ/8ipubV/LQvs2rVLw4YN05gxY7R48WJ99913Gjt2rKKiojR16lTffIsWLdLNN9+sjz/+WBs3btQtt9yiNm3aaOzYsVq+fLm6du2qW265RWPHBu8FAAAAgNBGQAeqMXfuXKWkpGjOnDkyDEMdOnTQ7t27dffdd+vBBx+Uy1V2IEpKSoqeeOIJGYah9u3b68svv9QTTzyhsWPHqnHjxnK73YqNjVVSUpLN7wgAAACAE3GIO1CNb7/9Vr169fI7LL1Pnz46cuSIfvrpJ9+4nj17+s3Tq1cv/fDDDyotLa3TegEAAACcmQjoqBdcLpfvfO9yHo/HN02S3/TyaTVhmmbAOePl6+JccgAAAACnC4e4o2bu+rH2y0Y0qHTS/37/iiRTHYo9UlKXWr9Es2bNlJOT4xvOy8tTdna2b5ok5eTkqHv37pLkd8G46nTq1EnLli3zC+rr1q1TbGysWrZs6Ztvw4YNfstt2LBBZ599ttxutyQpIiKCvekAAAAAKsUedNRMg6a1f4RHV7ra0ugElUY3kqITjs9fC4MGDdJLL72ktWvX6quvvtLo0aN9wTg6Olo9e/bUI488om+++UZr1qzR/fffX+N133bbbdq5c6f+/Oc/67vvvtObb76pKVOmKCMjw7d3XpJ27typjIwMbdmyRa+++qqefvpp/eUvf/FNb9u2rdasWaNdu3Zp377aXa0eAAAAQP3FHnTUC5MnT9bWrVt1ySWXKD4+Xg899JBvD7okvfjii7rpppuUlpam9u3b67HHHlN6enqN1t2yZUutWLFCd911l7p27arGjRvr5ptvDgj5N9xwg44ePaoLLrhAbrdbf/7zn3XLLbf4pk+fPl1/+tOfdNZZZ6moqCjgkHwAAAAAoY2AjnohLi5OS5cu9Rs3evRo3/OOHTtq/fr1ftNPJiD3799fn3zySZXzhIeHa/bs2Xr22WeDTu/Zs6c+//zzGr8mAAAAgNDCIe4AAAAAADgAAR0hb9y4cWrYsGHQx7hx4+wuDwAAAECI4BB3OIR93xVNnz5dEydODDotLi6uRuvIzMw8jRUBAAAACEUEdNgjMk4yC48Pxza3rZTExEQlJiba9voAAAAAIBHQYaO2Ho9y3S41LvVKkXZXAwAAAAD2IqDDHlHxigmLlLuoSJExkVJEA7srAgAAAABbEdBhjwZNZXq9KjTzFBEbJ8PF9QoBAAAAhDZSEQAAAAAADkBABwAAAADAAQjosEfBARmHtiumaK+M3B1S/j67K3KMAQMG6I477rC7DAAAAAB1jIAOe3gKZBQeUkRpvoyjByVPgd0VVSozM1OGYejQoUN2lwIAAACgHiOgA6dJcXGx3SUAAAAAOIMR0GGP/F/8hwsOnNLq2rZtq9mzZ/uN69atm6ZOnapt27bJMAxt3rzZN+3QoUMyDEOZmZlVrnfbtm0aOHCgJKlRo0YyDENjxoyRVHYo+vjx45WRkaGmTZtq8ODBkqRZs2apS5cuatCggVJSUnTbbbfpyJEjfuv96KOP1L9/f8XExKhRo0YaMmSIDh48GLSGd999V/Hx8Vq8eHHNGwIAAADgjENAh0OYdhcQVEpKipYtWyZJ2rJli3JycvTkk0/6pi9atEhhYWH66KOP9Nxzz0mSXC6XnnrqKX311VdatGiRPvjgA02aNMm3zObNm3XRRRepc+fOWr9+vT788EMNHz5cpaWlAa//z3/+U1dffbUWL16sG264weJ3CwAAAMBO3AfdJgcPHtSECRP01ltvSZJGjBihp59+WgkJCZUuM2bMGC1atMhv3G9+8xtt2LDBylJ1zf9do31HT/NF3Eo9gePc4b6nTaObauklS0/va9aC2+1W48aNJUmJiYkBP59f/epXeuyxx/zGnXiBt9TUVD300EO69dZbNXfuXEnSY489prS0NN+wJHXu3DngtefOnat7771Xb775pm8vPgAAAID6i4Buk1GjRumnn37Su+++K0m65ZZbdP311+vtt9+ucrmLL75YCxYs8A1HRERYWqck7Tu6T3sL9lr+OmeitLS0gHGrVq3Sww8/rG+++UZ5eXkqKSlRYWGh8vPz1aBBA23evFlXXXVVletdtmyZfv75Z3344Ye64IILrCofAAAAgIMQ0G3w7bff6t1339WGDRv0m9/8RpL0wgsvqFevXtqyZYvat29f6bKRkZFKSkqqq1Ille3NPu1qsAf9ZLhcLpmm/2HyHo/HN02S3/TyaaeqQYMGfsPbt2/XsGHDNG7cOD300ENq3LixPvzwQ918882+14yOjq52vd26ddOmTZu0YMECnX/++TIM47TUCwAAAMC5COg2WL9+veLj433hXJJ69uyp+Ph4rVu3rsqAnpmZ6TvUun///vrb3/6mxMTESucvKipSUVGRbzgvL09SWUCtGFI9Ho9M05TX65XX6/WNf3XYqyf9Hqvj2vN5wDhvUlf/4RNqqE6zZs20e/du3zJ5eXnKzs6WaZpq0qSJJGnXrl3q2rXsNTZt2uR7jepeJyys7NfE4/EEzFver3KffPKJSkpK9Pjjj/u+GFi6dKnfa3Xp0kX//e9/NWXKlEpfs127dnr88cc1aNAguVwuPf3005XO6/V6ZZqmPB6P3G63b3z5z/d0fRkBf/TXWvTXevTYWvTXWvTXWvTXWk7qrxNqgD8Cug327NkTNFQnJiZqz549lS43dOhQXXXVVWrTpo2ys7P1wAMPaNCgQfrss88UGRkZdJkZM2Zo2rRpAePff/99xcTE+I0LCwtTUlKSjhw5Yvktw+LkkkvHg63HFa38Y18e1Ebv3r310ksvaeDAgUpISNDDDz8st9utoqIieTwenX/++Xr44YfVtGlT7d+/3xeOCwoKfF9aVKZx48YyDEOvvfaaBg8erKioKDVs2FAlJSUqLi72Wz4pKUklJSWaOXOmLr74Ym3YsEHz5s2TJB0+fFgul0vjx49Xnz59NHbsWN14442KiIjQ2rVrNXLkSDVp0sS33qSkJL355psaPny4vF6vZsyYEbS+4uJiHT16VGvWrFFJSUnA9JUrV9a2ragB+mst+ms9emwt+mst+mst+mstJ/S3oKDA7hJQAQH9NJo6dWrQMHyiTz/9VJKCHrJsmmaVhzJfc801vufnnnuu0tLS1KZNG73zzju6/PLLgy4zefJkZWRk+Ibz8vKUkpKi9PR0xcXF+c1bWFionTt3qmHDhoqKiqryfZwqI7KNdDBbkmTKkLtxa8WF1f41p0yZol27dum6665TfHy8pk2bpp9++kmRkZGKi4vTggUL9Mc//lGDBg1S+/bt9cgjj+jiiy9WTExMQB8qiouL09SpUzV9+nTdfvvtuv7667VgwQKFhYUpIiLCb/k+ffro73//u2bOnKnp06erb9++evjhhzVmzBjFxsYqLi5O5513nt59913df//9+u1vf6vo6GhdcMEFuvHGGxUXF+e33h49eui///2vBg0apOjoaM2cOTOgvsLCQkVHR6tfv35+PzePx6OVK1dq8ODBCg8PD1gOp4b+Wov+Wo8eW4v+Wov+Wov+WstJ/a1uRxXqHgH9NBo/fryuvfbaKudp27atvvjiC/38888B03755Rc1b968xq+XnJysNm3a6Icffqh0nsjIyKB718PDwwM+EEpLS2UYhlwul+/wbMtEJ8g0zlLh4QOKjGsmV0RM9ctUISEhQf/v//0/v3E33nij73n5Lc1OVPGc9ao8+OCDevDBB/3GVXYP9YyMDL8vRSRp9OjRfsMDBw7URx99FHT5iuvt3Llz0O2lnMvlkmEYQX+mUvCfNU4f+mst+ms9emwt+mst+mst+mstJ/TX7tdHIAL6adS0aVM1bVr9xc169eql3NxcffLJJ74rdH/88cfKzc1V7969a/x6+/fv186dO5WcnFzrmu1kRjRUUbhXkeHVXzQNAAAAAOo7i3eTIpiOHTvq4osv1tixY7VhwwZt2LBBY8eO1SWXXOJ3gbgOHTro9ddflyQdOXJEEydO1Pr167Vt2zZlZmZq+PDhatq0qS677DK73kq9MG7cODVs2DDoY9y4cXaXBwAAACBEsAfdJi+//LImTJig9PR0SdKIESM0Z84cv3m2bNmi3NxcSZLb7daXX36pxYsX69ChQ0pOTtbAgQO1dOlSxcbG1nn99cn06dM1ceLEoNOqOz8dAAAAAE4XArpNGjdurCVLllQ5z4nnSEdHR+u9996zuqyQlJiYWOWt6gAAAACgLnCIOwAAAAAADkBAR4CTubo57MfPCwAAAKgfCOjwKb/NQkFBgc2V4GSU/7y4TQYAAABwZuMcdPi43W4lJCRo7969kqSYmBgZhmHZ63m9XhUXF6uwsND6+67XQ6ZpqqCgQHv37lVCQoLcbrfdJQEAAAA4BQR0+ElKSpIkX0i3kmmaOnr0qKKjoy39IqC+S0hI8P3cAAAAAJy5COjwYxiGkpOTlZiYKI/HY+lreTwerVmzRv369ePw7FoKDw9nzzkAAABQTxDQEZTb7bY8+LndbpWUlCgqKoqADgAAACDkceIvAAAAAAAOQEAHAAAAAMABCOgAAAAAADgA56CHGNM0JUl5eXk2V1J2kbiCggLl5eVxDroF6K+16K+16K/16LG16K+16K+16K+1nNTf8kxQnhFgPwJ6iDl8+LAkKSUlxeZKAAAAADjB4cOHFR8fb3cZkGSYfF0SUrxer3bv3q3Y2Fjb7z2el5enlJQU7dy5U3FxcbbWUh/RX2vRX2vRX+vRY2vRX2vRX2vRX2s5qb+maerw4cNq0aKFXC7OfnYC9qCHGJfLpVatWtldhp+4uDjbP5zqM/prLfprLfprPXpsLfprLfprLfprLaf0lz3nzsLXJAAAAAAAOAABHQAAAAAAByCgwzaRkZGaMmWKIiMj7S6lXqK/1qK/1qK/1qPH1qK/1qK/1qK/1qK/qAoXiQMAAAAAwAHYgw4AAAAAgAMQ0AEAAAAAcAACOgAAAAAADkBABwAAAADAAQjosNTcuXOVmpqqqKgo9ejRQ2vXrq1y/tWrV6tHjx6KiopSu3btNG/evDqq9MwyY8YMnX/++YqNjVViYqJGjhypLVu2VLlMZmamDMMIeHz33Xd1VPWZY+rUqQF9SkpKqnIZtt2T07Zt26Db4+233x50frbfqq1Zs0bDhw9XixYtZBiG3njjDb/ppmlq6tSpatGihaKjozVgwAB9/fXX1a532bJl6tSpkyIjI9WpUye9/vrrFr0DZ6uqvx6PR3fffbe6dOmiBg0aqEWLFrrhhhu0e/fuKte5cOHCoNt0YWGhxe/GearbfseMGRPQp549e1a7XrbfMtX1N9h2aBiGHn/88UrXyfZbpiZ/j/H5i5NFQIdlli5dqjvuuEP33XefsrKy1LdvXw0dOlQ7duwIOn92draGDRumvn37KisrS/fee68mTJigZcuW1XHlzrd69Wrdfvvt2rBhg1auXKmSkhKlp6crPz+/2mW3bNminJwc3+Pss8+ug4rPPJ07d/br05dfflnpvGy7J+/TTz/16+/KlSslSVdddVWVy7H9Bpefn6+uXbtqzpw5Qac/9thjmjVrlubMmaNPP/1USUlJGjx4sA4fPlzpOtevX69rrrlG119/vT7//HNdf/31uvrqq/Xxxx9b9TYcq6r+FhQUaNOmTXrggQe0adMmLV++XN9//71GjBhR7Xrj4uL8tuecnBxFRUVZ8RYcrbrtV5Iuvvhivz6tWLGiynWy/R5XXX8rboMvvviiDMPQFVdcUeV62X5r9vcYn784aSZgkQsuuMAcN26c37gOHTqY99xzT9D5J02aZHbo0MFv3J/+9CezZ8+eltVYX+zdu9eUZK5evbrSeVatWmVKMg8ePFh3hZ2hpkyZYnbt2rXG87Ptnrq//OUv5llnnWV6vd6g09l+a06S+frrr/uGvV6vmZSUZD7yyCO+cYWFhWZ8fLw5b968Stdz9dVXmxdffLHfuCFDhpjXXnvtaa/5TFKxv8F88sknpiRz+/btlc6zYMECMz4+/vQWVw8E6+/o0aPNSy+99KTWw/YbXE2230svvdQcNGhQlfOw/QZX8e8xPn9RG+xBhyWKi4v12WefKT093W98enq61q1bF3SZ9evXB8w/ZMgQbdy4UR6Px7Ja64Pc3FxJUuPGjaudt3v37kpOTtZFF12kVatWWV3aGeuHH35QixYtlJqaqmuvvVZbt26tdF623VNTXFysJUuW6KabbpJhGFXOy/Z78rKzs7Vnzx6/bTQyMlL9+/ev9PNYqny7rmoZlMnNzZVhGEpISKhyviNHjqhNmzZq1aqVLrnkEmVlZdVNgWegzMxMJSYm6pxzztHYsWO1d+/eKudn+62dn3/+We+8845uvvnmaudl+w1U8e8xPn9RGwR0WGLfvn0qLS1V8+bN/cY3b95ce/bsCbrMnj17gs5fUlKiffv2WVbrmc40TWVkZOjCCy/UueeeW+l8ycnJev7557Vs2TItX75c7du310UXXaQ1a9bUYbVnht/85jdavHix3nvvPb3wwgvas2ePevfurf379wedn2331Lzxxhs6dOiQxowZU+k8bL+1V/6ZezKfx+XLnewykAoLC3XPPfdo1KhRiouLq3S+Dh06aOHChXrrrbf06quvKioqSn369NEPP/xQh9WeGYYOHaqXX35ZH3zwgf7+97/r008/1aBBg1RUVFTpMmy/tbNo0SLFxsbq8ssvr3I+tt9Awf4e4/MXtRFmdwGo3yruDTNNs8o9ZMHmDzYex40fP15ffPGFPvzwwyrna9++vdq3b+8b7tWrl3bu3KmZM2eqX79+Vpd5Rhk6dKjveZcuXdSrVy+dddZZWrRokTIyMoIuw7Zbe/Pnz9fQoUPVokWLSudh+z11J/t5XNtlQpnH49G1114rr9eruXPnVjlvz549/S501qdPH5133nl6+umn9dRTT1ld6hnlmmuu8T0/99xzlZaWpjZt2uidd96pMkiy/Z68F198Ub///e+rPZec7TdQVX+P8fmLk8EedFiiadOmcrvdAd/07d27N+AbwXJJSUlB5w8LC1OTJk0sq/VM9uc//1lvvfWWVq1apVatWp308j179gzpb7trqkGDBurSpUulvWLbrb3t27frP//5j/74xz+e9LJsvzVTfgeCk/k8Ll/uZJcJZR6PR1dffbWys7O1cuXKKveeB+NyuXT++eezTddAcnKy2rRpU2Wv2H5P3tq1a7Vly5ZafR6H+vZb2d9jfP6iNgjosERERIR69OjhuzJzuZUrV6p3795Bl+nVq1fA/O+//77S0tIUHh5uWa1nItM0NX78eC1fvlwffPCBUlNTa7WerKwsJScnn+bq6p+ioiJ9++23lfaKbbf2FixYoMTERP3ud7876WXZfmsmNTVVSUlJfttocXGxVq9eXennsVT5dl3VMqGqPJz/8MMP+s9//lOrL+ZM09TmzZvZpmtg//792rlzZ5W9Yvs9efPnz1ePHj3UtWvXk142VLff6v4e4/MXtWLHlekQGv75z3+a4eHh5vz5881vvvnGvOOOO8wGDRqY27ZtM03TNO+55x7z+uuv982/detWMyYmxrzzzjvNb775xpw/f74ZHh5uvvbaa3a9Bce69dZbzfj4eDMzM9PMycnxPQoKCnzzVOzvE088Yb7++uvm999/b3711VfmPffcY0oyly1bZsdbcLS//vWvZmZmprl161Zzw4YN5iWXXGLGxsay7Z5mpaWlZuvWrc277747YBrb78k5fPiwmZWVZWZlZZmSzFmzZplZWVm+q4g/8sgjZnx8vLl8+XLzyy+/NK+77jozOTnZzMvL863j+uuv97vLxkcffWS63W7zkUceMb/99lvzkUceMcPCwswNGzbU+fuzW1X99Xg85ogRI8xWrVqZmzdv9vtMLioq8q2jYn+nTp1qvvvuu+aPP/5oZmVlmTfeeKMZFhZmfvzxx3a8RVtV1d/Dhw+bf/3rX81169aZ2dnZ5qpVq8xevXqZLVu2ZPutoeo+H0zTNHNzc82YmBjz2WefDboOtt/gavL3GJ+/OFkEdFjqmWeeMdu0aWNGRESY5513nt9twEaPHm3279/fb/7MzEyze/fuZkREhNm2bdtK/6EIdZKCPhYsWOCbp2J/H330UfOss84yo6KizEaNGpkXXnih+c4779R98WeAa665xkxOTjbDw8PNFi1amJdffrn59ddf+6az7Z4e7733ninJ3LJlS8A0tt+TU34buoqP0aNHm6ZZdqufKVOmmElJSWZkZKTZr18/88svv/RbR//+/X3zl/vXv/5ltm/f3gwPDzc7dOgQsl+IVNXf7OzsSj+TV61a5VtHxf7ecccdZuvWrc2IiAizWbNmZnp6urlu3bq6f3MOUFV/CwoKzPT0dLNZs2ZmeHi42bp1a3P06NHmjh07/NbB9lu56j4fTNM0n3vuOTM6Oto8dOhQ0HWw/QZXk7/H+PzFyTJM89iVjAAAAAAAgG04Bx0AAAAAAAcgoAMAAAAA4AAEdAAAAAAAHICADgAAAACAAxDQAQAAAABwAAI6AAAAAAAOQEAHAAAAAMABCOgAAAAAADgAAR0AgBAzYMAA3XHHHXaXAQAAKiCgAwAAAADgAIZpmqbdRQAAgLoxZswYLVq0yG9cdna22rZta09BAADAh4AOAEAIyc3N1dChQ3Xuuedq+vTpkqRmzZrJ7XbbXBkAAAizuwAAAFB34uPjFRERoZiYGCUlJdldDgAAOAHnoAMAAAAA4AAEdAAAAAAAHICADgBAiImIiFBpaandZQAAgAoI6AAAhJi2bdvq448/1rZt27Rv3z55vV67SwIAACKgAwAQciZOnCi3261OnTqpWbNm2rFjh90lAQAAcZs1AAAAAAAcgT3oAAAAAAA4AAEdAAAAAAAHIKADAAAAAOAABHQAAAAAAByAgA4AAAAAgAMQ0AEAAAAAcAACOgAAAAAADkBABwAAAADAAQjoAAAAAAA4AAEdAAAAAAAHIKADAAAAAOAABHQAAAAAAByAgA4AAAAAgAMQ0AEAAAAAcID/H7eMpz7vEzmSAAAAAElFTkSuQmCC' width=1000.0/>\n            </div>\n        ",
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "5921427d767b4414ba4c49de17a8d4ae"
      }
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the Graph Ball Position\n",
    "#t = np.arange(0,params['tf'],params['dt'])\n",
    "#fig0, ax0 = plt_.subplots(figsize=(10, 5))\n",
    "#ax0.plot(t, xx_ref[0, :], '-', label='xx_ref_pos')\n",
    "#ax0.plot(t, xx[0, :,Max_Iter], '--', label='xx_opt_0',lw = 3)\n",
    "#ax0.plot(t, xx_track[0,:], '-', label = 'xx_track_0', lw=2)\n",
    "#ax0.legend(loc='lower left', ncol=1)\n",
    "#plt_.title(\"Ball Position\")\n",
    "#plt_.xlabel(\"t\")\n",
    "#plt_.ylabel(\"p(t)\")\n",
    "#plt_.grid()\n",
    "#plt_.show()\n",
    "#plt_.close(fig0)\n",
    "\n",
    "\n",
    "# Plotting the Graph Ball Velocity\n",
    "#fig1, ax1 = plt_.subplots(figsize=(10, 5))\n",
    "#ax1.plot(t, xx_ref[1, :], '-', label='xx_ref_1')\n",
    "#ax1.plot(t, xx[1, :,Max_Iter], '--', label='xx_opt_1',lw = 3)\n",
    "#ax1.plot(t, xx_track[1,:], '-', label = 'xx_track_1',lw = 2)\n",
    "#ax1.legend(loc='lower left', ncol=1)\n",
    "#plt_.title(\"Ball Velocity\")\n",
    "#plt_.xlabel(\"t\")\n",
    "#plt_.ylabel(\"p_dot(t)\")\n",
    "#plt_.grid()\n",
    "#plt_.show()\n",
    "#plt_.close(fig1)\n",
    "\n",
    "# Plotting the Graph Beam Position\n",
    "#fig2, ax2 = plt_.subplots(figsize=(10, 5))\n",
    "#ax2.plot(t, xx_ref[2, :], '-', label='xx_ref_2')\n",
    "#ax2.plot(t, xx[2, :,Max_Iter], '--', label='xx_opt_2',lw = 3)\n",
    "#ax2.plot(t, xx_track[2,:], '-', label = 'xx_track_2',lw = 2)\n",
    "#ax2.legend(loc='lower left', ncol=1)\n",
    "#plt_.title(\"Beam Position\")\n",
    "#plt_.xlabel(\"t\")\n",
    "#plt_.ylabel(\"theta(t)\")\n",
    "#plt_.grid()\n",
    "#plt_.show()\n",
    "#plt_.close(fig2)\n",
    "\n",
    "# Plotting the Graph Beam velocity\n",
    "#fig3, ax3 = plt_.subplots(figsize=(10, 5))\n",
    "#ax3.plot(t, xx_ref[3, :], '-', label='xx_ref_3')\n",
    "#ax3.plot(t, xx[3, :,Max_Iter], '--', label='xx_opt_3',lw = 3)\n",
    "#ax3.plot(t, xx_track[3,:], '-', label = 'xx_track_3',lw = 2)\n",
    "#ax3.legend(loc='lower left', ncol=1)\n",
    "#plt_.title(\"Beam velocity\")\n",
    "#plt_.xlabel(\"t\")\n",
    "#plt_.ylabel(\"theta_dot(t)\")\n",
    "#plt_.grid()\n",
    "#plt_.show()\n",
    "#plt_.close(fig3)\n",
    "\n",
    "#plotting the descent\n",
    "iter = range(0,Max_Iter+1)\n",
    "figd, axd = plt_.subplots(figsize=(10, 5))\n",
    "#axd.plot(iter, np.abs(descent[0:Max_Iter+1,0]), '-', label='descent')\n",
    "plt_.semilogy(iter, np.abs(descent[0:Max_Iter+1,0]))\n",
    "plt_.title('Descent')\n",
    "plt_.xlabel('iteration')\n",
    "plt_.grid()\n",
    "plt_.show()\n",
    "plt_.close(figd)\n",
    "\n",
    "#plotting the cost\n",
    "iterc = range(0,Max_Iter)\n",
    "JJ = np.abs(np.dot((cost[0:Max_Iter,0]-cost[Max_Iter,0]),cost[Max_Iter,0]**(-1)))\n",
    "figc, axc = plt_.subplots(figsize=(10, 5))\n",
    "axc.semilogy(iterc,np.abs(np.dot((cost[0:Max_Iter,0]-cost[Max_Iter,0]),cost[Max_Iter,0]**(-1))))\n",
    "plt_.title('Cost')\n",
    "plt_.xlabel('iteration')\n",
    "plt_.grid()\n",
    "plt_.show()\n",
    "plt_.close(figc)\n",
    "\n",
    "# Plotting the Graph Input Torque\n",
    "fig, ax = plt_.subplots(figsize=(10, 5))\n",
    "ax.plot(t, uu_ref[0, :], '-', label='uu_ref')\n",
    "ax.plot(t, uu[0, :,Max_Iter], '--', label='uu_opt',lw = 3)\n",
    "ax.plot(t, uu_track[0,:], '-', label = 'uu_track',lw = 2)\n",
    "ax.legend(loc='lower left', ncol=1)\n",
    "plt_.title(\"Input Torque\")\n",
    "plt_.xlabel(\"t\")\n",
    "plt_.ylabel(\"torque(t)\")\n",
    "plt_.grid()\n",
    "plt_.show()\n",
    "plt_.close(fig)\n",
    "\n",
    "#save plots as images\n",
    "figd.savefig(lfp+'/plot/task3/descent_task_3_traj.jpg',transparent = True)\n",
    "figc.savefig(lfp+'/plot/task3/cost_task_3_traj.jpg',transparent = True)\n",
    "fig.savefig(lfp+'/plot/task3/track_torque_traj.jpg',transparent = True)\n",
    "#fig0.savefig(lfp+'/plot/task3/track_pos_traj.jpg',transparent = True)\n",
    "#fig1.savefig(lfp+'/plot/task3/track_vel_traj.jpg',transparent = True)\n",
    "#fig2.savefig(lfp+'/plot/task3/track_beam_traj.jpg',transparent = True)\n",
    "#fig3.savefig(lfp+'/plot/task3/track_beamV_traj.jpg',transparent = True)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "**VISUALIZATION**"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "outputs": [
    {
     "data": {
      "text/plain": "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …",
      "image/png": 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",
      "text/html": "\n            <div style=\"display: inline-block;\">\n                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n                    Figure\n                </div>\n                <img 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U6ePKkjR46oc+fOfuNHjx5VQkKCLrvsMo0fPz7gCuGZqqur5fV6/TYAAIDWJuQD4MGDB3XixAnFxMT4jcfExMjtdjdpjj//+c/67rvvNHnyZN9Ynz59lJ+fr3feeUdLlixRZGSkhgwZot27d9c7T15enlwul2+Lj48/t6YAAACCKOQD4GkOh8Nv3xgTMFaXJUuWaM6cOSooKFDXrl1946mpqbr55pt19dVXa+jQofrrX/+qK6+8Uk8//XS9c+Xm5srj8fi2vXv3nntDAAAAQdIm2AtoTHR0tMLCwgKu9lVWVgZcFTxTQUGBZsyYoTfffFOjR49usPaSSy7RNddc0+AVQKfTKafT2fTFAwAAhKCQvwIYERGh5ORkFRcX+40XFxcrPT293uOWLFmiW2+9VW+88YZ++tOfNvpzjDHatm2b4uLiznvNAAAAoSzkrwBKUk5OjrKysjRo0CClpaVp4cKFKi8v18yZMyWdemt2//79Wrx4saRT4e+WW27Rk08+qdTUVN/Vw7Zt28rlckmS5s6dq9TUVPXq1Uter1dPPfWUtm3bpmeffTY4TQIAALSQVhEAMzMzdejQIc2bN08VFRVKTEzUihUrlJCQIEmqqKjw+07AF154QcePH9evf/1r/frXv/aNT58+Xfn5+ZKkqqoq3X777XK73XK5XEpKStL69es1ePDgFu0NAACgpbWK7wEMVXyPEAAArQ+v363gM4AAAABoXgRAAAAAyxAAAQAALEMABAAAsAwBEAAAwDIEQAAAAMsQAAEAACxDAAQAALAMARAAAMAyBEAAAADLEAABAAAsQwAEAACwDAEQAADAMgRAAAAAyxAAAQAALEMABAAAsAwBEAAAwDIEQAAAAMsQAAEAACxDAAQAALAMARAAAMAyBEAAAADLEAABAAAsQwAEAACwDAEQAADAMgRAAAAAyxAAAQAALEMABAAAsAwBEAAAwDIEQAAAAMsQAAEAACxDAAQAALAMARAAAMAyBEAAAADLtAn2AgAg1Hj+XavP3F5JUp/YKLnahQd5RQDQvFrNFcAFCxaoZ8+eioyMVHJysjZs2NBg/bp165ScnKzIyEhdfvnlev755wNqCgsL1a9fPzmdTvXr109FRUUXavkAWom3t+3Xfz72T2Uu3KjMhRv1n4/9U+9s/ybYywKAZtUqAmBBQYFmz56tBx98UGVlZRo6dKjGjRun8vLyOuv37Nmj66+/XkOHDlVZWZl++9vf6u6771ZhYaGvprS0VJmZmcrKytL27duVlZWlyZMna9OmTS3VFoAQ4/m+Vg8Ufqwjx477xo4cO64HCj+S91htEFcGAM3LYYwxwV5EY1JSUjRw4EA999xzvrG+fftq4sSJysvLC6i///779c4772jnzp2+sZkzZ2r79u0qLS2VJGVmZsrr9WrlypW+mrFjx6pTp05asmRJk9bl9Xrlcrnk8XgUFRV1ru0BCBGHv6vR4EdWq/aE//8WI8Iu0abfjlKn9hFBWhmA5sTrdyu4AlhTU6MtW7YoIyPDbzwjI0MlJSV1HlNaWhpQP2bMGG3evFm1tbUN1tQ3pyRVV1fL6/X6bQAuHp3aR+i31/dVeJjDNxYe5lDu9X0IfwAuKiF/E8jBgwd14sQJxcTE+I3HxMTI7XbXeYzb7a6z/vjx4zp48KDi4uLqralvTknKy8vT3Llzz7ETAK3BbUN6alSfGJXtPSxJSorvpO5d2gV5VQDQvEI+AJ7mcDj89o0xAWON1Z85frZz5ubmKicnx7fv9XoVHx/f+OIBtCrdu7Qj9AG4qIV8AIyOjlZYWFjAlbnKysqAK3inxcbG1lnfpk0bdenSpcGa+uaUJKfTKafTeS5tAAAAhIyQ/wxgRESEkpOTVVxc7DdeXFys9PT0Oo9JS0sLqH/33Xc1aNAghYeHN1hT35wAAAAXi5C/AihJOTk5ysrK0qBBg5SWlqaFCxeqvLxcM2fOlHTqrdn9+/dr8eLFkk7d8fvMM88oJydH2dnZKi0t1aJFi/zu7p01a5aGDRum+fPn68Ybb9Tbb7+t1atX6/333w9KjwAAAC2lVQTAzMxMHTp0SPPmzVNFRYUSExO1YsUKJSQkSJIqKir8vhOwZ8+eWrFihe655x49++yz6tatm5566inddNNNvpr09HQtXbpUv/vd7/TQQw/piiuuUEFBgVJSUlq8PwAAgJbUKr4HMFTxPUIAALQ+vH63gs8AAgAAoHkRAAEAACxDAAQAALAMARAAAMAyBEAAAADLEAABAAAsQwAEAACwDAEQAADAMgRAAAAAyxAAAQAALEMABAAAsAwBEAAAwDIEQAAAAMsQAAEAACxDAAQAALAMARAAAMAyBEAAAADLEAABAAAsQwAEAACwDAEQAADAMgRAAAAAyxAAAQAALEMABAAAsAwBEAAAwDIEQAAAAMsQAAEAACxDAAQAALAMARAAAMAyBEAAAADLEAABAAAsQwAEAACwDAEQAADAMgRAAAAAyxAAAQAALEMABAAAsEzIB8DDhw8rKytLLpdLLpdLWVlZqqqqqre+trZW999/vwYMGKD27durW7duuuWWW/TNN9/41Y0YMUIOh8NvmzJlygXuBgAAIPhCPgBOnTpV27Zt06pVq7Rq1Spt27ZNWVlZ9db/+9//1tatW/XQQw9p69atWrZsmT7//HNNmDAhoDY7O1sVFRW+7YUXXriQrQAAAISENsFeQEN27typVatWaePGjUpJSZEkvfjii0pLS9OuXbvUu3fvgGNcLpeKi4v9xp5++mkNHjxY5eXl6t69u2+8Xbt2io2NvbBNAAAAhJiQvgJYWloql8vlC3+SlJqaKpfLpZKSkibP4/F45HA41LFjR7/x119/XdHR0erfv7/uu+8+HTlypLmWDgAAELJC+gqg2+1W165dA8a7du0qt9vdpDmOHTumBx54QFOnTlVUVJRvfNq0aerZs6diY2O1Y8cO5ebmavv27QFXD3+ourpa1dXVvn2v13sW3QAAAISGoFwBnDNnTsANGGdumzdvliQ5HI6A440xdY6fqba2VlOmTNHJkye1YMECv8eys7M1evRoJSYmasqUKXrrrbe0evVqbd26td758vLyfDejuFwuxcfHn2XnAAAAwReUK4B33nlno3fc9ujRQx999JEOHDgQ8Ni3336rmJiYBo+vra3V5MmTtWfPHv3zn//0u/pXl4EDByo8PFy7d+/WwIED66zJzc1VTk6Ob9/r9RICAQBAqxOUABgdHa3o6OhG69LS0uTxePTBBx9o8ODBkqRNmzbJ4/EoPT293uNOh7/du3drzZo16tKlS6M/65NPPlFtba3i4uLqrXE6nXI6nY3OBQAAEMpC+iaQvn37auzYscrOztbGjRu1ceNGZWdna/z48X53APfp00dFRUWSpOPHj+u//uu/tHnzZr3++us6ceKE3G633G63ampqJElffvml5s2bp82bN+urr77SihUrNGnSJCUlJWnIkCFB6RUAAKClhHQAlE7dqTtgwABlZGQoIyNDV111lV599VW/ml27dsnj8UiS9u3bp3feeUf79u3TT37yE8XFxfm203cOR0RE6L333tOYMWPUu3dv3X333crIyNDq1asVFhbW4j0CAAC0JIcxxgR7Ea2V1+uVy+WSx+Np9DOGAAAgNPD63QquAAIAAKB5EQABAAAsQwAEAACwDAEQAADAMgRAAAAAyxAAAQAALEMABAAAsAwBEAAAwDIEQAAAAMsQAAEAACxDAAQAALAMARAAAMAyBEAAAADLEAABAAAsQwAEAACwDAEQAADAMgRAAAAAyxAAAQAALEMABAAAsAwBEAAAwDIEQAAAAMsQAAEAACxDAAQAALAMARAAAMAyBEAAAADLEAABAAAsQwAEAACwDAEQAADAMgRAAAAAyxAAAQAALEMABAAAsAwBEAAAwDIEQAAAAMsQAAEAACxDAAQAALBMyAfAw4cPKysrSy6XSy6XS1lZWaqqqmrwmFtvvVUOh8NvS01N9auprq7WXXfdpejoaLVv314TJkzQvn37LmAnAAAAoSHkA+DUqVO1bds2rVq1SqtWrdK2bduUlZXV6HFjx45VRUWFb1uxYoXf47Nnz1ZRUZGWLl2q999/X0ePHtX48eN14sSJC9UKAABASGgT7AU0ZOfOnVq1apU2btyolJQUSdKLL76otLQ07dq1S7179673WKfTqdjY2Dof83g8WrRokV599VWNHj1akvTaa68pPj5eq1ev1pgxY5q/GQAAgBAR0lcAS0tL5XK5fOFPklJTU+VyuVRSUtLgsWvXrlXXrl115ZVXKjs7W5WVlb7HtmzZotraWmVkZPjGunXrpsTExEbnBQAAaO1C+gqg2+1W165dA8a7du0qt9td73Hjxo3TpEmTlJCQoD179uihhx7Stddeqy1btsjpdMrtdisiIkKdOnXyOy4mJqbBeaurq1VdXe3b93q959AVAABAcAXlCuCcOXMCbtI4c9u8ebMkyeFwBBxvjKlz/LTMzEz99Kc/VWJiom644QatXLlSn3/+uZYvX97guhqbNy8vz3czisvlUnx8fBM7BgAACB1BuQJ45513asqUKQ3W9OjRQx999JEOHDgQ8Ni3336rmJiYJv+8uLg4JSQkaPfu3ZKk2NhY1dTU6PDhw35XASsrK5Wenl7vPLm5ucrJyfHte71eQiAAAGh1ghIAo6OjFR0d3WhdWlqaPB6PPvjgAw0ePFiStGnTJnk8ngaD2pkOHTqkvXv3Ki4uTpKUnJys8PBwFRcXa/LkyZKkiooK7dixQ4899li98zidTjmdzib/XAAAgFAU0jeB9O3bV2PHjlV2drY2btyojRs3Kjs7W+PHj/e7A7hPnz4qKiqSJB09elT33XefSktL9dVXX2nt2rW64YYbFB0drZ/97GeSJJfLpRkzZujee+/Ve++9p7KyMt18880aMGCA765gAACAi1VI3wQiSa+//rruvvtu3x27EyZM0DPPPONXs2vXLnk8HklSWFiYPv74Yy1evFhVVVWKi4vTyJEjVVBQoA4dOviOeeKJJ9SmTRtNnjxZ33//vUaNGqX8/HyFhYW1XHMAAABB4DDGmGAvorXyer1yuVzyeDyKiooK9nIAAEAT8Pod4m8BAwAAoPkRAAEAACxDAAQAALAMARAAAMAyBEAAAADLEAABAAAsQwAEAACwDAEQAADAMgRAAAAAyxAAAQAALEMABAAAsAwBEAAAwDIEQAAAAMsQAAEAACxDAAQAALAMARAAAMAyBEAAAADLEAABAAAsQwAEAACwDAEQAADAMgRAAAAAyxAAAQAALEMABAAAsAwBEAAAwDIEQAAAAMsQAAEAACxDAAQAALAMARAAAMAyBEAAAADLEAABAAAsQwAEAACwDAEQAADAMgRAAAAAyxAAAQAALEMABAAAsEzIB8DDhw8rKytLLpdLLpdLWVlZqqqqavAYh8NR5/bHP/7RVzNixIiAx6dMmXKBuwEAAAi+NsFeQGOmTp2qffv2adWqVZKk22+/XVlZWfr73/9e7zEVFRV++ytXrtSMGTN00003+Y1nZ2dr3rx5vv22bds248oBAABCU0gHwJ07d2rVqlXauHGjUlJSJEkvvvii0tLStGvXLvXu3bvO42JjY/323377bY0cOVKXX36533i7du0CagEAAC52If0WcGlpqVwuly/8SVJqaqpcLpdKSkqaNMeBAwe0fPlyzZgxI+Cx119/XdHR0erfv7/uu+8+HTlypNnWDgAAEKpC+gqg2+1W165dA8a7du0qt9vdpDleeeUVdejQQT//+c/9xqdNm6aePXsqNjZWO3bsUG5urrZv367i4uJ656qurlZ1dbVv3+v1NrETAACA0BGUK4Bz5syp90aN09vmzZslnbqh40zGmDrH6/LSSy9p2rRpioyM9BvPzs7W6NGjlZiYqClTpuitt97S6tWrtXXr1nrnysvL892M4nK5FB8ffxZdAwAAhIagXAG88847G73jtkePHvroo4904MCBgMe+/fZbxcTENPpzNmzYoF27dqmgoKDR2oEDByo8PFy7d+/WwIED66zJzc1VTk6Ob9/r9RICAQBAqxOUABgdHa3o6OhG69LS0uTxePTBBx9o8ODBkqRNmzbJ4/EoPT290eMXLVqk5ORkXX311Y3WfvLJJ6qtrVVcXFy9NU6nU06ns9G5AAAAQllI3wTSt29fjR07VtnZ2dq4caM2btyo7OxsjR8/3u8O4D59+qioqMjvWK/XqzfffFO//OUvA+b98ssvNW/ePG3evFlfffWVVqxYoUmTJikpKUlDhgy54H0BAAAEU0gHQOnUnboDBgxQRkaGMjIydNVVV+nVV1/1q9m1a5c8Ho/f2NKlS2WM0S9+8YuAOSMiIvTee+9pzJgx6t27t+6++25lZGRo9erVCgsLu6D9AAAABJvDGGOCvYjWyuv1yuVyyePxKCoqKtjLAQAATcDrdyu4AggAAIDmRQAEAACwDAEQAADAMgRAAAAAyxAAAQAALEMABAAAsAwBEAAAwDIEQAAAAMsQAAEAACxDAAQAALAMARAAAMAyBEAAAADLEAABAAAsQwAEAACwDAEQAADAMgRAAAAAyxAAAQAALEMABAAAsAwBEAAAwDIEQAAAAMsQAAEAACxDAAQAALAMARAAAMAyBEAAAADLEAABAAAsQwAEAACwDAEQAADAMgRAAAAAyxAAAQAALEMABAAAsAwBEAAAwDIEQAAAAMsQAAEAACxDAAQAALAMARAAAMAyBEAAAADLhHwA/MMf/qD09HS1a9dOHTt2bNIxxhjNmTNH3bp1U9u2bTVixAh98sknfjXV1dW66667FB0drfbt22vChAnat2/fBegAAAAgtIR8AKypqdGkSZP0q1/9qsnHPPbYY3r88cf1zDPP6MMPP1RsbKyuu+46HTlyxFcze/ZsFRUVaenSpXr//fd19OhRjR8/XidOnLgQbQAAAIQMhzHGBHsRTZGfn6/Zs2erqqqqwTpjjLp166bZs2fr/vvvl3Tqal9MTIzmz5+vO+64Qx6PR5deeqleffVVZWZmSpK++eYbxcfHa8WKFRozZkyT1uT1euVyueTxeBQVFXVe/QEAgJbB67fUJtgLaG579uyR2+1WRkaGb8zpdGr48OEqKSnRHXfcoS1btqi2ttavplu3bkpMTFRJSUm9AbC6ulrV1dW+fY/HI+nULxIAAGgdTr9ut5JrYBfERRcA3W63JCkmJsZvPCYmRl9//bWvJiIiQp06dQqoOX18XfLy8jR37tyA8fj4+PNdNgAAaGGHDh2Sy+UK9jKCIigBcM6cOXUGqR/68MMPNWjQoHP+GQ6Hw2/fGBMwdqbGanJzc5WTk+Pbr6qqUkJCgsrLy636BfJ6vYqPj9fevXutunRO3/RtA/qmbxt4PB51795dnTt3DvZSgiYoAfDOO+/UlClTGqzp0aPHOc0dGxsr6dRVvri4ON94ZWWl76pgbGysampqdPjwYb+rgJWVlUpPT693bqfTKafTGTDucrmseuKcFhUVRd8WoW+70LddbO37kktC/l7YCyYoATA6OlrR0dEXZO6ePXsqNjZWxcXFSkpKknTqTuJ169Zp/vz5kqTk5GSFh4eruLhYkydPliRVVFRox44deuyxxy7IugAAAEJFyH8GsLy8XP/6179UXl6uEydOaNu2bZKk//iP/9CPfvQjSVKfPn2Ul5enn/3sZ3I4HJo9e7YeeeQR9erVS7169dIjjzyidu3aaerUqZJOXbGbMWOG7r33XnXp0kWdO3fWfffdpwEDBmj06NHBahUAAKBFhHwAfPjhh/XKK6/49k9f1VuzZo1GjBghSdq1a5fvjlxJ+s1vfqPvv/9e//3f/63Dhw8rJSVF7777rjp06OCreeKJJ9SmTRtNnjxZ33//vUaNGqX8/HyFhYU1eW1Op1O///3v63xb+GJG3/RtA/qmbxvQt119/1Cr+R5AAAAANA97P/0IAABgKQIgAACAZQiAAAAAliEAAgAAWIYA2IA//OEPSk9PV7t27dSxY8cmHWOM0Zw5c9StWze1bdtWI0aM0CeffOJXU11drbvuukvR0dFq3769JkyYoH379l2ADs7N4cOHlZWVJZfLJZfLpaysLFVVVTV4jMPhqHP74x//6KsZMWJEwOONfSF4SzqXvm+99daAnlJTU/1qLrbzXVtbq/vvv18DBgxQ+/bt1a1bN91yyy365ptv/OpC7XwvWLBAPXv2VGRkpJKTk7Vhw4YG69etW6fk5GRFRkbq8ssv1/PPPx9QU1hYqH79+snpdKpfv34qKiq6UMs/Z2fT97Jly3Tdddfp0ksvVVRUlNLS0vSPf/zDryY/P7/O5/qxY8cudCtn5Wz6Xrt2bZ09ffbZZ351F9v5ruv/Xw6HQ/379/fVtIbzvX79et1www3q1q2bHA6H/va3vzV6zMXy/D4vBvV6+OGHzeOPP25ycnKMy+Vq0jGPPvqo6dChgyksLDQff/yxyczMNHFxccbr9fpqZs6caX784x+b4uJis3XrVjNy5Ehz9dVXm+PHj1+gTs7O2LFjTWJioikpKTElJSUmMTHRjB8/vsFjKioq/LaXXnrJOBwO8+WXX/pqhg8fbrKzs/3qqqqqLnQ7TXYufU+fPt2MHTvWr6dDhw751Vxs57uqqsqMHj3aFBQUmM8++8yUlpaalJQUk5yc7FcXSud76dKlJjw83Lz44ovm008/NbNmzTLt27c3X3/9dZ31//d//2fatWtnZs2aZT799FPz4osvmvDwcPPWW2/5akpKSkxYWJh55JFHzM6dO80jjzxi2rRpYzZu3NhSbTXqbPueNWuWmT9/vvnggw/M559/bnJzc014eLjZunWrr+bll182UVFRAc/5UHK2fa9Zs8ZIMrt27fLr6YfP0YvxfFdVVfn1u3fvXtO5c2fz+9//3lfTGs73ihUrzIMPPmgKCwuNJFNUVNRg/cXy/D5fBMAmePnll5sUAE+ePGliY2PNo48+6hs7duyYcblc5vnnnzfGnHrChYeHm6VLl/pq9u/fby655BKzatWqZl/72fr000+NJL9f8tLSUiPJfPbZZ02e58YbbzTXXnut39jw4cPNrFmzmmupzepc+54+fbq58cYb633clvP9wQcfGEl+LzShdL4HDx5sZs6c6TfWp08f88ADD9RZ/5vf/Mb06dPHb+yOO+4wqampvv3JkyebsWPH+tWMGTPGTJkypZlWff7Otu+69OvXz8ydO9e339T/HwbT2fZ9OgAePny43jltON9FRUXG4XCYr776yjfWGs73DzUlAF4sz+/zxVvAzWjPnj1yu93KyMjwjTmdTg0fPlwlJSWSpC1btqi2ttavplu3bkpMTPTVBFNpaalcLpdSUlJ8Y6mpqXK5XE1e34EDB7R8+XLNmDEj4LHXX39d0dHR6t+/v+677z4dOXKk2dZ+Ps6n77Vr16pr16668sorlZ2drcrKSt9jNpxv6dQ/rO5wOAI+KhEK57umpkZbtmzxOweSlJGRUW+PpaWlAfVjxozR5s2bVVtb22BNKJxX6dz6PtPJkyd15MgRde7c2W/86NGjSkhI0GWXXabx48errKys2dZ9vs6n76SkJMXFxWnUqFFas2aN32M2nO9FixZp9OjRSkhI8BsP5fN9Li6G53dzCPl/CaQ1cbvdkqSYmBi/8ZiYGH399de+moiICHXq1Cmg5vTxweR2u9W1a9eA8a5duzZ5fa+88oo6dOign//8537j06ZN8/1bzTt27FBubq62b9+u4uLiZln7+TjXvseNG6dJkyYpISFBe/bs0UMPPaRrr71WW7ZskdPptOJ8Hzt2TA888ICmTp3q94/Jh8r5PnjwoE6cOFHn87K+Ht1ud531x48f18GDBxUXF1dvTSicV+nc+j7Tn//8Z3333Xe+fzNdOvVPb+bn52vAgAHyer168sknNWTIEG3fvl29evVq1h7Oxbn0HRcXp4ULFyo5OVnV1dV69dVXNWrUKK1du1bDhg2TVP/vxMVyvisqKrRy5Uq98cYbfuOhfr7PxcXw/G4O1gXAOXPmaO7cuQ3WfPjhhxo0aNA5/wyHw+G3b4wJGDtTU2rOR1P7lgLXL53d+l566SVNmzZNkZGRfuPZ2dm+/05MTFSvXr00aNAgbd26VQMHDmzS3GfrQvedmZnp++/ExEQNGjRICQkJWr58eUAAPpt5z1dLne/a2lpNmTJFJ0+e1IIFC/weC8b5bsjZPi/rqj9z/Fye6y3tXNe4ZMkSzZkzR2+//bbfHwmpqal+NzoNGTJEAwcO1NNPP62nnnqq+RZ+ns6m7969e6t3796+/bS0NO3du1d/+tOffAHwbOcMlnNdY35+vjp27KiJEyf6jbeW8322Lpbn9/mwLgDeeeedjd6J2KNHj3OaOzY2VtKpvy7i4uJ845WVlb6/JGJjY1VTU6PDhw/7XRWqrKxUenr6Of3cpmhq3x999JEOHDgQ8Ni3334b8NdQXTZs2KBdu3apoKCg0dqBAwcqPDxcu3fvvmCBoKX6Pi0uLk4JCQnavXu3pIv7fNfW1mry5Mnas2eP/vnPf/pd/atLS5zvukRHRyssLCzgL/cfPi/PFBsbW2d9mzZt1KVLlwZrzub35UI6l75PKygo0IwZM/Tmm29q9OjRDdZecskluuaaa3y/88F2Pn3/UGpqql577TXf/sV8vo0xeumll5SVlaWIiIgGa0PtfJ+Li+H53Sxa/mOHrc/Z3gQyf/5831h1dXWdN4EUFBT4ar755puQuylg06ZNvrGNGzc2+aaA6dOnB9wNWp+PP/7YSDLr1q075/U2l/Pt+7SDBw8ap9NpXnnlFWPMxXu+a2pqzMSJE03//v1NZWVlk35WMM/34MGDza9+9Su/sb59+zZ4E0jfvn39xmbOnBnwIfFx48b51YwdOzakPiR+tn0bY8wbb7xhIiMjG/0g/WknT540gwYNMrfddtv5LLVZnUvfZ7rpppvMyJEjffsX6/k25v/dBPPxxx83+jNC8Xz/kJp4E8jF8Pw+XwTABnz99demrKzMzJ071/zoRz8yZWVlpqyszBw5csRX07t3b7Ns2TLf/qOPPmpcLpdZtmyZ+fjjj80vfvGLOr8G5rLLLjOrV682W7duNddee23IfS3IVVddZUpLS01paakZMGBAwNeCnNm3McZ4PB7Trl0789xzzwXM+cUXX5i5c+eaDz/80OzZs8csX77c9OnTxyQlJbXavo8cOWLuvfdeU1JSYvbs2WPWrFlj0tLSzI9//OOL+nzX1taaCRMmmMsuu8xs27bN76shqqurjTGhd75Pfz3GokWLzKeffmpmz55t2rdv77vb8YEHHjBZWVm++tNfE3HPPfeYTz/91CxatCjgayL+93//14SFhZlHH33U7Ny50zz66KMh9zURZ9v3G2+8Ydq0aWOeffbZer++Z86cOWbVqlXmyy+/NGVlZea2224zbdq08fsjItjOtu8nnnjCFBUVmc8//9zs2LHDPPDAA0aSKSws9NVcjOf7tJtvvtmkpKTUOWdrON9HjhzxvT5LMo8//rgpKyvzfSvBxfr8Pl8EwAZMnz7dSArY1qxZ46uRZF5++WXf/smTJ83vf/97Exsba5xOpxk2bFjAX1Xff/+9ufPOO03nzp1N27Ztzfjx4015eXkLddW4Q4cOmWnTppkOHTqYDh06mGnTpgV8PcKZfRtjzAsvvGDatm1b53e9lZeXm2HDhpnOnTubiIgIc8UVV5i777474Dvzguls+/73v/9tMjIyzKWXXmrCw8NN9+7dzfTp0wPO5cV2vvfs2VPn8+KHz41QPN/PPvusSUhIMBEREWbgwIF+VyKnT59uhg8f7le/du1ak5SUZCIiIkyPHj3q/MPmzTffNL179zbh4eGmT58+foEhVJxN38OHD6/zvE6fPt1XM3v2bNO9e3cTERFhLr30UpORkWFKSkpasKOmOZu+58+fb6644goTGRlpOnXqZP7zP//TLF++PGDOi+18G3PqXYq2bduahQsX1jlfazjfp69g1vd7ezE/v8+Hw5j//5OPAAAAsALfAwgAAGAZAiAAAIBlCIAAAACWIQACAABYhgAIAABgGQIgAACAZQiAAAAAliEAAgAAWIYACAAAYBkCIAAAgGUIgAAAAJYhAAIAAFiGAAgAAGAZAiAAAIBlCIAAAACWIQACAABYhgAIAABgGQIgAACAZQiAAAAAliEAAgAAWIYACAAAYBkCIAAAgGUIgAAAAJYhAAIAAFiGAAgAAGAZAiAAAIBlCIAAAACWIQACAABYhgAIAABgGQIgAACAZQiAAAAAlvn/AOWjjShVrCFwAAAAAElFTkSuQmCC' width=640.0/>\n            </div>\n        ",
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "9017dd55dd9b4edeafe922f238e489db"
      }
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x_limit = params['LL']\n",
    "y_limit = params['LL']\n",
    "history_len = 5000;\n",
    "ball_rad = params['rr']\n",
    "beam_len = params['LL']\n",
    "frame_rate = params['dt']*37\n",
    "th = xx_track[2, :]\n",
    "X = xx_track[0, :]\n",
    "\n",
    "\n",
    "theta = []\n",
    "Xp = []\n",
    "for i in range(0,TT,37):\n",
    "    theta.append(th[i])\n",
    "    Xp.append(X[i])\n",
    "\n",
    "anim = visu.animate(x_limit,\n",
    "                    y_limit,\n",
    "                    history_len,\n",
    "                    ball_rad,\n",
    "                    beam_len,\n",
    "                    frame_rate,\n",
    "                    theta,\n",
    "                    Xp)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "MovieWriter Pillow unavailable; using Pillow instead.\n"
     ]
    }
   ],
   "source": [
    "# SAVE ANIMATION AS GIF\n",
    "anim.save(lfp + '/animations/Task_3_traj.gif', writer='Pillow', fps=20)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [],
   "metadata": {
    "collapsed": false
   }
  }
 ]
}