Project Tasks/TASK_1_OPTCON_multistep_Grp21_Ball_and_Beam_Project.ipynb

{
 "nbformat": 4,
 "nbformat_minor": 0,
 "metadata": {
  "colab": {
   "name": "OPTCON_Grp21_Ball and Beam Project.ipynb",
   "provenance": [],
   "collapsed_sections": [],
   "include_colab_link": true
  },
  "kernelspec": {
   "name": "python3",
   "display_name": "Python 3"
  },
  "language_info": {
   "name": "python"
  }
 },
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "view-in-github",
    "colab_type": "text"
   },
   "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>"
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "**OPTIMAL CONTROL EXAM PROJECT**\n",
    "\n",
    " Group 21:\n",
    "   - Baraghini Nicholas 0000984041\n",
    "   - Iadarola Federico 0001005240\n",
    "   - Curto Fabio 0000984077"
   ],
   "metadata": {
    "id": "-tfPflu26Rvx"
   }
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "id": "AuKEbT846pKd"
   },
   "outputs": [],
   "source": [
    "# local file path\n",
    "lfp = 'C:/Users/Baraghini/PycharmProjects/Ball-and-Beam-system-Optimal-Control'\n",
    "# Libraries\n",
    "import numpy as np\n",
    "import matplotlib\n",
    "import sys\n",
    "sys.path.insert(1, lfp+'/Project Modules')\n",
    "import system_dynamic as sd\n",
    "import optcon as opt\n",
    "import cost_function\n",
    "import matplotlib.pyplot as plt_\n",
    "import visualization as visu\n",
    "%matplotlib widget"
   ]
  },
  {
   "cell_type": "markdown",
   "source": [],
   "metadata": {
    "collapsed": false,
    "id": "lrTQrNcZVaPn"
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "**TRAJECTORY EXPLORATION** (Task 1)"
   ],
   "metadata": {
    "id": "MCfkicYm15uQ"
   }
  },
  {
   "cell_type": "code",
   "source": [
    "# PARAMETERS SETTING\n",
    "\n",
    "max_iterations = 20;\n",
    "STOP_ITER = 5E-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",
    "tf = 15 # Seconds\n",
    "\n",
    "params = {'tf': tf, # Seconds\n",
    "          'dt':0.01,   # 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([[1500, 0, 0 , 0],\n",
    "                        [ 0 ,1, 0 , 0],\n",
    "                        [ 0 , 0,100, 0],\n",
    "                        [ 0 , 0, 0 ,1]]),\n",
    "          'RR':1,\n",
    "          'QQ_T':np.array([[1000, 0, 0 , 0],\n",
    "                          [ 0 ,1000, 0 , 0],\n",
    "                          [ 0 , 0,100, 0],\n",
    "                          [ 0 , 0, 0 ,10]])\n",
    "              }\n",
    "\n",
    "TT = int(tf/params['dt']); # rounding down of the time span divided in time in number oof time intervals"
   ],
   "metadata": {
    "id": "CJYzDXzC2RrC"
   },
   "execution_count": 2,
   "outputs": []
  },
  {
   "cell_type": "markdown",
   "source": [
    "**Reference Definition** \\\n",
    "Step reference change between two equilibria "
   ],
   "metadata": {
    "id": "N9uWhNOM1tCB"
   }
  },
  {
   "cell_type": "code",
   "source": [
    "# REFERENCE DEFINITION\n",
    "init_pos = 0*0.5*params['LL'] # ball initial position on the beam [m]\n",
    "ref_pos1 = -0.8*0.5*params['LL'] # ball reference position 1 on the beam [m]\n",
    "ref_pos2 =  0.8*0.5*params['LL'] # ball reference position 2 on the beam [m]\n",
    "ref_pos3 = 0*0.5*params['LL'] # ball reference position 3 on the beam [m]\n",
    "\n",
    "init_inp = params['mm']*params['gg']*init_pos # input reference torque at init position\n",
    "ref_inp1 = params['mm']*params['gg']*ref_pos1; # input reference torque at reference pos ref_pos1\n",
    "ref_inp2 = params['mm']*params['gg']*ref_pos2; # input reference torque at reference pos ref_pos2\n",
    "ref_inp3 = params['mm']*params['gg']*ref_pos3; # input reference torque at reference pos ref_pos3\n",
    "\n",
    "\n",
    "# state reference definition:\n",
    "xx_ref = np.zeros((nx,TT))\n",
    "xx_ref[0,0:round(TT/4)] = init_pos\n",
    "xx_ref[0,round(TT/4):round(TT/2)] = ref_pos1\n",
    "xx_ref[0,round(TT/2):round(3*TT/4)] = ref_pos2\n",
    "xx_ref[0,round(3*TT/4):TT] = ref_pos3\n",
    "\n",
    "# input reference definition\n",
    "uu_ref = np.zeros((nu,TT))\n",
    "uu_ref[0,0:round(TT/4)] = init_inp\n",
    "uu_ref[0,round(TT/4):round(TT/2)] = ref_inp1\n",
    "uu_ref[0,round(TT/2):round(3*TT/4)] = ref_inp2\n",
    "uu_ref[0,round(3*TT/4):TT] = ref_inp3\n",
    "\n",
    "\n",
    "xx_init = np.zeros((nx,1))\n",
    "xx_init[0] = init_pos # initial state"
   ],
   "metadata": {
    "id": "8QOtAIm6tkUA"
   },
   "execution_count": 3,
   "outputs": []
  },
  {
   "cell_type": "markdown",
   "source": [
    "**OPTIMIZATION LOOP**"
   ],
   "metadata": {
    "id": "xVkWD_vKP1-Y"
   }
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initial cost :  [180000.00004782]\n",
      "DDP_comp FINISHED\n",
      "ARMIJO found\n",
      "iteration: 0\n",
      "cost [180000.00004782]\n",
      "descent [-45220.86081928]\n",
      "DDP_comp FINISHED\n",
      "ARMIJO found\n",
      "iteration: 1\n",
      "cost [17712.50189843]\n",
      "descent [-26.52813781]\n",
      "DDP_comp FINISHED\n",
      "ARMIJO found\n",
      "iteration: 2\n",
      "cost [17554.11919532]\n",
      "descent [-0.42521371]\n",
      "DDP_comp FINISHED\n",
      "ARMIJO found\n",
      "iteration: 3\n",
      "cost [17551.92898418]\n",
      "descent [-0.00022208]\n",
      "DDP_comp FINISHED\n",
      "ARMIJO found\n",
      "iteration: 4\n",
      "cost [17551.92765216]\n",
      "descent [-1.16824417e-09]\n",
      "GJ WP\n"
     ]
    }
   ],
   "source": [
    "## ITERATION LOOP\n",
    "\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",
    "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\n"
   ],
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    },
    "id": "Dl3mxosEVaPv",
    "outputId": "67ab1697-de65-4326-9f9f-98fb93841dc8"
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "**PLOTTING**"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "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 src='data:image/png;base64,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' width=1300.0/>\n            </div>\n        ",
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "f23fa5128d6e443fb8ade5d91b571029"
      }
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "t = np.arange(0,params['tf'],params['dt'])\n",
    "fig, axs = plt_.subplots(2, 2, figsize=(13,8))\n",
    "fig.suptitle('State Reference Trajectories')\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_0_optimal',lw = 3.5)\n",
    "axs[0,0].legend(loc='lower left', ncol=1)\n",
    "axs[0, 0].set_title(\"Ball Reference Position\")\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_1_optimal',lw = 3.5)\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 Reference Velocity\")\n",
    "#beam pos\n",
    "axs[0,1].plot(t, xx_ref[3, :], '-', label='xx_ref_3')\n",
    "axs[0,1].plot(t, xx[3, :,Max_Iter], '-', label='xx_3_optimal',lw = 3.5)\n",
    "axs[0,1].legend(loc='lower left', ncol=1)\n",
    "axs[0,1].set_title(\"Beam Reference velocity\")\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='xx_3_optimal',lw = 3.5)\n",
    "axs[1,1].legend(loc='lower left', ncol=1)\n",
    "axs[1,1].set_title(\"Beam Reference velocity\")\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/task1/task_1_2_state_reference.jpg', transparent = True)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "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 src='data:image/png;base64,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' width=1000.0/>\n            </div>\n        ",
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "006097502df841dc9d66c43f000de3fb"
      }
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …",
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA+gAAAH0CAYAAACuKActAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAA9hAAAPYQGoP6dpAABrUElEQVR4nO3deVxVBf7/8fe5lwsIgmyCqOAC7luKpgImWFpYbk2Tk41pU1OmpmaOZc2SzWKNZVYuk2Nl9c0yK23RxnABFzRTwd0URHFBEVQQUNb7+8PkN45WLlzOBV7Px4PHY+69597zvp/HkenN2Qy73W4XAAAAAAAwlcXsAAAAAAAAgIIOAAAAAIBToKADAAAAAOAEKOgAAAAAADgBCjoAAAAAAE6Agg4AAAAAgBOgoAMAAAAA4AQo6AAAAAAAOAEKOgAAAAAAToCCDgAAAACAE6CgAwAAAADgBCjoAAAAAAA4AQo6AAAAAABOgIIOAAAAAIAToKADAAAAAOAEKOgAAAAAADgBCjoAAAAAAE6Agg4AAAAAgBOgoAMAAAAA4AQo6AAAAAAAOAEKOgAAAAAAToCCDgAAAACAE6CgAwAAAADgBCjoAAAAAAA4AQo6AAAAAABOgIIOAAAAAIAToKADAAAAAOAEKOgAAAAAADgBCjoAAAAAAE6Agg4AAAAAgBOgoAMAAAAA4AQo6AAAAAAAOAEKOgAAAAAAToCCDgAAAACAE6CgAwAAAADgBCjoAAAAAAA4AQo6AAAAAABOgIIOAAAAAIAToKADAAAAAOAEKOgAAJhgwYIFMgyj4sfd3V0NGjRQbGyspk2bpqysLLMjVrqFCxdq5syZZscAAMBpUdABADDRu+++q40bNyo+Pl6zZ8/WLbfcopdffllt2rTRypUrzY5XqSjoAAD8PBezAwAAUJu1b99eXbt2rXj8q1/9Sk899ZSio6N177336sCBAwoKCjIxIQAAqCrsQQcAwMmEhobq1Vdf1blz5/TWW29VPL9lyxYNHDhQfn5+cnd3V+fOnfXJJ59c9t7CwkJNmjRJzZo1k7u7u/z8/NS1a1d99NFHly333XffacCAAfL395e7u7vCwsI0YcKEy5Y5cOCAhg0bpsDAQLm5ualNmzaaPXv2ZcskJCTIMAx99NFHev7559WwYUN5e3vrjjvu0A8//FCxXExMjJYtW6bDhw9fdmg/AAD4/9iDDgCAE+rfv7+sVqvWrl0rSVqzZo3uuusude/eXf/6179Ur149ffzxxxo6dKgKCws1cuRISdLEiRP1wQcf6G9/+5s6d+6sgoIC7dq1Szk5ORWfvWLFCg0YMEBt2rTRjBkzFBoaqkOHDunbb7+tWGbPnj2KjIys+GNBgwYNtGLFCo0bN07Z2dn6y1/+clne5557TlFRUZo/f77y8vL0zDPPaMCAAdq7d6+sVqvmzJmjxx57TGlpaVqyZInjBwgAQDVk2O12u9khAACobRYsWKCHH35Y33///WWHuP+3Bg0ayM/PT3v27FGbNm1Up04dbd68WS4u///v6wMGDNDWrVt19OhRWSwWdejQQeHh4T9bgsPDwyVJu3btkru7+1WXueuuu7R7927t3r1b3t7eFc8/+eSTmj9/vo4fPy5fX18lJCQoNjZW/fv317JlyyqWW7x4se6//35t3LhRPXr0kCTdc8892rVrlw4dOnTNcwIAoDbhEHcAAJzUpb+hp6amat++fXrwwQclSaWlpRU//fv3V2ZmZsXh5Lfeequ++eYbPfvss0pISND58+cv+8z9+/crLS1NjzzyyE+W8wsXLmjVqlUaMmSIPDw8rljfhQsXtGnTpsveM3DgwMsed+zYUZJ0+PDhmx8EAAC1BAUdAAAnVFBQoJycHDVs2FAnT56UJE2aNEk2m+2yn9GjR0uSsrOzJUlvvPGGnnnmGS1dulSxsbHy8/PT4MGDdeDAAUnSqVOnJEmNGzf+yXXn5OSotLRUb7755hXr69+//2Xru8Tf3/+yx25ubpJ0xR8IAADAT+McdAAAnNCyZctUVlammJgYBQQESJKmTJmie++996rLt2rVSpLk6empqVOnaurUqTp58mTF3vQBAwZo3759ql+/viTp6NGjP7luX19fWa1WDR8+XGPGjLnqMs2aNbuZrwcAAK6Cgg4AgJPJyMjQpEmTVK9ePT3++OOqX7++WrRooe3bt+sf//jHNX9OUFCQRo4cqe3bt2vmzJkqLCxUy5YtFRYWpnfeeUcTJ06s2NP93zw8PBQbG6vk5GR17NhRrq6ulfK93Nzc2KMOAMDPoKADAGCiXbt2VZzfnZWVpXXr1undd9+V1WrVkiVLKvZ4v/XWW4qLi9Odd96pkSNHqlGjRjp9+rT27t2rbdu2afHixZKk7t2765577lHHjh3l6+urvXv36oMPPlDPnj3l4eEhSZo9e7YGDBigHj166KmnnlJoaKgyMjK0YsUKffjhh5Kk119/XdHR0erVq5eeeOIJNW3aVOfOnVNqaqq++uorrV69+rq/a4cOHfT5559r7ty5ioiIkMVi+ckL5AEAUBtR0AEAMNHDDz8sSXJ1dZWPj4/atGmjZ555Ro8++mhFOZek2NhYbd68WX//+981YcIEnTlzRv7+/mrbtq3uv//+iuX69OmjL7/8Uq+99poKCwvVqFEjPfTQQ3r++ecrlrnzzju1du1avfjiixo3bpwuXLigxo0bX3aht7Zt22rbtm3661//qj/+8Y/KysqSj4+PWrRoUXEe+vUaP368du/ereeee065ubmy2+3iZjIAAPx/3GYNAAAAAAAnwFXcAQAAAABwAhR0AAAAAACcAAUdAAAAAAAnQEEHAAAAAMAJUNABAAAAAHACFHQAAAAAAJwA90GvZcrLy3X8+HF5eXnJMAyz4wAAAAAwid1u17lz59SwYUNZLOy7dQYU9Frm+PHjCgkJMTsGAAAAACdx5MgRNW7c2OwYEAW91vHy8pJ08R+ht7e3qVlKSkr07bffql+/frLZbKZmqYmYr2MxX8divo7HjB2L+ToW83Us5utYzjTfvLw8hYSEVHQEmI+CXstcOqzd29vbKQq6h4eHvL29Tf/lVBMxX8divo7FfB2PGTsW83Us5utYzNexnHG+nPrqPDjRAAAAAAAAJ0BBBwAAAADACVDQAQAAAABwAhR0AAAAAACcAAUdAAAAAAAnQEEHAAAAAMAJUNABAAAAAHACFHQAAAAAAJwABR0AAAAAACdAQQcAAAAAwAlQ0AEAAAAAcAIUdAAAAAAAnAAFHQAAAAAAJ0BBh2k+3HxEXx22KDu/yOwoAAAAAGA6CjpMcaGkTLPXpGnlcYtiXl2nPy3dpSOnC82OBQAAAACmoaDDFK5Wi14c2FZN6tpVVFquDzYdVswrCXpqUYr2nzxndjwAAAAAqHIuZgdA7WSxGLqjTaCKDpbJv00PzVt/SOsOZGtJ8jEtST6mO9oEaXRsmLqE+podFQAAAACqBAUdpjIMqUdzP/VqFaQdR89qbkKa/rP7hFbuPamVe0+qR3M/jY4JV68WATIMw+y4AAAAAOAwFHQ4jY6NfTT3txFKzcrXW4lpWpJ8TJsOntamg5vVoVE9PRETpjvbNZDVQlEHAAAAUPNwDjqcTnhgXU3/dSetnRyrh6Oaqo7Nqp3HcjX6w23q+1qiPvn+iIpLy82OCQAAAACVioIOp9XQp47+MqCdNjzbR+P6hMvb3UUHTxVo8mc71Hv6Gr29Pl2FxaVmxwQAAACASkFBh9Pz83TVxH6tlDTldj3Xv7UCvdyUmXtBf/16j6JeWq3XVx7Q2cJis2MCAAAAwE2hoKPaqOvmosduC9PaybH6x5AOauLvoTOFJXpt5X5FvbRaf1+2RyfzLpgdEwAAAABuCAUd1Y67zaph3UO1amJvvfFAZ7UJ9lZBcZn+vS5dvV5eoymf79Ch7AKzYwIAAADAdaGgo9pysVo0sFNDLR8XrXdHdlO3pr4qLivXR5uPqM+rCRq7cJt2H881OyYAAAAAXBMKejVVWFioJk2aaNKkSWZHMZ1hGIptHajFoyK1eFRPxbaqr3K79PWOTN39xnqNfHezNqefNjsmAAAAAPws7oNeTf39739X9+7dzY7hdLo19dO7D9+qPcfzNDcxTct2HFfCD6eU8MMpdW3iq9GxYYptFSjD4F7qAAAAAJwLe9CroQMHDmjfvn3q37+/2VGcVtuG3nrzgc5a/XSMHrg1VK5Wi7YcPqPfLdiiuNfX6YuUYyot417qAAAAAJwHBb2KrV27VgMGDFDDhg1lGIaWLl16xTJz5sxRs2bN5O7uroiICK1bt+6y1ydNmqRp06ZVUeLqrWmAp6bd20HrnonVY7c1l6erVftOnNP4j1PU59VEffjdYV0oKTM7JgAAAABQ0KtaQUGBOnXqpFmzZl319UWLFmnChAl6/vnnlZycrF69eikuLk4ZGRmSpC+++EItW7ZUy5YtqzJ2tRfk7a7n+rdR0rO3a2LflvL1sCnjdKGeX7JLvf65Rm8lpim/qNTsmAAAAABqMc5Br2JxcXGKi4v7yddnzJihRx55RI8++qgkaebMmVqxYoXmzp2radOmadOmTfr444+1ePFi5efnq6SkRN7e3vrzn/981c8rKipSUVFRxeO8vDxJUklJiUpKSirxm12/S+uvyhweNumJ25pqRI/GWrz1mN7ecFiZuRc07Zt9mr0mVb/tHqqHeobK39O1yjI5ihnzrU2Yr2MxX8djxo7FfB2L+ToW83UsZ5qvM2TA5Qy73W43O0RtZRiGlixZosGDB0uSiouL5eHhocWLF2vIkCEVy40fP14pKSlKTEy87P0LFizQrl279Morr/zkOl544QVNnTr1iucXLlwoDw+Pyvki1VhpubQ129DKYxZlXbh44Tibxa6egXbFNiyXn5vJAQEAAAAHKSws1LBhw5Sbmytvb2+z40DsQXcq2dnZKisrU1BQ0GXPBwUF6cSJEzf0mVOmTNHEiRMrHufl5SkkJET9+vUz/R9hSUmJ4uPj1bdvX9lsNtNyDJT053K74vdm6a216dp1PE9rTxhKyrJqYKdgPdarmcLqe5qW70Y5y3xrKubrWMzX8ZixYzFfx2K+jsV8HcuZ5nvp6Fo4Dwq6E/rfW4DZ7far3hZs5MiRv/hZbm5ucnO7cjewzWYz/RfCJc6QxSZpwC2NdU+nRtqQmqM5CalKSsvR58nHtSTluO5s20CjY8PUsbGPqTlvhDPMtyZjvo7FfB2PGTsW83Us5utYzNexnGG+Zq8fV6KgO5GAgABZrdYr9pZnZWVdsVcdjmEYhqJbBCi6RYCSM85obkKavt1zUv/ZfUL/2X1C0eEBGh0Tpp5h/txLHQAAAECl4iruTsTV1VURERGKj4+/7Pn4+HhFRkaalKr26hzqq3kPddW3T92me7s0ktViaH1qtobN/06D5yRpxe4TKi/nEg4AAAAAKgd70KtYfn6+UlNTKx6np6crJSVFfn5+Cg0N1cSJEzV8+HB17dpVPXv21Lx585SRkaFRo0aZmLp2axnkpRn336KJfVvq32sP6uPvj2j7kbN6/IOtahFYV6N6h2ngLQ1ls/L3LgAAAAA3joJexbZs2aLY2NiKx5cu4DZixAgtWLBAQ4cOVU5Ojl588UVlZmaqffv2Wr58uZo0aWJWZPyosa+Hpg5qrydvb6F3N6Tr/aTDOpCVr6cXb9eM+P36fa9mGtotVHVcrWZHBQAAAFANUdCrWExMjH7pznajR4/W6NGjqygRrldAXTf94c7Werx3mD7clKG316fr2NnzeuGrPXpzdaoejmqq4T2bql4dLroBAAAA4NpxTC5wg7zdbXoiJkzrn4nVXwe3V2PfOsopKNYr3+5X1EurNe2bvco6d8HsmAAAAACqCQo6cJPcbVYN79FECZNiNHPoLWoV5KX8olK9lXhQ0S+v0fNLdiojp9DsmAAAAACcHAUdqCQuVosGd26kb8b30vyHuqpLqI+KS8v14XcZin01QeM/Tta+E3lmxwQAAADgpDgHHahkFouhO9oG6fY2gfou/bTmJKRp7f5T+iLluL5IOa7bWwdqdGyYIpr4mR0VAAAAgBOhoAMOYhiGejT3V4/m/tp1LFdzE9K0fFemVu3L0qp9Wbq1mZ9Gx4Spd8v6MgzD7LgAAAAATEZBB6pA+0b1NPvBLjp4Kl9vJR7U58lHtTn9tDann1a7ht56IiZMce2DZbVQ1AEAAIDainPQgSrUvH5dvXxfR62dHKtHopupjs2q3cfzNHZhsu6YkaiPN2eoqLTM7JgAAAAATEBBB0wQXK+O/nRPWyU920fjb2+henVsSs8u0LOf71TvfyZo/rqDKigqNTsmAAAAgCpEQQdM5Ovpqqf6tlTSs330x7vbKMjbTSfyLuhvy/Yq6uXVei1+v84UFJsdEwAAAEAVoKADTsDTzUWP9mqutZNj9dK9HdTU30NnC0v0+qoDinp5tf769R6dyL1gdkwAAAAADkRBB5yIm4tVv7k1VKuejtGsYZ3VNthbhcVlent9unr9c7We+XSHDp7KNzsmAAAAAAfgKu6AE7JaDN3TsaHu7hCsxP2nNCchTZvTT2vRliP6ZOsR9W8frCdiwtS+UT2zowIAAACoJBR0wIkZhqGYVoGKaRWorYdPa86aNK3al6VlOzO1bGembmtZX6NjwtS9mR/3UgcAAACqOQo6UE1ENPHT2yP9tO9EnuYmpOmr7ce1dv8prd1/Sl1CfTQ6Jlx9WgfKwr3UAQAAgGqJc9CBaqZ1A2+9/pvOSpgUqwe7h8rVxaJtGWf16PtbFPf6Oi1NPqbSsnKzYwIAAAC4ThR0oJoK9ffQ34d00PrJsXq8d3PVdXPRDyfPacKiFMW+mqAPNx9RCT0dAAAAqDY4xB2o5gK93TUlro1Gx4Trg42H9M6GQzpy+rxe+GqvvGxWnfBO14ioZvJyt5kdFQAAAMDPYA86UEPUq2PT2D4ttOGZPnphQFs1rOeucyWGXok/oMiXVmv6in3Kzi8yOyYAAACAn0BBB2qYOq5WjYxqppVPRevBsDKF1ffUuQulmr0mTVEvrdZfvtilo2cKzY4JAAAA4H9Q0IEayma16NZAu5aPjdS/fhuhTo3rqai0XO9tPKyY6Qma+EmKDpw8Z3ZMAAAAAD/iHHSghrNYDN3VvoHubBekpLQczUlI1YbUHH2+7Zg+33ZM/doGaXRsuG4J8TE7KgAAAFCrUdCBWsIwDEWFBygqPEDbj5zVnIRUrdh9Ut/uufgTGeav0THhigr3l2FwL3UAAACgqlHQgVqoU4iP3hreValZ5zQ34aC+SDmmpLQcJaXlqGPjehodE6Z+bRvIYqGoAwAAAFWFc9CBWiw80Euv3t9JiZNjNTKyqdxtFu04mqtR/7dNfV9L1OItR1Rcys3UAQAAgKpAQQegRj519MLAdtrwTB+NjQ2Xl7uL0k4V6A+f7lDM9DV6Z326CotLzY4JAAAA1GgUdAAV/Ou6adKdrZT0bB89G9da9b3cdDz3gl78eo+iX16jN1cdUG5hidkxAQAAgBqJgg7gCl7uNo3qHaZ1k2P1t8HtFeJXR6cLivVq/H5FvrRK05bvVVbeBbNjAgAAADUKBR3AT3K3WfXbHk205ukYvf6bW9S6gZcKisv01tqDin55jaZ8vlOHcwrMjgkAAADUCBR0AL/IxWrRoFsa6ZvxvfT2iK6KaOKr4rJyfbQ5Q7GvJOjJj5K1NzPP7JgAAABAtcZt1gBcM8MwdHubIN3eJkib009r9ppUJe4/pa+2H9dX24+rT+tAPRETpm5N/cyOCgAAAFQ7FHQAN+TWZn66tdmt2nUsV3MT0/TNzkyt3pel1fuy1K2pr0bHhCumVX0ZBvdSBwAAAK4Fh7gDuCntG9XT7GFdtOrpGD1wa4hcrRZ9f+iMHl7wvfq/sV5fbj+usnK72TEBAAAAp0dBB1ApmgV4atq9HbV2cqx+36uZPFyt2puZp3EfJavPqwla+F2GikrLzI4JAAAAOC0KOoBK1aCeu56/u602PNNHE+5oIR8Pmw7nFOq5JTvV6+U1mrc2TflFpWbHBAAAAJwOBR2AQ/h6umrCHS2V9Gwf/emetmrg7a6sc0X6x/J9inpptWZ8+4NOFxSbHRMAAABwGhR0AA7l4eqiR6Kbae3kWP3zVx3VPMBTuedL9MbqVEW9tFpTv9qt42fPmx0TAAAAMB0FHUCVcHWx6P5uIYqf2FtzHuyi9o28db6kTO9uOKTe09foD4u3K+1UvtkxAQAAANNwmzUAVcpqMdS/Q7Di2jfQugPZmpOQqk0HT2vx1qP6dNtR3dWugUbHhKtD43pmRwUAAACqFHvQq5kjR44oJiZGbdu2VceOHbV48WKzIwE3xDAM3dayvj5+rKc+Hx2pO9oEyW6Xvtl1QgNmrdfwt79TUlq27HZu0QYAAIDagT3o1YyLi4tmzpypW265RVlZWerSpYv69+8vT09Ps6MBN6xLqK/mj+iqH06c078S0/Tl9uNadyBb6w5k65YQH42OCdMdbYJksRhmRwUAAAAchj3o1UxwcLBuueUWSVJgYKD8/Px0+vRpc0MBlaRVAy+9NvQWJUyK0fAeTeTqYlHKkbN67IOtuuv1tfp821GVlJWbHRMAAABwCAp6FVu7dq0GDBighg0byjAMLV269Ipl5syZo2bNmsnd3V0RERFat27dVT9ry5YtKi8vV0hIiINTA1UrxM9Dfx3cXhue6aMnYsLk5eai/SfzNfGT7YqZnqD3Nx7ShZIys2MCAAAAlYqCXsUKCgrUqVMnzZo166qvL1q0SBMmTNDzzz+v5ORk9erVS3FxccrIyLhsuZycHD300EOaN29eVcQGTFHfy03P3NVaG6b00R/ubCV/T1cdO3tef/5it6JfXq3Za1KVd6HE7JgAAABApeAc9CoWFxenuLi4n3x9xowZeuSRR/Too49KkmbOnKkVK1Zo7ty5mjZtmiSpqKhIQ4YM0ZQpUxQZGfmz6ysqKlJRUVHF47y8PElSSUmJSkrMLTaX1m92jpqqJs23jlV6LLqJHureWJ9uO6b56w/p2NkLmr7iB81NSNODt4ZoZGSoAuq6VVmmmjRfZ8R8HY8ZOxbzdSzm61jM17Gcab7OkAGXM+xcItk0hmFoyZIlGjx4sCSpuLhYHh4eWrx4sYYMGVKx3Pjx45WSkqLExETZ7XYNGzZMrVq10gsvvPCL63jhhRc0derUK55fuHChPDw8KuurAFWqrFzalmNo5TGLTpy/eOE4m2FX90C7+jQsl7+7yQEBAACqgcLCQg0bNky5ubny9vY2Ow7EHnSnkp2drbKyMgUFBV32fFBQkE6cOCFJ2rBhgxYtWqSOHTtWnL/+wQcfqEOHDlf9zClTpmjixIkVj/Py8hQSEqJ+/fqZ/o+wpKRE8fHx6tu3r2w2m6lZaqKaPt8Bkv5UbtfqH07pX2vTtf1ortafNLTxlFX3dGigx3s1U4ugug5bf02fr9mYr+MxY8divo7FfB2L+TqWM8330tG1cB4UdCdkGJffSsput1c8Fx0drfLya7+KtZubm9zcrjzs12azmf4L4RJnylIT1fT5xnVspLs6NNTGgzmam5CmdQey9cX2TH2xPVN3tAnS6NgwdQn1ddj6a/p8zcZ8HY8ZOxbzdSzm61jM17GcYb5mrx9XoqA7kYCAAFmt1oq95ZdkZWVdsVcdwP9nGIYiwwIUGRagHUfPam5Cmv6z+4RW7j2plXtPqkdzP42OCVevFgFX/AEMAAAAcBZcxd2JuLq6KiIiQvHx8Zc9Hx8f/4sXgwNwUcfGPpr72wjFP9Vbv45oLBeLoU0HT+uhdzZrwKz1Wr4zU2XlXHoDAAAAzoc96FUsPz9fqampFY/T09OVkpIiPz8/hYaGauLEiRo+fLi6du2qnj17at68ecrIyNCoUaNMTA1UP+GBdTX91530VN+W+ve6g/p48xHtOpan0R9uU/MAT43qHabBnRvJ1YW/UwIAAMA5UNCr2JYtWxQbG1vx+NIF3EaMGKEFCxZo6NChysnJ0YsvvqjMzEy1b99ey5cvV5MmTcyKDFRrDX3q6C8D2unJPi20YEO6FiQd0sHsAk3+bIdeW7lfj/ZqrgduDZGHK78OAQAAYC7+i7SKxcTE6JfubDd69GiNHj26ihIBtYOfp6sm9mulx3qHaeF3hzV/Xboycy/or1/v0ZurD2hkZFONjGwqHw9Xs6MCAACgluLYTgC1Sl03Fz12W5jWTo7VP4Z0UBN/D50tLNHMlQcU+dJq/e3rPTqRe8HsmAAAAKiFKOgAaiV3m1XDuodq1cTeeuOBzmoT7K3C4jLNX5+u2/65RlM+36H07AKzYwIAAKAWoaADqNVcrBYN7NRQy8dF692R3dStqa+Ky8r10eYjuv3VBI1ZuE27j+eaHRMAAAC1AOegA4Au3ks9tnWgYlsH6vtDpzVnTarW/HBKy3ZkatmOTPVuWV9jYsN1azM/s6MCAACghqKgA8D/6NbUT+8+fKv2HM/T3MQ0LdtxXIn7Tylx/yl1beKrJ2LC1CvM1+yYAAAAqGE4xB0AfkLbht5684HOWv10jB64NVSuVou2HD6jR97bogGzN+r7U4bOXSgxOyYAAABqCPagA8AvaBrgqWn3dtCEO1ro7fXp+nDTYf1wMl8/nLTqo2kJ6ti4nqLCAhQZ7q8uob5yt1nNjgwAAIBqiIIOANcoyNtdz/VvozEx4XpnfZo+TEpV9gUpOeOskjPOataaVLm5WNStqZ+iwgMUFe6vdg3ryWoxzI4OAACAaoCCDgDXqZ6HTWNjw9T8/A/qFBmrzYdytSEtWxtSc5SdX6T1qdlan5p9cdk6NvVo7qfo8ABFhgeoeYCnDIPCDgAAgCtR0AHgJjTyqaP7u3nr/m4hstvtOpCVrw2pF8v6dwdzlHu+RCt2n9SK3SclSQ283RUZ7q+osABFhQeoQT13k78BAAAAnAUFHQAqiWEYahnkpZZBXno4qplKy8q141iukn4s7FsPn9GJvAv6fNsxfb7tmCQprL6nosIDFBkWoJ7N/VXPw2bytwAAAIBZKOgA4CAuVou6hPqqS6ivxvZpofPFZdpy+LQ2pOYoKS1bO4/lKu1UgdJOFej9jYdlMaQOjeopMjxAUWEB6tqUC84BAADUJhR0AKgidVyt6tWivnq1qC9JOltYrE0Hc7QhNUcb0rJ18FSBth/N1fajuZqbkCZXF4siQn0V3SJAkWH+6tConlys3B0TAACgpqKgA4BJfDxcdVf7YN3VPliSlJl7Xkk/lvUNqdk6mVekjQdztPFgjiTJy81F3Zv7KyrcX9HhAQoPrMsF5wAAAGoQCjoAOIngenX0q4jG+lVEY9ntdqWdKlDSj2V9Y1qO8i6UauXek1q59+IF5wK93BQZ5n/xkPjwADXyqWPyNwAAAMDNoKADgBMyDEPhgXUVHlhXD/VsqrJyu3Ydu3g7t6TUHH1/6LSyzhVpacpxLU05LklqFuCpyDB/RYVfvOCcr6eryd8CAAAA14OCDgDVgNViqFOIjzqF+Gh0TLgulJRp2+EzFfdf33H0rNKzC5SeXaAPv8uQYUjtGnorKuzi/de7NfWVhyu/8gEAAJwZ/7UGANWQu82qyPCL5fsPd0p5F0r03cHTP96DPVsHsvK161iedh3L01trD8pmNdQ51FdRYQGKbuGvjo19ZOOCcwAAAE6Fgg4ANYC3u0192wapb9sgSVJW3gUlpeVUFPbjuRe0Of20Nqef1msrJU9Xq7o39684JL51Ay8uOAcAAGAyCjoA1ECB3u4a3LmRBnduJLvdrkM5hdqQmq2ktGwlpeXobGGJVu/L0up9WZKkgLqu6hkWoKgfC3uIn4fJ3wAAAKD2oaADQA1nGIaaBXiqWYCnftujicrL7dqTmXdx73pajr5PP63s/GJ9tf24vtp+8YJzoX4eigr3V2TYxXuw+9d1M/lbAAAA1HwUdACoZSwWQ+0b1VP7RvX0eO8wFZeWKznjjDb8eEh8ypGzyjhdqIzNhfpo8xFJUusGXor+8XZutzbzk6cb//cBAABQ2fgvLACo5VxdLOre3F/dm/trYt+Wyi8q1eb0HG1IvVjY9504V/Ezf326XCyGbgnxUdSPhf2WEB+5unDBOQAAgJtFQQcAXKaum4v6tA5Sn9YXLziXnV+kpLQcJaVma0Nato6cPq8th89oy+Ezen3VAXm4WtWtqV/FIfFtg71lsXDBOQAAgOtFQQcA/KyAum4a2KmhBnZqKEnKyCn88f7r2dqYlqOcgmIl7j+lxP2nJEm+HraL566H+ysqLEBN/D24QjwAAMA1oKADAK5LqL+HQv1D9cCtoSovt+uHk+cqbue2Of20zhSWaNnOTC3bmSlJauRTR1HhF68O3zPMX4Fe7iZ/AwAAAOdEQQcA3DCLxVCbYG+1CfbWo72aq6SsXNuPnL14/npatpIzzujY2fP6ZMtRfbLlqCSpZVBdRYYFKDo8QN2b+8nL3WbytwAAAHAOFHQAQKWxWS3q2tRPXZv6afwdLVRYXKrN6aeV9OMV4vdk5mn/yXztP5mvBUmHZLUY6ti4nqLCLl5wrksTH7m5WM3+GgAAAKagoAMAHMbD1UUxrQIV0ypQknS6oFgb0y7uXU9KzdahnEIlZ5xVcsZZzVqTKnebRd2a+ql7U1/Z86WycrvYvw4AAGoLCjoAoMr4ebrq7o7BurtjsCTp6JlCJf14OPyG1Bxl5xdp3YFsrTuQLclF81PXqGfzgItXiA8PUPMATy44BwAAaiwKOgDANI19PXR/Nw/d3y1EdrtdB7LytSE1W+sPnNKGA1nKPV+q/+w+of/sPiFJauDtrshwf0X/eA/2IG8uOAcAAGoOCjoAwCkYhqGWQV5qGeSl397aWF8tW67GHSO1+dDFi85tPXxGJ/Iu6PNtx/T5tmOSpLD6nor6saz3aO6venU4IB4AAFRfFHQAgFOyGlLnEB/d2ry+xvZpofPFZdpy+LQ2pOYoKS1bO4/lKu1UgdJOFej9jYdlMaQOjeopMjxAUWEB6trUV+42LjgHAACqDwo6AKBaqONqVa8W9dWrRX1J0tnCYm06mFNxS7eDpwq0/Wiuth/N1dyENLm6WNS1ia+iwgMUGeavDo3qycVqMflbAAAA/DQKOgCgWvLxcNVd7YN1V/uLF5zLzD3/Xxecy9bJvCIlpeUoKS1HkuTl7qIezf0VFeavqPAAhQfW5YJzAADAqVDQAQA1QnC9OvpVRGP9KqKx7Ha70k4VKOnHsr4xLUd5F0oVv+ek4veclCQFerkp8seyHhUeoIY+dUz+BgAAoLajoAMAahzDMBQeWFfhgXX1UM+mKiu3a9ex3B/vv56j7w+dVta5Ii1NOa6lKcclSc0CPCsKe8/m/vL1dDX5WwAAgNqGgl4Nff3113r66adVXl6uZ555Ro8++qjZkQDAqVkthjqF+KhTiI9Gx4TrQkmZth0+U3H/9R1Hzyo9u0Dp2QX68LsMGYbUrqG3osICFBkeoFub+qmOKxecAwAAjkVBr2ZKS0s1ceJErVmzRt7e3urSpYvuvfde+fn5mR0NAKoNd5tVkeEXy/cf7pTyLpTou4OntSH14iHxB7LytetYnnYdy9Nbaw/KZjXUJdT3x8Ph/dWxsY9sXHAOAABUMgp6NbN582a1a9dOjRo1kiT1799fK1as0AMPPGByMgCovrzdberbNkh92wZJkrLyLigpLaeisB/PvaDv0k/ru/TTmhEv1XVzUfdmfhdv6Rbur1ZBXlxwDgAA3DQKehVbu3atpk+frq1btyozM1NLlizR4MGDL1tmzpw5mj59ujIzM9WuXTvNnDlTvXr1kiQdP368opxLUuPGjXXs2LGq/AoAUOMFertrcOdGGty5kex2uw7lFGpDaraS0rKVlJajs4UlWrUvS6v2ZUmSAuq6qmdYgKLD/RUZFqAQPw+TvwEAAKiOKOhVrKCgQJ06ddLDDz+sX/3qV1e8vmjRIk2YMEFz5sxRVFSU3nrrLcXFxWnPnj0KDQ2V3W6/4j3stQEAxzEMQ80CPNUswFO/7dFE5eV27cnMu7h3PS1H36efVnZ+sb7aflxfbb94wblQPw9F/VjWI8P85V/XzeRvAQAAqgMKehWLi4tTXFzcT74+Y8YMPfLIIxUXfps5c6ZWrFihuXPnatq0aWrUqNFle8yPHj2q7t27/+TnFRUVqaioqOJxXl6eJKmkpEQlJSU3+3VuyqX1m52jpmK+jsV8HcvZ59sq0EOtAkP1u8hQFZeWK+XoWW1MO62kg6e1/WiuMk4XKmNzoT7afESS1LqBlyKb+6lnmJ+6NfGVp5v5//fr7DOu7pivYzFfx2K+juVM83WGDLicYb/aLllUCcMwLjvEvbi4WB4eHlq8eLGGDBlSsdz48eOVkpKixMRElZaWqk2bNkpISKi4SNymTZvk7+9/1XW88MILmjp16hXPL1y4UB4eHIIJAJXtQpmUlmdof+7Fn+OFlx/lZDHsalpXalnPrpb1ytWkruTC9eYAACYoLCzUsGHDlJubK29vb7PjQOxBdyrZ2dkqKytTUFDQZc8HBQXpxIkTkiQXFxe9+uqrio2NVXl5uSZPnvyT5VySpkyZookTJ1Y8zsvLU0hIiPr162f6P8KSkhLFx8erb9++stlspmapiZivYzFfx6pJ883JL9LGg6e18eDFPexHz5zXwXPSwXOG/nPUIg9Xq7o28VFkmL96NvdT6yAvWSyOP3WpJs3YGTFfx2K+jsV8HcuZ5nvp6Fo4Dwq6E/rfc8rtdvtlzw0cOFADBw68ps9yc3OTm9uV5z7abDbTfyFc4kxZaiLm61jM17Fqwnwb+No0JKKuhkSESpIycgp/vP96tjam5SinoFhrD+Ro7YEcSZKfp6t6NvdXZLi/osMDFOrn4dBrjdSEGTsz5utYzNexmK9jOcN8zV4/rkRBdyIBAQGyWq0Ve8svycrKumKvOgCgegr191Cof6geuDVU5eV2/XDyXMXt3Dann9bpgmIt25mpZTszJUmNfOooKtxfUeEBigwLUH0vLjgHAEBNRUF3Iq6uroqIiFB8fPxl56DHx8dr0KBBJiYDADiCxWKoTbC32gR769FezVVSVq7tR85qQ2qONqRlKznjjI6dPa9PthzVJ1uOSpJaBXkpMtxfUWEB6t7cT17u7P0AAKCmoKBXsfz8fKWmplY8Tk9PV0pKivz8/BQaGqqJEydq+PDh6tq1q3r27Kl58+YpIyNDo0aNMjE1AKAq2KwWdW3qp65N/TT+jhYqLC7V5vTTSkrL0YbUbO3JzNMPJ8/ph5Pn9O6GQ7JaDHVsXE/RP+5d79LER24uVrO/BgAAuEEU9Cq2ZcsWxcbGVjy+dAG3ESNGaMGCBRo6dKhycnL04osvKjMzU+3bt9fy5cvVpEkTsyIDAEzi4eqimFaBimkVKEk6XVCsjWkX964npWbrUE6hkjPOKjnjrN5cnSp3m0XdmvopMixA0eEBatvQW9YquOAcAACoHBT0KhYTE6NfurPd6NGjNXr06CpKBACoLvw8XXV3x2Dd3TFYknTs7PmK89c3pOYoO79I6w5ka92BbL0sqV4dm3o29684h71ZgKdDLzgHAABuDgUdAIBqqpFPHd3fNUT3dw2R3W7Xgaz8irL+3cEc5Z4v0X92n9B/dl+8+GhwPXdFhgUoKtxftzapZ3J6AADwvyjoAADUAIZhqGWQl1oGeenhqGYqLSvXjmO5SvqxsG89fEaZuRf02baj+mzbxQvOtfe1qGGHs+rWvL7J6QEAgERBBwCgRnKxWtQl1FddQn01tk8LnS8u05bDp7UhNUdJadnaeSxXu85Y9Ot5mxUV7q8xseHq2dyfQ+ABADARBR0AgFqgjqtVvVrUV68WF/eW7888qz8tXKetOdaLt3VLzVGXUB+NiQ1Xn9aBFHUAAExgMTsAAACoes0CPDUsvFyrnorWiJ5N5OZi0baMs3rkvS3q/8Z6fb3juMrKf/6ipgAAoHJR0AEAqMUa+tTR1EHttf6ZPnq8d3N5ulq1NzNPYxcmq+9riVq85YhKysrNjgkAQK1AQQcAAKrv5aYpcW204dk+euqOlvLxsOngqQL94dMdipmeoA82HtKFkjKzYwIAUKNR0AEAQAUfD1eNv6OF1j/TR8/1b636Xm46dva8/vTFbkW/vEZvJaYpv6jU7JgAANRIFHQAAHCFum4ueuy2MK2bHKu/DmqnRj51lJ1fpGnf7FPUS6s1c+V+nS0sNjsmAAA1CgUdAAD8JHebVcN7NlXCH2I0/b6Oah7gqdzzJZq58oCiXlqtad/s1alzRWbHBACgRqCgAwCAX2SzWvTrriGKn9hbs4d1UZtgbxUUl+mtxIOKfnm1/vLFLh07e97smAAAVGsUdAAAcM2sFkN3dwzW8nHRemdkV3UJ9VFRabne23hYvf+5Rn9YvF0HT+WbHRMAgGrJxewAAACg+jEMQ31aBym2VaA2HszR7DWp2pCao8Vbj+qzbUfVv0OwxsSGq02wt9lRAQCoNijoAADghhmGociwAEWGBSg544xmr0nVyr1Z+npHpr7ekak72gRqTGy4Oof6mh0VAACnR0EHAACVonOor+aP6Ka9mXmavSZVy3ZmauXeLK3cm6WocH+NiQlXzzB/GYZhdlQAAJwS56ADAIBK1SbYW7OGddGqib11f9fGcrEY2pCao2Hzv9O9c5O0au9J2e12s2MCAOB0KOgAAMAhmtevq3/e10mJk2M1omcTublYlJxxVo+8t0X931ivr3ccV1k5RR0AgEso6AAAwKEa+dTR1EHttf6ZPnq8d3N5ulq1NzNPYxcmq++MRH2y5YhKysrNjgkAgOko6AAAoErU93LTlLg22vBsHz11R0v5eNh0MLtAkz/doZjpCXp/4yFdKCkzOyYAAKahoAMAgCrl4+Gq8Xe00Ppn+ui5/q1V38tNx86e15+/2K3ol9forcQ05ReVmh0TAIAqR0EHAACmqOvmosduC9O6ybH666B2auRTR9n5RZr2zT5FvbRaM1fu19nCYrNjAgBQZSjoAADAVO42q4b3bKqEP8Ro+n0d1TzAU7nnSzRz5QFFvbRa077Zq1PnisyOCQCAw1HQAQCAU7BZLfp11xDFT+yt2cO6qE2wtwqKy/RW4kFFv7xaf/5il46dPW92TAAAHIaCDgAAnIrVYujujsFaPi5a74zsqi6hPioqLdf7Gw+r9z/X6A+Lt+vgqXyzYwIAUOlczA4AAABwNYZhqE/rIMW2CtTGgzmavSZVG1JztHjrUX227aj6dwjWmNhwtQn2NjsqAACVgoIOAACcmmEYigwLUGRYgJIzzmj2mlSt3Julr3dk6usdmbq9daDG9AlXl1Bfs6MCAHBTKOgAAKDa6Bzqq/kjumlvZp5mr0nVsp2ZWrUvS6v2ZSkyzF9jY8PVM8xfhmGYHRUAgOvGOegAAKDaaRPsrVnDumjVxN66v2tjuVgMJaXlaNj873Tv3CSt2ntSdrvd7JgAAFwXCjoAAKi2mtevq3/e10mJk2M1omcTublYlJxxVo+8t0X931ivr3ccV1k5RR0AUD1Q0AEAQLXXyKeOpg5qr/XP9NHjvZvL09WqvZl5GrswWX1nJOqTLUdUUlZudkwAAH4WBR0AANQY9b3cNCWujTY820dP3dFSPh42Hcwu0ORPdyhmeoLe33hIF0rKzI4JAMBVUdABAECN4+PhqvF3tND6Z/rouf6tVd/LTcfOntefv9it6JfX6K3ENOUXlZodEwCAy1DQAQBAjVXXzUWP3RamdZNj9ddB7dTIp46y84s07Zt9inpptWau3K+zhcVmxwQAQBIFHQAA1ALuNquG92yqhD/EaPp9HdU8wFO550s0c+UBRb20WtOW71XWuQtmxwQA1HIUdAAAUGvYrBb9umuI4if21uxhXdQm2FsFxWV6a+1B9Xp5jf78xS4dO3ve7JgAgFqKgg4AAGodq8XQ3R2DtXxctN4Z2VVdQn1UVFqu9zceVu9/rtEfFm/XwVP5ZscEANQyLmYHAAAAMIthGOrTOkixrQK18WCOZq9J1YbUHC3eelSfbjuq/h2CNSYmXG0bepsdFQBQC1DQAQBArWcYhiLDAhQZFqDkjDOavSZVK/dmadmOTC3bkanbWwdqTJ9wdQn1NTsqAKAG4xD3aubIkSOKiYlR27Zt1bFjRy1evNjsSAAA1CidQ301f0Q3fTO+l+7pGCzDkFbty9K9c5I07N+blJSaLbvdbnZMAEANxB70asbFxUUzZ87ULbfcoqysLHXp0kX9+/eXp6en2dEAAKhR2gR7a9awLpp4Kl//SkzT59uOKSktR0lpOeoc6qOxseHq0zpQhmGYHRUAUEOwB72aCQ4O1i233CJJCgwMlJ+fn06fPm1uKAAAarDm9evqn/d1UuLkWI3o2URuLhYlZ5zVI+9tUdzr6/TV9uMqK2ePOgDg5lHQK9natWs1YMAANWzYUIZhaOnSpVcsM2fOHDVr1kzu7u6KiIjQunXrbmhdW7ZsUXl5uUJCQm4yNQAA+CWNfOpo6qD2Wv9MHz3eu7k8Xa3ad+KcnvwoWX1nJOqTLUdUUlZudkwAQDVGQa9kBQUF6tSpk2bNmnXV1xctWqQJEybo+eefV3Jysnr16qW4uDhlZGRULBMREaH27dtf8XP8+PGKZXJycvTQQw9p3rx5Dv9OAADg/6vv5aYpcW204dk+euqOlvLxsOlgdoEmf7pDMdMT9P7GQ7pQUmZ2TABANcQ56JUsLi5OcXFxP/n6jBkz9Mgjj+jRRx+VJM2cOVMrVqzQ3LlzNW3aNEnS1q1bf3YdRUVFGjJkiKZMmaLIyMhfXLaoqKjicV5eniSppKREJSUl1/SdHOXS+s3OUVMxX8divo7FfB2PGd88T5uh0b2b6qEejfXx90f1zoZDOnb2vP78xW69vvKAovwNReafl09ds5PWPGy/jsV8HcuZ5usMGXA5w85lSB3GMAwtWbJEgwcPliQVFxfLw8NDixcv1pAhQyqWGz9+vFJSUpSYmPiLn2m32zVs2DC1atVKL7zwwi8u/8ILL2jq1KlXPL9w4UJ5eHhc83cBAAA/r6Rc2pRlaNUxi84UX7xwnIfVrtuC7bqtQbk8bSYHBID/UVhYqGHDhik3N1fe3t5mx4HYg16lsrOzVVZWpqCgoMueDwoK0okTJ67pMzZs2KBFixapY8eOFee3f/DBB+rQocNVl58yZYomTpxY8TgvL08hISHq16+f6f8IS0pKFB8fr759+8pm479aKhvzdSzm61jM1/GYsWMMklRSVq4l247q9W/3KuuCof8cNbQuy6YHbg3R7yKbqL6Xm9kxqz22X8divo7lTPO9dHQtnAcF3QT/ezsWu91+zbdoiY6OVnn5tV+Axs3NTW5uV/6HgM1mM/0XwiXOlKUmYr6OxXwdi/k6HjOufDabdH+3UHlk7ZK1SRfNXXtIezPzNH/9IX2wKUNDu4Xosduaq7EvR7LdLLZfx2K+juUM8zV7/bgSF4mrQgEBAbJarVfsLc/KyrpirzoAAKjeLIYU176Blo+L1jsju6pLqI+KSsv1/sbDipmeoEmLt+vgqXyzYwIAnAgFvQq5uroqIiJC8fHxlz0fHx//ixd7AwAA1ZNhGOrTOkifPRGphb/vrqhwf5WW2/Xp1qO6fUaixizcpj3HOcwUAMAh7pUuPz9fqampFY/T09OVkpIiPz8/hYaGauLEiRo+fLi6du2qnj17at68ecrIyNCoUaNMTA0AABzNMAxFhgUoMixAyRlnNHtNqlbuzdKyHZlatiNTt7cO1Jg+4eoS6mt2VACASSjolWzLli2KjY2teHzpAm0jRozQggULNHToUOXk5OjFF19UZmam2rdvr+XLl6tJkyZmRQYAAFWsc6iv5o/opr2ZeZqTkKZlO45r1b4srdqXpcgwf42NDVfPMP9rvkYNAKBmoKBXspiYGP3SnetGjx6t0aNHV1EiAADgrNoEe+vNBzprYt+WmpuQqs+3HVNSWo6S0nLUOdRHY2LCdXubQIo6ANQSnIMOAABgsmYBnvrnfZ2UODlWI3o2kZuLRckZZ/Xo+1sU9/o6fbX9uMrKf34HAACg+qOgAwAAOIlGPnU0dVB7rX+mj0b1DpOnq1X7TpzTkx8lq++MRH2y5YhKyq79dqsAgOqFgg4AAOBk6nu56dm41kp69nY9dUdL+XjYdDC7QJM/3aGY6Ql6f+MhXSgpMzsmAKCSUdABAACcVD0Pm8bf0ULrn+mj5/q3Vn0vNx07e15//mK3ol9eo38lpim/qNTsmACASkJBBwAAcHJ13Vz02G1hWjc5Vn8d1E6NfOooO79IL32zT1EvrdZr8ft1trDY7JgAgJtEQQcAAKgm3G1WDe/ZVAl/iNH0+zqqeYCncs+X6PVVBxT10mpNW75XWecumB0TAHCDKOgAAADVjM1q0a+7hih+Ym/NHtZFbYK9VVBcprfWHlT0y2v05y926eiZQrNjAgCuEwUdAACgmrJaDN3dMVjLx0XrnZFd1SXUR8Wl5Xp/42HFTE/QpMXblXYq3+yYAIBr5GJ2AAAAANwcwzDUp3WQYlsFauPBHM1ek6oNqTn6dOtRfbbtqPp3CNaYmHC1behtdlQAwM+goAMAANQQhmEoMixAkWEBSs44o9lrUrVyb5aW7cjUsh2Zur11oMb0CVeXUF+zowIAroKCDgAAUAN1DvXV/BHdtDczT3MS0rRsx3Gt2pelVfuyFBnmrzGx4YoM85dhGGZHBQD8iHPQAQAAarA2wd5684HOWvV0jO7v2lguFkNJaTl6cP53GjInSSv3nJTdbjc7JgBAFHQAAIBaoVmAp/55XyclTo7ViJ5N5OZiUcqRs3r0/S2Ke32dvtp+XGXlFHUAMBMFHQAAoBZp5FNHUwe11/pn+mhU7zB5ulq178Q5PflRsu6YkahPvj+i4tJys2MCQK1EQQcAAKiF6nu56dm41kp69nY9dUdL+XjYlJ5doMmf7VDsKwl6L+mQLpSUmR0TAGoVCjoAAEAtVs/DpvF3tND6Z/rouf6tVd/LTcfOntdfvtyt6JfX6F+JacovKjU7JgDUChR0AAAAqK6bix67LUzrJsfqr4PaqZFPHWXnF+mlb/Yp6qXVei1+v84WFpsdEwBqNAo6AAAAKrjbrBres6kS/hCj6fd1VPMAT+WeL9Hrqw4o6qXVmrZ8r7LOXTA7JgDUSBR0AAAAXMFmtejXXUMUP7G3Zg/rojbB3iooLtNbaw8q+uU1+tPSXTp6ptDsmABQo1DQAQAA8JOsFkN3dwzW8nHRemdkV3UJ9VFxabk+2HRYMdMTNGnxdqWdyjc7JgDUCC5mBwAAAIDzMwxDfVoHKbZVoDYezNHsNanakJqjT7ce1Wfbjqp/h2CNiQlX24beZkcFgGqLgg4AAIBrZhiGIsMCFBkWoOSMM5q9JlUr92Zp2Y5MLduRqT6tAzUmNlwRTXzNjgoA1Q4FHQAAADekc6iv5o/opr2ZeZqTkKZlO45r9b4srd6XpZ7N/TW2T7giw/xlGIbZUQGgWuAcdAAAANyUNsHeevOBzlr1dIzu79pYLhZDGw/m6MH532nInCSt3HNSdrvd7JgA4PQo6AAAAKgUzQI89c/7OilxcqxG9GwiNxeLUo6c1aPvb1Hc6+v01fbjKiunqAPAT6GgAwAAoFI18qmjqYPaa/0zfTSqd5g8Xa3ad+KcnvwoWXfMSNQn3x9RcWm52TEBwOlQ0AEAAOAQ9b3c9GxcayU9e7ueuqOlfDxsSs8u0OTPdij2lQS9l3RIF0rKzI4JAE6Dgg4AAACHqudh0/g7Wmj9M330XP/Wqu/lpmNnz+svX+5W9Mtr9K/ENOUXlZodEwBMR0EHAABAlajr5qLHbgvTusmx+uugdmrkU0fZ+UV66Zt9inpptV6L368zBcVmxwQA01DQAQAAUKXcbVYN79lUCX+I0fT7Oqp5gKdyz5fo9VUHFPXyav1j+V5lnbtgdkwAqHIUdAAAAJjCZrXo111DFD+xt2YP66I2wd4qLC7TvLUHFf3yGv1p6S4dPVNodkwAqDIUdAAAAJjKajF0d8dgLR8XrXdGdlWXUB8Vl5brg02HFTM9QZMWb1faqXyzYwKAw7mYHQAAAACQJMMw1Kd1kGJbBWrjwRzNXpOqDak5+nTrUX227aj6tw/W6NgwtazvYXZUAHAICjoAAACcimEYigwLUGRYgJIzzmj2mlSt3JulZTsztWxnpmJaBqhnHbNTAkDl4xB3AAAAOK3Oob6aP6KbvhnfSwM6NZTFkBL2Z+vVnVZ9sT3T7HgAUKko6AAAAHB6bYK99eYDnbXq6RhFhfmruNzQpE936k9Ld6motMzseABQKSjoAAAAqDaaBXjq7Ye66M7G5ZKkDzYd1v1vbdKxs+dNTgYAN4+CXk0VFhaqSZMmmjRpktlRAAAAqpTVYqh/SLn+Pbyz6tWxafuRs7rnjXVK3H/K7GgAcFMo6NXU3//+d3Xv3t3sGAAAAKaJaVlfXz8ZrQ6N6ulMYYlGvrtZM1fuV3m53exoAHBDKOjV0IEDB7Rv3z7179/f7CgAAACmCvHz0OJRPTWse6jsdmnmygN6eMH3OlNQbHY0ALhuFPRKtnbtWg0YMEANGzaUYRhaunTpFcvMmTNHzZo1k7u7uyIiIrRu3brrWsekSZM0bdq0SkoMAABQvbnbrPrHkA569ded5G6zKHH/Kd3z5nptP3LW7GgAcF0o6JWsoKBAnTp10qxZs676+qJFizRhwgQ9//zzSk5OVq9evRQXF6eMjIyKZSIiItS+ffsrfo4fP64vvvhCLVu2VMuWLavqKwEAAFQLv4porCWjo9TU30PHzp7Xr/+1Uf+36bDsdg55B1A9uJgdoKaJi4tTXFzcT74+Y8YMPfLII3r00UclSTNnztSKFSs0d+7cir3iW7du/cn3b9q0SR9//LEWL16s/Px8lZSUyNvbW3/+85+vunxRUZGKiooqHufl5UmSSkpKVFJSct3frzJdWr/ZOWoq5utYzNexmK/jMWPHYr6O9XPzDQ+oo89Hddczn+9W/N4s/XHpLn2fnqMXB7aRhyv/6Xst2H4dy5nm6wwZcDnDzp8UHcYwDC1ZskSDBw+WJBUXF8vDw0OLFy/WkCFDKpYbP368UlJSlJiYeF2fv2DBAu3atUuvvPLKTy7zwgsvaOrUqVc8v3DhQnl4eFzX+gAAAKoLu11ak2noq8MWlctQcB27fteqTIF1zE4GOI/CwkINGzZMubm58vb2NjsOxB70KpWdna2ysjIFBQVd9nxQUJBOnDjhkHVOmTJFEydOrHicl5enkJAQ9evXz/R/hCUlJYqPj1ffvn1ls9lMzVITMV/HYr6OxXwdjxk7FvN1rGud792Sfp1+WhM+2aHM/GLN3Ouml4e0153tgn7yPWD7dTRnmu+lo2vhPCjoJjAM47LHdrv9iueuxciRI39xGTc3N7m5uV3xvM1mM/0XwiXOlKUmYr6OxXwdi/k6HjN2LObrWNcy3+iWQVo+rpfGLkzW5kOnNfbj7fp9r2aafFdr2axcjunnsP06ljPM1+z140r8VqpCAQEBslqtV+wtz8rKumKvOgAAACpHoLe7Pvx9dz12W3NJ0r/XpevBf3+nrLwLJicDgMtR0KuQq6urIiIiFB8ff9nz8fHxioyMNCkVAABAzWezWvRc/zb612+7qK6bizYfOq3+b6zXpoM5ZkcDgAoc4l7J8vPzlZqaWvE4PT1dKSkp8vPzU2hoqCZOnKjhw4era9eu6tmzp+bNm6eMjAyNGjXKxNQAAAC1w13tg9UyyEujP9ymfSfO6cH532nyna302G3Nb+iUQwCoTBT0SrZlyxbFxsZWPL50gbYRI0ZowYIFGjp0qHJycvTiiy8qMzNT7du31/Lly9WkSROzIgMAANQqzevX1ZLRUXp+yU59nnxM077Zp62Hz+iV+zvJ251zcgGYh4JeyWJiYvRLd64bPXq0Ro8eXUWJAAAA8L/quFr16v2dFNHUV1O/3KNv95zUwDfXa86DEWrbkNtNATAH56ADAACgVjIMQw92b6JPn+ipRj51dCinUEPmbNCnW4+aHQ1ALUVBBwAAQK3WsbGPvn4yWr1b1ldRabkmLd6uKZ/v1IWSMrOjAahlKOgAAACo9Xw9XfXuyG6a2LelDEP6aHOG7vtXko6cLjQ7GoBahIIOAAAASLJYDI27vYXee/hW+XrYtOtYnu55c73W7MsyOxqAWoKCDgAAAPyX21rW19fjeqlTiI9yz5fo4QXf69Vvf1BZ+c9fCBgAbhYFHQAAAPgfjXzq6JPHe+ihnhdvhfvm6lSNeGezcvKLTE4GoCajoAMAAABX4eZi1YuD2uv139yiOjar1qdm654312tbxhmzowGooSjoAAAAwM8YdEsjfTE2Ss3reyoz94KGvrVR7yUdkt3OIe8AKhcFHQAAAPgFLYO89OXYaPXv0EAlZXb95cvdGvdxigqKSs2OBqAGoaADAAAA16Cum4tmD+uiP93TVi4WQ19tP65BszcoNeuc2dEA1BAUdAAAAOAaGYahR6Kb6ePHeijI202pWfkaOGuDvt5x3OxoAGoACjoAAABwnbo29dPXT/ZSz+b+Kiwu09iFyZr61W4Vl5abHQ1ANUZBBwAAAG5AfS83ffDIrXoiJkyS9O6GQ3rg35t0IveCyckAVFcUdAAAAOAGuVgteuau1vr3Q13l5e6irYfP6O431mlDarbZ0QBUQxR0AAAA4Cb1bRukr5+MVptgb+UUFGv4299p9ppUlZdzKzYA146CDgAAAFSCJv6eWjI6Uvd3baxyuzR9xQ/6/ftblFtYYnY0ANUEBR0AAACoJO42q/55Xye9/KsOcnWxaNW+LN0za512Hcs1OxqAaoCCDgAAAFSyod1C9fkTkQrxq6Mjp8/r3rlJWvR9htmxADg5CjoAAADgAO0b1dPXY3vp9taBKi4t1zOf7dQfFm/XhZIys6MBcFIUdAAAAMBB6nnY9O+HuuoPd7aSxZAWbz2qe+ck6XBOgdnRADghCjoAAADgQBaLoTGx4frgke7y93TVnsw83fPmesXvOWl2NABOhoIOAAAAVIGo8AAtG9dLXUJ9dO5CqX7//ha9/J99Ki0rNzsaACdBQQcAAACqSIN67vr4sZ56OKqpJGluQpqGv71Zp84VmRsMgFOgoAMAAABVyNXFor8MaKdZwzrL09WqjQdzdPcb67Tl0GmzowEwGQUdAAAAMME9HRvqi7FRCg+sq6xzRfrNvE2av+6g7Ha72dEAmISCDgAAAJgkPNBLX4yJ0sBODVVabtfflu3VmIXblF9UanY0ACagoAMAAAAm8nRz0eu/uUVTB7aTzWpo+c4TGjhrvfafPGd2NABVjIIOAAAAmMwwDI2IbKpFj/dUcD13HTxVoEGzNmhp8jGzowGoQhR0AAAAwEl0CfXV109GKzo8QOdLyjRhUYr+/MUuFZWWmR0NQBWgoAMAAABOxL+um9773a0a1ydckvT+xsO6/61NOnb2vMnJADgaBR0AAABwMlaLoYn9WumdkV1Vr45N24+c1T1vrNPa/afMjgbAgSjoAAAAgJPq0zpIXz8ZrQ6N6ulMYYlGvLtZr688oPJybsUG1EQUdAAAAMCJhfh5aPGonnrg1lDZ7dJrK/frd+99rzMFxWZHA1DJKOgAAACAk3O3WTXt3g565ded5OZiUcIPp3TPm+u1/chZs6MBqEQUdAAAAKCauC+isZaMjlITfw8dO3tev/7XRn343WHZ7RzyDtQEFHQAAACgGmnb0Ftfjo1Wv7ZBKi4r1/NLdunpxdt1vphbsQHVHQUdAAAAqGbq1bHpreERmhLXWhZD+nzbMQ2Zs0Hp2QVmRwNwEyjoAAAAQDVkGIYe7x2mDx/toYC6btp34pwGvrle/9mVaXY0ADeIgl4NpaenKzY2Vm3btlWHDh1UUMBfSgEAAGqrnmH+Wj4uWrc29dO5olKN+r9t+sfyvSotKzc7GoDrREGvhkaOHKkXX3xRe/bsUWJiotzc3MyOBAAAABMFervrw99312O3NZckzVt7UMPmf6esvAsmJwNwPSjo1czu3btls9nUq1cvSZKfn59cXFxMTgUAAACz2awWPde/jeY+2EV13Vy0Of20+r+xXt8dzDE7GoBrREGvZGvXrtWAAQPUsGFDGYahpUuXXrHMnDlz1KxZM7m7uysiIkLr1q275s8/cOCA6tatq4EDB6pLly76xz/+UYnpAQAAUN3FdQjWl2Oj1CrIS9n5RRo2/zvNW5vGrdiAaoCCXskKCgrUqVMnzZo166qvL1q0SBMmTNDzzz+v5ORk9erVS3FxccrIyKhYJiIiQu3bt7/i5/jx4yopKdG6des0e/Zsbdy4UfHx8YqPj6+qrwcAAIBqoHn9uloyJlJDOjdSWbld/1i+T6P+b6vyLpSYHQ3Az+DY6EoWFxenuLi4n3x9xowZeuSRR/Too49KkmbOnKkVK1Zo7ty5mjZtmiRp69atP/n+xo0bq1u3bgoJCZEk9e/fXykpKerbt+9Vly8qKlJRUVHF47y8PElSSUmJSkrM/QV9af1m56ipmK9jMV/HYr6Ox4wdi/k6FvO9NjZDenlIW93S2Ft/W75PK3af1L7M9Zr1QCe1buD1k+9jvo7lTPN1hgy4nGHnWBeHMQxDS5Ys0eDBgyVJxcXF8vDw0OLFizVkyJCK5caPH6+UlBQlJib+4meWlpaqW7duWr16terVq6dBgwbp8ccf1z333HPV5V944QVNnTr1iucXLlwoDw+PG/tiAAAAqFYO50vv/mDVmWJDNotd9zcv1631qQG1XWFhoYYNG6bc3Fx5e3ubHQdiD3qVys7OVllZmYKCgi57PigoSCdOnLimz3BxcdE//vEP3XbbbbLb7erXr99PlnNJmjJliiZOnFjxOC8vTyEhIerXr5/p/whLSkoUHx+vvn37ymazmZqlJmK+jsV8HYv5Oh4zdizm61jM98b8prBYkz7dqbUHcvRhqlWlPo31p/6t5GazXrYc83UsZ5rvpaNr4Two6CYwDOOyx3a7/Yrnfs4vHUb/39zc3K56GzabzWb6L4RLnClLTcR8HYv5OhbzdTxm7FjM17GY7/UJrGfTgoe7683VqZq5ar8WbTmqPZnnNOfBLgrxu/LISubrWM4wX7PXjytxkbgqFBAQIKvVesXe8qysrCv2qgMAAACVzWIxNP6OFlrw8K3y8bBp57Fc3fPmeq3Zl2V2NACioFcpV1dXRUREXHHV9fj4eEVGRpqUCgAAALVN75b1tWxcL3UK8VHu+RI9vOB7zfj2B5WVc146YCYKeiXLz89XSkqKUlJSJEnp6elKSUmpuI3axIkTNX/+fL3zzjvau3evnnrqKWVkZGjUqFEmpgYAAEBt08injj55vIeG92giSXpjdapGvrtZpwuKTU4G1F6cg17JtmzZotjY2IrHly7QNmLECC1YsEBDhw5VTk6OXnzxRWVmZqp9+/Zavny5mjRpYlZkAAAA1FJuLlb9dXB7RTTx1ZTPd2rdgWwNmrNRD4SanQyonSjolSwmJka/dOe60aNHa/To0VWUCAAAAPh5gzs3Uptgbz3xf1t1MLtAb+y2yvu7DI2Man5dFzMGcHM4xB0AAACAWjXw0hdjo3RXuyCV2Q1N/Xqfxn+cooKiUrOjAbUGBR0AAACAJMnL3aY3hnbU4CZlsloMfbn9uAbP3qDUrHyzowG1AgUdAAAAQAXDMBTb0K7/+11XBXq56UBWvgbNWq9lOzLNjgbUeBR0AAAAAFfo2sRXX4+LVo/mfiooLtOYhdv04ld7VFJWbnY0oMaioAMAAAC4qkAvd/3fI901qneYJOmdDen6zbxNOpF7weRkQM1EQQcAAADwk1ysFj0b11rzhkfIy91FWw+f0T1vrlNSarbZ0YAah4IOAAAA4Bf1a9dAXz8ZrTbB3srOL9Zv3/5OcxJSVV7+87cYBnDtKOgAAAAArkkTf08tGR2p+yIaq9wu/fM/P+ixD7Yot7DE7GhAjUBBBwAAAHDN3G1WTb+vo166t4NcXSxauTdL98xap13Hcs2OBlR7FHQAAAAA18UwDP3m1lB9/kSkGvvW0ZHT53Xv3CR98v0Rs6MB1RoFHQAAAMANad+onpY92Ut9WgequLRckz/bocmfbteFkjKzowHVEgUdAAAAwA2r52HT/Ie66g93tpLFkD7ZclT3zklSRk6h2dGAaoeCDgAAAOCmWCyGxsSG6/3fdZefp6v2ZObpnjfXaeWek2ZHA6oVCjoAAACAShHdIkDLxkWrS6iP8i6U6tH3t+if/9mn0rJys6MB1QIFHQAAAEClCa5XRx8/1lMjI5tKkuYkpOmhdzYrO7/I3GBANUBBBwAAAFCpXF0semFgO735QGd5uFqVlJaju99Ypy2HTpsdDXBqFHQAAAAADjGgU0N9OTZK4YF1dTKvSL+Zt0nvrE+X3W43OxrglCjoAAAAABwmPNBLX4yJ0j0dg1VabteLX+/R2I+SlV9UanY0wOlQ0AEAAAA4lKebi958oLNeGNBWLhZDy3ZkauCs9dp/8pzZ0QCnQkEHAAAA4HCGYWhkVDMterynGni76+CpAg2atUFfpBwzOxrgNCjoAAAAAKpMRBNfLRsXrahwf50vKdP4j1P0ly92qbiUW7EBFHQAAAAAVcq/rpve/113jY0NlyS9t/Gw7n9ro46fPW9yMsBcFHQAAAAAVc5qMTTpzlZ6Z2RXebu7KOXIWd39xjqtO3DK7GiAaSjoAAAAAEzTp3WQlo3rpfaNvHWmsEQPvbNZb6w6oPJybsWG2oeCDgAAAMBUIX4e+nRUpB64NUR2uzQjfr9+9973OltYbHY0oEpR0AEAAACYzt1m1bR7O2r6fR3l5mJRwg+ndPcb67Xj6FmzowFVhoIOAAAAwGn8umuIPh8dqSb+Hjp29rzum7tRH353WHY7h7yj5qOgAwAAAHAq7RrW05djo9W3bZCKy8r1/JJdenrxdp0vLjM7GuBQFHQAAAAATqdeHZvmDY/Qs3GtZTGkz7cd05A5G5SeXWB2NMBhKOgAAAAAnJJhGBrVO0wfPtpDAXXdtO/EOQ18c71W7D5hdjTAISjoAAAAAJxazzB/LRsXrW5NfXWuqFSPf7BV05bvVWlZudnRgEpFQQcAAADg9IK83bXw9z30aHQzSdJbaw9q2PzvlJV3weRkQOWhoAMAAACoFmxWi/54T1vNebCL6rq5aHP6ad395np9dzDH7GhApaCgAwAAAKhW+ncI1pdjo9QqyEunzhVp2PzvNG9tGrdiQ7VHQQcAAABQ7TSvX1dLxkRqSOdGKiu36x/L9+mJ/9umvAslZkcDbhgFHQAAAEC15OHqohn3d9JfB7eXzWroP7tPaNCsDdp3Is/saMANoaADAAAAqLYMw9DwHk20eFSkGvnUUXp2gQbP3qDPtx01Oxpw3Sjo1dBrr72mdu3aqW3btho3bhzn2gAAAKDWuyXER189Ga3bWtbXhZJyTfxku55fslNFpWVmRwOuGQW9mjl16pRmzZqlrVu3aufOndq6das2bdpkdiwAAADAdH6ernp3ZDdNuKOFDEP68LsM/fpfG3XkdKHZ0YBrQkGvhkpLS3XhwgWVlJSopKREgYGBZkcCAAAAnILVYmjCHS317shu8vGwacfRXA2YtV4JP2SZHQ34RRT0SrZ27VoNGDBADRs2lGEYWrp06RXLzJkzR82aNZO7u7siIiK0bt26a/78+vXra9KkSQoNDVXDhg11xx13KCwsrBK/AQAAAFD9xbQK1NdPRqtT43o6W1iihxd8rxnx+1VWzumhcF4U9EpWUFCgTp06adasWVd9fdGiRZowYYKef/55JScnq1evXoqLi1NGRkbFMhEREWrfvv0VP8ePH9eZM2f09ddf69ChQzp27JiSkpK0du3aqvp6AAAAQLXR2NdDn4zqqd/2CJXdLr2x6oBGvrtZpwuKzY4GXJWL2QFqmri4OMXFxf3k6zNmzNAjjzyiRx99VJI0c+ZMrVixQnPnztW0adMkSVu3bv3J9y9evFjh4eHy8/OTJN19993atGmTbrvttqsuX1RUpKKioorHeXkXbzlx6fB4M11av9k5airm61jM17GYr+MxY8divo7FfB2rps3XIukvd7fWLY289ccv92jdgWzd/cY6vTG0o24J8anyPM40X2fIgMsZdi4B7jCGYWjJkiUaPHiwJKm4uFgeHh5avHixhgwZUrHc+PHjlZKSosTExF/8zE2bNumJJ57Qxo0bZbPZNHDgQD322GMaNGjQVZd/4YUXNHXq1CueX7hwoTw8PG7siwEAAADV0PEC6Z39Vp26YMhq2DWkabmig+wyDLOTmaOwsFDDhg1Tbm6uvL29zY4DsQe9SmVnZ6usrExBQUGXPR8UFKQTJ05c02f06NFD/fv3V+fOnWWxWHT77bdr4MCBP7n8lClTNHHixIrHeXl5CgkJUb9+/Uz/R1hSUqL4+Hj17dtXNpvN1Cw1EfN1LObrWMzX8ZixYzFfx2K+jlXT5zv0QqmeXbJL3+7J0qfpVhV5NdDfBrWVh2vVVCNnmu+lo2vhPCjoJjD+5090drv9iud+zt///nf9/e9/v6Zl3dzc5ObmdsXzNpvN9F8IlzhTlpqI+ToW83Us5ut4zNixmK9jMV/Hqqnz9bPZ9Nbwrnp7fbqmfbNPX+04oR9O5mvubyMUVr9uleVwhvmavX5ciYvEVaGAgABZrdYr9pZnZWVdsVcdAAAAgGMYhqFHezXXR7/voUAvN+0/ma+Bb67X8p2ZZkdDLUdBr0Kurq6KiIhQfHz8Zc/Hx8crMjLSpFQAAABA7XRrMz99PS5a3Zv5qaC4TKM/3Ka/fr1HJWXlZkdDLUVBr2T5+flKSUlRSkqKJCk9PV0pKSkVt1GbOHGi5s+fr3feeUd79+7VU089pYyMDI0aNcrE1AAAAEDtFOjlrg8f7a5RvcMkSW+vT9cD8zbpRO4Fk5OhNuIc9Eq2ZcsWxcbGVjy+dIG2ESNGaMGCBRo6dKhycnL04osvKjMzU+3bt9fy5cvVpEkTsyIDAAAAtZqL1aJn41qrc6iPJn2yXVsOn9E9b67TGw90VmRYgNnxUItQ0CtZTEyMfunOdaNHj9bo0aOrKBEAAACAa3FnuwZq9aSXRv3fVu07cU6/nf+dJt3ZSqNuC5PFUkvvxYYqxSHuAAAAAPCjpgGeWjI6Sr/q0ljldumf//lBj32wVbnnS8yOhlqAgg4AAAAA/6WOq1Wv/Lqjpt3bQa4uFq3ce1ID3lyv3cdzzY6GGo6CDgAAAAD/wzAMPXBrqD4bFanGvnWUcbpQ985J0idbjpgdDTUYBR0AAAAAfkKHxvX09ZPRim1VX0Wl5Zr86Q498+kOXSgpMzsaaiAKOgAAAAD8DB8PV709opsm9Wspw5AWbTmiX81NUkZOodnRUMNQ0AEAAADgF1gshsb2aaEPftddfp6u2n08T/e8uU6r9p40OxpqEAo6AAAAAFyj6BYB+vrJaHUO9VHehVI98t4WTV+xT2XlP3+rZeBaUNABAAAA4Do09KmjRY/11MjIppKk2WvS9NA73yk7v8jcYKj2KOgAAAAAcJ1cXSx6YWA7vfFAZ3m4WrUhNUf3vLFeWw+fNjsaqjEKOgAAAADcoIGdGuqLMVEKq++pE3kXNPStTXp3Q7rsdg55x/WjoAMAAADATWgR5KUvxkbrno7BKi23a+pXezT2o2TlF5WaHQ3VDAUdAAAAAG5SXTcXvflAZ/1lQFu5WAwt25GpQbPW68DJc2ZHQzVCQQcAAACASmAYhh6OaqZFj/dQA293pZ0q0KDZG/Tl9uNmR0M1QUEHAAAAgEoU0cRPX4+LVmSYvwqLyzTuo2T95YtdKi4tNzsanBwFHQAAAAAqWUBdN33wSHeNjQ2XJL238bCGztuozNwLJieDM6OgAwAAAIADWC2GJt3ZSm+P6CpvdxclZ5zVoDkb9cNZw+xocFIUdAAAAABwoNvbBOnrJ3upXUNvnSks0bv7LTp3ocTsWHBCFHQAAAAAcLBQfw999kSk7o9opAfCyuXlbjM7EpwQBR0AAAAAqoC7zaq/D26nTv52s6PASVHQAQAAAABwAhR0AAAAAACcAAUdAAAAAAAnQEEHAAAAAMAJUNABAAAAAHACFHQAAAAAAJwABR0AAAAAACdAQQcAAAAAwAlQ0AEAAAAAcAIUdAAAAAAAnAAFHQAAAAAAJ0BBBwAAAADACVDQAQAAAABwAhR0AAAAAACcgIvZAVC17Ha7JCkvL8/kJFJJSYkKCwuVl5cnm81mdpwah/k6FvN1LObreMzYsZivYzFfx2K+juVM873UCS51BJiPgl7LnDt3TpIUEhJichIAAAAAzuDcuXOqV6+e2TEgybDz55Japby8XMePH5eXl5cMwzA1S15enkJCQnTkyBF5e3ubmqUmYr6OxXwdi/k6HjN2LObrWMzXsZivYznTfO12u86dO6eGDRvKYuHsZ2fAHvRaxmKxqHHjxmbHuIy3t7fpv5xqMubrWMzXsZiv4zFjx2K+jsV8HYv5OpazzJc9586FP5MAAAAAAOAEKOgAAAAAADgBCjpM4+bmpr/85S9yc3MzO0qNxHwdi/k6FvN1PGbsWMzXsZivYzFfx2K++DlcJA4AAAAAACfAHnQAAAAAAJwABR0AAAAAACdAQQcAAAAAwAlQ0AEAAAAAcAIUdDjUnDlz1KxZM7m7uysiIkLr1q372eUTExMVEREhd3d3NW/eXP/617+qKGn1dD3zTUhIkGEYV/zs27evChNXH2vXrtWAAQPUsGFDGYahpUuX/uJ72H6v3fXOl+332k2bNk3dunWTl5eXAgMDNXjwYP3www+/+D6232t3IzNmG752c+fOVceOHeXt7S1vb2/17NlT33zzzc++h+332l3vfNl2b9y0adNkGIYmTJjws8ux/eK/UdDhMIsWLdKECRP0/PPPKzk5Wb169VJcXJwyMjKuunx6err69++vXr16KTk5Wc8995zGjRunzz77rIqTVw/XO99LfvjhB2VmZlb8tGjRoooSVy8FBQXq1KmTZs2adU3Ls/1en+ud7yVsv78sMTFRY8aM0aZNmxQfH6/S0lL169dPBQUFP/kett/rcyMzvoRt+Jc1btxYL730krZs2aItW7aoT58+GjRokHbv3n3V5dl+r8/1zvcStt3r8/3332vevHnq2LHjzy7H9osr2AEHufXWW+2jRo267LnWrVvbn3322asuP3nyZHvr1q0ve+7xxx+39+jRw2EZq7Prne+aNWvskuxnzpypgnQ1iyT7kiVLfnYZtt8bdy3zZfu9cVlZWXZJ9sTExJ9chu335lzLjNmGb46vr699/vz5V32N7ffm/dx82Xav37lz5+wtWrSwx8fH23v37m0fP378Ty7L9ov/xR50OERxcbG2bt2qfv36XfZ8v379lJSUdNX3bNy48Yrl77zzTm3ZskUlJSUOy1od3ch8L+ncubOCg4N1++23a82aNY6MWauw/VYNtt/rl5ubK0ny8/P7yWXYfm/Otcz4Erbh61NWVqaPP/5YBQUF6tmz51WXYfu9cdcy30vYdq/dmDFjdPfdd+uOO+74xWXZfvG/KOhwiOzsbJWVlSkoKOiy54OCgnTixImrvufEiRNXXb60tFTZ2dkOy1od3ch8g4ODNW/ePH322Wf6/PPP1apVK91+++1au3ZtVUSu8dh+HYvt98bY7XZNnDhR0dHRat++/U8ux/Z74651xmzD12fnzp2qW7eu3NzcNGrUKC1ZskRt27a96rJsv9fveubLtnt9Pv74Y23dulXTpk27puXZfvG/XMwOgJrNMIzLHtvt9iue+6Xlr/Y8Lrqe+bZq1UqtWrWqeNyzZ08dOXJEr7zyim677TaH5qwt2H4dh+33xowdO1Y7duzQ+vXrf3FZtt8bc60zZhu+Pq1atVJKSorOnj2rzz77TCNGjFBiYuJPlki23+tzPfNl2712R44c0fjx4/Xtt9/K3d39mt/H9ov/xh50OERAQICsVusVe3OzsrKu+CvhJQ0aNLjq8i4uLvL393dY1uroRuZ7NT169NCBAwcqO16txPZb9dh+f96TTz6pL7/8UmvWrFHjxo1/dlm23xtzPTO+Grbhn+bq6qrw8HB17dpV06ZNU6dOnfT6669fdVm23+t3PfO9Grbdq9u6dauysrIUEREhFxcXubi4KDExUW+88YZcXFxUVlZ2xXvYfvG/KOhwCFdXV0VERCg+Pv6y5+Pj4xUZGXnV9/Ts2fOK5b/99lt17dpVNpvNYVmroxuZ79UkJycrODi4suPVSmy/VY/t9+rsdrvGjh2rzz//XKtXr1azZs1+8T1sv9fnRmZ8NWzD185ut6uoqOiqr7H93ryfm+/VsO1e3e23366dO3cqJSWl4qdr16568MEHlZKSIqvVesV72H5xBVMuTYda4eOPP7bbbDb722+/bd+zZ499woQJdk9PT/uhQ4fsdrvd/uyzz9qHDx9esfzBgwftHh4e9qeeesq+Z88e+9tvv2232Wz2Tz/91Kyv4NSud76vvfaafcmSJfb9+/fbd+3aZX/22WftkuyfffaZWV/BqZ07d86enJxsT05Otkuyz5gxw56cnGw/fPiw3W5n+71Z1ztftt9r98QTT9jr1atnT0hIsGdmZlb8FBYWVizD9ntzbmTGbMPXbsqUKfa1a9fa09PT7Tt27LA/99xzdovFYv/222/tdjvb78263vmy7d6c/72KO9svfgkFHQ41e/Zse5MmTeyurq72Ll26XHYLmhEjRth79+592fIJCQn2zp07211dXe1Nmza1z507t4oTVy/XM9+XX37ZHhYWZnd3d7f7+vrao6Oj7cuWLTMhdfVw6bYy//szYsQIu93O9nuzrne+bL/X7mpzlWR/9913K5Zh+705NzJjtuFr97vf/a7i/9vq169vv/322yvKo93O9nuzrne+bLs3538LOtsvfolht/94FQIAAAAAAGAazkEHAAAAAMAJUNABAAAAAHACFHQAAAAAAJwABR0AAAAAACdAQQcAAAAAwAlQ0AEAAAAAcAIUdAAAAAAAnAAFHQAAJxATE6MJEyaYHeMyhmFo6dKlZscAAKDWMOx2u93sEAAA1HanT5+WzWaTl5eXmjZtqgkTJlRZYX/hhRe0dOlSpaSkXPb8iRMn5OvrKzc3tyrJAQBAbedidgAAACD5+flV+mcWFxfL1dX1ht/foEGDSkwDAAB+CYe4AwDgBC4d4h4TE6PDhw/rqaeekmEYMgyjYpmkpCTddtttqlOnjkJCQjRu3DgVFBRUvN60aVP97W9/08iRI1WvXj39/ve/lyQ988wzatmypTw8PNS8eXP96U9/UklJiSRpwYIFmjp1qrZv316xvgULFki68hD3nTt3qk+fPqpTp478/f312GOPKT8/v+L1kSNHavDgwXrllVcUHBwsf39/jRkzpmJdAADg51HQAQBwIp9//rkaN26sF198UZmZmcrMzJR0sRzfeeeduvfee7Vjxw4tWrRI69ev19ixYy97//Tp09W+fXtt3bpVf/rTnyRJXl5eWrBggfbs2aPXX39d//73v/Xaa69JkoYOHaqnn35a7dq1q1jf0KFDr8hVWFiou+66S76+vvr++++1ePFirVy58or1r1mzRmlpaVqzZo3ee+89LViwoKLwAwCAn8ch7gAAOBE/Pz9ZrVZ5eXlddoj59OnTNWzYsIrz0lu0aKE33nhDvXv31ty5c+Xu7i5J6tOnjyZNmnTZZ/7xj3+s+N9NmzbV008/rUWLFmny5MmqU6eO6tatKxcXl589pP3DDz/U+fPn9f7778vT01OSNGvWLA0YMEAvv/yygoKCJEm+vr6aNWuWrFarWrdurbvvvlurVq2q2JsPAAB+GgUdAIBqYOvWrUpNTdWHH35Y8Zzdbld5ebnS09PVpk0bSVLXrl2veO+nn36qmTNnKjU1Vfn5+SotLZW3t/d1rX/v3r3q1KlTRTmXpKioKJWXl+uHH36oKOjt2rWT1WqtWCY4OFg7d+68rnUBAFBbUdABAKgGysvL9fjjj2vcuHFXvBYaGlrxv/+7QEvSpk2b9Jvf/EZTp07VnXfeqXr16unjjz/Wq6++el3rt9vtl50P/9/++3mbzXbFa+Xl5de1LgAAaisKOgAATsbV1VVlZWWXPdelSxft3r1b4eHh1/VZGzZsUJMmTfT8889XPHf48OFfXN//atu2rd577z0VFBRU/BFgw4YNslgsatmy5XVlAgAAV8dF4gAAcDJNmzbV2rVrdezYMWVnZ0u6eCX2jRs3asyYMUpJSdGBAwf05Zdf6sknn/zZzwoPD1dGRoY+/vhjpaWl6Y033tCSJUuuWF96erpSUlKUnZ2toqKiKz7nwQcflLu7u0aMGKFdu3ZpzZo1evLJJzV8+PCKw9sBAMDNoaADAOBkXnzxRR06dEhhYWGqX7++JKljx45KTEzUgQMH1KtXL3Xu3Fl/+tOfFBwc/LOfNWjQID311FMaO3asbrnlFiUlJVVc3f2SX/3qV7rrrrsUGxur+vXr66OPPrriczw8PLRixQqdPn1a3bp103333afbb79ds2bNqrwvDgBALWfY7Xa72SEAAAAAAKjt2IMOAAAAAIAToKADAAAAAOAEKOgAAAAAADgBCjoAAAAAAE6Agg4AAAAAgBOgoAMAAAAA4AQo6AAAAAAAOAEKOgAAAAAAToCCDgAAAACAE6CgAwAAAADgBCjoAAAAAAA4AQo6AAAAAABOgIIOAAAAAIAToKADAAAAAOAE/h/o1/M0MZqPXwAAAABJRU5ErkJggg==",
      "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 src='data:image/png;base64,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' width=1000.0/>\n            </div>\n        ",
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "da64a1c907c54a92b7e4301185b3660e"
      }
     },
     "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 src='data:image/png;base64,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' width=1000.0/>\n            </div>\n        ",
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "0dda9f34ffc04a1388454f42266eb90c"
      }
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the Graph Ball Position\n",
    "#t = range(0,TT)\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.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",
    "# Plotting the Graph Ball Velocity\n",
    "#t = range(0,TT)\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.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",
    "#t = range(0,TT)\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.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\n",
    "#t = range(0,TT)\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.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 Graph Input Torque\n",
    "t = range(0,TT)\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.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",
    "#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",
    "#save plot as images for report#\n",
    "#fig0.savefig('plot/task1/task_1_pos.jpg',transparent = True)\n",
    "#fig1.savefig('plot/task1/task_1_vel.jpg',transparent = True)\n",
    "#fig2.savefig('plot/task1/task_1_beam.jpg',transparent = True)\n",
    "#fig3.savefig('plot/task1/task_1_beamV.jpg',transparent = True)\n",
    "fig.savefig(lfp+'/plot/task1/task_1_2_torque.jpg',transparent = True)\n",
    "figd.savefig(lfp+'/plot/task1/descent_task_1-2.jpg',transparent = True)\n",
    "figc.savefig(lfp+'/plot/task1/cost_task_1_2.jpg',transparent = True)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "**ANIMATION**"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "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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",
      "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 src='data:image/png;base64,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' width=640.0/>\n            </div>\n        ",
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "22084367b2764717a3433844e9c70487"
      }
     },
     "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']\n",
    "theta = xx[2, :, Max_Iter:Max_Iter + 1]\n",
    "Xp = xx[0, :, Max_Iter:Max_Iter + 1]\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": 8,
   "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_1_multistep.gif', writer='Pillow', fps = 40)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  }
 ]
}