{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "6026a74b",
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib widget\n",
    "\n",
    "isdark = False\n",
    "\n",
    "from rayoptics.environment import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "c7d740ee",
   "metadata": {},
   "outputs": [],
   "source": [
    "opm = OpticalModel()\n",
    "sm  = opm['seq_model']\n",
    "osp = opm['optical_spec']\n",
    "pm = opm['parax_model']\n",
    "\n",
    "osp['pupil'] = PupilSpec(osp, key=['object', 'pupil'], value=16)\n",
    "osp['fov'] = FieldSpec(osp, key=['object', 'angle'], value=1.5, flds=[0., 0.707, 1.], is_relative=True)\n",
    "osp['wvls'] = WvlSpec([('F', 0.5), (587.5618, 1.0), ('C', 0.5)], ref_wl=1)\n",
    "\n",
    "opm.radius_mode = True\n",
    "\n",
    "sm.gaps[0].thi=1e10\n",
    "\n",
    "use_schyrle = True\n",
    "if use_schyrle:\n",
    "    sm.add_surface([246, 3, 'N-LASF9', 'Schott', 42/2])\n",
    "    sm.add_surface([1e9, 290+36])\n",
    "    sm.add_surface([1e9, 3, 'N-LASF9', 'Schott', 16/2])\n",
    "    sm.add_surface([-30.6, 36+36])\n",
    "    sm.add_surface([30.6, 3, 'N-LASF9', 'Schott', 16/2])\n",
    "    sm.add_surface([1e9, 36+36])\n",
    "    sm.add_surface([1e9, 3, 'N-LASF9', 'Schott', 16/2])\n",
    "    sm.add_surface([-30.6, 36])\n",
    "else:\n",
    "    sm.add_surface([246, 2, 'N-LASF9', 'Schott', 42/2])\n",
    "    sm.add_surface([1e9, 290+2*36])\n",
    "    sm.add_surface([1e9, 2, 'N-LASF9', 'Schott', 16])\n",
    "    sm.add_surface([-30.6, 36+36+36])\n",
    "    sm.add_surface([30.6, 2, 'N-LASF9', 'Schott', 16])\n",
    "    sm.add_surface([1e9, 96])\n",
    "# add a focusing mirror\n",
    "#sm.add_surface([30.6, 2, 'N-LASF9', 'Schott', 16])\n",
    "#sm.add_surface([1e9, 36])\n",
    "#sm.add_surface([-24.456, .975, 'N-SF5,Schott'])\n",
    "#sm.set_stop()\n",
    "#sm.add_surface([21.896, 4.822])\n",
    "#sm.add_surface([86.759, 5.127, 'N-LAK9', 'Schott'])\n",
    "#sm.add_surface([-30.4942, 41.2365])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "a26f0ff4",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "6c905e0317df438b9be9f0e4f16961b1",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAoAAAAHgCAYAAAA10dzkAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAA9hAAAPYQGoP6dpAAAo9UlEQVR4nO3da8xk930f9t+5zMxz2V0uRVIUKYoSKUqKrpQoWVItp2ljIA2KOsmLoH3TwmmdokWCBpBfFGmDFAbapjHaxG0dwEjRBAbyIm3QF73AcJw4sBzLCmxHskTSullXihIlcsnl7nObmXPri3POzDx7IVd7e3b5/3yA3bmdmefMec4z8z2//+VkL++1XQAAkIz8pFcAAIDbSwAEAEiMAAgAkBgBEAAgMQIgAEBiBEAAgMQIgAAAiREAAQASIwACACRGAAQASIwACACQGAEQACAxAiAAQGIEQACAxAiAAACJEQABABIjAAIAJEYABABIjAAIAJAYARAAIDECIABAYgRAAIDECIAAAIkRAAEAEiMAAgAkRgAEAEiMAAgAkBgBEAAgMQIgAEBiBEAAgMQIgAAAiREAAQASIwACACRGAAQASIwACACQGAEQACAxAiAAQGIEQACAxAiAAACJEQABABIjAAIAJEYABABIjAAIAJAYARAAIDECIABAYgRAAIDECIAAAIkRAAEAEiMAAgAkRgAEAEiMAAgAkBgBEAAgMQIgAEBiBEAAgMQIgAAAiREAAQASIwACACRGAAQASIwACACQGAEQACAxAiAAQGIEQACAxAiAAACJEQABABIjAAIAJEYABABIjAAIAJAYARAAIDECIABAYgRAAIDECIAAAIkRAAEAEiMAAgAkRgAEAEiMAAgAkBgBEAAgMQIgAEBiBEAAgMQIgAAAiREAAQASIwACACRGAAQASIwACACQGAEQACAxAiAAQGIEQACAxAiAAACJEQABABIjAAIAJEYABABIjAAIAJAYARAAIDECIABAYgRAAIDECIAAAIkRAAEAEiMAAgAkRgAEAEiMAAgAkBgBEAAgMQIgAEBiBEAAgMQIgAAAiREAAQASIwACACRGAAQASIwACACQGAEQACAxAiAAQGIEQACAxAiAAACJEQABABIjAAIAJEYABABIjAAIAJAYARAAIDECIABAYgRAAIDECIAAAIkRAAEAEiMAAgAkRgAEAEiMAAgAkBgBEAAgMQIgAEBiBEAAgMQIgAAAiREAAQASIwACACRGAAQASIwACACQGAEQACAxAiAAQGIEQACAxAiAAACJEQABABIjAAIAJEYABABIjAAIAJAYARAAIDECIABAYgRAAIDECIAAAIkRAAEAEiMAAgAkRgAEAEiMAAgAkBgBEAAgMQIgAEBiBEAAgMQIgAAAiREAAQASIwACACRGAAQASIwACACQGAEQACAxAiAAQGIEQACAxAiAAACJEQABABIjAAIAJEYABABIjAAIAJAYARAAIDECIABAYgRAAIDECIAAAIkRAAEAEiMAAgAkRgAEAEiMAAgAkBgBEAAgMQIgAEBiBEAAgMQIgAAAiREAAQASIwACACRGAAQASIwACACQGAEQACAxAiAAQGIEQACAxAiAAACJEQABABIjAAIAJEYABABIjAAIAJAYARAAIDECIABAYgRAAIDECIAAAIkRAAEAEiMAAgAkRgAEAEiMAAgAkBgBEAAgMQIgAEBiBEAAgMQIgAAAiREAAQASIwACACRGAAQASIwACACQGAEQACAxAiAAQGIEQACAxAiAAACJEQABABIjAAIAJEYABABIjAAIAJAYARAAIDECIABAYgRAAIDECIAAAIkRAAEAEiMAAgAkRgAEAEiMAAgAkBgBEAAgMQIgAEBiBEAAgMQIgAAAiREAAQASIwACACRGAAQASIwACMCJWi6XcXFvL5bL5UmvCiSjPOkVAODuU7dt7O/vx97+fuwfHMT+4UEcHB7EweE89g72Yv/gIA7nRzFfLGK5XEbdNFE3TbRtG13XRdd1q9fK2yay6KLJ8iiKSbz5/vviqQ98MD76oQ/HztbWCb7LN45nv/vD+M1//v/FVpnFf/AX/mLce/bsSa8SJyz75vPnu6qpb9sPbNs26rqO+XIZR/OjWMwX0XRdTMoyJkUR5aSMaTGJcjKJPM8jz/Mo8jyKIo8szyOPbL3y2fp6DNfzK963sQLZuui5upbfwH0b9+fH7lJcBe4sbdvGfLmMvf292Ns/iP2D/dg/PIyDw8M4ODpchbnD+VEsllXUdRV1PYS2OB7arlU2/J9lEVlkq8/tLMsiGx5tqnncd3Q+Xty+L4qijKZrVs/P8zweeNN98dQHPhA/8aEPx87Ozk3YEun5+V/5x3H6wgtxEFmce+Cp+NWf+1MnvUqcsPJv/8rfO9k16Nooui4iuojIoo0sOuGJWyB7/UWGBa95yZvix/ppN7BuV37mdbxedsWrV1ju2l/7ddctu4aft/Ezr3W5W/GaV1suu2S56LroIhsuu/GuiEuCVtdFdF3bX0bXL9+Nz4jrCmW3yyr8bdwaPuqHy/FGFmeijleijaZrV88vsjyii/jRuZfi1z/zW/Hrn/mtyPM87r/33vjw+z8YH3/yyTi1e+p2vqW7Vr13Ln7uXbvxL35wPn6tvnP3GW6f62oCPvbnnPW3xqO51fUsjzyiv8yyyLM8imyo6GV5FFkRZV7E9/dfjQcXr0bbdNFExMtbZ+Kh02ejadvoujaarou266+3XRft8AHYDh+aXXTRtn2AbFcfisMj4wfmLXKNXwvXodv4/41r/A4Yr1967fJbwz3Za231LLLVN8zxF8le61nHHjr+m+0uu+cqz7lCSBnXZnX/6r/udfef7HUD1PgKl2/Fy1ZrY5Mc3zpXfs7lO98V9skrLPN6+2wfYK722FVf+LK7rrpsN4aoy5fuNv7r17TbuG9j/S5Z9qo/84pvJY2/3Wu1/jyO47+YSzZQ2TUx79rYrg5jb3Z6dX/btcf+DrLIIrqIF19+Of7Zv/xM/LN/+ZnIsyzedPZsfPj9H4iPP/mROHP6dHDcxYN5lG0d923vnvSqvOHMl8v4+7/6v0dT13HUZvEzP/MX40Nvf+ikV+ualI+eeTD+w4/+e1HmZUyLMib5pG+OzSe3pRnz0//iH8cn73s4PnH2nji3PIq/9aP9+Bs//bO35Gc1bR3Lpo5lXUXVVLFs6qiaOqq2jqqtYlnXUTVVVE0d9bDseLtq6lg2VdRts3q8aptomibqtom6a6Jpm2i6tr9s+yPZtmtWIbZp22i78d/6qP965dEH63wjZK//RRR5Hln0TejjMkVeHL+e51FmxdDMXvThPC8jy/uj7/H1+tfog32RFZHn2fAzs8gijy765qU2hvfXdtG0Tf8+u35bdMN2aMcAv3H/+rFYhf2uGwP+uvmpiy66tj8QWN23URFph2ryatnhIGB8vNvY7pcuE5vXu3VMyIb7N7/IxmzQXfpYxOp1bu3hx+2xOtjLLr1nuL4RrruuO3ZQOEbTbFXliUvT57oQFJeGy274od2xoHVpvBqrX93G846FjpvotQP7zfl52fA3lQ9/j5PJJLam09jZ2o7d3d04s3sqTp0+HWdPnYozp8/EPWdOx+kz98TOdLp6jbZt43A+j4t7e/2//b04ODiIg6OjOJrP43B+GIeH8zhaHMVy2X/uNW0T7dA/r+26je14A+9l+D8bDnqO397ct7Jo2iamWR477TL224iiyKPu2tXf7OjKzdBZnDt/Pn7zs78Tv/nZ34k8y+LsPffEk+/7QHziyQ/H2XvuucF3cvf7P3/3S7Gd3e2fRnemg4P9eP78URTd6Vh0y/hffu334x/8lT9/0qt1TcoyL+Ot97zlxFagbZuYFZPb8rOKvIztvIztyZ3Rqbhp21i2y1jWddRNFcu2D6d12wfPZV3Hsq2jHoPqsExd92G0apqoxsfbug+ibd13tj4WSNuo2jraIZQ2YwhtN67fYCDNItsIoceDaR8611XgIi/Wl3kRZZ5HmRdRFmXMijImRRnTsoxJMRyMFJOYFmWURRnTchKTvF9mUk5iWpYxzacxnUxiWkyGy2kUd1g3gj7ERrRdHe0QYNt2HZbX4bnrq98x3t8N9zerUF01/UHIsq6Gg5JhXxj2ibptoqmrqNrh+nig0g0HJsN+0bbtcKDSrEP7sD9cFtZjbILsL9uNMH7ZnnMD3zObIWsMDuv/r7TkUOJs11XQLIvoujFeHF+3G9nHb0dtr+u6aIZ9oKrrmC8WsXdLf+LNdaWDg8t+e93ld0VkkUfETltHl0XkeRFZc3zP6qvpl2//dqPJOKLfhq+8+mr81uc+G7/1uc9GlmVx9syZ+NCfeF98/CMfifvO3nu9b++u9bXvfi/eMREAb5UmiviFD5Xx29+fxz/df/GkV+ealU3bvv5St1DXtbF1S5pR73xFnsd2vhXbd8hY7KZtox4roe0yFs0QTJtmdVk1VVRtFVVdR9U1UQ0hZNlsBtW+Qlq3TV8lHYLpGDaato2qq9dB5LJQOjT73/RAml1S0Ry7JawDaZmvA2qel1FkWRR5FkVeRp71HdKzyCPLh+4OMTbmrvtwrTonDNXMpmuja7vVNum38xUqxm2z2haXVos3r9+I9XY5XjFeV4nzmBZl5MO2yLM+nOerbdJvs7Frx3hfFlnked/BP4986AYybqN1WMuyLLpsXdJrh4OTVVW+Hirz7VBxb9YHNOP+MXYFWVVzL90kCX7PjV1vjnXJGW7n4/UY99/+GVnWB6pVsFqVYjf+8ob9eZWxx8fHyuuqGr75nLECPr7EZrP6WNWLzQUiiy6WbT/wI++aWDZxzNgakWVZ1E3ddwW6ist2h66L8xcuxG//3r+K3/69fxVZZHH61Kn40HvfG5/4yFPxwJvuu/qGfYNY7L0S7zt7ewotKfvEg1vxG+ePTno1rlnZxskHwGMjdzkxRZ5Hkc9iVs4i4vb0FekDwBAoxy/9sam+qWJRLeKoWsSiXsa8XsRirIw2y6jGSugYNpuxCjpUvrrmsipn3TbRdvW6eXkVIo71CrulstXluglsvJVtfIGP9xVZ30x/LFQNX+xj5SSyfDXKcvWa66LY+L0dkcVQ3euO9attunbYNu368XH73ITuCjfL+P7GZtIssnWYz/uuDPlGl4c88sjzdS/JtuuGfWIM3e1GSB+3x1DtvIH3vdkXOsuzKIo+UE8mk75ZdzaL7a3t2N3ejp3t7djZ3omdra3++s5O7G5vx6md3djZ3o6yvEOOEG+hT//iL8XPfuqRiIj4m09fiP/qP/+5ePHFF+Jb33suvvO95+KVV1+NxWIx9PdeG3//MVSlr+X7rIsuLu7vxWf/4Pfjs3/w+xERMZtO412PPR4//ZM/FQ89+ODNf4MnLKsX8eT9d0bL1xvZVllG1p1spvpx3AEVwC4mxZ3VXPdGdGl1b2xGrJo6qq6KZd1X+aq2HpoR+8eadmxmblZNzH1Vr456qFrVTR+2VtWtrl59uY4hrB77Q7YbFb+2fc0j+WsxVrTGQUj5OBhp474xNI2VruO92GIIRZe/drcZCleBaLy/768YXf8efpwm9HV/tnEwwdU7x98Olw6OudIYkCuOC7mG1131acvGZv4ipsU0tmez2Jltx85sK7YnW1EWxSrQ9U3lbVR1FYfLeRwt5jGvFn11sB6qgkOzdtO1UTX1DXVhGPeVPMsiL/KYFtO+68FkErPpNLZmW7G7sx27230g2x6D2tZ27O7sxO7uTuzu7MbWRj88rl+ZRTz7/Evxb3/gPfH+d7/n2GNt28aPXn4pvvXd5+Lbz303vv+jH8bewUHU9eVTma37ob7+frFYLuPZr301nv3aV1f3nd7djfc98e546oMfirc9/PBdPbVX3rWxlcCBxJ0g77qo6/qOO3Cr2za++Z1vx7Nf/Ur88Xe+HXv7+1E2J5xWu+hi+gZqAm7aeujLt+7Xt9mMOvbbW1WrmrGv1jp4jU1eddNE1VZ9k+nGcn3w6i/btom6Wzcfthsjp1d9+7objVmbHbrXcWHV/+rYUsfDzGa/qe4WVNm66PtMjS+5ro71c0Zmx5p++3rZ5QNmssuaQcemzf765uCZfGgaHQbODJWnPM9WTcdlNgyuWTUhF6vqVJEXw6Cbsbm57IPR8PplUcYk75ufJ3kRkWV9X7B6HofVPA6W8ziqjuJoOY+9xWFcnO/H3vIwDpZHfYV0aJKv2uNN7K/VdHxpP6uI2KgmHo+HP87vc+yw3xdtmlg2VUQVEXEQcXA9v+0ry4b+ZqttXPThbTqZxHQ66QPb1lZsb43Vtu2YTWfD49OYTqaxNZvGbDqL2XQa09kspmV5V3/h380m0cV3Xzx/xcfyPI+HHngwHnrgwfjUx37i2GPz5TK+/d3vxre/91x8+3vPxbnzr8RiuYyuvb7Pm72Dg/i9L/1h/N6X/nB132w6jbc88OZ459vfEU+847F49JFHorwL9pPsJI4sE9C2bRzNFxFdF/vzo2jbNvJo4/Nf+1Y8+uZ7hhaIPGLoPpSPB8V53nfPyPvZUvI8jxhbLyL663H98wm3bRvf+8EP4umvfjm++s1vxKsXLsSVin3Zf/3f/73uF/7MX7mRbXBD/uqv/4P4aw/cG2/d3lqNAv7f/uzPvu7zViN1h75Di6aO5dBMOK+XsWyWsaiq/nJoXqzqobmwqWI5BKxmVdEa+2I1G32wxi/QzQ7x6wETq9GqcWPNRSdlrJjFVfqFrfp4jSHnNYJSccko42K13PUEpf45q6BUFKtpg8q8GEYrF8eCUpHnUeaTO2bwx6JexOHyKA6W8ziojvpKVrWIg+VhXJwfxsEqtM1jXi37pu2h+bve2AevZZ9abe/hd9Fvp3JVcRtvj9um6dpomr5S2zZNVOMBxXAgUa8OJn68g4cxiI0he/ygG/eF9aCfYb2KMvJ83ZOyGzqHjSPDx1HkdTP2H203Bs4cHyl++YjuW+P4JMbr6mE2jJLPx/dZFFEUQ6Avy5hO+6bf6XQWW9NpzKbTmJSTmEyGwUzTIbBOpjGdTmNrOovpdBKzYfnpdHpLAmndtrGcz2OxXPZV1kUVy2oZi+UyllUVVVXFYrmMquqrr9Wyv71YDhXZZRVVXUVd11HXzbpFoB2a1MffU3u8q8Wlo4yLpo6HDvvO8xemp+Pi7PRdXxY4fmx8fe/mis+6hte6dOhUV1fxjsMXIouIl6b3xPe3H44HykX/GV2sP1fLshyq3+VV99fpZBh0t3EANZtO75j9dVktY1nVUVX9vjlfLGKxeO39tR331WvcXy81q+fxwPyViIg4t3VvzMvtm/7eb4Vy2Szjc9/54rqCNASfumljOYwurJsqqmFUadXUfXNf0wyj1Zq4rDP/8MF9aef1zT5X44d3Xs3j//7a01FEF1WWx2zrvvhr/8//sKo0jIWLkw5XG2MO118Cka06Jq+auzaaJPONx/tO9McHIRRZMQwwKIbr/TLZUHXKhwC1HkG7EdBWRwtjkMr66Vk2vnTzvIgy6/tArQY6ZGNn/rvo47XrounqaNo6Frfwx9RtG8tmGfOqinm9iGXdB7N5tYh5tYjDeh5HVX9wsRr4MlRsm+7aqm2jY82jw34yVhxnxbq/X//+Yxj0cMmAkHFkcfR9G6uoI5rX/LGX/fxjg0KG8LJTTo6Nsp6VfWVsVg4f/OUkZmX/oT8r+srZpCiuf8PfQnXXn3moHn9X9UaVvVl/po1NyuOgk6qpV03NdTM2N6/7DV46Urprhn6UUR8Loyf/yXV7bE7xsrlvZVkWZZZHVhz/7FpV1YcDlu+fPxdv2z0VWWTxR912zHbuj3ecOXVskElEHOuSMd6OVei/fPBK/9T1AK3xyvr7pVuNpl9U/enqmpvYLz4bPuvHA7Iiy1cno1p/t23aHECzXuA1R7JfJZxsvs68rqPIyuii//6adHU0VWN/vc79tRhC86QoI7KIr//ge/Hes/1rfKbajkfe/PZ4+PTu6qC23dgXN/e9sYWk3/TN8RkWNqZj6rrx4LaNum5if3EYR8t5LOrq2Flzfuzt8J/+jf/2RH/fedvEvDsTz+08MeycdcwLk1UCpGK7PohuOC9BnRdRdFUsirujinI32K73o4t+FHCVl1F2S9v3Jtqp9qLN+j7Ay3wSk25xV2zfcpqX8eCp+4YK1EYTUrbuozTJy35S0qzoy8DjXG35pJ9AuiwiL8qYbPRtulb/6x/8RvylM9O4f/JyvFrV8Q/32vj5pz50C98yd4K6bWPeLGNR9f+WzTLm9TIW9TKOqkUcVfM4qvvRv/0k3HXUbTVMur0evXktDZTH+y9uTkTbT+EyNECuqgarI+If8z1dNiBlo+m7LIrh72YSs8kkZpOhv1k5ia1y2g84KCcxncxia9Jfltmd0Zx9rcZqWNX0c1X2E6WvBxONTS6r28N5wVfVtqH6tmqG3hitO47eXU3/smqi3qj+3MYKxqov7LhPjdMCbTQFr85jnhdRln2Td1kWUZaT4XYRRV5GUeQxKctVE1y5aoqbDOdGLyMv8lvSpNa2bdTVMIVTPVQ/q7FCWkVTt/3vpR4GfjX977Guht9rU0fdtNGsmtGa1e9qHE0+ThtzvFp33BuxCfhmOdYL99IOuVfYSFfcbk0Tjx7+ILKIeHl6Nl7YejDO5ot+4NXQIrQ6GcBwebX9tb+vvz4p+321KIo7a38dq/bt8Pjr7q9Dd5cuhsvX3l8vddc2AW+Vs/jrf/ovn9waFLO4f/tsvHV7K2bLo+gO9uM9b3785NaHq2rbNubNIg4Xfd+2w7q/PFrO43B5FBcXB7G/PIzD5XzdF7MeBsKs5sBrrnnEZhabX7JrqyahLCLrXn+U32bJPSIi79ajhMem9nEi6unQ9Lk1mQ0jVXfi1NZ27My2Y2u6dWz06u7WTuxubcekuD1nzblU2/YjYPs+L/22XtRVLMf+WnUVy7qfaLyqq2HZfmqd1XLN0CdmnG+vXTeNrrt0dKsmz25jDr5VM8YtfI/H+9wNTTZZHnmRD31A8/UX1/CltdlPaTadxmw2i2k5He4vY7LZh2kyjelsMvS5m676MJUGgdxWn/7FX4r/+FNvi4iIv/XMq/Hen/g34y/96Y+d8Fq9vrZt4zvPPx+ff+ZL8fVvfTP2Dm5sdNOVRtt30cVkMomzp0/H2x95NJ54+9vjiccej1M7O9f8up/+xf85/qOf7AfN/JNvvhhfmH44fvk/+7duaF3pf/8vvPij+Du/+n/EX33qoWjbNv6nbyzi3/9zPxNvf+De9eCPbN0drGma+N6PXohnvvKV+M73nouDo+ufN/BqszMUeRGndnfikbc8HO9+/PF492OPx71nz162XHnpLOq3WxZZLJPodXByqmbZB7blPA6qwzhc9hW2w+VR7C0OY29xGIfVURxWi1gMwa1a9XFb93261q/67ArXrjsmXDI4pciHjvVFEdOy75e2Ne1D2e7Wduxu7cT2dBbb063Ynm3F7tZ27Ez7y9ls+4ZG7LXDaOzFcqhULudx4WBvI2xVsaiqqOv16QMXy+U6cI1hbKPaNYatzbNzbA7AaDeqJ6vQdd3v4LUdC9ubla0sWw3eWQ9yyFcVgkm57hA+G/5NJ9OhI/k0ppMyppNJTCbTmE2HKudsY9nZVkzvsCkTODlVZPH2N98dZ+vI8zwef/TRePzRR1f3vXrxYnz+mafj6a98Oc698vIVR19ezdX+tquqipdeeSVeeuWV+NdPf3F1/6Qs48yp0/HoI4/EE29/R7zrscfjzKlTV3hd9dRbIc/z2JrNIrIsdrf6eRbbqOLDT7wjzp1/Jb713HPx7eeei+/+4Pk4ODy8wmkMb0yW57G7vR0PP/iWePdjj8d7Hn9nPHDftU9sXp50l88sy6Jq7p6JE2+Xtm1jXi9if3nUjyYdpv44quaxvziKvcVBHCwP43CYKHlez2M+jIgez018M84cca3GCUNWISHLVyM9J8UktoZmz+3ZVpyaDUFtth3b01nsTLdia7bVV9q2dmJnth2Tsoy2bfuR3HXfTFxVVSyGqmJVVcN5nZfD2Uj6JoGj+VGc37/Qh61qPLvEGLbq482LVzjbRncHBK48yyIr8iiyMqYb1a2+mWVj1Gg5jdlsGrPJNCbDKNIxjI23Z5N+upOt2Syms+MVLrgT1V3Ex975tpNejet29syZ+OlP/VT89Kd+KiIi6rqOP/r61+Lzzz4T333++Vgsb95Qtqqu4+VXz8fLr56PP3z2mdX9ZVHE6VOn4tG39sGwyyLmdZ3MXIDt0L1kPo5YXy77814PLSDLqh/RvhxGCo+3F9UyFotl/71S1dc0Yrht29iuq/hHn/t6dF3E1u5D8d/83f/xqut2PXOq5lkWW1tb8ZYH3hxPvOOx+BPvfGe85YE333ArRXmb8sFVZVl+20LK7bBslnGwOIrD6igOhirb4XIRR8t5XFzsx/7icAhv8+HMFn0ft2qjye1mzNv3WlZzEW1W1PK+79HYx3NWTmM2VG0mRdnPfTf0F1mdhaKLaNpm3fRY92fnOFbhavvTx82rRbTtxVWVq4uN6tYdELjyYj2NTL9NiiiG/lir6Q7KyWquuMm0Hw07ntmhD1v9/X2z4zS2xn5+AhdcszbL4vT2G2dS7bIs48n3vT+efN/7V/c9/8IP4vPPPBNf+cbX48Le3jVVhvIs2/icfG1108T5Cxfi/IUL8aUv/1Hstk38o9//ZpRdE6/OzsRj08/FX//bv3vZ81bTx4z9pDc/L49Nsh+rWQv6aZDWM1+M11czGQyf72PwWZ1lZzzgbtf9ecdzkndDy+T6rEUbI7pvcbeT6zHrqqgjiy6LyKKNiKsHs9db99l0Fg/ef3888Y7H4t2PPx6PPvzWW9Yd5Q6oAOYxP+F1aNo2joYq2zjZbt88ehCvHu3Fhfl+7C8P4nDZD0pYDufDrVfT39ycyZavZOwHtzpbwXCe1WKcSHI1qCFbneZrPGvF+Ic2VrfGx8dBDvVwlo+ol7dgzY8HrtV5SjemHBn7cPWdi4eO8uXx5sJV4CrHoFUOzYuTVR+vfiLfjUl8p9O7YnJW4Ljz8yra7I1/sPTIQw/HIw89HH/+z/w7ERGxf3gYf/js0/GlL385fvjSi1E3l0/tsVkoybMs7jl9Os6cuScODg9jb38vlsvqqofPbZZFVUyiHF63uMpyq8l1xhlo3kDFmduhzspor7G5PcuyOHvmTLz/3e+J97zziXjskbfd9kLBif+l5XkRi+tsAh4n270w34/zRxfjwvwg9ub7sb84iIuLw+GsCfNYDPO2jeeI3ZyX8E63WsvV2S6GD4YrTP1z1Ulqi37+v7ttklogLb/7w8OIrTed9Grcdqd2duJPfvyT8Sc//smI6GdJ+ONvfjO+8MzT8Y3nvhNH8/mx5duui/MXL8b5ixcjov+sf/D+++PjH3kq7r/3TfH8D38Q337uufjhuZfi8PAwqjZiXs5iu+5fp448yo35DseD9fG1+u+PYUL3vJ/ovBjnsy3Gbin9KODNCaInZdlP8F5kkWXFMGirH6y3nvQ9VoWB1bnamyaWVR3zxTzmy2XM50eriZ3reui+0/Tdde5EXWTRZHnMi1l0V5i9IcuyuP9Nb4qPfuBD8ZMf/VhM75DTRpZN28bvfOtfX9eTx+pSs+qw3k8gfWzS6EvOFVuPZ9gYz3Zw8FJ88ZXz8a0fVDHvuphM743/8tf+7kZQa+N6p+W4HY6fczZWZz9Y/cFccZb1dfVqNow8LMcgNnaod5oqIDFf2e/ibU88+voLvsGVeR7vfde74r3vetfqvh+deym+8Mwz8czXvhLnL1w4Vp3rui5+eO6l+H//+W9ERP89dN/Ze+NPfeKT8bEPPhnLJuIXfvlX4uc/+kT8k2++GF+cfjL+r5s8Crht23j14oX44UsvxUvnzsW586/Ehb292Ds8iKPDw5gvl9HU65kg3kiqfBI/3H5zRPRVwHt2ZvHk+94f/8ZTH40H3nTtgzJutxOfCDq6Noqh71ffep5Fdx3hZn0y934eo76yNYvZ0AF+NjQRmhIC4M7y6V/8pfjvPnhP/M1nLsTP/9x/Eo/cf89Jr9Idbz6fx5e++uX4wrPPxPdfeOGKzcabmq6IT2bn4tvNLL629c5475nxtGhDQWZzgMNmn7s71Hgu+lXx5ZI5OMcpovLNeQ2LYnWau0kxtG4N/bvL8RR4ZRnlZgtYOYnprB90N2aFydi3O7818x3eLmWe5ddUVr2sRJxtnPJso2mxHJoWi0k/WXRRFDEt+9vT8vjoxO2tPmid2t6Ns2fOxKnTp2N7y5QQAKk5d1hFnZXC3zXa2tqKT3z4qfjEh5+KiL4C963nnosvPPt0fPUbfxyHlzQbl1HFH8+zWBYR91UvxIsv37x1GUNYkRdRlP1sBbPpLLa3tmJ3dzdO72zH7s5ubG9vx87W9rGWsMkwgK7vijQdApmiy+2QvbzX3rkRH4A3vP/i7/z9yJpFdG96In75L/+7J706bxjnX301Pv/s0/HFL/9RnHvllWGAYBbLbBrbed3PeFCWsTWdxs7OTpw9fSbO3nO2H2By6lScOX0m7jlzOu45ddpMBm9AAiAAQGLUWAEAEiMAAgAkRgAEAEiMAAgAkBgBEAAgMQIgAEBiBEAAgMQIgAAAiREAAQASIwACACRGAAQASIwACACQGAEQACAxAiAAQGIEQACAxAiAAACJEQABABIjAAIAJEYABABIjAAIAJAYARAAIDECIABAYgRAAIDECIAAAIkRAAEAEiMAAgAkRgAEAEiMAAgAkBgBEAAgMQIgAEBiBEAAgMQIgAAAiREAAQASIwACACRGAAQASIwACACQGAEQACAxAiAAQGIEQACAxAiAAACJEQABABIjAAIAJEYABABIjAAIAJAYARAAIDECIABAYgRAAIDECIAAAIkRAAEAEiMAAgAkRgAEAEiMAAgAkBgBEAAgMQIgAEBiBEAAgMQIgAAAiREAAQASIwACACRGAAQASIwACACQGAEQACAxAiAAQGIEQACAxAiAAACJEQABABIjAAIAJEYABABIjAAIAJAYARAAIDECIABAYgRAAIDECIAAAIkRAAEAEiMAAgAkRgAEAEiMAAgAkBgBEAAgMQIgAEBiBEAAgMQIgAAAiREAAQASIwACACRGAAQASIwACACQGAEQACAxAiAAQGIEQACAxAiAAACJEQABABIjAAIAJEYABABIjAAIAJAYARAAIDECIABAYgRAAIDECIAAAIkRAAEAEiMAAgAkRgAEAEiMAAgAkBgBEAAgMQIgAEBiBEAAgMQIgAAAiREAAQASIwACACRGAAQASIwACACQGAEQACAxAiAAQGIEQACAxAiAAACJEQABABIjAAIAJEYABABIjAAIAJAYARAAIDECIABAYgRAAIDECIAAAIkRAAEAEiMAAgAkRgAEAEiMAAgAkBgBEAAgMQIgAEBiBEAAgMQIgAAAiREAAQASIwACACRGAAQASIwACACQGAEQACAxAiAAQGIEQACAxAiAAACJEQABABIjAAIAJEYABABIjAAIAJAYARAAIDECIABAYgRAAIDECIAAAIkRAAEAEiMAAgAkRgAEAEiMAAgAkBgBEAAgMQIgAEBiBEAAgMQIgAAAiREAAQASIwACACRGAAQASIwACACQGAEQACAxAiAAQGIEQACAxAiAAACJEQABABIjAAIAJEYABABIjAAIAJAYARAAIDECIABAYgRAAIDECIAAAIkRAAEAEiMAAgAkRgAEAEiMAAgAkBgBEAAgMQIgAEBiBEAAgMQIgAAAiREAAQASIwACACRGAAQASIwACACQGAEQACAxAiAAQGIEQACAxAiAAACJEQABABIjAAIAJEYABABIjAAIAJAYARAAIDECIABAYgRAAIDECIAAAIkRAAEAEiMAAgAkRgAEAEiMAAgAkBgBEAAgMQIgAEBiBEAAgMQIgAAAiREAAQASIwACACRGAAQASIwACACQGAEQACAxAiAAQGIEQACAxAiAAACJEQABABIjAAIAJEYABABIjAAIAJAYARAAIDECIABAYgRAAIDECIAAAIkRAAEAEiMAAgAkRgAEAEiMAAgAkBgBEAAgMQIgAEBiBEAAgMQIgAAAiREAAQASIwACACRGAAQASMz/D7w1oh6f4juEAAAAAElFTkSuQmCC",
      "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",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "opm.update_model()\n",
    "\n",
    "layout_plt = plt.figure(FigureClass=InteractiveLayout, opt_model=opm, is_dark=isdark).plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "85fd9885",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "efl                1448\n",
      "ffl          -1.193e+04\n",
      "pp1          -1.048e+04\n",
      "bfl               216.1\n",
      "ppk                1232\n",
      "f/#               90.51\n",
      "m            -1.448e-07\n",
      "red          -6.905e+06\n",
      "obj_dist          1e+10\n",
      "obj_ang             1.5\n",
      "enp_dist             -0\n",
      "enp_radius            8\n",
      "na obj            8e-10\n",
      "n obj                 1\n",
      "img_dist          216.1\n",
      "img_ht            37.92\n",
      "exp_dist          220.5\n",
      "exp_radius        0.971\n",
      "na img        -0.005524\n",
      "n img                 1\n",
      "optical invariant       0.2095\n"
     ]
    }
   ],
   "source": [
    "pm.first_order_data()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "8f39b24f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "296797f5b1b14d0d9d67a63d24e00540",
       "version_major": 2,
       "version_minor": 0
      },
      "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",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# add a focusing mirror\n",
    "sm.insert_surface_and_gap()\n",
    "cur = sm.cur_surface\n",
    "sm.ifcs[cur] = ThinLens(power=1/30.)\n",
    "sm.gaps[cur].thi = 30.\n",
    "\n",
    "opm.update_model()\n",
    "\n",
    "opm.seq_model.gaps[-1].thi = opm.optical_spec.parax_data.fod.bfl\n",
    "opm.update_model()\n",
    "\n",
    "layout_plt = plt.figure(FigureClass=InteractiveLayout, opt_model=opm, is_dark=isdark).plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "fbb733ef",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "8ddd9627c930414b87d0c7e0ed0c5169",
       "version_major": 2,
       "version_minor": 0
      },
      "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",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#spot_plt = plt.figure(FigureClass=SpotDiagramFigure, opt_model=opm, scale_type=Fit.User_Scale,\n",
    "#                      user_scale_value=0.1, is_dark=isdark).plot()\n",
    "abr_plt = plt.figure(FigureClass=RayFanFigure, opt_model=opm, data_type='Ray',\n",
    "                     scale_type=Fit.All_Same).plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "95deb34e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "f354af5f6e9544778b41419b1ac19d63",
       "version_major": 2,
       "version_minor": 0
      },
      "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,iVBORw0KGgoAAAANSUhEUgAAAoAAAAHgCAYAAAA10dzkAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAA9hAAAPYQGoP6dpAACML0lEQVR4nOz9eXhU15kv+n/XLo1VpQE0qyQkAQIhBoGMQYhBxmayY+I4iR0PmZzjxO2T7vikb365nf4dx3HnPknfnO6bm6TT6eSk253O4Cmxg3FsZgxiEIMFQowGg4So0gwaqkpj7XX/qKqtGnZJJSGgCn0//dCSVr171y45D8/LWutdr+jsVSWIiIiIaMpQ7vQDEBEREdHtxQSQiIiIaIphAkhEREQ0xTABJCIiIppimAASERERTTFMAImIiIimGCaARERERFMME0AiIiKiKYYJIBEREdEUwwSQiIiIaIphAkhEREQ0xTABJCIiIppimAASERERTTExd/oBiIjGoqqq9r0Q4g4+yeiklNr3isJ/XxNR5GICSERRwel03ulHCJvRaLzTj0BENCr+E5WIoorJZJqUWcC2zg786Je/QFtnxyQ8lXtmkokfEUULJoBEFPG8CZ8QQvtzs6SUGBwa9Fu2vRm+zxXJy9RERACXgInoLnWoyYm61n7EGwQGXDLo6/DgAC4lLMCHbcNI7Rs9tiwrAZX5nN0joruH6OxVJ+efv0REt4iUEg6HA0IImEwmOJ1Ov8KQQIeanHhpXxsEgFH/gpMqINwLIaFiveMvV2WOmgQqioLExEQ4HI5JW6YmIrpVuARMRHedutZ+KGKM5A8AhAJvmhYqVgJQBHCqtX/Sno+I6E5jAkhEd52yrASoEhhzDk6qWuIXKlYAUCWwKCth0p6PiOhO4x5AIrqrePf+rc43otk+jDgDMOhC0FehDsHW2YMH5qTDlGjCMVtfyNgccwzqPDOA3AtIRHcD7gEkoogX7h7AsPf+aTceew+g11h7AbkHkIiiCZeAieiuEfbeP68w9gDC53XuBSSiuwWXgIkoqvke92LrHdL2/oU7AyjHMQOoSsDaO4T/OHGDx8MQUVTjEjARRbxQS8CBS77erzmmGExLVHT38/nvAbwR1h7AOANwo8+FZocr6L28S8JcAiaiaMIZQCKKWt4lX+8/Y73/mm12DKPZEcYNDMl45/IwgO6wZw2lz1fvkjBnAYko2nAPIBFFrbCPewllHHsAgy4Fj4choujFGUAiikp6x714l2nDJiXkOJdqfZeX781N5OwfEUUlJoBEFHUONTnGd9zLJPIuLwsAl24MoiQ9nkkgEUUdLgETUdQ52dI3vuNeQhFiwsvHPBaGiKIZE0AiijqLsxMxKecXhNEKbjTeY2EONTkn4WGIiG4fLgET0V0jnONfJtIKTu84GK8j1j7UWPvw/bUCD8xJvIOfnogofEwAiSjqeJeAA2cBwz7+xWsCx8AE8i4Fn2zpxwNzJnADIqI7gEvARBR1vEvAN33U8k0cA6PdAu5EdHE2j4MhoujBGUAiiirVDT042dJ3c8e/eI2jFVwg3+XmHHMMTrb0ITGhF2Vp/Hc1EUU+toIjoojnbQV3zNaHv9/TOuHlWt+kLVQruIkmkwJAYqzAls8VsBUcEUU8zgASUdQ41aq/9y9cQXsEJ2EPoJcE99QQUfTg31dEFDUWZU3S8S9ek7AH0Jc6CfcgIrodOANIRON2uPY49h+pQa/djqz0DDy8bj2K8mfoxn7c2Ij//ervgsb/9qvPITMtfVKfK8cUg9nT4zCsSlzvG1nGtQ+qsNqHgy8YpRWcxRwDU5yizQymJRoQowhcuj4wsf2GREQRhAkgEY1L3bmzeHfXTjyycRMKLfk4crIWr7zxGv722eeQmpIS8rr/42t/hYS4eO1nk3H87dPGWgJ2L/G6E72wlnRH2afnmzAKAB/5fB8Kl1SIKFrw7ysiGpcDR49gadliLCtbgsz0dGxetwEpycmoOVE76nVmowlJZrP2R1HG/9ePdwl4tCRsMpd0vWQY9xXgEjARRQ/OABJR2IZdLlhbmlFVscJvvLhwJhqt10a99qev/BrDw8PITM/A/ZUrMaugMPT7DA9j2DWyzCqlO+1anmfCjzbNwJ/PdKDTOTJDZx9UYe11/3yrjjUIvK8lKQZm3yViYww+vWByl7SJiG4VJoBEFDan0wlVSiSZzH7jSSYTPnLYda9JNpvx6U0PwZKdjWGXCydO1+PXr/4eX33qC5g5Q3/f4N7Dh7D7YLX2c1xsHL793PNITEwE0ItDTU4IAcibyPaMMcDgQB9mZiTBPiRg6x0a1/XehBPwLDd3DuLTCyb+PEREtxMTQCIav4A1WAkJEWJhNiMtDRlpadrPBZY8dPX0oPpoTcgEcO2KSqxetnzk/lLCNTyMvr4+fGh13NRRMF7OYQCGRHx0Xac4ZJy87eDqmh0oS0u66fsREd1q3ANIRGEzGo1QhECv3X+2z+5wwmwyhX2fGRYLOm5cD/l6TEwMEuLj/f4A7kTwHotpco+CmSSqBMpywv8dEBHdSZwBJKKwxRgMsGTn4FLDFSyYW6KNX2q4gtLiOWHfx9baGrSMPFl8u33EGRD0dbROHzdzLRFRNGECSETjsmrZcryxdQss2TkosOThyMkT6OrpxvIl5QCAbR/sRXdvLz63+ZMAgAPHjmJaSgqy0jPgcrlw4sxpnL5wHp9/9DMTev+xloCDun2Mw81cyyVgIoomTACJaFzK5pXC2efE7oMH0OuwIzs9A19+7AlM85wB2GO3o6unW4t3uVx4b89udNt7ERsTg6z0DHz5sc+hZNbscb/3UasT1p5BLgETEd0k0dkbiX+VEhGNkFLC4XDgkdcb0Tcs/ap/vcu2t3N5NvA9vUfB/NODM1CWpsBkMkGMcsg0EdGdxhlAIooaCoKPfrmZZduJCnxPVgETUbRhFTARRQ0Vo3Zvu6O4BExE0YQzgEQUNf7n6kyc6hiGrbsPFzsGIqYiN8cUg7UzTaickQSH4zZPRxIRTQATQCKKGsssRsTEufDaqc5R+wGPxrt/71rPIJx9fSiaboRUYm/qmJcWxzD+UN+N8rwUlKVxYYWIIh8TQCKKKuPtBJIfsxfZhmNocd2LpuG1/vv3DIm42C0BDI56zVi4B5CIog0TQCKKKvdYTHi9vjOs2PyYvbjf+AJUaUCp+B3ah+ejT6ajSy1GqnIRANClFiMG/RhGAlKVi0gUHciIOaNds8f5k7CSQO4BJKJowgSQiKLK6sJkPLUwBX+o7x41LscUg9LYWkjVAEW4l3UzYs4AAGZgnxY3A/ugSgFF+E8pKsIFCQNKzbUYHlo35tLwUwtTuAeQiKIGN6sQUdQZGJZj7gGMGdiJwYEGCLggpX+071EyUgKKkEHHy0gpIODC4EADYgZ2hfFMYT48EVEEYAJIRFFncXYiRtsC6F36zYs5AADoU6f7ve57lIwQ7iQw8HgZ7zV5MQdwv/EF5MfsHeOZEsJ+fiKiO40JIBHddbINx6DKkaXfRCW8PYO+vNcowgVVGpBlOD6pz0hEdCcxASSiqHOypQ+Kzhpwfsxe3Bv/IxiVVvcePs80oXeWzyvwe73XvTOC7iViF0xKC+6N/5HuTKAigJMt/ZPwyYiIbg8WgRBR1FmcnYg/nevxGxup+FWgCDUoiQtc9vX9Xu9175jwHDlTGLsTqlR0K4NVySVgIoounAEkoqjlzdlyTDGYnfihZ9lX1Z3Vmyj3DKD3qwpVGjA7sRY5JoPfMxARRRMmgEQUdbxLwN78rtkxjK7BOG3Z13cGL9QSr+/3oZaA9b4qwoVLfeXasTDeQ6C5BExE0YQJIBFFncXZiVDlyOxbfsxeLIr/NYCRpdxQX/W+D7VErHetHi4BE1G0YQJIRFGnMt+El6syUWFJBOCu+vU96887mxf4dTz07uHeD+hfEbzCkoiXqzJRmc8uIEQUPZgAElFUqsw3YtNsd9/dFte9ED6dPG71ErAL8VrsptlJqMw33rLPSUR0KzABJKKoVdfar3scjK/JWAIOHF8U/2vkx+yFIoBTrdz7R0TRhwkgEUWtsqwEqFJ/CXgyq4CDZwgFsg3HoUpgURb3/hFR9GECSERRLT9mL8xKU8glYD1jLQH70p8hlJhhtOLbi09w+ZeIohIPgiaiqHW6cat2+DPgn6gJAeQ2JCPTZsZwjIqYYcXva+r1BEgA3dP7ETOkYDg2OCZmWEFbrh22wpFDp73vYXJ9gNbLe9CUHo/87IfuwKcnIpo4JoBEFLWyDcfQ5en5G1iwkduQjNXbiyCFhJACEhICI1+98hpTgl7zflUhMbc+A9Ubr8BW2BPwHiqEMKC1o5oJIBFFHS4BE1HUWlJ0vzv5gwhaqs20maGGSP4kRtZ7QyV/EhIKBFQhkWkzAwhcDhaQ0oWs9NW3/4MTEd0kJoBEFLXysx/C/OJvQXgSOt99esMxKpQQyZ/vDGCo5E9LAqXAcIw6Eq9dKjG/+Fuc/SOiqMQEkIiimsvlhG9HXindy7/zT2QBgF+yN17ea+efyEJuQ3JAoYiAy9U34XsTEd1JTACJKKplpa8B4F8BnGkzj7nMO9prejGZNnNAVbHk8i8RRS0WgRDRXcG34tfcEzfmMu9or+nFmHrisOBotm5lMBFRtGECSERRrbVjv27F72SzNCYjrzHFrzK4dSYrgIkoOjEBJKJxO1x7HPuP1KDXbkdWegYeXrceRfkzQsZfvtqIv+zehdaOdiSbk7CmogIVS+6ZlGcxGIxaxa9e0QcQepl3tNdCxfhWBg8ZEiflMxAR3W7cA0hE41J37ize3bUTaytX4hvPPIvC/Hy88sZr6Oru1o2/3tWFV958HYX5+fjGM8/ivspKbN25A/Xnz0/K85jqm2DuiQuZ/AGTswQcWBnclutgEQgRRS0mgEQ0LgeOHsHSssVYVrYEmenp2LxuA1KSk1FzolY3/siJWqQmJ2Pzug3ITE/HsrIlWLqoDNVHa276WdSaAyj6zXnkXk3Wfd13KXg81cC+saGXk1kEQkTRiwkgEYVt2OWCtaUZxYVFfuPFhTPRaL2me02j9RqKC2f6xxfNxLWWZrhcrpt6np6at0Y97Hm0il+9sXArhH0PhyYiikbcA0hEYXM6nVClRJLJP/lJMpnwkcOue43d4UCSyRQQb4aqqnD0OZFsTgq6Znh4GMM+yaH0HMDX1tmBuN4eDAwMQEqJtrROlIyR/IVaytUbC3d52H04tMSVph2Ii7nXHSsE4uPjkaLzeYiIIg0TQCIav4DV1MDEKZx497D+NXsPH8Lug9Xaz3Gxcfj2c8/jlTffwODQoDaemJgI15LWSTn0OVwjh0NnYmt8G/ZP+0PQcxIRRTomgEQUNqPRCEUI9Nr9Z/vsDifMAbN8XmaTCb12R0C8A4qiwJioX0W7dkUlVi9brv0spYRreBjPPPY44uLitBlAABj4t+uQsE2o4ne88YGvrYyfjpVPPAVgZAaQiCgaMAEkorDFGAywZOfgUsMVLJhboo1fariC0uI5utcUWPJw7tJFv7GLDVeQl50Dg8Gg/z4xMYiJGfnrSUoJx/AwMtPSYTKZ3EvRqgq15gCud/VPaEl3vPF6rxnamjD90gUoFaugKAoSExPhcPgnu0REkYhFIEQ0LquWLcexupM4VncSbR0d2LprJ7p6urF8STkAYNsHe/H61ne0+OVLynGjpxvv7t6Jto4OHKs7ieN1J7F6WcVNPYdacwCu738Hyee7buo+NyP5/HW4vv8dqDUH7tgzEBFNBGcAiWhcyuaVwtnnxO6DB9DrsCM7PQNffuwJTEtJAQD02O3o6hk5E3B6aiqeeexzeHf3Thyu/RDJZjM2r9+AhSUlod4iLPJULaAoEKo64SXd8cYHvSYFoCiQ9SeAyjU39XmIiG4n0dmrTn7PJCKiSSSlhMPhgBBCWwIePrQfru9/BxJBNSYhl219XxtvvP5r7vc2vPhDxFSu0ZaATSYThLj1BSlERBPFJWAiuitM9NDncIV3ODQRUXRgAkhEUUmeqgWEOy1zz8SN79BnvbHxxXtmHoVwLwETEUURJoBEFJ3iEwDpPU8weGl3squAg8c8pATiePwLEUUXJoBEFJ0G+oFI2GcnBDA4cKefgohoXJgAElFUEovKtRlA4PYvAY8MSIiFSyb74xER3VJMAInornC7l4CJiKIZE0AiikrecwC9wpm988aFMtoRMIFjGu85gEREUYQJIBFFp/gEQFW1H72VwF6hlnXdsWMniqPPCvpQVS4BE1HUYQJIRFHHVVMN9Y3f6r4WznmAYy3zhoqV2hgRUXRjAkhEUUfW1QZVAPseBRNOIcdYr+uP6eASMBFFISaARBR1RJl/BTDgfxh0OIUcY70+5tKvF5eAiSgKMQEkoqhjqFgNw4s/BObM08aEzne3g/L4F6BUrLqt70lEdLOYABJRVFIqVkGZtyDkUrDXLV8C5iHQRBSFmAASUdQKPAwaGL0a2HdsrNfDXQLm8i8RRSMmgER0V7mVC8Cs/iWiuwUTQCKKWvJUrf643/eTtQQc4hlYAUxEUYgJIBFFr/gE3WHh9/1kLQGHEBc/kScnIrqjmAASUfQa6L/TT8AiECKKSkwAiShqiUXl4cVNcAk4rHuzCISIohATQCK66+lVBvt+H/ahz0REdwkmgEQUteSpWkAZ+6+xwLk8vSKRsa7RxTZwRBSlmAASUdQSi8oBVQ06DHrM6/y+n+DhLkKwDRwRRS0mgEQUtZSKVTC8+EOIZZW3/b3FskoYXvwh28ARUVRiAkhEUU2pWAWRnTvh6ye610/kWJj8EVHUYgJIRNEvxHmA4Zhodw8u/RJRNGMCSETR7zafByiWr+TsHxFFNSaARBT1wj0PUM9EloCVDQ9P+P2IiCIBE0AiinpKxSooj39hQtdOdAmYiCiaxdzpByCi6OHs78PWnTtw9tJFAEDp7GJ8cv1GJCaE3oP3xrtbUXv6lN9Yfm4uvv7FZyb34Qb63WcCquq4LnMfEj0O3rP/uARMRFGMCSARhe21d/6M7t5efOXxJwAAb217D69v3YIvP/a5Ua+bM3MmHntos/azwWCY9GcTi8qBLW+6z+eT4S/sjiv549l/RHSX4BIwEYWlraMDH12+jM88+AkUWPJQYMnDZzZ9Auc/voT2zs5Rr40xxCDJbNb+GBMTJ/35bseZgDz7j4juFpwBJKKwNFqvISE+HjNyLdrYDIsFCfHxaLReQ0ZaWshrL19txPd/+mMkxiegaMYMbFxzH8wm06Q/o1KxCvJULeQ4loLDXgJWFJ79R0R3DSaARBQWu8MBszE4aTMbTeh12ENeN3fWLCwqKUFqSgqud3VhZ/U+/O9Xf4+/+fJXEBOj/1fQ8PAwhl0u7WfpWdIVnpZvQggoIXoAy8X3QB3HUnBYyZ9n6VcpKw/5vmKc7eiIiO4kJoBEU9zO6v3YfbB61Ji//pKnYEMnx5GQo/bTLZtXqn2fnZGJvJwc/N//+i84//ElLJhbonvN3sOH/J4pLjYO337ueSR6lo4TR1tCvn8jBuPjMXziOIbqT0I9f2aUTzb2DKBh3nzELFiMmCVLEbfyvtHvNY69h0REdxITQKIprvKepSgrLR01ZlpKKprb2mB3OIJeczid41rOTTYnITUlBR03roeMWbuiEquXLdd+llLCNTyMvr4+GI1G9PX1jZ5sLVkGLFkGpaYa6st/N+psYMjkz3ONePwLQMVqDAMYdjpDvqUQAgmjVEMTEUUSJoBEU5zJaITJaBwzrsCSh/6BATTZrMj37AO8arOif2AABZa8sN/P0edEd08PkkzmkDExMTF+y8NSSjiGh7WkT0oJNYw9fmLZShhe/KH72Ja4eMjGy543iIU8+IE2+yeWr4QomKm9LgpmAoMDEAuXQCxbGdZ7hVoaJiKKREwAiSgsmenpmDNzJv70/nv49KaHALiPgSmZNduvAOSff/Vv2Fh1HxbMLcHA4CB2HdiPBXNLkGQy40Z3N7bv3wuj0YgFc+beludWKlYFndnn+tVPoSoKhKpCKgqUHAsMX/rabXkeIqJIwASQiML2xOZP4Z1dO/Dvr/8BADCveA4eWb/RL6b9eif6BwYAAIoQaGlvR+3pevT39yPJbMbMGYV46pFPIz4+/rY/v5dYVA6x5U2oQkDhuX5ENAWJzl6Vu5aJKKJJKeFwOCCEgMlkgtPpDGtZdjTXd/wF57f8CSWPfAbTN3zipp9RURQkJibC4XDAZDKxKpiIIho3rRDRlDRUvgx75pVhqHzZnX4UIqLbjgkgEUU83+IP75+bJYRAXGzcpM3U+T4Xj4MhokjHJWAiiniqqsI5yhEskcZoNLIqmIgiGotAiCgqGI1G9A8M4B//9V/wna//DRJusoikf2AAP/z5zyblXr73+7v//tc3fS8ioluNCSARRTzvbJqiKBgcGoQQ4qaXboUQk3Yv3/spisLZPyKKePxbioiIiGiKYQJIRERENMUwASSiqBFjMOCBlasRYzBE1L1uxf2IiG4lVgETERERTTGcASQiIiKaYpgAEhEREU0xTACJiIiIphgmgERERERTDA+CJqKI4ezvw9adO3D20kUAQOnsYnxy/UYkJiToxrtcLuzYvw/nL1/C9a4uKIoCqapwqSqy0zPw8Lr1KMqfgV/+/re40nTV79pF80pRsaQcf9m9C60d7Ug2J2FNRQUqltyjxRyuPY5dB6rh8LShS01OwcMPrMOCuSVBz3L6wnnUnKhFc2srhl3DyErPwLpVqzFn5iwt5vipOvzxvXeDrv3+t/5PxMbwr2Miun34Nw4RRYzX3vkzunt78ZXHnwAAvLXtPby+dQu+/NjndOOHhoZgbW3BA5Wr0N3bi/c/2IOUpCTExsaiMD8fr7zxGv722ecAAMvKFmP96irtWrvDgX/93W+wrGwxPrf5ETRYm7Bl+zaYEk1YWFKCunNnsXXXTkhVxcql98LZ34dTZ8/i939+C89/4UuYkWvxe5YrTVdRXFiEjVX3ITE+Acfr6/CbP76B//7FZ2DJztbi4uPj8a2v/pXftUz+iOh24xIwEUWEto4OfHT5Mj7z4CdQYMlDgSUPn9n0CZz/+BLaOzt1r0lISMCzTzyFRfNKcercWdxbthhPferTaOvowOp7lyMlORk1J2oBALGxsUgym7U/J8+eQWpyMjav24DM9HQsK1uCpYvKUH20BgBw4OgRpCYno3jmTGxetwGfe/gRTJ82DanJKTh47GjQs2xetwFVFSuQn5OL9OnTsalqLdKmT8c5z2ymlwD8niPJbJ7cXyQRURj4z04iigiN1mtIiI/3m1mbYbEgIT4ejdZryEhLC3ntsMsFa0szqipWoH9gAALu5LC4cCYardcAACfPnMGJM6dhNpkwd+YsXLVaUVw40+8+xUUzcexUHQYGB2Ftadbuob1eOBPnP76o3XM0qpQYGByEMdF/+XpwcBD/+K8/gyolcjOzsH51ld8MIRHR7cAEkIgigt3hgNloCho3G03oddhHvdbpdEKVEokJCXhv726UzV+AhPh4JJlM+Mhhx5plFZiWmookkwmt7e3Ytm8v7A4HSmbN9rtPkskMVVXRcb0TqpTo7+9Hksnk87oJQ0NDcPb3j/l5qo/WYGhwCItKSrWxzLR0PPaJzcjKyMTA4AAOHj+Gf/vdb/DCV76K9OnTx7wnEdFkYQJIRLfUzur92H2wetSYv/7SM+5vRPBrEhJC74UQ7yWlxKc2bPK7dtniJVpMdkYm0qZPx7/853+gx94b9F7ux/B5PyECXh/7aU6ePYNdB6rxxc88BrNPAjnDYsEMy8gMZ0FePn72yq9x6MNj+OT6jWF9RiKiycAEkIhuqcp7lqKstHTUmGkpqWhua4Pd4Qh6zeF0+iVReuLj4wEAXT09+JtnvoIEz892h/61liz3kmtnV5ffuN3hgKIoSJs+HYoQSEhIQK/d7vO6E7GxMTAYQj9P3bmz+NN77+LpT30axYVFoz63IgTycnLRceP6qHFERJONCSAR3VImoxEmo3HMuAJLHvoHBtBksyLfsw/wqs2K/oEBFFjyQl7ncrnw+tYtiImJwayCApgSR97rUsMVlBbPCbqmtaMdgLvwxNfFhivIy85BfFwcLNk5cPY5canhClYvW67dT3qeVc/Js2fwx/fexZOf/BRKZheP+ZmllGhubUVWRsaYsUREk4kJIBFFhMz0dMyZORN/ev89fHrTQwDcx8CUzJrtVwDyz7/6N2ysug8L5pbApar43dt/gq21BetWrsaO6n3IzshEXnYO6i+cQ1dPN+bMnIVdB6pxvesGBgYHcW/ZYvxlzy5kpqfjRnc33t29E8vKlqDReg3H607iiU8+CgBYtWw5Xt+6Bde7uvDu7p1w9vWh88YNqFLFk5/8FLZ9sBfdvb343OZPAnAnf2+8+w42r1uPGbkWbeYwNiYGCZ5zDHcd2I8ZuRakTZ+OgQH3HkBbWyse2cDlXyK6vZgAElHEeGLzp/DOrh3499f/AACYVzwHjwTsjWu/3on+gQEAQHdPj3bMyrZ9ewEAf9mzCwCQPm06vvzYE5iemoqd1ftw1WqFS3Whpa0Nc2fNxrpVq9HS3oZ3d+/E4doPkWw2Y/P6DVhY4j7kuWxeKZx9TuyqrsYBz7EvKcnJ2PyAO8Grqa1FV0+39lxHTtRCVVVs2bEdW3Zs18bLFyzC4w9vBgD09Q/grW3vodfhQEJ8PHKzsvHc01/QZjyJiG4X0dmryjv9EERERER0+/AgaCIiIqIphgkgERER0RTDBJCIiIhoimECSERERDTFMAEkIiIimmKYABIRERFNMUwAiYiIiKYYJoBEREREUwwTQCIiIqIphgkgERER0RTDBJCIiIhoimECSERERDTFMAEkIiIimmKYABIRERFNMUwAiYiIiKYYJoBEREREU0zMnX4AIiJfqqpq3wsh7uCTTA4ppfa9ovDf3EQUGZgAElHEcTqdd/oRJp3RaLzTj0BEpOE/R4koIhmNxls6A9jW2YEf/fIXaOvsuGXvQUQUqZgAElFE8SZ9QohbmgBKKTE4NOi3RHsr3Q3L2UR09+ASMBHdVQ41OVHX2o94g8CAS6IsKwGV+RNbfp3MexERRRImgERT2OHa49h/pAa9djuy0jPw8Lr1KMqfoRv7cWMj/vervwsa/9uvPofMtHTt5/rz57Gzeh86u24gLXUaNqypwoK5JbfsM/g61OTES/vaIABIAALAW+d78OT8FC2BA4C61n4MDw7gUsICfNg2jNQ+d6Ln+3q8QeDVM91B93q5KpNJIBFFPSaARFNU3bmzeHfXTjyycRMKLfk4crIWr7zxGv722eeQmpIS8rr/42t/hYS4eO1nk09xQ6P1Gl7d8hbWr6nC/DlzceajC/jDlrfxV5//ImbkWm7p5wHciZsiANWzqutN3F490w1FuBM4eMYkAMQX4ce1AwDa/F733kOL83xVBHCqtZ8JIBFFPe4BJJqiDhw9gqVli7GsbAky09Oxed0GpCQno+ZE7ajXmY0mJJnN2h/fo00OHjuK2UVFWLtiJTLT0rF2xUrMLijEwWNHb/XHAQCUZSVoiRsAv9k733Ft159QtDHf132TP997qRJY5JklJCKKZpwBJJqChl0uWFuaUVWxwm+8uHAmGq3XRr32p6/8GsPDw8hMz8D9lSsxq6BQe63RZsWqpcv871k0EwePh04Ah4eHMexyaT/7FmUIIcZ1dt6qAjO+v1bgZEs/4mOAgWEgPgb4Q32338ygNrMnVUjhvr/v697vn1qYot1jYBhYnJ2AynxT2M/j/Ty3q9CEiChcTACJpiCn0wlVSiSZzH7jSSYTPnLYda9JNpvx6U0PwZKdjWGXCydO1+PXr/4eX33qC5g5w71v0G63I8nknyAlmUzodThCPsvew4ew+2C19nNcbBy+/dzzAIDExMSwPk91Qw8+tDpwj8WEdXMzsG6u/+uLLSmotTlQnut+tlqbA4P9Thw5VY/PVy1B2rRpQa+X55qwujB51PfSez2QlBKOUT4/EdGdwASQaCoLOJlEQkIEDnpkpKUhIy1N+7nAkoeunh5UH63REkD3Pf2v911G1bN2RSVWL1s+Ei8lXMPDAIC+vr4xZ88ONTnw4t5WKAJ4vb7TM2snER8jMDAssTjbnUQODQ1hYGBA+979HkIbD3x9YGAAuy6042RLn3av+BihzSa+Xt+J76/NGnNGkLN/RBSJmAASTUFGoxGKEOi1+8/22R1OmE3hL3HOsFhw4sxp7Wez2axzT8eo94yJiUFMzMhfRVJKODwJoJTSrzWcnhPNfX5FG3+o96/c/dO5kcIO7/e+RSD/T20/gH6/1/ViA/cTKgI42dyHCkt4s5RERJGERSBEU1CMwQBLdg4uNVzxG7/UcAUFlryw72NrbfVbRi7ItQTd82LD5XHdc7y8hR+K8E/UAP/Zx4kUgfjG+t7bm3CyIISIohVnAImmqFXLluONrVtgyc5BgSUPR06eQFdPN5YvKQcAbPtgL7p7e/G5zZ8EABw4dhTTUlKQlZ4Bl8uFE2dO4/SF8/j8o5/R7rly6TL88vf/hQ9qDqG0eA7OXvwIlxoa8Fef/+It+xyV+Ua8XJWJU639iNM5u8+bwE2kCMQ31vv1yfkpGHRJLOKh0EQUxZgAEk1RZfNK4exzYvfBA+h12JGdnoEvP/YEpnnOAOyx29HV063Fu1wuvLdnN7rtvYiNiUFWega+/NjnUDJrthZTkJeHJx95FDv278PO/fswfdo0PPXIo5N6BqC3O4fvoc1lWQn4q6XTAQAl6fFaMuhN1AD3+X2+3w8NOvHh2fN4vHI+UpNSgl73/d73Xt6k71CTE784fj3oOZgUElE0EJ29KncoE1HE8FbNmkwm9PX1+e0B9Hb60Jutq7Ak4sHZSQCg29UjuBOIEx+evYDHK0uRmpQS1jXe79+/1Isaa5/uc4TqFGIymdgPmIgiBhNAIooooyWAvzh+HX++0BPUpSPQaEu4vmOQKqCzBBz2ErJOzKNzk7XZSF9MAIkokrAIhIiiRmDBB+B/xEw4RRy+Y6GKQMIuIkFwgsjCECKKBpwBJKKIMtoMIOBeBvbdo7ftUi8Oh1iOBW7NDKD3+xWWRGzyLDt7nynUHkDOABJRJGERCBFFvMDCD99/teYkxeLJ+XGjFnzoFYSMVQQyVhFJnGePoBf/JU1E0YQJIBFFNN/Cj7fOjxzU7Pu9Kt3Hs3iLN/SWaPXGfBeQw7nmfMcABlwS8Z7jZvSeKVQRCBFRJOESMBFFlMAl4J8f7dAt/ND7frTl3ptdAg71HiwCIaJoxCIQIopoeoUfet+H6gAyWUUgoTqCsAiEiKIRZwCJKKLoFYEEFn7o7ccL1QHkVs0A+nYE8X0mFoEQUTRgAkhEESVUFbBeB5DAw5pDFW9MVhFI4NhoB0YHJoJMAIkokrAIhIginl4hiO+M3Fvne/Dk/JRRCz4mowjE+/V8x0DQjCOLQYgomnAGkIgiit4M4FgdQO5kEUjgM3jvFVgMwhlAIookLAIhoog3WgcQvYTsdhWBBD4DwGIQIooOXAImoojm3funV3Th3ZN3M0Ug8iaLQELtFaxr7QcALgMTUURiAkhEEetQk0Pb+6dKoMKSqCVavjNyJenxeHJ+Co7Z+pBjjkGmKeaWFIG0OYbRbB/GvbmJKEmP15I836Vga+8Qajyt6d4634P/675MLM9jEkhEkYUJIBFFrJMt/j1+a6x9qLH2AQguAgHcs3iXbgwGdQUpSY8HAJ1OIf5FIN5OH74Vvb7dP6qbnNp7hHoG3yVlRQCn2/qZABJRxGERCBFFFN8ikN0fdeDFva0hO4BAZyycgpCRNxspAplo9w+9Z/DlnQFkEQgRRRIWgRBRxKrMN+HlqkxUWBIBjF4E4vv6WAUhGp8ikIl0/wj1DACwwpKIl6u4/EtEkYlLwEQU8XKSYvHk/Dg0dA1CAihKjRu1AGOsghCNTxHIRLt/+BaiXOkahABQmBqHARcXV4gocnEJmIgiit4SsO8+QN+CkAdnJwEI7shxvmMAx2x9iDMAgy7g3lz3DKJvkYheEYhvkYc33vce3sKPwO4f71/q1Qo/Ap+TS8BEFIk4A0hEEcu3CMQ7CxduQYjvmLdow1vAUWFJRGa8N8rNt3pXr8gj3MIP3+dkEQgRRSomgEQUsRZnJ+JP53p0z+jz/V5vr57emG/yCACIL8KPawcAtOkmceHeV69lnPeZF2TyQGgiijxMAImmsMO1x7H/SA167XZkpWfg4XXrUZQ/Qzf29IXzqDlRi+bWVgy7hpGVnoF1q1ZjzsxZWszxU3X443vvBl37/W/9n4iNGf9fN5X5Ju18P+8S7LZLvTgcsNw67gOgvTxFIKGSuHDv632WFZZEbJqdpC1B35ubyNk/IopITACJpqi6c2fx7q6deGTjJhRa8nHkZC1eeeM1/O2zzyE1JSUo/krTVRQXFmFj1X1IjE/A8fo6/OaPb+C/f/EZWLKztbj4+Hh866t/5XftRJI/wH0Q9Ktnuv3O98tJisXqfBG0Vy+cA6C9yeNonUC8SVyoe/juFcwxx2BIlX6FH+c7BvyeeX5GPJNAIoo4TACJpqgDR49gadliLCtbAgDYvG4DPrpyGTUnarHpvrVB8ZvXbfD7eVPVWpy9+BHOXbrolwAKAElm86Q8Y+AewMDqXr29fXqdQrx8k0ehDsHW2YMH5qTDlGjSksgM08hfi3r38O4V9L6/93l8ZyUFuAeQiCIbE0CiKWjY5YK1pRlVFSv8xosLZ6LRei2se6hSYmBwEMZE/z1ug4OD+Md//RlUKZGbmYX1q6v8EsTxCNwDqHe+32iFIXkxe5FtOIYrVxIQg34Mw/01CQlIVS4iLwloshZrY/3OflxBApqujMS2uO7FteG1QQUfoZ7D97xA7gEkokjFBJBoCnI6nVClRJLJf6YuyWTCRw57WPeoPlqDocEhLCop1cYy09Lx2Cc2IysjEwODAzh4/Bj+7Xe/wQtf+SrSp0/Xvc/w8DCGXS7tZylH5ttWzjDj+2uBky39iI8B/lA/9vl+3u/zYvbifuMLUKUCRahQpYAipPbVawb2Bb028lVBqfgd9jh/gmvDa4P2Cga+tzfpe2phCgaGgcXZCajIM/p9JiKiSMAEkGgqCziWTkJCBA7qOHn2DHYdqMYXP/MYzCaTNj7DYsEMi0X7uSAvHz975dc49OExfHL9Rt177T18CLsPVms/x8XG4dvPPQ8ASExMxLq5iYiP78GHVgfWzkyCtWcIluRYDLvcidestHhc7hxAdWOvX2FIdswxqNIARbggJaAI6ffVeySf3msjX1Wo0oBsw3E0DbuXxb3vsbogCTEGwNozhBUz3In04at2WJJj4UIMlheYsLowWTvXkIgokjABJJqCjEYjFCHQa/ef7bM7nH4JnZ66c2fxp/fexdOf+jSKC4tGjVWEQF5OLjpuXA8Zs3ZFJVYvW679LKWEa3gYANDX14eDV+1+/YAFgI86+j33Bw409mJFXiKeWpiCKzeGAACxBqC/uxKK+jtIKBBCdae2QmpfvYRA0GsjXxUowgWRuAJrso0Y8kxUFk2LxZUbQ6hudEIRI8/jfTYB4PX6Tnx/bRZWcP8fEUUgJoBEU1CMwQBLdg4uNVzBgrkl2vilhisoLZ4T8rqTZ8/gj++9iyc/+SmUzC4e832klGhubUVWRkboZ4mJQYxPlbCUEg5PAiilxIlm/yNf9Pb+Hb7Wh8PXgvf+NSjrkSSaMIx4xGDA72uScg2QEr0yP+g136+9Mh9SPYQr9iFtGfjwNf3Dn333BSoCONncp/UxJiKKJEwAiaaoVcuW442tW2DJzkGBJQ9HTp5AV083li8pBwBs+2Avunt78bnNnwTgTv7eePcdbF63HjNyLdrsYWxMDBIS3IUOuw7sx4xcC9KmT8fAgHsPoK2tFY9s0F/+DUdZVgLeOt8zaXv/AvcAGnF9lD2AAmni/Jh7AfXOCFQltIpkIqJIwwSQaIoqm1cKZ58Tuw8eQK/Djuz0DHz5sScwzXMGYI/djq6ebi3+yIlaqKqKLTu2Y8uO7dp4+YJFePzhzQCAvv4BvLXtPfQ6HEiIj0duVjaee/oLyM+1YCIONTlQ19qP1flG7dw937P+9A6Fzja49/7lNZqQaTWjzWKHtaBnQnsA8xqTtHtcK3Do7gUMPDfQt59wZT6Xf4koMonOXlWOHUZEdHt4iybqOlV86/2rQTN/T85PwYBLIt4gMOCSaHcMY6B3B+YYP4QUiejuPYuFDcexensRVCGhSIFrBd3ont6PmGEFQzEqYocVDMeoiBlW0JZrByCQaTP5vZZ6PQGWxhTtHtUbr6C+8B4ocSWQsg99MRXISH/Q71niDUI7BFqVwMtVmVoSaDKZILxZJxHRHcYZQCKKSCdtDt29f76HQQNAvnfJt1eBQaiYJhVk2rK1xA0ALI0pyGtMgQpAAXy+Ssytd+9PVAWgyJHXtKNdpIAqJDJtZkwr2AdlcC9UqWD60H9iz4WRJeHA5V9FuGcEOQtIRJFIudMPQESkZ3GuSSuwAPR78AIjS76KULWjW9py7VCkgPREuq+RnsTO96s7RkJCkf6vjRz47E4k23Ltfu+hSgOyDMd1D4T2Jq7cA0hEkYozgEQUkSpnJOH7a7NwsrkPcQaBhq5BXO9z4cL1Qb8ksMV1L0rF76BKBXmNZm3P3pklrZhxKRVJvfHa+YahvgII+Zo9aRBXZ3cBABYfzPXsB7RDES60upYGJaZzpschLdGATbOTOPtHRBGLewCJKKJ49wCaTCb09fVBVVUcanLipX1t2sxajikG0xIVmIf3IDfmKITaglkfN+H+bTF+S79SSAgZOvELJwFUPTOFALR779w4hLaF90NN/f/hmK0PcQbgRp8LzQ6X7v4/gHsAiSiycAaQiCJeXWu/337AZscwYgb24l7jC1AH3Me95F7LhSrS/Zd+w0j+3JGhY7zLxMDIfsB8WzeuF/4L9rQWa3sAvbj/j4iiAfcAElHEK8tK8NsPCATv/Wu32LUETXj+T4rRkz/Vs9dvtFhPDxH3954ZwPbc3qA9gL64/4+IIh2XgIkoougtAQPAoSandu6ft9vH59teRIbVDFesCsOQAlesipTrCRAAhhWJpJ44DBtUxLgU7asrRoVheOSrLb8XQgA5V5O0scBrepMHEaO6Zwu7p/dr79U1sAi7055CTV65tgfQey5g4Owfl4CJKJJwCZiIokZOUixW5ws024exujkTq7cXafv8/PbqIfC4F/hU9/rP7k3vdCdqgfsFfa+d3mnU7p/XmOLzni1YiR/jzUf/DtU5S5BjjkGGiX+tElHk499URBTxvEUgvhW3a8+e8Jzdp7NXL2D/nqKztBt4TeB+wVD38I1VIKAKIObsSXycMB+XbrgrlN863xNUBEJEFEm4B5CIIp63CMS7X2XZtVrk9LZpZ/cF7tUba+/fRK4JFatI4FTmPPieB+gtAiEiilScASSiiFeWlYC3zvdAwJ38vVT9Y6jaq+5lX4fPeX05V5OC9vGF2gvYPKMXUgK5TaGv8cbaUwahDAsk9MUgvd2kvXe6oR4C5drsJItAiCjSMQEkoohXmW/Ek/NTcMzWhwc/ughVCChS+p3jZ+6Nw/wTWQDGPv/PtxWcdw9gqH2Cvl999wJqX4XEus5XMbC4GANx69BsH8a9uYlc/iWiiMYEkIgi3qEmJ1490w1FAO8bi7FMyqAkz5ukAWOf/6e3ry/UPkHdaz3HwXiPhWnNcaKr6yCOD1RCEcClG4MoSY9nEkhEEYt7AIko4vkeBH00rxx/WVCGG9P70JZphz1pEAD89+iFkcj5fh33NVKgsagLXdP70FjUhaxmI7IaMt3PIbkHkIgiH2cAiSjiefcAAu49gJ84XQcpErXjXwD/GbxgEzl/b/RrCq6kQoqRZeG52IWO1QtxNK+cewCJKOJxBpCIooYAsKjtLFThfxSLhBxj5m70vX0TvibgOJhFbecgATw5P4XLv0QU0ZgAElHE8y4BT9bxL7fi6BhFAtn2VlRYazHoYoMlIopsXAImoohXlpUA664PPMe/+C/NXs9wwp4Yg0ElHtN7XZAx/X6t3kK1dwvnGJjAe7hiVIjhBHQlqUiUfYh3+h8Hs8x6EiusJ3BxfgqAB27/L4qIKExMAIko4lXmG5Ef2wBVKFCke9efdwYuvd2ENCEhJCBhgIB5XDOAoVrBjfY1vTMGKmL9joORAAyQkIqCuc1nwQSQiCIZl4CJKCpYVi6DIlVAuMs8VIz0AA43cQt1HIycwD2042AgoHqeCUJAqCrEwiV3+LdFRDQ6zgASUVRQKlZBPv4F9B4+jA8xHcmyGdn9jcjuUCaU/HlnABXP8u2E7iEFbOkxaIxfhCElBvfgOpJWrIBSseoO/7aIiEbHBJBoCjtcexz7j9Sg125HVnoGHl63HkX5M0LGX77aiL/s3oXWjnYkm5OwpqICFUvu8YupP38eO6v3obPrBtJSp2HDmiosmFty08+q1hyA+sZvkSgUrJGXAABSTOR4F8C7Z8+eNIyWtFjMaRgZG6/sjiHkotb9jEKB+sYliLmlTAKJKKJxCZhoiqo7dxbv7tqJtZUr8Y1nnkVhfj5eeeM1dHV368Zf7+rCK2++jsL8fHzjmWdxX2Ultu7cgfrz57WYRus1vLrlLSxZsAAvfOVZLFmwAH/Y8jau2qw3/bzyVC2guPcAqp49dxNd+vWmekm9MZjT4D1EemKzgN79fyrgXqJWFMj6Ezf9eYmIbiUmgERT1IGjR7C0bDGWlS1BZno6Nq/bgJTkZNScqNWNP3KiFqnJydi8bgMy09OxrGwJli4qQ/XRGi3m4LGjmF1UhLUrViIzLR1rV6zE7IJCHDx29KafVywqB1QVUggoN5Gw+bWM89nHN94jZAITSgUAhAC4B5CIogCXgImmoGGXC9aWZlRVrPAbLy6ciUbrNd1rGq3XUFw40z++aCaOnaqDy+WCwWBAo82KVUuXBcUcPH7zCaB3D6D6xm+15MvLnjSIvsShoKNbxHACBgwxiHcNwWVwIdYlMWxQkdgXi6TeeG0fX2NRF5J64rTjX4YMAgaXAQOGOMS7go+W8b2HHymhPP4FLv8SUcRjAkg0BTmdTqhSIslk9htPMpnwkcOue43d4UCSyRQQb4aqqnD0OZFsToLdbteJMaHX4Qj5LMPDwxh2ubSfpXTPztlaWzAwMKD9DADGrhuIE4Dis/QLAObeuJGETmd2TiIWAnFBM4Be3rZuwUvKox8tA3hmEeHeQSgVBc7uLjg72rV7CyGQmZYe8vMTEd0JTACJprKAuofQvXRDx7uHfV4IKMzwJkeh7D18CLsPVms/x8XG4dvPPY9f/v53GBwa9Iud3XEdn5HBZ/ZNfOnWJ5GbwH5C39+ZCkBRVfylvROXXvtD0OchIookTACJpiCj0QhFCPTa/Wf77A4nzAEzeF5mkwm9dkdAvAOKosCYmOiOMZt17ukIeU8AWLuiEquXLdd+llLCNTyM557+fNAMIAA4//h7KLX70I8uGHoco8z8TSyRG+9Xe9IgDGkzECeN6F9UjrWffRprfZ5XTLhSmYjo1mECSDQFxRgMsGTn4FLDFb8jWi41XEFp8RzdawoseTh36aLf2MWGK8jLzoHBYHDH5FpwqeGKX0J3seEyCix5oZ8lJgYxMSN/FUkp4RgeRm5WNvr6+qCqqvaaWnMArq1/AoRAgpSQiBvfB78FzL1xEL2tgBCIabyCpMVLuQeQiCIeq4CJpqhVy5bjWN1JHKs7ibaODmzdtRNdPd1YvqQcALDtg714fes7WvzyJeW40dONd3fvRFtHB47VncTxupNYvaxCi1m5dBkuXrmMD2oOoa2zAx/UHMKlhgasvHdZ0PtPhPcoGEgJrR3cTc7+aZ1AbuoeAKTkETBEFDU4A0g0RZXNK4Wzz4ndBw+g12FHdnoGvvzYE5iWkgIA6LHb0dUzcibg9NRUPPPY5/Du7p04XPshks1mbF6/AQtLRmYQC/Ly8OQjj2LH/n3YuX8fpk+bhqceeRQzci03/bxqzQHIFhvgmRG82WNggjqBjKMXcKhlZB4BQ0TRQnT2qnLsMCKi20NKCYfDAZPJpC0BqzUH4Pr+d9wFJj57AkMlY71JA+g3Dvkd3RLqa/OMXkgJ5DYljRqb4Iwddb+hl+HFH+ouAZtMJu4HJKKIwRlAIop42tKvz37AUEvAwFjHwvjPAE7vNLrvF8YMIEK8p1bp7F0C5h5AIopw3ANIRBHP2wXE94gZ9xJwcEIGnbHR27h59gCGsfwL6M06+hxzwyVgIooSnAEkooinVKwCXvwh1B3vQh45qC0FD06PR09sZ9jLtJNxDIw9adBveTl5KA3x1weClqeJiCIZE0AiigpKxSrIU7WQPkvBcdcHkBHQpWMixjwA20fw8vKA5yaSS8BEFDW4BExEUSNwKXgyKoFv/jgYH1wCJqIowQSQiKKGUrEKyuNfALKyAYQuBJno1wmfAQgA2TlQHv8CD4EmoqjABJCIooZacwDqG78FWltuyf1DHe0SltYWqG/8FmrNgVvybEREk4kJIBFFDd9OIEDoSuDbtyTsUwHMTiBEFEWYABJR1ND2APqO4dYlgWEnf17cA0hEUYIJIBHdtUId+RLu8u5YXT+IiKIVE0AiihraEnCAUNXAobp5IER8+EvDOrN/AJeAiShqMAEkoqihtwQMBC8Bq75LuEJ/9u7mloZD4BIwEUUJHgRNRFEvcAZQ8UnW7Gb/zh0JzlhI4SkikcLvtcCv3s4igULOABIRRQkmgEQUNbQlYN9ZQE8LtlB79YI7d/jPBI7VOg4IsZdQr/UbO4EQUZTgEjARRY3ATiAAtCRMiuBEDQi91KtdPsZyr34MgpM/IbgETERRQ3T2quxeTkQRQ0oJh8MBk8mEvr4+qAF7/tSaA5D1JyDb2yAPfqDNxA2np+CGwQrDsAGuGJe2fBtOJe9YSWBv0oBnqdh972lqHmLau0ZmH1feB5GRCbFwSchOICaTCUJw4ZiIIgOXgIkoqigVq4CKVXD96qeQPsvBMR3dyIBZ25/nO8t3s0aWkb17/7rcL3gOfxYZmTB89W8m7f2IiG41LgETUVTSXQ5G6CNhJuc4GB1c9iWiKMQEkIiiklKxCsrjXwCysv3Gw+0K4jW+Y2D8ieUrYXjxhyGXfYmIIhWXgIkoKqk1B6C+8VvdGcDA726e8Pn/I5QNDzP5I6KoxBlAIopK2pEwgdW4HmP1CNbuE8asH7t+ENHdhjOARFOQs78PW3fuwNlLFwEApbOL8cn1G5GYkKAb73K5sGP/Ppy/fAnXu7qQEB+P2QVFePC+tUhOStLifvn73+JK01W/axfNK8VTjzw66Z9BLCoHtrypfx6fNwZj9/Mdz3KxH+79I6IoxgSQaAp67Z0/o7u3F195/AkAwFvb3sPrW7fgy499Tjd+aGgI1tYWPFC5CjmZWejr78fW3Tvwmz+9gb/58n/zi11WthjrV1dpP8fG3Jq/ZpSKVcCLP4S6413IIwdHiRQhvoYTw2NbiOjuxCVgoimmraMDH12+jM88+AkUWPJQYMnDZzZ9Auc/voT2zk7daxISEvDsE09h0bxSZKSlYYbFgk+u3whrSwu6urv9YmNjY5FkNmt/EkLMKk4GpWIVRHaueyk4BL2Uzne+0Le6d1zpH5eAiSiKcQaQaIpptF5DQnw8ZuRatLEZFgsS4uPRaL2GjLS0sO7TPzAAAQQleCfPnMGJM6dhNpkwd+YsrFu5GvHxwf10J0s4S8FB1/h9P8o+v5A3YNcPIopuTACJphi7wwGz0RQ0bjaa0Ouwh3WPoeFhbPtgD8rmL0CCT3K3ZP4CTEtNRZLJhNb2dmzbtxfNbW149omnQt5reHgYwy6X9rP0SeKEEFBGmd0DAKVyDcRL/wjX9nchaw6E9fyBxrvQqyxfCWXjwzBUrB4zVkrp95mIiCIBE0Ciu8TO6v3YfbB61Ji//tIz7m90Mp5RCx58uFwuvLrlbUgp8akNm/xeW7Z4ZEYsOyMTadOn41/+8z9gbWmGJTtH9357Dx/ye+642Dh8+7nnAQCJiYljPg8A4P6NcJ6tx8DRw4DqGjvex7hn/xQDYvMLYLx/Y3j397S2IyKKJEwAie4SlfcsRVlp6agx01JS0dzWBrtOQuJwOmE2Bc8M+nK5XPj9n9/C9a4ufPWpp/1m//RYsrJhUBR03LgRMgFcu6ISq5ct136WUsI1PAwA6OvrC3v2zFW6EHjz9+NaCgYmsvTrgqt0IZxOZ1iXcPaPiCIRE0Ciu4TJaITJaBwzrsCSh/6BATTZrMj37AO8arOif2AABZa8kNd5k7/OGzfw1aeehilx7Pdq7WiHS1WRZDKHjImJiUGMT6WwlBIOTwIopYTq6fU7FrHM3ZVD1p8A4uIhGy+PUR0cPrF8JUTBTGBwAGLhEohlK8N+LiKiSMQEkGiKyUxPx5yZM/Gn99/Dpzc9BMB9DEzJrNl+BSD//Kt/w8aq+7Bgbglcqorfvf0n2Fpb8KXPfg5Slei1u/cLJiYmIsZgQOeNGzhx5jRKZs2CMdGIts4O/GXPLuRmZaEwL3RiOZmUilWApzOH61c/hVQUd7/gUYy5BKwoEDkWGL70tUl7TiKiO40JINEU9MTmT+GdXTvw76//AQAwr3gOHlnvv6et/Xon+gcGAADdPT045zk0+qev/Nov7qtPfh6zCgpgMBjwcWMDDh0/hoGhQaQmJWPurNlYt2r1mIUct0K41cGjJn+s9iWiu5To7FW5QYWIIoa3aMJkMqGvr++mllrVmgPakjAGB7Svsr0N8uAH2uyf7xJvYKxYuGRS+v2aTCYIwYOliSgycAaQiO5avkvCvly/+ilURYFQVUhFgcIlXiKaYtgJhIimHLGoHEJVoQoBwSVeIpqCmAAS0ZSjVKxC7wt/hw8LZqP3hb+blCVeIqJowgSQiKakofJl2DOvDEPly+70oxAR3XZMAIkoongPTr7VLdSEEIiLjbtthRk8EJqIIgmrgIkooqiqGnaXjWhiNBrvyHE4RER6WAVMRBFHMRjwj//6L/jO1/9mzHZzE9U/MIAf/vxnt/Q9AM78EVFkYgJIRBFFURQoioLBoUEIIW7ZEq0Q4pa/h/d9iIgiDdcjiIiIiKYYJoBEREREUwwTQCKKODEGAx5YuRoxBkNUvwcRUaRiFTARERHRFMMZQCIiIqIphgkgERER0RTDBJCIiIhoimECSERERDTF8CBoIrrjnP192LpzB85euggAKJ1djE+u34jEhATdeJfLhR379+H85Uu43tWFhPh4zC4owoP3rUVyUpIWd7j2OPYfqUGv3Y6s9Aw8vG49ivJnhHyOy1cb8Zfdu9Da0Y5kcxLWVFSgYsk9k/thiYgiAGcAieiOe+2dP8PW1oqvPP4EvvL4E7C1teL1rVtCxg8NDcHa2oIHKlfhG1/+b/jCo59Fx41O/OZPb2gxdefO4t1dO7G2ciW+8cyzKMzPxytvvIau7m7de17v6sIrb76Owvx8fOOZZ3FfZSW27tyB+vPnJ/3zEhHdaUwAieiOauvowEeXL+MzD34CBZY8FFjy8JlNn8D5jy+hvbNT95qEhAQ8+8RTWDSvFBlpaZhhseCT6zfC2tKiJXgHjh7B0rLFWFa2BJnp6di8bgNSkpNRc6JW955HTtQiNTkZm9dtQGZ6OpaVLcHSRWWoPlpzyz47EdGdwgSQiO6oRus1JMTHY0auRRubYbEgIT4ejdZrYd+nf2AAAu7kcNjlgrWlGcWFRX4xxYUzQ96z0XoNxYUz/eOLZuJaSzNcLlf4H4iIKAowASSiO8rucMBsNAWNm40m9DrsYd1jaHgY2z7Yg7L5C5AQHw+n0wlVSiSZzH5xSabQ97Q7HEgymQLizVBVFY4+Z5ifhogoOrAIhIhuiZ3V+7H7YPWoMX/9pWfc34jg1yQkhN4LAVwuF17d8jaklPjUhk3+LwZcPuY9deLdw2M/BxFRNGECSES3ROU9S1FWWjpqzLSUVDS3tcHucAS95nA6YTYFzwz6crlc+P2f38L1ri589amnkRAfDwAwGo1QhECv3X+2z+4IfU+zyYReuyMg3gFFUWBMTBz1OYiIog0TQCK6JUxGI0xG45hxBZY89A8MoMlmRb5nH+BVmxX9AwMosOSFvM6b/HXeuIGvPvU0TIkj7xVjMMCSnYNLDVewYG6JNn6p4QpKi+eEfI5znmNovC42XEFedg4MBsOYn4OIKJpwDyAR3VGZ6emYM3Mm/vT+e7hqteKq1Yq33n8PJbNmIyMtTYv751/9G05fcB/J4lJV/O7tP8Ha0ozPbX4EUpXotdvRa7dj2FOwsWrZchyrO4ljdSfR1tGBrbt2oqunG8uXlAMAtn2wF69vfUe7//Il5bjR0413d+9EW0cHjtWdxPG6k1i9rOI2/jaIiG4PzgAS0R33xOZP4Z1dO/Dvr/8BADCveA4eWb/RL6b9eif6BwYAAN09Pdps3U9f+bVf3Fef/DxmFRSgbF4pnH1O7D54AL0OO7LTM/Dlx57AtJQUAECP3Y6unpEzAaenpuKZxz6Hd3fvxOHaD5FsNmPz+g1YWFICIqK7jejsVeWdfggiIiIiun24BExEREQ0xTABJCIiIppimAASERERTTFMAImIiIimGCaARERERFMME0AiIiKiKYYJIBEREdEUwwSQiIiIaIphAkhEREQ0xTABJCIiIppimAASERERTTFMAImIiIimGCaARERERFMME0AiIiKiKYYJIBEREdEUwwSQiIiIaIqJudMPQESRRVVV7XshxB18EpoMUkrte0Xhv/mJyI0JIBEFcTqdd/oRaJIZjcY7/QhEFEH4z0EiCkkIAZPJdNfPBLZ1duBHv/wF2jo77vSjEBHdFkwAiciPb7InhND+3M2klBgcGvRbLr3b3O3/DYlofLgETERRQ605AHmqFmJROZSKVSHHIuG5IuXZiIj0iM5e9e79Jy8RjZuUEg6HA4C7aMBoNMLpdPoVh9wJas0BuL7/HUBRAFWF4cUfAkDQ2GiJYaiE7PqOv+D8lj+i5JHPYvqGT4waGziu91yjjd8pU2Epn4jCxxlAIooK8lQtpKJAqCqkokDWnwCk1BIsVShoOXQM+YHJ15Y3gcBk0TPmTdSSfvKPuEcIKD/5R6jJKaPGBo7rPlfFKlgPHkWmUKCoKuAzTkQUCbgHkIiiwoXc+RCqCpdwJ1sXckohFpUDnjFFqvjlYAEONTm1pAw+SZk8VeuXLFoPHQPgTixVRYEiJVSf2MDrAcB68ChU4R73JnV6z3WoyYlfDhVCke5xqCrEwiV38tdHROSHM4BEFBX2ZS/Bq2u+iYWt51CfNQ+W7CUoXTod7z/593DW1qIucx6O5Zcjr7UfqbnzUay+CZdQYPAkZSXp8cAWz5gnWXyoyakbCyBorKvJifeGCvGSJ6kzeJK6fTGlQc8lW/txLL8cL6/+JsrazsFUXo6HOPtHRBGECSARRYWyrAS8ZSnH0bxyqBJ4OSsBADCtqgr/L+ZBEYAqgUVZCdiH8JNFqZNYSiDspK6syan7XG+d78Gx/HIcySvHy1WZd/A3R0QUjAkgEUUcvQKMynwjfpL6MQZOfIj4JfegNL8QAFBhrcV/tB5FfdY8pFZVoTLffeCxVQICEtKTFAJAUWocTkNC+CSL3lhI1S9W7/q3zvdACEBCojA1btTnerkqE1379mFh6zlYrMuAfFYHE1HkYBUwEfm501XA46mqBfSrgL2xqmdvoG+st2Dj4vPfQ+nDD2ixLiFgkNIv1vd6pWIVzr67G8W/+J52j3CeIVKqg1kFTES+WARCRBFltGKNwPHRYqXiTt4Ci0CEJzbpo1NarKooMOgUgfheDwBJF+qgeoo9MIGCkUNNTpzceUiLh088EdHtxASQiCJKqMpevfELufN1Y8dTMXwhdz4U77gndjyVveHGXsgpxUv72vB23GztyBhWBxPRncIlYCLyc6eXgAHgL797369Y49G5yfirpdN1x/PPHwkakwBsuz8YKeJ44L6Q1+vFhhr784Ue3NtUO1IE8vkH8Yvj18OKbSxZjj9f6IEq3fsWPz30McrWrbhtewC5BExEvlgEQkS3xXgKH/Qqe0OOZ+nHhlsx7I2tyV0MCGWkijfMyt5Q1cmBsameMUUANZZyPFi1CYqnYGWyfm9EROHiDCAR+bkVM4CjFT6EatlmPRhc2as3Hir27Lu7RypzH35g1Psee3Mr2qv3IWN1Fe59bHPI6w81OUcqe1cu05433NhQ14/2e5isghHOABKRL84AEtEtF1isEdiyTSoKxJY3cf7576EkPR6u738HWYqCbPVtXEyNA/JHqnWzPeOG2UlQrQgaQ777vsW/+J77PWu2Qk2PBxA6dvF//giqEFA+PgI1fxoABF2vVKxChbUWrld/ACgKXHve1lrMhRub2jGAe1/9AaTPWFB1safFXI2lHAk7D2GB4l90wnZyRDQZWARCRLfcWC3bvEUUp/fUwHrwaNCYN3a8VcC3oxWc3pherPXQMZzec1grFvHe91CTM2jceugYC0aI6JZiAkhEt5xSsQo7nvx7bJ2zAS+v/iaO5ZfjVGs/xKJyLdEzSBX1WfNQnzUvaMwbG2lVwBdySnUrg/ViT2WWoD6rFAY5cl+xcAnqWvuDxk9llmh7Bf9hzTdxZvnDt+28QCKaGrgHkIj83Koq4ENNTry0r00rwHi5KhOV+UacfXc3Tu+pQX3WPNRYPAUTdYeDxirzjRFXBeyt7NWrDA4cT62qwkv72lBhrcXC1nNYcH8FSh9+QPu9+I53la3Q/V3dDO4BJCJf3ANIRJMqVNVqqJZtJenxSLIkwpyViAc9iY5qDR4DIq8KOFVnDPBUBgeMV+YbPe3hErEwJhEWz75EvXHFM3aqtR9rWk5g7vvvQGUVMBFNIs4AEpGfm5kBDKxa3fHk32NaVZW7ICKM8dFaq3nvH6oK+Mz0QQyWdGBJ0f3Iz34ItW/8E2LqD2N44QqUP/4tNLW8h779byPmYyM+ys7xiz302/8L4uRByMUrkb++HK0d+6GcTYe4oELOVaCWdiArfQ2ahu5Dz66fYubVD5G6fBUGFhfjxJU9iDufjvnX4/wqe/UqfsfTHq7GUo4b+/Zhg6eQhFXARDSZOANIRJPGt9DCJRQ4a2vx/2Ie/qP1KLLHGPdWB+eaDdo9pKLg5K7D6LeUa8mib3WwanVXDGcKgWwpUb2xEfvaf4WKwS9i4W/qoAoJpXYLLikNuGr7M1ZvL4IqJPKl8Iu99zVP7PntqL7xbxBCwaptBVAFoNQABzY14nzBv2J219N44I+n3bFH/4jqjVdghoLV2wugCuFX2Ztadzio4td68CgyPXsNtfZwOtW+1kPH8FJmHr5W+6F7LySrgIlokrEIhIgmjbfQQvUUcNRlupdb67PmjTquV9jhrQR+O3YWXtrXplsd7B1TpIQqJDJtRgAGDJ086U7SpIAqJIZOnkSWLclvLFRsps2MDKvRMwaoQiLD6o6NOR0cm2nzxsoxK3vDbQ/nLQKpy3QXh6iCVcBENLk4A0hEk0apWAW8+EO0HDqGXw4W4Fi+ew9dalUVDLOTdMd3AH6FGXnZySh58Yc4uesw3o6dhRpLuZYsZqtv+1UHm7MSPWMCBgm05jgBuHB1RilmnzinJWtXZ8xDbP97mFOfro2Fim3LtUNCwdx6AZcADFKgNdcdeyqrBGVnLvnHSm+sgMGnsteWVYpHL2zXZvBOZZbgmJiHl1d/c6SIJHsJlO4erdrX2x5umqUc6r42HMsvx8urv4nn4hphqbyXewCJaNJwDyAR+ZmsKuBDTU6cau3HoqwEvwrWwPFQ1cF644HVwd9efAJJH76LG/Wx+CgrB46ZH6IkLQ5J6U+jafs7WNh2HvWZJSh5/OdItP8Tevdth+vjHFzJTkJv0RnMtGxEWu53cP6Nr2Nh63nUZ5UgY1Ue+nr2wH5qDpKss9FruQTzoo+QmHw/3r4yE5uaX0d+8zDil26CtaAbl63bkXRlPszW2ZhdEQ+1tAM3sBw/OrlkzMpeACGrfUP9/iaKewCJyBdnAIloUnmrgCsWlaNSp9VZ4Hio6mC9cd/q4DWLT6D18pfQNt2AnBkm3Ne+Ep3WWjTHOeDs2YHC2GQkiiQUxu5Eov2fcObiP8EylIoMQydkrB22GAe6W88jLzkWhbE7keCJtbX2QAgDCmMbkWZyojP2IJr7HRjsq8f9RiDNkIokxYgEpQFnW/8LaTEG5MbakJ/aj6aWajQnOiDlv+Lbi3+DIQRX9mqFIVZ3YUioat/KfCMqrLWQ79cGVQCzPzAR3SzOABKRnztRBezd23fx+e+h9OEH/FvEeca9LeK8Yx8+PgcfT38LOVdMnuIOQJFA9cYrAARWby/UlmpPPAo4+ho9hR3useqNV9Bc5EBx6wIseRs+4w0AZNA9bYW9yG1I9rvvgU2NkFLViXUgs+VTWLvlkl8F7/mOgZGWb2NU+44nNpwkkDOAROSLRSBENGn0qoC9BRyhxkO1fRsZF2jf9zM07H0TqhDa2I36WEjp8inucCdxmc1JyLSZ/Io1ptnyfAo7vAUcSZDShfyOGQHjJt17AtLvvlIBMqxGZAbG2pIAuBB3sReqgNYKrmHvm+jY9zO4PJ/Bt+Wb01PtO1rbuFCx3tZzRETjwQSQiCbNRKqAQ7V98yZ6BikxnFeLBtOftGpfg5T4KCsHA+avo7NwOhQpPJXEAtcLpiNh6TotoVOkwG/iHoO9dK0nDlCkwMdZKUjJegE3FnzFL9Zeulb3nilZL+BoxgrtHkIF7KVr8XFWil9sS/40NAyth5pfoyWFUFU0mP6EobxaGKTUksBQ1b56beNYGUxEk4lLwETk52aLQNSaA+4jT3yqfV+uykSFtVZ3PFTbt7Pv7kb7vp9hOK8WzUVdAARyG5KRaTOhNceJI3mLMSP2A0gYYGkwQTRVQObXwFrogIALuQ3JyLAloT23F9tyHsei+F8jpyEVWTYj2nLtuFbggCJcGDB/HUWnf6vF2gp7Qt4TAHKupCKr2QjrzDVoz34NqjQgr3Ek1lboAOCCKhXkNZqRaUuCc3Y6Pso8DcCFnCupiLl2DzKq/tqvMOTeplqt2rfGUj5qezjf2HD3AHIJmIh8sQiEiCZMrxhBqVgFC4DnDh5FpUz0KeAAcs0GPJWbgrzsZK26NVTbt9KHH8DOwh60Xt4DwADABVthN2yFdgAuzE2OQ3+vAZAuXCtw4Eb+VUxTHFDgAiBgK3Qnc6o0wOI6AMCA5sIu2Aq63c8pJAADklz7ca3A4U78pID7//TvKSXQXNQFa2EvEoxngD4DFOGJzbuKtBh38gcoUIQKW6H7vvOLnwQu1rmfoagLWQ98EaULHgCAkSKQlBTk2gwAwmgP5xM71n8PIiI9TACJaEL8Cj62vIn3Awo79Dp2QFFQrL6JK0/+PZBVpd0j2xNrmJ2EptgetHbsx4xrObj/qsCV6V/EhfQ65Gath6UxBc6j76O7MB5q8SKc6dkBQCCv0YSy9iJ0ZthgK+wFID2zhWa05doxbflGdLeeh6UxFRlW9wygd6auOG8jbuxsRIY1Ce0Wd9IohAF5DSP3bC5yQEoXhAByGlKQZTMhYekS1MTVa++/vCMd1nSbJ0FVsah7PYwX24BFZZg977sAAFvrTsztKEPRoSao9gN+1b6uX3wPqud3iRd/iNSOgaBOIrCUI//8ERS/+gO/2KDiEM84k0AiCoUJIBFNyGht37ICCjuSLIljtoKTioK6ba/hTPl/wdKYimnbCjAsgAIJXN3YiBv4FRZsL0KKkLAccaC661dAIXwqc21QZFFAFa/E3PoM1GenYJ7yRRRsq4MqgLn1GTi8WUVS1UaUdd8P1/adUIVEyel0ND5ThutddViyHVBFCxRZhBOPAn1lRXAd3jNSBVxfh6sbkzFScdyDmbII1RuvIN54L+a93eaO+7AOl/DXOBP3X8htSEXBdmBYnILik7zptYI7fc2BmZ5DpLUiEJ32cGwbR0QTwSIQIpqQ0Qo+Ags7xmoF5634rU/ugioNQa3YMm2+1bbugo0MmxmA8KnMhVbFm2kz+8UOHN+G/uO7/OKmNVzHmYv/hI93/Nwvtv/4LhgvdXjGVKhCwnipA03Nf0aGNbCdXHDFcaYtCfEftfiNyXr38m9g2zhvZa9eK7hwi0BYHEJEE8EZQCKakNHavl1MjfMr7HiwKjNkKzjD7CSt7Zs1txv3i3fQmuvA3PqMkVZsOU4IoWKuTyu39lw7AInWXGdQ2zYBFXPrM7TYppwYpBnccSPX90LCgMa0RhRKw0iLuFwHBKTfe7Xl9kJCQbulFyWnA8Y9reB8xxqGKvxaxomFZQDq0Jrj86yqitPTBqAI6LaCq9nXhn9Y802tCGRa2Qrd9nBsG0dEE8EqYCLyM5EqYL22ZeG2gvOOvbSvDTNi9mKt8QW4K36TMHD1YTTnDGht22a134fWfb9Aj+UaDloqsXqGSbdtW3HeRgwca4bh9EnUZ5XggGUN7je+gNyGFGTaTGjLtcNa0AshJFKyXoDpyCvIsJnRnmuHrbBHe/+Ryl73vsKGofVY2GRFsjUPWVXP4+OMD7RWcEUtvTDMakb3kvvx04v/DU+2voyFrefhWrAYFV/8BbYeeRGXrduR1ZiJBa2X0JbrhK2wC3ucP4HVtTasVnDj+Z0GYhUwEfniDCARTZi36jQ1dz5k9hK/8eWetm9K/iq/WL0WcctP1eInufNRk1gHONwVv0IomGm8gvjYM1rbtrjBG8gwnIaqOLEo/tfoboVu27YzF+uR25WMTMXd3i2jKA/drf7P7s2F8pJjcQOA0Pmn8PQEAzp9fi6M3QmzkooMQxfi+t9Gt08ruAyDGe1DTnS3/gTfKAZM13ciUUlCW9dWnDiXg+7WnyAtxoBMgw1AEgAVQhjwaMFZGD7O1trDwfP70msFV5lvdFdO1xyA633/al8JILXuMFzvn2EVMBGNiTOAROQn3BnAwHZt/7Dmm6ixlOMnqR+j+Bff82v7VpQaFzSm1yJu12c/gc60H8DSmOpp2zbSXk0IJaCVWwNshT3IbUjSCj68Ld4CW8Ed3qzCNdQ0gVZwI7Fjt4IbGTPE5mPFVsWvFd3FrNM+betG7pua/T+w8Ddbwmr5pjd+8fnv4YWuWaiw1uK7+3/sdx/fJJAzgETki0UgRDQh3ipgb8HHwtZzUAQwcOLDoOrg03sOawUOwa3ghGdcwF7vwqmBZ5HdOkNL/rwFH+7CEPi1bHO3Z/Mv+MjQKcxwfZwT1Aouw9MKbpotL6gVXGDBibu9mwy4r7sVXGBhSIbVCPXjHL+xrOZkSOkKis3vWo1LNf1aZxBViFHbw+mN95+shSKAha1ntYIRtogjorEwASSiCfFWAUtlpNpXlUD8knuCKn7rs0o9CY5/FfCZ6YMQ6kh7t17LJSyK/zVsmVehSGht29pyHGjLtWsJobvYwg4AaMt1eFqxCShS4HJ2Cqwz12hJmiIFTmUu1Ma897ycnYIB89fx0cwv+rWCs85cg5b8aUHt3QbMX/drBadIwDpzDS7npPhd35Zrx+XsJL+xj1PqtCIS3/Gm1GrYLR/D4Glxp0ipFYaEW+2bsNhdUOOtGvYm2qwCJqLRcAmYiPyMpwhErTkAWX8CF3JKsT97yUh3D512cD9J/RhJH53yG/ubWf+CpONvIMNqRGuOE6dnZGOachGKcCG3IRVJ1yzosVg9reAMmGErxbSG62jP7fUUcQDuQ59TkXhtDvryzmst3mZ3PQ3z2b1ozXF6rgdyG1KRGdAKbqQIZKQVHGBAbkNwezdgpBWcvXQtLqX+XmsFN3K9A53DxVjQ1IKsZiPach2ee0qo0oCUK3Mxs6U7RKwTjns/h59+/PWQ7eH0WsF5i0DWtJzA3OazEAuXBO0B5BIwEfliEQgR3RwpUZIej9Kl0/2GA9u+leYXQq2J92sRlx97Py4ee83dfk2oMKc8AMV+HkIYYCvsQsryL6G79SfwtoJLqtqIutx/goQBAu5/u3pjExelwtnjbtsmhAGdBadxKbUV8LRxAwBbYRdshd2QABRICGGA0v+B1rLNHSfgbjvngGu2FYZhh989mou60FzUi2kppyF6DFDggrXQrnUQgXRhpmUjmmN+guaiXngTRyHcsR2L1qJ35s/9YsW1Vzz3V7G4aC1ezgvdHk6vFdxIcUg8pI3/pieisTEBJKIJGasVXKi2b74t4izpycjeXgQpgDn16RhISsFw6QtQ+j7A3I4yxB+YhrNJT6C76AyK89xdO8wnz6ExrRF9Sx/A4oIVuNT4X5h+oQ/Gk7FoSjXBVtgLKV2Y216G/uPtaM11oLnQ3f/X9xgYb1xu5nok1l1BptWMNovvMTAmpLXPQGdGk3YMDODbCq4MNXF1AAQsDWZYOhahe0YvYleuR5/5W4ira8WMq2cRu3gxeudn4uK17eg1rMEK5zpMO3sVTelXEbtyPeI/Xoni7R94upakw7AsGU0W6LZ8Yys4IposTACJaEJGawUXqu2bXou4LEVo+wDzL/wnTqbZtJZpLlGH+yWwf0MTbpz7FVzbd2KGkCiUBlS7XsFJAKYjB1C6vQiq6EShLML+DQ0QQqJgex1UkY659RmeymBoFbxz6zOwf0MDmou6MXCseaRt3OkMvypil7DB4GkvZyvs9q8C9rSCk1Jg9Q53KzjlQ4Fq56/QMHQFX9hzyb0H8UQdqjdeQX+BA0WNjSjefgCqkEiX7lil6RRm+RSGNO19Ey/lh9/yja3giGgiWARCRBMyWiu48bSI8yZ/ihRozXFASqG1TDN4ij6ymvVawSXheucuZAWMZzUHV/Fm2MxB1cJZzSZIGGA6f0on1uT3/pk2EyQEMq3BFcdZzaagsUVt54PuqYjgKuAMWxK6Ldf8CkMupfWMqwiEreCIaCI4A0hEEzJaK7hQbd/0WsTdSP8IbR/8Aq05DjQXdUPAXdnrbuUGLTEUQga0guvF9LTPojX3FczxGdePdVcM+7aHa81xQsAFR8kiKHWnA2IVv/ZybblOCEi0WeyYezrD7xmkFH73bfe2gjt9ye+eUoqgVnLtub04mPMgkja+oXUiEZV/C/Ukwm75xlZwRDQRrAImIj+T1Qou1HjgWFPLe9h39Am4iyAkjCmb4ezeGrRfD5CoGPwi+o/v0vb1zS/+Fs5c/Cfd2A1x30f30Rptv2BeciyGDu7ENFseLmcnafsKl8z7Lg78x7Mwnj8FZ8kimFbMgK11J9KuLkD81ZkYmHEZnTNOIzdrPa71DCHx+G7ktaXClnYKtkI7ABVZtrXIabjgqfjt1iqLM21mzzP1aJ/PW53sG+sudHG/XrXsNTQN3Teulm9sBUdE48UZQCKasNFawYUazz94FDey5gFZVQCAvv1vY0mtBa25vbAWOjA82OCukPUUXUhPYiSEAde76mCE8FQAG2Br2xkytrltDwzOCxCp7vZs3a2ApS8VRmc7YvvtGOxzt4wDgEH7NqSIJAzat6HhoruaN7HrChIHVsLZdRBd0xy40VMHADC6UjE8cB3eql3AAOFqB3zeu69nD4zaDhuhvSZhwKDzFERAbE5DKrJsRrRbnGidWQ2k3Beytdt4x4mI9HAGkIj8TFYruFDj3j2AL6/+Jp5akILiX3zPrzXatpzHsan5Db+Wafs3NEIINaiNmmP5MzAdeWXMWHdhCPzauLnbuzkww1bq17ZttFZwOVeSsWaH7z0aAQQ/V8PQek8RyMjYtQIH8hqDW8EFxtZ/6RH8n4OfDWrtFqrlG1vBEdFEsAiEiCZkrFZweuPewhCXUFDWdk6L9RZBiKYK1A1+A2ntK7WEyCWAZJvFM+YfazV8E/OcVSFiRUBhSGCxhhmACylWvVZwgcUeZgAyoOADyGjJh9JUoXUMUYVEWsdKJFlnaR1HVAGkdazEDbU4IBa6sfhI6rZ2C9Xyja3giGgimAASRbjDtcfxf//iX/A//9c/4mev/DuuNF0dNf7y1Ub87JV/x//8X/+IH/3i56g58eEtea6xWsHpjStypAq4LnOeT9s4d1Il82tQFvdTdGYc1BIqgwR6cq2eMf9Yi+vHOGfcFyJ2pLq4LdfuaSXn07Itxz3L2Vc8PaiV20h7OXiKNdyx/vcA2rOboObXeKpv3dd3ph9Er+VjrYJYkUBn+kFMUy4GxEI3FnOEbmu3UC3f2AqOiCaCS8BEEazu3Fm8sXULHtm4CYWWfBw5WYtjdSfxt88+h9SUlKD4611d+PG//wrLyhZj+eJyNFibsGX7NjzxyUexsKQkrPecrFZwo7WIq88sQWpVFSrzjfjoja9i8MQBtOW49wDGJ5ZiqP8scq64Z+K8BR9CGFDcugDGSx1o87RRm5ayAF09p8OI7QUA5DYkBcWlJi9AYl2jp0XcSNu23IZUZLTkoz27CbbCLng7gXjv4S3iAAzIbpqH7KYbaMvtRXORA7EJpUg714SsgHtKGFBgK8X0xutoywmObbc4kbT2aQymvKjb2i1Uyze2giOi8eIMIFEEO3D0CJaWLcaysiXITE/H5nUbkJKcjJoTtbrxR07UIjU5GZvXbUBmejqWlS3B0kVlqD5ac1PP4aqphutXP8XZd3fjF8ev41CTc+RF6S3ACDDKuBiqQ8e176Kp5T2kJi/wxAoIuJCYfD+kHGm95i74EJDShempZXAnUu52bbmZ68OMlZ4/wXG5mesBqJ4H9Y1ToRry3K/53EPCm0R541xwxS7QfpbS/RkEVJ+4kc8XZ1ykfd7AWClVZKWv9v+9Sf/f4HjHiYj0sAqYKEINu1ywtjSjqmKF33hx4Uw0Wq/pXtNovYbiwpn+8UUzcexUHVwuFwwGQ9A1w8PDGHa5tJ+lJ4Fo6+wAABjrTyD+f/0DVE9rt1fXfBNvWcrxg/h6LP7PH417PEMIrJMS+zc04uKx17B6exFSfDp2bBtwYFNzclDXDr3uHh9Ps/t15xgtFtDvBOI4fHVCnUDc922Au2DknN97NVy8hk17inzirsBa0AtLYzLu2X561Nhj02rxkihFhbUWxft/jGFFgbLlTXz45W/jpYGFYY93vfB3GCpfBiEEMtPSJ/i/QiK6WzEBJIpQTqcTqpRIMpn9xpNMJnzksOteY3c4kGQyBcSboaoqHH1OJJuTgq7Ze/gQdh+s1n6Oi43Dt597Hv/5xzcxODSI+8+dxD1CQPEp6qjJXYz26n3uQotxjLuEgMGzNy+r2Qjps/fO2xnDkncgqGNGVrNJN/a8ZTtKrDodPoJizRDaPruROGthL4zn66GKWP9YwLOncKQwxFrQE9QJJNOm/1zJ6nmowuB3T1thj24nkMBY1B0Cyp7SijoMqgpVCLRX7wfunR/2+Pktf8Kejy5p/z2JiHxxCZgo0gVs23IvQo6yl0sn3j2sf83aFZX43je/pf35ztf/BgDw5c8+hq89+TQWPfaUu6DCp6gDQkHG6qpxjxukhMtTndua40S7pdevAKM9txdW16qg8VCxmZkb0WaxhxFr141ThApnycLg2FynXxFIW64TQsige7Tl6j/XqaySoHuq0hBWLMoqAaFoRR2qokCREhmr14xrvOSRz+CrTzyFL3/2sQn/T4+I7l6cASSKUEajEYoQ6LX7z/bZHU6YA2b5vMwmE3rtjoB4h7uYIzFR95qYmBjExIz8VSClhGN4GJlp6e7rHn4UvUYj1LpaXMgphSV7CV7OSsC9+Zuh5k+D4in2CHe85dAxnJk2gKGSTiwuWgvDsmR07PsFLqY04MqcL+BTxS8i0Z6KE8admGbL93TtUFGctxGGZfejYcfPPd09nsFnl38fJ9LNYcXmJccGxc3PexZLPvldHMBIJ5BpK9bD1roTH6aOdALpmwHMz3oW17KGsM+wGwWdBRClaehLB9TE+7BzeiWKL/8XbuRew7SVX0OC+VvYk/Q/MOPqWcQuLsO0+evRcW07rixYg+yZ6zDtzH+gKe2qbmzlZ/8nXm5y4lTrfbg4P0Ur6ri3YtW4xqfzIGgiGgWrgIki2M9/8wos2dn41MYHtbH/53//EqXFc7DpvrVB8e/v3YNzly7ib7/6nDb29vb30dzaiv/+xS+H9Z4TaQV3M0ZawRkAuLTWaEIYPAUe0F7ztn6TMED4/BxOLIBR41SpQBGqX9yA+euIt//c7zq9+wXGjbR3c7+H7/sFfr7A2KplryE/+6FJ/z2zCpiIfHEGkCiCrVq2HG9s3QJLdg4KLHk4cvIEunq6sXxJOQBg2wd70d3bi89t/iQAYPmSchyqPY53d+/EsrIlaLRew/G6k3jik4/ekufztny7kDsf+7KXoMz3GJgQ49aDR3Eqax6meY6B6dv/NhbXWtCW24trBQ5ctm5HWozBfbSL1XNkS5H7uJXefdtRdsWCdos79uK17RBi7FhrQS+EgG7cxWvbkXMlFVnNRrTmONBc1AMpXci5kooU2wfozk1Fc1EX3FW7gKXRfY82i/sYGFUakH5qL2Y2u9/LVuj+DAua3PccOQbGBVUaoB7aicWtFu0oG/9Ydyu4pqH7UNfaj6qWE5hrG2ntdqjJOa5xIqJQOANIFOEO1x7Hvpoa9DrsyE7PwCceWI+ZM2YAAN54dytudHfhuae/oMVfvtqId3fvRGtHB5LNZlRVrEDFknvCfr/IbAXnruwNbKN2ZcEXUHT6t2HFAgiKay7qRkbLE7h/yzm/WAmBNdsL4RKAQQL7NzagWasC9rnHxgYInbZxeq3g3FXASWwFR0QRgTOARBFuRflSrChfqvva4w9vDhqbOaMA33jm2Vv9WLqt4I7mleu2gvOOB7eCi4VUBBQVnqpaM5CDoFZsmc0mT2UuRsZsZjiWx4QdCyAorrmoGzNbegMqe0divVXAWTYTmgu7g94ry+bei+lOFEeuV1zB97QW9CLTZh4zVpxtgFIMv6pereVb0aywx2X9CYCzgEQUAquAiWhCJqsVnFBHWra15jqxNPUI2i3OoCpa99hIEteW64TS/0GYsQ6tvZtvnBAG3Mi9FlDZ6whuG5drByCC7tHmqRg2+LxXu8UJZVZz0D2FkGgNI3agqI+t4IjoluMSMBH5ud2t4Nq2/QRtH/wC7RYnrAVdWlGGpTEVGVYj2nLtaC5yQEoXKga/iP7ju0aNtRU6AIzEtuY60VzYBQC6cfOLv4UbO3+FDJsZ7bl22Ap7tH2FaR0r0Zl+UHt/AMhpSPW0eBt5royWJ2C5vN/vuW7s/BUym5PQltOr3TPUZ/CNLX78V2gauo+t4IjoluISMBHdnAm0gvMdS0+9B67Ue3A9tgED5qfR4VoIS9aDmN7VD6O9EEMJfYhNOIPivI2Y2X0/Pj7bCZfSiJSsL2HJvO8CAHpt29HhykHDUBJ6h89gpmUjBtvvQ4erBXb1Gk4NfBarZ5hgsO0JiutwLYQBgPA8lDFlM4YHG9AwNAed9lnoTTHCnPAREpPvR/VVB5LUQzC48pCaXYGupCM439mPzm4L4l0LYIhtxvziZ9Fn/haGEq7BYDiLGbkPYFpxJi5e245ewxoMOtchLfUGnIlXdWPzsx9CU5OTreCI6JbiDCAR+bnTRSC2wh7kNqRi9faCkSKMDY0QQg0qoHAsfwamI68EFHfoxwKBRSCNaC7qQpZ1Ne57tyegCETBGt/339iI5sKuoCKQ6o1XIKWCNTsKxiwCuVbgQF6jiUUgRBQRuAeQiCZErwhEEdAtAvGOBxeBfAjpU6yRYTNDSoFMm9FThAGtbVymLbiN2vXOXciyBbaN04s1BxdwNBsBGDCjeTigYCMJWYHvbzMCEDqt4JKQ1WwMeq5FbeeD3l8RLt1WcIGxhvoaKGKkCET4FnuMY1zWn7jT/xMhogjGBJCIJmTSikB8iyJy7e6WawGt2FpzHGjLDW6jlmSaidaAcXcRh04ruKDCDvcewGmVDwWM9/oUe8AnVq8VXK9OcUkvTmUGt4KTUui3gguIdS2sYBEIEd1yXAImIj93ogjEefR9WHNjcbbk88iOPQ2l7wPM7SiDctGABtOfYCvsBSB9CjscaC7s9jyFgtwGM2Z1l+HjlLqgWPdBzO7Y3IYUZNpMniIQd5xeEQggkNuQhHl9VTiXuE+L9b1HwtJ1qIn7Ly0202bW3isl6wWYjrziGRu5JyBR2v9d5Fw5gaa0q4hduR595m+h931vK7jFmP3Zfxl3sQeLQIhovFgEQkQTplSsAipWoavJCdnaH9Z4k6Ucja39SIWnDdzgixBL3BWyyuACdF93t1SriatD4ooNcPY4ICAhhAEXMupwo7IV7vZq3mRGhRAKnAPdkFAAT+z1rjoYPUnXSKy3MEVocba2nUiE4okQgHaNgo7uBiBR0bmHwPWuOogs93NLn9eEMKCvZw+6Ch0+iZ/3ngbUpRzC2Xm73FXBF+uQkjWE7uzX0J5tAHAK8S0PAbgPEkBX2QoYHn7A73c+3nEiIj1MAIlowryt3d4bKsSx/HK8db4HL1dlosJaGzT+k9SPkXShzm/sb2bt0Y5mac1x4vSM3YhVDFDgQm5DKhKvdaEvz4RrBQ4ocCGtcQEKzrajNcfpac/mPtpl1TZ3wcZsWYD9GwAhVCzZDqgiDXPr04OKQObWZ2idQNIaF+Ce7dDG3bFCK0IpqStA9UbAFlgEUg/YN5r8ikC812/LWY5NzY3IsCZ52sP1wNvr13TWiXktodrGOXEyYy9++nEpFAFYd32A/NgGWFYuQ42lHC/tawt7nK3giGg0TACJaEK8VcCZQsFLnqreY/nl6Nq3D65Xf+A3LgRQ/OqPoQbExp1Px6pt3uRJoPH+2VCKzyOnIcWTgA3CcKYI760fQoJxEe7ZchoukYG59cBv738Ackk28tsPQPVU67oEkGyzIC5uBlTR7DkMGhi4+jByE29AFdagTiCJF6+P2gnEJYCMlnxcWfA0lKaLUEWLJ1ZBWsdKDA1c9evukdaxEvF9q7B6/zGoQqLkdDpu/M1n8RexD6azTjy6ywFVpKHktDsxHRyajzV74rXfwa6kNChxwL1NtXip2v07c+15Gzee/HsoYl7Y4wioAiYi8sUiECKaEG8VsOJT1atKYGHruaDxha1nIXVi51+Pc7eCkwIuIZDTHA8AyLKZPAmYu0vIzJZuWC7v1xI9VUgsaz+MePvP0ZTRCEVCO7KlJ9eKzoyDUKS3wwjQnDPgGfMvzAAM6LaM1gnEfc/27CbE238ONb/GJ1ZFZ/pBdOda/bp7dKYfxAMdf/BLKl11RxE7sAvzWhqDks0cWzxcQnjGBBbciIcqgbI2d1WvIt1VvYvazo9rnFXARDQazgAS0YSIReXAljcBxd1/1lRejperMmGxLnPPQPmMF6bGQVzYPmasYU4/AAPacu2YW5/hVy0rhIK59f7t3QABa0EXDmwCsltnwJZ51dP1Q6B6YwMybSa05jphnqeiud+B6o1XkGlLQltur9YJJKlqI6oHf4UMWxLac0e6dlRvvIL01lJ0ZJ2HzXNPW2Gvdg/n7HQ0Z7k7gezf6O4L7O0Okh/XDOWsoj1rU9pVCGFAu6UXJafT/VrBTUseguG8dCfIqgpL5b142ZKJLtwDg+d3hgmMswqYiEbDKmAi8jORKuDAqlO9cd/K4H3ZS1CmUzF8ILUDxutf1Vqx5XetRlNq9ajt3bwFFgPmryPe/nOMFFyMvJaS9QK6W3+i/TyU8BBMognFeRuxZN538cfqb6OtbTsyMzdiVroZttadUBPvQ/PQAhivf9XvnhICwlM9fObiP4V8P3cVsDvZnLb+a55YA3IbTMi0mbVWcFkzf4PBkwlY1HYelsp7td/XoSYnbuzbFzQ+3t+7F6uAicgXZwCJaMK81b6HmpyoO35dS+oAwNYzhFOXejHN4vQb+0NnN45194wUjPiO5y9HWdyzWJp6BMbURTjRYIHdlKDb3q1h6F4Uxu4EAOQ2JLv35+Une45scY9lWs1os9ixbcCBRfGeMZsJbbkHcK3AgTMX63GtZwjTT/wBc61JaLf8AWc8BRu5p65gTlOF3z0BIPdKMrKaTbB3NQOp7s5rlsZkv2Ng3r4yE6uG1iNZPQ9j6n1YMu+7uNYzhMvW7Rgcmo+BoXhMSx5C1syH8aOTS6AI4N7BPjx38CgsgFbYUWHtg6PVgQUdAyiFOymsa+1HVccA5vq0fPOOl1nKUcl9f0QUBs4AEpGf8c4AWg8exS89lb2qxBgt39x71LxFIC/Ic1j/6g+08Z/ftw7pc/8ZOQ2p/q3YQrR3sxbaYWkw67R9E1i9vVAbe2/9EMyKDWu2FwRc70BO0zxUvWcYaRG3sQECUue9epF7JRlrdhT6xDZCwP+59m9sRKer1FPs4R5rfKYMNXH/hZwrqVizowAuIWCQEjue/Hv8NKCAQ5Eqdjz596ix9uG7+3+s/R7HagWnCHfhyHMhqoA5A0hEvlgEQkQTolUB792Cl6p/jHubakdt+RZOwUh5+wmo0hDcii1EKzgBNWg805aETE8RiXcs2Zqn3dP/ehcKOgv8xrNsJt17CkhkNfveF8iyGYPau2XZjMgPaC8n6+sAGLS2cQbp3vM3WmGHt7Wbt7vHWK3gvElk5t4tcH3/O1BrDtzp/4kQUQRjAkhEExKqCjhUyzd4EhaD9CkCWbnMb9w5rwKKcKHd4gxoxebUbQWXn/MpOGena8eyKFLAOTsdCUvX+cVmVT3vM+a+543C6Zhf/C3M2vB1v9iEpet07zm/+Fuwl671uQeQsHQdbhRN1yp4FSngKp0LsaDY755iYRkAl9biThUCwlvAUZUJU/k9MHiSP29hx4L7V2jJnwijFRyrgIloPLgHkIgmJFQVcGl+IdT0eLR4Wr49VFWF0nwj1PR4rUDhIe/yZP4q4MUfauObKlahqWURWmdW40ZxNgbOqjhrPofuIhVZqbNQjT1aYUVXWRWczX+GyDLAvtGEtI6V6Ew/6KnMrcPVjclarCPjA3S3/heaNrkPnW7LtcOW6wAu1gPFwI2NV0aqgOPq9O95sQ5IBRwbU5FlM460gss1YHjjSMFK87TTkNIF58ZkrRVc8arvYP6NTFxM3I49CfNQap+nFXZUAsDnH4Q6O8mvgKMU8PudlVaswstNTpxqvQ8X56doLd+846wCJqLxYAJIRBOiVPgnbw/57DkLbPmmxesUjCgVq3DIUu4uYmhyojL/IeRnP4RDKU78uut13G98DarTgKa+eqBQga2wB6o04EbnRaTFeFqxSQVDA1chpQIpvW3i3BW5Uiq4bN3uiVUBCUgp4G4nZ8DFa9uRJhUISM+4CHlPKQEBFVIK2DpOALnu7h5SKui2NwCpiudaAWvBSAcQ0fhfsLa+B1UaMJhdj5ecP8GzlnJUInQBx6EmJ+piSlG2qVwrogH0W75V5ht1k0giolBYBEJEfsZTBKJHrzDEtz1c4Hhq3WGc3nMY9VmlqLG4ZxEr8434y+/eR1LdLzGUV4vmoi5IKLA0mLX2attyHsei+F8HF4zoFGb89v7ZKIzd6V+ssaERzUVdyGh5AvdvOedX8CGhBN2zObAVnDfW0wouMBYAcq64W7y5SufiVOp+CLiQcyUVsdfugb3sa0itqtLauPkWcIxUAddiYetZLLh/BbrKVujGhpvosQiEiHxxBpCIJs142sN5x+999QeYKRQ8emE7/mHNN3Gq9T5UWGux4dUfuKtlz4709/UmXyWn07Fn9SqkrDUh9+heLflyCSC3bQZSzQVQxVVPhxHAbJ2N/NR+qKJJG0u2WuCs+BKKz/T4FWzkdi6CdPUE3dO5/EtQqs9preCkoiC/azW67Q1arOqJ3Z7zWZRcvYE1ey659wvWX0enT99gl+iE4ewPsAMI2d6twrcK+MJ27GDLNyKaRCwCIaJJM572cN5xqYxUDC9sPYdFWQnafdyt4ARmdC/HPGeVX6L2pcE30d36E7RkXdWSL4MEWrKu4pxxn6cPsLuSeMbia2hKrdauNUigN8+K7tafoNfS4FewYUs7pXvP7taf+LWCE6qKptRq9ORZtVjFE7so/tdY1n5Ya0UnFYFy9XHM6FoO1XMEzFjt3QKrgNnyjYgmE2cAiWjSjKc9nO+49IwvuL/CXTDicx9FVTFrwwu4dPU3SK8eSdRu5F6DEAZYC7pQvRHIaMlHe3YTbAVd8G0F15brRF8B0DXN2wrOjNZcB5oLuyGEAdfnJqLatwik0A5A1b1n6FZw7pm/lqyrsHpi23IdI+3sVCC54tNIBuA6+p2w2rst6BiA4cJ2rQqYLd+IaDJxDyAR+ZmMPYCjtSnTawVnPXQMpzJLMK2qSit4CBzPj/0AF9/42khl7/JnPO3d3IUYpwaexaL4X2s/A4AqDVCEK6gVnPtzCgghkTXzN9h5rhoWwwH0ynxPdxF33Mg9R64LvKf3Z2+sEAZP0QiQ0+CuGM6873lkbnpBt72b1t2j5YRW2esdH28ruNFwDyAR+eIMIBFNqrGqfV/a1wbFpxVcascATl9zoH6oDzX72oILRsQ8qPva8HLVfUjN/h/obDqI+oHFePfil/DtxeWQh96BeiEeudkpaJpZhWxzLIZMn0PMkW1Y1Hoep7JK0DJ9ARIB5DQkI8tmQluuHdYCd3u3q21Hsan5DU9xyRHYCt2pnqUhGXlNV6HmJ8Na2AsB4NTAs7jn2lnMaB5G9zwTBgq+Dnv3biRdno97rdORtPDvkX5vN25gGV493YWq4d0YHDJDGV6AS03OoPZuXZ4xRQDWpm48FzsEC9wVwO7xeVAz5+FlS6b7uJiA3zER0URxBpCI/NzKKuCTOw/h7bjZqLGUQxHQWsF597r9w5pvYoUl0a89XGDbOL1Yb2s1b2Xv7K6ncc/rp7Xl4iOPpmCo7xRWbfNvBWcrdGCGrRQrtio+4w2ATis4W6EDsR8vx6d9Wrz5VwG7n8Hw4g/xy5hS2HZ/4NfKTa+922it4H4q5kGVQIW1Fp8evISy9ZU3VezBGUAi8sUiECKaNKHaw3Xt2wfX97+DBUf/gu/u/zEqrLUhi0DGUzDijXUXi7hbxglhQPql034FI3m2YWRY/VvBZdqSALhQ3FUYMG5CVmAruGZ3bNkNGRBr9mvv5i3KKMtK0C3iCLewwzvu7fs7/+hf2N6NiCYVE0AimjRjVQEL1Z34fHroY60VnHfMIN1FIIHt4XzbxoWKlYq7DVu7xenef7eozK+y17jsQWTe97zn+BZ3bFz5alQtew1ZnnFvbOZ9zyO2fDUUKTyfRSBuiTt2euVDfrFtuXatbZ1UhFaUUZlvDGrlptfebbRWcC9XZeLTg5e0WFb8EtFk4h5AIpo04VQBC1VF2boVUPKNQa3gSr1LnC/+MLgwxBOrjZd57uEZOz1tAMMlnagqWov87IdQq/4TDPU1cC2sQPmmFwAAauo9I9evqEJlthFNeA8XfaqAixcXY072Czhr3I3+k7VIWFyOUk/XjUPznej+bB9mN32IlGWrULy4GCev7MUucxoW3Ij3K9boKluBHU/+vV8RR1eTM2gsVCu4SgDq+kq4aray4peIJh33ABKRn1tZBaxX7Qv4tEPzFIwc8imO8O4hDDUOIKyxUNd3XPsuutr+HYpwQZUGTMt8Fml5L0/6+4SK1fv8vmOB1cETxT2AROSLM4BENKlCVaie16n2rcw34uy7u3Ftz2HYskrxlqcV3I19+/C12g9Rl1mKY/nlONXaj8p8o+54/vkjQWMS0Nqo1WeV4lTrfSGvV1z3Ynbja1qLuY/TluJaa3/Q9RLQ2rCVtZ1FF+5BY8nyoDF8/kHUtfaHHXtIqw6uRVrrWZwNaPvmWx1MRDRZOANIRH5udgZQj7c4xLeC1/LAffja8Nmg8ZHKXvfYy6u/iYee3oQKa61f7Murv4mnFqSg+BffC4pNrTvsN37x+e+hJD0+6HrfWG8nj4vPfw8Agq7vKluB936/DS9V/9hv/A+nu/3GDC/+EDWW8rBjQ1UM61UHG26i7RtnAInIF2cAieiWk6dqtW4f3grevKxNkO8Hjy+MSdT2EKpCwXNxjcjPN8L1fm3QeK7NAFU39gxcnnGpKJjbfBbSJkPc9wyGPR1HVE8spAy63vDwA8iPbYDqSdLgGX8udshvTNafQGXFqrBjyzaVI02vOjhznlYd7BvP8/+IaDKwCpiIbjmxqDyogrcy36g77lsFrEh3Raz3HoHjemO+76cKd9GJWLhEi5We2N45i7RYRVXhEgKKT2zg9QDQO7cMiidJ8xZlWFYu045v8S3U0BvXGwtVMaxXHcwiECKaLFwCJiI/t2IJGBhfcUi47eFCxR5qcuK9329DWds51GXOw0NPb9L2G57eU4P6rHmo8ew3BID3fr8Ni9rO4lRmKR56epM25ns9AG2v3sLWc+6+xZ7q4LPv6lQMh2j7ptfebbLbvunhEjAR+eISMBHdFqGKQ2os5XgpM89dHespDoHOWGW+UTdWr5VcXWs/hAAkJISAVkRypWsQAhJSugs6vAUj3rxIBIz5Xu8tApESEJBo6BpEKdzJ23unu1F2fQB1p7vxUJkTAIJauSFEeze2fSOiO4EJIBHdMWrNASTsPIQKn/ZwoSp79ap4u/btw72v/gAzhYJHL2zHP6z5Jk613oeqlhMo9hRVPHphOy7OT4FaE48NnuKST13YjpdXfxOL1niKQAJiAQSNdZWtgHXXByNFHBe2Q52dhBuXerWxT13Yjp15iboVv94xb4ePxP+8BHV9JepiSnWrg4mIbiUmgER0R3grgxcoChaq7grgGks51rScQLFOoqbWHAhK4BbGNugWl8ytHX8RiGECRSCy/gQW9QxphRouoWBh23mkVlUFJYsXn/8e3pKztPZuUlHgqtmKque/B2tTd1BieTPLvUREY2ERCBHdEd62cYHt4ebazmht4LyJWmW+UYv3HddrD+dbXOK9v28RiF7BiKKqUHWKQHyvB0IXdnifyeC5b2W+Ec/pVAHrtXdzVwcHJ5ZERLcSZwCJ6I7wbRvn2x5O9RlX1IAq4IBxpSK4PRzg3jd3/vnvjRRm6LWYs5Sj0hP74Ze/jfbq/chYvQb3emL1rq+xlONGQCu3ULGWlSPt73wrfvXau1mAoFgioluJVcBE5OdWVQHrGa0yWG88VLXtZLRog1QBoUxK2zfv+Hgqeyer2jcUVgETkS/OABLRHROqwlVvXK/aNlR7t/G0gtOLDTUWqu1bYCzgPTKmD45WBxZ0DKB0jM/Hal8iup2YABJRVLixb19Qta06Oynsyt5bVQVc1TEQFLsPS7RiDy02PZ6FHUQUMZgAElFUWNR6LqjaVjoNISt7b1cV8Fyd2K6yFUHt3djGjYgiCauAiSgq6FXbjtUK7nZUAevF6rV3Y2EHEUUSFoEQkZ/bWQQyXuMpnhhP7LE3t45UAT+2edLue6sLO8aDRSBE5IsJIBH5ieQE8FbwVvH6VgF7ew/fTZgAEpEv7gEkilDO/j5s3bkDZy9dBACUzi7GJ9dvRGJCQshrTl84jyMnT8Da0gxnXx++8cx/Q25W9u165KikV8V7NyaARES+mAASRajX3vkzunt78ZXHnwAAvLXtPby+dQu+/NjnQl4zODSEAkseFpaU4K3337tdjxrV9PoGAw/c6cciIrqlWARCFIHaOjrw0eXL+MyDn0CBJQ8Fljx8ZtMncP7jS2jv7Ax5XfmChVi3ajVmFxTdxqeNbnNtZ6B6W8x5q4CJiO5ynAEkikCN1mtIiI/HjFyLNjbDYkFCfDwardeQkZY2ae81PDyMYZdL+1lK97ZgIYS2Z0wIAUW5O/+9KBffA2XLm1oVsFJWfld9Viml9t+UiMiLCSBRBLI7HDAbTUHjZqMJvQ77pL7X3sOHsPtgtfZzXGwcvv3c8zAajVoCmJiYOKnvGVHu34gWpxOn3nwVix57EtPu33inn2hS+Rb1EBF5MQEkuo12Vu/3S7b0/PWXnnF/o1OwKSEh9F64CWtXVGL1suUj7yElXMPDcDqdUBQFiYmJ6Ovru6tnkZwLl2DP6bOYvXAJnE7nnX6cSXU3/3cjooljAkh0G1XesxRlpaWjxkxLSUVzWxvsOrM2DqcTZlPwzODNiImJQUzMyF8FqqrCOTwMKSVUVfX7ejeLi40DgLv2uBspJY+BISINE0Ci28hkNMJkHPuIkQJLHvoHBtBksyLfsw/wqs2K/oEBFFjybvVjaqbK8mFmWjq+/dzzd/oxiIhuGyaARBEoMz0dc2bOxJ/efw+f3vQQAPcxMCWzZvsVgPzzr/4NG6vuw4K5JQAAZ18funq60WN37xNsv34dAJBkMiPJbA77/Y2eJHVgcBA//PnP8J2v/w0S4uMn5bNFov6Bgbv2c97tM7dENDFMAIki1BObP4V3du3Av7/+BwDAvOI5eGS9f4FC+/VO9A8MaD+fvfgR/vjeu9rPr255GwDwwMrVWL96TVjv61sBK4TA4NCgX0Xw3ehu/px32+chosnBBJAoQhkTE/HE5kdGjfnHv/v/+/28dFEZli4qu5WPRUREd4G757ArIiIiIgoLE0AiCinGYMADK1cjxmC4049yS02Vz0lE5CU6e1XuECYiIiKaQjgDSERERDTFMAEkIiIimmKYABIRERFNMUwAiYiIiKYYngNIRH6c/X3YunMHzl66CAAonV2MT67fiMSEhJDXnL5wHkdOnoC1pRnOvj5845n/htys7Nv1yGE5XHsc+4/UoNduR1Z6Bh5etx5F+TNCxl++2oi/7N6F1o52JJuTsKaiAhVL7rmNT0xEdOtwBpCI/Lz2zp9ha2vFVx5/Al95/AnY2lrx+tYto14zODSEAkseNt239jY95fjUnTuLd3ftxNrKlfjGM8+iMD8fr7zxGrq6u3Xjr3d14ZU3X0dhfj6+8cyzuK+yElt37kD9+fO3+cmJiG4NJoBEpGnr6MBHly/jMw9+AgWWPBRY8vCZTZ/A+Y8vob2zM+R15QsWYt2q1ZhdUHQbnzZ8B44ewdKyxVhWtgSZ6enYvG4DUpKTUXOiVjf+yIlapCYnY/O6DchMT8eysiVYuqgM1UdrbvOTExHdGkwAiUjTaL2GhPh4zMi1aGMzLBYkxMej0XrtDj7ZxA27XLC2NKO40D85LS6cGfIzNVqvobhwpn980Uxca2mGy+W6Zc9KRHS7MAEkIo3d4YDZaAoaNxtN6HXY78AT3Tyn0wlVSiSZzH7jSabQn8nucCDJZAqIN0NVVTj6nLfsWYmIbhcWgRBNATur92P3wepRY/76S8+4vxHBr0lICL0XoknA44/5mXTi3cNR/nsgIgITQKIpofKepSgrLR01ZlpKKprb2mB3OIJeczidMJuCZwajgdFohCIEeu3+s312R+jPZDaZ0Gt3BMQ7oCgKjImJt+xZiYhuFyaARFOAyWiEyWgcM67Akof+gQE02azI9+wDvGqzon9gAAWWvFv9mLdEjMEAS3YOLjVcwYK5Jdr4pYYrKC2eo3tNgSUP5zzH4HhdbLiCvOwcGAyGW/q8RES3A/cAEpEmMz0dc2bOxJ/efw9XrVZctVrx1vvvoWTWbGSkpWlx//yrf8PpCyNHojj7+mBrbUFbZwcAoP36ddhaW4Jm3e6UVcuW41jdSRyrO4m2jg5s3bUTXT3dWL6kHACw7YO9eH3rO1r88iXluNHTjXd370RbRweO1Z3E8bqTWL2s4k59BCL6/9q5e1YMoDCOw3+7vEX5AoSSDyAWPUxiESMfzEpKiWTwspGJ0cBHEInH24KNDEwi3de1nTp17vHXOXX4UW4AgU8Wpmeztb+b5bWVJMlgX39mGlOf9lxeX+Xp+fl9fXZxnvWd7ff16uZGkmRidCyNsfFfmPp7I4NDeXh8yMHRYe7um+nt7sni3EI629uTJLfNZm5uP/4E7OroyNLcfLYP9nJ8epK21tZMNyYzPDDw1REA/0rL1d3L618PAQDA7/EEDABQjAAEAChGAAIAFCMAAQCKEYAAAMUIQACAYgQgAEAxAhAAoBgBCABQjAAEAChGAAIAFCMAAQCKEYAAAMUIQACAYgQgAEAxAhAAoBgBCABQzBsPUpT83xOSgQAAAABJRU5ErkJggg==' width=640.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "opm.seq_model.gaps[-1].thi = opm.optical_spec.parax_data.fod.bfl\n",
    "opm.update_model()\n",
    "\n",
    "#spot_plt = plt.figure(FigureClass=SpotDiagramFigure, opt_model=opm, scale_type=Fit.User_Scale,\n",
    "#                      user_scale_value=0.1, is_dark=isdark).plot()T\n",
    "spot_plt = plt.figure(FigureClass=SpotDiagramFigure, opt_model=opm, is_dark=isdark).plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "a6ed5037",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "23.655706218096086"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# hey it's me from the future, I made these functions\n",
    "\n",
    "import rayoptics.optical.model_constants as mc\n",
    "\n",
    "def dump_dist(p, wi, ray_pkg, fld, wvl, foc):\n",
    "    if ray_pkg is not None:\n",
    "        image_pt = fld.ref_sphere[0]\n",
    "        ray = ray_pkg[mc.ray]\n",
    "        dist = foc / ray[-1][mc.d][2]\n",
    "        defocused_pt = ray[-1][mc.p] + dist*ray[-1][mc.d]\n",
    "        t_abr = defocused_pt - image_pt\n",
    "        return np.sqrt(np.sum(t_abr*t_abr))\n",
    "    \n",
    "def spot_rms(sm, fld_idx=0):\n",
    "    return np.sqrt(np.mean(np.square(sm.trace_grid(dump_dist, fld_idx, form='list', append_if_none=False)[0]), axis=1))\n",
    "\n",
    "def dump_rays(p, wi, ray_pkg, fld, wvl, foc):\n",
    "    if ray_pkg is not None:\n",
    "        image_pt = fld.ref_sphere[0]\n",
    "        ray = ray_pkg[mc.ray]\n",
    "        v = ray[-1][mc.d][0:2] / ray[-1][mc.d][2]\n",
    "        return [ray[-1][mc.p][0:2] - image_pt[0:2], v]\n",
    "    \n",
    "def get_focus(sm, offset=False, weights=np.array([0.25, 0.5, 0.25])):\n",
    "    offsets = np.linspace(-40, 40, 2000)\n",
    "    vals, colors = sm.trace_grid(dump_rays, 0, form='list', append_if_none=False)\n",
    "\n",
    "    rms = np.zeros((offsets.size, len(vals)), dtype=float)\n",
    "\n",
    "    for i in range(offsets.size):\n",
    "        for j in range(len(vals)):\n",
    "            rms[i][j] = np.sqrt(np.mean(np.square(vals[j][:,0]+vals[j][:,1]*offsets[i])))\n",
    "\n",
    "    if offset:\n",
    "        return offsets[np.argmin(np.sum(rms*weights, axis=1))]\n",
    "    else:\n",
    "        return sm.gaps[-1].thi + offsets[np.argmin(np.sum(rms*weights, axis=1))]\n",
    "\n",
    "get_focus(sm)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "d6099313",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([0.00418596, 0.01665802, 0.00529431]),\n",
       " array([0.25632774, 0.0865608 , 0.10988704]),\n",
       " array([0.47439537, 0.14863163, 0.25140339]))"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "99b74a4f3edb4672b76acf563827ae2d",
       "version_major": 2,
       "version_minor": 0
      },
      "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,iVBORw0KGgoAAAANSUhEUgAAAoAAAAHgCAYAAAA10dzkAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAA9hAAAPYQGoP6dpAABlMElEQVR4nO3deXiU150n+u/7Vmmr0o72kpDACDDGyMJECIFYEjaz2I5tbOx0vMVuJ+nEmdsz7SeZezPz9OROp6d7+s7tzE3SzuZOp9s2OHHbBmMbgTG7WCyQMYtBBgkotCAJSbVIJVXVuX8UVarlrVKtSFX1/fSjB9Wp85731Osn1T+dc37nSH0GuwARERERJQ15sjtARERERHcWA0AiIiKiJMMAkIiIiCjJMAAkIiIiSjIMAImIiIiSDANAIiIioiTDAJCIiIgoyTAAJCIiIkoyDACJiIiIkgwDQCIiIqIkwwCQiIiIKMkwACQiIiJKMgwAiYiIiJKMerI7QEQULrvd7vpdkqQ7dl8hhOt3Webf0UQUfxgAElFcM5vNk3ZvjUYzafcmIooE/3QlooQkSRK0Wq3fkcGevl783au/RE9fb1jXExHFMwaARBS3AgVnkiS5fpQIITA6NuoxnRvK9RPdn4hoKuMUMBEltCPXTHj/4hAAYEZuKiw2gTSVhAs3R9ChqcP2ixb0nOn2eX/ULrC4Mhf3F/FrkogSj9RnsCv/+UtENMUJIWAymRTfk2UZn/ZY8cqHV8NqWwIgAPxkVTHqdRmKdThFTETxilPARJSwPtWbEG54JgDIEnC6aySaXSIimhIYABJRwrpfp0W4UxwSALsA7itJj2aXiIimBC5uIaKEdOSaCZ/3WrG8UoMz3SOAAEqz1Bi1Aakq4PrQKMzDw5iRr0GvRfJ5/9aIHbkZKZP9MYiIYoJrAIkobvlbA3jkmhn/dX8PJAnwk+Qbkr9eUYSGCt89/7gGkIjiFaeAiSjhtHaPQI5S8AcAn3VzHSARJRYGgESUMI5cM+OXJ/tx02RFNOc2zvSM4Mf7unHk2uSdOkJEFE2cAiaiuOU+Beya9gWCSvzIUANjlmEUZmWgM4S4zn06mFPARBSvOAJIRAnBNe0bZP1hK2BVhRb8AZwOJqLEwACQiBJCmkqK6rSvPwuKuS0MEcU/bgNDRHHv2HUz3jg7qPheRbYaVpuALEkQAIbH7LhlsSvXzVLDOGYHBJCZJuPakDWGvSYimjwMAIko7p3pGfG79i+UIO6aYbyuUpAoS44pYKUtYYiI4gmngIko7t1blB72iR+hsAsgVcWkDyKKfwwAiSjhZKZEN0gryBj/qnzj7CCOXed2MEQU3xgAElHcO9PjyAB2Mo5Fdzywd3h8OlgC8HkPM4GJKL4xACSiuHdvUTrswhGcxZoAML+ImcBEFN8YABJRQpiTn4rctNh/pc0rSMUZjgASUZxjAEhEce9vDt/EF/2jfrd3ARxbvOSly8hLkzGvIBXZqYDaNozqHMmjXDvB+sFzvaPYeckQ7Y9ARHRHcRsYIop7wUz9em7xMur4RZWBS4MCzg1kXOUT4PmZRBTvOAJIRHGPARkRUWg4AkhEUXO05SQOHGuGwWhEcUEhNq1egxkV0xXrftnRgV+/8a8+5X/54ksomlYQlf5kpcowjPqfFp5IoUaNm2aeBkJEiYcBIBFFRev5c9i5pwkPrVuPKl0Fjp1uwWvb38RfvvAScnNy/F73H//820hPTXO91mpCP2XD31RGJMEfAAZ/RJSwOAVMRFFx6PgxLKq5D3U1tSgqKMDm1WuRk52N5lMtAa/L1GiRlZnp+pHl0L+WIgvziIiSD0cAiShiVpsN+q5OrKhf4lFeXTUTHfrrAa/92Wu/gdVqRVFBIb7asBR3VVbFsKdERAQwACSiKDCbzbALgSxtpkd5llaLiyaj4jXZmZl4ZP0G6EpKYLXZcOrzM/jNG/+GF5/6JmZOV143aLVaYbXZXK+FcKR/cCqDiCg0DACJKHq89mMREJD8bNJSOG0aCqdNc72u1JVjYGgIB483+w0A9x09gr2HD7pep6ak4pWXvsMpYCKiEDEAJKKIaTQayJIEg9FztM9oMiNTqw26nek6HU6d/dzv+6uWNKCxbrHrtRACNqsVW+Zl4/etg6F3nIgoSXHmhIgiplapoCspRVv7FY/ytvYrqNSVB93Oje5un2lkj/uo1UhPS/P4AYCRMXFHzgF24hcnEcU7jgASUVQsq1uM7Tveha6kFJW6chw7fQoDQ4NYXLsQAPDhJ/swaDDgic0PAgAOnTiOvJwcFBcUwmaz4dTZz/H5FxfwZ19/NOR7dxmtd3QzaE45E1G8YwBIRFFRc/c8mIfN2Hv4EAwmI0oKCvHslq3Iu70H4JDRiIGh8Wlam82GXR/vxaDRgBS1GsUFhXh2yxOYe9eskO99snM4ap8jGI/Nzb6j9yMiijapz2DnKUpEFJeEEDCZTHhoWwfMY6F/lcm2MWRlpGAwuCOAATjyXJ6Yl41vLcyHVquFJN3JyWcioujgUhYiinvhhmB2VWjBH+A4d3h+UXqYdyQimhoYABJR3PtKacZkd4GIKK4wACSiuFecqYZ8h2ZiJQCf94zcmZsREcUIA0Aiinv3FqXDLsKfCg4Fp4CJKBEwACSiuLe4XIMn78lBiVYV83s1VmiwuFwT8/sQEcUSA0AiinvHrpvxxtlBdJlsE1eO0MFrZhy7bo75fYiIYokBIBHFvTM9I5Al3LHNoLkGkIjiHQNAIop7zjWAd0qqinv/EVF8YwBIRHFvcbkG9bo7sxWMBGDUxv3ziSi+MQAkooTwwKysO3IfZgETUSLgWcBElBQq1PswK+VtZEi9fusMiwK0jT2Ca9ZVfus8eU8Os4CJKO4xACSihNDaPQIJyokgFep9+KrmB0G1Mz1lPz42/6NiEMjpXyJKFJwCJqKEUFOc7jcLuER1AkIEl7ghhIRi1Unl9wAsKOb0LxHFPwaARJQQGio0aKxQnpq1Ih2SFNzInSQJ2JCm+F5jhQYNfu5BRBRPGAASUcIo1Kp9joOrUO/DgrTfhNTOgrTfoEK9z6e8SMtVM0SUGBgAElHC8J4GrlDvQ03qLyFCXLYnBFCT+kufIJDTv0SUKBgAElHCaKhwnAkMjCd+5Ku+gBTivs2SBOSpvsBXNT9wBYFP3pPD6V8iShgMAIkooVhsAhIciR92IQe99s+bLAnYhYxi1Uks0WXg+dq86HaUiGgSMQAkooTinAa2Ih2yZA95+tdJCECW7Oi2LcL6O7TJNBHRncIVzUSUUBoqNHhq5nGk9DoSP0Kd/nUK9zoionjAEUAiSjhi+EjYI38e7QhgVsq/47PukcgbIyKaQhgAElHCKczMisoIniQB01M+wV3p+yNvjIhoCmEASEQJp1Q7BuGzI2B4BGTk4XhU2iIimioYABJRwikuWA4JIuJpYCEACXaoVBnR6RgR0RTBAJCIElak08DO689e+p+41rUr8g4REU0RDACJKOF09x6IcosSunsPRrlNIqLJwwCQiBKOShXtEzsEigsao9wmEdHkYQBIRAnHZjMDUUoCAQCtpgoVJRui1h4R0WTjRtBElHCKC5bjwuVfeJSVtWdj5oV8pJt9v/aGNVYM5o8gt99xisiVuf24UTXker9K91isu0xEdEcxACSihFfWno3Gj2YErFPekePx+8F1V1xBYEHeopj2j4joTuMUMBElHPckkLL2bNxzshgCgfeEcX9fQGDGhXy39pgAQkSJhSOARBQ1R1tO4sCxZhiMRhQXFGLT6jWYUTHdb/3LVzvw/t496O69iezMLCyvr0d97f0R98OZBOIc+RMQkCZYE+j+vgQJ5R05KGvPxo2qIe4DSEQJhyOARBQVrefPYeeeJqxqWIqXn3sBVRUVeG37mxgYHFSs3z8wgNfe2oaqigq8/NwLWNnQgB1Nu3HmwoWI+zIwdBYAUHQjE3bJEfyFMgLofF10IxMAYLMNR9wnIqKphAEgEUXFoePHsKjmPtTV1KKooACbV69FTnY2mk+1KNY/dqoFudnZ2Lx6LYoKClBXU4tFC2pw8HhzRP241rUL+u4PUNaejYIuDWQhhTwC6Hw9rUuDsvZsjgASUcLhFDARRcxqs0Hf1YkV9Us8yqurZqJDf13xmg79dVRXzfSsP2MmTnzWCpvNBpVK5XsfqxVWm831Wtw+662nr9f1+5VrH6GsPQeNH1W56k0U/PlTcFOLxo9m4ELeZXQX3hxvT5JQNK0grDaJiKYCBoBEFDGz2Qy7EMjSZnqUZ2m1uGgyKl5jNJmQpdV61c+E3W6HadiM7Mwsn2v2HT2CvYfHEzJSU1LxykvfwT//8S2Mjo0CADIyLHjkQp7HqF8wI4D+6gkIDJ8cwK8HX/e5LxFRvGIASETR4xVjTRh4KdR3FCtfs2pJAxrrFo/XFwI2qxXPPrbFNQKY0nIcWW+f9bpNcCOASvUkSKioqsSLW58aL4v0kGEioknGAJCIIqbRaCBLEgxGz9E+o8mMTK9RPqdMrRYGo8mrvgmyLEOTobzmTq1WQ60e/9oSQsBktXpMx9rav4RdkoDbAWGwo3+uNr3qCwiIkS4UFxQG3QYR0VTHJBAiiphapYKupBRt7Vc8ytvar6BSV654TaWu3Kf+pfYrKC8pVVz/FyxpwUJX8AeEtv5PKViUIEGkpYbdHyKiqYgBIBFFxbK6xTjRehonWk+jp7cXO/Y0YWBoEItrFwIAPvxkH7bteM9Vf3HtQtwaGsTOvU3o6e3FidbTONl6Go119VHpT+BNX5T5CxaL9rbD3nwosg4REU0hnAImoqiouXsezMNm7D18CAaTESUFhXh2y1bk5TiOWBsyGjEwNL4nYH5uLp7b8gR27m3C0ZZPkZ2Zic1r1uLeuXMj6of9o50AHMsLQ53+hZ9rBAD77p2Q65dF1DcioqlC6jPYw/lDmYho0gkhYDKNryO0Nx+C7Sc/itn9VD/+qUcQqNVqmRBCRHGJU8BElDDEZy2A7Phai+QvW3+nhogzpyJolYho6mAASEQJQ1qwELDbHb9H0o6fq6V7ayNolYho6mAASEQJQ65fBvnxb052N4iIpjwGgESUWCwjUWlGaRqYU8BElCgYABJRYklLj0ozitPAqWlRaZuIaLIxACSixBKlEUAfkgSMWmLTNhHRHcYAkIgSS5RGAH0IwSQQIkoYDACJKLHEaARQWryUG0ETUcJgAEhEiSVGI4Dy2k0xaZeIaDIwACSihGFvPgT79j9MdjeIiKY8BoBElDDEZy2OZI1YtM0tYIgogTAAJKKEIS1YCIgYHW/OLWCIKIEwACSihCHXL4NUtzQ2jXMLGCJKIAwAiSihSFUzY9MwRwCJKIEwACSixBKrjaA5AkhECYQBIBElllhtBM0RQCJKIAwAiSixcASQiGhCDACJKKFICxbGpl0eA0dECYQBIBElFLl+GeTHvznZ3SAimtIYABJR4rGMRH1DaG4ETUSJhAEgESWcWGwIzSlgIkokDACJKOHI9csgL47ehtDS4qWQ65dFrT0iosnGAJCIEtOMu6LWlLx2U9TaIiKaChgAElFCkkaisx2MVL+Mo39ElHAYABJRQpJqorMdTMyOliMimkQMAIkoIanqG6FeuiLidiQLN4AmosTDAJCIElbaxocjbkNawOxfIko8DACJKGGlLl0ZUTaweukKqOobo9gjIqKpgQEgESU0ef3msK+NxggiEdFUxACQiBKaqr4Rqh//FCguC/6ikjKo/+vfInXpypj1i4hoMqknuwNEFP/MI8PY0bQb59ouAQDmzarGg2vWISM93e8123fuQMvnn3mUVZSV4S+efi7q/XNu42L7yY+Cqq968fuc+iWihCb1GezRPS+JiJLO77a/gUGDAY+s3wAAePvDXcjLzsGzW57we832nTtgNBuxZcP4FK1KpYImIyPo+wohYDKZFN+TZRkajQZmsxl2ux0AYG8+BNu2fwHaL0OMWiABEACk3DygqBhS3jTIazc5ThJRuN6bVquFFOUzh4mI7gSOABJRRHp6e3Hx8mV89+lnMb1MBwB4dP1G/OIP/4ybfX0onDbN77VqlRpZmZl3qquOwK5+mSMQ/MmPYJckyEJA9f1XuNkzESUVBoBEFJEO/XWkp6W5gj8AmK7TIT0tDR366wEDwMtXO/CTn/0vZKSlY8b06Vi3fCUytVq/9a1WK6w2m+u1EI4JDEmSfEbinK8lSYIsey53lhuWY/A//Ajn3/kj7n74MUxrWO5zr0DXCyFc9yYiikcMAIkoIkaTCZka36AtU6OFwWT0e92cu+7CgrlzkZuTg/6BATQd3I9fv/Fv+P6zz0OtVv5q2nf0CPYePuh6nZqSilde+g40Go3fqdgMP1PKt5Y04uMvLuGeJY3QaDR++6l0faCpZyKieMAAkIgUNR084BFsKfneM7cTNhRiLwEBSemN22runuf6vaSwCOWlpfgfv/j/cOHLNsyfM1fxmlVLGtBYt9j12m63w26zwWQyKY4AZmRkYHh4WHG0bnR0FKkpqRgdHVUM5gJd73wthOAaQCKKSwwAiUhRw/2LUDNvXsA6eTm56OzpgVEhgDKZzQGnc71lZ2YhNycHvbf6/dZRq9Ueo4N2ux1msxkAFIO0QKN0hfnT8MpL31G8NpjriYjiGfcBJCJFWo0GRdMKAv6kqNWo1JVjxGLBtRt617VXb+gxYrGgUlce9P1Mw2YMDg0hSxtaUohGo4FGo4FWq/X4UanV+LtXfwmVWu3zXqTvO+9JRBSvGAASUUSKCgowe+ZM/OmDXbiq1+OqXo+3P9iFuXfN8kgA+Ydf/RM+/+ICAMAyOor3P96DDv119A8M4MuODvz+j9uh0Wgwf/acoO8ty7Lrx5kI4v4zOjaqWB7p++73JSKKR5wCJqKIbd38MN7bsxu/3fY6AODu6tl4aM06jzo3+/swYrEAAGRJQtfNm2j5/AxGRkaQlZmJmdOr8NRDjyAtLe2O95+IKNkwACSiiGkyMrB180MB6/ztD/9P1+8pKSn41hNPxrpbRETkB+cviCghqVUqfG1pI9QqVUzeJyKKZzwKjoiIiCjJcASQiIiIKMkwACQiIiJKMgwAiYiIiJIMA0AiIiKiJMNtYIgoYZhHhrGjaTfOtV0CABTm58NoMsFoMqG4oBCbVq/BjIrprvpHW05iz6GDMA8PA3Ac/1Y4bRpuDQwgOzMLy+vrUV97PwBgyGjA+x/vhb6rE339/WhY9BVsXr32zn9IIqIo4AggESWMN997Bzd6uvH841uxvG4xrnd2Ij0tDS8/9wKqKirw2vY3MTA4CABoPX8OO/c04e5Z1aivvR8VZWUAHEHjy8+9gJUNDdjRtBtnLjhOL7FabdBmaLBqyVKUFBVP2mckIooGBoBElBB6entx8fJlPPrARlTqynGhrQ33zJ6Drps3IUkSNq9ei5zsbDSfagEAHDp+DItq7sNjGzbhobXrUFJYBADISM9AUUEB6mpqsWhBDQ4ebwYA5Ofm4sE1a3H/vQuQztNKiCjOMQAkooTQob+O9LQ0TC/TwWqzQd/Vidp75iM9LQ0d+usAgOqqmejQX3e9X101w3X9je4uAEBnT4+rrHrGTFzv6oTNZruzH4aIKMYYABJRQjCaTMjUaAEAZrMZdiGQpc1EpkYLg8kIAMjSOn53f9/JZDY7rr29HtBRPxN2ux2mYfMd/CRERLHHJBAimtKaDh7A3sMHA9b53jPPOX6RvN6QAAEB6fYb7r8r1gcguZUJiNvVFCoSEcUxBoBENKU13L8INfPmBayTl5OLzp4eGE0mAIBGo4EsSTAYjTCZzcjUOkYGjSbH7+7vO2k1GtwaHERGeoarzGgyQZZlaDIyQESUSBgAEtGUptVooNVoJqxXqSvHiMWCazf0qCjTQVdSilNnP8eIxYJKXTkAoK39CuZVz4ZapYKupBRt7Vcwf85cAEBZcQmud3aitKjI1eal9isoLymFSqWKzYcjIpokDACJKCEUFRRg9syZ+NMHu/DI+g2YO6saTQf3o6SwCEII7NjThIGhQXx2/hzKS0uRpc3EsdOnUDitADlZWegfGAAA3BocwOdfXMDRlk9xuaMdTz38qOsezkSR0bFRmMxm3OjugkqlQnFB4WR8ZCKisEl9BruY7E4QEUWDeXgY7+3ZjfOXLgIACqdNg8FogtFsQklBITZ+bQ1+9fof8NiGTbh89So6rl/DsGXEI/HDSZZl5OXk4K9e+q6r7Id/+9996uVm5+CH3/1e7D4UEVEMMAAkIiIiSjLcBoaIiIgoyTAAJCIiIkoyDACJiIiIkgwDQCIiIqIkwwCQiIiIKMkwACQiIiJKMgwAiYiIiJIMA0AiIiKiJMMAkIiIiCjJMAAkIiIiSjIMAImIiIiSDANAIiIioiTDAJCIiIgoyTAAJCIiIkoyDACJiIiIkgwDQCIiIqIkwwCQiIiIKMkwACQiIiJKMgwAiYiIiJIMA0AiIiKiJKOe7A4QEYXKbre7fpckadL6IYRw/S7L/HuaiOIHA0Aiiktms3myu+Ci0WgmuwtERCHhn6xEFNe0Wm1Yo4A9fb34u1d/iZ6+3pCvlSQJWq025OuIiKYKBoBEFHecAZ8kSa6fUAkhMDo26jGNG8r93e87mdPQREThYABIRERElGS4BpCIEtKRa2a0do8gTSXBYhM+/1pHLWhLn4/tFy1Qt/f7rVdTnI6GCq7xI6LEIvUZ7KHPfxARTSIhBEwmk2stntls9sgMPnLNjP+6vwcSgIBfcEIAAaZvndf/9YoijyBQlmVoNBqYTCYIIcJeh0hENFk4BUxECae1ewSyNEHwBwQM/gDH9bIEfNY9Eq2uERFNCQwAiSjh1BSnwy4cI3gBTZAAIgGwC2BBcXq0ukZENCVwDSARJaR6XQYkAFW5qRi1CaSqJI9/x0bN+PTcBdw/by5SUjU+76eqJLQPjE48ikhEFIcYABJRQnGu/5Mlx+hd37AN+RkqzMhNdQVz40Gd5PHa+a/eMIb+YRsu9o9CloBm/bDPOkAionjGAJCIEopz/Z8zve1i/ygARxDnI20m9JetAIb8tmcX4+sAGQASUaLgGkAiSihBr/8DJkwCceI6QCJKNBwBJKKIHW05iQPHmmEwGlFcUIhNq9dgRsX0Ca9rv34Nv/q3P6C4sBA/eP7FqPSloUKDv15RhA/bDDiqNOrnboJtYABgiS4D62dlcfSPiBIKA0Aiikjr+XPYuacJD61bjypdBY6dbsFr29/EX77wEnJzcvxeNzIygu0738NdVTNgNBkj6sORayac6hz22MS5NCsFT96TivYBxxSwdzJIoCQQ92ssNoELvRaPTaVrSzOweg4DQiKKXwwAiSgih44fw6Ka+1BXUwsA2Lx6LS5euYzmUy1Yv3KV3+ve/ugD3DfvHkiSjHOXvgj7/gfbh/Djfd0+mz47X9frMjAjNxVXbgd17skg3kkgesOYq86VgVG8cXZQsd23LwwhLS0NCwtVYfebiGgyMQAkorBZbTbouzqxon6JR3l11Ux06K/7ve7kZ63ov3ULT2x+CB8fPhRRHz7VmzySPpycL5v1wx4JIB7JIH6SQNzreG8D49wcuuWGCQsLsyPqOxHRZGESCBGFzWw2wy4EsrSZHuVZWi0MfqZ1e/v78eEn+/DEgw9BJQf3FWS1WjFisXj8AIAkSbhfpw0+6cNbGMe3OTeHXljG49+IKH5xBJCIIucVBwkISAohmd1ux5vvvYPVjY0ozJ8WdPP7jh7B3sMHXa9TU1LxykvfQUZGBgADllVmod9shZAECjJSMHNaGi73WXCwwwBJCnDgR4AkEOfUb2Nllqu9XrMVBRo1Nt+dh8aqbNeZxERE8YYBIBGFTaPRQJYkGIyeo31GkxmZWq1PfcvoKK53deJGdxfe2/0RAEAIAQHgP/+Pv8HzTzyFWVVVPtetWtKAxrrFrtdCCNisVnxyqQ//+eMur3V6I5BgQ5FGjeWVGtwwWFGWpYbV5qgzIy8FFitgtZhx8tx5LJp3N9RpGqSpgfZbYxAAUlRwXVeokXClz4yDHWbXfdbOdHy24eEJsoyJiKYoBoBEFDa1SgVdSSna2q9g/py5rvK29iuYVz3bp35aWhr+w7c8t3tpbvkUX3Z04BtffwT5ObnK91GroVaPf10JIWCyWvFZt1lx/d+BDrPrdwlAW/+oKxnk8u2NoYvSBAAJAgL6ofEEkSsDozjQMey6zp243d7prmGsnuPoBxFRPGIASEQRWVa3GNt3vAtdSSkqdeU4dvoUBoYGsbh2IQDgw0/2YdBgwBObH4QsSSgpLPK4XqvRQq1W+ZQHY0FxBt48O+STqevOXzIIALckEKurjvd1Su3dV8JNoYkovjEAJKKI1Nw9D+ZhM/YePgSDyYiSgkI8u2Ur8m7vAThkNGJgaDAm967TafB366fjWMcgeoxjOHjNPPFF7sJI4njynhw0VPhObxMRxROpz+A9eUJENLU5ky8kSULLTRuOdQwgVZZwZWAUt4ZtAID8DBWqch0bQR/VDyuPEiokgTjrLdFluK7vG7ZBApCXocKM3FSM2gUWV+ZiYaEKQghotcwIJqL4wgCQiOKOMwA8cWMY//lj/5tAz85PRX6GCimyhE6jFakqoNNoBQRQkC5wo+8WyqblodciAQIozVJj1AaUZqoxZhfoH7bhYv+o3/b/5qvF+EpZBgNAIoo7nAImorj1WfdwwE2gL3olcbi7ZQGgysGlQeG64pbFUb/tlm/yh/drWQI+6x7BV8oywu4/EdFk4UbQRBS3FhRnhL8JNBDWGkBgfDPoBcVMBiGi+MQRQCKKa8sqs3DTaIHBYocQwKz8VFjtAke9M36VBNgI2t0SXQbUsoS2fgskSUJ2moyCzLQo9J6IaHJwDSARxR3nGsCHtnVg2Cp8Tvqo12UgRZbw+c0RQADzi9JRpFUjVSWhfcAxvVuYNoZPz13A/fPm4qYlBQBQlZuKUZtAj8nqce2YXfhsISMByEiR8O4TlVwDSERxhyOARBS3ZCgf8+YdrB28ZnZtBO1Z3RG0uZfpDWMe1/vbWkaAa2iIKH4xACSiuGUHAp/16ybUjaAnIt2+PxFRPGIASERxa8u8bBzVW5Ai2dFvtkGWJOiN1oAng3gIctrW2Z4uSw27HcjXyBgTMpbouA6QiOITA0AiiltvnRtyrQF0BWmZatgFkJch49bwBEFhgI2gncGesx1JkqA3ONrpNDnqXR+04M/uzYv9ByUiijIGgEQUt9zXADqDO73RMZ3rDNK8g0LPjaAHfDaCVgr23Am3f7kGkIjiFQNAIopbE60BVAoKnQJtBO19vRKuASSieMYAkIji1v/VWIQPvjSjx2gBBPBFgJM/FIWxdcuc/FRAAooy0/DAXZqQrycimgoYABJRXDvYYXBN9c4rSHWt+xMAhsfsuGUJME43wUbQeWkyMlJkSBJc6wHP9TrOBv6ib5QBIBHFLQaARBS3Puse9pgCPterPAKoTZGQKksozVJPuAaw02jFqFXAZBW4ZfEMIJ1TyAKOKWCeBUxE8YoBIBHFrQXFGXjz7NCE9UxjAiYIjzV+wawBDESAZwETUfxiEhsRxa06nQarZmaF30AEx7etmpmFOh2ngIkoPnEEkIji1nG9Gfsuj68BzE+XkaaSXXv3WWwC/SPhrwHMz5CRJvu2JwHYd9mANVUaTgETUVxiAEhEceuz7mHIEmC/vQbQEezZffbuAxzBYbpaxvCYHZoUGVa7Ff2GEeRnaaBWqWAetSMjRcaI1e4KGvuHldsTAGSJawCJKH4xACSiuOVcAxjM0W/O4BDAeGKHKgPdZgHnWcABM4a92AXXABJR/GIASEQRO9pyEgeONcNgNKK4oBCbVq/BjIrpinU//+ICmk+1oLO7G1abFcUFhVi9rBGzZ94V1r2XVWbhSv8w9AZrJB8hJHOmpeJbXynBwkIVhL9dqImIpjAmgRBRRFrPn8POPU1Y1bAULz/3AqoqKvDa9jcxMDioWP/KtauorpqBZx9/At9/9luYWVmJ3/9xO/RdXSHf+/8+2IPDVw0+wV9+uoxSrRoVWZH9jVuRpUapVoX8dM+vyi/6QtxwmohoiuEIIBFF5NDxY1hUcx/qamoBAJtXr8XFK5fRfKoF61eu8qm/efVaj9frV6zCuUsXcb7tEnQlJSHd2/0sYHfu073u3PcDvD40CuPIGDLTU1Ceneqx/5/TtQCjii03TFhYmB1Sf4mIpgoGgEQUNqvNBn1XJ1bUL/Eor66aiQ799aDasAsBy+goNBn+19NZrVZYbTbXa+e060RnAXvz2Q9QTsHQqP8NpANZWKaFJEmcAiaiuMQAkIjCZjabYRcCWdpMj/IsrRYXTcag2jh4vBljo2NYMHee3zr7jh7B3sMHXa9TU1LxykvfwX9bXYGTehO6jaP44uYIRq0CvcOxWwtYoFEhVSVjTXUOGquyIYSAyaSQckxENMUxACSiyHltpScgIHkXKjh97iz2HDqIpx/dgkyt1m+9VUsa0Fi3eLx9IWCzWlFbqIZdaPHKh32KmcD5GTIst6d0TWPBj9RpUxx9T1NLt7eCceg12yDBht+39OKeIg3uL+JXKBHFJ357EVHYNBoNZEmCweg52mc0mQMGdIAjeeRPu3biGw8/guqqGQHrqtVqqNXjX1dCCJisVggh8Kne5LEXoDv34K1CvQ+zUt4GALSNPYJr1lX+3xtzvKcUNDr3AOQaQCKKZwwAiShsapUKupJStLVfwfw5c13lbe1XMK96tt/rTp87iz/u2oknH3wYc2dVR9SH+3VabDvTF7BOhXofvqr5gev19JT9GLRVYFRkI1UyIEd11eO9j83/6BEgerMLxxpAIqJ4xQCQiCKyrG4xtu94F7qSUlTqynHs9CkMDA1ice1CAMCHn+zDoMGAJzY/CMAR/G3f+R42r16D6WU61+hhilqN9PTwN1Z2TgFrUyRAwCObt0R1AkJIkKTxshzVNcV2hJBQrDrpEQC6txnMptNERFMdA0AiikjN3fNgHjZj7+FDMJiMKCkoxLNbtiIvJwcAMGQ0YmBofE/AY6daYLfb8e7uj/Du7o9c5QvnL8DjmzaHfH/vKWClaVu1SuMR/AUiSQIpKs/j3dzb5BQwESUCqc+gtHKGiGjqcmbfSpKElps2vPLhVb8jc87pX+8RQH/sQoIsiQmngf9u/XTXSSBarWNLGCKieMGTQIgorjVWZeMnq4oxOz9V8f0S1QnYhRz0CKAsCdiFjGLVScX35+Sn4ieritFYxdE/IopfDACJKCF80e+7mXOFeh8KVachS/agN4sWApAlO4pULahQ7wvqPkRE8YYBIBHFvdNdwz67DjqnfgvVnwNwnBgSDGe9QvVZfFXzA8Ug8HTXSAS9JSKafAwAiSju3VeS4bP+z5n5GwlnRrDv/cLPViYimgoYABJRwslMkdBl+0rQ6/78kSSBbtsiZKYwwYOIEgu3gSGiuHe6a9hjKxjjmECe27dbWXs2Zl7IR7pZjWGNFYP5I8jtT/f7+srcftyoGsJnlhduZwKPB5Ky5JgCXj3nzn5GIqJoYgBIRHHvvpIM/On8kMdWMM4pYF1HFho/8jxqrrwjZ8LXB9a242yZxededsEpYCKKf5wCJqK411ChxV+vKEK9bnwDZ+cUcNGNTAivFYLBvC7u1MKGNI/yJboM/PWKIjRU8Bg4IopvDACJKCE0VGiwflaWT7lVbYfklSMczGur2o4Fab/xyAJePysLDRWaKPaaiGhyMAAkooTR2j3iCuVKVCdQeiUH95wqDqute04Vo/RKjkcW8Gfd3P6FiBIDA0AiShg1xemuyVwr0lHcqZ1wutdfudI08IJirv0josTAJBAiSjgbO3+P1X27kGFKmXC611+5BAkZphQ8/eku3KvLx10P/yWnf4koYTAAJKKE0do9gnp9C/7iwB4IqQBShBtBT7+cCzsE5pz5CKqvrAQqlkWno0REk4xTwESUMGqK07Hmy09gByAJSXG6N9gpYGeZDAl2SYI4cyra3SUimjQcASSihFGvb4FNPx6oKU33BjsF7CyzA5CFgHRvbdT6SUQ02TgCSEQJQ3zWAsjR/VqTAZxufAxyPad/iShxMAAkooQhLVgI2O1+JnkdQpkCdpQDlYPXI+8cEdEUwgCQiBKGXL8M8uPf9DPJ6xDKFLCjHMj7rBn25kORd5CIaIpgAEhEicUyAkiRZf/6YBIIESUYJoEQUcSOtpzEgWPNMBiNKC4oxKbVazCjYrrf+pevduD9vXvQ3XsT2ZlZWF5fj/ra+6PTmbR0QDgmdL3DQAHhd6TP3/sCgCQEkJqmfBERURziCCARRaT1/Dns3NOEVQ1L8fJzL6CqogKvbX8TA4ODivX7Bwbw2lvbUFVRgZefewErGxqwo2k3zly4EHFf7M2HYN/+BwC+wZ+jLPDIoHIm8O22t/+B08BElDAYABJRRA4dP4ZFNfehrqYWRQUF2Lx6LXKys9F8qkWx/rFTLcjNzsbm1WtRVFCAuppaLFpQg4PHmyPui/isJfrTv+7tcxqYiBIEp4CJKGxWmw36rk6sqF/iUV5dNRMdeuXM2Q79dVRXzfSsP2MmTnzWCpvNBpVK5XsfqxVWm831WghHxm5PXy9SDUOwWCwQQiCl6i5kCf85wOFMAbsbrJyJsd6bkCQJaWlpGB0dRWH+NL/1iYimKgaARBQ2s9kMuxDI0mZ6lGdptbhoMipeYzSZkKXVetXPhN1uh2nYjOzMLJ9r9h09gr2HD7pep6ak4pWXvoPX3tqO0bFRV/ms7ht4NEB/w5kCdrf74AG0XWzz6QcRUbxhAEhEkfOKmyYaSVOq7yhWvmbVkgY01i0ery8EbFYrntvyOFJTU10jgJp/+x2EJDmSNqJMANhYOA3mrU95jAASEcUjBoBEFDaNRgNZkmAweo72GU1mZHqN8jllarUwGE1e9U2QZRmajAzFa9RqNdTq8a8rIQRMViuKphVAq9U6RiLtdtgXL4Vt984IP5UyCYC2rgFZBYWOvmo0MJlMruloIqJ4wiQQIgqbWqWCrqQUbe1XPMrb2q+gUleueE2lrtyn/qX2KygvKVVc/0dERNHHAJCIIrKsbjFOtJ7GidbT6OntxY49TRgYGsTi2oUAgA8/2YdtO95z1V9cuxC3hgaxc28Tenp7caL1NE62nkZjXX3EfRGfKWce+zvmzW87/o6FYxYwESUITgETUURq7p4H87AZew8fgsFkRElBIZ7dshV5OTkAgCGjEQND43sC5ufm4rktT2Dn3iYcbfkU2ZmZ2LxmLe6dOzfyzqSlKxZPlNwRdH1uBk1ECYIBIBFFbMnCRViycJHie49v2uxTNnN6JV5+7oXod8Qy4vFS6TSQUPhcP2qJoDUioqmDU8BElDi8RgAlhD796+TIZPYk3VsbXr+IiKYYBoBElBDcj4FzF+r0b6TXERHFAwaARJQQlI6Bi3SDFu/rmQRCRImCASARJQRpwULAa0++SMfwOAVMRImKASARJQS5fhlUP/4pUFIWk/alxUsh1y+LSdtERHcaA0AiShhy/TKoXvx+bNpeuykm7RIRTQYGgERERERJhgEgESUUf6eBRNwuE0CIKIEwACSixOLnNJCI8RQQIkogDACJKLFYRny2g4kKngJCRAmEASARJRSl7WCi0i63gCGiBMIAkIiIiCjJMAAkooSidCJIVNplEggRJRAGgESUUDgFTEQ0MQaARJRQ5PplkOqWRrVNngJCRImGASARJRx5XXRP7eApIESUaBgAEhEFID/+TY7+EVHCYQBIRAknqokg3P+PiBIQA0AiSjhRTQThCSBElIDUk90BIopf5pFh7GjajXNtlwAA82ZV48E165CRrnwcm81mw+4D+3Hhchv6BwaQnpaGWZUz8MDKVcjOyopav+T6ZbDXLYU4fjjyxjgCSEQJiCOARBS2N997Bzd6uvH841vx/ONbcaOnG9t2vOu3/tjYGPTdXfhawzK8/Oy38M2vP4beW334/Z+2R71v0UoE4fYvRJSIGAASUVh6entx8fJlPPrARlTqylGpK8ej6zfiwpdtuNnXp3hNeno6Xtj6FBbcPQ+F06Zhuk6HB9esg76rCwODg1HtXzS2g+H2L0SUqBgAElFYOvTXkZ6WhullOlfZdJ0O6Wlp6NBfD7qdEYsFEhzBoT9WqxUjFovHDwBItxM9JEmCLMs+P6oHNof34W5Trd+s2K77fYmI4hHXABJRWIwmEzI1Wp/yTI0WBpMxqDbGrFZ8+MnHqLlnPtLT/Cdb7Dt6BHsPH3S9Tk1JxSsvfQcZGRkA4PrXx1fXYTQtDSN/+A1s588G1ScAkOfeg4ynX0Dq0pUB62VkZMBkMgXdLhHRVMEAkIg8NB084BFsKfneM885flEYABMQkJTe8GKz2fDGu/8OIQQeXrs+YN1VSxrQWLd4/B5CwGa1Ynh4GBqNBsPDwxD+sn5r64DjR4EL54LODJbung9rbR2sZrPy+5KEjIwMDA8PB9UeEdFUwwCQiDw03L8INfPmBayTl5OLzp4eGBVGv0xmMzK1viOD7mw2G/7tnbfRPzCAF5/6RsDRPwBQq9VQq8e/roQQMFmtrqBPCAG73e6/gXtrgXdCSDSZf1/A9mRZdt2XiCgeMQAkIg9ajQZajWbCepW6coxYLLh2Q4+K2+sAr97QY8RiQaWu3O91zuCv79YtvPjUN6DNmPhekZLrlwE//insu3dC3OoDunsgBvshARAApNw8oKgYUt40yGs3MfGDiBIeA0AiCktRQQFmz5yJP32wC4+s3wAAePvDXZh71ywUTpvmqvcPv/onrFuxEvPnzIXNbse//vufcKO7C8889gSEXcBgdKwXzMjIgFqlill/5fplrsDO3nwItp/8CHZJgiwEVN9/hUEfESUVBoBEFLatmx/Ge3t247fbXgcA3F09Gw+tWedR52Z/nytrd3BoCOdvbxr9s9d+41HvxSf/DHdVVt6BXjuCwYEf/BAX3v0T5j70KPIZ/BFRkpH6DHYuYiGiuCKEgMlkgiRJ0Gq1MJvNgdcAKujuvYlfv/k6Xtz6FIoLCkO6VpZlaDQamEwmCCGg1Wq5JQwRxRXuA0hEccc9+cP5EypJkpCakhpW4OZ9XyaDEFG84QggEcUdu90Os58tWiaDRqNxZQYTEcUDfmMRUVzSaDSQVSr83au/hEqthlarDelHpVZHfK2sUkETRMY0EdFUwyQQIoo7ztE2WZYxOjYKSZJCnsqVJCnia51HwxERxRt+cxERERElGQaAREREREmGASARxS21SoWvLW0MawPpybqWiGgqYBYwERERUZLhCCARERFRkmEASERERJRkGAASERERJRkGgERERERJhhtBE1FcMY8MY0fTbpxruwQAmDerGg+uWYeM9HSfukdbTuLAsWYMGgxIUTu+7iyjo3j5uW+hrLjEp/7lqx14f+8edPfeRGpKKiABo6OjKC4oxKbVazCjYrpin4aMBrz/8V7ouzrR19+PhkVfwebVa6P4qYmIoosjgEQUV9587x3c6OnG849vxfOPb8WNnm5s2/GuT73W8+ewc08TVjUsxdrGFSgqKITVZvPbbv/AAF57axuqKiqwbvlKDFtGMDwygvUrv4qqigq8tv1NDAwOKl5rtdqgzdBg1ZKlKCkqjtpnJSKKFQaARBQ3enp7cfHyZTz6wEZU6spRqSvHo+s34sKXbbjZ1+dR99DxY1hUcx/qamqxckkD/uLpZ5GTle237WOnWpCbnY3Nq9fiswvnUXdfLepq7sNn589h8+q1yMnORvOpFsVr83Nz8eCatbj/3gVIT0uL6mcmIooFBoBEFDc69NeRnpaG6WU6V9l0nQ7paWno0F93lVltNui7OlFdNcPj+hnlFQHbrq6a6XFt9YyZuN7VCZvNhuqqmR73ICKKZ1wDSERxw2gyIVOj9SnP1GhhMBldr81mM+xCIEub6VFPo8kI2HaWVutzrd1uh2nYjCytFhfd7kFEFM8YABLRpGs6eAB7Dx8MWOd7zzzn+EXyfU9AQFJ6w7toonOPJM/fhRC3f5X834OIKA4xACSiSddw/yLUzJsXsE5eTi46e3pgNJl83jOZzcjUjo8MajQayJIEg9FzxM48POy3/UytFgajyedaWZahyciA0eR5DyKieMYAkIgmnVajgVajmbBepa4cIxYLrt3Qo+L2OsCrN/QYsVhQqSt31VOrVNCVlKKt/Qrmz5nrKm/XXwvY9vm2Sx7XCgDlJaVQqVRoa7+CedWzw/+QRERTCANAIoobRQUFmD1zJv70wS48sn4DAODtD3dh7l2zUDhtmqveP/zqnzDnrrtw9NOT0JWUoqigAEc/PYnBIQMA4GZ/Pw6fPIHR0VF84+uPAgAW1y7EkZaT2Lm3CQvm3o1dn3wMANj41dXYsacJA0ODWFy7EADw4Sf7MGgw4InND7rueaO7CwAwOjYKk9mMG91dUKlUKC4ojP2DISIKkdRnsE+0KoaIaMowDw/jvT27cf7SRQDA3dWz8ZDXRtA//Nv/jsc2bMKYdQz7m5sxZDTAbrf7tJWbnYMffvd7rteXr3Zg594mdPf2IjUlBQAwOjaGkoJCbPzaGsyc7tgIevvOHbg1OICXvvFNj3tO1D4R0VTBAJCIiIgoyXAfQCIiIqIkwwCQiIiIKMkwACQiIiJKMgwAiYiIiJIMA0AiIiKiJMMAkIiIiCjJMAAkIiIiSjIMAImIiIiSDANAIiIioiTDAJCIiIgoyTAAJCIiIkoyDACJiIiIkgwDQCIiIqIkwwCQiIiIKMkwACQiIiJKMgwAiYiIiJIMA0AiIiKiJMMAkIiIiCjJMAAkIiIiSjIMAImIiIiSjHqyO0BEU4/dbnf9LknSJPaEIiGEcP0uy/x7n4jGMQAkIkVms3myu0BRotFoJrsLRDTF8E9CIgqJJEnQarVxOzLY09eLv3v1l+jp653sroQl3p8/EU0NDACJyEeg4EKSJNdPPBJCYHRs1GN6NJ6E8/zj9b8VEcUOA0AiSio9/XuQl7sLPf17JrsrRESThmsAiShpXOvahdYLLyE7S0LrhaPIzc5BRcmGye4WEdEdxxFAIkoa3b0HAKggSQKACt29Bye7S0REk4IjgEST7GjLSRw41gyD0YjigkJsWr0GMyqm+61/+WoH3t+7B929N5GdmYXl9fWor73f9f7x06fQ8vkZdN28CQAoLynBuhUrUVGmi/lnmeqKC5bjwuVfQAgJkmRDcUHjZHeJiGhScASQaBK1nj+HnXuasKphKV5+7gVUVVTgte1vYmBwULF+/8AAXntrG6oqKvDycy9gZUMDdjTtxpkLF1x1Ll/tQM28efjzp76B7z79DHKys/HbbW9g0DB0pz5WTF3r2oWTn/8Q17p2BSxTKq8o2YAq3XcxOlqCKt13PaZ/g23X372IiOKJ1Gewx2cqHFEC+PnvX0NZSQm+vu4BV9k//PqfcE/1HKxfucqn/gf7Psa5tov4jy9+21X27x/uQmdPD7779LOK97Db7fjr//cf8OCadbj/3gVB9UsIAZPJpPieLMvQaDQwm80eG0bHwrWuXejuPYDiguWoKNmAa127sP/4VkiSCkLYsKLuTQDwKZuormMEUARVN5h7KfU1VsJ5/tw2hoi8cQSQaJJYbTbouzpRXTXDo7y6aiY69NcVr+nQX0d11UzP+jNm4npXJ2w2m+I1Y2NjsNnt0GRkRKfjd4gzKPviyqvYf3yrK8ByBl+S5FjDp1QGwG9dpTWAwbbr715KfSUimsoYABJNErPZDLsQyNJmepRnabUwmIyK1xhNJmRptV71M2G322EaVj6544P9+5CTmYVZXoGmO6vVihGLxeMHcOwfJ8uyx49zJEnpvWj+9PQd9Ai2evoOobRwheu1EDaUFi5XLJNl2W9dwAYhJAAT1w32Xkp9jdVzCeX5c9SPiPxhEgjRZPP6/9ECApJ34QT1HcW+1+xvPorWc2fx50/9GVLU/v/nvu/oEew9PJ4Rm5qSilde+g40Go3fICIjxiOKlbo1OP/lz12BVaVuNarKH0RaWhpudH+CsuKVqCp/EAAwaGxFx40PUFn2AObctQUAkJaWhkrdZgAS7r7reVfda12HcfbiW7hn9hZX3Tl3bVFsw1+73vdX6musj18L5vkHmsonouTGAJBokmg0GsiSBIPRc7TPaDIj02uUzylTq4XBaPKqb3KsC/MKCA4ca8a+o4fxwtanUFpUHLAvq5Y0oLFuseu1EAI2qxVms9knAJQkCRkZGRgeHo7paRoWiwXlJRsASKiufBpF+avxxZdvoav3AEoKlqMofzXMZjOudb6PlrN/A0lSoe/WKeRk1gAA9h17whWQzSz/hqtuW8fPkJoqoa3jZ6goWYqK0o1+2/AuqyjdiKL81bBYLOjQN8FisbjK7p39V9B374aueK2rb7EQyvOP19NOiCj2GAASTRK1SgVdSSna2q9g/py5rvK29iuYVz1b8ZpKXTnOt13yKLvUfgXlJaVQqVSusv3HjuLjI4fxrcefRHlp2cR9UauhdhshFELAZLVCCOETRMiy7KoTrSSQiZI97pr+TXTc2OkqO//lz10JGJ0393tMv3bePABA+JTpih9A5839cKwBtAHwLA+2Dfe+OfsBAGcu/j0kSYX+wVbk597v+hzRTgyJxfMnouTDNYBEk2hZ3WKcaD2NE62n0dPbix17mjAwNIjFtQsBAB9+sg/bdrznqr+4diFuDQ1i594m9PT24kTraZxsPY3GunpXnf3NR7H7wH489sAm5OXkwGA0wmA0wjI6esc/nxLvbVQiTfYoLljusS6vuKBRscxZ130NoHt5sG0E2zd/iSHcRoaIpgKOABJNopq758E8bMbew4dgMBlRUlCIZ7dsRV5ODgBgyGjEwND4noD5ubl4bssT2Lm3CUdbPkV2ZiY2r1mLe+eOjyAebfkUNpsN//bOnzzu9bWljVjTuPzOfDA/3EfPLlz+BVbUvakYPDk3bPYOvpTKKko23G7nIIoLGl0jbUplFSUbUDP3VRw4/nssr3vGozzYNoLtm7+A1fvz8yg6IpoMDACJJtmShYuwZOEixfce37TZp2zm9Eq8/NwLftv74Xe/F7W+RVuwwZ6/gOye6v+EGz1NKCtaoxA4Ka1387cGLrhy5z0c28c4XleUbFDsh1J/gwkKGQAS0WRgAEhEd4y/0TNd8QMAJMyqfNrv2rlrXbtw9tL/hCSpcGuwFQV5i3zWCzpH1QDlkbZrXbvQeuElZGdJaL1wFLnZOX7bCNS2Uj+UgsUVdW+ireNf4Aws/X1+IqI7jWsAieiO0hU/gLKidR6B2o2e3dB3+18TCCiPHvorD1Q32I2gQ23bX7/13btwo2c39h/fCsAxUlhWtO520EtENDkYABJRzLgnPDgDJPdgL9JkD3/l0UgCCbXtUD6Le1DI5BAimgycAiaimPCePtUVPxCTZI9YJoEwOYSIEhUDQCKKCe9AB5B8Rs5CCbDGeSZqBN5rL7IkEH/l/pJDgv0sTA4hosnGAJCIYsJ7RGxW5dOYVfm0n8Bu4gzeUJM9YpUEEqhcqd/+kkMmCgqJiGKJASARxYR3oANAMbM32KBOeepUKI6c+RtRG08CcZwEEkz9YMv99TtQsDhRUEhEFCtMAiGimBifmnUEf8Fm9kbrxI9YJYH4Kw8lk1gpY7iiZIOrHSaGEFGscQSQiKIumAQQR8ATuxM/YpkEEso0rtJnDGYE8Z7q/+Tab5CJIUQUbQwAiSjqgkkAAUIL6pz1lYOg2CR7BCr37kukwaL3M7vR3cTEECKKGQaARBR1wSaAhJLB6+90kMlIAvHXH6W1fUqfJ5igsKx4DW4NtTIxhIhiggEgEcWE0vFu7kFQqMevBZsYcieSQKLRdwfPoND9jOHau/8LCvIWMTGEiGKCASARRcx9NAwYD3ico39KgVFoGbbK2b7+1hBOVC6EBEkKvn4wp36E0nf3ZzTRGcPO+wHeI4pEROFjAEhEEQkm4UMpCAo16IrG6SDRSgKJtO+RBIqVZZti/F+UiJIBA0AiikiwCR/eQVA0jl9z1lcaGfNXXpS/GrcGelCUvzqo+krl0eh7uIEiA0AiigYGgEQUkWATPvwFTKEEb0rZuP4SSfyV9/TvQV7uLvT0F6G44Mmw2/HXH38BYzAZwzwhhIjuFKnPYPe37wERJSkhBEwmk+J7sixDo9HAbDbDbrcDcAZJ/pMVQgmuJsr2FcKmmHQRSrljDaCIuB3v8mh8VuVnN/5slZ7/RLRaLSRJCqouESUHngRCRBFxP/HDGRy5n16hdOqFv3J/dUM5ZWOickcWsIAzCzia7Ufjsyqf/sG/04kouhgAElFIrnW+j8Of/h+41vm+TxBz6vx/8wlqQgmiQjkGLtzyWB0F5+8zhfJZg3me7s+fiChcXANIREHznPr8R5+MX6XTKyYr23cyjoKLdnaw9/Ns6/gX6Lt3uZ4/j4cjonBxDSAR+fC3BvDk5z/EF1dedQUkZUXr3AISm8f5td5r5pTWCCqVT7SeMFLdvTfx6zdfx4tbn0JxQWHU24/ks3qvLfR+nrriB3CjZ7fr+c+Z8W0smv/TCfvENYBE5I0jgEQUtGAyfpVOr7iT2b725kMQn7Wgb7rA1fLOkLOAp18vxbSrEqQFCyHXL5v07GD35wkA+u4PmBVMRBHjCCAR+QiUBazv/gB9A0cxLXfJ7ePePIWS2RvtbN+1qT9B3v/+I4QsQbIL6CuHMJA/jKqCTcjKmwvDrQto790J9ZgMa4rdpzy3PwO6jmzX9be+/xh2j/44ZtnB4WQGT/T8lXAEkIi8cQSQiIJ2rWsXevoOolK3BkX5q9FxY6dHsBLsWbhKZeGe7etebj11BJBlSLe3RynryHIEdDgBO05AA+AeFENAQIKkWA4Akl0AsgzrqSOQ5offn0BnB4fyXNyDwsqyTUhLS0OHvgl2IbgGkIjCwgCQiILiHsSc//LnuHf2X+HMxb/3CFaCP+Isumf7SpIKpVe0yDJqALsdAoAE3A7yHMEebpeNB3/K5YBjAley25Fl0KD0ihadM0wh92fi7ODgngvgGRS6P/fzX/6ciSBEFBYGgEQUFO8gRt+9O+iM31hk+9qbD6Hsszasnf4TDAydxYyPzgPSlx59tgOQId3+93ZgB8nrX+/ycemffYnG1hm48szdyM2+B9Pea4N9wSFU1EcnOziczGCl584AkIhCxTWARORDaQ2g9/o295GoiTJ+o53ta28+BNtPfgTIMmC3A8WlQE8XIIQriLNDggzhE9QB8Ar8fP91rwNJcrTfdcN1P9WPfwq5fllIfQ73uQT73APhGkAi8sYAkIh8+EsCcawBPIRK3Wq3NYDhBXGhZte6Z+nmvd8KXGkDhOPrSynIA+A18gePuoGCP28e78ky5Acfg+rF74eUxBHMsW/+uAeFlWWb0NO/Bx36PSiatiyothgAEpE3TgETUYi8/2b0fB1MUKSUFBFMua4jF3kfVkJIEiS30T7nGj64VvE5Xstea/0A73WA44GdUnjkDC+91wZK99YGndgx0ecKPlgM/NyJiELBAJCIghJMEggQXGZruNm+hXoN7JKArBD7eARp8E0AUeI7NSx82vE3LhhsYoe/z6X0XJSCRffNoJkEQkTRwrOAiSgowSQjBHvmbbhn797UmSELyTX25RzNEwqjYe7ZvpGUO99zvA8ISYLt9d9h+vVSn76G8rmCPTfY+zg4pedORBQqjgASUVC8M1l1xWvRP9gaVmZrOGfvrk39CeSOjwH0e/TLOWLnXO/nntXrrKFU33dkcLzcd82g2xSyEMDlNuT970vYuPE7GB5sh7q2AUW3+xrK5wpmK5my4jW4NdQ64XMnIgoFk0CIyEckSSCxON/XlfUrSR6JH8DECRyAcqKHv9/9Xetzz9vrEKOdGaxUziQQIoo2BoBE5CPQUXCyLEOj0cBsNsN++8SNcISSAGH71c9ge+8tSEF8W00UDAbLPdjz164rsJQlqB7cAtWL3wcQ3hFvwQrn+TMAJCJvnAImoqA4A5jSwhWYc9cWjzL37N5ggrpQs4CHrHpkivF1eu7bu/hk6cJ/EOg5mqeU8OFbz0kpe9g1yWwX6KuwowgIKTtY6dlM9FwryzY56nS+j86b+yMOKIkoOTEAJKIJeQc1aWlpsFgsAbNVAwV1oWYBDw9egVYSkITktr3L+Ko9Z2A20XSw5PG7pFjufK0cBI7fdzwIFbhRaUBveReKEFp2cDDBovdzXbV4G9LS0rDv2BOKASURUTCYBUxEE/LNTP0EXRNkq/rLag0nC1hduxSSkGB3GwF0BmmBRvJCJTC+vtDZvvt7zkxg9+BPgoTLc/sCfgZ/nyuYrGnv59rVexD67n3MBCaiiHAEkGiSHW05iQPHmmEwGlFcUIhNq9dgRsV0v/UvX+3A+3v3oLv3JrIzs7C8vh71tfd71Dlz4QKaDu5H38AtTMvNw9rlKzB/ztyw++ibmboSFosF57/8ud9sVX9ZreFkARet/wFuXb6BzPePQGD8L9fxEUD3DaHDDwL9bQ7tngnsfn9njfmz/8qVBezvM4R7RrD3cy0paERaWhrOfPGPzAQmorAxCYRoErWeP4ftO97FQ+vWo0pXgWOnW3Ci9TT+8oWXkJuT41O/f2AA/+u3v0JdzX1YfN9CtOuv4d2PPsTWB7+Oe+c6ArwO/XW8+q//gjXLV+Ce2XNw9uIXaDp4AN/+s6cxvUwXVL/8nQXc3XsQpYXLMeeuLTCbzT5ZwMFmtYbD9qufwf7eH13n/QKBM3vDEWgNofc9nb+7Hw0XjmDPA3bPAtZoNPjiy7fQefNAUM+USSBE5I0jgEST6NDxY1hUcx/qamoBAJtXr8XFK5fRfKoF61eu8ql/7FQLcrOzsXn1WgBAUUEB9J2dOHi82RUAHj5xHLNmzMCqJUsddZYU4MrVqzh84jimP/T1CHus9PdisEeUTXxknHe5rj0b4rMWSAsW4vJQB6rcjn9ztui5ri+4s3398XcsnNJ9XOx2VwJIoM8WOAs48HN11u/uPQBZklxJOO51opVlTETJgQEg0SSx2mzQd3ViRf0Sj/Lqqpno0F9XvKZDfx3VVTM968+YiROftcJms0GlUqHjhh7LFtX51Dl88rj/vlitsNpsrtfi9l57PX29EEKgp38PWi+8BMCRdGA0mzE2NobTF/7cVVal+y7a9b9wva6Z+yqK8lf7XFsz91UA8Cnzrjv08b+i5KMZELIM6d23kFloAqD1H4h5lUVzvCtQW72FZuwd/TFqLhZF9HkD1fUuu9Z1GG0dP8NEz16SJBRNK4jikyCiRMEAkGiSmM1m2IVAljbTozxLq8VFk1HxGqPJhCyt1qt+Jux2O0zDZmRnZsFoNCrU0cLgZ18/ANh39Aj2Hh5PJEhNScUrL30H//zHtzA6Noq83F3IzpIgSTYIIWHP4V8DEB5lX1z+d6Smjr8+cPz3uDXQ43PtgeO/97lWqW6RPhN2CZDtdtglIG1kan5djWjGovJ5A9X1Ljt78S2PZ+3v2Tv/OxIReZua36hEycRreMk9qzXY+o5itze81ntNNB26akkDGusWj9cXAjarFc8+tuX2CGARWi8cBaCCJNmweumLt0cAx8vmzPy6axRKkmxYXvfM7VEuz2uX1z0DAD5l3nV7dEbM+bwQQpYh2+24VTiMLEOa36xf7z36JnyOE1Bu2/feg/kWSJKI+PMGqutdds/sLa4RwEDPnuv+iMgfBoBEk0Sj0UCWJBiMnqN9RpMZmV4jeE6ZWi0MRpNXfZPjdIiMDEedzEyFNk1+2wQAtVoNtXr860AIAZPV6po+LC54ErnZOT5JIDnZ2R7JCpW65QqZruPXupcrlXnUrWuEqi4b4swpSPfWQtr3FuyXW1x7AALeCRneGbyRBT/Kbfveu3xkLqbV/a/IP+8Edb2ff0XJUo8kEKVnT0TkD7OAiSbRz3//GnQlJXh43QOusv/n169iXvVsxSSQD/Z9jPNtl/CXL77kKvv3jz5AZ3c3vvv0swCA1995G5bRUTz3+FZXnd9tfwMZael4MsgkkDtxFFyobL//Fezb/zBh1m+0joILpc1wzgEOF4+CI6Jo4EbQRJNoWd1inGg9jROtp9HT24sde5owMDSIxbULAQAffrIP23a856q/uHYhbg0NYufeJvT09uJE62mcbD2Nxrp6V52li+pw6cplfNJ8BD19vfik+Qja2tux9Ct1PvcPxbWuXTj5+Q9xrfN937KuXYqv/dULVNcf0X4ZgPsG0EqbNUc/+PO+J7x+hyRBnDk1YRuRPBvFOp3vh/T8iIjccQSQaJIdbTmJ/c3NMJiMKCkoxMavrcHM6Y6NoLfv3IFbgwN46RvfdNW/fLUDO/c2obu3F9mZmVhRv0RhI+jz2H1gP/oHbiE/Lw/rlq8MaSNo7xFA9yPLhLBh/fJ3YLFYXMeRCWHzOLJMCJviUXDOcgA+ZYG2S7E3H4LtJz/y319Eby/AUNp3/m7c2IC87/4PV/1AZx+H+my8n6vzKLgPDzys+PyUcASQiLxxDSDRJFuycBGWLFyk+N7jmzb7lM2cXomXn3shYJv3zr0b9869Oyr9A5SPghuzjk14FJy/831DORu3omQDhprfRoYkIN8+C1hAun0UGxxtBXkUnPf7/up77yXoTCoBFNYBSgL6q+/C2LUiKmcfez8bpaPg1GqVYntERMHiFDARTcj7LNuy4pUo8SlbE/T5vqGcjQsAPWUGV/AnuQV/juBMcgvOfM/vdecd7PkLFpU2kpZu/597UGiHgCQk2FJE1M4+9n3Wns+1pKARuuJViu0REQWLI4BENCH3821LC5ejqvxBmM1mn/NtC/IWBX2+byhn4+ZmzwdwwdUfz/V/viOA3sFhoG1jvMuVXsPrGgGgJysLxQYDhCQwr6UIt5aWAPOjc/ZxwOdauhEajQarFm8L+ig4IiJvXANIRD78ZQFf69qFnr6DqNStQVH+6phkASudjWv71c9g2/FHSEF8XUVrDaDHeb9+2rXDMY0iZAmqB7e4zgOOxtnH/siyjJ7+PejQN6FoWnDtcw0gEXljAEhEPpQCQO+EhVWLt8EuRFBn3oZ+Nq4nVxKIJAHCOe7nEMyaP6XzgZV+n2hbGc+1fxIkIQBZBuz2CbeCCeUZKCWROF/LkuSRfDNRAgjAAJCIfDEAJCIfSgHgyc9/iC+uvOpae6YrXo/rXe9PmN0bbNlEQVHPh/8Iee9e5Jy7NWHyhvvvwY4IThQkergdiBo3NmB4sB3q2gYUrf+B3/6HkgntXdc7C7i8ZAP03R+5/jvMmfFtLJr/04CfjQEgEXnjGkAiCor32jalTN5IygJlAV/r2oX9oz+Gbnoulp2r9OiX9zFt40Gb8+yO4I91g9srZ5kd4vbpI7evkyRIM6txa8MC7B79MaQKFcToB1jRVQ0Aiv0PJRPaN+PaMwsYkJgAQkQRYxYwEQXFmbAwd+Z3sH75O6iufCao7N5oZAE7ywv1Gtgl4TVCNx6c2eE+iucM7oTHKJ538AfXNZ7bvDjb8Qj+AEhCQPXUc7ha3unTV3/9D+UZTJQFXF35NNYvfwdzZ34nqOlfIiIlHAEkoqBVlGxAZdkm11FkwWb3RpoF7Cy/qTNjzhlpfP3dbc6gTr4dBDq2ifEM8pR4Tvt6BoQ2ACqMjwB689dXpbJQMqGV6iplAccqCYeIkgPXABKRj2CzgDtu7Aw6kSNY/jJoneXTr5cgb1crcLnNIyHEMV3rCP68/w20NjDQ2j+l6yHLkB98DKoXv6/Y11hkALuvK6ws28QsYCKKGANAIvIRTBbwvbP/Cmcu/r1iEkO0s4C9eWcFKwdvEmQIVxDn8fkQShDoaMfdRBm/SsJ9LsE+90AYABKRNwaAROQjmCzgvOz5uDX0uUc2anFBY8yygL3L7c2HYHv9dxCXL0G6/S3mHcj5GwkM+t/bU82uIFKSINU1QP1f/jbofjrLwn0u3b0HJnzuzAImolAxCYSIguKdnKArXuuTxKCUBBFsGTAeKH1x5VXsP74V17p2+S2X65fh1oYaSAKw344Ax2aUevTZuRbQ+UXnTPZw/9e73J1lwV04W9vtCCIlAQgBee2mkPoJKCe3BFsWzHMnIgoVk0CIKCjO5ISevkOo1K1GUf5q5Ofe77PeLdjECKUypQDI3zYqFSUbcLW8E2fXd6BQr3EkiBjLUNghQ7qdHOG9NYxjJM8za3h8ZHC8XAIAWYYhy4yz82+iv8iMos4spNY2Ynb9MnR//sOQ+hlKwshEx8hVlm2CrmQpOvR7UDRtGbOAiSgsDACJKGgVJRsgSxL03ftgsVhQUbLBIwAJJds1nCxgxfLKX+BGlcGxaXJqA3DojxCyBMkuoK80YDB/GFUFm5CVNxe9nx9BwbkvXf3tu3smiu9dCsOtC2jv3Ync/gzoOrJvX2+HurYBYvQDdM4w4UbVEFbUPRxWPyN9Lu7P+Vrn++gdOIKSgkboih+I8n9hIkoWXANIRD4CZQErrVvzd2xZOKNTE2UBT1Rubz4EceYU+irsuFre5XOmsPW9P0IWAnZJgvoh3/N7p18vwbRrMqR7ayHXL4u4P+F9fuXnCfhfOxkI1wASkTcGgETkw18A6J0IUla0DvruXX6PLQuUGQxEPzt4Is7sYbskQRYirGzeiUTyWSc6Bk5X/ABu9OwOKQEEYABIRL44BUxEQZvoODjvY8ucyR1+j3fzKvdXFwgtsPJXLtcvQ8e3HkD/oSbkL1uDGW7BXzTaD3iUXRCflcfAEdGdwgCQiIJWUbIBqxZvQ9/AUUzLXQK7ENB3f+BxbNmtodYJM4NDPR83lMBqovLD6r+FWCFBkj6Fuuu+qLYf6Wf1DrC9n+esyqcxu+oZ1/PnGkAiChcDQCIKSUXpRsy5awvMZjPsdnvgY8sCZAaHkhkbanZwoHJABUlyHPQWSTuhZPsG+1knPAauZANkWfZ4/kRE4WAASEQRcQZ5juBK+XWwZ94CUcwODlAuhARJirydYLN9g/2s/tc/cqk2EUUXk0CIyIe/JBAAkGUZGo3GNQI1UeJCqEfE+ROtbNwzF9/AgeO/x/K6Z3Dv7Cej3r7/voeWAOLvZJDKsk0ezz8YTAIhIm8cASSiiEyUuOAvEUSpbOLA0N/fq77l3nsUOhXlr8atgR4U5a8Oqn6o9w0U2IWSAOJvnWBl2SY/fSEiCh6PgiOiiHgfVVZWvCbsI+IA5ePUQj16zfneyc9/6FEGAD39e5CXuws9/Xs8ypXqh3pfpfJwj3wrLmhULCMiigaOABJRRIJJXAAiOw7OX3awv2SMQNm7rRdeQnaWhNYLR5GbnRO1rF5/5ZEkgADKayKJiCLFAJCIIqZ0JBwwcSJIKAkfoSRjRCsLOBrJIaEHduPTyrHcFJuIkhuTQIjIRyhJIEqCOTIuEKUEi1CSMZTu7z7S58gCFor7+nkfsRar5JBQTwFx9imY5++NSSBE5I0BIBH5iDQAnOjIuIkSPqIx8hWtLODQ7znxqSFKAWd37wGPZ5abNR8Dhs99jn1jAEhE0cAkECKKOu/kBaU1fEBoCR/O+kqJGkrJHg7BZ+/6K/fXvnd5pIkhwSTTEBFFC9cAElHUea97A+BxZFw4CR+hnB0crSSQUMojTQwJNpmGiCgaOAJIRDHhSKJodCWCrKh7E3NmfNtj+jeUrU9C2UomULkjCUTAmQQyUf1gy/31W6ncGey5P4/xaWLPE0QWzf8pgz8iijoGgEQUE95TnwBcAaFzelQpEFIqc1wbfLAYqBywQQgJQHD1Iwnq/H1G72Av0LQ3EVEscAqYiGLCe5SsreNfXIkg3id/KK/J8ywLZTuVQGfy1sx91ZUEEkz9UMqV+h3MySD+po+JiGKFASARxYT3Ojd/iSChHBHn4BsYAp57DvqrG61yf5nL4R755m9fQSKiWGEASEQxEUwiSKRJIOEkh0SaBOKv7WA/SyibRRMRxQoDQCKKGe8TQpSCnEiOiAsl8ArnJJBQ2o70yDfvZ0VEFEtMAiGiO8Y7q9UZDJUVrYOu+AGPsmCSQPyVxzIJxF9df/3WFT+AsqJ1PokhzO4losnEEUAimnTO5BB99wcegZL7ur6Kkg24p/o/4UZPE8qK1kyYkBHLJBClfkx02sesyqfv0NMkIpoYA0CiSWIeGcaOpt0413YJADBvVjUeXLMOGenpfq8RQmDPoYM43noKwyMjqCgtw8Nr16O4sNDR5vAwmg4ewKX2yxgcGoJGo8E91bOxtnEF0gO0O5n87bWntPbOeTburcFWFOQtCiLhIzbJHt79UOovM3uJaCpjAEg0Sd587x0MGgx4/nHHHnlvf7gL23a8i2e3POH3mv3HjuLQiWPYsnEzCvLz8fGRw/jNttfxn178NtLS0jBkNGDIaMCGVV9DcUEhbg0O4p2PPsCQ0Yg/+/qjd+qjhURp7VwsTwgJNgnEXxuRJHsQEU0VXANINAl6entx8fJlPPrARlTqylGpK8ej6zfiwpdtuNnXp3iNEAKHTxzHqoalmD9nLkoKi/D4xs0YGxvD6XNnAQAlhUX45iOPYV71bEzLy8OsqiqsXbES59suwWa338mPGDSltXOxPCEk2JNA/LURbN/8rQkkIpoKOAJINAk69NeRnpaG6WU6V9l0nQ7paWno0F9H4bRpPtf0Dw7AYDKhumqmq0ytVmNGxXR06K9jce1CxXuNWEaQnpoGlez/7z2r1QqrzeZ6LYRjKlSSJEiS5FHX+VqSJMgB2gxFZdkmVJZt8ni9avE2XOr4FwACsiShonSjT5ksyygtXOEx0lZauBwAfMrc6wohQZJ8y4NpQ5YklJdsACChuvJpVJRuBADcO/uvoO/eDV3xWtdn8f5c0RDK8xdCuP5bEhG5YwBINAmMJhMyNVqf8kyNFgaTUfkaowkAkKX1vC5Lq8WtoSHFa0zDZnx8+BDqamsD9mff0SPYe/ig63VqSipeeek70Gg0PgGgU0ZGRsA2I5WWlobrXe9DklS43rUL65e/o1g2564tGDS2ouPGB6gsewBz7triuv78l78DIJCWlgaNRoM5d23Bta7DOHvxLdwze4urrr82vMvar7+HfceecAWF82e/CI1Gg/br7+HMxb+HJKnQP9gKXclSVJU/GNPnE8zzF0LAZDLFtB9EFJ8YABJFUdPBAx6BlJLvPfOc4xeFuEpAQFJ6w53X20K5KYxYLPjnt7ahqKAAq5cGXn+2akkDGusWj7cpBGxWK8xms+IIYEZGBoaHh2M6utShb/KYgu3Q74H3WrsO/R5YLBa0nP0bSJIKfbdOISezBhWlG2GxWNChf+92vR1YtXgbAKCt42dITZXQ1vEzVJQsRUXpRlzrfN+nDQA+ZV1e08Id+j0oyl+t2Nei/NUxeS6hPH+O/hGRPwwAiaKo4f5FqJk3L2CdvJxcdPb0wKgwMmMym5Gp9R0ZBIDMTEe5wWhCdmaWq9xoMvlcY7FY8LvtbyAtJRXffGQLVCpVwD6p1Wqo1eNfB0IImKxWxSlE57SjEAL2GK4rLJrWiPNf/twVWBVNWwYAPmWdN/d7BF+dNw9AV/yAYrkjXB7fCHqiut5lxQW+fbLb7Yp9jdWzuVPPn4gSGwNAoijSajTQajQT1qvUlWPEYsG1G3pU3F4HePWGHiMWCyp15YrX5OfkIkurRVv7FehKSgAAVpsNV65dxQMrv+qqN2Kx4Hfb3oBKpcLTjz2OFHV8/s88lP39lLJtA53M4VwDGEzdYE/x4FFuRBRPpD6DnXMERJPgd9vfwJDBiEfWO4KFtz/chdzsbI9tYP7hV/+EdStWYv6cuQCAT5qP4JOjR/DYhk0oyM/HvqNHcPlqh2sbGIvFgt9sex1jY1Z885HHkJqS4mpLq9EEnbQRaO2YLMvQaDQwm81TZgTKsV+fb/ClVH7m4huujaDvnf1kwLr+2p1M4Tx/rVbrdy0nESUnBoBEk8Q8PIz39uzG+UsXAQB3V8/GQ14bQf/wb/87HtuwCYsWONakuTaCPt3i2Ai6TIeH1q5DSWERAODLjg78+o1/VbzfK9/+C+Tn5gbVt3gLAEPR3XsTv37zdby49SkUFxROdndCxgCQiKKBASAR+bDb7TCbzYrvSZLkCkDiMcmgp68X//zHt/DsY1tQNK1gsrsTsnCevyaE0V8iSg4MAInIR6AAkOIPA0Ai8hafq8OJKOY0t5NZvKcORywW/PTn/xs/+ovvIz0tbTK6FpFk6n88jtAS0Z3BAJCIfAQaLZIkCaNjo4qnhMSDZOp/PH4+IrozOCdARERElGQYABIRERElGQaARBQStUqFry1thHqC00WmKvafiIhZwERERERJhyOAREREREmGASARERFRkmEASERERJRkGAASERERJRluBE1EHswjw9jRtBvn2i4BAObNqsaDa9YhIz3d7zVCCOw5dBDHW09heGQEFaVleHjtehQXFjraHB5G08EDuNR+GYNDQ9BoNLinejbWNq5AeoB2g3G05SQOHGuGwWhEcUEhNq1egxkV0/3Wv3y1A+/v3YPu3pvIzszC8vp61Nfe71HnzIULaDq4H30DtzAtNw9rl6/A/DlzI+rnner/8dOn0PL5GXTdvAkAKC8pwboVK1FRpotJ/4koPnEEkIg8vPneO7jR043nH9+K5x/fihs93di2492A1+w/dhSHThzDQ2vW4XvPPIeszEz8ZtvrsFgsAIAhowFDRgM2rPoa/sO3/hxbNmzGxcuX8ccP3o+or63nz2HnniasaliKl597AVUVFXht+5sYGBxUrN8/MIDX3tqGqooKvPzcC1jZ0IAdTbtx5sIFV50O/XW88e7bqJ0/Hz94/gXUzp+P19/9d1y9oY+or3eq/5evdqBm3jz8+VPfwHeffgY52dn47bY3MGgYinr/iSh+MQAkIpee3l5cvHwZjz6wEZW6clTqyvHo+o248GUbbvb1KV4jhMDhE8exqmEp5s+Zi5LCIjy+cTPGxsZw+txZAEBJYRG++chjmFc9G9Py8jCrqgprV6zE+bZLsNntYff30PFjWFRzH+pqalFUUIDNq9ciJzsbzadaFOsfO9WC3OxsbF69FkUFBairqcWiBTU4eLzZVefwieOYNWMGVi1ZiqJpBVi1ZClmVVbh8InjYffzTvZ/64MPY8nCRSgrLkHRtAI8+sBGCCHQ1t4e9f4TUfxiAEhELh3660hPS8N0t+nC6Tod0tPS0KG/rnhN/+AADCYTqqtmusrUajVmVEz3ew0AjFhGkJ6aBlWAc4cDsdps0Hd1orpqhkd5ddVMv/ft0F/36CcAVM+YietdnbDZbI46N/SKdQJ9lnDEqv/exsbGYLPbocnIiE7HiSghMAAkIhejyYRMjdanPFOjhcFkVL7GaAIAZGk9r8vSamEwmRSvMQ2b8fHhQ6irrQ27r2azGXYhkKXNVLivn76aTAr9zITdbodp2OyoYzSG9FnCFav+e/tg/z7kZGZhllegSUTJjUkgREmg6eAB7D18MGCd7z3znOMXyfc9AQFJ6Q13Xm8L5aYwYrHgn9/ahqKCAqxe2hi4zWD43HeCvirUdxS7vSFJXnWUP0tUxKL/t+1vPorWc2fx50/9GVLU/LononH8RiBKAg33L0LNvHkB6+Tl5KKzpwdGhZEuk9mMTK3vyCAAZGY6yg1GE7Izs1zlRpPJ5xqLxYLfbX8DaSmp+OYjW6CK4DxbjUYDWZJgMHqOlhlNAfqq1cJgNHnVN0GWZdcUaWZmpkKbvp8lUrHqv9OBY83Yd/QwXtj6FEqLiqPadyKKf5wCJkoCWo0GRdMKAv6kqNWo1JVjxGLBNbeM16s39BixWFCpK1dsOz8nF1laLdrar7jKrDYbrly76nHNiMWC3257AypZhacfezziESm1SgVdSanHfQGgrf2K375W6sp96l9qv4LyklJXMFpZplOoc9lvm+GKVf8BR1b23iOH8PzjT6K8tCyq/SaixMAAkIhcigoKMHvmTPzpg124qtfjql6Ptz/Yhbl3zULhtGmuev/wq3/C5184th6RJAlLv1KHfUcP4/MvLqDrZg/een8HUlJScN+8ewA4Rv5+u+11jI6N4bENm2CxWGAwGmEwGmGPIAt4Wd1inGg9jROtp9HT24sde5owMDSIxbULAQAffrIP23a856q/uHYhbg0NYufeJvT09uJE62mcbD2Nxrp6V52li+pw6cplfNJ8BD19vfik+Qja2tux9Ct1YffzTvZ/f/NR7D6wH489sAl5OTmu52wZHY16/4kofnEKmIg8bN38MN7bsxu/3fY6AODu6tl4aM06jzo3+/swcnuPPwBYsXgJxsaseHf3h46NoMt0+NYTTyItLQ0AcL2rC9du3AAA/P2rv/Bo65Vv/wXyc3PD6mvN3fNgHjZj7+FDMJiMKCkoxLNbtiIvJwcAMGQ0YmBofE+9/NxcPLflCezc24SjLZ8iOzMTm9esxb1zxzd5riwvx5MPfR27D+xH04H9yM/Lw1MPfd0jMzpaYtH/oy2fwmaz4d/e+ZPHvb62tBFrGpdH/TMQUXyS+gx2MdmdICIiIqI7h1PAREREREmGASARERFRkmEASERERJRkGAASERERJRkGgERERERJhgEgERERUZJhAEhERESUZBgAEhERESUZBoBERERESYYBIBEREVGSYQBIRERElGQYABIRERElGQaAREREREmGASARERFRkmEASERERJRkGAASERERJRkGgERERERJ5v8Hh9NEblh8AcYAAAAASUVORK5CYII=' width=640.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "opm.seq_model.gaps[-1].thi = get_focus(sm)\n",
    "opm.update_model()\n",
    "\n",
    "#spot_plt = plt.figure(FigureClass=SpotDiagramFigure, opt_model=opm, scale_type=Fit.User_Scale,\n",
    "#                      user_scale_value=0.1, is_dark=isdark).plot()T\n",
    "spot_plt = plt.figure(FigureClass=SpotDiagramFigure, opt_model=opm, is_dark=isdark).plot()\n",
    "spot_rms(sm, 0), spot_rms(sm, 1), spot_rms(sm, 2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4b96dd72",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}