{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-09T14:31:06.933693Z",
     "start_time": "2025-10-09T14:30:56.128928Z"
    },
    "execution": {
     "iopub.execute_input": "2026-02-03T12:20:08.467608Z",
     "iopub.status.busy": "2026-02-03T12:20:08.466612Z",
     "iopub.status.idle": "2026-02-03T12:20:12.196728Z",
     "shell.execute_reply": "2026-02-03T12:20:12.195733Z",
     "shell.execute_reply.started": "2026-02-03T12:20:08.467608Z"
    }
   },
   "source": [
    "# Metrics notebook "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-02-06T16:09:27.092003Z",
     "start_time": "2026-02-06T16:09:21.406174Z"
    },
    "execution": {
     "iopub.execute_input": "2026-02-06T16:17:50.464780Z",
     "iopub.status.busy": "2026-02-06T16:17:50.464282Z",
     "iopub.status.idle": "2026-02-06T16:17:54.646421Z",
     "shell.execute_reply": "2026-02-06T16:17:54.643932Z",
     "shell.execute_reply.started": "2026-02-06T16:17:50.464780Z"
    }
   },
   "outputs": [],
   "source": [
    "# Notebook display options, change as your preference/system\n",
    "%matplotlib inline\n",
    "%config InlineBackend.print_figure_kwargs={'facecolor' : \"w\",'bbox_inches':None}\n",
    "\n",
    "import matplotlib as mpl\n",
    "mpl.rcParams['figure.dpi'] = 120"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-02-06T16:09:49.492245Z",
     "start_time": "2026-02-06T16:09:28.451421Z"
    },
    "execution": {
     "iopub.execute_input": "2026-02-06T16:17:54.648412Z",
     "iopub.status.busy": "2026-02-06T16:17:54.647914Z",
     "iopub.status.idle": "2026-02-06T16:18:06.623836Z",
     "shell.execute_reply": "2026-02-06T16:18:06.621844Z",
     "shell.execute_reply.started": "2026-02-06T16:17:54.648412Z"
    }
   },
   "outputs": [],
   "source": [
    "# Notebook display options, change as your preference/syste\n",
    "\n",
    "import sys\n",
    "sys.path.insert(0,'..')\n",
    "sys.path.insert(0,'../..')\n",
    "\n",
    "from matplotlib import pyplot as plt \n",
    "import numpy as np \n",
    "\n",
    "from scipy.constants import micro, nano, milli\n",
    "\n",
    "import pyMOE as moe \n",
    "from pyMOE.generate import *  \n",
    "from pyMOE.propagate import * \n",
    "from pyMOE.metrics import * \n",
    "from pyMOE.optimizer import * \n",
    "from pyMOE.ensemble import * "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-09T15:19:42.328982Z",
     "start_time": "2025-10-09T15:19:42.320983Z"
    },
    "execution": {
     "iopub.execute_input": "2026-02-06T16:18:06.625827Z",
     "iopub.status.busy": "2026-02-06T16:18:06.624831Z",
     "iopub.status.idle": "2026-02-06T16:18:06.631303Z",
     "shell.execute_reply": "2026-02-06T16:18:06.630307Z",
     "shell.execute_reply.started": "2026-02-06T16:18:06.625827Z"
    }
   },
   "outputs": [],
   "source": [
    "# These metrics could be used to build specific loss functions "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-09T15:19:42.710413Z",
     "start_time": "2025-10-09T15:19:42.629872Z"
    },
    "execution": {
     "iopub.execute_input": "2026-02-06T16:18:06.632796Z",
     "iopub.status.busy": "2026-02-06T16:18:06.632299Z",
     "iopub.status.idle": "2026-02-06T16:18:06.670628Z",
     "shell.execute_reply": "2026-02-06T16:18:06.669635Z",
     "shell.execute_reply.started": "2026-02-06T16:18:06.632796Z"
    }
   },
   "outputs": [],
   "source": [
    "#number of pixels \n",
    "x_pixel = 100\n",
    "y_pixel = 100\n",
    "\n",
    "\n",
    "#size of the rectangular mask \n",
    "aperture_width  = 50e-6 #m\n",
    "aperture_height = 50e-6\n",
    "\n",
    "pixsize = 1e-6 #m\n",
    "\n",
    "wavelength = 500e-9 #m\n",
    "focal_length = 200e-6\n",
    "\n",
    "zmin = wavelength\n",
    "zmax = 1.2* focal_length\n",
    "nzs = 500\n",
    "\n",
    "radius = aperture_width/2 \n",
    "\n",
    "# Create Aperture\n",
    "aperture1 = moe.generate.create_empty_aperture(-aperture_width/2, aperture_width/2, x_pixel, -aperture_height/2, aperture_height/2, y_pixel)\n",
    "\n",
    "# Populate Aperture with Fresnel mask \n",
    "mask1 = moe.generate.fresnel_phase(aperture1, focal_length, wavelength )\n",
    "\n",
    "#moe.plotting.plot_aperture(mask1)\n",
    "\n",
    "\n",
    "##############\n",
    "###Fresnel mask with a truncated circular aperture \n",
    "\n",
    "# Create empty mask\n",
    "aperture2 = moe.generate.create_empty_aperture(-aperture_width/2, aperture_width/2, x_pixel, -aperture_height/2, aperture_height/2, y_pixel)\n",
    "\n",
    "\n",
    "# and truncate around radius\n",
    "mask2 = moe.generate.fresnel_phase(aperture2, focal_length, wavelength, radius=radius)\n",
    "#moe.plotting.plot_aperture(mask2)\n",
    "\n",
    "# Discretize mask in number of levels\n",
    "# Select exact position of contours  in phase\n",
    "phase_vals = np.linspace(-np.pi, np.pi, 16)\n",
    "\n",
    "mask2.discretize(np.array( phase_vals)[:] ) \n",
    "#moe.plotting.plot_aperture(mask2)\n",
    "\n",
    "# Generate a uniform field\n",
    "field = moe.field.create_empty_field_from_aperture(mask2)\n",
    "\n",
    "field = moe.field.generate_uniform_field(field, E0=1)\n",
    "\n",
    "# Modulates the field \n",
    "field = moe.field.modulate_field(field, amplitude_mask=None, phase_mask=mask2 )\n",
    "\n",
    "\n",
    "# Create Aperture\n",
    "aperture1 = moe.generate.create_empty_aperture(-aperture_width/2, aperture_width/2, x_pixel, -aperture_height/2, aperture_height/2, y_pixel)\n",
    "\n",
    "# Populate Aperture with Fresnel mask \n",
    "mask2 = moe.generate.fresnel_phase(aperture1, focal_length, wavelength )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-09T15:19:44.504415Z",
     "start_time": "2025-10-09T15:19:42.847416Z"
    },
    "execution": {
     "iopub.execute_input": "2026-02-03T21:42:13.652297Z",
     "iopub.status.busy": "2026-02-03T21:42:13.651799Z",
     "iopub.status.idle": "2026-02-03T21:42:14.950602Z",
     "shell.execute_reply": "2026-02-03T21:42:14.949106Z",
     "shell.execute_reply.started": "2026-02-03T21:42:13.652297Z"
    }
   },
   "source": [
    "## Point Spread Function (PSF)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-09T15:19:44.504415Z",
     "start_time": "2025-10-09T15:19:42.847416Z"
    },
    "execution": {
     "iopub.execute_input": "2026-02-06T16:18:06.671626Z",
     "iopub.status.busy": "2026-02-06T16:18:06.671626Z",
     "iopub.status.idle": "2026-02-06T16:18:08.131219Z",
     "shell.execute_reply": "2026-02-06T16:18:08.129226Z",
     "shell.execute_reply.started": "2026-02-06T16:18:06.671626Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress: [####################] 100.0%\n",
      "Elapsed: 0:00:00.834339\n"
     ]
    },
    {
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",
      "text/plain": [
       "<Figure size 768x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "###Propagate field *10and calculate in plane YZ, using npix bins in Y\n",
    "zmin = wavelength*10\n",
    "zmax = 1.2* focal_length\n",
    "nzs = 25\n",
    "\n",
    "# Creates a screen in YZ plane with [-aperture_height/2, aperture_height/2] and [zmin, zmax] and \n",
    "ymin, ymax = -aperture_height/2, aperture_height/2\n",
    "xmin, xmax = -aperture_width/2, aperture_width/2\n",
    "\n",
    "\n",
    "x_pixel, y_pixel = 256, 256\n",
    "\n",
    "x = np.linspace(xmin, xmax, x_pixel )\n",
    "y = np.linspace(ymin, ymax, y_pixel )\n",
    "z = np.linspace(zmin, zmax, nzs)\n",
    "\n",
    "\n",
    "screen = moe.field.Screen(x,y,z)\n",
    "sfreq = moe.metrics.spatial_freq_space(screen)\n",
    "# Propagate the field \n",
    "EXYZ = moe.propagate.Bluestein(field, screen, wavelength)\n",
    "\n",
    "Exy = moe.field.Screen(x,y,z)\n",
    "Exy.screen = np.reshape(EXYZ.screen[:,:, int(focal_length/zmax*nzs)], (x_pixel,y_pixel,1))\n",
    "\n",
    "moe.plotting.plot_screen_XY(Exy, which='amplitude')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-09T15:19:44.850230Z",
     "start_time": "2025-10-09T15:19:44.509418Z"
    },
    "execution": {
     "iopub.execute_input": "2026-02-03T21:42:15.197515Z",
     "iopub.status.busy": "2026-02-03T21:42:15.197016Z",
     "iopub.status.idle": "2026-02-03T21:42:15.450405Z",
     "shell.execute_reply": "2026-02-03T21:42:15.448911Z",
     "shell.execute_reply.started": "2026-02-03T21:42:15.197515Z"
    }
   },
   "source": [
    "## Optical Transfer Function (OTF)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-09T15:19:44.850230Z",
     "start_time": "2025-10-09T15:19:44.509418Z"
    },
    "execution": {
     "iopub.execute_input": "2026-02-06T16:18:08.133706Z",
     "iopub.status.busy": "2026-02-06T16:18:08.133208Z",
     "iopub.status.idle": "2026-02-06T16:18:08.390576Z",
     "shell.execute_reply": "2026-02-06T16:18:08.389083Z",
     "shell.execute_reply.started": "2026-02-06T16:18:08.133706Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 768x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "intensity = np.abs(screen.screen[:,:,-1])**2\n",
    "#intensity = np.abs(Escreen)**2\n",
    "norm_intensity = intensity/np.max(intensity)  # normalize intensity, not field\n",
    "\n",
    "otf = sfft.fftshift(sfft.fft2(sfft.ifftshift(norm_intensity)))\n",
    "\n",
    "center = (otf.shape[0] // 2, otf.shape[1] // 2)\n",
    "otf_norm =  otf/np.abs(otf[center])\n",
    "\n",
    "\n",
    "fig = plt.figure() \n",
    "\n",
    "plt.imshow( np.abs(otf_norm) )\n",
    "plt.colorbar()\n",
    "\n",
    "plt.show()\n",
    "\n",
    "fig.savefig(\"OTF.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-09T15:19:45.670645Z",
     "start_time": "2025-10-09T15:19:44.853229Z"
    },
    "execution": {
     "iopub.execute_input": "2026-02-06T16:18:08.391572Z",
     "iopub.status.busy": "2026-02-06T16:18:08.391074Z",
     "iopub.status.idle": "2026-02-06T16:18:08.994427Z",
     "shell.execute_reply": "2026-02-06T16:18:08.991441Z",
     "shell.execute_reply.started": "2026-02-06T16:18:08.391572Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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vb9++zT4VAAAA/gjLVtjDYZexc61evTphunApkgFoTn5+frMPEmPvN+fuu+/WRx99pP/4j/+QbUc+/+abb1ZxcbHuu+8+bd269bSvA52HQcAZ7M9//rPy8vLUo0cPDR06VFlZWQkDgyXp1KlT2rFjh0pKSjqnkQAAoFMUFRWpuLg44dXSg77CwsJmHyRKavZh4qlTp7RkyRJdd911budfkrKzs3Xttdfqk08+0alTp9K8GnQkAoAMkDwwV5I+/fRTvfnmm7rmmmtk27Z69eqlq666SitWrNDx48fd/ZYvX66amhoWAwMAIEMZ0zgOwIuXMe1rR0lJiXbv3q1jx44lbI89vW/uYeJ///d/q6GhQeFwuMl79fX1chwn5XvIXAQAGWDChAm67rrr9Pjjj+vXv/617r//fo0aNUrdunXTggUL3P0ef/xxHT58WKNHj9Zzzz2nf/mXf9Hdd9+ta665RmPGjOnEKwAAAJlu/Pjxbu1+TF1dnZYuXarS0lJ3BqAvvvhCu3btcvfp27evevfurf/7f/9vwpP+mpoarV27VhdccAFTgXYxjAHIADfeeKNWrlypZ555RseOHVNBQYF+/OMfa+7cuQm1fZdeeqneffddzZ49W/fff7/OOOMM3X777XriiSc6sfUAAKAljmw5Hj5zbe+5SktLVVZWpjlz5qi6ulpFRUVatmyZ9u7dqyVLlrj7TZ48We+//75MNNUQCoU0c+ZM/cu//Iu+973vafLkyQqHw1qyZIn279+vFStWeHJd6DgEABng3nvv1b333tumfS+//HJ98MEHPrcIAAB4xZGlsJfTgKr953rppZf0yCOPaPny5Tpy5IiGDRumdevW6YorrmjxuIcffliDBg3Ss88+q8cee0x1dXUaNmyYKisrddNNN7W7PegcBAAAAAABkZeXp/LycpWXlze7z6ZNm1JunzhxoiZOnOhTy9CRCAAAAAB85NdCYEB7MQgYAAAACBAyAAAAAD6KZAA8HARMBgBpIgMAAAAABAgZAAAAAB85shROY+aeVOcD0kEAAAAA4CMGASPTUAIEAAAABAgZAAAAAB85xvZ4EDDPb5EevkEAAABAgJABAAAA8JGRtwN3jWdnQlCRAQAAAAAChAwAAACAj8LGUtjDmXu8PBeCiQAAAADAR0beDgI2FHAgTXyDAAAAgAAhAwAAAOAjFgJDpiEDAAAAAAQIGQAAAAAfObI8nQbUy3MhmAgAAAAAfGSMt2U7hoUAkCZKgAAAAIAAIQMAAADgI8d4Ow2ol+dCMPENAgAAAAKEDAAAAICPmAYUmYYMAAAAABAgZAAAAAB8ZDyeBtQwDSjSRAAAAADgI0qAkGkoAQIAAAAChAwAAACAjxx5+9Te8exMCCoyAAAAAECAkAEAAADwkfF4DIBhDADSRAYAAAAACBAyAAAAAD5iFiBkGgIAAAAAHzkerwPg5bkQTJQAAQAAAAFCBgAAAMBHDAJGpiEDAAAAAAQIGQAAAAAfMQgYmYYMAAAAABAgZAAAAAB85Bhvn9o7xrNTIaAIAAAAAHxk5PEgYKYBRZooAQIAAAAChAwAAACAj4yxPJ26k2lAkS4yAAAAAECAkAEAAADwkSNLjod1+16eC8FEAAAAAOAjVgJGpqEECAAAAAgQMgAAAAA+YhAwMg0ZAAAAACBAyAAAAAD4iJWAkWnIAAAAAAABQgYAAADAR4wBQKYhAAAAAPCRkcfTgLIOANJECRAAAAAQIGQAAAAAfGRM5OXl+YB0kAEAAAAAAoQMAAAAgI8cWXI8rNv38lwIJjIAAAAAQICQAQAAAPAR04Ai0xAAAAAA+MgYj6cBJQBAmigBAgAAAAKEDAAAAICPmAYUmYYMAAAAABAgZAAAAAB8ZORt3T4JAKSLDAAAAAAQIGQAAAAAfMQ0oMg0BAAAAAA+cjyeBtTLcyGYKAECAAAAAoQMAAAAgJ88ngaUUcBIFxkAAAAAIEDIAAAAAPiIQcDINAQAAAAAPiIAQKahBAgAAAAIEAIAH9XU1Gju3LkaM2aM+vTpI8uyVFFRkXLfnTt3asyYMerRo4f69Omjn/3sZ/rqq6+a7Oc4jp566ikNGjRIeXl5GjZsmF555RWfrwQAALSX8eEFpIMAwEeHDh3SvHnztHPnTn33u99tdr/9+/friiuu0J49ezR//nzNnDlTv/nNb3T11Vfr1KlTCfs+/PDDmj17tq6++mr9r//1vzRw4EBNnDhRr776qt+XAwAAgG8BxgD4qLCwUFVVVerXr58++eQTDR8+POV+8+fP1zfffKN///d/18CBAyVJI0aM0NVXX62KigpNnTpVknTgwAE9/fTTmj59uhYtWiRJuuOOOzR69Gg9+OCDKisrUygU6piLAwAAbWLk8RgAMQYA6SED4KPc3Fz169ev1f3eeOMNXX/99W7nX5KuuuoqDRkyRK+99pq7bc2aNaqvr9e0adPcbZZl6a677tL+/fu1ZcsWby8AAAAA3zoEAJ3swIEDqq6u1mWXXdbkvREjRmj79u3uz9u3b1f37t114YUXNtkv9j4AAMgwGTQIoK6uTrNnz1b//v2Vn5+v0tJSrV+/vs3H/5//8380cuRIde/eXb1799aoUaO0YcOG9jcInYISoE5WVVUlKVIulKywsFCHDx9WXV2dcnNzVVVVpXPOOUeWZTXZT5K+/PLLFj+rurq6ycDiPXv2pNN8AADQCmO8nboznVWFp0yZosrKSs2YMUODBw9WRUWFxo4dq40bN+ryyy9v8dhHH31U8+bN0/jx4zVlyhTV19frs88+04EDB9rfIHQKAoBOdvLkSUmRcqFkeXl57j65ubnuny3t15LFixfrscceS7fJAACgC9q2bZteffVVlZeXa+bMmZKkyZMna+jQoZo1a5Y+/PDDZo/96KOPNG/ePD399NO6//77O6rJ8AklQJ0sPz9fUiQll6y2tjZhn/z8/Dbt15xp06bps88+S3itXr06neYDAIDWmFgWwJtXe0uAKisrFQqF3MlFpMhDxNtvv11btmzRvn37mj32f/7P/6l+/frpvvvukzFGNTU17WsEMgIBQCeLle/ESoHiVVVVqU+fPu5T/8LCQh08eFAmKfcXO7Z///4tflbfvn1VXFyc8CoqKvLiMgAAQIbbvn27hgwZop49eyZsj40l3LFjR7PHvvfeexo+fLh+9atfqaCgQGeccYYKCwvdWQnRtVAC1MnOPfdcFRQU6JNPPmny3rZt21RSUuL+XFJSohdffFE7d+7URRdd5G7funWr+z4AAMgsxng8DWj0XKnG8RUUFKhv374pj6uqqmp2zKHU/FjCI0eO6NChQ/rggw+0YcMGzZ07VwMHDtTSpUt1zz33KDs7W//0T//U3stBJyADkAFuuukmrVu3LiH19t5772n37t0qKytzt40bN07Z2dlavHixu80Yo+eee07nnnuuRo0a1aHtBgAAnefGG2/U0KFDE17xfYRk7R1LGCv3+e///m+9+OKLmjlzpm6++Wb95je/0UUXXaRf/vKXHlwNOhIZAJ8tWrRIR48edaPqtWvXav/+/ZKke+65R7169dJDDz2k119/XVdeeaXuu+8+1dTUqLy8XBdffLFuu+0291znnXeeZsyYofLyctXX12v48OFavXq1Nm/erJUrV7IIGAAAmchYkZeX55O0evXqJqW8BQUFzR7W3rGEse3Z2dkaP368u922bU2YMEFz587VF198kbCeETIbAYDPFi5cqM8//9z9edWqVVq1apUkadKkSerVq5cGDBig999/Xz//+c/1z//8z8rJydF1112np59+ukmkvmDBAp155pl6/vnnVVFRocGDB2vFihWaOHFih14XAABoG6P0pu5MdT5JKioqUnFxcZuPKywsTDllZ2tjCfv06aO8vDz17t27ycPGWLnRkSNHCAC6EAIAn+3du7dN+xUXF+udd95pdT/btjVnzhzNmTMnzZYBAIAgKSkp0caNG3Xs2LGEgcCtjSW0bVslJSX6+OOPderUKeXk5LjvxSocWso8IPMwBgAAAMBPGbIS8Pjx4xUOh/XCCy+42+rq6rR06VKVlpZqwIABkqQvvvhCu3btSjh2woQJCofDWrZsmbuttrZWK1eu1EUXXdTqTITILGQAAAAAAqC0tFRlZWWaM2eOqqurVVRUpGXLlmnv3r1asmSJu9/kyZP1/vvvJ0w7/k//9E968cUXNX36dO3evVsDBw7U8uXL9fnnn2vt2rWdcTlIAwEAAACAj/yaBrQ9XnrpJT3yyCNavny5jhw5omHDhmndunW64oorWjwuPz9fGzZs0KxZs/S///f/1jfffKOSkhL95je/0Q9/+MN2twedgwAAAADAT2mU7TR7vnbKy8tTeXm5ysvLm91n06ZNKbf37dtXFRUV7f9wZAzGAABAZ7CsyAsAgA5GBgAAOlJyp9+yvJ0fEEDGyaQSIEAiAAAAb8Q69vGd+fhtLT3tj38vtm9yUJDq/AAAtAMBAAC0V6pOvWVJVmJ1pRWK7he/3TjNbjOOkeJPHds3+TMJBoCuIYPGAAASAQAAtF1LT/TjOvKWbTXdbicHCyE14UT2tUJKCgZSBA6x9sS3hYAAANAGBAAAkEpzT9otW1bIinTM3U2pO/xW7Bx2ivkWQtEAIByO2xb903HcGl/Lin6OGxAknSv20WQJgAxmKTGt58X5gPYjAACAeMlP9uOfsLfxKX9Cxz/5fMnBQCwQcJyEfazYtpAVXYwnJDkmITvgNtHNEjgp2kx2AMgI/AoigxAAAEBzYp3maAffSi7jSfW0X2rs+Ec7+4nvRf8eyyDYVuTv0UDAXXnTcSLbjJEVDQ5MLHaIZQGigUCsXcaxmwQHAAAkIwAAACnxKb9xmtT5u53/+Hr8+Cf+sSf7rXX83aAhbhCw3dhpt2J/DYUiwcBpBgKREqG4TIDt1hU1bgPQsRgEjAxDAAAAMVaKWn3Lbtr5Ty71cfeNdP4bS4CaHyic8u/GSTjGciQTCywcJxJYOI57/lSBgBsEJGcCLLIDAIAIAgAAwZZc3++Eox35UKTjb9mpa/uTj09+6p9qjECrbUl8oi/bcjMCJj7DIEUyAu5x0cxA/MBhEx2o7EQHGduhxnECZAGAjmUkebl4F7/CSBMBAABIcfPyRzvRcZ3/0+r4S+3r/DcnOkag8al/XEZAipb5RNvgOJGyIduSHFuW3TibUMrpQwEAgUQAACC4Uk2XGffk3wrZqTv9Utue+Mc9yZeT1OFOta1J++yUZUFSikAg2iZ3VlCFI0FASI2ZgPj2EwQAHcYYb3/d+NVFuggAACBuwG/Kzn9rU3nGS1Xbn6qj31Lnv7nxAalExwUktNNEMwYhSyaspExAikXMAPiLQcDIMGnmpgGgi0ta5Mut+W+uk99S57+zpGqTnZy9iF9NmN4DAAQZGQAAwRV7Gh4/z398zX8bnvyb2NN2J1p7b5z06/4TPiDuyX80a2BSdeCTMwFuSVPceADHjiwg6oQJAoCOZCyPBwGTxUN6MvBRFgB0vCaLfLXESSzHaVy8y8dOdUud/1RiJU2W1TiLkd1MYAMACBQyAACCKW76z/h5/t1FvVIM+JXU2PmP/Rl9LzETEJcFOJ3Awv0Mk/LnhM5/UhCSUPKTPCYgTsrFwgD4ypJkefirRgiPdJEBABBczS3MFS9V578t0ll0KxY0xJ2j1Sf/SbMBxf/diitzclk2nX8ACCgyAACCyRhZoeQaf6tJ59nVXOc/LhPgZgGSJUy/mTSrT6oVehOe9CdnA9oYWMSPCZDcsQCNqwXT+Qc6DLMAIcMQAAAIJivSCU5Z+29ZTQf8JneoWz1/dDah2NP35NWEExKwkeChsbPvRN527Eg5UXs767YthcONfzZpI2sBAB2CQcDIMAQAAIIn+Sl98oq/Xn5O/LnjVw+OH0PgOLIsSyZWl5+ir96q5qYnTe7kJ2ccCAIAIHAIAAAgXvTpf3ww4NbfN7P6buSwuBWBQ6HIeUKh6IJc0Z8tSwql6KhHn/5bcYN3TdiJLPsblmQ7spxoO1JlIuI6/8lBjImez7IsGVv+zlQEIDVKgJBhCAAABFZs1d/Wnv5bltW26Tdj54s++Xc7/3ZcOZBtyySVHVmOiXT2bUsKO5EOe8iWCUuyjVsK1GIQoKad/0ibUowFaE+GAQDwrUEAACBY4qb/bNwUV/Mfe/of30l3TGIQkOqJeyjkdvKtrKzI52RlSSFbJivUOLVoVkjGstwhAFbYRM4bdiKlQGFHCttS2JFlhWUcK1K/nyoTkHBZcRmIeOHGNluOEznWii4MFnYPpgwI8BMZAGQYAgAAwRbfYW4uC2BbbhAgpZiSM7qCcKzsx33qnxWSCdlSdlbkyX+WLWPbkc5/bP0Ax5EVNpFZierDMrYTmeM7tpCX4v6tN5akcGMQ4Da7mc5/9D0TywLEggB6D0DHIgBAhiEAABAsxqTMAqSq/U+YsjMaBER2jV8kLK7sJxSKPP2PPvE32ZG/m+zoK8uWCdmRCUGybFnGSGEjy4m+oh10Se7AYFlWpNPuGEnRBcaimYBmpZpaNH4moNiUoJaJ7MfTfwAIFAIAAMETt/qvW/4T3/lPfpLuruqbotcdHeBrZWVF/p4VksnJjv6ZJZNly8nNksm2Fc625WRHMgCxcQBW2LivUJYtK2xk27ascFiqa4i0KRyOBgHRUp3Y9KAprivh79HAxc0YxK411ZSgAHzk8TSgrAWMNBEAAAiuWEc/+Ym+lHpl4Pgn67H3rbgMQDSQiJT+RAIAJ8uWkxNSODfS+XdyIrPxOCFLlokMALYbjKyGyAN5u8GRMSGpvnF8gBWt+beMaRw/4KRoS3PtjQUBSQOCIwuC2WocDAAACAICAADBEtfZb/L0P/7Jv3GaDwKkhJp/KzbgNyskk50VefKfk6WGHtkK59gK59sK59hqyLXU0C3W+Y925i0pVGuUVWcUzrVkNxhlfWMrVBfJLNiKlPtaTnR2IKlxilBjtTytp0mc/ScWBLhTgtLvBzqEZSIvL88HpIMAAEAwxT/Bb+69ZMkDhuOn+gxF6vuVFan1d7IinX4nx1ZDXqTzH86VGvItOdmREiArOjDQ2JZMKHLa0ClLdr2JZAPqIwOHLcdunPUnbCVO5Zk0W1GT60geCyDFDQYGAAQRAQCAYDFGVihuRV4p9cBfu4Wn63Er/MZm/DFZISk7SyY7JCc3K1L2kx/p/Neeaakh31I4TwrnGTnZUkMPR1bYUuiEpVCdJfuUpXCupVCdiXT4LcluCEmOicwYGnZkNYSlkNM4M1Cslr+lQbypgoD4aU8B+I9ZgJBhCAAABEtzA32Tf25txdzY4mGx0qHYIl9ZdmTAb25j2U84L1L6U9/DKNzNkckxsro1yAlbkUCh1lbolCXLiZynIdeS5diy62xZ9bZM2I4sDBabGcgdD9DME/4m19y4n2VZjX2H2HoAbTgFAODbgwAAQPC0NGj2tM5jNb7czn/Ine2nsewn0vlv6B2W3aNe2dlhdcs7pbCxVJufrfqT2XJqQ7LrIv9JDudYssNSKNeW0xCS1eA0DjC2o7OJWEmlQG25ZttJDGxYFRgAAokAAEBwpKr3j3WqT6fzb8VNGRqKm/nHjowDiM3209BN0dKfyJN/u0e9Bp5zWGflfaOa+lxl2Y66ZZ3Sn46cpSNHeiicH5LlWGroHjl3Vq0lE7Ki6wdYjWMBWstOtCRVp5+VgAFfMQgYmYYAAADaK7aar22503MaS9F5/iOz/TjZigz6zTHKzg7rrLxv1C/vuE5m18q2jPJDp1Sde4aO5zQonJ0T2T8rMig4MjjYSsw0JM9W5BWCAAAIDEaBAQiG+Kf/saL3UHTqHcekWDm3hU62aVytt3F/uWVATpbVONWnHR3w261B3fJOqaY+VyfD2fqXwrd1y9kf6WBtT0lSfl69nB5hNXRr7IQ7oUgQYbKsyBz+p9tJT3UNTmRNAVkpBjmnypAASJ+xvH8BaSAAAIBU2llmYxkjy4mk6I0VXewrbEmOpbCxlGU7si2jzxt66quGnsqxw9GPs6SwFdnXPVc01d/eQbrplAoBAL61KAECEAzGND7hjtX7h8PRaTxPfwyApISpNK2wkXEcKWxkhY0sxyg2X2fohKX63JBq87LVLeuU8kOntLjqSuXYYZ2Te0z7a3qrrjZb9glbWSfjPsaJrBQceTmJ1xDfltNZyde2pPpw5Fzx4wEo/wH8wzSgyDAEAACCI1UHWoqWxTSz8m/K8ziS7EgJkIl00I1p7PhbYSO7wShUa2TsyDz/4ZO26vOy9acjZ6k69wz3VPtreqv6WA/Vn8xWdnQ9gFCtUehUJKiwGkykfWEjhZ3IZ8Y/2T/dOTzJCgCdg189ZBACAADB5jiNYwFOgzEmMhOQYyKP6sONwUCk4y5l1RmZkCKd+lOWnNqQjhzpoeM5DZGaf2OprjYyDahq7eh+UqhOCp0ysuuN7LAjK+zIMiYSwMReknedeZ7+A0CgEAAACB7jSI4tJff7zWlkARwjIydSmmNbkuPIqg/Lsm2FsmxZRgrnRrIN4VxLlrFk12UpnB9SODtHx3qEpbAl+4TtPvnPOSaFTkrZJ42yTjoK1TqyTjmy6h2pIRwJVsKOFA5Hyo1O+5qTOvqOkSEjAPiOaUCRaQgAAASeiQ7cbff0mtGn9MaOBASREiAnUgZ0ylKoLlp6ZCTLiUwN2mBCssKWsk6q8cn/SSlUF33yX29k1zuyGxxZ4Ujn34pmGSSlnrmo2Qts3M+YNMqHAADfCgQAAALHOEZWSJEn6rad/Gbj35OzAU504KyJTs0TVuPc/GFbsfDBtm0ZE1LWN7bseiPLia4KnBNZ5MvJsiQ1BhuhWqNQXeTJv11vlP2No1BdWKHaBll19bLqGmTVNzQ+/TfRzn98Zz7Vk/zmOvjGJE5hCsBfDAJGhiEAABAsJjY7jyNjrEg3/HTGAcQ62tHYwIQdWSE70jm3oqVA4bBUL4XqQpFUvSVZjq3ojJ8ySR8VOhWp+c866ciuNwrVhWWfcqQGR1aD4w42luNEOv9OdBzA6ZTvRAcqRwYRO4mZAABAoBAAAAi2aOe/SRlQc2MB3EXAou9bjkxYsqxI796yLKmuQVY4UvZj19uyG0Ky62yFcm1l1VoytiUnFK0LdiKz/dj1RqFaR3a9o1Btg9TgyD7VINU3yGoIR8YAhKMvNwhoIVsR25Zc+2+MG0RQ/w90EDIAyDAEAACCyzFSyGp8um7bjUFA/IDg5FKa2LShUqQMyDYyTjSbYFmyLEvGGNmSTJYtOUZWQ0hOg5EJWTKh2ErB0Xn+G6Kz/ZyK1vzX1Uee/Ncnlf7ExgCkqv+P/RwfCMR1/k1zZT+MAwB8xyBgZBoCAADBYxwZx5YVig0ATioBitX6J4t/Yu6WAkVnFAqHZaTIucJhWcZEf7YjgUDYkVVvy2TZkbUBQpYUXehLjolM9VkfKR+y6hoipUQNYXfu/0jn32ns/Kd6eh8fuCQP/I0rI2ItAAAINgIAAMESvxCYceTOBRqfBYjtE/90PP5JevzpHEWCgFh9f2zVXtt2/1RsnIBty4Qig4ZNdPCxFVs92Bh3qk+rviHSnmjZjwk7khOOLggWbtIOt73uIOUUs/4kZwCME5c1iA1sBuALY0VeXp4PSAMBAIBgc4yMrcbOejP7SE07/7FtbhBgLElOpBwobtVhqyE6b79ty3LsaJmQEzuBu4iYO9VnbMVft+zHSSj7SW6HuyhZrK123N+lhI4/g38BAAQAAIIl1jGPKwNyOY77dN5ykg8zifvF2HZjEKBwtPzGyFjRMQFhSwo5kQ66bUWCjPgn7tGZgxICgdhUn/EDfpOf/KdoQ+R0VuoSn/iZf4yTOACYoADwH79myCAEAACCLboqsLHjSmmSd2mpgxx9sp+QCXBsyY7U/cuOBgK2HckQpBpfEJvWM76THz/VZ/KT/zbO4Z9Q+x//WQA6lseDgAkmkC4CAACIFzcWoInmOt7NBQFWZGyAkRJKgpr9aCeu1Ce+8x+bw7+5NsSVLzUXrJikYAIAEFwEAACCJ7kzHp8F8OwzYmMCFCnpsezUMwvFOCbuuHZ01psbw9DSqr+U/gAdg3UAkGEIAAAEU2xF4Obea2lQcFvFl/uYxpmCEiRN2emp+I4/pT8AgCgCAADBFM0AGMfIik2dGSvbiXX82xIExL2fMIYgYUGuFjrfJlVUkKq5kcXFEtrWTDsS3k8a/Bv5I24AMlkAwHcsBIZMk+bjLQDowtry5D1ptp0EzXX+0+V20BM/L+Ez4tvSXOc/XnMrBwMAAocMAIBgcp98R6cDjWYBjLEa1wRw59aPdpZtO2VGwO2Yx8p94jvuXpTe2M1M7dlaxz/VugWOiSwqBqDjMAYAGYYAAABMXBCg6MJabTy0Seffa7ExAtEgIPZ5rS7oZeIWL4stZMYsQEDnIABAhqEECEBwxWrgjWlcHCt5gazmFgBr9pw+/Gc1ds4WZxGKa1vyvP+xa4vNMCS1OiUpAODbiwwAgGBLng7UWJEpQRWOrt5rJ04b2trAYON4HwS09tQ+Vec/NvjXDWzCkWug4w90OEseDwL27lQIKDIAACC5T/tN3OJbTd6PaS0TEOuwt9Rxb+lpvnFSn8OJK+tJ1Za47fGlPwAAxCMDACC44p/s26HIn044MhA4FJ2hMxypv2+s9Y8+NwlHnqib2LawSRwPEN+BT5URaEvnPC4QSdnpT7E6cPKKv6ahIfH6TNKxAIDAIQAAgBQi6wPE5tKPrBIsKTJDkJRYGhTdZqLBgeUo8Qn/6ZQFtfTEv5mOv2mu5j8mFpjQ+QcAiAAAQNDFTQcqy448KTeOmwmQZUcCgejMmcayI537cGRDQmYgOj7AGNO+IKC5zr/jNN/pj3X0445NmOoz9uS/yfUC6DDMAoQMQwAAADHxnfS4p+bxU4S6KwbHDonPDNh2Y2mQbUeCgHh28oYkTlINv9TY+W+u4x9rk/vXaPlP8uDmyMEtfz4AX7ASMDINAQAASImZgORtVqwkKKmUxrIjHXHbij71jysPchy3JEiKZgqi+0Y+JnrupEW+mnT8Y39XUuc/xQDjhKk+KfsBADSDAAAA4sV3nmPrBESn0DTRJ/9NAoGwJMuWkWlaHhRdUdjtfscW4Y0FB/UpVuWNPvFv7Wl/46bYfs2s8EvnH+hclAAhwxAAAECyVEGAMYqNEzApZvCJHzDsnsaOKw1KljygN+m9JtN4xmb1aW72oPjAIKH8h54CACAR6wD4qKamRnPnztWYMWPUp08fWZalioqKJvtNmTJFlmU1eV1wwQVN9nUcR0899ZQGDRqkvLw8DRs2TK+88koHXA0QMO4KwUkdaCccecXm6o++TDic8JJxpHBYpqFB5tQpmfqGxH1O1Ude8dvqo/s2NESOTfFK+Nz4trSl7QA6h/HhBaSBDICPDh06pHnz5mngwIH67ne/q02bNjW7b25url588cWEbb169Wqy38MPP6wFCxbozjvv1PDhw7VmzRpNnDhRlmXplltu8foSAMSL71DHZwkS9ok9qU98vhI/k1CCuG0pn+63tgpwcrsAAGgFAYCPCgsLVVVVpX79+umTTz7R8OHDm903KytLkyZNavF8Bw4c0NNPP63p06dr0aJFkqQ77rhDo0eP1oMPPqiysjKFQqEWzwHAQ/Edb3fQbWxazsTevtuPTxU0JJ8rleTzA+gymAUImYYSIB/l5uaqX79+bd4/HA7r2LFjzb6/Zs0a1dfXa9q0ae42y7J01113af/+/dqyZUta7QWQhraW3CTvczrH0fkHui7Kf5BBCAAyxIkTJ9SzZ0/16tVLffr00fTp01VTU5Owz/bt29W9e3ddeOGFCdtHjBjhvg+gC6AjDwDoRAQAGaCwsFCzZs3S0qVL9corr+hHP/qRFi9erDFjxqihocHdr6qqSuecc07jyqNxx0vSl19+2eLnVFdX6z//8z8TXnv27PH+ggC0jif6QGDESoC8fLVXXV2dZs+erf79+ys/P1+lpaVav379aZ/n6quvlmVZuvvuu9vfGHQaxgBkgCeeeCLh51tuuUVDhgzRww8/rMrKSndw78mTJ5Wbm9vk+Ly8PPf9lixevFiPPfaYR60GAABdzZQpU1RZWakZM2Zo8ODBqqio0NixY7Vx40ZdfvnlbTrHqlWrKDvu4sgAZKj7779ftm3r3Xffdbfl5+errq6uyb61tbXu+y2ZNm2aPvvss4TX6tWrPW03AABIkiHTgG7btk2vvvqqnnjiCZWXl2vq1KnasGGDzj//fM2aNatN56itrdUDDzyg2bNnt68RyAgEABkqPz9fZ511lg4fPuxuKyws1MGDBxtXB42qqqqSJPXv37/Fc/bt21fFxcUJr6KiIu8bDwAAGmVIAFBZWalQKKSpU6e62/Ly8nT77bdry5Yt2rdvX6vneOqpp+Q4jmbOnNm+RiAjEABkqOPHj+vQoUMqKChwt5WUlOjEiRPauXNnwr5bt2513wcAAEhl+/btGjJkiHr27JmwPTaZyI4dO1o8/osvvtCCBQv05JNPtlp1gMxGANDJamtrdfz48Sbbf/GLX8gYozFjxrjbxo0bp+zsbC1evNjdZozRc889p3PPPVejRo3qkDYDAIDT4PUA4GgGYM+ePU0m96iurm62GVVVVe7EIfHaOpnIAw88oEsuuYSFR78FGATss0WLFuno0aPuL9XatWu1f/9+SdI999yjI0eO6JJLLtFPfvITXXDBBZKkd955R2+99ZbGjBmjcePGuec677zzNGPGDJWXl6u+vl7Dhw/X6tWrtXnzZq1cuZJFwAAACJAbb7yxyba5c+fq0UcfTbl/OpOJbNy4UW+88YZbdYCujQDAZwsXLtTnn3/u/rxq1SqtWrVKkjRp0iT17t1b119/vdavX69ly5YpHA6rqKhI8+fP18yZM2XbiUmaBQsW6Mwzz9Tzzz+viooKDR48WCtWrNDEiRM79LoAAEAbeb2AV/Rcq1evbjKWL750OFl7JxNpaGjQvffeq5/97GcaPnx4OxuNTEIA4LO9e/e2us/y5cvbfD7btjVnzhzNmTMnjVYBAICurqioSMXFxW3ev7CwUAcOHGiyvbXJRF566SX913/9l55//vkm/Zrjx49r79696tu3r7p169b2xqNTMQYAAADAb508A5AUmSxk9+7dOnbsWML21iYT+eKLL1RfX6//8T/+hwYNGuS+pEhwMGjQIP3bv/1b+xuGDkcGAAAAwEfprt6b6nztMX78eC1cuFAvvPCCO41nXV2dli5dqtLSUg0YMEBSpMN/4sQJd2ziLbfckjI4+Md//EeNHTtWd955p0pLS9vXKHQKAgAAAIAAKC0tVVlZmebMmaPq6moVFRVp2bJl2rt3r5YsWeLuN3nyZL3//vvuukMXXHCBGwwkGzRoUMrByMhsBAAAAAB+8mkQcHu89NJLeuSRR7R8+XIdOXJEw4YN07p163TFFVd41z5kPAIAAACAgMjLy1N5ebnKy8ub3WfTpk1tOlcsQ4CuhwAAAADAR5kyBgCIYRYgAAAAIEDIAAAAAPgpg8YAABIBAAAAgL8IAJBhKAECAAAAAoQMAAAAgI+s6MvL8wHpIAMAAAAABAgZAAAAAL9Rt48MQgYAAAAACBAyAAAAAD5iITBkGgIAAAAAPzENKDIMJUAAAABAgJABAAAA8BMZAGQYMgAAAABAgJABAAAA8BGDgJFpCAAAAAD8RAkQMgwlQAAAAECAkAEAAADwGWU7yCRkAAAAAIAAIQMAAADgJ8YAIMOQAQAAAAAChAwAAACAj5gGFJmGAAAAAMBPlAAhw1ACBAAAAAQIGQAAAAA/kQFAhiEDAAAAAAQIGQAAAAAfMQgYmYYMAAAAABAgZAAAAAD8xlN7ZBACAAAAAB9Zxsgy3kUAXp4LwUQJEAAAABAgZAAAAAD8xDSgyDBkAAAAAIAAIQMAAADgI6YBRaYhAwAAAAAECBkAAAAAPzEGABmGAAAAAMBHlAAh01ACBAAAAAQIGQAAAAC/8dQeGYQMAAAAABAgZAAAAAD85PEYALIJSBcBAAAAgJ+YBQgZhhIgAAAAIEDIAAAAAPiIaUCRacgAAAAAAAFCBgAAAMBPxkReXp4PSAMZAAAAACBAyAAAAAD4yJLHYwC8OxUCigAAAADAT0wDigxDCRAAAAAQIGQAAAAAfGQ5kZeX5wPSQQYAAAAACBAyAAAAAH5iDAAyDBkAAAAAIEDIAAAAAPjIMh5PA0oGAGkiAAAAAPCVxysBUwOENFECBAAAAAQIGQAAAAAfUQKETEMGAAAAAAgQMgAAAAB+YhpQZBgCAAAAAD95XAJEAIB0UQIEAAAABAgZAAAAAD8Zj6cB9XRKUQQRGQAAAAAgQMgAAAAA+IhpQJFpyAAAAAAAAUIGAAAAwG88tUcGIQPgo48//lh33323iouL1b17dw0cOFA333yzdu/e3WTfnTt3asyYMerRo4f69Omjn/3sZ/rqq6+a7Oc4jp566ikNGjRIeXl5GjZsmF555ZWOuBwAANAOsRIgL19AOsgA+OjJJ5/UBx98oLKyMg0bNkwHDx7UokWLdOmll+qjjz7S0KFDJUn79+/XFVdcoV69emn+/PmqqanRwoUL9fvf/17btm1TTk6Oe86HH35YCxYs0J133qnhw4drzZo1mjhxoizL0i233NJZlwoAAIAuggDARz//+c/18ssvJ3TgJ0yYoIsvvlgLFizQihUrJEnz58/XN998o3//93/XwIEDJUkjRozQ1VdfrYqKCk2dOlWSdODAAT399NOaPn26Fi1aJEm64447NHr0aD344IMqKytTKBTq4KsEAAAtckzk5eX5gDRQAuSjUaNGJXT+JWnw4MEqLi7Wzp073W1vvPGGrr/+erfzL0lXXXWVhgwZotdee83dtmbNGtXX12vatGnuNsuydNddd2n//v3asmWLj1cDAACAbwMCgA5mjNFf//pXnX322ZIiT/Wrq6t12WWXNdl3xIgR2r59u/vz9u3b1b17d1144YVN9ou9DwAAMozx4QWkgRKgDrZy5UodOHBA8+bNkyRVVVVJkgoLC5vsW1hYqMOHD6uurk65ubmqqqrSOeecI8uymuwnSV9++WWLn11dXd1kYPGePXvafS0AAADoeggAOtCuXbs0ffp0jRw5Urfeeqsk6eTJk5Kk3NzcJvvn5eW5++Tm5rp/trRfSxYvXqzHHnssrWsAAACnh4XAkGkIADrIwYMHdd1116lXr16qrKx0B+vm5+dLkurq6pocU1tbm7BPfn5+m/ZrzrRp01RWVpawbc+ePbrxxhtP72IAAMDpMfTakTkYA9ABvv76a1177bU6evSo3n77bfXv3999L1a+EysFildVVaU+ffq4T/0LCwt18OBBmaT/iMSOjT9vKn379lVxcXHCq6ioKK1rAwAAXUddXZ1mz56t/v37Kz8/X6WlpVq/fn2rx61atUoTJkzQ3/7t36pbt276zne+owceeEBHjx71v9HwHAGAz2pra3XDDTdo9+7dWrdunS666KKE988991wVFBTok08+aXLstm3bVFJS4v5cUlKiEydOJMwgJElbt2513wcAAJklkxYCmzJlip555hn99Kc/1bPPPqtQKKSxY8fqt7/9bYvHTZ06VTt37tSkSZP0q1/9SmPGjNGiRYs0cuTIVkuQkXkIAHwUDoc1YcIEbdmyRa+//rpGjhyZcr+bbrpJ69at0759+9xt7733nnbv3p1QsjNu3DhlZ2dr8eLF7jZjjJ577jmde+65GjVqlH8XAwAAurRt27bp1Vdf1RNPPKHy8nJNnTpVGzZs0Pnnn69Zs2a1eGxlZaV+97vfad68ebrjjjv07LPP6te//rV27dqllStXdtAVwCuMAfDRAw88oDfffFM33HCDDh8+7C78FTNp0iRJ0kMPPaTXX39dV155pe677z7V1NSovLxcF198sW677TZ3//POO08zZsxQeXm56uvrNXz4cK1evVqbN2/WypUrWQQMAIBM5PXUne08V2wMYmyBUSkykcjtt9+uhx56SPv27dOAAQNSHvuDH/ygybZ//Md/1K233tqkMgGZjwDARzt27JAkrV27VmvXrm3yfiwAGDBggN5//339/Oc/1z//8z8rJydH1113nZ5++ukms/4sWLBAZ555pp5//nlVVFRo8ODBWrFihSZOnOj79QAAgK5r+/btGjJkiHr27JmwPbae0I4dO5oNAFI5ePCgJLlrG6HrIADw0aZNm9q8b3Fxsd55551W97NtW3PmzNGcOXPSaBkAAOgoljGyPJwFKHauVGv5FBQUqG/fvimPq6qqanbdIan19YSSPfnkkwqFQho/fvxpHYfORwAAAADgJyf68vJ8UsppvOfOnatHH3005WHpricU7+WXX9aSJUs0a9YsDR48uM3HITMQAAAAAHRBq1evbjKdd0FBQbP7p7ueUMzmzZt1++2364c//KEef/zx02gxMgUBAAAAgK+8LQGKjQIuKipScXFxm48qLCzUgQMHmmxv63pCkvTpp5/qRz/6kYYOHarKykplZdGV7IqYBhQAACAASkpKtHv3bh07dixhe1vXE/rTn/6kMWPGqG/fvnrrrbfUo0cPv5oKnxEAAAAA+Mn48GqH8ePHKxwO64UXXnC31dXVaenSpSotLXVnAPriiy+0a9euhGMPHjyoa665RrZt65133mmx1AiZj7wNAACAn4yJvLw8XzuUlpaqrKxMc+bMUXV1tYqKirRs2TLt3btXS5YscfebPHmy3n//fZm4zxkzZoz+/Oc/a9asWfrtb3+bsHLwOeeco6uvvrr914MORwAAAAAQEC+99JIeeeQRLV++XEeOHNGwYcO0bt06XXHFFS0e9+mnn0qSnnrqqSbvjR49mgCgiyEAAAAA8JFlIi8vz9deeXl5Ki8vV3l5ebP7pFrHyHg6iBmdjTEAAAAAQICQAQAAAPBThowBAGLIAAAAAAABQgYAAADAR5aRLMfb8wHpIAAAAADwEyVAyDCUAAEAAAABQgYAAADAT2ms3tvs+YA0kAEAAAAAAoQMAAAAgI8iC4F599ieQcBIFxkAAAAAIEDIAAAAAPiJWYCQYQgAAAAA/GQkebgOAIOAkS5KgAAAAIAAIQMAAADgI8sYjwcBkwJAesgAAAAAAAFCBgAAAMBPDAJGhiEDAAAAAAQIGQAAAAA/kQFAhiEAAAAA8JMjb6cB9fJcCCRKgAAAAIAAIQMAAADgI0seTwPKSmBIExkAAAAAIEDIAAAAAPjJyONBwN6dCsFEAAAAAOAnZgFChqEECAAAAAgQMgAAAAB+IgOADEMGAAAAAAgQMgAAAAB+YiEwZBgyAAAAAECAkAEAAADwlbcLgTEPKNJFAAAAAOAnBgEjw1ACBAAAAAQIGQAAAAA/OSby8vJ8QBrIAAAAAAABQgYAAADAT0YejwHw7lQIJjIAAAAAQICQAQAAAPATswAhwxAAAAAA+MrjAIAaIKSJEiAAAAAgQMgAAAAA+IlpQJFhyAAAAAAAAUIGAAAAwE/Giby8PB+QBjIAAAAAQICQAQAAAPATC4EhwxAAAAAA+Ml4PAiYdQCQJkqAAAAAgAAhAwAAAOAnVgJGhiEDAAAAAAQIGQAAAAA/kQFAhiEAAAAA8BMBADIMJUAAAABAgJABAAAA8JNjJMfD1Xu9nFIUgUQGAAAAAAgQMgAAAAC+8ngMAEsBI01kAAAAAIAAIQMAAADgJ2YBQoYhAAAAAPCTY7wduMsgYKSJEiAAAAAgQMgAAAAA+Mk4MsbDaUC9PBcCiQwAAAAAECBkAAAAAPxk5G3dPkMAkCYyAAAAAECAkAEAAADwE9OAIsMQAAAAAPjJcSTLw4G7DoOAkR5KgAAAAIAAIQDw0ccff6y7775bxcXF6t69uwYOHKibb75Zu3fvTthvypQpsiyryeuCCy5ock7HcfTUU09p0KBBysvL07Bhw/TKK6901CUBAIDTFSsB8vIFpIESIB89+eST+uCDD1RWVqZhw4bp4MGDWrRokS699FJ99NFHGjp0qLtvbm6uXnzxxYTje/Xq1eScDz/8sBYsWKA777xTw4cP15o1azRx4kRZlqVbbrnF92sCAABA10YA4KOf//znevnll5WTk+NumzBhgi6++GItWLBAK1ascLdnZWVp0qRJLZ7vwIEDevrppzV9+nQtWrRIknTHHXdo9OjRevDBB1VWVqZQKOTPxQAAgHYxxsh4WLdvyAAgTZQA+WjUqFEJnX9JGjx4sIqLi7Vz584m+4fDYR07dqzZ861Zs0b19fWaNm2au82yLN11113av3+/tmzZ4l3jAQAA8K1EANDBjDH661//qrPPPjth+4kTJ9SzZ0/16tVLffr00fTp01VTU5Owz/bt29W9e3ddeOGFCdtHjBjhvg8AADIMYwCQYSgB6mArV67UgQMHNG/ePHdbYWGhZs2apUsvvVSO4+jtt9/W4sWL9emnn2rTpk3Kyor831RVVaVzzjlHlmUlnLOwsFCS9OWXX7b42dXV1frqq68Stu3Zs8eLywIAAM1xjDxdvtfLVYURSAQAHWjXrl2aPn26Ro4cqVtvvdXd/sQTTyTsd8stt2jIkCF6+OGHVVlZ6Q7uPXnypHJzc5ucNy8vz32/JYsXL9Zjjz2W7mUAAACgC6MEqIMcPHhQ1113nXr16qXKyspWB+vef//9sm1b7777rrstPz9fdXV1Tfatra1132/JtGnT9NlnnyW8Vq9effoXAwAA2s443r+ANJAB6ABff/21rr32Wh09elSbN29W//79Wz0mPz9fZ511lg4fPuxuKyws1MaNG2WMSSgDqqqqkqRWz9u3b1/17du3nVcBAACAbwMyAD6rra3VDTfcoN27d2vdunW66KKL2nTc8ePHdejQIRUUFLjbSkpKdOLEiSYzCG3dutV9HwAAZBZjJOMY714MAUCaCAB8FA6HNWHCBG3ZskWvv/66Ro4c2WSf2tpaHT9+vMn2X/ziFzLGaMyYMe62cePGKTs7W4sXL3a3GWP03HPP6dxzz9WoUaP8uRAAANB+GVQCVFdXp9mzZ6t///7Kz89XaWmp1q9f36ZjDxw4oJtvvlm9e/dWz549NW7cOP35z39ud1vQeSgB8tEDDzygN998UzfccIMOHz6csPCXJE2aNEkHDx7UJZdcop/85Ce64IILJEnvvPOO3nrrLY0ZM0bjxo1z9z/vvPM0Y8YMlZeXq76+XsOHD9fq1au1efNmrVy5kkXAAABAi6ZMmaLKykrNmDFDgwcPVkVFhcaOHauNGzfq8ssvb/a4mpoaXXnllfr666/10EMPKTs7W//6r/+q0aNHa8eOHTrrrLM68CqQLgIAH+3YsUOStHbtWq1du7bJ+5MmTVLv3r11/fXXa/369Vq2bJnC4bCKioo0f/58zZw5U7admKRZsGCBzjzzTD3//POqqKjQ4MGDtWLFCk2cOLEjLgkAAJwm4xgZy7u6nfauBLxt2za9+uqrKi8v18yZMyVJkydP1tChQzVr1ix9+OGHzR67ePFi/fGPf9S2bds0fPhwSdK1116roUOH6umnn9b8+fPb1SZ0DsuwnnSg/ed//qeGDh2q7+lq9bB6dXZzAADwXI35Wh9pvT777DMVFxd32Oe6/8ZaP/T039ga87U+Mu+c9vXMmjVLzzzzjA4fPqyePXu625944gk99NBD+uKLLzRgwICUx8YWHd22bVvC9h/+8If605/+xLpCXQxjAAAAAPyUIWMAtm/friFDhiR0/qXGzn2sciGZ4zj63e9+p8suu6zJeyNGjNCf/vSnlOMZkbkoAQq42LoCJ1Tj6SKFAABkihOqkaSUa+l0zOd/4+m/sSf0jSSlfOpeUFDQ7JTfVVVVKiwsbLI9tu3LL79Medzhw4dVV1fX6rHf+c532nYB6HQEAAG3b98+SdLvtKWTWwIAgL/27dunSy+9tMM+78wzz9QZZ5yh3x1vvra+vXJycnTjjTc22T537lw9+uijKY85efKkcnNzm2zPy8tz32/uOEntOhaZiQAg4EaPHq1f/epXuvfee7V69WoVFRV1dpO+Nfbs2aMbb7yR++oD7q0/uK/+4d76py33tq6uTvv27dPo0aM7tG39+/fXrl27dOTIEc/PHQ6HU87+F79+ULL8/PyUWZDa2lr3/eaOk1JnUFo7FpmJACDgevfurb//+7+XJBUVFXXo4Kig4L76h3vrD+6rf7i3/mnt3nbkk/94/fv3V//+/Tvls5MVFhbqwIEDTbZXVVVJUrPt7NOnj3Jzc939TudYZCYGAQMAAARASUmJdu/erWPHjiVs37p1q/t+KrZt6+KLL9Ynn3zS5L2tW7fqb//2b3XGGWd43l74hwAAAAAgAMaPH69wOKwXXnjB3VZXV6elS5eqtLTUnQL0iy++0K5du5oc+/HHHycEAf/1X/+lDRs2qKysrGMuAJ6hBAgAACAASktLVVZWpjlz5qi6ulpFRUVatmyZ9u7dqyVLlrj7TZ48We+//37CgmPTpk3Tr3/9a1133XWaOXOmsrOz9cwzz+icc87RAw880BmXgzQQAEAFBQWaO3duiwOHcPq4r/7h3vqD++of7q1/uLen56WXXtIjjzyi5cuX68iRIxo2bJjWrVunK664osXjzjjjDG3atEn333+/fvnLX8pxHP3gBz/Qv/7rv3LvuyBWAgYAAAAChDEAAAAAQIAQAAAAAAABQgAAAAAABAgBAAAAABAgBAABVVdXp9mzZ6t///7Kz89XaWmp1q9f39nN6lI2bdoky7JSvj766KOEfT/88ENdfvnl6tatm/r166d7771XNTU1ndTyzFJTU6O5c+dqzJgx6tOnjyzLUkVFRcp9d+7cqTFjxqhHjx7q06ePfvazn+mrr75qsp/jOHrqqac0aNAg5eXladiwYXrllVd8vpLM0tb7OmXKlJTf4QsuuKDJvtxX6eOPP9bdd9+t4uJide/eXQMHDtTNN9+s3bt3N9mX7+vpaeu95TsLpI9pQANqypQpqqys1IwZMzR48GBVVFRo7Nix2rhxoy6//PLObl6Xcu+992r48OEJ24qKity/79ixQ//wD/+gCy+8UM8884z279+vhQsX6o9//KP+3//7fx3d3Ixz6NAhzZs3TwMHDtR3v/tdbdq0KeV++/fv1xVXXKFevXpp/vz5qqmp0cKFC/X73/9e27ZtU05Ojrvvww8/rAULFujOO+/U8OHDtWbNGk2cOFGWZemWW27poCvrXG29r5KUm5urF198MWFbr169muzHfZWefPJJffDBByorK9OwYcN08OBBLVq0SJdeeqk++ugjDR06VBLf1/Zo672V+M4CaTMInK1btxpJpry83N128uRJ83d/93dm5MiRndiyrmXjxo1Gknn99ddb3O/aa681hYWF5uuvv3a3/frXvzaSzDvvvON3MzNebW2tqaqqMsYY8/HHHxtJZunSpU32u+uuu0x+fr75/PPP3W3r1683kszzzz/vbtu/f7/Jzs4206dPd7c5jmO+//3vm/POO880NDT4dzEZpK339dZbbzXdu3dv9Xzc14gPPvjA1NXVJWzbvXu3yc3NNT/96U/dbXxfT19b7y3fWSB9lAAFUGVlpUKhkKZOnepuy8vL0+23364tW7Zo3759ndi6run48eNqaGhosv3YsWNav369Jk2apJ49e7rbJ0+erB49eui1117ryGZmpNzcXPXr16/V/d544w1df/31GjhwoLvtqquu0pAhQxLu45o1a1RfX69p06a52yzL0l133aX9+/dry5Yt3l5AhmrrfY0Jh8M6duxYs+9zXyNGjRqV8PRekgYPHqzi4mLt3LnT3cb39fS19d7G8J0F2o8AIIC2b9+uIUOGJHRIJWnEiBGSIiUraLvbbrtNPXv2VF5enq688kp98skn7nu///3v1dDQoMsuuyzhmJycHJWUlGj79u0d3dwu6cCBA6qurm5yH6XI9zb+Pm7fvl3du3fXhRde2GS/2PtIdOLECfXs2VO9evVSnz59NH369CZjVLivzTPG6K9//avOPvtsSXxfvZR8b2P4zgLpYQxAAFVVVamwsLDJ9ti2L7/8sqOb1CXl5OTopptu0tixY3X22WfrD3/4gxYuXKjvf//7+vDDD3XJJZeoqqpKkpq935s3b+7oZndJrd3Hw4cPq66uTrm5uaqqqtI555wjy7Ka7Cfx/U5WWFioWbNm6dJLL5XjOHr77be1ePFiffrpp9q0aZOysiL/THBfm7dy5UodOHBA8+bNk8T31UvJ91biOwt4gQAggE6ePKnc3Nwm2/Py8tz30bpRo0Zp1KhR7s8/+tGPNH78eA0bNkxz5szR22+/7d7L5u4397ptWruPsX1yc3P5fp+mJ554IuHnW265RUOGDNHDDz+syspKd6Ak9zW1Xbt2afr06Ro5cqRuvfVWSXxfvZLq3kp8ZwEvUAIUQPn5+aqrq2uyvba21n0f7VNUVKRx48Zp48aNCofD7r1s7n5zr9umtfsYvw/f7/Tdf//9sm1b7777rruN+9rUwYMHdd1116lXr17u2CqJ76sXmru3zeE7C5weAoAAKiwsdFPU8WLb+vfv39FN+lYZMGCATp06pW+++cZNNTd3v7nXbdPafezTp4/7pK+wsFAHDx6UMabJfhLf77bIz8/XWWedpcOHD7vbuK+Jvv76a1177bU6evSo3n777YTr5/uanpbubXP4zgKnhwAggEpKSrR79+4msyds3brVfR/t9+c//1l5eXnq0aOHhg4dqqysrISBwZJ06tQp7dixg3vdRueee64KCgqa3EdJ2rZtW8J9LCkp0YkTJ5rMGsL3u+2OHz+uQ4cOqaCgwN3GfW1UW1urG264Qbt379a6det00UUXJbzP97X9Wru3zeE7C5weAoAAGj9+vMLhsF544QV3W11dnZYuXarS0lINGDCgE1vXdaRa0fPTTz/Vm2++qWuuuUa2batXr1666qqrtGLFCh0/ftzdb/ny5aqpqVFZWVlHNrlLu+mmm7Ru3bqEaWrfe+897d69O+E+jhs3TtnZ2Vq8eLG7zRij5557Tueee27CuI2gq62tTfhexvziF7+QMUZjxoxxt3FfI8LhsCZMmKAtW7bo9ddf18iRI1Pux/f19LXl3vKdBbzBIOAAKi0tVVlZmebMmaPq6moVFRVp2bJl2rt3r5YsWdLZzesyJkyYoPz8fI0aNUp9+/bVH/7wB73wwgvq1q2bFixY4O73+OOPa9SoURo9erSmTp2q/fv36+mnn9Y111yT8I9VkC1atEhHjx51Z+VYu3at9u/fL0m655571KtXLz300EN6/fXXdeWVV+q+++5TTU2NysvLdfHFF+u2225zz3XeeedpxowZKi8vV319vYYPH67Vq1dr8+bNWrlyZau1xN8mrd3XI0eO6JJLLtFPfvITXXDBBZKkd955R2+99ZbGjBmjcePGuefivkY88MADevPNN3XDDTfo8OHDWrFiRcL7kyZNkiS+r+3Qlnt78OBBvrOAFzpn/TF0tpMnT5qZM2eafv36mdzcXDN8+HDz9ttvd3azupRnn33WjBgxwvTp08dkZWWZwsJCM2nSJPPHP/6xyb6bN282o0aNMnl5eaagoMBMnz7dHDt2rBNanZnOP/98Iynl6y9/+Yu732effWauueYa061bN9O7d2/z05/+1Bw8eLDJ+cLhsJk/f745//zzTU5OjikuLjYrVqzowCvKDK3d1yNHjphJkyaZoqIi061bN5Obm2uKi4vN/PnzzalTp5qcj/tqzOjRo5u9p8n/pPJ9PT1tubd8ZwFvWMYkjY4BAAAA8K3FGAAAAAAgQAgAAAAAgAAhAAAAAAAChAAAAAAACBACAAAAACBACAAAAACAACEAAAAAAAKEAAAAAAAIEAIAAAAAIEAIAAAAAIAAIQAAAAAAAoQAAAAAAAgQAgAAAAAgQAgAAAAAgAAhAAAAAAAChAAAAAAACBACAAAAACBACAAAAACAACEAAAAAAAKEAAAAAAAIEAIAAAAAIEAIAAAAAIAAIQAAAAAAAoQAAAAAAAgQAgAAAAAgQAgAAAAAgAAhAAAAAAAChAAAAAAACBACAAAAACBACAAAAACAACEAAAAAAAKEAAAAAAAIEAIAAAAAIEAIAAAAAIAAIQAAAAAAAoQAAAAAAAgQAgAAAAAgQP4/4A5TbWc/8fcAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 768x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 768x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\jcunha377\\Desktop\\pyMOE-main-v2.0\\notebooks\\8 - Metrics\\../..\\pyMOE\\metrics.py:161: RuntimeWarning: invalid value encountered in arccos\n",
      "  OTF = (2 / np.pi) * (np.arccos(rho / fc) - (rho / fc) * np.sqrt(1 - (rho / fc)**2))\n",
      "C:\\Users\\jcunha377\\Desktop\\pyMOE-main-v2.0\\notebooks\\8 - Metrics\\../..\\pyMOE\\metrics.py:161: RuntimeWarning: invalid value encountered in sqrt\n",
      "  OTF = (2 / np.pi) * (np.arccos(rho / fc) - (rho / fc) * np.sqrt(1 - (rho / fc)**2))\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x227dfb6c410>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 768x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Calculate the OTF out of focus and in focus \n",
    "import scipy.fftpack as sfft\n",
    "\n",
    "o1 = moe.metrics.calculate_OTF(np.abs(screen.screen[:,:,-1])**2 , plot_OTF=True);\n",
    "o2 = moe.metrics.calculate_OTF(np.abs(Exy.screen[:,:,-1])**2  , plot_OTF=True);\n",
    "\n",
    "D = np.max(Exy.x)*2\n",
    "OTF_ideal = moe.metrics.theoretical_ideal_OTF(Exy, D, wavelength, focal_length)\n",
    "\n",
    "fig = plt.figure()\n",
    "plt.imshow( OTF_ideal)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-09T15:19:46.822430Z",
     "start_time": "2025-10-09T15:19:45.677645Z"
    },
    "execution": {
     "iopub.execute_input": "2026-02-06T16:18:08.996917Z",
     "iopub.status.busy": "2026-02-06T16:18:08.996419Z",
     "iopub.status.idle": "2026-02-06T16:18:09.611714Z",
     "shell.execute_reply": "2026-02-06T16:18:09.610719Z",
     "shell.execute_reply.started": "2026-02-06T16:18:08.996917Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x227dfc208d0>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 768x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 768x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 768x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 768x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure() \n",
    "\n",
    "plt.imshow(np.abs(Exy.screen)**2) \n",
    "\n",
    "plt.figure()\n",
    "\n",
    "plt.imshow(np.abs(o1) )\n",
    "\n",
    "plt.figure()\n",
    "\n",
    "plt.imshow(np.abs(o2) )\n",
    "\n",
    "plt.figure()\n",
    "plt.imshow(np.abs(OTF_ideal) )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-09T15:19:47.083422Z",
     "start_time": "2025-10-09T15:19:46.828432Z"
    },
    "execution": {
     "iopub.execute_input": "2026-02-06T16:18:09.612711Z",
     "iopub.status.busy": "2026-02-06T16:18:09.612212Z",
     "iopub.status.idle": "2026-02-06T16:18:09.761560Z",
     "shell.execute_reply": "2026-02-06T16:18:09.759071Z",
     "shell.execute_reply.started": "2026-02-06T16:18:09.612711Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x227dfac0d90>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 768x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "max([max(Exy.x), max(Exy.y)])\n",
    "Exy.z[0]\n",
    "\n",
    "\n",
    "fig = plt.figure() \n",
    "plt.imshow(np.abs(Exy.screen)**2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-09T15:19:47.296429Z",
     "start_time": "2025-10-09T15:19:47.088424Z"
    },
    "execution": {
     "iopub.execute_input": "2026-02-06T16:18:09.764547Z",
     "iopub.status.busy": "2026-02-06T16:18:09.763551Z",
     "iopub.status.idle": "2026-02-06T16:18:09.982093Z",
     "shell.execute_reply": "2026-02-06T16:18:09.979104Z",
     "shell.execute_reply.started": "2026-02-06T16:18:09.764049Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x227dfe2ec50>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 768x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig= plt.figure() \n",
    "plt.imshow(np.abs(Exy.screen) )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-09T15:19:48.223018Z",
     "start_time": "2025-10-09T15:19:47.303428Z"
    },
    "execution": {
     "iopub.execute_input": "2026-02-03T21:42:18.755898Z",
     "iopub.status.busy": "2026-02-03T21:42:18.755399Z",
     "iopub.status.idle": "2026-02-03T21:42:19.461302Z",
     "shell.execute_reply": "2026-02-03T21:42:19.459808Z",
     "shell.execute_reply.started": "2026-02-03T21:42:18.755898Z"
    }
   },
   "source": [
    "## Modulation Transfer Function (MTF) and Phase Transfer Function (PTF) & Strehl ratio "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-09T15:19:48.223018Z",
     "start_time": "2025-10-09T15:19:47.303428Z"
    },
    "execution": {
     "iopub.execute_input": "2026-02-06T16:18:09.984581Z",
     "iopub.status.busy": "2026-02-06T16:18:09.983585Z",
     "iopub.status.idle": "2026-02-06T16:18:10.676042Z",
     "shell.execute_reply": "2026-02-06T16:18:10.673054Z",
     "shell.execute_reply.started": "2026-02-06T16:18:09.984581Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 768x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 768x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# MTF and OTF at DEFOCUSED PLANE \n",
    "\n",
    "strehlv1 = moe.metrics.strehl_ratio(np.abs(screen.screen[:,:,-1] )**2, screen, max([max(Exy.x), max(Exy.y)])*2, wavelength, screen.z[-1], strehl_from_mtf=True, plot_MTF=True, plot_OTF=True) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-09T15:19:49.072927Z",
     "start_time": "2025-10-09T15:19:48.226923Z"
    },
    "execution": {
     "iopub.execute_input": "2026-02-06T16:18:10.677535Z",
     "iopub.status.busy": "2026-02-06T16:18:10.677037Z",
     "iopub.status.idle": "2026-02-06T16:18:11.573602Z",
     "shell.execute_reply": "2026-02-06T16:18:11.571613Z",
     "shell.execute_reply.started": "2026-02-06T16:18:10.677535Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 768x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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5PfXW/ZQY/ODuUfojPDiIJdfM5paFWQA0ttrYd7juKEd5SWy6bv5FREREAoQSgAAzLb2j+cmWvABfn7ilHra8Dl8+7OtIRERERIYMJQABZkxSJGFWox5gs6/rAA6tMm7ij9fHv4K3boQv/giNle6LS0RERER6pQQggCzfVcrbmwrIcPY02JLvwxGA+jJ4/lz4YyZseOH4zjH5G8ZPWwvseM9dkYmIiIhIH5QABJDff7iTX7yxhZY2GwC7imtodj73ugOfGz9tLRCfdXznGHUqRA4znm993S1hiYiIiEjflAAEENdSoKHOn602BzuLan0TzAHn+v/WcEg/8fjOYbbAlMuM5zkrjJWERERERMSjlAAEENfcf2unpT83+6IjsMMB+z83no9cAEEhx3+uqZe7Tgpb3xhoZCIiIiJyFEoAAkhEiNG42W53EBtuBXxUCFy+D2ryjedZiwZ2rtSZkDDGeK5pQCIiIiIepwQggIQ5p/40tNqYmmYsB+qTQuD9yzuejx5gAmAywdQrjefFW+Dw7oGdT0RERET6pAQggIQ7pwA1NNuYPiIWgP2H66hrbvNuIK75/5HDIHniwM/XPg0I2P7OwM8nIiIiIr0K8nUA0n+uIuCGljamjTBGABwO2JpfzUlZCd4JwtYKB78yno8+zfgGf6ASsuDkn0BsBmSeOvDziYiIiEivNAIQQMKCjXytsdXG9PTY9u1bvFkHUF8Gw6aCOWjg8/87O+M+mHMDJI5x3zlFRER85L777sPkji/J/Nznn3+OyWTi888/93UocgyUAASQxMhgUmNCyYgPJyEimGHRoYCX6wCih8MNH8GdOTDxIu9dV0REhpwXXngBk8nU6+Prr7/2dYgB78EHH+Sdd97xdRjiZZoCFEBuPGU0N54yuv31tBExFO9o8s1KQCFR3r+miIgMSb/97W8ZNWpUt+1jxvjvqPE999zDr371K1+HcVQPPvggl19+OZdccomvQxEvUgIQwKanx/LJjhLyKxspr2smIXIA6/H7gy/+BLlfQ/pcOO1OX0cjIiJ+4txzz2XOnDm+DqNf6uvriYiIICgoiKAg3WaJf9IUoADmKgQGL00Dqs6HLa9DVZ5nzr/rA9j/GRz43DPnFxGRQefee+/FbDbz2Wefddl+0003ERwczObNm4GOueqvvvoqd999N8OGDSMiIoKLLrqIvLzu/66tWbOGc845h5iYGMLDw1m4cCErV67sso9rnv+OHTu4+uqriYuL4+STT+7yXmcmk4kf/vCHvP7660yaNImwsDBOOukktm7dCsDTTz/NmDFjCA0N5bTTTiMnJ2dAce3bt4/rrruO2NhYYmJiuP7662loaOgST319PS+++GL7tKrrrrsOgEOHDnHbbbcxfvx4wsLCSEhI4IorrugxJgk8Sk0DSHObjbK6Fhpb2kiLDWdaWmz7e5vzq1g0IdmzAez9BP77E+P5D9ZC0nj3nj9tNhRlGw9bG1j06ykiIlBdXU1ZWVmXbSaTiYSEBO655x7ef/99vve977F161aioqL43//+x9///nceeOABpk+f3uW43//+95hMJu68805KS0t57LHHOOOMM8jOziYsLAyAZcuWce655zJ79uz2BOP5559n8eLFfPXVV5x44oldznnFFVcwduxYHnzwQRwOR5+f5auvvuK9997jBz/4AQAPPfQQF1xwAb/85S9ZsmQJt912G5WVlfzpT3/ihhtuYNmyZe3HHmtcV155JaNGjeKhhx5i48aNPPvssyQnJ/PHP/4RgH/961/ceOONnHjiidx0000AZGVlAbBu3TpWrVrFt771LUaMGEFOTg5PPfUUp512Gjt27CA8PLxff3bipxwyIO+8844DcLzzzjsev9ZXew47Rt75X8fIO//rWHOg3OFwOBwL/7TMMfLO/zquf36tx6/vePMmh+PeaIfjoQyHw2Zz//k3/ss4/73RDkfRVvefX0RkkNm/f79j//79vg7DY55//nkH0OMjJCSkfb+tW7c6goODHTfeeKOjsrLSkZaW5pgzZ46jtbW1fZ/ly5c7AEdaWpqjpqamfftrr73mAByPP/64w+FwOOx2u2Ps2LGOs88+22G329v3a2hocIwaNcpx5plntm+79957HYDjqquu6ha7673OXHEfPHiwfdvTTz/tABzDhg3rEtddd93lANr3PZ64brjhhi7Xv/TSSx0JCQldtkVERDiuvfbabvE3NDR027Z69WoH4PjnP//Zvs3133X58uXd9nfpz++pN++nxOHQFKAA4uoEDEYvAIBpzoZgW/Krjvqtw4DlrjZ+ZswDswd+ddJmdzwv3Oj+84uISED629/+xtKlS7s8Pvroo/b3p0yZwv3338+zzz7L2WefTVlZGS+++GKPc/C/+93vEhXVsZDF5ZdfzvDhw/nwww8ByM7OZu/evVx99dWUl5dTVlZGWVkZ9fX1nH766Xz55ZfY7fYu57zlllv6/VlOP/10MjMz21/PnTsXgMsuu6xLXK7tBw4ccFtcp5xyCuXl5dTU1Bw1TtdoCEBrayvl5eWMGTOG2NhYNm7Uv9GBTnMsAkh4pwSgscUGGHUA720upKyuhcLqJtJiw3o7fGBqiqDqkPE8fa5nrpE4DoIjoaUOCjbArO965joiIkPACy+8wAsvvNDnPjNmzOCxxx5rf52dnc0dd9xx1HMfueb7aaed1uu+1113Xfu88uN14oknHrUI+Be/+AX/+c9/WLt2LQ8++CCTJk3qcb+xY8d2eW0ymRgzZkz73Pa9e/cCcO211/Z6rerqauLi4tpf97RCUW8yMjK6vI6JMer50tPTe9xeWVl53HEdeS3Xe5WVlURHR/cZZ2NjIw899BDPP/88BQUFXb5krK724vLj4hFKAAJIeJcRACMB6NIQLK/KcwlAXqe1ljNO8sw1zBYYPgMOrTASABEROW45OTl88cUXx3RMVVXVMR8D9HlMX8mBOx04cKD9JtlVVHs8XN+i//nPf2bGjBk97hMZGdnldedvy4/GYrEc03bXjffxxHW0c/blRz/6Ec8//zx33HEHJ510EjExMZhMJr71rW91G2mQwKMEIID0NAVocmo0FrMJm93B5vxqzp063DMXz3UmAJZgSJ3pmWsApM0yEoCSHdDSAMEqMhIROR6ZmZksXLiwz32OvJGMjY096jE96euYztNdPMVut3PdddcRHR3NHXfc0b62/Te+8Y1u+7qSBBeHw8G+ffuYNm0a0FEEGx0dzRlnnOHx2PvLU3H11q34jTfe4Nprr+WRRx5p39bU1ERVVZXbri2+owQggIQHd/xxuUYAwoODGJscya7iWrZ4siGYKwFInQnWUM9dx1UH4LBB8Raj3kBERI7Z8Uy9mTFjRrfpPf1xPMe406OPPsqqVat47733OP/88/n888+59dZbOfXUU0lMTOyy7z//+U/uuuuu9vn2b7zxBkVFRdx5p9F/Zvbs2WRlZfHwww9z9dVXd/tW/fDhwyQlJXnng3XiqbgiIiJ6vKm3WCzdRgqefPJJbDbbMV/D49qaYfnvYfOr0FQFKZNh8T2Qtfjox9YUwsd3wf7l4LDDqFPg7Ach/ohpXffF9Hz86ffCKT8d8EfwNiUAASTM2n0KEMD0EbHsKq5la341drsDs7nnbP64NddBsXM41dM35Olz4eSfGolA0gTPXktERALCRx99xK5du7ptnz9/Ps3Nzfz617/muuuu48ILLwSM+ocZM2Zw22238dprr3U5Jj4+npNPPpnrr7+ekpISHnvsMcaMGcP3v/99AMxmM88++yznnnsukydP5vrrryctLY2CggKWL19OdHQ077//vuc/9BE8Fdfs2bP59NNPefTRR0lNTWXUqFHMnTuXCy64gH/961/ExMQwadIkVq9ezaeffkpCQoIHPt0AvXMr7HgX5t0K8VmQ/TK8dAVc+18Y2ce05eY6eOECaK4xbuItVli9BF44H25ZAeHxXfcfvQimX9V12/Bp7v88XqAEIIBYzCZCrWaaWu00tnYkANPSY3h1fR61zW0cLK8nKymyj7Mch6YqGH+us0uvhxOA6OFwxr2evYaIiASU3/zmNz1uf/bZZ3n66adJTEzsUsw8duxYHnroIX784x/z2muvceWVV7a/d/fdd7NlyxYeeughamtrOf3001myZEmXde1PO+00Vq9ezQMPPMBf//pX6urqGDZsGHPnzuXmm2/22Oc8Gk/E9eijj3LTTTdxzz330NjYyLXXXsvcuXN5/PHHsVgsvPTSSzQ1NbFgwQI+/fRTzj77bDd/qgHK3wDb3oQzH4AFtxvbpl8FS+bB0t/AjUt7P3bds1CxH76/rGMGwpgzjWNXPdn9fiRhDEz/pmc+h5eZHB5fO3Jwe/fdd7nkkkt45513uPjiiz1+vVkPLKWivoVr5mbw+0unArCtoJoLnlwBwKNXTucbs0Z45uIOhzE8Zu65qEhERLzLtUTk6NGjfRyJ//v8889ZtGgRr7/+OpdffrmvwxlS+vN7etz3U5/8Glb/De7MgdBOKxt99Qh89lv4yXaI6eW+6JlFxs+blnfd/q9LoeIg/Di7Y9t9MXDC9+GsBwCTZ6dDe4FGAALMuz9YQHCQmajQjj+68cOiCA4y09JmZ0t+tecSAJMJTLr5FxERET9RvMX4Zj70iGVNXd/oF2/tOQGw26FkO8z8dvf30mbD/mXQXAshHb0ZyH7ZGDXAAYnj4dRfwLQr3PZRvEkJQIBJj+++Ko7VYmbS8Giy86rY7MlCYG+pKYTP/wAFG+Gs3/aviEdEREQCXm5uLtu3b++yLSkpieTk5J4PqC2BqJTu2yOHOd8v6vm4xkqwNUPUsB6OdZ6vtrgjAUifC5MvhdiRxjnXPQtv3QjN1XDCjf34ZP5FCcAgMX1EDNl5VeworKHVZsdqcVOn3vL9sPsjY+3/4dOMAhlPCwqFjS8az/PXKwEQEREZIm6//fZu2+69917uu+++ng9oawRLSPftQc5trU29HwfG8ubdjnVO72lt7Nj2vU+67jPzO/DMQmOa0YxrwOqhPkweogRgkJg2IhY4RHObnd3FtUxJ62W5qmO1dyl88v+M5z/aCAlZ7jlvX8LjIW4UVB5UQzAREXGL0047rV8NsMS3nnjiCRYv7vrFX5/LmwaFGd/kH6nNua23ufpBzht2W0sPxzqThr5u6oOC4cTvw39/AoXZfa825IeUAASYu9/eymc7SxiZEMFrN3f8snXpCJxf7b4EoCjb+BmeCPFeLDJLnWkkAMXH381RREREAktGRgaTJ0/u/wFRKVDTwzSfumLn+700SA2LM0YOaot7OLbEeWwP04M6i3bWFjRW9i9WP+KmeSLiLTWNrZTUNFNW2zXbHZ0YQVSIkc+5tSFY2R7jZ/JEowjYW4ZNMX7WFEBDhfeuKyIiIoFj2FQo3wdNNV2356/veL8nZjOkTILCTd3fy18PcZldC4B7Uplj/IxI7HM3f6QEIMCEBxur8HRuBAZgNpvav/XfnF/tnos5HFDmbJmeOM495+yvlCkdz0u2976fiMgQp2kt4u88+js66RJw2GDDCx3b2poh+yVIm9OxAlBVHhzec8SxF0PhRmPREZeyvXDwS+O8LvVl3a/bXAtfL4HwBBg+wz2fxYs0BSjAhAcbf2T1LW3d3puWHsPqA+XsKamlscVGWPAAl+ysLTa644EPEoBOw38l243W3CIi0oXZbKalpQWHw4HJm6O0Iv3kcDiw2WwEB/dQbOsOI+YYN+uf3Q/1h43pyptfgapcuOivHfu9fQscWgH3dfqS9IQbYcOL8PKVMP9HYLYaPQUik43XLmv/Drs+gPHnGAlFbQls+jdU58E3njHqAQKMEoAA47qpbzxiBABg+ohYAGx2BzuKqpk9Mr7bPsekrFOmnDh2YOc6VtFpEBprdCEu2ebda4uIBIiQkBAaGxspLS0lOTlZSYD4FYfDQWlpKTabjZCQHlbqcZdLn4blv4Mtr0JjlfEl4tWvQuaCvo8LiYLrPoD/3QVfPmw0O808Gc5+sOu0noy5kLcGNv7TmJYcHG70Crj4rzB6oec+lwcpAQgwEc4EoM3uoKXNTnBQxyyuaSM6Cn+z89ycACSNH9i5jpXJZEwDOrRCCYCISC9SUlJobm6moqKC6upqLBaLkgDxC65v/m02G2FhYaSk9LBWv7tYQ+Gs3xmP3lz/Qc/bY9Lgyn/2ff6sxYNuSXIlAAEmLLjjj6yxxdYlAUiLDSMhIpjy+hb3FAK7EgBrBESlDvx8x2rO9cb8vOHTvH9tEZEAYDabycjIoKSkhObmZux2u69DEgHAZDIRHBxMSEgIKSkpmM0qO/UnSgACTHinef31LW3EhHc05jKZTEwbEcPy3YfZ4o5C4OhUo7AlOMKolve2qZd7/5oiIgHGbDYzfHgvSx2KiPRACUCA6ZwAHLkSEBgNwZbvPszBsnqqG1uJCRtA596Tf2I8RERERGTQUAIQYGZlxPHIFdMJD7aQEt29oGZGp4ZgW/OrOXls4K1NKyIiIiKeowQgwKTHh5MeH97r+50LgTfnVwV+ArDmGdi/zOj0d+Hjvo5GREREJOApARhkEiJDSIsNo6CqcWCFwCU7oOKAsfpPfJZvagDAWAVoz0cQk+Gb64uIiIgMMirJHoSmpxujAAMqBN72Brx6DfztRLC3uimy45DibOFdnQtNbupwLCIiIjKEKQEIMJX1Lfz01Wxu+dcGvtp7uMd9pjkbghVVN1Fa23R8F3ItARqXCUEebN5xNF06Au/wXRwiIiIig4QSgADTZnfw1qYCPt5ezMGy+h736VwHsCXvOL81P+xMABLHHd/x7tIlAVBDMBEREZGBUgIQYI62DCjA1LQYXI0gNx9PHYCt1Zj/D75PAGIzICTaeF6y3bexiIiIiAwCSgACTJj16AlAVKiV0YkRAGw+njqAykMd8/59nQCYTB2jABoBEBERERkwJQABxmw2tScBjS1tve433VkHsCW/CofDcWwXKdvd8Txp/LGG6H7tCcAOUJt7ERERkQFRAhCAXNOA6nsZAQCY7mwIVtXQSl5F47FdwFUADJAw5ljDcz9XAtBaD1U5Pg1FREREJNCpD0AACgu2QD009pEAHNkQLCOh9+Zh3bgKgCOSIDz+eMN0n4z5cPJPIGUKhCf4OhoRERGRgKYRgADkGgFo6GMK0MTh0QSZjUrgY24IFhIJkcMg0Q+m/wAkT4Az7oOpl0NozFF3FxEREZHeaQQgAIUFG39svRUBA4RaLUwYHsW2gppjLwQ+78/Go61lIGGKiIiIiB9SAhCAzp6cwtS0aMalRPW537QRsWwrqGFbQTU2uwOLc0Sg34KCBxCliIiIiPgjJQAB6LbT+leYO31EDC+vMUYK9h+uO2rC4NcKNsCmfxu9AL79ljFNSURERESOmWoABrFpzqVAATbnVfXvoLK9kL8Bmo6zg7CnVB6C9c9B3hoo3+fraEREREQClhKAQWxsciShVuOPuN8dgdc9C88uhkcm+Nea+50bkpXt9V0cIiIiIgFOCUAA2pxXxb9W5/DcioN97hdkMTMl1Vg1Z0t/C4EPO5uAJYwBsx/9eiRkAc4ahs59CkRERETkmPjRHZ701yc7ivn1u9v5/Yc7j9rl19UQbGdRDc1tva8a1K5iv/EzcewAo3QzaxjEZhjPlQCIiIiIHDclAAEo3LkMqM3uoMXW9zQdV0OwVpuDXUW1fZ/Y1gbVBcbz2JEDjtPtXEmJagBEREREjpsSgAAUZrW0P++rGzDA9E6FwEdtCFZbBA7n+VzftvsTVx1A+T6w92M0Q0RERES6UQIQgFydgAHqj5IAjEwIJybMCnD0hmBVuR3PY9OPOz6PcY0AtDVBdZ5vYxEREREJUEoAAlBYcOcRgLY+9zWZTO3TgI46AtAlAfDHKUBaCUhERERkoJQABCBXDQAYTb6OxpUA7Cuto765j4Sh87fqMSOOOz6PSZoAM78NZ/7WuSqQiIiIiBwrdQIOQBGdRgD6lwDEAmB3wLaCauaOTuh5x+ZaMFkgPN5YdcffRCTCxX/zdRQiIiIiAU0jAAEorEsC0PcUIDiyELiPOoCzHoB7SuGWlQMJT0RERET8mEYAAlB0mJXRiRGEh1gIDbIcdf9hMaEkR4VQWttM9tHqACxBEJXinkBFRERExO8EZALQ3Gbj0aV7eHtjAdWNrUwYHs3PzxrHKWOTjnrsir1l/HX5XnYX19JmdzA6MYJr52fyjVl+OOe9F1lJkSz7+WnHdMz09FiW7ig5eiGwvzu8G7a/bTQDO/9RCIv1dUQiIiIiASUgpwD9/PUt/OOrg1wyM417L5yMxQTXP7+OdTkVfR63dEcJ33luDa02B3ecMY5fnD2eEKuFn762mWe/OuCl6H1jurMQOK+ikYr6lu47tDVDbTHY+24s5nNle+Hzh2Dbm1oJSEREROQ4BFwCkJ1XxfubC/nlOeO5+7yJXD03g5e/P4+0uDAe+nBnn8f+c3UOyVEhvPz9uVw7P5PvnpTJyzfOZWRCOG9syPfSJ/CNaUdrCFa4CR4ZD79PgYNfei2uY9ZlKdA9votDREREJEAFXALw0dYiLGYTV53Y0ak21GrhyjnpbMytorCqsddja5vaiAmzEtJp3nyQxUxceDCh1qPPpfcnBw7Xsa2gmvzKhn7t71oKFHopBHb1ALC1QMTRp1L5TPwoMDtnrpVrBEBERETkWAVcArC9sIZRiRFEhVq7bJ+RHgvAjsKaXo+dNzqBPSV1PPLJbnLK6jlUXs8Tn+1la0E1tywc7cmw3e6CJ1dwwZMreGFlTvu2+97bzqTffMzmvKpu+8eGBzMyIRzoZQSgcxOwGD/sAuxisULcKOO5pgCJiIiIHLOAKwIurW0iOSqk23bXtpLapl6Pvf30MeRVNvDX5ft4ctk+AMKsFp66ZhZnTR529GuXlnL48OEu23Jzc3vZ27PCgy00tNhoaDX6ANQ2tfJudgHnTBlGU2vPvQGmjYjlUHkDm/OrcTgcmEymjjddTcDC4iEk0tPhD0ziWOPbf00BEhERETlmAZcANLXaCQ7qPnDhmtbT1Np7EWuwxczoxAjOmzKcs6cMw2538PLaXH7yajb/unEuszLi+rz2kiVLuP/++wf2AdzE1QugwdnZd31OJZUNrby1sYALp6X2eMz0ETG8v7mQw7XNFFU3kRrbqdmXawQgNqPHY/1K4ljYDVQcAFurMSogIiIiIv0ScFOAQq1mWtq63+Q3t9na3+/Nb97bzqc7S3nyqplcND2VS2am8dKNc0mODuX+93cc9dq33XYb27Zt6/J44oknjv/DDEBEsJG7uToBrz5QDoDFbGJOZs+JzHTnNCnoYRpQlXMEINaPp/+4uAqB7W1QmePTUEREREQCTcAlAMlRoZTWNnfb7tqWEhXa43EtbXZeW5fH4glJmM0dU1+sFjMLxyWxNb+qx8Siy7WTk5k8eXKXR0aGb74xd40ANDqn+6zebyQAU9JiCAmy8L/txe1JkcuU1Bgszs++qXOdgMPRMQUodqRnA3cHrQQkIiIictwCLgGYlBrNwbJ6aptau2zPdt7QTkqN7vG4qoYW2uwObD3c47fZ7dgdYHc43B2ux4S7pgC12KhubGV7obGyT3RoECc99Bk3/2sDn+0s7XJMWLCF8SlRAF0LhesPQ5uzdsKfC4BdEsfCmDNh3g8CI14RERERPxJwCcC5U4Zhszt4ZW1H8W1zm43X1+cxIz22fV57QVUj+0rr2vdJiAwhOjSIT7YXd/mmv765jc92lpKVFBFQS4GGWY0pQPXNbaw7WIHdmbt8e95IWpxZzmvr87od55oGtDW/GpvroM4rAAVCDUBYHHz7DTjnQRg+zdfRiIiIiASUgCsCnpkRx/lTh/Onj3dTXtfCyIQI3tyYT35lI3+8rONm8KevZrPmYAU5fzgfMObG33TqaB7+ZA+XLlnJN2aNwG538Or6PIqqm3jsmzN89ImOT3inKUCu+f9BZhMnj0nk4hmp/PvrXL7cc5ii6kaGx3QU+85Ij+GVtVDfYmP/4TrGpURB6iz42W4jEUgY45PPIyIiIiLeEXAJAMAjV04nbWkYb20qoLqxlYnDovjHdScwd3RCn8f9cPFY0uPDeW5lDo9/uocWm50Jw6J56ppZnDt1uJeid4/OU4C+diYA00bEEBESxJVz0vn317nYHfDWxgJ+sKjjpr5zIXB2bpWRAJjNEDXMeIiIiIjIoBaQCUCo1cLd503k7vMm9rrPqzef1OP2i2ekcfGMNE+F5jV3nz+Ru86diMkMp/xxOWA0OgOYmhbDhGFR7Cqu5fX1edx2Wlb7mv9jk6Paewhk51dx5QkBOoe+Oh/2fgJl++DUn0N4vK8jEhEREQkIAVcDIIboUCsx4VaiQ61s/PWZ/PdHJ3PVicb8fZPJxBVzjBv7nPIG1uVUth9nMZuYmhYDdCoEDqDi53YlO+C/P4Gv/walO30djYiIiEjAUAIwCFjMJqakxZAeH96+7ZIZqVgtxrf+r67rWgw8wzkNaFdxrdE1+P9Ohr9Mhc9+67WYBywhq+N55UHfxSEiIiISYJQADFIJkSEsHJcM0F4j4OKqA7DZHWwvqDI66lbnQku9l6McgOhO07iquq92JCIiIiI9C8gaAIH3Nhfy01ezabM7+OqXi7p8++9y8pgE2ux2RsaH43A42usAZnQqBN6xP4fZrQ3Gi0BaU98aCpEpUFfS0cRMRERERI5KIwABygS0OdfxP+VPy9lVXNNtn+sWjOKF60/k/ountN/8AwyPCSUpKgSAotxOnXQDoQdAZ66EpXMfAxERERHpkxKAAOVaBtQlMyGi38eaTCamj4gFoLboQMcbgZYAxDoTAI0AiIiIiPSbEoAAFXZEAnCsXYxnpBsrAYXUF3RsDLQEwDUCUF0Adnvf+4qIiIgIoBqAgGWiY0qPa1nPIzkcDlbtL6egspHMxAhOHNWxVr6rEDjNVGZsCI6EsDiPxesRroTF3gp1xRCd6tt4RERERAKAEoAANSk1mjCrhRabnT9eNq3HfUwmEz98eSOVDa1cPTejSwIwzTkFaITpsLEhJh061QkEhMSxkDrLmApkb/N1NCIiIiIBQQlAgIoJs7L0p6fS1GpjTHJUr/ulxoZR2dBKQWVjt+NHJ0Uwoto5AhBo038ARp8GN53m6yhEREREAooSgAA2Iq770p9HSosNY3thDYVVjd3emzEilp+V3cKk0HL+PO9UAuz7fxERERE5DioCHuRSY8MAKKhqxOFwdHlvenosOxyZvNE4m9zYE3wRnoiIiIh4mRKAQW5EnJEANLTYqG5s7fJe54Zg2XlVXozKjcr2wq4PjIeIiIiIHJUSgEHONQIAkH9EHcCE4VEEW4xfgc151V6Ny22W/gb+czV89ltfRyIiIiISEJQADHJpnRKAI+sAQnJX8Gb473nK+hcKDu058tDA0N4NOA+OmOIkIiIiIt2pCHiQ6zwCUHBkIXBlDlNbtzLVAn8srqXVZsdqCbCc0NUNuLUeGishPL7v/UVERGRwaWuG5b+Hza9CUxWkTIbF90DW4qMfW1MIH98F+5eDww6jToGzH4T4Ub0fc2g1PH+O8fwXByAiwS0fw5sC7G5PjlVCRDBJUSFMGBZF+BHdg2msaH9a0hbO7uJaL0fnBq4RAICqXN/FISIiIr7xzq2w+m8w7Qo45w9gssBLVxg36n1proMXLoBDK+GUn8Kiu6BoC7xwPjRU9HyM3Q4f/QKsEe7/HF6kEYBBzmw2se7/ndHzmw3lADQ5rDQSQnZeFVN66Srst2I7JQDVeZA6w2ehiIiIiJflb4Btb8KZD8CC241t06+CJfOMOsEbl/Z+7LpnoWI/fH8ZpM02to050zh21ZNwxr3dj9nwPFQXwKzvwpqn3P95vEQjAEOZM7utMkUDJjYH4kpAMZ0amFXl+S4OERER8b4d7xjf+M++rmObNRRmfQfy10J1fh/Hvgupszpu/gGSxsHohbD97e77N1TAst/BorshNMC+MD2CEoChzDUCYI0FAnQp0IhECHLWOVQrARARERlSirdAwhgIje663XVTX7y15+PsdijZDqkzu7+XNhsqD0LzEVOjl/8eIlNgzg0Dj9vHNAVoCGhqtZFf2UBBVRMnjU4gOMiZ9zkTAMIToBb2Ha6jtqmVqFCr74I9ViYTxIyA8r2qARAREQlwubm5bN++vcu2pKQkkpOTez6gtgSiUrpvjxzmfL+o5+MaK8HWDFHDejjWeb7aYgiJMp4Xb4P1z8M1r4PZ0v2YAKMRgCHgvc2FnPHol1z73NquS4E6E4DQ6CTAWEVza0EA9gOIy4SoVAiL9XUkIiIiMgC33347U6ZM6fJYsmRJ7we0NYIlpPv2IOe21qbejwOwBPdwbKjz2E73TB/dCWPPhDGnH/1DBACNAAwBaUcsBZqZ6Kxcd9YARCekwF5j0+a8auZnJXo7xIG5+jUwK5cVEREJdE888QSLF3ddvjMpKan3A4LCjG/yj9Tm3GYN7f04AFtLD8c6kwarc59tb0LeGrjt6z4iDyxKAIaAIxOAdqf+AhrKCB9xImm7QimoagzMQmDd/IuIiAwKGRkZTJ48uf8HRKVATQ/TfOqKne8P7/m4sDhj5KC2uIdjS5zHOqcHffIbmHwJWKxQecjY1uScMVGTbyQR0b1cx08pARgChsV0ZL8FlZ0SgPk/bH86PX0DBVWNgVkILCIiIkPTsKlw8CtoqulaCJy/vuP9npjNkDIJCjd1fy9/vTG92DX/vyYftr5uPI709KmQMhVuXTGgj+Ft+up0CAi1WkiKMubCFR7ZDdhpRnosAMU1TRRX9zJfzl85HFBfBgUbjWIgERERGRomXQIOG2x4oWNbWzNkvwRpc4yFQsBYKvzwniOOvRgKNxr3Dy5le+Hgl8Z5Xb75UvfH5G8Y7136NJzzoAc+mGdpBGCISI0N43Btc9cpQJ1MHxHb/nxzfhXDYnqoivdX1fnw2BTj+fmPwgnf8208IiIi4h0j5hg365/dD/WHIX40bH7FWBnwor927Pf2LXBoBdzXabGTE26EDS/Cy1fC/B+B2Wp0FI5MNl67TLyg+3Vdy4uOORMiEjzy0TxJIwBDxAhnHUD7CEBhNnzya1jxGDRUMCUtBrPJeCvg6gCihhtNQEC9AERERIaaS5+GebfClleN1XpsrXD1q5C5oO/jQqLgug9g5Hz48mFjnf9hU4xtEQG2IMox0gjAEJEaa9QBFFY1Ybc7MBdlw6onjDenXEZEbDzjUqLYVVwbeHUAliCISTOyfXUDFhERGVqsoXDW74xHb67/oOftMWlw5T+P/ZqL7jIeAUojAEOEayWgiBAL1Y2tHU3AwGgERsc0oC351djtDm+HODAxGcZPjQCIiIiI9EkjAEPElSekc+UJ6YQHO//InT0ACAqD4HAAZmTE8ur6POqa2zhQVseY5CgfRXscYtPhEBoBEBERETkKjQAMEeHBQR03/9CRAIR3FK50LgTOzguwjsAx6cbP2iJo66Gph4iIiIgASgCGLtcUoPD49k3jUiIJtRq/Etl5lb6I6vjFOhMAHFBT4NNQRERERPyZEoAhpq65jcO1zZ0SgI4RgCCLmalpMQBsDtQRAFAdgIiIiEgfVAMwhFy6ZCWbcqs4c1IKf+9hBACMhmDrcirZWVRDU6uNUKvFB5Eeh1hnEbDJYjQFExEREZEeKQEYQqJDrQAUVDZCY/caAIDpzo7AbXYHO4pqmJUR580Qj1/sSLhjm9ETwKJfaxEREZHeaArQEJIW52oG1gBZiyHzFEie2GWfLoXAuVVejG6ALEFGHYBu/kVERET6pLulIcTVC6CqsY3q8/9OTLi12z4j4sJIiAimvL6FzflVXo5QRERERDxNIwBDyIRhHev6//7DHT3uYzKZ2qcBbQ60jsAAdjvUlvg6ChERERG/pQRgCFk0Ppn5Wcac/9fW5/PxtqIe95vhTAByyhuoagigNfVX/w1+PwwenQC2Vl9HIyIiIuKXlAAMIWaziUeunM6k0ArOMa/ljTf/Q3F59/X+XSMAANmBNAoQEgW2ZnDYtRSoiIiISC+UAAwxw2PC+MPMcv4v+DGeddzH2yu3dNtn+oiY9ucB1Q8gdmTH88pDvotDRERExI8pARiCpsW1tT+/+ewTur0fGx5MZkI4QGAVAsd1SgCqlACIiIiI9EQJwFDU4OwBYI3AHBLe4y4zOhUCOxwOLwU2QNEjjEZgoBEAERERkV4oARiK2puAxfe6i6sOoLy+hfzKRi8E5QaWIIhJM55rBEBERESkR0oAhqKGcuNneDzNbTY25VaydEfXpTMDthDYVQdQmePTMERERET8lRKAoag9AUjgl29s4dIlq7jrrS1dpvpMGh5NkNkEBFg/AFcdgKYAiYiIiPRICcBQ5EoAwuKZPiIWgLK6rlN9Qq0WJg6PBgKsEDg20/jZUAbNdT4NRURERMQfBfk6APGBBufa/+EJzMyIbd+8Ka+K9PiOouAZ6bFsLahma0E1bTY7QZYAyBenXQmjFxpTgYIjfB2NiIiIiN8JgDs6cSu7DUJjwBoB4QlMSo0m2Hljvym3a1MwVx1AU6ud3SW13o70+MSNhPQTISoFTCZfRyMiIiLidzQCMNSYLfCTrcZzu50Qs5lJqdFk51V1K/adkd61Idjk1BhEREREJLBpBGAoMxt//K5pQNsLamhus7W/PToxkqgQI0cMqEJgl0DpXyAiIiLiRUoAhJkZcQC02OzsKKxp3242m5jmHAUIqKVA3/kB/GUqvPZdX0ciIiIi4neUAAw1TdVQnQ+tHSv+zOxjzX/XKkF7Smupa27zQoBuUF8K1blQccDXkYiIiIj4HSUAQ822N+Evk+H3w6CmEIARcWEkR4UwYVgUYVZLl91dowMOB2wJlOVAYzv1AtA0IBEREZEuVAQ81Lh6AACExQNgMplYcedigoO654MzOo0ObMqtYn5WoqcjHDhXM7CWWmishPB438YjIiIi4kc0AjDUuHoAWCPAGtq+uaebf4CkqBBGxIUBRgIQEFwjAACVOT4LQ0RERMQfKQEYalwjAOEJ/T7ENQ0oO68SRyBMqYnrlABUHfJdHCIiIiJ+SAnAUNOeAHSfFlNa28Qn24v5Ys/hLttdRcJldS3kVzZ2O87vdBkBUAIgIiIi0plqAIaaPkYAvvuPtewqrmV+VgILxyW1b3f1CQDYlFdFeny4p6McmLBYo9txU7VGAERERESOoBGAoaaxwvjZwwiA60Z/c14VNnvHVJ9JqdEEW4xflU25lR4P0S06rwQkIiIiIu2UAAw1Da4EoPsIgGvFn/oWG/tK69q3hwRZmJQaDQRQIfBpv4Ir/wln/97XkYiIiIj4FU0BGkraWqDZ2em3hwTAVewLxjf944dFdXovluy8KnYU1tDcZiMkyNLteL8y4XxfRyAiIiLilzQCMJRYrPDzvXDbGpj13W5vj0mKJCrEyAk3HjHVx5UctNjsbC+s8XysIiIiIuIRSgCGEpMJIpMheQJEDev2ttlsYrpzGtCRU31mdmoIlh0o04BEREREpBslANLFLGch8N7SOqobWtu3j4gLIzEyBDBWAvJ7DRXw5o3w7Jmw4z1fRyMiIiLiN5QASBczR3aqA8jrmAZkMpnai4QDYiUgazhsfR3y10LpDl9HIyIiIuI3ArIIuLnNxqNL9/D2xgKqG1uZMDyan581jlPGJh39YOD9zYU8t/Igu4pqCbKYGJscyc/PGs/8MYkejtzH1j8Hn//BKAC+/kMIi+u2y6z0OKJCg5iRHktwUNf8cGZGLJ/uLCG/spHS2iaSo0K9Ffmxs4ZC5DCoK9ZSoCIiIiKdBGQC8PPXt/DR1iJuOHkUmQkRvLEhj+ufX8crN83jhMzu69t39pele3hi2V7OmzKcy2ePoM3mYHdJLcU1TV6K3ocqc6CuxJgeExLT4y4x4VY2/+YszGZTt/c6NwTLzq3irMnd6wj8StxIIwFQMzARERGRdgGXAGTnVfH+5kLuPm8CN52aBcA3ZqVx9mNf8tCHO3nrtgW9Hrsxt5Inlu3l/503kRtPGe2tkP1HTaHxM3o4mHuf/dXTzT/AtBGxmE1gdxh/Dn6fAMSOhLw1UJXr60hERERE/EbA1QB8tLUIi9nEVSdmtG8LtVq4ck46G3OrKKxq7PXY51YcJCkyhBsWjMLhcFDf3OaNkP1HdYHxM3rEcR0eGRLEuBSjN0BANASLTTd+1hSCbYj9WYuIiIj0IuBGALYX1jAqMYKoUGuX7a4C1R2FNaTGhvV47Kr95czKiOP5VTn8ddleKhtaSYoK4YeLxnDt/EwPR+4HavKNn9Gpfe7mcDjYVVzLxtxKRiVGMD+rozZiZkYsu4pr2Zxfhc3uwNLLaIFfiHEmAA4b1BZCbEbf+4uIiIgMAQGXABjFpyHdtru2ldT2PJe/uqGVivoWNhyqYPX+Mn58xlhSY8N4fX0+9763nSCLiWvmjuz72qWlHD58uMu23NwAmV5it0NNkfE8Jq3PXR0O+ObTq6lpauOyWSO6JgDpcbyyNo+GFht7SmqZODzak1EPjGsEAKAqTwmAiIiICAGYADS12rutTgMQEmRpf78n9S3GFJDKhlaevGomF043vgU/b8pwzn7sS/66bN9RE4AlS5Zw//33DyR836k/DHbnuv7RfScAZrOJmRlxfLHncLclPzsXAm/KrfLvBCCm0w1/dZ7v4hARERHxIwFXAxBqNdPS1v0mv7nN1v5+z8cZCYLVYuK8qcPbt5vNJi6YlkpRdRMFfdQPANx2221s27aty+OJJ5443o/iXa7pP3DUBABgVoaxROiBsnoq6lvat2clRRIVYuSN2Xl+3g8gNh1O+iGc80dIm+3raERERET8QsCNACRHhfa4ZGdpbTMAKb2sTR8bZiUkyEx0mLXbvPWEyGDAmCaU1kv9AEBycjLJycldtu3bt++Y4vcZ1wpAcNQpQACzRsa2P9+UW8npE1MAI2GakRHLV3vL/L8Q2BoGZ//e11GIiIiIdFV5CHZ/CLlfw+Hd0FAOJpPRqylxHGTMg/HnQlymRy4fcAnApNRoVh8op7aptUshcHZeVfv7PTGbTUxKjWZLfjUtbV2nEZU6EwpXIjAoZZwE17xpjATEZx119xnpsZhMRj3Axk4JgOu9r/aWsbe0jurGVmLCrH2cSUREREQA2P0xrHoSclcDDogbZdzkp0wybrqaqqB4K+x8D/53t3H/Nv92GH+OW8PwWgLQ1GrDZOqYq3+8zp0yjGe+PMAra3Pb+wA0t9l4fX0eM9Jj21cAKqhqpLHFxpjkyPZjL5iWyqbcKt7cmN++jGhTq413sgsZmxxJSrQfd7YdqIhEGHtGv3ePCrUyPiWKXcW1bDjUex3AlvyqfndgFhERERmy/n46lGyD8efBFS/A6NMgtJdayqYaOLAcdrwLr18Hw6bAjZ+6LRSPJQCr95ezdEcJGw5VsLe0jqZWY45+mNXCmORIZo2M46xJwzgpK+GYzjszI47zpw7nTx/vpryuhZEJEby5MZ/8ykb+eNm09v1++mo2aw5WkPOH89u3XTM3g1fX5fKbd7dxsKye1JhQ3t5UQEFVI89eO8c9H3wQmZkRZyz5mVdNm81OkMUYNZmRHte+z6ZcP08ADq2G3R8YKyBd9qwxvCYiIiLibaNOgategcjko+8bGg2TLjYetSWw5im3huLWBKDVZuflNbk8u+IA+ZWNxIZZmZIWwyUz04gJs+JwQHVjK/mVDbyzqYAXVuWQFhvG908ZzdVzM7Ba+leT/MiV00lbGsZbmwqobmxl4rAo/nHdCcwd3XcyEWq18PL35/HQh7t4bb2xlOWk4dE8d90JLBznxzexPjJ7ZByvrM2lsdXGruJapqTFABAfEUxmQjg55Q3tU6/8VlG2MdQGcM5D/ftLJyIiIuJuZ9x3fMdFpRz/sb1wawJw2p8/p8Vm57JZI7hg2vD2G8bebM2v5oOtRfxt+T6e+fIAK3+1uF/XCbVauPu8idx93sRe93n15pN63J4YGcIjV07v13UGlZeuAHMQTLwQZlzdr0NmZcSSmRDOrIy4bsnZzIw4csob2JRbicPhwOSv36zHHNELQAmAiIiIDHFuTQBuW5TF5bNH9Hue/9QRMUwdEcNPzxzH6xu0TrvH2G2w7zOjI27ShH4fNjopks9/sajH92akx/L2pgIqG1o5VN5AZmKEu6J1r87NwKpzYYSWAxUREREfeXg8nP+w8YUsQFsLbHsTxpzu1S8p3doH4Jq5I4+ryDc4yHzUJlwyAHUlxs0/QHSqW07ZpSGYP/cDOHIEQERERMRX6kqgtdNy9i118O5tULrTq2G4vRFYT026xMe69AAY4ZZTThgWTYhzKVW/7gcQFgfBzpWg1A1YRERE/I3D4fVLuj0BmPDrj3g3u6D9dVOrjcc/3UteRYO7LyX9Vd25C/CxjQC0tNn5cs9hHvt0D+tzKtq3BweZmeqs8fDrQmCTqWMUQCMAIiIiIu5PAI7MYRpbbDz+2R4lAL5U05GQEX1sIwCtNjvXv7COxz7dy9IdJV3ec00D2lFY077Mq19y1QFoBEBERETEO43AvD+wIV24pgAFhUJ4/DEdGhESxIRhUWwvrGFjbte5/kY/gIO02R1sK6hmTuaxndtrNAIgIiIi/mLzK5C/znje1mTMVlj7DOz6oPu+JhOc+0e3h+C1TsDiQ64pQNGpx9UIa/bIOLYX1rAlv5qWNjvBzrn/XQqBc6v8NwHImAeNlcZIgK0NLPq1FxERER/Zv8x4dNbTzT8MggTAT5eJHxJcIwDRacd1+KyMOP65+hDNbXZ2FNUwIz0WgOExoaREh1BS0+zfKwFNu9J4iIiIyODT1gzLfw+bX4WmKkiZDIvvgax+9JeqKYSP74L9y8FhN7r1nv0gxI/q2Ke1ET78OeRvMKZV223G+zO/DSfcCBZr/2O9r+pYP51HeCQB+PtXB3h/s3HT2WozJgA9/L/dxEcc7GFvE89eO8cTYYjLvFvg8KIBJQAuGw9VticAJpOJmelxfLy9mGx/XglIREREBq93boUd78K8WyE+C7JfNhqgXvtfGNlzY1gAmuvghQuguQZO+alxI796CbxwPtyyomPadGsjlO6CsWdCbAaYzJC31kgc8tfD5f/of6zZr8DI+RDn2+Xv3Z4ApMaEUdXQSlVDa/u2tNgwSmubKa1t7ra/vzaQHVSmXDagw9Pjw0iMDKGsrpmNuZXcQEdWPDMjlo+3F1NY3URxdRPDYkIHGq2IiIhI/+RvMBppnfkALLjd2Db9KlgyD5b+Bm5c2vux656Fiv3w/WWQ5mwUOuZM49hVT8IZ9xrbwuPh+591PfaE70FotDF3/+wHISqlf/G+extc+szgSwBW/qofwy0SUEwmE7MyYvlkR0m3Nf9ndhod2JRbyblTh3s5un7a/RFUHIC4UTDhPF9HIyIiIu6w4x0wWWD2dR3brKEw6zvw2W+NOsjeeiDteBdSZ3Xc/AMkjYPRC2H72x0JQG9iM4yfTdX9TwB8sOZ/T9y+DOjjn+5ld3Gtu08rPjZrpHGjX1DVSHF1Rwe7qWkxWMzGMM4mf+4H8PFd8L+7Ycurvo5ERERE3KV4CySMMb6N78x1U1+8tefj7HYo2Q6pM7u/lzYbKg9C8xH3s20tUF9uJBU73zdGCWIyIH70wD+Hl7l9BOCxz/aQmRjO+GFR7j61HI9Dq2DrGxCTBnO+B2Gxx3WaEzLjOSEzrks9AEBYsIVJw6PZWlDNhkN+XAgcm278ZVYvABEREb+Vm5vL9u3bu2xLSkoiOTm55wNqS3r+9j1ymPP9op6Pa6wEWzNEDevhWOf5aoshpNP97M734M3vdbxOnQkX/+3YVxdsrDi2pcld/YzcSOshDnb562G9szhlzg3HfZrZI+N4/Zb5vb63taCarQXVNLfZCAmyHPd1PCbGOUynXgAiIiJ+6/bbb++27d577+W+++7r+YC2RrCEdN8e5NzW2tT9PddxAJbgHo511jO2NnbdPupU+M47xpSfg19A8TZoOY5Gtx//ynj0173u/4JVCcBg51oC1BoBobEeucTMjFheWAUtbXa2F9Z0GyXwC67sub7U+J+BVcXKIiIi/uaJJ55g8eKu9aRJSUm9HxAUZnyTf6Q257be/r0PCjN+2lp6ONaZNFjDum6PTDYeAJMvgS8fhn9dAj/a2P8aADAWZxk+vf/7e4BHEoD9pXWsOVDe7/3njk7wRBgCUDOwJmD9MXtk12VC/TIBiOk0fFadD4ljfBeLiIiI9CgjI4PJkyf3/4CoFKjpYZpPXbHz/V4WJwmLM0YOaot7OLbEeWwP04M6m3QJLHsAdn9wbLMsxp4N067o//4e4JEE4K/L9/HX5fuOup8Doz/YgYfO90QYAlBdYPyMOb4eAJ3VNLWydHsJG3MruXpuBpNTYwBjmVdXQ7CNuX5aB9B5/lx1nhIAERGRwWDYVDj4FTTVdC0Ezl/f8X5PzGZImQSFm7q/l78e4jK7zv/viWsaUVPNMYftax5JAK6bP4oTMv3wW+ChqL0LcC9LYB2D2qY2fvb6ZgAyEyLaEwBjmdA4PtpWzIZDlTgcDkz+1uAh5ogEQERERALfpEuM1Xg2vNDRB6CtGbJfgrQ5HUuAVuUZc/qTxnU69mL49D4o2Ahps4xtZXvh4Jcw/0cd+9WXG70Ajry32fhP42dPKwn5OY8kANPTY/x3PfihpK2lYxgrOnXAp0uNCe31m/7ZI40EoKSmmYKqRkbEhQ/4em4VnYYx3uRQIbCIiMhgMWKOkQR8dj/UHzaW5Nz8ClTlwkV/7djv7Vvg0Aq4r7pj2wk3woYX4eUrjRt+sxVW/82Y5985AdjyKqx/Diacb4wMtNTBvs/gwHIYd67RN6C/YtMhOGKgn3rAVAQ8mNUWYUy0wi1TgEwmE7NHxvHh1mI25nb9pn9W5zqA3Cr/SwCCgo11fS1WiFZyKiIiMmhc+jQs/51xo95YBSmT4epXIXNB38eFRMF1H8D/7jIKeh12yDzZ6OwbkdixX8Y8yFtjdByuKwVzkDGV+OwH4cSbjy3WO47oS9DWbDQqba6F4EhIyOpYwciDlAAMZjUFHc/dMAUIYFaGkQCU1DSTX9lIerxxoz85NZpgi5kWm52Nhyq5aPrARxzc7sg23iIiIhL4rKFw1u+MR2+u/6Dn7TFpcOU/+z5/2iy48sXjj68neevgiz8a043srR3bzVZjRGHhncbohoe4PQGYOyqexEjPZy7SD6ExMPPbRiFw/Ci3nHJOZnz789UHytsTgJAgC1NHxLDhUKV/NwQTERER8aW1f+/oA5BxEqRMgZBIaK6Dkm2wf5nxOOcPcOL3PRKC2xOA/9x0UpfXueUN7DtcS21TG5EhQYxNjiIjwc+mhwxWKZONDnVuNDUthqjQIGqb2li1r4wr53QU184eGceGQ5XsKKqhoaWN8GANMImIiIi0y10DH/3SuPG/5CmIG9l9n8pD8O4P4KM7jX4B6Se6PQyP3aF9sKWIxz7dw/7Ddd3eG5McyY9PH8f50zQXO9BYzCZOGp3AJztKWLm/vGsdQEYsADa7gy351czzt/4OTTVweLcxNSprkTFCIiIiIuItq54wCpW/83bvc/3jRsK334Sn5sPKx+FbL7k9DI8kAA99tJO/f3mAqFAr35g1gonDo4kMsVDXbGNnUQ2f7izhR69sZEvBaO46d6InQhAPOnlsIp/sKOFwbTN7S+sYl2Ksk9u5AdiGQ5X+lwAcWgWvfNN4/r1PIf0E38YjIiIiQ0veGph369ELfYNCYPpVsOb/PBKG2xOAZbtKeObLA1wwLZUHL51CVKi12z51zW38v7e38vcvDzBvVAKLJiS7OwwB2PEetNQbS1aNPOmou/fXyWMSOXNSCguyEkiICG7fnhwdSnp8GHkVjWzyx4ZgnVf/qSkAlACIiIiIFzXVQGRK//aNGuaxJmNuTwBeWHWIyanRPPGtGb02g4oMCeKxb87gwOF6nlt5UAmAp3z1MBRthjFnwsg33Hba0UmR/P27PVemz8qII6+i0T8bgkV3Wgq1toe24SIiIiKeFJViTEfuj8O7jP09wOzuE27Jr+KSGWlHvfEzmUxcPCOVrQXVfe4nA9BYZfwMi/XaJWc7+wFUNrRysKzea9ftl/AEsDhHLFwdkkVERES8Jet02PiiUejbl8oco9Nw1ukeCcPtCUBji43oHqb99CQ61EpTq83dIYhLU5XxMzTWa5fsXAewMbfKa9ftF5PJGE4DJQAiIiLifaf+HBwO+MdZsOV1sLV2fd/Wamx/7hyjl+spP/NIGG6fApQWF8bWgmquPCH9qPtuKagiNSbM3SEIgN3eMW/MAyMADoeD51bmsHJfGfOzErjxlNEATBgWRXiwhYYWGxsOVXL5bPc0IHOb6DSjPbimAImIiIi3xYyAa16H174Lb98E798OCWOMrsTNtVC+D9qaIDzR6GYce/T76ePh9hGAMyam8Nr6PLbkV/W539b8al5fn88Zkzwzt2nIa67GSB3xyAiAyWTilbW5LNtVytIdJe3bgyxmpo8wrrfRHxuCRTkLgTt3SRYRERHxlox58IO1sPjXMGya8cVk3hrj57CpsPge+MEaty7gciS3jwDcdloW72UXctUzX3PbojFcOjON1NiOb/mLqht5a2MBT32+n7jwYG5dmOXuEASgqVNthYdqABZkJbCvtI6NuZVdGn/NHhnH6gPl7Cmtpaaptd9TwrwiOtX4WVNkDMH5U5GyiIiIDA1hsXDKT42HD7g9AYgND+al78/ltn9v5OFPdvPIJ7uJCrUSGRJEXXMbtU2tOICxyZEsuWY2cZ2WkRQ3chUAg8dqABaMSeTF1YdotTlYl1PJwnFJAMwaaVzP4YDs3CpOdW73C1HDwWw1quqbayE02tcRiYiIiHiVRxqBZSVF8sHtJ/PhtmI+21nCvtI66pvbGBEXxpjkJBZPSOa8qcOxWtw+A0lcXAXA4LERgLmjEzCbwO6AlfvK2hOAmeldG4L5VQJw4k0w7zYw63dPREREvOj9H8PJPzH6Mx2LigNGR+ALH3dbKB5JAMCYC37R9FQump7qqUtIX0xmSBxnjASExR119+MRE2Zl6ohYNudVsXJfWfv2uIhgspIi2H+4no3+1hAsSCNOIiIi4gPVBfDkHBi9ECZ/w/gZ08tiKZWH4MDnsP1tyPkKsha7NRSPJQDiY6NOhR+u8/hlTh6TwOa8KnYU1VBR30K8c0rXrIw49h+uJzu3CpvdgcWsufYiIiIyhH37Dcj9GlY9aYwGOGwQFg+xGcZsDYfDmMFRecj4abLA2LPg2v+6vSDYrfMgvvOPNaw5UH7Mx63aX8Z3/rHGnaGIlyzISgSM39nV+zv+7F0NwWqb29hbWuuT2HplazOycPUCEBEREW/KmAffegl+tgsuehImnA9BocY9SW0RBIXBxAuN9366E6562SOrAbl1BGBkQjjf+cda0uPDuGBaKgvGJDI5NZqIkK6XqWtuY2t+NSv3lfHh1iLyqxr55hzPrHMqnjVrZBzBQWZa2uysPVjO+dOMZTZdCQDAxkNVTBjmR8W2f5kMdcUw67vGXzARERERb4pIhJnfNh4+4NYE4HeXTOXmU7N4buVB/v31IZ5ctheTyURsmJWYMCsOoLqxlerGVhwOB7HhwVw8I5UbFowiPT7cnaFI5SGwtRjz/yMSPXaZUKuFX549nmExoZyYGd++PSspkujQIGqa2thwqJKr52Z4LIZjFpViJAAaARAREZEhyO01AOnx4dx74WT+33kTWZtTwabcKvaX1lHZ0AJAXHgwWcmRzMyI5YTMeK0E5Cmf3gfb34L40XD7Jo9eytUFuDOz2cTMjDi+2HPY/wqBo1KhaLPRC0BERETEF3JW9v2+yQRBIRCdBlHD3Hppj64CND8rkflZnvv2WfrgWgbUQz0A+mP2SCMBOFhW36VA2Oei1Q1YREREfOyF8/vfkDQ+CxbdBVMuc8ultQrQYOVqBOahHgC9sdsdmJ0r/szK6FwHUMkZk1K8GkuvXN2Am6qgtRGsYX3uLiIiIuJ2334TPr0X2lpg9rXGrA2A8v2w8Z9gDYVTfwFVebDheXjzRmNloMmXDPjSbk0A3tyQf1zHXTa7lzVQ5fh5eQTgHysO8m52AWFWC6/ebFSrT0+PaW8UtiHXjxKAqE69KWoKISHLd7GIiIjI0LTvM2MFoBuXde9TdMKNxghB/jo487cw5wZ45jRY+Zj/JQA/f2PzMR9jQgmAR3h5BCCvooEt+dUEW8w0tdoItVqICrUyflg0O4tq2HjIj+oAXFOAQAmAiIiI+MbW14xv+HtqUmoNhWlXwpcPGwlA++s/u+XSbk0AvvrlIneeTo6XwwFN1cZzL40AzMmM44VVObTY7GzJr+bEUcaKQLMyYtlZVMPm/CpabXb/KPruPAJQq0JgERER8YGWBqgr7f392mJoqe94HRpjTAFyA7cmACPitJSnX2iuNbrLgddGADovAboup6I9AZg9Mo6X1uTS1GpnZ1EN00Z4J54+RXeeAqRCYBEREfGBUafC10/BiBNg/Dld39v9Eaz5Pxi1sGNb8Vaja7AbqAh4MHJ9+w9eGwFIjg5lZEI4h8obWJdT0b69a0OwSv9IAEKj4aYvIGo4RCT5OhoREREZis77M7x4AfznKmN2QvwoY3vFQagthJh0OO9PxrbWJqjON5qYuoHHE4DS2iZeW5fHtoIaaptbsdu7vm8ywcvfn+fpMIYWVwEweHUVoBMy4zlU3sCGnEpsdgcWs4mM+HASIoIpr29hQ24V1y3wWjh9S53h6whERERkKItNh1tXw/rnYP9nxmo/AEnjYN6tMOd6CI4wtllD4dtvuO3SHk0AdhbV8K1nvqap1cbopEh2F9cwNjmKmqZWimuaGBkfzvAYLcHodilT4Fd5RiIQFn/U3d3lxMx43tiQT21zG7uKa5icGoPJZGLWyDiW7ijxr0JgEREREV8LDof5PzQeXuTRisw/fryLiGALy35+Gi/dOBcHcO+Fk1h91+n89apZVDe2cue5EzwZwtBkMhnTXGIzICTSa5edk9kx3Wd9TsfNvmsaUEFVI4VVjV6Lp1+OHJISERERGeQ8OgKwIaeSmxeOJi02jKqGFsBYEx7g/GnDWZdTwYMf7uQ157rxEthGJUaQGBlMWV0L6w9Vcu38TABO6JwYHKrkolg/GPVZ9yx89SjUl8H/KwKze6rqRURERPqttgQ2/ROKNkNTDTh6mCt/7ftuv6xHEwC7w0FiZAgA0aFWLCYTVY0t7e9PGBbFa+vzPBmCeJHJZOK3F08hISKY6emx7dunpMUQEmSmuc3O+pwKLpqe2vtJvMXh6FgBqK60a28AEREREU8r3mY0+2prgoSxULodkiYYi7nUFBpFwdFpHrm0R6cApceHk1fZYFzIbCI9PpyV+8ra399wqJLoUKsnQxialj8ID2XA49ONG10vOm/qcOaOTiDU2vGNekiQpT0hWHuwopcjvazzUqC1hb6LQ0RERIamT++D4Ej44Xr47rvGPds5f4Cf7oArnjeaup5xv0cu7dEE4JSxiXy4tbj99TVzM/jPujyuefZrrv7717y5MZ+LZ/jBt8GDTUMFNFcbvzgmk6+jATqmAe0uqaW6sdXH0WAsAepSowRAREREvCxvDcy5zlgNyHW/5poCNPlSo/Pv0l975NIeTQB+uGgsT3xrJq0248N87+RR/PSMcVTWt1Lb1MaPFo/lZ2eN92QIQ5NrGVAvLgF6JIfDQUV9x3SvOc5GYQ4HbMz1g9WAOg+p1agbsIiIiHiZww4Rycbz0FijHrGx0z1S8iQozPbIpT1aAxATbmVqeEz7a5PJxI9OH8uPTh/ryctKY5XxMzSmz9085dmvDvCPFQcJspj46peLAZiVEYfJZCQA63MqWDQ+2SextYtIAnMQ2NvUDVhERES8L3YkVB0ynpvNxusDn8OUbxjb8tZ67F7OoyMAnZXWNLGjsIaGljZvXXLoco0AeKkL8JFsdgdF1U3kVTSSV2HUgMSEWZkwLBqAdQf9YATAbIbIYcbzWo0AiIiIiJdlLYLt73S8PuF7sPGf8OJF8OKFsPllmHq5Ry7t8QTgk+3FLH7kc+Y99BkXPPkV2blVAFTUt3De41/xv+3FfZ9Ajp1rBMBHU4AWjElsf9656NtVB5CdX0Vzm83rcXXjKgRWDYCIiIh426k/h8v/ATZnbeS822DR/4PGCmNJ0FN/CYsDsAbg0x0l3PLvDcSHB/Pj08fReT2a+IhghsWE8vr6fE+GMDT5eARg0vBoYsON1Z1WdEoAXHUALW12thVU+yS2LlxLfyoBEBEREW8Li4PUmWBxrohpMsHCX8AtK+DmL2DRXRAU7JFLezQBeGLZXk4cFc8bt87nuyeN7Pb+rIxYdhT6wY3gYOJw+HwEwGw2MT8rAYDV+8uxO7u/dW4Iti7HD6YBzb0VvvmSsdSWiIiIyBDh0SLg3cW13HPBpF7fT4wMoazTSjHiBq0NYHcOJfloBABgfpaxBGx5fQu7imuZlBrN8JgwRsSFkV/ZyLqDFdyyMMtn8QEwUh2oRURExIeqciH7FajMMWZwHNm/yWSCq15x+2U9mgCEBVto7KPoN7eigbhwNQJzK0swfOcd45couffky9NO7lQHsGp/GZNSjQLgEzLjya8sYP2hSux2B2azf/QpEBEREfGqrW/A27cYKxKGxkBodA87eeY+yaMJwEmjE3hzQwE3LBjV7b3S2ib+sy6PxRN8vBzkYGOxGlXlPjYyIZy02DAKqhpZsa+MG08ZDcCczDje3lRAdWMr+w7XMS4lyseRioiIiPjAp/dD4ji48p+QOMarl/ZoDcDPzx5PUXUjF/11JS+vzcUEfLH3MA//bzfnPPYVdoeDH6snwKBkMnXUAeRWNOBwuOoA4tv3WZdT4ZPY2jVUwGvfhWfPgO1v+zYWERERGVoaymHO9V6/+QcPjwBkJUXyxq3zuf/97TzyyW4cwDNfHgBg3qgEHrhkCiPiwjwZgvjQradlcctpWYxOjMDkbHE9JimS2HArVQ2trM+p5Jq53YvDvcYSDDveNZ5XHPRdHCIiIjL0jJgN1b5ZDdOjCQDAuJQoXrpxHtUNreSU12N3OMiIDycq1MobG/L5/j/Xs/znp3k6jKFjz//g6yVGAfD5j0BE4lEP8ZTRSZHdtpnNJuaMjOPTnaWsPejjEYDgCAgKhbYmIwsXERER8ZZz/gD/vtxYCnTyJV69tEcSgJY2O5/uLOFQeQMxYVZOn5hMSnQo08NjaWyx8eLqHJ5bcZDDdc2MjA/3RAhDV/l+o400wAV/8WkovZmTGc+nO0spqGqksKqR1FgfjQKZTBCRBNV5UF929P1FRERE3CVlMpz+a3jjBnjvR0aDUpOl6z4mE9y60u2XdnsCUFLTxLee+ZpD5fXtjb9++18z/7j2BKwWMz/+zyaKa5qYPiKW+y+azDlThrk7hKHN1QQMjIpyP9DSZmdTbiVTR8QQHhzUpR/A+kOVXOSrBAAgPMGZABz2XQwiIiIy9Kz9O3z0S2M2QlymV+/b3J4A/Pl/u8mraODmhVmcmBlPXmUDT3y2l7ve2kplfQtjUyL5yzdnMG90wnFfo7nNxqNL9/D2RmM1mQnDo/n5WeM4ZWzSMZ3n28+uYcW+Mr570kh+e/GU447HrzQ5G6uFRIPZ0ve+XrAxt5Jr/r6GxlYbz19/AovGJzMlLYaQIDPNbXbW51Rw0fRU3wXomiLVoBEAERER8aKvHoX0uXD1q17/0tbtqwCt2FvGFXNGcOc5E1g0IZnvnpTJAxdPIa+ywegKfMv8Ad38A/z89S3846uDXDIzjXsvnIzFBNc/v+6YVpX5eFsRG3P9oButu7m6APuwCVhnY5MjabHZAVi517jJDgmyMD09FsD3dQDhzgSgXjUAIiIi4kXNNTD1Cp/M2HB7AlBW18zM9Lgu22ZmGK+vmJM+4MZP2XlVvL+5kF+eM567z5vI1XMzePn780iLC+OhD3f26xxNrTZ+98FO33ei9QTXFKAw/5j+ExVqZfoII5aV+ztusl3TgHaX1FLd2OqT2ICuIwBHdt8TERER8ZSRC6B0h08u7fYEwOZwEGLtetqQION1dOjAZxx9tLUIi9nEVSdmtG8LtVq4ck46G3OrKKxqPOo5nv7iAA4H3HTq6AHH43f8bAQAYIGzK/DOohrK65oBoxAYjHtun47EuBKAtiZoqfddHCIiIjK0XPAo5KyEFY8ZvYm8yCOrAOVXNrKtoLr9dU2T8Q3vwfJ6osOs3fafktb/b6u3F9YwKjGCqNCu55nhnFKyo7Cmz1VlCqoaeeqLffzp8umEWn0/R97tXCMAflIADDA/K5Enl+0DYNX+ci6cnsrskXGYTEYCsD6ngkXjfdQROuMkOOXnRiJg8ky7bREREZFu/jYXHHb47H7jERTa8ypAd+W5/dIeSQAe+WQ3j3yyu9v2X7+zrctrB2ACDjx0fr/PXVrbRHJUSLftrm0ltU19Hv/7D3YwOTXmuApPS0tLOXy462oxubm5x3wej3KNAITF+jKKLmaNjCXUaqap1c6q/WVcOD2V6FArE4ZFs7OohnUHfTgCkDHPeIiIiIh408SLfPblo/tXAbp8urtP2UVTq53goO4zl0KCLO3v92bV/jI+2lbMO7ctOK5rL1myhPvvv/+4jvWak24zlrRMneXrSNqFBFk4ITOer/aWsWJfx2o7J2TGsbOohuz8KprbbO1/hiIiIiKD3qVP+ezSbk8ALp89wt2n7CLUaqalrftNfnObrf39nrTZ7Nz/3g4unZnWvgLNsbrtttu44oorumxbtmwZt99++3GdzyMW/NjXEfTo5DGJfLW3jLyKRvIqGkiPD2dOZjz/XH2IljY72wqqmT0y3tdhioiIiHhOYfaxH5M6w91ReGYKkCclR4VSXNN9mk9prVFcmhIV2uNxb20s4EBZHQ9+Ywp5FQ1d3qtrbiOvooHEyBDCgnv/Fjo5OZnk5K5z1fft23esH2FIWjAmEZMJJg2Ppry+hfT48C4NwdblVPomAbDbYOVjxjKgo06F8ed4PwYREREZGp45rf/TfhwOY9973T9VOuASgEmp0aw+UE5tU2uXQuDsvKr293tSUNVIq83BZU+t7vbeWxsLeGtjAU9/ZzZnT1ZnYk+YNDyajfecSVxEcPu24TFhjIgLI7+ykXUHK3yzLKvJDF/8yVgFyGRSAiAiIiKec8kSX0cABGACcO6UYTzz5QFeWZvLTacaN4zNbTZeX5/HjPTY9hWACqoaaWyxMSY5EoALp6f2mBzc/K8NLBqfxLdOzGDmcU4N8hsVB2HTv40C4MnfgJg0X0fUzmw2dbn5dzkhM578ygLWH6rEbncMuE/EMTOZjGZgNfnQoGZgIiIi4kEzrvZ1BEAAJgAzM+I4f+pw/vTxbsrrWhiZEMGbG/PJr2zkj5dNa9/vp69ms+ZgBTl/MFYYGpMc2Z4MHCk9PnxwfPNftge+eth4nj7PrxKA3szJjOPtTQVUN7ay73Ad41KivB9ERIKRANSXHX1fERERkQAXcAkAwCNXTidtaRhvOW8cJw6L4h/XncDc0Qm+Ds23XEuAgl8tA9pZVUMLq/eXEx1mZcGYRE7M7Jj3vy6nwjcJQHinbsAiIiIig1xAJgChVgt3nzeRu8+b2Os+r958Ur/O5RohGBRcTcDArzoBd3bBkyvIr2xk0fgkFoxJJCspkthwK1UNrazPqeSauSO9H5SrG3C9pgCJiIgEnLZmWP572PyqcS+UMhkW3wNZi49+bE0hfHwX7F9uNOUadQqc/SDEj+rYpzrfmGK9539Qsd9o1pU8CU79OWQt8tjH8qSe18yUwBQAIwAnOUdp1hysoNVmx2w2MWeksRrQ2oPebYPdzjUCUH+47/1ERETE/7xzK6z+G0y7As75g3GD/tIVcKj7wi9dNNfBCxfAoZVwyk9h0V1QtAVeOB8aOt2T7PoQVjwG8aNh8a9h4S+hpRb+dYmRGAQgJQCDSVO18dMaARZr3/v6yIIxxs12Q4utfeWmOc5pQAVVjRRWNXo/KNcIQFsjtNR7//oiIiJyfPI3wLY34fR74azfwZzr4dr3ISYdlv6m72PXPWt8o3/1q3DyHXDSD+A7b0NtMax6smO/UafAT7bD5f+AE78P826F7y2FxHGw/EGPfjxPUQIwmLimAPnpt/8A87M66jRWOrsCn9CpDmD9IfevdXtUrgQAVAgsIiISSHa8Y3zjP/u6jm3WUJj1Hchfa0zf6fXYdyF1FqTN7tiWNA5GL4Ttb3dsS55oLBjSWVAIjD0LagqgudYdn8SrlAAMJq4pQH46/x8gOTqUcSnGakyr9hlz7qemxRASZPwqrj3og3n48aNh9CKYegWYe28EJyIiIn6meAskjIHQI5Z6d93UF2/t+Ti7HUq2Q+rM7u+lzYbKg0e/sa8rAWu48QgwAVkELL1wjQCExvg0jKOZn5XInpI6NuZWUt/cRkRIEDMzYvn6QIVv6gAyTzYeIiIi4lO5ubls3769y7akpCSSk5N7PqC2BKJSum+PdC7vXlvU83GNlWBrhqgeloGPdJ6vthhCelmdsHw/7HwfJl0SkF8eagRgMBk2FTLmw/BpR9/Xh0521gG02R2szTFu+OeOMobW9pTUUVHf4rPYRERExHduv/12pkyZ0uWxZEkf3XPbGsES0n17kHNba1PvxwFYujcpJSjUeWwvdYktDfD6tcZ+Z9zXe2x+TCMAg8m5f/R1BP0yd3Q8FrMJm93Byr1lLBqfzNxRHXUAaw+Wc86U4T6MUERERHzhiSeeYPHirst3JiUl9X5AUJjxTf6R2pzbrKG9Hwdg6+FLxzZn0mAN6/6e3QZv3ACHd8M1b0B0YN6vKAEQr4sKtTJvdDxBZjOT04w5ezMz4rBaTLTaHHx9oML7CUDOCmOoL2YEZMzz7rVFREQEgIyMDCZPntz/A6JSoKaHaT51xc73e7mfCIszRg5qi3s4tsR5bA/Tg967HfZ8DJc9axQLByglAOIT//7eXEwmU/vrsGAL00fEsv5QpW/qAN78PtQWwvSrlQCIiIgEimFT4eBX0FTTtRA4f33H+z0xmyFlEhRu6v5e/nqIy+w+//+TeyD730avgamXuyV8X1ENwGDR1gK7P4ZDq6DO/xtadb75d5k72pgGtLO4huqGVu8G5FoKtEHLgIqIiASMSZeAwwYbXujY1tYM2S9B2hxjZB+gKg8O7zni2IuhcCMUbOzYVrYXDn5pnLezlY8bvQFO+ZnRByDAaQRgsKgvhVe+aTy/8PGu6+EGiBNHJfC35ftxOGBdTgVnTOqhqt9TXAmA+gCIiIgEjhFzjJv1z+6H+sPG0t6bX4GqXLjorx37vX0LHFoB91V3bDvhRtjwIrx8Jcz/EZitRkfhyGTjtcvO942mYvFZkDgeNr/aNYasRcYxAUQJwGDRea3akOje9/MjeRUNfL67lB1FtTz0janMHhnXXhy85mC5dxOAcI0AiIiIBKRLn4blv4Mtrxo9kVImG919Mxf0fVxIFFz3AfzvLvjyYXDYjWXBz36wa5PQ4m3Gz4r98PZN3c9z7X+VAIiPBGAC8OHWIh76aBcAty7MIiMhnClpMWzOq/J+HUD7CIAPGpGJiIjI8bOGwlm/Mx69uf6DnrfHpMGV/+z7/IvuMh6DiGoABoummo7nvTWt8DMLxnRk1yv3G9+8u5YD3VZYQ11zm/eCcSUArfW9r/srIiIiMggoARgsmjslAEe2w/ZTk4ZHExtuBWDlvq4JgM3uYH2OF0cBwjsN9akOQERERAYxJQCDRXPgjQCYzSbmZxkdgFfvL8dudzAnMx7XAkFrvDkNqPNcv3r/X0VJRERE5HgpARgsArAGAGB+lnHjXV7fwu6SWmLCrEwabsTv1TqAiCTjv1vcKLB7ceqRiIiIiJepCHiw6JwABEf6Lo5j1KUOYF8ZE4dHc+KoeLYX1rAlv4rGFhthwRbPB5J+ItyV5/nriIiIiPiYRgAGC3ub0dI6OMrobhcgMhPCSY0JBTrXARjTglptDjbmVvosNhEREZHBKHDuFKVvp/8Gfl0Kvzzg60iOiclkah8FWHOwglabnROdhcAAaw5oWU4RERERd9IUoMEmKNjXERyzsyYPw+6ABWMSsDscxEcEMz4lit0ltXztzTqA5jqjANhkgrhM711XRERExIuUAIjPnTkphTOP6Po7d3Q8u0tqyc6toqnVRqjVC3UAz50DJVth3DlGB0ERERGRQUhTgAaLxipoa/F1FG5z0mijDqDFZmfjIS/VAUQY11QfABERERnMlAAMFs+eAb9Lgjdv9HUkbjHXmQAArPZWHUBEkvFTfQBERERkEFMCMFi4GoFZw3wbx3GqrG/h0aV7uOypVXyx5zDxEcFMGGY0NPvaWwmAqxtwgwqPRUREZPBSAjBYuPoABFATsM6CLCb+tnwfGw5V8tUe4xv4ec5RgOw8ox+Ax7mmALXUQWuj568nIiIi4gNKAAYDWxu0NhjPAzQBiAq1Mn1EDAAr9xvfwJ+U1dEPYP0hL6wGFN7RlEx1ACIiIjJYKQEYDFzTfwBConwXxwC5+gHsLKqhvK6ZeaMSMJmM91bv98K0HFcNAECDEgAREREZnJQADAau6T8AoYE5AgAwP6vjG/hV+8uJCbcyabjxebxSBxDReQRAdQAiIiIyOCkBGAwGyQjArJGxhFqNX8lV+41v4F3LgW7Jr6a+uc2zAXSZAqSVgERERGRwUgIwGHQeAQjQGgCAkCALJ2TGA7Byn/ENvKsQuM3uYF2Oh+sA4kbCD9fDLw/CtG969loiIiIiPqIEYDAYJAkAdNQB5FY0kFfRwImj4zG76gA8PQ3IYoXEsRAeD2b91RAREZHBSXc5g8HI+XDzV3Ddh5A0ztfRDMiCTnUAK/eVER1qZUqasTrQ1we8sBKQiIiIyCAX5OsAxA1ComD4NF9H4RaTUqP54aIxnDAqnhMy4wCjDmBLfjXbCqqpbWolKtTq+UCa6yAk0vPXEREREfEyjQCIX7GYTfz87PEsHJdEeLCRn85z9gOweaMO4Ms/w5+y4MlZnr2OiIiIiI8oARC/d0JmPBZnIYDH+wGYzEYPgLoSaKzy7LVEREREfEAJwGDw+R/hqZPh5cG3ck1Tq43IkCCmeqsOIHF8x/OyPZ69loiIiIgPKAEYDCoPQslWKNnh60jc5i9L93Dan5dzy783AHCScxrQtsJqqhtaPXfhpAkdzw/v8tx1RERERHxECcBg0ORsBBbATcCOVFTdSE55A18fKKep1cZ8ZwLgcHh4OdC4TLAEG88P7/bcdURERER8RAnAYODqBBwa2D0AOls4LhmAplY7aw9WMGdkPMGWrl2CPcISBPFZxnMlACIiIjIIKQEYDJoH3wjAyWMT2wt/P999mLBgC7NHGsuCrtznwQQAIMlZB1CmBEBEREQGHyUAg4GrE3CAdwHuLCbMyqyMWAA+31MKwIIxxjSg/YfrKa5u8tzFXQlAVR601HvuOiIiIiI+oARgMGhPAAbPCADAaeONaUAHDteTV9HA/DFduwR7jCsBwAFlez13HREREREfUAIwGAzCImCAheOS2p9/vruUaWkxRIUYzcFWerIOIPMUuOpVuD0bhk313HVEREREfEAJQKBrawZbs/F8EBUBA0xOjSYpKgQw6gCCLGbmjo4HYNW+chwOh2cuHJkM48+B+FFgtnjmGiIiIiI+ogQg4Jnggr/Amb+FUQt9HYxbmUym9lGAfYfrsNsdLHBOAyquaWL/Yc3PFxERETlWQb4OQAYoKBjm3ODrKDzm5lNHc938TCYNj8ZsNrUnAGAsBzomOdKzAdjtYFaeLCIiIoOH7mzEr41NiWJKWgxm55KgY5Mj26cFebQQeMvr8NQC+EM6tLV47joiIiIiXqYEQAKKyWRq7wq8en85NruH6gDsrVCyDVrqoOKAZ64hIiIi4gNKAAJd4SZ4/w745NdQW+LraDzGZnew4VAl5XXN7dOAapra2FZQ7ZkLJo7veK6GYCIiIjKIqAYg0B3eDRueN57Pvg5I8WU0HpFX0cCFf11BVUMrv7tkCosmJLe/t3J/GdPTY91/0aRxHc8P73H/+UVERER8RCMAgc7VBAwGVSfgztJiwwhy1gB8vvswabFhZCaEA8ZyoB4REgXRacbzw7s8cw0RERERH1ACEOiaOk2BGWSNwFzMZhOnOpcDXbW/jOY2W3tX4HU5FTS12jxzYVdHYE0BEhERkUFECUCgc40AWILBGurbWDxo0Xhj2k9Di421BytYkGUkAM1tdjYeqvTMRV11AGV7we6hJENERETEy5QABLrmGuPnIP323+XUcUlYnNOAPttZyvysBEzGS77y1HKgrhGAtiaoyvXMNURERES8TAlAoHONAAzS+f8uMWFWTsiMA+CzXSXEhluZlhYDwJd7DnvmokmdVwJSIbCIiIgMDkoAAl17AjC4RwAATp9grHCUV9HI/sN1nDLWqAvYXlhDWV2z+y+YMhkufByu/xhGLnD/+UVERER8QAlAoGtyTQEa3CMAAIsndiz/+dnOUk4Zm9j+2iNdgUNjjKVVR54EIZHuP7+IiIiID6gPQKAbdSpEJELyRF9H4nGjEyPITAgnOMhMdJiVmRlxRARbqG+x8eWeMi6ekebrEEVERET8nhKAQLfoLl9H4DUmk4n3f3QyUaHW9m0nZSXy6c4Svtp7GIfDgclVGSwiIiIiPdIUIAkonW/+AU4dZ0wDKq1tZndJbU+HDMzO9+HFi+Bv86DNA3UGIiIiIl6mBEACmqsQGOCrPR6oA6gvg4NfwOGdUO+h1YZEREREvEgJQCBra4FN/4Yd70Jljq+j8ZrGFhuf7Szhvve2MyI2lBFxYQB8udcDN+iRHYXH1JW6//wiIiIiXqYEIJA1VsK7P4DXvgt7l/o6Gq/5cGsR33txPS+symFjblX7KMDagxU0tbq5Y29EpwRAIwAiIiIyCCgBCGTNnea8h8b4Lg4vO218UnsX4M92lXKqcznQ5jY763Iq3HuxLiMAJe49t4iIiIgPKAEIZM3VHc+HQCMwl4TIEGamxwLw2c4S5o9JxOxMCL7a6+Y6AE0BEhERkUFGCUAg6zwCMAQagXV2+kSjK/D+w/VU1rcww5kQfLnHzdN0rGEd/201BUhEREQGgYDsA9DcZuPRpXt4e2MB1Y2tTBgezc/PGtdlRZiefLytiPe3FLElv4rDtc2kxoSxeEIyPzp9LDFh1j6P9UtdEoChMwIAsHhCMn/+324Alu0q5ZSxSWzMrWJXcS2lNU0kR4e672IRSdBcoylAIiIiMigE5AjAz1/fwj++OsglM9O498LJWExw/fPrjjr/+663trK/tI5LZ6Rx34WTOXVcEv9cfYhvLFnp/uJRb2iq6Xg+xBKACcOiSIs1Vv9Ztqu0vR8AeHAaUJ1GAERERCTwBdwIQHZeFe9vLuTu8yZw06lZAHxjVhpnP/YlD324k7duW9DrsUuumc1JWQldtk1Ni+Fnr2/mnU0FfOvEDI/G7nZDtAgYjK7Aiyck86+vD7HmYDmjE2cQFRpEbVMbX+w5zGWzR7jvYjO/A+POhoSx7juniIiIiI8E3AjAR1uLsJhNXNXpZj3UauHKOelszK2isKqx12OPvPkHOHvKMAD2lda5P1hPax66IwAAiyca38y32hx8faCCU5yrAX259zA2u8N9F5p5DZz8E5h4gfvOKSIiIuIjAZcAbC+sYVRiBFGhXefsu4pAdxTW9HBU7w7XNgMQFxHslvi8KigEotOMOeqWAKxhGKCTRiewYEwCd54zgakjYjhtvJEQVDW0kp1X5dvgRERERPxUwE0BKq1tIjkqpNt217aS2qZjOt//fb4fi9nEeVOHH/3apaUcPtx1Hnhubu4xXc+tFvzYeAxRoVYLL904r/31aeM68tnPd5cye2ScL8ISERERb2prhuW/h82vQlMVpEyGxfdA1uKjH1tTCB/fBfuXg8MOo06Bsx+E+FFd91v3LBz8EvI3QE0+TL8aLn3KIx/HGwIuAWhqtRMc1H3gIiTI0v5+f72bXcCr6/O4eeFoRiVGHHX/JUuWcP/99/c/WPGq5OhQJqdGs72whs93H+ZnZ413z4krc2DDi1BfCgt+Aolj3HNeERERGbh3boUd78K8WyE+C7JfhpeugGv/CyNP6v245jp44QJjSvUpPzVmU6xeAi+cD7esgPD4jn1XPA4ttZA2G+qKPf+ZPCzgEoBQq5mWtu43+c1ttvb3+2PtwQp++cYWTh2XxC/6eaN42223ccUVV3TZtmzZMm6//fZ+HS+e5XA4WDQ+me2FNWwtqHaOFrlhOdD6MljxqPF8woVKAERERPxF/gbY9iac+QAscN6PTb8KlsyDpb+BG5f2fuy6Z6FiP3x/mXFjDzDmTOPYVU/CGfd27Hv9BxCTDiYT/D7Vc5/HSwKuBiA5KpRS57z9zlzbUvpxw7ejsIYbX1zH+GFRPHXNLIIs/fvPkJyczOTJk7s8MjJ8uHJQZQ5UF0BLve9i8APLd5fyg5c38s1nvmbRhI5eEF/sdtOynV26AasXgIiIiN/Y8Q6YLDD7uo5t1lCY9R3IXwvV+X0c+y6kzuq4+QdIGgejF8L2t7vuG5th3PwPEgGXAExKjeZgWT21Ta1dtruKPiel9t0R91B5Pdc+v5bEyBCev+4EIkICbhCkw8vfgr9Mgrdu8nUkPpWdW8UHW4pYe7CC5KhQYsONgujP3ZUARHRKAOpL3XNOERERGbjiLZAwBkKPuP9z3dQXb+35OLsdSrZD6szu76XNhsqDXZdbH2QCLgE4d8owbHYHr6ztKL5tbrPx+vo8ZqTHkupsDlVQ1dhtac/S2ia+84+1mE3w4g0nkhDZvZg4oLh+MYdYD4AjnT6x4wb9iz2HOdXZEfrLvYdps/W/JqRX1lAIcf6PpU4JgIiIiKfk5uayffv2Lo/S0j7+7a0tgaiU7tsjhznfL+r5uMZKsDVD1LAejnWerzbw5/r3JuC+/p6ZEcf5U4fzp493U17XwsiECN7cmE9+ZSN/vGxa+34/fTWbNQcryPnD+e3brn1uHbkVDdy8cDTrD1Ww/lBH5+DEyBBOGZtEQHElAEOwB0BnU1JjSIoK4XBtM8t2lXLBtOG8t7mQ2qY2NuZWceKo+KOf5Ggik40iISUAIiIiHtNTXeW9997Lfffd1/MBbY1g6eEL3SDnttZeVodsc/aNsvSwDHyQczp5a++9pQJdwCUAAI9cOZ20pWG8tamA6sZWJg6L4h/XncDc0d0bfXW2s8joEfD0Fwe6vTd3VHxgJQB2e0cjsCGeAJjNJhaPT+bV9Xms3FfGby+ejMkEDodRH+CWBCAiGcr3KQEQERHxoCeeeILFi7su35mU1Mf9WVCY8U3+kdqc26y91IYGGTNGsLX0cKwzabCGHSXawBWQCUCo1cLd503k7vMm9rrPqzd3X/ap82hAwGutB5zdbkP6rnsYChZPNBKA5jY7u4pqmTYils15VSzfVcqd50wY+AUinf/zUQ2AiIiIx2RkZDB58uT+HxCVAjU9TPNxLdUZ1Uufp7A4Y+Sgp2k+rgU/epoeNEgEXA2AODV16ng8xEcAAE4ek0iwczWnT3YUs2i8ccO+q7iWomo3DOG55gPWuamwWERERAZu2FRjhL7zfRFA/vqO93tiNkPKJCjc1P29/PUQlzmo76+UAASqzpXpg/gXtL8iQoI4dVwiAB9vK+bkMYnt77llOdDUWTDhAph6uTH9SkRERHxv0iXgsMGGFzq2tTVD9kuQNgdiRhjbqvLg8J4jjr0YCjdCwcaObWV7jY6/ky7xcOC+FZBTgISO+f8AobE+C8OfXDg9lU93llLX3Ibd4SAhIpjy+haW7SrlWycOsF/DjKuMh4iIiPiPEXOMm/XP7of6wxA/Gja/AlW5cNFfO/Z7+xY4tALuq+7YdsKNsOFFePlKmP8jMFth9d+MhT/m/6jrdXZ/BMXbjOf2VijZBl/82Xg9/lwYNsWjH9PdlAAEqqZOv8BDfBlQlzMmpnDfhZM4b9pwkqNCWTguibc2FbBiXxlNrTZCrRZfhygiIiLudunTsPx3sOVVaKyClMlw9auQuaDv40Ki4LoP4H93wZcPg8MOmSfD2Q9CRGLXfXe8B5tf7nhdvMV4AESnKgEQLxl9Gvxst5EIxKT7Ohq/EBESxHULRrW/PmNSCm9tKqChxcbqA+UsGp/cx9EiIiISkKyhcNbvjEdvrv+g5+0xaXDlP49+jUufMh6DhGoAApXFalSnJ42H4HBfR+OXTh2X1F4Y/OmOkoGdrK0Fdv4X1j8HhdkDD05ERETER5QAyKBU3dhKdm4V87KM3hCf7izBbncc/wkddnj1GvjvT2DvJ26KUkRERMT7lADIoPP8yoOc8LtPueHFdZwy1pjDV1LTzLbC6qMc2QdrKIQ4ay3UDExEREQCmBKAQPXRnfDIBHjuXF9H4ndGJ0XSYrPT0mbH1Gn7gKcBRTprCNQMTERERAKYEoBAVVcCtUW6Ge3BgqwE4iOCAfhybxlT0oxOyUt3DvC/lSsB0AiAiIiIBDAlAIHKtQyolgDtJshi5rypRvvulfvKWJBlTAPaWVRDXkXD8Z9YCYCIiIgMAkoAApUSgD5dND0NAJvdgcXcMRHos50DmAYU4ZoC5IbOwiIiIiI+ogQgUCkB6NOckXEMiw4FYF1OBakxxvNPBzINyDUC0FwDrY0DDVFERETEJ5QABKr2BCDWp2H4K7PZxEUzUgFYl1PJ3NHxAHx9oJzqxtbjO2lkp0ZimgYkIiIiAUoJQCByODQC0A/fmJXW6ZUxDajN7uCLPcc5hScq1XgMnw62loEHKCIiIuIDQb4OQI5DW1PHDagSgF5NGBbNtBExxIYHc86UYSzdUUJdcxuf7ijhoumpx37CsWfAz3a6P1ARERERL1ICEIiaOjW0UgLQpzdumU9wkDHQ9d74Qj7YUsTy3aW02uxYLRoAExERkaFHd0CBKCQavvkSXLwERp3q62j8muvmH+CsSSkA1Da1sXp/ua9CEhEREfEpjQAEouBwmHiBr6MIOIsmJGM1m2i1O/hoWxGnjks69pPUlUJtMQSFQNJ49wcpIiIi4mEaAZBBr7nNxqvrcrnxhfWMS4kC4H/bS2iz2Y/9ZC+cD0+fAst+5+YoRURERLxDCYAMeiZM/OGjXazNqaDVbtz0V9S3sOZgxbGfLNKYRqRmYCIiIhKolAAEot0fwX+ugXd+AM21vo7G7wUHmdtX/dlbUofF2Rj4w61Fx36yCOe0oboBdBQWERER8SElAIGodCfs+i9k/xvMVl9HExAun50OgAPISIgA4H/bi7HZHcd2IlczsDqNAIiIiEhgUgIQiFzLgFpCwBrq21gCxJS0aMalRAJQ19wGQFldC+tyjnEakCsBaKmFlgZ3higiIiLiFUoAAlF7F+Bo38YRQEwmE5fNGgHA4dpmzM5pQB8d6zSgiOSO5/WlbopORERExHuUAASi9gRATcCOxaUz09pv/JOjjJGTj7YVYz+WaUBRwzqe1xa7MToRERER71ACEIiUAByX5OhQThlrFPFWN7YCUFrbzMbcyv6fJGZEx/OqPHeGJyIiIuIVSgACkRKA43bZ7I4beOdgAB9uPYZv8mPSnQeboUHdhEVERCTwKAEIRE1Vxk8lAMfsrEkpPHLFdNbfcwZzR8cD8NG2ov5PAwqJhB9vgXtKYd4tHoxURERExDOUAAQijQAct1CrhctmjyAiJIjzpg4HoKi6iez8qv6fJG4kWLT8qoiIiAQmJQCBaM4NMOd7kHmKryMJaGdPHobJOQ/o/c2Fvg1GRERExEuUAASiRXfDBY/C1Mt9HUlAa7M7GOVsCvb+5kLabPb+H+xwQF2p8VNEREQkgCgBkCHpzQ35nPzHZRwoqweMpmAr9pX17+BN/4bfD4OHx0LDMTYSExEREfExJQAyJJ04Kr79y3uLcxrQu9n9nAYUEg1tTcbz6lz3ByciIiLiQUoAAk1VLnz1KKz7hxpRDUB6fDgnjU4AwGI2/hp8vK2Y+ua2ox8cm97xXL0AREREJMAoAQg0h3fDZ/fDBz81kgE5bq6eAC3Ouf+NrTaW7ig5+oExGR3Pq5UAiIiISGBRAhBoXEuAgpYBHaBzpwwj1Gr8FbA65wG9k11w9APD48EabjzXCICIiIgEGCUAgUYJgNtEhASxeEJyl21f7S3jcG1z3weaTB0dgTUCICIiIgFGCUCgUQLgVudPTQWg1WZUBNvsDv67pR/FwK46AE3DEhERkQCjBCDQuBIASzAEhfo2lkFg0YQkwqwWAMKCjZ/vbOrHNCCNAIiIiEiACvJ1AHKMXAlAaAztbWzluIUHB3HxjFRa2uy02e28t7mIzfnVHDhcx+ikyN4PdI0ANFZCcx2E9LGviIiIiB9RAhBoOicA4hZ/uGwaAPtK63hvcxFgjAL89KzxvR805XIYucAYCXAVBIuIiIgEAE0BCjRKADxmTHIk00YY/11f35CPze7ofee4kZAxD2LSwKy/RiIiIhI4dOcSaOJHw/DpkNjHt9Ny3L51grHGf1F1E5/vLvVxNCIiIiLupylAgeb8h30dwaBU29TKi6tyeG9zISFBZprb7LyyNpfTJ6b4OjQRERERt9IIgAhgtZh56vP97CmpIyXaWF1p2a5SCqsaez/orZvg8enw9i1eilJERERk4JQAiAChVkv7t/2ltU0A2B3w6ro+lvmsKYTKHCjf74UIRURERNxDCUAgsbXBwS+haLOx/KS41fnThgPQ1GonI95Y2ee19Xm02ew9H6BeACIiIhKAlAAEkoZyePFCePpU2Pamr6MZdBaOSyLC2QzMxSgGPtzzAa5eALXF0Nbi4ehERERE3EMJQCBxLQEKEBrrszAGq1CrhWvmjQQgt6KBYIvRaO2Vtbk9H+AaAcABNfleiFBERERk4JQABJIuCYD6AHjCT84Yx8gEY/qPzdkGYPnuXoqBXSMAAFWaBiQiIiKBQQlAIFEC4HFhwRb+8A2jM7CrEVivxcAxnRIA1QGIiIhIgFACEEiaqjqeKwHwmJOyEvjOvJGkxYYxKtEYDfjPulya22xdd4xO63iuEQAREREJEEoAAolGALzmV+dO4OM7TuG208YAUFLTzLubCrvuZA2FSGejsKpe6gRERERE/IwSgECiBMBrIkKCiAq1cvGMNIY5G4P935f7sTunBbU787dw+fOw4Mcd2ypzYMVjRp8AERERET+jBCCQuBIASzAEhfo2liEiOMjMjaeMAuDA4Xo+2VHSdYfp34Ip34DkCcbryhx49kz49F746E7vBisiIiLSD0oAAklrg/EzNAZMJt/GMkS02ex8tqu0/fVTX+zH4XD0vHN9Ofz7Mqh37j/3Fi9EKCIiInJslAAEkvP+DL8ugx+u83UkQ0aQxUxMqLX99ea8Kr4+UNF9x5YGeOWbUL7PeD3/dshc4KUoRURERPpPCUCgsVghLM7XUQwp1y/I7PL6/77Y3/GibC+8cQM8OBzynYnZ1CvhjPu9F6CIiIjIMVACIHIUJ46KZ3JqdPvrL/YcZnuhsx7D1grb3uzYedRCuPhvYHb+1bLbvRipiIiIyNEpAQgkrY3Q2/xz8RiTycT1C0Z12fb0FweMJ7EZYHZOEQpPgG/+G4KCIfsVeO4ceGq+l6MVERER6ZsSgEDy2DR4IBE+vtvXkQw5F04fTmJkcPvr9zcXsq+0FkIi4aInYc4NcOtqCHWOFNQUQO5qOLwTakt6OauIiIiI9ykBCCRN1WBvA0uQryMZckKCLFwzd2T7awdw33s7jBWBZlwFF/wFolI6DsiY1/E8b433AhURERE5CiUAgaK1CWzNxnM1AfOJa+b9//buOz6qKv8b+GdqJnVSSEhI6JEWpBdFukpTkGdVRAQEC7rgsupLwA6ID9LcZ7Guri64P+vC2in5gSKiUlWkC9JCSCjpyWQymZl7nj/O3CmZmZAgac7n/XrNC3LuueeeM+femfM9t0wrGHWeQ+a73/KQefBc4MwtegFaV6DGAICIiIgaEQYATQV/BbjBJUWbcFufNIzv0QLRJjm4X/TlYVgrnf6ZjRFAcjf5/6wd9VhLIiKiEOOwAZueBVZ0BJ5vDvxzOHD865qtW5ID/Odu4IVWwOI04IM7gYKTgfP+9G/glb7AoiTgpZ7AzjeuXBvqGQOApsInAIhtsGqEuv87viv+PrEn5o2Sv/x7tsjq+1hQb+plQLm/yBu4iYiI6Mr79M/A9leBbrcDo5YAGh3w3u3A6e3Vr2crA1bfDJz+Hhj0KDDsCSB3H7D6JqC8ym/+7PkX8PlfgMROwJhlQFo/YMNc4Lv/V3ftqkMMAJoKngFoFDSuX2C+s18r96NBX996HGcKyv0zt+wv/1XswNmfPOmKE/h2BbB1GZ/qRERE9Htk/ygfx339fGDE80Cf6cDdXwDmlvKsQHV2vwUUHAcmfQQMfBi4dhYw5ROg9Bzww8uefHYr8NUi4KqRwB3/A/SeBvzpDfm7P1uXA9bCumxhnWAA0FR4BwBhMcHzUb3QaTV4akxnAEClQ8GiLw/5Z1IDAMD3PoBdbwLfLAHi2wGugMLPmV3AJ38GjmYGr0RRFnDhcPUVdTqqX05ERNSUHfpUzvj3nuZJM5iAXlOA7F1AcXY1634m79lL7e1JS+wAtBsCHPzEk3ZyG2AtAPre57t+v/sBuwU4+r9XoiX1qkk+TsbmcOJvm47ik5/OothqR6eUGDw2ogMGXZV4yXXPFVdg0ZeH8O2xixACuKZdAp69uQtaJUTUQ81/h4oiz/95BqDB5ZfZ8OQn+91//++h8/hs71nc0iPVkykmRf5OQFGWJwAoypKzCOZUmdb1Vv8g4MDHwCcPAM5KYN9HwOyfgLg2nuX2CuDbZcD3K+VToTqPA0Ys8s1Teh7436dkWWl9gIGPAh1GeralKIBQqn+ilCUf2L9GXkcZ1xrodof8kFTLEALI3Qsc/BSw5AHthgIdRlS/fzpsgM7o2+aCE3IbJbmyrq2v8zxOVV0ne4/8IDeZ5fJmHYIHT4D8gTadwetvB3DhkKyv3iTbUTUAKy+Qy4uzgYR0IPlqICzas1wI/21WTbOVyqCsKAuIbQ0kdfIvozgbuPirfP+bXSXzab3mYuxWwBAevG1CAGUXgPzf5NmluLaAOQ3Q6nzz5f0GFGfJ36eIa+v7ngoh22swAcbI4O9hyVl5fazJLGfTTAEmH4qy5GxZTAsgKtl3n1KccplQgNiWgbdjKwNKc+V7F9UciEry7TvvOucdk0/bCovxfd/tVqDsvCwj4SrZrqrrWgsBy0V5c35kouyXYPtQRYncT/RG3zJsJUB5PgCNrGfV985pl++rrVSWHx7nW0ZViiLr4F0Pp0NO+NhKZPmmWP962K0yj3DK98IY5bsPKU5Aow3ePiHkcWUrlftQWDRgiPQtAwAqLa73IkzWRR/mu9xRKesQbH8VArCXy/pqdXIbOoN/vdQ2G0yAPty3HkIAjgpZhsnsv5+r6zsqZFt0YbKegfIBst0ardwPvOuhKPJBG067f9+r9VAc8nMZkJ9jVcuoml8ovvUQQvaN4gAg5G/IaHW+ZajbUQLcW6bSGXzLdbrKg/e+pPHft2qi6lnp2q7fEM7tk5/ZVT+f1EH9uf3yM7IqRQHOHwR6TvZfltpbfi+px/K5X2R6i56++VJ6yP3p3D6g+x2/uyn1qUkGAI+t2YcN+3Nxz8C2aJMQibU/nsH0VbvxwYxr0LdNfND1LDYH7vznDpRW2DFrWDr0Wg3+9d1J3PHmdqyfPQhxkdV8UDc07zMAnz3k/0FM9SoeAv9wlKLIaPckfgzkfxcFc7gBTkXAqNdCo48AkjIAaxHwrzHAxUNytqDQApz6QV57CMgvCo1WDrgKvW4+ik4GPp3l+buiWA78HF73FBz+HDj8BRCTKgdpWp38Ajm7R345n9kJfHAHYIiQH4JOB1CaA5hbyUGMqvQcYCsGTHGANd91/aPXl8GuN+WHnTFK/l14CijxmlnZ+y4AjRywmGLkACY6FQiP9eQpygLKzsmBETQysHVU+L65cW1lWwBZ17O75PvjTWuQ29Bo5QAjuYfvF1WO65IrY5Qsv7LMv4zk7p7BeaUFyP0ZfvSuAbKzUg52Uvv4b0erkwOBynLPk7p8ttPNc9bOaQeyqzwVSqOVgx6dQQ5ynDYgrb/vIPjiEVkH4ZQBoKg6ONDIga93f5790Xc/0eple9QBlXACzTrKwbCqJEcOkp2Vgdui1QGRzWXwpCo8Kfdblc4o6+60ewZLEQlAYmdPnkoLkHfEM4CsSmeQ75n3Ok4HkL3D857pjLLdzipltOjtGZAKAZzdLeuCKgMbaDzBaLOOvoHaxcNyoK/RyboIp9cgyyW6he/7UHBCHldVaVz7h1DksdCso2dZRRFw/oBrIOk6bgP1basBnv3OXgHk7PHfjlbnKsMpy0jt6/s9kfuL61hzDUL93g8A8e2B6BSv9+EIUJ7nWxd14KmWEZUsB18qSx5Q8Jtsb9VjTqUP951xrXr8qcGLOohWpfaR+7Aqe1eQvnXVVaOVkwURCV5t+hUov+jZDuAa9HqVUbVNJTlA4YnAbVEH2oZwIMVrcGgv93wOQf3MCFDPtH6ufdkla3vgY8Jbs05AZDOvNrn21+pEp8j+VVXbJhdDhJwdB+SEyOgl1ee/QrKysnDw4EGftMTERCQlJQVeofS872O4VVHJruW5gdezFsrPuejkAOu6yis9Jz8bSs/L4yuqykSz3giExwffRiPW5AKAvWeK8MUvOXhyTCfMGCx35j/1SsXIv3+LF9Yfxsczrwu67v/sOI2TeRZ8Nus6dG8ZCwAY2jEJI//+Lf657QTmum7sbJS63ALsWQ2c3ye/0KhBaQB0AvwvonN9V9bowLpw4NJ5Ss76Dq6CEnIw7j0gr8peDuQd9fydf1S+qrJcDF5G7t5L16OiUL6A4NdFllXz42iFJ32DoEAUu+8XXtb3gfPZA9yboVJndKrjqPANUIJtpzrn9lW/XCgyKPSKJf2ChEsSwftTpThkIOQt71f5qinFKQe5gQa6KmelZ+CvKs8HTn9X8+047dWvIxT/wFGV82MNNyI8QU6wfUE4AUeQwdil3gfvMpyuMiwXAx9figNAsMv1RM32O8UJwKuul/M9UXBcvoJyzU57KzsnX7XhsFa/Pwgl8Jj+bIDAJ3gh8r2/WM1lksEClFq1ScgAotJSTZuqudcre1cNt+Ml74j7u6bGSnNrP0i1l9fuuL1CZs+e7Zc2f/58LFiwIPAKDqs881OVGgDbg3xWqBMkugCTv2qgqT7Aw2ENnE/NG2wbjViTCwA27M+FTqvBnf1audNMBh0m9GmJ5Zm/IqfIihaxgU9Hbtifi+5pZvfgHwDSk6IwoH0C1u3PbdwBQGQzoM11gU/BU4PJKbYiK8ANwLHhBnRK9uorp13OBil2QGuAktIT0BmghZAztd6zrTojkNTFM9OusuTJD36NVs7ex6TKmSdbiZx9jEySl2Go1MtTFIf84C/JkdsH5AdWdIqcxVTz5P/mGlQLuY2IZnIWJCzGNZtr87+cpTRXzq7pDPLsRHm+fCl22Y6o5vISF1VpDlBe6LmkzRQjzziEx8o62Urk396z7OqAKcwsy7WVeC6REIqsk7m1/FVmQA4+S3Lkcnu56/KFaJkvLFoOlBwVvjPfgJzp0Ye5PszL5WC50iL/rzMAhih56Zb6xeCslGc07BZZpiFcXuJgjJB5HBXyS6HqqefyPNdvRGg8l0fYy2Xb9OGynMgk31ns/GPyC0ijc+UxuZZrZbqjQp5t8b5swVbqGnzaPYGMo0KuYzDJtobFet43ACg67brkwwjoXHn0YXL/cNjk+uFxvjOqDpt8n5w2+X/1MgqdwXM5hj7c90yQtdD1fhtdZwxcl2yowYOzUpaR2NmzLzjtrhk7rzwQrvVdZx00elk37/2n8LQrn8E1my9kWYpd/isUedx431tluSj7RbHLmX+tVp510unlv4A8M+R9jFYUy5dOL+shHHJdxSHL0WjlOtFex2ilRW5LcbguF9F7vXSemeDoKsd1SbZnH1LPGqhlaHRy3ahk3zMARVmu98w1i6++oPGcNYhIqNKmIvk+CNdgWs0HeLZjiAQivM68VxTLNmm0nrMSGq3sA6HIMrR63+NCccpJAfWsgXB6zop6v6JTPLP2apt88nmdNVBf6uVeqvI8V5vUPMJ3fY1GHuve+6utVF7/rdHCZzZfXV/dD9Uzl4B8r0vPuZYr8Fye43VZjhDyffBuU3G2q03VXHoTkSBn51WWvCCTHV6BhzHat5/UNgXk2rbO4DkjlHx18PpcYS+99BKGDx/uk5aYWM0l3vrwwGcsHa60qpcEeq8H+E9YAJ4JBvVzWB8eOJ+aN9g2GrEmFwAczClB22aRiDb5XiPawzWoP5RTEjAAUBSBw+dKMaGP/3VgPVrGYtuxPJTZHIgKa8RvST2dfqOaS3QqmLNqF7Yfz0fzGBPOl1RAEYDeAfRJiIdRr4NRp8XUvOUY7Bp8P4WZ+OBEfygCiAzT43rjAbzoXAwDHMg1tsbractwuNyM/SeKYNRpYTLoEG7UwaTXYlLYh8jUDMTx8ubQlGvQt208YAI0MQqEUHDkfDnsTgWVTgG7Q4FdUaDTamDQahFlrMR1+BnxcfE4Ht0HQiNP5e/LLoK10gm9TovE8GK0EWdxRNMOpU4TnIUKnIpAm4RIpHgdV1n5FuRZKqEoAs4yASEArVYDnRYwGBXEowQiKgktEzyDiQKLDScsFmg1GhhNdmg0GtiEHopVQCmXZRj1WvSMi3OvY7M7cbCsBE4hIErkNa5aDaDVaKAxyq8pRQAZkTEI03uuiT1YVAybRoEmTH4FCgcg7AJKqVxHowFaGyORGO0ZIJ0ssyCv2OaOm7SQT33SuMaMwgEkVBjRppnnuu88YcPJixZZqDqJq1514/oODbNr0S0t1tMmvRMHzpbA7+tdBzlOsMlXRosYhBlcbUoD9mcXw+ZwyjMF9qory3XaJESimdomE3Aq34L8skr/ballWIH4SK82JQN5ZTacyrPItgT4ToUdMJZXaZPDiQNni33zOQE4NYD6nVkCdFXbZAIQBxw4W4zKCs8srN886QWgdUIEmkW52hQJnMqzIN9q8+SvOkFfCiREhaGt2qYU2abTeZYAjXEplPve1WqbTGqbSuTfgSaKXcX5tAmyTTZHkJllB4ByrzaZAMS42mSp9G+LqhxI8O6ncHkf0qn8atpkA4w6rzYlB+mnKuvINpkDtClI5SoAlAKtEyI9bYpV2xRoB/KsFx/p1U8RNWiT9TLaVHQZbbICKKnSJnMN2mQFEiLDPP0UqbapmjORFwCjThN83wukQm1TLfY9G1z9FBGgTUEGtgDMwoCuLWKwfHT34PW5wlq1aoWMjIyarxDdXN5DVpV6Fsf7sjZv4XFy8qE0wNke9Sy1enlQdHMZmJZd9L0MyFEpA6lg22jEGvFoN7ALpRVI8vrSVqlp50sDn4YpstpR6VCQFO0fpbnXLalAVGKU33L3ti9cwMWLvqdvs7Kyalx3+uMx6LR4775r4FQEdFoNthy5gAf+50dUOhXsOCFnV+bpP8Bg/UYAwDfO7nivop97fYvNgc9tnZCleRa9tb9iTcUQlBxyApDrVtgVlFR4TrnPh+ueAdc39Re/1OASBC+/obvrCzHwJTg5MOIXtIUcWnmuH88rqwRO1/wxZ6dhAopKsDe7mi8xAIFGstmFtf/NhLNFtV8nt7j2p2xziqzYX91gI4jT1Q0AgqivNp2txzblXEabLmed3OKK6geFQVQ7UAuivtp0ufve5bXpco6Ny1un/vqp/tpUf/1U9/teTpEVZwrKsfz2+gsAai35avmUnooS36sksvd4lgei1QLNuwA5Ae7/yt4jH6yhnj1Sf9gz52f5sAtVzs/yjE09niG5UppcAFBhV2DU+z+9VJ39q7AHjn4r7DLSr37d6m+8ee2117Bw4cJa1ZdCg04r51iHdUrCv+/th7e2nUSJ1Q6bU4ElLx4QQLkIw9OOe2DQaRFu0EGr0aDSqaDSoeCYviNKYrqjGYBmAByKQIFrht2hCDgUBYprelSn0UCnla/kmDD3bxPYnQrOFFrdM+Q6rZwtVwSgCOH+t0WMyTOzDBn42p0CQggoAIQQ0Gg0nhlwDRAXYUCE0fNxUWCpRJnN4TpjroEGrllyyJl8IYCIMB0SozzBusXmQEF5pSufpM7Ga1xz1DqtBilmT5DuVIT8wvLKo25D/l+WkWI2waDzHNs5xVY4nMK9XOPamHcZ8RFGRIb5tslS6YAGGghXDb0fiKEBEBGmR4LXwwIsNgcKywNNxwt3G/VaDVLMnrMnDqfiHqhXc2UwWphN0Hu1KbfYCodS3RoI3Cabo9rtRAZoU0F58BlBQPZTi6ptKrn0YCklxrdNOcVWOJ1Vnzri+2dchNHnzKzaT9WJMDZwmy7RT02tTTXZ99gm6bLapNH4XLnQmPY9k0GHVvGN/CmJXcbLZ/b/uBq4znX/gMMG7H1P3jiuXm5WdEZe/pXYwWvdW4DNC+Rv9aS6bnjOOwac/BYY8BdPvraD5RmDPW/7BgB73paXY13lldZENLkAwGTQojLAKS71VJ7JEPinDUyuAU/16wZ5bJjLzJkzcfvtt/ukff311wFvWKHQdU27BFzTznONdKmlJ777PA0VzXthTe/rfAaDKvUMQnUq7E4YdNpL5iMiIgoZaX1kEPDVQnn/SXw74JcP5D0i417x5PvkQXlT8wKvMzR97wN+fAd4f4Ic8GsN8heFo5J8AwBDODDsKWD9Y8B/pgLtr5dPbNr3ETD8Gd/7K5qIJhcAJEWbcC5AZHyhVF4S0TzAJT6AvCnTqNfiQoBLhNzrxlR/E0dSUpLfY6h+++23GtWbQld0ZAQG3jm32jw1GdRfKkAlIiIKSf/nDWDL83JAbi0CmmfIX/dtE/zJkADkJT7T1gGZTwDfrpCX87QZCIxc7PuoVUD+6JfOAPzwCvDrBnnT98gXgGv+XGfNqktNLgDo0iIG20/ko7TC7nMj8N4zRe7lgWi1GnRKjsb+bP9r8/aeKUKr+IjGfQMwEREREfkzmIARz8tXMNPXBU43pwIT/l2z7fSe5vuLw01Y4OtlGrHRXZPhVAQ+2OW5+dbmcGLNnjPo0TLWfR3d2SIrfrtQVmXdFPySXYx92UXutOMXy/DD8XyMubrp3cFNRERERFRbTW7Ku2erONx0dQqWbfwV+WWVaJ0Qif/+lI3sQiuW3trNne/Rj/Zi58kCnFpykzttyrWt8eHuLNyzejfuH9QOep0Wb287gWZRRtw/qG1DNIeIiIiIqF41uQAAAF6c0B2pm8Lx8c9nUWy1o3NyNN6e1hf9vW68DCQqTI8PZ1yDRV8ewitf/wZFCFzTLgHP3NwFCVH+jxYlIiIiIvqjaZIBgMmgw5NjOuPJMZ2D5vnogWsDpqeYw/HaXb3rqmpERERERI1ak7sHgIiIiIiILh8DACIiIiKiEMIAgIiIiIgohDAAICIiIiIKIQwAiIiIiIhCCAMAIiIiIqIQwgCAiIiIiCiEMAAgIiIiIgohDACIiIiIiEIIAwAiIiIiohDCAICIiIiIKIQwACAiIiIiCiH6hq5AU1dWVgYA2LlzZwPXhIiIiKhpUsdR6riK6hYDgN/p4MGDAIAXXnihgWtCRERE1LSp4yqqWwwAfqcZM2YAADIyMhAVFVWn28rKysLs2bPx0ksvoVWrVnW6Lfp92FdNB/uq6WBfNR3sq6ajsfRVWVkZDh486B5XUd3SCCFEQ1eCaubgwYPo2rUrDhw4gIyMjIauDlWDfdV0sK+aDvZV08G+ajrYV6GJNwETEREREYUQBgBERERERCGEAQARERERUQhhANCEJCYmYv78+UhMTGzoqtAlsK+aDvZV08G+ajrYV00H+yo08SZgIiIiIqIQwjMAREREREQhhAEAEREREVEIYQBARERERBRCGAAQEREREYUQBgBNgM1mw7x589CiRQuEh4ejf//+2LRpU0NXKyR888030Gg0AV87duzwyfvDDz9g4MCBiIiIQHJyMmbPno2ysjK/MtmfV0ZZWRnmz5+PUaNGIT4+HhqNBqtXrw6Y9/Dhwxg1ahSioqIQHx+PKVOm4OLFi375FEXBsmXL0LZtW5hMJnTr1g0ffPDB7yqTat5X06ZNC3isderUyS8v++rK2717Nx566CFkZGQgMjISrVq1woQJE3D06FG/vDymGlZN+4rHFAWjb+gK0KVNmzYNa9euxcMPP4yrrroKq1evxpgxY7BlyxYMHDiwoasXEmbPno2+ffv6pKWnp7v/v3fvXlx//fXo3Lkz/va3vyE7OxsrVqzAsWPHsGHDBp/12J9XRl5eHp577jm0atUK3bt3xzfffBMwX3Z2NgYPHgyz2YzFixejrKwMK1aswP79+7Fr1y4YjUZ33qeeegpLlizB/fffj759++Kzzz7DpEmToNFoMHHixMsqk2reVwAQFhaGt956yyfNbDb75WNfXXlLly7F999/j9tvvx3dunXDuXPn8Morr6BXr17YsWMHunbtCoDHVGNQ074CeExREIIatZ07dwoAYvny5e40q9Uq2rdvL6699toGrFlo2LJliwAg1qxZU22+0aNHi5SUFFFcXOxO++c//ykAiMzMTHca+/PKqaioELm5uUIIIXbv3i0AiFWrVvnl+/Of/yzCw8PF6dOn3WmbNm0SAMQbb7zhTsvOzhYGg0HMmjXLnaYoihg0aJBIS0sTDoej1mWSVNO+uvvuu0VkZOQly2Nf1Y3vv/9e2Gw2n7SjR4+KsLAwcdddd7nTeEw1vJr2FY8pCoYBQCM3Z84codPpfAaWQgixePFiAUBkZWU1UM1Cg3cAUFJSIux2u1+e4uJiodfrxZw5c3zSbTabiIqKEvfee687jf1ZN6obVCYlJYnbb7/dL71Dhw7i+uuvd//96quvCgDi4MGDPvnef/99AUBs27at1mWSv5oEAA6Hw+8Y8ca+ql+9evUSvXr1cv/NY6rxqtpXPKYoGN4D0Mj9/PPP6NChA2JiYnzS+/XrB0BeekJ1b/r06YiJiYHJZMKwYcOwZ88e97L9+/fD4XCgT58+PusYjUb06NEDP//8szuN/Vm/zp49iwsXLvj1DSDf86p9ExkZic6dO/vlU5fXtkyqvfLycsTExMBsNiM+Ph6zZs3yu5eGfVV/hBA4f/48mjVrBoDHVGNWta9UPKYoEN4D0Mjl5uYiJSXFL11Ny8nJqe8qhRSj0Yhbb70VY8aMQbNmzXDo0CGsWLECgwYNwg8//ICePXsiNzcXAIL207Zt29x/sz/r16X6pqCgADabDWFhYcjNzUXz5s2h0Wj88gGevqlNmVQ7KSkpmDt3Lnr16gVFUbBx40a89tpr+OWXX/DNN99Ar5dfWeyr+vPee+/h7NmzeO655wDwmGrMqvYVwGOKgmMA0MhZrdaAB5LJZHIvp7ozYMAADBgwwP33uHHjcNttt6Fbt2544oknsHHjRncfBOsn7z5if9avS/WNmicsLKzGfVObMql2XnjhBZ+/J06ciA4dOuCpp57C2rVr3Tcisq/qx5EjRzBr1ixce+21uPvuuwHwmGqsAvUVwGOKguMlQI1ceHg4bDabX3pFRYV7OdWv9PR03HLLLdiyZQucTqe7D4L1k3cfsT/r16X6xjtPTfumNmXS7/fII49Aq9Vi8+bN7jT2Vd07d+4cbrrpJpjNZqxduxY6nQ4Aj6nGKFhfBcNjigAGAI1eSkqK+5SbNzWtRYsW9V0lAtCyZUtUVlbCYrG4T4UG6yfvPmJ/1q9L9U18fLx7piolJQXnzp2DEMIvH+Dpm9qUSb9feHg4EhISUFBQ4E5jX9Wt4uJijB49GkVFRdi4caPfZxjAY6qxqK6vguExRQADgEavR48eOHr0KEpKSnzSd+7c6V5O9e/EiRMwmUyIiopC165dodfrfW4MBoDKykrs3bvXp4/Yn/UrNTUViYmJfn0DALt27fLrm/Lychw+fNgnX9W+qU2Z9PuVlpYiLy8PiYmJ7jT2Vd2pqKjA2LFjcfToUXz55Zfo0qWLz3IeU43HpfoqGB5TBIC/A9DY7dixw++58RUVFSI9PV3079+/AWsWGi5cuOCXtnfvXmEwGMS4cePcaaNGjRIpKSmipKTEnfbWW28JAGLDhg3uNPZn3aju0ZIPPvigCA8P93nE6ubNmwUA8frrr7vTzpw5E/Q52KmpqT7Pwa5pmeQvWF9ZrVaf40c1Z84cAUB8/PHH7jT2Vd1wOBxi3LhxQq/Xi3Xr1gXNx2Oq4dWkr3hMUXU0QlQ530ONzoQJE/DJJ5/gkUceQXp6Ot555x3s2rULX331FQYPHtzQ1ftDGz58OMLDwzFgwAAkJSXh0KFDePPNN2EwGLB9+3b3I9N++uknDBgwAF26dMGMGTOQnZ2NF198EYMHD0ZmZqZPmezPK+eVV15BUVERcnJy8Prrr+NPf/oTevbsCQD4y1/+ArPZjDNnzqBnz56IjY3FX//6V5SVlWH58uVIS0vD7t27fU5Xz507F8uXL8eMGTPQt29ffPrpp1i3bh3ee+89TJo0yZ2vNmWSdKm+KiwsRM+ePXHnnXeiU6dOAIDMzEysX78eo0aNwrp166DVek5as6+uvIcffhgrV67E2LFjMWHCBL/lkydPBlC795T9VDdq0lenTp3iMUXBNXQEQpdmtVrFY489JpKTk0VYWJjo27ev2LhxY0NXKySsXLlS9OvXT8THxwu9Xi9SUlLE5MmTxbFjx/zybtu2TQwYMECYTCaRmJgoZs2aFXD2hf155bRu3VoACPg6efKkO9+BAwfEiBEjREREhIiNjRV33XWXOHfunF95TqdTLF68WLRu3VoYjUaRkZEh3n333YDbrmmZJF2qrwoLC8XkyZNFenq6iIiIEGFhYSIjI0MsXrxYVFZW+pXHvrryhgwZErSPqg4XeEw1rJr0FY8pqg7PABARERERhRDeBExEREREFEIYABARERERhRAGAEREREREIYQBABERERFRCGEAQEREREQUQhgAEBERERGFEAYAREREREQhhAEAEREREVEIYQBARERERBRCGAAQEREREYUQBgBERA1o2bJl6NSpExRFabA6tGnTBtOmTWuw7TeEQ4cOQa/X48CBAw1dFSKiescAgIiatNWrV0Oj0QR8Pf744w1dvWqVlJRg6dKlmDdvHrTaP/7Hce/evTFz5syGrgYAoEuXLrjpppvw7LPPNnRViIjqnb6hK0BEdCU899xzaNu2rU9a165dG6g2NfOvf/0LDocDd955Z0NXpc7l5ubi559/xnPPPdfQVXF78MEHMWbMGBw/fhzt27dv6OoQEdUbBgBE9IcwevRo9OnTp0Z5KyoqYDQaG3zWfdWqVRg3bhxMJlOD1qM+bNiwASaTCcOHD2/oqrjdcMMNiIuLwzvvvNOoAhMiorr2xz/nTEQh7ZtvvoFGo8GHH36Ip59+GqmpqYiIiEBJSQkAYOfOnRg1ahTMZjMiIiIwZMgQfP/9937lfPfdd+jbty9MJhPat2+PN954AwsWLIBGo7msep08eRL79u3DDTfc4LdMURSsXLkSV199NUwmExITEzFq1Cjs2bMHADBkyBB07949YLkdO3bEyJEja1xWMEVFRXj44YfRsmVLhIWFIT09HUuXLvW7V+HDDz9E7969ER0djZiYGFx99dVYuXKlX3nr1q3DsGHDEB4eDgAYOnQounbtin379mHIkCGIiIhAeno61q5dCwDYunUr+vfvj/DwcHTs2BGbN2/2KU99748ePYrJkyfDbDYjMTERzzzzDIQQOHPmDG655RbExMQgOTkZL774ol+dDAYDhg4dis8++6za94KI6I+GAQAR/SEUFxcjLy/P5+Vt0aJFWLduHR577DEsXrwYRqMRX3/9NQYPHoySkhLMnz8fixcvRlFREYYPH45du3a5192/fz9GjBiBCxcuYMGCBZg+fTrmz5+PTz755LLr+8MPPwAAevXq5bfs3nvvdQ++ly5discffxwmkwk7duwAAEyZMgX79u3zu4F19+7d7gFxTcsKpLy8HEOGDMG7776LqVOn4qWXXsJ1112HJ554Ao8++qg736ZNm3DnnXciLi4OS5cuxZIlSzB06FC/AMput2Pz5s0YM2aMT3phYSFuvvlm9O/fH8uWLUNYWBgmTpyIjz76CBMnTsSYMWOwZMkSWCwW3HbbbSgtLfWr6x133AFFUbBkyRL0798fzz//PP7+97/jxhtvRGpqKpYuXYr09HQ89thj+Pbbb/3W7927Nw4cOOAOCImIQoIgImrCVq1aJQAEfAkhxJYtWwQA0a5dO1FeXu5eT1EUcdVVV4mRI0cKRVHc6eXl5aJt27bixhtvdKeNHz9emEwmcfr0aXfaoUOHhE6nE5f7Mfr0008LAKK0tNQn/euvvxYAxOzZs/3WUetZVFQkTCaTmDdvns/y2bNni8jISFFWVlbjsoQQonXr1uLuu+92/71o0SIRGRkpjh496rPO448/LnQ6ncjKyhJCCPHXv/5VxMTECIfDUW1bv/rqKwFAnDx50p02ZMgQAUC8//777rQjR44IAEKr1YodO3a40zMzMwUAsWrVKnfa/PnzBQAxY8YMd5rD4RBpaWlCo9GIJUuWuNMLCwtFeHi4TxtV77//vgAgdu7cWW0biIj+SHgGgIj+EF599VVs2rTJ5+Xt7rvvdl9+AgB79+7FsWPHMGnSJOTn57vPGlgsFlx//fX49ttvoSgKnE4nMjMzMX78eLRq1cq9fufOnX0utamt/Px86PV6REVF+aT/97//hUajwfz58/3WUS83MpvNuOWWW/DBBx9ACAEAcDqd+OijjzB+/HhERkbWuKxA1qxZg0GDBiEuLs7njMoNN9wAp9PpnkmPjY2FxWLxe6+rWr9+Pbp06YI2bdr4pEdFRWHixInuvzt27IjY2Fh07twZ/fv3d6er/z9x4oRf2ffdd5/7/zqdDn369IEQAvfee687PTY2Fh07dgy4flxcHAD4nTEiIvoj403ARPSH0K9fv2pvAq76hKBjx44BkIFBMMXFxbDZbLBarbjqqqv8lnfs2BHr16+/zBoHdvz4cbRo0QLx8fHV5ps6dSo++ugjbNu2DYMHD8bmzZtx/vx5TJkypdZlVXXs2DHs27cPiYmJAZdfuHABADBz5kz85z//wejRo5GamooRI0ZgwoQJGDVqlE/+devWYezYsX7lpKWl+QUiZrMZLVu29EsD5CVDVXkHZWpek8mEZs2a+aXn5+f7ra8GUJd7LwcRUVPEAICIQoL37D8A982sy5cvR48ePQKuExUVBZvNVif1SUhIgMPhQGlpKaKjo2u9/siRI9G8eXO8++67GDx4MN59910kJycHvKm4thRFwY033oi5c+cGXN6hQwcAQFJSEvbu3YvMzExs2LABGzZswKpVqzB16lS88847AOTNzkeOHMHrr7/uV45OpwtYfrB0dbB+qby1WV8NKqoGDEREf2QMAIgoJKnPfY+Jial20JyYmIjw8HD3GQNvv/7662Vvv1OnTgDkALlbt24+9crMzERBQUG1M/c6nQ6TJk3C6tWrsXTpUnz66ae4//77fQa/NS2rqvbt26OsrKxGwYTRaMTYsWMxduxYKIqCmTNn4o033sAzzzyD9PR0rFu3DmazGQMHDqzx9uvTyZMnodVq3UENEVEo4D0ARBSSevfujfbt22PFihUoKyvzW37x4kUAcqA9cuRIfPrpp8jKynIvP3z4MDIzM/3Wy8rKwpEjRy65/WuvvRYA/B7Heeutt0IIgYULF/qtU3UGe8qUKSgsLMQDDzyAsrIyn6f/1LYsbxMmTMD27dsDtq+oqAgOhwMA/C6p0Wq17mBGPXOyfv16jBgxAnp945xv+vHHH5GRkeG+zIiIKBQ0zk9kIqI6ptVq8dZbb2H06NHIyMjA9OnTkZqairNnz2LLli2IiYnBF198AQBYuHAhNm7ciEGDBmHmzJlwOBx4+eWXkZGRgX379vmUO3XqVGzdurXaATYAtGvXDl27dsXmzZtxzz33uNOHDRuGKVOm4KWXXsKxY8cwatQoKIqCbdu2YdiwYXjooYfceXv27ImuXbtizZo16Ny5s98jRWtTlrc5c+bg888/x80334xp06ahd+/esFgs2L9/P9auXYtTp06hWbNmuO+++1BQUIDhw4cjLS0Np0+fxssvv4wePXqgc+fOsFqt2LJlC/7xj3/Uqm/qi91ux9atWzFz5syGrgoRUb1iAEBEIWvo0KHYvn07Fi1ahFdeeQVlZWVITk5G//798cADD7jzdevWDZmZmXj00Ufx7LPPIi0tDQsXLkRubq5fAFAb99xzD5599llYrVafexRWrVqFbt264e2338acOXNgNpvRp08fDBgwwK+MqVOnYu7cuT43/3qrTVmqiIgIbN26FYsXL8aaNWvw73//GzExMejQoQMWLlzoni2fPHky3nzzTbz22msoKipCcnIy7rjjDixYsABarRZff/01bDYbRo8efdnvUV366quvUFBQUO2N4EREf0QacalpKiIiCmjBggVYuHDhJWf7gykuLka7du2wbNkyn8dW1sbKlSvxyCOP4NSpU35PxGloM2fOxJ49e3x+VK0xGT9+PDQaze/6QTcioqaIZwCIiBqI2WzG3LlzsXz5ckyfPh1abe1uyxJC4O2338aQIUMa3eAfAHr06BHw8Z+NweHDh/Hll19i7969DV0VIqJ6xwCAiKgBzZs3D/PmzavVOhaLBZ9//jm2bNmC/fv347PPPquj2v0+M2bMaOgqBNW5c2f3zcxERKGGAQARURNz8eJFTJo0CbGxsXjyyScxbty4hq4SERE1IbwHgIiIiIgohPB3AIiIiIiIQggDACIiIiKiEMIAgIiIiIgohDAAICIiIiIKIQwAiIiIiIhCCAMAIiIiIqIQwgCAiIiIiCiEMAAgIiIiIgohDACIiIiIiEIIAwAiIiIiohDCAICIiIiIKIQwACAiIiIiCiEMAIiIiIiIQggDACIiIiKiEMIAgIiIiIgohDAAICIiIiIKIQwAiIiIiIhCyP8H6dGzORWJD2gAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 768x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# MTF and OTF at FOCUSED PLANE\n",
    "\n",
    "strehlv2 = moe.metrics.strehl_ratio(np.abs(Exy.screen[:,:,-1] )**2, Exy, max([max(Exy.x), max(Exy.y)])*2, wavelength, focal_length, strehl_from_mtf=True, plot_MTF=True, plot_OTF=True )\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-09T15:19:49.794278Z",
     "start_time": "2025-10-09T15:19:49.077926Z"
    },
    "execution": {
     "iopub.execute_input": "2026-02-06T16:18:11.576094Z",
     "iopub.status.busy": "2026-02-06T16:18:11.575096Z",
     "iopub.status.idle": "2026-02-06T16:18:11.588536Z",
     "shell.execute_reply": "2026-02-06T16:18:11.586545Z",
     "shell.execute_reply.started": "2026-02-06T16:18:11.575594Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.29212416150744536, 0.8864939975294212)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "strehlv1, strehlv2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-09T15:19:49.794278Z",
     "start_time": "2025-10-09T15:19:49.077926Z"
    },
    "execution": {
     "iopub.execute_input": "2026-02-06T16:18:11.591025Z",
     "iopub.status.busy": "2026-02-06T16:18:11.590031Z",
     "iopub.status.idle": "2026-02-06T16:18:12.211301Z",
     "shell.execute_reply": "2026-02-06T16:18:12.210305Z",
     "shell.execute_reply.started": "2026-02-06T16:18:11.591025Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.873122566455672, 0.873122566455672)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 768x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 768x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "moe.metrics.strehl_ratio(np.abs(Exy.screen[:,:,-1])**2, screen, max([max(screen.x), max(screen.y)])*2, wavelength, focal_length, plot_MTF=True) ,\\\n",
    "moe.metrics.strehl_ratio(np.abs(Exy.screen[:,:,-1])**2, Exy, max([max(Exy.x), max(Exy.y)])*2, wavelength, focal_length, plot_MTF=True) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-09T15:19:55.682058Z",
     "start_time": "2025-10-09T15:19:49.802286Z"
    },
    "execution": {
     "iopub.execute_input": "2026-02-03T21:42:20.783497Z",
     "iopub.status.busy": "2026-02-03T21:42:20.782003Z",
     "iopub.status.idle": "2026-02-03T21:42:30.806009Z",
     "shell.execute_reply": "2026-02-03T21:42:30.805013Z",
     "shell.execute_reply.started": "2026-02-03T21:42:20.783497Z"
    }
   },
   "source": [
    "## Encircled energy "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-09T15:19:55.682058Z",
     "start_time": "2025-10-09T15:19:49.802286Z"
    },
    "execution": {
     "iopub.execute_input": "2026-02-06T16:18:12.212794Z",
     "iopub.status.busy": "2026-02-06T16:18:12.212296Z",
     "iopub.status.idle": "2026-02-06T16:18:21.791244Z",
     "shell.execute_reply": "2026-02-06T16:18:21.789751Z",
     "shell.execute_reply.started": "2026-02-06T16:18:12.212794Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Encircled energy')"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 768x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "center=(0,0)\n",
    "\n",
    "parray = np.linspace(0, aperture_width/2, 100)\n",
    "\n",
    "enarray = [moe.metrics.encircled_energy(Exy, p) for p in parray]\n",
    "enmax = moe.metrics.encircled_energy(Exy, 1.01)\n",
    "\n",
    "fig = plt.figure() \n",
    "\n",
    "plt.plot(parray, enarray/enmax)\n",
    "plt.ylim([0,1])\n",
    "plt.xlabel(\"Normalized radius\")\n",
    "plt.ylabel(\"Normalized energy\")\n",
    "plt.title(\"Encircled energy\")\n",
    "#plt.yscale(\"log\")\n",
    "\n",
    "#This is not exactly one, because other energy is lost to the square parts of the sensor \n",
    "\n",
    "\n",
    "#The energy plateus at 0.5e-6, so makes sense to use that as p "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-09T15:19:55.729631Z",
     "start_time": "2025-10-09T15:19:55.687052Z"
    },
    "execution": {
     "iopub.execute_input": "2026-02-06T16:18:21.792241Z",
     "iopub.status.busy": "2026-02-06T16:18:21.791742Z",
     "iopub.status.idle": "2026-02-06T16:18:21.826089Z",
     "shell.execute_reply": "2026-02-06T16:18:21.824596Z",
     "shell.execute_reply.started": "2026-02-06T16:18:21.792241Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2.2475668705149547e+21, 17.791244475210718, array([128, 128], dtype=int64))"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "XY=np.abs(Exy.screen[:,:,-1])**2\n",
    "\n",
    "\n",
    "largestpeak_height , largestpeak_width, position = moe.metrics.find_FWHM_2d(XY, prominence=0.5)\n",
    "\n",
    "largestpeak_height , largestpeak_width, position"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-09T15:19:55.949628Z",
     "start_time": "2025-10-09T15:19:55.734626Z"
    },
    "execution": {
     "iopub.execute_input": "2026-02-06T16:18:21.827085Z",
     "iopub.status.busy": "2026-02-06T16:18:21.826588Z",
     "iopub.status.idle": "2026-02-06T16:18:22.007793Z",
     "shell.execute_reply": "2026-02-06T16:18:22.005305Z",
     "shell.execute_reply.started": "2026-02-06T16:18:21.827085Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.patches.Circle at 0x227dfa60b50>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 768x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib.patches import Circle \n",
    "\n",
    "fig = plt.figure() \n",
    "\n",
    "plt.imshow(np.abs(XY))\n",
    "\n",
    "# Get image dimensions\n",
    "height, width = XY.shape\n",
    "\n",
    "# Add central circle\n",
    "circle = Circle((position[0], position[1]), radius=largestpeak_width/2, color='red', fill=False, linewidth=2)\n",
    "plt.gca().add_patch(circle)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-09T15:19:56.155624Z",
     "start_time": "2025-10-09T15:19:55.952636Z"
    },
    "execution": {
     "iopub.execute_input": "2026-02-06T16:18:22.008789Z",
     "iopub.status.busy": "2026-02-06T16:18:22.008291Z",
     "iopub.status.idle": "2026-02-06T16:18:22.242760Z",
     "shell.execute_reply": "2026-02-06T16:18:22.241765Z",
     "shell.execute_reply.started": "2026-02-06T16:18:22.008789Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 768x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "largestpeak_height , largestpeak_width, largestpeak_position = moe.metrics.find_FWHM_2d(np.abs(Exy.screen[:,:,-1])**2, prominence=0.5)\n",
    "\n",
    "\n",
    "from matplotlib.patches import Circle\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "ax.imshow(np.abs(Exy.screen[:,:,-1]),  origin='lower')\n",
    "\n",
    "# Draw the circle\n",
    "circle = Circle((largestpeak_position[0], largestpeak_position[1]),  # x, y\n",
    "                radius=largestpeak_width/2, color='red', fill=False, linewidth=2)\n",
    "ax.add_patch(circle)\n",
    "\n",
    "# Optional: mark the center\n",
    "#ax.plot(largestpeak_position[0], largestpeak_position[1], 'ro')  # center dot\n",
    "\n",
    "plt.title(\"Maximum Peak Highlighted\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-09T15:19:56.407623Z",
     "start_time": "2025-10-09T15:19:56.159645Z"
    },
    "execution": {
     "iopub.execute_input": "2026-02-06T16:18:22.244255Z",
     "iopub.status.busy": "2026-02-06T16:18:22.244255Z",
     "iopub.status.idle": "2026-02-06T16:18:22.650971Z",
     "shell.execute_reply": "2026-02-06T16:18:22.649477Z",
     "shell.execute_reply.started": "2026-02-06T16:18:22.244255Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.000128, 1.0, 1.0)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "##encircled energy at 1 FWHM \n",
    "\n",
    "one_fwhm = moe.metrics.encircled_energy(Exy, (width/2)*pixsize)/moe.metrics.encircled_energy(Exy, 1.01)\n",
    "\n",
    "##encircled energy at 0.5 FWHM \n",
    "\n",
    "half_fwhm = moe.metrics.encircled_energy(Exy, (width/2)*pixsize*0.5)/moe.metrics.encircled_energy(Exy, 1.01)\n",
    "\n",
    "\n",
    "(width/2)*pixsize, one_fwhm, half_fwhm \n",
    "#This is consistent with the plateauing that is seen in the encircled energy "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-09T15:19:56.407623Z",
     "start_time": "2025-10-09T15:19:56.159645Z"
    },
    "execution": {
     "iopub.execute_input": "2026-02-03T21:42:31.213720Z",
     "iopub.status.busy": "2026-02-03T21:42:31.212724Z",
     "iopub.status.idle": "2026-02-03T21:42:31.603510Z",
     "shell.execute_reply": "2026-02-03T21:42:31.602016Z",
     "shell.execute_reply.started": "2026-02-03T21:42:31.213720Z"
    }
   },
   "source": [
    "## Ensquared energy "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-09T15:19:56.407623Z",
     "start_time": "2025-10-09T15:19:56.159645Z"
    },
    "execution": {
     "iopub.execute_input": "2026-02-06T16:18:22.651966Z",
     "iopub.status.busy": "2026-02-06T16:18:22.651465Z",
     "iopub.status.idle": "2026-02-06T16:18:32.518150Z",
     "shell.execute_reply": "2026-02-06T16:18:32.517152Z",
     "shell.execute_reply.started": "2026-02-06T16:18:22.651966Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Ensquared energy')"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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n7tu3z/jb3/5mxMfHG2az2QgODjY6dOhgDB8+3Fi2bJnTvvZpQE81Nef27duNwYMHG6GhoUZAQIDRq1cv49NPPzWmT59uSKpwzpMlJCSccvpTAKhrJsOo4fx5AIAa2b9/v2JjYzVq1CjNnz/f1eWgDt1222165513tGPHDnXo0KHC9tzcXEVHRys8PFz79u2rsqcAAOoS//IAAFADNput0hmPvv76ay1evFidOnWq9OZfkl5//XXl5eVp/Pjx3PwDcBmeAQAAoAaKi4sVExOjSy+9VB07dpSPj4+2bdumlStXys/PT//3f//ntH92drZef/11paSk6I033lBUVJTGjx/vouoBgAAAAECN+Pr66u6779Y333yj9evXq6CgQM2aNdOwYcP0yCOP6Pzzz3fa//jx43r00UdlNpt1wQUX6LXXXlNwcLCLqgcAiWcAAAAAAA/CAEQAAADAgxAAAAAAAA9CAAAAAAA8CAEAAAAA8CAeNwtQXl6epk+frvXr12vDhg06fvy45s2bp9GjR1fr+KysLE2cOFHLli1TQUGBevbsqZdeekndu3evcS1ZWVlas2aNYmJiZDaba3w8AACAJ7NarTp06JD69u2rsLAwV5fTYHhcAMjIyNBTTz2lVq1a6bzzztPq1aurfazNZtPAgQO1detW/eMf/1CzZs00a9Ys9evXT//73//Url27GtWyZs0aDRo0qGZvAAAAAE4+/PBDXX/99a4uo8HwuAAQFRWl1NRUtWjRQps2bVKPHj2qfWxSUpJ+/PFHffDBBxo6dKgk6cYbb1T79u01ZcoUvfPOOzWqJSYmRlL5X9r4+PgaHQsAAODp9uzZo0GDBjnuqVA9HhcAzGazWrRoUatjk5KS1Lx5cw0ZMsTRFhERoRtvvFFvvfWWrFZrjYby2PeNj49X586da1UTAACAuykqKZPF17veXo+h1DXDQ8A1sHnzZnXv3l1eXs6/tp49e6qgoEC7du1yUWUAAACul5JVqCc/3qZez3+tjDyrq8tBFTyuB+BMpKamqk+fPhXao6KiJEmHDx9W165dKz02LS1N6enpTm179uw5+0UCAADUs+T0PP1nzV4t/SlFpTZDkvTm9/s08aqOLq4MlSEA1EBhYWGlXUwWi8WxvSqzZs3S1KlT66w2AACA+vZrSrZeX7NXy39JlWH80f6Xds3Ur0Ok6wrDKREAasDf319Wa8XurKKiIsf2qowfP17Dhg1zarM/uAIAANAQHM8v1trkTH23O0M/7MnQwWMFTtv7d26u8f3idV5MmGsKRLUQAGrAPoPQn9nboqOjqzw2MjJSkZEkYQAA0HAUl9r0vwPH9d3udH23O0O/Hs52+qRfkry9TLruvGjd0y9O7ZsHu6ZQ1AgBoAYSEhL03XffyWazOT0IvH79egUEBKh9+/YurA4AAODM7c/I15pd6fp2V7rWJmeqoLiswj5mHy/1jA3XxfHNNLBrlGLCA1xQKWqLAFCF1NRUZWdnKy4uTr6+vpKkoUOHKikpSUuXLnWsA5CRkaEPPvhA1157LVNQAQCABmtvep7+9cVOff7rkQrbTCapc3SI/tIuQpfEN9MFrZvU6zSfOLs8MgDMnDlTWVlZOnz4sCTpk08+0e+//y5Juu+++xQaGqpHH31UCxYs0L59+9SmTRtJ5QGgV69euv322/Xbb785VgIuKyvjAV8AANAgHcku0stf7dIH//tdZbY/xvc0DzHrL+0i1Kd9hC6Oa6qmQXzQ2Vh4ZAD417/+pQMHDjh+Xrp0qZYuXSpJGj58uEJDQys9ztvbW8uXL9c//vEPvfrqqyosLFSPHj00f/58dejQoV5qBwAAOBuO5hTpzR/2af4P+2UttUkq/6R/8Pnn6K6/tFXHFsEymUwurhJ1wWQYf36UA/Vl27Zt6tKli3799VdWAgYAAHXqSHaR1u/L1LrkTK1PPqbkjHyn7Zd3jNQ/ruqgji1CXFRhzXEvVTse2QMAAADQmBmGof2ZBdq475g27D+mjfuP6UBmQaX7XtC6iR65uqN6tAmv5yrhKgQAAACARsBmM/TFtiP6eOthbdx/XBl5FdcukiR/X29d0LqJerUNV++4ZureKoyhPh6GAAAAANCAlZbZ9MnPh/V/q/ZqT1pehe1BZh9d0LqJesaGq1fbcHU9J0x+Pl6VnAmeggAAAADQABWX2rRs8++atXqv0/CeEIuPLmnXTD3ahKtHm3CdGxUiby8+4ccfCAAAAAANxJHsIv2wJ0M/7MnQt7sznIb5NAsya2yfWN2W2FqBZm7xUDX+dgAAALipPGup1u7N1He70/X9ngwlp+dX2Cc61KK7+8XpxgtjWJwL1UIAAAAAcBOGYWjHkVyt2ZWuNTvTtenAMZWUVZyxPdjso8S2TXVl5+YalHAOY/pRIwQAAAAAFyooLtUPezL1zY6jWrUjXUdyiirs4+ftpQtaN9HF8U11UXwzdTsnVD7e3PSjdggAAAAA9Sy7sEQfbUnR19vTtDY5U8UnVuI9WZumAerbPkJ9O0SoV9umCvDjtg1nB3+TAAAA6olhGFryU4qeX75dmfnFTtv8fLx0UVxTXdohUn3bR6hNs0AXVYnGjgAAAABQD7an5uiJj37Vxv3HHW3NQ8y6rGNzXd4xUhfF8yk/6gd/ywAAAOpQblGJ/r1ytxas3a8yW/kDvZHBZj12TSdd2y2KVXhR7wgAAAAAZ1lmnlWrd6brmx1p+nZXunKtpZIkby+TRl/URg/+tZ2CLb4urhKeigAAAABwhmw2Q78eztaanen6ekeatv6eJeNPs3f2aNNETw/qoo4tQlxTJHACAQAAAKAW0nOt+m53ur7dla7vdmdUeKhXkkIsPurbIVIDurTQVV1aMNwHboEAAAAAUE2GYejHvZl65evd2rDvWKX7tG8epMs6NtdlHSPVvVUY8/XD7RAAAAAAqmFdcqZmrNxV4cY/2Oyji+ObqW+HCPVpH6FzwvxdVCFQPQQAAACAKhiGoU0Hjuvlr3bphz2ZjnZ/X2/dmthKV3VpoYSYMPnyKT8aEAIAAADACaVlNv2WmqON+49r475j2nTgmDLy/hjbb/H10sjebTS2T1s1CzK7sFKg9ggAAADAY+VZS7X54HFt3H9c/ztwTJsPZqmguKzCfn4+XrotsZXu6RenyGCLCyoFzh4CAAAA8BhHc4q0cf8xbdx3TBv3H9eOIzmyGZXvGxlsVo/YcF3YuokGdI1S8xBu/NE4EAAAAECjlZ5r1aodadqw/5g27j+mA5kFVe7bLjJIF7Zpoh5twtWjTbhaNvFn2k40SgQAAADQ6KTnWvWfNXv11roDspbaKmz38/bSeTGhuqB1uHq0aaILWjdRWICfCyoF6h8BAAAANBrH8os1+9u9WvjjARWW/DGWP9jso+6tm6hnbPmn+91ahsri6+3CSgHXIQAAAIAGrbTMpl8P5+iLbUe08Mf9yj/pId7ebZvqvsvjlRjbVN5eDOcBJAIAAABoYAzD0O60PP2wJ0M/7MnU+n2Zyi0qddrnwtZN9Pcr2+uiuGYuqhJwXwQAAADg1gzDUHJGvtbuzdTa5EytT850mpv/ZN1bhemhK9rrkvhmPMALVIEAAAAA3NLWQ1lauPaAvtudrrRca6X7NA8x6+K4Zuod11QXxzdTdJh/PVcJNDwEAAAA4DZsNkOrd6Vp9ppkrd93rML2JgG+6tW2qXrHNdVFcc0UFxHIJ/1ADREAAACAy+VZS7X8l1S98W2ydqflOdp9vEzq1yFSF8eX3/S3jwyWFw/zAmeEAAAAAOpVYXGZfkvN1s+/Z+uX37P1c0q29qbnyThpRd4gs49uTWyl2y9uo6hQhvUAZxMBAAAA1JncohL9djhHvx7O0baUbP16OFt70vJkMyrfv3mIWXdcHKtbElspxOJbv8UCHoIAAAAAzor0XKu2Hc7WtsM5+u1wjrYdztb+zIJTHtMkwFfdWoapW8tQndcyTH3aR8jPx6ueKgY8EwEAAADU2sHMAi356Xd9uCVFB6pxs9/lnNDyr+hQdWsZqpZN/HmIF6hnBAAAAFAj+Sce2E363++VztQjSVGhFnWODlGnqBDHTX9UqIWbfcANEAAAAECVikrKtPtonn5Lzdb21Fz9lpqjX37PVmFJmdN+3VqG6uouUep6Tqg6RYcoPNDPRRUDOB0CAAAAkGEYOppj1fYjOdqemqMdqbnanpqj5Ix8lVXxxG6zID8NPv8c3XBBS3VsEVLPFQOoLQIAAAAeqsxmaF1ypj7eclhfbT+qzPziU+5v9vFShxbB6hQVois6NVef9hHy9eaBXaChIQAAAOBBDMPQlkNZ+mjLYX32S6rSc62V7tc8xKxzo0LUsUWIzo0KVufoELVpGigfbviBBo8AAABAI1RaZtPhrCLtTc/TnrQ8x5970vOUVVDitK+vt0l920eqV9twdYoKUccoxvADjRkBAACABirfWqqUrEL9frxAh44Van9mvvZn5OtAZoEOHS9QSVkVq21JMpmk3m2b6vqEaF3VOUqhASy6BXgKAgAAAG4u31qqn3/P1pZDWfolJUsHjxXo9+OFFT7JP5VQf1/FRwYpPiJInaJDdFWXFmoeYqnDqgG4KwIAAABuwFpapqPZVh3JKSr/yi7U3rR8bf09S7uO5qqKiXicWHy91KZpoFo3DVCbZoFqHR6othGBio8MUtNAP+bgByCJAAAAQL0wDEN70/O07XCOUrOLdDirUIezipSaXagj2UWnnYHHLjrUovjmwTonzF8tm5z8FaDIYDM3+QBOiwAAAEAdKCmzadvhHG3cd0wb9h/Tpv3HdLwGQ3YkKdjso64tQ5UQE+b4imTYDoAzRAAAAKCG8q2lSsu1Ki2nSGm5Vh3NKdKR7CKl2v/MKtTRXGuVC2hJUpDZR9FhFkWF+is6zKIWIf6KCrWoeail/M8Qi0IsPnyiD+CsIwAAAHBCmc1QyvFCJWfk6dCxAqXnFSszz6rMvGJl5FmVmV+s9Fyr8qylNTpvVKhFPdqEq0dsuM6PCVOrpgEKsTDrDgDXIAAAABotm81QrrVUuUUlyiksVU5RibILS5RT6PxnSlaR9mXk6eCxU0+deSpmHy9FhVrUItSi6FB/NQ+1qH3zIPVoE65zwvz5JB+A2yAAAAAalJIym3KLSpVTWKKcohJlFZToSHaRUrIKyx+szS5/uDYjr/yTeqN29/MOTQJ81SzIrKZBfmoaZFZEkFkRwWY1D7EoMtisyBCzmgdbFBbgy00+gAaBAAAAcIkym6HU7EIdzbEqu7BY2YXlN/PZhX985RT++edSFZaUnbUaTKbyB20jgs1qGxGk2GaBjq82TQPVLMhPPt5eZ+31AMAdEAAAAGdFcalNedZS5VtLlVtUPuwmt6hUudYS5RWVKqeofNXaQ8cKdPBYgQ5nFdZ6uE1VIoPNig7z1zlh/ooINivE31chFh+FWHwV4u+jYIuvQv3Lv0Isvgq2+MjLi0/tAXgWAgAAwKHMZjhu4guKS5VnLVP+iZ9zikqVlluktByr0nOtSsstUnquVTlFpcorKlVxme2s1RFs9im/eff3Vai/j+OGPcRx816+PdhS/n2LE2PvzT7eZ60GAGisCAAA0AiV2Qyl5RbpcFb5glOp2YU6XlD+SXzeiU/o86wlJ272y5RbVH6TfzaH11Qm1N9XrcID1Co8QC3D/dUqPEDRof4KCyi/sQ8L8FOIxYdhNwBQhwgAAODGbDZDGflWpeVYHWPic04MrSn/vnxmm5zCP4bcZBUUn3YO+jMRZPZRZLBZzYLNigw2KyzAV0FmXwWZvRVk9lGg2UdB5vLhNsEWHwVbfBR0YhiOxZdP6AHA1QgAAFBHbDZDhSVlKiguU1FJmeP7wuIyFZaUqrDYpvziUhVYS1VQUqYCa5nyi0t1LL9YqVlFOpxdqKM5RWdtnLyPl0nBlpNv0P/43v4VeNKfgRVu6Msflg3w438dANCQ8a84AFRTcalNWYXFyioo0bH8YmXmFSs1u1BHsot05MQKsEdyik6Mny+TtfTsjYmvin2sfPBJD7qGWHzVPNSi6DB/RTv+9FeIP6vKAgAIAACgMpuhA5n52p1WvvprxonVX4/lFysjv/z7rIKSGq/+WlNeJinQr/yGPjrMoqhQf0WFWRQVYlGLUH81CTjx0Kt/+T5BfsxgAwCoOQIAgEbJMAxZS22O8fLZhSXKLihxfIJ/vKBE+zPytetorpIz8lV8Bp/Wm328ymehCSmfiSbE4it/P2/5+3rL389bAX7esviW//nH9z7yP9EWaPZRgJ+3zD5efEIPAKhzBAAAbq+kzKajJ4bYpGYXKTW7UOm5VsdsNvknZrLJs9pnuCn/tL62Y+d9vU1qGmhWeKCfmgb5KTyw/KtJgJ+aBJTPVNMkoLwtKpQVYAEADQsBAEC9M4zyuebTcu3zyVuVllOk9DyrsvJLdKygWFkFxTpeUKKsgmJl5hfLqIMJbVqEWNSueZDaNw9W++ZBio8MVlxEoEL9uaEHADReBAAAdc4wDB3ILNDa5Ez9uDdT65IzlZ5rPaNzWny9FGzxVdCJ4TMnz2ZTPvXkH1NQBlt8FObvp9AAX4Ux1zwAwMMRAACcVYXFZdqfma8Dmfnal1GgXUdztS45U6nZRac91tfbdGKYjZ/CAnwVHuinsAA/RQT5KSrMXy1CLYoKLX84NsTCjDYAANQGAQBAjWUVFGt/ZoEOHivQwcx8HTjx/YHMAh3JOfWNfliAr3rFNlW3mFA1D7YoMsSsyGCLY0EpbuoBAKhbBAAAp5RTVKJff8/WzynZ+vn3LG09lK2UrMJqHx8e6KfurcLUq21T9Y5rqnNbhDB1JQAALkQAADyIzWboeEGx0vOsOp5f4njQ9viJh27t02NmFRQrq7D8z4y84tOet1mQn1qFB6h100C1aRqoNs0Cyv9sGqjQAN96eGcAAKC6CABAI2QYhn5JydZnv6TqYGaBjuYU6WiOVWm5RbWeGlMqnzWnW8tQdWsZqvjIILUKD1SrpgEKMvNPCQAADQX/1wYakbScIi3bnKKk//2u3Wl5NTrW7OPlePg2LMDX8X1ksEVdzym/6Y8MsdRR5QAAoL4QAIAGLjW7UN/tztDyX1L17a502U76gN9kkmKbBapFiEXNHV9mRQSbFR5QPsNOk8Dym32Lr7fr3gQAAKg3BACggcktKtG65GP6fne6vt+Tob3p+RX2iYsI1A0XtNTg889RVKi/C6oEAADuigAAuDnDMLQ3PV+rdqTpmx1p2rj/mEptFcfxh/r76ppuURp6QUslxIQxnSYAAKgUAQBwU7+mZCvpf7/rmx1pOnisoMJ2X2+Turdqor+0a6ZL2kWo6zmh8mZ6TQAAcBoEAMDN7D6aqxkrd+nzX49U2BYT7q/LOkSqX4dI9YwNVyCz7wAAgBri7gFwEwcy8/XyV7v14ZYUGSdG+Hh7mdSjTRNd1jFSl3WMVFxEEEN7AADAGfFydQH1zWq1atKkSYqOjpa/v78SExO1cuXKah371Vdf6dJLL1WzZs0UFhamnj17atGiRXVcMRqrfGup/nfgmBatO6CHFm/R5S+t0bLN5Tf/XiZpSPdz9M3DffXe2N4a2ydO8ZHB3PwDAIAz5nE9AKNHj1ZSUpIefPBBtWvXTvPnz9eAAQO0atUqXXLJJVUe9/HHH2vQoEHq3bu3nnzySZlMJr3//vsaOXKkMjIy9NBDD9Xju0BDYRiGjheUaF9GvvZn5GtfRr72pudpe2qODhwrcHzSf7KBXaP00BXtFB8ZXP8FAwCARs9kGJXdgjROGzZsUGJioqZPn64JEyZIkoqKitSlSxdFRkbqxx9/rPLYK6+8Utu2bVNycrLMZrMkqbS0VB07dlRgYKC2bt1a43q2bdumLl266Ndff1Xnzp1r96bgFrILnW/yD2Tma19mgfZn5Cu7sOS0xwf6eevi+Ga6//J26nJOaD1UDABAw8e9VO14VA9AUlKSvL29NXbsWEebxWLRmDFjNHnyZB06dEgxMTGVHpuTk6MmTZo4bv4lycfHR82aNavzuuG+fvk9Wy9/tUtf70ir1v4mk3ROmL86tghRp6hgdYoO0blRIYppEiAvZvABAAD1wKMCwObNm9W+fXuFhIQ4tffs2VOStGXLlioDQL9+/TRt2jQ9/vjjGjVqlEwmk9555x1t2rRJ77//fp3XDvfya0q2Xv5qt77afrTS7VGhFrVpGqg2zQIV2yxAsc2CFNssQDHhATL7sOIuAABwHY8KAKmpqYqKiqrQbm87fPhwlcc+/vjj2rdvn5599lk988wzkqSAgAAtWbJE119//WlfOy0tTenp6U5te/bsqUn5cAPbDmfrla9268vf/rjx9/EyadiFLdW3faRimwWqddMAWXy5yQcAAO7JowJAYWGh0xAeO4vF4theFbPZrPbt22vo0KEaMmSIysrKNGfOHA0fPlwrV65Ur169Tvnas2bN0tSpU8/sDcAlDMPQ2uRMzV6TrDW7/ghxPl4mDb2gpf52abxiwgNcWCEAAED1eVQA8Pf3l9VqrdBeVFTk2F6Ve++9V+vWrdNPP/0kL6/y2VNvvPFGde7cWQ888IDWr19/ytceP368hg0b5tS2Z88eDRo0qIbvAvWlzGZoxa9HNPvbvfr592xHu7eXSTd0P0f3XtpOrZpy4w8AABoWjwoAUVFRSklJqdCempoqSYqOjq70uOLiYs2dO1cTJ0503PxLkq+vr66++mrNnDlTxcXF8vPzq/K1IyMjFRkZeYbvAPXBMAwt/+WIXvxihw5kFjjaLb5euunCGN35l7Z84g8AABosjwoACQkJWrVqlXJycpweBLZ/ep+QkFDpcZmZmSotLVVZWVmFbSUlJbLZbJVuQ8Pz+/ECPfHRNn1z0qw+TQJ8NeqiNhrZu43CA6sOeQAAAA2BR60EPHToUMfYfTur1ap58+YpMTHRMQPQwYMHtWPHDsc+kZGRCgsL07Jly1RcXOxoz8vL0yeffKKOHTuecvgQ3F9pmU3//S5ZV/77W8fNf3ign6Ze11k/PnK5Hvxre27+AQBAo+BRPQCJiYkaNmyYHn30UaWlpSk+Pl4LFizQ/v37NXfuXMd+I0eO1Jo1a2RfI83b21sTJkzQY489pl69emnkyJEqKyvT3Llz9fvvv+utt95y1VvCWfBrSrYeWfqzfk3JcbQNvaClJg84l5t+AADQ6HhUAJCkhQsX6vHHH9eiRYt0/PhxdevWTZ9++qn69OlzyuP++c9/KjY2Vq+88oqmTp0qq9Wqbt26KSkpSTfccEM9VY+zbV9Gvob9Z60KS8qHcLVpGqDnBnfVRfEs8AYAABonk2H/mBv1juWrXcswDA2fu14/7MmUJN17abzuvSyeOfwBAGgguJeqHY/rAQDsPtyS4rj5vy2xlSb07+DiigAAAOqeRz0EDNgdzy/W059ulyQ1CzJr4lUdXVwRAABA/SAAwCO98PkOHcsvn9FpyrWdFOrv6+KKAAAA6gcBAB5nfXKmFm86JEnq2z5C13SLcnFFAAAA9YcAAI9iLS3T5GW/SCpf2feZQV1kMplcXBUAAED9IQDAo8xek6y96fmSpAcub6+Y8AAXVwQAAFC/CADwGHvScjVz1R5JUofmwbrzL7EurggAAKD+EQDgEVbvTNPQ/6xVcalNkvTckK7y9eavPwAA8DysA4BGzWYz9Oo3u/XK17tlX/Lu/svb6YLWTVxbGAAAgIsQANBoHc8v1oOLt2jNrnRJkr+vt164oauuTzjHxZUBAAC4DgEAjdLWQ1ka//ZPSskqlCS1jQjUf4ZfoPbNg11cGQAAgGsRANCo5BSVaMaXu7Rw7X7ZTgz5GdC1hV4cep6CzPx1BwAA4I4IjYJhGFq2OUXPLd+hjDyrJMnHy6RHru6oMZfEMtc/AADACQQANHjbU3P0xEe/auP+4462xNhwPXV9F3VowZAfAACAkxEA0CAVlZTp6+1p+uB/h/TtrnTHcJ+IYLMeG3iurjsvmk/9AQAAKkEAQINhGIZ+ScnWB5t+18dbDyu7sMSxzdvLpNEXtdGDf22nYIuvC6sEAABwbwQANAi7juZq8tJftOnAcaf2EIuPrkuI1sjebZjhBwAAoBoIAHBrRSVlmrVqj15fs1clZeXjfLxM0l/aRWjoBS11Rafmsvh6u7hKAACAhoMAALe1PjlTjy77Rcnp+ZLKb/xvvzhWd/2lrVqEWlxcHQAAQMNEAIDbKSwu01Of/qZ3Nxx0tHWODtELQ7qpa8tQF1YGAADQ8BEA4FaKSsp018JN+n5PhiTJ4uulh/7aXmMuiZWPt5eLqwMAAGj4CABwGyVlNv3t7Z8cN/892jTRS8MS1KppgIsrAwAAaDwIAHALZTZDDy7eoq93pEmSesaGa8HtPeXvxwO+AAAAZxNjKuByNpuhiUk/67OfUyVJ58WE6c3RPbj5BwAAqAMEALiUYRh64uNfteSn3yVJ50aFaOHtPRVkpnMKAACgLhAA4FIzVu7SW+vKZ/uJjwzSojE9FRrASr4AAAB1hQAAl0nNLtSs1XslSa2bBujtOxPVLMjs4qoAAAAaNwIAXOatdQdUZitf3feVm89X8xAW9wIAAKhrBAC4RFFJmd5ZXz70p3urMCXEhLm2IAAAAA9BAIBLfLzlsI4XlEiSRl8c6+JqAAAAPAcBAPXOMAzN+3G/JKl5iFlXd2nh2oIAAAA8CAEA9W7DvmPanpojSRrRq7V8vflrCAAAUF+480K9m/fDfkmSn4+XbunZyrXFAAAAeBgCAOrV78cL9OVvRyRJ158XraZM+wkAAFCvCACoV4vWHdCJmT816qI2Lq0FAADAExEAUG8Kikv13oZDkqSebcLV5ZxQF1cEAADgeQgAqDcfbj6s7MLyqT9vv7iNa4sBAADwUAQA1AvDMDT/x32SpOhQi67o1NzFFQEAAHgmAgDqxfp9x7TraJ4kaUTvNvJh6k8AAACX4C4M9eKX37Md399wwTkurAQAAMCzEQBQL9JyiySVz/0fwdSfAAAALkMAQL1Iz7VKkiKCzDKZTC6uBgAAwHMRAFAv0vNOBIBgPv0HAABwJQIA6oW9ByCSAAAAAOBSbhcAiouLXV0C6kBaLj0AAAAA7sDtAkCLFi00duxYfffdd64uBWeJtbRMWQXlC4ARAAAAAFzL7QLA0KFDtWTJEvXr109t2rTRY489pu3bt7u6LJyBzLw/enUIAAAAAK7ldgFgzpw5OnLkiJKSknThhRfqpZdeUpcuXXThhRfqlVde0dGjR11dImrIPv5fkiKDLS6sBAAAAG4XACTJ19dXgwcPVlJSko4ePao5c+YoNDRUDz/8sGJiYjRgwAC98847KiwsdHWpqIa0kwIAPQAAAACu5ZYB4GQhISEaM2aMpk2bpsGDB6u0tFQrVqzQ8OHD1aJFC/3jH/9Qfn6+q8vEKaQTAAAAANyGj6sLOJV9+/bp7bff1ttvv61du3apadOmuvfeezVy5Ej5+flpzpw5evXVV5WcnKwlS5a4ulxU4eQA0CzIz4WVAAAAwO0CQGZmphYvXqy33npL69evl5+fn6655hq9+OKLuvrqq+Xj80fJM2fOVExMjJ566ikXVozTSc8rkiSFBfjK7OPt4moAAAA8m9sFgKioKJWWlqp3796aNWuWbrrpJoWFhVW5f+fOnRUZGVl/BaLG7D0AEUEM/wEAAHA1twsAkydP1ogRIxQXF1et/a+55hpdc801dVwVzgSLgAEAALgPtwsATz75pKtLwFmWTgAAAABwG24XAL799ttTbjeZTLJYLGrZsqWioqLqqSrUlmEYjgAQSQAAAABwObcLAP369ZPJZKrWvu3atdPUqVN100031XFVqK1ca6mspTZJ9AAAAAC4A7cLACtWrNCkSZNktVp11113KT4+XpK0e/du/fe//5W/v78ee+wxHThwQLNnz9att94qb29vDR061MWVozJpOawBAAAA4E7cMgBYLBbHFKAnGz9+vPr166d169Zp2rRpuvvuu3XhhRdq2rRpBAA35bQIWJDFhZUAAABAcsOVgN9++23deuutFW7+Jclisei2227TggULHD8PHz5cv/32W32XiWpKz/sjAESG0AMAAADgam4XAPLz83X06NEqt6empiovL8/xc1hYmLy9WVzKXTn3ABAAAAAAXM3tAsBll12ml19+WZ9++mmFbZ988oleeeUVXXbZZY62LVu2qE2bNvVYIWoiLbd8FWBfb5NC/X1dXA0AAADc7hmAmTNn6tJLL9X111+vc845x7Eg2N69e5WSkqLWrVvrtddekyQVFRXp4MGDuvPOO11ZMk7B3gPQLMgsL6/qze4EAACAuuN2AaBVq1b65Zdf9J///EdffPGFDhw4IEk699xz9eCDD2rcuHEKDAyUVP4MwPLly11ZLk6DNQAAAADci1sFgKKiIs2ZM0cJCQn6+9//rr///e+uLglniFWAAQAA3ItbPQNgsVg0adIk7dy509Wl4CzJyCMAAAAAuBO3CgCS1KVLF+3fv9/VZeAsKC2zKTO/WJIUEcwaAAAAAO7A7QLAs88+q9mzZ+urr75ydSk4Q5n5xTKM8u/pAQAAAHAPbvUMgFQ+C1B4eLj69++v2NhYxcbGyt/f32kfk8mkjz76yEUVorpYAwAAAMD9uF0A+Pnnn2UymdSqVSuVlZVpz549FfYxmZhOsiFwCgD0AAAAALgFtwsAjP9vPOyLgElMAwoAAOAu3O4ZADQe9AAAAAC4H7cMAGVlZXrvvfc0btw4DR48WL/88oskKTs7W0uXLtXRo0ddXCGqwx4Agi0+svh6u7gaAAAASG4YALKysnTxxRfr1ltv1bvvvquPP/5Y6enpkqSgoCDdf//9euWVV1xcJaojnTUAAAAA3I7bBYBHHnlE27Zt0xdffKHk5GQZ9nkkJXl7e2vo0KFavnx5rc9vtVo1adIkRUdHy9/fX4mJiVq5cmW1j1+8eLF69+6twMBAhYWF6aKLLtI333xT63oas7Sc8gDA+H8AAAD34XYB4MMPP9R9992nK664otLZftq3b39GDwqPHj1aM2bM0G233aZXXnlF3t7eGjBggL7//vvTHvvkk0/qlltuUUxMjGbMmKFnnnlG3bp1U0pKSq3racz+6AFgETAAAAB34XazAGVnZys2NrbK7SUlJSotLa3VuTds2KD33ntP06dP14QJEyRJI0eOVJcuXTRx4kT9+OOPVR67bt06PfXUU3rppZf00EMP1er1PY39GQDWAAAAAHAfbtcDEBcXp59++qnK7V9++aU6depUq3MnJSXJ29tbY8eOdbRZLBaNGTNGa9eu1aFDh6o89uWXX1aLFi30wAMPyDAM5eXl1aoGT5FvLVVBcZkkngEAAABwJ24XAO688069+eabWrx4sWP8v8lkktVq1T//+U+tWLFC48aNq9W5N2/erPbt2yskJMSpvWfPnpKkLVu2VHns119/rR49eujVV19VRESEgoODFRUVpZkzZ9aqlsYu7aQpQHkGAAAAwH243RCgBx54QNu2bdMtt9yisLAwSdKtt96qzMxMlZaWaty4cRozZkytzp2amqqoqKgK7fa2w4cPV3rc8ePHlZGRoR9++EHffPONpkyZolatWmnevHm677775Ovre9pQkpaW5pjNyK6yVY4bC9YAAAAAcE9uFwBMJpPeeOMNjRo1SklJSdq9e7dsNpvi4uJ04403qk+fPrU+d2FhoczmijejFovFsb0y9uE+mZmZeu+993TTTTdJkoYOHaquXbvqmWeeOW0AmDVrlqZOnVrr2hsaAgAAAIB7crsAYHfJJZfokksuOavn9Pf3l9VqrdBeVFTk2F7VcZLk6+uroUOHOtq9vLx00003acqUKTp48KBatWpV5WuPHz9ew4YNc2rbs2ePBg0aVNO30SCk5xY5vicAAAAAuA+3DQB1ISoqqtIpO1NTUyVJ0dHRlR4XHh4ui8WisLAweXs7r2gbGRkpqXyY0KkCQGRkpGNfT2CfAtTby6TwAD8XVwMAAAA7t3sI2DAMzZ49Wz179lSzZs3k7e1d4cvHp3a5JSEhQbt27VJOTo5T+/r16x3bK+Pl5aWEhASlp6eruLjYaZv9uYGIiIha1dRY2RcBaxbkJy+vius5AAAAwDXcrgdg4sSJmjFjhhISEjR8+HA1adLkrJ176NCh+te//qU5c+Y41gGwWq2aN2+eEhMTFRMTI0k6ePCgCgoK1LFjR8exN910k9atW6cFCxborrvuklQ+dOjtt99Wp06dquw98FR/LALG8B8AAAB34nYBYMGCBbrhhhv0/vvvn/VzJyYmatiwYXr00UeVlpam+Ph4LViwQPv379fcuXMd+40cOVJr1qxxTEMqSePGjdN///tf/e1vf9OuXbvUqlUrLVq0SAcOHNAnn3xy1mtt6FgEDAAAwD25XQAoLCzUX//61zo7/8KFC/X4449r0aJFOn78uLp166ZPP/30tLML+fv765tvvtHEiRP15ptvKj8/XwkJCfrss8/Uv3//Oqu3obIHgMhgi4srAQAAwMncLgBcfvnl2rhxo9NqvWeTxWLR9OnTNX369Cr3Wb16daXtkZGRmj9/fp3U1ZiU2QxlMAQIAADALbndQ8CzZs3SunXr9NxzzykzM9PV5aAWjuUXy3Zi9BQBAAAAwL24XQDo0KGDkpOT9fjjjysyMlKBgYEKCQlx+goNDXV1mTgFFgEDAABwX243BOiGG26QycS0kQ2ZfQYgSYokAAAAALgVtwsAjLFv+NJyWAUYAADAXbndECA0fCf3ADRjGlAAAAC34pYB4ODBg7r77rvVoUMHNWnSRN9++60kKSMjQ/fff782b97s4gpxKvZnAAL9vBVodrtOJgAAAI/mdndnv/32m/7yl7/IZrMpMTFRe/bsUWlpqSSpWbNm+v7775Wfn++0cBfci2MNgBDWAAAAAHA3bhcAJk6cqLCwMK1bt04mk0mRkZFO2wcOHKjFixe7qDpURxqrAAMAALgttxsC9O233+qee+5RREREpbMBtWrVSikpKS6oDNWVcSIANAv2c3ElAAAA+DO3CwA2m00BAQFVbk9PT5fZzCfL7sowDB3OLpQkRYX6u7gaAAAA/JnbBYDu3bvrs88+q3RbaWmp3nvvPfXq1aueq0J1HS8oUVGJTZIUHUYAAAAAcDduFwAeffRRrVixQvfcc49+/fVXSdLRo0f11Vdf6corr9T27dv1yCOPuLhKVCXleKHj+3PCeAgYAADA3bjdQ8BXX3215s+frwceeEBz5syRJA0fPlyGYSgkJEQLFy5Unz59XFwlqpKSdXIAqHooFwAAAFzD7QKAJI0YMUJDhgzRypUrtXv3btlsNsXFxal///4KDg52dXk4hcMnBYBoegAAAADcjlsGAEkKDAzUoEGDXF0GasgeACy+XgoPZBYgAAAAd+N2zwCgYbMPAYoO8690GlcAAAC4FgEAZ5W9B+AcZgACAABwSwQAnFUpWUWSpGjWAAAAAHBLBACcNUUlZcrIK18FmDUAAAAA3BMBAGdNanaR4/tzmhAAAAAA3BEBAGcNU4ACAAC4P5dPAxobG1vj2WJMJpP27t1bRxWhtpwXAaMHAAAAwB25PAD07du3QgDYtGmTtm3bpk6dOqlDhw6SpJ07d+q3335Tly5ddMEFF7iiVJxGyvE/AkCLUHoAAAAA3JHLA8D8+fOdfv7www/14YcfauXKlbr88sudtq1cuVI33nijnn766XqsENVlHwIUGWyW2cfbxdUAAACgMm73DMATTzyh++67r8LNvyRdccUVuvfee/XYY4+5oDKczuHsPxYBAwAAgHtyuwCwe/duNW3atMrtTZs2Zfy/m7IPAWL8PwAAgPtyuwAQFxenefPmKS8vr8K23Nxcvfnmm2rbtq0LKsOp2GyGDp+YBpQpQAEAANyXy58B+LNnnnlGQ4cOVceOHTV69GjFx8dLKu8ZWLBggY4ePaoPPvjAxVXizzLzi1VcapMkRfMAMAAAgNtyuwAwaNAgLV++XJMmTdJzzz3ntC0hIUFz585V//79XVQdquK8BgA9AAAAAO7K7QKAJF155ZW68sordeTIER04cECS1Lp1a7Vo0cLFlaEqKQQAAACABsEtA4BdixYtuOlvIE7uAWjJMwAAAABuy+0eApakgwcP6u6771aHDh0UHh6ub7/9VpKUkZGh+++/X5s3b3Zxhfgzew9AgJ+3Qv19XVwNAAAAquJ2PQC//fab/vKXv8hmsykxMVF79uxRaWmpJKlZs2b6/vvvlZ+fr7lz57q4UpzMPgVodJh/hZWdAQAA4D7cLgBMnDhRYWFhWrdunUwmkyIjI522Dxw4UIsXL3ZRdagKi4ABAAA0DG43BOjbb7/VPffco4iIiEo/SW7VqpVSUlJcUBlO5XDWiTUACAAAAABuze0CgM1mU0BAQJXb09PTZTab67EinE5hcZmO5RdLks4JYw0AAAAAd+Z2AaB79+767LPPKt1WWlqq9957T7169arnqnAqTAEKAADQcLhdAHj00Ue1YsUK3XPPPfr1118lSUePHtVXX32lK6+8Utu3b9cjjzzi4ipxspOnAGUIEAAAgHtzu4eAr776as2fP18PPPCA5syZI0kaPny4DMNQSEiIFi5cqD59+ri4SpyMVYABAAAaDrcLAJI0YsQIDRkyRCtXrtTu3btls9kUFxen/v37Kzg42NXl4U/sQ4BMJqlFKM8AAAAAuDO3DACSFBgYqEGDBrm6DFSDPQA0D7bI19vtRpUBAADgJG53t9a2bVv17t1bO3furHT7Rx99pLZt29ZzVTgV+xCgc5ow/AcAAMDduV0A2L9/v3766Sf17NlTH374YYXteXl5OnDgQP0XhirZ1wBg/D8AAID7c7sAIEkzZsxQnz59dMMNN+jxxx93dTk4BZvNUKpjFWDG/wMAALg7twwATZo00SeffKIpU6bo+eef18CBA5Wdne3qslCJ9DyrSsoMSUwBCgAA0BC4ZQCwe+KJJ/Tpp59q/fr16tGjh7Zt2+bqkvAnKawBAAAA0KC4dQCQpKuuukobN25UYGCgevXqpY8++sjVJeEkKcdZAwAAAKAhcfsAIEmxsbFau3athgwZoqSkJFeXg5OwCBgAAEDD4nbrAKxatUrnnntuhXaLxaIFCxboxhtvVEZGhgsqQ2XsASDY7KNQf18XVwMAAIDTcbsA0Ldv31NuHzhwYD1VgupIYQpQAACABsXlAWDhwoWSpBEjRshkMjl+PhWTyaQRI0bUdWmoBvtDwEwBCgAA0DC4PACMHj1aJpNJN998s/z8/DR69OjTHkMAcB+HHQGAHgAAAICGwOUBYN++fZIkPz8/p5/h/vKspcouLJEkndOEAAAAANAQuDwAtG7d+pQ/w32lsgYAAABAg9MgpgGFe/qdKUABAAAaHJf3AFx22WU1PsZkMunrr7+ug2pQE0ezixzftwjhIWAAAICGwOUBwGazyWQy1egYwzDqqBrUxNEcq+P7yBCzCysBAABAdbk8AKxevdrVJaCWjuaW9wCEB/rJ7OPt4moAAABQHTwDgFpLyykPAJHBfPoPAADQULi8B+BUcnNzlZ2dLZvNVmFbq1atXFARTmYfAtSc8f8AAAANhlsGgNdff10zZsxQcnJylfuUlZXVY0WozNETPQDNGf8PAADQYLjdEKD//Oc/+tvf/qb4+Hg988wzMgxDDz74oB555BG1aNFC5513nubOnevqMj1eaZlNGXn0AAAAADQ0bhcAXnvtNfXv31+ff/65xo4dK0kaOHCgnn32Wf3222/Kzc1VZmami6tEZn6xbCcmY4okAAAAADQYbhcA9u7dq2uvvVaS5OvrK0kqLi6WJIWGhurOO+/UrFmzXFYfytmH/0hScx4CBgAAaDDcLgCEhoaqtLRUkhQSEqKAgAAdOnTIsT04OFhHjhxxVXk44eQ1ABgCBAAA0HC4XQDo0qWLtm7d6vi5V69eev3115WSkqJDhw5p9uzZat++vQsrhPSnHgACAAAAQIPhdrMADR8+XP/5z39ktVplNps1depU/fWvf3VM++nr66slS5a4uErY1wAwmaRmQX4urgYAAADV5XYB4Pbbb9ftt9/u+Pniiy/Wtm3b9Mknn8jb21tXXnklPQBuwD4EqFmQWT7ebteRBAAAgCq4XQCoTNu2bfXAAw+4ugyc5GguawAAAAA0RG4dAGw2m7Kzs2UYRoVt4eHhLqgIdo5VgIMZ/w8AANCQuF0AKCkp0bRp0/Tmm2/q0KFDstlsle7HSsCuZX8GgDUAAAAAGha3CwDjxo3TggUL1KtXLw0aNEihoaGuLgl/UlxqU2Z++doMDAECAABoWNwuAHzwwQcaMWKE5s+f7+pSUIX0PNYAAAAAaKjcbvqWgIAA9erVy9Vl4BSc1wCgBwAAAKAhcbsAcMstt+jTTz+ts/NbrVZNmjRJ0dHR8vf3V2JiolauXFnj81xxxRUymUy6995766BK95Z2UgCI5CFgAACABsXthgC9+OKLuuOOO3TNNdfojjvuUExMjLy9vSvs171791qdf/To0UpKStKDDz6odu3aaf78+RowYIBWrVqlSy65pFrnWLp0qdauXVur128M7DMASQwBAgAAaGjcLgBYrVbZbDZ9/vnn+vzzzytsNwxDJpOpVrMAbdiwQe+9956mT5+uCRMmSJJGjhypLl26aOLEifrxxx9Pe46ioiI9/PDDmjRpkp544oka19AY2IcAeXuZ1DSQVYABAAAaErcLAHfccYeWLVumm2++WYmJiWd1FqCkpCR5e3tr7NixjjaLxaIxY8Zo8uTJOnTokGJiYk55jhdffFE2m00TJkzw4ABQ3gMQGWyWl5fJxdUAAACgJtwuAHzxxRe677779O9///usn3vz5s1q3769QkJCnNp79uwpSdqyZcspA8DBgwf1wgsv6M0335S/v/9Zr6+hSMtlDQAAAICGyu0CQEhIiOLj4+vk3KmpqYqKiqrQbm87fPjwKY9/+OGHdf755+vmm2+u8WunpaUpPT3dqW3Pnj01Po87sA8Bah7MDEAAAAANjdsFgLvuukvvvvuu7r777kof/j0ThYWFMpsr3rRaLBbH9qqsWrVKS5Ys0fr162v12rNmzdLUqVNrday7sQ8B4gFgAACAhsftAkCnTp300UcfqXv37ho1alSVswANGTKkxuf29/eX1Wqt0F5UVOTYXpnS0lLdf//9GjFihHr06FHj15Wk8ePHa9iwYU5te/bs0aBBg2p1PlcpKilTdmGJJNYAAAAAaIjcLgDcdNNNju/tM/X8WW1nAYqKilJKSkqF9tTUVElSdHR0pcctXLhQO3fu1OzZs7V//36nbbm5udq/f78iIyMVEBBQ5WtHRkYqMjKyxjW7m7STpgDlGQAAAICGx+0CwKpVq+rs3AkJCVq1apVycnKcHgS2D+tJSEio9LiDBw+qpKREF198cYVtCxcu1MKFC7Vs2bIG92l+bRzNPXkVYAIAAABAQ+NWAaCoqEhbt25VQkKC+vTpc9bPP3ToUP3rX//SnDlzHL0LVqtV8+bNU2JiomMGoIMHD6qgoEAdO3aUJN18882VhoPBgwdrwIABuuuuu5SYmHjW63VHR3NODgAMAQIAAGho3CoAWCwWTZo0Sa+++mqdBIDExEQNGzZMjz76qNLS0hQfH68FCxZo//79mjt3rmO/kSNHas2aNTIMQ5LUsWNHRxj4s9jYWI/45N/OaRXgYHoAAAAAGhq3CgCS1KVLlwrj7M+mhQsX6vHHH9eiRYt0/PhxdevWTZ9++mmdBI7GKO1ED4Cft5fCAnxdXA0AAABqyu0CwLPPPqtbb71Vl156qf7617+e9fNbLBZNnz5d06dPr3Kf1atXV+tc9h4CT2IfAhQZYpbJxCrAAAAADY3bBYCZM2cqPDxc/fv3V2xsrGJjYytMz2kymfTRRx+5qELPxhoAAAAADZvbBYCff/5ZJpNJrVq1UllZWaWr5fLJs+vYZwHiAWAAAICGye0CQF2O/8eZs68DEMkDwAAAAA2Sl6sLQMORZy1VnrVUEkOAAAAAGiq36wGwW7NmjT777DMdOHBAktS6dWsNHDhQffv2dXFlniuNNQAAAAAaPLcLAMXFxbrlllv04YcfyjAMhYWFSZKysrL00ksvafDgwXr33Xfl68sUlPXNaQ0AegAAAAAaJLcbAjR16lQtW7ZMDz/8sFJTU3Xs2DEdO3ZMR44c0YQJE7R06VI99dRTri7TI6Xl0gMAAADQ0LldAHjnnXc0atQovfjii2revLmjPTIyUtOmTdPIkSO1aNEiF1bouY6eNAQokh4AAACABsntAkBqaqoSExOr3J6YmKgjR47UY0Wwsw8B8vf1VrDZ7UaPAQAAoBrcLgC0bNnylCvxrlmzRi1btqy/guBg7wFozirAAAAADZbbBYBRo0bp/fff1913362dO3eqrKxMNptNO3fu1D333KMPPvhAo0ePdnWZHsmxBgDDfwAAABostxvHMXnyZO3du1dz5szRG2+8IS+v8oxis9lkGIZGjRqlyZMnu7hKz/THKsAEAAAAgIbK7QKAt7e35s+fr7///e9avny50zoAAwYMULdu3VxcoWcyDOOPIUDBzAAEAADQULldALDr1q0bN/tuJKeoVEUlNkn0AAAAADRkbvcMANxTmtMUoPQAAAAANFRu0QNQ00/6TSaTtm7dWkfVoDKsAgwAANA4uEUACA8Pr9a0kkeOHNHOnTuZgtIFTl4EjAAAAADQcLlFADjVvP9S+Y3/tGnTNHv2bHl7e2vEiBH1Uxgc7DMASVIkDwEDAAA0WG4RAKpy9OhRvfDCC5ozZ45KSko0fPhw/fOf/1RcXJyrS/M49jUAgs0+CmQVYAAAgAbLLe/k7J/4n3zj/9hjj6lt27auLs1j2YcA8QAwAABAw+ZWAeDIkSN64YUX9MYbb6ikpEQjRozQY489ptjYWFeX5vEcASCY8f8AAAANmVsEgNTUVMeNf2lpqUaOHKl//vOf3Pi7EfssQM3pAQAAAGjQ3CIAxMXFyWq1KiEhQZMnT1ZsbKyOHz+u48ePV3lM9+7d67FCz2YYhtJz7QGAHgAAAICGzC0CQFFR+fCSzZs368YbbzzlvoZhyGQyqaysrD5Kg6SsghIVl5WvAhzBDEAAAAANmlsEgHnz5rm6BJzCyVOA0gMAAADQsLlFABg1apSrS8AppJ20CjBrAAAAADRsXq4uAO6PVYABAAAaDwIATist96QeAGYBAgAAaNAIADittBM9AMFmHwX4ucWoMQAAANQSAQCnZe8BiODTfwAAgAaPAIDTsj8D0JxVgAEAABo8AgBOy94DwPh/AACAho8AgFMyDMMxDSgzAAEAADR8BACcUnbhH6sAswYAAABAw0cAwCkdPXkRMHoAAAAAGjwCAE4pLfePRcDoAQAAAGj4CAA4pZN7AHgGAAAAoOEjAOCU6AEAAABoXAgAOCX7DEBBZh8FmlkFGAAAoKEjAOCU7D0AfPoPAADQOBAAcEr2ZwBYBAwAAKBxIADglP7oAeABYAAAgMaAAIAqGYbh6AFoTg8AAABAo0AAQJVyCktVXGpfBZgeAAAAgMaAAIAqHT15ClB6AAAAABoFAgCqlHbSImD0AAAAADQOBABU6WjOHz0APAMAAADQOBAAUKW03JN6AELoAQAAAGgMCACokr0HINDPW0GsAgwAANAoEABQpfRc+yJgfPoPAADQWBAAUCV7D0BkMOP/AQAAGgsCAKqURg8AAABAo0MAQKXKVwEu7wFoTg8AAABAo0EAQKVyikplta8CzBSgAAAAjQYBAJVKc1oDgCFAAAAAjQUBAJU6eQ2ACIYAAQAANBoEAFTqKD0AAAAAjRIBAJVyWgWYHgAAAIBGgwCASqXllAeAAFYBBgAAaFQIAKjU0dw/FgEzmUwurgYAAABnCwEAlUrPYREwAACAxogAgEqd3AMAAACAxoMAgAoMw3A8A8AMQAAAAI0LAQAV5FpLVVhSJokeAAAAgMaGAIAK7J/+S/QAAAAANDYEAFSQdtIiYPQAAAAANC4EAFTgtAgYPQAAAACNCgEAFRw9uQcghB4AAACAxoQAgArsPQD+vt4KZhVgAACARoUAgArsPQCRIawCDAAA0NgQAFCBvQegeTDj/wEAABobAgAqsM8CFMH4fwAAgEaHAAAnhmHQAwAAANCIEQDgJM9aqoLiE6sA0wMAAADQ6HhcALBarZo0aZKio6Pl7++vxMRErVy58rTHLV26VDfddJPatm2rgIAAdejQQQ8//LCysrLqvuh6dPIaAM0JAAAAAI2OxwWA0aNHa8aMGbrtttv0yiuvyNvbWwMGDND3339/yuPGjh2r7du3a/jw4Xr11Vd11VVXaebMmerdu7cKCwvrqfq6l5Zz0iJgDAECAABodDxqkvcNGzbovffe0/Tp0zVhwgRJ0siRI9WlSxdNnDhRP/74Y5XHJiUlqV+/fk5tF1xwgUaNGqW3335bd955Z12WXm+yCood3zcJ8HNhJQAAAKgLHtUDkJSUJG9vb40dO9bRZrFYNGbMGK1du1aHDh2q8tg/3/xL0uDBgyVJ27dvP+u1ukpWYYnj+9AAXxdWAgAAgLrgUQFg8+bNat++vUJCQpzae/bsKUnasmVLjc535MgRSVKzZs3OSn3uIPukABDmTwAAAABobDxqCFBqaqqioqIqtNvbDh8+XKPzTZs2Td7e3ho6dOhp901LS1N6erpT2549e2r0evXBHgB8vEwK8PN2cTUAAAA42zwqABQWFspsrjizjcVicWyvrnfeeUdz587VxIkT1a5du9PuP2vWLE2dOrX6xbpIVkF5AAgL8JXJZHJxNQAAADjbPCoA+Pv7y2q1VmgvKipybK+O7777TmPGjFH//v317LPPVuuY8ePHa9iwYU5te/bs0aBBg6p1fH3JOdEDEMLwHwAAgEbJowJAVFSUUlJSKrSnpqZKkqKjo097jq1bt+q6665Tly5dlJSUJB+f6v0KIyMjFRkZWbOCXSCrsHwWIMb/AwAANE4e9RBwQkKCdu3apZycHKf29evXO7afyt69e3XVVVcpMjJSy5cvV1BQUF2V6jL2ZwBCCQAAAACNkkcFgKFDh6qsrExz5sxxtFmtVs2bN0+JiYmKiYmRJB08eFA7duxwOvbIkSO68sor5eXlpS+++EIRERH1Wnt9sT8DQAAAAABonDxqCFBiYqKGDRumRx99VGlpaYqPj9eCBQu0f/9+zZ0717HfyJEjtWbNGhmG4Wi76qqrlJycrIkTJ+r77793Wjm4efPmuuKKK+r1vdQVew9AGIuAAQAANEoeFQAkaeHChXr88ce1aNEiHT9+XN26ddOnn36qPn36nPK4rVu3SpJefPHFCtv69u3bKAJAmc1QblGpJB4CBgAAaKw8LgBYLBZNnz5d06dPr3Kf1atXV2g7uTegscphETAAAIBGz6OeAcCpnbwKMM8AAAAANE4EADhkEQAAAAAaPQIAHE7uAQgLIAAAAAA0RgQAODAECAAAoPEjAMAhu6DY8X0oPQAAAACNEgEADvQAAAAANH4EADjYVwH29/WW2cfbxdUAAACgLhAA4GDvAeDTfwAAgMaLAAAHAgAAAEDjRwCAg30dAB4ABgAAaLwIAHDIoQcAAACg0SMAwMH+EHAYAQAAAKDRIgDAgWcAAAAAGj8CACRJ1tIyFZaUSSIAAAAANGYEAEhyXgQsjIeAAQAAGi0CACT98QCwJIXQAwAAANBoEQAg6Y8HgCUpLMDPhZUAAACgLhEAIMl5CBDPAAAAADReBABI+lMPAAEAAACg0SIAQBI9AAAAAJ6CAABJzgGAh4ABAAAaLwIAJP0RAIItPvL2Mrm4GgAAANQVAgAksQowAACApyAAQJKUVVAsiUXAAAAAGjsCACTRAwAAAOApCACQRAAAAADwFAQASDo5ALAKMAAAQGNGAIAMw6AHAAAAwEMQAKCC4jKVlBmSeAgYAACgsSMAgFWAAQAAPAgBAE4BIIwAAAAA0KgRAKCsAnoAAAAAPAUBAE49ACEEAAAAgEaNAABlFxY7vuchYAAAgMaNAAAeAgYAAPAgBAA4AoC3l0lBZh8XVwMAAIC6RACA4yHgUH9fmUwmF1cDAACAukQAAKsAAwAAeBACAAgAAAAAHoQAAAIAAACAByEAwPEMAFOAAgAANH4EANADAAAA4EEIAB7OZjOUU3SiB4AAAAAA0OgRADxcblGpDKP8+xACAAAAQKNHAPBwrAIMAADgWQgAHi6rsNjxfViAnwsrAQAAQH0gAHg4egAAAAA8CwHAw50cAJgGFAAAoPEjAHg4+xoAEj0AAAAAnoAA4OEYAgQAAOBZCAAezh4AzD5esvh6u7gaAAAA1DUCgIfLLmAVYAAAAE9CAPBw9h4AHgAGAADwDAQAD2dfB4AeAAAAAM9AAPBw2YWlkqRQfxYBAwAA8AQEAA+XXUAPAAAAgCchAHg4+zMABAAAAADPQADwYCVlNuUXl0niIWAAAABPQQDwYCwCBgAA4HkIAB7s5ABADwAAAIBnIAB4sKyCPwJACD0AAAAAHoEA4MFyGAIEAADgcQgAHsy+CJgkhREAAAAAPAIBwINlF9ADAAAA4GkIAB7MvgqwRAAAAADwFAQAD2YfAhRk9pGPN38VAAAAPAF3fR6MVYABAAA8DwHAgx3LL+8BIAAAAAB4DgKAhzqaU6Qf92RKkmIjAl1cDQAAAOoLAcBDzf1+n4rLbJKkOy5u49piAAAAUG8IAB4ou6BEb687IEnqGRuuC1qHu7giAAAA1BcCgAdasHa/8ovLJEnj+8W5uBoAAADUJwKAhykoLtW8H/ZJkjpHh6hv+wgXVwQAAID6RADwMO9tOKTjJ1YAvqdfnEwmk4srAgAAQH3yuABgtVo1adIkRUdHy9/fX4mJiVq5cmW1jk1JSdGNN96osLAwhYSE6Prrr1dycnIdV3z2FJfa9N/vyuuNbRaoq7tEubgiAAAA1DePCwCjR4/WjBkzdNttt+mVV16Rt7e3BgwYoO+///6Ux+Xl5enSSy/VmjVrNHnyZE2dOlWbN29W3759lZmZWU/Vn5mPtqTocHaRJGlcn7by9uLTfwAAAE/j4+oC6tOGDRv03nvvafr06ZowYYIkaeTIkerSpYsmTpyoH3/8scpjZ82apd27d2vDhg3q0aOHJOnqq69Wly5d9NJLL+m5556rl/dQWzabof+s2StJah5i1uDu57i4IgAAALiCR/UAJCUlydvbW2PHjnW0WSwWjRkzRmvXrtWhQ4dOeWyPHj0cN/+S1LFjR11++eV6//3367Tus+HL345ob3q+JOmuv7SV2cfbxRUBAADAFTwqAGzevFnt27dXSEiIU3vPnj0lSVu2bKn0OJvNpp9//lkXXnhhhW09e/bU3r17lZube9brPVsMw9Cs1eWf/ocF+OqWnq1cXBEAAABcxaOGAKWmpioqquKDr/a2w4cPV3rcsWPHZLVaT3tshw4dqnzttLQ0paenO7X99ttvkqQ9e/ZU7w3U0k8Hj2vT5p8lSf17tdb+PTvr9PUAAADqg/0eymq1uriShsWjAkBhYaHMZnOFdovF4the1XGSanWs3axZszR16tRKtw0aNOiUx55NL74pvVhvrwYAAFD3Dh06pO7du7u6jAbDowKAv79/pQmxqKjIsb2q46TK0+XpjrUbP368hg0b5tSWk5OjXbt2qWvXrpWGi7Npz549GjRokD788EPFx8fX6WvhzHG9GhauV8PDNWtYuF4NS31eL6vVqkOHDqlv3751+jqNjUcFgKioKKWkpFRoT01NlSRFR0dXelx4eLjMZrNjv5ocaxcZGanIyMgK7b179z5t3WdTfHy8OnfuXK+vidrjejUsXK+Gh2vWsHC9Gpb6ul588l9zHvUQcEJCgnbt2qWcnByn9vXr1zu2V8bLy0tdu3bVpk2bKmxbv3692rZtq+Dg4LNeLwAAAHC2eVQAGDp0qMrKyjRnzhxHm9Vq1bx585SYmKiYmBhJ0sGDB7Vjx44Kx27cuNEpBOzcuVPffPNNhaE9AAAAgLvyqCFAiYmJGjZsmB599FGlpaUpPj5eCxYs0P79+zV37lzHfiNHjtSaNWtkGIajbfz48XrjjTc0cOBATZgwQb6+vpoxY4aaN2+uhx9+2BVvBwAAAKgxjwoAkrRw4UI9/vjjWrRokY4fP65u3brp008/VZ8+fU55XHBwsFavXq2HHnpIzzzzjGw2m/r166d///vfioiIqKfqay8iIkJTpkxpELWC69XQcL0aHq5Zw8L1ali4Xu7PZJz8MTcAAACARs2jngEAAAAAPB0BAAAAAPAgBAAAAADAgxAAAAAAAA9CAGjgrFarJk2apOjoaPn7+ysxMVErV66s1rEpKSm68cYbFRYWppCQEF1//fVKTk6u44o9W22v19KlS3XTTTepbdu2CggIUIcOHfTwww8rKyur7ov2YGfy39fJrrjiCplMJt177711UCVOdqbXbPHixerdu7cCAwMVFhamiy66SN98800dVuzZzuR6ffXVV7r00kvVrFkzhYWFqWfPnlq0aFEdV+zZ8vLyNGXKFF111VUKDw+XyWTS/Pnzq318VlaWxo4dq4iICAUGBurSSy/VTz/9VHcFo2oGGrSbb77Z8PHxMSZMmGDMnj3b6N27t+Hj42N89913pzwuNzfXaNeunREZGWlMmzbNmDFjhhETE2O0bNnSyMjIqKfqPU9tr1fTpk2Nrl27Go8//rjxxhtvGPfff7/h5+dndOzY0SgoKKin6j1Pba/XyZYsWWIEBgYakoy//e1vdVgtDOPMrtmUKVMMk8lkDBs2zPjPf/5jvPbaa8a4ceOMhQsX1kPlnqm21+ujjz4yTCaTcdFFFxmvvfaaMXPmTKNPnz6GJGPGjBn1VL3n2bdvnyHJaNWqldGvXz9DkjFv3rxqHVtWVmZcdNFFRmBgoPHkk08aM2fONDp16mQEBwcbu3btqtvCUQEBoAFbv369IcmYPn26o62wsNCIi4szevfufcpjp02bZkgyNmzY4Gjbvn274e3tbTz66KN1VrMnO5PrtWrVqgptCxYsMCQZb7zxxtkuFcaZXa+T92/Tpo3x1FNPEQDqwZlcs7Vr1xomk4mbx3p0JtfriiuuMKKjo42ioiJHW0lJiREXF2d069atzmr2dEVFRUZqaqphGIaxcePGGgWAxYsXG5KMDz74wNGWlpZmhIWFGbfccktdlItTYAhQA5aUlCRvb2+NHTvW0WaxWDRmzBitXbtWhw4dOuWxPXr0UI8ePRxtHTt21OWXX67333+/Tuv2VGdyvfr161ehbfDgwZKk7du3n/VacWbXy+7FF1+UzWbThAkT6rJUnHAm1+zll19WixYt9MADD8gwDOXl5dVHyR7tTK5XTk6OmjRpIrPZ7Gjz8fFRs2bN5O/vX6d1ezKz2awWLVrU6tikpCQ1b95cQ4YMcbRFREToxhtv1EcffSSr1Xq2ykQ1EAAasM2bN6t9+/YKCQlxau/Zs6ckacuWLZUeZ7PZ9PPPP+vCCy+ssK1nz57au3evcnNzz3q9nq6216sqR44ckSQ1a9bsrNQHZ2d6vQ4ePKgXXnhB06ZN44aknpzJNfv666/Vo0cPvfrqq4qIiFBwcLCioqI0c+bMuizZo53J9erXr5+2bdumxx9/XHv27NHevXv19NNPa9OmTZo4cWJdlo1a2rx5s7p37y4vL+dbz549e6qgoEC7du1yUWWeycfVBaD2UlNTFRUVVaHd3nb48OFKjzt27JisVutpj+3QocNZrBa1vV5VmTZtmry9vTV06NCzUh+cnen1evjhh3X++efr5ptvrpP6UFFtr9nx48eVkZGhH374Qd98842mTJmiVq1aad68ebrvvvvk6+urcePG1WntnuhM/ht7/PHHtW/fPj377LN65plnJEkBAQFasmSJrr/++ropGGckNTVVffr0qdB+8vXu2rVrfZflsQgADVhhYaFT96edxWJxbK/qOEm1Oha1V9vrVZl33nlHc+fO1cSJE9WuXbuzViP+cCbXa9WqVVqyZInWr19fZ/WhotpeM/twn8zMTL333nu66aabJElDhw5V165d9cwzzxAA6sCZ/DdmNpvVvn17DR06VEOGDFFZWZnmzJmj4cOHa+XKlerVq1ed1Y3aOZv/D8SZIwA0YP7+/pWOmSsqKnJsr+o4SbU6FrVX2+v1Z999953GjBmj/v3769lnnz2rNeIPtb1epaWluv/++zVixAinZ2xQ987030RfX1+nHjUvLy/ddNNNmjJlig4ePKhWrVrVQdWe60z+Tbz33nu1bt06/fTTT44hJTfeeKM6d+6sBx54gPDths7W/wNxdvAMQAMWFRWl1NTUCu32tujo6EqPCw8Pl9lsrtWxqL3aXq+Tbd26Vdddd526dOmipKQk+fiQ4etKba/XwoULtXPnTo0bN0779+93fElSbm6u9u/fr4KCgjqr25Odyb+JFotFTZs2lbe3t9O2yMhISeXDhHB21fZ6FRcXa+7cuRo4cKDTeHJfX19dffXV2rRpk4qLi+umaNTa2fh/IM4eAkADlpCQoF27diknJ8ep3f7JR0JCQqXHeXl5qWvXrtq0aVOFbevXr1fbtm0VHBx81uv1dLW9XnZ79+7VVVddpcjISC1fvlxBQUF1VSpU++t18OBBlZSU6OKLL1ZsbKzjSyoPB7Gxsfryyy/rtHZPdSb/JiYkJCg9Pb3CjaN9HHpERMTZL9jD1fZ6ZWZmqrS0VGVlZRW2lZSUyGazVboNrpWQkKCffvpJNpvNqX39+vUKCAhQ+/btXVSZZyIANGBDhw51jHu0s1qtmjdvnhITExUTEyOp/IZkx44dFY7duHGjUwjYuXOnvvnmGw0bNqx+3oCHOZPrdeTIEV155ZXy8vLSF198wc1IPajt9br55pu1bNmyCl+SNGDAAC1btkyJiYn1+2Y8xJn8N3bTTTeprKxMCxYscLQVFRXp7bffVqdOnfh0sg7U9npFRkYqLCxMy5YtcwpseXl5+uSTT9SxY0eGk7hYamqqduzYoZKSEkfb0KFDdfToUS1dutTRlpGRoQ8++EDXXnttpc8HoA65eiECnJlhw4YZPj4+xj/+8Q9j9uzZxkUXXWT4+PgYa9ascezTt29f48+XOicnx4iLizMiIyONF1980fj3v/9txMTEGNHR0UZaWlp9vw2PUdvrdd555xmSjIkTJxqLFi1y+vryyy/r+214jNper8qIhcDqRW2vWUFBgdG5c2fD19fXmDBhgvHqq68aPXr0MLy9vY3ly5fX99vwGLW9Xs8884whyTj//PONf//738a//vUv49xzzzUkGW+99VZ9vw2P8tprrxlPP/20cc899xiSjCFDhhhPP/208fTTTxtZWVmGYRjGqFGjDEnGvn37HMeVlpYavXr1MoKCgoypU6ca//d//2d07tzZCA4ONnbs2OGid+O5CAANXGFhoTFhwgSjRYsWhtlsNnr06GGsWLHCaZ+qblAOHTpkDB061AgJCTGCgoKMa665xti9e3d9le6Ranu9JFX51bdv33p8B57lTP77+jMCQP04k2t29OhRY9SoUUZ4eLhhNpuNxMTECsfi7DqT6/X2228bPXv2NMLCwgx/f38jMTHRSEpKqq/SPVbr1q2r/P+R/Ya/sgBgGIZx7NgxY8yYMUbTpk2NgIAAo2/fvsbGjRvr/03AMBmGYdRDRwMAAAAAN8AzAAAAAIAHIQAAAAAAHoQAAAAAAHgQAgAAAADgQQgAAAAAgAchAAAAAAAehAAAAAAAeBACAAAAAOBBCAAAAACAByEAAAAAAB6EAAAAjUi/fv3Ur18/x8/79++XyWTS/Pnz67WO0aNHq02bNvX6mgCA6iEAAPAo8+fPl8lkksViUUpKSoXt/fr1U5cuXVxQGQAA9YMAAMAjWa1WvfDCC64uo861bt1ahYWFGjFihKtLAQC4CQIAAI+UkJCgN954Q4cPH66z1zAMQ4WFhXV2/uqw93Z4e3u7tA4AgPsgAADwSJMnT1ZZWVm1egFKS0v19NNPKy4uTmazWW3atNHkyZNltVqd9mvTpo2uueYaffHFF7rwwgvl7++v2bNna/Xq1TKZTHr//fc1depUnXPOOQoODtbQoUOVnZ0tq9WqBx98UJGRkQoKCtLtt99e4dzz5s3TZZddpsjISJnNZnXq1Emvv/76aWv/8zMA9loq+/rzmP3PP/9cf/nLXxQYGKjg4GANHDhQ27Ztq/AaH374obp06SKLxaIuXbpo2bJlp63rz7+zL7/8UgkJCbJYLOrUqZOWLl3q2McwDF166aWKiIhQWlqao724uFhdu3ZVXFyc8vPzq/2alRk9erSCgoKUnJys/v37KzAwUNHR0XrqqadkGIajjjZt2uj666+vcHxRUZFCQ0M1bty4M6oDAOqDj6sLAABXiI2N1ciRI/XGG2/okUceUXR0dJX73nnnnVqwYIGGDh2qhx9+WOvXr9fzzz+v7du3V7jZ3blzp2655RaNGzdOd911lzp06ODY9vzzz8vf31+PPPKI9uzZo9dee02+vr7y8vLS8ePH9eSTT2rdunWaP3++YmNj9cQTTziOff3119W5c2ddd9118vHx0SeffKLx48fLZrPpb3/7W7Xf97nnnqtFixY5tWVlZenvf/+7IiMjHW2LFi3SqFGj1L9/f02bNk0FBQV6/fXXdckll2jz5s2OsPDll1/qhhtuUKdOnfT8888rMzNTt99+u1q2bFntmnbv3q2bbrpJd999t0aNGqV58+Zp2LBhWrFiha644gqZTCa9+eab6tatm+6++25HOJgyZYq2bdum1atXKzAwUJJUUlKi7Ozsar1ueHi4vLz++BysrKxMV111lXr16qUXX3xRK1as0JQpU1RaWqqnnnpKJpNJw4cP14svvqhjx44pPDzccewnn3yinJwcDR8+vNrvGwBcxgAADzJv3jxDkrFx40Zj7969ho+Pj3H//fc7tvft29fo3Lmz4+ctW7YYkow777zT6TwTJkwwJBnffPONo61169aGJGPFihVO+65atcqQZHTp0sUoLi52tN9yyy2GyWQyrr76aqf9e/fubbRu3dqpraCgoMJ76d+/v9G2bVuntr59+xp9+/Z1/Lxv3z5DkjFv3rxKfx82m8245pprjKCgIGPbtm2GYRhGbm6uERYWZtx1111O+x45csQIDQ11ak9ISDCioqKMrKwsR9uXX35pSKrwHipj/50tWbLE0ZadnW1ERUUZ559/vtO+s2fPNiQZb731lrFu3TrD29vbePDBB532sf+uq/O1b98+x3GjRo0yJBn33Xef0+9m4MCBhp+fn5Genm4YhmHs3LnTkGS8/vrrTq973XXXGW3atDFsNttp3zMAuBpDgAB4rLZt22rEiBGaM2eOUlNTK91n+fLlkqS///3vTu0PP/ywJOmzzz5zao+NjVX//v0rPdfIkSPl6+vr+DkxMVGGYeiOO+5w2i8xMVGHDh1SaWmpo83f39/xfXZ2tjIyMtS3b18lJydX+xPvyjz99NP69NNPNX/+fHXq1EmStHLlSmVlZemWW25RRkaG48vb21uJiYlatWqVJCk1NVVbtmzRqFGjFBoa6jjnFVdc4ThXdURHR2vw4MGOn0NCQjRy5Eht3rxZR44ccbSPHTtW/fv313333acRI0YoLi5Ozz33nNO5zjvvPK1cubJaXy1atKhQy7333uv43mQy6d5771VxcbG++uorSVL79u2VmJiot99+27HfsWPH9Pnnn+u2226TyWSq9vsGAFdhCBAAj/bYY49p0aJFeuGFF/TKK69U2H7gwAF5eXkpPj7eqb1FixYKCwvTgQMHnNpjY2OrfK1WrVo5/Wy/aY6JianQbrPZlJ2draZNm0qSfvjhB02ZMkVr165VQUGB0/7Z2dlON+DVtWLFCk2dOlWPPvqobrjhBkf77t27JUmXXXZZpceFhIRIkuO9t2vXrsI+HTp00E8//VStOuLj4yvcOLdv315S+TMMJ9+oz507V3Fxcdq9e7d+/PFHp2AkSU2aNNFf//rXar3un3l5ealt27ZV1mE3cuRI3XvvvTpw4IBat26tDz74QCUlJcy0BKDBIAAA8Ght27bV8OHDNWfOHD3yyCNV7lfdT3b/fEN6sqpm4qmq3Tjx8OnevXt1+eWXq2PHjpoxY4ZiYmLk5+en5cuX69///rdsNlu1ajvZvn37dNttt+mKK67QM88847TNfr5FixZV+im5j4/r/texevVqxwPSv/zyi3r37u20vbi4WMeOHavWuSIiImo1O9LNN9+shx56SG+//bYmT56st956SxdeeKHT8x4A4M4IAAA83mOPPaa33npL06ZNq7CtdevWstls2r17t84991xH+9GjR5WVlaXWrVvXeX2ffPKJrFarPv74Y6deBPtQnJoqLCzUkCFDFBYWpnfffdfpQVhJiouLkyRFRkae8tN0+3u39xicbOfOndWuZ8+ePTIMwylk7dq1S5KcZiZKTU3VfffdpyuvvFJ+fn6aMGGC+vfv73QNfvzxR1166aXVet19+/Y5nd9msyk5OdnxqX9VdYSHh2vgwIF6++23ddttt+mHH37Qyy+/XO33CwCuxjMAADxeXFychg8frtmzZzuNOZekAQMGSFKFG7wZM2ZIkgYOHFjn9dk/pbb3CEjlw37mzZtXq/Pdfffd2rVrl5YtW6YmTZpU2N6/f3+FhIToueeeU0lJSYXt6enpkqSoqCglJCRowYIFTs8hrFy5Ur/99lu16zl8+LDTbEo5OTlauHChEhISnHog7rrrLtlsNs2dO1dz5syRj4+PxowZ4/R7OdNnAGbOnOn43jAMzZw5U76+vrr88sud9hsxYoR+++03/eMf/5C3t7duvvnmar9fAHA1egAAQNI///lPLVq0SDt37lTnzp0d7eedd55GjRqlOXPmKCsrS3379tWGDRu0YMECDRo0qNqfNp8J+yfe1157rcaNG6e8vDy98cYbioyMrPLh5ap89tlnWrhwoW644Qb9/PPP+vnnnx3bgoKCNGjQIIWEhOj111/XiBEj1L17d918882KiIjQwYMH9dlnn+niiy923Cg///zzGjhwoC655BLdcccdOnbsmF577TV17txZeXl51aqpffv2GjNmjDZu3KjmzZvrzTff1NGjR50Czrx58/TZZ59p/vz5jilGX3vtNQ0fPlyvv/66xo8fL+nMngGwWCxasWKFRo0apcTERH3++ef67LPPNHnyZEVERDjtO3DgQDVt2lQffPCBrr76aqcpVAHA7blyCiIAqG8nTwP6Z/apIE+eBtQwDKOkpMSYOnWqERsba/j6+hoxMTHGo48+ahQVFTnt17p1a2PgwIEVzmufmvKDDz6oVi1TpkwxJDmmnjQMw/j444+Nbt26GRaLxWjTpo0xbdo0480336wwneXppgG1v2ZlX3+etnPVqlVG//79jdDQUMNisRhxcXHG6NGjjU2bNjntt2TJEuPcc881zGaz0alTJ2Pp0qXGqFGjqj0N6MCBA40vvvjC6Natm2E2m42OHTs6/a4OHTpkhIaGGtdee22F4wcPHmwEBgYaycnJp32tUxk1apQRGBho7N2717jyyiuNgIAAo3nz5saUKVOMsrKySo8ZP368Icl45513zui1AaC+mQzjpL5TAADqUZs2bdSlSxd9+umnLq1j9OjRSkpKqnavhSQ99NBDmjt3ro4cOaKAgIA6rA4Azi6eAQAAoIaKior01ltv6YYbbuDmH0CDwzMAAABUU1pamr766islJSUpMzNTDzzwgKtLAoAaIwAAAFBNv/32m2677TZFRkbq1VdfVUJCgqtLAoAa4xkAAAAAwIPwDAAAAADgQQgAAAAAgAchAAAAAAAehAAAAAAAeBACAAAAAOBBCAAAAACAByEAAAAAAB6EAAAAAAB4kP8HphMYl4H+rVcAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 768x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "center=(0,0)\n",
    "\n",
    "parray = np.linspace(0, aperture_width/2, 100)\n",
    "\n",
    "enarray = [moe.metrics.ensquared_energy(Exy, p, p) for p in parray]\n",
    "enmax = moe.metrics.ensquared_energy(Exy, 1,1)\n",
    "\n",
    "fig = plt.figure() \n",
    "\n",
    "plt.plot(parray/(aperture_width/2), enarray/enmax)\n",
    "plt.ylim([0,1.01])\n",
    "plt.xlabel(\"Normalized px=py\")\n",
    "plt.ylabel(\"Normalized energy\")\n",
    "plt.title(\"Ensquared energy\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-09T15:20:09.566489Z",
     "start_time": "2025-10-09T15:19:56.410630Z"
    },
    "execution": {
     "iopub.execute_input": "2026-02-03T21:42:31.605999Z",
     "iopub.status.busy": "2026-02-03T21:42:31.605003Z",
     "iopub.status.idle": "2026-02-03T21:42:50.804239Z",
     "shell.execute_reply": "2026-02-03T21:42:50.802247Z",
     "shell.execute_reply.started": "2026-02-03T21:42:31.605999Z"
    }
   },
   "source": [
    "## Focusing Efficiency"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-09T15:20:09.566489Z",
     "start_time": "2025-10-09T15:19:56.410630Z"
    },
    "execution": {
     "iopub.execute_input": "2026-02-06T16:18:32.519642Z",
     "iopub.status.busy": "2026-02-06T16:18:32.519146Z",
     "iopub.status.idle": "2026-02-06T16:18:52.354063Z",
     "shell.execute_reply": "2026-02-06T16:18:52.351573Z",
     "shell.execute_reply.started": "2026-02-06T16:18:32.519642Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Focusing Efficiency')"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 768x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "center=(0,0)\n",
    "\n",
    "parray = np.linspace(0, aperture_width/2, 100)\n",
    "\n",
    "#Should give the same as the enclircled energy \n",
    "farray1 = [moe.metrics.focus_efficiency(Exy, p,  encircled_energy(Exy, 1.01),center=(0,0),) for p in parray]\n",
    "\n",
    "fig = plt.figure() \n",
    "\n",
    "plt.plot(parray/(aperture_width/2), farray1)\n",
    "plt.ylim([0,1])\n",
    "plt.xlabel(\"Normalized radius\")\n",
    "plt.ylabel(\"Focusing Efficiency\")\n",
    "plt.title(\"Focusing Efficiency\")\n",
    "#plt.yscale(\"log\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-09T15:20:22.798623Z",
     "start_time": "2025-10-09T15:20:09.572495Z"
    },
    "execution": {
     "iopub.execute_input": "2026-02-03T21:42:50.806230Z",
     "iopub.status.busy": "2026-02-03T21:42:50.805731Z",
     "iopub.status.idle": "2026-02-03T21:43:11.697043Z",
     "shell.execute_reply": "2026-02-03T21:43:11.695549Z",
     "shell.execute_reply.started": "2026-02-03T21:42:50.806230Z"
    }
   },
   "source": [
    "## Optical Performance Metric (OPM)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-09T15:20:22.798623Z",
     "start_time": "2025-10-09T15:20:09.572495Z"
    },
    "execution": {
     "iopub.execute_input": "2026-02-06T16:18:52.355059Z",
     "iopub.status.busy": "2026-02-06T16:18:52.354562Z",
     "iopub.status.idle": "2026-02-06T16:19:13.424068Z",
     "shell.execute_reply": "2026-02-06T16:19:13.422076Z",
     "shell.execute_reply.started": "2026-02-06T16:18:52.355059Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Engelberg OPM')"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 768x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 768x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Engelberg metric, check original paper for more detail \n",
    "\n",
    "center=(0,0)\n",
    "\n",
    "parray = np.linspace(0, aperture_width/2, 100)\n",
    "\n",
    "farray2 = [moe.metrics.Engelberg_OPM(Exy, p,  moe.metrics.encircled_energy(Exy, 1.01),1, wavelength, z = focal_length) for p in parray]\n",
    "strehlr = moe.metrics.strehl_ratio(np.abs(Exy.screen[:,:,-1])**2, Exy, max([max(Exy.x), max(Exy.y)])*2, wavelength, focal_length, plot_MTF=True) \n",
    "\n",
    "fig = plt.figure() \n",
    "\n",
    "plt.plot(parray/(aperture_width/2), farray2)\n",
    "plt.plot(parray/(aperture_width/2), strehlr*np.array(farray1), ':' )\n",
    "#plt.ylim([0,1])\n",
    "plt.xlabel(\"Normalized radius\")\n",
    "plt.ylabel(\"OPM\")\n",
    "plt.title(\"Engelberg OPM\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-09T15:20:23.193049Z",
     "start_time": "2025-10-09T15:20:22.803627Z"
    },
    "execution": {
     "iopub.execute_input": "2026-02-06T16:19:13.426555Z",
     "iopub.status.busy": "2026-02-06T16:19:13.425560Z",
     "iopub.status.idle": "2026-02-06T16:19:13.713795Z",
     "shell.execute_reply": "2026-02-06T16:19:13.711305Z",
     "shell.execute_reply.started": "2026-02-06T16:19:13.426555Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 768x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "strehlr = moe.metrics.strehl_ratio(np.abs(Exy.screen[:,:,0])**2, screen, max([max(Exy.x), max(Exy.y)])*2, wavelength, focal_length, plot_MTF=True) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-09T15:20:30.161206Z",
     "start_time": "2025-10-09T15:20:23.202059Z"
    },
    "execution": {
     "iopub.execute_input": "2026-02-03T21:43:11.974822Z",
     "iopub.status.busy": "2026-02-03T21:43:11.974325Z",
     "iopub.status.idle": "2026-02-03T21:43:21.785763Z",
     "shell.execute_reply": "2026-02-03T21:43:21.784269Z",
     "shell.execute_reply.started": "2026-02-03T21:43:11.974822Z"
    }
   },
   "source": [
    "## Comparisons to theoretical (analytical)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-09T15:27:12.595625Z",
     "start_time": "2025-10-09T15:26:50.007906Z"
    },
    "execution": {
     "iopub.execute_input": "2026-02-06T16:19:13.716284Z",
     "iopub.status.busy": "2026-02-06T16:19:13.715288Z",
     "iopub.status.idle": "2026-02-06T16:19:52.751420Z",
     "shell.execute_reply": "2026-02-06T16:19:52.749927Z",
     "shell.execute_reply.started": "2026-02-06T16:19:13.716284Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x227e1f03690>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 768x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## RESULT TO BE CHECKED, MISMATCH MAYBE DUE TO DISTINCT DEFINITION OF RADIUS p ??\n",
    "\n",
    "center=(0,0)\n",
    "\n",
    "parray1 = np.linspace(0, aperture_width, 200)\n",
    "\n",
    "enarray = [moe.metrics.encircled_energy(Exy, p) for p in parray1]\n",
    "enmax = moe.metrics.encircled_energy(Exy, 1.01)\n",
    "\n",
    "\n",
    "parray2 = np.linspace(0, aperture_width*10, 100)\n",
    "enarray_theo = [moe.metrics.theoretical_encircled_energy(Exy, p) for p in parray2]\n",
    "enmaxtheo = moe.metrics.theoretical_encircled_energy(Exy, 1.01)\n",
    "\n",
    "\n",
    "enarray2 = [moe.metrics.encircled_energy(Exy, p) for p in parray1]\n",
    "enmax2 = moe.metrics.encircled_energy(Exy, 1.01)\n",
    "\n",
    "\n",
    "fig = plt.figure() \n",
    "\n",
    "plt.plot(parray2/parray2.max(), enarray_theo/enmaxtheo, label=\"Theo\")\n",
    "plt.plot(parray1/parray1.max(), enarray/enmax, label = \"Exp v1\")\n",
    "\n",
    "plt.plot(parray1/parray1.max(), enarray2/enmax2 , '--', label =\"Exp v2\")\n",
    "\n",
    "plt.xlabel(\"Normalized radius\")\n",
    "plt.ylabel(\"Normalized energy\")\n",
    "plt.title(\"Encircled energy fraction\")\n",
    "\n",
    "plt.legend()\n",
    "\n",
    "#This is not exactly one, because other energy is lost to the square parts of the sensor \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-09T15:20:57.754273Z",
     "start_time": "2025-10-09T15:20:57.561278Z"
    },
    "execution": {
     "iopub.execute_input": "2026-02-06T16:19:52.752416Z",
     "iopub.status.busy": "2026-02-06T16:19:52.751918Z",
     "iopub.status.idle": "2026-02-06T16:19:52.921673Z",
     "shell.execute_reply": "2026-02-06T16:19:52.919682Z",
     "shell.execute_reply.started": "2026-02-06T16:19:52.752416Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x227e11b8d90>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 768x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "plt.imshow(np.abs(Exy.screen[:,:,-1])**2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-09T15:20:58.541517Z",
     "start_time": "2025-10-09T15:20:57.760279Z"
    },
    "execution": {
     "iopub.execute_input": "2026-02-06T16:19:52.924660Z",
     "iopub.status.busy": "2026-02-06T16:19:52.923664Z",
     "iopub.status.idle": "2026-02-06T16:19:53.596212Z",
     "shell.execute_reply": "2026-02-06T16:19:53.594221Z",
     "shell.execute_reply.started": "2026-02-06T16:19:52.924162Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Picking up the last z propagated assumed to be the screen position\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 768x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 768x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 768x576 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Sanity check with theoretical Airy pattern MTF, \n",
    "# here the theoretical and calculated MTFs should give the same with unitary Strehl ratio\n",
    "\n",
    "D = np.max(Exy.x)*2        \n",
    "\n",
    "wavelength = 200e-9  # Wavelength in meters (e.g., 550 nm)\n",
    "\n",
    "intensity_circular = intensity_theo_Airy(screen, D*2, wavelength, z=1)\n",
    "\n",
    "\n",
    "fig = plt.figure() \n",
    "plt.imshow(intensity_circular  )\n",
    "plt.colorbar()\n",
    "\n",
    "OTF_circular = calculate_OTF(intensity_circular)\n",
    "\n",
    "\n",
    "fig = plt.figure()\n",
    "plt.imshow(np.abs(OTF_circular) )\n",
    "plt.colorbar()\n",
    "\n",
    "fig = plt.figure()\n",
    "\n",
    "N = 512\n",
    "dx = 10e-6  # pixel pitch in meters\n",
    "dy = 10e-6\n",
    "\n",
    "\n",
    "# Plot\n",
    "plt.figure(figsize=(6, 5))\n",
    "plt.imshow(np.abs(OTF_circular), extent=(np.min(Exy.fx), np.max(Exy.fx), np.min(Exy.fy), np.max(Exy.fy)),\n",
    "           origin='lower', cmap='viridis', aspect='auto')\n",
    "plt.colorbar(label='OTF')\n",
    "plt.xlabel('f_x (cycles/mm)')\n",
    "plt.ylabel('f_y (cycles/mm)')\n",
    "plt.title('OTF')\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-09T15:20:58.765086Z",
     "start_time": "2025-10-09T15:20:58.545519Z"
    },
    "execution": {
     "iopub.execute_input": "2026-02-06T16:19:53.598701Z",
     "iopub.status.busy": "2026-02-06T16:19:53.597705Z",
     "iopub.status.idle": "2026-02-06T16:19:53.773434Z",
     "shell.execute_reply": "2026-02-06T16:19:53.771942Z",
     "shell.execute_reply.started": "2026-02-06T16:19:53.598701Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x227de539650>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 768x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mtf, mtfx1, mtfy1 = moe.metrics.MTF_from_OTF(OTF_circular)\n",
    "\n",
    "\n",
    "fx, fy = screen.fx*1e-3, screen.fy *1e-3\n",
    "\n",
    "fig = plt.figure() \n",
    "plt.plot(fx[np.where(fx>=0)],  mtfx1, label=\"MTF from Airy pattern in x direction\")\n",
    "plt.plot(fy[np.where(fy>=0)],  mtfy1, label=\"MTF from Airy pattern in y direction\")\n",
    "plt.xlabel(\"Spacial frequency (cycles/mm)\")\n",
    "plt.ylabel(\"MTF\")\n",
    "\n",
    "plt.legend()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-09T15:20:58.797246Z",
     "start_time": "2025-10-09T15:20:58.775079Z"
    },
    "execution": {
     "iopub.execute_input": "2026-02-06T16:19:53.775924Z",
     "iopub.status.busy": "2026-02-06T16:19:53.775427Z",
     "iopub.status.idle": "2026-02-06T16:19:53.795337Z",
     "shell.execute_reply": "2026-02-06T16:19:53.793846Z",
     "shell.execute_reply.started": "2026-02-06T16:19:53.775924Z"
    },
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "\n",
    "\n",
    "otf = moe.metrics.theoretical_ideal_OTF(screen, D*2, wavelength, screen.z[-1]) \n",
    "\n",
    "mtf, mtfx2, mtfy2 = moe.metrics.MTF_from_OTF(otf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-09T15:20:59.061946Z",
     "start_time": "2025-10-09T15:20:58.801075Z"
    },
    "execution": {
     "iopub.execute_input": "2026-02-06T16:19:53.796831Z",
     "iopub.status.busy": "2026-02-06T16:19:53.796333Z",
     "iopub.status.idle": "2026-02-06T16:19:53.987992Z",
     "shell.execute_reply": "2026-02-06T16:19:53.986501Z",
     "shell.execute_reply.started": "2026-02-06T16:19:53.796831Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x227e300ddd0>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 768x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fx = screen.fx*1e-3\n",
    "fy = screen.fy*1e-3\n",
    "\n",
    "fig = plt.figure() \n",
    "plt.plot(fx[np.where(fx>=0)],  mtfx1, label=\"MTF from Airy pattern in x direction\")\n",
    "plt.plot(fy[np.where(fy>=0)],  mtfy1, label=\"MTF from Airy pattern in y direction\")\n",
    "plt.plot(fx[np.where(fx>=0)],  mtfx2, label=\"MTF from theoretical function in x direction\")\n",
    "plt.plot(fy[np.where(fy>=0)],  mtfy2, label=\"MTF from theoretical function in y direction\")\n",
    "plt.xlabel(\"Spacial frequency (cycles/mm)\")\n",
    "plt.ylabel(\"MTF\")\n",
    "\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-09T15:20:59.093532Z",
     "start_time": "2025-10-09T15:20:59.066951Z"
    },
    "execution": {
     "iopub.execute_input": "2026-02-06T16:19:53.990481Z",
     "iopub.status.busy": "2026-02-06T16:19:53.989486Z",
     "iopub.status.idle": "2026-02-06T16:19:54.012387Z",
     "shell.execute_reply": "2026-02-06T16:19:54.010395Z",
     "shell.execute_reply.started": "2026-02-06T16:19:53.990481Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8138093632949268"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#This should give 1 \n",
    "\n",
    "moe.metrics.strehl_ratio(intensity_circular, screen, D*2, wavelength, z = screen.z[-1])"
   ]
  }
 ],
 "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": "3.11.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}