region_attribution.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import tensorflow as tf\n",
    "from sklearn.metrics import mean_absolute_error, mean_squared_error\n",
    "from scipy.stats import pearsonr\n",
    "from keras import backend as K\n",
    "\n",
    "from datasets import Dataset\n",
    "import losses\n",
    "import cnns\n",
    "from models import Model\n",
    "from regression import RegressionLayer\n",
    "from cropping import align, detect_landmarks, crop_feature, crop_face, draw_boxes\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import os\n",
    "import cv2\n",
    "import saliency.core as saliency\n",
    "from tensorflow.keras.preprocessing.image import load_img, img_to_array\n",
    "import matplotlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "names = [\n",
    "    \"nose\",\n",
    "    \"lips\",\n",
    "    \"eyes\",\n",
    "    \"cheeks\",\n",
    "    \"chin\",\n",
    "    \"eyebrows\",\n",
    "]\n",
    "\n",
    "dataset = \"SCUT-FBP5500\"\n",
    "output_size = 5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "resnets = []\n",
    "for name in names:\n",
    "    cnn = cnns.ResNet50(weights=\"vggface\")\n",
    "    cnn.construct()\n",
    "    resnet = Model(\n",
    "        cnn, \n",
    "        parent_name=dataset,\n",
    "        name=name, \n",
    "        loss=\"categorical_crossentropy\", \n",
    "        output_size=output_size,\n",
    "        load_weights=True\n",
    "    )\n",
    "    resnet.construct(activation=\"softmax\")\n",
    "    resnets.append(resnet)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "cnn = cnns.ResNet50(weights=\"vggface\")\n",
    "cnn.construct()\n",
    "vggface = Model(\n",
    "    cnn, \n",
    "    parent_name=dataset,\n",
    "    name=\"mediapipe\", \n",
    "    loss=\"categorical_crossentropy\", \n",
    "    output_size=output_size,\n",
    "    load_weights=True\n",
    ")\n",
    "vggface.construct(activation=\"softmax\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(f\"{dataset}/distribution.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "def call_model_function(images, call_model_args=None, expected_keys=None):\n",
    "    with tf.GradientTape() as tape:\n",
    "        x = tf.convert_to_tensor(images)\n",
    "        tape.watch(x)\n",
    "        result = vggface.full_model(x)\n",
    "        grads = tape.gradient(result, x)\n",
    "    return {saliency.INPUT_OUTPUT_GRADIENTS: grads}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "file = \"AF8.jpg\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = np.zeros((5,len(resnets)))\n",
    "for i in range(len(resnets)):\n",
    "    x[...,i] = resnets[i].inference(os.path.join(dataset,\"mediapipe\",file))\n",
    "\n",
    "means = x.T@np.arange(1,6)\n",
    "means = np.append(\n",
    "    means, \n",
    "    df[df[\"filename\"] == file][\"mean\"].to_numpy()\n",
    ")\n",
    "means = np.round(means,2)\n",
    "names2 = names + [\"true score\"]\n",
    "names2 = np.array([name.replace(\"_\", \" \") for name in names2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "image = align(os.path.join(dataset,\"images\",file))\n",
    "m1, m2 = crop_face(image)\n",
    "image_resized = cv2.resize(\n",
    "    image[m1[1]:m2[1],m1[0]:m2[0]], \n",
    "    (224,224), \n",
    "    interpolation=cv2.INTER_LANCZOS4\n",
    ")[...,::-1]\n",
    "\n",
    "xrai_object = saliency.XRAI()\n",
    "xrai_attributions = xrai_object.GetMask(\n",
    "    vggface.preprocess(image_resized), \n",
    "    call_model_function, \n",
    "    None, \n",
    "    batch_size=20\n",
    ")\n",
    "\n",
    "mask = xrai_attributions >= np.percentile(xrai_attributions, 70)\n",
    "masked_image = image_resized.copy()\n",
    "masked_image[~mask] = 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "def transform_coordinates(p1, p2, m1, m2):\n",
    "    sf = 224/(m2-m1)\n",
    "    m = np.max(m2-m1)\n",
    "    p1 = np.clip(p1-m1, a_min=0, a_max=m)\n",
    "    p2 = np.clip(p2-m1, a_min=0, a_max=m)\n",
    "    p1 = np.clip(np.uint8(p1*sf), a_min=0, a_max=224)\n",
    "    p2 = np.clip(np.uint8(p2*sf), a_min=0, a_max=224)\n",
    "\n",
    "    return p1, p2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "scores = np.zeros(len(names))\n",
    "_, detection_result = detect_landmarks(image=image)\n",
    "\n",
    "for i in range(len(names)):\n",
    "    normalised = (xrai_attributions - np.min(xrai_attributions)) / (np.max(xrai_attributions) - np.min(xrai_attributions))\n",
    "    s1 = np.sum(normalised)\n",
    "    n1 = len(normalised.flatten())\n",
    "\n",
    "    if names[i] == \"cheeks\":\n",
    "        _, p1, p2 = crop_feature(\"left_cheek\", image, detection_result)\n",
    "        _, q1, q2 = crop_feature(\"right_cheek\", image, detection_result)\n",
    "        p1, p2 = transform_coordinates(p1, p2, m1, m2)\n",
    "        q1, q2 = transform_coordinates(q1, q2, m1, m2)\n",
    "\n",
    "        s2 = np.sum(normalised[p1[1]:p2[1],p1[0]:p2[0]])\n",
    "        s3 = np.sum(normalised[q1[1]:q2[1],q1[0]:q2[0]])\n",
    "        n2 = len(normalised[p1[1]:p2[1],p1[0]:p2[0]].flatten())\n",
    "        n3 = len(normalised[q1[1]:q2[1],q1[0]:q2[0]].flatten())\n",
    "        u1 = (s1-(s2+s3))/(n1-(n2+n3))\n",
    "        u2 = (s2+s3)/(n2+n3)\n",
    "\n",
    "    else:\n",
    "        _, p1, p2 = crop_feature(names[i], image, detection_result)\n",
    "        p1, p2 = transform_coordinates(p1, p2, m1, m2)\n",
    "        s2 = np.sum(normalised[p1[1]:p2[1],p1[0]:p2[0]])\n",
    "        n2 = len(normalised[p1[1]:p2[1],p1[0]:p2[0]].flatten())\n",
    "        u1 = (s1-s2)/(n1-n2)\n",
    "        u2 = s2/n2\n",
    "\n",
    "    scores[i] = (u2-u1)/u1\n",
    "scores = np.round(scores, 3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 3000x1800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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xe/duRb169QTHSe9SoEABxZw5cxRxcXGS5PKjt2/fKoYNG6YwNzdXOaeqVasqDhw4oBRL6LpOTk46yVtTMTExihkzZigKFiyo9n1Rv359xaFDhyTJw8vLS3CMDRs2pLleQkKCYsaMGYq8efOqnGfp0qUF75+soF27doK3aejQoWmut3r1atHnrFwu12hssftE20v//v2/jfHs2TOdjJFRWYTYa6i/v3+a6z169EjRs2dPhampaYbjBQQEaPR3VlXjxo0Fx3327Fma650+fVrh6uqq8t/J2NhY0bNnT8Xz58+1ztHJyUnt+0Idmrym6uNxrG+pqamKAwcOKOrWrat23oUKFVLMnDlT8eHDB63zEHv+Cn0W8fX1VdSqVUvlPM3NzRWTJ0/W2Xu9OsSee9pcfnxvy0hoaKhi8ODBity5c6s1Tq5cuRTdunVTBAYG6vRv8ePr0I0bNxStW7dWyGSyDHOMiYmRJDdt7du3TzA/GxsbRUJCwrfrxcbGin5GPHHihKQ5bdiwQfTvZijVq1cXzGfChAlax/706ZPo7T1y5IgE2WsuJiZG4eXlpXRR97ns7++v0nvKp0+fFFOnTlXY2tqq/HwvU6aMYseOHdLd6B+cO3dOrfcdExMTRe/evRVhYWFp4og9rr28vHSWO1F2kr2nGBERERERERERERERERGRVuzt7QXbhVYgVteNGzdQq1YtdO3aFZcvX1b7+Ldv32Ly5MmoUKECTp48qXU+3zt48CDKly+P1atXq7Ry51d37txBhw4d0Lt3byQkJEiaU1hYGGQymdLFzc1N69g7duxAmTJl4OXlhTdv3qh9/KVLl9CuXTu4u7vj2bNnWueTkdu3b6NKlSrw8vISXXlSSGhoKDp06IAePXogOTlZhxlK6/379zh27Jhg3/erkAJAt27dYGZmpnS98PBw+Pn56SS/7O7vv/9G5cqV4ePjo9XjZsCAAYLP4bNnz0qXLICUlBSMHDkS7u7uuH79usrHyeVy+Pj4oEKFCtiyZYukOeVkbm5ugvd7WFiYVnGfPHmCpk2bokOHDrhy5Yrax0dERGDatGkoXbo0du/erVUuqvj8+TP69euHVq1a4ebNmyof9+XLF8yZMwfly5dHcHCwDjPM3JKSkjBt2jRUqFAB69atw+fPn9U+fteuXahevTpGjhz5bdVtXZHL5Rg/fjxq166No0ePQqFQ6HQ8KW3atEmwvWvXrjA3N//2fxsbG7Rt21atGNmJ2O4179+/1zr2u3fvRPsKFy6sdXxtxMbGYsaMGUqXjRs3Sj5WYGAgqlSpglmzZiE2Nlbl4x49eoQePXqgbdu2an1OzkhiYiJGjBiBxo0bq/W+k5KSgm3btqFy5crYunWrZPkQ5XQs/iYiIiIiIiIiIiIiIiIiUampqYLt2hbxLFmyBPXq1UNAQIBWcQDg5cuXaNmyJRYtWqR1LAD4559/0LFjR62KJbZv3w53d3edF1dpSy6XY9SoUejZs6ckxTp+fn6oWbOmTouMjx8/jkaNGiE0NFTjGDt37kSnTp2QlJQkYWa6s23bNsGi4xIlSqB+/fpp2uzs7NCmTRvBODmhGE1KCoUCv/zyC37//XckJiYaOh2VpKSkoHPnzli5cqXGMT59+oR+/fph5syZEmZGUjp58iRq1qwpycSBd+/eoVu3bvjtt99E3/O1FR0dDTc3N60mFYSHh8PNzQ137tyRMLOsITIyEu7u7pg1a5bWE5cUCgVWrlyJevXq4fnz5xJlmFZSUhLatWuHRYsW6ewxpSvv37+Hr6+vYN+Pk60AoF+/foLX3b9/Pz5+/ChpbplNnTp1BNuvXbumdeyrV68KtltaWqJy5cpax88KLl68iMaNG+PJkycaxzhy5Ajq1auH8PBwrfOJi4uDh4cHVq1apVWMvn37YvHixVrnQ0Qs/iYiIiIiIiIiIiIiIiKidIgVQNvY2Ggcc9y4cRg3bhxSUlI0jvGj1NRUjB8/HgsWLNAqzrp16zBmzBhJVqi8fPky+vTpk2lXu0xNTcWAAQOwYsUKSePGxMSgdevWOHHihKRxgf+tMN6pUyd8+vRJ61hHjhzJMsWtYkXbffr0EWwXKlADckYxmpSmTJmCNWvWGDoNtYwePRqHDh2SJNaff/7JAq1M6OjRo2jTpg0+fPggadylS5diyJAhkr9nff78Ga1bt8aNGze0jvX+/Xt07dpVrR05srro6Gg0bdoUFy5ckDRuUFAQGjVqpJMC8AEDBogWUGd227dvFyywd3JyQsOGDZXaPTw84ODgoNSekJCAXbt26STHzMLDw0OwPTg4GCEhIVrF3rt3r2B7ixYtYGJiolXsrODJkyfo0KGDJJ/ZHj58iGbNmiEmJkbjGMnJyejQoYNkO5WMHz8ee/bskSQWUU7G4m8iIiIiIiIiIiIiIiIiEpSQkICXL18K9hUtWlSjmF5eXliyZIlof+7cudGzZ0+sWbMGAQEBePnyJT5+/IiwsDBcvHgR06dPR4UKFUSPnzhxIg4ePKhRbnfv3sXw4cNF+01MTNC6dWts2rQJAQEBePv2LSIjI3H37l3s3LkTXbp0gYWFRZpjDh48qNUKebo0bdq0dLdez507N7p37469e/ciKCgI0dHRCA8Px7Vr17B06VK4uLiIHpuYmIhOnTrh/v37kuX79u1bdO7cGQkJCWnaGzRogPnz5+PKlSsICwvDx48f8fz5c5w9exZ//PEH7O3tRWPOnz8f9+7dkyxHXbh79y4CAwMF+8SKv1u1aiV4uz9//ozdu3dLmV625efnh3nz5qVpk8lkcHNzw+LFi3Ht2jWEhYUhLi4Ob9++xZUrV7Bw4UJUqlTJQBkDhw8fxr///pumzcjICM2bN8fmzZtx7949xMbGIi4uDg8ePMDu3bvRsWNH5MqVSzTm77//rtOV/Ek9d+/eRdeuXdNd/dnV1RXLli3DtWvXEB4ejujoaAQFBWHv3r3o3r270vvU9zZs2IAZM2ZImvOIESOUVvEtWrQoRo0aBV9fX4SEhCA6Ohpv377F3bt3sXz5ctSuXVs0XmhoKP766y9Jc8ys5HI5OnbsiKCgINHrFChQAKNHj8apU6fw6NEjxMbG4smTJzh37hwmTZoEJycn0WNfvHiBVq1aSTKh6qv169fDx8cnTZuJiQlatWqF1atX49atW3j58iXi4uIQERGB8+fPY/r06XB2dpYsB21s3LhRsL1Pnz6QyWRK7SYmJujRo4fgMdl9tw1XV1fUqlVLsG/q1Kkax71586Zo8ffo0aM1jptVpKamom/fvoiKikrT7uDggJEjRyo9179+3i1WrJhozEePHqFHjx4aT+6ZNm0azpw5I9pfoEABjBgxAidOnMCDBw8QGxuLFy9e4OrVq1iwYIHS40ShUGDIkCF4/fq1RvkQ0f9REBEREREREREREREREVGW1b9/fwUApUvjxo21ju3n5ycYG4BiyJAhasfbv3+/QiaTCcYzNjZWTJgwQfHu3bsM48jlcsWaNWsUtra2grHs7OwUb9++VSs3uVyucHV1Fb29tWrVUty5cyfDOE+fPlU0a9YszbFWVlaCMZ2cnNTK8dmzZ5Ld16dPnxa9LwAoWrZsqQgPD88wzsGDBxUFChQQjVO+fHlFYmKiWrl5eXkJxsqTJ0+a/1eqVEnh5+eXYbyoqChFp06dRHPs1q2bWvnp22+//SaYd506ddI97tdffxU8rmHDhmrnkJycrEhISPh2OXHihGDsPn36pLleRpekpKRvY6Smpir1Ozo6Co6jzhgJCQnp3jax11ATE5M0/69evbri0qVLGf6tUlNTRR/zYmP5+/urdX80btxYpedIqVKlVMr5/v37iho1aog+R4oWLar4+PGjWjk6OTkJxpKKJq+p+ngcCxG7v549e6bWbU5ISFCUKVNG9H4qVKiQ4siRIxnGefnypeKnn34SjWNkZKQ4e/asWrmJvT/9+JjMnTu3Yu7cuRk+L1NTUxVr165Veh5+vZiZmSmio6PVylFXpHxv/tG0adPSvZ88PT0z/FumpKQoZs+erciVK5dorEGDBqmdm9jj+sf7rGnTpor79+9nGC8pKUkhl8vVzkNKd+7cEf0bPXjwQPS469evix73+PFjSXLbsGGD6BiG5O/vL/p5csGCBWrHe/Xqleh7f6dOnXRwC9Qn1XPe399fMI61tbVS2/DhwxXx8fHpxktKSlJMnTpVYWxsLPpYWb58udq3NyAgQPS12MjISDF69OgMc1MoFIpdu3YpfWcQ+47k5eWldp5EORFX/iYiIiJJDBgwADKZTOki1dY/JM7Z2Vnwb0+ka2fPnhV87A0YMECtOBs3bhSMM336dJ3kTdrh/UVERERERJSzrFmzRrSvSZMmasWKiorC0KFDBVecc3BwwKlTpzB//nw4ODhkGMvIyAhDhgzB+fPnUahQIaX+mJgYTJgwQa38VqxYgevXrwv2tWrVCpcvX0aVKlUyjFO8eHGcPn0agwYN+tYWFxenVi66lpSUhF9//VV09b/x48fD19cXRYoUyTBWu3btcOfOHZQuXVqwPyQkBAsWLNAq36/i4+O//dvd3R1XrlxB06ZNMzwub9682LlzJ1q3bi3Yf/DgQcTExEiSo9RSUlKwbds2wb6+ffume2y/fv0E2y9evIinT5+qlYeJiQnMzc2/XcRWijY2Nk5zvYwupqam346VyWRK/WLnutUZw9zcXK3b+lVKSsq3f7ds2RKXL19GvXr1MjxOJpOlu5K2Ln3/HKlRowZu376tUs4VKlTA1atX0aJFC8H+8PBwzJkzR7I8DUUfj2NdmjdvHh49eiTYV65cOdy5c0f0de57RYsWxYkTJ0RX0E1NTcWwYcPSXV1cVd8/JvPmzYvTp09j4sSJGT4vZTIZBg8ejC1btgj2JyYmKq0und08evQI8+fPF+wzNjbG3r178ffff2f4tzQ2NsbkyZPh5+cnuur7+vXrceHCBa1zBtK+dg4ePBinTp1Kd8eWr0xNTWFkZNgyNrFVv11cXFC2bFnR41xcXFCuXDnBvs2bN0uRWqbl5uYGT09Pwb4JEyZg+PDhaV4H0nP8+HHUqlULL168UOpzdnZW2tkiu/r48WOa/69duxarVq2CpaVluseZmppi5syZOHToEExMTASvM23aNKUVxdOTmpqKn3/+Oc3z+iuZTIbNmzdj2bJlGeYGAF27dsXNmzfh6Oj4rS2zfUciympY/E1ERERERERERERERERESm7duoXdu3cL9llaWqJ9+/ZqxZsxYwbevXun1J47d24cP35c7WJyAKhcuTKOHDkiWMC3detWPHnyRKU4crlctEDZxcUFe/bsUbu477///lOpCM8QNm7cKFpA2KdPH7WLtQsUKIATJ04gf/78gv0LFy5EbGysummKqlGjBo4ePYo8efKofIyJiQm8vb0Fj0lMTMSuXbsky09Kx44dE3zemJqaonv37ukeW7t2bcGifIVCgU2bNkmWY3bn6uqK/fv3a1xEbgiOjo7w9fWFlZWVyseYmppiz549qFq1qmD/smXL1CoYI2lFR0dj0aJFgn2FCxfGyZMnVZo89ZVMJsPSpUtFX0cePHggWnitCRMTExw5cgR169ZV67gePXqgY8eOgn1S5pcZTZ8+HUlJSYJ93t7e6NChg1rxGjRogF27dokWWE+ZMkXdFNPVsWNHrFmzxuAF3arSZrJVetfZvHmz6GQ7qXz58kWSi9jjLSMLFizA4MGDBftWr16NokWLYvTo0Th06BBevHiBT58+ITk5Ge/fv8fNmzexbNkyuLq6omXLloiIiFCK4ejoCD8/P9HPmdnZ9OnTRf+2Ylq1aoXVq1cL9sXGxuLvv/9WOdbJkydx8+ZNwb6FCxeid+/eauVWtGhRnD59GtbW1modR0TCssY7LBGRDo0cOVJw9UqZTIaDBw/qbFx3d3fBMc3MzBAUFJTh8WFhYaJ5Z3QxMjKChYUF8uXLhwoVKqBFixYYO3Ystm3bhvDwcJ3dZlXNmzcv3fzv3Lmj8xzExhab7atPYivtqnIxNTWFg4MDSpUqhVq1aqFHjx5YvHgxLl68iC9fvhj6phGhfPnyoo/f6tWrGzo9IiIiIiIiIqIc4+XLl+jYsSPkcrlg/6hRo1Ra4e2r169f47///hPs8/b2Ro0aNTTKE/hfIbCXl5dSu1wux6pVq1SK4evri1evXim1GxkZwdvbW3SlzPQYGxtj1apVyJ07t9rH6ppYAWHBggWxatUqjXYWLF68OBYvXizY9/HjR9H7X13m5ubYtm2bRisrFylSRHTXusuXL2uZmW6IFWm3atUK9vb2GR5vyGK07MDU1BRr166FmZmZoVNRy5IlS1CgQAG1j8uTJw9Wr14t+BqQkJAAb29vKdIjDaxevVp09dylS5eiWLFiaseUyWRYvXo18uXLJ9ivToFgRqZOnap24fdXYkXJt27d0rhYNbN7+fKl6KSkVq1aqV0M+lWbNm3S7EzyvQsXLojugKIuW1tbjT9PGMrx48cFJ1uZmJigR48eGR7fp08fwdsbFhaGc+fOSZKjGAsLC0kurq6uGo0vk8mwdu1arFixQvAz84cPH7B8+XK0b98eTk5OyJMnD3LlyoX8+fPDxcUFY8eOxY0bNwRjd+rUCQEBAShRooRGuWVllSpVwtSpUzU6dvDgwXB3dxfs8/b2RkJCgkpxxHaBqlmzJn777TeNcitdujT+/PNPjY4lorRY/E1EOd68efPg7Ows2Dd8+HCdbPPn7e0NPz8/wb6pU6eicuXKko/5PYVCgS9fviAqKgohISE4efIkli1bhj59+sDR0RH16tXDpk2bJNnKSxMZrTbB1Sg0l5KSgsjISDx58gS3bt3Czp074enpiYYNG6Jw4cLw9PTE48ePDZ0m5VDXrl3DgwcPRPsDAwNx9+5dnY2/dOlSTJ8+XekipbNnzwqOERgYKOk4lHPp43FMRERERERE2ZtCocDevXtRo0YNvHz5UvA6RYsWxeTJk9WKu27dOiQmJiq1u7q6ok+fPhrl+r0xY8bA1tZWqX3btm1ITU3N8Pi1a9cKtvfr10+rRQkcHR0xbtw4jY/XhStXroiu+j137ly1Vgr+Ue/evUWL+6Q6t9+vXz+UK1dO4+N79uwp2B4QEKBxTF2Jjo7G4cOHBftUWYX06/XEitHOnz+vVX45Qd++fXX+u53UGjZsiE6dOml8fJ06dUQLHbdu3apxXNLO5s2bBdsbN26Mrl27ahzX1tYWs2fPFuwLCQmRpBjYzs4Ov//+u8bH16xZU3AXg+TkZNy7d0+b1DKtrVu3Ck7AMzU1xdKlS7WKPWfOHNjY2Aj2SbUQ2rhx41CwYEFJYumL2G338PBQaVV9R0dHNG7cWLAvp9Q3jBgxAo8fP8aoUaO0WtnZ1NQUbdq0wcWLF7F3717kzZtXwiyzjkWLFsHY2Fjj45csWSK48n5MTAyOHj2a4fHv3r0T/Ry6aNEirVb1Hz16NIoXL67x8UT0Pyz+JqIcL0+ePKIndSMiIjB27FhJx3vx4oXol9tq1aph4sSJko6nLoVCgStXrmDAgAGoWLEiTp8+rdfxMyr+BP53sj4lJUVPGeUcMTExWLx4McqUKYORI0eqPNuTSCqqnFDS5cmRpUuXYsaMGUoXKZ09e1ZwDBZ/k1T08TgmIiIiIiKirCM1NTXD7d2jo6Px5MkTnDhxAl5eXihfvjy6dOmCyMhIwZi5c+fGwYMH1S4Q3rJli2C7VKu+WVpaon///krtb9++zbCoNzk5GSdOnBDsE1sdUx1SxJDSgQMHBNvt7e3V3rpdiNjvKsHBwXj48KHW8UeNGqXV8S4uLjA1NVVqDwkJyXQryPr4+AjmZGtrizZt2qgUw9nZGQ0aNBDsyynFaNrIbM9fVQwbNkzrGMOHDxdsDwkJyfB3PJJeSEiI6OvnmDFjtI7fv39/wQlUALB//36t4w8aNEjrXTDq168v2J5df18Re69u2bKlYCG8OhwcHNCrVy/BPinubyMjI9FdNjIrKSZbpXfdPXv24NOnTxrlltUULlwY//zzD/z9/UWft+mxsLDAn3/+iZUrV2p0fHZRsmRJNG/eXKsYlSpVQsOGDQX79u3bl+Hxx48fF1wwsmTJkqITHVRlamqKfv36aRWDiFj8TUQEAGjWrBl++eUXwb7NmzfD19dXsrGGDBmCuLg4pXYTExNs2LBB8ISjoYSGhqJ58+aYN2+e3sZU5UTju3fvcOzYMT1kkzMpFAqsXLkSNWvWxP379w2dDuUQiYmJ2LlzZ4bX4+QPIiIiIiIiIiLVXbhwIcPt3e3t7VGqVCl4eHjgr7/+Src4t0CBAvDz80ONGjXUyiM0NBShoaFK7TY2NloXNXyvadOmgu3nzp1L97i7d+8KrkperFgx0aJZdRQvXlx0NWxDEFv0pVu3bpL8RtG2bVvR1R7FdkVVVbFixVCpUiWtYpiamgquHJ6SkoLo6GitYktNbMGMbt26wczMTOU46RWjff78WZPUcoQiRYpkucKz3Llzo3379lrHadCgAYoVKybY5+/vr3V8Uo/Y67atrS1atWqldXwzMzN06dJFsE/b120AkuQotgL/u3fvtI6d2Xz48AG3bt0S7JNiklZ6cd68eYPg4GCtYtetW1f09SOzEptsZWNjg3bt2qkcp0uXLjA3N1dqj4+Px969e7XKMStITU2Fj48PqlSpgpo1a+LSpUtqx0hISMC0adPg7OyM9u3b4+bNmzrINPMT24FDXWITPc6ePZvhsTdu3BBs13VuRKQ6Fn8TEf2fhQsXin4JGTp0KD5+/Kj1GGvWrMGpU6cE+yZNmoRq1appPYbUFAoFJk2aBG9vb52PlZiYiB07dqh0Xa5GoXshISFwc3PjCg6kFwcPHkRMTEyG13v79i2OHz+uh4yIiIiIiIiIiOgrmUyGvn37IiAgAHXq1FH7eLFCQQ8PD0kXRBErsL5z5066x12/fl2wvUGDBpDJZFrnBQCNGjWSJI62kpKScPfuXcE+dYqb0mNhYSFa1C9WRKIqqQpxCxcuLNj+4cMHSeJLITg4WLTgSZ1VSAGga9eugsVocXFxOaIYTVO1atUydApqa9iwISwtLbWOI5PJ4OHhIdh37do1reOTesReO1u0aKHWRJD0dOjQQbA9MDBQcOVXVRkbG6N27doaH/9VVnjdlsqtW7cgl8uV2o2MjNC6dWtJxqhfvz4cHBwE+7R9r86Kr51itQdixdxirK2tRSfgZPf6hsePH6NOnTro1asXgoKCtI6nUChw6NAhuLq6Yty4cZludxZdk2LSDADR14yIiAg8f/483WPFviNJ9b2mTJkyKFCggCSxiHIqFn8TEf0fa2tr/Pfff4J94eHh8PT01Cr+y5cvMX78eMG+ypUrY+rUqVrF/96JEyeQkJAgeomPj0d4eDgCAgKwdu1a9OrVK8MTAyNGjND5TP5Dhw6pVPwJAIcPH850K3BkBg8ePEj3vv/48SOePXuGCxcuYM6cORl++Y6MjETHjh1zzDZUZDjqnPDI7idHiIiIiIiIiIgyC5lMhjFjxiAkJASbN29GoUKFNIoTEBAg2C62iqemHBwcYGJiotT+6NGjdI8Ty69q1aqS5CV1LG08fPhQdGe96tWrSzaOWCxti4HKlCmj1fFfWVlZCbZLsRCQVMTOgxYvXlztInhbW1u0bdtWrXEIau9ykBlUqVJF57Hu3bsn2RikGrGdevXxup2cnJzuriAZKVKkiCQTErLC67ZUxO7vMmXKSPK3/EpsYTpt36uz2mtnSEiIaMG7upOtAKBfv36C7f7+/njx4oXa8VShUCgkuQQGBmo0vr+/P6pXry76d7S2tsYvv/yC7du34/79+3jz5g0+fvyIsLAwXLlyBYsWLYK7u7vobVuyZAmaNm2aY2oWZDKZZO/nRYoUgb29vWBfervAp6amik6gzY7fkYiyKhZ/ExF9x8PDAwMHDhTsW7t2reiq3ar4+eefBb98mpiYYMOGDciVK5fGsX+UK1cumJubi14sLS1RpEgRVKtWDYMHD8a2bdvw/PnzdL+8yOVyTJgwQbIchahzgjEpKUnlVcJzEjMzs3TveysrKzg7O6NBgwaYNGkSbty4gRMnTqS79daDBw8wZ86cDMfeuHGj4JdENzc3CW8hZUdv3rzBiRMnVL7+4cOHVZ4oQrrl5uYm+LwX246WsocBAwYI3u/Tp083dGpEREREREQkMYVCgW3btmm0Zfv3xHYXLFeunFZxheTNm1ep7fXr1+ke8+7dO8H2ihUrSpKT1LG0ERYWJthesGBBSVfeEysizGiFwYzY2dlpdfxXYsVznz9/liS+tuRyObZu3SrY16dPH41WpBf7Dcjf3x8vX75UO15OkN5vJ5mVlMXfYgVZYq8jpDtif3Mpd5UuXLgw8ufPL9inzWt3TnndlpI+7m9Ad+/VWe21U+w3LScnJ41WOG7evLngc0mhUGDLli1qx8vsrly5grZt2yI+Pl6pz8jICJMnT8aLFy/g7e2Nnj17okKFCihQoACsrKzg5OSEOnXqYNy4cTh16hQCAgJQr149wXEuXbqEtm3bik5izE6KFy+OPHnySBZP7LPB06dPRY/5+PEjEhMTldrt7e0l/c6QWb4jEWVVLP4mIvrB4sWLRbeN+vnnnwU/tGZk3bp1ooWNv//+O2rWrKl2TKkVKFAAmzdvxrx580Svc/PmTezfv18n46dX/NmnTx/BdhYXSqN58+a4detWuqsDLF26lCutk85s3bpVcPs6V1dXwZV8EhMT4ePjo4/UiIiIiIiIiIhyvMjISAwePBi//PILUlNTNYohVljapUsXyGQySS9ChdwZLSQQGxsr2C5VwZrUsbQREREh2C51oZZYvKioKCQlJWkc19raWuNjVaFQKHQaX1WnTp0SnbQg9ptJRjw8PODg4KDUnpqais2bN2sUM7uzsbExdApqK1KkiGSxxH4vjY6O1up5TOpJTEwU/Y1OX6/dYu8dqsgpr9tSMvR7tTb3N5C1XjvTm2zVu3dvjSZbmZiYoGfPnoJ92W23jbi4OPTs2VNwRW4LCwscP34cs2fPVvkxUa1aNZw9exZDhgwR7Pf398fcuXO1yjkrKFq0qKTxxD4bvHnzRvQYfXw/0kU8opyGxd9ERD+wtbWFt7e3YN/z58/VXv06PDwcnp6egn3ly5eHl5eX2jnq0h9//IHu3buL9m/btk0n427btk1wlmbNmjUxe/ZswS9WN27cQEhIiE7yyWkcHBywf/9+0S1/Pn/+zJO/pDNiJzr69u0ruhpNdjs5QkRERERERESkC40bN053a/f4+Hi8fPkSJ06cwJQpU+Ds7Cwaa82aNRg+fLhGeURGRmp4C6SRkJCQbr9YcYOUBWu6Ln5T1YcPHwTbpc5PLJ5CoUBcXJzGcY2McsbP22KL34gtmKEKU1NT9OjRQ7CP5/+FZZbnrTr08bql7fOY1CO0s/RX+nrtFnvvUEVOed2WkqHfq7W5v9OLmxnpYrIVAPTr10+wPTQ0FJcvX9Y4bmYzdepU0ZXiN27ciJ9++kntmKampvD29karVq0E+2fOnIlnz56pHTcrsbKy0ku89J7r+vh+pIt4RDkNP2UREQlo06aN6If51atX4+zZsyrH+uWXXwQ/NBkbG2PDhg0wMzPTNE2dmT17NoyNjQX7/P39NV7dJT3pFX86OjqicePGah1H6nNycsLEiRNF+w8ePKjHbCinuHXrFu7du6fU/vWHCLEtTK9fvy66XTAREREREREREanG0tISRYsWRfPmzTFr1iyEhoZiyZIlyJUrl+D1//vvP/z7779qj5NR8bWuZbQ9vNiOn7lz55YsBym3bteG0PbtgPSFF+mt8PjlyxdJx8puPnz4IHo+XmyxDFWJHf/o0SNcuXJFq9jZkYmJiaFTUJuUBWN8HmcOYq/bgP5eu3l/65eh36u1vb+z0munWK1BzZo1Ub58eY3j1qhRAxUqVFBrzKwmJiYG69atE+zr2LEjunXrpnFsIyMjrFmzBubm5kp9ycnJWLFihcaxswJ9FVin91zXx/cjIPN8RyLKqlj8TUQkYtmyZShQoIBSu0KhwJAhQ/D58+cMY2zYsAHHjh0T7Bs3bhxq166tdZ66ULJkSdFi6+joaNy9e1fS8W7fvo2goCCl9u+3RBI7Ibl161adFKPnVMOGDRP9wH79+vUMfyQhUpfYCQ4PDw/ky5cPzs7OaNCggVrHUs4kl8uz5faORERERERERPpkYmKCsWPH4ujRo6ILl/z2229qT8rP7OcVLS0tBdulLFr/9OmTZLEoe9uxY4dgMY6JiQk6dOiAL1++aHypXLkySpcuLTguz7fSj/j7GxFlZx8+fMCBAwcE+7p3767V++2XL19Ed9vYtWtXtphQsWvXLtHPt1OmTNE6fuHChTFo0CDBvi1btmgdPyfRZAcGfXw/AvgdiUhbLP4mIhKRN29e0RVMnjx5gsmTJ6d7/KtXrzBu3DjBvrJly+Kvv/7SOkddEiv+BiC6dY+mxLYvbN68OfLnzw8A6NKlCywsLJSu8+rVK5w6dUrSfHKyPHnyoE6dOoJ9nz9/xpMnT/ScUdaQnJyMkydPYurUqWjZsiXKlCkDW1tb5MqVC2ZmZrC3t0f16tXRq1cv/PvvvwgPDzd0yplCcnIyfHx8BPu+n/AhtjXali1bePJZAl8fv56ennB3d4eTkxOsra1hYmICOzs71KhRQ/R12lDevn0Lb29vdOnSBeXLl0eePHlgYmICY2Nj5M2bF3Xq1IGnpyfOnz9v6FRJC58+fcKePXswatQoNG7cGMWKFYOVlRVMTExgaWmJIkWKoH79+hg6dCi2bduGmJgYg+b75s0brF69Gt26dUP58uVhZ2cHU1NT5MuXDxUqVEDz5s2xYMECwd0OpBQREYENGzZg9OjRaNiwIUqWLAkHB4dv70l2dnYoUqQIqlativbt22P06NFYu3Yt7t+/z9dUIiIiIiL6xt3dXfT8eGJiIgYPHqzWJGyhVfsyE1tbW8H2jx8/SjaGlLG0IVbUL3V+6W0jn9kfD4YmVoSdkpKCYsWKwcLCQqtLaGioYPydO3dmi2K0nE7K53JcXJxoH5/H+pPeLtL6eu3m/a1fhn6vzin3d3rvexMmTND6/fbPP/8UjB0bGytadJ6VnD17VrC9cOHCqFmzpiRjtG3bVrD9/fv3CAkJkWSMzCi9919NaPJc18f3I13EI8ppWPxNRJSOjh07onv37oJ9y5cvx6VLl0SPHTp0KGJjY5XajYyMsH79+kz/palkyZKifZGRkZKNo2rxp7W1Ndq3by94Pa5GIS1XV1fRvhcvXuhkzMuXL8PU1BQymUzp0rlz50w7xsuXLzF27FgULFgQLVq0wOzZs3H8+HGEhobiw4cPSE5ORlJSEqKjoxEYGAgfHx/8+uuvcHJyQsuWLXP8NppHjhwRfD2xsbFJ82W+a9eugq+Zr169wunTpzUaOywsTOlxIDaxRegxk97le25ubmn6ZsyYITjGwIED1RojvWLss2fPCh4zYMCANNdLTEzEvHnz4OTkhBYtWmDx4sXw8/PDixcvEBcXB7lcjtjYWAQEBCAwMFCdP6/OvH37FkOGDIGjoyOGDRuGvXv34sGDB99mhSsUCsTExODatWtYvHgxGjdujEqVKuHIkSNajz19+nS17wt1DBgwQDC+2MkzQH+PY317/PgxhgwZgvz586Nr165YsWIFzp8/j/DwcMTHx0Mul+Pz5894/fo1Ll++jP/++w99+vRBwYIF0b17d9y5c0eSPH58/n69hIWFpbneq1evMGjQIDg6OmL48OHYvXs3Hjx4gNjYWKSkpCAqKgohISE4deoU/vjjD1SuXBk//fST4K4n2jh9+jRatWqFYsWKYdCgQVi+fDkuXryIp0+fIjIy8tt7UmxsLF6/fo27d+/i0KFDWL58OX7++WdUqlQJ9vb26N+/P3x9fTP9qnxERERERKR7AwcOFN2u/fLly9i6davKsaysrATbDx48iISEBL1c0iNW3CDlRGOh3wsMwcbGRrBdX4UcMplM9PFAwKNHjwx23jg2NhYHDx40yNgkHSkLxtJ7HltbW0s2jiZy0iIG6f2t9fXaLfbeQbph6PfqnHJ/G7LGIDvUN9y+fVuwvX79+pKNIbY7NIBM89ulLujruZ7e+4s+vh8Bmec7ElFWxeJvIqIMLF++HA4ODkrtqampGDRokOBs0M2bN+Po0aOC8UaPHo169epJnqfU7O3tRfuioqIkG+fo0aOCxZ9WVlZKxd7fF4N/78CBA5wRKKF8+fKJ9qX3YV6TwsWv6tWrJ1oUu2/fPqxatSrDGOmJiYlBz549BQvZnJycsHbtWrXiJSYm4s8//0SpUqWwbNkyREdHq3V8amoqjh8/jnr16mHIkCGSz97NKsRObPxY7P1jMbgqMSh9t2/fRqVKlTBp0iRERERoHEfVQnMp+Pr6omLFili3bh2SkpJUPu7+/fto27Ytevfujfj4eMnzyok2btwoeL9Pnz5dq7hJSUmYNm0aKlSogHXr1uHz589qH79r1y5Ur14dI0eO1Mv9vW3bNlSoUAEbNmxAcnKyysedPn0a1atXx5IlS7TOITIyEj179sRPP/2EY8eOQS6XaxwrNjYWmzdvRuvWrXHz5k2tcyMiIiIioqxv2bJloj/8T548GYmJiSrFKVKkiGB7XFwczM3N9XJJj9BvAAAQHBys0u1Txf379yWLpY1ChQoJtr98+VLSccTi2dvbI1euXJKOlZ0Y+nynoccn7Um58+irV68E2/PmzQtTU9MMj9flIhPp7S6Q3ZiZmSFv3ryCfVK/dos9fsTeO0g3DP1enRPu79DQUFy+fNlg4586dUqr3+cyg/fv3wu2FyhQQLIx8uTJg9y5cwv2SblgYWYj9v6rqdevXwu2p/dct7GxEXyvj4yMFL3vNZFZviMRZVUs/iYiyoCDgwNWrFgh2Pfo0SNMmzYtTVtERATGjh0reP1SpUphzpw5UqeoE+nNmFdnO8+MiK2Y2qVLF1hYWKRpa9GiheCXhYSEBOzatUuynHK69GZ4qvpjjiYmTpwId3d3wT5PT0/cvXtX49iDBw8WXLXcxMQE27dvh52dncqxnj9/jrp162LmzJlqFaCKWbduHerXry/5CZvM7v379/D19RXsE5ro0a9fP8Hr7t+/n5M/1HTy5Ek0bNgQjx8/NnQqKtu+fTvat2+v1eSj7du3o2nTpmpP1iD9iIyMhLu7O2bNmqVWEbUQhUKBlStXol69eqIroUth5syZ6NOnj8avQXK5HOPGjdPqs+GbN2/QqFEj7NixQ+MYRERERERE6SlYsCAmTJgg2BceHg5vb2+V4ojtNJlZijaqVasm2C7V7lJSx9KGs7OzYPubN2/w7t07ycYRW43RyclJsjGym9TUVGzZssWgOZw8eTLLF6PldNr8lvIjsdet4sWLq3S82MQbdRd9EJLTzvOKvXZLufJtREQE3r59K9jH12790sf9nV68nHB/G3qyk1wuN/h7vrb0tXK82ETU7DwJ6OnTp992PZaC2GcDsdcaADAyMkKVKlUE+7LjdySirIrF30REKujWrRs6deok2LdkyRJcv3792/+HDRsmuDqyTCbDunXrlAqaM6v0TppI9YE9MjJSreJPY2Nj9OzZU/D6YkXkpL70itjMzMx0Nq6RkRG2bNmC/PnzK/V9+fIF3bt31+iE4MqVK7F//37BvhkzZqi1Ev+DBw9Qp04dBAQEqJ1HeoKCgtCkSRPRWbfZ0fbt2wULPJ2cnNCwYUOldg8PD8EVmDj5Qz23b99Gp06dJDm5ri8XL17EwIEDBVfuV9eNGzfQqlWrDLd6Jv2Kjo5G06ZNceHCBUnjBgUFoVGjRjopAF+8eDH+/PNPSWJNmTIFp0+fVvu4pKQk/PTTTwgJCZEkDyIiIiIiIjFjxowRXcFv3rx5grtj/qhmzZqC7Zll1yFXV1fB9osXL0o2htTfezVVtmxZmJiYCPZJed5TLFblypUlGyO7OXPmjMEXCZHL5di6datBcyDtSFlEJVYsVqlSJZWOF1tsSIod+7LS4iZSEPubS1kMLPa6bWpqirJly0o2DmVM7P4ODQ2V9PcdscdPdn+vzgyTrQDDF6BrS2wHCKmLsmNjYwXbdVm3YGgKhQJBQUGSxHr9+rXohNuM3s/FviNJ9b3myZMnnHRIpCUWfxMRqWjVqlWCW2rJ5XIMHDgQiYmJ2Lp1Kw4dOiR4/IgRI9CoUSNdpymZR48eifYVLVpUkjG2bdsmWPxZrFgxuLm5CR4jVBQOAJcuXcpxJ3p0Jb1tesRm1kqlYMGC2LJli+BWgA8ePMDIkSPVinfnzh2MHz9esK9Zs2aYOHGiyrFevXqFpk2b4s2bN6LXqVq1KiZPnoxTp07h4cOHiIyMRGRkJO7du4ft27ejZ8+eol9Enzx5gk6dOkmymnhWIDZho0+fPoL3v4mJCXr06CF4TFY/OaIvCQkJ6Nmzp9JMcWdnZ/z22284ceIEHjx4gJiYGERHRyMkJATbt29Hly5dYGxsbJCc4+Pj0bt3b6XnRalSpeDl5YWrV6/i1atX+PLlC168eIELFy7A09MThQsXFo157do1DBs2TNepk4rkcjk6duyY7kmsAgUKYPTo0Th16hQePXqE2NhYPHnyBOfOncOkSZPSXYXkxYsXaNWqlaQrJPj7++P3339P02ZqaopOnTph7dq1CAgIwKtXrxAbG4vQ0FAcOHAAAwYMSHcr3GHDhqk9KWHhwoW4d++eYJ9MJkPTpk3x999/49SpU3jy5Anev3+P+Ph4vH37Fo8ePcKlS5ewevVq/Prrr6KrNxAREREREQFA7ty58ccffwj2RUREYO3atRnGaNCggWC7v7+/VrlJpVq1asiVK5dS+/Pnz3H58mWt47948QKXLl3SOo4UcuXKhapVqwr2HT58WJIxvnz5gpMnTwr2iRWRkPh5zjp16kChUEh+8fLyUiuPHxkZCZcapLezrCb0NU52cfHiRcTFxWkdJzU1FceOHRPsq127tkoxxBaTevXqlcZ5fSXVa2pWeXy5uLgItp84cUKy35UOHjwo2F69evV0z22S9GrUqCH4u4xcLhddWE1dV65cEd3xI7u/V/v7+wvuGA387/doqd9vnz17JjhWcHBwppkIqQmxnbXFdhDQRFxcnOiEB6HanexE7D1Yqjj58+dPd+VvQPy1QKrdaLdv3y5JHKKcjMXfREQqKlCgAJYtWybYFxwcjNGjR2PMmDGC/cWLF8e8efN0mZ7kzp49K9pXvXp1ScYQO4HYu3dvweJP4H9fditWrCjYt3nzZknyyumuXbsm2ufo6Kjz8Zs3by66leyGDRvg4+OjUpxPnz6hR48egisPOTg4YMuWLaIn9X6UnJyMjh07is48rVKlCnx9fREYGIjZs2fD3d0dZcqUgb29Pezt7VGxYkX07NkT27dvR3BwMNq0aSMY59q1a5gxY4ZKOWVld+/eFV1NQGyCR3p9Fy9exJMnT9TKwcnJCQkJCWkuYo/vH6+X0eV7J0+eTNM3ZcoUwTH+++8/tcZI7+8kZt++fWkm9lhZWWHRokUIDQ3F4sWL0bx5c5QtWxa2traws7NDuXLl0LNnT+zevRtz5sxRezwpeHt7pzkBlytXLsyZMwcPHjzA9OnTUbt2bRQuXBhmZmYoVqwYGjRogL///huPHz/GmDFjRN9LNm/eLLojQFair8exLs2YMQPnz58X7DMyMoKnpyfCwsKwbNkyuLu7o3Tp0rCxsUGJEiXQqFEjzJkzB0+ePMHs2bMFf6QH/v/nNKmMHj06zY8/7dq1Q3BwMPbu3YvBgwejWrVqKFy4MGxsbFCqVCm0b98eGzZswJ07d1ChQgXBmE+ePFFrF5PExETMnz9fsK9WrVq4e/cu/Pz84OnpCXd3d5QoUQL58uWDpaUl8ufPj9KlS6NevXoYOnQoVq5ciTt37uDZs2dYunQpypUrp9bfg4iIiIiIcoahQ4cK7tgHAPPnz8+w8Kxu3bqCu7q9evUqU6yInStXLri7uwv2bdiwQev4GzZsgEKh0DqOVMRu665duyTZfe3IkSOiqz42a9ZM6/jZUVxcHPbt2yfYJ7YohrbE4t6/fx+3bt3K8HixczFS7zqor3Gyi4SEBNEiXnVcuHBBtEi7SZMmKsUQ2zVCitVMpSqKyyqPL7HX7ZiYGEn+FklJSdi9e7dgH1+39c/Gxga1atUS7Nu2bZskY4jFKVSoEMqXLy/JGJmV2Ln4atWq6WSVe2dnZ9FJM1l5gSuxwmEpJzym9z0ho8LlrE7XBdZiizF+r0WLFoITUb4uMKQNuVzO+h4iCbD4m4hIDX369BEt2vzvv/8QHR2t1C6TybB27VpYWlrqOj3JhISEiG5nWbp0aRQpUkTrMYKCgkS3D8uoqFGsf8uWLZnqBHpWFBcXJ1r8bWFhgVKlSuklj1mzZqFu3bqCfUOHDlWp0HfkyJF48OCBUrtMJsPmzZtRqFAhlfOZN28ebty4IdjXp08fXL16FS1btlQpVokSJXDo0CGMGjVKsH/hwoXprryfHYidVHFxcUn3pIqLi4toUaK6Xw5lMhnMzc3TXMQKhX+8XkaX7+XKlStNn9iWuqampmqNoclK3N//cJc3b16cO3cO48aNE83pe4baOu377T9z5cqF48ePY9KkSRnefgsLCyxdujTdH2fHjRuHxMREyXI1BH09jnXl0aNHogXMxsbG2Lt3L/7+++8M8zE2NsbkyZPh5+cHCwsLweusX79esmKC7x+XEydOxMGDB1V6fyxfvjz8/PxEVypXp5jg1KlTgis4VatWDRcuXFB5693vOTs7Y8yYMQgODsaRI0fUep8kIiIiIqLsL3fu3PD09BTsCw8Pz/A7jZGREXr16iXYl1kWQxgyZIhg+4YNG7QqVHz9+jX+/vtvjY/XhY4dOwq2v3//XuXFN9Lzzz//CLZXrFgRZcqU0Tp+drR7927BYlMjIyN069ZNJ2OWK1dOdBV4VSapi63qHBUVpU1aBhsnO/n333+1jrFy5UrB9goVKqhcHCn2+NK2YOzy5cuSrZabVR5f5cqVE/19ROw1Vx1btmxBTEyMYF+nTp20jk/qE3uv9vX1VXtBpB9FRkaKFn9n9/vbEJOt0ovt4+OTZXeFFnuNf/36tUqTyFRx6NAh0b5q1apJMkZm9ejRI5w5c0arGCEhIaKLPoq9xnyvUKFCaN26tWDf+PHjtarNWblyJR4/fqzx8UT0Pyz+JiJSk7e3N2xtbVW+/tChQ9G0aVPdJaQDkyZNEv2g1rt3b0nGEDtxWKNGDdFVMb/PQWjF5rCwsHRXLKeMrV69WnTFV1dXV5WKRKVgYmICHx8fwedaXFwcevToke4X4e3bt4s+xjw9PeHh4aFyLq9fvxZd9bhHjx7YsmWLaLGhGJlMhn/++QddunRR6ktOTjbYKsv6kJKSInpCSZXVrMWus3nzZk7+UJGJiQlOnDgh2S4O+rJx40aVV5T5qn///vjrr78E+8LCwrBu3TopUiMNTZ8+XfS13NvbGx06dFArXoMGDbBr1y7RXR3EVt7X1IgRIzB37ly1jilYsKDojzE3btzAw4cPVYoj9nln0aJFWhfvy2QytG7dWrRInYiIiIiIcq5ff/0V9vb2gn3z5s1DcnJyusePGDFC8Dubn58fdu3aJUmO2mjbti0KFiyo1C6XyzFs2DCNJpErFAqMGDEizUTizKB27dqixZsTJ07UKl8fHx/RCdj9+/fXOG52J7byZ+PGjXU6Qbtnz56C7aoUowk9XwAgNDRU67wMMU52cvnyZa1eVy9duiS6CrQ6u1LWqFFDsH3v3r0ZvmeIUSgUmDp1qkbHCslKj69+/foJtp85c0arnS4/fPiAyZMnC/ZVqFBBdAVq0q1evXoJLoSTlJSEcePGaRV7ypQpiI2NFezL7u/Ve/bsEZxsJZPJdFr83a1bN8HPwVFRUThy5IjOxtWlxo0bi/ZJ8Vt3eHi46O/9lSpVEv1ekp14enqm2YlWquNtbGzQtm1blWL8/PPPgu1Xr14VnSiWkWfPnsHLy0ujY4koLRZ/ExGpqXDhwli8eLFK13V0dMSCBQt0nJG0ZsyYIbodnLW1NX799Vetx9C2+LNo0aKi29Bk5a2RDO358+eiK7ACQPv27fWYDeDk5CRamHnz5k1MnDhRsO/x48cYNmyYYJ+Li4vaXzbnzp2LL1++KLVXqlRJ6y1fvb29Bbc99PHxyXSrSkjl+PHjePfunVK7iYmJSidV+vTpI7iycVhYGM6dOydJjtmdp6dnljtZ27ZtW9EfojIyefJk0VWQly1bpk1apIWXL1+K/gDVqlUrDB48WKO4bdq0waBBgwT7Lly4gOvXr2sU90fly5fHwoULNTq2Xbt2oo/Jy5cvqxTj9evXSm1mZmZqT5AgIiIiIiJSR548eTB27FjBvrCwsAx3ZitdujQGDBgg2DdgwADJvrP96OPHjypdz8TERHR188uXL6NXr16Qy+VqjT1y5EgcOHBArWP0Rey2vn79GqNHj9Yo5vPnz0UL0qytrfHLL79oFDe7e/r0qWjBvC4L0QCge/fugu1RUVE4evRousfa2dkhX758Su2vXr1SeYK7KsRWi/fz85NsjOxo3LhxgueQMvLhwwcMHTpUsC937txqPY9r1aoluKtkVFQUvL291c4NAP7++2/4+/trdKwQfT2OpTBs2DDkyZNHsG/06NF49eqV2jEVCgV+/fVXwd9tgP+t7EqGUaxYMdHX6EOHDmn8m7ivry/Wrl0r2NeoUSO4uLhoFDerECsmrlOnjk4XRClcuDAaNWok2JdV6xvatGmD3LlzC/bt379fdIV1VcjlcgwZMkR08mXXrl3VjimTyQQvYnUnmUFgYKDG9UZbtmzBsWPHBPuGDBkCS0tLleK0bNkSVapUEewbO3Ys9uzZo1Zeb968wU8//SQ6AYWI1MPibyIiDQwcOBAtWrTI8Hpr1qyBlZWVHjLSXkREBHr27Inp06eLXmf69OlwcHDQeqzjx4/j7du3Su3GxsYqF/eJzW7fu3cvPn36pFV+OdH79+/RqVMn0YJjCwsL0b+5LnXq1AnDhw8X7Fu6dCl8fX3TtCUlJaFHjx6Ii4tTur61tTV27NgBU1NTlcf/9OmT6Bfu+fPna726at68eTFq1Cil9qSkJOzcuVOr2JmV2EkVDw8PlV5fHB0dRWeSZ9WTI/pkZWWFadOmGToNtRgbG2u1NbKxsTEWLVok2Pfo0SNcu3ZN49ikua1btwr+YG5qaoqlS5dqFXvOnDmi27WqsmWxKqZNm6b2rg/fE/u8ExAQoNLxkZGRSm158+YVnBxDREREREQkpdGjR4vujDl37twMi6PnzJkjWGSXkJCAZs2aYevWrVKkCQA4efIkWrZsiZEjR6p8zNixY0W3kN+3bx/c3NxUKgZ89eoV2rZti1WrVn1rU7XAQl/69+8vWlS7YcMG0VVgxbx//x7NmzfHmzdvBPsnTJgg+n09pxPb1dDU1BSdO3fW6djOzs6oU6eOYJ8q51tdXV0F26dNm6bVSpWqjOHt7Y0XL15IMkZ29OrVK7Rs2RIfPnxQ+ZjExER06tQJ9+/fF+wfO3Ys8ubNq3I8a2trtGvXTrBv2rRpahdXr1y5UnRhIG3o43EsBTs7O9Fi7PDwcHh4eCA6OlqtmJ6enti+fbtgX/ny5dGnTx+18yTpeHl5IVeuXIJ9Q4YMyXCSzo+uXLmCrl27Cj6uZTIZZs+erVGeWcWzZ88MNtkqvTGOHTuG9+/f63x8qeXJk0d0YqdCoUC/fv1w5swZteMmJyfj559/xokTJwT7zczMctSEwsmTJ4u+Tovx8/MTXWTJysoKv//+u8qxjI2NsWbNGsGV6+VyOXr27IlJkyYJLqb3o6NHj8LFxQVPnjz51pbZviMRZTUs/iYi0pDYrPevBg8ejObNm+spm7SSkpLw5csX0cunT5/w+vVrBAYGYu3atejVqxecnZ2xY8cO0Zg9e/bEb7/9Jkl+YicMmzdvLrgKspDOnTsLziSNj4/H3r17tcovpzl16hRq1aqF27dvi15n1KhRBts6afHixYKzSRUKBfr3759m5Yo//vgDt27dEozj7e2NEiVKqDX2wYMHBQvJa9WqhVatWqkVS8ywYcMEt20Tm4mblUVHR+Pw4cOCfepsFSl23T179nDyRwa6d++e5b5EN23aVPSHSFU1b94cJUuWFOzTZjtM0pzYqmctW7ZE6dKltYrt4OCAXr16CfZJcX8XKlQIXbp00SpG/fr1BdsDAwNVOl7oM1BUVBQSEhK0SYuIiIiIiChD1tbWoqtCP3nyRHTHx68KFCiAdevWCU5ejY+PR9++fdGxY0dcuXJFo/xu3ryJqVOnoly5cmjRogWOHz+uVuGeiYkJ1qxZI3i+DgAuXryIqlWromvXrti9ezcePXqEuLg4fP78GY8fP8bhw4fRv39/lCtXDkeOHElz7KxZszS6TbqSK1curFq1SnQi8dy5c9GuXTtERERkGOvIkSOoUqUKHj16JNhfvnx5tYpMchKFQiG6av5PP/2kl/PyYpPUfX19MyxGa9mypWD77t27Ua9ePaxbtw537txBZGQkPn/+LPibVXJycrpjuLu7Cy7qEhMTgxo1auDPP//EuXPn8Pr1a8TFxYn+NpZTWFtbf/v33bt3Ua1aNZw9ezbD4wIDA+Hi4iJaqOfo6IhJkyapnc/AgQMF22NjY9G0aVNcvXo1wxgREREYNGgQRo4c+e01XWwFbE3o43EslT/++EP0fPm9e/dQtWpVHD9+PMM4r169goeHB5YsWSLYb2RkhH///VetBZVIemXKlBGd8JCSkoL27dtj0qRJoqsjfyWXyzF//nw0adIEnz9/FrzOwIED0aBBA61zzsw2bdokONnKyMgI3bp10/n4Xbp0EXxOJScnZ/gZOrOaPHmy6Ovxp0+f0Lx5c/z5558q78QTEBCARo0apbv79tixY1GwYEGN8s0qvv+bKhQK9O3bF56enhl+npHL5Zg7dy5atWol+r7k5eWlck3OV66uroIL2gH/ey2aN28eSpcujQkTJuDChQt4+fIlkpKSEBkZibt372LlypVo2LAh2rRpg/Dw8DS3848//lArFyJKi8XfREQa+PLlS4Yzy+3s7PSUjbIWLVrAwsJC9JInTx4UKVIE1atXx88//wwfHx8kJSWJxhsyZIhkK+pKVfyZJ08edOjQQbBPqlU9s6LExMR0C//j4uLw/PlzXLp0CfPmzYOrqyuaN2+e7uoYpUuXNuhKwebm5ti5c6dgwWpkZCR69+6N1NRUHD16VHS12EGDBmk0Y1tsxrwmW0mJsbe3FyxuP3/+vOAJiKxM7LXGxsZGdPUPIV26dBFcdZ2TPzImtkVgZqbqjhAZEXsNkHKLUFLNhw8fRCfq9O7dW5IxxOK8efMGwcHBWsUW+8FRHZUrVxZsF9te9UdCJ+aSkpIy3GKdiIiIiIhICmPHjhXd8XLOnDkZFlu3a9cu3V2+Dhw4gHr16qF69erw9PTE/v37ERQUhPDwcMTHxyMqKgpPnz7F7du3cfDgQfz111/o3LkzihYtChcXF8yePVvt1WS/V6tWLdFiOOB/52D37NmDbt26oWzZsrC2toalpSVKly6Ndu3aYfPmzYiPj09zjIeHh2jRvCF3cWrWrFm6xZyHDx9G6dKl0bt3bxw4cADBwcGIiYlBREQEbt68ieXLl6NOnTpo27at6IrfuXPnxu7du0VXLs3pzp8/j2fPngn26WMVUgDo1q2b4GqOycnJGa402atXL9HFJq5du4YhQ4agWrVqcHBwgKWlpeBvVj///HO6Y9jZ2YlOxI+KisLMmTPh5uaGIkWKwNraWvS3sZxi3rx5af4fFhaGpk2bws3NDWvXrkVAQADevXuHqKgo3L17F9u2bUPr1q3h4uKCoKAgwZhGRkbYtGmTRgXXHh4eogshvH79GvXq1UPXrl2xc+dOhIaG4sOHD3j37h3u3buH7du3o0+fPihdurRSIeDKlSvVzkWMPh7HUjE3N8euXbtEH9Ph4eFo2bIl6tWrhxUrVuDmzZt4/fo1YmNjERwcjAMHDqBXr14oU6aM6Kq6wP9WPRfbhZX0a9q0aWjUqJFgn1wux7x581C8eHGMGzcOZ86cwePHj/Hx40eEhYXhwoULmDp1KkqXLo2JEyeKFolXqFAB//zzjy5vhsGlN9nKzc1NL8XE9vb2cHd3F+zLqrsbFylSJN3PzXK5HDNnzoSjoyOGDRuGnTt3IiQkBO/evUNcXBxevHiBa9euYfHixXB3d0eNGjXSnRRUqVIl/Pnnn7q4KZlKhw4d4OLi8u3/qampWLx4MUqVKoUJEybg0qVLCA8PR1JSEt68eYMbN25gxowZKFeuHCZPnixa+9OoUSONF3ycN2+e6Ps58L/3n4ULF6JRo0ZwdHSEmZkZHBwcULVqVYwcORIXL15UOmb16tUoVqyYYDzudEukGhNDJ0BElBVNmzZNdAWLr5YsWYLu3bujVq1aespKeo6OjliwYIGkxYI7duwQ/GJpZWUlWswtpm/fvoInHs+ePYvnz5/DyclJ0zSzrHLlykkaL2/evNi/f7+kKyhooly5cli+fDkGDRqk1Hf27FmMGTNGdOX68uXLY/ny5RqNK1YUqk6hsirq1q2LgICANG1fT8wUL15c0rEMSezEhVgxtxhra2u0b98eO3fuFByjX79+GueY3WXF9ySxVVfU1apVK8EtCwMCApCcnMwVTPTo1q1bgtuAGxkZoXXr1pKMUb9+fTg4OAiuTnXjxg1UqFBBq9jayps3L8zMzJQ+E6m6DW+dOnXw33//KbV7enrCyckJHh4eWudIREREREQkxs7ODiNHjsTcuXOV+h4+fIidO3dmOJl73LhxSE1NxYQJE0QXQAgMDERgYCAWL14sSd7qGDVqFOLi4jBlyhStY9WqVQs7duwQLWAwdFH0zJkz8fz5c9EVJz99+oTt27ervd088L/btm/fPlSsWFHbNLMtscVszM3N1f7NRFMFCxZE48aNBc+Hb9q0CWPGjBE9Nm/evJg2bVqGCyZpa9asWTh48KDoirX0/7Vs2RJjxozBsmXLvrUpFAqcO3cO586d0yjmkiVL4ObmptGxMpkMa9asQbVq1QSL0RQKBfbs2YM9e/aoHHP06NHo168f+vfvr1FOP9LX41gqVatWxa5du9CpUyfRlV2vXLmi8S4aAwYMgJeXlzYpkoRMTEywb98+uLm54d69e4LXiYiIwJIlS9ItwhXj6OgIX1/fLLdrrLoyw2Srr2MJ7f4cGBiIu3fvCi4YltkNGTIEISEh6X5m//DhA7y9veHt7a3xOIULF8aBAwcEd0bNboyNjbFlyxbUqVMHsbGx39pfvXqFhQsXYuHChWrHdHZ2xu7duwUn/KnC3Nwchw8fRsuWLXHt2jWNYnxv1qxZ6N27t+gq74b+jkSUVXDlbyIiNV27dk2lL05yuRyDBg3S2zZfUipXrhx8fHzw6NEjyVeJFSv+7Ny5s9orL/z000+Cs3AVCgW2bNmiUX70/5UpUwb+/v6Z5sT8wIEDRVdyXbFiBSIjI5Xav64arsmXwLdv3wpuaWpmZia6pZ6mChUqJNie0SSTrCQkJAQ3btwQ7FNn1f+vxAq8/f39013JPicrXrw4bG1tDZ2GWhwcHCRbbaFy5cqCP7ImJydrtRoYqe/+/fuC7WXKlJH0BHO1atUE28VWMFKVVO8BQqvkqbr1oYeHh+CEhU+fPqFly5bo2LEj/Pz81NranIiIiIiISB3jxo0T/Q43e/ZslXa0Gz9+PPbu3WvQXTTTM3nyZGzfvl10lXNVtG/fHv7+/rCxsRH9zmdmZqZxfCl8XdF3+PDhksa1tbXFkSNH0KJFC0njZiefPn0SLXht3bq1Vo89dYlN2AgICMjwXMqECRMkK8IVU6JEiXRXO6a0Fi1aJNkOpnPmzBHduUBV5cuXx4YNG2BsbKx1PoMGDRLdBVYb+ngcS6lNmzY4dOgQbGxsJI07evRorFu3jiuuZjL29vY4c+aMJAuTfK9SpUo4d+5cjlhQTaxGwdTUFJ07d9ZbHh06dBBdECurrv4N/O99Z+7cuTpbaMnFxQUXLlxAyZIldRI/Mypbtiz27dsnye9mzs7O8PPzQ/78+bWKY2dnBz8/P60WYjM3N4e3t/e3SbaZ9TsSUVbB4m8iIjUkJiZi0KBBgqtVCgkKCsKcOXN0nJX0Hjx4AB8fH8HVMrUREhKC69evC/ZpUvxpbGyMXr16CfaJbdtEGZPJZBg6dCgCAgIy3ezif//9F6VKlVL5+osXL0blypU1GuvBgweC7aVLl9Z4RqwYe3t7wfbXr19LOo4hia1g4+TkJLpdXXqaN28u+AWVkz/EiW2blZlJ+RpkZWUlupJ+WFiYZONQxsT+3mLF2pqqXr26YPvz58+1iitVUYLQCTtVV68qVKhQuifXDhw4AHd3dxQqVAhDhgzB9u3b8erVK41zJSIiIiIi+lG+fPlEi4Xv37+PvXv3qhSnY8eOuHfvHnr37i15oZmFhQV69uyJUaNGaRyjZ8+eCA4ORv/+/WFiovqGyqVLl8bWrVtx4MCBb7sqfr9q3/cyQ/G7sbExVq1ahW3btiFfvnxax2vSpAlu3bqFn376SYLssq99+/YhPj5esE+fq5AC/1ugR6xgS+zc7lcymQwbN27Epk2bUKJECR1k9z+tW7fGrVu30KZNGxamZsDY2Bg7duzAuHHjNP5bWVlZwcfHB5MmTZIkp169emHXrl1q7QL6PVNTU8ydO1dnhcn6ehxLycPDAzdv3tToN5Yf5c+fHzt37sSyZcsk/w2MpOHg4IAzZ85g8uTJan0mESKTyTB8+HBcuXIFzs7O0iSYiX3+/Fl0slXz5s2RN29eveVibW2NVq1aCfZt27YNKSkpestFahMnTsSVK1dQvnx5yWKamJhgypQpuHz5cpZ5bZZSkyZNcObMGTg6Omoco2nTprhy5Ypkfz9LS0ts2rQJvr6+av2uJ5PJ0L59ewQGBuKXX3751p6ZvyMRZQX81EZEpIYZM2YgODhYsE+sqG7OnDmiK1xmZocOHULNmjVx8+ZNyWKKzVYtWrSoxtvFiRWNh4aG4tKlSxrFzKns7OwwduxYhISEYPXq1ZlyyyQrKyvs3LlTpW1+OnXqpNVqNS9fvhRsv3fvHmQymaSXX3/9VXCsmJgYjfPPTORyObZu3SrYp+kPeyYmJqKr0WTlmfG6JPUKIPpQpEgRSeMVLlxYsF1olX/SHbG/t9QTFMTiaXt/W1tba3W8VObPn5/hifl3795h3bp16N27N4oWLYrixYujd+/eWLNmDZ48eaKfRImIiIiIKNsaP3686Cq8s2bNUmn1b+B/39e3bt2KoKAgDB06VKudy+zs7NC5c2esXbsWERER2L59O2rXrq1xPOB/5683btyIFy9eYOnSpWjbti2cnZ2/naM0NjaGvb096tWrhzFjxuD06dN48OCB0i6GQjsXAkCBAgW0yk9KvXr1QmhoKKZPn65RXvXq1cPBgwdx5syZHFmgoy6xomorKyu0bt1ar7nkzZtXtFhf1WK0fv36ITQ0FBcvXoSXlxfatm2LChUqwN7eXqVz+qooX748Dh8+jLCwMKxatQp9+/aFq6srChcujNy5c7No9TtGRkZYtGgRzp8/jwYNGqh8nKmpKQYMGICQkBDJJyF06tQJDx8+RM+ePdX6XaBly5a4efMmJk6cKGk+QvTxOJZSqVKlcPbsWezfvx9169ZV+/hChQphxowZePToEbp166aDDElKuXLlwuzZsxESEoJBgwap/Vturly50LVrVwQEBGDVqlXfJqhld3v37kVcXJxgn74nW6U35tu3b3H8+HE9ZyOtmjVrIigoCAcOHMBPP/2k8WSdggULYtq0aXj+/DlmzZql9YSHrMzV1RX37t2Dp6enWquAOzk5Yd26dTh16pRkuyx/r2XLlggICMClS5fw+++/o169erC3t//2WczMzAzOzs5o3bo1FixYgNDQUBw4cABly5ZNEycrfEciysxy7qsjEZGabt26hYULFwr2de7cGXPmzEHVqlXx5cuXNH1JSUkYNGgQLl++LMl2Zqrw9/cXLaZOSUnBx48f8fLlSwQEBGD//v3w9fUVPHH37t07NG/eHBcuXEDFihW1ykkul4uuxturVy+NT8hVq1YNlStXFtx2cNOmTZJvf5XVmZiYwMbGBjY2NrC1tUWpUqXg6uoKV1dXuLi4aLzigj7VqFEDCxYswNixY0Wv4+TkhLVr12o1jtgXDX1KSEgwdAqSOHXqlOgq5n369NE4br9+/bBs2TKl9tDQUFy+fBn16tXTOHZ2lFkKVtUhdc5i8cS2FCPd+PDhg2C7vu5vsfFVlVl+RLS3t8exY8fQpk0blQu5w8LCEBYWhu3btwMAihcvjp49e6Jv374oV66cLtMlIiIiIiId69Chg+AEUV2u5ligQAFs2LABISEhgv1v375Vq9CgYsWKWL16NZYvX47z58/j0qVLuH37Np49e4bXr18jPj4eSUlJsLS0hJWVFaytreHo6Ijy5cujfPnyqFGjBmrWrKmz722FChXCmDFjMGbMmG9tycnJKm9vf/v2bcF2JycnSfKTiq2tLby8vDB16lT4+/vjzJkzuHnzJp4+fYp3797h8+fPMDY2hpWVFYoWLYpy5cqhXr16aN26NUqWLClZHtOnT8f06dMli/ejjRs3ZriitS6lpKSgcePGaNiwoVJfyZIlRSdW6NLUqVPh4uIi2Pfu3TvRhRW+Z2RkhPr16+v8txlHR0cMHz5cqwVgvmfox4Mmzp49q9L1GjRogAsXLuDu3bs4ePAgrly5gpCQEERGRuLz58+wsLBAoUKFUKlSJTRr1gxdunTRSZHYV46Ojti+fTvmzJmDo0eP4sSJE99eX2JiYmBubo58+fKhQoUKaNiwITp16oQyZcoIxlJ1kpG69PU4lopMJkOHDh3QoUMHhIaGwtfXF5cvX8bDhw8RHh6OuLg4yOVy5M6dG/nz50fJkiVRq1YtNGvWDI0bN5bs92tnZ2ed3ScA4ObmptP42nBychL8TU9Xn0lKlSqFdevWYdmyZfD19cW5c+dw9+5dPHv2DDExMfjy5QvMzMxgY2MDZ2dnVKpUCQ0bNkSbNm0kXeVa1dchQ7O0tISXl5dgX/v27fWcDdCmTRtMnz5d8PGc3mNmwIABGDBggA4zk4axsTHat2+P9u3bIyIiApcvX8bVq1dx69YtvH37FrGxsYiNjUVSUtK3mgU7OzuUKVMGtWvXRp06dVC9enWVP2OrKrO+fqjCysoKf//9N6ZOnYqDBw/i5MmTuHPnDp4/f45Pnz5BoVAgT548KFWqFGrXro22bdvCw8NDL/VJ9erVU/pNPiUlReWC/azyHYkos2LxNxGRCpKSkjBw4EDBAum8efNi5cqVKFCgAKZPny446/z69etYunQpPD099ZFuukxMTJA3b17kzZsXVatW/TZ7f8iQIbh8+bLS9WNiYtCxY0fcvHlTq6Ks06dPixZ/iq3eraq+fftiwoQJSu27du3CP//8kyUKmqXy7NmzHLE9V/369SGTyUS/pP35559abwWUGQqvs/LWXt8TW4m7Zs2aWm39VaNGDVSoUEFwR4ZNmzax+PsHWXFWvJWVlaTxxFY//3HiFulWYmKiYLvUxd854f4uV64cbty4AU9PT2zatAmpqalqHf/s2TPMmTMHc+bMgYeHB2bOnIlatWrpKFsiIiIiItKlr0Vf+ta9e3fJY5qamqJZs2Zo1qyZ5LGlpk5RyvXr1wXbK1SooNaYui6u+8rY2Bju7u5wd3fX+Vg5kYmJCf78809Dp5FG3bp1NVo5mNRjqELzKlWqoEqVKnofV4yzszNGjBiBESNGGDoVvdBXkWzp0qWVJiqR7slkMoP8Hp0nTx5069aNq7ZnoFOnTujUqZOh0/jGwsJCtBg9uylUqBA6d+6Mzp07GzoVSSUnJwu2m5mZ6XRcW1tb9O/fH/379//W9vV3ocyycBGg+m/SKSkpCAgIEDxebOIXEaWVeZ75RESZ2KxZswRXlgaAZcuWfdtyZPz48ahZs6bg9aZNm6byqoz6Vr58efj5+YluIxgaGopRo0ZpNYbYiazKlSujVKlS+PLli8aXzp07C36Y/fDhAw4cOKBV3pT5xMXFoUePHun+wDF79mytV/LNDIXXWXkG8lfpPQ+7d++u1XP/y5cvoluj7dq1K1sVeJI01C2MJcoK7OzssH79ety9exe//PKLaNF7Ro4fPw4XFxd4enqKnrgkIiIiIiIizSQnJ8PX11ewj5NwiYiIiIiyDrFF5AyxC7ORkVGmKvxWx8mTJwX/llWqVJF85Xei7CprPvuJiPQoMDAQ8+bNE+xr3bo1+vTp8+3/xsbGWL9+veAHkYSEBAwZMiTTFnOam5tjx44dqFixomD/5s2bceLECY1ip1f8GRQUBAsLC60uJUuWFC3oy2rb9FHGhg0bluFEiqdPn2LYsGFajZOTVozXpZ07d4oWYU+YMEHr57/Y6jixsbGc/JENaDuJ40dxcXGC7Xy+65fYygdS398fPnwQbM+u93fFihXh7e2NiIgIHDlyBL/99huqVq2q9km/xYsXo23btpliEhQREREREVF2sX//fsGdMe3t7VGpUiUDZERERERERJqIjY0VbJd6R+PsbsWKFYLtjRs31nMmRFkXi7+JiNKRkpKCgQMHCq5+aGNjA29vb6X2KlWqYOLEiYLxzp49i//++0/yPKWSJ08e+Pj4iG7DMnbsWI0KgQy5Au/p06cFT6pT1rRhwwZs375dpev6+Phg/fr1Go8l9uXMxcUFCQkJerlMnTpV4/wzi02bNuXIsUkaYsXamhIrLtZ0pWQp5aRVycX+3lIXf2fm+1uXLCws0Lp1ayxevBiBgYGIiorCkSNH8Pvvv6N27dowNjbOMMaJEycwfvx4PWRLRERERESU/X358gV//fWXYF/79u0hk8n0nBEREREREWnq+fPngu0FChTQcyZZ17lz53D8+HHBvo4dO+o5G6Ksi8XfRETpmDt3LgIDAwX7Fi1ahCJFigj2TZ06FRUqVBDsmzBhAsLDw6VKUXKVK1eGp6enYN+DBw8EC94zYsjVt+VyObZu3Wqw8Uk6Dx48wKhRowT7xArZRo0ahQcPHmg0ntjzOyYmBubm5nq5iE3EyCpCQ0Nx+fJlg41/6tQpREREGGx80p7U75evXr0SbC9YsGCGx+r6h1ixVaqzo0KFCgm2v3z5UtJxxOKJjZ9d2draonXr1liwYAGuXr2Kt2/fYtOmTWjWrFm6j+uVK1fi8ePHesyUiIiIiIgoe/L09MT9+/cF+/r166fnbIiIiIiISBsBAQGC7ZUrV9ZzJllTdHQ0+vbtC4VCodRXvHhxNGjQwABZEWVNLP4mIhJx7949zJo1S7Dvp59+wuDBg0WPzZUrF9avXw8jI+WX2Y8fP2LYsGGS5akLU6ZMQb58+QT75syZo9Yq3oYu/gS4+m92kJiYiB49euDTp09KfQ4ODrh06RLs7OyU+j5//owePXogMTFR7TFLliwp2B4ZGal2rJzK0M89uVyOLVu2GDQH0k5QUJBksT5+/IiwsDDBvuLFi2d4vLm5uWD758+ftUnrm+joaEniZAXOzs6C7WIT7jQlFs/JyUnScbIae3t79OvXD6dPn0ZgYCBq164teL2UlBSsWrVKz9kRERERERFlDitWrMCRI0e0iiGXyzF69GjR71Y1a9bkluZERERERFmIXC7H4cOHBfuqVKmi52z0a/jw4Xj27JlWMZ49e4ZGjRqJLuA0btw47oxEpAYWfxMRCZDL5Rg4cCCSkpKU+vLkyYM1a9ZkGKN27dr47bffBPuOHj2Kbdu2aZ2nrlhZWWHixImCfa9fv1Zr9W9DF38CQHBwMG7cuGHoNEgL48aNw507d5TaZTIZNm3ahNq1a2Pt2rWCx965cwfjx49Xe8yyZcvC0tJSqT02NhZPnjxRO15Ok5qamikKrzPDaxBp7v3793j9+rUksYKCggRnkJuamqJMmTIZHm9tbS3YHh8fr3VuAHLUCsuVKlUSbA8NDZWsmB4QL/7mygv/X5UqVeDv7w8XFxfB/lOnTuk5IyIiIiIioswhMDAQbdu2RY0aNbBmzRq1J22fPXsWjRs3xvLly0Wvs2DBAm3TJCIiIiIiPZo/f77gb3qOjo6oWLGiATLSnzVr1qBMmTLo27cvTp8+DblcrvKxCQkJWLZsGVxdXUV3RSpdujR+/vlnqdIlyhFY/E1EJGDhwoW4efOmYN/8+fNVXjFy5syZKFWqlGDfmDFj8O7dO41z1LVff/0VBQoUEOxbsGCBSispKxQK0eLPiRMnQqFQSH4RWymFBaBZ1/79+0VXx/ntt9/QsmVLAECnTp0wfPhwweutWLEChw4dUmtcY2Nj1K1bV7DvzJkzasXKifz9/fHixQvBvgcPHkj+3BebZRwcHCz6ev4jod0agP8VsktFH2NkN76+vpLEOXr0qGB7jRo1YGpqmuHxNjY2gu2vXr3SKi8AePr0Kd68eaN1HCBrPMZq1KgBY2NjpXa5XC7Z/X3lyhXRz1murq6SjJFdWFhYYOHChYJ9wcHBmeqxQ0REREREpG8BAQH45ZdfULBgQbRo0QJeXl44fPgwgoODERERgfj4eLx58wb379+Hr68vJk6ciJo1a6JJkya4dOmSaNwhQ4agadOmerwlRERERESkKrlcji9fviAuLg7Pnz/Hvn370K5dO0yZMkXw+r169coRK1anpKRg69at+Omnn1C0aFH069cPy5cvx8WLF/H48WNERUV9+5vdvn0bGzduxIABA+Dk5ISxY8eK7rJubGyMNWvWwMzMTM+3iChrY/E3EdEPQkJCMH36dMG+xo0bixaXCrGwsMDatWsFP+RFRUVh1KhRmqapcxYWFqKrJb9+/Rrr1q3LMMaZM2dEiz979OihVX5ixOL6+PgIruROmduLFy8wePBgwb5atWph3rx5adoWL14suqLrwIEDER4ertb47dq1E2zfsWOHWnFyoo0bNwq2V6tWDWXLlpV8PGdnZ9SuXVuwT9XJH7ly5RJsl3IlYn2Mkd1I9XwTi9OkSROVjhebEBUUFKRxTl8dO3ZM6xhfZYXHmI2NDWrVqiXYJ9XOKGJxChUqhPLly0syRnbSsGFDmJubK7WnpqYiJibGABkRERERERFlLsnJyTh58iT++usvtGvXDhUrVkThwoVhZWWFQoUKoVKlSmjdujXmz5+P27dvpxurfv366a4ITkREREREhrV8+XJYWFjA2toazs7O6Ny5Mw4fPix43Tx58qhVR5RdvHnzBlu2bMHo0aPRsGFDlC5dGvny5fv2N6tZsyYGDhyITZs24f379+nGWrJkiehCj0QkjsXfRETfSU1NxaBBgwRXtU6vkDs9jRs3xtChQwX7du3ahYMHD2qUqz4MHz4c+fLlE+ybP38+kpOT0z1erOCyfPnyqFq1qtb5CenSpQtMTEyU2qOjo0U/jFPmJJfL0bt3b8GiMysrK/j4+Cit1mtubo6dO3cid+7cSsdER0ejd+/eam0/1L17d8FCyjNnzuDixYsqx8lp4uLisG/fPsE+XU38SC+2qpM/xFZ2joqK0iovfY+R3fj7+yMkJESrGL6+vqKrw3fq1EmlGGLvWzdv3lRpNwwxCoVC0h98s8pjrGPHjoLtvr6+ePLkiVaxIyMjRYu/Vb2/cxojIyPY2toK9nHlbyIiIiIiIum4u7vj+PHjghNwiYiIiIgo65k1axYcHR0NnUaWZGJiguXLl2fqhTOJMjMWfxMRfWfJkiW4evWqYN+sWbNQqlQpjeIuWLAAxYoVE+wbPnw4YmNjNYqra5aWlhg3bpxg34sXL0RX9gWA+Ph4gxR/5suXD+7u7oJ9qq7+S5mDl5eXaIH1v//+K/p8LF++PJYtWybYd/78ecycOVPlHPLnz4/u3bsL9o0ZMwYJCQkqx8pJ9uzZI7jKsEwm0+nzv1u3bjAyUv54GxUVhSNHjmR4fMGCBQXbQ0NDtc5Nn2NkN6mpqfD09NT4+JSUFNGdLMqVKwcXFxeV4uTLl0/wvTwuLg6+vr4a57d582Y8fPhQ4+N/lFUeY7169YKxsbFSe1JSkuhnD1VNmTJF9LNV//79tYqdXSUnJwtutZcrVy7RiYBERERERESkuty5c2P27Nk4ceIE8uTJY+h0iIiIiIhIApMmTcKYMWMMnUaWVL58eZw9exYjR440dCpEWRaLv4mI/k9oaCimTZsm2Fe3bl2MHTtW49hWVlbw9vYW7IuIiNCqqE3XRo4cCTs7O8G+uXPnIiUlRbBv9+7d+PTpk2CfLos/04t/7NgxvHv3TqdjkzTOnDmDuXPnCvb1798fvXv3Tvf4IUOGoFu3boJ9s2bNwvnz51XOxcvLS3D179u3b6N///5QKBQqx1JVYmKiSitVZ1ZiE0Pq1KkDJycnnY1buHBhNGrUSLBPlckfZcqUEWz38/PTKi9Vxjhz5oxOHkvZxbFjxzSewDNjxgzRlcPVPRnToEEDwfa5c+dqdP89ffpU8pns+ngcS6FYsWKik2sOHTqk8f3t6+uLtWvXCvY1atRI5WL/zO7mzZuSxjt8+LDgZ7oSJUqovesNERERERFRdjB79mysWLECjRs3Fpy8rCp7e3t4enri4cOHmDx5suDCBURERERElLWUKVMGO3fuxJw5cwydit5cuXIF48ePR/HixbWKU716daxbtw53795F/fr1JcqOKGfiGQYiIgAKhQKDBg0SXMXXzMwM69ev1/qkbMuWLdG3b1/BvvXr1+P06dNaxdcVKysr0cL3Z8+eYevWrYJ9YkVb1atXFy1Mk0rHjh1hZmam1J6SkoLt27frdGzS3vv379GnTx+kpqYq9ZUpUwYrV65UKc5///0n+MVDLpejd+/eiI6OVilOyZIl8ccffwj27d69Gx4eHpJNKnj//j3++usvODk54cWLF5LE1Ldnz57hwoULgn26nviR3hjHjh3D+/fv0z3W1dVVsN3b21uy+6NcuXKwsrJSao+IiFD5sZ1T/fzzzzh58qRax6xZswazZs0S7CtRogQGDhyoVrw+ffoItt+4cQMLFy5UK9aDBw/QpEkTxMXFqXVcRvTxOJaK2OQa4H+TeI4ePapWvCtXrqBr166C7x8ymQyzZ8/WKM/MyMXFBe7u7jh16pTWsd6/fy+62nrHjh21jk9ERERERJQVFShQACNGjMDZs2cRGxuL06dPY9asWejbty8aNmwIZ2dn2Nvbw8LCAkZGRjA3N0e+fPlQuXJltG/fHtOnT4e/vz/evHmDv//+G0WLFjX0TSIiIiIiIg1YWlrC0dERtWvXxm+//YYjR44gODhYdDG67MrFxQULFy7E06dPERYWhu3bt8PT0xMdO3ZE9erVUbhwYdjY2MDU1BTGxsawtLRE0aJFUadOHQwcOBArV67E48ePcfv2bQwaNAgmJiaGvklEWR6Lv4mIACxfvhwXL14U7PPy8kK5cuUkGWfp0qUoUKCAYN8vv/wiulK2oY0ePRo2NjaCfXPmzIFcLk/T9uzZM9GVlXv27Cl5fj+ytrZGq1atBPvEViSmzEGhUKB///6IiIhQ6jMzM8POnTthaWmpUiwbGxv4+PgIfmkIDw9Xq+jzzz//RJ06dQT7Tp48iSpVqmDx4sX4+PGjyjG/iomJwdatW9GlSxc4OjrCy8sLb9++VTtOZrFp0ybBFZCNjIz08gW4S5cuMDU1VWpPTk7Gtm3b0j3W3d1d8NiYmBjUqFEDf/75J86dO4fXr18jLi4OX758Ebykx9jYGM2bNxfsGzVqFLp37469e/ciNDQUMTExomP8+LqbXVlbW3/7d3JyMlq3bo0ZM2aI7jrx1adPnzB8+HD88ssvotdZsmSJ4ESh9LRo0QKFCxcW7Pvjjz8wZ86cDHOTy+X477//UL9+/TTF2FJt+ayPx7FUypQpg4kTJwr2paSkoH379pg0aRISExPTjSOXyzF//nw0adIEnz9/FrzOwIEDRVduz6r8/PzQvHlzlCtXDl5eXggODlY7xpkzZ+Dq6ornz58r9RkZGYlOeCAiIiIiIspJ8uTJg2bNmmHKlCnYvHkzzp8/j2fPniEyMhKfP3+GXC5HQkIC3r9/j7t37+LAgQPw8vKCm5sbCxqIiIiIiLKgsWPHQqFQQKFQID4+Hs+fP8fVq1exePFitG7dWqvdgb5yc3P7Nsb3l6xQ0+Lk5ISePXvi77//xr59+3D79m28evUKsbGxSEpKQkpKCuLj4/Hy5UtcuXIF69evx6+//oqSJUsaOnWibIXF30SU4z19+hSTJ08W7KtRowZ+//13ycbKmzcvVqxYIdj37Nkz0TwMzdbWFqNGjRLsCw0NxY4dO9K0bd68WbD4UyaToXv37jrJ8Udiq//euXMHd+7c0UsOpL7Fixfj2LFjgn0LFixAtWrV1IpXu3Zt0VV/Dx06hOXLl6sUx8TEBAcPHhT9MvL27Vt4enqiaNGi6Nq1K5YtW4bLly8jNDQUUVFRiIuLw6tXrxAcHIwLFy7A29sbv/76K+rVq4f8+fOjb9++2Lt3r94KLnVFoVBg8+bNgn1ubm4oWLCgznOwt7eHu7u7YJ/YjgRf2dnZoUuXLoJ9UVFRmDlzJtzc3FCkSBFYW1vDwsJC8JKR9AqSd+3ahS5duqBMmTLImzev6BhbtmzJcJzsYOjQoWlW8E9JScH06dNRsmRJTJ48GRcuXEBYWBg+fvyIx48fw8/PD6NHj0bx4sWxevVq0biDBg1Cu3bt1M7H2NgYXl5eov1TpkxB1apV8ffffyMgIABv377Fhw8f8PjxY5w5cwYTJ05EuXLlMHTo0DS7DzRr1kyyFZb19TiWyrRp09CoUSPBPrlcjnnz5qF48eIYN24czpw5g8ePH+Pjx48ICwvDhQsXMHXqVJQuXRoTJ04ULRKvUKEC/vnnH13eDIN6+PAh/vrrL1SsWBFlypRBnz59sHTpUvj7++PevXt4/fo1Pn36hOjoaDx79gwnT57EnDlz4OLigmbNmiEsLEww7tixY1GhQgX93hgiIiIiIiIiIiIiIiIiIsoQp5sTUY6mUCgwZMgQwRW3TU1NsWHDBslX5ujSpQs6deqEffv2KfWtWLEC3bt3R7169SQdUwpjx47F0qVLER8fr9Q3e/Zs9OzZE0ZGRukWf9atWxeOjo66ThUA0KZNG1haWgret5s2bcLixYv1kgep7ubNm5g0aZJgX9u2bTF69GiN4k6YMAF+fn44deqUUt/vv/+ORo0aoWrVqhnGyZ8/P/z9/dGiRQuEhIQIXicuLg579uzBnj17NMo1q/u66pEQsQkZutCjRw/BSQSBgYG4e/cuqlSpInrsrFmzcPDgQdHVg6XQvHlzeHh44Pjx4zobI7vInTs3tm/fjiZNmqSZHPHixQvMnTsXc+fOVTtm3bp1sXLlSo1z+vnnn7Ft2zbRHS6Cg4PVmjhWqlQpbN++HRMmTNA4px/p43EsFRMTE+zbtw9ubm64d++e4HUiIiKwZMkSLFmyRO34jo6O8PX1VXnXiKwuNDQUoaGhGe50kJFatWqJTp4iIiIiIiIiIiIiIiIiIiLD4srfRJSjrV69Gv7+/oJ9kydPTrdAUBsrV66EnZ2dUntqaiqGDBkiunKlIdnb22PEiBGCfSEhIdi9ezcA4MKFC3j69Kng9Xr27Kmz/H6UO3dutG/fXrBv27ZtSElJ0VsulLGPHz+iR48eSE5OVuorUqQINmzYoHFsmUyGLVu2oECBAkp9iYmJ6NGjh+AkASHFihXDpUuXJFuhN7sRW1nb1NQUnTt31lseHTp0gLm5uWBfRqt/lyhRArt27dL5ysdbt25F9erVdTpGdlGnTh1s3boVpqamksQ6evSo6ONDFTKZDNu2bUPp0qW1zqdEiRI4efIk8ufPr3WsH+Pq43EsFXt7e5w5cwb169eXNG6lSpVw7tw5ODk5SRo3u2vcuDHOnDmTZR4/REREREREREREREREREQ5DYu/iSjHev78uegqm5UrV8aUKVN0NnbBggVFV68MCQnBX3/9pbOxteHp6YncuXML9s2ePRsKhUK0sNLY2Bhdu3bVZXpKxFYafvfuneCqwGQ4w4YNw5MnT5TajYyMsG3bNtjb22sVv0CBAti0aRNkMplS34MHDzBq1CiVY9nZ2WHfvn3Ytm0bihUrplVeQipUqID58+ejaNGiksfWpc+fP4uueN68eXPkzZtXb7lYW1ujVatWgn2qTP5o3bo1bt26hTZt2gg+ZqRgb2+PS5cuYdq0abC1tdXJGNlJ586d4evrq1WRdP/+/eHn5yc4+UpdRYsWxfnz57WaJNa0aVNcvXoVxYsX1zofIfp4HEvJwcEBZ86cweTJk7XedUUmk2H48OG4cuUKnJ2dpUkwk9HF48bCwgIzZ87EiRMnYGVlJXl8IiIiIiIiIiIiIiIiIiKSBou/iSjH+vnnnxEfH6/UbmxsjPXr10uywmh6+vfvDw8PD8G+BQsWICAgQKfja8LBwQFDhw4V7AsKCoKPj8+3FcB/5ObmJrjysi61aNFCtMgvo9V/SX/Wr18PHx8fwb6pU6eicePGkozTokULjB8/XrBvw4YNojmI6dWrFx49eoR169bBxcVF47xkMhmqV6+OCRMm4Nq1a7h//z4mTJig1crEhrB3717ExcUJ9olNxNAlsTHfvn2L48ePZ3h8+fLlcfjwYYSFhWHVqlXo27cvXF1dUbhwYeTOnRtGRtp/jLawsMBff/2F169f48CBA/jtt9/QrFkzlCxZEjY2NloXwGY37u7uCA4Oxq+//qrW86NGjRo4fvw4Nm7cKDqBSRMFCxbEzZs3sWTJErUKyosXL461a9fi9OnTcHBwkCwfIfp4HEspV65cmD17NkJCQjBo0CC1769cuXKha9euCAgIwKpVq5AnTx4dZWp4T58+RVBQEObMmYOGDRtq9Z5RoEAB/PbbbwgJCcHUqVNhZmYmYaZERERERERERERERERERCQ1mUKhUBg6CSIiUl9sbCyWLl0q2DdgwACdrXT59u1b/Pvvv4J9uXLlQlJSkmBfs2bN0LBhQ53klB4fHx88fPhQqd3MzAyTJk3Sez5SCAsLw8aNGwX7xo4da7BVhAcMGCBYVO/v7w83Nzf9J6RnL1++xKlTp3D9+nUEBwfjxYsXiI6ORkJCAoyMjGBlZQVra2vY29ujbNmyKFeuHCpWrIiGDRsiX758hk5fa/v27cPdu3cF+zw9PfW+imxCQgIWLFgAoY+6rq6uoiuDk3rOnj2LJk2aKLX3799f9HVKClFRUTh06BD8/PwQFBSE8PBwfPz4EUZGRrCzs0PZsmVRr149tG/fHnXq1NFZHl99+vQJp0+fhq+vL27duoV3797h/fv3SE1Nha2tLUqVKoUaNWqgbdu2aNasGYyNjXWeky5t3LgRAwcOVGr38vLC9OnTJRsnPj4evr6+OHfuHO7evYtnz54hJiYGX758gZmZGWxsbODs7IxKlSqhYcOGaNOmjV53GchMkpOTERAQgOvXr+Phw4d4/Pgxnj17htjYWMTHx+PLly+wtLSEtbU17OzsUL58eVSvXh2urq5o3Lhxln9MEhERERERERERERERERHlJCz+JiIiIiIiIiIiIiIiIiIiIiIiIiIiIsoCMtc+30REREREREREREREREREREREREREREQkyMTQCRAREREREREREREREWUGsbGxOHfu3Lf/FytWDGZmZgbMiIiIiIiIiIiIiDKbxMREvHz58tv/GzduDFtbW72Nz+JvIiIiIiIiIiIiIiIiAOfOnUOHDh0MnQYRERERERERERFlIQcOHED79u31Np6R3kYiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIo2x+JuIiIiIiIiIiIiIiIiIiIiIiIiIiIgoCzAxdAJERERERERERERERESZQbFixdL8/8CBAyhVqpSBsiEiIiIiIiIiIqLM6PHjx+jQocO3//94XlHXWPxNREREREREREREREQEwMzMLM3/S5UqhYoVKxooGyIiIiIiIiIiIsoKfjyvqGtGeh2NiIiIiIiIiIiIiIiIiIiIiIiIiIiIiDTC4m8iIiIiIiIiIiIiIiIiIiIiIiIiIiKiLIDF30RERERERERERERERERERERERERERERZAIu/iYiIiIiIiIiIiIiIiIiIiIiIiIiIiLIAFn8TERERERERERERERERERERERERERERZQEs/iYiIiIiIiIiIiIiIiIiIiIiIiIiIiLKAkwMnQARERERERERERERERFpJzExEbdu3UJISAiio6ORlJSEPHnywNnZGdWqVYOTk5OhU1RbamoqgoOD8eDBA7x+/RpxcXEwNjZGnjx5UKhQIZQoUQLly5eHubm5oVPVqc+fPyMgIADPnj1DbGwsPn78CDMzM9ja2iJfvnxZ9v4lIiIiIiIiIiLNsPibiIiIiIiIiIiIiIgoi7p8+TKWLl2Ko0eP4vPnz6LXK1euHAYPHoyhQ4fCyspKjxmq78yZM1i3bh2OHTuGmJiYdK9ramqKKlWqwM3NDa1atUKjRo1gYqL6z18ymUzbdNOwtLREfHy81nFiY2OxdetWbNq0CQEBAZDL5ele38HBAW3btsWwYcPg4uKi9fhERERERERERJR5yRQKhcLQSRARERERERERERERERna/fv3UalSpW//v3fvHipWrGjAjMR9+PABw4cPh4+Pj1rHFS5cGP/++y/atWuno8w0d/36dYwdOxZXrlzROEZAQACqVaum8vUzW/F3amoqVq1ahUmTJmkcp3nz5vjvv/+4GjgRERERERERkY4Y+jyikd5GIiIiIiIiIiIiIiIiIq29ePECLi4uahd+A8Dr16/RoUMHzJ07VweZaUahUOCvv/5CvXr1tCr8zuoSEhLg4eGBUaNGaVVAfvLkSVSqVAknT56UMDsiIiIiIiIiIsosVN/3joiIiIiIiIiIiIiIiAwqKioKTZs2xZMnTwT7K1eujNKlS8PGxgbPnj1DQEAAPnz4kOY6CoUCkydPhqWlJUaPHq2PtEXJ5XIMHDgQW7ZsEeyXyWSoXLkyihYtigIFCsDIyAgfPnzAy5cvce/ePXz69EnPGetGcnIy2rZtCz8/P8F+mUyGMmXKoHLlyrCzs0NiYiLevHmDGzduICYmRun68fHx6NChA44fP45GjRrpOn0iIiIiIiIiItIjFn8TERERERERERERERFlEX379hUs/P7pp58wb9481KhRI017fHw81q1bhylTpigVSnt6eqJWrVqoV6+eTnNOz6+//ipY+F28eHFMmjQJ7dq1Q4ECBQSPVSgUuHv3Lo4ePYrdu3cjMDBQ63yKFSuG27dva3y8TCbT6LjFixcLFn7LZDIMGzYMEyZMgLOzs1J/amoqjhw5gilTpuDevXtp+hISEtCvXz+EhITAwsJCo7yIiIiIiIiIiCjzkSkUCoWhkyAiIiIiIiIiIiIiIjK0+/fvo1KlSt/+f+/ePVSsWNGAGaW1fft29O7dW6l9yJAhWL16NYyNjUWPvXHjBlq1aoXIyMg07RUrVkRgYCBMTPS/XtCqVaswYsQIpfZp06ZhypQpMDMzUyve1atXUaJECeTPn1/lY34s1nZyckJYWJha42orOjoajo6OSsX5xsbG2LNnDzp06JBhjC9fvqBHjx44ePCgUt+sWbMwZcoUqdIlIiIiIiIiIsrxDH0e0UhvIxEREREREREREREREZFGUlJSMHnyZKX22rVrw9vbO93CbwBwcXHBunXrlNrv37+PjRs3SpWmyh4+fAhPT880bTKZDKtWrcJff/2lduE3ANSpU0etwu/M4tChQ0qF3wDg5eWlUuE3AJibm8PHxwelSpVS6tu2bZu2KRIRERERERERUSbC4m8iIiIiIiIiIiIiIqJMbufOnXj+/HmaNmNjY6xbtw5GRqr93NOuXTt069ZNqX3hwoWS5KiO3377DV++fEnTNm7cOAwfPlzvuRjaiRMnlNqsrKwwbtw4teJYWFgIThAICQnR+2rmRERERERERESkOyz+JiIiIiIiIiIiIiIiyuQ2bNig1NaxY0e1t5OdOnWqUtujR49w6dIljXNT18WLF3Hs2LE0bY6OjpgxY4becshMXrx4odTm5uYGS0tLtWO1adNGsJ3F30RERERERERE2YeJwUZ2lhlsaCIiIiIiIjKAl4ZOgAzpVKqhM8g6Chs6AaJMpqJCYegUiIgM7v379/D391dq79+/v9qxKleujBo1auD27dtp2nfu3In69etrnKM6Fi1apNT2xx9/aFTsnB28f/9eqa1kyZIaxXJwcIC1tTU+fvyYpv3t27caxSMiIiIiIiIiosyHK38TERERERERERERERFlYqdPn0ZqatrZdObm5nB3d9contDq0CdPntQolroiIyNx5MiRNG2mpqbo3r27XsbPjHLnzq1Sm6qEiuhNTU01jkdERERERERERJkLi7+JiIiIiIiIiIiIiIgysQsXLii11a5dG+bm5hrFc3NzU2p7+PAh3r17p1E8dezfvx8pKSlp2po1awZ7e3udj51ZOTs7K7UJrQauitTUVERGRiq1FypUSKN4RERERERERESU+bD4m4iIiIiIiIiIiIiIKBO7deuWUlvNmjU1jid27O3btzWOqarTp08rtbm4uOh83MyscePGSm1Xr17VKNatW7eQnJycps3MzAw1atTQKB4REREREREREWU+LP4mIiIiIiIiIiIiIiLKxEJCQpTaypUrp3E8a2trFCxYUKVxpCa0innVqlXT/P/NmzdYvHgxPDw8UKxYMZibm8PS0hLOzs5wcXHBiBEjcPDgQXz69Eny/BISErBixQr06tULFStWRP78+ZErVy7kzZsXpUqVQt26dTFy5Ejs2LEDb968kWTM3r17w8zMLE1bUFAQbt68qXastWvXKrV16NBBKT4REREREREREWVdJoZOgIiIiIiIiHKIYiLtL/WaBRnITwLTz0+l6j8PIiIioqwmMjIScXFxSu3FixfXKm6JEiWUipefPn2qVcyMREVFISIiQqm9bNmyAIAPHz5g2rRp8Pb2RlJSktL1nj9/jufPn+PmzZtYtWoV7O3t8ccff2DkyJGwsLCQJMd3795h1KhRSu0xMTGIiYnBkydPcPXqVaxcuRImJibo2rUrPD09tVqJPX/+/JgwYQJmzpyZpn348OE4f/68yrftzJkzWL9+fZo2ExMTTJw4UePciIiIiIiIiIgo8+HK30RERERERERERERERJnUq1evBNuFVu5WR6FChVQeSyoPHjwQbLe1tcW9e/dQvXp1LF++XLDwW0hUVBQmTJiAqlWrIjQ0VMpUVZKSkgIfHx/UqlULI0aMwJcvXzSONW3aNDRr1ixN282bN+Hh4YHw8PAMj9+xYwc6dOiAlJQUpbjVqlXTOC8iIiIiIiIiIsp8WPxNRERERERERERERESUSUVFRQm229vbaxU3b968Ko8lFbHi8pcvX8LNzQ3Pnj3TKG5oaCjq1KmDq1evapOeVlatWgVXV1eVCrWFmJqa4tChQ+jWrVua9vPnz6N06dIYPHgwdu3aheDgYEREROD58+e4du0ali1bBhcXF/Ts2VNphfjffvsNf/75p8a3iYiIiIiIiIiIMicTQydAREREREREREREREREwmJjYwXbra2ttYprZWWl8lhSeffunWB7v3790hSey2QytG/fHl26dEHlypWRL18+xMTEIDQ0FAcPHsT27duVVgePjo5Gp06dEBgYiPz586udm0wmQ/Xq1dG0aVNUrlwZ5cqVQ968eZEnTx7ExcUhOjoagYGBOH/+PPbv34+EhASlGEFBQWjVqhUuXLgAGxsbtXPInTs3du7ciW7dumHGjBkICgoCAHz58gXr16/H+vXrVYpTrFgxLFq0CF27dlU7ByIiIiIiIiIiyvxY/E1ERERERERERERERJRJJSYmCrbnypVLq7hmZmYqjyWVT58+CbY/fvz427+LFSuGnTt3om7dummuU7hwYVSsWBEdOnTApEmT0KtXL9y6dSvNdSIiItC3b1+cOHFC5ZzKli2LX375Bb1790aBAgUEr1OwYEEAQO3atTF06FBERkZiwYIFWLRoEVJTU9NcNygoCL169cLRo0dVzuFHnTt3Rtu2bfHPP/9g+vTpon+3H7m4uGDMmDHo2rWr1o8PIiIiIiIiIiLKvIwMnQAREREREREREREREREJS05OFmw3MdFufR9TU1OVx5JKRsXlRYoUwYULF5QKv39UpkwZ+Pn5oUaNGkp9J0+exIULF1TO6f+xd+dxVtdl//gvhmERhkVARGIZLBRFFglE0QRRywoEKwX3TKQyEdOw213xkWWW4XIbLpRZkUuUgOQeJqJ3Gq4gSKjIruwqwrDN749+9W0858DMWecwz+fjwR+8PudzfV4zDJMx17xnwYIFcfHFF6dc/E6mTZs28dOf/jSeeOKJaNq0acL1v/zlL/HYY49Ve95/27RpU9xwww3RoUOHGDduXLUXvyMiXnrppfjZz34WEydOrNF9AAAAABQXy98AAAAUVscUv9jjHV+S/BcAAP9PSUny/0DKdFF769at1X5Wtuxu/t133x2dO3eu1qwWLVrE7373u2jcuHHCtRtvvDGtfjV17LHHxkMPPZT07brssstqPO8f//hH9O7dO6644opYvXp1Wp1effXVGDt2bOy///4xbdq0tGYAAAAAULv5kioAAAAAAEAt1bBhw6T5li1bMpqb7P5Uz8qWXc0/+uij48tf/nKN5h100EFx9tlnJ+SPPfZYfPTRRzXul44vf/nLcdZZZyXkr776aixcuLDac1544YUYPHhwLFq0KOFap06dYvz48fHss8/GqlWroqKiIj788MN455134sEHH4yzzjor4X37wQcfxLBhw+LHP/5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      "text/plain": [
       "<Figure size 3000x1800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "matplotlib.rcParams.update({'font.size': 13})\n",
    "fig = plt.figure(figsize=(10, 6), dpi=300)\n",
    "ax1 = fig.add_subplot(121)\n",
    "ax2 = fig.add_subplot(122)\n",
    "\n",
    "ax1.axis('off')\n",
    "ax1.title.set_text(rf\"Feature Bounding Boxes\")\n",
    "ax1.imshow(np.uint8(draw_boxes(os.path.join(dataset,\"images\",file))[...,::-1]))\n",
    "\n",
    "p = np.abs(means-means[-1]).argsort()\n",
    "ax2 = pd.Series(means[p]).plot(kind=\"bar\")\n",
    "ax2.title.set_text(rf\"Invidual Feature Prediction for {file}\")\n",
    "ax2.set_ylabel(\"Beauty Score\")\n",
    "bars = ax2.bar(names2[p], means[p])\n",
    "ax2.bar_label(bars)\n",
    "ax2.set_xticklabels(names2[p], rotation=55)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig(f\"sfp.png\")\n",
    "plt.show()\n",
    "\n",
    "fig = plt.figure(figsize=(10, 6), dpi=300)\n",
    "ax1 = fig.add_subplot(121)\n",
    "ax2 = fig.add_subplot(122)\n",
    "\n",
    "ax1.axis('off')\n",
    "ax1.title.set_text(rf\"XRAI Pixel Attributions\")\n",
    "ax1.imshow(xrai_attributions, cmap=\"hot\")\n",
    "\n",
    "p = scores.argsort()[::-1]\n",
    "ax2 = pd.Series(scores[p]).plot(kind=\"bar\")\n",
    "ax2.title.set_text(rf\"Region Attribution for {file}\")\n",
    "ax2.set_ylabel(\"Attribution Score\")\n",
    "bars = ax2.bar(np.array(names), scores[p])\n",
    "ax2.bar_label(bars)\n",
    "ax2.set_xticklabels(np.array(names)[p], rotation=55)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig(f\"xrai.png\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([  281.,  7198.,  4063.,  3477.,  2051.,  1738.,  2916., 17808.,\n",
       "         2629.,  1535.,  1032.,  2467.,    76.,   417.,  2488.]),\n",
       " array([0.        , 0.06666667, 0.13333333, 0.2       , 0.26666667,\n",
       "        0.33333333, 0.4       , 0.46666667, 0.53333333, 0.6       ,\n",
       "        0.66666667, 0.73333333, 0.8       , 0.86666667, 0.93333333,\n",
       "        1.        ]),\n",
       " <BarContainer object of 15 artists>)"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(normalised.flatten(), bins=15)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}