DataSynthesizer Usage (random mode).ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# DataSynthesizer Usage (random mode)\n",
    "\n",
    "> This is a quick demo to use DataSynthesizer in random mode.\n",
    "\n",
    "### Step 1 import packages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Adding current direcotry into sys.path\n",
    "import os, sys\n",
    "sys.path.append(os.getcwd() + '/DataSynthesizer/')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from DataDescriber import DataDescriber\n",
    "from DataGenerator import DataGenerator\n",
    "from ModelInspector import ModelInspector\n",
    "from lib.utils import read_json_file\n",
    "\n",
    "import pandas as pd\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Step 2 user-defined parameteres"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# input dataset\n",
    "input_data = './data/adult_ssn.csv'\n",
    "# location of two output files\n",
    "mode = 'random_mode'\n",
    "description_file = f'./out/{mode}/description.json'\n",
    "synthetic_data = f'./out/{mode}/sythetic_data.csv'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Default values set here, change here if needed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# An attribute is categorical if its domain size is less than this threshold.\n",
    "# Here modify the threshold to adapt to the domain size of \"education\" (which is 14 in input dataset).\n",
    "threshold_value = 20 \n",
    "\n",
    "# Number of tuples generated in synthetic dataset.\n",
    "num_tuples_to_generate = 32561 # Here 32561 is the same as input dataset, but it can be set to another number."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Step 3 DataDescriber\n",
    "\n",
    "1. Instantiate a DataDescriber.\n",
    "2. Compute the statistics of the dataset.\n",
    "3. Save dataset description to a file on local machine."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "describer = DataDescriber(category_threshold=threshold_value)\n",
    "describer.describe_dataset_in_random_mode(input_data)\n",
    "describer.save_dataset_description_to_file(description_file)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Step 4 generate synthetic dataset\n",
    "\n",
    "1. Instantiate a DataGenerator.\n",
    "2. Generate a synthetic dataset.\n",
    "3. Save it to local machine."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "generator = DataGenerator()\n",
    "generator.generate_dataset_in_random_mode(num_tuples_to_generate, description_file)\n",
    "generator.save_synthetic_data(synthetic_data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Step 5 compare the statistics of input and sythetic data (optional)\n",
    "\n",
    "The synthetic data is already saved in a file by step 4. The ModelInspector is for a quick test on the similarity between input and synthetic datasets.\n",
    "\n",
    "#### 5.1 instantiate a ModelInspector.\n",
    "\n",
    "It needs input dataset, synthetic dataset, and attribute description."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Read both datasets using Pandas.\n",
    "input_df = pd.read_csv(input_data, skipinitialspace=True)\n",
    "synthetic_df = pd.read_csv(synthetic_data)\n",
    "# Read attribute description from the dataset description file.\n",
    "attribute_description = read_json_file(description_file)['attribute_description']\n",
    "\n",
    "inspector = ModelInspector(input_df, synthetic_df, attribute_description)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 5.2 compare histograms between input and synthetic datasets."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
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\n",
      "text/plain": [
       "<Figure size 1800x600 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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/Vmtd1xPuAQCA9THHBwBg3s1yhXhqrQ8nuXqV7R/L8EqR8X9/cel/r+P4X0zymtEvAABgk5njAwAwz2a5hzgAAAAAAJwxFOIAAAAAAHRBIQ4AAAAAQBcU4gAAAAAAdEEhDgAAAABAFxTiAAAAAAB0QSEOAAAAAEAXFOIAAAAAAHRBIQ4AAAAAQBcU4gAAAAAAdEEhDgAAAABAFxTiAAAAAAB0QSEOAAAAAEAXFOIAAAAAAHRBIQ4AAAAAQBcU4gAAAAAAdEEhDgAAAABAFxTiAAAAAAB0QSEOAAAAAEAXFOIAAAAAAHRBIQ4AAAAAQBcU4gAAAAAAdEEhDgAAAABAFxTiAAAAAAB04eztDgAAwNbZs2dnBoMdpz1uMBheR7GwcM5U5z15cjHHjz811VgAAICNohAHAOjIYLAji0mOHD2xZefcv3fXVCU8AADARlOIAwB05sjRE7n25ju37Hy3Hrw8B/bu2rLzAQAArMQ9xAEAAAAA6IJCHAAAAACALijEAQAAAADogkIcAAAAAIAuKMQBAAAAAOiCQhwAAAAAgC4oxAEAAAAA6IJCHAAAAACALijEAQAAAADogkIcAAAAAIAuKMQBAAAAAOiCQhwAAAAAgC4oxAEAAAAA6IJCHAAAAACALijEAQAAAADogkIcAAAAAIAuKMQBAAAAAOiCQhwAAAAAgC6cPcvgUsr5SW5KcmWSZyS5K8kNtdYH1xj3zUn+YZKXJ3lmkkeT3JbkrbXWryzb98eS3JDkW0f7vTvJO2uti7NkBwAATmWODwDAPJv6CvFSyrlJ7sxwonxLkrcl+c4kHy+lnLfKuJ1J7kjyigwnyNcluSfJm5L8n8v2fW2S9yV5KMn1Sf5zkl8e7QsAAGwgc3wAAObdLFeIX5/kgiQvqrUeTpJSykeT3Jfk4OjXJK9OcmGSH6y1fni07j2llE8neWMp5Ypa6x2llG/KcAL+O0l+aHS1yHtKKb+Z5OdLKe+ttT4+Q34AAOCvMscHAGCuzXIP8WuS3DOeKCdJrfX+DK8MuWaVcVckObpkojz2G6Pl94yWP5Bkd5Jbl3108p1Jdia5eobsAADAqczxAQCYa1MV4qWUhSTPTXLvhM2HkxwopexfYfirklw2Yf2+0fKro+ULR8vl5/hPy7YDAAAzMscHAKAH014h/uzR8jMTtn12tDx/0sBa63+ttf7xhE2vHS3vWnKOp2qtx5aN/3KSL6x0fAAAYCrm+AAAzL1p7yG+e7R8csK2p0bLXes9WCnlp5P87SR31FrvXnKOSccfn2Pdx1/NwsI5G3GYTTcYDN+7aCVva3mS9jK1lidpL1NreZL2MrWWJ2kvU2t5ks3LND7uVhsMztq0r6WVP7fW8iReR2wLc/wt1trfPa3lSdrL1FqepL1MreVJ2svUWp6kvUyt5Unay9RanqS9TK3lSdrL1FqerTLtv4jG4xZX2efp9RyolPKjSW7N8KqTVy07x8zHBwAA1sUcHwCAuTftFeJPjJaT3j7YuWyfFZVSXp3kliSfT/KyWuunl51jpbcndq7n+Otx7NhKF6i0ZfxOTSt5W8uTtJeptTxJe5lay5O0l6m1PEl7mVrLk2xepu161/7kyac37Wtp5c+ttTyJ19Gs9u3bvfZOLGeOv8Va+7untTxJe5lay5O0l6m1PEl7mVrLk7SXqbU8SXuZWsuTtJeptTxJe5lay7OajZzfT3uF+COj5aSH6hwYLSfde/AvlVLekuRdSY4kecno6fXLz3FOKWXPsnHfkOTctY4PAACcFnN8AADm3lSFeK31S0keSnLJhM2XJHm01vrYSuNLKW9K8uYkDya5tNb6wITdDi853lIvGC0/cVqhAQCAFZnjAwDQg1meqvTBJJeWUp4/XlFKuSjJFUluW2lQKeWqJG9L8nCGV4386Qq7/m6GD9y5btn66zJ84M6Hpk4OAABMYo4PAMBcm/Ye4klyc5JXJrm9lHIowwfgvD7DjzkeSpJSyrOSXJXkoVrrPaNxNyXZkeTDSa4spSw/7v211vtqrcdKKW9N8vZSyr9K8pEkL03yw0neWGv9/AzZAQCAU5njAwAw16YuxGutXyilvDjJP05yY5KvJPlYkjfUWh8f7XZhkvcn+fUk95RSvinJxaNtr13h0O9Ict/oHO8opYyvIPlbSf6/JD9Ta33PtLkBAIDJzPEBAJh3s1whnlrrw0muXmX7xzK8UmT8319c+t/rPMe7MnwwDwAAsMnM8QEAmGez3EMcAAAAAADOGApxAAAAAAC6oBAHAAAAAKALCnEAAAAAALqgEAcAAAAAoAsKcQAAAAAAuqAQBwAAAACgCwpxAAAAAAC6oBAHAAAAAKALCnEAAAAAALqgEAcAAAAAoAsKcQAAAAAAuqAQBwAAAACgCwpxAAAAAAC6oBAHAAAAAKALCnEAAAAAALqgEAcAAAAAoAsKcQAAAAAAuqAQBwAAAACgCwpxAAAAAAC6oBAHAAAAAKALCnEAAAAAALqgEAcAAAAAoAsKcQAAAAAAuqAQBwAAAACgCwpxAAAAAAC6oBAHAAAAAKALCnEAAAAAALqgEAcAAAAAoAsKcQAAAAAAuqAQBwAAAACgCwpxAAAAAAC6oBAHAAAAAKALZ293AABIkj17dmYw2HHa4waD4Xu7CwvnTHXekycXc/z4U1ONBQAAAM4sCnEAmjAY7MhikiNHT2zZOffv3TVVCQ8AAACcmRTiADTjyNETufbmO7fsfLcevDwH9u7asvMBAAAA28s9xAEAAAAA6IJCHAAAAACALijEAQAAAADogkIcAAAAAIAuKMQBAAAAAOiCQhwAAAAAgC4oxAEAAAAA6IJCHAAAAACALijEAQAAAADowtmzDC6lnJ/kpiRXJnlGkruS3FBrffA0jvHdSX4/yfNqrQ8s2/bSJLevMPSHaq0fmio4AAAwkTk+AADzbOpCvJRybpI7k+xJckuSLyd5Q5KPl1IurrV+bh3HuCDJB5PsWGGXi0bLn0zy1LJt906TGwAAmMwcHwCAeTfLFeLXJ7kgyYtqrYeTpJTy0ST3JTk4+rWiUsrlSX4zyXmr7HZRks/XWn9thpwAAMD6mOMDADDXZrmH+DVJ7hlPlJOk1np/kjtG21ZUSnnHaL/jSX5rlV0vSvLJGTICAADrZ44PAMBcm6oQL6UsJHluJn+k8XCSA6WU/asc4jsyvC/hxUkemLRDKWVHkucl+ZPRf399KeXrpskLAACszhwfAIAeTHvLlGePlp+ZsO2zo+X5SY6sMP7qWutXkqSUstI5LkiyK8lzSimHM5xYP11K+b0kr6m1PjxN8OUWFs7ZiMNsusFg+N5FK3lby5O0l6m1PEl7mVrLk7SXqbU8yeZlGh93qw0GZ23a1+J7tPoxk3Ze263lSbyO2Bbm+Fustb97WsuTtJeptTxJe5lay5O0l6m1PEl7mVrLk7SXqbU8SXuZWsuTtJeptTxbZdp/Ee0eLZ+csG38YJxdKw0eT5TXMH7Yzt9M8htJfijJLyW5PMkfrHF1CgAAcHrM8QEAmHvTXiE+LtIXV9nn6SmPPfZwkrcm+Ze11j8erfvXpZQ/TPKRJD+f5DUzniPHjk2a77dn/E5NK3lby5O0l6m1PEl7mVrLk7SXqbU8yeZl2q53pE+efHrTvhbfo5W19tpuLU/idTSrfft2r70Ty5njb7HW/u5pLU/SXqbW8iTtZWotT9JeptbyJO1lai1P0l6m1vIk7WVqLU/SXqbW8qxmI+f30xbiT4yWk/5FtXPZPlMZPbzn/gnr/20p5ZEkV8xyfAAA4K8wxwcAYO5Ne8uUR0bLSR9pPDBaTrr34Eb5XJJv3MTjAwBAb8zxAQCYe1MV4rXWLyV5KMklEzZfkuTRWutjswQrpbytlPKnpZRnLlt/dpJvy/DjlgAAwAYwxwcAoAfTXiGeJB9Mcmkp5fnjFaWUizL8mONtswZL8mdJviXJzyxb/7okC0k+sAHnAAAAvsYcHwCAuTbtPcST5OYkr0xyeynlUIYP2Hl9hh+jPJQkpZRnJbkqyUO11ntO8/j/PMmPJfmFUspfS3Jvku8anzPJP5shOwAAcCpzfAAA5trUV4jXWr+Q5MVJ7k5yY5KfG/3+slrr46PdLkzy/iQ/NcXxv5rk5Ul+ZbR8Z5JLM3wq/dW11lmfcA8AACxhjg8AwLyb5Qrx1FofTnL1Kts/lmTHGsd4S5K3rLDti0leM/oFAABsMnN8AADm2Sz3EAcAAAAAgDOGQhwAAAAAgC4oxAEAAAAA6IJCHAAAAACALijEAQAAAADogkIcAAAAAIAuKMQBAAAAAOiCQhwAAAAAgC4oxAEAAAAA6IJCHAAAAACALijEAQAAAADogkIcAAAAAIAuKMQBAAAAAOiCQhwAAAAAgC4oxAEAAAAA6IJCHAAAAACALijEAQAAAADogkIcAAAAAIAuKMQBAAAAAOiCQhwAAAAAgC4oxAEAAAAA6IJCHAAAAACALijEAQAAAADogkIcAAAAAIAuKMQBAAAAAOiCQhwAAAAAgC4oxAEAAAAA6IJCHAAAAACALijEAQAAAADogkIcAAAAAIAuKMQBAAAAAOiCQhwAAAAAgC4oxAEAAAAA6IJCHAAAAACALijEAQAAAADogkIcAAAAAIAuKMQBAAAAAOiCQhwAAAAAgC4oxAEAAAAA6IJCHAAAAACALijEAQAAAADogkIcAAAAAIAuKMQBAAAAAOiCQhwAAAAAgC6cPcvgUsr5SW5KcmWSZyS5K8kNtdYHT+MY353k95M8r9b6wITtP5bkhiTfmuTRJO9O8s5a6+Is2QEAgFOZ4wMAMM+mvkK8lHJukjsznCjfkuRtSb4zycdLKeet8xgXJPlgkh0rbH9tkvcleSjJ9Un+c5JfTvKmaXMDAACTmeMDADDvZrllyvVJLkjy/bXWX6y1HkryfUnOS3JwrcGllMuT/MckB1bY/k0ZTsB/J8nVtdb31Fr/XpLfSvLzpZR9M2QHAABOZY4PAMBcm6UQvybJPbXWw+MVtdb7k9wx2raiUso7Rvsdz3DyO8kPJNmd5NZlH518Z5KdSa6ePjoAADCBOT4AAHNtqkK8lLKQ5LlJ7p2w+XCSA6WU/asc4jsyvC/hxUlOuafgyAtHy+Xn+E/LtgMAADMyxwcAoAfTXiH+7NHyMxO2fXa0PH+V8VfXWt9Yaz2xxjmeqrUeW7qy1vrlJF9Y4/gAAMDpMccHAGDunT3luN2j5ZMTtj01Wu5aaXCt9SvrPMek44/PseLxT8fCwjkbcZhNNxgM37toJW9reZL2MrWWJ2kvU2t5kvYytZYn2bxM4+NutcHgrE37WnyPVj9m0s5ru7U8idcR28Icf4u19ndPa3mS9jK1lidpL1NreZL2MrWWJ2kvU2t5kvYytZYnaS9Ta3mS9jK1lmerTPsvovG4xVX2eXrKYy89x2YeHwAA+BpzfAAA5t60V4g/MVpOevtg57J9pvXECscfn2PW4ydJjh1b6QKVtozfqWklb2t5kvYytZYnaS9Ta3mS9jK1lifZvEzb9Y70yZNPb9rX4nu0stZe263lSbyOZrVv3+61d2I5c/wt1trfPa3lSdrL1FqepL1MreVJ2svUWp6kvUyt5Unay9RanqS9TK3lSdrL1Fqe1Wzk/H7aK8QfGS0nPVTnwGg56d6Dp3uOc0ope5auLKV8Q5JzN+D4AADA15jjAwAw96YqxGutX0ryUJJLJmy+JMmjtdbHZgmW4ZPsx8db6gWj5SdmPD4AADBijg8AQA9mearSB5NcWkp5/nhFKeWiJFckuW3WYEl+N8MH7ly3bP11GT5w50MbcA4AAOBrzPEBAJhr095DPEluTvLKJLeXUg5l+ACc12f4McdDSVJKeVaSq5I8VGu953QOXms9Vkp5a5K3l1L+VZKPJHlpkh9O8sZa6+dnyA4AAJzKHB8AgLk29RXitdYvJHlxkruT3Jjk50a/v6zW+vhotwuTvD/JT015jndkeLXIdyR592j5M7XWm6bNDQAATGaODwDAvJvlCvHUWh9OcvUq2z+WZMcax3hLkressv1dSd41VUAAAOC0mOMDADDPZrmHOAAAAAAAnDEU4gAAAAAAdEEhDgAAAABAFxTiAAAAAAB0QSFZgxRGAAAgAElEQVQOAAAAAEAXFOIAAAAAAHRBIQ4AAAAAQBcU4gAAAAAAdEEhDgAAAABAFxTiAAAAAAB0QSEOAAAAAEAXFOIAAAAAAHRBIQ4AAAAAQBcU4gAAAAAAdEEhDgAAAABAFxTiAAAAAAB0QSEOAAAAAEAXFOIAAAAAAHRBIQ4AAAAAQBcU4gAAAAAAdEEhDgAAAABAFxTiAAAAAAB0QSEOAAAAAEAXFOIAAAAAAHRBIQ4AAAAAQBcU4gAAAAAAdEEhDgAAAABAFxTiAAAAAAB0QSEOAAAAAEAXFOIAAAAAAHRBIQ4AAAAAQBcU4gAAAAAAdEEhDgAAAABAF87e7gAAAAAAq9mzZ2cGgx1TjR0MhtcCLiycc9pjT55czPHjT011XgDapBAHAAAAmjYY7MhikiNHT2zZOffv3TV1Cb8dvGkAsD4KcQAAgCkpoNbme8RGOXL0RK69+c4tO9+tBy/Pgb27tux8s2rxTYNpf/5n+dlP/PzPk+36f0iy8uvI/9fOfApxAACAKbVYQLXG94h51WLZ29qbBn7+19ba66i1snc7XkPJ6q8jr+szn0IcAABgBq0VUC1q7XukgFo9D+ujFFuf1n7+W9Pa66i1PMnWv4aStV9HXtdnNoU4AADAHGmt7G1Ra4VPa3kSr6P1UoqdWVp986m111FreWCjKcQBAADmSIvlaotaK3xay+N1xDzyumYetXif9dYpxAEAAOZMa+UqZyavI+aR1zXzpsX7rLdOIQ4AAAAAcIZq8T7rLTtruwMAAAAAAMBWUIgDAAAAANAFhTgAAAAAAF2Y6R7ipZTzk9yU5Mokz0hyV5Ibaq0PrjFuZ5I3J3lFkn1J/kuSG2utv7dsv59M8t4VDvP8Wut9s+QHAAD+KnN8AADm2dSFeCnl3CR3JtmT5JYkX07yhiQfL6VcXGv93CrDb0vyA0luTfJAkh9P8pFSypW11ruW7HdRkhNJfnrCMR6ZNjsAAHAqc3wAAObdLFeIX5/kgiQvqrUeTpJSykeT3Jfk4OjXKUopVya5OsOrTP7JaN3/keT/SXIoyYuW7H5Rkgdqrf9ihpwAwCbYs2dnBoMdU40dDIZ3bVtYOOe0x548uZjjx5+a6rzAmszxAQCYa7MU4tckuWc8UU6SWuv9pZQ7RtsmTpZH2/4iya8uGXeilPK+JL9USvn2WuunRpsuSnL7DBkBgE0yGOzIYpIjR09s2Tn37901dQkPrIs5PgAAc22qQryUspDkuUn+zYTNh5NcVUrZX2s9MmH7C5N8sta6/F/Ph5ds/1QpZV+G9x78k9E5dyb5Sq315DSZAYCNd+ToiVx7851bdr5bD16eA3t3bdn5oCfm+AAA9OCsKcc9e7T8zIRtnx0tz19l7HrGfcdo+TdKKQ9keJ/BE6WU20YTaQAAYOOY4wMAMPemvWXK7tHyyQnbxjf1XOnyrd3rHHfRaPnfZfiU+88meUmS65JcXEp50YQrUE7bNPcu3Q6z3Gt1M7SWJ2kvU2t5kvYytZYnaS9Ta3mSzcs0Pu5WGwzO2rSvZd6/R63lmfWYiZ+1zbQZf25sOHP8KbT4M9VaptbyjLdtB9+jtfkerc33aG2+R2s7U75H25VnfO6WMrWWZ3zuM3GOP20hPv5OL66yz9MrrN+xznH3JvmlJLcu+Vjmh0opD2b45PqfTvKP1hcXAABYgzk+AABzb9pC/InRctJbADuX7bPcn69nXK317iR3T9jv15LckuSKbMBk+dixSReytGf8bksreVvLk7SXqbU8SXuZWsuTtJeptTzJ5mXarneVT558etO+lnn/HrWWZxZ+1jbfZvy5rWbfvt1r78Ry5vhTaPFnqrVMreVJ2svUWp6kvUyt5Unay9RanqS9TK3lSdrLJM/XtJaptTzJ1s7xN3J+P+019Y+MlvsnbDswWk66h+B47DTjkiS11r9IcizJN66REQAAWD9zfAAA5t5UhXit9UtJHkpyyYTNlyR5tNb62ArDDyd53uiJ8svHJcknkqSU8r5Syp+UUgZLdyqlPDPDJ9M/PE12AADgVOb4AAD0YJa7rn8wyaWllOePV5RSLsrwY463rTHu65P85JJxu5L8eJI/qrU+NFr9WJILk7xi2fi3jJYfmCE7AABwKnN8AADm2rT3EE+Sm5O8MsntpZRDGT4o5/UZfhzyUJKUUp6V5KokD9Va70mSWuvtpZSPJjlUSjk/yf+b5CeSPCfJq5Yc/x1JfiTJPy2lvCDJg0leluQHk/zTWuu/nyE7AABwKnN8AADm2tRXiNdav5DkxRk+FOfGJD83+v1ltdbHR7tdmOT9SX5q2fAfTvIrSX40w4fm/LckL6u1/t9Ljn88yUuS/FaSv5/knyT59iSvm3A8AABgRub4AADMu1muEE+t9eEkV6+y/WNJdkxY/+dJXjv6tdrxP5Pkf54lIwAAsH7m+AAAzLOZCnEAzkx79uzMYHBKl7Eug8Hww0ULC+ec9tiTJxdz/PhTU50XAAAAYFYKcYAODQY7spjkyNETW3bO/Xt3TV3CAwAAAGwEhThAp44cPZFrb75zy85368HLc2Dvri07HwAAAMByUz9UEwAAAAAAziQKcQAAAAAAuqAQBwAAAACgCwpxAAAAAAC6oBAHAAAAAKALZ293ALbXnj07MxjsOO1xg8HwvZSFhXOmOu/Jk4s5fvypqcYCAAAAAExDId65wWBHFpMcOXpiy865f++uqUp4AAAAAIBZKMTJkaMncu3Nd27Z+W49eHkO7N21ZecDAAAAAEjcQxwAAAAAgE64QhxgC7hfPwAAAMD2U4gDbAH36wcAAADYfgpxgC3ifv0AAAAA28s9xAEAAAAA6IJCHAAAAACALrhlyhaa9qF6yWwP1vNQPQAAAAAAhfiW8lA9AAAAAIDtoxDfYh6qBwAAAACwPdxDHAAAAACALijEAQAAAADogkIcAAAAAIAuKMQBAAAAAOiCQhwAAAAAgC4oxAEAAAAA6IJCHAAAAACALijEAQAAAADowtnbHQA48+3ZszODwY7THjcYDN+TW1g4Z6rznjy5mOPHn5pqLAAAAAD9UYgDMxsMdmQxyZGjJ7bsnPv37pqqhAfYStO+YZjM9qahNwwBAAAmU4gDG+LI0RO59uY7t+x8tx68PAf27tqy8wFMwxuGAAAAbVGIAwBsIm8YAgAAtEMhDswdtygAAAAAYBKFODB33KIAAAAAgEkU4sBccosCAAAAAJZTiNMUt7oAWuHvIwAAAJg/CnGa4lYXQCv8fQQAAADzRyFOc9zqAmiFv48AAABgvijE4QzjNg4AAAAAMB2FOJxh3MYBAAAAAKajEIczkNs4AAAAAMDpO2u7AwAAAAAAwFZQiAMAAAAA0AWFOAAAAAAAXXAPcVjDnj07p3qg5GAwfL9pYeGcqc578uRijh9/aqqxAAAAAMCpZirESynnJ7kpyZVJnpHkriQ31FofXGPcziRvTvKKJPuS/JckN9Zaf2/ZfoMkr0/yE0mek+RTSd5ea71tltxwOgaDHVnM8EGWW2X/3l1TlfAAALMyxwcAYJ5NXYiXUs5NcmeSPUluSfLlJG9I8vFSysW11s+tMvy2JD+Q5NYkDyT58SQfKaVcWWu9a8l+h5K8LsmvJ7knyQ8n+UAp5axa67+YNjucriNHT+Tam+/csvPdevDyHNi7a8vOBwCQmOMDADD/ZrmH+PVJLkjy/bXWX6y1HkryfUnOS3JwpUGllCuTXJ3kYK31tbXW/z3J9yZ5JMPJ8Xi/b09yXZJ31lpfVWt9b5KXJbk7yU2llK+bITsAAHAqc3wAAObaLIX4NUnuqbUeHq+otd6f5I7RttXG/UWSX10y7kSS9yV54WiSnCQ/Msr37iX7nczwipP9SS6bITsAAHAqc3wAAObaVLdMKaUsJHlukn8zYfPhJFeVUvbXWo9M2P7CJJ8cTZCXjxtv/9RoebzW+qlV9vt30+QHAOaTByHD9MzxAQDowbT3EH/2aPmZCds+O1qen2TSZPnZSf5ojXHj/dY6/hlnx47k658x2NLzrWefljK1lme8T0uZWssz3qelTK3lGe/TUqbW8oz3aSlTa3nG+7SUqbU84wchP/b5rXsQ8jc/c/UHIbf2PRrv01ommmCOP6UWf6Zay9RanvE+LWVqLc94n5YytZZnvE9LmVrLM96npUyt5Rnv01Km3vOMz7nWdt+jLT3dhtqxuLh42oNKKd+V4X3+XlNrffeybf9Lkl9LcmWt9Y4JY/9bkg/XWv/usvXfluFVI2+rtf6DUkpN8kSt9YXL9js7w49jvr/W+srTDj+0L8lqDwQCAGA+nJfk8e0OcSYwxwcA4Aww8/x+2nuIj8et1qY/vcL6Hescd9YK+y0u2w8AAJidOT4AAHNv2lumPDFaTrrR5s5l+yz35+sc98QK+52zbL9pHM3w3YQkeXKG4wAA0KbxnPHotqY4s5jjAwDQqg2b309biD8yWu6fsO3AaDnp3oDjsesZ90iS753i+OuxGB+dBQCYZ1t3I/n5YY4PAECrNmx+P9UtU2qtX0ryUJJLJmy+JMmjtdbHVhh+OMnzSik7l60fH+sTS/ZbKKVcsMZ+AADAjMzx+f/ZO+tou4qki/9eHA2uQYIVMsAwBHd3d3eCuwR39+A+6OAzyMBgQT7cYWCgcAkSXEOAyPfHrs7pd3OfxF9I77Xeuu+ee6ROn+7qXadLCgoKCgoKCgrGB4xoDnGAW4GlzWyhtMHM/gKsCNzYwnGdgV2z4yYCdgKec/f3YvPtyMtjn2y/9sCeyHPk8ZGQvaCgoKCgoKCgoKBgWBSOX1BQUFBQUFBQ8KdGw5AhzdW+aRpmNgXwX6AjcCYqgHMg8DvQw92/MrNpgVWA99z96ezY+4CVgd7A28AuwPzAyu7+f9l+FwO7AVcCzwKbASsBW7j7TSMkeEFBQUFBQUFBQUFBXRSOX1BQUFBQUFBQ8GfHCHuIu/u3wDLAU8BRwGHx//LunnL3zQNcB/SsOXwT4CJga+As4DdgtZwoB/YGjgNWBc4DpgQ2LkS5oKCgoKCgoKCgYNSjcPyCgoKCgoKCgoI/O0bYQ7ygoKCgoKCgoKCgoKCgoKCgoKCgoKBgXMLI5BAvKCgoKCgoKCgoKCgoKCgoKCgoKCgoGGdQXogXFBQUFBQUFBQUFBQUFBQUFBQUFBSMFygvxAsKCgoKCgoKCgoKCgoKCgoKCgoKCsYLlBfiBQUFBQUFBQUFBQUFBQUFBQUFBQUF4wXKC/GCgoKCgoKCgoKCgoKCgoKCgoKCgoLxAuWFeEFBQUFBQUFBQUFBQUFBQUFBQUFBwXiB8kK8oKCgoKCgoKCgoKCgoKCgoKCgoKBgvEB5IV5QUFBQUFBQUFBQUFBQUFBQUFBQUDBeoLwQLygoKCgoKCgoKCgoKCgoKCgoKCgoGC9QXogXFBQUFBSMQzCz9mY25diWoy3DzKYws8JxCgoKCgoKCgoKxgkUjt8yCscvGJUoHamgoKCgoGAcgZmtBfwBnDe2ZWmLMLNOZnYh8BCw/FgWBwAzm97MepvZwmNbloKCgoKCgoKCgraHwvGbR+H4BaMD5YV4QUFBQUHBuIOJ43NzM1tmrErSNjEfsB3wV2B1M+s6NoUxs1mAfwJ7AXuMTVkKCgoKCgoKCgraLArHbx6F4xeMcpQX4gUFBQVjCGbWfmzLUIvakDMzaxhbshS0CrcCN6P5u5eZTTCW5WlTcPeXgTOBwcC6wEpjVyI+A+4CvgPWN7O1x7I8BQUFBQUFBaMYbY3jF34/TqJw/GZQOH7B6EB5IV5Q0EZhZkvEZy2hGSvj1swWakvyxLUnMLPp4v/2Nb+1Gf0W+eAa3H1QfB/rpDS1l7sPju8d4/uQsSzXWG+btox4XmcAA4E1gI3GrkRtB9mYvxx4CZgL2MDMZh5L8jS4+x/AncBTwOTAXmbWZWzIU1BQUFDQNlA4fssoHH/E5YG2x+9DlsLxm0Hh+E2jcPyC0YU2M5n82WBmc8dnQ832sUV0FmxL8sS1/xqfbUImM+vWxPaGMTmBR6GIZ4EnzWwJdx+cyJaZtc8IziQ1x42WdovcWM8AL5rZAs3I06XmuNHaZma2CVqRPRcgI6KNiODYRiLJ7j7EzBY1s+uAy83sWDObdSzJ1C5rr6XM7ArgajO7xMw2Hksypec21gl7QlvzrjGzdvHsXgLOjs29ksE4lmRqMx5RoZsa3P1T4DJgALAyMirGhjxD4vMN4A7gc2BFYMexIQ8M7UNtYs4tKBhXUTh+yygcv0k5CsdvnVyF44+YPG2O34csheO3gMLxm0fh+C2jcPwRQ8OQIW1GL/0pEKtU/0CrVsu6+5vREYcA+STVwd0HjgF5pgNuB5YAFnb3l0O5Da6Rp4u7D8iOaxhdk5aZTYsUxxJAD3d/qQmZJnD3X0e3TGY2EXA+CrvZxd0fiAlpcP6c0rZRff068kyHVj/XAh5z9xVqfp8KOAiYHxgEvA6c6u4/jiZ5/gZcAvQAbnb3LfJnYaqEvT8wB3qGjwJXx6rpaEF4O5yI2qEfsH08t47puma2FLAtaqNvgTuir422vt2MvJMApwK71/z0JLCfu784JuUJmaYFzgK2jE2DgER8/gn0cvd3xoAc7YAhWX9aGVgk5HkTeNLdvx1T4y9kaKCxLurs7r+NiWs3I1P7TJ5OwATAq8DMwHHuftwYlqf2uS0eMv0CvO/uX49JeTK5GsIw7YxCT9cGHgAOdfdXx6I8MwInANuj57auu38yJuWgcZ+eFegG/Ax87u79YvsYG2cFBeMaCsdvlUyF4zcvT+H4LctUOP7IydMm+H3IUjh+62QqHL91chWO34QcFI4/wigvxEcxzGwN4CJgFqC3u+9XQyymQIn3uyEP/duBPu7+2+iYxE0Vby9Ck88t7r55ze9TAPshogPwMHD96JwYTJ4sFwOLIwKzcc3vUyDyNRcyMh5F5Gu0yGRmiwK3ADMBVwH7unv/XGmY2Q7AQmgC/w/wrLt/P7KKJVOkQ0lebF8BKfopgK3d/caYnHYEzgEmIoyLOOSfwIHu/uGIytKUPEFMt0IVrycB1nH3f4c8u6LQrlp5rgZ2G1WEud7YMLP5gVOANYF/Axu5++9mNgMigpvVnOYrNEE9O5qNwaGkJtt2AMp59iIypmcCNgZmBO519zGac8zMZkIG2arA08gY+ii+7whc7u7HjGGZFkHPbels8+/A9cBeuTE/muXIx/00SF93Bzqj1f9bgFfc/ZcxbXiZisccjHTjt8CSwF8Q4VnS3V8fQ3Lkc9pywHHAwkAXZHQ9DWzs7p+PCXnqyJRedqwOXANMCJwOnObuv48pmerIuA7SWfMCp7t7r7Egw5ToRcNG6HlNjIzSZ5FB8dWYlqmgYFxB4fitkqlw/OraheMPh1w12wrHHzH52hy/D7kKx29ZtsLxWydT4fhNy1A4/giguNCPAphZh+zro4hwDUAVglfIBnBPNCkdiyalHZHiPWUUydEQnx2zza8BlwI/Apua2bppXzPbBfgQOBLYFNgcTaIX2ygKr2hCpjfQBP0DsKGZrZfJtDPwAXAEGsybIrJ/WayYjhLk9+fuzyHy/hMKu1k/tg82s1XN7G3gSjRp7osm7/PTPiMjRzbRLlfTj14Aroj/z4jPpRCZ6A+chtrngvhtA2AbM5s87m+Ewr4yeRZMbRSE91GUIwvUf0Ek9Vy0WnwWsAPyCiL+37LmuY8wgsB3C0Wftv03ZOoHrII8RUDGxGbA88CBwIXIw2Zq4AIzm3g0eSGlULe0OjtFfE4P9AT6ACu6+9nI6+VYRODXNLOtR7U8LWAzRI7vAFZx9+vc/XF3PxJYOpHlEe1HwwMz62hm+6M+tjTwCBprN6FJ/FdkjI3q69a9t4wo74f09ZGovTYG9kbG8oUmz7IxSZQ3Qu1xOPIsWx6R+EGI8BwwqvR2S4jx2NXMTkfPa1ngXWS0foaqwC9So9NGOfLz1zyLpLv+g/r4RKj4ztKMZtiweU4bsufyKHAP8AfSj4uNbnlqZNkQ+C/SR7+hQkAvIqN9exRWveyYlKmgoK2jcPzhlqlw/OraheO3Uq7C8UcZ2gy/j+sUjt8KFI4/LArHH27ZCscfQZQX4iOJGASzpu+u8L9/ozCpaYB9Yr9NEMHqjybv/VAC/omA/cxslZFVvNnxC9QQnUeAu+O3I+NzVeQNMAARnh2pyND2wNajQtFlMv01k2kg8Bjwr/gtrVSvAvRGg/jckOP2+G2bkGlUEeYZoBFpvgV4JrZvZWZTm9kCiBjPgtrmAFTEoXPs07PmHMONIFjHI0K8TNrm7j8hL4M3genN7BTUHr8h743D3P1Od98HOD5Oty0i1COco83MOpjZBciAmzttD6+U24CPgYXN7HBgJ0RU13L3g939OmRwJQK/DzDPiMhRR6550USzpim3YWrz+1GoVCegp5ntCqyDDMQV3P0c5Im0R8i6MMOGNI4SuPvgMLAWMLObgdvM7CpE2KcFjnT3n0yheYNC9tS/DzeF9Y52ZOQd4ILwlOpgVX6/92O/9qPBm61eLrr50NgaBOyMCPxFyDNpE3ff292/GYUy7JsMpnpjN8j7iSh/X380vhYAVkPjdBAaa0faGMrrZ2ZzoRX/6VBY7qzIA2ENKqN6e5RLb3Rcv95z2wsZfe8CW7j7Qu6+PiKlO7v7XT6aUgZkfTWFuq9uZhuZ2dZmNjuQG+kXA28j778NcoN7FMvUIWQaFH2om5lN5O5DkgEWev0u5KnRDRlfYwSm/LnHoD50GvA3d98aGV3LAn3RHLyfmVkcU4pfFYzXKBy/1TIVjl8HheO3Wq7C8UcBxia/T+ets7lw/JZlLhy/jjyF4w+XfIXjjwTKC/GRQBC3q4GTTTnfAHAVQ7gD+BpYPVYh90ArkWuF8r8A5fb6exx2vMXK/0jI08HMzkMDYa5Mng8Q0fkQ6GFmR6AJ8+uQ5wB3vxYRnfPisP3JyNJIynRuyDSUOLn7RyHTB4hIHwXsAnyTyXQ9sAXyBgCRr3lHgUxHISIzoVcFGj4Abga+QIRzZ+AQFIazpbtv4O7noja6LE51hplNns4xguJMgAjcfMC6MYkPDsL8KvLmATgUTYbnu/tz0a5pQjgZeAWYHdjIzGYZQVkAJkWKcylgVWvs/fEoFbk7CFgP5TV8MQhs+5i8eqFCOAsBm1hNYaARxILAbGjMzJ5NPh+jfvRu7HMiCjM7JIhgR3cf6O5PoHYCOCRNBq2BmU1uZmeb2fLxvX32W4f8/+hbrwCboHbcHhHBn5F3Eh5hwe7eF7Xnm2isHTQ8DdKMvO3jsyH/nmFCFKbbF630E23UKAQ0Jv3JTGGOo0KuhsyzZgWrig3thVavj3X3q7Jn+zPwXuw/h40CTyTTyvg5KLQOoN4LgYWQfnwXWNndj3X3t9z9QXc/NDv2UOQhOCYKzuwJGHCmux/uCnlriH69LzIOAQ4zs4lH1UUtio1lz23uIILdkb7+HLXRzekYd3/J3W+L/UeZLDkyeTYys9eBe1H4+bXA48AtZjZX6NHX0EsPkHExWgyKjLjvCDyESPEnZvaAmR2ckfRn0Yui74F1bBQWubLGniqNtlPlpD02XrZ8FXL/gsbZq8jIWJ8oUDQ6DOaCgnEFheO3WqbC8ZtG4fitQ+H4rZO1TfL7JFPh+COMwvEzFI5fH4Xjjz6UF+Ijh8lRWMvawHI1v92Dwqc6I0+R5YCj3f2FIBYNMdGfhgjiYshDYmQwCbACChlZrQ7RSd4aB6ABcbq7P58Rnd+Ao1CI14LAZqNA2U2MSMOSyHDIvT8epyJfB6DwwDNqZBqIQiu/RCu4m5rZpCMqjJlNgNpoURSqmSuE21F+xUkQydkSONfdb49j27n7uyhc9pm4txPj2BENX/wFkaUOyKNnBTPbA4X9TYC8Wh6L3fsj4yIRnD+ijX4HTop91otztMrzJ02GmTzfonDXLqiPzG9mu5vZIShs8hZEBidDhPjNOG5QEKwO7t4f5UADeZgsPNwNk8kX/z4Zn6sBS5jZ7GZ2lMmr5GE0MQFMBTzh8tJo743zG/4deA6YEhGM1lx/OmRE7YcIy9CJOv5PE+SEwF/RhPRm7Lsr8mwB6YFJs/Om+3oBhQ0C7GPyEhghWLWinuTrWitvYPKQpT3qU3VXiU2r8LcC55rZHLW/t1KmhkyuIUG2HkDP7IDYLXlgvGfhQWNmc5rZPsCpZvYM8rR72cx6RluPKJLhtpuZzenKR1mr47ZDfeRSd385u5eJzGx3ZMCD5s+367TvcCMRnCaew6RohX8gCuUkjMBBMY/8jgz7fmie2bz2HCMgTyLJQ+K59TCzB5HxPjnyjJwZzRV9s+NmNbMNQ2fcB1xlZnslw6gekRtB+aYws4tQ/5wDeWKdjOa5idC8fDGam0EeNs8gg3sDM5ttVMhRI9NCZvZUXGsZNP66IHJ+GvB3M1so+ssDyKtzEmDPUfRCgXhegxPHyH6aFHmG/ILaKsnc2cx2Q/p1LZR2Yc94MVRQML6jcPyWUTh+Mygcv2X54t/C8ZuXs83x+3TuwvFbRuH4wy1f4fh1UDj+6EN5IT4cqFVkroqtL6EBsZWZTWtmu5rZFq7KsjejVZmkVF6M4wYlgubujsJjAA6NSWqE4O7fodxBnVC+uXlDnoPQ6nUiOpOjlavXM3kGBbn4GSle0OrgcBOdGvKVrtOJinztama9UN6wW1AbdkX5Bv9XI1MHV6GNtLK+E8pbNaLk9Ne4HsiLoJOZrRHP7EfgOsCBOVHY1L/jnvLCOm9TrdbubmYLeDMeJGa2ZBC7A81sM1NBmLydjkJkYB60+nkBIl6zodXZC1Exm4mQt8nQSSdN1EHo70YkdlOaCWM0s/lN4UdLAl1TXzRVbAbYDU28yxK51NBkPT3qXzeEPJMjb4Q8lGhgfF4V7TwdsK2pcEmzMIUfdbXMiyom6s5hWB4Ym08D3iGKfBdhPL8AACAASURBVAQ5vyvaELTKPgxRdIUyJQ+S3UyFQlpCP+C++FzNzLYIWZOXxmJm9hkKPz0U5Q1b1d0vjjbYHY25KamqvZON/x+QYf0oas8jWiHTMLDGK/xrm9mtwM1m9oqZXWZmKfci7v4Car/piVya1J8LJkUeSXOgsTDciMl7UIyzSRGRWBl4GRkKhCygNvyXmd2FxuC5yOhaFJGKeZFxuuFIkK43qULLzwpC3tfM/gZDPQK7o+f4eDrIzNZGRa0uRJ5eZwMTu/u9rTVM68GqFyfJY6beav0vqPBYO2L8JyMwxkf76NspLL2XqajSCCMjye3MrAcyMldC4eYdUFj3+0hHXWZm+5jZ9bHflaidVkM5Gc9Dz3Kk87FmWAfNBR8B67n7Gu5+pLuviPTf+8hw2N/MZnL3L1Df+yXuY61RJAcg7yY0JyyOCPzS7j476ivHIoNiLcIT0lUY6U7gE0SsdxmJa9fmM9wPeBCN3YT2aAx9jsYWpuKA/0L5exdA88707n6xmc1gZiM8zxYUjIsoHL91KBx/mPYoHL9w/NHG8dsqv4/rFY7fDArHH2EUjl9du3D8MYDyQrwFmNls8TcDWXtZ5QWRVurWR2T4EmC9mBgeQxPhIFTsY9o4tjb85io0oU6PQouak2eFepN8ds6c6DwQ8qyISMtrwI0hz2TI+yEnOol4XYOU3jTA9mY2dQsyLWhmW5rZ+mb2FyoClbxX9gQ+RSF694ZMyyPF+wYKdRmECHNaPa4lX9ejMJSp0erutM3IM5uZPWwqUFH7WwNwAlIYc6MQkn8DB5tCYh8MGb9HCmb+2nOETA+gMD5QZfFhJjozm9nM7gCeQMTuDJQz8PEa2TrH/QxCCu0ZYHd3fyPO+Sgi0RC58fJJJ3v2x6N8kasCa1i1Ep9C62Yzs9vQs7095HrYzE6Oc/4W5xmCDJk/EIHrAxzm7n2DmN4fbQbhJeJZHrGMPOwfn9sAy9fp92n/Dc3sIbSa+h7wgJkdbmZ/jV1Sxeh+iKRPgTyuTqQq8PMUem7foWJBG8e5a3XcPchAA5GKJj0RrKpofRciThMDe5hCaBOB7IbG1lbIa+sf7v6paVU2hemeEPvuaWZL5OePf/+HPEh+RUb3Sk3J1BSC2MxhZv8JeTcCeqBJcGe0cn2i2dAw0uvi82Az65qM5ZArtVk/1De7Dq88OUzFdPohb5oFgFPcfWFXCDeo376KxuNKVCv+9yKStTPSHY8jo2OV5ozT5uDKn3gGIntrx/k7IqMARAS7x7bfzay7mf0d9bOVQ6Y53f0gYFIzOxMRw7qeH03BwqsmvTgJYnKymZ1pZkeGHk2YMuQdAkxZ5zpJF9yKyONsKHx/pGAKu78AkdIBaBz3cPfPEMm7DY2JHVE7bom8t95EffCokOk7YO0gZyMNU7j4cfF1O3e/P7YnL6UH4vdEmBMRvQ4Z/1MC64cRMKqwJxpvl7n7Zu7+VDb+TwEOQ0R1WTNLc3wfZIi3A3a04fTSyvtQfJ80xu5OaH5d38y6xO6To5d63YC1zOwyZPythuayedx9H3f/1VSI7z3ggGSMjViTFBS0fRSOXzh+7TkKxy8cvy1x/LbM7+OchePXoHD8kZKrcHwKxx/TKC/Em0AoyetQmMEzaKXzcouKsa4QFpAS+QhN6NOiyfh0d//RFZqWkutDKLA6q9rfUa1q72Na1a8n0/woDGl/q3JzpXOkcw5GK2R/IFLRBzjC3T8NovMfpPAhVuNriE4aGMlbY1uaIDqm0JlbkJFwDZpQngbuD6KTF1v4LWSaEpGiw9z94/DmuJ9qRfegOjIl8pXCr7ai+ZDB/VDI5CFWE6YSq6I/oNW8wSgP49Mo59LXQY5uJDxrkOHTtc7k/AVaJf0RWNlU2TcPi+qB2nl91HeOQKt0H6LJbFlg2lBmB6GVvu/RmPwhzpsI29coj2U/lItxp/itUQidu7+Ich+2AzZEhXEaQuFtjVbsN0RFc+5EBsx8iDTuHeecCk2Qs6I+3R6FcH6Q3ftbaKL8DlguEf9MnoFx3f9DHlTtUXhqo7yHphXK6+JcS6OQ2TdQfrcTgQfNbBWgY3xeGYd2iHPe5+6/xLUGorH3f7FPT8vyR6ZrhpFxOuqLqyEvq7rIPDzeQxPLh4i09cz2uT3kmhCN/5/ip98z4+kuKlJ/WDIis/P/hsb1HejZ9W5KpqZgZnMir55V0eS3HvKiWRV5OoBCSA+McXMf6uMzEQWbvPIgS+RrIWTAv4BykY4oeiDSfQTq2+eEzB1M3mHfoZX1zZGxfwAir5sBh7tyDr4EnBXnm9fkUTRcuc+CXEyDdG3ylPoOWMzdb4l+1B8ZpyDD9kmkA98D1nD3taM/ACwRsm5gZpMNjzxeedXMaGY3oTmiV5zveOCfppDhBnf/Eo3d9sgQmqD2XPFvB6QjAPY1s4VaK08tTC9kjkXPZDPgdne/wd2/iz7yDQrh3g+N8X+g55PSAmzj7ichY/oVpEu6DHOh+tduyD/rYHbkkfkW4ZEZ7TQoM/buQgb9IJQndZ7Qkxch0roEyuc6wTBnH06Y2RSoyFB/NHcQbTQk5PoD6abkcXiUqRBP35DzNeQZtefwXDfrQ92D/D6AXoJ0Qfe9e5w36bBn47cLkQHaF3nerO7ubtXLrenQ+Jg4jh3pcOGCgraGwvELx49DCscvHL9Nc/w2zu+hcPxhUDh+s9cuHL8VKBx/zKK8EM+QDdKtUdjYVmiQv4mU/fbAfWa2Q+w3JRoEs6C2bA+8Eoo94UlEmn5Gg3aNOLaWfP4r/hqAA6wKbcuVRgpJWwqRxUYFKMxsMpRTaTYaE533st3eRAPqG0R0Ns3l8Spn1RNoAm5Aq4Mz11xrO6QEN45rXIIm/J9QLsFzgBVD9gtCpt+inT6iMfl6GxGmr4GlzGzzGpkS+XoaeZo0oGcxK/XRHRH1RUL2XO4OZnY7WqUeEOf60N1Tfjri+d2JJtIeiGA28g6J/5+hInCnWhYWFdedFxGf5dz9FHffCynVfaNtv3SFiv4DWB0psH4ovGa7GkLwElWhn1ND2Q6dHLJJ4pRo35Q/cWJTjrz9kGfKscCC7r5ltMFpcdxxpmI/XyNPlbWplPcGqJBP7tHzGCKQAEdble8syZE+k9G1OgqDyw2cbdEYextY292XCplWQIp/SkRs10QE5lA0yf0f8n7a28y6ZaTzf2gMfYpWjRs9+4R4vqloynnWRKinRY7L+Pow6hNDkEdVHq56CWpzUEGraT2rbh6TzaloAlub6E81Mr2HJvdvgaeaMgSbMRB3QP396pj87g7j7yGXp8OZyEDYEtjK3V+h6rt7m9neprCztBK9AQo/+xUVVfppmCs2lqtd7Wcm66FoYu4afynUb5BX3mGfufst7n6Zu5/r8vL4Lf4SFovPJ6k8ilqUKSH6yWQoVPk5NNYmR/oUZJQ1IK+qn5E3S1dgN3efx93vD8KdCFYio4+7+/fNkLum5NsGjetNUUjpySgHZl9ECPdH3nJQGQrrIAN+aD7CrJ07I933EyJFpzTTX5IMTcn8Ohojk8Xf+7F/h8w4/8nde7v7Fqji/MHu/jzwftZfPkN6ugsylFpqk/bZeB6Sbc+f5Qzx+SkwxBTqno5JYak/oBdFP6D+1i22P4LIfUfU7qu2IE/dAjY1mIpqznkrrpPaKA+bvhd5iiUPSJAevQsR7Y3MbMUWrlUr267oBcPOIcO0VO3THdg6yDxoPINCpXu7+xzufnecp4tXuVhXj8+HWytLQcG4gMLxC8eP6xWOXzh+m+P4bZXfxzGF4xeOXzh+4fh/WpQX4hligpsGreBNiJT8XO6+HEpW3xspjgvMbHvXCtq5qNr0PnGaXcxs5aSEXF4md6MJfnJgryBBg3JFFZPGKWjAbRjnrMV88ZlylTWqxu7K5fd3RMh2j80bkpGUGMSPookf4IgYKDnRSXL1CnlWAzZO5zCzuVF4yKQop9VC7r63u6+CFNDbyBtgK6SULg2Zdovzrh/nS6vog1CoVFphP6qOTOnz4JBplfwcIVfa5w+qytK9LCqyh1IdiIjCYVReAFuY8oflRszNaFKeOn7vXnONpABvQAbIHMRKvGnVticyCE52hah0iongdVTI47mMWP/P3R9w9zvjuUyISNXS2bV+CZlSrrqUSyz9nqrW90MG0wvAhTFp7Q38DbjF3Y939wFB7N9GRC8V0EkTRx93v9cV7nYv8kLaGJGHdL2PqSq/z0/l2ZN+T94In6KJ/kPgbq8K1MwJHI3I57bu/lAcN9DldbIj6kcLIsI9V0zMz2fX2hx5NuWE4P7464DG4iw5cc1wGZrI/0Ud74hoy5Tjcv5on/dgaO7JNN6T184tiAzPhch+o5BXV16/5MlxhFXVqHPC8h9gPnffxTPvqZp2Te03Q0aYuiPjcUDcF9lYTW1zMSLjE6LQramA84lQQPSM7jezq0wFbm5HE+/FVN4UwyDTK4NDnmTgDs6IcN+4FmjsLhnbh/G2iIl7pdCRA+PZdTHlATwEkZHe9Y7NzjFUhjrt9zZ6PmtSeeydbWZTunvy+HmNKrfgE+6e2rQT0M7l8QYySEGeHdBE0a16ZMvMFkX6YirkVbOYKz/ejlREaidgyTBE3yHrPwShcXkQpL6yVchwfHz/sRmZ0nOrDQFP89Y3iMSlQleLxvaBNfune+toZjPn5zSFKp+EXpRc6+596skS++Yvazqb2aZmtr2Z7WkqqpUXakvtvwAyuBp5iGX/P4jI8vRo7k24BBml3ai8verJ1MGrAjaTmLwlp7bsRVZgcuSR8l3ca1P4BOmQQchzsF3o9X8hL5huVMWcWoNFkA7tgjxBZ3H3JVEoZerbO8d+IA6SUgDMm14SxD0OiHveEuUUfo1qPi4o+FOgcPzC8QvHBwrHb5Mcv63x+/waheMDheMXjl84/p8W5YX4sNgJrS5e4u5neORcc/en3D2FjkwAHGRm67n7Xe5+u7tfgjr8tMDWVJ4euPt/0Ur7FyhHVVKGjRRZEIG/o5XoF7LtSaGtEp+D0Sr7GhbhghnJe9Td73Hl47sXDeSNUXhVOt/HaCAkopPywKXfB2dE52wUfnePhxcHcCQiBWe4+wnu/nOmfJ9AZLQ9IjozA8+ETDciBTwZCguaJ7tm35Dp7dieiquk3xP56odWwz8G7vSswnjIPRFSWF/FPtNSU208iOBp7n4DClMEhV5O6tWqX1/k1dEXeSxsma5BY/wP9YmfqSbNGdGzfdPdvwyl+HvcwyTALFYVl0nhjonYnI8I2V9RmNaU2bXeQQQG1P8sPavYllYqT3f3ReM8UE0U78IwK8ZDEIn6iqrwSb4ifRxawV8VWD3aN+G5uPckz8xNyHOwu8/m7p4d+1ek5F8EXqoxetq7cphdFJsWIOsPQU6viq+7kE1Q7v456kevo769V2xv9NxcBbHmdvedmyBVg60KdXsJrdD2RiuzDShH1yrZIWn8z4xyqc0c95Lr2AvQhPkX5PGRrpXa6fvo33URRHJ6M3sJuCKTewoUAtUX9fmhpCb7/AAR5n6I7C8Tx++DxvPryBjaBj2bZ4HVXN4niZw0kiU/v6kQ0Y3ATWb2qJn1MrNlskPOpTLKlrGmK4DvgEjOg2Z2tKnie584/jekjz6wOl4PNmy+tYXN7BQzO8nMjggDDXd/0RXq/iAKpZ4AkTri9/8i4+djYBUzO9vkXZPG8F9MHmhrIWPi6jiuUT/K5Bkc31O+zy4o994sKI/oKa4XHQn9EcnrjF4wzBjbe6HnNC9whZkda2bLmPK7no9etrzr7mcB07n7prl+jGsnj6b03NYzs4Pib3UqzwPiWjcjT53VzGz5OGao52OMk04oh+ZNZravmc0V/eFe9HLjrdRG9Z5bnCc9s12QHroJjfHzkZ65w8ySl0+f2GcGlLMSMi4T+rQBGWafInKazp9eEmyJiss0SeCzNjoQGU/3xfkeM7NDwlAF9ZP26HlavXPF+fqhZ9semNArT5eXEIk9zN1bVXgnnsEh0QaHuPs5Xr0Eed7dj0Hz8MQor+k00edPRGH7K6OiXLuY2QJm1sPMLkHemZ1QLsa+TT2vgoJxGIXjF45fOH7h+G2K448tfh9ju166pMLxC8cvHF8oHH88QHkhHsgUwHTx+XS+PSMPvdDgnRfY1czmyk6zX3xuzbCr2v9BIWIdUe6zGb1acc2xr7t3d/e34ropxHM1pJyfInIYobxPf4NK2cQ503WPQZ4UazAs0XkGFUMA2M/MutcQnTSQe7n7rO7+ZmzvikIMf6Kqzt4hiHS6lxRmtxAwUZw3kaHj0Qu2VBRm4kymnHwdYGazNUG+Dq+RiZCjPVpFnxCtfqVQvn3NbLFs0soVwJlolXVpghBn93EXemZdkAfOojW/41p16+3uk7p7Wm1LefQ+iX3SdTdCBPyfSME+C1xrZvNlxOYNquI6a1AZSMTEdx9VLsZUKKdR6E62f5q8U3GiiWLyHpLtOwEiMK+hFVVcXhNJnueBy5GCH9rf4rdvUTjxU8ij5bAaeZqrNp0K3UwCdKiZ1NNxF4VMEyPSkucCTJ5Ny6DCEnnhnMdDrt+BzcxscWg8yYd8P9cKlY23RdGz3xT1y16I4KTV9G5oEkqr3p+jdvoVTURr1bZBEPREyk5P5K21iGc2PSK085vCp6F6vn8Av9ZOcNn3h9EK93SEARV94WQ0HpeLvxXRqnRPM+vkjb24clkwFYp5HnlRbYo8zZZFffMBM9vM5JnxB9WK9moolLteqN836LkujUJ/L0RVvR8EFnX3K2r679B79CrfWjczuxF4HnkAHobI3D8sijjF/byLjByQLs/z8d1NFWq8H/CImd1kZv9C/X0DZBwfFobdMMjkmcrMzqYy2rshD5pvgYeye5jAzPaMbSn0MBmpE8eY3A3pkOnQM3ok5NgThTweFdf+MpH1GpmSLlrBzF5Buuj0+LsXeMLMNjGFa/8S578nDj8yzjGopo/Nh/rM4iiM/kXUH5aNdlzT3R9LbVKvrUweUdciT8OJEVk+DHlWgLxlepvZmq58lLfH9sPNbKokk0UIdFxnLtSP+iNDLTdMH/aW0wAtY2avowJNC6Lx9R3ypDkZkc05Y+ynIlZ7Wk14tkVoccyBKZT4mfRbfL/Q3U+rOa45ojplyPENmhPSS4b8xcuJKC3E2si47+TuryHPxv+hsX4p0mnPIcPjI5Rz8CyXB9hw5fAsKGirKBy/cHwKxy8cv41y/DHJ7919iTj2tsLxgcLxC8cvHH+8x3j7QjxNrlatgqak8imPXiKWaXClHHcfoRWtlMNsaPiDuz+JFFk7FMYwS/ZbX6SY3kIkctfYnpRXmuwH5HJmnTVd5ya06vsxGsDrm9m0NcckWV9Ek0EDCj37a7bPt0iRPYVCBg/N2yEG3YShgPJB+wsKVZsEkSyIlbmMGHRCoWoDiMnc3f8ImV5CA7QBTa4LZzJ9jxTzE2hCr0u+mlIisd8kaEV9AqT874xrHWp1QoiCcJ8RX3tZ5QGRQl1uRM9sfmDLUEi1RVy+r5Er5U5cMutnPdFq6JqIDH6NcohthSbx9bJbuRwZa90RSc8rE38Wv/dH3iVr0wSyifKa+OwZ9zBd/L4c6k/ThCxnm9ndZra+VTmpQKvSn6JntV5Nf3stzjEAGYHLNSVPDVJRqB+RR8NQeLX62w55bYBWSbdOBp8rD+IR8dsuiEAm4vozmmSfRMTkuNjeYuGIrG9sjryYLkUVz89295PcfS00UfZDxsw22eHXIlI3DRqXiZjl/fVGNHE/gJ7l8KI/Ct8dQOVV8DSaxOcBlvWaqtHxvZ27f0Xl4dSo2rUrH+H/uftTiPDfgEKxG3le5fdjZisg0rIwMrxXRYb0zsjQ7IyMgy3iGreh8dgVjf35as/rCik2VJzsVDQ2V3D31WqN4xr5E3lPhaU2p8rZdx3yrvkbVV9I4Z4PIk8RqHL4AXzv7hcjEtoHeSilfHTfAr3cfWF3fzY7ZpjQSTNbFYUS70eV7/I7pJ+6EkVNTAXUDkfG+4Bos3Ni/57E83J5MW6FDPur0AuLO+P8cwI/W3guxf5D+3yQto5mtj8ynhZA42Q7RKyeQ3NWb6rcoo6e7ZcoX+y2sT1/YfAyGguHU3nk3ASs5O7rufuHtIz14p5fB9Zy9y1dHn4bonZ/Fs2bJ5jyO95E5a3Z2+QdMcSrEOipkLEFKoD3Xu0Fm4OZ/QUZavOidl7A3RdAnl9HozmhB1VI8vmIuPZAhHn6OE+nrK8thvrgO6ith85puVGd6bHmiOov6MXbBESoaTZP5lwlvXjZFc0nuPutaB7qhV7iPY76wR6uF3V3hxzjLT8sGPdROH7h+PF/4fiF4ze6dvzbFjn+aOf37v6U6cVw4fiF40Ph+IXjFwDj4QtxU4iNo3C+XMmmtkjKbzlTjrt6K+C3IiXVGVjHoip9IHksrIQq3OYeG4+iSeQ35B2xeFPy1MjcAxUn+Qq4N8jZKfHzJqhITS2BTN9PQpPywgxLrF9FSqc/Wj1dqbaNfNiV2ilQWCjAbBY5mOK41IZTU4Xl5EoqyXQKIvsLhUzTZ/v8Fxkc/YGdzGzl2vZoQYmk8MOvXNWkT0cGz/rxlyaNvL0uRSRkZiL8jipPWh+kSH5FyrzJ55Rt+yDue3JUBd7QZPQpyv3UAxGC7VDY7F+AC2uI4CUoRHMFwhMh2mkKtFp4D8pp9UlTDZEpz7tQv+uCiPODZvYkWhleBK0kfoc8VdZCIb2nmcK+kmdEMig2QqvEmFZJ26HJ+gW0Gv9lU/LU4F7UxosAC5lCslIIWupTsyED7zHUX5ZE4yrd3xloxXx2RB46xzmmdffn0MT9O/C6aVW5Xg6yYRAT5W6o/U9y9/4W1dJjlwvQBNoR2CONKZeHxIXRBkshw6JzRv4TkV/OVRjnlzrXbrZACiJqneKeU0XvX1EYFIQB4dkKf3wOMbNJUdjkECovmHr4hKpa9iFWEyYb99MR5TDtBhzt7pu5Cvy85e5XISMwkcztg1iD9FF/arzHaozPD9z9EpeX2KEengc17VQvZ9+KSLekaveLuPuRIecRKIxsHVOoX7pmPxR29gPy+Nsk3WN8Xow8F1ZGnghrIeJ0OnWQGfSrhDw9UT85GnmcgJ7f/sBs7v5aGK9Ho5cDL6Bw16cRWf4JvRTZysymzq5zE7CLu68HbOHuvZG3xo1EbtpaHRWyzYL69q8or+eG7n6dux8dx/8dvQQ52syWDZL3JFWuuSOspthXnLuvu5/q7qsBmwfZfaReG9XClP/1ROQ1tHPc+9Cx4O73Iv2TXjTt5/KCSN4WmwO3mNkBZrasme2FdOTGyCi4jVYi64cHIL18hivk+vXQS18hg+ZgRFhXNrNdXCkKjopj9wPOMbPZUWj6BKb8mHehZ38qMt6GuXYYtin0cykz28qUa3GBGi4xI9LZf6AclU3hipBzMWCTbI75OPrwevECYAtXSoi83Zvz/isoaJMoHL9w/MLxC8dvixy/jfB7KBy/cPzC8QvHLxy/Eca7F+Io/GpOlC9p6Kp11jF+QmS2OzWrm16txP6OVlffRatLq2Ud7HOqYig7I1KEaTX+J7TamhLvf92UPDX4EE3OR7gqM+PuKQxiBqQcZ6+RNeUI/JJKqWxCVHEOxdsODeCX414+b6qNssm+HzIUTkFeHrknRmrDHmkT8EU2ySaZvqKqAL4hyt+XZOoQMj2PiFCSqbUYjAjlN3GtNOkAHGlaZRycnmXI9TUKtwKFli7q8nZJhOQ6qpX+JnM8Z/gOKfYZUHsfHnJt6e6PAwPd/TtXvsXDkNEyQ/yfcCNq5ymBfczsH8jYOieU6Z7uPqO7v9qcINmEtgsiKqmAzhJotXNHtKK5OppIL0QT6U40zjt5AQoBmgU42MyuDvl6ucIEt3H3ubyZFf4cYcikAky7URWpyQuIbBOyXIJy/E0N/M1UvCgRy1R8ZwfgZFPet0tMFeIvA+Z09wNdq8rJqBtq4NW0VfK6mAx5RL2OCDOu4i8pxPQLZNA9jfp6ug/c/UE0xidEK+rLpvvK9mkyjMu18tvdzIapUm9aEf4SeXyRtdkAVGToY2ARMzs4XdNUrCUZvPPF3zvAG/UIZxz3NZVn2ZRkYXTZbisiMvIOkQfSqtDzjmEInICM3wVQzsUursJDl1HjPVbHKK8LGzZnX8f47IpWw2cEtnLl7Psxzt0fGU3pfo9IRkxc81mq6tynmwr8WJCVieLZ93F5bjySzpvJUxvCun88jxOQh+FZ7n6iK28h7v65u1/q7p+EwXk1Kpp0JSItb8WpOqLwNpBhvZJFsRdrXHV9QMjwFzRvrW5mqchKLQ5Fuv0kVw7aHIsj46Yz6r+LxflT7tc349iD6504xhxI/+XbW+IZf0EvFl519+eyuWZg1rZ9qEIotzXle7wNjf+P0Dg7E4Wi9kb96jI0571bR9amPBCTYbkSIpl3xP7ts/E/wN3vi+uBvA7bBdm8Cnn/bIrm5xfQS5JzkUfqBcA19fq6V8V9FjCzh1CBnGvRC61XgHvMLIVpv40Id1dgzdr7yc7fgPQYyHAbmtM39Eny6vzN4iVSpn8LCsZFFI5P4fiF4xeOX6etxirHbwv8Po4tHL9w/MLxC8cvyDDevBDPOlPyLtgA5SxLyidNlH3QKmMPYFGLVe0Er8If/g+tTndBxGPGbJ8TECGeB+U/uhgN9F1c+do2QFXb321Knhp8i4jOTSFrkum4+FyXTJFmSLKejyaEmVFhlCuR98GhrlWvbdx9LqQM67aRN85bdDZSti94/RC1JePzg5g081WoJNNFSJnMBBxoZik06AhXoZ/t3X0OV7694UHyWvkxk603IrsLxD1hZnugPJAJd6AVxw7AcWZ2FHCnme0Zimk7YAavs5JdiyBTj6HxtSOwDvCSu6ccV3k45tNUIS+bWIQ6hrLrjUKGuqPcfrMTz8hVIbpFyIFQDgAAIABJREFUpGu5+1fuflSc5x/IE2lXd/+7q5DIV0HiTqQqQrS9mc2QzoP621fo+W6HSHa/+P0jhh9XIYNqceAaMzvUzDY25T67CxkPN7j7zdFO7YAlwlhN/eguFKY8MQoz3gB5NAxx92+DyAPVpJ0mA1PuuwNNRUIMkRNQSO5EKCzyh9i3dnJ9F42hwSjM86/ZbxfGfS2KvKMmaG2DmLws3gNuM7PjUvsn2ePzPapCSQnPUBG+U81s/yAUf8Rx20U7tQdOc/cPvfnV4f8iffMHsLOZLR3nSbon5Ul7HenL3Fvpj/h8jGpM9SDCudDq+UfIM2id1OdbA2+cs+9cqnyNXZAx8DsyVAl5JzTl7LsKGT5foBccB8TvDUF+r0deVLOg8LI3Ua7TBVshz1DDO/AaIjeLITLzcFyrU51TbIDyLT4W9/KpVblYu4esPyEPgRuIQk3eOPyuIfRFegGzJAp9XM3M/m5Vfs1J0Fj7CXl8pePnNrMLkf5dFpG0BV3eWQkvUeV+3dvM5gjd0t5Umf1p4FEzmyu1Rx3DppF3VNZmySviNzObrMawTAbB98h4+wjNTz1i+7nIE+lg9ILhSvRy5GBgLlcRq9ybql1uaNTIk8Z4d9S/B1IRzXpj5Ub0Qqc7VajsIcjweRzppEmQ8fAq0i8zEikGcp0ScrU3s53RWF4RzY/HINL/ETK8rjSzreKwc+NzT8Ioz86V2npaNO/9HtfeNvXDrG3TZ8knWDDOonD8wvEpHL9wfNoux29D/B4Kxy8cv3D8wvELhmK8eSEeA3hC5K0AysuzOcobRxpQrtXvf6K22RiYtfZc2SC/Fg2olYkiFhlhTcV3NkSrNsuhiQd3f6MleWpkH+wKMUor2b/H50NIgaZj63m7JCPgaOQtsDRSuIsg4oNH/qdWtFFaPfvNtSI7DMxsbiqy/M903iZkOg6Fni2BFEwPIlRzeMlXpnjSs/k6tncOg+DI2H66mX2CVvGWNuWhSm2a9lktZFsFmMa0Gv5cE4ZBrRzp+tehSXtu5I3wUvxeq6j6I0L8OSJBk1m1evo0Cu88FHnrdHcVSBku1CjAOVBI5DfI2Kvdtx+a3D9FBCQ3Au9HHlGnIkU9q7tfMLzyZOcbjPKK3Y+I6cko19vDqEjELVQFUVI41xJWhfelCWE/5DnwT2Bvd1/EqxX42uthZuua2TvIaDgDTa4PAP+Ktn8chcTORhRhogoFTucagMhJO9RG+2a//Q8Ri5uB49391+FolldR/sifUXjWBaZiK4ODmA1G47aByksLV77Q3ijUuwHlynvYlC/yHWQATYMKXt3UkhAh84NUxVaOie2/x/dklKZ8m40Ku2TjIBGsZahClHOPtn3IcozWQw0RxVS46v04dpEYwzPH/X2JwjUxVQhPOfu+R8bXNXGaA01FxlKo62tUxHsh5EF4pSunel15ss+jUDhfx7i/h5H3zTdxz4vHobXV4DtRFdR61BXiNsSr4lM7hBxnoLnmPET6GyHTJf9B42UCpDPuQ2M95ZP8OWToCHQ0s4nN7FDkUbY7InWbufty7v5fM1s7DNj2XhXXegjNdefFNQch748ZkHdXqgg/JDNspjSzY1BfvszMVg+dmghomjOnoA4nyXT7c9GeU6W2DOL7jqtAzNYoL+XF6Fkvb2aHxLGpEM/g6K8zmdkGZra8mc2btyMy7j5G/WiRmt9yfIt09xCge8j5ncuzZBWk+xcjqr0jrtADeerVzouDEdfYH+ndA4DlXV5HuyHyfD3q4xeYQsbvRQZOB+QRtWQ6l1ceIDuj535O9n221HZ17qmgYJxE4fiF48f2wvELx2+rHL9N8Ps4Z+H4heMXjl84fkFgvGisrFMshsJBHHX0pdHqZSockybfpDRXQJVb85Xa3IPkBaSQ2qMVLNAqDe7+TxTCdjHK1TWbK+9Wq+WxYVes83vKCeePiIyvXXusVyu6D1IRnd6IeJ0/vG3UlEzZ8UujAf0uGRmzLOwok+mhkOlkpHy7A+9ZtdrZUr61ocgUTworTc/ht/j+JvIEmAAp9StRaGIi1Q2uwhHbx2/3IGV1jDeujt6SHKlYTz+0op8mhBXj99/rtOEbiFDPhUIt83x0z7r7Ge5+hGeeECOBOdEK+Q9epwJ74EXUTjNREY/keXG3K+/bAaNCHpdnzoYoL+ddiLRejSbdndz9nWiL31Do3rdEUarMePvElStrM3e/cNirDF1R7WJmR6B8kTMhcrkHetYzUHmBdUQEAuQ5MXF6rnGuNPY+iM+OKPQ4L5p0ortvEf2gVYg++C0i//vHva4PXGHKVZfwEOrfc5rZTNmxPyKdcxjqU3OgfJZTocIai7r7CcNB3t9BBsuXyDstLy7UJz7XNrN5gxTlhX5Sv3+dqtDPXNnvl6BV8t7u/u/mhMiMnI1MuRw3QwTrFNRHvkbeGsej4jzvmUKzj422eB7l7LsOhSR/iojZiXH+RDb/gcjMZkhfp7B44vop/1u6t05xz4ehPrx+tvtNyPgBhbtN78N6mbRDuhJklKfQ+4VNle63Au5w9xNR3r0DmtAfObohndMVecwd4FXY5NSoT3VAfezBaMOZUY7ImV3FWDCz/dB4XJfKUHwDzXe/AM9kcvRBY/Y3lAcxFX5qMHnufIyMrZ3j71aq/LggI/dL9LJnvbh+nrswpTH4hiq8PunH1DfyNvmUag4/Kdp+YPTRzmZ2WtzLDSH7IxZ5JQPfo3Dq6YC5rb7XT/Lg6xyyDPDGIcFrowJY/dz9A1SQpw/SvRskgl4j95HI4/RIdz/XG7+cmYp4IYee7Wbx//7IyFkZeZbsambzm0KBbwAOBB5398OQx1AXFCoPWSqEgoJxGYXjF45P4fgJheO3QY7fBvk9FI5fOH7h+IXjFwDjyQvxTLltjRTFBYjEgjxEFo39/jDlHvuUqnrtrsQKUo5sYkgFetLgzfPWXYlWs3f3rArvcMjTZGeOgd/OFZKZwio2I8vXlcmaZLsziM5+XuOdMbIyZcdvFm3xvLt/Yap43C4pEtNK4jTZcfe4+5Huvj/qj72Jqr5ehb01NzlQs09a3X4ztnc1s4tQOF7XuLdOaGX4zTrnvh6FGa7rygU4Ikh94zwUmgQqTrRp/N8hZEv7TY/y6H2IJrOh7WyjYIWv5hwd0aQ2xMzmi99TqFGSZ/a4h0+IySl7vqMc7v6ru58NbOLuqwN7ufsV7v6LqYLzEBSWlPJP1jVevJm8WCH/PGii+AHY1FUk5hJEchZBIc59XaFbj1OFMO2fzmFagU6T2FooNO0RNLFunY394c7RlZG2X0N3bI/68abAtWbWI87/OyIg7anCSock0uzupyHjbBFU+GcFd1/TZdw3gmXFp/KxkJHC/6Py3DnSqqIf3yHi2Q4ZHGTtkvclQ8T9KyoPqmQEr+DuqUBZszB5AdxKVSTqwDAg3w+d/UcYA++ZWTfkvbUN8sbZwiMvKyLVkyKisIWZNVrJd/eX3P0OV57Y/PoNXuV/my10yl1IRyaj8WhTHllcXoh3oHDj+aiK4CRy187lgXRXHLs1Ct++P9p8XSoyi0euvaRLm3hmqyNvpwGoXyRvoyT/lyhktAMi4oshD6oZg5CTvRhKHh39EHFMLx5uALpFW6c+1x8ZnE+h8L2949gtkA78CZHF/WOfiVDBuRXivD9TzTUnm9lUWTt1SH3RzBaKZ/89MuiHInt+Q8IgvBOFqLZPbWjKlXsvCrVsQP3xc6RXzjaztWJ8v4c82hrQ2Jstv1aMmQ5BolMBu1ey33qi9AkXmdmUIdcvcY/fodDHdeJaQ+JcKRz4B8LrMs43g5mdgPrJWojkr+wqsETM/z1DXkPeQ0+gPrQFMkiTx+GN8TmXmU3YHL8oKBiXUDh+4fgUjp9QOH4b5Phjg99D4fiF4xeOT+H4Ba3AePFCHMDM1kfhKW+jkJTjULjbPMCGZjZjzSEnoI5pqDp7IhapzZKSSmFFiaQ1IhZNkYzWytMaooiK17wdx25kkZcsk6FVg2JkZTKz+VHYFETV35jEBpuKpOyKVu4Pb0KEyZCSXsjMtm+t/GkCia/zxmdHM9sJFSXYDa3k9kSr4QDHmoppDDFVLD4orjU0x5LVhIi1hIwopbDZQcjoegcp5BPNrFvN7yCFPAUKI/zezPayqnBKnkdsROXJ++B7iGzOhzwCJog2yEng5siwuI+a4hmjE0EIOiHPFUyhsGlcLY36x6PuPqIyHYNCls5w5SXEqhCrV4J4pZXih6kqux9nykU4TWojM9sYTbpPI2P1EFToZaSNisy4vQeR5juRnrkG2DEM3f6IhKbQqIZ8nLjyRb7o7q955LWsc51070NM3haTWXiJpftw988Q6fsf8jw6NA7/MNroV2AbM1szO2/HrC8tggydl4GvrHHhkuTZ1Rpci/rt3GgF/rO4Vqc6hsm6yJvvCeAUd/80GzvzI4Px6/j+bzPbgBbgVc68fVBb7IZeICyNnsFgNKZ2yg67DRldk6DcocljoB2xcu/uZyIi1Bl516yCCO7+7r6aKzR3qAzIyG2fk8Pseq+g8MkVkFHRDdjOzObO9kseg+2R99xW7t7P5FnV0asw+eQN+UROzt39S3f/oUam5En5TxRCuma00+7Ii3ANd9/X5a24FSLcAMebCiWB9PKriHyemuZbl9fHYDObFXk+gkKUUwG0pvAR8toE5dSbBxm+KyADal53XxoV1nkNeY3tSJWS4ETU35YHdjSzNM46ehWuuArKkfkaCvVM4+ZdROYnJZvr3P1O9KwnRV4yKfxxIOo/0yO9+3Nca1dE7o9ABsY+7j6/u/cxs6VNuQhxFR7aEIV034cI8oPADu6+pMsrEjRuAPp6E+kQCgrGVRSO3zIKxy8cP/YpHH8scfwxxe9r7r1w/BZQOH7h+FA4/viM8eaFOMrtA3C9a4V2INXg2wBYLkjXwBgQQ9AE+D3qiPuY2eReFTAZaMonlfIBNlsJfCTkac6DJK1m9ydCg9BEsYyNmNfByMq0FFLC71N51WBmq6EJ95LY58sm5Es5rAAONbP1zOwLiwIDtSTdhg1vgmrV8yqqXG0nAmu5++XIAOiPJoMtzexw5LGybzaZJY+XRIzmM7MFzWxOqypeD5W/Vo7Y91wz28RVdORUVMBkDuBmM+tlZouY2XJmdg0Ko3k72qfXaJbnOWSwTIIMhENN4UaDTB4K16AQnDeA81traI0KmELldkeT5V8TmTKzrVHOvC9Qsad6x9b1gsh+nxIZff1R7jfyNk3IyPlg5IFweXy/CnjAzC4ws8dQuFwn1Eb3uvuZ2bG5TK0eh/Hcaonv86i40fVosrvMzDanClVeKPZr9XPKiM8gM5vEzE5FYZqPAe+Y2U2mvGtpLL1MZWTuY2bmWg2/D03mkwCXm9lKZjapywuvkykk7xJEbE9y919q2zuTqUlDMPTxF1QFxn5EIYDUafMJUXsBXObuH9U8551QSNmBiOxfQaVzWsLKKGSzAeV/mw4ZA+tRFc061OSlgCvM80YUdrswUeArM1DSPW+LSNva8f987n5ebbskkhzPrauZbRpG3Fapjdz939FnrqQKs18re+bvoJcroBDgnrF9QDy3Sc3sZEQqnyGIbXP9Kxtv96GQwQmifZZCoYEvp/sIY+8U5CWxFPLwSd42iVhuD9xqZkeYchweFedeBZHNocWCmkI87z5UBu+/0DP/h7v3dPdPos3eQt4ug6P9VzKzrkHGD4tjdwN6m3Lndjazac3sSGQMDUYGWb+sHZ6lGi97mFletOlCZGj2QMW4krHQFencX1GRvn+jsbMA8jqZ3iOXq5ntgkKkdzHliGzn8pi5AFjP3VcD1nb3a2iMlOfy5ThPa17EFRSMKygcf/TLVDg+heOPKP5MHL+t8vt0rTiucPzC8QvHLxy/oBVoGDJk/PCoN7NJgTWA/3i2+mVmDyAleCdwuEeInVceBAehwTQTUhznojCMBdHg3hgRwe296XxtIyVPC+fJZf0PIoGPhDzDlf9tRGVKMpjZ1WiiusXdNzd5k+yJJoAuSHnt5+6v0wTM7C8oFGXObPN5rnDLfL+h3g6m8Mw9kVLZFpHTr5CC7e3uL+XHmNkpaBX8QRTucxQKLbrMVdwgXWNWFIqyJvIOmgRNfoe4+zeJDGWkdBoUfrszmsyvRh4rHdGkegtVPrGBVPksXwd2d/cnzWxVRApGhzx/d/cdQ+mfgwoLgQzCfshTCrQKvYe7P8MYhCkM7lq0YvsxWoGdBVW6Bz2nM+oQpA5ehd5OisJFUz6xFIrVARm08wAbuPudteQ0Jo+JUHGq6VAOtu+R18l6aOJKeB44zN37UAc1/XMm5D30C/Ch1/GaqDFuuqH+/2S6V1OY3mZosv0NeQHNCxzq7mdYY++fVsEU3nt+yJbOOS2q8P0ZIlwnxIuBRVCRnOUR4UgG7GJo3P0Vhc29BTgiQt2RsXogCl8exrMm2rwhu/d5kZcQwJeucLF8/w9Qn7gWtX+jsMfY515U1ORaoKe7/2YKxTsWWAe41t23t2EN7ebaakJE1FZEq/LX1PzegIqfrA5c7u49Y3sHZOD1RF4Fe7n7Iy1dO8hl3YrgZnYgCk3MvQRvBU5291ez/a5H4ZVPoH7ydGzvjAyE5ZAOuh4Z80NQ2OciyLtmH3cfpkBTc33NzDZDuf1mQzplaVd4Yu1+qYhYX2A5Vw4+zGxfpMMXil0Ho4X7wYjkH1s7/uO4uu1pCtm8jSo3377ufn4Q5T+y/S5EhvpzwMHu/n+x/Szk3TcjGr9fxv+dEOE/wN2vrnPd+UPe1YA73X2D7LcTkEfI22g+vSP6TwqjHoIMsofi/K/HcV3cfYCZnYi4x03uviU1CGPt9zBMCLJ+HHqRdivyQvul9riCgnEZheOPPpkKxy8cf1Tgz8LxxwV+H+ctHL9w/MLxKRy/oGWMNx7iroIU/0ok0KpVueNR/qQ10GpaCi9LROYytBL2CwoFeZ4qXGJjRJxPHh6iPLzytHCefBXydLRSee7wEuWRkSmTYenY9JkpH9i9iKz1AzZ095WbIsrZtQ5C+e2GxDX3yIlyRggHmVbot0FhPEchD4MrECndw923r0OUG5BHwK6uVbaH0STXH4WirhH7b4xWATePS/+KPFN2IPI5elXNuJ2Z7YCMieMRIT7M3XcKEjfAlatwZbQSeS+aeG9DRVIWd/cn4zqPjUZ5doz93kKhQ8eg/jwhVb6tfdz9b2OaKIdcfVGI4iNoQlofGaVPoeIVJ3ljD420Ij3QFA52KPLquBe4y8wWzibQKVBY6yAUrpvyFubXH4JCqDZBK/1LR5seg4zQlRAZWsndF6tHlLNzJc+M84AXUCGhN4E+Zra+mU0c99Ah9h8c99Az7v9iVAAone9bd78YGYWvU4UNr5eu16pGrtpuVbTaPDWq0D4HIryLIJI5CdJ7+8Qh/0NVtH9FeflWjes+G211HVXF7o1Qn7sD+Ju7X94UMfQqZ9/sZnYzCk99ABG8R8zsiiDQCQfG5wbAwlbjoRPteV983Ra19wOoD60T504eccOzGjwDCn/ri3TG0P4XxtoQ1F790ar+snF/A9FLlteQMbpNzDGDremw9AZ3H1TbP02FVO5DFem7oNyAF6IXA9OiZ5br0otQ7sNFgfVSnwuD7UAqT6ytkSF0Onp+twML1xJlq7zSkiE4l5nNYmbTZ7s9hsbfkJBp6hqZEq5A3hLdkIdFeo69kRfHLmjuPQsZOXO6cuPWi8LIja3a4jgvIc8v0LPpG/8n4zrJdQryTlsUFZFKeQOPRTr2njimPyK554VMwxDlwJtovPyA2j4vxnUJ0glzoeI73eNZ34HG12DgUndf1d1fN3lidXblo4TIIUxVyCq1RXsz64Xyft5j8r65FpHuddHLqhMLUS74M6Jw/NEnU+H4heOPCvxZOH5b5/dx7cLxC8cvHL9w/IJWYrzxEG8OZnYpGpzPoEIOT9fZZwWU8H4LtII0CIUdnlu775iQZ0yjOZlC0U2KSN4SaBV5EkQ8jnH3U+ucr6nVvn4oJPNLlEvsGnffwWpWLON57E1V9fkqtBL3pWUrg3WO2wV4y2N1MLYtgCbQ1VGo3RbxuQTyJLgUVQDenKqy8cauVb/OKETrgth+NXCQRw682utn12xAK7fbj2F5hnpaxPfO6Fl1BT73NpB3yhRiNAuQJvenWth/BzTRT1nz06totf7J2O8MRBIeQW1SO9l0COJ9Hwon28Dd72MEYCp+0huR0O/QxNYNTZDfAuvUjKE1ETFNed3OQ6vYaVJPXjDt0cr8/ShX4lFEQY1actWEXA3IyLoHeYJs5+431OyzKDLAUvjVrO7+sZnNjvKubg485crPlh83D5V31Dcx0c/g7p81Mw7aIYP6nJDrQ0Rs50LkchJENPdy9yfimIfR87kdeaN9WnPOmaJdds42f4o8j3q31Eb1YGbdQ45PgVVqX0ZY5UF3FvLseABYPxEcMzsM9b3fULX3K4fz+p2Rkb810gVHuftr8dviwHfu7nWOOxWlBXgT6OXud9f8ngozNSC9+3DtuMjvL/5P/WDF+LkTMlCOdhU8Wh71ycWBG9196ybuaTNE+AcBy7j7M1bj0dVCm+ReVwuhfjQx8qx7BHk5DTLlKrwFeY6d7+771hybxtYByHD8APWr2raaKmTt4nW8lurINwsi29uh8b9Ids1d0Bj/ATjOVfgLM7sJeas8CVzg7jdn52uPPNpOQ31xA68pnBdtujMy7BPeBy5297Nakrmg4M+IwvFbRuH4heOPKYzrHL+t8vs4V+H4I4DC8QvHLxx//MZ4/ULcKo+CmVEYxTSoI57pCk8bZuCaKsVODvwwqonFiMgzutFamUzhRm9QJfW/DoWCfFNzvgZgmLxu2XnmQkr7b4gUTogKNtxvlUfPASgn38RIqeyTFHwm7zBkPBTqi8jD4EDgi2wC2AVNAJOilevlgM3dPa8GPAEiZXuikMNVog3WQZ5FZ3pU+rYmwqHMbA53fzfa4W/Ie2OsyTMuw7TCezwy4r5H3ji3ISPrOGQAXAqc5u4fhhHyaGw/GYXpfm3K0Tg4+s2UaHW4K/AXl6fN8Mo1C3qmiyHSfKq7f2Fmk6OcZX3c/T+x7zSIKG6IyOL9KOTr7SbOnSb2+YCfgsQOQ0Sb0xVBdl5HYY/LAz/GOTuifrMnWqH+Ga02n57Oibw2eiNvit3c/bJaAyy7zhpIVyzr7t83IefyiDBNhUKcL3SFP04WMlyLCpH8E+Vxe8EUHpYI3U7opcUfNYSuPfJC6IgMlbvj//e9TjheSwhS+SjqZ8t4VdE+/Z6ei6HQxA4opP3a+L07Cn1eDJHXs4ZnLJrZMsgz43F3X76JfbqAcgVm22ZFbbcgKtq0j7v/ZGbzu/t/W3v9dI8oLPQMpJe/oAovnBKFp2+CyOrB6HkOALZw9wfrvLjoiAyetVGY3zbD+2zCsD4ZhUJC4zD1Pv/P3nnH21FVX/ybl4RQpUnvzY00KYL03jtRqiC9g/Teu4CAIOVHEZAiijRpSjX0IlKU4kKkCBh672m/P9ae3Hk39728hJSX5KzPJ5+bd+fMzJ6ZM+esfc9ee+O54p/AHjSKDc0rF9caGlGYc09v/GPQYvheHSvnp+zsXRqeLHY9/L7MhR3gM/L7ifBYtT52rI6Q9Pd0OC/CDswg/P5U/Wkb7FB/iZ3rS2v9vd73J8M/sLyPVYB3yZGhBQUTFArHH3U2FY5fOP6YRnfk+GOa3+f3heMXjl84vlE4fuH4owUTTMqUVqiRqv/iSQsskVw6tzcTnR45EL01qonyyNgzJtAVm3Ky/AJXW34Or5Jt24Io1wtGTBcR+0bE0eEVziVz+4ty/sLHycIoWPZXVSMeiMn0/3DF7xXkgg5t0b6wxgwRcWtEbFkzoRrUfowljEMiYqqwzOhPWHYyMZZN9SeLBkVD9vYljcIvi9JYnb5D0hY5kQ+1o/68ImKmiPgd8FREbJTbKlvHuD3jCTbCkrl/ABtK2kXSnXKEwPbZ5ifA8tlH/4HJcw+8ors7gKQB2Se/i52PqTGRHlGiXEmz9iTJsqR9kyz3kSN4jpT0l0hpGs5nuAxeRV5P0jqSXgxLo4YZn2sT89qYtLSTU+Z+LSf3aMj3FsXk/H+SPkqStxomLJdikvobYDZJp0XEZBExQx7z0WwHLi4zbQdEuQ1H2y2EJdLNdvbOSf0wLLvbTdKZSZR7p1334D79EZZyrxcRk8k59C7IQ+2Mo3SGjo+1ceA1nItzJxxN8DzwbETsEc7jSKt73ApyERth4r5Zda9r26vn0oYjYACOSucLOX/eScAP5eJMzXNLhwWHqib5+Va9fUSsEhF7RsRZOFrqxnBxrd553ldx1Mnn2NG5KiLuB65Jx646f1eKr6yFi5f1xM90Tlw4Zg3sCOwv6ZOcI2/BTv40wN75/g2qn0eO8Dsl/9w07esyImI6TCx3z2vfFTt/h+P54Vng2bzXt2BnFFJOW/XHHHd7pj1V4bqNsKyyV0fvUu5TRYNMnZ99mprWi+8cFBEz5zm/wXLXd3EagnXD+QNfwEXXrsT3+XDsTF6JifIDwLKSflO3q6nvfy7pEkk3Srq+EOWCCRWF448amwrHLxx/LKHbcPwxye8lPQdsGk4xUjh+4fiF4xeOXzj+aMYE/YN4E6rBZh6gbzhagqaXe0j9c2zbMxbQ0iYapO8ISQvjnE7DoBqcwtKif+P8Vkfj1dSbaVSOriol/wHng1o6InavHeoMSfNLuiaP10uZWy//PhZPWOsCG0ajuvczeczewG7hIgv/xaT7Hbya9wJeGe0vVyGucoRVdr1KY4A/MCJCjcIoPet2VIiI43Geryo34Gd5rKfHhj3jA8I5zU7CfW97pdSuhuWwczQtLlZT5ag7HU9e3wWOi4hrIuKA7JN3YZL9DI4A6ejcLd/BGhmsZIhVgZNeykI71bNJp3GcdLnyAAAgAElEQVQwluetLWlGpXQzn9ugjp5bRCyf17FpeHW6Ip/VfkMiYqFwLsMVwtEi0Bjvv8DkaUhErBUR52DnbEM8GS8maWdJH0fEXpj0/DTt/h+ORvgPXhHftIPbNBEu2gKwT0RMk47g5nmcAdgpWRy/D5UjWJGW6p7+GROFibFErCKNh+V1LI3Hoslq554iIs7H49B2eZ43MHmeN+/dRZF5/jqwv7rXdRJ7Xn4eGxGz1cazHhU5xf1tbiwlnwdL/KpruVXSkzVniXRm6wWa5o2IOWtja4UncF/fLJwz7syIeArnOjwD2AcXaloLRxacXNv3MlyBfRKcY3F5nCN36A8+nc1p6YB9B4/TU2MJ7pnZl9tyHNtR0nM1R/5p3E/ewWS6GtvbvTuyrPhyLGFsOW90gg1x/7sH5/y8WNLDsnx/JUzeq+f7BibWg4CfhOX4Q59vjTjfmMebikbhp+b70abGjz4zRMSp2El5DLgjIo7P8QlJ72HpchV5eWTt2v+S92jSvJbl8/uHJG2Lnc3zsMTzNGAtSStJeqaa05ptGx/H+oKCUYTC8UfSJgrHLxx/DGNscfyxze+zTeH4heMXjl84fuH4YxAT/A/iyrxd+eJXK0cb45XKlitHE5I9XbEJWDwihHN+dTjwRsT8EXETJjmfYPK9Cx4w3sTSm/qK7sM0VqoPDa/u1483tOBK/r1FRLyJCfjreIVzj7SnmvR2zs818KrjVzjnG1gudRue6H4UEcvUz1PD5XjwmxZPUtV9apaKVfYciXM8fYAjBupRNWPMnvEMc+HrfVu1fGgRsUBEXInlqQ/ge7cmsFpETCHpA5zz67TcZXNMnk7CkrPL8MT7t+YTRhciM5LkzIQjQqrok45+2F4VS86+yL8ngi49t+dwbjLIoilqRMDMlGTqSbyifx9wd0QsWTvup2nTipiI7oX73ObVZFw71z55X96offc0fnc3VeZFa4YcQXAT7r+TpR0f4KiFKg/k4vgZ/htHZjRHmFTjwIVp7/LZHnlF/NDcvgsulEJYankLLmz1BH6/Zs99F817MhCTsw5RnbtGYqfHJKofdgROrwhtEqeK4G+HIzwqYn1YZPGW2jGrIkNt6cwOSoJ8CY4Yux/4R5KuKfM4L9OQA26Nc6v+AEdJ3IrziW6HiTPYQZklz/cllhdvl+3WlLSxpHebrrkzR3D6vH/v5n2tHJvKAfw63416JNHNeT198I8BM1XX3XSKvSTNkz+QdAl5XypH5AJJH0REr9qc8J9q3sq/B+Nnd0Xuc0bt2qpjVuPq3sBKcoGvYSKjaj/K7I370UH4XVoIR/odCdwSLgYHlkP+HhP1XSLiR7XDnYf7/2K4MM80eewekv4saW9JB0s6VNJdlZ3Zh8a3aMCCglGO7sapu5s9XbGJwvGr+1Q4/pjDGOX43YjfQ+H4heMXjl84fuH4YxQTdA7xVoiIe7Ek4whcoGGYl2VCtgeGtQlPtmfiiei4jga9iDgOF8K4ExfteS6/nxiYVk2FM3Lbirj4x6LAmZIObNFmMTyRLItXoi/DecpezO1V7q9Z8OC0Ye76Pq5EX8/ZtwImTsvTebGIDTEZAFhF0n21bYvjnFLLYmJyCZZznYXzBc4t6fOwpOvc0W3P+IiImA8T0n/gwh+f44iRg3A6kduBrTAp3gVHcxze9JwWzn2HkEVDqj7ZdK52OTEjYn4aEQKfAU/UyBIR8Q88ce4t6byq/7Ww/2IczbCTMufgCFz/klhmNTdwiKTTw1ElF+MIi3fxRD4Hliu2K5QVEfcBK+BccGdLOqR27Inz+5mwwzEHlvsOs0jQBTsvxhE5PbADezZwmZxvcF6cyxFcqf7p5nsVjRxwf8KRD6dIOqK2/X/AjDjP4OX4/d4N54c7RI7CIrIIVxLXGYHn68+sdrwe0E6etgSNFf+98f3ul3/fgWWnj+Q9+jmWWl6Ex8T/YKL+qKRlWjlbSdAOx5LxNlyQ53MsQxyM81MemW3bgB3Shp64/9+e9r6dbaZPu+bH48CjLR5L8zW3LIbU1KYvjmZ7VNKyw2m7KTCZpMtzXDodR7YcK+n44dnTFZvyOT6KIzzW7KxvhnPfLiTp8YhYDv8AMyON/JjDvf4WxzwC53/9EM99l+LImqVwTsOFsCO8hCRFxAI4ym8D4E5Ja9eOdTjOk/ofXEjp2qZzVfNXp7kMCwoKho/uxqm7mz1QOH62Kxx/LGJMcfzuyO/zGIXjUzg+heMXjl8wRjDBR4hXqK0c7YULKpwyNolpd7OnlU14IB9Io/L3JsAaMWyOpWpwOxBLrHZoIiUDJb0ZllvNE86vV+FpGtK2vcMRKD2iIYfZFRfRWRZLE/tK2kfO09ajaYCZGEuKbsYr2dPiyJepa+d7BK8+f4qjYzbK8zS/K7fm+QCODOdgmzoifoNXV5fFErVNJB2ACwN9F0eHTJf79Rmd9jB+42NM4BaTc/cthx2mlbDDtr4cYXB+tl8Gy+5mhqGT8T8lnS3pHDnn2zA/hsPQ1f5BETFzODLlCeyY3JH/7oyINWu7VM7OzyLiO2qxYp4O5eS4cM3IrEo+i0kZWBY6KSZqgSMF5s5r3hj3naWBLaORU+64/GwDHk+CTERMJOmrfGf6kmSPjO4YEYTzhu6I+3wPXCX9rCTKbZiQ35PNt4Rh5WB539twxAeYcFMbYzYBVpZ0Wdq7G3CzpO0lvROWK/aoiHGSyn8mcW6Vw3GILEedJSJOxO/VRqQcV9L9OMrrWSxdvBb3hwfx/X8A5z48E5gtD7toRCyaxx0a+RURMwL/h5/Fa1giOjuWgV+Cn82+EbFodW/kvHGH42ryl+X1VLJVMMmeH/ep4UbI5L2pHMGVI+LQiDgoIjaJjGRIPJ2fS4cjdFqNQUTEJvgHgG1yHH8Ij2/fAPun89GZTe3kjRGxaETMHY6KqkfNTYHJaRsuQNORPTMDVwMXpt2P4GgkgFPy/RxRorwg7tfv4bygJ0nqL+l5SZfjKJ17sEzyF7nbi3h8fh9YMyK2qB3yYnyf5gN2zB91hqJ6JwpRLigYeXQ3Tt3d7GllE4XjF44/9jBGOH435fdQOH7h+IXjF45fMMZQfhBPVC9MdviHij3DotkmNSrP980mk+Acegu32H06LKHsD0wVEVOEJWp9geMj4io8YfQDHoyI5cLy0U+Av+BJqzeN3Gb3hCutVwTnHWBfSXfD0El/SH2AkfQfXOF7YzyggSe+H0Zj1XggloD1w1XI94yISZP01HNNDqYhyVsNOw/v4pXyv+F8Wj+WdG+2WSyP94WcE7CyZ+/RZE+Vh228hKR3lCvG6Thdh6Mx9sRVmyv0xn0OTBy3yv3rMqrh5uwMF276B86z9xaOGvgLnvxWAi6PiO3zWPfh/JZL4iIgkHnVss+3JZFow6TmfyN4+ZVE7gZM0ibGk3Nf7CgcJ+lzoLekx/BqNpjMLZvv1b2YkPXCER0nh+Vu34Tx6/z+cxy11WHRjsicci1wCSZKv8B5M38QlqBV/bU/JpoDsCO4ch6vd3Wv8jhT4tV4yGI2auRsfCwJLLU2Vb/oledpdlYG17YNcy0RsRuOyjgcS0H3lBSS3sj9L8S5336BHYlXMEneQQ056mAaufT6YIl3nfyDo5x+hp/h2pJOlfSupMex3O85TLgqx6ZOCGeIiEWqY+a2hXD0TG8chfB28/U134ccwxeNiHtwxfaT8ftzLXBW7YeLgVgaCZkntQPy9k881i8PTCQXXbsNj+0v42iLlmgi7qtHxF2577NYLn5mzfaX8Ps4BZZEd4TJcJ7H7wE90uZrsYRxarJ4UgtbqvyPrcaGDXCxob9KejTf56F9TNKTOLIELJFcK8fxh4Hr8/ujKwdVlrX+DqcUuFItoigLCgq+Hbobp+5u9kDh+IXjdx+MSY7f3fh92l84PoXjV8fMbYXjD4vC8QtGCcoP4gUjhdrg8CO86iUcAbE8sEFETNXUrj+uJL0wHjCuwUUfrsN5wrbCA9/kwCJ4sKnyMD2PIwM+wyRwTjwJPy4XWrkL57/aJM/ZS42iMzNExOTRKIDwr/y8FQ9e02CCO2N1bZKep5HzcBUsYRoGcl67nwHzy5K432FZ1PqSrqwm5Wz+HnYWekfE7DUy/GLNnodGoT0jWrxijKN5kulC+2GKTCSh2hJPfOdJulzSV7X7viyWBb6EV/NPi4i16sfQcPJ0RURg4jQNJi6LS9od97fV8Ir0jMB+wOr4OVYSyaMiYvGao1kV0/kJsCDOJfdyF6691X16lUYEyY/ShkezfS9MQpH0G0x0pscFSr6f+xyBV9anBvYFnouIF3CRpz1xf9tGUjXBt7RJjfyeG0XErhGxTUTMLemldARPp5En9KBw5XDkiI5bcGTCAriQzWRqRHpUDs3ueIz5I3BvRBwczs84lKjnZxUZ80FlVxMBi4hYOiL2Bf4YEZdGxGWRRYsSS+NnvTAec2aUdEH9XHns1zEBXgX3gdVl+WD1nO6sHfMbYON07qt7NzmOFqmI7b+bth2K+8cAPJ5unOcdHM5reAXOG7lvEstTMMFfJe/pUEl2R0jHYC/s4K2C++LewFWY9H6JySZ4/H4sr2WDmmNT3f/KsZkp9/sndrTAzkBfSYtL6rCvJ3GfPiIuyvu3Gh4zX8cy9E3CEugKVa7AvSJiDtXyCdbGif7YIZyEhvPyHyyR3VDSJU33pJ6PsKOxYd387FezvdlxeAg7i+Bcp+SPJDfguXJ+HE1Z7X8hMJekq1qcr6CgoGCMonD8wvG/LcYFjt8d+H3aUTh+4fiF4xeOXzCWUHKIF3wrhOWD2+NBdkY8Ab8A7CfpzmxT5QjbHhfwWATn0eqDV/HuwRP/fXjivgavGPeVdFPtXIviFeKXJT2c3/XKY56GyereslxrJhyRsRIewGfGq8qX4VW/98KFDx7Jw/8M+H1t4p8JE/Yd8MC/oaTXopMcT5E5zPL/bcDQoggRUeW8exnnuvqqtl+vnNh/iFdJR4k93RkR7apuz4ZXnD8HXlVGBjS1H3qd4byM82FnZwiW0y6IczNeUtvn+5g0tOHcbwE8K+keuoB8hj2wJHNnarntwhEOA3OC/wGWaC2JJ8PtsZzxFGAd/Lwuw/LLPsBOwB55vT+VdHNX7lP+3Us1WXX2i3MxeX8T2KjuKNXevRVxdMBAXOjnN5I+C0t3N8JFXJbBTsU3eR2nqQtSs4hYF1fJnr/29QvAY5J2yDYr4tX/xYFfSdq/tv+umDjMgyXIN2OCNSvODbk5jtDYDROVffAYMG/TNR6Gc3E+i4ns8ziyZg5gG+wsfI+aI1rDuXjsasNRQvdWjnWOMYM6cqoiYk7gI0kf5d+LYqK9PI5quwn3n78DS2WfmRU7VQsAK6bTT0QshSu998WkFxyt8BSwZBLC1fF4t2huH4TzDX4NnCCpXn2+Q+T7cTvOP7kf7hMDw1LsmfA9HprXLiKWxblef4jH7A3lKKb6Mc/FffuXkg5OZ2VI9Tkce3pj52/bvN6TJN0QluIvB/RSLfdevnfVff69pK3y+/pYsQzO7fpK3ud2RYZqx+pBI7qEcF7XNbCz8gpwXzpIRMTleHz+Jc5ZOkyagxw7tsjr+R+wjqT/5I9IP8dFvwBmlvRWbb8RznVYUFBQMLpQOH67e1E4fhfR3Tl+d+D3zfcp/y4cv3D8wvEpHL9gzKL8IF4w0givaN6AcycthgeWf+BJ8yI8cL/ZRIxmwoMQOJrkz1j29UXtuNfiFfa9JVWVnDuzYy1cbOMjvDreG8uC1sK5zT7HUSl9ss0fcTGOjyLit3gifQDYWZmXMAf49TDpWQAXJTmgi/elVZGVBWhI31bSsBXOq3NWzscos6e7IiKmAE7Ek0pPHKHxCI42uDvJ3FByGJYfbYuJ1WCc4+tZTAIXxpFIp2LCtwMmhTMB+0v6VSd2dOYATYwdmIVwVNDtzYQ12+2BidqnWH53S7iwzk00ojW+xKvY4FXtPST9qRO7hhKMiFgDk7heWJJ2V0W0c9sf8Qp7h0VEwsVvdsROxkHK4ju17dPid+dLSR93ZFdlG+7LB+BiIQMx+XsIF5BaBsuLfyjp9SRgu+PnMwBYRo52qvrBWsCV+B0FR4pVUr4nMAF7EpP6EzGRrooaTSTLQKfFJP27OP/kV3mceZrMfx87BAPyfs6c3+8LnF/rbz2xw9tR3+iV1/MT7PTfiJ2B9TAx/woXXdkXE/HARY/OSgfxbuAZYFdJH0bEOjhyZTkcGbFf3scLgVkwMftFnnty7ESsQoPQ/Z+ywFBXEBFnpm1HSTqpaVtFkOcFXq8c2IjYHRe1mhNHHl2Dn/kP8A8mP85r2pR0nuTIuK7Ysy6eT54CVm0m4i1smyTvwf/hgllHANfKMnXCeT/PA+bCUtcrWh2v6dhz4mJp6zdt+h9wfL5blUNwLR5bWkqic7y+BUuJv19dTzoduwN/6Oq9KSgoKBjTKBy/Q3sKx+8CugPH7678Po9bOL5ROH7h+K1sKxy/YIyhpEwp+DaoSMNVkr7MSaYqMLAJsFIObIOiIR/sL+mK/HezHG3xTXXAcL7CanJ7tot2PIyjMgJHpuyFJ99L8CC+LCZT1+CIgJ0xkQKv1A7C+QE3Csu5qlWiv+LBrg3YLiLm6ooxHUyuU2Gy9En+a0b1Lh6C7+sos6c7IhxN83c8wfbCkroXMTm4hMxRWSMu62LyeQHuH7djOe1HOPdkTzxx3oGjKH6FCcuhODKglQ3tpFMdYF4cbfA/TMKH2pTHqJ7bDXneWXOfqrDOJri/9aPx/A4EZh8eWU4Hac5w9fU78Ir1lljqeFNEXJXO58M0ZJVHJqEf+s5FQ+p2Eiawy+J8ftPUr0HOBff28IhyZRt+13bGxHRzSRtKOhUTjZUwIX4923+OyfQdmNgcWzv3Z5KuwyTzOOyg9Mt7uo2kpYC/53O6G0eXAPwiIiZPolzlstsLE8cp8fOfBztWL+PndyJ2uDaRNCceJ36Xx9sI96PKURnU3DfCufh2i4gpsh9UMvFVcSTD9pgk749l3j2xo3RDHuLAiJgl78vqkjZLorwmJn3fx07AdnIhqZfx+ARwWGQxFkmfSfqNpK0x2T6+TpQji41V/69/5v970ygI9FI6M0TEXGGJ5ckR8SCW5z4REfvl8S7HUsTB2Hm7Fb+3/TBRfgLnRrwqn9Ma6Qx1BXPjvvH3OlHOd2DVsEz3auCYJJzfyAVuqnyiJwB3hCWy/fAYMQ+O3rqto5PW7s9y2W59/MPGz7Fj8BR2wCpUz3I9YMloSEqr4/TO7VPjZ9dc+OhRSdsUolxQUNDNUTh+CxSOP3yMbY7f3fl9HqNw/MLxC8cvHL+gG6BEiBeMNCLiO1gy9pf6BBsRd+Jca3/CK54vtNh3LmBeSXfVvlsEk+21gXMl/XwEbPk5JkgfYWL6c0nnNrWZEQ+Ah+IV5FUkPRsRh+CojP9gydYHOGLgFrxKui2WGnWVvLeybyI8Wc8K/ESWCbWTGEVDFnYglkuNNnvGJsJV0H+Pc+KdA/xC0lthad9hWMr2l2w7PXAWlpf1wWRrH2VexmwzBV513wOv1vfAROV41fK21do3S6dWwpK1NhyZcadcqIZwpfM3gGmBjSXdHMNKHKvnVq3GXy9p06ZzVsS6jzpYFa/bl0Q5gEuxA3EvjiJ4L23dAjhD0hm5z6LYGQzgaEknRvuorWrF/VAcWfUKjiC5ofn8XUFez634XR0andPi3gyVIub/t8Lv6VTke9DB8ScGBqiFtCwsJzwTvxPnSdq76VpnxYRnJpyz9D4cQfZIkvbm402L37Xv4FV+tWgzFS5AtE1+dQmOAAA7VFti6eRA4BZJn+Z7fCqO8Pgk91kcR6jsVTv2SjjyZHIc9XSDpC/yHvfC+ehmxcT7Ltz//9XqvuXx6hFXvbHj8JGGjXo6GY+FL+I+/il2GMAy5R44MqV32r8fLggzMJ3XVfH4/zZ2EP6Ao2iuwUT8TuBYSY92ZGuTPQfj8b8ffs9fwpFIy+I8h3UZ7OvAWbV+tz8m68uk7QNwJNEJXenj6VBehqOTzgKOUEresz9NVR9vI+JWLO29I6/xsdoPQlXE1434fh6WTmTzOcdJKXxBQcGEgcLxu47C8RsYmxy/u/P7ysbC8QvHLxy/cPyC7oPyg3jBt0JE9FFDalMRh+XxavkgPBhf2LQaOAWe/JfAK3x34WiBDfEq3d14QhiGZHdiR11K9TgeyD6CoUUqKgKyOJ70lgMOlvTL3P95LP95A09MX+B8db8b5mQjgfAq/+9xQY8jMdFpXpmuy+eewyvJo8WesYFa/zgNR1GcI2nf3NZH0tfRkMb1wJP1HDiX2aTA9pL+XB0LT4pDI0DCErXewMRykaLh2TMfnhjXbdr0NrC8nA+sN+4vuwF/lrRe7lt/VhURPR4/2/Ml7dU8GTY7R12w7yTsPFyGn32dhM4pF/Co/u6DK95XstHZJb1Rs6367INJyCzA1h31p+HZmv35Kbzav5Sklzqb/CNiajlKYnZclGp7TNj3Sruvx1EcPavn33z+2js8FY46qiqzLyzpuajl9+zE7lYy0zYsCZwHWK7Zwco2B2CZ72Dc73riqKSL0uFuddwdgYuBEyUdncc4NY+xnFJSHRHH5D25HNipqc9sjslnP2Dl/LpDJ6PF+bfC785MeMy9U9Lvc/tk2JFYvGnXO4B/Ac/hCK9TgDVp7Qj2wE7G50miq/v0V2CN2rvZYX+qPdcfYOdwsdxUEfYhOE/nR2nPRvhHg374vXg5j/MdHC04AEv0HxjeParZsA6NavfLpbPTnMuzB3Z4v4qI+XEBoimw9P1QHPXyTbgo0KHYgboN5xFtFTFYUFBQ0K1ROH6X7Sscvxtx/O7O73OfwvFb2FQ4fuH4FI5fMIZRUqYUfCuoVhylmizk4hGX4ol0MxqFIap2n2L5XH9MVs7Eq6a9cN6/NUeEKCc+w/nlXsfE5gNJg6vBujZQ/wuvFEMjlxm4iMeLWALzAV4RHGXEVFJ/THh7AzOpVi251qZaYQdHIow2e0YnqlXUZtTIxNL5+Ui271X1I0nf5GeV1+1NYG1JM9aJslLqVicWkl6X9HJnRDkaErOfYBK+LiYMO+LV8T9hktArjzkAS8reA1aJiCp6YGjl7ZoNy+bnv3LfdsRxRMhyOK/bznhV/tfpZPSKhvTx1er8+ffXWG761zxEJWse6lCkrV9jGdyCnRDlXl2w9bP8NxUmLsNcb1jSN3k4sua0JNP/xU7jizjv263YSd4KS0K3SjuHOX/1nSyh/XPtWs/M79sR5XR26s+8h4aNbAFHHPwIRz682cH1XozzG1ZRRi9hon9RRHxXjciVHrX+fy8mxgulk3Jb2t2LRsEVcHQJwCtNRHkl/BzfxlLhpXDEXadEOSIWj4hH0+ZVcNRFVYDsdxFxdLhi++dY8rspdggPwNFHP8ZRf5fIOSB/mYeePwl2dZ62fCaf1EjlQvn5IS6iBbSLqBhmbKg912ewVPhy7Lw8iPMDrokj5taXc6rujSWqgd+P6tl+IukBSY92lSjX7JkpP1/M+amddLqyM4nytHL0zm64H6+ApaNPRcS9eFzbEpPpYwtRLigoGFdROH7XUDj+2Of44wq/z2MXjt+EwvELxy8cv2BsofwgXjBKUSOAJ2F50dLAhuHojvr23XAEx9FYCrcnMJek00fmvEkCzsOk+7QObGuTC/u8ml/NXdv/LlzJeD1gHmVUyahA7Zqvz88NwlESw0jFqgF6dNozuhARPTtaJa4mpYwemAnnpKskYR1FHKyK8y1+kX9PBO1I9whDjUIde+ConCOBdSVdJulsTBzWk6TaRPoQXlGfGDg1IuauiFmNJO0MrIhXtK8anh3NjlILTIFlcK9gsoSkgS1I+KCImDEiFk0iehEmyFtFxPLpgFWEunJm72/ljNbaDUxivl1EHBERJ0VE33x2FabDkuSvgblaXU/2g0H4nu5II/rhrziv5724OMs+mHhvj4nz94Zzb8DRBBdhmeQaEbFJXkNFgOvkeeL8HOrkVNeZ3++Wn1fLMsZWhO4THEUBjlC7GpOipYHLI2KV6ppr/f9DTLBnz/HpZewofACsExFbZrt++XloOHfhchHxSyyxnANHML0PPKmMlOgI6WRdjIn19XiMnRv/YFEVO9oXE/3Kwbxe0kWSzpIjZ74hSWjiR/n5CCap1T0Z+kNENCTDVYX4NYE5IuJHEXFLOAqmI5uH9h1ZermTpBWwhHlvSfdIekbSZ9nsvzSeafUsR0rqVtuvKrr0SdrUq1X7iFgZuC0ijpF0DXby/orHsO/jnJv/w5GJy0j6+8jYVVBQUNAdUTh+y/MWjt8NOH534fe5T+H4heMXjk/h+AXjBkrKlIJRjmhIt+p5+/aVdFtub5fjbQzYU01+bXhQuw6vmm4r6coYQ3mewhWJL8YSoW0l3Tm6zzkmkPe3rUYe58cT9ABMgp6oERci4h94lbmqID7M/Q/LHS/GBWx2UuYbHBGbchJvJcvbCpPa2yWt37RtCllKtQgmYv+VNCAiVsR9eRngb1gGfA8mYNvjvHMf4grwf+zEaajnfusJLIjJ0wfpyFXtVsMyYwFLq4MiOBGxEM47+CVesf4Gk6uf4fu+VK1tl/p5RGyd1zpL06ZXsHzw1Gx3GV7VvxHLn99oOk4PTPr/AiyAo4AerT2bKXDRlK/DuSXfx33mYODi+v2o7Id28tl9saRyCuA1SXPVrzPv4V44r+AwDnRErIAL8KyAK77vpswp18F9acMEdCNMCn+BCfsSOGrtZ5Lur7WfFEf0rA4sJOn5cG7NI7Hz8ByWMi4C/CY/6/gI2E/Sb1vY0k7qV/v+DBwJdZYcaVHf9p20e838amNJN9e2r4KLWH2ef/dOO8/Csu71pWFzLzbbFBHX4/H1v0DlYB0DnKT20TH1nJCTY7L5gqTPsu9MiR3lAWpEn0yKCyEzCNEAACAASURBVBNtTebR7MierqDWV6pq8Z8Cs+YY0CyJ7ol/1Dk9224lyyd74widSXEu0n8qI1Dq11hQUFAwPqBw/A7tKByf0c/xuyu/z3MUjl84fuH4FI5fMG6hRIgXjE6chVeH5wHarT6PbnIaETNExJL5Zw95VXdQ2rI88BaWv4wx0o6dhk+BaYC5ayuu4zSqexsRM0fElbgK9U046uIO4M5whe0KN+bnzyLiOzlZtTUd89+4AMnMpCSwq4iaHK9OWmsrwhPhwigfhdEnIuaOiIOw7O9BLPd9HLgiIpZIEvRz4DVgSTz534cjILbBuS37Svpj83nz3D2yr1VEeUssF7sRRzNdFxH13G2P4j4auKhNRxEn0+I+PU/ep08w8RoE/DAciVAVAqlP/O3ud9o3ZZKtKzABvRxLL0/BxG424JSIOCx3Ozs/NwHWT/JLRPSuPYMpcM63NuDd+r2R9KkaMtoPcaRQbxxt8oO6rXm8wdlXlshndCZ2WD7GkQoH1fbpg+WoGwEnRcQpEbFO3o9VI+IqLG9cAVcUP74zoly7fydjh3sz7Exsj/M/zo6jSPpW/SzJflVsZtH87jXsrP8bO0r7yhEGu2PnqB+OWDoOmK0VUc7jVP1o7XSYCOdd3Ag7He32S8fhNzSI8m9oyFGJiJ9iB/DuiDguInbFffv8bHIWlpB2dn8q8v4q7ouz4YiZHSWdUHNyKqenIsob5bVfSyNSZWrsiJwErBQRk6aNd2GifB8u8FP/MWRkUL2nj9PIF3hIc6Ma6f0Y99FJ1JB+D5CjcCTp4STaVSRdIcoFBQXjKwrHb4/C8Y3RxvG7I7/P8xeOXzh+4fgUjl8wbqJEiBeMFlSDS0T8GPgjXl0/Eq8KD7PqOYrPvSsuhvE/PGE+IemDcOTAMcB8uMLwKZ0cZnTZ9ltMsK4HNmtFrMZFJPn7NXYEXsaT2hx4RXgOTPyOwARsFVyNe06cT/L0Wn+pCulMCtyPSdOikv7ZBRvqq9E9cRXyyXC0zq3KCIyI2BDnv+yDJb8vA6vlYQZjYvcVlmwNwnkH95L0VkQsQEqEs81A4G5Jl3fxPi2W96nKR1itsA/Cue3WkPTvsHT0WFy44x/A4pVToUauwEFpz2N4lX0RSW8nad0ck5bvATNg+egbwFOSbqrZUy8etBaOrPkKRzfdW2s3L44kOCTv0bKSHo+I87Ec8QXgbEkX1faZChPa7YBTJVUku6N70wtHG02ECfpZkt6rbZ8a57rbPr+6ERfpWQo4CD+Lmat9wlE/u+e9qFA9V3A0zPEdEdJO7Dwd5+J7BlhT0rsRcS2wMY74OFXSGdl2PZx77ueSzqtdx/74fXgXRwe9Epb6ToLv78e15zLUsakRzkUxkV2aRpGn72GJ8r8kLZDt5sfy4e2w8/lQ2vJUbp9JUv+08/q893X0w4T+H128N3/Azs4nuBDPk1ii/HY0RVVFxBLYCd0KyyLvwMVpPoiIzbD0tML72DEEFyA6QNJbTefuMGqsA1vr40UfLDM9BUcwLaqUHEcWAcv//wJHNx0n6bjWRy4oKCgYv1E4foe2FY4/Gjj+uMDv8/yF43d8bwrHLxy/cPyCbonyg3jBaEe4CMHKeHI4fQyQ5TWwFG92TNI/xoPxbNnkV4zhQgg1crMcrlgMsIykx2IMyTlHFyIi8Ir4gnjV+yxJn+QENAtwJZYiPotJxv14NXo3TI5WlvRk0zG3wzLBh7GM6/MRsGdbnLNyvtrX/fAEd1+2ORFLAWfBRLUnjib4O14lvx2TjIMxqd5Y0rMtzjUd7tuf53Eelyutt6pSvy7OgTkHJuEX5PVtk7YsBVwj6ae53+rZZh7gGEkn5Pd1SeY2OFLgFmBzZQRERByBicjQoic1XAf8rok0t2Gp6GJ4tf+yFueaDkdKrAv8SdImSfxuSdt7Yanb3zBR2gpH2zyFJbFPDY/I5Lt7Rz6D/SXdmt8fDByPydwT2Bm+Ku/rSpiULwZcKmmn2vEmwcR0EeCHuEDKW3nfL6tdW5dlbxExa+4/Kx5Hjs/vtqJR6Ojn2PGYC/ep2yRtUDvGkliWtyIm/bsDu2LncCrc525WVouv7TdZbr8S97v7seN5dV7/rdjp2iuPvSuWNvfHBLOqPr8BlgY+BRwlyyDnxI7jvCR5lXRPi+tvJ5/O7yop5Uo4guUa7DB/Bzt9ZyrzA4alk4fi938aHJm0T905y3Yb4UiRhbFc+D/YIXugqd0ISRabx9t8Lx/FzsRFOMLmIewkP1Nrtw12UPpjaXCnuR4LCgoKJgQUjl84PmOI449hft8Lc5jVKBy/cPzC8QvHLxhvUX4QLxhtaFrhnlrSQ2Pw3D/E0qcf5ldf4VX4EyU9OKbsaGHX5HjFe3088O83tmz5tkiC1QNPIDsDp0g6Irf1Bgbmau4PMPFdEkvXtscT+CnAOrh4ymWYJPUBdsJk9XO8mnwzXUBYrnsSlgB+AdyNZWub49XnozEB+CYn/AWxQ/Vd4GFJLzWtFM+JZVZT4/xwyu+rVerD8IQ/W82MN/Ne9JOrVVdtJ8FRVOsCB0o6s8n2w7Cj0QZsKOn2iJgeR2yclM12xqTrrdxna0waB2FC/0BEbIEjLGYG3sOk/M95vxfAeQfb8Ar5Zjj65fOMPHgaRz8sKumdVsQ2HJHRL/9cTtIjEbEMJop7tngsV2GS9m6LbS0REc9ggnQBJnOHpv1v4H50Uf144bx5u9MoiLOUpCcioo9Srllr9znQu+ZUjFT+t4jYHTs+HwErSHouvz8Y97MemMDuikneh/gZvZ7tJsaE+ihcyGYZHO3UjEOB38rRFwfn3xfiSIdTJR1bs2l6HNEyA+738+FIrBPq7bLtdUBf4NeS9hmB6647TxNhZ+wj4Iuac1j1+eoevQ5sIemR3D4fjiJbBthT0gW14/cEBqt95EwvHBX0apMt7fLUJlFfEvftj/CPEq+mQ9WTLOxVO/ZSuJr9T4ErJW0bEUtjh2MaHF10b97LtXDUG9jhP6duZ0FBQcGEhsLxW9pVOP5o4Phjgd/3oPGjXuH4heMXjl84fsF4jJZVVgsKRgWqSUjS82Ph3E/kCulMeJCcUl1IuzEG8CWW812vEZRxjS00r7ZWyEloYjzpgVdcqwl1QK3dMxFxBRA4f9gqkm4JF0yZExOjM/G9mSR364+jjWaJiJBcFX44k9OueOJ7DFeAfiDtuRpPqk/VbBoSEc+pFhWSk2+dOM2BJVxP4nyE1fk3D+fhmwmToCswCVs8r+9XWLb7h5q9W2CifH8LorwKXu0fgonsUbgg0DsRcSEmuT/FTskLEfEELvJS5eA7DvgmnHNvWRyRcy5wgZoqzUfEnzFBWB44AZgeR1p9gavJT4PJ/zsd3OPncO7IjXGBn0eSBD0SEX8EVsLvWy/gpvrq+wigLyYoO2Dn6Wu8qn9BdbwkUUPk3JafRMRf8txr48ikFSqiXCNVn+Qz/CoaORdHNv/bFfiZLAvsExF7JIk8AztMJ2Cn7xvcl2fBck9qNnyM842ujmW152BncmVgDRzFcDAmf2fhSJSpsIP2Fo4aqaKYhmR/uQYT6Xmwo7SHpP7Zrg/uY4NxgRho5D/sEmpEeSfseE2O3+EnIuIOHJHzQba9ICxtXwTYNiJelPQ+lvnuhwvTfFldg6SBrZ5HOrCvtvh+CDAkIgJLlFdvavIGdlgOU/tIl9nwPdwZO8v/xGMyckGorbEjszZ2Viv8DTt+Y+3HloKCgoLugsLxW6Jw/K5x/Lcxl2z3Q3QnZo4Rfp/7boG5XOH4heMXjl84fsEEgBIhXlBQ0BJdWVkPF/u4F5OCVSW92LS9khLOiCM6FsATzlm5/Xu46EkV9TEIF9N4l0bRkKdzu1TLsdd0nsAT/7tYpvp+B/ZOqUauwcq2lfPczyqrnueEeQYmA9tKui4iFseEpiKklwP/VzmDGSFyN3YergP2lvR2btsTT+jXA1vLVdenxITzaCwT/AMmoTNhKdf5ue9kmDRtCsyPydNgHHVwCpZjbp2XeBNwrlKalqSwIpbVKvt8ODJmyvzcK+/bX/O73SVd28H9640jQjbFFcWPGtkIjM4QEZdjMtYfR3zVIwxaPf/e+B6cgQnlTyVdEx1Uah9FNq6DZbjgPIN317atiPPjzUDDCdooncQlcLGiqh9dhnMEqrb/zDjqZ2EcBbE9fubX4+I9PYAFJb1QI/5DwlFPT+Y92F3ShXm8SWrEdPm0+0tgpfp5u3DNi2Onban86mUcqVTlbLwVOLxyRNMRvAePD5vjXJ/tZJjAoOE4wq3sqN7dDbEjNT0eN67F93s9/B5OA5yI+9A3EbEDJuoLYpn9obV71FZ7RybBctTKqegv6c7c1i5qpaCgoKCgYFzDWOT4n2HuC92E3+f3heMXjl8/Z+H4heMXTCAoP4gXFBS0Q/NkEJYpbYAn/A+BOyU9ltv64FXaabFc7OZm8hQNWe2ZeGX7ekmbNp2zKirSBxPmU/Ck9haesISlX+fTAuFcfHcCf5P0o9o5l8JRHbPhQjnv4ciEo2SJWiUP/BiTkoez3dJ56OOwfO00OiekEyUBXhsThk+B7yllfxFRFVjZNX9cnxmvXu+PJ/ef4Yr0J2Bp4JvAYmpfcGZmHBUwGBggF7w5AOepG4BllMeok5x5tfuyCyaWE+M8fdtHxO14xfxC4MhmpyMieksaUCOyQ3MeNrXrUsGTzhCWHVf5P/fGUQlfdHbsJIpHYWL5kaRpvo0NXbTzKiwlvQf3/8+jISdcG0tM18vmVbGvlv0oj9cLy/QGhwsg/Rn3j3Ul3RERB+J+NCnOmXlyC5sqGeOHmDyehIuPTQLsgvv05PgdOKl5/06u9XtYCr44duzOkeW0c+H8mDvgnIv3Slq9tl8l3fwzsJtSUvptkX3kehxpcwzwC9Wi1pIYX4LfjT0lXVIbg36FSX0lq63LRDvrY6PN+SooKCgoKBjdGMscf3I8X3cXfn8a9jvOoXD8wvGHPWfh+IXjF0wAaBt+k4KCggkJskRtcETMFxG34qiC/fEkcxxwU0TMk80H47x5YEkjScZ61A5ZTTyf5WcVUdFcWXuIpC9l+VRFEl/Fq+sBnBsR+0fEHLl/z9p5/pnHXTIifg+cFRH34aiSXwGH4RXjlbDMrSLe/8JE+xuc8/FkTJYfxvnzjsPRK1vjSfcUYLMaUW7LifWbvI6/4MJCU2JJZoXzgOmVkSiY1B2FozeWlnSzLEN7O+/XLGRewVp0wP8kPSDpIUmP53EuxgVdeuMV9KE56jqI6Bhc2+9OXFhlzXBetYp4/TS/mzjP3yuvc0A4R1+VZ+3+FsenI6IxIpCLs+yef26H88Z1emw5/9ztOLpltW9rQxdxKo7CWA3nawRHdlR9YUcs8f0FjlLqqB/1zH0GqpEP73EcCdIDWC6PXX/eK4Zztza/SxdgdcUQ/E4+jKWAb9CIijqURj7GdkjC3vxdDxxltDiWtW6ZRLlN0it5rCNw/101nbEKB+TnOsC64byEowLbY6L8e0knNBHlxbC0GXyvFsz/HwvMI2l/WdLaCxoy0fx/Z32sEOWCgoKCgnEWY5njf0I34vdyVO2OFI5fOH5rFI5fOH7BBIDyg3hBQcFQVJNuRPwEr4ivi2VKO+KIjj/hHHPVJDMAk9L3gFXCVZqptme0QkXQls3Pf+W+7eRIahSyAVevHoKJxcU4Xx44uuKyiJiWLHiRNn+AIz3ApGUvLNP8BJPCizBRPi6Pu0lELC/pHSxh3Biv9B+EpXHLKwuE0DkhbZb1zYolXP0w0anafZ1ORJ+IOBuTmFtx5e1/ZRQOuDhQj7Rx53AetynpAOlcVCR3R0xGenbSfkg+kyHYafgU51jbVM6bdiMmU/uRktYagZsVF8GZDUcO3NfReUYRLk77lgA2iIgZOmpY6zc3S/qZXO1+tM9vcs7SX+afh0XEzGpEXfXK/rWSpMMZAccm/27DUSLg/IPIcuDzcUGZpYH1or0MsHr2+2Mn4yH8fKfFfetSYG5JpzX33dq5qyiKtcNyafIYG+A8mtdU58p+0UPO5XgzjjwCODYsSUTSazSI+e44gma46Kgf176fMz9vq22bISKOxu/WzsBLwDrKwmaSPpH0SjrbbYX8FhQUFBRMKBibHL+G7sTvoXD8wvE7QOH4heMXTBgoKVMKCgraISe523DhjyOBs1QrjAH0lKWDlWxsHrwq+1MsgVxe0stNx9wZR1A8CPSV9NFwbFgWuAWT8DVxnrkzsSxrRkyCr5J0VdN+W+KV4p5YQnYDTsHyTk7sk2AJ1trA5pL+SBcQEZvkfuR1Xpvktw1oU/tCJOfjFfvn8GT9ZEUsI2Im7AzMCWwg6a9N53kQ52B8Bke73IvzEb7ViW1tOIJnE0zSd8wV/a5c163YIbob35N5sFRuYXwPr8I5HqfB935+nNdwL9WKGI0uRMRyWOr6X2A/STd2cb+WRaJGB8KV3x/AJPB0SYd00rZlP6pt74H706CIWBM7p31w7s5+tXa/xXklHwYOkfRQtJABphM2A45u+q6kZ+vtWkRwERGL4j68NM57uFdGqTyLSfp86jiH51I47+b8wC6S6kWBXk9bzgCOl/RpB8cYKgMO542cHfhA0odN7W7DESnrSfpzvnu74QiXr4Aj1MhjugawrKz4KCgoKCgomCAxtjl+d+P3eezC8QvH7+hcheM3zlc4fsF4iRIhXlAwAaJabY/2sscKm2CifLukkyuinJgkifIiwNzhnHP/wSvjj2Aye01EHBMRy0fEyjmxX4gjAS6Q9FEH563jSVx5fD5gYTmNytE0pFlr4EiSbZOsACDpGklH4ony15LeBN6rEaeJMBEEaFccaDj4E46sAK9Kz1GtnksaGBGTR8QFOFKlF5a/7Y6Jwd0RsV/uOzsmw4MwCQUgIiaOiJNxhM2lklbB+epW74wo5zUPxnK9wfi5bVSLRmmJ2gp8FZmzOjCHpH/jyJEr8vutcXTE4cC8uFDMGmOCKANIegj3q9mBvhExdxf3G2PFUDJC5NT886cR0Vlew+Z+NHu1IaNNhiRRng04BEeanFIR5Rq5PQ94DRe+2TgiplB7hUVl29eYOO6MIzruBq6OiC1y++DqX0RMFhGzYMd0aSyXfSwP9R3sCH+EHaqO8F/gP7h/z5w2T5TO5KHZZk0aBXqGQY0ob4vfkb8Az0XE3k0RRA/n57ER8Sf87i0O/AaYuUaUlwCuBI6pRcMUFBQUFBSMl+jmHL+78XsoHL9w/I7PVTh+A4XjF4yXKD+IFxRMYIiGnK5dLq1o5BWbCBgIfBRGn4iYOyIOAk7LCIencf6zKyJiCUn3Az/HE/iSuADGfTj6YRvgBRw18sfm87awrw2T5SqyYoXc5wNJ12AS+jcc3XAacE5ETNp0mClzkqzLw2bHJGMWLAd8pqv3rBUhrU3qe+JolV1xTsRTcCTGMXkNPYGjk6C8i/MhTgGcFxHrh6Wrt2Ay8TQuaoKkm0fAvr8BZ+Wfu2FC3ln7KmLhHRzhMgj4QW67T9KOuIL3EZg87w/ML2k/SV901a5RhCpv33rAOsNzBMYSrgb2AOaV80S2RAeOzeS5reqne+LIo1Ww/PHc/H5oESw5v+TvsGO2PrBqft8cPXI0Jq/H4eifVYEtgN9FxMEV+YyIg3F0x174uR8vaWVJV+ahXsXEfU6c77Oj63sL51vsSUMKOiC3/RbYWdIPlIWommytHPhpI+IKnFv0+1hOPCOWUx9V2+VV3H+XxFLPfsASknZOh7zqJ3Ng+epTuOBWQUFBQUHBeInuzPG7I7/P4xSOXzh+Zygcn8LxC8ZflJQpBQUTCKK9TKknnmQnw/nsbpVzlxERG+JJug+ejF6mUcBkMF5I+wqvAA/CK+J7SXorLLtaGldy/wqT7rslXT6CtvZKG7YGzpa0X65Cf5OT6uR48quiCf4EXCTLqqbBUQ4/xrn3/gYshqumz49XnX8u6UlGEBFxOo5ieQH4Nc5LuCAmwZcAF0r6b6194Hxsi+bn3pjMnphNBmASApaw7qMmKeoI2DYrjrSYBRPn4+T8g63a1qWwT2Ni8yNJT9T7SXdBRJyDidy1wO5qktaNa6j1oxeB9SW9FBGrAudgR6c/du4ubiaWkVLRjDC5Efft3wLHSvpvvh+b48ilmXBEx9VYXrwyjr5aE+flPEnSWRn5tCvwMY4QWUHSG/keVhEtv8RO02PAhnW70smt/vXDY0BfSTfVbW5xH4ap6B6WRV8N3IEdi/6YJPfFY876+Z4viCNd1kibls0+PRGWpFbV5Y/BjustwE+AQWMyuqigoKCgoGB0Y1zh+N2V36dtheOPBRSO327fwvELxy8Ywyg/iBcUTGAIy5QOp33hi36YXFV58E4EtsXEaxBeDb4NFwx5CVf63gM4GBPqjSU92+Jcw0yGXbCvIgP7YNL3rKRFmtpsiSWc1Qr1EODDtPljYF88uYIJexUZcw5wmNpLREfEtjohBTsPVwPnZgRHtQresxYNsAMm0gOxZLF/ruqvkd99jiNa7hwZm5rs2x2TrE9w1MVdHUXqZPu583p64GiF5ztrP7YQERMDR8uFa8Z5NPWj32BSuy6N/vRrSU9k21Z5AytnZxfg//LrrTD5PgfLcj/DERjnS1Jt35mBP2Np8QO4kvtgnPdwUdwXFpT0QhXRkeeaE7//U+NolIuyL08kS56JiJWw/PEVXLzqjQ6uvx15DucU/RC/u1dggr5Gbfv8OIfpZsDDkpbP7/fAY9l0uN8f0BQRt3Pej/eBrTLKraCgoKCgYLxEd+b43Znf57kLxx8LKBy/cHwKxy8Yiyg/iBcUTCAISwpPwoU+vsBFVv6NV5rfxzn87qhFaSyI8599F09QLzVNjHNiSeXUwELVhFybyIeZ5EfQ3nUxcfgKWEbSqxGxCibRFYG+FJP5vrjK9ht40j8UR7Csg8ny23hy/9ZyqojYC0/AA3Dut2Nr24ZZJQ/LJS/Fq/JrNBGXadVB8ZKRtG0yXJBoGVyEZx815SfMlX7SKTkSOB54UNKKo8qO0YnuGN0yMqg5NlVEVj/gV6rJaDuJuqjesUmA39OIpto6m9yEHbh7a/v0AqpcgmthwjwEWFfSHRFxIJbPTood55NbnHc3XIznE+wwH4nfud5kDsPcf2dZPjm8e/AT3P9myXtwD35vD8iololrUSAb4YitWYG9JZ0Xzi+6O44OAUeIPImLdf0YR8uAczWeXY1dBQUFBQUF4xPGJY7fXfl92lY4/lhE4fiF41M4fsEYRskhXlAwjiIiZoqI3SMi8u/hFarcFRPlx4B1JG0s6SA8Oe0g6ZZqMkmS+5yk2yVdkUS5ByanFebAJPVpnIuwR23fTvOEdxFfYOnkIGDJiLgOT6aL4GIga0jaSdKueMJ8E0+k+2B52duSdgB2knTQqCLLeEX+MUwQ5omI6WrXXlXxbotGvsbp8zq+wdK2OmEdZUQ5j/c5DanmpsCalR1pU5saBVaWB3bCzsTxo9KO0YUkieM8UU5cgeW+bZjg7VIR5ciCSK2Icn4/JJ2GLzEp/BQT5QE4v+VmFVGuHWtgPvee2Ml9EkeKLJeHvRhHh/QGVgxLo4f21TzG/2HH72ucp/Ch3OcNLG3sAxyIC9y0Q+19ICJ6ZATVtVjm/C4m2Rvi9+StPN9XtXHt4WwPcEBETC8XO6qkqf1xnsFjMKleOff5kaTTC1EuKCgoKBhXMJ5z/O7K76Fw/LGGwvGNwvELxy8YsygR4gUF4yAiYmsaVcKfxiRYORm2imAI4FE8KS3TEUmLiCnVyDNYSRtXxuT1WWWxlTz/GZgEbivputFwjRMB/8JFPiq8gnOiXZptegA9auTvYJw3cQiwqaQbRrVded51sLwULEe7Wq5EPzQyI9stjPMKzgrsJun3o8OeFvZdheV1j6R9L9VsmhLn6jsGR9ccgwnH16NgEaNgBJBRUrfmn1sBN1XREiN4nO9gZ3IJLM88sHqPO2g/LZZSzo9J+iX5fV8s/W3DkWZn1PpNTznP4NQ4OumQPN+7OALmPlyo59VOzvtdHJX2AXAXJtkHAw/ifnoUrlx/mqRDW+y/PPArXGn+LEkH1LbNiSWpE6U9z0m6J7cNHSc6sq2goKCgoKA7YHzn+N2Z3+e5C8cv+NYoHL9w/IJxA+UH8YKCcQxJJE/BlcHfwtWZhXOSnd/BPqtjmd3fJP2oNvEthSee2fDK7XtYYnmUpLcjYkUs8/oYT64PZ7ul89DH4YltpHP2dXKdU2GHYH28onwWli9+ktuHkdXlZNwXuFEtqlyPYvs6I6TfwZEZB+PokXOBE0a3TTXbFsYRLhMDh0v6RX6/KSbKK2AH6MCMCCgYS2jqR9uNbKRTRGyC5cRg5/na+vuRhLEt3/s1caGqPsCqkvrV2v0W2Aa/64dIeiha5zjsjceeAcAkkl4Zjn0LAk/gfvcHYDtggYpcp6O5G35XPgWWlvRCZXtGzEyOo8V+gSvdLy/p6YjoLWlAB+cd4ToGBQUFBQUFYwMTAsfv7vw+z1c4fsG3RuH4heMXdH+UH8QLCsZBRMRheHX3UVwNffvcdCBwvaTXUjY1OCeZGXCUyQxYkvQO8ANMmr7BK6513Cjpx+H8XVfgKtfT1bY/DBwk6ZHRcoGJiLgVrwj/XtJW+d3Q6xqd5+6CbV0hpN/ktjPHgn3H4dX4V7HEcjVgy9x8HbCfpDfHtF0F7dHcj3AevBF2PpNs/hHYBDu4O1YEtk4Yw5XrLwdWAk6VdES1f0ZiLYXJ7CzA2Tgi5NNWhHkE7esF3Ijzfg4CHpe0QrTPITgpznu4AnCZpB1bHGch4DRgbeA6SZs1bR8lNQwKCgoKCgrGBiYEjt+d+X3aUjh+wbdG4fiF4xd0f5QfxAsKxiHUJoIf4gn2QSxr2goTtC/z+02BD7JtG64gvxeWQNbxCc7X9z+cc2w2XHinB7CipAfD1b8XdhZ0gQAAC71JREFUw9WpJwWekXT3aL7OKrqlKm7zGvD9kZGajU4Mh5BejwlpyyrcY8C26XH/mBev8PcGnsFFeEol7m6EWj96Ddhc0uMjeZwlcRRKG7A/cImkz2rb98SRZ5Nj2eQxchX5dsQyIk4CDsNRaYdK+lMXzj00OqXFtt6SBmQU28U4N+nLuFDXV1GTgEfEGsAdueua1VhTG/t64XfsEtynV1etsFBBQUFBQcG4iAmB448r/B4Kxy8YNSgcv3D8gu6N8oN4QcE4iIhYFldbfg9YExebOBPLCWfE0smrJF3VtN+WOL9XT0yQb8Arue/kyvEkmOStjSftP46ZK2qNiNgBE+b+wBaS/j427WlGdyekEbETcBHO53aoMo9cQfdC9qMHgPlwQZuDJX0wkseqCtC8CKwvF8taFb9HC+B36Tzg4mZ5by2CZDYc6bEYLmB1rKT/dhSRUZc3R0QfnHfwE6CnpGea2p6HpcbvAvuqRW7SiLgM2BZHwaxXRdPUCPPcOFLuRUm/Gpn7VFBQUFBQ0B0xIXD87s7voXD8glGDwvGHOV7h+AXdCm3Db1JQUNAN8SSuAj0fsLBcXfloPEkCrAFcFhHb5kQMgKRrJB0JHCHp1ymne0+NQhQTAQvn/18cExfSCtGoOv0vHLEyG46MqW8b65ArYJ+Wf36Ki5cs1h2IcuJKHDU0SyHK3RfZj07NP9cBJvsWhzsbeBP4HnBIypLvxsV1rgQ2knSypHeb36Ukyj0kvY6drB44D+Cyub3lCnqNKO8GPAXcTka3RUS/iNggHXGAC3AO05mAtSJiuty3zkdOBz7HVeS3qp1nSH6+DOxVEeXuNCYUFBQUFBR8S4y3HH9c4fdQOH7BqEHh+IXjF3RvlB/ECwrGMeSk8jXw1/xqBQBJH0i6Bhek+BuOEDkNOCfzdtUxZUQskftVecdmx6vKswDnNK/6jknUJuV/An/HJH7tpm3dBd2WkEr6WtL5kr4e27YUDBdXA3sA8yRZHSmkfPfk/HN7nKOzH9BX0raSnoChkSKdvUtX4gi1wyX9vrNzRsSCEXE3cD4wN35nn8QO5IrAb4C9I2ISSc8CV+Eq8avj6DdqDjuSnqfhPBwSEbO0uM7BEdGj5BEsKCgoKBhfML5z/HGM30Ph+AWjBoXjN66hcPyCboXyg3hBwTiGnFR6YhkkZLGccGV68KrvGjh/13TAZsDVEbFOtpsGS6seiIgjI2KtiDgU+AteqX0YF9npDpgS5yJ7H69KdzsUQlowKpD96P80avJoXoEd5jZMWneRdDMMLVrVjpw22TEkImbFcsange9HxJ4RsWjVph6tkfLJw4FV8RiyvKTVMAn+IXAbMC2wL65sD84N+BB+t/tGxHx5rDonuRDn7ZwXj2EtbS1EuaCgoKBgfMEExPG7Pb+HwvELRg0Kxy8cv6D7ouQQLygYx1DLAbYPcBbwrKRFmtpsiQtbVFEjQ4AP8QT4MZ64+ua2gUCv/P85wGEaiQrYowsRsTlwUyGjBQVdR0SsC9yaf26F36FOiXgWszke2AWYpmnzW1gKebpcJKcqjPVTHGlyP7BKku0eQI8cp+bDRX76Yqf3J5Jeyf3Ox+PPCXVpZEWAI2IrYF5Jx3/L21FQUFBQUNDtMSFx/MLvCwpGDoXjFxSMOpQfxAsKxlHkZHg18BWwjKRXI2IVTKAr8nwpjjLpi1dw38AFdQ4FNsS5zHoBbwMXSfr3GL2IgoKC0YaIuAoT5UeA7Tp7v8PV4c8Gvo+jNq7HhbsWwRXfF8dFpdaVdE9tvyuArYGjJZ0YEX2anduI2ABLu+fKdqfl99cAm+NiQwdJeryToj5Dq9QXFBQUFBSMzygcv6CgoDMUjl9QMGrQa/hNCgoKuim+ACbHhSmWjIhf0ogIuR+vyN4DEBF3YRI9K7APLnZxvqQdImIiuWBPQUHB+IVT8ZiwDPDjiDi7VWRYRPwAR47NjyM6zpD0Sm6+KyJuB3YA/lYbU3rg6LQZcXTam2BZaO24FfG9H0eOBLBAREwr6X2cz3QZTMS3jIjnJX3Wwr4ehSgXFBQUFExAKBy/oKCgMxSOX1AwClByiBcUjLt4GHgdmBn4A54UXwF2krSypHuyIEWbpOvwCnAlr9oU+C5AIcoFBeMnJP0TV3MH2BVYuLlNVoY/ChPlXSXtlXLHHrVchC8AR0m6tnbsIZI+B6bGleqnyOP1qrdJovsxzicIsACWdCPpQeAGYDIcpTJFB9dRpGwFBQUFBRMSCscvKCjoEIXjFxSMGpQfxAsKxl1MCjyb//8GrxQvJulScGGNnNAGw9CJaQdgN2BGSTeMBZsLCgrGLM4D/o2L2+ySBbfqWAQ72s/gyvBDxw5cJR6A5tyENVL8h/zcO9sNrBfkqaEaqyYBJq/tfy6wu6TVJPUfiesrKCgoKCgY31A4fkFBwfBQOH5BwbdESZlSUDCOQtJHtYrNN0g6DIZWmB4saVCLfd7DFeoLCgomAEh6JyJOxVXf1wGOAz6oNZklP5/G+QMBBtfz+VU5AyPiR5hAD5T0VLa9F/gPME9EHCDpDKAnMLA2Pg0B1sr/PyXpo5p9L+Nq8xVJH2bcKigoKCgomJBQOH5BQcHwUDh+QcG3R/lBvKBgHERtUvkLsC6wTERMLOmrMtkUFBQ04WpgIuDy5igQHM0BllrOCbxEo3r8vMCawBwRsRqwGPAeMF1EPIUd72uBa4AjgVMi4t6KSNfI9sJYwv0WHTjrKbssY1dBQUFBwQSNwvELCgpGAIXjFxR8C/QYMqSk7SkoGFcRETvgQhn9gS0k/X0sm1RQUDAOISKmwNEf3wXuwWT5E2BeYH3gM5xDEGAgXkgfjFOuDcYS7eeAY7L9P3DOwNvwuLQlsC+OUjkVOLa5Qn1BQUFBQUFBexSOX1BQ8G1QOH5BwfBRfhAvKBgHUVV2johlgQdxfsHFJT1fq/pcUFBQMFxExM6kpDExCEsi67gVF/h6HZgKWA1YAleX3w6T6FtwlXmArzGZniQ/jwROK5XkCwoKCgoKOkbh+AUFBaMKheMXFHSO8oN4QcE4jFz5vRdPWgdKOnMsm1RQUDAOIiJ2B36KC/NMh/MNPg+8hgvx9AeQ9EW2nxYX8pkKWEfSHSm/XAXYGJgWR6E8B/xK0mu5X1shzAUF/9/e/bvaGMdxAH8f95YomSSjlE9KKXbFZKeMyj9gtFqUf0AskrLYLAZlYGJTtk/JaEOE7WI4z+X+5Iqccz2v13T6nuecvtvz7t3neb4APyfjA3+DjA+b8w5x2N72Znpze5Pk+S+uBdhQd9+oqjuZvodwf5JXSXZ194dk1cTaJMnO7n4zXH8pyaHhP14meVlVdzOdHtnT3e+H3y8k+SooA8CWyPjAH5PxYXMmxGGbq6rzSe57ZxfwpzZ6HHvtxMcQmBczPcjnXJJT3f1ks8kQEyMA8PtkfOBvkfFhPYU4ALBhqF0Znld+X1VHkjzNdHLt9PLjkgAAwPyQ8WFjCnEA4LuqOpZkX3c/WrG20N1Lw+cTSW5n+hjlxe6+N5udAgAAWyHjw2o7Zr0BAGA+VNWFJI+T3Kyqs8vr3b1UVQeq6kqSB0mOJrmV5OEs9gkAAGyNjA/rmRAHAJIkVXU4yb0kx5J8TvIsybskkyRnkuwe1i939/VZ7RMAANgaGR/WU4gDAN9V1fEkV5OcTLJrWP6Q5H2mQfpad78drnWYDgAAzDkZH1ZTiAMAq1TVniQHMw3Mr5N8TNLLB+tU1UKSL2tPqwcAAOaTjA8/LM56AwDA3PnU3S+SvFi5WFWTJJPlw3cAAIBtQ8aHgQlxAGBTVTUxJQIAAP8PGZ+xU4gDAAAAADAKO2a9AQAAAAAA+BcU4gAAAAAAjIJCHAAAAACAUVCIAwAAAAAwCgpxAAAAAABGQSEOAAAAAMAoKMQBAAAAABgFhTgAAAAAAKOgEAcAAAAAYBQU4gAAAAAAjIJCHAAAAACAUVCIAwAAAAAwCgpxAAAAAABGQSEOAAAAAMAoKMQBAAAAABiFb1z/gFbieupTAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1800x600 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x600 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x600 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x600 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x600 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for attribute in synthetic_df.columns:\n",
    "    inspector.compare_histograms(attribute)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 5.3 compare pairwise mutual information"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ufB8ry/Mp4jdveLrpbmLW1gTieLk68ds2hJjh9RIRKKzcz0Cs86TXt1S6fEWL+2jG57LLtY4lMxBrBg6ruP0NYoZ4PWdQzgzdhq7rXXWRZnCtnq4+6e43Z/fNQnxHl0w3TSSOpY8BHxLv+7rAsun+L1IOQiqcTXyn16M8rpxDuXbqnRXl+RVwQHbTLcANwFvEMXvj9LyfAm4xsy+7+/21Xl817v6Imd1JDOBakDgnGFfnIXkw6ZNAkZmtQXzfivPQG1J530hl/CoxUGMo8HMze8bdT+9OWVN5nzWz+4lZpwDnpdlxf2mUJtTdp9S461/E8Xk+4FNmtkKDmZnF+leTgb/X2OYU4pj9EfF9vZuox2tQDnpbhfgtzd/TbtWRzMXEwILi3PZh4hi/EbAc8bkcYGYPuPtUAb42nMc/QZx/zUEERQGeJM4fINoVTUmD3m4CFko3TSKOQfcSx//RqTzTAT8zsw/c/bBq+3L391KAe11iptuoehkiRERk8FKwTEREOlIaxZsHP66ouH8tyuDBRGDNap1/KZ3IZcRI9AWI9GVnVW7XpPWJDq09idHI8wFbpJQwlxEdKhAj37sEy1Iwa3W6qkyHVvh6drmpYBkRWFouXb4eWD8fJZzKsBLRQTgCWNPMVnP3POAwPdGQLxrYZwHfdve3K/azCjHCc0FgZzO7vpWOkhrOI2YiDCFSx9QLlhX14zJ3f8vKVHK9xt3PgU86xItgwzlF6rre0Ed1vV2KEfInAvtUjFz/MdERX3Qi/YDo6CrWp3gwbbcRZUf/SZWdIxbpiv5B2ZF+K/ANd3+uYrvRRIf53ERn4rFESrtqZiQ6x5zoPL+D6ARfy91frLL96mnb9b1rGtdfpdcxFxHMOhx4BdjA3e/KtjuEOMatSXQa7UzMdMkdThkouxTYusp3fCgR1P9+umknM9u/2K5d9dfMvkrXoMGhwC/z9GFmtl+6vUgL9iszu8Pdb6ix25bqSjflnfm3ptkqbdNLdRGmTf0qzJv+ngQ2zNN0pVlppxGBnGHA8Wa2nLt/kG0zBzFLqvCtGh26ixKf4TLE8X534ntWTXe/j5X2pwyU/crdpwqyWNeUfT8wsyMrXtdArfMAm2aXr2lxH3WZ2fqUg3WmEAM6qimO5bcRa/49RASlPuvuH9Z7Dnd/yMzuJlJUjzKzVeukMt2OMthzZsV9B1AGyu4EvuZVUmKb2Q+J1NAAG5rZwsV32d2vJGZqjqD8jK6skXpxE8pA2QRgW3e/pmKbvYGjiMENswLnm1nD96SKvxLHFIjzhnHVNjKz+YnjAcSAi3y24UGU791e7n5Cdl8xU/FwymDlT4kAaCsOIgJCQ4gA0RHAL83sFuJ89QbgNnd/t5mduftHZvZ3YuYURD2oGiwzs88RgXuAa9z9hRq7LY49m1WmLTSz3YE/p6vbpN/b51NZmq4jFUYSr/sbnqW7TceEkygDWz9h6hmTPT6Pd/dngd+kGWFFsOzZBoH/Wv5MGSir9R7+H+W5/lgzO9Pdn66xv2so38tNiN9OERHpMErDKCIiHcfMliI6/WdNN73A1OlRxmSXD6k1Sj51Ap+W3bRite26YQt3/6e7v+PuT2aNx3wdsGqpGFej7Kx7KP3/fGXaltTQLRqCD3VjPYhVs8tHV3aiA7j7ncDv09WPidQ6uS0pO1muIjo5367YBne/negsLUb2HmJtWmw7dTIUI8BrpmK0SF21dLpaazTwYDEmuzwt63q73EB0uHWpk+7+DrGOTmF0i/VoF8oO2PFEQOG5yo3c/XpiZHbRub1LmnFSy4dEJ+o4d3/X3R9y9+NqbDuZCF6Nr3jOl4kZCbnd8kBG2u59IE9n1eWzM7OZiVRKEKPNd63xHf+IGBFerOcyglhrpt1+mV3+nbuP9Yp1dtx9krv/BPhjumk6ooO1nt6uK4tkl59v4fGN9FZd7NX6VcW7RN3v0qmZPoftiPWVoEwVmNuMSPUFcGG1QFna1zPAwd0oU3e+j5Xy38cja5TneMqAwTC6BlZh4NZ56DqLvOGabN1lZuvS9RztInd/tM5DXiU+y/+kz/KuJgIIhWbT7OX3VQbL8hSZu1YLlAG4+1GU52tQDohqWhZYgjhn2rwyUJae6313/x5lQPRTlLOeuuPvxOwdgK3SAIpqtiFmFkGst5XP1Cq+L69XBspSWacQQZRn0k0LpuBbt7n7P4G96Zq2c3pixtYhxMC0N8zsNjM7zMxWs8ZpA/M6sm2d7fP3t1YKRojz5U0qj4ep/CcRA9QgAn5rV27TgueAjbxiXcg0uGNvIqMAwDIW60Lm+vw8vmCRTnTDdPVt4vew2nv4R8rPbCiRWriWfDb4VNkxRESkMyhYJiIig8kiZrZ/jb+fmNnvLBaBd8pOiY+BHat0DJ9HjGb9C41nz+TBhZ6sKXCPu99a477/UKbmWrNKo7MIoL1H2ZE2PbHmSW4VYi0VaH5WGXTtaKi3XtXRRCfMcHc/uuK+vNPzsHqzLtL7cG26ujhTz5rriWLR7mJx8mqKmVZvEYHVwawv6no7neA1Uialzv/x6eowyrrfHfm6NId6nTX+UgdRsb7ddHQNRFa6rM7o5krXeu2UWXnn9At0Dazn8sfPU3HfMKKT7EhgrLu/UqsgaSZC3iHV1nqQUjwVnalvA2MbPOSnwDvp8uoNgkK9XVfyNZFea+HxjfRWXezt+lXpOHd/vNodKUCUry2zRZXy/ID4nfs99XXneNWd72OlZn8fdyACqsPT4BJgYNf5NKu9CPx9QKQabNZqdc7ZDjazE1IavauIWZIQ6WG/22C/Z9b7bjTwd8rPc2ursi6XxdqOn09Xb3P3x7L7hhGz/34B/LrO96rQ09/UL1HOIBznjdeLy2cv7tjdJ3P31yhn9c1F19SzuZrruVG+vyPTLORqzzOFOK9dwN1HuPtL3S1rtq8/EOe+td6boZTrpN1MrAm4R7XPPu3vHsrj3cJUWR84BdCKgOo7xCzOWq5tEPy9LrvcUtCwwp+9RgrtFPi6Pbtp0YpN+st5PMTAicKplYM9KhxHpKy8kDIIW03+fV2l9aKJiMhApjSMIiIymCxBpJlp1otEoOzflXe4+6XU7hT8hMXaFItnN83QjeevVCtQhrtPMbMriA7P2YiRnXl6oCJYdjNdOwRG0zXY00oKRoiRrUVarQNS+pS/AtelEepFOf9HrF/QRRp9vFp2012V21RxM5FyEiLoVyvVVHedDxxDdCBPlYoxdXJ8I129uNoMm8Gkj+p6O93e4P5XiZRqEGtYNM3MhlN2Yk+hfodX4VyiUxxqp0KFOt/3KmqtPQJd17e6p1bHOBH4LXR5H9z9dSL9UkPpu58HhdpdD/KR81fV6tQruPubZvYvyqDKaKBWx2Ov1ZXk4+zyjC08vqZerou9Wr+qOLvB/VcQs1dmANYws+Ge1lzzWB+o3hpBwCezqJfJbmpUT7vzfax0PfCFdPkCM/sT0Sl7u7t/UifSbLdqBnKdX4LyvX0sf71NWJfawZZq7gC2aSJw0vJn6e6vpPd2QyLd8Gi6BiugzoyhNJjg1GaeyyId+NzZTa0cS/PvdTPnVf8hZlEOA1Y1s6GVMxibcAaxBhrEwKLKNOZLUmYWuNPdveLx1xOBjumBG8zsGGLNq3vz40utgHor0nFjDTMz4nuzPhEMqXacHkWkLt3WzLZIv4+VzqBsb2zH1Oena1DONL4wP0+uopnvaKGV72ilmxvcn3+/RhYX+tl5PMRabYW657Ae61V+tt42absXzewNop21gJmNqDZzTkREBjcFy0REpFN8ALxJBMjuBq4Gzvcm12sws5HEjKkl098yxGjqz9D197RR+pZ6nmpw/6WUswPWIQXLUtmKFFPjiLQ+rxPr2lR2kBbBstfoXofSJWnfa6br30h/H5rZzcRI48vd/YEaj1+MWEC88LZ1bw2wxbqzcT3u/pKZ3UC8ltXNbEHvupbEapSjaQd7CsapTKO63k6NOk7ztUi6m1VhIaJTEeApd3+jicfkaXyWqLlV4+97rtZaJ9A1QFM13RdEiqXufOfMbCEiFemSwFLEmoVfoGuqQWh/PcgDsvfW3KqreykDB/Xe896sK1Cmp4SuneDt0Jt1cVrWr0l0nU1TbV8fmNkTxLFnKLHuzRPVtrVYxy0/Xi1NHKtWoOtvTqN62p3vY6WjiKDB/EQ65B+kv9fN7FrK38da7/NArvP5zJOpBsr0wLvAG8TnchcRcBjX5GN78llCBMCK9G7bMXWwrJh5PolypnpNZjYvXevocsTMtCUrNm3lWLpcdnl/M9u/G48dTswCbWZdvtwllOeYm5nZTBWDivIUldXSDx5CBElnAeYgZlKOBV4xs6uI78sVafBVW6XA3RHAEdkAhNFEwPpLdD3HWYsIeldLfXgWMRN7eiId5fcqgo7NpmCE3v+OVnq1wf2VKSsL/eY8Plk4u/xgG/f7P8pZnovSNVWqiIh0AAXLRERkMLne3dds185SCpYdge8QwahajdSP6dqgbFW10au5qyhH23+Vco2T0ZS/6delTsvrgU2BFcxspLu/lTpsVkjbXV4vfUqltM/NiMWud6Ts1BlGdCisBfzKzB4DTgGO9a4LpreS0iw3Rw8fX+kcIlg2hFhXIV/Eu+gIm0AEVQe9PqjrbVNRzxrpbmfkXNnlZjvuJmSX69X7Rt/3XLOvsTuzOqaSjhEHECm0FmjwPL1VD3rtPe/lugKQz4RoR7qsXG/WxWlSv5KJTc5kyQNz81ERLDOzNYD9idkFtWbxdaeeduf72IW7v2BmaxG/fXkaxtmJVL9bAlPM7BYiHdjZFTP0BnKdz1MHNhPAzR3q7mNbeM5GWv4sk38Qr2U2YEsz+667TwIws5WJwQMQ51ETqu0gDTrZhxjgVC+Y2dNjaTvOrboVLEvB7HOJNe9mBTYggkqFIlj2EVVmkbr7fWa2DvF9WTa7a15iJuwOwEcp0HyMu19RuY92SLNVr0t/Y81sdmBn4EfEMQdgLTPb0N0vq3jsi2Z2DfA1YmDEuqQZdikV51Zp0xcoUxHW0tvf0Up1Z67W0d/O4+fLLtccyNGC/DjWX9KNi4jINKRgmYiISBVmNoJIc7VOxV1TiMWxHyTS2VxPjAr/cxuetm4HYgp43UiMcl3NzGZOHWFFCsZ3KNNpXUcEy4YS6wRcSaSdKRraDdPuVXn+N4CdzOznREBpE6YOrCxNjNrdw8zWzNJO5eccL9B4rZlK3VkHpRkXEGveTA9sTQqWpaBR0clxfgvpiZo1rWdl1Xy+PqrrA0X+vtVKP1cp7/isF5DuTt1q9rlbZmarE6mwKjvEinWI7iNms15FpKiql9avJ3rzPe9teVqqVVpMcYaZbQPcna+FRO++L71evzKTmtwuL3uXGeBmdiTRoV1pAvAw8TncTKQmbHamVo+O9e7+CPG7vBox63pDyqAKxOe3evrb0cw2y2a2D+Q6nwcq+0u6sp5+lu+b2fnArsTxcF3g8nR3PmvqjGqPT2uaXcnUM2k+IoK+9xMpJa8h1orcqQfFzc+tTqP7M2wazTKq5a9EsAzifPBCADNbnnK22xXuXnX/7n5bWq9sHSKYvAFdZwoNJQJRXzOzk4E96qSAbYuUbvH3ZnYekS6wmPH5LaqvXXtGKiPEAJMiqLcBZWDob90ZmNbP9bfz+N7qy8yPY21NpywiIgODgmUiIiLVHUMZPHgTOBr4F3BfZf56M/vONCzXpUSwbBixqPi/KFPE3FyMfqZr2qA1iY6bIgXjpPS4lrj7E8BhwGFmNgfRab4uETwrOjsWJ9btKAJ5+ajPIe7+m1afvx3c/VUz+zdR7jwV45qUM0IaratTT6NgWDvWnWj2uRo9X3+t6/1BPsuj2bR6+XY9neEwTZjZXERnZxEou4dYy+8W4PHKdYjMbOZeLM5Afs/HER3iQ4kR6avQeH2YLsxsASL96xAzew5Y390fZGC/L7lmR+rnQdtPZr6Y2Y6UgbLJRIDgPOCuyo55M8tT1E0T7n4L8b3Zx8wWI36f1yM60GdNm32deA2/SNcH8mf7XnZ5MHUsn0EEyyCCQZenwTTbpNsmUiWAkmYVXUgZKHuCCCrcADySnaMV2/f0WJqfW93q7tNkMIu732RmTxKEq1QJAAAgAElEQVSz5jbK1nZqlIIx38dkYvDFVfBJkHFtIgC1HuV5y27E+9coneEnzGxOYhDQfETqwMWaDVq5+3NmdnD2fJ+qselFxCytkcCmZjaju39AmZ2A7pR5AOhX5/HEca+YXTY73ZuhV09+vvxeza1ERGTQakfOYxERkUHFzBakHOk7BVjP3Q9x91tqLPQ8T3a5t2cM5Z0z66RgVbFodR4gu59YlwxgzdTJUyyGfb27v9mOwrj7RHe/2N2/S+T23ye7e+30XgI8QznaewEzy0cQV2VmI82sNzvfzk3/hxAjm6HsCHuB7i9EnnfENCp3vRR3zSpGWdd9rrSmz1w17uvPdb0/eIZyVssoM2umo//z2eUn21+kXrEbkQILYk3HL7n7qR6qpd7rzXqQpzJcvsnH9Iv33N0nUs5AgUgn1l07U76nwwFPlwdLXRzR6PifAghF6rq3gZezu3+SXT7Q3Xd19ytrzGDp0+OVuz+dvkfbEeuu/S27e8fs8oCt88QAi8LIPitF+90IjE+XNzKzocTAoOK3+9wUGKm0OWVqweeAldz9OHe/vzJQlvS0juaf/crNPCANjmiHIhA0nHKGVXEO9QaxtlnT3P0Rd/+Tu29KrNH47+zuHWs8rJZ3iFmcRgzi+lw3H5+vqzis2gYpjeP56epI4lx7KJHFAWLAUd31GQeY/nYen9f9ZZooy1/M7Ldm9p3UJqplRHa5LW0lEREZWBQsExERmdpKlCmO7nX32xtsv1Z2uVd/W939UcpUJusCX6bsYLku224KMcsBIlXiOpQj9bvVgWFm05vZ6Wb2HzN7KY2crla2Ke5+DJH6qrBwuu9duqYo276Jp/4r8J6ZPWdmu3SnzE26kDIl2JZmNj3R0QVwTgupc/JRrfPU2igFrxp1iDaTbqh4vjkbNPxXoPaaKP22rvcH7v4+kYIS4nu2RRMP2yq73K1ZRX1o1ezy6TU6gQEws1HAqOymavWgJ+mybswur5fW/qkpBY3yFKJ9/Z7nqal2SanGmpLWjNs3u+mkIo3jIKuLX29w/8aU9ery4j1In3XeKXpig/30+vHKzD5lZheY2cNmVi1VGwDu/g6xxloh72geyHV+fHa5Yef5QJHOoc5MV+cgzrW2zjapNWMoP5aelwLoVZnZcGL2aaGVY2k+qGezRjPVzOzzwGtm9raZ3ZmCO63K34ON03puo9L189Ixq/L5VzOzf5rZ42Z2fK0du/v/gIOym7pVt9Jv2J3ZTf/XncfTNYXqA3W2y1NxbgKsQTl7dlrNKpsmaXR74Ty+p+XOj3vr19wKSIG9XYD9gP0anN8XdW0KXY9vIiLSIQZ9J4eIiEgL8lGQdUfgmtkmdF27Z4ZeKVFXRYfc5yhnRL1F10YslMGz6Ym0iYVurVeWZpYsD3yRSHmyaa1tU9Amf8+ezy6fnl0+wMwWqrOf1YiOhyHEiPw7ulPmZqTOmGvS1a8QHWFFkKuVFIwvZJfXrbPddynTcdWSz+apFegqnm8GIn1kLT+uc19/r+v9QV5vDzazmp+dma1ErFdU+Huvlaq98nrQKA3c7yquV6sHzdTfqtI6XbemqyOAsQ0e8nOg6CC+z90f6s7ztZu7j6M8xg4DLm5yBP7MwDmU7/8E4KiKzQZLXfxhChRMJQ3GyDvJz8kuV85QqFlXzaxypnNvHa8mEL+JyxCzvet91vNmlz/5bRzgdf5JykEnizUYuDHQVAZCinOfJ929VoCyO8fSw4hZWYVWjqXXEjPYIH7DD27wnEek/7MAT/VkXdaUkvuWdHVDyvNRqB0oepcIhi9JBPfqBYarfl+6IQ+m75zWgmzIzGai63nT32ptS6zlOj5d3hjYKF2e3OBx7dTy720L2nke39Nyn5Vd3tXM5qu5JeQpxC+utZGZzUM5s+zZNHtQREQ6zGA6mRUREWmX/2aXFzWzvSs3MLPpzGw3pg6q9OZaPoUiWDaEMs3XTVU6PfK0jCum/w+6eyspm07JLp9gZitWbmBmQ4DfUgZdbnf3vIPjNGL9DtI215jZslRI+z6Pcsbc+e5eb2RvTxSpGKejnBHypLu3Epy7Jru8T4336FuUnVX15KlfRjXxfMdUplYys2FmdjR1gpv0/7reH5xBWW9HAVdW6xA3sy8TQZJipP6p7n7PNClhz+X1YC8zW6pyAzOby8zOoZx9WahWD5qpv/WMpRx1vp+ZHVI5A8LMhprZocD3002T6Roc6Uu7UXbuLgncY2Y715rFYWarEJ3Oa6abpgDfSgH93GCpi0sD55vZ7PmNacbUBUAxG+96Yl2gwqtk65cBR6aZul2k138DXddH65XjlbtPAP6Zrg4DLrBYd66yTCOA47KbLqjYZCwDsM6n845ioM7M1F7facBJQcxitvXuRIc/lDPOqsmPpVub2aqVG5jZLGZ2LF1nkUILx9KU2vEX2U0/MrODq9SdmczsGMoZOB8Bv6z5KppXBMXmpgxIPE3X2ZJ5ee8l1sSEWB/2rMrjQCrvfHQdLFD5fWnGGUQwEeIc7ywz+5OZzV/rAWa2PHA15Tnzte7+j1rbV8xAXIRynbtr0zq400JPf2+74zTadx6fl3uRlN2haakuFZky5gQurfF7uA3ww3T1XWI91lpWyC7fWnMrEREZ1Hoy7V5ERGRQcnc3s39RrsFwdGps3Uw07hYm0kgtku6fRDkiuF1rQdRzA+Wi4kXj8rrKjdz9YTN7ka7rY3UrBWPmBKIT4HNEo/QOM7uGWBvtVWIE8NeA5dL2HxDpTvLyvGdmWxMdoCOJkfj3mdnlxDpJMwJfSPspGtjj6ToitN0uIkYfDyM6bqC1WWUQo1WLBe9HArea2UVECp/ZidlmnyE6RM+na4q0Sk9ll3+dUt99CFzo7g+m248lOvCGpv0+ZmbnEqPMFwY2I2YCTiQ6M/O0XcCAqOt9zt3fN7OtiO/dSOBLgJvZJcCDxPuxGrA2Zb29D/heHxS3VX8mOt1nIjo9HzCzC4iUqjMS39UNKGdNNKoHzdTfmtz9KjM7jHKG0VhgJzO7FHiJqNcbA4tnDxvr7lMdB/uCu79sZl8FriLWcpybGHDwazO7inhfJxHHnC8Tx73CR8DO7n45FQZRXZxE1KfHzOx84FniGLMV5WycV4A9Umc0EB3TKchQDDjYGlgxpT98ifgdWp2YBV34iDhGDjez4b00U+AAYk3QWYh1o54ws38SncrvEPV0E8qZMk8Bv8l3MMDr/HWU6QdXAR7pw7K02xnEa8rXMaoXLDubmPk3L3E8vSnVhQeJ3/6liNlHxYyq7hxL97dY/+kNYu3ZmwDc/c9m9hXKwVOHUtadV4jv1saUwT6I9f7asZ7WOcDRxG9D8R6dmX9vq/g+kSZ8+lSup9Ix7Cni/fgUMcinmDn7H+DU7hbM3Seb2WZE8GvV9Hx7AXua2e3EeefLRCBtPuLY8VnKY+d/6TpbrpYzKL+3s2a3TSsN60i7tPM83t3fNLP/EW2KxYB/mNlNwDvuXi+glduVSLe5GBHgdDO7GHg4lWUt4nMt7OfuT9fZX77uX384toqISB9QsExERKS6bxEN7GJR8C+lv0r3A2OIEYjDgM+Y2TB3/7C3CubuH5rZ1XRds6ZWo24csF12vaVgWXrO9YkR9CsSjeB1qZ5u8CVgV3e/pfIOd78npWY5F1iWOBfZJP1VuhX4hru/1kqZm+Hub6Rg0cbZzS2lK0vv0SbAlUSQaSjRmZuvc/I+0VE0kfrBsvOIDq85iI6EoiPmbaLTDXd/xMx2JDrhh6dt96zYz3Pp+XegSrAs6bd1vb9w93sr6u3MQK2UTqcD301rFA0I7v6UmW1PpDUaTnQyVVuPZApwEhF8LVJcfbHKdg3rbxNl+pmZvQIcSbzfi1M96PMWsKe796c0g0Ug+gtE2sodiI7auam/zsu9xGupObN1kNTFMUSwf27g21XufwDY2N3HV7nvKKJDu3gfF6f6ekQT0r73IoKHEHW1rZ3HAO7+uJl9naj38xHfoVqfyd3ANtV+1wZwnb+YMm3denRN1TbQnU3MOi/War0tzTirKp1TbE6ca81JfO83Z+oZuRCDdc6gnD1Z7Vh6DRF0XZIIvhUzZI6la13eCXgm3T8DMWjn+0ztPeBH3QhG1OXuE1OwOj8frbtWl7vflAblnEIEl2YHdqyx+bXAdvXW0WzwXG+b2VrAD4g6OgsRHKt1ngMRYD+GCEa/3cRzPGZmt1EGjN+h64zY3tZsHWmLNp/Hn0h57Ngw/b1B/dlfeVleTWU5n/g8Z6b6b+z7wL7u3midy/XS/48pZwyLiEiHURpGERGRKtz9FWI08d5EY3Mi0Xh6i5gVcB7wTWAFd78b+Hd66MxU7xRpt8uyy29SprWplAfRXgNua/UJ3f1FojNgOyIlzlNESpMPiZRj1xDvl1WbFZHt5wHKzs7ziZQ97xGz0Z5J+94S+LK7P1drP22Ur4nzYE9SPqZZM8sQnRW3Aa8Tr+1R4I/A5939pCb28xIxGvZCYuZe8R7PUrHd2en5fkuMpH2X6Gi4mwhQfM7d637mA6Cu9wtZvd2B+FyeJTpgPgCcmJ21qruP6YfBiYbc/SIiYHocMTPkPWKU/wRirZE/EHVgTyLF3+T00M0s1tvK99VU/W2iTH8gOgDHEp1urxEdma8Tsx9/AizZj4IGXbj7/9x9DDFT4kDgCuJ49zbxHZtIzPz6MzHwYIVmUsAOgrp4C/BpYnbV40S5Xyd+r3Yj3ofx1R7o7h+7+zeJY88lxOCMSUR9fRb4F7A/sJS7n0/M7it8szdeTCrXjYARqfWuSeX6kDgmP0UcR7cFVnL3x+vsZ8DV+VRnH01Xv1Yr3ehAlFKh5uczdQNB6TG3ELO9f0V8v98mPsOJRED8ZGC0u29BHBNeTw8dXZlGLs2EHE0E1V4k6tRLlMG7YrvJ7v5T4nzgSGI21gTKunMHsUbaMu0KlGXyWVR3urs3eoC7X0B8Xw4iZsq+SnyP3wYeIwKuG7r7Ou7+ak8K5+7vu/thRPD5O0SQ5yHiXOkjIrj1BPG93RdYwt33byZQlsnrxYXT8rjbbB1p83O26zz+IOJ4/SBxrHwTeMHMGq33l5flBeJ8Y0viOPtMKsc7xMCL3wLLuvsJ9fZjZnNSBjyvTW0eERHpQEOmTKk3Q15ERERERESkdWY2jujQBVi8VjBMBiYz24dy3c8N6w2YERlszGwscEi6uq67X1Nnc+mHzOzbwPHp6mZeZ606EREZ3DSzTERERERERERadTLlDKkxfVgOkb5QrBf3LOXsexlYdk7/H0UpGEVEOpqCZSIiIiIiIiLSkpSy7jfp6uZmtkhflkdkWknr+S6Zrp7i7pPrbS/9j5mtDKycrh7q7kq/JSLSwRQsExEREREREZGe+D2xZtJQYL8+LotIrzCzkdnlVYBiHdoPgRP7pFDSUwek//cC/WY9SBER6RsKlomIiIiIiIhIy9z9XWDfdPXbZrZAX5ZHpJeMNbM3zGwicBuwcLr9aHd/sQ/LJS0ws+WBLYApwHc0q0xERBQsExEREREREZEecfdziPV+ZgJ+0cfFEekNzwGzArNnt90GHNI3xZEe+jUwBPiju9/a14UREZG+p2CZiIiIiIiIiLTDLkRAYZe0FpDIYHIn8BiRdvFp4ChgXXd/v09LJd1mZpsD6wH3UaZiFBGRDjdkyhTNMhYREREREREREREREZHOpJllIiIiIiIiIiIiIiIi0rEULBMREREREREREREREZGOpWCZiIiIiIiIiIiIiIiIdCwFy0RERERERERERERERKRjKVgmIiIiIiIiIiIiIiIiHUvBMhEREREREREREREREelYCpaJiIiIiIiIiIiIiIhIx1KwTERERERERERERERERDqWgmUiIiIiIiIiIiIiIiLSsRQsExERERERERERERERkY6lYJmIiIiIiIiIiIiIiIh0LAXLREREREREREREREREpGMpWCYiIiIiIiIiIiIiIiIdS8EyERERERERERERERER6VgKlomIiIiIiIiIiIiIiEjHUrBMREREREREREREREREOpaCZSIiIiIiIiIiIiIiItKxFCwTERERERERERERERGRjqVgmYiIiIiIiIiIiIiIiHQsBctERERERERERERERESkYylYJiIiIiIiIiIiIiIiIh1LwTIRERERERERERERERHpWAqWiYiIiIiIiIiIiIiISMdSsExEREREREREREREREQ6loJlIiIiIiIiIiIiIiIi0rEULBMREREREREREREREZGOpWCZiIiIiIiIiIiIiIiIdCwFy0RERERERERERERERKRjKVgmIiIiIiIiIiIiIiIiHUvBMhEREREREREREREREelYCpaJiIiIiIiIiIiIiIhIx1KwTERERERERERERERERDqWgmUiIiIiIiIiIiIiIiLSsRQsExERERERERERERERkY6lYJmIiIiIiIiIiIiIiIh0LAXLREREREREREREREREpGMpWCYiIiIiIiIiIiIiIiIdS8EyERERERERERERERER6VgKlomIiIiIiIiIiIiIiEjHUrBMREREREREREREREREOpaCZSIiIiIiIiIiIiIiItKxFCwTERERERERERERERGRjqVgmYiIiIiIiIiIiIiIiHQsBctERERERERERERERESkYylYJiIiIiIiIiIiIiIiIh1LwTIRERERERERERERERHpWAqWiYiIiIiIiIiIiIiISMdSsExEREREREREREREREQ61tC+LoCIiFRnZqOAp+ps8iHwJvAocBnwR3d/s5vPMQY4FXje3RduraQ9Z2YzA/O6+/i+KoN0ZWZ/B7YFlnb3x/u6PCIiIiIi04qZfQ7YDfgqsBAwE/Aq8ADR9vqLu7/XdyUMZjYUWMLdH81uWxO4Ll2dwd0/mkZlmapN11/amxLMbE/gBGB3dz+5r8sjItLfaGaZiMjA8ABwc8Xff4F3gNWAw4D7zWypPithi8xseyLgt05fl0WCmX2bCJSJiIiIiHQUMzsUuAf4HrAw8CRwLzAZWB/4A+BmtkKfFRIws/WIduK3+rIcqSxq0/VzZrYScFRfl0NEpD/TzDIRkYHhe+4+rtodaeTgP4BFgdOB1bux34uA24BJPSxfTxxOjNaUfsDM9gF+19flEBERERGZ1sxsZ+BgYlDiGOAid/84u39Z4BRgVeBfZracu7/aF2UFfgJYHz13pVptuv7Q3ux4qc/gQmBkHxdFRKRfU7BMRGSAc/dxZvZj4DhgNTP7orvf1eRj3wDe6NUCyoBgZgsQo2S37OuyiIiIiIj0kZ+m//u7+/mVd7r7w2a2CTGja17g+8DPpmH5BhS1N/uWmc0EHAgcBEzfx8UREen3lIZRRGRwuCi7vGqflUIGJDPbHHiMCJRNBL7btyUSEREREZm2zGx2YMl09fZa26WZZBenq6v0drlEWpGWaHgUOCTddBDwdN+VSESk/9PMMhGRwSEfrfdJagUzGweMBjYAVgT+L93/JLAVEVj7ZMFlMxsCPAEsDuzn7r+v9mRmdhKx4PWZ7r5jdvvnge8AX6FcCHsicBdwSj4608zGUp64A5yU9nuou4/NtpsP+AGwETAK+Bh4BDgbOM7d32/i/WkoK89hwB/T5Y2BuYHngb8DP3f3D1MaiwOJxvFMwMPA0e5+RpX9DgW2A74BrADMBXwEvAD8G/hdxYLchwBjgSnAaHe/sWJ/Y4jP7GNgLXe/scp72cjO7n5adn15YGbgLGD/9JpERERERDpJnipwI2LdsloOAY4BXi5uMLO/E+v+XuLum1R7kJntAPwVeMTdlzWzUcBTaT8LALsAewDLpYc8APwZOM3dp6R9jCHaA4WfmtlPgdPdfUzFU85gZt8FdgKWAT4A7iPaUefWKOOswN7AFsBSxED7J4k0fr9399ezbcdSp02XlfV5d1+4ynN9BdiLWEpgfuBNIm3j0e5+bbXydUdqt11HrPm9NtHW2ZFo774OXAUc6O4vpM9iLPA1YE7gOaIN+At3/6DKvkcTbeLVUtmHAq+l8v8pL38qx7XEe3mQux9Wsa9liTbzcOCn7n54VvZmVX7+CwOLpPL8n7vfZWa7d2N/IiIdRzPLREQGh6Wzy89Wuf+nwM+Bt9L9sxIzibpIDbDT0tUdqj2Rmc0IbJ2unprdvhdxgr87MB/wOBF4mw34OnCemeWNgmeIRkvR8Hg8XX8m2+fqwIPAD4mG2pPp/i8CvwFuM7P5q5WzB5YG/ks0Uv9HNFyXIN7D083s20SQa3WiYfs+8IV03575jsxsONEAO4NocH8I3J/2uzSwJ3C3mX0he9gviQbNEOAvaR/F/pYEjk1Xf5EF0or3stm/Txr1yQ3A8u6+g7u/1I33SkRERERkUHD3d4hzZYBDzex0M1vDzKZKX+fuL7n7Q+4+Ibv5lPR/fTObu8bTfCv9P7Xi9iHE+tMnA58iZgR9RAxuPAU4Itv25VTON9P1Z9P1R5nalcDRwILEgMPpgTWAc8zs4MqNzWwZoi30c+CzwItEu3EZYi23e9M2hYZtulrM7HDgemJg4QgiiDeZaDddY2Z7NNpHNwwnAk+HATMS7dS5icDZjWa2BvG6twcm0LUNeFqVsh8BjCPazCOJwZPPEKk5t6gsf1p/vFgX+mAzWy7b1zDgb6mM/waOTHe9QffaeJWf/3PAhu7+pWaXaRAR6XRDpkyZ0tdlEBGRKrJRhhAziMbV2fZ0ouH1IbCou7+cbh9HzCwD+JG7/zrdPo+7v1ptpJ+ZLZaedwiwrLs/UvFcWwPnEikcFnf3KWa2NBHUmoFI7/Brd5+Utp8TOJ6YWTUJmM/dJ2b7Gw8sBuzu7idnty9ENFjmAk4CDihGMaag0VnEzK4b3X2N+u9mYxWjIh8GNnX3x9J9hxKNQ4gG3NHAT9z9AzObGbgAWB942t1HVdnna8AG7n5ndt9KwD+IEaTnu/vW2X1LAvcSjcbfuvv+aYbaTek13wCsnS823k4VdW9pd3+8N55HRERERKQ/SYPYbiDOwwtvEufhNxIBlzvdfXKVxxYzsBYDvufuf6y4fyEioDIFWMTdX6w47/4Y2I+Y9fVxWm/qJCIg8xGwYEoBWexvHNHWO8zdD8puX5NyRtJ7xAC9s9x9spmNIGa2bUa0zeZ29zfT42Yh2iBLEe2U77j7C+m++YlA3oZE8Gx5d38ve87xVG/TjaHKzDIz25aYtfUxkUXkj+k1T09k8Phluu+z7v5w5XvdrIr34i1gG3e/It23NnAN0e6dTASqvpU+lyFEO65oHy7u7uMr9jmZmFl2elEfzGxh4v1dkwi4LZjdNwy4g8jqcTuwenrNvyU+91eJ9/XFVl9vI7U+JxERCZpZJiIyQJnZcDP7gpkdTzlC8fdFoKzC08BRxZW8kVXJ3Z8mGgpQfXZZkXbx9CIVCLAe0YC7y90PKwJlaX//I9JdQATTrP4r+8T+RKDsn+6+R57uw92fADYlGq5fMbOvN7nPZu1cBMqSXxGNNYCb3P0HRSoOd3+XcvTfYmY2R/a4dYhG1KF5oCw97k4iiAgxajO/7wlgn3R1HzNbkVg4fBViVto3eytQJiIiIiLSqdz9HuKc+6bs5lmJtPZHEBkgXjSzX6ZBc/ljJxOzw6BsM+V2JPrhrqwREPmTux9bnOendPP7EMG1ocDKLbykX7r7X4uAjbu/Tbk+8Qx0Xe96NyJQdjewZREoS497icgu8jSRIWNMC2XJFUGo37r7Mdlr/jilKLyamAX3rVo7aMFhRaAsPde/ic8T4B1gq+JzSe3cw4nBqBCZRArrEzPpLnL3U/PAqbs/RznIcj5ipllx34fAN4nMJKsA3zezrwL7Ep/xzr0ZKBMRkcYULBMRGRiuM7Mp+R/wLtGQ+Xba5mQioFLNLVlgqxlFWpDt8xtTOpH1iZP5oiGIux/n7jMTa5VV8252eeYa21TaPP0/s9qdKSh4dbq6cZP7bMYEd++yoHcKiL2Srl5e5TEvZJdnzR73ZWL9rxNqPFfxvkz1nrj7X4CLiEbi34gUIAC7pEaYiIiIiIi0WUqv+BUiQHIocAtd1zOblzg3vy/NJMqdSrSVVjazykGCtVIwFi6pUpYJxIwjgNmbfhGlC6rs8wUi1SDAPNldRfvr7GoD89JMsmIN6pbbX2a2FJHWEeDEGpvtCixJ2QZqh8uq3DY+/b/Z3fN1wIvg1mvpat7GO5BImVh12QLqtH3d/UFi5hxE3TqdmNl2jLtXK5+IiExDQ/u6ACIi0pQHiJzlhSnEiLQJRG73i939oTqP7+4ItQvT8y1uZqu7e5G7fztiBOL17v5klce9b2YrA58hGjdLErOm8rz2DQdqpPQgi6WrB5vZ3jU2HZX+L1Pj/lZUW/MNylGF1Wbl5Y3nIfkd7j7JzGYzs9WI9QeWSP+/QIw2hNrvyR7EaM9iTbrj3P0flRuZ2S7EYuDN6jKqUkREREREunL3e4m0hGPTLLLVga8RM8TmJdo65wFfyh4z3syuA9ZO2x0En6RgX5Zov00VFEuer3F7ke6wlT68Wvt8m8jiMTy77TPp/+5mtmmNxxXrRfek/bVUUYYabUrcvVabrCeq7bNeGw/Kdl5lG2+KmX1sZl8BliPaeEsBn6N8fVC9nXcsMVNxPWK9s7uBH1VulFKC/qFGuaq53N0P78b2IiJSQcEyEZGB4Xv11ixrwnuNNym5+3tmdjaR3/6blAtdF+lEphoNaWY7ECknlq646yngL8Du3SjCbNnlz9TcqtTKKMta3mlw/1TrE9RiZiOJdC1jgFmyuz4kGkX3EDP1qnL318zsFmDLdNN/a2y6KNF4b9Z8jTcRERERERH4JNPE1cDVZvYz4BRgW2BVM1vB3e/ONj+FCJbtYGY/Sxk+dkr3nZVmLFVT6/bCkAb3V/N+N7Yt2mBLM3WbrlJP2l9zpf9v92AfrajXzutOG28IsDfwQ1mLknIAACAASURBVGDB7K4pgBNrllVLwwl8Emi7hAiWATxSo07MRvfaeFpnWkSkhxQsExGRWk4lgmXfSDO7lgBWIho15+cbmtlOwGnp6pVE+sAHgIfdfaKZzUD3gmV5Q+az7v5AS6+g7/0DWIsIVv6OyIn/IPBYmnG2O3WCZWa2FREom0yMSvydmV1bOQLT3ccCY3vjBYiIiIiIdAIzOwH4KnBaWjerqjSwcA9gC2AYsSZzHiy7APgjkSljdTO7jQisQe0UjP3BO0SAZmN3v7SXnwdgRC8+R286mLLtdQ5wBdHGe8Td3zazpakTLDOzJYj10CDaedub2cXufl6+XRos20qAVEREWqRgmYiIVOXut5vZQ0RaiTUp1yM7z90rR+X9OP0/w913YmqVufwbPffrZvYyMQPq00TgbSpm9lliTa+n3X1id56jt5nZqkSgDGBDd7+uymY13xczW5Ayh/+BxOjU9YG/mtka1dYREBERERGRlg0nUuhtBtQMlgG4+1tm9jYwJxUp/Nz9/ZSl49uUAbW5gHtTasf+yoGVifZX1WBZCgTNRrS/aqUubOTR9H+EmY1y9/FVnmcTYD/gDnc/oMXnabs0CHT/dPXn7n5Ilc3qtfGmJ2aejSTWwr6RyERygpnd4u610maKiMg00HDdGBER6WjFyMfNga0rbsstnv7fVWM/u2WXKwdqFCkvKkfNFQ20/zOzqX6vzGw24N9EKsN9ajxvX1o8uzzV+5LWPdguXR1acd8QYqbenMDtxKy0PYC3gNUog5MiIiIiItIeZ6b/K5rZmHobmtl6xLn6/4jsEZX+kv5vDhTrf7V7VlmtdlSrirXUdjOz4ZV3mtlQInPGncBvelCWh4Hx6XKtdZfHAKOJteH6k7kpZ8S10vb9MdGee4No3x2V9jMncFpqB4qISB9RsExEROr5K/ARsAOxiPMT7n5jle0eSf/3NLOFihvNbFYzG0vMjCrMXPHYIlf9YhW3H5nu+zJwppnNne13MeAyorHyBnBc/kAzW9LMljGzBRq+wt7zSHb5Z6lxCYCZLUek6yjWAqh8T74PrAt8AOzs7h+nRa5/mO4/xMxW7J1ii4iIiIh0Hne/mkihCHCymR1tZqPybcxsJjPbGTg33XSQu0+19pa7/we4DxhFBIQ+BM5qc5FrtaNadRzwIjG77p9mtmhxh5nNQ7zmZYnXUhksa7osaQ23X6SrB5rZrkWQyMymN7MDiSDjR8SgwaIMC6Q23pKtvLg2eZUIkALsa2ZzFHeY2Txm9idg+2z7mbP7VyRSOALs6+7Pp2whOxPv6TpEO1BERPqIgmUiIlKTu79MBHVGpptOq7HpT4nRhMsBT5rZfWZ2H/AycAgxcvCJtG1lWop70v8fmdndZnZQeu7HgW8Qs6m2A14ws3vM7EFi8eLViXz3G7j7KxX7vJYYsXhEt15wG7n7PZSN6P2BF83sTjN7kshpvwaxSDjASDObFcDMPk0ECgEOcfeHs93+mZhNN5QIIFYG2UREREREpHXbA6cT/WV7A0+Z2dNmdoeZ3Q+8DpxCpGz8sbsfX2dfxUyyEcAl7j6hzWUt2lHfTO2v4+pu3UBKa78J8BIRuHnKzO43s/8Cz1IGsLZz9/trlKVLm67Oc51CBMJmAE4mtZWAV4g23MfAXu5+X/awI4g23rU9eJk94u4fAcVrWxN4LrVRHwJeAPYi3ovX0jYLwydZRc4kXu8V7n5qts/7KdN+HpnagyIi0gcULBMRkUaKE/nJwBnVNkgLQK8EXEw0rpYFFgXuJ1JNLE85knLjiofvT4zgfIeYvbZstt8riJz5vycCZEaMdBwP/An4rLvf0pMX18u2J9Jr3EmsrbY8MCOR4mQjd18PeDptu7GZDSMaUTMBd1AxYjONwtyNeK+s8n4R+X/27jxMlqq+G/i354rIphiUTXNRVI67El7XRwQ1uEWjSFxAQY0m7oobyhMUcAVEExV3NCiu4Ibo60YUiELUEH01LkcFWVxA4s6OMO8fVRPGtufeqXtnpqunP5/n6aeYqurqX9e96Hw553cKAGDD1VqvqrU+Kc2zu16f5L/S/P5+1zQDHzXN0nl3rrUesdB1Wu9PM+iTLP0SjElyZJqBpl8l2SXJnTf2gm1H3B2TvCLXdcbdLs0kyPcl2a3W+vERb10w063js16YZjWNk9Is33jXNINxJya5Z6312I38OsuiHSD96zQTH3+b5n5tm2Y5zmcluUea55El12Xfo9Pkt7nlF4e9Nsm30uTA97e5EIAVNpidnR13DQCw5EopJye5oNb6zHHXAgAATJdSyp3SDDj9IslftkvusRFKKS9M8pRa6+3HXQsAq4/OMgBWnXaZi7sn+d64awEAAKbSP7TbfzVQtmT2jIwHwDK53rgLAIBl8NE0y5GMXDYSAABgqZVSdk3y6yR/k+b5VVemWT6ejVRKOSjNYNl9x1wKAKuUwTIAVqPDk3y31nrJuAsBoD9KKQcneV6tdftFnr8myQvTdAfcPMmPkhxRa/3g8lUJwAT7cJrnh805tNb6s3EVs8p8LMkJtdZzx10IAMtj3HnNMowArDq11q8ZKANgvlLKw5K8ouPbjk5yZJKvJjkwyS+TfKCU8oQlLg+A1eG0JJck+WmSg2utrxlzPatGrfVsA2UAq1cf8tpgdnZ2Q94HAADQe6WUQZJnJ3lDmpU1LlrMTMVSym2S/CDJMbXW57X71iQ5Pcktk+xUa7162QoHAABY5fqU13SWAQAAq9l/JHlTki8m+a8O73tcmrx0zNyOWus1Sd6SZIc0z00BAABgw/Umr3lmGQAA0DullC0Wc16t9dL1nPKXadawf3eSL3co4f8k+X2t9UdD+8+ad/yLHa4HAACwKqzGvGawDAAA6KPFPntysJ7jt6i1XpUkpZQun3+zJD8bsf/n7XZtl4sBAACsIqsurxksY1E2W7uvh9v1zCXnHTzuEhhh4H9We+fKa3477hIYYWawybhLYMima2407hIYaZf1BYuxWInfDddutjTXmQteG2CrJH8Ysf/ydruomZSwUmS2/rns/MPGXQJDBuv973UA0NV0ZrbVmNf8V10AAKCPthzz588kGRUw5/Zdu4K1AAAA9Mmqy2sGywAAgN5ZxNr2y+0PSTYfsX/zeccBAACmzmrMawbLAACATgaDmXGXsBLOS7LHiP07tttR6+MDAACM3RRktiXPa6v+jgEAAGyAs5LcuJRyy6H9u7Xbb6xwPQAAADSWPK8ZLAMAADoZZGbZXz3wsTTr3T93bkcpZU2SZ6WZpXj6mOoCAABYJ3mte16zDCMAADDVSilbJNk7yUW11i8mSa31+6WUdyQ5sJSyVZKvJXlsknsn2bfWevXYCgYAAJgSK5XXDJYBAACdrML172+a5PgkpyX54rz9z0lyUZK/T7Jfkprk72qtH1vxCgEAABZplWW2Fclrg9nZ2Y2sk2mw2dp9/UXpmUvOO3jcJTDCwByE3rnymt+OuwRGmBlsMu4SGLLpmhuNuwRG2mUw7gpG2fIWT1z23w0vOfe9vfzu0FcyW/9cdv5h4y6BIYP4vxYAltp0ZrbVmNf8V10AAKCTVTZLEQAAYFWR2bpzxwAAAAAAAJhaOssAAIBOBoNVt+IGAADAqiGzdWewDAAA6MgCFQAAAP0ls3XljgEAAAAAADC1dJYBAACdeFg0AABAf8ls3bljAAAAAAAATC2dZQAAQCdmKQIAAPSXzNadOwYAAAAAAMDU0lkGAAB0MjDnDgAAoLdktu7cMQAAAAAAAKaWzjIAAKAT698DAAD0l8zWnTsGAAAAAADA1NJZBgAAdGKWIgAAQH/JbN25YwAAAAAAAEwtnWUAAEAnZikCAAD0l8zWnTsGAAAAAADA1NJZBgAAdDLIYNwlAAAAsACZrTudZQAAAAAAAEwtnWUAAEAn1r8HAADoL5mtO3cMAAAAAACAqaWzDAAA6MQsRQAAgP6S2bpzxwAAAAAAAJhaOssAAIBOzFIEAADoL5mtO3cMAAAAAACAqaWzDAAA6MicOwAAgP6S2bpyxwAAAAAAAJhaOssAAIBOrH8PAADQXzJbdwbLAACATgQvAACA/pLZunPHAAAAAAAAmFo6y8aolPKUJE9Jcsckmyb5aZITkhxaa72qPefuSV6d5B5JrkjygSTfTfKuJLestZ7bnrd1ksOTPCrJtkkuSPLeJEfUWq9euW8FAMBqNzDnjikgrwEAMKlktu4Mlo1JKeWwJIcm+VCS45JsluQxSV6aJmQdXkrZLcmpSX6V5DVpOgGfnSaozb/WFkn+Pcktkrw9ydlJ7p3kFUl2K6XsXWudXeavBAAAsCrIawAAMF0Mlo1BKWWTJAcmOanWut+8/W9LM8NwnzSzDl+X5Nok96y1/qw95/gk3x+65IuT3C7JvWutX2/3vb2U8s0kb0jysCQnL983AgBgmlj/ntVMXgMAYNLJbN25Y2PQLrOxfZIDhg5tl+Q3SbYspdw4yR5JPjQXvNr3XpDk+KH37ZPkB0nOKaXcZO6V5JNJZpM8fHm+CQAAwOoirwEAwPTRWTY+VyZ5cCnlkUlKklsnuUl77LwkO6cZzPzhiPf+YOjnWye5QZKLF/isnTa6WgAAaA0Gg3GXAMtNXgMAYGLJbN0ZLBuDUsogzWzDxyc5M8k3krw7yVfTPOR52ySbtKdfOeISVwz9PJPka0kOWeAjf7ORJQMAAEwFeQ0AAKaPwbLx2D1N8HpdrfWg+QdKKdulWYrj7HbXLiPef5uhn89NsnWt9ZSha90gySPSrKsPAABLwvr3rHLyGgAAE01m684dG49t2u335u8speyTZG2S69VaL05yepJHl1JuOu+cbZLslz91UnOo7DO0/7lJPpzkAUtYOwAAwGomrwEAwJTRWTYeX03y2yRHlVJ2TLN2/b2T7J9myY6t2vNekOQrSb5RSnlbmhmMz0iydXt8tt2+Nsmjkny4lPKuJN9K8ldJ/iHJfyY5bpm/DwAAU2Rgzh2rm7wGAMBEk9m6c8fGoNb6yyQPTfPg55cmOTLJHZM8Pc069jcspdyt1npWmlmG5yc5NMmLknw0ydvaS13ZXu83Se6V5F1J/jbJm5M8MMkbkzyo1nrZynwzAACAySavAQDA9NFZNia11jOT3HeBw69PklLK9rXWM4bPa2ctXpPkV/Oud3GSZ7YvAABYNta/Z7WT1wAAmGQyW3fuWL/9Rynl1Pk7SilbJPmbJN+qtV49lqoAAACQ1wAAYJXQWdZv70vyslLKx5J8IcnmSQ5IskOSp4yzMAAAppdZipBEXgMAoKdktu4MlvXbYUkuTPKPaZb6uCrJ15M8p9b6lTHWBQAAMO0Oi7wGAACrgsGyHqu1Xpvkre0LAAB6YWA1d5DXAADoLZmtO3cMAAAAAACAqaWzDAAA6Mb69wAAAP0ls3XmjgEAAAAAADC1dJYBAACdDMxSBAAA6C2ZrTt3DAAAAAAAgKmlswwAAOhkMBiMuwQAAAAWILN1p7MMAAAAAACAqaWzDAAA6GRgzh0AAEBvyWzduWMAAAAAAABMLZ1lAABAJ4OBOXcAAAB9JbN1Z7AMAADoxsOiAQAA+ktm68zwIgAAAAAAAFNLZxkAANCNKXcAAAD9JbN15pYBAAAAAAAwtXSWAQAA3Vj/HgAAoL9kts50lgEAAAAAADC1dJYBAADdmKUIAADQXzJbZzrLAAAAAAAAmFo6ywAAgG5MuQMAAOgvma0ztwwAAAAAAICppbMMAADoZNb69wAAAL0ls3WnswwAAAAAAICppbMMAADoxiRFAACA/pLZOtNZBgAAAAAAwNTSWQYAAHQzY5oiAABAb8lsneksAwAAAAAAYGrpLAMAALoZmKUIAADQWzJbZzrLAAAAAAAAmFo6y1iUS847eNwlMGTLnV477hIY4dLzDhl3CQy5wfW2GXcJjHTtuAsANoZJitA7l51/2LhLYMjmaw8bdwkMufz8w8ddAgCsDJmtM51lAAAAAAAATC2dZQAAQDczpikCAAD0lszWmc4yAAAAAAAAppbOMgAAoJuBWYoAAAC9JbN1prMMAAAAAACAqaWzDAAA6MYkRQAAgP6S2TozWAYAAHTjYdEAAAD9JbN1ZhlGAAAAAAAAppbOMgAAoBuTFAEAAPpLZutMZxkAAAAAAABTS2cZAADQyexgsqYpllLWJjkqyQOSXD/JaUleUGv98Xred5MkRyZ5WJKtk9Qkr621fmh5KwYAANhwk5TZ+pLXdJYBAACrVinlL5J8OU3wemOSVya5e5LTSynbruN910/ypSQHJPlIkucn+UOSD5ZSnrLcdQMAAKx2fcprBssAAIBuZgbL/1o6z09yyyQPrrW+qtZ6dJK/TrJtkhev432PTHKnJC+vtT631vrWJPdL8sMkry6lyFIAAEA/yWud85qABwAArGb7JTmz1nrW3I5a63+nmYW43zred6t2+4V577sqySlJtksT3gAAANhwvclrnlkGAAB0swLL35dStljMebXWS9dxjRsn2TnJp0ccPivJXqWUHWqtvxhx/Idzl2nPnXOrJFcm+c1i6gMAAFhxy5zZVmNeM1gGAAD00SWLPG9dMfBm7fZnI479vN2uTTIqfJ2U5LNJjiyl/DrNw6L3S/KgNA+NvnKR9QEAAKw2qy6vGSwDAAC6GaxAa9nS2KrdXjbi2OXtduSMyFrrH0spr0pyQpoQNufDSQ5ZsgoBAACW2mRktl7lNYNlAABAH225BNeYe0bz7DrOuXbUzlLKg9IsB3Jxkuemme24V5KntccfX2sd+V4AAIBVbtXlNYNlAABANzPLP0txXWvbd/CHdrv5iGObDZ0z7PAkVyfZvdZ6drvv46WUC5K8OsnHknx0CWoEAABYWsuc2VZjXptZ/ykAAAAT6bx2u8OIYzu221Hr4yfJnZJ8dV7wmnNsu33ARtYGAAAwzXqV1wyWAQAA3QxW4LUEaq2/S3J2kt1GHN4tyU9rrRcu8PYrMjovze1bs/EVAgAALAN5rXNeM1gGAACsZicmuU8pZde5HaWUOya5f5IPruN9X0hy31LKnYb2P63dfmlJqwQAAJg+vclrnlkGAAB0M1j+Z5YtodclOSDJ50spR6d5QPQL0yzncXSSlFK2S/Mw6LNrrWe27zs4zdIdp5dS3pLkgiR7JNk3ySlJTljJLwEAALBok5PZepPXdJYBAACrVq3110l2T3JGkpelCVVnJNmz1npxe9rtkhyf62YhptZ6bpK7J/lMu//N7c+vSPKwWuu1K/QVAAAAVqU+5TWdZQAAQDeTM0sxSVJrPSfJI9dx/NSMWHm/DWBPWLbCAAAAlsMEZba+5DWdZQAAAAAAAEwtnWUAAEA3ptwBAAD0l8zWmVsGAAAAAADA1NJZBgAAdDNB698DAABMHZmtM51lAAAAAAAATC2dZQAAQDcmKQIAAPSXzNaZwTIAAKCT2RnJCwAAoK9ktu4swwgAAAAAAMDU0lkGAAB042HRAAAA/SWzdTZ1g2WllOOSPDHJZrXWK8Zcy7ZJrqi1/r5vtQEAAKy0PmUieQ0AAKaHZRjHpJTykCQ1yY7zdr8jyf5JrhpLUQAAsBiDFXjBGMlrAABMNHmts6nrLOuReyTZev6OWuuZSc4cTzkAAAC05DUAAJgiBssAAIBuZlbpVEIAAIDVQGbrbGIHy0op90xyWJJ7J1mT5D+TvKLW+m/zztk9ySuT/J8kv05yxIjrHJbk0CS3q7X+YN7+pyd5W5L71VpPHdr/9CS7JPmfJJ9O8vJa6/+0x6+X5MAk+7XnrEnykyTvSfL6WuvsvLXuk+T7pZTTaq17jloDv5Ry8/Y7PDTNzMZzkvxre61r2nP2TPLlJA9O8pAkj23P/WaSg2utpy32vgIAAGwseU1eAwCASTKRzywrpeyV5LQkOyQ5PMnLk9woyRdKKX/XnnPfJKckuXmakHZsmhDzyI343DelCWQXJTkoyQeSPCnJ/y2lbNKedmySI5P8R5oQ9rIk1yZ5XZID2nPekeQT7T8flOTVC3ze2iTfSPKYJO9L8oI06+YfmeRDI97yjiS7J3ltmu962ySfLaVssyHfFwAARhoMlv/FxJLX5DUAAMZMXuts4jrLSikzSd6e5DtJ7lVrvbrdf0ySf0/y5lLKp5IcleQ3Se5Ra/1Ve84JaWbvbcjn3j7Js5OcWGt9zLz95yR5Z5KHlFK+luaBz2+utR4475z3JLk4yT5J3ltrPbOU8u0keyc5ef4MySFHJNk+ye611q+0+95SSnlzkmeXUh5Raz1p3vm/T3LPeffkZ0mOS/KoJO/akO8NAACwWPKavAYAAJNoEjvLdk2yc5JPJrlRKeUmpZSbJNkqycfThJV7Jbl7khPmgleStCHnsxv4uX+TZJDkX4b2H59m2ZBTaq0XpZkx+U9D52yT5A9Jtlzsh5VS1iR5eJJT5wWvOa9qt3sP7f/4XPBqzQXN7Rf7uQAAsF6DFXgxqeQ1eQ0AgHGT1zqbuM6yJLdut69sX6PcN80f2Y9HHPt+/jy0LMYt2u2fXLNdq/6sebuuTLJvKeXBadbAv3WaQJZ0G5y8SZqw9mezGGutF5VSfjuvpjm/HPr5qna7psPnAgAAbCh5TV4DAICJM4mDZXMB5pVJTl/gnCvb7Q1GHFtsEBm+N3Pvu2KhN5RSrp/k80n2SPMA51OTvKmt8+uL/Nw56xufncl14WrOtR0/AwAAuptZpVMJWQryWkNeAwBgfGS2ziZxsOzcdntZrfWU+QdKKXdKsjbJj5LMJikj3n+roZ+vabebDu3fbujn89rtrZP817zP3DTN0h4nJNk8yZ5JnlVrfevQOVsv9IUWcHGSS5LcbvhAKWWHJDdMckHHawIAACync9utvCavAQDAxJjEZ5b9Z5KfJ3lWKWVuuYy5gPO+JB9NE1pOT/K4UsraeefsnORvh653Ybvddd5518+fL/3x6Xb7jKH9j25fs2nWuk+S7w2d8+wkm+RPByfnQt/IP4Na6zVJPpNkj1LKfYYOz62xf/Ko9wIAwLKaGSz/i0klr8lrAACMm7zW2cR1ltVary6lPDvJiUm+VUp5V5LfJTkgyV2TvKTW+qtSyoFJvpLkzFLKm9Msk/Hc9tybzrvkx5O8Mck/l1J2bI8/OUP3ptb6nVLKW9KEvu3TPHh6pzTB6ktpHmB92yRXJ3lPKeWYJJcl2SvJo9IsB7LVvEte1G5fUEr5VK31UyO+7kuT3D/J50spb03ykyQPTPKIJCe1LwAAgF6Q1+Q1AACYRJPYWZZa6yeSPCDNw5tfmuSINN9l/1rrUe0530pynyTfSTOz78Akx7av+df6VZIHp3mQ9MuTHJLk35I8a8RHP6e9zq2SvCHJY5K8Jckjaq3X1Fq/m2aG46/TrNH/iiTbtvuOTXKHNrglyUeSfCHJE5IcucD3PDfJ3dIExCe1n3nrJC9Msk+tdXb9dwsAAJbW7GD5X0wueU1eAwBgvOS17gazs35/Z/2umf22vyg9s+VOrx13CYxw6XmHjLsEhgwGE9dEPSWuHXcBDBlkzbhLYKRdehlDdn7qicv+u+E5xz66l98d+mo2Buf6ZvO1h427BIZcfv7h4y4BgFVnOjPbasxr/gsiAADQzSpdox4AAGBVkNk6m8hlGAEAAAAAAGAp6CwDAAC6GZilCAAA0FsyW2c6ywAAAAAAAJhaOssAAIBurH8PAADQXzJbZzrLAAAAAAAAmFo6ywAAgG5MuQMAAOgvma0ztwwAAAAAAICppbMMAADoZmD9ewAAgN6S2TozWAYAAHTjYdEAAAD9JbN1ZhlGAAAAAAAAppbOMgAAoJNZS3oAAAD0lszWnc4yAAAAAAAAppbOMgAAoBtT7gAAAPpLZuvMLQMAAAAAAGBq6SwDAAC6mbH+PQAAQG/JbJ3pLAMAAAAAAGBq6SwDAAC6GZilCAAA0FsyW2c6ywAAAAAAAJhaOssAAIBurH8PAADQXzJbZzrLAAAAAAAAmFo6ywAAgG5MUgQAAOgvma0znWUAAAAAAABMLZ1lAABAJ7PWvwcAAOgtma07nWUAAAAAAABMLZ1lAABAN2YpAgAA9JfM1pnOMgAAAAAAAKaWzjIAAKCbgVmKAAAAvSWzdaazDAAAAAAAgKmlswwAAOjGlDsAAID+ktk6c8sAAAAAAACYWjrLAACAbqx/DwAA0F8yW2cGy1iUgb8qvXPpeYeMuwRG2GKnV427BIb8/tyXjLsEmAjXm9ls3CUwgngDLNbA/2L0zuXnHz7uEhiy2dpDx10CI/h3BYA+MAICAAB0M+M/ygMAAPSWzNaZwTIAAKAbwQsAAKC/ZLbOZsZdAAAAAAAAAIyLzjIAAKCTWQ+LBgAA6C2ZrTudZQAAAAAAAEwtnWUAAEA3ptwBAAD0l8zWmVsGAAAAAADA1NJZBgAAdGP9ewAAgP6S2TrTWQYAAAAAAMDU0lkGAAB0M2OWIgAAQG/JbJ3pLAMAAAAAAGBq6SwDAAC6MUsRAACgv2S2znSWAQAAAAAAMLV0lgEAAN2YpAgAANBfMltnOssAAAAAAACYWjrLAACATmatfw8AANBbMlt3OssAAAAAAACYWjrLAACAbgZmKQIAAPSWzNaZzjIAAAAAAACmls4yAACgG+vfAwAA9JfM1pnOMgAAAAAAAKaWzjIAAKAbkxQBAAD6S2brTGcZAAAAAAAAU0tnGQAA0MmMKXcAAAC9JbN155YBAAAAAAAwtXSWAQAAnQysfw8AANBbMlt3BssAAIBOJi14lVLWJjkqyQOSXD/JaUleUGv98SLe++Qkz0tSkvwiyYeTvLLWevnyVQwAALDhJimz9SWvWYYRAABYtUopf5Hky2mC1xuTvDLJ3ZOcXkrZdj3vPSTJe5JckOTA9joHt/sAAADYCH3KazrLAACATgaTNE0xeX6SWya5W631rCQppXwuybeSvLh9/ZlSym2SvDzJCUkeV2udg5TzrgAAIABJREFUTfKOUsofkjyvlHJ4rfUHK/EFAAAAupigzNabvKazDAAAWM32S3LmXPBKklrrfyf5UntsIfsn2STJQW3wmvPWJK+KLAUAALCxepPXdJYBAACdTMokxVLKjZPsnOTTIw6flWSvUsoOtdZfjDi+e5Jaaz2vvdZmSa6utf4wycuWq2YAAICNNQmZrW95zWAZAADQO6WULRZzXq310nUcvlm7/dmIYz9vt2vTPAj6z0pI8p1Syl5JXpfkLkmuLKV8JMlzaq2/X0x9AAAAq81qzGuWDgEAADoZDJb/leSSRb7WZat2e9mIY5e324VC3tZJbpPkpCSfS/KoNEt6PCHJZ0opa9Z/pwAAAFaevNY9r+ksAwAAVqu5yYGz6zjn2gX2b5rmQdNPr7W+o933iVLK75IcluQRST6+FEUCAABMoV7lNZ1lSUopp5ZSLhx3HQAAMAkGM8v/SrLlIl/r8od2u/mIY5sNnTPs0iTXJPnXof3Htdv7reezWSLyGgAAdCOvdc9rOssar05yw3EXAQAANNaztv1inddudxhxbMd2O2p9/Ln9N621XjW0/5ftdquwUuQ1AADokdWY13SWJam1frHW+rFx1wEAAJNghZ5ZttFqrb9LcnaS3UYc3i3JT2utC3Us/WeSvyilbDe0f+d2e/7SVMn6yGsAANCNvNY9rxksAwAAVrMTk9ynlLLr3I5Syh2T3D/JB9fxvg8kGSQ5eGj/89vtJ5aySAAAgCnUm7xmGcY0a+AnuW2tdftSynFJ7pPk0UmOTnLPJFckOSnJi2qtv573vi2SvLw9d4c0bYPvTvKGWus17TkzSZ6b5B+T3CrJ75J8Pskhtdbz5l3r3CSnJDktzR/wzmlGVV+S5EtJjkiyb5I1Sb6Y5Nm11ovnvf9mSV6V5KFJtk7yoyRvq7W+ZUluEgAAtGaWaCbhCnldkgOSfL6UcnSaB0S/MM2yHUcnSTsbca8kZ9daz0ySWuvnSikfTPK8Usr2Sb6c5AFpfvd/W631myv+TaaUvAYAAN1MUGbrTV7TWTbaNkn+LU2Yen6SzyR5cpK3z51QStkkTVB6UXvu85N8PclRSV4/71rHJ/nnJOckeUGS9yTZO8k3Sim3HPrcByV5Q5L3pwlgN00zsvqZJHdOcmiSjyV5TJJ/mVfLju1n/01b4/PTBLdjSilv3JgbAQAAk6wdPNk9yRlJXpbm9+wzkuw5bzDjdml+b3/a0NufmGYwZLckb0qya5IXJ3nW8lfOOshrAACwCvQpr+ksG23rJC+ttR7Z/vzOUspfJtm7lLJ5rfWyJE9J84fw7HmzAd9eSlmT5JmllFe2x/dLcmyt9R/mLl5K+ViSr6UJWnvP+9ybJ7lnrfVr7XlXJTkmyY2T/FWt9dp2/52SPHje+16TZMskd6m1ntvue2sbvJ5bSnl3rfXbG39bAABg6daoXym11nOSPHIdx09Ns4TH8P4/phlcOWrZimNDyGsAALAOk5TZ+pLXdJYt7CNDP38zzeDiNu3PD09yaZJ3Dp33wiR3SbN8x9wf8Kvmn1Br/UaapT0eWkrZdN6hn84Fr7lT2+0n54JX60dpHl53/XbZkEemGW29pJRyk7lXko+25z9svd8WAABgcshrAADAktFZtrBfDv18Vbtd025vkeT8WuvV80+qtV6Y5MIkaZftuGL+Wvfz/CDNbMMdkpzb7rto6Jw/LrD/mnY7k2bpjxu117o4o+20wH4AAOhskmYpsmrJawAAsACZrTuDZQu7dj3H1yS5bD3nDJLMllIGtdbZoWNzXX1Xzdv3x4w2/N5R1/lUkjcvcM7P11klAADAZJHXAACAJWOwbMOdl+TupZSZ+UtulFL+Ks3SHkcm+Umah0DvlOtmI865bZIrs/DswsW6OE0I3LTWesr8A6WUmya5b5plQAAAYEkMTFOk/+Q1AACmlszWnWeWbbhPp3mw9H5D+5+Z5HFplvY4qd33T/NPKKXcLcleST43vCxIV+1D7D6TZK/2uvMdnmYd/DtszGcAAABMGHkNAABYNJ1lG+6dSZ6U5LhSyr2SfDvJ7kken+TwWusvk3yulHJikqeWUnZI8tkkf5nkWUl+k+RFS1TLS5PcL8mXSylvTfLjJPdP8tg0wexzS/Q5AACQgSl39J+8BgDA1JLZunPLNlCt9co0AeeYJI9I8i9J7pLkaWlmCM7ZN8lLktwqyRuSPDHN7MFda60/XqJazkly9ySfaK//piS7Jjk0yaPnLzsCAACw2slrAABAF4PZ2XU9ixga185+z1+U3vFH0kdb7PSqcZfAkN+f+5JxlwAT4Xozm427BEYYpPRyofk7H//vy/6LyLf3372X3x3664cCAqzHZmsPHXcJjHD5+Yev/ySA3tqll7lluTPbasxrOssAAAAAAACYWp5ZBgAAdDJYdXMIAQAAVg+ZrTudZQAAAAAAAEwtnWUAAEAnZikCAAD0l8zWncEyAACgkxnBCwAAoLdktu4swwgAAAAAAMDU0lkGAAB0YkkPAACA/pLZutNZBgAAAAAAwNTSWQYAAHRiliIAAEB/yWzd6SwDAAAAAABgauksAwAAOhnMmKYIAADQVzJbdzrLAAAAAAAAmFo6ywAAgE6sfw8AANBfMlt3OssAAAAAAACYWjrLAACATsxSBAAA6C+ZrTudZQAAAAAAAEwtnWUAAEAnZikCAAD0l8zWnc4yAAAAAAAAppbOMgAAoJMZsxQBAAB6S2brTmcZAAAAAAAAU0tnGQAA0In17wEAAPpLZutOZxkAAAAAAABTS2cZAADQycCUOwAAgN6S2bpzywAAAAAAAJhaOssAAIBOrH8PAADQXzJbdzrLAAAAAAAAmFo6ywAAgE4GpikCAAD0lszWnc4yAAAAAAAAppbOMgAAoBOTFAEAAPpLZuvOYBkAANCJ4AUAANBfMlt3lmEEAAAAAABgauksAwAAOjFLEQAAoL9ktu4MlrEoV17z23GXwJAbXG+bcZfACL8/9yXjLoEhN7zFkeMugRFOPnP/cZfAkD122GHcJTDCJtaBAIAlc/n5h4+7BEbYbO2h4y6BIf5dAaaRwTIAAKCTGbMUAQAAektm685cVQAAAAAAAKaWzjIAAKATsxQBAAD6S2brTmcZAAAAAAAAU0tnGQAA0MnMYHbcJQAAALAAma07nWUAAAAAAABMLZ1lAABAJ9a/BwAA6C+ZrTudZQAAAAAAAEwtnWUAAEAnZtwBAAD0l8zWnXsGAAAAAADA1NJZBgAAdDIzmB13CQAAACxAZutOZxkAAAAAAABTS2cZAADQycxg3BUAAACwEJmtO51lAAAAAAAATC2dZQAAQCdm3AEAAPSXzNadewYAAAAAAMDU0lkGAAB0Yv17AACA/pLZutNZBgAAAAAAwNTSWQYAAHQyGMyOuwQAAAAWILN1p7MMAAAAAACAqaWzDAAA6MT69wAAAP0ls3WnswwAAAAAAICppbMMAADoxIw7AACA/pLZujNYBgAAdDLjYdEAAAC9JbN1Z4ARAAAAAACAqaWzDAAA6MTDogEAAPpLZutOZxkAAAAAAABTS2cZAADQiRl3AAAA/SWzdeeeAQAAAAAAMLV0lgEAAJ1Y/x4AAKC/ZLbudJYBAAAAAAAwtXSWAQAAncwMZsddAgAAAAuQ2brTWQYAAAAAAMDU0lkGAAB0Yv17AACA/pLZutNZBgAAAAAAwNSauMGyUspsKeXDQ/t2LqWs2YBrnVpKuXDpqktKKbfZiPduW0q54VLWAwAAS21mBV5MLpkNAADGS17rbhK/1/5Jjpn7oZTy5CTfTbLJ2Cq6rpZDknx5A9/7kCQ1yY5LWhQAAMDKktkAAICJMnHPLKu1vn9o1x5JbjCOWkb462z4Pb1Hkq2XsBYAAFgWM4PZcZdAj8lsAAAwXjJbd5PYWQYAAAAAAABLYoNm1JVSTk3yxyRHJ3lVkjsk+XmSVyd5b5JDkvxjkq2SnJHkGbXWn7TvvUuSg9PMLrxJkt8n+fckB9dav9+es2eapTGenOS5SW6f5Iu11oeXUmaTfKTW+ri2jj3asi4vpby31vqk9hpPSfKUJHdMsmmSnyY5IcmhtdarNuA7753kpUlul2SQ5JtJjqq1fro9fm6Sndp/nk1yeK31sFLK9ZIcmGS/JLskWZPkJ0nek+T1tdbZUspxSZ7YftT3Symn1Vr3bL/fbWut2w/V8uEkj621Dubt+8ckz0xymyRXJ/mPJK+otZ7R9bsCAMC6zAzWfw7jJbPJbAAATC+ZrbuN6Sy7Q5KPJPl8khe1+45N8pkkeyc5IsnbkjwoyfuTpJRy+zRB7M5pQtszk5yY5KFJPl1KGa7nmCT/leQF7WcNe3Wa0JYkf5/kHe3nHNbWcm5b20FJLkwTnA7u+kXbIHhikv9J8uI0wXKbJCeVUu7dnnZgkh8k+V2aNfo/3u4/NsmRaYLQgUleluTaJK9LckB7zjuSfKL954Pa79Wlvv3ba3yn/YzXpAmr/1ZKuUWXawEAAKuGzCazAQAAi7AxzyzbPs1MuROS/52l9+kkd0ly61rrpe3+nZI8tpSyVZJnpZmld79a60Xtdd5VSrk8TWC4a5qgNeesWutTFyqg1vrFUsrjk+ye5EO11itKKZu01zqp1rrf3LmllLcluSDJPkkO7/hdH5PksiQPr7Ve217vxCSntTWfUWv9ZCnlwCQ3nlujv5SyXZoQ9uZa64HzanlPkovbWt5baz2zlPLtNIH15FrrDzrWt2+S79Za95/3GacmeV+SXdMEUAAAWBJmKU4MmU1mAwBgCsls3W3MYNk1SU6a93Ntt5+fC12tH7XbHZI8O8lhtdaL5w6WUrZIszxIkmw59Bmndi2q1np1KWX7JNcfOrRdkt+M+IzF+Gma5UneVEp5Z63127XWn6dZPmNdtVxUSrlRkuGn6W2T5A8bWMtC9T2wlHJ4kuNrrT+utX49yW2X6PoAAMDkkdlkNgAAYBE2ZrDst7XWK+f9PBeeLho675p2O9Ou9X7jUspBaWYz3irJLXLdcpDDS3r8cgNruzLJg0spj0xSktw6zVr7SXLeqDeUUtYkuelw7W1IPCbJA9PMsnxWKeVnaZYuOa7WeuYiatm3lPLgNOvf3zrJjdpjG7MM5nyvSHLPJC9P8vJSytlJTk7y7lrrfy/RZwAAQJKl+yV2pZRS1iY5KskD0gzQnJbkBbXWH3e4xg2T/HeSc2qtey5HnctAZpPZAACYQpOU2fqS1zbmnv1xgf3DM/L+VynlIUm+m+bByRemWbN9rzTr249yzQL7F1RKGSQ5Ps168rsk+UaaNe9v3/7zQv4yyS+GXt9Iklrr79sbfI80a8tfmOQfkpxRSnnJOmq5fpIvJDkuzSzJU9M8/PqWaZb02FB/MshZa/1pmqVF7p/kn9OEvQOT/L9Syr4b8TkAADDRSil/keTLaYLXG5O8Msndk5xeStm2w6WOTpMZJonMJrMBAEBv9SmvbUxn2YZ4S5Lzk9y11vqHuZ3tw5iXyu5JHp/kdbXWg+YfaNejXygYXpgmBM53efu+kuSG7TIZX0/yT+26/qemebjzkQtc83FJ9kzyrFrrW+fVsWmSrRfxXa5JsumI/dvNu9YgyZ2SzNZav5zmL1ZKKXdOcnqah2V/aBGfBQAAizIzWHCspY+en2bg42611rOSpJTyuSTfSvLi9rVOpZQHJHlKkquXsc6+kNkiswEAMNkmKLP1Jq+tdDfeNkkuGApd2yQ5oP1xQwbv/nfJkHmfkSTfm39SKWWfJGsX+oxa6xW11lOGXl9tD789ycntA6/nzj8vTVibP1vzmvzpPR1ZS5rnAGwyVMvw90h7/a1LKbec9z12TnK3eXXMJvlkkveXUuZf73tp1thfaDYpAABMg/2SnDkXvJKkXfbuS+2xdSqlbJnk2DSZ4NfLVWSPyGwNmQ0AAJZfb/LaSneWfSbNWvDvTnJGmra4p+a6gLLVQm9ch7n19l9eSvlCkq8m+W2So0opO6ZZOuPeSfZPcsUGfsZRST6d5CullOOSXJbkQWnWnD94qJb7lVJenGaG4BfSjGa+p5RyTPu+vZI8akQtc9/jBaWUT9VaP5XkA2n+Qnymff/WaULbuWnW9Z9zRJrlUb5USjkhybVJ/i7JzdPMogQAgCUzMxh3BYtTSrlxkp3T/C4/7Kwke5VSdqi1/mIdlzkyyZokL02yz9JX2Tsym8wGAMCEW+7MVkrZYjHn1VovXcc1epXXVrqz7JlJ3pnkIUnenGbpjU8l2TXNUht/vQHXfFuaZTaen+SgWusvkzw0yQ/S3KAjk9wxydOTHJLkhqWUuy1wrZFqrZ9N8rdJft9e41/SPOT6abXWI+ademSS7yd5dZK/r7V+N8neaUY0X5nmoc7btvuOTXKHUsr27Xs/kiaoPaG9Tmqt/7ete02ade0PaD///UP1vTPJE5Ns1n72UUlukGSfWqvlPAAAWFIzK/AqpWyxmNd6Sr1Zu/3ZiGM/b7drF3pzKWWPJM9I83v/HxY6b5WR2WQ2AAAm3HLntSSXLPK1Lr3Ka4PZ2YlZu5IxuvyPZ/iL0jM3uN426z+JFffHay8fdwkMueEtFnpECeN08pn7j7sEhuyxww7jLoERNpnZtZc9XC/62peW/XfDkw94xqLOq7UueI9KKfdK0x31nFrrMUPHnprkXUkeUGv90oj3bp7k20nOqLUe0O67MMkPaq17LvJrwAr6ocwGTKTN1h467hIYcvn5h4+7BJggu0xlZluNeW2ll2EEAAAm3KQsw5jrVtJYV1C8doH9r0mzBN+BS1oRAADAMluBzLblElyjV3nNYBkAANBHSxG+5pbi2HzEsc2GzvlfpZR7J3lOmmdPzZRSbtIeGiTZpP35ilrr+pYVAQAAWHXW9SyyDnqV1wyWAQAAnQwGy7/a2xKFr/Pa7ah1Rndst6PWx39gmlmOb21f822b5OIk703ypI0vEQAAYGmtRGZbAr3KawbLAACAVanW+rtSytlJdhtxeLckP621Xjji2PuSfGXE/hOSXJDkhbnugdMAAAB01Le8ZrAMAADoZIKeWZYkJyY5qJSya631m0lSSrljkvsnef2oN9Raz0lyzvD+UspVSX5Taz1lGesFAADYKBOU2XqT1wyWAQAAq9nrkhyQ5POllKPTPCD6hWmW8zg6SUop2yXZK8nZtdYzx1UoAADAlOlNXptZrgsDAACr08wKvJZKrfXXSXZPckaSlyU5uP3nPWutF7en3S7J8UmetoQfDQAAMBbyWnc6ywAAgFWtXabjkes4fmqS9S5UUmvdfgnLAgAAmHp9yWsGywAAgE7+P3v3Hi/rXPd//DVr29jOyXbqzqHoQ1QOKULc2ClR+olOiIQSQlQq5JCzyiHHuFPd6SAqcqici5A7ierjFCrnFGE7bNbvj+819ljW2ntf294z11rzenqsx1hzzTX7O2vWrLnec32+n+9Aa7DXQ5AkSZIkjcDMVp9tGCVJkiRJkiRJktS3nFkmSZIkqZaB6TbAkCRJkiT1ipmtPmeWSZIkSZIkSZIkqW85s0ySJElSLVYpSpIkSVJzmdnqc2aZJEmSJEmSJEmS+pYzyyRJkiTVMq7XA5AkSZIkjcjMVp8zyyRJkiRJkiRJktS3nFkmSZIkqZaB1mCvhyBJkiRJGoGZrT5nlkmSJEmSJEmSJKlvObNMkiRJUi0DrV6PQJIkSZI0EjNbfc4skyRJkiRJkiRJUt9yZpkkSZKkWqxSlCRJkqTmMrPV58wySZIkSZIkSZIk9S1nlkmSJEmqZZxVipIkSZLUWGa2+jxZJkmSJKkWW3pIkiRJUnOZ2eqzDaMkSZIkSZIkSZL6ljPLJEmSJNUy0Brs9RAkSZIkSSMws9XnzDJJkiRJkiRJkiT1LWeWSZIkSarF/veSJEmS1FxmtvqcWSZJkiRJkiRJkqS+5cwySZIkSbWM6/UAJEmSJEkjMrPV58wySZIkSZIkSZIk9S1nlmmGDLTG93oIGuKZ5x5jznHz9XoYUuM9dtfnuOK+e3s9DA2x2Vrf6fUQNIyH7ti510PQEOMbWtpm/3tJkjSrTL7nwF4PQUNMWOqAXg9Bw/C1ojrMbPU1NH5Lmh5PlEkzxhNl0ozxRJkkSZIkSepXziyTJEmSVMtAa7DXQ5AkSZIkjcDMVp8zyyRJkiRJkiRJktS3nFkmSZIkqZZx9r+XJEmSpMYys9XnzDJJkiRJkiRJkiT1LWeWSZIkSaplwCpFSZIkSWosM1t9ziyTJEmSJEmSJElS33JmmSRJkqRarFKUJEmSpOYys9XnzDJJkiRJkiRJkiT1LWeWSZIkSarFKkVJkiRJai4zW33OLJMkSZIkSZIkSVLfcmaZJEmSpFrGtQZ7PQRJkiRJ0gjMbPU5s0ySJEmSJEmSJEl9y5llkiRJkmqx4k6SJEmSmsvMVp8/M0mSJEmSJEmSJPUtZ5ZJkiRJqmWg1esRSJIkSZJGYmarz5llkiRJkiRJkiRJ6lvOLJMkSZJUi1WKkiRJktRcZrb6PFkmSZIkqZZxrcFeD0GSJEmSNAIzW322YZQkSZIkSZIkSVLfcmaZJEmSpFps6SFJkiRJzWVmq8+ZZZIkSZIkSZIkSepbziyTJEmSVItVipIkSZLUXGa2+pxZJkmSJEmSJEmSpL7lzDJJkiRJtVilKEmSJEnNZWarz5llkiRJkiRJkiRJ6lvOLJMkSZJUyzirFCVJkiSpscxs9TmzTJIkSZIkSZIkSX3LmWWSJEmSahloDfZ6CJIkSZKkEZjZ6nNmmSRJkiRJkiRJkvqWM8skSZIk1WLFnSRJkiQ1l5mtPn9mkiRJkiRJkiRJ6lvOLJMkSZJUy0Cr1yOQJEmSJI3EzFafM8skSZIkSZIkSZLUt5xZJkmSJKmWcVYpSpIkSVJjmdnqG5UzyyLiyxExGBErzOT+yw/5fjAivj9rRjdzImKZahyHz8Bt74qI33ZjXJIkSZJUh3nNvCZJkiSNNn03sywiTgHeCKzVcfU2wF09GdDM2QOY3OtBSJIkqT8NtAZ7PQSNUeY1SZIk6eUzs9XXdyfLgI2B+zuvyMzv9mgsMyUzf9LrMUiSJEnSbGBekyRJktR1/XiyTJIkSdLLMGD/e0mSJElqLDNbfT07WRYRlwNTgCuBfYBngC2A24BDgE2AharvT8rMb0zn/pYFvgRMAhYHngSuB/bPzGuq27TnHi5d/f/2mfmt6v9/kJkf7Li/dwOfB1avxnktcFBmXtVxm28B6wBbAkcDawJPAT8F9s7MRzpuuxOwC7A88Czw2+r+rh7yUMZFxH7Ax4HFgD8DX87Mn3bc113A/Zm5ZsfPcg7g4Gocy1HalByXmSdN6+cmSZIkSUOZ18xrkiRJUj8Z6PG/vyawAyXknEEJWtcB7wZOBvYE7gBOiIhjR7qTiJhICUeTqv12AU6n9Lm/KCIWqG66DfBwdZ/bUILfcPe3E3A+sCCwP3AY8Brg0ojYfMjNXwlcAtxdjffnwPbVONr3tw1wCvBHSv/6Q4HXA5dExDJD7m8XYFvgWEqYXAw4JyJWGenxV15LCX3XAp8FHgFOjIgvTGc/SZIkqZaB1uz/UiOY18xrkiRJGoXMa/X1ug3jvMBmmXkZvFD5Nx/wpsy8q7rNiVXw2j0iTs/Mm4a5n+2AicCqmXlj+8qIuAf4OrARcE5mfjciDgEeHqnvfUQsDBxDCUpvycynqutPBG4GToqICzPz6WqXhYDPZ+YR1fenRsSrgfdFxDyZ+STwIeCWzNym49+5HPg2sCovXqz6SeCt7SrHiLgJuBh4H3AjI1sc2DczD6/2Oxn4DfCliDi5s2pSkiRJkmaAec28JkmSJPWFXs8smwL8GiAiBoDNgauBxyNikfYXcHZ1+02Hu5PMPApYbEjwmqvjJvPVGNNG1e2PaQev6t94FDiBEnLWGrLPD4Z8/3vKichXVt//HVghIg6MiOWq+7suM1fIzHOH7HvhkKB0fXW5xHTG/TglaLbH+yxwHDAB2HA6+0qSJEkzbKALX2oE85p5TZIkSaOQea2+Xs8s+3cVEqBUGi4IvBN4aITbLz2N+5ojIg4E1qC04HgtUx9fnedv2eryL8Nsa1+3zJDrHxzy/TPV5bjq8iBKC5P9gf0j4g7gPOD0zLx5yL4PDPl+cnU557SHzZ2dYbFy6wjjlSRJkmZaa4y23dBLmNfMa5IkSRqFzGz19fpk2XMd/98OSD8Djh/h9vcOd2VErAZcQQk9vwS+Q6kWnBf4Yc0xTevXqD3GZ4Zc//y07jAz/171sF8P2AzYmNILf/eI2Dozz+q4+XPD3ccMeHaY69rhb8pM3qckSZKk/mVeM69JkiRJfaHXJ8s6PUTp/z5XZv6qc0O1IPTbKQtKD+doYBBYKTPv79jvYzMxjr9WlytSFl/utEJ1+bcZvbOIaAFvAAarXv/tfv9vpCxYvTdw1sj3MMOWjYiBzOwMgq+rLkf6uUmSJEm1WaTYl8xrL495TZIkSV1jZquvMe0lM3MK8HNgUkSsMWTzgZQ++CuNsPsrgX/S0RIjIiYAn6i+7Twp+BzTfty/pITAvSJi7o77WxD4FPAw8NvpPZ62zBwEfgJ8NyI6x/En4D/MuirChYHOBannBD4N/Au4ZBb9G5IkSZL6kHntZTOvSZIkSQ3WpJllAJ8H/hu4LCJOBG4HNgA+QAlmF42w38+BfYFzIuICShjbHliq2j5/x20fAN4YEZ8CLsvMP3XeUWY+EhGfpSwOfV1EnAmMB3akLBb9wY6+/TPqcOAU4NKI+CGlDcj7gf8CPlvzvkYyBTg5It5Eqbb8CLAKsF1mTp7mnpIkSVIN9r/vW+a1mWdekyRJUteY2eprzMwygMy8E3gLcC7wUeA4YFXgAGDLIS0rOn0ZOAJYrdpnZ+B6YGXg38BGHbfdn9JC5KvA+0YYxzeAzYHHgYOBz1EWX14/M8+eicd1avVwhYAeAAAgAElEQVR4JgBfAY4E5ga2GNL//uX4J+XxbFLd/wCweWZ+exbdvyRJkqQ+Zl57WcxrkiRJUoO1BgcHez0GvUwRcTmwQmYuPrv+jaefu95flIaZc9x8vR6ChjHl+ad7PQQNccV99/Z6CBrGZmt9p9dD0BAP3bFzr4egYcw3fv1G1gP+38M/n+3Hhqst8u5GPnaprm7kteJWM5skaZaYsNQBvR6ChjH5ngN7PQQN63WNzC2zO7ONxbzWqJllkiRJkiRJkiRJUjc1bc0ySZIkSQ3XajmBRZIkSZKaysxWnzPLJEmSJEmSJEmS1LecWTYGZOb6vR6DJEmS+seYa04vzUbmNUmSJHWbma0+Z5ZJkiRJkiRJkiSpbzmzTJIkSVItLcsUJUmSJKmxzGz1ObNMkiRJkiRJkiRJfcuZZZIkSZJqsUhRkiRJkprLzFafM8skSZIkSZIkSZLUt5xZJkmSJKmWAcsUJUmSJKmxRlNmi4ilgCOBDYE5gSuAvTLz9unstzhwKPAu4JXA34HvAQdl5jN1x+HJMkmSJEljWlPClyRJkiRpqohYGLgMWAA4FngK2Bu4MiJWycwHR9hvAnApsCxwInAbsC7wReCNwHvqjsWTZZIkSZJqGUVFio0KX5IkSZLUDaMos+1JyVxrZOYNABFxEXAjsE/1NZxdgRWB92TmedV1J0fE34DPRcQGmXlpnYG4ZpkkSZKksawdvt6ZmYdk5tHARsCijBy8YGr42iozP5OZJ2fmR4AjgM0iYoPZPXBJkiRJGuM+DFzTPlEGkJk3UwoXPzyN/TYAHu44UdZ2VnW5dt2BeLJMkiRJUi2t1uz/moUaE74kSZIkqRtGQ16LiFcArwF+N8zmG4AlI2KJEXbfDlh/mOsnVpdT6o7HNoySJEmSGici5p2R22XmE9O4j3b4On+YzTcAkyJiicy8b5jt2wGLDHP9TIcvSZIkSRoLZkVeA15VXf5jmG33VpdLAS/Ja5n5APDAMPt9urq8YkbG18mTZZIkSZJq6VL/+8dn8HbTGk6jwpckSZIkdUMXMtusyGvzV5dPDrNtcnU5QyflACLiE8CmwKWZefWM7tdmG0ZJkiRJY1WjwpckSZIk6QXt81OD07jN8zNyRxGxNfANSlHkdjMzGGeWSZIkSaqlSzPL5psF99Go8CVJkiRJ3dCFzDYr8tp/qst5htk2YchtRhQRuwLHAv8ENs7Mv83MYDxZJkmSJKlxptPbfkY1KnxJkiRJ0lgwi/La3dXlEsNsW7K6HK6l/gsi4svAAdXtNsrMv8zsYDxZJkmSJKmWgS5NLZsFGhW+JEmSJKkbRkNmy8xHI+IOYPVhNq8O/D0z7x9p/4j4IiWr3Q5Mysy7Xs54XLNMkiRJUi2tLnzNCpn5KDCrwtc6niiTJEmSNBqMhrxW+RGwTkSs2r4iIlYGNgC+N9JOETEJOBi4E3j7yz1RBs4skyRJkjS2/Qj4bESsmpm/hxeFr2NG2mmY8HVfNwYrSZIkSX3kKGBb4OKIOJqypvRnKJ09jgaIiMWAScAdmXlNtd+RlPN25wEbRsTQ+705M2+sMxBPlkmSJEmqpdUa7PUQ6mhM+JIkSZKkbhgtmS0zH4mIdYGvAvsBzwCXA3tn5kPVzVYEvgOcCVwTEQsBq1TbPj3CXR8BeLJMkiRJkqBZ4UuSJEmS9GKZeSew+TS2X05H98fM/DezvBukJ8skSZIk1TQK1op+kaaEL0mSJEnqBsNMfQO9HoAkSZIkSZIkSZLUK84skyRJklRLyzJFSZIkSWosM1t9ziyTJEmSJEmSJElS33JmmSRJkqRarLiTJEmSpOYys9Xnz0ySJEmSJEmSJEl9y5llkiRJkmqx/70kSZIkNZeZrT5nlkmSJEmSJEmSJKlvObNMM2SucQv2egjSqDDHwIReD0FDrLfEEr0egobx0B0793oIGmLia0/p9RA0jMn3rN/rIQzLIkVJkqSxa/I9B/Z6CBrGhKUO6PUQNIzJ95zV6yEMy8xWnzPLJEmSJEmSJEmS1LecWSZJkiSpFvvfS5IkSVJzmdnqc2aZJEmSJEmSJEmS+pYzyyRJkiTVYpGiJEmSJDWXma0+Z5ZJkiRJkiRJkiSpbzmzTJIkSVItA5YpSpIkSVJjmdnqc2aZJEmSJEmSJEmS+pYzyyRJkiTVYpGiJEmSJDWXma0+Z5ZJkiRJkiRJkiSpbzmzTJIkSVItrdZgr4cgSZIkSRqBma0+Z5ZJkiRJkiRJkiSpbzmzTJIkSVIt9r+XJEmSpOYys9XnyTJJkiRJtbRMXpIkSZLUWGa2+mzDKEmSJEmSJEmSpL7lzDJJkiRJtVikKEmSJEnNZWarz5llkiRJkiRJkiRJ6lvOLJMkSZJUixV3kiRJktRcZrb6/JlJkiRJkiRJkiSpbzmzTJIkSVItLRvgS5IkSVJjmdnqc2aZJEmSJEmSJEmS+pYzyyRJkiTVZJmiJEmSJDWXma0uZ5ZJkiRJkiRJkiSpbzmzTJIkSVItLasUJUmSJKmxzGz1ObNMkiRJkiRJkiRJfcuZZZIkSZJqabWsuZMkSZKkpjKz1edPTJIkSZIkSZIkSX3LmWWSJEmSarL/vSRJkiQ1l5mtLmeWSZIkSZIkSZIkqW85s0ySJElSLS2rFCVJkiSpscxs9TmzTJIkSZIkSZIkSX3LmWWSJEmSarJKUZIkSZKay8xWlzPLJEmSJEmSJEmS1LecWSZJkiSpllbLmjtJkiRJaiozW33+xCRJkiRJkiRJktS3nFkmSZIkqSb730uSJElSc5nZ6nJmmSRJkiRJkiRJkvqWM8skSZIk1dKySlGSJEmSGsvMVp8nyyRJkiTVYvCSJEmSpOYys9XnybIei4iFgGOAjYDFgfuBnwH7Z+a/qtu8CjgE2ARYCLgNOCkzv1Ftnwe4CVgCWDkz/1pdvzxwI3AL8LbMnNLFhyZJkiRJo5p5TZIkSeoPrlnWe2cDmwNnALsA51WXZwFExJLAdcC7gZOBPYE7gBMi4liAzHwS2A6YGzip2m8ccGb1b2xt8JIkSdKsM9CFL6kRzGuSJEkahcxrdTmzrIciYlFgQ2CfzDy64/rJwHpVBeKhwHzAmzLzruomJ1bBa/eIOD0zb8rMX0fEccAeEbEVsCywFrBLZt7axYclSZIkSaOeeU2SJEnqH54s661HgceBXSLibuDizHwsM/cBiIgBShXj1cDjEbFIx75nA7sDm1JaegB8gdL642vAwsCFmXlSVx6JJEmS+karZf979QXzmiRJkkYlM1t9Y3O+3CiRmU8DOwGLAj8E/hkRl0fE7hGxADARWBB4J/DQkK8rq7tZuuP+JgM7AksC44AduvRQJEmSJGlMMa9JkiRJ/cOZZT2WmWdFxIXAe4F3AZOA9YC9gHWrm/0MOH6Eu7h3yPdvry7HA+8BTpmlA5YkSZKwSlH9wbwmSZKk0cnMVpcny3ooIuYHVgFuzswzgTOrhZ4/DxxCaenxJDBXZv5qyL4TKUHrto7r3gDsR2n5sRhwVERclJl3d+PxSJIkSdJYYV6TJEmS+odtGHtrNUp7jh3bV2Tmc8Dvqm+nAD8HJkXEGkP2PZASslYCiIg5gG8Bkym98XcG5gK+OfuGL0mSpH7U6sJ/UgOY1yRJkjQqmdfqc2ZZb10F/AY4OCKWAm4EFgd2Be4DfgBcDPw3cFlEnAjcDmwAfIASzC6q7uvzlDD3ycy8D7gvIg4H9o+InTPT9h6SJEmSNOPMa5IkSVKfcGZZD2Xm85Te9ycBmwAnALsBvwLWzsxHMvNO4C3AucBHgeOAVYEDgC0z8/mIWJnSzuMaXtzz/lDgVkp7j6WRJEmSZomBLnxJvWVekyRJ0uhlXqurNTg42OsxaFS41V8UaQYM4kulaaY8/2Svh6BhPP3co70egoaY+FonNTTR5HvOamR/iyen/Ga2v+HNM8fajXzsUnOZ2SRJGssmLHVAr4egYfRrZhuLec02jJIkSZJqGas96iVJkiRpLDCz1Tc258tJkiRJkiRJkiRJM8CZZZIkSZJqabWsUpQkSZKkpjKz1efMMkmSJEmSJEmSJPUtZ5ZJkiRJqskqRUmSJElqLjNbXc4skyRJkiRJkiRJUt9yZpkkSZKkWlrW3EmSJElSY5nZ6vMnJkmSJEmSJEmSpL7lzDJJkiRJNdn/XpIkSZKay8xWlzPLJEmSJEmSJEmS1LecWSZJkiSpllbLKkVJkiRJaiozW33OLJMkSZIkSZIkSVLfcmaZJEmSpJqsUpQkSZKk5jKz1eXMMkmSJEmSJEmSJPUtZ5ZJkiRJqqVlzZ0kSZIkNZaZrT5PlkmSJEmqyZYekiRJktRcZra6PL0oSZIkSZIkSZKkvuXMMkmSJEm1tKxSlCRJkqTGMrPV58wySZIkSZIkSZIk9S1nlkmSJEmqpdWySlGSJEmSmsrMVp8zyyRJkiRJkiRJktS3nFkmSZIkqSZr7iRJkiSpucxsdfkTkyRJkiRJkiRJUt9yZpkkSZKkWlrY/16SJEmSmsrMVp8zyyRJkiRJkiRJktS3nFkmSZIkqSarFCVJkiSpucxsdXmyTJIkSZIkSZIkSV0XEUsBRwIbAnMCVwB7Zebt09lvAnAA8CFgIvBHYL/M/MXMjMM2jJIkSZJqabVas/1LkiRJkjRzRktei4iFgcsoJ8qOBQ4G3gJcGRGLTmf37wF7Az8BPgOMAy6IiPVmZizOLJMkSZIkSZIkSVK37QksC6yRmTcARMRFwI3APtXXS0TEhsDmlBloX6uu+zZwE3A0sEbdgTizTJIkSVJNA134kiRJkiTNnFGT1z4MXNM+UQaQmTcDl1bbprXfs8CpHfs9AZwOvDkilq87EGeWSZIkSZIkSZIkaYZExLwzcrvqBNZI9/EK4DXA+cNsvgGYFBFLZOZ9w2x/M/DnYe7/ho7tt83IGNs8WSZJkiSplhauKSZJkiRJTdWFzPb4DN5uWgN5VXX5j2G23VtdLgUMd7LsVcB109mvFk+WaQa9zk9EpBngC6V5xtvJq5F8Xppn8j3r93oIGlU8NpSax9elJElj2eR7zur1EDSqzPZjw8FZcB/zV5dPDrNtcnU50gy2+WdyvxF5skySJEmSJEmSJEkzar5ZcB/tUuppnXh7foTrWzO534g8WSZJkiRJkiRJkqQZMq21yGr4T3U5zzDbJgy5zVCPz+R+I7IJkiRJkiRJkiRJkrrp7upyiWG2LVldDreeWXvfmdlvRJ4skyRJkiRJkiRJUtdk5qPAHcDqw2xeHfh7Zt4/wu43AK+PiAlDrm/f1/V1x+PJMkmSJEmSJEmSJHXbj4B1ImLV9hURsTKwAfC96ew3F7BTx37zAjsA12XmHXUH0hocnNYaaJIkSZIkSZIkSdKsFRELA38ExgNHA88DnwGeAd6cmQ9FxGLAJOCOzLymY98LgY2A44BbgR2BNwAbZeZVdcfizDJJkiRJkiRJkiR1VWY+AqwLXA3sB+xb/f/6mflQdbMVge8AOw/ZfUvgRGBr4BjgaWDjmTlRBs4skyRJkiRJkiRJUh9zZpkkSZIkSZIkSZL6lifLJEmSJEmSJEmS1Lc8WSZJkiRJkiRJkqS+5ckySZIkSZIkSZIk9S1PlkmSJEmSJEmSJKlvebJMkiRJkiRJkiRJfcuTZZIkSZIkSZIkSepbniyTJEmSJEmSJElS3/JkmSRJkiRJkiRJkvqWJ8skSZIkSZIkSZLUtzxZJkmSJEmSJEmSpL7lyTJJkiSNShHR6vUYJEmSJEkvZV7TaOPJMo0pEeHvdI9FRCsixvV6HHopD1KaxddKM0XEHL0eg6YtItaKiF9FxFKZOdjr8UiS6jGz9Z7Hoc1kXmsWXyfNZF5rPvOaRrPW4KC/sxr9ImLBzHy01+PodxExkJnPV///CmBZ4P7MvLe3I+tvVegayMznej0WFRExrv18RMTCwBLAv3ytdFfn8zDMtg2BJ4G7MvO+7o5M0xIRPwHWzMzFI6JlAJOk0cHM1gxmtuYxrzWPea0ZzGujk3lNo5knyzSqRcTywIHA4sAzwCXAyZn5n54OrM8MPYCJiIOA3YDxwBRgO+AXmflkb0bYv4aE4SWANYH7gfsy865ejk0QEV+hvD7mAOYCdgJ+kpnP9HJcY1lEbAFsnJk7Vd+3gFbH6+SdwPHAkpTn5e/AVzPzGz0asjpU1b3XApMpz6PvK5LUcGa2ZjCzNZN5rdnMa91nXhvdzGsa7TxZplGnXZUQEbsARwK3AXcDrwZWBc4CDs7Mv1jB0F0RMSfwOcrB5I8oBy7vAhYCPpWZP+nd6PpbRBwJfJJSebUI8DdgX8qB/mRfK90VEUsB3wIC+B/gWWAt4CrgKMPX7BMR5wP3Aftm5sMd1/8X5cOik4GngJ8CcwO7AK8H9gJOy8wnuj7oPhYR2wG7Al8DLszMRyLiOuDBzNzUv12S1ExmtuYyszWTea1ZzGu9Y14bXcxrGmvs86pRpwpdiwF7AGdTDlRuAYiIfYGvAM8B2/oHuTsiYm7gXEoF3ArAmcAxmflERJwFXAZsHxE3Wh3XfRFxPLAFcBTwe2A+YBvgFMoHFkf6Wpl9RmgdMYlyQL8TcMVILYk8sJx1Op6HrYG5hgSvDYHvAQ8BE4F3Zeb/VdsupRz4fxb4M3Bxt8feb4b83q9BmYnwHeA3EfF9YFHgxl6NT5I0fWa25jGzNZd5rbfMa81gXhs9zGsay1xYV6PGkIWgtwaWAb7eEbo+CHwcuB24JCLm7fog+0B7gdshiw8PAgl8lHIwf1gVulqZeQPlwOXdwCbdHm+/qBYffsmC0BGxArAtpXr3+Mw8LzPPAn5ACWFvjohXdXe0/SUzn4uIhSJiHYCImAtYkVKdeHFmPhoREyNix4j4fER8LSLeW+1r8JpF2gE4M/+dmQ8ARMRq1ebfA3+itPK4NjP/r/2ek5l/AQ6hVFtvFhHzdH3wfSQi5uz8vc/MT1E+qPgc8BpKG6+lgFZELFB9GNuq9n3J30BJUneZ2ZrBzNY85rXmMq81g3ltdDCvaazzZJkaLyLmiIhTKNWHbXMDj2XmjRGxUkRcRaliuJJSkXUjsFxEOHtyJg19E2sHro6Kq/na2zLzaeAbwP8BCwJvqa5vv4EeD9wJfCwiVp29I+8/ETFHZg6OcKAewPzAVzLzXxHxxoi4BDid0k7iSEqrD80mEbEIcClwZfVcPQ08RjmYvzYirqC0JWr/nfs08KOqbZEHlLNBRIyPiF8Al0bEypn5CHASpa3HMgCZ+XzHz/5GSpuPTey5PvtExGeBn0XE+RFxTEQsB5CZj2XmUcCbKe1VAHYAfhURO1EqF/2wQpJ6yMzWG2a20cG81mzmteYxrzWTeU39wJNlarSI2JrSS/3NwI4RsWy1aRCYvzpouYlS8bMxsHtm/hH4GKWP8YIeuNQTEZPgpW9i7cAVEZtGxAXAuRFxXkR8JCImZOZtwKnAvMDbI2JCdftWNX3+YGA1YPP2Ns0amTkFoKp0+2JErN+x+dWUhVU3jYivUsLxXMCmlL7S8wG7RcTi3R312BClnU37/1vtDyg6Vb//P6i+Paq6PJ0SfBcC5qG0wfksJSyvTgnE6w+t2tK0RcSrI2L39u9zRIwb7gO4zHwWuJzys/9kdd0PKa2JlouI91U3naPa9gTwAPBfEbH8bH8gfab6UOj3lGrE54DFKLMOLoyygDcAmXkfpbXKncCvgEcp7/W/iYjtI2LFrg9ekmRm6wEz2+hiXusd81qzmNdGJ/Oa+okny9RIEfGOiLgHOBw4CHgtsDDw+eom51AqSlYD9qQsSHxVZv6neqNdl/LH+98euMy4KAtzXhwRmw6zbYGIOIPys29Pa1+FUh16REQsxNRK0R2qbZ0B7ofALykHOhvMxocx5kXEQOcHChGxSkTcAnwd2A+4KCL2rjb/BpgAfJNSwbsTsCXwi8ycDHwQ+DK+H9QWEasA21f/36qqRZ+LiOUjYunq+rmqm3+bUq346YhYLjP/kZkHA6tk5hrAXpl5dGbeDtwCPE2pxHbh6Hq+RHkdbAzlA6PMnFIF4zUj4rUdtz2MUoG4VUS8o7ruVMpi6rtHxEAV0tqWAu4B/jnbH0X/2YnyQdBHgK2r18S6wH8Bh0XEmzpu+wylvcdxmTmJ8iHSQ5QPNA6NiPFdHbkk9TEzW2+Y2ZrPvNYM5rVGMq+NTuY19Q3fbNU4EbEgJWz9HfgQpT3EesDVlErFDaqexO2KuCUz8+nMfDZKz/v3AksD38yXLtKqDjG1b3C7kucS4L+B3w1z8w0pB+9forw5bkRZyPOHlDe/T1UH80dQquM+HBELt/+dqpXBUZTQ5gHlTIqy6O3zVd/nOaur3w3cC7wH+H/AbZQDluUz8/fAjykVV1/LzDMy876qZcE8lNfXH4DH48VrTGj63gV8IyLe2P6AISJWoqwF8S0o7W6qg/j7KAeHz1DCQfv190RErA0sUF23PCVATwHO7u7DGRMOoVQUbtsOWhHxccr7yaXALRGxX0QsVT1nh1F+9rtWf6d+DfyE8p5zUkQsU1U/fghYG/h21QJEs0g1++ATwJmZeVHVfmhZ4IuUqupLKBWJbe01OxYEyMwTgXWATTPzfUMCsyRpNjGzdY+ZbXQxrzWKea15zGujjHlN/aY1OGgBl5olIjaj9BreKjPP7rh+TUqP6Kcz8y0RMR/lj/IawP9SpvnOCXwY+AewQ2b+udvjH22qsDpX+4CiXXHVsX2A0kLl18BE4M2Z+VjH9gUoC60+CWyWmRkR36IE4K0z8+dD/r0JVUBTDZ3PS0TMT/lwYkngQUpF6JGZeV61/cOUysRfZuZ7q0BwA6XP+ieA6yh9vt8H7AYckpnHd/cRjX5VNe/plMrca4GlM3O3iDiHsjD6+zPz/CitOZ6J0srmZGAbYOPM/GUVvH4BPEH5cGkipa3H14D9PZCsLyL2BI4B9gb+Sql2vxR4GHgb8HbgwMw8pLr9jynP1+6ZeVpVZXoOsColLF9PeZ+5Ftg2M+/u7iMaWyLi/cDilOfmEkqYuhnYJjPPjogjKetA3EJpBfV7YBHgrsx8OEqbj58D62fmVREx3teJJHWfma27zGzNZ15rHvNaM5nXms28pn5nVYp6LiLeGxFbRMRrqqsWri7/Vm1vV2P9DjgWeHNE7JiZjwM7U95ktwB2oUwJ/imwnqFr+qqWAz8EDmhfV1XAvT4ibomIt2Xm85QFh+cF7svMxzqqG8dVIexIYDlg/epuvk4JYnvE1DUL2vdv6JoJHcFrBcqaD1tSft6fohxQPtRx859Seq5vFhHvzMxbKCFrfsrBzu2U6sX9KW1YTu7OoxhbMvN8StuULSgHiQ9Xm04A/g0cWN3umSgLRU+mtPd4Avhqte03wGcoAW5ByodGb83MfT2gnGmnUD4M2g74AqV1x/6ZuR+wGeVDuh0iot1a6GDKOhE7RsTiVbj6H8rzeStlbYKtM3M9g9fMi4j1I+IvlOfnYOA8Spuu5ykf7u0ZEf8AtqVUKW5GqRpdnqlhGMp6OC1KuyJ8nUhSd5jZesfMNjqY15rHvNZY5rUGMq9JhSfL1DNV2LoT+BHlQPGCiFiPUk0FpVqnfeDSyrIo7nXA/cBnImLhzLwxM/eh9CZem1JBt3vV3uMlC7fqJcZTpktvHxETI2LxKAutTgRWpFT4APyHsojn0hGxUhXOWpQ3TSgH8s9SKuegtDX4LiWMOX11FoiIt0fElyntU26i9PjeGDiaciCyWrs1S5bFbc+kHMi3D/JPo4S0/YDvARdQ+q/v7cHLjBn6NyUi3gOsSfmQ4W+UqkUy81LKBxqrVlVzUJ4jMvMSyvO3UkTsUm07NTPfD2yRmVtl5h9m+4MZI4b7O5+ZT1JC18qU95EjMvOhKgA/CexBafv04YiYLzNvpISt1SmVvABnUCoUVwDmqSroxvm+MnOiLGJ/BqUi8aPA5pRQe1Vm/hW4DFiL8gHrW4ATsqwTMQi8ldILv/2zvx74QGb+oqsPQpL6lJmtEcxso4B5rffMa81jXhsdzGvSVJ4sU1dFWbRzrog4GDiN0iZiD0q1wmuB4ygVJrcDm3dUuLUPKm+mhIDXUSq02pVyD2fmrZn5YJTFdAfS3vfTVVV6nkYJTb+mHEBuC1xFaSuwTkRsW70BfpsScN9T7dsZqJakPEfzVtsmA1/JzGUz867uPJqxIzoWg+6wDbAv8AHg3My8pTpoPBX4c7X9de0bZ+bllAC2QkR8qrrursz8SmZ+JjP3ysw/zeaHMia0D7jbf1OirNEBpbrwA5QAvBxl/YG2E4G/APtExKJDAu5/KMH4hOrg//nq/u2tPoOq95KBjuckImLJqBYLzsyfAd+vbv7W6rop1Yd4F1I+fPggpRoO4FDK2hF7RMQaVUg7kfJcHVzt/xxTP2xSPRtTPug7IDPPz8wrsiyQfkm1/TPV5dzAHJn5VPUcvw54B/Bb4AqAzLw4M3/U7QcgSf3EzNYsZrbmMa81i3mtecxro455Tap4skxdVR2sB6VH/YnAFzPzxMw8mlKp+AZKJdbhwEbAVhExV1V1OD5K79xFKD1x960Oap6LjoVusyym6xvkCOKlC0QvAsxHmTr9XeD71c/v+5Rqw0Orfb5BmeK+a0S8D15o/zGRUnnyICWcUW17oUe+ZkxHpWHn+gPtILYPcAfwSqa2uxlHaVFwDOUAc/Moi0C3fY/yWjk+St981VQdrLcP8LeNiIuA70XErsDcmXkV5ed8KfDFiFgGIMuC9v9D6fV9eLX/KyNih+q6w3jxwtGqITMHsyx6vkpEXEa1GDTwnYhYqrrZEZQPld4REe1Fhtt/9/aiLFz/kSiLR/+TUkn3V0rgIsvaHT8C1oiI3ar9fK5mzoqUGQYLRcTSEbFjRJwVEVdGxIOUBZ//F/hv4McRsQ/wOeB4ynHBaZk52deKJHWHma33zGzNZF5rHvNaM5nXRq0ztP8AACAASURBVB3zmlRpDQ46217dFVMX83xTZv6xum5vyhvlvylvlptSpmVvTjngv4BywLIjpZrkIsob5fGZ+dkYssCxXqp603pJ9WZ1ULEGpZ/6g8A6mflUte1zlIPEQzPzSxGxIWWhzqcpb4qPU6pLP0ipmPsSZTFvg+/LEBFbUdoJ/JNyUHlPZj4RETtS+kefk6UNRPv2i1AOXILSq/vXHdv2YOoHGk/5OhlelMWcx2Xm41Xl83Md295A+f1+A6Xl0ETKBxbHZeYe1W22pawl8C1g1yoYvKL6fjNK9fUDlNYRJ1IWLH66Sw9vTGn/va+C7DGUVk+/prR+WBn4ZFatUSLiGGD36rpvVteNqz6wO4pSIXdAZh485N9o3+ZN1X3/FVg9bYEzU6Is8nwBpcXTM8BclLUg7qQE2mUoa0YMUv5WLUk5HrgT2DMzr+3+qCWpv5nZesPMNjqY17rPvDZ6mNdGH/OaNJUny9R1EfEFYBNKqJpIOVh/O6WtxzyUg8uTKJVZx1EW/WxRAtmNlIVyH6C0MrgZ2DIzn+nqgxhlOg8mqwPCSZSQdW1V/bEQsBOlourTmXl8ddtlKAF3XWC5zLw7IrYEPkaZav1PSvg6LEuPdb0MEbEapbptGUpf9cUoByr/m5k7VLe5AlgF+Ehmnt9xIDqJsrjqGcBBmflQdftxQ8O2XioiDgHekJnvHXL9kpTnZA5Km5ubM/OuiPgDsCjwscy8sKqEO4zyIcS67YPFiFgO2B7YoLqPkzLzjG49rrFguA/WorRWuYgShr8I/LUKvC+6bUQsSnnf+CuwU2beEqUX/pQqcD9Aeb0cHaVNyPPt7R33MQm40rD88kRZM2J94BHKB6i3Z+YNVaX79cAvMnOniHglJZwtkpk39WzAktTnzGzdZ2ZrPvNa75jXmsu8NjaY16TCk2XqmSgtCb5Jqf45k1LlMyeldcGiwNqZeU1EvB5YGBifmZdV+06g9JA+OzN36sX4R6OIOAD4NLAApSLkbGC/zLy9qsY6gdLLe83MbLeO2JbSI/+8dnVc9dwtDLwKuMmqxJcvIpagtLWZH9ifsgbE05QPISZRnqevVAeCP6OsUbBp+0OHKO08jqcc6L8rMy/u/qMYnaK0U/km8BFK9fSfImL5zLytqhr9X+DD2dF3OyKuplT3XkD14U9EbEJ5rdxM+SBpvqrtBxExsR2INWOitGp6oa3KkG0rUdYgOCgzj62uWwtYjdL65l/AxZl5a0TsTmmhsh9l8egpETE+S6uoBXKE9kNWv3dHVf3+E+Brmbm/P3dJahYzW/eZ2ZrJvNY75rVmMq/1B/Oa+o0ny9R1HZVVuwHHAh9vV+5ExNLAtZTgBWUa9e+roPVMNc16OUrl4vbABzpbGGh41c/1ZOCNlB71d1MOHLfnxa0Jtqcc7J9MmUo9WFUEHQ9sDUzKzEusfpt5Q392HVVT2wGnAx/NzO92bF+REojfTKmkuycivkup1t0zM0/seE29CdgoM4/p6oMaxTp+dusB5wIPU9aDOC0zD4iI44FPAktn5j+q9gQnAI9S2g68Hdg5M8+Iss7APpTKuYcoVdjvzczzu//Ixo6IeC3wPsr6G5mZGRFB6U+/KKXK7TWUPuudfgusV4WsayiL3W+fmb8Ycv8DlDv2A6TZLCIWo1S5/xb4O2WR+09SWkP9v8z8cw+HJ0nqYGbrPjNbM5jXmsW81nzmtbHDvCbBwPRvIs1aHRUIb6VMtf4xvDB9fm/KYp27A18Fbo2I11W3+1tEnE7pRb0X8B1K72N1iOEX1NyM0lN9N+DozDw5S5uIf1AWGX5HdbtfAecAOwMrR8ScmfkopYoLStsPDF31RcRA1Tag3VplIYCO9gFrUtqjtCvb2geEf6b0UZ+f0q8b4GBKSNgxIpZuv6Yy8w8Gr5l2P/A8paXK35j6O38a8H7gvoj4BKV1xx8oLW0+BowDdomIV2Xmf6r9Pk3pm76xwaue9u99+/+j9LD/C/BlSjXbTyNi8cxM4FDKguhrAXdRqhG3plRQ/w9lvYF1q7s7jLJuwQvtOtoy83mDV9csRmnjdQlwIeV9fBlgB4OXJDWLmW32MrM1j3mt8cxrDWBeG/PMa+p7zixTz0TEvpSDyMMpi0KuTjnIOQI4ITt62kfpmb8eMC+lQujgzPxt1wfdYDGkb3PH9fNRAtXcmblKx3XfBLaiHIycB2xVVYG+m3LAeT9wOTBPZn4iIt6SmQbdlyki3kJZCH0+ys/4ssw8vWq3cgCwbJZ1BgaAwaqKbglKC4Mngbdn5qMRcSildcQL6xVoxgz3WomIjwGfoCw6/CywYmY+GVP7or+R8qHE74DDM/PG6nX0O8rB47fT9kKzTESsDjxFqUY8k/Ih2zuAzwHnZuYW1e3mAMYDzwFT2iEqykLpxwCr5dTFo+fJzCe7/Vj0YhGxMuX9fElKS6gf9HhIkqRpMLPNWma25jOv9Z55rfnMa2OXeU39zpNl6pmqKvEMyhvq05Rp8F8Y0tJgziEBbNHMfLDrgx1FIuKDlKnu91B6QE+OiMuBqykVIptUl/MAWwBHAu+hVIp8q2rh8XFKe4JXAN+lLLRqZeJMqoJUC9gTOBC4gfL7vi7leViO0uf+TODkzNylM3xV93ENZc2CtatANgF4Z2ae2/UHNEq1g1TH928FJgO3ZuZT1YH8lyhrEByVmZ/rCF/forx21sjMu6v9P0qpiLsZWJmyUPRvuvuoxpbq935/yvPwd8qHDjtVz888lL9XuwDvybJg+gDl79RKmXllRLwCeBMleN1JaZPzZMf9245IkqQazGyzh5mtWcxrzWBeaz7zmqSxzpNl6qmImJfSamKJzunvQw+SNH0R8TZK5eErKQfpi1KmvG8CPJ6ZT0TEqsBxlErPUzPzZ1VV4nmUdQfel5n3V/f3JuDRzLyr6w9mDIqIVwNXUNo9HJiZd0TEayhVoDdHxERKe5t1gLdm5vUd+64HXEwJZnv4+nh5ImJTykH8opSF0y8AvlQ9D4sBP6X0U39rZv6l2uc0ymtpLcoHRW+gtJq4ifKa+k9m/qPLD2VUGykIVc/PFynrdWydmee2bxsRa1M+sHsCeBvluTiT0s7jMuARSruop4DtMvPq7jwaSZLGLjPbrGNmay7zWnOY15rBvCapH83R6wGov2XmE5SqLWDqdHsPLOuJiKWAoymBak/gPsrB46spi9o+GxFzAl8BlgU2y8zfV7svXV2uRlkwdy0o/dS79gDGiJj2wrPbU9o/fCwz76iuu6t928x8KCJOpCycek5EHERpZbAssCOl6vSb07h/TUf1/OwF7Efpp349pS/6mpSDeDLzgYg4BTiR8nrZotr9GuBD1T63UZ6nfwCntwOaRtb5gUE7SOXU9SBWooSmf2fm5KoCcW1KiFqZ8nepva7HbylrQnwF2CUzvxoRp1L+zq1GactyamYe0sWHJ0nSmGZmmzXMbL1nXms281rvmNckqXBmmTSKREQrpy623Xn9DpSe9VuM1Oahqgi9DfhxZu5WXbcK5SDzQeDPlIOfI2bX+Meazuejs+qqqjp8ilId2t7+WUpl22sy8/4ht5+PshbBb4HXUdaAWJ4SpOegBOmdMvPyLj68UWd6LRuqKsRfUgLUfpl57wi3G0/pvb4psElm/iIiFgXWBj5KaSPxs3Rx7mmKssD2XJl57Ajbtwf2pVSLzktZLP2EzLwgIlakLCb8WmDpzHys/cFcte1kymtltcy8r7q/BYFn2208YoQ1QSRJkmYnM1tzmNeaxbzWLOY1SXopZ5ZJo0jHgfyWwB8y89Zq0xrA45QWHi9UBbXDQZTFbscDtwCbRsQfKItEbwksQalsvG64UKepqoPy04GbM/PI6mf7QtVV1aP7GGBj4J+USsNPVbs/AcwNfBD4OqXtSrt6biJl4fRTMvOgiLiRsnj64sADmXl29x7l6FL1oX9PZm4xreBVWZBywH5MZt4bEXNRWnW8gbJ47cPADzLzj1W14prA8RFxOKUC7pSqxcT4zHx2tj2oseNLwDcjYkJmTm5fWVVMHwLsCnwfuJ0SaD8JrBMRH6wC2GnAScBhlNfRIEBm/jkizqCsP3AksE11/aPV/bfXjzB4SZKkrvv/7d15vJx1dcfxTzYQNGy2lb5QWVQOghBQqSAKsggohtUVlVA0EbQKKCAuSMTa+sKKbRGQRcAKTZFFqqgUhbiwYwE36EGRgEoEVFaBEEj6x/mNjJcAuZA7M/fez/v14kUy8zxzn7n3zuT3fZ4z55jZ+se8NnjMawPNvCZJQ0zs9wFIGp6IeC1wBnBAqzwESGrw8LPg0bYPLRysS/WIXpeqSFwROKH9twrV8/4KQ9dSmUT1Tb+9q4VHp9rwmVQP7u2oisPlgf0i4qi273eBW4G9ooaeL2qL+EVUVeMzqHBMZs7LzLMz8xiD15N6C7BbRLwZqlrxCbZdTPWsPyYirgJupuYOzKYqED8KzAHIzG8D/wGsRgXuLToPYvB6rIiY0P3/ZlPg2O7g1dkc2Av4T+BjmflPmXkwsDv1GjmitSk6EziPeh1t0E5wTGmP8R3qPeyCoceSmYt8P5MkSf1kZusb89rgMa8NAPOaJC0dL5ZJAyAipkbE2RHRabUxqbO4X4KfUT2g96R6PkNV+jwEdPaf2LUI+h3Ve33t1u5jC2BHYIfM3CIzrx2BpzQmZeaDVPuNM/LRft4bRsT5wAeon8GszNwT2JYawv3+iNg8M5NqUzCNqkokMxdGxFRgV6rH90W9fk6jVVfIOoKaDzC7hdlHhgSAP8vMX1CDiM+j2kh8k6qm2zYzV6BaRawXEdt0PfaOwHaZuWNm3j5yz2h0ayd5plJzAjq3ze98z6KGo3eqCLeiTmJ8LjPnd73XzaUqfTcBdsnMP1Inje6l5nv8Ofhm5q2ZuW9mfqUnT1CSJI17ZrbBZ14bHOa1wWJek6SlYxtGaTCsRQ1H3SoivpSthzNAq8A6q6vycH5EnEYtCg+OiCuBS4HzgZkRcXJmXtH12DtSC80b2/6/pIKanoLMvAcgItai2qL8LbAxsDU1PHhu2+6O1hri76iwtR3wGeCF1M/pr4BfActRC9YLaC1Z9OQ6FaKZeXlEnAEcDHyYahcxgdYCAh6tnsvMxZn5nYi4qBPShlS03QXcT1XLkZn30TXMXk9qJvDxiJifmXPb930qcANwXUTskZl3RsQabftV4S+qqhdGxEXAT6mTHEcD3wJOB/aNiDdl5pndX3AJP0NJkqSRshZmtoFnXhsM5rWBZF6TpCfhJ8ukAZCZP6UW5qtRi0ci4hkRcTjVI3qXdlunAusqqtXATtSA6D8Ax1Ph6syI2DsipkXEHsAs4DKsgltmooYH/x/w1cy8APgq1ZLjd+3+5dumc6nqxG0iYs+sHt2HUO0jNqNaUuxEDcl9a2be1dtnMjp1tZDoFHwcB/yYanOzZmuZ8uf2Hm1xPikiDoyI9VvwWofqf09ErBERuwA7A+dQoVhLqet96RZqzsCMqEH072gnK34AvBp4Y9vucmARsH7XY3TWI/OoysQXtfY3D1Cvr/8Bfj30axu8JElSr5jZRg/zWn+Z1waLeU2Slt6ExYt935L6KSImZ+bDEfEc6iPs2wMbZA1FfQ1VrfMg1Xrgnq79Nm7bL6IqEe8ANgdOonrd301Vwf0CeFdmXt27ZzX2RcS/U0NsdwauAy6kKuTWya5B0hGxKRWSlwde1qrfiIgVqNYGf+jcpifWFvkTcwmDoVs7nM8BczJzxpD7dgU+C6xBDRf+b6q//VuBa4E7qVYSCezdWrDoKYiIbwNbAisAJ1Jthlaiqj//lxpQP5FqeTMJeB3wm+4QFRE3UEFrp9ZKR5Ikqa/MbKOPea33zGuDz7wmSU/MT5ZJfdQW6A8DZOZtVF/7O6lFJMAl1CLxZcA+bZ9OVdB1VPCaRi0op2TmJcAOVPXbocCembmJoWtEzAbmA0dSg4ePAdakvu9QQYzMvAo4GViHqlIkIiZm5gOZebPBa+m018riFmhXi4h3RcQbIuIFbZNTqErct0XElm2fNSLiR9Rw9cuAVwLntdfcZ6n+9zcDC4ADMnNzg9fS66ouJCImR8SLqPefScBNVAXuQ5n5e+CTVNuiGZl5C1VVvS41Z2Dd9hhrRMTBwHOALw4NXvHEw8AlSZJGhJlt1JqNea1nzGuDx7wmScPnJ8ukAdBad2xJLdg3olp77JiZF0TEBlSl4vrAZpk5r6sKbkvge1QIe3tm/rg/z2B8iohZ1JDhDwEnAN+lgvBamXl7VwXqC6nWLFOBl2bmn/p20KNcRMwGDqQq4SZS7W32y8xrWwubk4CfZOZWEbEKtcg/DbhoSd/3iFgOWGh7iKXXQteEx6kYnUkNS38j8JHM/GzXffOo97idqbY4h1MnK+4CrqZ+nptRbTz2b21wJEmSBoKZbfQxr/Weea3/zGuS9NR5sUzqo9ba4YvUYuRkamGyKjADuD4zN2jbzaD6fJ8C/ENnoRgRr237r00tWPbKzId6/TzGq7Zwv4z6/gfV5/ss4CuZOaNVJC5q227Y5hzoCUTEe4C5mXlDq0xb1NqkrA4cS1W7nUqdbHgJNST665m5a9v/FOr1MzMzvxQRzzTsPjWdkwdDbuv+nV6Hmq+xALg2M7/Wbn828CNqoPrOmXl9u3136vVxAvU+9nBE7EO1JFqNGvJ9bOdxJEmSBoGZbfQyry175rXBYV6TpGXPi2VSj3QvWrpu25SqMvwC8M/ZBgZHxBFUy4FDM/PIiHgu8GmqZ/fbgYuBv6ZaSvwYuAK4NzO/26Ono6bNKLgQOCkz3xMRc6hB0K/OzEs6FaV9PcgBFhFrArdl5oMtYF0C3JqZrx6y3TuBf6Yq285vrSKIiKuBDanhxGdExCuoqtBHgGkGr+FrbYOOANbIzH2WcP9k4F+A91JzNp7d7poJnJGZ90XEB9s2x2fmfl37fo9qUTQjM8/pvC9GxLO6W9z4upEkSf1gZht7zGtPj3lt8JjXJGnkOLNMGmFtoUJbYEwYcvdLqPYEX8jMuyJiSrv9ROBc4BMRsVpm/obqg/9zqhrxIuA8qjru3Mz8mqGrb74PfA34+4jYBPh8u30mgAvIxxcR+1O90rdsN91DtUbZIiLeEhFHtFYdANOpGQ+nZebvI+JZEXEa1QLnAeDDrbLuCuB0aubAoe3r2Dt9eFYDNgD2joihIXgFagD666mTQ7tRlYZXUO1WXgKQmUdRLVfe1KqpO94HPBM4MCL+pnMyKh8dpD6p/d3XjSRJ6hkz25hmXnuKzGsDy7wmSSPEi2XSCOt8LL61K/hSRPx7RLw5IlYElm+bvbT9vzM4+tfUx99XBD7V7vsesAvV1mMeteCflpmX9+Bp6HG09ioHAw8BX87MK6k5BXv39cAGWNcJiK9S1W4/bRVr91M97O8E5gBvpvqjQw0hPiMilo+I1wHfpioUN237bEzNIoBqG3El8LGIWM+F/PBk5h+oyulbgNkRsXzX3S+n3odOoIY6X5yZFwC/oGZ07BwRf922/TTwLOC9EbFKRDw3M39OtWWZDPxF1Xb72v6sJElSz5nZxi7z2vCZ1wabeU2SRo4Xy6QRFhEbRcQ1VPuNTai2HP9FLTyvaZu9IiJWar2+O5WKc4GFwH6tf/ojLZC9G9gtMw/IzHt7+2y0JJl5E7VYvTAiJrQApsfRfs8nZOZ8qh3K/K52Nx+gTjgAfDMzL2x/3jMzPwA8DziEqk78ZGZeQ72eAD7YFvi3AF8BvkVVP2opdQXjy6jK6K2pNjUdLwVWAk7MzHsiYvWIOAvYg3o/25dq20Fmfp2qtt6FqkA9pwXnd2fm5p3WLJIkSf1mZhvbzGvDY14bXOY1SRpZziyTRlBbyJxKVfccRA1Vnd8qFo8DjgfWA14E7JeZ3+ja9/lUn/vnApmZL+7x4WsYljTfQI8vuoYRtz74h1E97hcBmwEHUK0l1sjMu1u13ELq9TQd2C4z/7ftvytwNjVs/RZgk8y8s7fPaOzo6ku/MVUFujLwysy8IyLeRoWrw6h2LIdSYfkw4DbgB8A3gNmZ+cuIWJd673sN1X7okK6v85iB1JIkSb1mZhsfzGvDY14bXOY1SRo5frJMGlkbAu8EjsvMb7fQtSrQ6Qn9ILVoWZn6+PzWABGxNrVguZ3qM31Kz49cw2LwGp7MfDgiJrcTDBsB+wDvB+Zl5hxqBsSKwOfa9guof7NeBvywK3i9hGoNMhfYD/g3g9fwRMTE7tkcXX3prwVOpuYJ7N9um5OZB7VNP0q1W/mn1trjDuA+YAdgmzYE+oa278ad4NX5WgYvSZI0IMxs44B5bXjMa4PDvCZJvTO53wcgjXEvoHraXwYQEYdTLQluBvak+nTfC8yiekpfGBEJ3E+FtvcBp7hI0VjQWnksbn/eiwpWF2XmWyLiYuokxYVUpdt51IyHfSLi2My8mpoX8VNgu4g4jFrsTwdeTLW6uaDz+Fo63RW2ERHA2sBvgNsy8w5q1sA3gQ9ExOmZeX3b9YPAq4GXt58NwCrAqsAU4IvUe9uczHyg87WAxf6MJEnSgDGzSZjXBpF5TZJ6yzaM0giKiM2AS6lWBFtT1YhHUb2lb6MG4h5OLWJWBPYG1qAWmUeng6A1xkTEK6nf9cOpExCnZOaFEfF3wOXAOcCszPxja9dxMvCzzNyy7f9yqr99AAuAq4H3dwUADVNErAIcSwXZBdSQ52uoNkPXRsR04HQqFL+j7XYMFZb/KjMXRMQG1GD7Z1IVo5tl5n/29plIkiQNn5lNepR5bfCY1ySpd7xYJo2giFiZWrC8CjgTOAL4ZWtRQEScQFVYbZSZP+vbgUojYOhcgIiYClxEteb4JdXH/pau+78CvB3YNzNPiIjlqGrG9wHvavtOoSrppgFTMvPiXj2fsSAiJmXmI11/X4V6b3o+VV14E7Am1YpjAXAgNez5aOA9wOsz8/yI+Cjwj1Sl9Y+on+lzgcMy89Sux59gZaIkSRpkZjaNV+a1wWNek6T+cmaZNLLuAf6LGoJ7I3B7q+qZHBEvpqoTzweyj8coLVMRMQmWOBfgfuBjwB+pirbO9su3Px5ItcDZOyLWzcyHqAq5n1GVdD8EvgyskJlXGLyWXkRMaEHokfb3bSJiGrANNcz5s8AJmXluZv4bdcIogNe0lkKnA78CPtl62B8F/CtV1TidarHymu7gBWDwkiRJo4CZTeOKeW3wmNckaTD4yTJphLVKoGOAtwFnUy0JVgd2BLaiPjr/VSt6NNp1DQLu9LnflTq5cAtwVmb+tlUrHklVHu7daf0QEVMyc2FEfIxqD3FEZs5u921HtZCYAByambf29pmNHe37fwqwO/Amas7GuzLzee3+balQtQ7weerE0Q3UyaMPUz+b92bmF1tP+9WAlTPzxra/fe4lSdKoY2bTeGBeG3zmNUnqLy+WST0QEc8AvgTsTFVo3QfMo3p3f7+PhyYtcxGxCTX8fBr1u74K1fph98z8TURsTFXnXkm9Bm7ubjcRETcBC4F3Z+YP2m1TMnNhH57OmBARk4EPAWsBGwEnUvMDDqQqFWdSbTv2AM6lAvK1wG7ASpl5fOtzfyLwcmDNzJw/5Gv8RcsQSZKk0cTMpvHCvDZ4zGuSNBhswyj1QGY+COwDbAxsBuyUmRsZujTWRMTmwByqzcM7gZ2Aj1M90me1vvY/oSp3Xw9sHxGTM/ORdh/AQcALgV27qh8NXk/PFGqWwNuBB4AzM/MnVCheEziP+p7vTlUuXk6tEQ4CDgDIzJ9TbVWOA34/9AsYvCRJ0mhmZtN4YF4bWOY1SRoAXiyTeiQzF2TmjZl5ZWb+sN/HIz0dnT73Q26bCMyg/m05HDgnMy+jFvZ3UScfNmm98U8Ffk5Vx63fHmIhQGaeDewHHGJ7iGUjMx8AZgErAg9n5p/aXf8B3AzcDXyk9cC/s933fCqQXdl+tgAnZeb+hmFJkjQWmdk0VpjXRhfzmiQNBtswSpKGpXtWQ0SsB9wK/KlVG84HfpSZ09v9O1HtbO4GngNcAOyTmfdFxDuAk4FPA0dl5r22hhg5LUB9A3gd8KrMvLTdPoPqi38+NZvgQap68R+A7YG/z8wLhz7WEgaCS5IkSeoz89roZF6TpP7zYpkkadgiYl2qNcemVAuPOZn5iYg4Afgf4DvA/lQbiR8CnwHeC7wfeGtmnhMRK1MD1LcCXpmZV/X+mYwvEfFiavbA5Zn52q7bjwHeDUwCbqKGc69OVYse249jlSRJkvTUmNdGJ/OaJPWXbRglSU+oDRvu/vtKwLHUQv0U4CHg4xExPTNntbYc21NVb98BPpeZN1LtIyYDe0fEhpl5N/BJami0wasHMvN6qnJ024jYs+uug4BXAV8A5gJnAmt1gldnFoEkSZKkwWJeGzvMa5LUX36yTJK0VCJie+A+YBXgSGBWZl4aES8FTgKmApsDi4CrgHmZuW3X/kdSi3yAy4DdMvP2Hj4FARHxbOAa4E/ARpm5sA3tfrjd3922ZRKwyFkEkiRJ0mAzr40N5jVJ6h8/WSZJeoyuAcFExBYRcR3VI30ucA7VFuLStsm1wInAOsD7gFWBvwF+0fZfOSJ2A94KzAR2AvY1ePVHZv4B+BTwAuCwdvOirvs7wWtiZj5i8JIkSZIGi3lt7DKvSVL/+MkySdISRcTqwErAIcDKwPeB9YF9qT7q0zPzjrbtmsDRVGuIzYGvUwOizwUeAN4AXE+Frl/19ploqIhYjgrHU4F1MvOuPh+SJEmSpGEwr41d5jVJ6g8vlkmSHqMFr8uB+4FnAztn5hWtzcNpVLXhPpl5Vtc+ewBfBo4Hvkn1t18bWAicnJmf6u2z0BOJiPWBuzPzt/0+FkmSJElLz7w29pnXJKn3bMMoSXqMzPwd8C1gdeCSFrwmZOYjwBHUsOi9IuL5XbtdBJwK7A9MAbYEtqP6rBu8BkxmPZ2LMQAAAilJREFUXpeZv22BWpIkSdIoYV4b+8xrktR7XiyTJD2ej1MtObaOiOUzc3FETMrM64HPU9WK0zsbZ+adwNlUdeMbM3NxZv5fZt7bj4PX0mmBWpIkSdLoYl4bB8xrktQ7XiyTJC1RZv4RmE31v//IkLuPAm4BZkTEtK7bLwY2y8yZPTlISZIkSRqHzGuSJC1bziyTJD2uNlj4MmAt4GWZOS8iJmfmwxGxF9XG42jgkMxc0L8jlSRJkqTxxbwmSdKy4yfLJEmPKzMfAj4ETAU+1W57uN19OvBjYDnAygtJkiRJ6iHzmiRJy46fLJMkPaGImACcCbwB2CEzvx8RUzJzYUSslJn39PkQJUmSJGlcMq9JkrRseLFMkvSkImJtqirx1sxcr9/HI0mSJEkq5jVJkp4+L5ZJkpZKRHwGmAIcDCzOTP8BkSRJkqQBYF6TJOnp8WKZJGmpRMTEzFzU7+OQJEmSJP0l85okSU+PF8skSZIkSZIkSZI0bk3s9wFIkiRJkiRJkiRJ/eLFMkmSJEmSJEmSJI1bXiyTJEmSJEmSJEnSuOXFMkmSJEmSJEmSJI1bXiyTJEmSJEmSJEnSuOXFMkmSJEmSJEmSJI1bXiyTJEmSJEmSJEnSuOXFMkmSJEmSJEmSJI1bXiyTJEmSJEmSJEnSuOXFMkmSJEmSJEmSJI1bXiyTJEmSJEmSJEnSuOXFMkmSJEmSJEmSJI1bXiyTJEmSJEmSJEnSuPX/fDu4kyCj0T0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1800x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "inspector.mutual_information_heatmap()"
   ]
  }
 ],
 "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": "3.7.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}