{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# From GSM to 5G - The Evolution of Forward Error Correction\n",
    "\n",
    "This notebook compares the different FEC schemes from GSM via UMTS and LTE to 5G NR.\n",
    "Please note that a *fair* comparison of different coding schemes depends on many aspects such as:\n",
    "\n",
    " - Decoding complexity, latency, and scalability\n",
    "\n",
    "- Level of parallelism of the decoding algorithm and memory access patterns\n",
    "\n",
    "- Error-floor behavior\n",
    "\n",
    "- Rate adaptivity and flexibility\n",
    "\n",
    "## Table of Contents\n",
    "* [Configuration and Imports](#Configuration-and-Imports)\n",
    "* [System Model](#System-Model)\n",
    "* [Error Rate Simulations](#Error-Rate-Simulations)\n",
    "* [Results for Longer Codewords](#Results-for-Longer-Codewords)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Configuration and Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-06T16:07:31.832784Z",
     "iopub.status.busy": "2026-08-06T16:07:31.832671Z",
     "iopub.status.idle": "2026-08-06T16:07:34.916403Z",
     "shell.execute_reply": "2026-08-06T16:07:34.915410Z"
    }
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   "outputs": [],
   "source": [
    "# Import Sionna\n",
    "try:\n",
    "    import sionna.phy\n",
    "except ImportError as e:\n",
    "    import os\n",
    "    import sys\n",
    "    if 'google.colab' in sys.modules:\n",
    "       # Install Sionna in Google Colab\n",
    "       print(\"Installing Sionna and restarting the runtime. Please run the cell again.\")\n",
    "       os.system(\"pip install sionna\")\n",
    "       os.kill(os.getpid(), 5)\n",
    "    else:\n",
    "       raise e\n",
    "\n",
    "sionna.phy.config.seed = 42 # Set seed for reproducible random number generation\n",
    "\n",
    "# Load the required Sionna components\n",
    "from sionna.phy import Block\n",
    "from sionna.phy.mapping import Mapper, Demapper, Constellation, BinarySource\n",
    "from sionna.phy.fec.polar import Polar5GEncoder, Polar5GDecoder\n",
    "from sionna.phy.fec.ldpc import LDPC5GEncoder, LDPC5GDecoder\n",
    "from sionna.phy.fec.conv import ConvEncoder, ViterbiDecoder\n",
    "from sionna.phy.fec.turbo import TurboEncoder, TurboDecoder\n",
    "from sionna.phy.utils import ebnodb2no, hard_decisions, PlotBER\n",
    "from sionna.phy.channel import AWGN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-06T16:07:34.918921Z",
     "iopub.status.busy": "2026-08-06T16:07:34.918643Z",
     "iopub.status.idle": "2026-08-06T16:07:34.925873Z",
     "shell.execute_reply": "2026-08-06T16:07:34.925138Z"
    }
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import torch"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## System Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-06T16:07:34.927864Z",
     "iopub.status.busy": "2026-08-06T16:07:34.927739Z",
     "iopub.status.idle": "2026-08-06T16:07:34.933155Z",
     "shell.execute_reply": "2026-08-06T16:07:34.932455Z"
    }
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   "outputs": [],
   "source": [
    "class System_Model(Block):\n",
    "    \"\"\"System model for channel coding BER simulations.\n",
    "    \n",
    "    This model allows to simulate BERs over an AWGN channel with\n",
    "    QAM modulation. Arbitrary FEC encoder/decoder layers can be used to \n",
    "    initialize the model.\n",
    "    \n",
    "    Parameters\n",
    "    ----------\n",
    "        k: int\n",
    "            number of information bits per codeword.\n",
    "        \n",
    "        n: int \n",
    "            codeword length.\n",
    "        \n",
    "        num_bits_per_symbol: int\n",
    "            number of bits per QAM symbol.\n",
    "            \n",
    "        encoder: Sionna Block\n",
    "            A Sionna Block that encodes information bit tensors.\n",
    "            \n",
    "        decoder: Sionna Block\n",
    "            A Sionna Block that decodes llr tensors.\n",
    "            \n",
    "        demapping_method: str\n",
    "            A string denoting the demapping method. Can be either \"app\" or \"maxlog\".\n",
    "            \n",
    "        sim_esno: bool  \n",
    "            A boolean defaults to False. If true, no rate-adjustment is done for the SNR calculation.\n",
    "            \n",
    "    Input\n",
    "    -----\n",
    "        batch_size: int\n",
    "            The batch_size used for the simulation.\n",
    "        \n",
    "        ebno_db: float\n",
    "            A float defining the simulation SNR.\n",
    "            \n",
    "    Output\n",
    "    ------\n",
    "        (u, u_hat):\n",
    "            Tuple:\n",
    "        \n",
    "        u: torch.Tensor\n",
    "            A tensor of shape `[batch_size, k] of 0s and 1s containing the transmitted information bits.           \n",
    "\n",
    "        u_hat: torch.Tensor\n",
    "            A tensor of shape `[batch_size, k] of 0s and 1s containing the estimated information bits.           \n",
    "    \"\"\"\n",
    "    def __init__(self,\n",
    "                 k,\n",
    "                 n,\n",
    "                 num_bits_per_symbol,                 \n",
    "                 encoder,\n",
    "                 decoder,\n",
    "                 demapping_method=\"app\",\n",
    "                 sim_esno=False):\n",
    "\n",
    "        super().__init__()\n",
    "        \n",
    "        # store values internally\n",
    "        self.k = k\n",
    "        self.n = n\n",
    "        self.sim_esno = sim_esno # disable rate-adjustment for SNR calc\n",
    "        \n",
    "        # number of bit per QAM symbol\n",
    "        self.num_bits_per_symbol = num_bits_per_symbol\n",
    "\n",
    "        # init components\n",
    "        self.source = BinarySource()\n",
    "       \n",
    "        # initialize mapper and demapper for constellation object\n",
    "        self.constellation = Constellation(\"qam\",\n",
    "                                num_bits_per_symbol=self.num_bits_per_symbol)\n",
    "        self.mapper = Mapper(constellation=self.constellation)\n",
    "        self.demapper = Demapper(demapping_method,\n",
    "                                 constellation=self.constellation)\n",
    "        \n",
    "        # the channel can be replaced by more sophisticated models\n",
    "        self.channel = AWGN()\n",
    "\n",
    "        # FEC encoder / decoder\n",
    "        self.encoder = encoder\n",
    "        self.decoder = decoder\n",
    "\n",
    "    def call(self, batch_size, ebno_db):\n",
    "        \n",
    "        u = self.source([batch_size, self.k]) # generate random data\n",
    "        \n",
    "        if self.encoder is None:\n",
    "            # uncoded transmission\n",
    "            c = u\n",
    "        else:\n",
    "            c = self.encoder(u) # explicitly encode\n",
    "\n",
    "        # calculate noise variance\n",
    "        if self.sim_esno:\n",
    "            no = ebnodb2no(ebno_db,\n",
    "                       num_bits_per_symbol=1,\n",
    "                       coderate=1)\n",
    "        else: \n",
    "            if self.encoder is None:\n",
    "                # uncoded transmission\n",
    "                coderate = 1\n",
    "            else:\n",
    "                coderate = self.k/self.n\n",
    "\n",
    "            no = ebnodb2no(ebno_db,\n",
    "                           num_bits_per_symbol=self.num_bits_per_symbol,\n",
    "                           coderate=coderate)            \n",
    "        \n",
    "        x = self.mapper(c) # map c to symbols x\n",
    "        \n",
    "        y = self.channel(x, no) # transmit over AWGN channel\n",
    "\n",
    "        llr_ch = self.demapper(y, no) # demap y to LLRs\n",
    "        \n",
    "        if self.decoder is None:\n",
    "            # uncoded transmission\n",
    "            u_hat = hard_decisions(llr_ch) \n",
    "        else:\n",
    "            u_hat = self.decoder(llr_ch) # run FEC decoder (incl. rate-recovery)\n",
    "        return u, u_hat"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Error Rate Simulations\n",
    "\n",
    "We now compare the different schemes for a codeword length of $n=1024$ and coderate $r=0.5$.\n",
    "\n",
    "Let us define the codes to be simulated."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "execution": {
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     "shell.execute_reply": "2026-08-06T16:07:35.142625Z"
    }
   },
   "outputs": [],
   "source": [
    "# code parameters\n",
    "k = 512 # number of information bits per codeword\n",
    "n = 1024 # desired codeword length\n",
    "codes_under_test = []\n",
    "\n",
    "# Uncoded transmission\n",
    "enc = None\n",
    "dec = None\n",
    "name = \"Uncoded QPSK\"\n",
    "codes_under_test.append([enc, dec, name])\n",
    "\n",
    "# Conv. code with Viterbi decoding \n",
    "enc = ConvEncoder(rate=1/2, constraint_length=5)\n",
    "dec = ViterbiDecoder(gen_poly=enc.gen_poly, method=\"soft_llr\")\n",
    "name = \"GSM: Convolutional Codes\"\n",
    "codes_under_test.append([enc, dec, name])\n",
    "\n",
    "# Turbo codes\n",
    "enc = TurboEncoder(rate=1/2, constraint_length=4, terminate=True)\n",
    "dec = TurboDecoder(encoder=enc, num_iter=8)\n",
    "name = \"UMTS/LTE: Turbo Codes\"\n",
    "codes_under_test.append([enc, dec, name])\n",
    "\n",
    "# LDPC codes\n",
    "enc = LDPC5GEncoder(k, n)\n",
    "dec = LDPC5GDecoder(encoder=enc, num_iter=40)\n",
    "name = \"5G: LDPC\"\n",
    "codes_under_test.append([enc, dec, name])\n",
    "\n",
    "# Polar codes\n",
    "enc = Polar5GEncoder(k, n)\n",
    "dec = Polar5GDecoder(enc, dec_type=\"SCL\", list_size=32)\n",
    "name = \"5G: Polar+CRC\"\n",
    "codes_under_test.append([enc, dec, name])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Generate a new BER plot figure to save and plot simulation results efficiently."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-06T16:07:35.145893Z",
     "iopub.status.busy": "2026-08-06T16:07:35.145759Z",
     "iopub.status.idle": "2026-08-06T16:07:35.148269Z",
     "shell.execute_reply": "2026-08-06T16:07:35.147593Z"
    }
   },
   "outputs": [],
   "source": [
    "ber_plot = PlotBER(\"\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And run the BER simulation for each code."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-06T16:07:35.150135Z",
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     "iopub.status.idle": "2026-08-06T17:18:09.059158Z",
     "shell.execute_reply": "2026-08-06T17:18:09.058100Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " Running: Uncoded QPSK\n",
      "EbNo [dB] |        BER |       BLER |  bit errors |    num bits | block errors |  num blocks | runtime [s] |    status\n",
      "---------------------------------------------------------------------------------------------------------------------------------------\n",
      "      0.0 | 7.8707e-02 | 1.0000e+00 |     1611910 |    20480000 |        40000 |       40000 |         4.5 |reached target block errors\n",
      "      0.2 | 7.3892e-02 | 1.0000e+00 |     1513311 |    20480000 |        40000 |       40000 |         0.4 |reached target block errors\n",
      "      0.4 | 6.9283e-02 | 1.0000e+00 |     1418907 |    20480000 |        40000 |       40000 |         0.0 |reached target block errors\n",
      "      0.6 | 6.4777e-02 | 1.0000e+00 |     1326642 |    20480000 |        40000 |       40000 |         0.0 |reached target block errors\n",
      "      0.8 | 6.0365e-02 | 1.0000e+00 |     1236276 |    20480000 |        40000 |       40000 |         0.0 |reached target block errors\n",
      "      1.0 | 5.6292e-02 | 1.0000e+00 |     1152863 |    20480000 |        40000 |       40000 |         0.0 |reached target block errors\n",
      "      1.2 | 5.2182e-02 | 1.0000e+00 |     1068686 |    20480000 |        40000 |       40000 |         0.0 |reached target block errors\n",
      "      1.4 | 4.8257e-02 | 1.0000e+00 |      988302 |    20480000 |        40000 |       40000 |         0.0 |reached target block errors\n",
      "      1.6 | 4.4499e-02 | 1.0000e+00 |      911348 |    20480000 |        40000 |       40000 |         0.0 |reached target block errors\n",
      "      1.8 | 4.0967e-02 | 1.0000e+00 |      839014 |    20480000 |        40000 |       40000 |         0.0 |reached target block errors\n",
      "      2.0 | 3.7502e-02 | 1.0000e+00 |      768047 |    20480000 |        40000 |       40000 |         0.0 |reached target block errors\n",
      "      2.2 | 3.4271e-02 | 1.0000e+00 |      701865 |    20480000 |        40000 |       40000 |         0.0 |reached target block errors\n",
      "      2.4 | 3.1125e-02 | 1.0000e+00 |      637447 |    20480000 |        40000 |       40000 |         0.0 |reached target block errors\n",
      "      2.6 | 2.8239e-02 | 1.0000e+00 |      578339 |    20480000 |        40000 |       40000 |         0.0 |reached target block errors\n",
      "      2.8 | 2.5526e-02 | 1.0000e+00 |      522770 |    20480000 |        40000 |       40000 |         0.0 |reached target block errors\n",
      "      3.0 | 2.2857e-02 | 1.0000e+00 |      468113 |    20480000 |        40000 |       40000 |         0.0 |reached target block errors\n",
      "      3.2 | 2.0545e-02 | 9.9995e-01 |      420766 |    20480000 |        39998 |       40000 |         0.0 |reached target block errors\n",
      "      3.4 | 1.8184e-02 | 9.9990e-01 |      372418 |    20480000 |        39996 |       40000 |         0.0 |reached target block errors\n",
      "      3.6 | 1.6163e-02 | 9.9977e-01 |      331024 |    20480000 |        39991 |       40000 |         0.0 |reached target block errors\n",
      "      3.8 | 1.4247e-02 | 9.9938e-01 |      291787 |    20480000 |        39975 |       40000 |         0.0 |reached target block errors\n",
      "      4.0 | 1.2503e-02 | 9.9825e-01 |      256069 |    20480000 |        39930 |       40000 |         0.0 |reached target block errors\n",
      "      4.2 | 1.0917e-02 | 9.9615e-01 |      223577 |    20480000 |        39846 |       40000 |         0.0 |reached target block errors\n",
      "      4.4 | 9.4773e-03 | 9.9190e-01 |      194095 |    20480000 |        39676 |       40000 |         0.0 |reached target block errors\n",
      "      4.6 | 8.1656e-03 | 9.8487e-01 |      167232 |    20480000 |        39395 |       40000 |         0.0 |reached target block errors\n",
      "      4.8 | 6.9884e-03 | 9.7242e-01 |      143122 |    20480000 |        38897 |       40000 |         0.0 |reached target block errors\n",
      "      5.0 | 5.9556e-03 | 9.5215e-01 |      121970 |    20480000 |        38086 |       40000 |         0.0 |reached target block errors\n",
      "      5.2 | 5.0244e-03 | 9.2410e-01 |      102899 |    20480000 |        36964 |       40000 |         0.0 |reached target block errors\n",
      "      5.4 | 4.2447e-03 | 8.8595e-01 |       86931 |    20480000 |        35438 |       40000 |         0.0 |reached target block errors\n",
      "      5.6 | 3.5049e-03 | 8.3720e-01 |       71780 |    20480000 |        33488 |       40000 |         0.0 |reached target block errors\n",
      "      5.8 | 2.9181e-03 | 7.7930e-01 |       59762 |    20480000 |        31172 |       40000 |         0.0 |reached target block errors\n",
      "      6.0 | 2.3746e-03 | 7.0285e-01 |       48631 |    20480000 |        28114 |       40000 |         0.0 |reached target block errors\n",
      "      6.2 | 1.9325e-03 | 6.2713e-01 |       39577 |    20480000 |        25085 |       40000 |         0.0 |reached target block errors\n",
      "      6.4 | 1.5562e-03 | 5.5027e-01 |       31872 |    20480000 |        22011 |       40000 |         0.0 |reached target block errors\n",
      "      6.6 | 1.2440e-03 | 4.7282e-01 |       25477 |    20480000 |        18913 |       40000 |         0.0 |reached target block errors\n",
      "      6.8 | 9.8481e-04 | 3.9620e-01 |       20169 |    20480000 |        15848 |       40000 |         0.0 |reached target block errors\n",
      "      7.0 | 7.7363e-04 | 3.2570e-01 |       15844 |    20480000 |        13028 |       40000 |         0.0 |reached target block errors\n",
      "      7.2 | 5.9565e-04 | 2.6265e-01 |       12199 |    20480000 |        10506 |       40000 |         0.0 |reached target block errors\n",
      "      7.4 | 4.6992e-04 | 2.1338e-01 |        9624 |    20480000 |         8535 |       40000 |         0.0 |reached target block errors\n",
      "      7.6 | 3.5317e-04 | 1.6532e-01 |        7233 |    20480000 |         6613 |       40000 |         0.0 |reached target block errors\n",
      "      7.8 | 2.5811e-04 | 1.2427e-01 |        5286 |    20480000 |         4971 |       40000 |         0.0 |reached target block errors\n",
      "\n",
      " Running: GSM: Convolutional Codes\n",
      "EbNo [dB] |        BER |       BLER |  bit errors |    num bits | block errors |  num blocks | runtime [s] |    status\n",
      "---------------------------------------------------------------------------------------------------------------------------------------\n",
      "      0.0 | 4.2134e-01 | 1.0000e+00 |     8628988 |    20480000 |        40000 |       40000 |         3.9 |reached target block errors\n",
      "      0.2 | 4.1802e-01 | 1.0000e+00 |     8561056 |    20480000 |        40000 |       40000 |         1.0 |reached target block errors\n",
      "      0.4 | 4.1435e-01 | 1.0000e+00 |     8485818 |    20480000 |        40000 |       40000 |         0.3 |reached target block errors\n",
      "      0.6 | 4.1103e-01 | 1.0000e+00 |     8417982 |    20480000 |        40000 |       40000 |         0.3 |reached target block errors\n",
      "      0.8 | 4.0681e-01 | 1.0000e+00 |     8331373 |    20480000 |        40000 |       40000 |         0.3 |reached target block errors\n",
      "      1.0 | 4.0293e-01 | 1.0000e+00 |     8251986 |    20480000 |        40000 |       40000 |         0.3 |reached target block errors\n",
      "      1.2 | 3.9920e-01 | 1.0000e+00 |     8175559 |    20480000 |        40000 |       40000 |         0.3 |reached target block errors\n",
      "      1.4 | 3.9510e-01 | 1.0000e+00 |     8091613 |    20480000 |        40000 |       40000 |         0.3 |reached target block errors\n",
      "      1.6 | 3.9051e-01 | 1.0000e+00 |     7997722 |    20480000 |        40000 |       40000 |         0.3 |reached target block errors\n",
      "      1.8 | 3.8601e-01 | 1.0000e+00 |     7905439 |    20480000 |        40000 |       40000 |         0.3 |reached target block errors\n",
      "      2.0 | 3.8151e-01 | 1.0000e+00 |     7813240 |    20480000 |        40000 |       40000 |         0.3 |reached target block errors\n",
      "      2.2 | 3.7700e-01 | 1.0000e+00 |     7721051 |    20480000 |        40000 |       40000 |         0.3 |reached target block errors\n",
      "      2.4 | 3.7192e-01 | 1.0000e+00 |     7616895 |    20480000 |        40000 |       40000 |         0.3 |reached target block errors\n",
      "      2.6 | 3.6736e-01 | 1.0000e+00 |     7523633 |    20480000 |        40000 |       40000 |         0.3 |reached target block errors\n",
      "      2.8 | 3.6240e-01 | 1.0000e+00 |     7421890 |    20480000 |        40000 |       40000 |         0.3 |reached target block errors\n",
      "      3.0 | 3.5738e-01 | 1.0000e+00 |     7319170 |    20480000 |        40000 |       40000 |         0.3 |reached target block errors\n",
      "      3.2 | 3.5200e-01 | 1.0000e+00 |     7209028 |    20480000 |        40000 |       40000 |         0.3 |reached target block errors\n",
      "      3.4 | 3.4714e-01 | 1.0000e+00 |     7109526 |    20480000 |        40000 |       40000 |         0.3 |reached target block errors\n",
      "      3.6 | 3.4180e-01 | 1.0000e+00 |     7000146 |    20480000 |        40000 |       40000 |         0.3 |reached target block errors\n",
      "      3.8 | 3.3681e-01 | 1.0000e+00 |     6897842 |    20480000 |        40000 |       40000 |         0.3 |reached target block errors\n",
      "      4.0 | 3.3081e-01 | 1.0000e+00 |     6775000 |    20480000 |        40000 |       40000 |         0.3 |reached target block errors\n",
      "      4.2 | 3.2566e-01 | 1.0000e+00 |     6669552 |    20480000 |        40000 |       40000 |         0.3 |reached target block errors\n",
      "      4.4 | 3.2020e-01 | 1.0000e+00 |     6557750 |    20480000 |        40000 |       40000 |         0.3 |reached target block errors\n",
      "      4.6 | 3.1486e-01 | 1.0000e+00 |     6448270 |    20480000 |        40000 |       40000 |         0.3 |reached target block errors\n",
      "      4.8 | 3.0956e-01 | 1.0000e+00 |     6339747 |    20480000 |        40000 |       40000 |         0.3 |reached target block errors\n",
      "      5.0 | 3.0429e-01 | 1.0000e+00 |     6231936 |    20480000 |        40000 |       40000 |         0.3 |reached target block errors\n",
      "      5.2 | 2.9878e-01 | 1.0000e+00 |     6119008 |    20480000 |        40000 |       40000 |         0.3 |reached target block errors\n",
      "      5.4 | 2.9340e-01 | 1.0000e+00 |     6008827 |    20480000 |        40000 |       40000 |         0.3 |reached target block errors\n",
      "      5.6 | 2.8863e-01 | 1.0000e+00 |     5911243 |    20480000 |        40000 |       40000 |         0.3 |reached target block errors\n",
      "      5.8 | 2.8284e-01 | 1.0000e+00 |     5792657 |    20480000 |        40000 |       40000 |         0.3 |reached target block errors\n",
      "      6.0 | 2.7775e-01 | 1.0000e+00 |     5688415 |    20480000 |        40000 |       40000 |         0.3 |reached target block errors\n",
      "      6.2 | 2.7297e-01 | 1.0000e+00 |     5590398 |    20480000 |        40000 |       40000 |         0.3 |reached target block errors\n",
      "      6.4 | 2.6781e-01 | 1.0000e+00 |     5484699 |    20480000 |        40000 |       40000 |         0.3 |reached target block errors\n",
      "      6.6 | 2.6311e-01 | 1.0000e+00 |     5388455 |    20480000 |        40000 |       40000 |         0.3 |reached target block errors\n",
      "      6.8 | 2.5839e-01 | 1.0000e+00 |     5291870 |    20480000 |        40000 |       40000 |         0.3 |reached target block errors\n",
      "      7.0 | 2.5336e-01 | 1.0000e+00 |     5188796 |    20480000 |        40000 |       40000 |         0.3 |reached target block errors\n",
      "      7.2 | 2.4882e-01 | 1.0000e+00 |     5095930 |    20480000 |        40000 |       40000 |         0.3 |reached target block errors\n",
      "      7.4 | 2.4436e-01 | 1.0000e+00 |     5004434 |    20480000 |        40000 |       40000 |         0.3 |reached target block errors\n",
      "      7.6 | 2.4005e-01 | 1.0000e+00 |     4916142 |    20480000 |        40000 |       40000 |         0.3 |reached target block errors\n",
      "      7.8 | 2.3573e-01 | 1.0000e+00 |     4827677 |    20480000 |        40000 |       40000 |         0.3 |reached target block errors\n",
      "\n",
      " Running: UMTS/LTE: Turbo Codes\n",
      "EbNo [dB] |        BER |       BLER |  bit errors |    num bits | block errors |  num blocks | runtime [s] |    status\n",
      "---------------------------------------------------------------------------------------------------------------------------------------\n",
      "      0.0 | 1.2061e-01 | 9.8335e-01 |     2470107 |    20480000 |        39334 |       40000 |         7.9 |reached target block errors\n",
      "      0.2 | 1.0308e-01 | 9.3853e-01 |     2111074 |    20480000 |        37541 |       40000 |         5.1 |reached target block errors\n",
      "      0.4 | 8.0670e-02 | 8.2925e-01 |     1652119 |    20480000 |        33170 |       40000 |         4.5 |reached target block errors\n",
      "      0.6 | 5.5437e-02 | 6.4360e-01 |     1135359 |    20480000 |        25744 |       40000 |         4.5 |reached target block errors\n",
      "      0.8 | 3.2927e-02 | 4.2160e-01 |      674349 |    20480000 |        16864 |       40000 |         4.5 |reached target block errors\n",
      "      1.0 | 1.6176e-02 | 2.2770e-01 |      331288 |    20480000 |         9108 |       40000 |         4.5 |reached target block errors\n",
      "      1.2 | 6.2500e-03 | 9.5475e-02 |      128001 |    20480000 |         3819 |       40000 |         4.5 |reached target block errors\n",
      "      1.4 | 1.9521e-03 | 3.3388e-02 |       79956 |    40960000 |         2671 |       80000 |         8.9 |reached target block errors\n",
      "      1.6 | 4.7013e-04 | 8.8208e-03 |       57770 |   122880000 |         2117 |      240000 |        26.8 |reached target block errors\n",
      "      1.8 | 9.4678e-05 | 2.0570e-03 |       48475 |   512000000 |         2057 |     1000000 |       111.9 |reached target block errors\n",
      "      2.0 | 1.5920e-05 | 4.1384e-04 |       39452 |  2478080000 |         2003 |     4840000 |       543.9 |reached target block errors\n",
      "      2.2 | 2.3231e-06 | 8.1028e-05 |       29403 | 12656640000 |         2003 |    24720000 |      2781.9 |reached target block errors\n",
      "\n",
      "Simulation stopped as target BLER is reached @ EbNo = 2.2 dB.\n",
      "\n",
      "\n",
      " Running: 5G: LDPC\n",
      "EbNo [dB] |        BER |       BLER |  bit errors |    num bits | block errors |  num blocks | runtime [s] |    status\n",
      "---------------------------------------------------------------------------------------------------------------------------------------\n",
      "      0.0 | 1.6350e-01 | 9.8467e-01 |     3348382 |    20480000 |        39387 |       40000 |        29.0 |reached target block errors\n",
      "      0.2 | 1.4144e-01 | 9.3730e-01 |     2896779 |    20480000 |        37492 |       40000 |         6.8 |reached target block errors\n",
      "      0.4 | 1.1374e-01 | 8.2973e-01 |     2329365 |    20480000 |        33189 |       40000 |         0.6 |reached target block errors\n",
      "      0.6 | 8.1500e-02 | 6.4782e-01 |     1669127 |    20480000 |        25913 |       40000 |         0.6 |reached target block errors\n",
      "      0.8 | 5.0354e-02 | 4.3343e-01 |     1031240 |    20480000 |        17337 |       40000 |         0.6 |reached target block errors\n",
      "      1.0 | 2.6075e-02 | 2.3852e-01 |      534009 |    20480000 |         9541 |       40000 |         0.6 |reached target block errors\n",
      "      1.2 | 1.0734e-02 | 1.0340e-01 |      219825 |    20480000 |         4136 |       40000 |         0.6 |reached target block errors\n",
      "      1.4 | 3.7655e-03 | 3.7925e-02 |      154236 |    40960000 |         3034 |       80000 |         1.3 |reached target block errors\n",
      "      1.6 | 9.7185e-04 | 1.0140e-02 |       99517 |   102400000 |         2028 |      200000 |         3.2 |reached target block errors\n",
      "      1.8 | 2.0778e-04 | 2.3810e-03 |       89363 |   430080000 |         2000 |      840000 |        13.5 |reached target block errors\n",
      "      2.0 | 3.6055e-05 | 4.6366e-04 |       79747 |  2211840000 |         2003 |     4320000 |        69.6 |reached target block errors\n",
      "      2.2 | 5.1476e-06 | 8.8785e-05 |       59458 | 11550720000 |         2003 |    22560000 |       363.9 |reached target block errors\n",
      "\n",
      "Simulation stopped as target BLER is reached @ EbNo = 2.2 dB.\n",
      "\n",
      "\n",
      " Running: 5G: Polar+CRC\n",
      "EbNo [dB] |        BER |       BLER |  bit errors |    num bits | block errors |  num blocks | runtime [s] |    status\n",
      "---------------------------------------------------------------------------------------------------------------------------------------\n",
      "      0.0 | 4.0402e-01 | 9.1016e-01 |       52956 |      131072 |          233 |         256 |         0.3 |reached target block errors\n",
      "      0.2 | 3.4618e-01 | 8.4766e-01 |       45375 |      131072 |          217 |         256 |         0.1 |reached target block errors\n",
      "      0.4 | 2.7207e-01 | 6.8359e-01 |       71321 |      262144 |          350 |         512 |         0.2 |reached target block errors\n",
      "      0.6 | 1.8620e-01 | 5.1367e-01 |       48811 |      262144 |          263 |         512 |         0.2 |reached target block errors\n",
      "      0.8 | 8.6924e-02 | 2.6172e-01 |       34180 |      393216 |          201 |         768 |         0.3 |reached target block errors\n",
      "      1.0 | 5.5036e-02 | 1.6602e-01 |       43282 |      786432 |          255 |        1536 |         0.5 |reached target block errors\n",
      "      1.2 | 1.8846e-02 | 6.2800e-02 |       32112 |     1703936 |          209 |        3328 |         1.1 |reached target block errors\n",
      "      1.4 | 6.4950e-03 | 2.5146e-02 |       27242 |     4194304 |          206 |        8192 |         2.8 |reached target block errors\n",
      "      1.6 | 1.9942e-03 | 8.0118e-03 |       25615 |    12845056 |          201 |       25088 |         8.5 |reached target block errors\n",
      "      1.8 | 5.6164e-04 | 2.6847e-03 |       21422 |    38141952 |          200 |       74496 |        25.5 |reached target block errors\n",
      "      2.0 | 1.4336e-04 | 7.1094e-04 |       18791 |   131072000 |          182 |      256000 |        86.0 |reached max iterations\n",
      "      2.2 | 3.7247e-05 | 2.2656e-04 |        4882 |   131072000 |           58 |      256000 |        86.4 |reached max iterations\n",
      "\n",
      "Simulation stopped as target BLER is reached @ EbNo = 2.2 dB.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "num_bits_per_symbol = 2 # QPSK\n",
    "ebno_db = np.arange(0., 8, 0.2) # sim SNR range \n",
    "\n",
    "# Params\n",
    "# Conv. code batchsize 40000, compile, 1000 Monte Carlo runs, 2000 block errors\n",
    "\n",
    "# run ber simulations for each code we have added to the list\n",
    "for code in codes_under_test:\n",
    "    print(\"\\n Running: \" + code[2])\n",
    "    \n",
    "    # generate a new model with the given encoder/decoder\n",
    "    torch.cuda.empty_cache()\n",
    "    torch._dynamo.reset()\n",
    "\n",
    "    model = System_Model(k=k,\n",
    "                         n=n,\n",
    "                         num_bits_per_symbol=num_bits_per_symbol,\n",
    "                         encoder=code[0],\n",
    "                         decoder=code[1],\n",
    "                         sim_esno=False)\n",
    "    \n",
    "    if not code[2] == \"5G: Polar+CRC\":\n",
    "        ber_plot.simulate(model,\n",
    "                      ebno_dbs=ebno_db, # SNR to simulate\n",
    "                      legend=code[2], # legend string for plotting\n",
    "                      max_mc_iter=1000, # run 1000 Monte Carlo runs per SNR point\n",
    "                      num_target_block_errors=2000, # continue with next SNR point after 2000 block errors\n",
    "                      target_bler=3e-4,\n",
    "                      batch_size=40000, # batch-size per Monte Carlo run\n",
    "                      soft_estimates=False, # the model returns hard-estimates\n",
    "                      early_stop=True, # stop simulation if no error has been detected at current SNR point\n",
    "                      show_fig=False, # we show the figure after all results are simulated\n",
    "                      add_bler=True, # in case BLER is also interesting\n",
    "                      compile_mode=\"default\",\n",
    "                      forward_keyboard_interrupt=False);        \n",
    "\n",
    "    else:\n",
    "        ber_plot.simulate(model,\n",
    "                ebno_dbs=ebno_db, # SNR to simulate\n",
    "                legend=code[2], # legend string for plotting\n",
    "                max_mc_iter=1000, # run 1000 Monte Carlo runs per SNR point\n",
    "                num_target_block_errors=200, # continue with next SNR point after 2000 block errors\n",
    "                target_bler=3e-4,\n",
    "                batch_size=256, # batch-size per Monte Carlo run\n",
    "                soft_estimates=False, # the model returns hard-estimates\n",
    "                early_stop=True, # stop simulation if no error has been detected at current SNR point\n",
    "                show_fig=False, # we show the figure after all results are simulated\n",
    "                add_bler=True, # in case BLER is also interesting\n",
    "                compile_mode=None,\n",
    "                forward_keyboard_interrupt=False);  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And show the final performance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-06T17:18:09.061382Z",
     "iopub.status.busy": "2026-08-06T17:18:09.061073Z",
     "iopub.status.idle": "2026-08-06T17:18:09.400666Z",
     "shell.execute_reply": "2026-08-06T17:18:09.399748Z"
    }
   },
   "outputs": [
    {
     "data": {
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VlaXHH39cN998c7P2zzzzzIkHDsBrBkxI0vov9kqSNi3PbXURVmqcDbsyb6V6R/aWc9RoBXehAAsAAAAAAE4cn6s9xIsvvijTNBUVFaVf//rXh10fO3asZs+eLUnHNbsWQNuKSwlTTJdQSVL+zgqV7Ktuddszup6hZ896Vv8793+a2GWir0IEAAAAAACnCIqwh8jMzJQkzZgxQ8HBwUe859xzz5XUOGu2oKCgzWID0HqGYWjAhKSm403L97W6rdVi1ejE0TIMo9l50zTVsGuXt0IEAAAAAACniE65HMGJcrlc2rJliyRp2LBhR73v4GsbNmxQfHy8V8ZfvHix6urqtGfPHklSVlaW3nvvPUmNG3lFRUUdtW19fX2zjccqKiokSU6nU06n0yvxAW3pQN6eTP6mjozR8gXb5HGZ2rwiT6POSZHFemLvPZW/9ZbKXnpZzj171GNxpmwxMSccF04N3shhoD2Rw+gMyGP4O3IY/o4chr/zZu5ShD1IQUFB0x9u165dj3rfwdf27t3rtfFfeOEFlZaWSpJmz56tiooK/fe//5UkpaamHrMI+8ADD+hPf/rTYec/++wzORwOr8UItLUDs9NPVGBskGrz7KqrcmrBi4sVnOA67j72uvYq5bMl6rVjhyRp5T8eUtkklilA65xsDgPtjRxGZ0Aew9+Rw/B35DD8VU1Njdf6ogh7kKqqqqbXISEhR73v4GsHtzlZBzYEOxF33HGHbr311qbjiooKdevWTVOnTlUMM/bgh5xOpzIzM5WWlia73X7C/WT3KNEHj2+QJEWY3TRj1oBWt61z1elnn/5Ma8rWaORpifrdksbzXbdt04QH7j/hmHBq8FYOA+2FHEZnQB7D35HD8HfkMPxdcXGx1/qiCHsUh64FeTCL5YePM5um2RbhtCgwMFCBgYGHnbfb7Tzo4NdONod7DIlX75GF6jE0Vqkj4mS3W49r7CB7kCRpVXCenP17yL55lxo2b5Z7+3YF9e9/wnHh1MFzGP6OHEZnQB7D35HD8HfkMPyVN/OWjbkOcvAM1+rqo++kfvC10NBQn8YE4ORYLIbOun6w+o1NlD2g9QXYA9L7pze9/nLID+9blS9Y6I3wAAAAAADAKYAi7EHi4uJkszUWWY611mtOTk7T66SkpKPeB8D/Tek6RV1Cu0iSXu6yS9r/Llj5e+/JZHF5AAAAAADQChRhDxIQEKA+ffpIktatW3fU+w6+NnjwYJ/HBcC7jmcZEavFqrm95kqSqoKl4pGpkiR3cbGqli71SXwAAAAAAKBzoQh7iGnTpkmSFi9erIaGhiPe895770mSBg4cqMTExDaLDcCJMz2msjeV6OOn12vJq1nH1XZ26uym14v61za9ZkkCAAAAAADQGhRhD/HjH/9YklRYWKj//ve/h11fu3at3n77bUnSFVdc0aaxAThxLpdHHz6xTlu/LdDmr/PUUOdqdduU8BQNiR0iSVoUv1eKipQkVX32mdxlZT6IFgAAAAAAdCYUYQ8xbtw4nX/++ZKk2267TY888ogqKirkdDr14Ycfavbs2XK5XOratat+9atftXO0AFrLHmBVnzGNM9dd9W5tW1VwXO0PzIZ1Ww3tHpciIyhIYWedJc8xNvEDAAAAAACQJFvLt/if66+/Xi+99FLTscvVOONtx44dCgoKajrfvXt3bdmy5bD2zz33nPbs2aNVq1bp5ptv1s033yzDMJrWkYyJidF7770nh8Ph4+/k5DmdTjnZPAh+6EDeejN/+4yJ04YljZvubVy6T33GxLW67fQu0/V34+9ym249ObxY8+76RNawMK/HiM7DFzkMtCVyGJ0BeQx/Rw7D35HD8HfezF3DPJ4davzEVVddpRdeeKHF+7p3765du3Yd8VpDQ4MeffRRvfzyy9qyZYucTqe6du2quXPn6g9/+IMSEhK8HLV3ZGRkKCMjQ263W1lZWZo3b55fFIuBtmCaUv5Sh1xVVklSwqRq2UM9rW7/SvUrssqqofah6m/vL4vBhwkAAAAAAOisampqlJ6ervLycoWHh59UX52yCOt0OuV2u1u8zzAMBQYGtqpPj8cji8V/Ci4VFRWKiIhQbm6uYmJi2jsc4Lg5nU5lZmYqLS1Ndrvda/2u/XSvVizYIUkaNqOrxs7t2eq2pmnKMAyvxYLOzVc5DLQVchidAXkMf0cOw9+Rw/B3xcXFSkpK8koRtlMuR2C3273+l9ufCrAH88WfBdCWvJ3DAycka+U7O+Vxm8paWaDx5/eW1Xrif789NTWq/PQzhZ89U4bV6rU40XnwHIa/I4fRGZDH8HfkMPwdOQx/5c289c/KIgCcoOCwAPUcGitJqq1o0J71xSfcV8nLr2jrxEna99vfqnr5V94KEQAAAAAAdDIUYQGccvpPSGp6vWl57nG3r3PV6aNdH2lZ/UZ5amokSeULF3orPAAAAAAA0Ml0yuUIAOBYUgbFKCQyUNVl9aosqZPb7Wn1kgSmaer8t89XTlWOQq2Bej4iQp7yclUuXix3ZaWsYWE+jh4AAAAAAPgbZsICOOVYLIYmX9pXF/1+lH70h9HHtSasYRiakDxBklRl1Ktk0iBJkllfr4oPP/RJvAAAAAAAwL9RhAVwSkodHqeEHuEyDOO4285Ond30+oMBdU2vyxcs9EZoAAAAAACgk6EICwDHaXj8cCWHJEuS3rGtlzW1hySp9rvv1LB7dztGBgAAAAAAOiKKsAAgqbqsvtX3WgyLZqXOkiS55dHuib2arpW//bbXYwMAAAAAAP6Njbk6OafTKafT2d5hAMftQN76On+3rMjXhiX7VF5Qqx//ZazsgdZWtTur21l6et3TkqQ3euTpVotF8nhUtvBtRfz0pzIsvMd1qmurHAZ8hRxGZ0Aew9+Rw/B35DD8nTdz1zBN0/Rab2h3GRkZysjIkNvtVlZWlubNmyeHw9HeYQEdVun6QFVnB0iSoobUKqSrq9Vt/1PxH+V58iRJT8zvpqisnZKk7BuuV22vXsdqCgAAAAAAOriamhqlp6ervLxc4eHhJ9UXRdhOqqKiQhEREcrNzVVMTEx7hwMcN6fTqczMTKWlpclut/tsnIJdFVr40BpJUmJquM69ZVir276w8QU9svoRSdLdVdM1fMEGhZ97rsIvvEC2+HifxAv/0VY5DPgKOYzOgDyGvyOH4e/IYfi74uJiJSUleaUIy3IEnZzdbudBB7/m6xxO7h2tqKQQleZWK29HhapLnIpMaN3s8XN6n6NHVz8qU6ZeStymCz/+SBaWIcAheA7D35HD6AzIY/g7chj+jhyGv/Jm3lItAHBKMwxDAyYkNR1vWp7b6raJIYma02uOrh9yvR6e/igFWAAAAAAAcETMhAVwyus3NlErFmyXx2Nq84pcjT23pyzW1hVU/zLxLz6ODgAAAAAA+DumbQE45TnCA9RjaKwkqaa8QXs2lJxUfw27dqng4Yfl3LvXG+EBAAAAAAA/RxEWAKQTXpLgUGXz52v7zLNV/N8nVP7OO94IDQAAAAAA+DmKsAAgKWVQtBwRAZKkXWuLVFPRcFztsyuz9cSaJ/RWxFbJMCRJZQsXyjRNr8cKAAAAAAD8C0VYAJBksVrUf1ySLBZDPYbFylnvanVbp9upS969RP9Z/R89XbBQQWNHN57fvUe133/vq5ABAAAAAICfoAgLAPsNn9FNVz14us7+6RBFxDla3c5utWt69+mSpGpntXIm9m66Vr5gobfDBAAAAAAAfoYiLADsFxwWoOCwgBNqOzt1dtPrBV3yZHE0FnErPvhAnro6r8QHAAAAAAD8E0VYAPCC0QmjFRccJ0n6rGi5AmdMlSR5qqpUufiT9gwNAAAAAAC0M1t7BwDfcjqdcjqd7R0GcNwO5G175a/b6dHu9cXqNjBa9kBrq9qc1f0svbz5Zbk8Lq0bHave7zSeL1vwPznOOtOH0aIjau8cBk4WOYzOgDyGvyOH4e/IYfg7b+auYbJ1d6eSkZGhjIwMud1uZWVlad68eXI4Wr+2JQCpZp9NZRuD5HEaihpaq5Aurduka59rnx6rekyS1NPSXfc9ViJ7aalMw9DOO34vV0SEL8MGAAAAAABeVFNTo/T0dJWXlys8PPyk+qII20lVVFQoIiJCubm5iomJae9wgOPmdDqVmZmptLQ02e32Nh07f2eF3v7nGklSUu9wzfn1sFa1M01TF75/oXZV7JIkLSi4RM5nXpEkxdx6i6Kuvton8aJjas8cBryBHEZnQB7D35HD8HfkMPxdcXGxkpKSvFKEZTmCTs5ut/Ogg19rjxzu0idaUYkOlebVKHdbhapLnIpMaN2M8nNSz9F/Vv9HkrRieLAmT56kyPPOU+j06bLwd/GUxHMY/o4cRmdAHsPfkcPwd+Qw/JU385aNuQDgEIZhqP+EpKbjzV/ltrrtrNRZTa8XNaxSypNPKnzWLFkCA70aIwAAAAAA8B8UYQHgCPqNTZRhMSQ1FmE9bk+r2nUL66afDPyJ7p94v54+82lfhggAAAAAAPwEyxEAwBGERASqx5AY7VxTpOryBu3ZWKIeQ2Jb1fa20bf5ODoAAAAAAOBPmAkLAEcx4OAlCZa3fkmCQ5kulyo//1w5N9+iyk8/80ZoAAAAAADAjzATFgCOImVwjILDA1Rb0aCda4tUW9mg4LCA4+6nZuVK5dz4M0mS2dCgsGlTvR0qAAAAAADowJgJCwBHYbVa1H9coiTJ4za15eu8Vrd1eVxaunep7vjyDj1m/VK2hARJUtWSJXIVF/skXgAAAAAA0DFRhAWAYxgwIUkhEQE6bWZ39RzWujVhJanB3aBbP79V7+14Twt3vKPQOec0XnC5VPHeez6KFgAAAAAAdEQUYQHgGKISQ/STB07X+PN6KSLO0ep2DrtD01KmSZIqGiqUNS656VrZwre9HicAAAAAAOi4KMICQAssFuOE2s3uObvp9TuuVQoaOlSSVL9pk+o2b/ZKbAAAAAAAoOOjCAsAPjIueZyig6IlSV/kfKHgOWc3XStfsLCdogIAAAAAAG3N1t4BwLecTqecTmd7hwEctwN525Hyt7qsXpuX5ykkKlD9xye2qs2MbjP0xtY3VO+u11eDrOpvt0tOp8rffVdRv/6VDLvdx1GjvXTEHAaOBzmMzoA8hr8jh+HvyGH4O2/mrmGapum13tDuMjIylJGRIbfbraysLM2bN08OR+vXsQRwZO56Q7mfhUimIZvDo4TJ1TJasUrBHtcePVn1pCSpl62X/rAwQGHr1kmS9l51paoHDPBl2AAAAAAA4ATV1NQoPT1d5eXlCg8PP6m+KMJ2UhUVFYqIiFBubq5iYmLaOxzguDmdTmVmZiotLU32DjJb9P1/r9PerDJJ0qyfD1bX/lEttjFNU3PfnaucqhxZDIveib1HNbf+UZIUccUVirv9Nl+GjHbUEXMYOB7kMDoD8hj+jhyGvyOH4e+Ki4uVlJTklSIsyxF0cna7nQcd/FpHyuHBU7o2FWE3L89XzyHxrWo3K3WWnlz7pDymR190rdDM669X+KyzFcQs2FNCR8ph4ESQw+gMyGP4O3IY/o4chr/yZt6yMRcAtFLP4bFyhAdIknauKVJ1WX2r2s1Ond30enXJWsX/5lYKsAAAAAAAnEIowgJAK1mtFg2cmCxJMj2mNi7b16p2qRGpuvm0m/Xq7Ff10JSHfBkiAAAAAADogCjCAsBxGDgxuWlDro1L98nj9rSq3bVDrtXg2MEyjrCbl8lOoQAAAAAAdGoUYQHgOIRFB6n7kFhJUlVpvXavLz6hftyVlSp+7nntmHueCh991JshAgAAAACADoYiLAAcp0GTkpter1/SuiUJDuWsq1HBQw+pfssWlb/9jky321vhAQAAAACADoYiLAAcp5RBMQqLCZIk5e8sV32tq1Xtqp3Vennjy7rsvcv0rx3PKnTyZEmSq6BA1cu/8lm8AAAAAACgfdnaOwAA8DcWi6Gx56bK7fKoz6gE2QOtrWrnMT3616p/qcHToH3V+/SzuXeo6tNPJUnlCxcqdNJEX4YNAAAAAADaCTNhAeAE9BubqIGnJ7e6ACtJYQFhmtJtiiSppK5E6/sGyhoRIUmqXLxY7spKn8QKAAAAAADaF0VYAGhDs3vObnr9fs7HCj/nHEmSWV+vig8/bK+wAAAAAACAD1GEBQAvaGjlurCTuk5SWECYJOmTPZ8ocM7MpmvlC9/2SWwAAAAAAKB9UYQFgJNQuKdSmc9t0LO3LVXJvuoW7w+wBujM7mdKkmpdtfoqLF8BvXs1Hq9apYbdu30aLwAAAAAAaHsUYQHgJOzbVqasr/Pldnm0/su9rWozO/WgJQl2LVLk+ec3HZe/zWxYAAAAAAA6G4qwAHAS+o1NlM3e+CjdsiJPznp3i21GJoxUgiNBkrR873KZZ06WLBYZdrs81S3PpgUAAAAAAP6FIiwAnISgELt6j24sqDbUurT12/wW21gMi2b1nCVJcpkufVL9nbr+5z/qs/RLJdxxh0/jBQAAAAAAbc/W3gHAt5xOp5xOZ3uHARy3A3nrD/nbf0KCNi/PlSSt/yJHfcbEtdjmrJSz9NyG52QzbNpbuVdBky6QR5LHD75ftI4/5TBwJOQwOgPyGP6OHIa/I4fh77yZu4ZpmqbXekO7y8jIUEZGhtxut7KysjRv3jw5HI72Dgvo1ExTKljukLPCKkmKn1CtgAhPC21MrXGuUR9bH4VYQtoiTAAAAAAAcBxqamqUnp6u8vJyhYeHn1RfFGE7qYqKCkVERCg3N1cxMTHtHQ5w3JxOpzIzM5WWlia73d7e4bRo07JcffnaNklSv/EJmpLe94T78tTVyV1cLHuXLt4KD+3A33IYOBQ5jM6APIa/I4fh78hh+Lvi4mIlJSV5pQjLcgSdnN1u50EHv+YvOdx/XLK+XrhTDXVubV9VqEkX91Wg4/ji9tTUKP+vD6rigw8UNHCgur/wvG+CRZvylxwGjoYcRmdAHsPfkcPwd+Qw/JU385aNuQDACwKCbOo3NlGS5GrwaMvXecfV3ulxqsrqUs3XX8tTWamar7+Wc+9eX4QKAAAAAADaGEVYAPCSQZMblw+ISnQoODSgVW0Kagp034r7NO2NaXpq3VOKOP+8pmvl77zjizABAAAAAEAbowgLAF4S0yVUP/rDaF12z1j1GZ3QqjYBlgDNz5qvsvoyLdq5SKHnnCMZhiSpbOFCsWw3AAAAAAD+jyIsAHhRXEqYjP1F1NaIDIrUxC4TJTXOil1r3SfH2LGSJOfuPar9/nufxAkAAAAAANoORVgAaGezU2c3vX5/5/uKPHhJggUL2z4gAAAAAADgVRRhAcBHinIqtWdjcYv3Tek2RQ6bQ5KUuStTAdOmyOJoPK744AN56up8GicAAAAAAPAtirAA4GVup0f/+/sqvX7fN/pi3haZnmOv6xpsC9aM7jMkSZXOSi0r+VZhZ50lSfJUValy8Sc+jxkAAAAAAPgORVgA8DKr3SJboFWSVFFUp+xNJS22md3zoCUJdryviPPOazouX7jQ2yECAAAAAIA2RBEWAHxg8KQuTa/XL9nb4v1jksYoJihGkvRFzhdyDesre3KybMlJCh42TKZ57Nm0AAAAAACg47K1dwAA0Bn1GBqjkIgAVZc3aNfaIlWV1ik0Kuio99ssNp3d82y9vOllOT1OfZL9qea89KJsSUkyLLxfBgAAAACAP+M3ewDwAYvVooETkyVJpiltWLqvxTazUxuXJIgPjpfbdMvepQsFWAAAAAAAOgF+uwcAHxk4MVmGxZAkbVy6T26355j3D4oZpOdnPq+PL/pYF/e9uC1CBAAAAAAAbYAiLAD4SGhUkHoMaVzntaa8QbvXFh/zfsMwNDJhpKwW62HXGnJyVPXFFz6JEwAAAAAA+BZFWADwocGTD96gK+e425umqT033KDtM9K09/bfydPQ4M3wAAAAAABAG6AICwA+1G1AtMJjGzfkyt5UqrKCmla3LagpUHFdsazhEZIkT3m5qj773BdhAgAAAAAAH6IICwA+ZFgMDZ7SVT2GxuqcXwxTeGxwi222l23XdR9dpxlvztC8TfMUcf55TdfKFy70XbAAAAAAAMAnKMICgI8Nn9FNs28aqu6DY2TZv1HXsUQERuib/G9kytSinYvkGDtWtoQESVLVkiVyFRX5OmQAAAAAAOBFtvYOAL7ldDrldDrbOwzguB3I21MxfyNsERqTMEYr8lZob9VefVewWl3OOUdlzzwjud0qffsdRf7kivYOEy04lXMYnQM5jM6APIa/I4fh78hh+Dtv5q5hmqbptd7Q7jIyMpSRkSG3262srCzNmzdPDoejvcMCcJy+b/he82vmS5LGBozVBVVj1fOhf0qS6pKStOfmX7dneAAAAAAAdHo1NTVKT09XeXm5wsPDT6ovirCdVEVFhSIiIpSbm6uYmJj2Dgc4bk6nU5mZmUpLS5Pdbm/vcLzC4/Zo17oSbVqaq/EXpCo6OeSo91Y7q5X2vzTVuesUGRipj87/SHlXXKX6teskSd3eelOB/fq1Veg4AZ0xh3FqIYfRGZDH8HfkMPwdOQx/V1xcrKSkJK8UYVmOoJOz2+086ODXOlMOr/9qr76Yt0WStGV5viZfdvQiaqQ9Umd0O0Mf7vpQZfVl+rbwWw05/3zl7S/CVr/7nkIHD26TuHFyOlMO49REDqMzII/h78hh+DtyGP7Km3nLxlwA0Eb6jE6QLaDxsbv56zw11LmOef/s1NlNr9/b8Z7Czz5bxv4fAOXvviuTdZUAAAAAAPALFGEBoI0EBtvUd3SCJMlZ59bWb/KPef/pyacrIjBCkvR59ueqDwlQWNoMhUwYr4Q7fi+xmgwAAAAAAH6BIiwAtKFBk7s0vV6/ZK+OtSy33WrXmd3PlCTVumr1yZ5PlPz3vyvl2WcVMWeOjIAAn8cLAAAAAABOHkVYAGhD8d3DFd89TJJUlF2lgl2Vx7z/wJIEoxJGKSooSobV6vMYAQAAAACAd7ExFwC0sUGTu6jgpc2SpPVf7lVCz6PvsDgifoQyL8pUYkhiW4UHAAAAAAC8jJmwANDG+oxKUEBw43tg277JV1310TfYshiWIxZgzYYGVX+9UjWrVvksTgAAAAAA4B0UYQGgjdkDreo3rrGw6nJ6tGVF3nG1d+blKWvceO258koVPf5fX4QIAAAAAAC8iCIsALSDwZN+2KCrJLe6VW08pkff5H2j4lDJEt64hEHNN9/IU1fnkxgBAAAAAIB3sCYsALSD6OQQTfxRH6UMjFZUYkiL93+T943u+PIO5dfk6+fDf665kyap7M03ZdbXq2blSoVOntwGUQMAAAAAgBPBTFgAaCfDpnVrVQFWkrqFdVNBTYEk6f0d7ytk4sSma1VfLvVJfAAAAAAAwDsowgKAH0gMSdTIhJGSpF0Vu5TdP1KyNX6YoXrJknaMDAAAAAAAtIQiLAB0AKbHVEVx7THvmZ06u+n1+wWfyzF8uCSpYfduNezZ48vwAAAAAADASaAICwDtyDRNff/xHr1891da+M/v5fGYR703rXua7Ba7JOnDnR/KMfH0pmtVX37p81gBAAAAAMCJoQgLAO3IMAzlbClVRVGdKovrlL2x5Kj3RgRGaFKXSZKkwtpC7RwU3XStmnVhAQAAAADosCjCAkA7Gzw5uen1+iV7j3nv2alnN73+LGCHrHGxkqTqr7+Wp6HBNwECAAAAAICTQhEWANpZ98ExCo0KlCTtXlekypK6o947IXmCrIZVkrQsd7lCT58oe9euijz/PHmqq9skXgAAAAAAcHwowgJAO7NYLRo4sXE2rGlKG5fuO+q94QHhGho3VJK0s3ynzN/eoF6ZHyvx7rtli4pqk3gBAAAAAMDxoQgLAB3AwNOTZVgMSY1FWLfbc9R7JyRPUFxwnOb2mit3gFWGYbRVmAAAAAAA4ATY2jsAAIAUEhmo1GGx2v59oWoqGrRzdZF6j4w/4r1XD75aPx36U4qvAAAAAAD4CWbCAkAHMWhyl6bXG748+gZdgdbAIxZgXUVFati1yxehAQAAAACAk0ARFgA6iK79ohQRHyxJytlcqrL8mla1cxYUaOcFF2rrxEkqeOghX4YIAAAAAABOAEVYAOggDIuhQZO6yBbQuFGXxdrycgMVDRXaZS2TMzdXklS9/CuZTqevQwUAAAAAAMeBNWEBoAMZNClZAycmKzD42I9np9up6z6+TmsK16hvVF/9a+JEVbz7rjzV1ar5/nuFjBnTRhEDAAAAAICWUITt5JxOp5zMioMfOpC3p1r+GlbJUOu+7xpnjdymW5tKNsk1ao707ruSpIovlihgxAgfR4qWnKo5jM6DHEZnQB7D35HD8HfkMPydN3PXME3T9FpvaHcZGRnKyMiQ2+1WVlaW5s2bJ4fD0d5hAfCBj2s/1pL6JZKkdM9snffg25KkuqQk7bn51+0ZGgAAAAAAfq+mpkbp6ekqLy9XeHj4SfVFEbaTqqioUEREhHJzcxUTE9Pe4QDHzel0KjMzU2lpabLb7e0dTrtoqHVp6zcFSuoToeikkMOur8pfpes/uV6SdHaPs3XjoztUv2GDJKnHJ4tli49v03jRHDkMf0cOozMgj+HvyGH4O3IY/q64uFhJSUleKcKyHEEnZ7fbedDBr52qObx3S6nee2ytXPVuDZrcRWek9zvsnpFJIxViD1G1s1orclfot5MuaCrC1n+9UsEXnN/WYeMITtUcRudBDqMzII/h78hh+DtyGP7Km3lr8VpPAACviUsJa3qd9XWeGupch91jt9o1NnGsJKm0vlSFw7o1Xav6convgwQAAAAAAK1CERYAOqCAYJv6jkmQJDnr3cpamX/E+07vcnrT66URBbLs/3hE9fKvZLoOL9wCAAAAAIC2RxEWADqowZO6NL1ev2SvjrSE98FF2GX5XylkwgTJZlNQ375ylZS0SZwAAAAAAODYKMICQAcVlxKmhJ6NM1uLc6qUv7PisHu6hHZRz4iekqQ1hWsUfPON6vvVcnV/6UXZ2ZgLAAAAAIAOgSIsAHRggyc3nw17JKcnny5DhgZGD1RZpE3WsLAj3gcAAAAAANpHhynClpaW6p577tGCBQvaOxQA6DB6j4xXoMMmSdr2bYHqqp2H3XP14Kv1+SWf69VzXlWvyF5tHSIAAAAAAGhBuxdhi4uL9cc//lE9evTQvffeq/Ly8vYOCQA6DFuAVf3HJUmS3C6PNn+Ve9g98Y54RQdFH3be9Hjkrqz0eYwAAAAAAODY2q0IW1hYqN/97nfq0aOH7r//flVUHL7WIQBAGjQ5uen1puWHF2EP5Sot1b7f/U5bJ01W3r1/9mVoAAAAAACgFWwn2tDpdOqrr77SmjVrVFxcLKvVqp49e2ratGlKTk4+aruioiL99a9/1eOPP66amprDroeHh59oSADQKUUlhqj/hCRFJTg0YELSMe81TVO1AYYqF38iT3W1qpculenxyLC0+wcfAAAAAAA4ZZ1QEfY///mP7r33XhUWFh52zWKx6IorrtAjjzyiiIiIpvNOp1N/+9vf9OCDD6rykI/HGoahuXPn6q677tJpp512IiEBQKc2/ScDjnm9zlWnv33zNy3bu0zdw7vr7gnjVZm5WO7SUtVt2KDgIUPaKFIAAAAAAHCo454add111+mXv/zlEQuwkuTxePTCCy/ojDPOUFVVlSRpx44dGj9+vO68885mBViLxaKLL75Ya9as0YIFCyjAAsAJCrQGaunepdpXvU/f5n8r+/ixTdeqlixpx8gAAAAAAMBxFWFfeuklPfPMM626d/Xq1brnnnu0Z88enXHGGVq1alXTNavVqssvv1zr16/XG2+8of9n777Do6q2Po5/Z5JJL5CEkEDovUrvqKAoqChgQbGhYEe999qugr291isq2C5ipSiXIlgAKYJ0SOi9hpLeeyaZ8/4RGRJJhSSTSX6f5+HhzJy991lnstJW9uzdRTO0REQqxDCMIo9NJhMDGw8EwGqzcqidj/1cxto/qzU2ERERERERESmqQkXY119/vcjjcePG8dtvv3H48GH27t3L999/T8+ePe3nP//8cx544AFOnjxpf+7GG29kz549fPfdd3ToUPrba0VEpKik6Az+/PEQP7yxBZutaCF2YKOB9uO1eftwa90KgKydO8lPTq7OMEVERERERESkkHIXYbdv386BAwfsj9955x2+//57rr76alq1akWHDh0YN24cGzZsYPjw4QCkp6fz22+/AQUbbi1YsIB58+bRrl27Sr4NEZG6Yd3/DrNjxUniT6YTuSehyLm+oX1xMbkAsP7MenwGDS44YbORsX59dYcqIiIiIiIiIn8pdxF2y5Yt9uP27dvzxBNPFNvOYrHw6aef4uLiUuT5+fPnM2rUqAuLUkREAOg4sJH9+Mi22CLnfN18uaTBJQAcTz1OZq/29nPpa9ZWT4AiIiIiIiIicp5yF2GPHDliPx45ciQmk6nEts2aNaNbt272x4MGDeKKK664sAhFRMSuWadALB4Ff+Q6tjOe/DxbkfODGg+yH28JTsPk6QlA+p9/YtiKthURERERERGR6lHuImxKSor9uEWLFmW2L9zm8ssvr1hUIiJSLBeLmeZdggDIyczj9IGkIufPbs4FsDZ+E959+hQ8sNnIi46utjhFRERERERE5JxyF2Gzs7Ptx55/zawqjbe3t/04LCysgmGJiEhJWvcIth8fCS+6JEH7gPYEeAQAsDlqM/UefpDmP/5Imz/XYmnUCBERERERERGpfuUuwhqGUXajEri7u19wXxERKapJpwBc3Qq+fB/dHo8t/9wyA2aTmQGNBtiPo5t649mlMyZzub/ci4iIiIiIiEglc3V0ACIiUjEWNxeadQ7iSHgs2RlWzhxKJqx9gP383Z3u5qa2N9G1QVcsZosDIxURERERERERqMBMWBERqTla9WhgPz4SHlfkXPuA9vRs2LPYAuzFvKtBRERERERERC7MBc2EnT9/PocPHy61TURERIXan3XjjTfSvXv3CwlLRKTOaNY5EBeLmXyrjdMHkzAMA5PJVGzb/PR0kmbPJmPNWtzbtCbkhReqOVoRERERERGRuu2CirCLFy9m8eLFVdK+devWKsKKiJTBzcOVgTe2xq+BJ2Ht6pdYgAUwubgQ/9HHGLm55J48ScPnny+1vYiIiIiIiIhULq0JKyLipLpcHlbiuey8bP536H+sO72OBl4NmNCnDxl//kledDS5hw/j3qZNNUYqIiIiIiIiUreVuwjr5eWFv79/VcYCgJubW5VfQ0SktnM1uzItYhpp1jT83f15dNBEMv78E4D0NWtVhBURERERERGpRuUuwk6fPp3p06dXZSwiIlJJXM2u9GvUj+UnlpOSk0JU5xD7F/z0P9cSOOFeh8YnIiIiIiIiUpeYHR2AiIhcOGtOPvs3RPHz9J1sXHSkyLmBjQbaj/90PYqlcWMAsrZuw5aRUa1xioiIiIiIiNRlKsKKiDixfKuNld/u5/jOeA5ujsEwDPu5gY3PFWHXnVmP9+BBABhWKxmbNld7rCIiIiIiIiJ1lYqwIiJOzMPHQli7egCkJWQTfzLdfi7EO4RW/q0A2BW/C3P/nvZz6WvXVGucIiIiIiIiInWZirAiIk6uZfdg+/Hh8Ngi587OhrUZNrY3yQeLBYCMNWuLzJoVERERERERkapT7iJsZGQk27dvZ/v27SQmJlZqEAsXLuSll17ipZdeYvv27ZU6tohIbdeyWwNMpoLjI+GxJS5J8GfSNrx69ADAevo01tOnqzVOERERERERkbqq3EXYF154ge7du9O9e3d++umnUtt+8skn3Hrrrdx666388ccfZY69cOFCXn75ZV5++WUVYUVEKsjLz43Q1vUASInNIvHMuU23ejbsiYeLBwDrT68n4O67CX3zTVqv+QO3sDBHhCsiIiIiIiJS51TJcgSbNm1i7ty5zJ07l2PHjlXFJUREpJBWPc4tSXCk0JIE7i7u9ArpBUBsVixxPZpRb/QoLMHB540hIiIiIiIiIlVDa8KKiNQCLbs1sB8fiYgrcu629rfxfL/n+XXMr7Ss17K6QxMRERERERGp81wdHYCIiFw8n/ruhLT0J/poColnMkiKzqB+iDcAl4Zd6uDoREREREREROo2FWFrOavVitVqdXQYIhV2Nm+Vv+XX/JIAoo+mABC5LwGfQLdi2xm5uWRu2EDmn+twbdiQ+hMnVGeYdYZyWJydclhqA+WxODvlsDg75bA4u8rMXRVha5lp06Yxbdo08vPzAVi1ahVeXl4Ojkrkwi1fvtzRITiNvCwTfm0teIVYOZ4awfFfIoptZ87KotUrr2Ky2cht0IANjUKrOdK6RTkszk45LLWB8licnXJYnJ1yWJxVZmZmpY2lImwt88gjj/DII4+QmpqKv78/Q4YMITAw0NFhiVSY1Wpl+fLlDBs2DIvF4uhwnJ7VZiUiNoINURvwd/enc7duZIeH4xYXx7CuXbGEhTk6xFpHOSzOTjkstYHyWJydclicnXJYnF1CQkKljaUibC1nsVj0hU6cmnK4cuRac5m0ahJ5Rh5NfJsw+tIbyA4PByB7wwa8xo1zcIS1l3JYnJ1yWGoD5bE4O+WwODvlsDirysxbc6WNJCIiNZa3xZtuwd0AOJl2krQere3nMtb+6aCoREREREREROoGFWFFRGqZxDMZbFx0hFkvbSQtMdv+/MDGA+3HG31icAkKAiBj0yZsubnVHqeIiIiIiIhIXaEirIhILXMkIpZtv54gKTqToxFx9ucHNR5kP14XtR6fgQVFWSMzk6xt26o9ThEREREREZG6QkVYEZFaplWPYPvxkfBY+3G7+u0I8iyY/bo5ejPug/rbz6WvWVt9AYqIiIiIiIjUMRe0Mdf8+fM5fPhwiecjIiLK3fbv7UVE5OIEhHpTP9SbpKgMoo6mkJGSg7e/OyaTiQGNBvDTkZ/IysvicBtv/EwmMAwy/lwLzzzt6NBFREREREREaqULKsIuXryYxYsXV3pbERGpHK26N2BrVAYYcDQiji6XhwEwsNFAfjryEwDr0ncyumsXsnfsJOfQYaxRUVhCQx0ZtoiIiIiIiEitpOUIRERqoSJLEkScW5Kgf6P+mDAB8OeZP6l3440ETLiXpl99hWtgYLXHKSIiIiIiIlIXlHsmrJeXF/7+/lUZCwBubm5Vfg0RkdousLE3/g08SYnL4szBZLLScvH0daO+R306B3VmV/wuDiUdIvemy2jo3dDR4YqIiIiIiIjUauUuwk6fPp3p06dXZSwiIlJJTCYTrXoEE770BIYBR7fH0WlwYwBGthpJ56DODGw0kHoe9RwbqIiIiIiIiEgdcEFrwoqISM3XqkcDwpeeAArWhT1bhL2t/W2ODEtERERERESkztGasCIitVSDpr74BngAEH0slbzc/BLb5p46RdLs2aT89FN1hSciIiIiIiJSZ2gmrIhILWUymeg3qiUuFjNNOwXi6uZSbLu8pCSOXDkMAPcOHfC//vrqDFNERERERESk1qsRM2Effvhh6tWrR7169Zg1a5ajwxERqTXa9gmhVfdgLMUUYOOz4vnpyE+sSt2KR6dOAOTs24c1Nra6wxQRERERERGp1WrETNjMzExSUlIAyM3NdXA0IiK1X0JWAkN/GIqBQdegrvxn8CCy9+wBIOPPddQbM9rBEYqIiIiIiIjUHjViJqyIiFSvQM9AWtdvDcCu+F3Qt7v9XMafax0VloiIiIiIiEitpCKsiEgtl59v49DWGJZ+sZvfZ+61Pz+o0SAADAy2NUjD7OcHQPq69Rh5eQ6JVURERERERKQ2UhFWRKSWM5lMrJ17kMPbYjkcHktudkGBdUDjAfY2f0ZvwHtAwWNbSgpZu3Y5JFYRERERERGR2khFWBGRWs5sNtGyWwMA8q02IvckAtAjuAeerp4ArDu9Du9BA+19MtZqSQIRERERERGRyqIirIhIHdCqR7D9+EhELABuLm70CekDQEJ2AtFdGtnbpK/9s3oDFBEREREREanFVIQVEakDGrWth7u3KwDHdyWQl5sPwMDG52a/rs/dh3u7dgBk795NXmJi9QcqIiIiIiIiUgupCCsiUge4uJhpeUnBkgR5OflE7i0osA5sdK4Iu+7MOnyHDcP70sE0fO45TK6uDolVREREREREpLbRb9giInVEy+4N2Lc+CihYkqBltwY09WtKE98mnEw7SURMBF4PfEQDi7eDIxURERERERGpXVSEFRGpI5q0D8DN05XcrDyO74gn32rDxWLm8iaXsz9xPwMbDSTfyHd0mCIiIiIiIiK1joqwIiJ1hIvFTPOugRzcFENudj4n9yfSvEsQT/V6CpPJ5OjwRERERERERGqtchdh58+fT3h4eJUEERERUSXjiohIUa26B3NwUwwAZw4l07xLULEFWMNqJWv7doz8fLz79avuMEVERERERERqlXIXYX/66Se+/vrrqoxFRESqWNOOAfQZ2YKW3RsQEFr82q/5yckcvnIYtvR0PLt3VxFWRERERERE5CJpOQIRkTrE1c2F3te2KPaczbCxL3EfhmHg2bAhuenpZO3YQX5yMi716lVvoCIiIiIiIiK1SLmLsF5eXvj7+1dlLAC4ublV+TVERKSomIwYbllyC4nZiQxqPIiXBg0i8cgRsNnI2LABvxEjHB2iiIiIiIiIiNMqdxF2+vTpTJ8+vSpjERERBwn2CsbVVPAtYWv0VtwGjYW/lqBJX/unirAiIiIiIiIiF8Hs6ABERKT6pcZnsfWX48x9fTOnDyZhMpkY0HgAANn52exrYsLk6QlAxtq1GIbhyHBFREREREREnJqKsCIidVD00RQ2/XSU+JPpHAmPA2Bg44H28+viNuPdpw8AeXFx5Bw44JA4RURERERERGoDFWFFROqg5l2CMLuaADgaEYthM+gf2h+zqeDbwrrT6/AePNjePn3NWofEKSIiIiIiIlIbqAgrIlIHuXm60rRDAAAZKblEH0vF392fLkFdADiScoSsXu3t7TPWqggrIiIiIiIicqGqtQhrGAZRUVEcP36czMzM6ry0iIj8TasewfbjIxGxQNElCTaaj2Np1hSAzIgI8tPTqzdAERERERERkVrioouw6enppKSklLppy8GDB7n77rsJCAigUaNGtGjRAm9vb7p168aHH35IXl7exYYhIiIV1LxrEGbzX0sShMdhGAaDGg2yn193Zh0+gy/FtVEo9W68EZv+eCYiIiIiIiJyQS6oCLt7925uu+02AgIC8PX1pV69evj7+3P99dezbt26Im3nz59Pt27d+Oabb0hOTi5ybseOHTz++ONceumlpKamXvBNiIhIxXl4WwhrXx+AtMRs4iLT6BjYEX93fwA2ntlIwBP/oPWKFYS+/BKW4ODShhMRERERERGRElS4CPvdd9/RvXt35syZQ1JSkv35tLQ0Fi9ezODBg5kxYwYA27dv57bbbiMrK6vUMTds2MDYsWMrGoqIiFyklt0b2I+PhMfiYnZhQOgAAjwCuLzJ5WSarJhMJgdGKCIiIiIiIuL8XCvSeMuWLYwfP578/PwS2xiGwcMPP8zQoUN58sknyc3NBcDPz49rrrmG1q1bk5ubS0REBCtWrMBmswHw22+/sWDBAkaPHn0RtyMiIhXRslsD/ph1AMOAI+Fx9BvViin9p+Bj8cFs0t6NIiIiIiIiIpWhQkXYJ554okgBduDAgYwcOZKAgAAiIyOZPXs2R44cITc3l1dffZUVK1bY2y1cuJCgoKAi423dupVrr72W2NiCDWE+/fRTFWFFRKqRp68bjdrW4/SBZNKSsklLyMYvyK/YtnmJieQnJeHeqlU1RykiIiIiIiLi3MpdhD169Chr1661P37hhRd4+eWXi7SZMmUKI0eOZPny5Xz99dcAeHp68sMPP5xXgAXo1asX06ZN4+abbwZg1apV5OTk4O7ufkE3IyIiFdf9qmZ0HNiI5l2CcPM8/9tCfkoKkRPvI3v3brz796Ppl186IEoRERERERER51Xu95r++eef9uPWrVvz4osvntfG3d2dzz77DJPJZF9mYMSIETRq1KjEcUePHm0v0FqtVnbv3l3u4EVE5OI16xRI2z4hxRZg03PTiXXJJD8hAQyDzC1bsWVkOCBKEREREREREedV7iLsvn377MfXXXcdZnPxXVu0aEHXrl3tj3v16lXquC4uLnTr1s3+OCoqqrwhiYhIFYnOiOae3+5h8JzBfBTxEd6DBwNgWK1kbN7s4OhEREREREREnEu5i7DJycn249atW5fatvD54pYh+LsGDc7tzp2SklLekEREpIoEegSyN2EveUYe686sw2vwIPu5jEJL04iIiIiIiIhI2cpdhM3OzrYfe3t7l9q28HmLxVLm2G5ubvZjq9Va3pBERKQSHd8Vz4qv9rLw/XAsLhb6hPYBIDE7kdNt68NfX8/T16zFMAxHhioiIiIiIiLiVMpdhK3IL9wmk+mCghEREcfZ8vNx9m+M5vTBZJJjMhnU6Nzs13XJ4Xj16AGA9dQprCdOOCpMEREREREREadT7iKsiIjUbq16nFsa5khELAMaD7A/XndmHT6FliRIX6MlCURERERERETKS0VYEREBoFX3YPvx0Yg4mvg2oblfcwB2xO7A1K+n/Xz6nyrCioiIiIiIiJSXirAiIgKAfwNPgpr4ABB7Io3U+CwGNCqYDZtn5BHhk4BrcEGhNnPzFmyF1goXERERERERkZK5Xkin+fPnc/jw4RLPR0RElLvt39uLiIjjtOoRTPzJdACObo9jYPuBzNo/C4A/o9Zx3+BBpCxchEenTuTFJ+AW1tiR4YqIiIiIiIg4hQsqwi5evJjFixdXelsREXGsVt0bsGnRUQCOhMcy4rJeuJndyLXlsu70Op599BsaPvMMLn5+Do5URERERERExHloOQIREbGrH+JNQCNvAKKPpmJLd6Fnw4K1YOu51yOrvqcKsCIiIiIiIiIVVO6ZsF5eXvj7+1dlLAC4ublV+TVqqpycHP744w8OHDiAl5cXXbt2pXfv3o4OS0TqmFbdG5B4JgOAo9tj+Xeff+Pn7keQZ5CDIxMRERERERFxTuUuwk6fPp3p06dXZSx12scff8xLL72En58f1113HampqTz++OMMGDCAWbNmERSk4oeIVI9WPYLZ8vNxAM4cSmH4kM7FtjMMA1tammbGioiIiIiIiJThgtaElcq3cuVKJk2axJQpU3B1LfiwPP300/Tu3ZsHH3yQefPmOThCEakrAhp5029US8LaBxDczPe88/np6cS8/gbpf67Fs0tXmkyf5oAoRURERERERJyHirA1xFtvvUWbNm2KPNexY0cGDx7MkiVLMAwDk8nkoOhEpC4xmUz0HN682HOGYZDn7kr6mjXkJySQsXEjttxczHV4KRkRERERERGRstT6jblsNhtHjhxh//79HD169IL6x8TEcPLkSaxWaxVEWODvBdizEhISVHwVEYeLy4zjtY2vMWL+CD6ImIrPoIEAGJmZZIWHOzg6ERERERERkZqtVs6EXbVqFX/++Sfr1q1jw4YNpKamAtCqVSsOHz5crjGSk5N54YUXmDVrFgkJCUDBpmEjRozgzTffpEOHDsX2+/jjj0lOTi5z/KZNm3LXXXeV2mbFihVs3bqVm2++WYVYEXEoNxc35h2cR76Rz7oz63hw0P2kLPoJgPS1a/Hu18/BEYqIiIiIiIjUXLWyCDtixAhycnIAMJvNeHt7k5GRUe7+UVFRDBw4kGPHjgEQEBCAp6cnZ86cYdGiRSxdupRffvmFIUOGnNf33Xff5cSJE2VeY+DAgaUWYc+cOcOdd96Jv78/b731VrljFxGpLJmpuRzcHM2R8Fg6DmpM1wZdiYiN4FjKMVKvaAkmExgGGWvWwlNPOTpcERERERERkRqrVhZhhw4dSq9evRgwYAD9+/fnmWee4bPPPit3/3HjxnHs2DH8/Pz4+uuvGTVqFAD79u1j7Nix7Nq1i5tuuonDhw9Tv379In0fffRRkpKSyrxGs2bNSjyXkJDAVVddRVJSEj///DMtWrQod+wiIpUlNSGLdfMK3j3g7mVh4OCBRMRGALAhYze9u3Qhe+dOcg4dwhodjSUkxJHhioiIiIiIiNRYtbII+8svv1xw399//53Vq1cD8Mknn9gLsAAdOnTgp59+okOHDiQmJvLuu+/y+uuvF+n/xBNPXPC1oWAZhKuuuorDhw+zaNEihg4delHjiYhcqIbN/PCp7056Ug4n9yXS/4YBfMzHAKw7vY4hgweTvXMnULAkQf2bb3ZkuCIiIiIiIiI1Vq3fmKuiZs+eDUCTJk249dZbzzvfvHlzxo4dW6RtZUlLS2P48OHs2bOHBQsWcPXVV1fq+CIiFWEym2jZvQEAtnwD99OB1HcvmP2/KXoTHoPOrQObsWatQ2IUERERERERcQYqwv7NH3/8AcAVV1yB2Vz8y3O2OHrs2DEiIyMr5bqZmZlce+21bN++nfnz5zNixIhKGVdE5GK06h5sPz4WEc+AxgMAyLBmcCDYhtnfv+Dx5s0Y+fkOiVFERERERESkpquVyxFcqOzsbPtmXB07diyxXeFze/fupWnTphd97QceeIC1a9cyZMgQwsPDCQ8PL3L+n//8J97e3iX2z8nJsW9GBpCamgqA1WrFarVedHwi1e1s3ip/HSuwqReefhayUq1E7kmg9+C+/MzPAKw58yc39e5Fxu8rwGYj60QkliZhDo645lAOi7NTDkttoDwWZ6ccFmenHBZnV5m5qyJsIfHx8dhsNgBCQ0NLbNeoUSP7cWxsbKVc+9JLL7Vv1pWdnX3eecMwSu3/5ptv8vLLL5/3/KpVq/Dy8qqUGEUcYfny5Y4Ooc4z13OHVDfy8wxS19jgr78HLT2wlI4db4AOHchp1Ij9u3bCrp2ODbYGUg6Ls1MOS22gPBZnpxwWZ6ccFmeVmZlZaWOpCFtIRkaG/djT07PEdoWLmmlpaZVy7fvuu++i+j/77LP861//sj9OTU2lSZMmDBkyhMDAwIsNT6TaWa1Wli9fzrBhw7BYLI4Op0473SqZnz/eBUBDcxva12/P/qT9pJhS6Dv+NnwsPg6OsGZSDouzUw5LbaA8FmenHBZnpxwWZ5eQkFBpY6kIW0jhNWDPzogtTl5env3Y1bVmvITu7u64u7uf97zFYtEXOnFqymHHa9ohEA9vC9kZVk7uTeSx4Y/j4eFOtwbdsLjoY1MW5bA4O+Ww1AbKY3F2ymFxdsphcVaVmbfamKsQX19f+3F6enqJ7QqfK9xHRKQ2MruYadktCID8PIOWuZ3oHdJbBVgRERERERGRcqoZ0zhriODgYDw9PcnKyiIyMrLEdoXPVcamXCIiNV3HwY1p2NKfFpcE4enjVuRcXnw8yfMXkLlpE94DBxJ47z0OilJERERERESkZtJM2ELMZjMdO3YEYNu2bSW227p1KwAmk4nOnTtXS2wiIo7UsLkfHQc2Oq8AC2DLzibu/ffJWLeO9D/+cEB0IiIiIiIiIjWbirB/M3z4cABWrlxJSkpKsW3mz58PQP/+/alXr151hSYiUmOk5KQwe/9sHl3xKLNTVmBp3BiArIgIbNnZDo5OREREREREpGZREfZv7r77blxdXcnIyOCll1467/wvv/zC6tWrAZg4cWL1BiciUkOk56bzxqY3WH1qNb+f+B2vfn0BMHJzydq+3bHBiYiIiIiIiNQwtXJN2KioqCKzWJOTkwGwWq3s37/f/rzFYqFVq1ZF+rZp04bHHnuM999/nw8++IDk5GTuuecevL29Wb58Oa+88goAvXv35q677qr6mxERqUHOHEri4JZYzhxMomXXVhxNO8LO+J2Yel4H/yt4l0DGxo149+vn4EhFREREREREao5aWYR99tln+frrr897PjIykg4dOtgfN2vWjOPHj5/X7u233yYuLo5vv/2Wr776iq+++qrI+e7du7N48WJcXFwqO/RKZ7VasVqtjg5DpMLO5q3yt2bZufoUR7bFATCwy1Uc5RNsho1dYQZN/mqTsXGTPm4oh8X5KYelNlAei7NTDouzUw6Ls6vM3DUZhmFU2mg1xLPPPsuCBQvKbNe4cWNWrFhR4vnff/+d7777jv3795Obm0vTpk254YYbuOOOO7BYLJUZcqWZNm0a06ZNIz8/n4MHDzJr1iy8vLwcHZaI1BJZ0a4kRHgCkNc4nv82fRWAnm49+cf0o7jHxWGYzRx+6UUMd3dHhioiIiIiIiJyUTIzMxk3bhwpKSn4+fld1Fi1sggrkJqair+/P1FRUQQGBjo6HJEKs1qtLF++nGHDhtXYP3rURXm5+Xzz7Ebycm24e7vyWbcnybZlEeIVwle7B5I6dy4AodOn4T14sIOjdSzlsDg75bDUBspjcXbKYXF2ymFxdgkJCYSGhlZKEbZWLkcg51gsFn2hE6emHK5ZLBYLzToHciQ8jpyMPAaahrGCn4jOjCa3R1soqMGSs3Ub9YYOdWywNYRyWJydclhqA+WxODvlsDg75bA4q8rMW3OljSQiInVCqx7B9uN2yT3txzsa59mPMzdurNaYRERERERERGoyzYQVEZEKadY5EBdXM/l5NlyO18fU2YRhMlifuZsB99+PW/PmePft4+gwRURERERERGoMFWFFRKRC3DxcadopgGM74rGmGzTL7MBx771sid5Cg3+uxGQyOTpEERERERERkRpFRVgREamwVj2CObYjHoBrGEv9vrn0CdXsVxEREREREZHiqAgrIiIV1rxLIGYXE7Z8g8DkJtzSvrejQxIRERERERGpsVSEFRGRCnP3sjD4ljYENPImpFW9Iufy09PJ3LKFzI2bCJw4AdcGDRwTpIiIiIiIiEgNoSKsiIhckM6XhRX7fMLnX5Dw+ecAeHTpgv9111ZnWCIiIiIiIiI1joqwtZzVasVqtTo6DJEKO5u3yl/nkJ2Xzc74nWyJ2cKIjueKs+kb1uN19VUOjMxxlMPi7JTDUhsoj8XZKYfF2SmHxdlVZu6aDMMwKm00cbhp06Yxbdo08vPzOXjwILNmzcLLy8vRYYlILbchZwM/Z/4MJrjOPIw7/m8Z5vx8cgMCOP7M044OT0RERERERKTCMjMzGTduHCkpKfj5+V3UWCrC1lKpqan4+/sTFRVFYGCgo8MRqTCr1cry5csZNmwYFovF0eFICaw5+RzaEsvuzZGszv6Vjc1/YnCjwTz1dRrZW7cC0Oy3X7E0buzgSKufclicnXJYagPlsTg75bA4O+WwOLuEhARCQ0MrpQir5QhqOYvFoi904tSUwzVbfi6sn3cEW75BW/febGy2mIi4CLz6jbMXYXO3hePVvLljA3Ug5bA4O+Ww1AbKY3F2ymFxdsphcVaVmbfmShtJRETqHA9vC007Fcy298rxIyStBenWdGI7hNjbZGza6KjwRERERERERGoEFWFFROSitO4ZfO44vjsAm+snYvL0BCBz4ya08o2IiIiIiIjUZSrCiojIRWlxSRAuloJvJy0Tu2MyzGxOCMerZ08A8mJjyT1+3IERioiIiIiIiDiWirAiInJR3Dxcad75ryUJrL40Sm1NeEw4Hr172dtkbtrkqPBEREREREREHE5FWBERuWitezU8dxzfnez8bE63D8C9YwcC7rkHj85dHBidiIiIiIiIiGO5OjoAERFxfs26BOLq7kJeTj4tEi9hbYt5bKwXz0Pz5zs6NBERERERERGH00xYERG5aBY3F1p0DQLAI8+b23wn0qthrzJ6iYiIiIiIiNQNKsKKiEilaN0zuODABFd6XUfvkN6ODUhERERERESkhtByBLWc1WrFarU6OgyRCjubt8pf59GorR/9b2xJy25BeNdzL/Kxs54+jfVEJF4D+jswwuqlHBZnpxyW2kB5LM5OOSzOTjkszq4yc9dkGIZRaaOJw02bNo1p06aRn5/PwYMHmTVrFl5eXo4OS0TqsCYfT8Pz5Eny3d058uIL4OLi6JBEREREREREypSZmcm4ceNISUnBz8/vosZSEbaWSk1Nxd/fn6ioKAIDAx0djkiFWa1Wli9fzrBhw7BYLI4ORy5AQlYCB5MP0uK9+aQvXQpA2Kzv8ejSxcGRVQ/lsDg75bDUBspjcXbKYXF2ymFxdgkJCYSGhlZKEVbLEdRyFotFX+jEqSmHndPjKx9nZeQqXE2u/NrnH/BXETZn6zZ8e/RwbHDVTDkszk45LLWB8licnXJYnJ1yWJxVZeatNuYSEZFKlRybSdM9vbkj/CWaxXfiSKtzS6JkbtzowMhEREREREREHENFWBERqVRpidl47GmET249WiX0YKPLcVxDQgDIDA/Hlpvr4AhFREREREREqpeKsCIiUqkat6mHh0/BajdNkzqw9WQE3n37AmBkZ5O9Y4cjwxMRERERERGpdirCiohIpTK7mGnTsyEAroYbuUfdMPXqaj+fsXGTo0ITERERERERcQgVYUVEpNK17tXQftwyoTsHWpxbzDxzk4qwIiIiIiIiUreoCCsiIpUutJU/rr4Fx02S27Mh8xiWZk0ByNyxA1tWlgOjExEREREREaleKsKKiEilM5lN9iUJXAxXTu1MxrtvP0yennj37Ut+YqKDIxQRERERERGpPq6ODkBERGqnjn3D2Lc6BgDfk41x+cdw2k2ZjMnNzcGRiYiIiIiIiFQvzYQVEZEq0bC5H4ZPDgBhqe2Iz8tTAVZERERERETqJBVhRUSkSphMJjr3LVgH1sPLDf/MYAdHJCIiIiIiIuIYWo5ARESqTPfLW9CiQwhhHerj4nLu735GXh627GxcfHwcGJ2IiIiIiIhI9VARtpazWq1YrVZHhyFSYWfzVvnr3LzqWfCqZ8Fmy8dmy8d68hRxb79F9rZwfG+4gQbPPO3oEKuMclicnXJYagPlsTg75bA4O+WwOLvKzF2TYRhGpY0mDjdt2jSmTZtGfn4+Bw8eZNasWXh5eTk6LBERDMMgLzOFjq++hckwyAkN4cQ//uHosERERERERESKlZmZybhx40hJScHPz++ixlIRtpZKTU3F39+fqKgoAgMDHR2OSIVZrVaWL1/OsGHDsFgsjg5HLkJ8VjzvbnuXrbFbGdTgUiZ8vJecvXsBaPHHalwCAhwcYdVQDouzUw5LbaA8FmenHBZnpxwWZ5eQkEBoaGilFGG1HEEtZ7FY9IVOnJpy2PkFmAM4vCuaPlE30jC5PfQMgr+KsLkREfgNH+7gCKuWclicnXJYagPlsTg75bA4O+WwOKvKzFtz2U1EREQunLuLO53pRfOkzrgYrhzzb20/l7FxowMjExEREREREakeKsKKiEiVa9q9nv34SIwruBa8ESNz4yYHRSQiIiIiIiJSfVSEFRGRKte3XXdivSMBsMZZsHUbBEDu8eNYY2IcGZqIiIiIiIhIlVMRVkREqlynoE5EBu+2P45vcan9OHOTZsOKiIiIiIhI7aYirIiIVDmL2YJve8P++HhukP04Q0sSiIiIiIiISC2nIqyIiFSLHq26EO1zDID0FBcy6jUFIPfIEUeGJSIiIiIiIlLlXB0dgIiI1A29Q3uzLOgTQtJbAJA17hm6jGyBW/Pmjg1MREREREREpIppJqyIiFSL9vXbExNyCAMbAJHxnrg1b47JZHJwZCIiIiIiIiJVS0VYERGpFi5mFyYPfYb6LTwAsHi4kpOZ5+CoRERERERERKqeliMQEZFqM7TpUGJvTcXN05V6wV6ODkdERERERESkWmgmrIiIVKvgZn72Amz23r3E/ucDjo+9lZzDhx0cmYiIiIiIiEjV0ExYERFxmIyNm0j47DP7sXvr1g6OSERERERERKTyaSasiIhUq6PJR/lsx2dMXDqRqPZB5Lj5AZC5aaODIxMRERERERGpGpoJW8tZrVasVqujwxCpsLN5q/ytfTad2cTH2z+mx6mr+CPFgnuvZxiwfgoZmzaTm52NycXF0SFWCuWwODvlsNQGymNxdsphcXbKYXF2lZm7JsMwjEobTRxu2rRpTJs2jfz8fA4ePMisWbPw8tLmNyJSc8Tnx/NB2geM2Hc/zZI7AdAj4n3qpRzhxGOPktO4sYMjFBEREREREYHMzEzGjRtHSkoKfn5+FzWWirC1VGpqKv7+/kRFRREYGOjocEQqzGq1snz5coYNG4bFYnF0OFKJDMNgxMIR+Ec25YrDdwIQdmo1bQ//SOAT/6L++PGODbCSKIfF2SmHpTZQHouzUw6Ls1MOi7NLSEggNDS0UoqwWo6glrNYLPpCJ05NOVw79Q3ty29py8gzWXE1LMQG96DN4Xlkb9mC5b77HB1epVIOi7NTDkttoDwWZ6ccFmenHBZnVZl5q425RESk2vUO6Y3VNYfI+nsByHXzI6leG7K2bsPQelEiIiIiIiJSy6gIKyIi1a5vaF8AjgRG2J+LDe6JLTOTrN27HRWWiIiIiIiISJVQEVZERKpdI59GhPmEcaL+HqzmXABiG3TDZjKTuWmTg6MTERERERERqVwqwoqIiEP0Ce1DnksuJ+oXzHzNs/hgfvYD6t96q4MjExEREREREalcKsKKiIhD9AnpA8DhoHD7c2eMxrjUq+egiERERERERESqhqujAxARkbqpT0gfRrUeRe+gPkSfMINhwtXi4uiwRERERERERCqdirAiIuIQDbwa8OrAVwGI+UcqgY28cXVTEVZERERERERqHy1HICIiDtewuR+ubi7kxcWRsuRn4j/73NEhiYiIiIiIiFQazYQVEZEa48Rdd5N77Bi4ulL/9ttx8fF2dEgiIiIiIiIiF00zYUVExKFSclJYGbmSL3d/iVe/vuS5uJPt4kNW+DZHhyYiIiIiIiJSKTQTVkREHGrisonsT9yPp9WHAF4kakBfAhP30GjjJnwuvdTR4YmIiIiIiIhcNM2EFRERh+rVsBcA2a6ZRCe7YnNxIyGgE6mbNBNWREREREREagcVYUVExKH6hvYFwDDZyGoWB4DNxY1T8W7kJyc7MDIRERERERGRyqEirIiIOFTPhj0xmwq+He30/9P+fEyDnmRs2eKosEREREREREQqjYqwIiLiUL5uvnQM6AjAVtNaPDxsACQGdCB5/VZHhiYiIiIiIiJSKVSEFRERh+sT2qfgwGTg3t4KgGF25dieZMcFJSIiIiIiIlJJVIQVERGH6xPSx34c2Wi//fgMTciLi3NESCIiIiIiIiKVRkVYERFxuO7B3XE1uQKwIW8l3pZcAJICOpCVZXNkaCIiIiIiIiIXzdXRAUjVslqtWK1WR4chUmFn81b5WzdYsNA5qDPb47ZzPO04jQaEcOiPRAxMHD2SQ8dQ58sD5bA4O+Ww1AbKY3F2ymFxdsphcXaVmbsmwzCMShtNHG7atGlMmzaN/Px8Dh48yKxZs/Dy8nJ0WCIiZVqZvZID1gO0dG1Jn5xLydgQjKt3Pr6tcvFunOfo8ERERERERKSOyczMZNy4caSkpODn53dRY6kIW0ulpqbi7+9PVFQUgYGBjg5HpMKsVivLly9n2LBhWCwWR4cj1cAwDEwmk/04OTqTeiFe9uecjXJYnJ1yWGoD5bE4O+WwODvlsDi7hIQEQkNDK6UIq+UIajmLxaIvdOLUlMN1V3BTNwybjZxDhzG5mHFv3drRIV0Q5bA4O+Ww1AbKY3F2ymFxdsphcVaVmbfamEtERGqknKPHODRoMMduuIGEL75wdDgiIiIiIiIiF0xFWBERqVEMw+Bk6klO+1mxZWUBEBt+mMy0HAdHJiIiIiIiInJhtByBiIjUGCdTTzJh2QSiMqK4psU13NbzanZkdyDdJwzrL/voPbabo0MUERERERERqTDNhBURkRojxCeE5JxkALZEb8H/kvak+4QBcHhrjAMjExEREREREblwKsKKiEiNYTFb6NmwJwBxWXHk9w7BJy0SgMQ0CylxmY4MT0REREREROSCqAgrIiI1Sp+QPvbjrb4JhKTssT8+tEWzYUVERERERMT5qAgrIiI1Sp/Qc0XYzXFbad7UZH98aP1JR4QkIiIiIiIiclFUhBURkRqlff32+Lr5AgXrwgb164xf6jEAEuPzSIzKcGR4IiIiIiIiIhWmIqyIiNQoLmYXejXsBUByTjJxHUIIjt1mP68NukRERERERMTZqAgrIiI1Tt/QvvbjLV7RhOYeBcMGwOFtsRiG4ajQRERERERERCpMRVgREalxCm/OtTlmCx3mziS0TX0AkqIzSTitJQlERERERETEebg6OgAREZG/a12vNQEeAWTnZePp6oklNJQ2vfKJPZ5G004BgGbCiohI3WGz2cjLy8Nmszk6FKlmVqsVV1dXsrOzyc/Pd3Q4IhWmHBZHMpvNWCwWTCZT2Y2rgYqwIiJS45hMJr4Z8Q2NfBphMVsAaNcvhLZ9Q3D31LcuERGpG1JSUkhNTSUzM1MF2DrKMAxCQkI4efJkjSkiiFSEclgczWKx4OvrS1BQEC4uLg6NRb/JiohIjdTMr1mRx24eBd+ybNnZmFxdMbnqW5iIiNROhmEQExNDUlISXl5eBAUF4eHhgdlsVhGjjrHZbKSnp+Pj44PZrNUExfkoh8VRDMMgPz+f9PR0kpOTycrKokmTJg4txOo3WBERcQppK1eS+NXXZEVE0HTml3j16uXokERERKpEUlISSUlJhISEUL9+fUeHIw5ks9nIzc21F+FFnI1yWBzNx8cHf39/IiMjiY+Pp2HDhg6LRZ8BIiJS4+XZ8shLSSZz82YMq5XU9Zs5visew6a1YUVEpHYxDIPk5GR8fX1VgBUREakEnp6e+Pn5kZaWhmE47ndIFWFFRKTGWntqLQ///jADZw/keGtfAE42vpxFe1rw87SdRB9NcXCEIiIilSsvL4+cnBz8/f0dHYqIiEit4evri9VqxWq1OiwGFWFFRKTGis+KZ+3ptWTmZbLJdgRLs6a45mWSZ3IH4NC2WAdHKCIiUrnO7h7uqrXPRUREKs3ZtWAdudGlirAiIlJj9QntYz/eHL0Z7779aBC/E7Ot4K+XR7bFYtOSBCIiUgtpAy4REZHKUxO+r6oIKyIiNVZjn8Y09mkMwI7YHVh698A1P5uAhD0AZKbmcuZQsgMjFBERERERESmbirAiIlKj9QkpmA2ba8vlaEtPABrGbrOfP7Q1xiFxiYiIiIiIiJSXirAiIlKjFV6SYGPOftzbtCEoYTfm/BwAjobHkZ/vuHV9RERERERERMqiIqyIiNRoZ2fCAmyJ3oJXv3642HIJStgNQHaGldP7kxwVnoiIiIiIiEiZtOVmLWe1WrFarY4OQ6TCzuat8lfqW+rT3K85x1OPszt+N3S/Bb4tWJIgNrgnAAc2RxPa1s/BkRalHBZnpxyW2sAZ89hqtWIYBjabzaE7OEvNYBiG/f+amg+///47Y8aMAWDp0qX0799fsYidM+Sw1A02mw3DMLBarbi4uJS7X2X+DKEibC0zbdo0pk2bRn5+PgCrVq3Cy8vLwVGJXLjly5c7OgSpAYKzgznOcfKMPGYn7uSSW28lo0VLTJsNjHwTh7ZFk+F/GFP5v5dWG+WwODvlsNQGzpTHrq6uhISEkJ6eTm5urqPDqfVefPFFZsyYAcAvv/xC165dy+xzxx13sHr1agD27NmDv79/VYYIQFpaWpVf40KlpqaSkZFhP05NTa1VsWRnZ7No0SJWrFjBnj17iI+PxzAMAgMD6dChA1deeSWjRo0q8/fu9evXc8stt5z3vMlkwt3dnfr169OpUydGjBjBqFGjcHd3L3GszMxMFixYwLJly9i7dy9JSUmYzWaCgoJo0KABnTp1YuDAgfTv35+AgIBSY3n88cd56qmnSrxWSkoKd955J+Hh4QCMGDGC6dOnY7FYSr3fv6vJOSx1Q25uLllZWaxZs4a8vLxy98vMzKy0GFSErWUeeeQRHnnkEVJTU/H392fIkCEEBgY6OiyRCrNarSxfvpxhw4ZV+Bu81D6WSAub/9wMgFvHegweez8AK/MOEH0khVY9GtDtiia4e9Wcb2vKYXF2ymGpDZwxj7Ozszl58iQ+Pj54eHg4Opw64WzRzsPDAz+/st9ZY7Va7X18fX3L1edCGYZBWloavr6+mEymKrvOxShcfPT29q7S16O6Y5kzZw7PPPMMp06dOu9cXFwc+/fvZ8GCBbz66qu88cYb3H333SWO5eHhYc+bv0tPTychIYHDhw+zaNEiPvzwQ+bNm0e7du3Oa7t27VruuusuIiMji41p3759rFmzhk8++QSLxUJ2dnaZsZT0OsXExDBq1Ci2b98OwF133cUXX3yBq2v5f+Z2hhyWuiE7OxtPT08uvfTSCn1/TUhIqLQYas5vq1IlLBaL0/zAKVIc5bAADGg8gJf6v0SfkD6E+YbZf4AbMq49Fg+XGv0DnXJYnJ1yWGoDZ8rj/Px8TCYTZrMZs1lbeFS1wj9DlPc1v5A+F+rs27fP5kRNVDguR+dtZcYyefJk3njjDQA8PT156KGHGD16NK1atcJsNnPs2DF++uknPvroI6Kjo7n33nvZs2cP7777bpmxPf300zz//PP2x5mZmWzfvp0333yT1atXs3fvXoYPH87u3bvx9fW1t9uxYwcjRowgKysLi8XC/fffzy233ELbtm1xc3MjKiqKtWvXMnv2bNasWYPNZiv2NSj8XEm5dfz4cYYNG8bhw4cB+Ne//sW7775b4Z+7nSGHpW4wm82YTKYK/0xQmT8/qAgrIiI1Xj2PetzY9sbznnfz1LcxEREREalcn376qb0A27p1a5YuXUrLli2LtGnYsCH9+vXj4YcfZvjw4ezZs4f33nuPJk2a8Pjjj5c6vsViwcfHx/7Yx8eHq666iiuvvJLhw4ezfPlyIiMjmT59Os8884y93VNPPUVWVhYmk4lFixYxYsSIIuMGBATQqVMnHnzwQbZs2cLTTz99Qfe/e/durr76as6cOQPA66+/znPPPXdBY4nIOfozhIiIOKW0lauIfvU1Tj70sKNDEREREZFa4uTJk/zjH/8AwN/fnxUrVpxXgC0sLCyMFStWEBQUBBQUSs/OHq0os9nMSy+9ZH/8yy+/2I8zMjJYuXIlAAMGDDivAPt3vXv3ZtWqVRWOYePGjVx66aWcOXMGs9nM559/rgKsSCVREVZERJxSwowZJH3/PemrVmGNiSEtMZuj2+McHZaIiIjUcR9++CE+Pj74+PjY1xKcP38+w4cPp0mTJjRs2JABAwbwwQcflHvztW3btvH444/Tq1cvGjduTHBwMN26deOmm27i+++/L3Gt0fz8fL799ltGjRpFq1atCAgIoHnz5gwfPpxp06YVu17o36WmpvLKK6/Qq1cvgoODadmyJaNGjbqgDe+2bNnCpEmT6NatGyEhITRs2JDevXszZcoUYmJiqjWWkrz77rvk5OQA8NJLL9G0adMy+zRs2JDXX38dKFgz+O23377g6/fs2dN+fOLECftxTEyMfQPuxo0bX/D4pVm6dClXXnklSUlJuLu788MPP3DfffdVybVE6iK9j1NERJzGhjMb2Bi1kaiMKJ7q24esbdsA+HX6Dk7GuOJiMXPvO4Nw89C3NxEREXGM3Nxce1E0Ly+Pe+65h6+++qpIm9jYWDZs2MD8+fNZunQpnp6exY6VkZHBfffdx7x58847FxcXx44dO/jf//7HrbfeyuzZs4ucP3HiBNdffz07d+4s8nxSUhInTpxg6dKlvPPOOyxatIhLLrmk2Ovv2rWL4cOH29+Wfva6x44dY9GiRTz77LNceumlZb4m2dnZPPjgg3z99dfnnYuNjWXr1q189NFHzJkzp8QZnpUVS1nmzJkDFGxedc8995S73x133MFTTz1Famoqc+fO5ZNPPsHFxaXC1y+8burZ9VShYFbuWTt37ixxvdcLNXfuXO68806sVis+Pj4sXLiQK664otLGFxHNhBUREScyNXwqX+7+kl+P/Upe9w72512TowHIt9o4vjPeUeGJiIiIFPHiiy/y448/8tprr7Fv3z4SEhLYunUr1113HVCw0/1rr71WbF+r1cp1111nL8AOHDiQH3/8kRMnThAfH28vwI4bNw5vb+8ifZOTkxkyZAg7d+7EZDLx8MMPEx4eTkJCAnv37mXKlCm4ublx4sQJhgwZwvHjx8+7fnx8PFdddRVnzpzBYrHw3HPPsWfPHvs9TJw4kTfffJO5c+eW+hrYbDZGjx5tL8AOGTKEn3/+maioKGJiYliwYAEdO3YkNTWVG264ga1bt1ZZLGXZu3cvsbGxQMHb+QsXPsvi5eVF//79gYIZu9u3b7+gGHbt2mU/DgsLsx8HBgbSuXNnAPbv389TTz1VrpnM5fHpp58ybtw4rFYrQUFBrFy5UgVYkSqgqUIiIuI0+oT2YU/CHgB2NMymubs7Rk4OgYdXcqzJXQAc2hpL2z4hjgxTREREBICZM2eyevVqe3EOCjZPWrhwIX369CE8PJxPP/2Ul1566bwduN9++23WrFkDwAMPPMAnn3xSZGf6wMBAunbtypgxY8677gsvvMCxY8cA+OCDD3jssceKXP/VV1+ld+/e3HDDDSQlJfHoo4+yePHiImM8//zzREcX/KH7u+++45ZbbikyxhdffEGTJk148cUXS30NPvroI3777TcAJkyYwBdffFHkPkaNGsWQIUPo27cvBw4c4P777yc8PLxKYinLoUOH7MddunSpcP8uXbqwdOlSAA4ePFhkaYHyeuutt+zHw4YNK3LuzTff5Prrr8cwDN5//31mzpzJ8OHD6d+/P927d6dbt25FNvwqj9mzZ3P06FEAmjRpwrJly2jfvn2F4xaRsqkIKyIiTqNvSF9m7p4JwJaE7XTo0Z3MDRvxPbIZrw73kJmeT+SeBHIyrbh7WcoYTURExPn9d+1R/rv2WJntOjf247939y7y3MSvt7D7dGqZfScObsHEwec2JkrPyePK9/4oV3xf3NWLLmHnZhOu2BfD5AW7y+zn5e7CyicuL9c1arIHHnigSAH2LBcXFx544AEeeOABEhMT2b17N927d7efz8vL4z//+Q8ALVu2ZOrUqUUKl6XJzs7myy+/BArWFy1cgC3s+uuv58Ybb+R///sfP//8M8eOHaNFixYAZGZm8u233wJw9dVXFyl6FjZ58mS++eYbjhw5Uux5m81mXx+1UaNGfPzxx8Xeh7+/P++++y4jR44kIiKC9evXM2DAgEqNpTzOruELUL9+/Qr3DwgIKHasshiGwZ49e3jjjTf44YcfgIIi+6OPPlqk3XXXXccPP/zApEmTiImJISkpidmzZ9uXonBxceGSSy5hzJgxPPDAA/bNwkpztgAL8Nprr6kAK1KFtByBiIg4je7B3XE1Ffz9cHP0Zrz79gPAhEGT+ukA2PINIvcmOixGERGR6pSWnUd0anaZ/xIyzt8AKiEjt1x907LzivQzDKNc/aJTs8nNtxXpm221latfbGpOlb5u1eXGG28s8Vy3bt3sx39fDmDLli32It64cePOmyVbmk2bNtnXpL3ttttKbXv77bcDBR/T1atXF7n+2THGjh1bYn8XF5cSi6IAERER9jVcb7/9djw8PEpsO3z4cPuyCitXrqz0WMrDMAz7cXmL3oUVXqPVarWW2O7tt9+2b97m4+ODxWKhS5cu9mJqSEgIS5YsKbaIetNNN3Hs2DG+/vprRo0aVaRNfn4+4eHhTJkyhRYtWvDNN9+UGXPHjh3t9/rggw+ybNmyct+viFSMZsKKiIjT8LJ40aVBFyJiIzieepycbm3s5wLjdgJ9AYjck0CbXg0dFKWIiEj18fVwJcSv5MLWWYHebsU+V56+vn/b8NJkMpWrH4CbS9F5Px4Wc7n6erlXfEOjmqhVq1YlnqtXr579OC0trci5AwcO2I8LF2vLo/BM0K5du5batvD5w4cPFzvG2XVIS1La+b1799qP+/TpU+o4rq6utGjRgt27d7Nv375Kj6U8Cs9kTU5OrnD/pKQk+3Fp68lardbzirS+vr507dqVkSNHcv/995c6E9fT05O77rqLu+4qWI7r1KlTbN++ndWrVzN79mzOnDlDeno648ePx9fXl9GjR5c41ujRo/nHP/7BAw88QFZWFjfccAPz588vcYM0EblwKsKKiIhT6R3Sm4jYCADCA1Jp6+2NLSMDj23LcO3en7xcG5F7EjEM44JmMIiIiDiTiYNbFlkqoCL+vjxBefm4u7LxuQvbtOeKDg25okPN+UNp4d3rS5u5WFhu7rlZxa6upf9KXdrMz8KzJm22ojOGU1JS7Md+fn7liuuswgXdsvoWLhSmpp5bmqIiY5R2vnBRcvz48UycOBE4N+P07/9nZmae16+yYimPli3PfS4VLiCX1549e+zHbdu2LbHd008/zfPPP29/7OHhUWYulSYsLIywsDCuu+46Xn/9dR588EG++uorDMPgmWeeKbUIC3Dffffh6urKxIkTyc7OZvTo0cybN8++gZyIVA4tRyAiIk6lb0hf+/HmuG149epV8CAumtCwglk+mam5JJxOd0R4IiIi4kQKz0Yt78zHs+1cXV0rvAlSefn6+tqPz74Vv7zOvqW/PH3T08/9vFT4mhc6RlmxpKSkkJKSQmpqKqmpqaSlpZGWlkZ6ejrp6en2YnThQndlxVIeXbp0sc9A3bx5s70oXB5Wq5UNGzYABTNVC6/x+3cWi6XIcgQXU4D9O3d3dz799FNCQgo2qj106BCRkZFl9rvnnnv46quvcHFxIScnhxtvvJGFCxdWWlwioiKsiIg4mUuCL8HNXFBs3RK9Bb/rRxJ43300mfFfmnVvZG8XuUfrwoqIiEjpzm5EBRR5C3xJbDYbBw8eBKB58+ZVFRZt2pxbcmnXrl0V6ls4rsIzM4tTeLZn4X6Fj8t6Xfbv31/iucLLMfz888/2omtZ/5YsWVLpsZSH2WxmzJgxQEFB9+wareUxb948+zq+1113XZHicXVzd3fnkksusT8u7yZhd955J99++y0uLi7k5uZyyy238L///a+qwhSpc1SEFRERp+Lu4k634G4AnE4/TdqllxD8xL/wGTiQZpcE4+JqpknHAPwbeDo2UBEREanxLr30UvvxTz/9VGb7lStX2mdjXnbZZVUWV9++fe1LBcydO7fIhlFl6devH+7u7gD8+OOPpbb94Ycf7MeF76dv3764uRX80XvBggWljjF//vwSzw0YMMC+RMDKlSuLzP4s7V/hZRwqK5byevrpp+3LVEyePLlcBczU1FSeeeYZoGDN5H//+98XHcfFiouLsx83aNCg3P1uu+02Zs2ahaurK1arlVtvvZW5c+dWRYgidY6KsCIi4nSubXktt3e4nalDphLgcW4DhXrBXkx8fzDXP9aNVj2CHRihiIiIOIOmTZvaNyD6448/Si3yZWVlFSmuPfTQQ1UWl5ubG5MmTQIKZrO++uqr5e7r4+PD7bffDsDatWuZNWtWse3WrVvHd999B8CQIUNo166d/Zyvry9jx44FCgqbq1atKnaMTz/9tNSZum5ubvzzn/8E4OOPP2b9+vXlvo/KjqW82rZty8svvwxATEwMI0aMKLUQm5qaynXXXcfJkycB+Oc//0mPHj0uOo6/S0xMZNy4cRw6dKjMtkuWLCE8PByAdu3aERYWVqFr3XLLLcydOxeLxUJeXh63334733///QXFLSLnqAgrIiJOZ0ybMfy7z78Z2nQoXhavIudc3WrHbsoiIiJSPT744AP7bM2xY8fy3HPPsW/fPvv6pMnJySxcuJABAwawbds2ACZNmkTPnj2rNK7Jkyfbi3kvv/wyN998M+vWrbOvlxoXF8f69et58sknefLJJ4v0ff3112nYsGADtPHjx/Paa68RHR1tv59PPvmEa665hvz8fLy8vPjoo4/Ou/4bb7yBv78/hmFwww03MG3aNPt6uFFRUbz44otMmjSJG264odT7ePbZZxk4cCA5OTkMHTqUJ554gq1bt5KTkwNATk4OJ0+eZN26dbz66qsMGjTovEJjZcVSXs899xz33nsvAFu2bKF9+/a89957HD16lPz8fGw2GydOnODjjz+mQ4cOrF27FoCbbrqJt956q1Ji+Dubzcbs2bNp3749V111FTNmzODAgQP2fMjNzSU8PJwnnnjCvqQCwJtvvnlB1xszZgzz5s3Dzc2N/Px87rrrLr755ptKuReROsuQWiklJcUAjPj4eEeHInJBcnNzjYULFxq5ubmODkWcgM1mM3KOHzcSZ88xUlesdHQ4hmEoh8X5KYelNnDGPM7KyjL27t1rZGVlOTqUOmXjxo1G06ZNDcD+z2QyGW5ubkWeA4zHHnvMsFqtJY71zjvv2NvGxcWV2O7QoUP2djNnziy2TUxMjHHZZZedF4PFYinyeOzYsef13blz53n39Pd+AQEBxsqVJf/stGbNGsPPz6/EMe6++27j119/tT9eu3ZtseOkpKQYN99883n34e7uft5zgLFv374qi6Ui3n///fOuaTabDRcXlyLPeXp6Gm+88YaRn59f4lirVq2yt588eXKFY4mLiyv2tQIMDw+P857z8fExvvzyy4uOZcmSJfaPk9lsNmbMmFGhuPPz842kpKRSXxuR6nCh31/j4+MNwEhJSbnoGDQTVkREnF7useMcuXo40S+9RNKcgg0UbPk2Yo6lVmgNNREREamb+vbty759+/j0008ZPnw4QUFBmEwmcnNz8fDwoFOnTjz88MPs2LGDqVOnVupu9qUJCgpiwYIFLFiwgDFjxtCwYUPMZjP5+fmEhoYyePBg3nvvPd5///3z+nbp0oW9e/fy1ltv0adPHzw9PbFarbi7u9O1a1emTJnCwYMHGTJkSInXHzx4MHv37uWhhx6icePGmEwmXF1d6d27NzNnzuSrr74q1334+fnxww8/8Oeff3LvvffSunVrLBYLOTk5eHl50axZMy677DJefvll1q9fT9u2basslor45z//ydGjR3n77bcZOnQogYGBAOTn59vbmM1m1q5dy7PPPovZXHUllsDAQHbu3Mlnn33G+PHj6d69O40aNcLNzY3s7GzMZjMNGzbkiiuu4O233+bIkSPcc889F33da6+9lkWLFuHh4YHNZmPixIl8/vnnlXBHInWPydBvp7VSamoq/v7+xMfH279RiDgTq9XKL7/8wjXXXIPFYnF0OFJDRWdEsyV6Cw09g6k/9iny4uIweXmR9soP7Fh5mpzMPG5/uR/1GnqVPVglUw6Ls1MOS23gjHmcnZ3NsWPHaNGiRZHNiaT6GYaB1Wq1bwpVXlar1f5Wex8fn1LHP7vJl4eHR7GFXZvNRmpqKn5+fvYCn81mwzAM++ZRFZGbm1vh+yksLy/vvDjz8/PJysoCwMvLq0KFyJycHPsmYo6OpbzOXmPq1KlMmTIFKNiAbPXq1aV+nSkcm5ub20V9HP4uOzu7Ql8vLiSW7Oxs8vLygILNx7y9vct1reJyWMQRLvT7a0JCAkFBQaSkpNiXrrlQ+gwQERGndCDxAMPmDeO5P59jzsG5ePXrB4CRmYktLpaczIIfEk/sKXtHWxEREZG/M5lMF1Qos1gs+Pj4lFqAPTv+2XYVmVlrNpsvqAALXHThr7g4XVxc7PdR0SLbhRZgqyKW8jp7jeeee86+qdvZtXnL08/Hx6dSC7BAhf9gcyGxeHh42PuUtwArIkWpCCsiIk6pdb3W+Fp8AdgSvQXPXud2oQ1KP2w/jtyTWO2xiYiIiEjtZjKZ+PbbbwkLCwPgww8/ZM6cOQ6OSkRqMhVhRUTEKbmYXegV0guA5JxkYlsG2M+5HdiMt3/BX/XPHEwiLze/2DFERERERC5UYGAgc+fOtc/KnThxInv37nVwVCJSU6kIKyIiTqtPSB/78RbPaMy+BTNjsyIiaNKpYD3sPKuNM4eTHRGeiIiIiNRyAwYMIDU1lbS0NKKjo2ndurWjQxKRGkpFWBERcVp9Qs8VYTfHbsGzWzcA8hMSaNzw3L6TWpJARERERKqKp6dnla33KiK1h4qwIiLitFrXa0199/oAbIvehke3S+zn6qcexGQqOI7U5lwiIiIiIiLiQCrCioiI0zKbzPQO6Q1AmjWNuNaB9nO23dtp2MIfgKToTNISsx0So4iIiIiIiIiKsCIi4tSKrAsbkIxLUBA+Q4bg2bUrTTud26xLs2FFRERERETEUVwdHYCIiMjFKLwu7Mbk7dy9dg2mv9YhaHoslc2Lj+Fdzx1bvlHSECIiIiIiIiJVSkVYERFxas39mtPEtwmNvBvRv1F/ewEWoEEzX259vg8BjbyLPC8iIiIiIiJSnVSEFRERp2YymVgyeglm0/kr7JjNJgIb+zggKhEREREREZFztCasiIg4veIKsIbVSs6xYw6IRkRERERERKQozYQVEZFa5/QTT5K2ciUmk4m2mzdhci34dpeblYebp771iYiIiIiISPXSb6IiIlJr2AwbB5MO4pWXi5GVhQHkHDzI0aR67Ft3hpjjaYz/v4F4+bk5OlQRERERERGpQ7QcgYiI1Apz9s/h0rmXcvPim0loHWx/PjMigpS4LKKPpmLYDE7uTXBglCIiIiIiIlIXqQgrIiK1gqerJyk5KQDsbZRvfz4rPIJmnQLsj0/sSaz22ERERERERKRu03IEtZzVasVqtTo6DJEKO5u3yl8pry4BXezHa71O0tPDAyM7m8yICJo28cLi4YI1O5/IvQnk5ORiNpuqNB7lsDg75bDUBs6Yx1arFcMwsNls2Gw2R4cjDmYYhv1/5YM4I+Ww1BQ2mw3DMLBarbi4uJS7X2X+DGEyzn5GSK0wbdo0pk2bRn5+PgcPHmTWrFl4eXk5OiwRkSpnGAZvpb5FupGOO+58NicYr2PHADj63LNEH2lIdowFgOD+GbjV0w+BIiJS87i6uhISEkKTJk1wc9Ma5iIiIpUhNzeXkydPEh0dTV5eXrn7ZWZmMm7cOFJSUvDz87uoGFSEraVSU1Px9/cnKiqKwMBAR4cjUmFWq5Xly5czbNgwLBaLo8MRJ/HU2qdYcXIFAHNPXY/p2/kAhLz7Lid9urB2zmEAel3bjB7Dm1ZpLMphcXbKYakNnDGPs7OzOXnyJM2bN8fDw8PR4YiDGYZBWloavr6+mExV+y4ekaqgHJaaIjs7m+PHj9OkSZMKfX9NSEggNDS0UoqwWo6glrNYLE7zA6dIcZTDUhE9Q3rai7DHmrnR8q/nc3ftpPn9Q+1F2NP7k+k7slW1xKQcFmenHJbawJnyOD8/H5PJhNlsxmzWFh513dm3b5/NCam7Tp8+TUREBABDhgzB29vbwRGVL6balMM18WNQneLi4ti0aRMAAwcOpH79+g6OqGLMZjMmk6nCPxNU5s8PKsKKiEit0T24u/14Q2CSvQibGbGdhoGe1A/xIik6k+ijKWRnWPHwdo5fyEVERKT6nT59mujoaBITE3FzcyMgIIB27dpd0DIR2dnZ7Nu3j8TERMxmM8HBwQQHB9OgQYNS+yUkJLBixQq8vLwwm824u7szbNiwcl1z48aNxMfH2x937tyZ5s2bVzj2i3X8+HFiYmJISUnBx8eHxo0b06xZs2qPw9mtWrWKO++8E4B9+/bRvn17B0dUM2OqSlV9vzX9c2Xbtm2MHDkSgLVr1zJo0CAHR+R8VIQVEZFao11AOzxdPcnKy2JTxh7uadWK3CNHyE9KwsjLo2nHQJKiMzEMOLU/idY9gx0dsoiIiNQge/fu5T//+Q/Lli0jMjLyvPNubm706NGDW265hTvuuKPMIurvv//OO++8w8qVK4tdgzAkJITLLruMyy+/nAcffPC887t27eK2224r8tyePXvo2LFjqdfNyMhg2LBhpKen25/76KOPmDRpUqn9KsuOHTt4//33WbZsGdHR0eedDwkJYdSoUTz00EN07dq1WmKS8omMjGTnzp0AXHHFFXh6ejo4otpNnyt1i3PPBRcRESnEYrbQNajgh5PojGjcXniC1qtW0nr5MkyurjTtFACAyQTJMRmODFVERERqkJycHB588EE6d+7Mf//7XyIjI3Fzc6Nr164MGTKESy+9lFatWmG1Wtm4cSP/+te/aNmyJW+99VaJYz799NMMGzaMZcuWkZeXR2hoKJdddhnDhg2jc+fOmM1moqOjmTt3boWKozNmzCizzZw5c4oUYKtLdnY2EyZMoHv37nzzzTdER0fj7e1Nz549GTZsGL179yYwMJDo6Gg+/fRTunXrxsSJE+1vWRfH++WXXxg5ciQjR44kJiam1LZhYWFce+21XHvttfj4+FRThLWDPlfqJhVhRUSkVukW3A2A+u71iWnmiyU01H6uUZt6XDWxE/e+M5he17RwUIQiIiJSk2RmZnL55Zfz2WefYRgG3bp143//+x/Jycns2LGDlStX8scff3D48GFOnDjBu+++S3BwMOnp6XzyySfFjjljxgzeeecdADp16sTatWs5c+YMq1evZtmyZezatYu4uDimT59Ou3btyhVnmzZtAPj222+xWq2ltj1bqG3btm15X4aLlpmZyZAhQ/jyyy8xDIMePXqwePFiEhMT2bp1K8uWLWPz5s3Exsby+++/c/XVV2MYBjNmzCA3N7fa4pTKc/nll7NkyRKWLFlCWFiYo8NxGvpcqbtUhBURkVrlprY38dOon/hj7B/0CulV5JyrmwttejXEw0drwYqIiEiBCRMmsHHjRgDuueceNm/ezJgxY4p9G3aTJk144oknOHz4MA8//HCJu72fnSHr6+vL77//XuzaiQEBATz00EPs3r2bjz76qMw4b7/9dtzd3YmLi+Onn34qsd2+ffvYsGEDAPfee2+Z41aW++67z/463nHHHWzcuJHrrrvuvDV0zWYzV1xxBb/99hvff/99hXYpF6kN9LlSd2lNWBERqVVCvEMcHYKIiIg4idWrVzNnzhwA+vXrx+eff46ra9m/Jvv6+jJt2jSWLFly3rm4uDgOHToEFOygHhJS+s8mrq6uPPTQQ2VeMzAwkFGjRjF37lxmzJjBjTfeWGy7//73vwB069aNnj17ljluZfjjjz+YNWsWAD179uTLL78s147i48aNo3Hjxri4uJTaLi0tjf3795OUlISfnx9t27YlICCg1D5Hjx5l7969AFx99dX2eOLj4zlw4AC5ubm0atWKpk2bFts/Ozub33//HYCWLVuWuQ4vwK+//kp+fj6hoaGlvvYXcj9l2bFjBydPnsTT05MrrriixHYxMTFs2bIFgMGDB+Pv7w8UbAK3YcMGdu3aZW+7cuVKgoOL7qHQu3dvGjZsCBRsXhcREQEU5Lq3t3epMTri41iczMxMTp8+TVRUFLm5uQQFBdGhQwfc3d3LPcaFqomfK393+PBhIiMj8fHxoW3bttSrV69C/c8yDIMDBw4QHR2NYRg0bdqUVq1albv/mTNnOHLkCJmZmQQFBRESEkJoaChmsxPPJzWkVkpJSTEAIz4+3tGhiFyQ3NxcY+HChUZubq6jQxEnl7FtmxH9xpvG0ZtvMbKPHK226yqHxdkph6U2cMY8zsrKMvbu3WtkZWU5OpQ6Yfjw4QZgAMbKlSsrZcwjR47Yxxw5cuRFjbVixQr7WB999JGxbNkyAzDMZrNx8uTJ89rn5uYaDRo0sLdfvnx5kf7F2bRpk7F48WJj8eLFRmpq6gXFec0119ivs3Tp0gsaozjbtm0zrrnmGsNisdjHP3v/gwYNMlasWFFi33feecfePi4uzoiJiTFuvvlmw8XFpchYffv2NSIiIs7rb7PZjFatWhmA0aNHjzJjXbdunX3MDz/8sNLv59tvv7W337dv33nn7777bgMwGjduXGqcCxYssI+zZcsW+/OrVq0qElNJ/xYsWFDumAzDMPLz843Vq1cbI0aMcMjH8aykpCTj5ZdfNvr3739eX8CwWCzG6NGjjd27d5c4Rnnutyw18XPlrMWLFxsdOnQo0t/d3d249957jdTUVOPXX3+1P7927doSx4mLizOeeOIJ+9eiwv9atWplzJw5s9Q4vvnmm/PiOPsvODjYeOCBB4yDBw9W9CW64O+v8fHxBmCkpKRU+Jp/58TlYxERkbJlbttG4tdfk71zJ1kR4QBE7k1g1bf7+Pb5DeRmn79TsYiIiNR+2dnZrFq1CoDGjRszZMiQShk3NDTUPrNt3bp1xMXFVcq4AFdeeSXNmjXDZrPx1VdfnXd+0aJFxMXF4eHhwe23316uMV944QX7RkwnTpyocEzZ2dmsXLkSKLj3YcOGVXiM4nz//ff069ePX375BavVStu2bRk2bBhdu3bFZrPx559/cuWVV5a6OdpZZ86coXfv3sybN4/OnTszbNgwWrduDcCmTZu47LLLOHjwYJE+JpOJ8ePHAxAeHs7OnTtLvcbMmTMBcHNzY9y4cVV6P1UhMDCQa6+9li5dutifGzp0qH3jrbP/yprZ/Xfff/89w4YN49dff3XIx/Gsw4cP8+KLL7Jhwwb8/f3p3LkzV1xxBX379iU0NBSr1cqCBQvo1auX/etCZavJnytTp05l5MiR7Nu3D4AuXbowbNgwmjRpwpdffsmgQYPIzMwsM5aIiAi6devGe++9R1xcHPXr1+eyyy5jyJAh+Pv7c+TIEe655x7uu+8+DMM4r/+LL77IXXfdxb59+3BxcaFr165ceeWV9OvXjyZNmpCQkMBnn33GihUrLvwFcyAVYUVEpNaJzYzlw/APGf/beH73O2l/PvOvt0sd3R7P3nVRpMZlceZgsoOiFBEREUfaunUrOTk5QMFSBJXF09OTa6+9FoDExESuvPJKFi1aZL/WxTCZTNxzzz0A9k19Cju7Idfo0aOpX7/+RV+vPLZu3Up2djZQ8DqWtE5uRce85557sFqtNGrUiDVr1nDgwAGWLVvGjh072LVrFx07dsQwDP7973+zcOHCUse76667aNSoEQcOHGD79u0sW7aMQ4cO8dVXX2E2m0lNTeXJJ588r9/48ePtb30+W2QtTmZmJnPnzgXghhtuIDAwsErvpyp06dKFJUuW8PDDD9ufmzFjhn3jrbP/KvK5snXrViZMmODwjyMUrMH86quvsmvXLhISEti1axe///47Gzdu5MyZM6xcuZIOHTqQnZ3NHXfcYc/pylRTP1fWr1/Pv/71LwDatWvHjh072Llzp/31/f333zlz5gwvvPBCqbFERUVxzTXXcPr0aTw8PPjkk0+IjY1l9erVrFy5kujoaPt1/vvf/zJt2rQi/U+fPs3rr78OwIgRIzhz5gw7duxg+fLlbNiwgcjISGJiYvjss8+qddPByqQirIiI1Do2w8YXu75gW8w2VnqdgL9mo2SFFxRhm3Y8ty5S5J4Eh8QoIiIijhUVFWU/btKkSaltV69efV4x6uy/yMjI89p/8MEHNG7cGICdO3cyatQo6tWrx8CBA5k0aRIzZ860rxtbUffeey9ms5ljx47ZZ9UBnDp1imXLlgEwceLEco/Xt29f+yxHPz+/CsdT+HVs1qxZhfsX59lnn8VqteLq6srPP//M4MGDi5zv3Lkzy5cvt69n+vTTT2Oz2UocLykpiaVLl9KmTZsiz9999932Wau//PILycnJRc6HhYXZZyt+9913WK3WYsefN28eaWlpQPGboVX2/TiLwve9ePFih30coWBd3ylTptC5c+dixx4yZIi9QHnmzBl+++238t5mudXUz5XJkydjs9nw9vbmt99+o2vXrkXOX3HFFcyfP9++Nm9JpkyZQnR0NADffPMNDz74YJE1tj08PHjvvfe47bbbgIJZr1lZWfbzGzduJD8/H4D333//vPWIoWDG9v3338/QoUNLjaWm0sZcIiJS64R4hxDqHUpURhQRKXtx79CenJ27yD16lLykJMLa18dsNmGzGUTuTXR0uCIiIhdu/cewYVrZ7UIvgXFzij4361aI2lF23/6PwIBJ5x7npMHHfcoX322zoFH3c48P/AZL/ll2PzdveHRr+a5xgZKSkuzHZwsUJXnwwQc5cOBAsec++eQTHnzwwSLPNWvWjPDwcKZMmcI333xDTk4O2dnZrF+/nvXr19vbde7cmSeeeIK777673LPimjRpwrBhw1i6dCkzZsywb8L05ZdfYrPZaNGiRYWWVnj55ZfL3bY4FXkdyyMmJsa+IdZNN91Et27dim3XqFEjHn74Yd58800OHTrEpk2b6N+/f7Ft//Wvf5VYYL7xxhv57rvvyM/PZ/v27Vx++eVFzt97770sXbqU+Ph4lixZwujRo88b48svvwQKirZXXXVVld+PMyh839dff73DP46FGYbB8ePHOXXqFOnp6fbCH4CPjw/p6els3bqVUaNGletey6smfq5ERUWxevVqoGDmd/PmzYsdY/DgwVx55ZUsX7682PMZGRl89913AAwYMICbb765xLiff/55Zs+eTWJiIkuWLLG3LVwcjouLo3379iWO4aw0E1ZERGql7sEFv/Bl52eT1f7cbqlZ27fj5uFKSKuCH3xS4rJIji17fSMREZEaKScN0s6U/S8z/vy+mfHl65uTVrSfYZSvX9oZyP/bzMG8rHL2ja661+wvnp6e9uOy3no8ZMiQIuti9uzZs8zxg4OD+fzzz4mNjWXOnDlMmjSJgQMHFiki7d69m3vuuYfrr7+e3Nzccsc+YcIEABYsWEBSUhKGYdjfLn/vvfdWytucy6sir2N5bNy40X48fPjwUtsWPr9hw4YS25VWlC68W3tsbOx550eNGmVfXqC4JQmOHj3KmjVrgIIZmX/fub0q7scZFL7vK6+8stS21fFxBIiOjmbSpEk0aNCAli1bcumll3LNNdfY10QeOXIk6enpACQkVP675Wri58qmTZvsx3//A8LflXZ+3bp19q9hY8aMKXWcDh062NcWLhxLv379cHFxAeDmm2/mww8/5OTJk8WO4aw0E1ZERGql7sHd+eXYLwAcbepG67+ez4rYju+QITTtFMCZQ8kAnNybSL1gL8cEKiIicjHcfcG3UdntvIKKf648fd19iz42mcrXD8DFUvSxq2f5+rp5l2/8ixAUdO41iY8vpkhdyCeffFLk8bx580qd6VWYn58fY8eOZezYsUDBbK/w8HC++uorPvvsM/Ly8liyZAlTpkzh7bffLteYN9xwA0FBQcTHx/P999/Tvn17jh8/jouLi30zqepSkdexPAq/ZbtFixalti1ceCvc7+8aNmxY4rnChbHCb40+y83Njdtvv50PP/yQX3/9lejo6CKbU82cORPDMIqs11tYVdyPMygcf9OmTUtpWT0fx7179zJkyBB7gdbd3Z02bdrQoEEDPD097X+4+P3338nJySlx6YmLURM/V84uH1CeMUo7X3hZlvT0dPtyDmfXrf77/15eBb97FS6yNmnShFdeeYXJkycTExPD448/zuOPP07z5s3p378/l112GTfccEOFN4erSVSEFRGRWunsTFiAjYFJhYqwf60L2ymQjQuPAgXrwna5PKy6QxQREbl4AyYVXSqgIv6+PEF5ufvCE/surG+74QX/aoDCu8BH/PXzQXUwm8306tWLXr16MWTIEG666SagoND7+uuvY7FYyhihoDB455138p///IcZM2bQrl07AK6++mrCwqr3Z5rC60du27btoscrPCPYzc2t1LaFz5c2k/js7LqyFLdbOxTMLv7www/Jy8vj22+/5amnngIKCupff/01AJdeemmRQldxcVXW/TiDmvZxvOeee4iNjcXb25uPP/6Y2267DXd39/PaBQYGVsomesWpiZ8rhY/L+tpT2jUyM8+9s/Cll14qdZzCUlJSijx+7rnn6NevHx988AHLly8nOzub48ePc/z4cWbPns2jjz7KhAkTeO+99+yFXGeiIqyIiNRKreu1xsfiQ7o1nXW5+7incWOsp0+TtWsXhtVKUJgPXn5uZKbmcupAEvlWGy4WrdIjIiJSV4SFhdG2bVsOHjzIzp07iYqKIjQ0tFpjuPHGG+ncuTO7d+8mPT2dQ4cO0bFjx3L1nTBhAv/5z3/Yvn07u3btsj9X3Ro3bmx/HXft2sXJkyfL3OisNPXr17cfx8XFldq28PmAgIBSWl6cSy65hB49ehAeHs7MmTPtRdjff//dPpOvuFmwUH33c3YDpMLrmxYnNTW1QuNeqML3Xdasz6r+OB4+fJjNmzcD8MILL5Q4Wzw7O7vYTb0qS038XLnQj9PfnV2yAwrWjy3vJn/FrWM7dOhQhg4dSk5ODtu2bWP9+vWsWbPGXpT99NNPSUhI4IcffijXNWoS/bYpIiK1kovZhUuCLwEgITsBW5eCGSJGdjbZ+/djMplo2rHgB5C8XBtnjiQ7KlQRERFxkPvuuw+AvLw8pk6d6pAYCr9VOy8vr9z9OnXqRN++fYGCwltwcDAjR46s9PjK4/7777fH8Z///KdCfbOysopsyFN4hnLhNS+LU/h84X5V4d577wVg37599nU0z27I5evrW+LyFNV1P2c3ekpMTCy1ELtz585Sx6ms9YQLx791a+mb7FX1x/HIkSP244EDB5bYbt26dUVysSrUtM+Vzp0724/PFqpLsmXLlhLPde9+7l2Ijz/+OEuWLCnXv9dee63EMd3d3RkwYABPPvkkP/30EydPnqRHjx4A/Pjjj8TExJQab02kIqyIiNRaPYJ72I8jezUm8L6JhE2fjluLlkDBkgRnndqXdF5/ERERqd0eeughGjduDMB7773HH3/8cdFjWq3W895iW5K8vDx27NgBFLzVulmzZhW61r///W/7ZmHPP/98uZYyqAoPPvigfRmEqVOn2ndsL0tycjLDhg0r8pborl272j8m33zzTbHre0LBW84/++wzoGA90Msvv/wi7qBs48aNw8PDAyhYBzYpKYmFCxcCMHbs2BLfGl1d93N2SYrc3NwSi55ZWVnMnj271HHO3iNwUW/LL3zfc+bMcejH8ewsYYAzZ86U2O69996r9Gv/XU37XOnatSuNGhWs0z1z5swSC/gpKSmlzjzt2LGjfRb/F198Ua57qqigoKAiM85L+1jWVCrCiohIrVV4Xdg/W+YS/MQT+A4dgotPwWYfTToE0Oua5ox5sgd9ry99IXoRERGpfby9vZk/fz4eHh7k5eUxfPhwPvnkk1I35TEMg/3795d4PiUlhRYtWvDGG2+UOlPLarXyyCOPcPr0aQCuueYa+2zG8ho1apR9RtmkSRe2NvDmzZvtY6SlpV3QGN7e3sybNw83NzdsNhvXXXcdn332WakzMpcsWUL37t1Zt25dkefNZjNPPvkkAKdOneL+++8vdpwXXnjBPnPv/vvvr9LlCKDgbdujRo0CCoqKM2bMsBcpz86SLU513c/VV19tn8X68ssvnzejMy8vjwkTJpCYmFjqOIXXFN67d2+FYiis8H2fOXOGBx54wGEfx27dumE2F5S/pk6dWuyM81deeYWlS5dW+R8yatrniouLC48//jgAu3fv5rnnnjuvf15eHvfeey8ZGRml3tv//d//AbB06VKefvrpMjc3O3nyZJG1ZE+dOkV6enqJ7W02GytWrAAKCuvNmzcvdfyaSGvCiohIrdU5qDPj2o+je8PuRWbFnuXhY6Hv9S0dEJmIiIjUFH369OG3335j7NixxMTE8PDDD/PGG28wYsQIevToQVBQEGazmcTERPbs2cOSJUs4fPgwUFDAKG7H9qSkJCZPnsyLL77I5ZdfzqBBg2jZsiV+fn6kpqaya9cufvzxR44fPw4U7Pr+wQcfVONdn/PCCy+wdOlSAHbt2lXk7ckV0bdvX3799VduueUWEhISePDBB3nrrbcYOXIkXbt2JSAggOTkZA4dOsSCBQvshex69eqdt+HSY489xtKlS/ntt9/47rvv2LlzJ/fccw/NmjUjJiaG2bNns2bNGqCgwPbGG29cxCtQfvfeey9z5swhJSWF559/HoD27dvTv3//UvtVx/00a9aMcePG8f333/Prr79y2WWXcffddxMQEMDRo0eZOXMmp06d4tVXX7WvaVucfv364evrS1paGv/85z85deoUzZo1sxcxe/fuXWzOl3Tfv/32G0uXLuX7779n165dDvk4BgYGMn78eL788kvWrVtH9+7dmTBhAk2aNCEqKorZs2ezfv16pkyZwhdffFHlb3OvaZ8r//rXv1i4cCEbNmzg7bffZsOGDYwbN47g4GBOnDjBjBkzOHjwIC+99BKTJ08u8b5GjhzJq6++yvPPP88777zDDz/8wE033UTXrl3x8/MjJSWF2NhYIiMjWblyJXv37mXfvn20b98egK+++opXXnmF/v37M2DAAEJDQwkJCcEwDCIjI/nxxx/tSyLcf//9RdazdRqG1EopKSkGYMTHxzs6FJELkpubayxcuNDIzc11dCgiF0Q5LM5OOSy1gTPmcVZWlrF3714jKyvL0aHUOVFRUcZjjz1meHl5GUCp//z8/Izx48cb+/btO2+clJQUo2PHjobJZCpzHMAYOXKkcezYsWJjWrFihb3dRx99VOF7Wr58eZn9r776anubXbt2Vfgaf3fy5Enj/vvvN9zc3Mp8DR999FEjLi6u2HFycnKMhx9+2HBxcSlxjFtuucVISUkptv8777xjb1fSNQzDMA4dOmRvN3PmzFLvzWazGc2aNSsSw9tvv12u1+Vi7+fbb7+1tysu7wyjIPeGDh1a7NihoaHGxo0bjQULFtif27JlS7HjfPHFFyXGuWDBggrFlJWVZUyYMMHhH8f09HRj+PDhJcbw9NNPG3l5eUbDhg0NwJgwYcJ5Y5TnfiuipnyuGEZB7lx77bXF9vXx8TEWLVpk/Prrr/bn1q5dW+JY8+bNM5o3b17m176mTZsaJ0+etPf76quvDF9f31L7WCwW44knnjCsVmuFX+8L/f4aHx9vAKW+fuWlmbAiIlJnGIaB9cQJMiO2496qJZ5duzo6JBEREakhQkJCmDp1Kq+99hpr1qxhw4YNREVFkZSUhMVioX79+rRq1YqePXsycOBA3N3dix3Hz8+PPXv2kJyczKZNm9ixYwcxMTHExcWRmpqKp6cnDRs2pHPnzlx99dWl7o4eGBjIVVddhaurKy1aVHzppAYNGnDttdcClNi/b9++9jUzy7ujeWnCwsL47LPP+L//+z9WrVrFxo0biY2NJSUlBR8fH5o0aUK/fv244oor8Pb2LnEcNzc3pk2bxhNPPMGiRYvYtWsXycnJ+Pr60r59e0aOHFnqrN1WrVrZ793Nza3Edt7e3vZ2Ze1UbzKZmDJlin0tWIC77rqr1D6VdT9hYWH2OH18fIpt4+fnx4oVK/j555/57bffOHPmDPXq1aNPnz7cfvvt+Pj4sHHjRvs49erVK3aciRMnMmjQIObPn8++fftITU21v809JCSkQjG5ubnx7rvv8u9//5vFixc77OPo7e3Nr7/+yrJly/j55585deoUPj4+tGrVittuu402bdoAMGzYMJKSkrjkkkvOG6M891sRNeVzBQpyZ8mSJaxZs4affvqJEydO4O3tTdeuXbnrrrsICgoiPDzcfv+lLRtx4403MmrUKFauXMmaNWs4fvw46enp1K9fn+DgYJo3b87QoUNp27ZtkX533303t99+Oxs3bmT9+vWcPn2aqKgobDYbDRo04JJLLuH666+3r2HrjEyGYRiODkIqX2pqKv7+/sTHxxMYGFh2B5Eaxmq18ssvv3DNNdc4bIMBqX0y1q8n8t4JANQfN46QFwreRpYck8mJ3QmcOZTM1fd1wuxy8UumK4fF2SmHpTZwxjzOzs7m2LFjtGjRosgGOVI32Ww2UlNT8fPzs78dXMSZKIelprjQ768JCQkEBQWRkpJy0X+o0kxYERGp9WIyYoiIiyDBNZIeJhMYBpnbI+znN/10lMPbYgvaHk8jtFXFNsUQERERERERKY2KsCIiUutNWDaBE6knsJgt/NimDbkHD5Kz/wC2jAzM3t407RRgL8JG7klQEVZEREREREQqleaCi4hIrdetQTcArDYrme3/WiPKZiNr504AmnY8t2xL5J6E6g5PREREREREajkVYUVEpNbr0bCH/fhos3ML+mdGFCxJ4F3PncDGBYvrx0amkZWWW70BioiIiIiISK2mIqyIiNR63YO72483BaXYj7MittuPm3b6a4dPA07uS6yu0ERERERERKQOUBFWRERqveZ+zanvXh+AP/L34RJUsPxA1vbtGDYbAE07FVqSYK+KsCIiIiIiIlJ5VIQVEZFaz2Qy0S24GwCp1jRsndsBYEtLI+fwYQBCW/nj6u4CFBRhDZvhkFhFRERERESk9lERVkRE6oTCSxKcaeFrP84KL1gX1sXVTFi7gtmyWam5xJ9Kr94ARUREREREpNZSEVZEROqEwkXYHSHZmH188B40CNcGQfbnm51dFxaI3JtQrfGJiIiIiIhI7eXq6ABERESqQ8fAjri7uJOTn8Nyr+P8Y9NGTC4uRdo07RRIy+4NaNoxgGadg0oYSURERERERKRiVIQVEZE6wc3FjZ4Ne5KTn0P34O7YTODytzZ+QZ6MeKCLQ+ITERERERGR2ktFWBERqTM+vfJTTCaTo8MQERERERGROkZrwoqISJ1RXAHWyM8nLz7eAdGIiIiIiIhIXaEirIiI1ElGbi6REyZysE9fTj36WJFzedZ8Tu5NZNPioxiG4aAIRUREREREpLbQcgQiIlLnGIbBiawz5J06iS0jg+zdu7Hl5mJ2cwPgt893c2JXAgBtejUkINTbkeGKiIiIiIiIk9NMWBERqVN+OPADl/9wOSMXjiSjfRMADKuV7N177G3C2tW3H0fuSaj2GEVERERERKR2URFWRETqFE9XTxKzEwE41tTd/nxWRIT9uGnHQPtx5N7E6gtOREREREREaiUVYUVEpE7pHtzdfrwpKNl+nBkRbj+uH+qFT/2CAu2Zg8lYc/OrLT4RERERERGpfVSEFRGROqWxT2OCPYMBWOVyCLOfLwBZEdvtm3CZTCaadiqYDZufZ+PMwWSHxCoiIiIiIiK1g4qwIiJSp5hMJroFdwMgIz8LW8c2AOQnJGCNjLS3a9opwH6sdWFFREREpC5YuHAh48ePZ/z48VitVkeHU6tt3brV/lpHFvo9RGovV0cHICIiUt16NOzBshPLADjT0pdGGwuez4yIwK1ZMwDC2gdgMpswbIbWhRUREamlZs2axbJlBT8TvPTSSzRv3rzMPu+99x67du0CYPr06Xh5eRU5v3//fv7v//7P/tjd3Z3p06fj4uJS5tgvvvgiJ06csD++/fbb6d27N+np6Tz22GPluaVSvfLKKzRt2rTIcwkJCSxfvpxdu3aRmJiI2WwmODiY4OBgunbtSu/evXFzcyvX+DabjQceeACr1crDDz9Mnz59irwe119/PWPGjCm27+OPP05KSspF3d8DDzxA//79SU9PZ9KkSRXqGxYWxmuvvXZR1/+7yryn6rJ9+3a+/vprAD799FMsFku1Xbuy5OTksHHjRjZt2kRsbCwpKSn4+fkRFhZGv3796NOnT7k+H6va8ePH7a/1P/7xj/M+N6X2URFWRETqnMLrwu5omEOjv46zwiOoN2oUAO6eroS09CPqcArJMZmkxGXh38Cz+oMVERGRKrN582Z7EWTSpEnlKsIuX76cpUuXAvDBBx+cV4SNjo62j3nW9ddfz7XXXlvquMeOHePVV1+1L48E0LNnT3r37k12dvZ5Y16IwoWelJQU/v3vf/Pll1+Sm5tbYh9PT08GDhzI8uXLyxx/3bp1/Pe//8VkMtkLr4Vfj7CwsBKLsHPnziUmJqait1TElVdeSf/+/S/o9erUqVOlF2Er856kbPHx8bz77rtMnz6dtLS0EtuFhYXx0EMP8c9//hNPT/18L9VHRVgREalz2tZvi6erJ1l5WSz3Os4IFxfIzyf32LEi7Zp2DCTqcMHshZN7E/C/LMwR4YqIiIiTMpvN2Gw2ZsyYUWYR9ssvv8QwDHufwnx9fZk5c2aJfadMmcLp06fx9PRk+vTpJbYrXIC9/PLL2b59u/35G264gbZt2+Lm5kZUVBRr165lzZo1ZGVlsWrVqnLd76JFiwDo27cvISEh5epz1tSpU8nKyir23CeffMLmzZsBeP/996lfv36x7QYMGHDec927dy/XLOKSxrwYVXVPcr5NmzYxZswYzpw5A0CDBg246qqr6NKlC/Xr1ycxMZGDBw+yaNEiTp06xeTJk5kxYwZHjhxxcORSl6gIKyIidY6r2ZVLGlzCxqiNnLLF4/nOSzTq0hdLWNEia9NOARzYFE3TTgEEN/dzULQiIiLirK644gqWL1/OkiVLiI2NJTg4uNh2+fn5fPXVV0DBzMezSySc5e7uzvjx40u8zrvvvsvp06dxc3Mrtd1ZU6ZMsRdgH3nkEf7zn/8U+7bzM2fOMHXq1FILu4WdLcLecMMN5Wpf2NixY0s899tvv9kLljfffDNhYeX/w3jTpk3L9ZpUhaq6JykqPDycIUOGkJWVhaurK6+99hqPP/44Hh4e57W1Wq18/vnnTJ48ucjSHyLVQRtziYhInXR2SQJfN19iujfBrUkTTCZTkTYNmvpy+8v9GHxLW4KbqQgrIiIiFXPNNdcQEhKC1Wrlm2++KbHd0qVLOXXqFK6urtx1111VGlNeXh7ffvstAC1btmTq1KklrvvZqFEj3nrrLXbv3l3muHv37uXw4cPAhRVhRS5ERkYGY8aMISsrC7PZzIIFC3jmmWeKLcACWCwWHnnkEXbs2EG7du2qOVqp6zQTVkRE6qQxbcYwrNkwWtVrhdlU/N8k/16UFREREakIV1dX7r77bt566y1mzJjBk08+WWy7GTNmAHDdddfRsGHDKo0pKirKvllU7969y7VBUbO/Ni4tzcKFCwFo06YNHTp0uKgYBaZNm8aWLVsIDQ3lzTffLLHdhg0b+OyzzwB48803CQ0NLXJ+4cKF9o/NF198gcViISkpiR9//JGDBw+SkJDA2LFjGT58eInXiI6O5ocffuDw4cOYTCY6dOjA6NGjy52rcXFxLFiwgH379pGcnIy/vz8dO3ZkxIgRFV624u8++eQT+4zWxx57jOuuu65c/Zo1a8aaNWtKbRMbG8uvv/7Knj17LjjuHTt28PPPP3Py5En8/Pzo1q0bY8aMwd3dvVz9z7JaraxZs4Z169YRExODyWSiWbNmjBgxgs6dO5fZf+fOnaxcuZKjR4+SnZ1NUFAQoaGhdO/enYEDB+r3nmqiIqyIiNRJId4hhHhf3A99IiIiImWZMGECb731Fvv372f9+vXnrfEZGxvL4sWL7W2rU3R0dKWNdXYpglF/bXJaW8ydO5dff/0VgIceeoi+fftWy3VXrVrF//73P9q1a1dqEfbIkSP2Tcj+/e9/n1eE3b59u/38p59+ytdff82jjz5Kdna2vU3Hjh1LLMJ+9NFHPPHEE1it1iLPP/HEE7zxxhs8/vjjJcaWl5fHc889x4cffkhOTs55593c3Jg0aRL/93//V+Js7LKcXSrD1dW1xD9ylCQwMLDY5/Py8pg8eTJTp0694LgzMjKYOHEic+bMOe9cWFgYCxYsKHecP/zwA08//XSxyyc8/fTTjBkzhv/+97/FriscGxvLnXfeed4SJ4WFhoYyZ84cLr300nLHJBdGRVgREREgfd06MtavJ3vPXpr+9wtMrkW/RaYn5RBzLIVWPYpfy01ERESkOG3atOHSSy9lzZo1zJgx47wi7DfffIPVaqVRo0aMGDGi3JtgXajGjRsTGBhIQkICa9euZdWqVQwZMuSixoyKimLLli1A7VuKYMuWLfYi5vDhw6utCFsVvvvuO+677z569+7NDTfcQL169Vi7dm2J7b/++msee+wx+vTpw+jRo6lfvz779+/n22+/JSEhgX/84x/k5OTw9NNPn9fXZrMxZswY+x8YWrduza233kqTJk04c+YMc+bM4cCBA7z//vvs2bOHn3/+uVyzsgs7evQox/7aWLdXr140bty4Qv2LUxlx5+XlMWLECPtre8kll3DzzTfToEEDDh8+zHfffcfQoUN54YUXyoznjTfeYPLkyQD4+Phw2223cckllwCwZs0a5s2bx/z58zl06BDr16/Hx8enyL1cd911bNmyBZPJxBVXXMHll19OUFAQaWlpnD59moiICNauXUtkZORFv3ZSNhVhRUREgOR580j79TcAsg8cwLNTJ/u5ZTP2cGhLDADj3xqIt3/F3j4kIiIidduECRNYs2YNP/zwA1OnTi1SKDm7FMH48eMrXIS6EGazmYcffphXX30Vm83G1VdfzdixYxk9ejT9+/c/byZlefz0008YhkGDBg3o379/FUR94cLDw8u1Mdfdd9990cXomu6f//wnr7zyCs8//7z9uUceeYSkpKRi2z/55JNMnjyZV199tcjb1Z999lmuuOIKdu/ezeTJkxkxYgRdunQp0nfq1Kn2Qubo0aOZNWtWkXVaJ0+ezMSJE/nmm29YunQpb7/9Ns8++2yF7iciIsJ+3KtXrwr1LUnhuG+55Ra+/fZb3NzcKhT3e++9Zy/ATpo0ialTp2I2m4uMMWLECF5++eVSY/n111+ZMmUKAN27d+fnn38u8vn5yCOPsHz5ckaOHMmuXbt45plnmDZtmv382rVr7X8c+eijj3jkkUeKvU50dDR5eXllvjZy8bQxl4iI1FnxWfFM3z6d+5bdx/aG596SlRWxvUg7/wae9uOTexOrKzwRERGpJW666Sb8/f1JT09n7ty59ufXrVvH/v37MZlM3HvvvdUWzwsvvMBtt90GFKw1+d1333HjjTfSqFEjQkJCuPbaa3nzzTc5cOBAucY7uxTByJEjixSbaoKTJ0/y9ddfl/mvpHu99dZbmTlzJjNnznTqWbBQUKgsXIA9q7i3sQN07dr1vAIsQHBwMLNmzcJkMpGXl8f7779f5HxeXh7vvPMOAE2aNOHjjz8uUsiEgg2yPv/8c1q1agUUFC4LL5FQHvHx8UViulh/j3vmzJkVjttqtfLBBx8A0KVLFz744IPzPif8/f2ZM2dOmYXPZ599FsMw8PLy4qeffir2DyTDhg2zz0SeMWMGcXFx9nMHDx60H996660lXickJISwsLBSY5HKoZmwNcjKlSuZOXMmO3bsICcnhxYtWnDnnXdy6623VstfREVE6pp8Wz6f7PgEgMCAdrT66/msiAi443Z7u6YdA9j6y3EAIvck0L5/xWeIiIiIVIWv93zNN3u/KbNdx4COfHTFR0Wee3TFo+xN3Ftm37s63sXdne62P86wZnD9wuvLFd+HQz+kU+C5d5f8cfIPXtn4Spn9vFy9WDx6cbmu4Qy8vLy47bbb+PTTT5kxY4Z97dezs2Avv/xye1GnOri6ujJr1izGjx/Pxx9/zNKlS8nNzQUgJiaGX375hV9++YXnnnuOa6+9lunTp9O0adNix0pPT2flypVAzVyKoHv37jz22GNltitpBm+vXr0qbZaloz3wwAMVav/QQw+VuGFTly5dGDx4MGvWrOHnn38ucm7btm1ERUUBcO+99+Ll5VXsGO7u7jzwwAM8/fTTJCQksGHDhgrNRk5PT7cfl3SNiigc94QJEy4o7q1bt9rXWr7//vtLrOU0bdqUkSNH8uOPPxZ7ft++fezYsQOAO+64o9Qi6YMPPsirr75KTk4Ov/32G3feeScA9er9f3v3Hd5k1f4B/Ju0adM9aQulpbRgyypliqIMtYAgSxCRIQjKEF9xgsgQBUFEBPEFFVHEgeAP2XvvDS10sEuhQPdeGU3y+6NvHxOaNEmbNm39fq6LiydPzjm5k5626Z3z3MddaLN582a8/vrrFTx7qglMwtYSf//9N3777TeMGDECM2fOhEqlwsaNGzF69GgcOHAAa9assXaIRET1jq+TL/yd/fGg4AEO29/BWAcpNMUyFEVd0m3X1BV2DrZQFJfg3tUsqNUaiMXcQZSIiKyvUFmItKI0o+30bUaZJc8yqW+hslDntkajMakfAChVupv5yFQyk/o6SZxMGr8uGT9+PL7//nucPn0a8fHxCAgIwF9//SXcZw29evVCr169UFRUhPPnzyMqKgrR0dE4cuSIsAnQzp070bFjR5w+fVpvonjPnj2Qy+VwdHREZGRkTT8FowIDA00qR/Bv0LlzZ7PaGyst8cQTT+DYsWNIT0/Hw4cP0ahRIwClm4GVebQG8qO6du0qHEdHR5uVhNVOMubl5ZnczxDtuLXj0sdQ3FeuXBHOm/L6GUrCnj17Vjh+7rnnKhynbAV7SkoKLl68KCRhIyMj4e7ujpycHLzxxhtYt24dBg0ahKeffhrh4eFc7GcFTMLWEoMHD8aQIUN0zrVq1Qrx8fFYu3YtFi9eDG9vbytFR0RUf7XzaYcHBQ9QBAVUYY9BHBWPkofJUKakQOJX+ger2EaMgBYeuH0pHfLCEqTdzYNfUzcrR05ERFSarPRxNH4Zrqe9p95zpvR9NCEqEolM6gcAEhvdncOlNlKT+jraVn1Vmym0V/mp1WqT+mi3M7RKUJ+OHTsiPDwcV65cwc8//4zQ0FAUFhbC3d0dL774oulBVwNHR0d0794d3bt3F84dOXIEkyZNwvXr15Geno633noLu3fvLtd3y5YtAEoTPg4ODuXup9qjQYMGZrU3dom/9v1ZWVlCEjYr65/yXb6+vhWO4ef3zwdEmZmZZsWn3TcpKcmsvvpYIm7tMYy9fhU9RlraPx9WldWfBUo/BNP3f3FxMQDdEg3u7u7YvHkzhg8fjtTUVBw+fFjY+M/Z2Rldu3bFsGHDMHLkSNjbc8+LmsAkbC1hqG6Op6en8E1FRESW186nHXYk7AAAJAe7w/9/9f2Lo6Igef55oV1gSy/cvlRaY+leXBaTsEREVCuMaTVGp1SAOR4tT2AqJ4kTDr50sFJ9uwd0x8GAyvWtDtobZGlf2lyRsnYikUinvynGjx+PqVOn4tdffxUu7x8xYkStTF726NEDO3fuRJs2bVBcXIx9+/YhOztbp35oSUkJdu3aBQAYNGiQlSL9d1OpVCa3lUgkxhuZMbZ2TVNbW1u9x5UdwxRdunSBSCSCRqPBmTNnzOqrjyXi1l5das4YFdmxY4dJ7QCgsFD3yoUePXrg9u3bWL9+PXbt2oUTJ04gLS0NBQUF2Lt3L/bu3YsFCxZgx44dCAsLM/lxqHLqbRJWo9Hg+vXrOHnyJKKjo6FUKuHj44PPPjNef6hMTk4Otm3bhqtXr0KhUAg1O4KDg6sx8n8cPHgQ69atwxtvvMFVsERE1aSdTzvh+LJvMfz/d1wUFQVXrSRsQMt/VhDdi8tE5xea1lSIREREVE20V7MlJiaa1OfOnTsAAG9vb7Mv5x01ahSmTZuG9PR0YQOd2lynMSQkBO3bt8fJkyehVqtx9+5dnSTssWPHkJ2dDbFYjBdeeMGKkdY/ZSsT5XJ5he20N2KytHv37ulc8v8o7dWn2qs+tY/v3r1bYQ7l3r17wrGx1aeP8vLyQqdOnXDu3DlcvXoVUVFRaNeunfGOBjwad0REhMG2huLWPr537x6CgoJMGuNRZauKAWDevHkmb5ylr3azk5MTxo8fL5Q9SUhIwJEjR/DHH3/g0KFDuH37NkaOHImLFy+a9BhUefUyCfviiy/i2LFj5Zayh4SEmJyE/eWXX/D2228jPz9f5/y7776L//znP/35yM0AAGypSURBVFiyZIneT2k6depk0jL4xx9/XNhBUtvHH3+Mn3/+Gbm5uZDL5Xj//ffx5ZdfmhQzERGZL8Q9BC52LshX5OOASxL6/u98cVS0TjsXTyk8Gzkh62Eh0hLzICtQQups3moCIiIiql20d7s/evQoxo0bV2H7GzduCJvudOnSxezH8/T0xODBg7F+/XoApZtGVSVpVBO0V+k+ulFR2d+0Xbt25cIhCysrHfDw4UMolUqDq1iPHz9ebTEcOnQI4eHhFd4PlOZaPD3/WbCg/X114MCBCuu87tu3T28/U73//vt4+eWXAQCzZs0qt0lYRc6dO6dTJ1f78ffv31/hRnOG4tYe79ChQ+jWrZvBMQ4eNHxVgHa/gIAAjBlTuSse9AkODkZwcDDGjRuHoUOH4u+//8alS5d06vpS9dB/DXwdt2vXLmRlZSE0NBTjxo0z+5fjH3/8gddeew35+fkICwvDp59+isWLF6N3797QaDRYvnw53nzzTb1909PTkZqaavSfoVonM2bMQHR0NM6ePYvPPvsM33zzDSZMmGD2a0BERKYRi8TCatj74hyImpZ+eiy7ehXq/9VWKhP4v9WwGg2QdC0LREREVLe1b98ezZs3BwBs3LjR6GrYJUuWCMfDhw+v1GN+9tlnWLNmDdasWYMff/yxUmNURUFBATZt2mRS2/v37+PkyZMASutLNm2qeyXQtm3bAKDCZBVVTllyXqFQ6CT8tF2+fNmspKO5li9fjqKiIr33bd++HfHx8QDKfy+EhYUJq0h//fVXgwvVUlNTsXr1aqFPZT6QGDp0qFDLeNeuXZg9e7ZJ/bZv345evXoZjHvt2rUGV6pWFHeLFi3Qpk0bAMD333+PnJwcvWOcOnUKR48eNRhfYGCgEN8XX3xh8OtQVdqxKxSKankM+ke9TMJu3rwZ6enpuHbtGn766Se0bdvW5L45OTl4++23AQDPPvssoqKiMGfOHHzwwQfYs2cPPvnkEwDAjz/+qPcb5vz580hOTjb6r+yX1aNcXFzg5+eH8PBwzJo1CzNmzMDq1aur9dMtIqJ/O+2SBKndWsBz7Fj4f70EeKRed2ArL4htRWgc5gE7h3p5MQkREdG/ilgsxueffw4AKCoqwvPPP49Lly6Va1dUVISZM2di1apVAEqTt2Wr78zVvHlzjB07FmPHjkWHDh0qH3wlyWQyDBkyBB06dMCqVauQnZ2tt93p06fRq1cvYcOfyZMn66zGvHz5spC0rs9J2A0bNghfL+0d66vbgAEDIJVKAZRekXv//n2d+8+fP18j5RKHDBmis9kTULrCs2xlpre3t5BD0bZgwQKIRCIUFBRg2LBhuHHjhs79d+7cQd++fYX5V9beXGKxGH/99ZfwAcH8+fPRv39/REVF6W1/+fJlvPLKKxgwYIDeOtDacfft27dScX/66acASpO1AwYMQHJyss79586dw9ChQ8t9qPGopUuXwsXFBdeuXUPPnj1x4cIFg21jYmLw1Vdf6Xw/79q1Cxs2bCj39Stz7do1IZncuHFjvaUMyLLq5V+Qz2vV8DPX2rVrkZWVBbFYjFWrVgk/9MrMmTMHf/75J27cuIFly5bp7B4JmL/boDFPPPEEACA+Ph5PP/20RccmIqJS2knYg91c0b3rdL3tGj3mjteXdIPE3rz6b0RERFR7vfTSS5g3bx7mzJmDa9euoUOHDmjZsiXCwsIglUqRmpqKc+fOCaXqQkNDsXnzZrPrwdY2ly5dwsSJEzFp0iS0atUKwcHBcHV1RV5eHmJiYoTatwDQv39/YUFSmbJSBC1btkSzZs1Meszt27eXSybqM3z4cPTp08eMZ2PYpUuXMHbsWJPa/ve//y232dr58+exdu1aAECfPn0qdcl8ZXh4eODTTz/F9OnTcfPmTYSGhqJHjx5wc3PDjRs3cOnSJTz99NN47bXX8Nprr1VLDGvWrEGfPn0QFBSEbt26wc3NDdevXxcSnFKpFH/88YdOLdUyzz//PBYsWIAZM2bg2rVraNOmDZ588kk0btwYycnJOHHiBJRKJQBg7ty5GDx4cKXj9PHxwblz5zB8+HAcPHgQO3bswI4dOxAQEIDWrVvDw8MD2dnZuH79OhISEoR+L730UoVxx8XFoVWrVmbHPXjwYLz77rtYunQpjh8/juDgYDz99NPw9vZGQkICzp07h7CwMEyfPr3CudmyZUts3boVL730Es6dO4dOnTohODgYrVu3houLC3JycpCWloa7d+8iLS0NQOn3Tlnd5mPHjmHRokUQi8UICQlBw4YN4efnB5VKhbt37+LixYvQaDSws7PD999/b3DDeLKcepmErYqyFapdu3bV+4mSWCzGqFGjMGfOHOzZswcymaxcotaSYmNjAaDGNgMjIvo3au3dGi+HvowInwh09O1osJ2NjRh1/O8tIiIi0mPWrFno2rUrFixYgEOHDiE+Pl641LqMr68vJkyYgGnTppVL1NUlLi4umDNnDk6fPo2zZ88iLy8PsbGxwt+eZUQiETp16oQpU6Zg9OjR5Vb7lSVhzVkFe+XKFVy5csVou9atW1ssCZuUlCQkUY356quvatXXdtq0abC1tcXcuXORn5+PXbt2AQDs7OwwceJELF26FBs3bqy2x3/88cdx+PBhjB8/Hrt379a5r3379li5cmWFSemPPvoIrVu3xscff4yYmBgcO3ZM5/42bdpg/vz5GDBgQJVj9fb2xoEDB7Bz504sW7YMx48fR1JSUrlSCM7Ozhg4cCCmTJkiLHrTF3d4eDhmzpyJ6OjoSsX99ddf47HHHsOcOXOQnp6O/fv3AyjNKQ0aNAirV68WaupWpGfPnrh8+TIWLlyI3377DQkJCTqJZKD0ezUiIgKRkZE6tXlfeOEF3L17F4cOHcLNmzdx8+ZNnX5isRjPPvssFixYgE6dOhmNhapOpNFoNNYOorpNmjQJP/zwA0JCQnDr1q0K23p6eiI7OxvTpk3DokWL9LY5ePAgnnvuOQCln6pZopD6xx9/jM6dO+OZZ56Bq6sr5HI5Nm3ahAkTJqB9+/Y4fPhwhZ9KyOVynV0T8/LyEBAQgOTkZHh5eVU5PqKaplQqsX//fkRGRhosQk9Um3EOU13HOUz1QV2cxzKZDElJSQgKCqrWxR5kWF5eHqKiopCeng65XA53d3eEhIQgLCzMpP4pKSnYs2cPgNLNu0ztVyY5ORl79+4FUJoE8/f3h4uLS4WXam/duhXZ2dmws7PDiBEjTH4stVqNxMREpKamIj09HXl5eXBwcICvry9atWolrKh7VNkcBUprW1aUiNN+PUzVqVMntGrVSrh99OhRYWXusGHDym0Q9ii5XI4///zTrMcEgFdeeQX29vY65y5cuCAkqLt37270EnJTmfOciouLcebMGaSkpMDT0xPt27cXrsJNSEgQkoSDBw+Gm5ubTt/o6GhER0cDAEaPHm10Bbeh9tHR0bh9+zZEIhFatGiBFi1amPQ8NRoN8vPzkZWVhbi4OOTk5MDNzQ2tWrWy2GupT3FxMS5fvizMaxcXFwQGBqJNmzZmrWK/e/cuYmNjKx13SUkJzp49i/v378PFxQVt2rRBQECAMPbhw4cBlJaf0E6g6qNSqXD58mUkJSWhsLAQHh4e8PHxQVBQUIV5H41Gg4SEBDx48AApKSlQq9Xw9fVFeHj4vypfJJPJkJiYiICAALN+v2ZmZqJhw4bIzc2Fq6trlWJgElZLZmamsKPj999/j4kTJ+ptd+fOHWFl6oYNGzBs2LAqx3jlyhUsWbIEO3fuRElJCfLz8xEYGIiRI0dixowZcHJyqrD/3Llzhboj2tatW2f0FxQRET1Co4FtTg4c7t5FcdOmKHnkzez/mqCkQAyJi9oKARIRUX1la2sLPz8/BAQEwM7OztrhEOm1atUqTJ8+HX5+foiPj69ULU8iopqkUCiQlJSElJQUlJSUmNyvqKgII0aMsEgSluUItOTl5QnH7u7uBttp36fdpyrCw8OFSyRycnJgZ2dnVvJ0xowZeO+993TiCggIQM+ePf9Vn2xQ/VEXV65Q/ZHzxx/I+KL0agifT+fCtW9fnfvPbLmD62dSoChWYcyiLrCTlv91yjlMdR3nMNUHdXEel62EdXZ25kpYElYRGlsJW9P27dsHoHT13qMrL4m01dY5TP8+MpkMDg4O6Natm9krYS2FSVgtMplMOK7oTZr25QnafSylogSwIfb29uUumwBKn0ddecNJpA/nMNWkzOJMRKdFI88lGWUXDsqvXIHkkd2P1SUayAtLPz1NvV2A4AjDmzJyDlNdxzlM9UFdmscqlQoikQhisZibpBDU6tIrbsrmRG0xbtw4jBo1Ck899VStiotqn9o6h+nfRywWQyQSmf2ewJLvH5iE1aK98lS7vuqjiouLhWNjZQKIiKjueG3va7iTewcOKhustbUFSkpQfCmqXLvAVl6IPfoAAHAvPqvCJCwRERFRfWNO3VkiIirFjyG0aBcdz8jIMNhOeylyZVatEhFR7dTOp3SjxWIbFVSPBQEAFHfuoCQ7W6ed/2PuENuUXk51Ly4T/4Ly6kRERERERFQFTMJqcXV1hZ+fHwDg5s2bBttp32fuTpdERFR7lSVhASAl+J/6ZsX/2yG2jJ3UFg2buQMA8jNlyE0rBhEREREREZEhTMI+onPnzgCAY8eOGWxz5MgRAKWrYJs3b14TYRERUQ3QTsJe9v2n5rf+kgSewvHdOMsVayciIiIiIqL6h0nYR7z44osAgMuXL+Ps2bPl7i8qKsJvv/0GABg4cCBsbVlWl4iovgh0CYSntDS5esD1vnC+OKp8ErZJKy/h+F5cVvUHR0RERERERHUWk7CPGD58OIKCggAAY8eOxYMHD4T7lEolxo8fj9TUVNjY2GDatGlWipKIiKqDSCQSVsPelxYCjXwBAMUxMdAoFDptPRs5wcnNDgDw8EY2ShSqmg2WiIiIiIiI6ox6uYxz7dq1OH36tHD7+PHjAID09HRMmjRJOO/l5YXPP/9cp6+9vT1+/fVXREZG4tq1awgNDUWvXr3g5OSEo0ePIikpCQCwcOFCtGzZsgaeTdUolUoolUprh0FktrJ5y/lLNa2tV1scvHcQAJDV3AeeD1OhkctREBsLaZs2Om39W3jgxplUlCjVSLqWicYt/tngkXOY6jrOYaoP6uI8ViqV0Gg0UKvVUKvV1g6HrKxs88+yOUFU13AOU22hVquh0WigVCphY2Njcj9LvocQaerhls5jx47F2rVrjbZr0qQJEhMT9d536tQpTJgwAXFxcTrnvby88MUXX+D111+3RKgWt2LFCqxYsQIqlQo3btzAunXr4OjoaO2wiIjqjKSSJPxQ8AMA4LXLjdD7QApkAQHI6NULsqAmOm2Lkm2RFe0Asb0a7mFyODYqsUbIRERUj9ja2sLPzw8BAQGws7OzdjhERET1gkKhQFJSElJSUlBSYvrfbUVFRRgxYgRyc3Ph6upapRjqZRL28OHDuH79utF2Li4uGDlyZIVtoqOjce3aNSgUCgQGBqJr166QSCSWCrXa5OXlwc3NDcnJyfDy8jLegaiWUSqV2L9/PyIjI+vE9xzVH0qVEt03dodMJUOAnR+2DNoGkYH63wpZCfIzZPD0d4JIJNIdh3OY6jjOYaoP6uI8lslkSEpKQlBQEKRSqbXDISvTaDTIz8+Hi4tLufcaRHUB5zDVFjKZDImJiQgICDDr92tmZiYaNmxokSRsvSxH0LNnT/Ts2dMiY0VERCAiIsIiY1mDRCKpM284ifThHKaaJpFI0N63PQqVhWjn0w4ie1tIxPrnoEQigZOLg9HxOIepLuMcpvqgLs1jlUoFkUgEsVgMsZhbePzblV2+XTYniOoazmGqLcRiMUQikdnvCSz5/qFeJmGJiIiq4vvnvucn9URERERERGQx/BiCiIjoEfoSsBq1GurCwgr7lShV1RUSERERERER1WFMwhIREVVAcf8B7k2ciBtPPIm0JV/rbXPlcBI2fXURv3x0EioVd30lIiIiIiIiXUzCEhERGaDRaJBik4/C4yegzs1FUVSU3nYpCXlIvpULeWEJUhPyajhKIiIiIiIiqu2YhCUiItLj7xt/49n/exb99r0EVVN/AID8+nWoCsqXJAhs5Skc34vLrLEYiYiIiIiIqG5gEpaIiEgPqa0U6cXpAICUYPfSk2o1ZDFXyrUNaKGVhI3PqonwiIiIiIiIqA5hEpaIiEiPdj7thOPLfjLhuOjSpXJtndzs4R3gDABIv5ePojxF9QdIREREREREdYattQOg6qVUKqFUKq0dBpHZyuYt5y9Zi7edN3wdfZFalIqDbg/R93/niy5d0jsvG4d5ICOpAACQGJuOoAgPAJzDVHfx5zDVB3VxHiuVSmg0GqjVaqjV3Ozx306j0Qj/cz5QXcQ5TLWFWq2GRqOBUqmEjY2Nyf0s+R5CpCn7jqB6YcWKFVixYgVUKhVu3LiBdevWwdHR0dphERHVSRsKNyBGGQNoNPjtv/awLyiCyt4et+d+Aoh1LyaRZ9kg/Wzpz1vHRkp4tpXpG5KIiKhCtra28PPzQ0BAAOzs7Kwdzr9CkyZNoFKpjLYLCgrCiRMnTB736NGjOHToEM6dO4e0tDRkZ2fDzs4OHh4eaNGiBTp37owBAwagUaNGVQnfJKdOncKwYcMAAFOnTsWHH35Y6f7axGIxXFxc4OLiAl9fX4SHh6Ndu3bo06ePSX+HGhpXJBLB3t4eHh4eaNWqFZ5//nkMGjQI9vb2RsfUaDQ4cOAADh06hAsXLiAtLQ15eXlwcnJCo0aN0LFjR/Tr1w9du3Y17ckTUb2gUCiQlJSElJQUlJSUmNyvqKgII0aMQG5uLlxdXasUA5Ow9VReXh7c3NyQnJwMLy8va4dDZDalUon9+/cjMjISEonE2uHQv9T66+vx5cUvAQDfHwqB59nrAICAvzfC/rHHdNqqVWqs/egMlDIVpM62GD63Aw4cPMA5THUWfw5TfVAX57FMJkNSUhKCgoIglUqtHc6/gp2dnUlJ2JCQENy4ccNou4MHD2LatGmIjo422lYsFqNfv35YsGABWrZsWe5+jUaD/Px8uLi4QCQSGR3PkCNHjuDZZ58FAHz88ceYN29epfubwsXFBa+++irmzZsHNzc3i4zbsmVLbNy4EaGhoQbb7N27Fx9++CHi4uKMjteqVSt8/fXXeO6550x6fKocS81hoqqSyWRITExEQECAWb9fMzMz0bBhQ4skYVmOoJ6TSCR15g0nkT6cw2RNnRp1Ai6WHt8IEKHL2dJjZUwsnFu10m0sAQLCPJEQnQ5ZQQlyU+WlpzmHqY7jHKb6oC7NY5VKBZFIBLFYDLGYW3jUpLfffhuff/65wftN+ZosWrQIH3/8MdRqNcRiMYYMGYIBAwagQ4cO8PLygkqlwoMHD3DkyBFs2LABFy5cwPbt2xETE4M7d+6UG6/s8u2yOVFZ2n0rM5Z2+2nTpmH27NnC7cLCQuTk5ODq1as4fvw4fv31V2RkZGDFihXYunUrtm3bhnbt2ukbtsJxi4qKEB0djYULF+LIkSOIj49Hnz59EBsbCxcXl3Jjab/2NjY2GD58OAYPHoy2bdvC09MTOTk5uHnzJjZu3Ij169cjLi4OvXv3hkwmM2mFLVWOpeYwUVWJxWKIRCKz3xNY8v0DvwOIiIgMaO7eHE4SJwDAcY904bwsPl5v+8BWnqUHIgj1YYmIiKhukEgkcHZ2NvjP2OX1a9aswUcffQS1Wo2mTZvi0qVL+OuvvzBq1Ci0aNECPj4+aNiwITp27IgPPvgA58+fx5YtWxASEoK6dIHqo6+Tr68vQkNDMWjQICxZsgRJSUl46623AAD3799H3759cffuXbPH9fHxQa9evXDw4EFERkYCAO7du4eVK1eW6/vLL78Ir32TJk1w6dIl/P777xgyZAiaNWsGT09PBAcHo3fv3vjxxx9x9epVDBw4EADq1GtPRHUbk7BEREQG2Iht0LZBWwDAJY8cSGe/j+Bdu+D36Vy97YPCvRE5riXGffkUWnRtWIOREhERkTU9ePAAb775JgDA09MTR48eRdu2bY32GzhwIC5cuIDevXtXd4g1RiqV4ttvv8W7774LAEhJScEHH3xQ6fHEYjHmzp0r3N61a5fO/Q8ePMDkyZMBAG5ubjhy5AjCw8MrHLNx48bYvHkz3nnnnUrHRURkLiZhiYiIKhDhEwEAsLd3QnKPlrAPbmqwnpWTmz0e6+wHBxdupEJERPRvsmjRIshkpZtyzp8/HwEBASb3dXd3xw8//FBdoVnNokWLhE3H/v77b1y7dq3SY3Xo0EE4fnRV7eLFi4XXft68eQgKCjJpTJFIhKVLl7L2MhHVGCZhiYiIKjAoZBD+euEvnHzlJJ70f9La4RAREVE12bVrFzp27AgfHx/4+voiPDwcb7zxBg4fPmy074YNGwAATk5OePXVVy0a16hRo+Dq6gpnZ2dcvXrVomNXJ4lEgjfeeANA6SX/u3fvrvRY2rVEy2qMllm/fj0AwMHBAWPHjq30YxARVTcmYYmIiCrQ0LkhWni1gK2Ye1kSERHVZ1evXsXFixeRnp6OtLQ0xMTEYPXq1XjmmWfQt29fZGZm6u0XFxeHtLQ0AECnTp3g5ORk0bhkMhkKCwtRWFgIlUpl0bGrW7du3YTjY8eOVXqcmJgY4bhx48bCcXx8PFJTUwGUvvb6NuwiIqotmIQlIiIyQ8GxY0hbtgwp8+YbbJMYk4Hj628i7bQjN3sgIiKq5R577DHMnj0be/fuxdWrV5GZmYlbt25hzZo1aNWqFQBg9+7diIyMRGFhYbn+t2/fFo5btmxZY3HXBWFhYcLxgwcPKj3OokWLhOOyTboA4NatW8Jx69atKz0+EVFN4LIeIiIiM6QuWAhFYiJEEgl8pn0Isb19uTYxR+7jXlwWABtkJxfBtwlrxBIRUfXIXPMLsn75xWg7acuWCPhOd1f5pMlvQhYfb7Sv59ix8HptrHBbVVCIhH79TIqv8YoVcGjdSridf/gwUuZ+arSf2NERIbt3GW1nCfF6XgNPT0+EhIRg+PDhGDZsGLZv346oqCjMnz8fCxcu1GmbkZEhHHt4eFT4WB06dMD169f13vfNN99g/Pjx5c7//vvvcHR0hFgshqOjoylPqdbQfj0MrSQ2RKPRIC4uDgsWLMBff/0FAPDy8sJ//vMfoY05rz0RkbUxCUtERGREliwLG29sRFRaFF4OcoJvIqBRKiGLi4Nj+/bl2ge29PpfEha4fzUbvk3cazZgIiL611AXFKDkf5djV0Tl51f+XFaWSX3VBQWPnNGY1A8ANEqF7m253KS+Ygtf0l9ZUqkUv/32G4KDg5GVlYWVK1fis88+g0QiEdpoX/ViaPPOMmVlBfRRKpUGY3B2dtapi1pXaMds7OqgL7/8EsuWLRNuy2QynfILfn5+2Lx5M7y9vfWOaey1JyKyNiZhiYiIjFCpVfg26lsAQHOfxnj+f+eLo6L0J2FbeQL/V3p8NzYTHfo0raFIiYjo30bs7AxbX1+j7Ww8PfWeM6Wv2Nn5kTMik/oBgEiiezWIyN7etMesRSs+3dzcMHToUKxatQp5eXm4ePEiunTpItzv5eUlHOfk5FQ41qVLl3Q2ltqyZQtGjx5t8Zhri+zsbOHYU88c1KZUKsslol1cXBAeHo7+/ftjwoQJ5Va7mvPaExFZG5Ow9Zy+X2REdUHZvOX8pdrAXeKOxs6Ncb/gPg67pwhJ2MILF+GqZwdkJ08J3HykyE2TIfl2HnIzC+HoypIEVLfw5zDVB3VxHiuVSmg0GqjV6nK7wOvjMeZVeIwp/7tIn0fH81/xX5Pj0u4rcnRAyOFDlerr1L27yX1Nef41Rbu26b1799C5c2fhdmBgoHB87dq1CuOWSqU6t+3s/nl/oO9rXrbSs2xOVJZ238qMVdn+165dE44bNmxYrp/27Q8//BCzZs0SbkulUtja2hpsD+i+9levXq1Vc4ZKWWoOE1WVWq2GRqOBUqmEjY2Nyf0s+R6CSdh6ZsWKFVixYoVw2cbhw4frXN0gIm379++3dghEAABvuTfu4z7ueiqhlNpDIpMj99w5RO3cCei5/E3tYgek2QMaYMe6o3AOrDsJACJt/DlM9UFdmse2trbw8/NDQUEBFAqF8Q5UI7T/CC8sLEReXp5wOygoCO7u7sjJycG5c+eQkZGhk1ytSHFxsXAsk8l0xtWWn59fychLFRUVCcdyudzg41i6/8GDB4Xjjh07luunPe6jSWjt+wx59LVPS0srl+im2qGqc5ioqhQKBYqLi3Hs2DGUlJSY3M+Un0WmYhK2npkyZQqmTJmCvLw8uLm5oWfPnjqXaBDVFUqlEvv370dkZKROzS0ia5HdkiH6XDQ0IhHywxrBM/oObAsL8Vzr1rBr0qRc+5QWOdj2dQwAwKnED337tqnpkImqhD+HqT6oi/NYJpMhKSkJzs7OTCbVInfv3hWOg4OD4erqqnP/4MGDsWbNGuTl5WHPnj0YNWqUSeM6ODgIx1KptNy4Go0G+fn5cHFxqVLNU+2FOfb29uUepzr6q9VqrFu3Trg9cODAcv2qGhcADBkyBD/99BPy8/Oxc+dOvPbaa2aPQdXHUnOYqKpkMhkcHBzQrVs3s36/mrupYEWYhK3nJBJJnXnDSaQP5zDVFh0bdhSObwaI8Xh06bEyJhZOzZqVa+8b5AYbBzVUxWI8vJkLlRyQOnMuU93Dn8NUH9SleaxSqSASiSAWi+vkRkz1kUwmw+bNmwGUJkoff/zxcl+bjz/+GL/++itUKhVmzpyJF154wWgNVEB34yp9X/OylaFlc6KytPtWZqzK9F+wYAESEhIAAH379kVERITF4wKAjz76CL/88gtUKhVmzZqFAQMGoEGDBib1/fLLLzF16lTY29ub/bhkGkvNYaKqEovFEIlEZr8nsOT7B34HEBERmaCpW1O42bsBAE54pgvniy9d0tteJBLBwa/0MheNWoOEy+l62xEREVHtpVarMXnyZCQnJwMAxo4dq3cFVbNmzbBgwQIAwP3799GrVy/cv3/f6Phl9TLrE41Gg4ULF+KTTz4BALi7u2PJkiXV9njar31KSgp69eqFBw8eVNgnLy8PkyZNwvTp0+vl14CIaicmYYmIiEwgFonRrkE7AEC0dyFgU/ortDg6ymAfR79/6sfdv5ZtsB0RERFZx4ABA/Dee+9h//79uHPnjlD7r6ioCHv37kXPnj3xyy+/ACgtQzBv3jyDY02bNg3vvPMOAODixYsIDQ3FO++8g0OHDiEnJ0dI9hUUFODs2bOYNWsWJk+ebDTGUaNGwdXVFc7Ozrh69WrVnnA1yc/Px9mzZ/HVV18hLCwMH3/8MdRqNTw8PLB161adjc2qw7Rp0/DWW28BAKKjoxEWFoZp06bh9OnTKCwsBFBaf/fKlSv49NNPERYWhh9++KFaYyIiehTLERAREZkowicCR+4fgdxOhJxubdDUvzUc27cz2F7ipka73gFo2qYB/ILdajBSIiIiMsWNGzewfft2LF26VDhnb28PuVyu065Lly5Yv349vL29Kxxv6dKl6Ny5M6ZNm4b79+/jm2++wTfffAOgdNM1kUhUbqdtd3d3vPvuuwbryMpkMiGRWLYBc1V8+eWXWLZsmdF2CxYswNtvv220v0wmKxeXra0tBg8ejG+++QYNGzasasgm+fbbb9G+fXvMmDEDqampWLx4MRYvXgwAsLOzK7fRnb+/P7744gvWXiaiGsMkLBERkYna+7YXjneODMH8p2ZW2F4kAjr1C6ozdQiJiIj+bXbu3Im9e/di//79iI2NRUpKCgoKCmBra4tGjRqhS5cueOWVVzBgwACT61m+8sorGDJkCP7v//4Pe/bswenTp5GcnIyioiKIRCK4ubkhJCQEHTp0wPPPP4++ffvWaE1SpVJZLhGsz6NJS0P9bWxs4ObmBn9/f0RERODxxx/HsGHD4OfnZ7GYTfXaa69h+PDhWLduHfbu3YszZ84gLS0NcrkcEokEjRs3RpcuXTB48GAMGjSI79GIqEYxCUtERGSiVl6tMKT5EET4RKCjb0fjHYiIiKhWCwkJwZtvvok333xTOKdQKGBnZ1elce3s7DBy5EiMHDlSZ1xbW1uzNyf6/fff4ejoCLFYDEdHx0rF8/TTTyM/P9+sPtqJYUP9bWxs4ODgUKmYHh23qq95GQcHB4wfPx7jx48Xzsnlcm6+RURWxyQsERGRiexs7DD3ybnWDoOIiIiqkaWSgZYaVyqVwtnZuUo7y9vY2MDZ2dlq/Wt63EcxAUtEtQE35iIiIqoCZWoa8vbshaakxGCb4nwFrhy+jy1fX8Kti2k1GB0RERERERHVBlwJS0REVEkpn32G7HV/AgCC/t4Ih1at9LbLfFiI4xtuAACkzhI06+BTYzESERERERGR9XElLBERkZly5bk4dv8YYhyyhHPFl6IMtm/UzA0OLqUbP9yNzYRSUfWdjYmIiIiIiKjuYBKWiIjITGN2j8GUg1PwnfqwcK44ynASVmwjRtO2DQAAJQo17sVlVnuMREREREREVHswCUtERGSmCJ8IAEBCAxU00tJNNooqSMICQEj7BsLx7Uvp1RYbERERERER1T6sCVvPKZVKKJVKa4dBZLayecv5S7VRW6+2+Pvm31DZiJAT3AAe8Q9QkpyMoqQkSPz8AJSfw77BzrB3tIW8qASJVzJQXCSHrYSfhVLtxZ/DVB/UxXmsVCqh0WigVquhVqutHQ5ZmUajEf7nfKC6iHOYagu1Wg2NRgOlUgkbGxuT+1nyPYRIU/YdQfXCihUrsGLFCqhUKty4cQPr1q2Do6OjtcMiIqpXMlWZWJq/FAAw+bgbep4oLS/wcMQIFLQNN9gv64oURQ9Ka8N6tS+Cgy9rwxIRkS5bW1v4+fkhICAAdnZ21g6HiIioXlAoFEhKSkJKSgpKSkpM7ldUVIQRI0YgNzcXrq6uVYqBSdh6Ki8vD25ubkhOToaXl5e1wyEym1KpxP79+xEZGQmJRGLtcIh0aDQa9N7cGxmyDDyRaI93/ywEALiNHIEGH30EQP8cvhubib0/xAMAmnf2Qc/RodZ5AkQm4M9hqg/q4jyWyWRISkpCUFAQpFKptcMhK9NoNMjPz4eLiwtEIpG1wyEyG+cw1RYymQyJiYkICAgw6/drZmYmGjZsaJEkLMsR1HMSiaTOvOEk0odzmGqrdr7tsP/uflzxlQnn5JevlJuv2nO4aWsfSKTXoZSpcC82C2KRDWxsWZKAajf+HKb6oC7NY5VKBZFIBLFYDLGYvyP+7cou3y6bE0R1Decw1RZisRgikcjs9wSWfP/A7wAiIqJKaOfTDgBQ6CCCLKB00y3Z1atQFxUZ7GMjESOojTcAQF5cgvR7+dUfKBEREREREVkdV8ISERFVQlkSFgDuNnFAWJo9pG1aoyQrC3YV1OJu3c0fDUPcENyuAZzc7GsiVCIiIiIiIrIyJmGJiIgqIdQzFA62DiguKcaabkpsWXkOIhM2UGnU3B2NmrtXf4BERERERERUazAJS0REVAkSsQTtfNohV56Ldj7tUGIjQt2oNkhEREREREQ1jUlYIiKiSvruue8gFrG8OhEREREREVWMSVgiIqJK0peA1Wg0gEpltG/y7VzcupCKlIRcDJneEWKxqDpCJCIiIiIiolqAy3eIiIgsoPjKFSS99RZuPvU0cjZvNto+at9dXDl8H2l385FyO7cGIiQiIiIiIiJrYRKWiIjIAjLzU1Fw4CBUmZkojoo22j6kvY9wfDsqrRojIyIiIiIiImtjEpaIiKgKttzagl4be2HAtXehsbUBABRHRRntF9TGC2Kb0hIECVHp0Kg11RonERERERERWQ+TsERERFVgb2OP5MJkKG1FyG3qDQBQ3LkDVXZ2xf0cJQho4QkAKMiWI/VuXrXHSkRERGQtDx8+xI4dO7Bjxw7k5+dbOxwiohrHjbmIiIiqoJ1PO+H4ZmMbdLpZeiy7fNlo3+B2DXA3NhMAcPtSOvyaulVLjERERGTYrl27oFarjbZzcnJCz549zR7/wYMHSElJQVZWFuzs7ODp6YnQ0FDY2dlVJtxKyczMxOnTp8udF4lEkEql8PT0RIsWLSCVSqsthmPHjuGVV14BAMTExKB169bV9li1XWJiIlJTU5GTkwNnZ2f4+/sjKCiowj7Z2dk4efKk3vvKvoZhYWFwdHSsVEzFxcVISEhAZmYm5HI5PD090bx5c7i6ulZqPCIqj0lYIiKiKvBz8kNDp4ZILkzGaa8sdPrf+eKoaCD0sQr7BrdtgCN/XIdGrUFCVBqefDEEIpGo2mMmIiKifwwYMAAqlcpou5CQENy6dcukMePj47F06VLs27cP9+7dK3e/nZ0d2rdvj2HDhmHUqFFo0KCB2XGbIyYmBv3796+wja2tLXr37o1Zs2ahS5cu1RrPv1FMTAyWLFmCffv2ITk5udz9vr6+GDhwICZPnoyIiIhy98fFxRn9GtrY2KB79+74+OOP8eyzzxqNSaVS4Y8//sCaNWtw+vRpyOVynfvFYjHatm2L0aNH47XXXoO7u7vRMYnIMCZhiYiIqqidTzsk30lGTEOlcE4WHW00CSt1lsD/MXfcv5aNvAwZMpIK0CDQpZqjJSIiIn2Cg4PRokULg/c3atTI6BhyuRxTp07FqlWroNGU1nu3s7NDWFgYvLy8oFKp8ODBAyQkJODMmTM4c+YM5syZg1mzZmH69OkWey4VadasGUJDQ4XbRUVFiI2NRXp6Onbu3Ik9e/bg+++/x+uvv14j8dRm9+7dw5UrV+Dg4GBSUlMfuVyO//znP1i9erUwJxwdHdGiRQt4enoiJycHCQkJSE1NxapVq/Djjz9izJgxWL16NWxsbPSOGRISgrCwMOF2VlYWbty4gczMTBw6dAiHDh3C4sWL8cEHHxiMKzY2FkOHDsX169eFc40bN0ZgYCAcHR3x8OFD3Lp1C1FRUYiKisLChQvx/fff48UXX6zU60BETMLWe0qlEkql0nhDolqmbN5y/lJd0Na7LXbd2YVcZxFkvu6QpuZAHhcHlJQYncNBbb1w/1pp/dgbF1Lg3rD6LgMkMgd/DlN9UBfnsVKphEajgVqtNukSebKcQYMGYfHixRW2qehrUlRUhMjISJw5cwYAEBERgZkzZ+L555+Hg4ODTtukpCT83//9HxYvXoy0tDR89913+PDDD8uNWZa0K5sTlaXdd9iwYZg3b57O/SqVCqtWrcLUqVOhUqkwadIkPPHEExUmpasSQ12Z3zt27MCUKVPg7++vd0WzMTKZDL169RLKCERERGDu3Lno3bu3TjkKtVqNo0ePYsmSJdi9ezd++eUXfPPNN3B2dtZpU2bIkCFYuHChzmOp1WqsXr0a7733HoqLizFt2jT06NED7du3LxfXsWPH0L9/fxQUFEAsFmPcuHF49913dRK7QGkJhL/++gvz58/Hw4cPsWHDBgwaNMis18BSc5ioqtRqNTQaDZRKpcEPOPSx5HsIJmHrmRUrVmDFihXC5TSHDx+udE0Yotpg//791g6ByKh81T+bS1z3AdqmAhq5HNKHD43OYZVcBMAJgAjxZxORYRNfvcESmYk/h6k+qEvz2NbWFn5+figoKIBCobB2OP8qCoUCeXmV3yhz/PjxQgJ25MiRWLp0KSQSid6FMW5ubnj99dfx8ssv49NPP8X+/fsrfOyqbmRVVFQkHMvlcr2PNXLkSCQmJuKrr76CSqXC0qVL8dVXX1XpcbUVFxcLxwUFBVV6rWuKTCYDUJpArEy8kydPFhKwQ4YMwcqVK2FnZweZTCaMXaZDhw5Yt24dNm3ahLfeegt5eXk6ScvCwkLh2NDXcPjw4cjKysLMmTOh0Wjw7bff4ptvvtFp8/DhQwwbNgwFBQWwt7fHzz//jL59+wJAuTFtbGzwyiuv4IUXXsD7778PpVJZ6a8bN2Mja1MoFCguLsaxY8dQUlJicj/tn59VxSRsPTNlyhRMmTIFeXl5cHNzQ8+ePeHl5WXtsIjMplQqsX//fkRGRkIikVg7HKIKqdQq/PL3LyhQFiCuiQptY0rPS+/dw9Pjxxudw5dd78PL3wmNmrtBbCOugYiJjOPPYaoP6uI8lslkSEpKgrOzc7VukkTl2dnZVXoToiNHjmDTpk0AgC5duuDnn3+Gra3xP7ddXV2xatUq7NixQ+9jazQa5Ofnw8XFpUp147UX5tjb2xt8npMmTRISrxcuXDDYrqCgAFevXkV2djZcXV3RvHlzo393aq8GdnZ2rvC1LioqwoMHD5CcnAyFQgEvLy+TNg67c+cO4uLiAACRkZGwt7cHUHq5/q1bt5Cenl6uHENFyh5PJBKZPTdOnTqF9evXAyhdAfv777+btBnb2LFj0axZM3h6euo8XycnJ+G4oq/hmDFjMHPmTADAxYsXy7V75513kJ6eDgBYsGABhg8fbjQmV1dX/Pnnnzh06JDZr4Ol5jBRVclkMjg4OKBbt25m/X7NzMy0WAxMwtZzEomkzrzhJNKHc5jqAgkkiPCJwIkHJ3AyoAhjP3obvp2748b16ybN4Y59mtZQpETm489hqg/q0jxWqVQQiUQQi8UQi/nBXE0SiURISEjAvXv3IBKJ4Ovri7CwMJO+DtplDBYsWGBSsk3bgAED9J5Xq9W4ePEiCgsLIRaL0b17d7i4mF8/Xvs5lM0vfZo2/ec9SXp6erl2UVFRmD17Nvbt26ezulcsFuOJJ57A3Llz8dxzzxmNQd/8zs3NxfLly7Fnzx6cPXu23GZpEokEffv2xbx589CmTRu9j7F9+3a8++67AIDk5GSoVCq8/fbb2LZtm7DybebMmZg/f77e/sZiNof2nPj888/NSvp069atwlgq+hr6+/vDxsYGKpUKGRkZOu0ePnyIP/74AwAQEBCAqVOnmvW8IiMjTW5bpmw1b0UxE9UEsVgMkUhk9nsCS75/4HcAERGRBbTzaQcAyPdywMPnWsO+eXOAbzSJiIjqjKVLl6J58+Z49tln8cwzz6BVq1bw9PTExIkTK6wHKpPJcPjwYQClCbCePXtaNK6FCxdi4MCB6N+/P+7evWvRsR9VUFAgHD9a1m79+vXo0qULdu7cCaVSiebNmyMyMhLh4eHQaDQ4efIkIiMj8fnnn1fqse/cuYM5c+bg1KlTcHNzQ6tWrfDss8+iS5cuaNiwIZRKJbZu3YpOnTrhwIEDRsdLTExEhw4dsHnzZrRo0QI9e/aEp6dnjdQlVSgUQowNGjTA888/X+2PWaa4uFhIYLu7u+vct2/fPiEZPWLECLPqYhJR1XElLBERkQX0D+6PJxo+gTCvMEjEkjq1CQwRERGV1mkNDAyEj48PsrOzceXKFeTm5mLVqlX466+/sGHDBvTq1atcvwsXLkAulwMoLUVQlx06dEg41t6UKyoqCmPGjIFCoYCfnx/Wr1+P7t27C/fHx8fj5ZdfRmxsLGbNmoXQ0FAMHTrUrMd2d3fHZ599hkGDBuld6XrkyBG89dZbiIuLw+jRo5GQkFBuwzNtr7/+Ovz9/XHkyBFhwymZTIaLFy+aFVdlXLp0Sagj2aVLlxq9DP/YsWPC8aMbbZ04cUI4fvLJJ2ssJiIqxSQsERGRBTR0boiGzg0r3V9RXIJbl9Jw+1I6/EPd0b5XEwtGR0RERIbMmjULw4YNQ8uWLXXO5+Xl4csvv8TChQuRk5ODF198EefOnSvXLjk5WTgOCAio8LGOHDmis9pUW3h4OAIDA8ud79ChA+zt7StVl9Qc6enpmD59unD7pZdeEo4//vhjKBQK2NjYYMeOHejQoYNO35YtW2L//v1o2bIlsrOzMX36dAwePNislZZBQUGYPXu2wft79OiBrVu3onnz5khJScHOnTsrTPSmpqbi6tWr8Pb2Fs5JpVJ07drV5JgqS3tONGlSc+/p8vLyMGPGDOH2xIkTa0VcRFSKSVgiIiIL0ygUKDp9Bp77DyAnNw8NXh1ttI+sSInDv10DABTlyZmEJSIik0QfuIfoA0lG2zUIdEG/N8N1zu1ceQXp94zvWB7xXAAinvsnOaiQlWDd3LMmxdd3chv4NPkncZh4JQNH1l032k9ib4ORn9bMqtK5c+fqPe/q6or58+ejUaNGmDJlCgoLCzFt2jTs2LFDp112drZw7ObmVuFjTZo0Cdev63/+3333HSZNmlTu/IwZM+Dq6mqxepq3bt3SeQ7FxcW4fPkyfvzxR6SlpQEoTXiOHDkSAJCRkYG9e/cCAAYPHlwuAVvGz88Pb731FubNm4eEhAScOnUKTz/9dKVi1Gg0uHv3LpKSklBQUKBTH9bV1RW5ubm4cOFChUnYSZMm6SRgDT3Ozp07Dd4fE1O626pMJiv3ddfWvHlznc2+zJkTlXH79m2deGQyGeLi4vDTTz8hKan058HEiRPLlUGo7riIqGJMwhIREVmYWqHAw0mT4K3RIO/+fZOSsK5eDvBp4oK0u/nISCpAbnox3BoYvsSOiIgIKL2SojBHbrSds4d9uXPF+QqT+iqKS3RPaGBSPwBQqzQ6t0uUapP6SqS1p1bl5MmT8cMPP+DKlSvYvXs3srKy4OnpKdyvfUm8TCarcKyePXuiWbNmwu2UlJQauTxe24YNG7Bhwwa994lEIowePRr//e9/haTv2bNnodGUfh379OlT4dh9+vTBvHnzAACnT582OwmbmpqK+fPnY/369cjIyKiwrbEdy5999lmjj6dSqdC/f3+j7TIzMyts9+hmX+bMicrYuHEjNm7cqPe+oKAgfPLJJxgzZky5+6o7LiKqGJOwREREFpIjy8GmW5sQlRqFVwO84HwvA4obN6AqKISNs5PR/iHtfZB2t3RF0u2oNK6GJSIio+wcbOHkXj7B+igHFzu950zpa+fwyJ+NIpjUDwDENrq1MG0lYpP6SuxrTxJWJBKhX79+uHLlCtRqNS5evKizS7z2aktjicPvvvtO5/bGjRt1LvuvCc2aNdNZtSmVSuHp6Ynw8HC88MILCAoK0mmvfQl706ZNKxw7JCREbz9TXLt2DT169EBqaioAwM7ODo899hgaNGgABwcHoa7qwYMHIZPJjNbf11fa4VFisRj9+vUzeP+9e/cQExMDqVRaYVL30dqr5syJyggJCREeU6VSISUlBfHx8VAoFHj48CHu3Lmjt191x0VEFWMSloiIyEJKNCVYenEpAOBxf3d0uAdArYYs5gqcnnjCaP/gdg1wevNtAMDtS+lMwhIRkVERzwXqlAowx6PlCUxlJ7XF2C8qV1czKNwbY8MrvkS8NmrcuLFw/GjySnsTqaioqBqLqbJefvllnVWbxigUCuHYzq58Ml+b9v3a/Uwxfvx4pKamwtHREcuXL8fIkSMhlUrLtfP19TVpFaejo6PRNmKxuMIyA99//z0mT54MLy+vCts9Kjz8n++t6ljpPHToUHzxxRc651JTU/Hee+9h3bp1+Oyzz6BSqcp9ncPDw/HXX38JcT311FMWj42IDLNMURkiIiKCt4M3mriWJk7PNcgVzheZ+AeZu48jvBo7AwDSEvOQn8XLxIiIiGqDwsJC4djJSffqlsaNG+Oxxx4DAFy5csXsFaC1nYeHh3Ccnp5eYVvt+7VLNhiTmJiIU6dOASi9tH/8+PF6E7AKhQJZWVkmj2stvr6+wgZu8fHxSExMrJHH/O2334QVuwsWLMCxY8d02jzzzDPCcUW1cImoejAJS0REZEERDSIAAPGN1MK54uhok/s3a99AOE6IqvgPHSIiIqoZZ8/+sxFZcHBwufvfeOMNAEBJSQm++eabGourJmiv9D1z5kyFbbXv1+5nzO3bt4Xjrl0Nr7I+ffo0SkpKDN5fm0yYMAEAoFar8fXXX5vVVyaT6WxGZiqxWIxVq1bB3t4eGo0Gb731ls44Xbp0EVbpHjhwAJcvXzZr/IKCArNjIqJ/MAlLRERkQe192wMAUt2BYqfSS/KKoy9Do1ZX0OsfIe19hOPbl9IsHh8RERGZ5/r169i2bRsAICAgAK1bty7XZvLkyfD39wcALFmyBEePHq3RGKtTq1athPqqv//+u86qYG0ajQY//PADAMDe3l5n1aUxtrb/VEp8+PChwXZLliwxeUxrmzBhgvC6rVixAnv37jWpX25uLnr16oXi4uJKPW5wcDDefPNNAEBMTAzWrl0r3CcSifDZZ58BKP16jRo1Cnl5eSaNe+jQIbz33nuViomISjEJS0REZEHtfNqVHohESPQv3XhEnZcHRUKCSf09/Jzg0bD0Msfk27km7z5NRERE5rt582aF99++fRsDBgwQNoGaOXOm3nZOTk7YtGkTpFIpSkpK0KdPH3z33XcVbh6l0Whw7do1ozFevHgRO3bswI4dO5Cfn2+0vaWJRCJ8+OGHAEoTpG+88YbeVZqfffaZUFLg9ddf19kEypi2bdsKidjly5frXe26YMEC7Ny502hd2trCwcEBf//9N6RSKdRqNQYMGICVK1dWuJJ3165daNeuHY4fP16lx545cyZcXV0BAHPmzNFJ6A4cOBBTp04FAMTGxuKpp56qsJZxUVERZsyYgT59+picsCUi/bgxFxERkQUFuQbBw94D2fJsXPGXo8WN0vNFUVGwb9bMpDFC2jfAhZ2lq0we3MzGY538qitcIiKif7X+/fsjPz8fffr0QbNmzeDr6wtPT09kZWXh+PHjWL9+vbAJ1KhRo4RLzPXp3Lkz9uzZg5dffhmpqal48803sWDBAjz//PNo3749vL29IRaLkZWVhbi4OOzYsQO3bt0CANjY2MDX11fvuAsXLsTBgwcBlK5s1LcSt7pNmTIFe/bswc6dO/Hnn38iNjYWr732GoKCgpCWlob169fjyJEjAErLECxatMis8d3d3TFu3DisWrUKZ86cQdu2bfH6668jMDAQKSkpWL9+PU6cOIGPPvoIv/32Gx48eFANz9LyOnbsiN27d2PYsGFIT0/HlClTsHjxYvTv3x9t27aFp6cncnNzcfPmTWzZsgXx8fEAADc3N53Vweby8vLCtGnTMGvWLDx48ADffPMNPvroI+H+JUuWwNbWFkuWLEFMTAw6dOiAHj164LnnnkOTJk0glUqRkpKCc+fOYevWrcjNLd3rwJzEOhGVxyQsERGRBYlEIkT4ROBw0mHE+qvw8v/OF0dFw+Oll0wa47FOvrCT2iKkXQO4ejtUX7BERET/cmFhYdi+fTt+/vlng208PDwwa9YsvPvuuxCJRBWO1717d0RHR2PhwoVYvXo17t+/jx9//NFge1dXV7z44ouYPn06wsLCKv08qptIJMLmzZvx/vvv47vvvkNMTIzeS9OHDBmC1atXl9u8zBTLli3DgwcPsHPnTsTHx5cb//3338f8+fPx22+/Vfp5WEOPHj0QFRWF+fPnY82aNUhMTMS3336rt62LiwteffVVfPLJJ3o3JjPHu+++ixUrViA5ORlffPEF3njjDXh5eQEoTfp/9dVXiIyMxNy5c3HmzBkcPnwYhw8f1jtWixYtMG3aNIwZM6ZKMRH92zEJS0REZGHtfdrjcNJhJPgBRcEN0ahzNzh3625yfw8/J3j4mf/HCxEREZlny5YtyMjIwMGDBxEbG4uUlBRkZGTAyckJ/v7+6NKlC/r06QMHB9M/FPXz88M333yD+fPn49ixYzh9+jSSk5ORnZ0NiUQCDw8PhISEoEOHDujatSvs7e0rHK9Dhw6wt7eHSCQSLjE3l5eXF/r16wcAlU72SiQSLF++HO+99x62bNmCK1euIDs7G66urggNDUX//v0r3IzL399fiEHf83BwcMCOHTtw4MAB7NixA0lJSXByckKzZs3w8ssvIzQ0FADw3HPPISMjAxEREeXGCA4OFh6jqklMAGjSpAn69etX5RWg/v7++O6777BgwQIcOXIEZ86cQWpqKnJzc+Hs7IzGjRujS5cueO655wwmsD09PYXn1qJFC6OP6ejoiKVLlwpJ64MHD2LYsGE6bXr37o3evXvj2rVrOHToEOLj45GZmQmFQgFPT0+EhYWhe/fu6NixY5WePxGVEmk0Go21gyDLy8vLg5ubGzIyMoRPu4jqEqVSiV27dqFv376QSCTWDofILNFp0Ri9ezQAoF9QP3zR/QsrR0RkPv4cpvqgLs5jmUyGO3fuoGnTphZJIlHdplarkZeXB1dXV4jF3NKF6h7OYaotKvv7NTMzE97e3sjNza30B2FluBKWiIjIwlp5tcKA4AEQJYswtvVYa4dDREREREREVsaPIYiIiCxMYiPB3C5z0cm+E5q4Nqn0OBn383F68y2sm3sGsgLDuysTERERERFR7caVsPWcUqmEUsk/3KnuKZu3nL9UVz06h0syM6G8excO7dubPMbVUw9x5VDp7r+3olIQ2sXP8oESGcCfw1Qf1MV5rFQqodFooFaroVarrR0OWVlZ9cCyOUFU13AOU22hVquh0WigVCphY2Njcj9LvodgTdh6ZsWKFVixYgVUKhVu3LiBdevWwdHR0dphERH9qzVetQqOtxOglkhw69O5gIm/9OXZYqSfKd2cQdqgBN4di6sxSiIiqg1sbW3h5+eHgIAA2NnZWTscIiKiekGhUCApKQkpKSkoKSkxuV9RURFGjBhhkZqwTMLWU2UbcyUnJ3NjLqqTlEol9u/fj8jIyDqzkQaRNqVSie37tqNBeANIF3wHjxOxAIDGG9ZD2rKlSWNo1Bqs++QcCnMUENuI8OrCLrBz4EUsVDP4c5jqg7o4j2UyGZKSkhAUFMSNuQgajQb5+flwcXGBSCSydjhEZuMcptpCJpMhMTERAQEBZm/M1bBhQ27MRcZJJJI684aTSB/OYarLfsj/AenH09HPUYQx/zunjImFS9u2Jo8R0s4HVw7fh1qlwf2ruQh9nCUJqGbx5zDVB3VpHqtUKohEIojFYu4kTsLl22Vzgqiu4Rym2kIsFkMkEpn9nsCS7x/4HUBERFRNAmwDAABXG/1T/6o4KsqsMULaNxCOb19Ks0xgREREREREVKOYhCUiIqomgTaBAIC7PoDKrvTiE3OTsH4h7nBwLa0JeC8+CwqZ6fWLiIiIiIiIqHZgEpaIiKiaBNqWJmFVNiKkNHEGACgfPoQy1fQVrWKxCMERpathVUo17sZmWj5QIiIiIiIiqlZMwhIREVUTb7E3XO1Ki7df8ZUL54ujo80aR7skQUJUukViIyIiIiIioprDJCwREVE1EYvECPcOBwBc8dNKwppZksC/uTukTqUF4R/ezIFarbFckERERERERFTtbK0dABERUX0W0SACJx6ewA1/kXDO3CSs2EaMJ14MgYOzBAEtPSEWi4x3IiKiOk2j4QduREREllIbfq8yCUtERFSN2nq3BQDkO4qQ5+sC1ywZRBIJNBoNRCLTk6ktuzaqrhCJiKgWsbGxAQCUlHAjRiIiIktRqVQAALHYekUBmIQlIiKqRi29WsJWZIsSTQl+GO2F1aO3QGxvb+2wiIiolrK1tYW9vT1yc3Ph4uJi7XCIiIjqhfz8fEgkEkgkEqvFwCQsERFRNXKwdUBL75aQl8gR4tMOsLPeL30iIqr9RCIR3N3dkZqaiuzsbHh4eFg7JCIiojqtuLgYeXl5cHd3N+tqREtjEpaIiKiare2zFrbiqv/KVSnVuB2VhttR6XB0tUP3V0ItEB0REdU2Hh4eUCgUSElJQV5eHpydnSGVSiEWi636xyPVPLVaDYVCAZlMZtVLaIkqi3OYrEWj0UClUiE/Px95eXmwt7eHt7e3VWNiEpaIiKiaGUrAmlsXVgMNjvxxHUq5CvaOtnhqWHPY2PDNLBFRfSMSieDn5wcHBwfk5eUhIyMDarXa2mGRFWg0GhQXF8PBwYEJeKqTOIfJ2iQSCdzd3eHt7S3UXbcWJmGJiIhqUP6BA8jdsRPFUVFo8vtvsAsIMLmvrcQGQW28cPNCGuRFJXhwPRuBLb2qMVoiIrImNzc3uLm5Qa1Wo6SkhInYfyGlUoljx46hW7duVq1jSFRZnMNkTWKxGBKJpNZ8AMAkLBERUQ3Kio1C0Z49AIDi6GizkrAAENLeBzcvpAEAbkelMwlLRPQvIBaLYWdnZ+0wyApsbGxQUlICqVTKBBbVSZzDRP/gNYxEREQ14K/rf6Hvpr6YkfOLcK44KsrscQJbecFWUvrr+050OtRqjaVCJCIiIiIiomrCJCwREVENUGvUSMpPwq1GImjEpZfDFEVFmz2OxN4GTVqXrn4tzlci+WaOBaMkIiIiIiKi6sAkLBERUQ1o59MOAFBsL0JWI2cAgPz6dagKCs0eK7h9A+H4dlS6ZQIkIiIiIiKiasMkLBERUQ1o5t4MThInAEBcQ1XpSbUaspgrZo8V1NobNralv8JvR6VBw5IEREREREREtRqTsERERDXARmyDcO9wAMBlX5lwvjg62uyx7BxsEdDSEwBQlKtAyp08i8RIRERERERE1YNJWCIiohoS4RMBALjRWCScK6rE5lwAEKJVkuDBjewqxUVERERERETVy9baARAREf1blCVhU90BmasU0jwZiqMvQ6NWQyQ273PRoDbeeHxAUwS384FnQyfLB0tEREREREQWw5WwRERENSTcOxxikRgQiZAQIAEAqPPyoEhIMHssqZMEHfs2ZQKWiIiIiIioDmASloiIqIY42zmjuXtzAMCOlsVwn/Ehgv7eCLugIOsGRkRERERERNWKSVgiIqIaVFaS4PJjEqT37QiHVq0gsmV1ICIiIiIiovqMf/XVUxqNBgCQlZVl5UiIKkepVKKoqAiZmZmQSCTWDofIbIbm8PO+z6OrR1eEeoTCXmyPzMzMKj1OXkYxEi6l486VLHQb3gxejZ2rGjoRAP4cpvqB85jqOs5hqus4h6muK8urleXZqkKkscQoVGusWLECK1asgFwuR0IlagwSERERERERERHRP27fvo3g4OAqjcEkbD2Vk5MDDw8P3Lt3D25ubtYOh8hseXl5CAgIQFJSElxdXa0dDpHZOIepruMcpvqA85jqOs5hqus4h6muy83NRWBgILKzs+Hu7l6lsViOoJ4Si0vL/bq5ufEHHdVprq6unMNUp3EOU13HOUz1Aecx1XWcw1TXcQ5TXVeWZ6vSGBaIg4iIiIiIiIiIiIgMYBKWiIiIiIiIiIiIqBoxCVtP2dvb45NPPoG9vb21QyGqFM5hqus4h6mu4xym+oDzmOo6zmGq6ziHqa6z5BzmxlxERERERERERERE1YgrYYmIiIiIiIiIiIiqEZOwRERERERERERERNWISVgiIiIiIiIiIiKiasQkLBEREREREREREVE1srV2AGQ5SqUSP/30EzZt2oSEhATY2NigefPmGD58OEaOHAmRSGTtEIkMysvLw5kzZ3Dq1CmcPHkScXFxUKvVeOaZZ7Bu3Tprh0dUIaVSidOnT2P//v2IiorCgwcPkJmZCTc3N7Ru3RpDhgzB4MGDYWNjY+1QiQxKTU3F3r17ceDAAdy5cwcPHjwAADRq1AhdunTB2LFj0bp1aytHSWSe4uJiPP3007h//z4A4KOPPsI777xj3aCIDPj444/x888/G20XExODBg0a1EBERJWXl5eHX375Bbt370ZiYiJKSkoQHByMnj17YvTo0fD397d2iETlhISEoLCw0KS2jz/+OLZu3WrW+EzC1hPp6eno1asXoqOjdc7fuHEDO3fuxNq1a7Ft2zY4ODhYJ0CiCiQnJ6Nx48ZQq9Xl7svKyrJCRETm6dWrF44cOVLufFJSEmJjY7F+/Xrhl7Svr2/NB0hkRFJSEpo0aQKNRlPuvjt37uDkyZNYunQpPvzwQ3zxxRdWiJCocubMmYOLFy8KtwsKCqwYDVHF8vLykJqaarSdSqWqgWiIKm/v3r0YO3YsUlJSdM7funUL+/btw6xZs1BSUmKl6IgMS01NNTkJ6+3tbfb4LEdQD2g0GgwePBjR0dGQSqVYvHgxrl+/jri4OMyePRs2NjY4cOAAxo8fb+1QifRSqVRwdnZGZGQkPvnkE+zbtw9du3a1dlhEJlMqlQCA8PBwfP3117h48SLu3LmDQ4cO4ZVXXoFIJMLZs2fRr18//uFEtZJKpUJAQACmTJmCP//8E6dPn0ZiYiKioqKwZs0atGnTBmq1GosWLcLq1autHS6RSc6fP4+lS5fiscceg0QisXY4RCZ74YUXkJycbPCfj4+PtUMkMmjPnj0YMGAAUlJSEBERgbVr1+Lq1au4e/cuTpw4gdmzZ6Nhw4bWDpNIr4SEhAp//i5dulRoW5kcm0ijb8kD1SkbNmzA8OHDAQAbN27EkCFDdO7/5ptvhMuuTp8+jS5dutR0iEQVKlsBKxb/87nQc889h4MHD6J3797Ys2ePtUIjMsmIESMwZMiQcj9/yyxYsAAzZ84EAGzduhUDBgyoyfCIjFKr1RCJRAZLF+Xl5aFt27ZITEzE448/jjNnztRwhETmUSqVaN++PWJjY3H48GH06dMHcrkc8+bNw6xZs6wdHpFeb731FlasWIEhQ4Zg48aN1g6HyGyZmZlo2bIl0tLSMGjQIPz11196PwRTqVQs00V1Uo8ePXD06FG0aNEC8fHxZvfnSth6oKxuUPv27fUmAKZMmSLUWzGlxhBRTROLxToJWKK65o8//jCYgAWA9957D3Z2dgBKPwwjqm3EYnGFteNdXV3RvXt3AKUlkIhqu88//xyxsbEYP348evToYe1wiIj+FZYvX460tDR4enpizZo1Bq9CYAKW6qJbt27h2LFjACq3ChZgErbOUyqVOHz4MABg4MCBetvY2tqiX79+AMAVhURE1cDYxodSqRROTk4AALlcXhMhEVmURqMRPu1v27atlaMhqlhMTAwWLFgAX19fLF682NrhEBH9a6xZswYAMHLkSLi7u1s3GCIL++mnn6DRaCCRSPDqq69WagwmYeu469evC7UI27VrZ7Bd+/btAZRuvJGbm1sjsRERUambN28iOzsbANCyZUsrR0NkOo1Gg+vXr2PMmDE4f/48nJ2d8dlnn1k7LCKDVCoVxo0bB6VSiWXLlsHDw8PaIRGZLSoqCj179kTTpk3RvHlzPPPMM5g3bx6Sk5OtHRqRQXfv3kVSUhKA0tJyiYmJmDp1Ktq2bYsmTZqgc+fO+OCDD3Dnzh0rR0pkvpKSEqxduxZA6QLIBg0aVGocW0sGRTXv/v37wnFAQIDBdtr33b9/H25ubtUaFxER/WP27NkAAHd3d7z44otWjoaoYp9//jm+/fZbaDQaZGdnQ6lUws7ODoMHD8aCBQsQFhZm7RCJDFqyZAkuXLiAvn37CnsmENU1CQkJSEhIEG7funULhw8fxhdffIEVK1Zg7Nix1guOyADt+pjJyckYPXo08vLyhHP37t3D+fPnsWLFCvz0008YMWKENcIkqpRdu3YJH4RVZdN7roSt4/Lz84VjZ2dng+2079PuQ0RE1evHH3/Ehg0bAACLFi2Cp6enlSMiqlh+fj5SU1ORlpYmXG1ja2srlNQgqq1u3ryJTz75BE5OTli5cqW1wyEym1QqxciRI7Fu3TqcO3cO9+7dw4ULF/DFF1/A29sbRUVFGDduHP7++29rh0pUTlZWlnD83nvvQaVSYfHixYiPj0dCQgL++OMPBAUFQSaTYcyYMTh79qwVoyUyz+rVqwEAgYGB6NWrV6XH4UrYOq5sV3mg4pqE2pseafchIqLqs2vXLkyZMgUAMGbMGEyYMMHKEREZN2vWLLzzzjtQq9W4f/8+Ll26hMWLF+P333/Htm3bsGvXLnTt2tXaYRLp0Gg0GD9+PGQyGb7++ms0adLE2iERme3LL78st1ltQEAAOnTogFGjRqFr1664e/cu3nnnHQwcOBC2tvxznmoPlUolHBcVFWHbtm3o37+/cK5p06Z4+umn0aJFCxQWFmLu3LnYvXu3NUIlMktycrIwV1977bUqbSrOlbB1nPYK16KiIoPttO+raMUsERFZxr59+zBkyBAolUq89NJL+Omnn6wdEpFJnJ2d4efnh0aNGqFz586YNGkSYmNj0aVLF+Tl5WHChAk6f2gR1QYrV67E8ePH0bFjR7z99tvWDoeoUir6w97f3x8LFy4EUFpe7syZMzUVFpFJtK+Y6dy5s04CtkxAQAAmTpwIADh06BCKi4trLD6iyvrll19QUlICsViM1157rUpjMQlbx/n6+grHDx8+NNjuwYMHwrGfn1+1xkRE9G+3b98+DBw4EDKZDEOHDsW6detgY2Nj7bCIKs3BwQFz5swBUFrz7dq1a1aOiOgfqamp+Oijj2Bra4sff/yRP2+p3nrmmWeE4xs3blgxEqLyGjZsKBxHREQYbNe2bVsAgEKh0MlTENVWP//8M4DSDeeqeqUNk7B1XIsWLYQyBHFxcQbbld3n5eUFHx+fGomNiOjfaPfu3UICdsiQIfjzzz95uSDVCyEhIcJxYmKi9QIhekRSUhIKCgoAAH369IGfn1+5f3K5HEBpbe6yc9r1C4nqAjs7O+G4pKTEipEQldeqVSvhWHuuPkr7Pl5ZQ7XdkSNHcOvWLQDA66+/XuXxmISt45ycnNCpUycAwJ49ewy2K6tf0bNnzxqJi4jo32jHjh0YPHiwkIBdv349E7BUb9y7d0849vDwsGIkRPqVlJQgNTVV778yBQUFwjnuk0B1zfnz54XjwMBAK0ZCVJ6bmxs6duwIALh69arBdmVX09jY2MDf379GYiOqrLKSct7e3hg4cGCVx2MSth4YMWIEAODAgQM4d+5cufu3bNmC+Ph4AMCoUaNqNDYion+LrVu3YsiQIZDL5XjppZeYgKV6Ra1WY8mSJQAAFxcXdOjQwcoREf0jIiICycnJFf6zt7cHAEyfPl045+XlZeXIiUwnk8kwa9YsAKW1u59++mkrR0RU3quvvgoAOHz4MC5dulTu/oKCAvzwww8AgCeffJL71VCtlpOTg7///hsAMHr06ApXeJuKSdh6YOLEiQgKCoJGo8GLL76IAwcOACj9g2nTpk1C4eAuXbpYJHNPRES6tmzZgpdeegkKhQLDhg3DunXrmIClOuWjjz7C7NmzcfHiReTk5Ajn5XI5jh49it69ewtX3MyYMUNIaBHVBra2tnpLEGj/K1O28Zyfn59Q0ouoNti+fTvGjRuHXbt2ISUlRViprVAosHfvXjz11FPCSthZs2bpbIJEVFtMnDgRzZo1g1qtxpAhQ3Dw4EFoNBoApatjBwwYgJSUFIhEInzyySdWjpaoYuvWrRM2j7NEKQIAEGnKviOoTrty5Qp69uwp1LZydHSEWq2GTCYDADRp0gQnTpxA48aNrRkmkUEDBw7E2bNnhdvZ2dlQKBSws7PTuey1W7du+Ouvv6wRIpFBgYGBSEpKAlB6qUpFm8I8//zzWLNmTU2FRmSSoUOHCp/0A4BUKoWjoyNyc3N16rW9/fbbWLZsGZNXVOdIpVLI5XLMmzdPWE1IVJv8/vvvGD16tHDbxsYGbm5uyMvL06n/+s4772Dp0qXWCJHIJNevX0f37t2FUjCOjo6QSCTIzc0FAIjFYnz99deYOnWqNcMkMqp9+/aIiorCE088gVOnTllkTC7TqSfCw8MRGxuLuXPnYtOmTcjIyAAANGrUCMOHD8ecOXPg5uZm5SiJDMvMzNSp2VZGoVDonOcmGlQbadcVLPv5a0h2dnZ1h0NktsWLF+PJJ5/Ejh07EBsbi4yMDOGD3KCgIPTo0QMTJ05Ely5drBwpEVH9NHDgQPz222/Ytm0bTp8+jZSUFOF9r7+/P3r06IE333wTTz75pJUjJapYaGgo4uLiMG/ePPzf//0fHj58CKD0SoRnnnkG06dP5zymWi86OhpRUVEAgPHjx1tsXK6Erafy8/NhY2MDR0dHa4dCZJKsrCwoFAqj7ezt7bkhDNU66enpJu/uKpVK4e7uXr0BEVWRQqFAfn4+XF1dIZFIrB0OUZWlpqZCo9HAxcWFl3FTnaBWq5GdnQ1nZ2eWgKE6rbi4GHK5HG5ubryShuqM4uJiYfW2t7e3xUrNMQlLREREREREREREVI24MRcRERERERERERFRNWISloiIiIiIiIiIiKgaMQlLREREREREREREVI2YhCUiIiIiIiIiIiKqRkzCEhEREREREREREVUjJmGJiIiIiIiIiIiIqhGTsERERERERERERETViElYIiIiIiIiIiIiomrEJCwRERERERERERFRNWISloiIiIionjl+/DgcHBwglUrx6aefWmzccePGQSqVQiqVYv78+RYb1xyTJ0+GVCqFi4sLrl27ZpUYiIiIiMzFJCwRERERmWXYsGFCIq4y/5YtW1btMS5fvlx4vKVLl+ptM2LEiHKxnT592uTHePHFF4V+r776qqVCr7KSkhJMmTIFMpkMrq6uePfddy02tkKhgFwuh1wuR0lJid42hYWFRueAg4MDvL290bx5cwwaNAjLli1Denq6STHMnDkTYrEYBQUFeOuttyz23IiIiIiqE5OwRERERGSWc+fOCYm4yvxr1apVtce4adMm4fGef/55k5/H5s2bTX4M7f418ZxMtXr1asTExAAAPvzwQ7i6utbo42s0GqNzQCaTITMzE7du3cLWrVvx7rvvokmTJvjyyy+Njt+4cWNMmDABAHDw4EFs3769up8SERERUZUxCUtEREREJsvOzsbdu3erNEZERIRlgjEgOzsbJ0+eBAA0b94cYWFh5drk5eUhISGh3HlTk7Dp6el48OCBcLtdu3aVjNayiouL8dlnnwEAPDw8MHnyZCtHZLri4mJMnz7dpJW7H3zwAezs7ACUroxVq9XVHR4RERFRlTAJS0REREQmi4qK0rl95swZFBcXm/xPJpOhQYMG1Rrjzp07hUvlBw4cqLdNdHQ0NBqNcNvR0REAcOvWLcTGxhp9jEdfh+pOLJtq9erVSE5OBgCMHz8ezs7OVo4I+Pbbb8vNg6KiIqSkpODIkSOYPHkybG1thfbLli3D0aNHKxyzcePGePHFFwEAMTEx2Lp1a7U+ByIiIqKqYhKWiIiIiEymnXy0tbVFRESEWfVg7e3tqz1G7YTcgAEDjD4Pb29vvPTSS8JtU1bDavf39/eHj49PZUK1KLVarVNvt+ySfWuztbXVWxPW19cX3bt3x8qVK7Fp0yadPj/88IPRcSdOnCgcL1myxOJxExEREVkSk7BEREREZDLt5GNYWFiNJFXNoVAosHfvXgClydUnn3xSbzvt59GuXTsMHjxYuG1uEra2lCLYt2+fUGKhU6dOaN68uZUjMl3//v3xzDPPCLdPnTpltE/37t3RqFEjAMDJkycRFxdXbfERERERVRWTsERERERkMu3kY9u2ba0YiX6HDh1Cfn4+AKBfv36wsbHR2077eURERKBXr15CSYKoqCijdW8f7V8brF27VjgeOnSoFSOpnM6dOwvH6enpRtuLRCKhJAGg+/yJiIiIahsmYYmIiIjIJMXFxbh+/bpwuzYmYbdt2yYcG6oHq1AocPXqVeF2u3bt4ODggF69egnntmzZYvAxCgoKcOvWLZ3+1qZQKLBjxw7hdu/evc3qn5eXh6+//hrdu3eHv78/3N3dERYWhqFDh+Kvv/6qkY2vxOJ//jSRSqUm9dF+nn///bfFYyIiIiKyFCZhiYiIiMgkMTExUKlUwu3amITdvn07gNIknnZSVVtsbCyUSqVwuyyJOmjQIOFcRSUJLl++rJOUrA1J2OPHj6OgoAAA4OHhgfDwcJP7HjhwAC1atMD777+PY8eO4eHDh8jNzcX169fx999/4+WXX8ZTTz1ldHVwVV26dEk4Dg0NNalPt27dhORtQkKCzocERERERLUJk7BEREREZBLtS/CB2peEvXjxIu7fvw8AePbZZ+Hk5KS3nfbzcHR0xGOPPQagtC6pra0tAODEiRPIyMgw2t/d3R1Nmza1SPxVceLECeG4Xbt2EIlEJvXbv38/XnjhBTx8+LDCdqdPn0afPn2Qk5NTlTANOnbsGPbt2yfc1i4zUBFXV1ed2rfHjx+3eGxERERElsAkLBERERGZRDv56OvrC19fXytGU97WrVuF4wEDBhhsp/08wsPDhZWUnp6eePrppwEAKpVKp7SBof61pR7shQsXhOPWrVub1CcjIwOjRo2CXC4HUFpj9dVXX8WxY8eQkZGBtLQ0HDlyBKNGjYJIJMK1a9ewc+dOi8WsUChw5coVzJ49G3369BFWF4eFheHNN980eZw2bdoIx+fPn7dYfERERESWZGvtAIiIiIiobtBOPqalpZlctxMoTdpW9+XsZUlTkUiE/v37G2yn/TweLSUwaNAgHD58GEBpSYJx48aZ1d9abty4IRw3adLEpD4LFixAWloagNLX7Pfff8eIESN02nTv3h3du3dHZGQkxo4dC41GY3Zs//nPf/DOO+/onNNoNFAoFOXa9u3bF6tXrxY2STOF9vPVfh2IiIiIahOuhCUiIiIio1QqFWJiYoTbGo0Gcrnc5H9hYWHVGt/du3dx+fJlAECnTp3QsGFDve3UajWuXLki3H50Jat2Xdj9+/cLdVbLKJVKxMXFCbdrSxI2KSlJOG7UqJHR9nK5HGvWrBFuT5o0qVwCVturr76K119/vVKxlZSUlJsPjyZg7ezs8N577+H33383+LUzxN/fXzi+d+9epWIkIiIiqm5MwhIRERGRUdeuXUNxcXGl+1d02X58fDyeeuop9OnTp9Lja5cOGDhwoMF2N2/e1EmsPppEDQwMFM7J5XLs3r1b5/64uDidBKKxJOy1a9cwY8YM9O/fH71798abb76JY8eOGX9CZlAoFDpfG2dnZ6N9zp8/L9R3FYlE+PDDD432+eijjyodozEKhQJff/01AgMDsWLFCrP6aj/f3NxcS4dGREREZBEsR0BERERERj26KdeVK1d0NkQyRiKRGLzv1KlTOHnyJLp06VLp+CpTD9bGxkannmiZwYMHC+02b96Ml156SW9/qVRa4Qrf5cuX44MPPoBSqdQ5/9133+H111/HDz/8INSjrYqymq5l7OzsjPbRriHbrFkzkzYXCw4ORkhICG7fvm1WfN9++63eVbQymQypqak4e/YsvvvuO5w5cwYFBQV46623kJmZiTlz5pg0vr29vXBclQ8KiIiIiKoTV8ISERERkVHayUdnZ2e0atUKUqnU5H82NjYGx7548SKAym9ylZubK6wuDQ4OrnBjKu3nERYWpreurXZJgp07d+qsfNXu36ZNG9ja6l/TsGnTJkydOhVKpRLPPfccNm7ciN27d2Py5MkQiURYvXo1Zs+ebfJzrIh2EhKA3lqrj0pNTRWOQ0NDTX6sypSVsLW11Tsn3N3dERoaildffRWnTp3CxIkThT6ffvqpyZtsaSehHRwczI6PiIiIqCYwCUtERERERj26GZUlVnCWuXTpEoDKJ2F37dolrDataBUsYNqmWm3atEFISAgAIC8vD4cOHTKrv1KpxPvvvw8A6NevH/bu3YshQ4agT58+WLlyJRYuXAgA+OqrryyyWZmdnZ1OMrmwsNBon/z8fOHYlPIFlWlrDpFIhK+//hoeHh4ASmv3Ll261KS+2uUlXF1dqyU+IiIioqpiEpaIiIiIjIqOjhaOO3ToYLFxS0pKhI2y2rZtW6kxTK0HC+g+j4rquWqPs2XLFgClm5GVbf5VUf+DBw8iMTERAPDll1+WS1i///77aNSoERQKBX799dcK4zVVQECAcPzw4UOj7bWTqaYkbSvT1lyOjo54+umnhduHDx82qZ/28w0MDLR4XERERESWwCQsEREREVUoMTER2dnZwu327dtbbOz4+HjIZDKIxWKEh4cjMzMTX331FV588UVERkZi6tSpuHbtmsH+SqVS2DzLw8MDTz31lMG29+/fR3p6unC7opW32iUJtm7dCrVajVu3bumsIDWUhN2zZw+A0kv3W7ZsWe5+W1tbvPDCCwBQbuOvytKuz3vv3j2j7Rs0aCAc37p1y+THuXnzpnmBmcnb21s4TklJQUlJidE+2s/XnDrFRERERDWJSVgiIiIiqtCjm3JZciVsWSmC5s2b4+jRowgNDcWHH36IzZs348CBA1i+fDkiIiKwfft2vf2PHj2K3NxcAKWX/huq0QqUfx4VJWG7du0KHx8fAKXJwDNnzuj0F4vFejf1AoDY2FgAFb9OHTt21GlbVdqPZcqY2u2vX7+OBw8eGO2TlJSEGzduVC5AE2VmZgrHNjY2JpW9iImJEY7LXlciIiKi2oZJWCIiIiKqkPYl/E5OTpXanMmQsk25lEolBg8ejI4dO+K3337D3r178cUXX8DV1RVyuRxjxozRWYVaZuvWrcKxsXqw2s+jSZMm8PT0NNhWLBajf//+wu3Nmzfr9A8NDYWjo6PevmV1Xiu6NL6sfEB+fj6ysrIqjNsUXbt2FY6jo6Oh0WgqbN+5c2ehJIFarcayZcuMPsbSpUuNjlsVMpkMJ06cEG43btzYaBK2oKBAJzGs/ToQERER1SZMwhIRERFRhbRXgLZt27ZaNuVKSEjAokWLsGfPHowaNQq9evXC9OnTsWfPHohEImRnZ2PHjh3l+petkLWzs0OfPn1Mfh6mbAKmXZJg8+bNJm3KBfyz6ZWLi4vBNtr36Usum6t79+5wcHAAAGRkZCAuLq7C9o6Ojhg9erRwe9myZdi1a5fB9tu2bcPy5curHGdFZsyYobMStnfv3kb7nDhxAiqVCkBpYrt169bVFh8RERFRVTAJS0REREQV0k4+WrIUgVqtFja6Gj16NKZOnVquzRNPPCFs2PVoPdLo6Ghh1WnPnj0rTHoCMDmJWiYyMlJYLXr79m2djaIq6l9Wx9TGxsZgG+2yCabUPTVGKpXqJKH3799vtM/MmTPh7u4uxDBo0CC89957iI2NRUlJCZRKJWJiYjB16lQMGTJESHZaikajQVpaGrZt24ZevXrprMaVSCR47733jI6h/TwHDx5s0fiIiIiILIlJWCIiIiIyKCMjA/fv3xduf/fdd5BKpWb9++233/SOfe3aNRQWFkIsFuPTTz81GEPjxo0BoFy9123btgnHAwcOrPB55OTkIDExUbhtShLW3t5eJ7Epl8tN6l9WpkAmkxlsU1xcLBw7OTkZjcUUY8aMEY43btxotL2/vz9Wr14tJIuVSiWWLl2KNm3awM7ODvb29ggPD8fy5ctRUlKCJk2aIDIy0uy4/vOf/+idF7a2tvD19cXAgQN1kqkikQj//e9/ERoaanTsTZs2Ccevvvqq2bERERER1RQmYYmIiIjIoEc3syopKYFcLjfrX3h4uN6xy+rBduzYEU2bNjUYQ3JyMoDSpKE27Xqw2vVbTXkeppQjAHRLEpja39vbGwCQmppqsE1aWhqA0tqzHh4eJsViTL9+/YSE9enTp3WSzoYMGTIEGzZsEFbEltFoNDr1X1u1aoU9e/YIm5WZw9CcUavV5do2bNgQmzZtwoQJE4yOe+rUKeE5dujQwaKrtImIiIgsjUlYIiIiIjLo0eSluezt7dGyZUu995XVgy0rN6BPRkaGsCFW9+7dhfP3798X+nfo0EFIPhqi/Tw8PT0r3DRLW79+/SCRSHTOBQYGwsvLy2Cfso3Lrl+/brBN2X1NmzaFvb29SbEYY2tri7fffhtAaRJ11apVJvUbMmQIrl+/jpkzZ6J169ZwdHSEWCxGgwYN0LNnT6xcuRIXL1606IZsZZycnBAaGopXXnkFf/zxBxISEgwmvh+l/fxMKV1AREREZE0iTXVucUpEREREdVpJSUmVapaKRCKDScbu3bvj2LFjmDBhAn744Qe9bT799FPMnTsXnTt3xtmzZ4XzK1euxJQpU4Q2c+bMqTAO7echFothZ2dn8nOQy+U6q0KN9f/222/x9ttvw9nZGWlpacKGWdqeeeYZHD58GKNGjTJYrqEy8vPzERwcjIyMDDRo0AB3797V+/jGqNVqvRuwKZVKoTasra1tuRIRZSoqxVBGIpFUWDe3ImlpaQgKCkJxcTGaN2+O+Ph4g7EQERER1QZcCUtEREREBtna2ppdA1b7n6EErEajEVannj9/Xm+b2NhYLFq0CADw2Wef6dxnTj3YR5+HOQlYoHQ1r/ZzMtZ/0KBBsLGxQUFBAdasWVPu/tjYWBw5cgQAMHToULNiMcbFxQUff/wxACA9PR0//vhjpcbRl4AFShOn2jVdDTFlblQ2AQsAX3/9tVBXd968eUzAEhERUa3HlbBEREREVONu3LiB0NBQSCQSKJVKzJ07F7Nnz4ZYLIZarcbWrVsxadIkpKWlYdy4cfjpp5+Evvn5+fD29oZCoUBgYCDu3r1rxWei32uvvYZffvkFLi4u+Pvvv4UNrRISEtC/f3/Ex8cjPDwcUVFRBhOelSWXy9GmTRvcvHkTjRo1ws2bN4XNwuqDtLQ0NGvWDPn5+XjiiSdw8uRJiEQia4dFREREVCEmYYmIiIioxv35558YMWIEIiMj4ejoiK1bt8LLywtBQUFISkoSNq7q27cvNm/erLP6VKPRQC6XAwBsbGzK1WytDbKzs/Hkk0/i2rVrAIBmzZrByckJsbGxUKlUcHNzw8mTJ9GqVatqefx9+/ahd+/eAEpXis6aNataHscapkyZgpUrV8LGxgbnz59Hu3btrB0SERERkVFMwhIRERFRjfvwww/x1VdfYcqUKVi0aBHeeOMNbNiwAWq1GgDg7++P9957D1OnTq3SZevWlJ2djQ8//BDr1q0TLp0Xi8Xo1asXli9fjubNm1fr45fVsjW3Bm5tp1AohJq19el5ERERUf3GJCwRERER1bjr168jPT0dTZo0QUBAAAAgIyMDiYmJcHd3R0hISL25xLyoqAi3b99GSUkJmjRpAk9PT2uHREREREQ1jElYIiIiIiIiIiIiompk2V0AiIiIiIiIiIiIiEgHk7BERERERERERERE1YhJWCIiIiIiIiIiIqJqxCQsERERERERERERUTViEpaIiIiIiIiIiIioGjEJS0RERERERERERFSNmIQlIiIiIiIiIiIiqkZMwhIRERERERERERFVIyZhiYiIiIiIiIiIiKoRk7BERERERERERERE1YhJWCIiIiIiIiIiIqJqxCQsERERERERERERUTX6fxDBQuzU87pjAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1600x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# remove \"(BLER)\" labels from legend\n",
    "for idx, l in enumerate(ber_plot.legend):\n",
    "    ber_plot.legend[idx] = l.replace(\" (BLER)\", \"\")\n",
    "    \n",
    "# and plot the BLER\n",
    "ber_plot(xlim=[0, 7], ylim=[3.e-4, 1], show_ber=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-06T17:18:09.402426Z",
     "iopub.status.busy": "2026-08-06T17:18:09.402282Z",
     "iopub.status.idle": "2026-08-06T17:18:09.735914Z",
     "shell.execute_reply": "2026-08-06T17:18:09.734936Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Bf9fiq7ayb4eb6r2NkZ+634+U7ATyRkRWyuaOSCVrSBJWm1a0SQy1rDhuXgXddkV025XMQZ+XD5Yt5YTjj8VmMSKrjVuub14B3W6Fc6eV023HD7auVu5upXRXY7c5b7Qbq8P76HUtn7eeMzqdC3WYf9vntZmnxB0zulq5ZVWxFV8gjCPBhWFts9LYau9+dXG3Hx1WL1vtrSuRW8bssKrZ7G4sqz1yTZvnmhZ764rmlvPR97Z2q6IVNh89AoEAS5YsYeHChdjt9r6ejshhUR1LvFMNS7xTDUu8q6qqoqCgICYhrNoRDHDjjykgKysLgIA/RMXOesq217Fvu5t92+porPO3u76+0kt9pZctn1cAYLVZyB6aTP7INPJGpZI3MpWUzAQM/SVcelsgQGNCMbb8yUffb9am2SGYbhMKh4MQDnT4vO2xYOtHKNj+864+Ol0Tah6r7edBCAXaf972maFA6zwPabwO843z8NkwwxDyRz6aJQA01HV9/ZGZVuxFA9uWILerANfa5hp7F+GvvU1wbG8TENvaBMldfN6u/YW9w+cdg+aujrV5XqfgurkHtHRit9uPvu/DMuCojiXeqYYl3qmGJV7Fsm4Vwh5F7A4rg8amM2hsevRYQ42Xsm1u9jUHs+Ul9YQCrctlQ8FwJLDd7oa3I8cSUx3kj4wEsvkj08gZnoIjQaUkEjOGEQmfrEfZ/1fhcPtVw10FtZ0+Qm0C4q6C347jdRMkH1J43fGZbcPx1s/NUICmxnoSnfbIiuiOzwoFIB7bc4QDkY+ByLAcRHBsbx8OdxdEd1xF3O25Lsbo8pzjIOfVZhz9g6mIiIiISL9xlP0NXzpKzkhgzOwExszOBSAUClO1uyEavJZtr6OuvKndPU1uP9tXV7J9dSUQ+Tte5qBk8kalRsLZEWlk5LswLPrLn4gcAosFsEQCpAEgGAiw5NVXOfPMM7v/19No64oOAXGnYLm7kDjQxT1dhMKhQOvnoeZzLddH7wt0c66L4/s71/ZZ8cYMRzYc7MVNB48oS3cB8cEEx3ashpXZ+8qxvvwq2ByRILjlOmtzMGyxtQbE0XG6+tzW5n7bgcey2LUyWUREREQGFIWw0o7VaiF3eCq5w1OZ+sXIsaYGfySU3eGOhrP+pta/XJsmVO1poGpPAxve3wuAI9FG3ogU8kamkde8ajYx2dEHX5GISD9msYDFAQzA74/RthpdhbodQuboque2IW+wfZjcVfjcNkDuLsBut6K641hdBdNt57yfkPlATdb7g5Zfg2DTga/tggUYAlDzcSxndfAMaxeB7uEFyu2ua3fNYY7RNkzeXxhtUR9lEREREYlQCCsHlJjsYMTUbEZMzQbADJvU7PM0B7J1lG13U72ngbZbvPmbguzaWMOujTXRY/mjUhkzO48xs3NJSnce6S9DRESOpLZtNeyJfT2b2Gu7irm7kLljkNs2JO4y5N3fauQDrE4+5Os6PLc/MkORAPkwQ+T+wehipW/HlcEHWD3cVcjb7Urirt53XH3c4X2ndhct7619/YsnIiIiMqAohJVDZlgMMguSyCxIYuLxBQD4vUEqSuojLQy2RfrLetztN/0q2+ambJubZS8UM2hMOmNm5zJ6Vi6u1AG4AkxERAa2gbSKuZtVywF/E+++9QZfPOlE7BazeeO5YOS15dpQoPnz5uPtPu/qXEsIfLBjBdqfj7vWFy2/bv4DX9rvGN2Es92FvR3e25xtQmdH8+d2sDa/xuq8+h+LiIhInFAIKzHhSLAxeFwGg8dlAGCaJg01vmggu2tjNdV7GyMXm7C3uJa9xbW8/2wRg8dnRALZmbkkJA+MXpAiIiJxo7tVy4EAHmceZI+F/rybsWnuZyVwL648jgbIHcPkrgLnjkFymxA65I+s+u13zDjpkWzsN6S1Wuyc6G7AWv1g5FhXq4+7WlncVY/jTiuTD2XFcpsQW6GxiIjIUUkhrPQKwzBIyUwgJTOBsXPyAKja28CWz8vZsryc2n0eIPL3pt2bati9qYalTxcxZGIGY2bnMWpGNk5XP/4Ln4iIiPQPhhHZOCyeVyWHw51D3K7C2o6rhDuuJO703t8mQO7u/X5WHHe7ErnDsT61/7DYAmQBNBYfyUntn9XRGhZHw1x7h9c2723O/Z+PvncexDUtK4sPcF5hsYiISMwphJUjJmtQMlnnJDPv7JFU7Wmg+PNytny+D3elF4Bw2KRkfTUl66t59ymDYZMyGTMnj5HTsnEkqlRFRERkgLJYwOKMhG3xxjQ7ryJuCY1DAQj62nzuh2DLe18MzweaP297PvJhBn0YmAf+Oo6keGlR0SmcPdgwuItg2XYIAXGXgXKH82pHISIicUjJlhxxhmGQPSSF7CEpHHvuKCpK6iOB7PJ9NFRHVjGEQyY71laxY20VVpuF4VOyGDMnlxFTs7E7tVGEiIiISL9gtGw+1j9/gikYCPDqf1/hzNMWYLfQxQrirlYWd7cC+VCPdxg36O/QoqLta5vQus9XFzeL27DYceCg90Argbsbo8v7DnStQxvdiYgIoBBW+phhGOQOTyV3eCrHXzCafdvdFH++j63Ly2msi/yhLxQMs21VBdtWVWBzWBgxNZsxc3IZPjkLm0N/oBERERGR/TAskX7H/bm3cVstfY7bhrNdvj/Q+bYriQ80Xsur7wDnO7zvD/rTXLpjWPa/mtjWTZBrdWC12Ji+pwzL60vBntChRYWzzf1dbGrXaYM7R4d7mj+3WPr6V0hE5KigEHaACwQCBAL95F/TD0LWUBdZQ0dyzLkjKNvmZuuKCravqqSpPvI1BP1htiyP9JW1O60Mn5rJqFk5DJ2QgdWuPzwMJC11G0/1K9KWaljinWpYBoL4rWMj0qLC4oT+mh1HW1G0BLO+TqGtEQpAuLtAt801He8NH+B8m0DY6CqQbrPi2OgPAa0ZhqA38nGILMAIgKp3YzunNsx2m811DobNtgGvxd4uBDbbXm/pGCg72p+3dthAz+rEtNo7h8ptn2/o73jxLn6/D4tExLJ2DdM0+1mTJOmJwsJCCgsLCYVCFBUVsXjxYlwuV19Pq0dME3zVVppKbTSV2QgHOv9GbNhMEvOCJBYESMgK6fdqEREREREB08QwQ1jMYIePEJZwEMMMYjUjrxYziCXc5rwZxGIG2l3bboxurjXCHZ91ENcS7utfqX4pjJWwxUrYsBM2bJEPS/OrYSdsWKOfm4a19RrDFjln2DAt7Y+Zbc61H6/lXMf7O47b4XqLFROr+hOLDFAej4dFixZRV1dHampqj8ZSCDtAud1u0tLSKC0tJSsrq6+nEzPhUJg9RXVsXVHBjtVV+JuCna5xumyMnJ7NqFnZDBqbjsWq3wzjUSAQYMmSJSxcuBB7vPz4oEgbqmGJd6phGQhUxxI3wqHOK4XDfoLeRj7+YCnHzZ2NzQhHVgV32ICOkB8j6I+sIG53rnUDOyPU+Z6Wje2MUJsN7oIdVxb7MMKd/84lnZlWZ4eWD85oSwjTltDa/sHWep1pczYfc4A1oXUFsM3ZPF7LWAmtK4RtCc0rjJ3tnhG9xuroV4Gwvg9LvKuqqqKgoCAmIazaEQxwdrt9YH2js8OoabmMmpZLKBhm14ZqtiwvZ9vqCgLeEAA+T5BNH5Wx6aMyElPsjJ6Zy5g5uRSMScdi6T+/GcnBGXA1LEcd1bDEO9WwDASqY+n/7EBC58OBAO7EHViHzcXWVzUcDreGuh0D4GCbADfUNgRuDYAPfG0X57scp+O9vkhLjH4iEmb7gPrO5470ZKIhbcc2E21aP7TtC9xlP+GD6Du8v17DLdeaFqwhL3aLid1m61cBscjBiOWfHxTCStyy2iyMmJbNiGnZBAMhStZXs+XzfWxfW0XQFwlkm+oDrFu6h3VL9+BKczB6Vi5jZ+eSPyoNQ4GsiIiIiIjI/lksYEmIbAzW3xxoI7tw172Euz52gI3o9jdeuwC5+aMlTA56wQwd2V+Xlrn1g5bIduAsgDXNBzr2H27ZkC4a/HZxrl0w3HGTu7bh74HOt1zTZtWyrc3K5X62ilgGHoWwMiDY7FZGzchh1IwcAv4QO9dWseXzfexYV0UoEOmv5Knzs/ad3ax9ZzdpuYkcc84oxszKVRgrIiIiIiISjwyj+Uf0HX09k/0Lh5rDWW/rqt+2QW2o+Vz0fdvzvtYVxd1e4+9i7G5WEgd9QB92pWwJiPsri71zMNuubYRjP+c6rDC2dXxte4+9zbGOq467CKIVDg8ICmFlwLE7rIyZncuY2bn4vUF2rKmk+PNySjZUEQ5GfrOpK2/ijYfXs3JYCcedN5qhkzL7eNYiIiIiIiIyIFms4HBFPvqDUPAwWkz4addeotO1XbWf8BMOeKksLyU7IxVLONjmno7PbX4Nx24n+sMSDoC/j+fQla5WEHcV2LZbFXyAYLdja4murj2Y1hQWtZk4WAphZUBzJNgYNy+fcfPy8TUF2b66go0flLK3uBaAipJ6Xrp/FUMmZHDc+aPJHd6zJssiIiIiIiIi/ZrVFvmg90PhUCDAR6++yplnnonlYHprRltMtAlr2wW3HULcLjaq2+99XQTF7V87XNfxXF/p1yuIjS4C2+76B3cMcbsKizuuOk44wOrkDquNW85Z+1/k2f9mJNJLnIk2JhxbwPhj8inZUM3H/95K5a4GAHZvquH5uz9n9Kxcjj13FOl5/eRfKEVERERERESOFv25xYRpRjaD6xjMtrSIaLtpXNu2Ee0CY1+H+7sLibtaYbyfY326SZ3ZPK8+DKm7Ylj23//XlrCfc62vFk/sejorhJWjjmEYDJ+cxbCJmRQv38cn/9mGu9ILwNYV5WxbVcHEEwqY9+WRJKU7+3i2IiIiIiIiItLnDKN55eZBrOg90sLhLlYEt10p3HZlcVfHOraa2E+bio7376+FRcu9fdGH2AxDsCny0QNWX+zmrhBWjlqGxWDc3HxGz8xlw7K9fPbf7TTVBzDDJhve30vRx2VMO2UIM08bTkJSP/wmKyIiIiIiIiJisYAlAewJfT2Tzkwzsjnd/kLaTiFuF6uJu1qB3HZDuq5WJ3d6bbO5nRk+4r8UCmHlqGe1WZj6xSGMPzafNW/vYsUbJQS8IYKBMCteL2H9+3uZdfpwps0fgs1h7evpioiIiIiIiIjEB8No04c4qa9n0yoUPKiQN1hVCb+9JCaPVAgr0syRYGPOmSOZfPJglv9vJ2vf2004aOLzBPnoX1tZ885u5p01kgnH5WOxWvp6uiIiIiIiIiIicjhagmHH/oNhM70qZo9UkiTSQWKygxMvHstldx7LhGPzwYgcb6z18c4/NvH0XZ+ydUU5ptkHPU1ERERERERERCTuKIQV6UZqViILrpzEpT+fx4hp2dHjtfs8vPbQOl64Zzm7N9f04QxFRERERERERCQeKIQVOYCswcl8+TvTuOCmWRSMSYseL9/h5j9/XMnL96+ioqS+D2coIiIiIiIiIiL9mXrCihykgjHpnP+jWexcV8XH/95K1Z5GAEo2VFOyoZqxc3KZd84o0nNdfTxTERERERERERHpTxTCihwCwzAYMTWbYZOzKP60jE9e2k59tReA4s/L2bqigkknDWLOmSNISnP28WxFRERERERERKQ/UAgrchgsFoPxxxYwZnYe65bu4fP/7cDbECAcNln33h42fVTK9AVDmXnacJyJ+t9MRERERERERORopnRIpAesdgvTFwxl4gkFrFpSwqo3dxHwhQj6wyz/307WL93L7C8NZ8oXBmOzW/t6uiIiIiIiIiIi0ge0MZdIDDgSbMw7exSX//I4ps4fgsVqAOBtDPDBC1t46raP2fjhXsJhs49nKiIiIiIiIiIiR5pWwg5wgUCAQCDQ19M4atgTDY67YCSTT87n81dL2PJ5OZjQUOPj7Sc2sfKNEuaePYLhUzMxDKOvp9uvtdSt6lfilWpY4p1qWAYC1bHEO9WwxDvVsMS7WNauYZqmluYNIIWFhRQWFhIKhSgqKmLx4sW4XK6+ntZRy++24C5y4q1o/+8djvQQaeN9ODNDfTQzERERERERERHZH4/Hw6JFi6irqyM1NbVHYymEHaDcbjdpaWmUlpaSlZXV19M56pVuqePTl7azb3t9u+NDJ2Uw75yRZA1O6qOZ9V+BQIAlS5awcOFC7HZ7X09H5JCphiXeqYZlIFAdS7xTDUu8Uw1LvKuqqqKgoCAmIazaEQxwdrtd3+j6gWETsxk6IYvtqyv5+D/bqCltBGDXhhp2bazhxIvGMn3B0D6eZf+kGpZ4pxqWeKcaloFAdSzxTjUs8U41LPEqlnWrEFbkCDEMg1EzchgxLZvNH5fy6cvbaajxgQnLni/GnmBl0gmD+nqaIiIiIiIiIiISY5a+noDI0cZiMZh4/CAuu+tYZp42LHr83X9sYuuK8j6cmYiIiIiIiIiI9AaFsCJ9xGa3ctz5o5l+SqQNgWnCG4+uZ9eG6j6emYiIiIiIiIiIxJJCWJE+ZBgGJ1w0hgnH5QMQDpq8+sAayrbV9fHMREREREREREQkVhTCivQxw2Iw//IJjJqRA0DQH+aVv6ymak9DH89MRERERERERERiQSHsANfw9tv4d+/BNM2+norsh8VqYeHVkxgyIQMAnyfIS/etoq7C08czExERERERERGRnrL19QSkd5Xf+jM8VivW9HQSpkwhYeoUEqdMIWHKFOx5eX09PWnDZrfypeum8p8/raJ8hxuP289L963igptmk5Tu7OvpiYiIiIiIiIjIYVIIe5QI1dbSuGwZjcuWRY/ZcnIiweyUydFg1paV1YezFEeCjbO/O51//WEF1XsbcVd6+c99q7jgR7NISLb39fREREREREREROQwKIQd4NKvvgrn9u14164jVF3d7lywooKGd96h4Z13osdsgwpInDylNZydPBlrevoRnvXRLSHZzjnfm8GLv1+Ou9JLTWkjL/9lNef+YAaOBP0vKyIiIiIiIiISb5ToDHCZ115LVlYWpmkSLC2lad06vGvX4V2/jqZ16wm73e2uD+4tpX5vKfVLlkSP2YcNI3HKZBJawtnJk7AmJx/pL+WokpTu5Jzvz+DFe1fgcfsp3+Hm1b+u5azvTsNmt/b19ERERERERERE5BAohD1KGIaBfdAg7IMGkXraaQCYpklg1y6a1q7Fu2493nXr8K5fT9jTfjOoQEkJgZIS3K/+r2UwHCNHtmljMJWEiROwJCYe6S9rQEvLcXHO92fwr/9bgc8TZM/mGt54eD1nfHMKFqv21BMRERERERERiRcKYY9ihmHgGDYMx7BhpH35ywCY4TD+7dvxrouslPWuW4d340ZMr7f1RtPEv20b/m3bcL/0cuSYxYJzzBgSpkwhcWpkxaxz/HgsDkcffGUDR9bgZM767nT+86eVBP1htq+u5J1/bOKUr03EsBh9PT0RERERERERETkICmGlHcNiwTl6NM7Ro0k791wAzGAQ39atzcFsczuDzZshEGi9MRzGV1SEr6iIuhdfjByz20kYOzbSwmDqFJJPPBF7QUEffFXxLX9UGmdeN41X/t9qwkGTTR+V4Uy0c8LFYzAMBbEiIiIiIiIiIv2dQlg5IMNmI2H8eBLGjyf9wgsBCPv9+IqK8a5bGwlm163HV1wMoVDrjYEA3g0b8G7YAM89B4Bz0kRSTllAyoJTcE6YoBDxIA2dlMlpV0/m9YfWYZqw+u1dOJNszP3yyL6emoiIiIiIiIiIHIBCWDksFoeDxCmTSZwymYzmY+GmJrybNkX7yzatW4d/2zYwzeh9vg0b8W3YSOVf/oJtUAEp808h+ZT5JM2di6HWBfs1emYuX7x8Au88uQmAT1/ejtNlY9r8oX08MxERERERERER2R+FsBIzlsREXDNn4po5M3os1NCIb+MGGj/9lIa338G7fn30XHBvKTVPPUXNU09hSU4m+eSTST7lFJJPPglrampffAn93qQTBuFvCvLBC1sAeP/ZYpwuO+OPye/jmYmIiIiIiIiISHcUwkqvsiYn4Zo7F9fcueRcfz2BsjIa3nmH+rfepvGTT6J9ZcMNDbhffRX3q6+CzUbSvLkkzz+FlFPmYx88uI+/iv5lxqnD8DYGWP6/nQC89fhGHAlWRk7P6eOZiYiIiIiIiIhIVxTCyhFlz88n46tfJeOrXyXU0EDjsmXUv/U2De+9R9jtjlwUDNL44Uc0fvgR+379a5wTJpByyikkLziFhEmT1EcWOOacUfg8Qda9twczbPL639Zz9g3TGTw+48A3i4iIiIiIiIjIEaUQVvqMNTmZ1DPOIPWMMzADATzLV1D/9ls0vPU2gT17otf5Nm3Ct2kTlf/v/2HLzyfllPkkn7KApHlHbx9ZwzA4+Svj8HmCFH+2j1AwzH//3xrO++FMcoerlYOIiIiIiIiISH+iEFb6BcNuJ+nYY0g69hjMW27BV1RMw9tvUf/2O3jXro1eFywro2bx09QsfhpLUhJJJ59EyikLIn1k09L68Cs48gyLwYIrJ+L3Btm5toqAL8TL96/m/JtmkVmQ1NfTExERERERERGRZpa+noC02rp1K3fffTezZs0iOzub3/3udz0es7ShFNM0YzC7I8cwDBLGjyP7299m5PPPMea9d8m/43aSTj4Jw26PXhdubKT+f6+x98c/puiEE9l55TeofuIJ/Lv37Gf0gcVqtXDGtVMYNDYdAG9jgJfuW4W7sqlvJyYiIiIiIiIiIlEKYfuJbdu2cfrpp+N2u7npppuoqqrC4/H0eNxL/ncJpzx/Ct9/+/s8uu5Rlu9bTlMwvgI6e14eGZdeyrCHHmLsRx8x+L77SDv3nPYrX4NBPB9/zL7f3M3WU09l27nnUX7ffTStXRd3IfShsjmsnPmdaeQMSwGgsdbHS/etwuP29/HMREREREREREQE1I6g3xg5ciRbtmwBYN26dTEdu7Kpkrd3vc3bu94GwGbYGJc5juk505mWM43pOdMZkjwkLja8siYnkXr6aaSefhpmMIhnxQoa3nqb+rffJrBrV/Q63+bN+DZvpuqvD2DLzSX5lPmkLFiA65hjsAzAPrLORBtn3zCdF3+/gtp9Huoqmnjp/lWc/8OZOF32Aw8gIiIiIiIiIiK9RiFsP9FbAejc3LkUe4upD9RHjwXNIBuqNrChagNPb3oagMyEzGggOz1nOpOzJuOyu3plTrFi2GwkzZtH0rx55P70ZvxbtlD/1tvUv/M23tVrotcFy8upfeZZap95FovLRdJJJ5H6pS+RsvBUDKu1D7+C2EpMcXDO92fw4r3LaajxUbW7gVf+soZzvj8Du3PgfJ0iIiIiIiIiIvFmwIawpmmyefNmPvjgA1atWkUgECA3N5e77rrroMeora3lpZdeYuPGjfj9foYNG8bZZ5/NqFGjenHmsfWHL/yBjMwMttdtZ3XFalZXrGZNxRq21m7FpPXH9Ku91by7613e3fUuAFbDyriMce2C2aEpQ/vtalnDMHCOHYtz7Fiyr/sWgfJyGt55l4a336bxo48w/ZEfzQ97PNS//jr1r7+Offgwsq66mrTzzsXidPbxVxAbKZkJnPuDmbz4++U01Qco21bHaw+t5cxvT8NqU/cREREREREREZG+MCBD2AsuuIClS5dSVVXV7vjo0aMPOoR97LHH+N73vkd9fX274zfeeCM33HAD//d//4fN1vmXb9asWZSUlBxw/GOPPZZXXnnloObSUxbDwuj00YxOH80FYy8AoN5fz9qKtayubA1m6/2tX2vIDLGxeiMbqzfy7OZnAchwZrQLZadkT+m3q2XtublkfOUSMr5yCeHGRho+/JCGt96m4d13CdXWAhDYWULZ7bdT8Zc/k/X1r5N+6aVYk5P7duIxkJ7n4uwbZvDvP6zA7w1Rsr6aN/++gYVXT8Zi6Z8huoiIiIiIiIjIQDYgQ9hXX30Vv9/P+PHjOeGEE9iwYQMff/zxQd//1FNP8Y1vfAOACRMm8NWvfhWXy8Wbb77J66+/zv33309TUxMPPfRQp3urq6s7hb9dqW0OAvtKiiOF4wcfz/GDjwcgbIbZ4d7B6vLmULZyDVtqtrRbLVvjq+G93e/x3u73gEi4OzZ9bLtgdnjq8H63WtaSlETqwoWkLlyIGQzS+PEnVD3yMJ6PIjURqqik/Pf/R+WDD5GxaBGZV3wNW1ZWH8+6Z3KGpfDl66fz0v2rCAXCbFlejiPRxhcvG9/v/vuIiIiIiIiIiAx0AzKE/de//sW8efPIag7SrrvuuoMOYWtra/ne974HwIIFC3jllVdISEgA4KabbuKOO+7gzjvv5G9/+xuXXXYZX/jCF9rdv3LlSkKh0AGfY7f3r82SLIaFUWmjGJU2ivPHng9Ag7+BtZVrWVOxJhrM1vnqoveEzTCbazazuWYzzxc9D0CaM41p2dOim35NzZ5KsqP/rC41bDaSTzyB5BNPoGntWqr+9jD1S5aAaRKur6fqwQepfuwx0i+8gMyrrsIxZEhfT/mwDRqbzhnfnML//rqWcNhkw7K9JCTZOO78MX09NRERERERERGRo8qADGG/9KUvHfa9jz/+ONXV1VgsFh566KFoANvitttu4+mnn6aoqIg//elPnULYjIyMw352f5PsSOa4Qcdx3KDjgEif3Z3undH2BasrVlNcW0zYDEfvqfPV8f6e93l/z/sAGBiMyRjD9JzpzB86n+MKjsNu7R8BdOLUqQy5/z5827ZT9cjD1L30MgQCmD4fNYufpubZ50g980yyrrmGhPHj+nq6h2XE1GxO/cYk3nh0PZiw4vUSnC47s04f3tdTExERERERERE5agzIELYnXnrpJQBOOOGELjfgslgsXH755dx222289tpreL3eTkHtQGUYBiPSRjAibQTnjjkXgMZAI+sr17fb9KvGVxO9x8SkuKaY4ppiXih6gTRnGqcOO5UvjfwSc/LmYLVY++rLiXKOGsmgX/+anBtuoPqxx6l57jlMjwdCIdwvv4z75ZdJ/sIXyPrWN3HNmtXX0z1kY+fm4WsK8t7izQB89K+tOF02Jp80uI9nJiIiIiIiIiJydFAI28HKlSsBOO6447q95vjjI31UvV4vGzduZObMmUdkbvvj8/nw+XzRz91uNwCBQIBAINBrz3XgYGb2TGZmz4SJkdWyuxp2saZyDWsr17K2ci3FtcWEzEiLhjpfHf8s/if/LP4n2QnZLBy2kNNHnM7UrKl936s0K4vMH/2QtGuupu7pZ6h96inCzb17G957j4b33iNh1kwyrr4a10kn9f18D8H443Jpqvfx6cs7AHh38WasdoPRs3P6dmL70VK3vVm/Ir1JNSzxTjUsA4HqWOKdaljinWpY4l0sa9cwTdM88GXx7brrruPBBx9k9OjRbNmypdvrqqqqyM7OBuCBBx7gW9/6VpfXbd++PbpK9tlnn+WSSy6JyTwnT57Mvn37CIVC1NbWkpiYiMvlAuC///0vxxxzTLf3tvSq7Wjx4sXRMfqK3/SzNbiVtf61bAxsJEDnAk63pDPNPo2pjqnkW/L7RcBp+P2kffYZGe8txV5X1+6cLz+f6i9+kfppU8Ha96t5D4ZpQt1mJw3bHZEDhkn27CYScg7cw1hERERERERE5Gjj8XhYtGgRdXV1pKam9mgsrYRto2X1KEB6enq317U91/aennr//fcJh8NdntvffABuueUWfvjDH7ab19ChQ5k/f350g7L+oCnYxNI9S3lj5xss27uMQDgSyNaGa1nqW8pS31JGpI7gjGFncPrw0xme2se9S887DzMQoP5//6P20b/j37oVAGdZGQXPPMPQ95eSceWVpJx3HpY4aEthnmny/tNb2PRRGZgGNauT+fL1U8gfndbXU+skEAiwZMkSFi5c2O82shM5GKphiXeqYRkIVMcS71TDEu9UwxLvqqqqYjaWQtg2vF5v9P3+vjk4nc4u7+mpzMzMw77X6XS2m1cLu93er77R2e12zhpzFmeNOQu3383bJW/zv+3/45PST6ItC3a4d/DA2gd4YO0DTMycyJdGfokzRpxBQXJBX02arAsvJPP882l45x0qH3oI7+o1AAT37KXi17+h+oEHybziCjK+einWHv7LSG+b/7WJBHxhtq4oJxQI89qDGzjvhzPJGZrS11PrUn+rYZFDpRqWeKcaloFAdSzxTjUs8U41LPEqlnVridlIA0DbH9tv21+1o6ampuj7pKSkXp3TQJbqSOW8Mefx4MIHeevit/j5MT9nVm77ja82Vm/kD8v/wGn/PI0r/ncFizcuprKpsk/ma1gspCxYwIhnnmHYE4+TdNJJ0XOhqioq/vhHtsw/hfLf/55AeXmfzPFgWCwGC6+axNBJkdDf3xTk5ftXUbvP08czExEREREREREZmBTCtpGRkRF9X1nZfdDXdinygdoEyMHJSsziKxO+wuNfepwlFy3hpjk3MTlrcrtrVpav5O5P72bB8wu49o1r+Vfxv6jz1XUzYu8xDIOkefMY9reHGPniP0k980tgifyvFG5spOrhR9i64FRKb7sd/86dR3x+B8Nqs/Clb00lf1SkDUFTfYD/3LeShprYrewWEREREREREZEItSNoIzU1lfz8fMrKyiguLu72urbnJkyYcCSmdtgCgUDc7UKY5chi0bhFLBq3iBJ3CW+UvMFrO19jW902AMJmmI9LP+bj0o+56+O7OL7geM4YfgYnDz4Zl/3IbkJmHTuW3HvuIf3666l97HHc//43BAKYgQC1zz1H7QsvkHzaaWRc9Q2cEyce0bkdkAVO/9ZEXr5vLdV7G2mo9vGfP63k7O9PIzHF0dez0y6aEvdUwxLvVMMyEKiOJd6phiXeqYYl3sWydg3TNM2YjdZPXXfddTz44IOMHj2aLVu27Pfac889l5deeonp06ezatWqLq/58Y9/zO9//3vS09OpqKjAZus/WXZhYSGFhYWEQiGKiopYvHhxuzYL8co0TfaF97HWv5Y1gTXUhGs6XWPHzgT7BKbapzLOPg6bceT/u1jdbjKWfUDaxx9j7dDSonHcOKq/+AWaRo0Cwzjic+tOyGdQ8bGLoCeymteWHCJzmhdHWtebxImIiIiIiIiIHA08Hg+LFi2irq6O1B7uAaQQtoPHH3+cK6+8EoCPP/6YY445pt15j8fDqFGj2LdvH1//+td57LHHemnWPeN2u0lLS6O0tJSsrKy+nk5MmabJ+qr1vL7zdd4oeYOKpopO1yTbk5k/dD6nDzudefnzsFmObCAbcrupe+456p78B6Hq6nbnnNOmkXH11SR98QsYlv7REaS+yst//rgaT50fiGTEU08Zwpwzh2FzWPtkTtpFU+KdaljinWpYBgLVscQ71bDEO9WwxLuqqioKCgpiEsL2nyWc/cSll17KHXfcwY4dO7jyyit58803GTx4MBD55nH11Vezb98+rFYrP/nJT/p4tgc2UHcgnFkwk5kFM/nxvB+zonwF/9v+P5bsXEKtrxaAhkADL297mZe3vUxmQiYLhy/kSyO/xMzcmViM3g8+7VlZJHz72+R84xvU/etfVD3yKIHduwHwrVlD2fe/j2P0aLKuuYa0s76M0cf/jTLz7Zx340xe/9t6qvY0YJqw5q3d7FhTxfzLxjNkQmafzW2g1rAcPVTDEu9UwzIQqI4l3qmGJd6phiVexbJuB2QI+/jjj/PRRx9FP3///fcBqKio4Lrrrosez8rK4te//nW7e51OJ0888QQLFy5k06ZNjB8/ntNOO42kpCTee+89du3aBcDdd9/NpEmTjsBXI/tjtViZmz+XuflzueWYW/h478e8tuM13ip5i8ZAIwDV3mqe3fwsz25+ljxXHmeMOINzxpzDuIxxvT4/S0ICGV/9KukXX4z7f69R9be/4SsqAsC/dSult9xCxZ/vJ++nPyX1tNN6fT77k5GfxMW3zmHl6yV89up2wkETd0UT//nTKiaeUMDxF4whIUm/aYqIiIiIiIiIHKoB2Y7gyiuv5PHHHz/gdcOHD2fHjh1dnvvwww/55je/yfr169sdz8rK4re//S3XXHNNLKbaa1raEezZu5ec7Oy+ns4R5w16+aD0A97Y+QZL9yzFF/J1uua0YafxnWnfYVjqsCM2L9M08by/jJpHHsa7YmW7c8lf/jI5t9yCNa1ny9tjobbMw9Kniynb5o4eS0y1c+LFYxg548jUk35sReKdaljinWpYBgLVscQ71bDEO9WwxLtYtiMYkCHsO++8w+bNmw94XUpKCpdddtl+r1m1ahWbNm3C7/czbNgwTjjhhH79jaPjxlzDb3yW1CQXKXZIsZvNr5DiiLxPbnM82Q7W/rNfVMz4TB8bAxtZ619LcbCYMK0bTlmwMMsxi/kJ80mzpB3ReSVs30HW22+T1LwyFiCYmkrZhRfimTD+iM6lK6YJjSV26jY7MUOthZGYFyB9kg9rwoD71iEiIiIiIiIiEqWNueSAWlbCDv3Bc1icroO+L8NlJyvJQXayg6xkZ/R9p8+THDjtfbNhU0/U+ep4ZfsrPLr+UWp8NdHjTquTS8ZdwjcmfYN0Z/oRm49pmjS88l8q7r6bcH199HjqhReQfdNNWJKTj9hcutNQ42PZc1soWde6wZgj0cqx541i/HF5GEbvJPf6F1OJd6phiXeqYRkIVMcS71TDEu9UwxLvtDGXHLTx+cm4Q3aqGvwEwwfO22s8AWo8AbZUNB7w2hSnjaxkB9nJzshHioOsJCfZKU5ymo9nJTvJTnaQ7LT1Wlh3KLLt2Vw59UounnAxT254ksfXP05DoAFfyMeTG5/kX1v+xdcnf50rJl2By37w4XVPZF5wPiknHE/pz39BY3P/Yvc/X8Tz0UcM+s1vSDr22CMyj+5k5No56/rpbPm8nPefK6KpPoC/KcTSp4vZuqKCL142gfTc3vu1UgN3iXeqYYl3qmEZCFTHEu9UwxLvVMMSr7Qxlxy0Z66ZR1ZWFuGwidsboLLBR0W9n8oGH1UNPiobIu8rG3xUNPibj/nwBsIHHLveF6TeF2RHleeA1zptluag1klOspOclNbwNielOcRNdpCT4jwigW2SPYnrpl/HpeMv5ZF1j/D0pqfxhXw0BBooXFXI05ue5pvTvsnF4y7GYXX06lwA7Hl5DH3oQWqff57y395D2OMhuLeUkiu/Qcbll5P7ox9iSUzs9Xl0xzAMxs7NY+jETJY9X8zmT8oA2LO5lmd++Snzzh7JjAVDsVgtfTZHEREREREREZH+SiHsUcJiMUh3OUh3ORiTu/9rTdOk0R+ist5HVWNraNvyURUNbv1U1vuo9wUP+HxfMMye2ib21DYd8NqDDWyzU5yk9DCwTU9I50dzfsRlEy/jgdUP8O8t/yZkhqj2VvPbT3/LE+uf4DszvsNZo87Caund9guGYZBxySUkHX8CpbfeiufTTwGo+cc/aHz/fQruvhvXrJm9OocDSUi2c+o3JjF2Xh7vPbWZ+movoUCYj17cypbPy5n/tQnkDE3p0zmKiIiIiIiIiPQ3CmGlE8MwSHbaSHbaGJGddMDrvYEQVY2RQLY1rG0f1LYcr/EEDjje4Qe2jjYhbdvQ9sCBbX5SPnccfwdXTr6Sv6z6C6/veB2AvY17+fkHP+fv6/7ODTNv4JRhp/T6Kl3HkMEMe+zv1PzjKcr/8AdMrxf/zp3svPxysq76Btk33IDF6ezVORzI8MlZXHrbPD55aRtr3tkNJlSU1PP83Z8z87RhzP3yCGxx2DNYRERERERERKQ3KIQd4AKBAIHAgYPPnrACuUk2cpNswP5D20AoTHWjv31I2+CnqtFPRb0vEuY2H491YOuwWchJdpCV7CCnJaRtDm5zmnva5iRncsfcX3HFhCsoXF3Ih6UfArC1bis/ePcHTMmawnenf5d5+fMO5pemR1K+einO445l389+jm/NGgiHqXr4EerffZfcX/2ahMmTen0O+2NY4djzRzJyRhZLny6mptSDGTZZ8dpOtq4o5+SvjqVgTNphj99St71dvyK9RTUs8U41LAOB6ljinWpY4p1qWOJdLGvXME3zwLs1SdwoLCyksLCQUChEUVERixcvxuU6MhtMxVooDA1BqA9Avd+gPgDuANQHIu/rA+BuPu4JgknsVqgmWk1SHeBM2kpT+ht47SXtzg8xRrPAuZDRziFYenu/sXCYjKVLyXpjCZZQCADTYqH6lPlUnXIKWPt+xakZhvqtDtxbHWC2/oIkDfWTNt6HRf3XRURERERERCTOeDweFi1aRF1dHampqT0aSyHsAOV2u0lLS6O0tJSsrKy+nk6vC4bCVHsCnVbTVjX4qYj2sfVT2RhpiXBoVW9iTd6IM+d1rAn72p0J1U8hyXMWeQnDohuLZSc7yE1pXWmbneIkN9lJoqNnYamvuJjyn/0M38ZN0WPOiRPJ/fWvcI4d26OxY6W6tJGli4sp31EfPZaU7uCES8YwYuqh1WEgEGDJkiUsXLhQu2hKXFINS7xTDctAoDqWeKcalninGpZ4V1VVRUFBQUxCWLUjGODsdvtR8Y3ObofBCU4GZyYf8Npgc0uE8nofFS0fDT7K3V4qGlqPldf78PhDgEGoYRKehgnYUlfjzFmCxVENgDVlHU3J69lSN4v12xZiBtO7fW6y0xZtfZCT2rLpWOQjLzWB3ObXDJe9y76z9kmTSHruOSofeJDKBx6AUAjfxo3s/sqlZH/vBrKuugqjj1fF5g1L58KfzGHde7v56N/bCPpCNNb6eeOhDYyZnctJXxmHK9VxSGMeLTUsA5dqWOKdalgGAtWxxDvVsMQ71bDEq1jWrUJYOerYrBZyUxPITU044LWNvmCbkNZHRf0UyurPZWXN6xT5/kXQcGMYJvb05dhSVxGoORZ/1XzMUOcwuMEXpMEXZHtl436fabca5KYkNIezTnJTWgPanFQneRdeQcaxJ+C54xf4t27FDASo+L8/0PDW2xTc/RucI0ce9q9NLFgsBtPmD2XEtGzeW7yZkvWRwHrL8nJ2bazmxIvHMv7Y/F7f4ExEREREREREpL9QCCuyH0lOG0lOGyOyO244NhVP4Dss3rSYR9c+Sn2gHsMSwpH1ASk5Kzgm63zGJnyZukZr62rb5o96X3C/zwyEzIPabCxxyrVck/gmZ6x7CwsmTatWUXzOeZR95RqsF1xMTloieakJZCU5sPR649rOUrMSOeu70yn6dB/LnivG2xjA5wny1uMbKfq0jC9eNoHU7MQjPi8RERERERERkSNNIazIYXLZXVwz9RouHncxj657lMUbF+MNefGFm1hasZg1zle5Zuo1/HTCpTitzuh9Tf4QlQ0+yuu90bYH5W4f+9zeyPv6SGuEqkb/fp/fZNj485gzeCtjPD9c8SyDGyuxBvwM/sf/Y9Vrr3PzzK9QnpSJ1WKQk+wkt2VVbaqTvJbXNitts5KdWGMc1hqGwfhj8hk2KZP3nyum+LNIT91dG2t4+q5POOacUUw7ZWifhMQiIiIiIiIiIkeKQliRHkpzpnHj7Bu5fOLlPLjmQf5Z9E+CZpBaXy2///z3PLnhSb4z4zucM/ocbBYbiQ4rQzNdDM107XdcfzDcHNa2BrQVbi/73JEAN/LqY6Mxkuvn38g3NvyPc7ctA2BG5Vb++s7/8dCUc3h9+DzK3F7K3F6grtvnWQzIbg5rW0LanOaANjfFSW5qAnmpkQ3H7FbLIf0aJaY4OO3qyYybl8d7izfTUOMj6A/zwQtbKP68nFO+NoGswQfu5ysiIiIiIiIiEo8Uwg5wgUCAQCDQ19M4KqTb07l59s0sGreIB9Y8wGs7X8PEZJ9nH7d/eDt/X/d3vj3t2ywYugCLceAQ0wBykmzkJNmYnN+xHUKrYChMZaOfivqT2ffhx6QX/g5nVQWuoI8frHqe06s38sCcS9hiugib3T8vbBJdibsOd/fzMiDDZSe3eWOx3FRn9H1Oc2Cbk+IgN9mJ095+o7DBE9K46NZZfPrSDja8XwpA+Q43z/76M2aeNoSZpw3Dao/82rTUrepX4pVqWOKdalgGAtWxxDvVsMQ71bDEu1jWrmGa5n5iGYk3hYWFFBYWEgqFKCoqYvHixbhc+19xKb2jLFTGkqYlbA5ubnd8kHUQCxMWMsY2plc2p7J4veS88gppn30ePRZKTKDsnHPZO3kG7oBBXcDA7Yc6P7j9Bu4A1Pkjx+oDECY283JZTVIdkOowSbVDqgPSmt+neS04tzrB0xrU2pJCZEz14swIx+T5IiIiIiIiIiKHy+PxsGjRIurq6khNTe3RWAphByi3201aWhqlpaVkZWX19XSOaqsqVvHnVX9mZcXKdsfn5M7huzO+y7Tsab3y3Mal71N+xx2EKiqix5IWLCDnFz/Htp+aCIVNajx+9rl9VDT4mvvW+lv717ZsMtbgIxDq2bcPqwnHem0c47NhbQ5+TcA7PBHnjDTK92xhwfGzGZKZTF6qk4QOK2tF+rNAIMCSJUtYuHAhdru9r6cjcshUwzIQqI4l3qmGJd6phiXeVVVVUVBQEJMQVu0IBji73a5vdH1s7qC5PF7wOMv2LOO+FfexuSayMvbz8s+58o0rmT90PjfPu5nByYNj+tz0BaeQMnsWZb/6Ne5XXgGg8a238K5YQf6dd5B62mld3mcHCpwOCjL236PVNE1qPQH21Xspd7cEtC3v2x/zBrpe2Roy4IPEIEWOEKd7HBSELBhA4s4m3CWNLHPZeXLLqtavyWUnPzWBvNQECtIir/lpzR+pkY90l71XVhiLHC59H5Z4pxqWgUB1LPFONSzxTjUs8SqWdasQVuQIMAyDk4acxAmDT+D1Ha/zl5V/oaS+BIB3dr3D52Wfc/vxt3P6iNNj+lxrejqDf38vKQsXUnbHHYRqagjV1LDne9+n/uyzyf/5z7CmpR3W2IZhkJHkICPJwYT87q8zTRO3N0hFh2C2ZWOxcreXinof/67zMr4eTvLasWOQalq4qNHJqy4/6x0hAGo9AWo9ATaV1Xf7PKfNQn5aa1DbLrRt/jw3xYntEDcXExERERERERE5XAphRY4gi2HhSyO/xKnDT+XfW/7NA6seoLypnPpAPTe9dxOflH7CT+b+hARbQkyfm3r6abjmzKbsjjuoX/ImAO6XX8bzyScU/OqXJJ98ckyf15ZhGKQl2klLtDMmN2W/1zb6guzYWcfyf26lfmcDAGf4nYydmsJur58ydyTI9Ye67xnrC4bZWeVhZ5Wn22ssBmQnO1tX0HYMbdMi710OfYsUERERERERkZ5TwiDSB+wWOxePu5gzRpzBXR/dxWs7XgPg+aLnWVm+kntPvpcxGWNi+kxbVhaD778f9yuvUPbLXxF2uwmWl7Prm98i/eKLyL35ZqzJ+29B0NuSnDYmj8ti0k8zWfL39RR/Wo4laLKgwc5Z352NYRiEwybVHj9ldV72ub2Uub2U1TV/uFtf673Bbp8TNon2t11DXbfXpSTYoiFtfnNIW5CeSH5zSFuQmkhqok3tD0RERERERERkvxTCivShFEcKvzv5dxw36Dju/uRuvCEvW2q38NX/fpWfzvspF4y9IKYBn2EYpJ19Nq558yj9+S9ofP99AGqff4GGDz5g0G9+Q9Kxx8bseYfLMAyOv3AUW1eXEfZZKFlfxaaPyph4fAEWi0F2spPsZCdTBnffSqHRF6TM7WVfcyhb2hLatglrKxp87G9rwnpvkHpvA8XlDd1e43JYo6Fsfmpic1Db/nP1qRURERERERE5uimEFeljhmFwwdgLmJ4znZveu4kttVvwhrzc8dEdfFT6Ebcfdzspjv3/GP+hsuflMfShB6l9/nnKf3sPYY+H4N5SSq78BplXXknuj2/CsFpj+sxD5XTZyZjspWqFC4BlzxczdGImyRnOg7o/yWljdE4yo3O6X90bCIWpqPdFw9rSNqtr24a2vmD37Q88/hDbKhrZVtHY7TUJdgsFaYnR1bT5zStqC5pX2RakJZCZ5FBQKyIiIiIiIjJAKYQd4AKBAIFAoK+nIQdhWNIwnjjtCf6w4g+8sOUFAF7f8TrrKtZx9wl3MyV7SsyfmXz++TjnzaP8F7fR9NlnAFQ/9hj+sjLyfvNrjD7cvTIQCJCYF2L07Gy2Lq/E3xTknac2cvo3J8U0rMxJspGTlMzUgq7DWtM0qW0KUFbnY1+9l7I6H6Utq2ndkc/L3F48/lC3z/AGwmyvbGR7ZfdBrcNmIT/VGWl/kJpAfpoz2qO25fNMlwOLRUFtvGj53qvvwRKvVMMyEKiOJd6phiXeqYYl3sWydg3T3N8P40q8KSwspLCwkFAoRFFREYsXL8blcvX1tOQQrfev51+ef+HFC4AFCwsTFnKC8wQshiX2DwyHSf/wQ3L++ypGOLLqs3HcOPZ+7XJMhyP2zzuUqfmh7P0kwv7I150xrYmkwd33e+0LpglNIaj1Q53PoNYPNX6DWh/U+aHWb1DjB1+oZwGq1TBJd0C6A9IcJhlOyHBGjrW8JtlAC2pFREREREREes7j8bBo0SLq6upITU3t0VgKYQcot9tNWloapaWlZGVl9fV05DDsbdjLLR/cwtqqtdFjxxUcxy+P+yWZCZm98szGpUsp++GPMH0+ABKmT6egsBBrWs++0RyOQCDAkiVLWLhwIXs21PHGwxsBcLpsXHzrbFxpfRsOH456b7DNCtrWVbQtK2pLD7Ch2MFIsFsoaNP2YFDLJmJpra0Pkp36IYgjoW0N2/twVbnI4VINy0CgOpZ4pxqWeKcalnhXVVVFQUFBTEJY/U18gLPb7fpGF6eGZwzn8TMfp3BlIY+uexQTk49KP+LS/13Kb078DccNOi7mz0xfsADHIw+z67pvE25owLt6NXuvuoqhD/8Ne25uzJ93MOx2O2PnFLB9dTXFn+3D5wnywfNb+dJ1U+Ouh2qm3U5mSiKTBnd/TYMv2BzQetlb10RZc6/asromSpvf1zV1/+MQ3kCY7VUetld5ur0mNcHGoPTIpmGD0hOj7wvSEhmcnkhemhOnrW97Ag8k+j4s8U41LAOB6ljinWpY4p1qWOJVLOtWIaxIP2a32PnB7B8wr2Aet75/K1XeKiqbKvnWkm9xzdRr+M6M72CzxPZ/Y9ecOQx/4nFKrv0moaoqfEVF7LzscoY9+giOoUNj+qxDcdJXxrJ7UzVN9QG2r66k+PN9jJub32fz6S3JThtjcpMZk9v9hmIefzASyNZ62VvbxN66psj75qB2b23TfnvUur1B3GX1bCqr7/aa7GQng9ITGJSWSEGb15agNifFiVX9aUVEREREREQOikJYkThw/KDjeeGcF/jZsp/x4d4PMTH529q/8VnZZ9xz8j0MSh4U0+clTJrEiKf+QclVVxPYu5fArl3sXHQZQx9+mITx42L6rIOVmOzgC18dz2sPrQNg6TNFDBmfiSs1/toS9JTLYWN0TjKjc7rfTMzdFGwOZZvYU+ultLY1oI2sqG0iEOq+G01lg4/KBh9rdtd1ed5mMchrbnvQspp2cHNIG3mfSGqiLe5WK4uIiIiIiIj0BoWwInEiOzGbv576Vx5b/xh/XvFngmaQVRWruOjli7jr+Ls4dfipMX2eY8QIhi9+ipJrrsG/ZSvBigp2fu1rDH3wAVwzZ8b0WQdr9KxcRs/KZeuKcnyNQd57ejNnfHOKgr4ODMMgzWUnzWVnYkHXPWvCYZPKRh+ltZFAdm9ta0DbsrK2vN5LuJucNhg22VPbxJ7aJthZ0+U1SQ5rNKBtWVXbGtiq7YGIiIiIiIgcPRTCisQRi2HhqilXMTtvNjcvvZk9DXuo99dz47s38pXxX+GmOTeRYEuI2fPs+fkMf/JJdn3rOrxr1hB2uym56mqG/PnPJJ94QsyecyhOvnQce4pq8DYE2Laygi3Lyxk7J69P5hLPLBaD3JQEclMSmD40vctrAqEw+9zedito99ZGAtvS5tYH1Y3+bp/R6A9RXN5AcXlDt9fkpDijq2hbQ9rW1bVZSQ6F7CIiIiIiIhL3FMKKxKHpOdN57uznuPPDO3lj5xsAPLv5WVaWr+Tek+9lVPqomD3LlpHBsEcfZfcN38Xz0ceYTU3s+va3GXzv70g944yYPedguVIdnHzpON54eD3Q0pYgg8SUo68tQW+zWy0MyXAxJMPV7TVN/lA0kN1T29Qc0raurN1b14Q3EO72/op6HxX1Plbv6vq802aJBrOtrQ5aQ9pBaYkkOrSaVkRERERERPo3hbAicSrVkcrvv/B7Xih+gXs+vQdfyEdRTRGX/vdSbpl3C+eNOS9mKwityUkMffBB9v7oJuqXLIFAgD03/pCQ203GJZfE5BmHYszsXLYsL2fbygq8DQGWPlPE6ddOOeLzEEh0WBmVk8yo/fSnrfEE2NvcuiAa0kZX1TZRXu/D7KbtgS8YZntlI9srG7udQ4bL3q7NweD0RIZkJDI4I5EhGS4yXHatphUREREREZE+pRBWJI4ZhsHF4y5mRs4MfrL0J2yp3UJTsInbPryNj0o/4rZjbyPZ0XU4dqgsDgeD//gHSm+/nbp/vgimSdlttxOqqyP72mtj8oyDZRgGX/jqePYU1eBrDLJleTljZpczelbuEZ2HHJhhGGQmOchMcjBlcFqX1/iDkbYHe2qbov1p2wa2e2qaaPSHun1GjSdAjSfA+r3uLs+7HFaGNAeykde27xXSioiIiIiISO9TCDvABQIBAoFAX09DetmI5BE8ftrj/N+K/+PFLS8C8L/t/2NtxVp+e8JvmZQ1KWbPyr79doyUFGofexyAiv/7A4HqarJuvDGmQVZL3XZXv/ZEgxMuGs3bj28G4L2nN5M7MpmEZHvM5iBHhgHkp9jJT7HD0M4biZmmSb032LxpWOSjtLZ5A7G6SM/aMrePUDe7iHn8IYr2NVC0r+vetIl2S2QFbUYiQ9ITGZyREHltPpZ5mCHtgWpYpL9TDctAoDqWeKcalninGpZ4F8vaNUyzux8ClXhUWFhIYWEhoVCIoqIiFi9ejMvVfT9HGXjW+tfyb8+/8eEDwIqV0xJO4zjncVgMS2weYppkvPseOa+9Fj1UN3cO+y64ACwxesbBTYOqFQl4yyPBa2JBgKwZ3iP2fOk/wia4/VDtgxq/QbUPqr3Nr77Ia9A8vH8ksFtMMp2Q6Yy8ZjnbfJ4AyTbQQloREREREZGBx+PxsGjRIurq6khN7bxo6FAohB2g3G43aWlplJaWkpWV1dfTkSNsT8MebvngFtZVrYseO3HQidx57J1kJGTE7Dl1zz1Pxa9+RUtDz6SFp5L/299iOHq+SVYgEGDJkiUsXLgQu7371a2eOj/P/2Y5Pk8QgNOuncSIaap5aS8cNqls9LOnub3Bnlovu6Pvm9hd68Uf7H4Dsf1JsFsYlJbIkIyEdj1p85JtbFn9KReceSqOGPw/IXKkHez3YZH+THUs8U41LPFONSzxrqqqioKCgpiEsGpHMMDZ7XZ9ozsKjcgYwRNnPsGfV/6Zv6/7OwDL9i7j0v9dym9P+i3zCubF5DnZly3CkZHOnpt/CoEAjUvepKzxBob8+c9YkpJi8owD1XBatp2TLhnLm49tBGDZs1sYOiGLhCTVvbQ32OlgcGbXPZIjIa2PPTVN7I5+eNq9+roJab2BMNsqG9nW5eZhNn69Zmm0B+3QNr1oh2aqJ63EB/1ZQgYC1bHEO9WwxDvVsMSrWNatQliRAcpusfPD2T/kmPxjuHXZrVR7q6loquCaN67hm9O+yXXTr8Nm6fm3gNQzz8SSksru730Ps6mJxg8/YudVVzH0gQewZcRu1e3+jDsmn+Ll5excW4XH7WfZc8Wc+o3Y9cGVgc9iMchNSSA3JYGZwzrXrWmaVDZEVtJ2DGdb3nsD3Ye0W8ob2FLedU/aJIe1XSjbMaRNS9QfVkVEREREROKdQliRAe6EwSfwwtkvcMuyW/ik9BNMTB5c8yCflX3GPSffQ35Sfo+fkXzSiQx75BF2XXcdYbcb7+o17Pza1xj2yCPY8/Ji8FXsn2EYfHHRBJ6+6xP8TUE2f1LGmNm5jJiW3evPlqODYRjkpDjJSXEyY2h6p/OmaVLV6G+zktZDSVUjK4p24rensKe2qduQttEfYvO+ejbvq+/yfGqCrV0oOzQa0kYC2ySnfisXERERERHp7/Q3N5GjQI4rh4cWPsSj6x7lLyv/QsgMsaJ8BRe+dCG/POGXnDLslB4/wzVrJsOffIKSa64hVFGJf8tWdi66jGGPPIxjxIiefxEHkJzh5MSLx/D2E5sAePepTXx1zDE4XVpFKL3PMAyyk51kJzuZ3hzSBgIBXn11O2eeeQI2m43KBj+7azzsag5pd1W3rqbdU9OEP9R1SOv2BtlQ6mZDqbvL85lJjvatDjLbtz5IsFt768sWERERERGRg6QQVuQoYTEsXDP1GubkzeHmpTezt3Evbr+b77/zfb464av8aM6PcFqdPXpGwvjxjHjqKUquuprA7t0E9uxhx2WXM+zhv5EwcWKMvpLuTTiugC3LyylZX01jnZ9lL2xhwRW9/1yRA2m7krardgfhsEl5va85pPWwu7op8loTed1b6yUU7nofzepGP9WNftbsruvyfE6KM9riYFhmIsMzkxiW5WJYpov81AQsFvWjFRERERER6W0KYUWOMjNyZ/Dc2c9xx4d38GbJmwA8velpVuxbwb1fuJeRaSN7NL5j2DCGP/UUu665Bl9xMaGqKnZe8XWGPvBXXLNnx+JL6JZhGHzxskhbgoA3xKYPSxkzK5fhU7J69bkiPWWxGOSnJZCflsCcEZmdzgdDYcrc3kgoW90azu6uaWJ3tYdStxez64yWinofFfU+VpbUdjrnsFkYmpHI8KwkhmVGgtnhWZGPIRkuraIVERERERGJEYWwIkehNGcaf/jiH3hu83P87rPf4Q/72Vyzma+88hVuO+42zhp1Vo/Gt+flMvzJJ9j1retoWr2acH09JVdfw5D7/kTyF74Qo6+iaymZCZx40Vje+UdrW4JLbzsGZ6K+3Un8slktzZt2uTh2VOd/VPAHw5TWNXUZ0u6q9lBe7+tyXH8wzNaKRrZWNHZ5Pj81gWFZLoY3B7TDslwMz0pieKaLdJcdw9AqWhERERERkYOhVELkKGUYBl+Z8BVm5M7gJ0t/wra6bTQFm7jl/VvwBDxcMv6SHo1vTU9n2N8fZfcN36Pxgw8wvV52Xf9dBv32t6Sd9eUYfRVdm3hCAVuW72PXxhoaanx8+EIx87+mtgQycDlslkg4mpXU5XlvIMSe2iZKqj2UVHnYWeWhpLox8nm1p9tNw8rcXsrcXj7dXt3pXIrT1hzKRjYJG56ZxPDmNgcFaQnYrJaYfo0iIiIiIiLxTCGsyFFufOZ4nv7y09z96d38e8u/Afjlx78E6HEQa3G5GPLX/8fen9xM/WuvQTDI3h//mJC7jsxFi3o69W4ZhsEXL5/AM3d9SsAXYsMHpYyencuwSWpLIEenBLuV0TnJjM5J7nTONCP9aCPBrIeSqkZ2Vnuin1c3+rscs94XZP1eN+v3dt4wzGYxGJKRyLDmVbOtq2gj710O/fFDRERERESOLvpbkIjgsru46/i7yEzI5NF1jwKRINYwDC4ed3GPxrY4HAz+v99TlpJC7fPPg2my765fEq6rI+u663rtx5lTsxI5/sIxvLd4MwDv/GMTX/3FMTjUlkCkHcMwyEtNIC81gXkjO/ejrfcGWlfQVnvavG/sdsOwYNhkR5WHHVWeLp+ZneyM9J5tF84mMSLLRWaSQ20ORERERERkwFEaISJAJIj5wawfAESD2Ls+ugugx0GsYbWSf9edWNPTqfrb3wCouO9+QrW15N58M4ald35sefKJg9iyvJw9m2toqPbx4Ytb+OJlE3rlWSIDVUqCncmD0pg8KK3TuUAozN7aJna2BLRVkRYHLatoPf5Ql2NWNviobPCxfGdNp3PJTlt0g7BIP9rWNgeD0hOxWhTQioiIiIhI/FEIO8AFAgECgUBfT0PiyPVTrycUCvH4xseBSBAbCoW4cMyFPR4743s3QEoyVX/4IwDVjz9BoKaW3DvvwLC1/3bUUrc9rd+TLh3DC3cvJ+gPs/79vYyYnsng8Rk9GlPkYMSqhvu7QakOBqU6OG5kervjpmlS1ehnV3VzL9rm1101kdeKhq7bHDT4gmwodbOhtHObA7vVYEh6YqS9QWYiQ5tfh2W6GJaRiNNu7Y0v8ah1tNSwDGyqY4l3qmGJd6phiXexrF3DNM3OP0cocauwsJDCwkJCoRBFRUUsXrwYl8vV19OSOGOaJm943+B93/vRY+cmnstc59yYjJ/66WfkvfgiRvO3n4ZJkyhd9FVMuz0m43fUsNNO7YYEAKyJYfJObMSif4IS6VO+EFR5odJnUOmFSm/ra40Pwhz6itc0h0m2E7ITzOYPoq8u/T8vIiIiIiKHyOPxsGjRIurq6khNTe3RWAphByi3201aWhqlpaVkZWkzIjl0pmly/6r7oytiAX4+7+dcMOaCmIzf8OablP3kZmj+V6XEeXMpuO8+LMmRjYMCgQBLlixh4cKF2HsYzpphk1f+vJbSLXUATDqpgBMvGdOzL0DkAGJZw0ebQCjM3jpvdAXtrjYraUuqPTQFwoc8ZlqirXnFbPPq2azWVbS5yU4sanPQiWpYBgLVscQ71bDEO9WwxLuqqioKCgpiEsJqXcgAZ7fb9Y1ODtuP5v4Ii8XC39f/HYBffforrFYrF427qMdjZ3zpSzjS0tj13RswPR6aPv2Mvddcy9C/PYQts3VzoFjV8IKvT+SZX35K0B9mw/uljJuTr7YEckTo+/Chs9thTIKTMXmd+9CapklFgy/Sh7Yq0od2Z5s+tNWNXbc5qGsKsnaPm7V7Orc5cNosDM9yMSIriRHZSZHXLBfDs5MoSE046gNa1bAMBKpjiXeqYYl3qmGJV7GsW4WwItItwzC4cfaNANEg9s6P7sTA4MJxPe8Rm3T88Qz/+6Ps+ua3CNXV4V2/np2Xf41hjzwM2dk9Hr+ttBwXx543mmXPFQPw9pMbufQXx2B3qoekSDwxDIPclARyUxKYOyKz0/l6byAayEZeG9lRGfl8b10TXf38jy8YpmhfA0X7Gjqdc9gsDM90NYezrmhIOzzLxaC0xKM+oBURERERkYOjEFZE9qsliDUxeWz9YwDc8dEdADEJYhOnT2f4P56k5OprCJaX49+2jR2LLmPQgw/0eOyOpn1xCFtXlFO6pQ53pZeP/72Vk74yLubPEZG+k5JgZ8rgNKYM7ryK1hcMsbumiZIqDzubV9CWVHnYUdXIruom/KHObQ78wTDF5Q0Ul3cd0A7LdEVXzrYLaNMTsSqgFRERERGRZgphReSADMPgh7N/CNArQaxz7FiGL15MydVXEdhZQrC0lD1XXonz8st7PHZbhsXglK9N5JlffUooEGbNu7sZPSuXQWPTY/ocEemfnDYro3OSGZ2T3OlcKGxSWtfEzioP2ysb2VnVyPbK1rDWH+w6oN1S3sCWrgJaq4WhmYmMzE5ieIeQVgGtiIiIiMjRRyGsiByU7oJYwzC4YGzPN+tyDBnMiKeeouSaa/Ft2kSouoYhDz6E97jjsM+c2ePxW6TnuTj23FF88MIWMOHtJzbylV/Mw+5QWwKRo5nVYjAkw8WQDBcnjGnfDiUcNil1e9lZ2cj2qsZ2Qe3OKg++rgLaUJitFY1srWjsdM5uNRia6WJkVnNAm92ymjaJQekJ2KyWXvs6RURERESkbyiEFZGD1hLEmqbJ4xseB+D2D28HiEkQa8vOZvgTj7Prum/TtGIFVp+P0u//gMR/voAtJ6fH47eYdspQtq4op2ybm7qKJj55aRsnXjQ2ZuOLyMBisRgMTk9kcHoix3cR0Ja5veyoivSejaygjYSzO6oauwxoAyGTbRWNbNtPQNuyYnd0ThKjc5MZnZ1MmkubWYiIiIiIxCuFsCJySAzD4EdzfgTQK0GsNTWVYY88zM6rrsa7ciWh8nJ2/+BGhv/9UQyHo8fjQyRQOeWKiTz7q88IBcOsfmsXo2fmUjC6cw9JEZH9sVgMBqUnMig9keNHtz8XDpvsq/eyozISyEaC2taA1hvYf0C7hH3tzmUnOxjVIZwdk5Os9gYiIiIiInFAIayIHLKugtg7PrwDA4Pzx57f4/EtiYnk/+H/KD73POxuN03Ll7Pvt/eQf9svejx2i4z8JOadM5KPXtza2pbgZ3OxqS2BiMSIxWJQkJZIQVoix43OanfONE32uX3RYHZHVesq2u2VXa+grWzwU9lQzafbq9sdd9osjMxOar9yNieZkdlJJDn1Rz0RERERkf5AfzIXkcPSEsSamDyx4QlMzOiK2FgEsbbsbEq/djnDHvobBALULF5MwuTJpF/Y89W2LWacOoytKyoo3+Gmdp+HT1/ezvEXjonZ+CIi3TEMg/y0BPLTEjh2VPuANhw22VvXFOkpW97A1oqWj0Yq6n2dxvIFw2wqq2dTWX2ncwVpCZ3C2dE5yeSlOjEMrZ4VERERETlSFMKKyGEzDIOb5twE0CtBrHfYMHJ/8XPKb4uMWXbHHTjHjiFx2rQejw2RVWoLrpjIs7/5lHDQZNWbJYyalUP+SLUlEJG+Y2mzSdgXxrXvh+32BtjWRTi7s6qRQMjsNFZpnZfSOi/LtlS2O57ksDa3NmheQdsc0A7PcpFg108EiIiIiIjEmkJYEemR3g5iU88/n8CmTdQsfhozEGD3Dd9j5D9fwJadfeCbD0LmoCTmnTWSj/+9DdOEtx/fyCU/m4tNIYSI9EOpCXZmDE1nxtD0dseDoTC7apo6hbNbKxqo9QQ6jdPoD7F2Tx1r99S1O24xYGimi1HZSYzMctG4zyBrezXjCtLISdbqWRERERGRw6UQVkR6rCWINTF5csOTMQ9i8376U7ybi2havpzgvn3s/sEPGP5o7Dbqmrkw0pagoqSemjIPn/13B8edN/rAN4qI9BM2a6Qv7MjsJE4lr9256kZ/JJQtbw1nt1U0UFLtIdxh8WzYhJ1VHnZWeXgHACvPbvscgBSnjZE5kWeMyk5mZE5SJKxV71kRERERkQPSn5hFJCYMw+DHc34MEPMg1nA4GPKnP7L9oosJ7ttH0+ex3ajLYrWw4OsTee43nxEOmax8o4TRM3PIHZ4ak/FFRPpSZpKDzKRM5o7IbHfcFwyxs8rTLpzdWtHAtopGGnzBTuPU+4Ks2V3Hmt11nc7lpyZEwtnmkLZlY7AhGYnYrJZe+9pEREREROKFQlgRiZmWINY0Tf6x8R8xDWJtOTkMuf8+dl7+Ncxe2Kgra3Ayc788gk9e2o4ZNnnr8Y1ccstcrHaFByIyMDltVsblpTAuL6XdcdM0Ka/3sbm0lpfe/ZSk/JHsqGpie2Uju2s6r54FKHN7KXN7+WhbVbvjdqvBsEwXI7Mj/WcjQW0koM1Odqi9gYiIiIgcNRTCikhMGYbBT+b+BKBdEGsYBueNOa9HYydOn07+7bdR+vPICtiyO+/EOW4siVOn9nTaAMw8fThbV1ZQuauB6r2NfP6/HRxzzqiYjC0iEi8MwyAvNYHMxCxqNpmceeYE7HY7EFk9W1LlYWtFI9srI20Ntlc2sq2ykepGf6exAiGzeYVtI29ubH8uJcHGqDahbNuVtC6H/ogqIiIiIgOL/oQrIjHXVRB72we3AfQ4iE2/6CKa1q+n9ulnMP1+dn/3hpht1GVtbkvw/G8+Jxw2Wf7aTkbNyCFnWMqBbxYROQo4bVbG5qUwNq/z98Vaj59tlY1sbwloKyOtDbZXNuILhjtdX+8Nsnp3Hau7aG9QkNa2vUEyo5r7zw7JcGG1aPWsiIiIiMQfhbAi0it6M4jNv+UWfEXFvbJRV/aQFGafOYLPXmltS3DxLXOw2tSWQERkf9JdDmYNczBrWEa74+GwSanb27pqtiKycnZbRQN7apswu2hvUFrnpbTOy4db27c3cNosjMlNZnxeCuPyU6Kvg9IS1NpARERERPo1hbAi0mu6C2INDM4dc+7hj9uyUdeFFxEsL49s1HXP78j/xc9jMu/ZZwxn28oKqvY0ULWngeX/28G8s9WWQETkcFgsBoPTExmcnshJY3PanfMGIpuDba9s6NTioMYT6DSWLxhm/V436/e62x1PcdoYm5fM+PxIj9uWcDY72dmrX5uIiIiIyMFSCDvABQIBAoHOf4kROZJunHEjoXCIpzc/jYnJLz74BaFQiLNHnd3tPS112239pqeT/8c/sPvKb0AgQM1TT2GfMIHU8w4/3G3rC5eN5V+/X4kZhs//t5NhUzLIGpIck7Hl6HDAGhbp545EDVuBUVkJjMpKYMH49m1lajx+dlR62FbZyI6qyOuW8gZ2VHXeHKzeF2RFSS0rSmrbHc9MsjMuN5mxeSmMy01mXF4yY3OTSEmw99rXJP2LvhdLvFMNS7xTDUu8i2XtGqbZ1Q+BSbwqLCyksLCQUChEUVERixcvxuVy9fW0RDBNk1ebXuUj/0cAGBic7zqfWY5ZPRo39dPPyP/nPwEI22zsuu5b+IYO7fF8AeqKHNRvjayisqeEyD3eg6GuBCIifSoQhn1NUOoxmj+grMmg2nfw7QjSHSYFLpNBLihwRd7nJoDD2osTFxEREZG44/F4WLRoEXV1daSmpvZoLIWwA5Tb7SYtLY3S0lKysrL6ejoiQCSI/f3y3/N00dNAJIi949g7ulwRGwgEWLJkCQsXLozuyt2d8l/9CvezzwFgzc1l6LPPYsvued2HAmFevHclNaUeAOZ8eTizzhjW43Hl6HAoNSzSH8VbDdd7g2ypaKB4XwNF5a2vlQ3+g7rfYsDwTBdj85LbrJpNZniWC7tV/wIXr+KtjkU6Ug1LvFMNS7yrqqqioKAgJiGs2hEMcHa7Xd/opF+55dhbsFgtPLXxKUxM7vj4Dmw2G+eMPqfL6w+mhgf97GcEirfQtGIFofJyyn/8Y4b9/VGMHta+3Q6nXjmJF+5Zjhk2WfFaCWNm5ZE1WG0J5ODp+7DEu3ip4Uy7nXkpicwb1b7vbFWDj6J9DRTtq2fzvnqKyiKv9d5gu+vCJmyv8rC9ysMbG8qjxx1WC6Nyktr1mx2fn8Lg9EQsFm0GFi/ipY5FuqMalninGpZ4Fcu6VQgrIkeUYRjcPPdmgGgQ+/NlkQ21ugtiDzimw8GQ+/4U3ajL8/nn7PvtPTHZqCt3eCozTxvGitd2Eg6ZvPX4Ri68eTZWrYoSEYkLWclOjkt2ctzo1p+QME2TMreXzWX1kXC2LBLSFpfX4w2E293vD4XZVFbPprL6dsddDitjcpMZm5sSWT2bF3mvcFZEREREuqIQVkSOuJYg1jRNFm9aHA1iDQzOHt39Zl37Y8vJYcif72fn5V/DbN6oK2HyZNIvOL/H85335ZFsX11JTWkjFSX1rHy9hDlnjujxuCIi0jcMw6AgLZGCtES+OD43ejwUNtlV7Wm3YrZoXz3bKhoJdtgNzOMPsWZ3HWt217U7nmhvDmebQ9mWcHZIhsJZERERkaOZQlgR6ROGYfDTeT8FiAaxP1v2M4DDDmITp08n//bbKP35LwAou+MOnGPHkDh1ao/marVbWPD1ifzzd5G2BJ/9dzsjp2erLYGIyABjtRiMyE5iRHYSp0/Ojx73B8Nsr2zsFM6WVHvouLtCUyDE2j11rN3TPpxNsFsYk5vMuNwUxuRFXsfmJTM0w6VwVkREROQooBBWRPpMSxBrYvL0pqfbBbFnDDvjsMZMv+gimtato/aZZzH9fnbf8D1GvvA8tuzsHs01b4TaEoiIHK0cNgvj8yO9YJneetwbCLGlvIEt5S3tDBoo3lfPzi7CWW8gzLo9btbtcbc7nmC3MDonmXF5KZGQNi+FsbnJDM10YVU4KyIiIjJgKIQVkT5lGAa3zLsFoF0QGzouhMHh/eUz/9Zb8RUV07RiBcGyMvb84MaYbNSltgQiItJWgt3KlMFpTBmc1u64NxBia0WbcHZfA8XlDeysaiTcRTi7fq+b9Xvbh7NOW0s4m8zY5mB2bF4KwxTOioiIiMQlhbAi0ue6CmJv++g2LnRdyJmceejj9dJGXdG2BPd8jmmitgQiItKlBLuVyYPSmDyoczi7raKR4vKWYDbyuqOLcNYXDLOh1M2G0vbhrKNtOJvbGtAOz0pSOCsiIiLSjymEFZF+oSWINU2TZzY/g4nJPz3/5Pjdx7Nw5MJDHs+Wk8OQ++9j59euiOlGXZG2BMNZ8braEoiIyKFJsFuZNCiVSYNS2x33BkJsr2yMtjNoaW2ws8pDqEM66w+G2VjqZmNp55Wz4/IiLRMm5KcwIT+VCQUpZCc7e/3rEhEREZEDUwgrIv2GYRjcesytANEg9vaPbmdSziQGJw8+5PESZ8wg77ZfUPaL24DYbdQ176yRbF+jtgQiIhIbCXYrEwtSmVjQPpz1BSPhbNG+Brbsq6eoefXsji7CWV8w3OWGYNnJDibkp7YLZ8fmJZNgt/b61yUiIiIirRTCiki/0hLEVnoqeXPXm9QH6vnxez/m8TMex2499J6uGRdfjHf9+phu1GW1W1hwxUT++Tu1JRARkd7jtFkjK1rzO4ezOyo97TYD21xWz/aqxk4bglU2+Fm2pZJlWyqjxywGjMxOah47snp2YkEqg9MTsailgYiIiEivUAgrIv2OYRj84phfsHzPcmrCNaytXMufVvyJH8/98WGNl3/rrfg2F9G0cmXMNurKG6m2BCIi0jecNivjm8PTtpr8IYrL69lUWs+msno2lbnZVFZPdaO/3XVhE7ZWNLK1opH/ri2NHk9ytIybysSCFMbnRVbOprl6trGliIiIiCiEFZF+KsWRwqWuS3nY8zCBcIAnNjzB3Py5fHHoFw95LMPhYPB9f2LHRRe3btR1z+/I//nPejTHTm0J3ihhzpdG9GhMERGRw5XosDJtSDrThqRHj5mmSUWDj81l7cPZ4vIG/MFwu/sb/SFWlNSyoqS23fGCtITmFbPN4Wx+CqOyk3HY9A+PIiIiIgdLIayI9FuDbYO5ceaN/G757wD42bKf8cLZL1CQXHDIY9lzc9tv1PWPf5AwaVKPNurq1Jbgle2MnKa2BCIi0n8YhkFuSgK5KQmcNDYnejwYCrOjqjESyrYJZ3fXNHUao7TOS2mdl3c2V0SP2a0Go3OSo+HshIJIz9n81AQMQy0NRERERDpSCCsi/dpXxn2FFRUreLPkTdx+Nz9e+mP+fsbfsVsO/Ucje2OjLrUlEBGReGSzWhiTm8KY3BTOmtZ6vN4boGhffTSc3VxWz8YyN/XeYLv7AyGzObitB/ZGj6cl2pnQ3GN2YkEKkwrStBGYiIiICAphRaSfMwyDO0+4k43VG9nTsIfVFav588o/88PZPzys8TIuvhjvuvXUPttmo65/voAtK+uw5zj3rBFqSyAiIgNCSoKd2cMzmT08M3rMNE1K67zRHrMt4ezWigaC4fY7gdU1BfhkezWfbK+OHrNaDEZlJzUHsy3hbCo5KU6tmhUREZGjhkJYEen3Uh2p3HvyvVzx2hUEw0H+vu7vzMmbw8lDTj6s8fJ/diu+ojYbdX3/Bz3aqMtmt6otgYiIDFiGYTAoPZFB6YmcMiEvetwfDLO1oiG6Wral72yZ29vu/lDYpLi8geLyBl5a3bpqNivJ0RrKDooEtKNzkrHrp0lERERkAFIIKyJxYWrOVG6cdSP3fn4vEOkP+/zZz5OflH/IY/XGRl2RtgTDWPF6SbQtwUU3z8aiv0iKiMgA5bBZoqtbz2Nw9HhNo5+NpW42lLrZWFrPxlI3W8ob8IfabwRW1ehn2ZZKlm2pbB3TamFMbnK7FbMTC1LJSHIcsa9LREREpDcohBWRuPG1SV/js32f8e6ud6n11XLz0pt55PRHsFkO/VtZy0ZdO752BbRs1DV5Munnn3fY85t71ki2r6mKtiVYobYEIiJyFMpIcnD8mGyOH5MdPRYIRVbNbmwOZjfsdbOx1E1Vo7/dvf5QmA3NAW5b+akJ7VbMTixIZURWElaL2hmIiIhIfFAIKyJxwzAMfnXCr7j45YspbSxlRfkKClcV8v1Z3z+s8RJnzCD/Fz+n7LbbASi7/XacY8aQOHXKYY2ntgQiIiJds1stTMhPZUJ+KufPjBwzTZOKel+7FbMbS91sq2wk1KHXbJnbS5nbyzubK6LHEu1WxuWnMKkgJRrMTshPISXh8NoLiYiIiPQmhbAiElfSnGn87uTf8Y3XvkHQDPLw2oeZkzeHEwafcFjjZVxyCd71G9ps1HVDjzbq6tiW4O0nNnLhT9SWQEREpCPDMMhNTSA3NYEvjs+NHvcGQhTva2BDaV1k1WxzOFvvDba7vykQYvWuWlbvqm13fGhmIhPzU5k0KJVxOUlUeSOBr4iIiEhfUggrInFnRu4Mvjfre/xh+R8AuHXZrTx/9vPkunIPcGfXYr1R19yzRrJ9dSU1ZR7Kd9azckkJs88YcVhjiYiIHG0S7FamDklj6pC06DHTNNlT2xRdMbthr5uNZW52Vnk63b+ruold1U28sWFf8xEb9216h0kFaUwelMrkwalMHpTGqOwkbPpHUhERETlCFML2I59//jkvvvgimzdvxuVyMW3aNL71rW+Rmpra11MT6Xe+PvnrfFb2Ge/veZ9qbzU3L72Zv532t8PqDxvdqOvCiwhWVEQ26vrdveT/7NbDmpvNbmXB1ydF2xJ8+sp2RkxVWwIREZHDZRgGQzJcDMlwsXBSXvR4gy/I5jI3G9q0M9hUWk9TINTu/rqmIB9tq+KjbVXRY06bhQn5KUwa1BzONvebTbBbj9jXJSIiIkcPhbD9xLe+9S0efvhhLrvsMi677DLcbjd/+tOf+N3vfsfrr7/OrFmz+nqKIv2KxbDw6xN/zUUvX0S5p5zP933OA6sf4Lszv3tY49lzcxl8/33svOLrkY26nnyShMmTSD/vvMMar11bgqDaEoiIiPSGZKeN2cMzmT08M3osHDbZWe1hw1436/bU8N7qrVSGEimv97W71xcMs3p3Hat310WPWQwYnZPcHMqmRV/TXOozKyIiIj2jELafCAQCvPnmm8yfPz967Pzzz2fChAl8+9vf5pNPPunD2Yn0TxkJGdx78r1c9fpVhMwQD615iNl5szlu0HGHNZ5r5sz2G3XddjvO0Ye/UZfaEoiIiBx5FovByOwkRmYncdrEbCb4iznzzC9Q6w2zfm8d6/dG2hms31vHjg7tDMImFJc3UFzewL9X7Y0eH5ye2D6YHZxKfmoChmEc6S9PRERE4pRC2H6isLCQxMTEdsfS0tKYM2cOr776KuFwGItFK+hEOpqVN4vvzvwu9624DxOTW96/hRfOeYHsxOzDGi+WG3XZ7FZO+fpEXvzdcrUlEBER6WM5KU6+OD633SZgDb4gG0vdrN8TCWfX73VTXF5PINR+I689tU3sqW3bZxYykxxMKoi0MZjUHNCOzE7CalEwKyIiIp0N6BA2EAiwYsUKVq1aRSAQID09ncsvv/yQxlixYgUbN27E7/czbNgwTjrpJBwOR8zn2jGABQiHw6xfv57MzEwFsCL7cdWUq/i87HM+2PsBVd4qfrr0pzy48EGslsPr6Zb3s1vxbd5M06pVkY26fnAjwx595LA26sofmcaMhcNY+YbaEoiIiPQ3yU4bc0dkMndEazsDXzBE8b6G6GrZ9XsjvWYb/e37zFY3+lm2pZJlWyqjx1wOKxPyU9q1MhiXn4zTpj6zIiIiR7sBGcL+4he/YOnSpXz22Wc0NTVFj48ePfqgQ9gPPviAa6+9lo0bN7Y7npGRwT333MO1117b5X2XX345ZWVlBxx/6tSp/PGPf9zvNX/5y1/Yvn07N91000HNWeRo1dIf9uKXL6aiqYJPyj7hobUP8e3p3z688RwOBt9/X+tGXZ991qONuuadPZIda9SWQEREJB44bVamDE5jyuA0YCgQ6TO7o6oxulp2Q6mbDXvrqGzwt7vX4w+xoqSWFSW10WM2i8GY3ORoMDt1SBqTClJJcg7Iv4qJiIhINwbk7/z33nsvPp8Pu93OvHnzqK2tpaio6KDvf//991m4cCE+n4+UlBTOOOMMXC4X7733Hjt27OCb3/wmNTU1/OQnP+l077Jly9i5c+cBn+H1evd7funSpfz4xz9m4sSJ3HHHHQc9d5GjVVZiFvecfA/XvHENYTPMA6sfYE7eHObmzz2s8WK5UVeXbQmmZZM1SG0JRERE4oHFYjAqJ5lROcmcPX0QAKZpUl7vi6yW3RMJZ9eX1rGruqndvcGwyaayejaV1fPPFZFjRvMGYFObw96pgyMBrYJZERGRgWtA/i7/q1/9innz5jF37lwSExO57rrrDjqE9fl8XHHFFfh8PiZNmsSbb75JQUEBAMFgkCuvvJKnnnqKW2+9lbPPPpuJEye2u/+pp55qt/q2O+np6d2eW758OWeffTaDBw/m9ddfJykp6aDmLnK0m5s/l29P/zaFqwoJm2FuXnozz5/9PFmJh97PFZo36vr5zym7vXmjrjvvwjVzJo7hww95rE5tCR5XWwIREZF4ZhgGeakJ5KUmcMqEvOjxuqZAtJXBhuaVs1sqGgiFW/vMmiZsKW9gS3kD/1q5p3k8GJWd1D6YHZxGsoJZERGRAWFA/o7ekx/ff+aZZ9ixYwcAjz32WDSABbDZbPztb3/jrbfeoqysjHvuuYfHHnus3f0nnHDCYT8bYM2aNZx22mlkZGTw9ttvM3To0B6NJ3K0uXbqtXy+73M+Kf2EiqYKbl12K3899a9YjMMLOzO+cglNa9dQ98I/MZua2Hvrzxj+xOMY1kPv7aa2BCIiIgNfWqKd40Zncdzo1n8E9gZCbC6rZ93eOtbtqWPtnjo2l7XfAMw0YWtFI1srGvn3qr1AJJgd2RzMtoSzkwelkpJw6H3qRUREpG8NyBC2J1588UUAZsyYwdy5nX+MOTExka997Wvce++9/Oc//yEYDGKzxeaXcePGjZx66qkkJyfzzjvvMGLEiJiMK3I0sVqs/Pak33LRSxdR5a3iw70f8sjaR7h2Wtd9nA9G/i234Pn4EwK7d9O0fDnVjz9B1lXfOORx1JZARETk6JRgtzJ9aDrTh6ZHj/mCIYrKGljbHMqu21PHpjJ3p2B2W0Uj2yoa+U/bYDYrKbpaNtK/VsGsiIhIf6cQtoNPP/0UgJNPPrnba77whS9w7733UltbS3FxcaeWBIdj69atLFiwgMTERN59911Gjhx5SPf7fD58Pl/0c7fbDUAgECAQCPR4fiJHWkvdHk79ptnS+NXxv+I7b38HE5O/rPoL07KmMSt31uFNxuEg96672HP11WCaVPzpTySccDyOUaMOeaisIS6mLRjC6jd3Ew6avPXYBs794QwsVuPw5ib9Vk9qWKQ/UA3LQNCf69gCTMhzMSHPxcWzIj995w+GKS5vYN1eN+uaWxls6mLF7LbKRrZVNvLS6r3R4yOyXEwelMqU5o/Jg1IUzA4A/bmGRQ6GaljiXSxr1zBN0zzwZfHtuuuu48EHH2T06NFs2bKl2+vcbjdpaWkA3H///dxwww1dXldUVMT48eOByMrZ888/v8dzXLhwIW+++SaTJk1q1wKhxfPPP09GRka3999xxx3ceeednY4vXrwYl8vV4/mJxKO3mt7iHd87AKQaqVyfcj1JlsPvsZzz8stkLPsAAO+QIZR859twGG0JzBDs+8BFsDFyb+o4H6mj/Qe4S0RERI5GwTCUNcGuBoOSRoNdDQZ7PRAyD/wPuNkJJkOTmj+SYUiSiUvLcERERA6ax+Nh0aJF1NXVkZqa2qOx9FtwGzU1NdH32dnZ3V6XldXa36ntPT1x9913c/PNN3d7/kCbc91yyy388Ic/jH7udrsZOnQo8+fPbzdfkXgRCARYsmQJCxcuxG4/vFUcp4dP59tvf5vPyz/HbbpZmrSU+75432H3hw2fcgq7Lr6EwI4dJOzezbGlpWR+85uHNVb5VDf/+cNqTBMatiVw2kXHkVmgTfgGkljUsEhfUg3LQDBQ67hlxez6titm9zXgD4bbXVfpNaj0Gqysaj02LDMxslp2cCrTmnvMavOv/mug1rAcPVTDEu+qqqoOfNFB0u+2bTQ1NUXfO53Obq9LTEyMvvd4PDF59pw5c3p0v9Pp7HLOdrtd3+gkrvWkhu3Y+d0XfsdFL19EtbeaD0o/4Kmip7hqylWHOxkG3/Nbdnx1EYTDVD/wIGkLFpAwYcIhDzV4bBYzFg5j5RslhIMmS58q5sKfzMZiPbyAWPovfR+WeKcaloFgoNWx3Q4zhjuZMbx1sUUgFKZoX31046+1e9xsLHV3CmZLqpsoqW7i1XX7gEiP2TE5ydGetTOGpDM+PwWHTX8m6U8GWg3L0Uc1LPEqlnWrELaNtiHm/no+tO29mpCQ0KtzEpGeyXHlcPdJd3PdkuswMbl/xf3Myp3FjNwZhzVe4vTpZF1zDVUPPQSBAHtv/ikjn38Ow+E45LHmnT2SHWsqqSnzUL6znpVLSph9xojDmpeIiIgc3exWC5MHpTF5UBpfad5fOBAKU7yvoU0wW8fGUje+NsGsaUJxeQPF5Q28sHw3AA6bhUkFqcwYms70oWlMG5LOyKwkLBb1sBcRETlcCmHbaOkHC/tvM1BbW9vlPSLSPx0/6HiumXoNf1v7N0JmiB8v/THPn/U86QnphzVe9nevp+Hdd/EVFeHbvJmKv/6V3O9//5DHsdmtnHLFRF68dzmmCZ++sp2R03LIHKS2BCIiItJzdquFSYNSmTQolUvmDgUiweyW8gbW7q5j9e5aVu+uZVNpPcFw61Yh/mCYVbtqWbWrNnosJcHG9CGtoeyMoenkpWpBioiIyMFSCNtGZmYmGRkZ1NTUsG3btm6va3tu7NixR2Jqhy0QCGgXQolLsd5F89rJ1/J52eesrFhJWWMZP1v2M/548h8xjMNY0WEY5P7ql+xadBkEg1Q99DcSTz6ZhClTDnmorKEupp4yhDVv7SYcNHnzsfWc+8MZWKxaaRLvtBOsxDvVsAwEquOujclOZEx2IufPyAfAGwixsbSeNXvqWLPbzZo9deyoat92rd4bZNmWSpZtqYwey0t1Mm1wGtMGpzJtSBpTB6eSkqAfN44l1bDEO9WwxLtY1q5hmqZ54Mvi23XXXceDDz7I6NGj2bJly36vXbBgAW+//TYnnngi77//fpfX3HXXXdx+++0kJCRQU1PTr1oSFBYWUlhYSCgUoqioiMWLF+Nyufp6WiL9gjvs5i/1f8FjRv5S8aWEL3FCwgmHPV7mm2+SveRNAHy5uZR87wbMw+gXY4Zg3wcugo1WAFLH+Ugd7T/seYmIiIj0lCcIJQ0GJQ2ws8GgpMHAHTjwPxLnJpgMTzYZ1vwxOAnsai8rIiJxyuPxsGjRIurq6khNTe3RWFoJ28G5557L22+/zYcffsjWrVsZPXp0u/PhcJh//OMfAJxxxhn9KoAFuP7667n++utxu92kpaUxf/58srKyDnyjSD/TW7toDt07lBvevQGAJb4lXHrypUzNnnpYY5kLF7J7z9fwbdiAs7ycucXFZN9002GNtW+Km5f+uBrThIZtCZx+0XFkFKgtQTzTTrAS71TDMhCojmPHNE3K3D7W7K5jTfPGX2v21NHoC7W7rtxrUO41+Kx5wazdajAhP4VpgyMrZacNSWNUdhJW9Zc9KKphiXeqYYl3VVVVMRtLIWwHV1xxBXfeeSfV1dVce+21/Pe//yUxMTF6/vbbb6e4uBiAG2+8sa+medC0A6HEu1jX8BeHf5GrplzFo+seJWgGueWDW3ju7OdIcx5Gf2e7ncH3/JbtF1yIGQhQ+8STpJ12Gq7Zsw95qCHjsphx6jBWLikhHDR576liLvzJbCxWLR2Jd/o+LPFONSwDgeo4NoZlOxiWncJZM4YAEA6bbKtsYPWu5v6yu2rZUOomEGr9YctAyGTtHjdr97ijx5KdNqYMTmX60HRmDEln+tB0CtISDq9N1FFCNSzxTjUs8SqWdTsgQ9i33nqLjRs3Rj9f///Zu/O4qur8j+OvC1x2uCyiIAoo7kvuWy7lgpmWWrZatjdTOU3L1LRM9atpX6aaJrK9aXO00jLTLDRz3xV3RRRQAQXZLjuXy/39Qd20lXu5CPf6fj4ePOacy/d8zufOfOYgH773+929G4CSkhJeffVV++uhoaFcc801p1wbFhbGK6+8wtVXX83y5cvp06cPV1xxBUFBQaSkpLBs2TIAbr75ZkaNGnUa3o2IuNpf+v2Frce3kpqfSk55Do+seYSXR7/s1D/8/Tp3JuqOv5L3wr/AZiPngQfp+MXneDmxDMjgyR3I3HmComMV5GWVkrr0CP3Pi3c4joiIiMjp4OVloFPrEDq1DmHagPrGbHWtlX25pWw/Wr+x1/YjxRzMLz/lurLqWtYfKmT9oUL7a1EhfvRrH0b/+HD6tQ+jdzsTgb4e+euqiIicoTzyp9qHH37I+++//4vXT5w4we23324/j4+P/0UTFuCqq66itraWv/71rxw4cIDHH3/c/j0vLy9uv/12XnjhhaZJ3sW0MZe4q6ZewP2ps5/iyq+vpKSmhO+OfMeHuz/kyq5XOhUr5OqrMacspWr7diyHD3PsueeJ+seDTsUaNb2zfVmCDQsP0a67ScsSuCltQiDuTjUsnkB1fPp5AT2ig+gRHcSVA2MBKK2ysCvHzI6jZrYfLWFndgnHzNWnXJdfWs23e47z7Z7jAHh7GejaJpi+7U30ax9G3/Ym4iMCz7jZsqphcXeqYXF32pjrD3z00UesX7/+D8dFRkby2GOP/eb3S0pKWLhwIfv27aOmpoa4uDguvPBC4uNb7sw0bcwl0nD7LPv4qLx+jWdvvPlT8J+I9Yl1KpbxxAniX/43Xj88oI/cfBOVnTo5Fat4nx9lGb71cU1WWg+twKBVCURERMSDlNT8uPGXgcyy+uMq6+83WAN9bCQE20gIsREfDPHBNgI8clqRiIi0FK7cmMsjm7CCfWOu3Nxcbcwlbul0LeD+0taX+HDfhwDEBsUy+/zZhPiGOBWr+OPZnHjmGQB8YmKImz8Pr+Bgh+PU1liZ9+w2SvIqARg8OYG+Se2dykmajzYhEHenGhZPoDp2H3V1Ng6eKCf1SDGpR0pIPVLCgfwyfu+3VYMBOkUF0bd9GH3bmejb3kSnqGC8PGjTL9WwuDvVsLi7goICYmJiXNKE1d8NPZwWvxZ319Q1fNegu9h+Yjs7TuwguzybJzY9wb/O+ZdTH3Vrdc0MKpYvp2LDBmpzcyn4179o+8QTDscxGo2Mu64H85/fgs0Gmxdnkdi3DRFttSyBO9JzWNydalg8gerYPfSI9aVHbDjTh9afl1ZZ2HG0hG2Hi9h2uJith4soqvjpY6E2GxzIK+dAXjmfbskGIMTPhz7tw+gXV//Vt304EUG+zfF2XEo1LO5ONSzuShtziYi4iNHLyHPnPMelCy+ltKaUlKwU5uyfw5XdHF8f1uDlRcyTT5IxeTJ1FRWUfDaPkHHjCDn3XIdjRXc00WdcHKkph6mrtbHsg71Mu7c/Xt5al0BERETODCH+RoZ3asXwTq0AsNlsZBVUsO1IfVN22+Fi9uSasdb9NF22tLqW1eknWJ1+wv5ah1ZB9LM3ZsPpGh2CUf+mEhGR00xNWBE548UGx/L48Me5c/mdADy/6Xn6RPWhR2QPh2P5toul9f33ceyR/wPg2MOPELjwS7zDwhyONeTCDmTuOEHx8QryMs2kLj1C//Na7prUIiIiIk3JYDCQ0CqIhFZBXNSvHQCVNVZ2Zp86Wzav9NRNvzJOlJNxopz52+pny/obvTgrNox+8WH0ax9O/7gwWof6n/b3IyIiZxY1YUVEgLFxY7m6+9V8tPcjLHUW7llxD59c8AnBvo6v6Rp26aWUpiylfNUqavPzOfbEk8S+8LzDcXx8vRl7bXf7sgQbF2aQcFYrImK0LIGIiIgIQICvN4M7RDC4QwRQP1s2t6TK3pDddriIXdlmaqx19muqLHVszCxkY2ah/bXYsAD6xoXRr30Y/ePD6dk2FD8f79P+fkRExHOpCevhLBYLFovljweKtDA/1u3prN/bz7qdrce3sqdwD0dKj/B/a/6Pp4c/7dT6sFH/9wiVF11MXWkp5q++InDsGILHjXM4TmT7QHqPiWXHsmystXUs/e8eptzVBy9vz9lwwlM1Rw2LuJJqWDyB6vjMFBXkw/jurRjfvX4Zg+raOvYdK/1p06+jJRwtqjzlmuziSrKLK1m0IxcAo7eB3rEm+rU32ZcyaB3id9rfi2pY3J1qWNydK2vXYLP93n6T4m6Sk5NJTk7GarWSlpbG7NmzCQwMbO60RNxGobWQ5NJkqqn/GNvkgMkM9hvsVKyQrVuJmfsJALVBQWTdfRfWYMdn1tqscHxNILXl9bMxTF2rCelY41ROIiIiIgLmGsgqM5BZaiCzDA6XGaip+/0/ckf62UgIsdEhxEZCsI22QaC/i4uIeLaKigqmT59OSUkJoaGhjYqlJqyHMpvNmEwmcnNziYyMbO50RBxmsVhISUkhKSnptO+iuezwMu5dfS8Avl6+fHDeB3QJ7+JwHJvNxrE776L8u+8ACBo3lugXX3RqZu3xDDNfvrQdmw28fQxcfF9/wqP1B5aWrDlrWMQVVMPiCVTH0lC11joO5JWz7UgxqUdL2Ha4mMyCit+9JtDXm7NiQ+s3/GofRt/2JsIDfV2al2pY3J1qWNxdQUEBMTExLmnCajkCD2c0GvWgE7fWHDU8IXECW/K3MGf/HGrqarh/zf3MuWAOQUbH12Jt+8/HOLR1K9biYsqXLqPym28xXXiBw3HadYmkz7g4UlMOY621seLjA0y7tz9e2tm3xdNzWNydalg8gepY/ojRCGfF+XFWXATX/vBaQVk1W39YW3ZLVhHbjxRTXfvT2rIVNVbWZxSxPqPI/lpiVBD948IZEF//lRgVjJdX46fLqobF3amGxV25sm7VhBUR+RX3DLqH7fnb2Vu4l0xzJo+vf5ynRzi+PqxPq1ZEP/oo2XfeCcCxxx8ncPBgjG1aO5zTkAs7kLnjBMXHK8jLNLPz+2z6jG3vcBwRERER+WORwX4k9WhDUo82AFisdezNNbMlq74pu+1wMdnFp64tezC/nIP55Xy65SgAof4+9PuhKds/Lpy+cWEE++nXcBGRM5Ge/iIiv8LP248XznmBy766jHJLOYsOLWJw9GAu7nyxw7FCJ5xH6cSJmBcvps5sJveRh2n/+uuON3R9vRlzTXfmP78FgI0LD9FpYGuCTKd/kwgRERGRM43R24uz2oVxVrswrh/eAYDckkq2ZhWzJauIrYeL2J1TgsX604p/5qpaVqTlsyItHwAvA3SNDqV/XJh9tmxcRKBTy1WJiIh7URNWROQ3xIXG8eiwR7l3Zf36sM9sfIaz255NdFC0w7HaPPwQ5Zs2Ys0/QfmKlZTMm0fYJZc4HCcm0USP4THsWZNLTZWVdfMPMu76Hg7HEREREZHGizEFMOmsACadFQNAlcXKzuwStv4wW3br4SJOlP20oWqdDfbmmtmba+bjDYcBiAzypX/8T7Nlz2pnwt/o3SzvR0REmo6asCIiv2NChwmsy13H/APzqayt5LlNz/HiuS86HMcnPJyYx/7J0dtuA+D4088QNGwYxthYh2MNvSiRg9vyqa6oZf+GY/QYEUPbzuEOxxERERER1/I3ejMoIYJBCRFA/UatRwor2XK4sL4pm1XMvmNm6k7aHrugvIaUPcdJ2XMcAB8vAz1jTfSPC6NvbCjF1c3xTkRExNXUhPVwFosFi8XS3GmIOOzHum0J9fvXPn9l+eHlFFUXkZKVwvdZ3zO87XCH4/iPHEHIlCmULlhAXXk52Q8+SNs338Tg5djmWj5+BgZdmMDquekAfD97P9Pu66dNulqYllTDIs5QDYsnUB1LSxATauSCXm24oFf92rJl1bXsOFrC1sPFpB4pYduRYsxVtfbxtXU2th8pZvuR4h9e8eHtjJUMTIhgUHwYgxLCidcSBuIm9BwWd+fK2jXYbDbbHw8Td5GcnExycjJWq5W0tDRmz55NYGBgc6cl4va21mxlfsV8ACK8Irg95HaMBsd3SfSqrCL+pZcwlpQAcHzKFErOHuZwHJsN8tYGYjHXf1TN1K2KkA76h42IiIiIu6mzQV4lZJQayCg1kFlm4Hjl7zdYQ4w2EkNsdAy1kRhqo21g/XqzIiLiWhUVFUyfPp2SkhJCQ0MbFUtNWA9lNpsxmUzk5uYSGRnZ3OmIOMxisZCSkkJSUhJGo+PNTlez2WzctPQmtuVvA+DPvf/Mn3v/2alYFWvXkfPn+msNAf60/+wzfOPiHI6Tl1nKFy+mgg2M/t5c/tBAAk2+TuUkrtfSaljEUaph8QSqY3FXxRUWUo8WsymjkGXbMzlS4U2Nte43xwf7+TAgrn6W7MD4MHrFmvDz0aekpPnpOSzurqCggJiYGJc0YbUcgYczGo160Ilba0k1/PCwh7ls4WXU2mp5b/d7TO40mbhQx5unpnNGUXHlFRT/bw62yiryH36E+A8/wODt2AYMsZ0j6DG8LXtW52CpsrJxYSZJ1/d0OB9pWi2phkWcoRoWT6A6FncTZTKSZArk3C5R9LQeZGzSOPbmVbAxo5CNGfXry5ZV/7SEQVl1LSsOnGDFgRMA+Pl40bd9GIM71K9P2z8+nGA//fovzUfPYXFXrqxbPYVFRBqoc3hnZvSYwXu736OmroanNjzFrHGznFqPq80991C+eg2WI0eo3LqVwvc/IPKG6x2OM3RqRw5uy6O6vJa0DcfpOaKtNukSERER8TB+J234NXM0WOts7M01szGjkE2Z9V8nymrs46tr69iQUciGjEIAvL0M9GwbyqCECHtjNiJIn6ASETmd1IQVEXHALX1uYXHGYo5XHGdNzhpSslIYnzDe4TheQUG0fepJsq65Fmw28l9+meBRI/Hr1MmhOAHBvgybmsj3H+8HYMX/0rjsH4Pw1iZdIiIiIh7L28tAr1gTvWJN3DCiAzabjUMnytmUUcjGzPrZskeLKu3jrXU2dhwtYcfREt5ZnQFAp9bBDO4QweCECAZ1iCA2LKC53o6IyBlBTVgREQcEGgO5f/D93PX9XQA8u+lZhscOJ8gY5HisQYOIuOYaCt9/H1tNDTn3P0DCnP9h8HHs0dz9hyUJ8rJKKcwpZ+fyo/Qd5/gyCSIiIiLingwGA4lRwSRGBXPF4Pp/B+aWVNqXL9iUWUja8bJTrknPKyM9r4zZGw4DEBsWYJ8lO7hDBIlRQU594ktERH6dmrAiIg4aGzeWEbEjWJ29mryKPGalzuKeQfc4FSvqrjspW7mSmowMqnbtouCtt2h1660OxfDyMjDqyq589uxmsMHGrzLoPLANQWF+TuUkIiIiIu4vxhTAlL6xTOkbC0BReY196YKNmUXsyi7BWvfTPt3ZxZV8vi2bz7dlAxAZ5MvAhHAGd4hkcEIE3WNC8NGnrUREnKYmrIiIgwwGAw8OeZCLFlxEtbWaj/Z+xOROk+kS3sXhWF7+/rR95mkyr5wOdXXkvzaL4NGj8e/WzaE4bRJC6TGiLXtW1W/StWZeOuNv1CZdIiIiIlIvPMiX8T2jGd8zGoDy6lq2HS5mY2YhmzIK2Xq4iOraOvv4gvIavtl9nG92HwcgyNeb/vHh9uUL+rYPw9/o2MayIiJnMjVhPZzFYsFisTR3GiIO+7FuW2r9RvtHc0OPG5i1cxZWm5XH1z3O2+Pexsvg+OwAnx49CL/heorefgcsFrL/fh/t5/wPg4O7MA6cFMfBLXlUV9RyYNNxug5rTdvOYQ7nI67R0mtY5I+ohsUTqI7F3TVlDft6wZAEE0MSTHBuB2pq69idY2ZTVhGbMovYergYc1WtfXx5jZVVB06w6sAJAIzeBnrHmhgYH8aA+HAGxIVhCnDdLuLiGfQcFnfnyto12Gw22x8PE3eRnJxMcnIyVquVtLQ0Zs+eTWBgYHOnJeKRLDYLr5a+SkFdAQAXB1xMf7/+TsUy1NYS959X8Tt2DICCMaMpOO88h+OUHTFSvMsfAJ9gK22GV+BEX1hEREREznB1NsitgINmA4dKDRw0GzBbfnuNWAM2ogMhMcRGx1AbiSE2tDqWiLi7iooKpk+fTklJCaGhoY2KpSashzKbzZhMJnJzc4mMjGzudEQcZrFYSElJISkpCaODM0JPp3W565i5fCYAYX5hfH7B55j8TE7Fqt63jyNXTofaWvD2pt2HH+Dfu7dDMWx1Nr54cTv5WaUADL2oA2eNaedUPtI47lLDIr9FNSyeQHUs7q4l1bDNZuNwUSWbM4vYnFXM5qwiMgsqfveadmH+DIwPZ2BCOAPjw+nYKlCbfZ1hWlINizijoKCAmJgYlzRhtRyBhzMajXrQiVtr6TU8Km4U5yWcxzeZ31BcXUzyzmT+b9j/ORXL2Ls3rW67lROv/AesVvIeepgO8+fh5e/vUJxzp3fl02fqN+nasvgw3Ya01SZdzail17DIH1ENiydQHYu7ayk13KmNL53amLhiSP15XmkVmzOL7Bt+7ckxc9JeXxwtruJocS5fbM8FICLIl4Hx4QzuEMGghAh6tg3VZl9niJZSwyKOcmXdqgkrItJI9w68l1VHV1FRW8G8tHlM7TSVPlF9nIrV6uabKVv2HVW7d1Nz6BD5/36FNvf93aEYreND6Tkylt0rs7FUa5MuEREREWkarUP8mdg7hom9YwAorbKw9XAxmzLqm7KpR4pP2eyrsLyGb/cc59s99Zt9Bfp60y8ujEEJEQxOiKBfXDgBvtrsS0Q8k5qwIiKN1CaoDTP7zuT5zc9jw8aT659k9qTZ+Hg5/og1GI20feZpMqZdgq2mhsL//peQsWMIHDjQoThDp3Tk4JY8qsotHNh0nB4j2tKua7jD+YiIiIiINFSIv5FzukRxTpcoAKprrezKLmFjRv1s2c2Zhads9lVRY2VNegFr0uv3WPDxMtAr1sTgDhEMjA9nUEIE4UG+zfJeRERcTU1YEREXmN59OgsOLiCtKI29hXuZu38uV3W/yqlYfp07E3XHX8l7/gWw2ch58B90/OJzvBzYZM8/yMiwixJZ/tE+AFb+bz+XPzwYb33cS0REREROEz8fbwbERzAgPoJbSaSuzkZaXimbMgrZmFnEpoxCjpmr7ONr62ykHikm9Ugxb/7wWufWwQzqUD9TdlCHCGLDAprnzYiINJKasCIiLuDj5cPDQx9mxtczAHh126uMjx9PVGCUU/EirruO0qXLqNy2Dcvhw+S98C+iH3nYoRjdz45h9+oc8jLNFB2rYMeyo/QbH+dUPiIiIiIijeXlZaBbdCjdokOZMSwBm83G0aJKNmYUsjmrkI0ZhRzMLz/lmgN5ZRzIK2P2hsMAtDX5M+iHNWXPToykQ6sgbfYlIm5BTVgRERfp27ovF3e+mPkH5lNmKeOFzS/w7KhnnYpl8Pam7dNPcWjqRdiqqiiaPZuQpHEEDRvW8BheBs65sot9k66NizLoPKgNweHapEtEREREmp/BYKB9RCDtIwKZNqAdAAVl1Ww6abOv3TlmrCft9pVTUsWC1BwWpOYAEBsWwIhOrRjRuRXDO7UiQssXiEgLpSasiIgL3dn/TpYdXkZJdQmLMxZzceeLGRIzxKlYvgkJtP7b3zj+5JMA5PzjH3RcsADvkJAGx2gdH0qvkbHsWplNbbWVtfMOMP6mXk7lIyIiIiLS1CKD/ZjQK5oJvaIBKK+uZdvhYjZmFrIpo5BtR4qosvy02Vd2cSVzNx9h7uYjGAzQs20oIzpFMbJzKwbEh+Nv1EZfItIyqAkrIuJC4f7h3NX/Lh5d9ygAT6x/gvmT52P0NjoX76rplC5dSsWGDdTm5HL8mWdo+0NTtqGGTOlI+tY8qsosHNicR48RhbTrFuFUPiIiIiIip1OQnw8jOtfPdAWoqa1jd04J6w8Vsjo9n02ZRdTU1jdlbTbYlW1mV7aZ11ccxN/oxeAOkYz8YaZst+gQLV0gIs1GTVgPZ7FYsFgszZ2GiMN+rFt3rN8LEi5gXto8dhbsJNOcybs73+WGnjc4HS/qsUc5fPE0bBUVlMybT+CYMQSNGtXg6719YfDkBFbOPgDAijn7mXZff7x9tElXU3LnGhYB1bB4BtWxuDvV8C8ZgF4xwfSKCeam4XFUWaxsyipiTXoBaw4Wsu9YqX1slaWOlWn5rEzLB6BVsC9nd4xkeKcIhidG0ibUv5nexZlDNSzuzpW1a7DZbLY/HibuIjk5meTkZKxWK2lpacyePZtAB3ZUFxHXyK3N5bWy17Bhw4iR20NuJ8Lb+dmnoRs3Ej1vPgC1ISFk3n0XdQ78f9tmg/z1gdQU138cy9S1ipCO+oeQiIiIiHgWcw2klRjY/8NXSc1vz3yNDrDR1WSja5iNTqE2/LRygYj8TEVFBdOnT6ekpITQ0NBGxVIT1kOZzWZMJhO5ublERkY2dzoiDrNYLKSkpJCUlITR6NxH+ZvbC1teYPb+2QCMih3Fy+e87HQsm81G7m0zqVi9GoDgiROJfvYZh2KcOFLG/Oe3gQ18fL247KGB2qSrCXlCDcuZTTUsnkB1LO5ONdw4NpuN9Pxy1hwsYE16ARszi6iosf7qWKO3gX7twxieGMnwTpH0ahuKt5eWLmgs1bC4u4KCAmJiYlzShNVyBB7OaDTqQSduzZ1r+Pb+t5NyOIX8ynxWZq9kde5qRseNdjpe2yef4NCFk6kzmylbvJjqKZMJPuecBl8f0zGcXqNi2bUim9qaOjYuyOS8m7VJV1Nz5xoWAdWweAbVsbg71bDzesT60iM2nJtHdaKmto5th4tYnX6CVQdOsONoMXU/TEuzWG1szCxiY2YRLy1LxxRg5OzESEZ0bsXITlHEReoTpo2hGhZ35cq61YKAIiJNJNg3mL8P+rv9/JmNz1BhqXA6nrFNG9o8+ID9PO+ll7HV1f3OFb80ZHJH/IPrf4ikb8njyN5Cp/MREREREXEnvj5eDOkYyd/Gd+WLmcPZ9vB4Xr+6P1cNiSP+Z03WkkoLX+86xj8+38Wo55cz6rnl/OPznSzZlUtJpZb1EhHHqQkrItKEzks4j6ExQwHIKc/hrZ1vNSqeacoU/Hv2BKB63z5Klyxx6Hr/ICNnX5xoP181Nw1rrWONXBERERERT2AKNDKhVwxPXtSbFfeOZtXfR/PURb2Z2DsaU8Cps98OF1bw8YbD3PLRVvr981umJq/hX9/uZ8OhAmr072kRaQA1YUVEmpDBYOAfQ/6B0av+H3H/3f1fDhUfalS8qLvusp/n//sVbLW1DsXoNjSG6I71a9kUHatg+7IjTucjIiIiIuIp2kcEMn1IHK9dNYCtDyexYOZw7j2vK0M7RmD0/ml92DobpB4p5j/fpXP5m+vp+89vueG/m3h71SF255RQV6etd0Tkl9SEFRFpYgmmBK7vdT0AtXW1PLnhSRqzJ2LQ8LMJHDQIgJqsLEq++MKh6w1eBkZd0RXDD/+O3LQ4k9LCKqfzERERERHxNN5eBvq0D2Pm6E7M+dMwUh8Zz3vXDeKG4R3o0ib4lLEVNVa+25fHE4v2MumV1Qx4IoVbP9rCh+uzOJhf1qh/+4uI59DGXCIip8HNvW9m0aFFZJdls/HYRhZnLGZSx0lOxaqfDXsnWdOvAiD/1WRCL7wQLz+/BseIiguh1znt2Pn9UWqrraz5LJ0Jf9ImXSIiIiIivybIz4fR3VozultrAI6bq1h94ASr0+u/8kur7WOLKurXk/161zEA2oT6cXZiK4YlRnJ2YiTtwrXJl8iZSE1YEZHTwN/HnweHPMjMZTMBeH7T84xqN4oQ3xCn4gX270/wOedQtmIFtceOUTxnDhHXXutQjCGTO5C+5TiVpRYObs3jyJ5C2veIcCofEREREZEzSZtQf6YNaMe0Ae2w2Wyk55Wx9mABaw+eYN3BAsxVPy0Zdtxczefbsvl8WzYAcRGBnJ0YybAfvlqH+DfX2xCR00hNWBGR02RUu1GMjRvLssPLKKgq4D/b/sODQx50Ol7UnXdQtmIFACfeeBPTtEvwDg5q8PV+gUaGXdSJ7z7YC8DKuWlc8dBgvI1aqUZEREREpKEMBgOd24TQuU0I156dgLXOxp4cM2sPnmDtwQI2ZRZSUWO1jz9cWMHhwgrmbKrfm6Fz6+AfmrKtGNYxElOg8bduJSJuTE1YEZHT6L5B97E2Zy2VtZXM3T+XKZ2m0DOyp1Ox/Lt3J3TiRMyLF2MtLKToww9odeutDsXoNjSaPatzOHaohOLjFaQuO8yACQlO5SMiIiIiIvXryfZuZ6J3OxN/PieRmto6dhwtts+U3ZpVTI21zj7+QF4ZB/LKeH9dFgYD9Gprss+UHZQQQZCfWjcinkDTnURETqOY4Bhu6XMLAHW2Op5Y9wTWOusfXPXbWt3+F/D2BqDgnXexFhc7dL3By8CoK7vYN+narE26RERERERcytfHi4EJEfx1bGfm/GkYOx4dz8c3DWHm6ET6tg/Dy/DTWJsNdmaX8MbKQ1z33ib6PPYtl8xay4vf7mfdwQKqLM7/7iAizUtNWBGR02xG9xkkmhIB2FWwi3kH5jkdy69DB8IuvgiAurIyCt55x+EYUe1D6HVuOwBqa+pY89kBp/MREREREZHf52/0ZninVtx7Xje+mDmc1P8bzzvXDuTGER3oHhN6ytjaOhubs4p45bt0rnxrPX0e+5ar3l5P8vJ0th0uovakGbUi0rJpTruHs1gsWCyW5k5DxGE/1q2n1u/9A+/n5mU3A/Dvrf/mnLbnEOHv3KZYpj/9ieIvFoDFQuGHHxFy5ZX4REU5FKP/hPakb/5xk658Mnbk0a57uFP5SD1Pr2HxfKph8QSqY3F3quEzQ4A3jOoUwahOEUBnCstr2JBRyPqMQtYfKuTQiQr72OraOtakF7AmvQCAID9vBieEM6xjJEM7RNC1TTBeJ0+tbWaqYXF3rqxdg81ms7ksmjS75ORkkpOTsVqtpKWlMXv2bAIDA5s7LRH5FZ+Vf0aqJRWAfr79mBY4zelYUQsXEr56DQDFw4aSN3WqwzHKs30o2hEAgE9QHW2Gl2PwdjolERERERFxgeJqOGA2kFZS/1Vc89tN1iAfG51DbXQLs9Ej3IbJ9zQmKuKBKioqmD59OiUlJYSGhv7xBb9DTVgPZTabMZlM5ObmEhkZ2dzpiDjMYrGQkpJCUlISRqNn7g5aUFnAxV9dTKmlFIC3x71N/9b9nYpVW1BA1vkTsVVWgo8P8V9+ibF9O4di2Gw2vnx5B8cPmQEYdGEC/ca3dyofOTNqWDybalg8gepY3J1qWH7OZrNxuKiS9YcKWXeofqZsQXnNb47vERPCOV1acW6XKPq0M+F9mmfJqobF3RUUFBATE+OSJqyWI/BwRqNRDzpxa55cw9HGaO7ofwdPbHgCgGc2P8MnF36C0cvx92uMjibiumspmPU61NZS/MYbtH32GYfjnDu9K588uQmbDbYtOUz3YW0JifB3OI78xJNrWM4MqmHxBKpjcXeqYTlZpza+dGpj4uphHbDZbBzIK2Nt+gnWHixg/aECzFW19rF7ckvZk1vKrBUZhAUaOadLFKO7tuacLlGEB52+abKqYXFXrqxbbcwlItKMLulyCT0jewKQXpzO7L2znY4VecMNeJlMAJR8+SXVBxzfYKtVuxB6/7hJl6WO1Z9qky4RERERkZbKYDDQpU0I1w3vwJvXDGTbI+OZf9vZ/HVMJ3rHmk4ZW1xhYUFqDnfOTWXAEylc/Noa/rPsALuyS9CHpEWanpqwIiLNyNvLm4eHPoyB+o8FJacmc6z8mHOxQkJodfNN9Sc2G/mv/MepOIMv7EBAaP1fxQ9ty+fw7gKn4oiIiIiIyOnl7WWgf1w4d4/vysLbR7DxH2N57pKzmNg7mhC/nz4MXWeDrYeL+VdKGhf8ZzVDnlrG3z/bzpJduZRWaRMtkaagJqyISDPr2aonl3W9DIDK2kqe2/Sc07HCr7oK76hWAJSmpFC5c6fDMfwCjQy/ONF+vnJuGlZLndM5iYiIiIhI82gd4s9lA9vz2lUD2PpIEv+7eSh/HtWRLm2CTxmXV1rNJ5uPcstHW+n3zxSufHM9b608RHpeqWbJiriImrAiIi3A7f1uJ8I/AoCUrBRWHV3lVByvgABa3Xqr/Tz/5X87FafLkGhiOv2wtEFeJduWHnYqjoiIiIiItAxGby+GJUbywMTufHvXOaz6+2gen9qLsd1a42/8qT1UW2dj3aECnly8l3EvrmTU88t5ZMEulu/Lo8pibcZ3IOLe1IQVEWkBTH4m7hl4j/38qQ1PUVVb5VSs8EsuwRgbC0D5mjWUb9jocAyDwcCoK7pi+GH31C2LMzEXVDqVj4iIiIiItDztIwKZMTSed64bROoj4/nv9YO47uwE4iICTxl3pLCSD9Zlcf1/N9HnsW+5/r2NfLAukyOFFc2UuYh7UhNWRKSFuKDjBQxsMxCAo2VHeXfXu07FMfj60ur2v9jP8196yamPELVqF0zvc+ububWWOtZ8mu5UPiIiIiIi0rL5G705t2trHp3ckxX3nsuyv53DQ5O6M7xTJEZvg31cdW0dy/fn88iC3Yx8bjnjXlzBk4v2sPbgCWpqtYSZyO9RE1ZEpIUwGAw8NPQhfAz1C+a/s/MdssxZTsUyXXghvp3q13WtTE2l7PvvnYoz+MKOP23SlZpP1i5t0iUiIiIi4skMBgOJUcHcNLIjH980lG2PjOeNGQO4YlB72oT6nTI2Pa+Mt1ZlMP2tDfR/PIVbP9rCJ5uOkGd27lN9Ip5MTVgRkRYkMSyRa3peA0BNXQ1Pb3jaqVmsBm9vou64w36e//K/sdU5/pdpvwAfhk/rZD9fOTeNWq0DJSIiIiJyxgj28+G8ntE8M+0s1j8wlsV/Hcm953VlYHw4Xj9NkqWsupavdx3j7/N2MPipZVzwn1W8tDSdjFKw1mlzLxE1YUVEWpg/n/VnooOiAViTs4aUrBSn4oSMG4d/r14AVO/fj/nrr52K02VwG/smXeb8SlJTtEmXiIiIiMiZyGAw0KNtKDNHd+KzW89m68NJ/PuKvlzUL5bwQOMpY3dlm3ltxSFe3uXDsGe/584521iQmk1ReU0zZS/SvNSEFRFpYQKNgdw/+H77+bObnqXcUu5wHIPBQNRdd9rP8195BZvF4lScc678aZOuzV9nYT6hTbpERERERM50YYG+TOkby0uX92XzQ0nMv+1s/jqmE71iQ08ZV1Rh4YvUHO6Yk8qAJ1KYNmstr353gF3ZJU598k/EHakJKyLSAo1pP4ZR7UYBkFeRx2uprzkVJ+jsswkcPBgAS9Zhir/4wqk4kbHBnDW6HQBWSx2rPz3gVBwREREREfFM3l4G+seFc/f4rnx1+0g2PjiWp6b2pG9EHcF+PvZxdTbYklXEC9+mccF/VjPkqWXc99kOluzKpay6thnfgUjTUhNWRKQFMhgM3D/4fvy86xe+/3jvx+wv3O9UnKg777Sfn0h+jbrqaqdyGnxBBwJ/2KQrY/sJMneecCqOiIiIiIh4vtah/lw6IJbru9ax8YFz+d/NQ/nzqI50bh18yri80mrmbj7CLR9tpd8/v2X6W+t5a+Uh0vPKNEtWPIqasCIiLVT7kPb86aw/AWC1WXli/RPU2RzfXCuwfz+Czz0XgNpjxyj63/+cysc3wIezT9qka9UnB7RJl4iIiIiI/CGjtxfDEiN5YGJ3Uu4+h1V/H83jU3sxpltr/I0/taYsVhtrDxbw5OK9jHtxBaOeX84jC3axfF8eVfrdQ9ycmrAiIi3YdT2vIyE0AYDU/FQWpC9wKs7Ja8MWvPEm1jLH15iF+k262nYOA+o36dr2rTbpEhERERERx7SPCGTG0HjevW4QqY+M573rB3HtsHjaRwScMu5IYSUfrMvi+v9uos9j33L9exv5YF0mRwormilzEeepCSsi0oL5evvy4JAH7ecvbnmR4qpih+P4d+1K6KRJAFiLiij84H2n8jEYDIy6oot9k64tS7RJl4iIiIiIOM/f6M3orq15bEovVt47mmV/O4eHJnVneKdIjN4G+7jq2jqW78/nkQW7Gfnccsa9uIInF+1h7cET1NQ6/olBkdNNTVgRkRZuWNthnJ9wPgDF1cX8e9u/nYoTdftfwNsbgMJ336O2qMipOJGxwZw15qdNulZ9ok26RERERESk8QwGA4lRwdw0siMf3zSUbY+M5/WrB3DFoPa0CfU7ZWx6Xhlvrcpg+lsb6P94Crd8uIVPNh0hz1zVTNmL/D41YUVE3MA9g+4hyBgEwLy0eWzP3+5wDN+EBMIuvhiAurIyCt95x+l8Bk/qQKCpfpOuzB3apEtERERERFwv2M+HCb2ieWbaWax/YCyL/jqCe8/rysD4cLx+miRLWXUtS3Yf4+/zdjD4qWVMemUVL3yzny1ZRVjrtLmXtAw+zZ2ANC2LxYLFYmnuNEQc9mPdqn7rhRvDubX3rbyw9QVs2Hhi3RN8cN4H+Hg59hg3/elmShYswFZTQ+FHHxNy5ZX4tG7tcD4GHxg6tQPfvb8fgFWfpBHdKQRvH/1t70eqYXF3qmHxBKpjcXeqYXF3rq7hLlGBdImK508j4imqqGF1egEr0k6w8sAJiip+usfuHDO7c8y8ujydsAAjIztHcm6XKEZ2jiQ80NcluciZwZXPX4PNZtOfBDxIcnIyycnJWK1W0tLSmD17NoGBgc2dloi4gNVm5fWy18m15gIwNWAqA/0GOhwnauFXhK9eDUDx0KHkXTTVqXxsNsjfGEBNYX0j2NS9ipAE/YIgIiIiIiKnV50NDpfBniIvdhcbOFpu+NVxBmx0CIFe4XX0jrDROuBXh4nYVVRUMH36dEpKSggNDW1ULDVhPZTZbMZkMpGbm0tkZGRzpyPiMIvFQkpKCklJSRiNxuZOp8XYnr+d61OuB6BtUFs+v/BzjF6O/fdjLSwk8/yJ2CoqwMeH+C+/xNi+nVP55B8u5fPnUwHwC/Th8kcG4h+k/71ANSzuTzUsnkB1LO5ONSzurrlqOK+0mpUHTvD9/nxWHyygvNr6q+M6tgpkTLfWjO0WRb/2YXh7/XrzVs5cBQUFxMTEuKQJq+UIPJzRaNQPa3FrquFTDWw7kOGxw1mTvYac8hyWHF7CxZ0vdiiGsU0bIq+7jhOvvQa1tRS/8Tptn33WqXzaJkbQdWg0+9cfo7qilu0p2Yy4tLNTsTyValjcnWpYPIHqWNydaljc3emu4dgII1cOCebKIQnU1NaxJauI5fvzWLb3OAfzy+3jDp2o4NDqTN5enUlEkC+ju7YmqUdrRnaOIshPLTPBpXWrxftERNzMrX1utR+/ueNNLHWOLwEQcf11eJtMAJR8uZDqAweczmfolI74GOt/nOz8/ijFeRVOxxIREREREXElXx8vhiVG8uDE7iz727l897dzeHBiNwYnRJyyuVdheQ3zth7llo+20u/xFK57byMfrc/iWElV8yUvHkVNWBERN9Mnqg/D2w4HILssm68OfuVwDO+QECL/dHP9ic1G/iuvOJ1PcLg/fZPiAKiz2lj3+UGnY4mIiIiIiDSljlHB/GlUIp/cMozNDyXxr0v7cH6vaAJ9ve1jamrr+H5/Pg99sYuhTy9j8qureWXZAfbkmNGqnuIsNWFFRNzQLX1usR+/seMNp2bDhk+fjk9UFAClKUup3LnT6Xz6jY8jMLR+l9FD2/LJOVDsdCwREREREZHTISLIl2kD2jHr6gFsfTiJ/14/iKuHxhEd6n/KuB1HS3gxJY2Jr6xixLPL+b8Fu1h1IJ+a2rpmylzckZqwIiJuqG/rvpzd9mzA+dmwXgEBtLrtp6UN8l962el8fP19GDK5o/18zWcHsNXpL8QiIiIiIuIe/I3enNu1NU9M7c26B8bw1e0juGNsZ3q2PXUzpuziSt5fl8WMdzYy4PEUZs7eyhfbsimpcHxijJxZ1IQVEXFTrlgbNmzaNIzt2gFQvnYt5es3OJ1Pt7NjiIwNAiAvq5S0TcedjiUiIiIiItJcDAYDvWJN3JXUhUV/Hcma+8fwzyk9Gdm5FUbvnxaSLa2uZdGOXO6cm0r/J1K48s31vLM6g8MF2idDfklNWBERN3XybNijZUedmg1r8PUl6q+328/zX3rJ6TWOvLwMDJ/W2X6+/ouD1NZYnYolIiIiIiLSUsSGBXDNsAQ+vHEIWx9OInl6fy7qF4spwGgfY62zse5QAY9/tYdRzy9n/EsreG7JPrYeLqJOnxIU1IQVEXFrJ8+GfWvnW9TW1TocI3TSJPw6dwKgcvt2ypZ/73Q+7XtEEN8rEoCyompSlx1xOpaIiIiIiEhLE+JvZNJZMbx0eV+2PDSOOX8ayk0jOhAfGXjKuLTjZbz2/UEufm0tg59axn2f7WDpnuNUaqLKGUtNWBERN9a3dV+GxQwD4EjpEb465MRsWG9vou64w36e//LL2OqcX2D+7Is7YfCq/4jO1iVZVJhrnI4lIiIiIiLSUvl4ezG0YyQPXdCD7+85l6V3j+K+Cd3oHxeG4adVCzhRVs3czUe46YPN9Hv8W256fzNzNx0mv7S6+ZKX005NWBERN3dr31PXhnVmNmzw2LH49+4NQHVaGubFXzudT0TbIHqMaAuApdrKhoWHnI4lIiIiIiLiDgwGA51ah3DruYnMv204Gx8cx3PTziKpRxv8jT+136osdSzde5z75u1k8FNLuWTWWt5aeUjryJ4B1IQVEXFz/Vr3Y2jMUKB+NuyiQ4scjmEwGGh915328/z/vILN4vzunoMv6IDR3xuAvatzKMguczqWiIiIiIiIu4kK8eOyQe1565qBpD4ynneuHciVg9sTFeJnH2OzweasIp5cvJdRzy9nwssreTEljd05JU7v1SEtl5qwIiIe4OS1Yd/Y8YZTs2EDhw0jcMgQACxZhyn+/HOn8wkM9WXAhHig/h8Wa+elOx1LRERERETEnfkbvRnbvQ1PX3wWGx4YyxczhzNzdCKdWgefMm7fsVJeWXaASa+sZuRzy3n8qz1sOFSAVRt7eQQ1YUVEPED/Nv0ZElPfQHXVbNgTya9RV1XldE59xrYnJMIfgMN7Cjm8u8DpWCIiIiIiIp7Ay8tA3/Zh3HteN5befQ7L/nYOf5/Qlb7tw04Zd7SokndWZ3D5m+sZ/ORS7vtsB9/tO06VRRt7uSs1YUVEPMTJs2GdXRs2oG9fgseMAaD2+HGK/jfH6Xx8jN4Mvaij/XzNvHTqrM5v+CUiIiIiIuJpEqOCue3cTnwxczjrHxjL41N6MqJTK3y8ftrZq6C8hrmbj3DDfzcz4PEUZn68lQWp2ZirnF9CTk4/NWFFRDzEgDYD7LNhD5ceZnHGYqfiRN3xV37cyrPgjTewljm/nmvngW1onRAKQGFOOXvX5jodS0RERERExJNFm/yZMSyBj24awpaHknjp8j5M6BlNgNHbPqa8xsqinbncMSeVAY+ncO27G/l4QxZ5pc5/ilFODzVhRUQ8iCtmw/p37UropEkAWIuLKXz/fafzMRgMjLikk/18w5eHqKlyPCcREREREZEziSnQyEX92vH6jAFseySJN2cM4JIB7QgLNNrHWKw2VqTl84/PdzHkqWVMm7WWN1ceJPNEeTNmLr9FTVgREQ8yoM0AhkTXz4bNMmfxdcbXTsWJuv0v4F3/19bCd9+jtqjI6ZxiOoWR2D8KgMpSC1uXZDkdS0RERERE5Ezjb/RmfM9oXri0D5v/MY7ZNw/hurMTaGvyt4+x2WBLVhFPLd7HuS98z3kvreTFb/ezK7sEm00be7UEasKKiHiYW/rcYj9+Y8cbTs2G9Y2PJ2zaNADqysspePvtRuU07KJEvHzqlzhIXXaE0kJ9VEZERERERMRRPt5enJ3Yikcn92TN/WNY+JcR/GV0Jzq3Dj5l3P7jpbzyXToX/Gc1I55dzmMLd7P+UAHWOjVkm4uasCIiHmZg9EAGRw8GGjcbttVtt2Lw9QWg6KOPsRzPczonU1QgZ53bDgCrpY71Cw46HUtERERERETql3/r3c7EPed1JeXuc/jub+dw34Ru9IsLO2VcdnEl763J5Io31zPoyaX8/bPtLN1znCqLtXkSP0OpCSsi4oFOng3r7Nqwxuhowq+6CgBbdTUnZr3WqJwGnJ+AX5APAGkbjnM809yoeCIiIiIiIvKTjlHB3HpuIp/fNpwND47l8am9GNm5FT5eBvuYwvIaPtl8lJs+2Ez/x1O47eMtLEjNpqTS0oyZnxnUhBUR8UCDogcxKHoQAJnmTKdnw0b+6Wa8AgMBKP5sHjWHDzudk3+QkcEXdLCfr/nsgNYmEhERERERaQJtQv2ZMTSeD28cwpaHk3j58r6c3yuaAKO3fUxFjZXFO49xx5xUBj6RwvXvbeSTzUcorqhpxsw9l5qwLcj+/ft54IEHmDhxImPHjuWmm25ixYoVzZ2WiLipW/vcaj9+c8ebWOsc/6iJT3g4EddfX39SW0v+q682Kqeeo2IJa1Pf1M1NLyEj9USj4omIiIiIiMjvMwUYmdovlllXD2DbI0m8dc1ALh3QjvBAo32MxWpj+f58/v7ZDgY+sZRr3t3InI2HKSxXQ9ZV1IRtIb766itmzJhBVFQUd999N3//+98xGAyce+653Hfffc2dnoi4oV/Mhs10bjZsxPXX4W0yAWBe+BVVaWlO5+Tt7cXZFyfaz9fOT8daW+d0PBEREREREWk4f6M3ST3a8Pylfdj0j3H87+ahXHd2AtGh/vYxtXU2Vqblc//8nQx6cilXv72BjzdkcaKsuhkzd39qwrYQY8aMYePGjdx9992MGzeO8847j7feeotJkybxr3/9i+Li4uZOUUTc0MmzYd/Y/oZTs2G9g4OJ/NOf6k9sNvJfeaVROSWc1YrYLmEAlORXsmtFdqPiiYiIiIiIiON8vL0YlhjJo5N7svb+Mcy/7WxuHtmB2LAA+xhrnY3V6Sf4x+e7GPzkUq58cz0frsskz1zVjJm7JzVhW4jAH9Zc/LmEhASsVitVVSpuEXHcoOhBDGwzEKifDbskc4lTccKvmo5P69YAlC1dRuWOHU7nZDAYGH5JZ/hhbfhNizKoKtci8CIiIiIiIs3Fy8tA/7hw/jGpB6vvG82CmcP58zkdaR/xU0O2zgbrDhXw8ILdDHl6GZe9vo731mRwrEQ9q4bwae4EmlJZWRkbNmwgNTUVi8VCeHg4f/7znxt8fV1dHatXr2bv3r3U1NQQFxfHuHHjCAoKasKsf7J3714+++wzJk+eTHR09Gm5p4h4nlv73MqN394IwOvbX2dCwgS8vbz/4KpTefn70+q22zj26KMA5L/8MnHvvut0TlFxIXQbEs2+9ceorqhl86JMRlzW2el4IiIiIiIi4hoGg4E+7cPo0z6M+yd0Y3eOmcU7c1m8M5fMggoAbDbYmFnIxsxCHlu4hwHx4ZzfK5qJvWNoe9JMWvmJRzZh77rrLlauXMn27duxWn/66G1iYmKDm7BLly7lpptuIisr65TXg4KCePzxx7nrrrt+9brJkyeTk5Pzh/H79u3L22+//YvXn3/+eebOnUtxcTGZmZnccccdPPPMMw3KWUTk1wyKHsSANgPYcnyLfTbspI6THI4TNu1iCt55B8uRI5SvXUf5+vUEDR3qdF5DpiSSviWPWksdO1ccpdc5P23aJSIiIiIiIs3PYDDQK9ZEr1gT957Xlb25pXy9K5dFO3M5lF9uH7clq4gtWUU8sWgvfduHMbF3NOf3iqF9hH7H+5FHNmFnzZpFdXU1QUFBDBkyhOPHj7N79+4GX5+SksKkSZOwWCxERkYyefJkAgMD+e6779i7dy933303JSUlPPrDjLCT7dix4xeN21/j7+//q69ffvnljB49mry8PL788kv+/e9/Exoayv/93/81OH8RkZMZDAZu63ObfTbsGzvecGo2rMFoJOqvt5Nz798ByHvpJRLmzMFgMDiVV3C4H33Hx7F5USZ1VhvrPj/I+bf0diqWiIiIiIiINC2DwUCPtqH0aBvK3UldOJBXxqIduXy9K5e042X2calHikk9UsxTi/dxVjsT5/eKYWLvaOIjT88ny1sqj2zCvvzyywwePJg+ffrg7e3NLbfc0uAmbGVlJTfccAMWi4W+ffuydOlSIiMjgfrlCf785z/z9ttv8/jjj3PRRRfRp0+fU65fuHAh1dV/vFtcSEjIr74eFxdHXFwcABMnTiQgIIBHH32UCy64gAEDBjToPYiI/Nyg6EH0b92frXlbySjJ4JvMb5jYcaLDcUInTqTgzbeoPnCAqu07KFu+nJAxY5zOq19SHHtW5VBhruFQaj45B4po2znc6XgiIiIiIiLS9AwGA13ahNAlKYS7krqQnlfK1zuPsWhnLvuOldrH7Thawo6jJTy7ZB8924YysXcM5/eKpmNUcDNm3zw8cmOuW265hf79++Pt7dgsL4DZs2dz9OhRAP773//aG7AAXl5evPrqq7Rr1466ujqef/75X1zfu3dvBg4c+IdfXbt2bVA+48ePB2DLli0OvxcRkR8ZDAZu63ub/fyNHW9grbP+zhW/Ecfbm6g777Cf57/0Mra6Oqfz8vX3YciUjvbz1Z+mY6uzOR1PRERERERETr9OrUO4fWxnltw5iu/+dg73nteVXrGhp4zZnWPm+W/2M+ZfK5jw8kpeWXaA9LzS34joeTyyCdsY8+fPB2DgwIG/mOUK4Ofnx4wZMwD48ssvsViadkfvjIwMANq2bduk9xERzzc4ejD9W/cH4FDJIb7N+tapOMFjxuB/1lkAVB84gHnR4kbl1W1YDJGx9X8FzT9cStqm442KJyIiIiIiIs2nY1QwM0d34qvbR7Li3nO5//xu9GlnOmXMvmOlvJiSxrgXV5L04gpeTElj/7FSbDbPnZTjkcsRNMbmzZsBGDFixG+OGTVqFE8//TSlpaWkpaXRs2fPRt/3pZdeYuTIkQwcOND+2sqVK3n00Ufp1auXfUbsb6murj5lGQSz2QyAxWJp8kaxSFP4sW5Vv651c6+bufW7WwGYlTqL0W1HO7w2LEDE7X8h5+Y/AZD/yisEjB2DwWh0Oq8hUxNYnLwLgHWfpxPXKwwfX8fzaklUw+LuVMPiCVTH4u5Uw+LuVMPSNtSXG8+O48az4zhaVMk3e46zZPdxUo+U2MccyCvjwLIDvLLsAB1bBXJezzZM7BVN1zbBTu9B4iqurF01YU9SXFxMXl4eAJ06dfrNcSd/b//+/S5pwvbp04f77ruPLVu20K5dO06cOIHZbOayyy7j+eefx9fX93evf/rpp3nsscd+8fry5csJDNROdOK+UlJSmjsFj2Kz2Yj3jifLmkWGOYMXvnyB3r7ObYYV26kTQenpWI4cYe0TT1AyZEijcvOPCqAq34fy4ho+e305oZ1qGhWvpVANi7tTDYsnUB2Lu1MNi7tTDcuPYoDr20FRFGwvNJBa4EVG6U+N1kMnKpi1IoNZKzJoE2CjX6SNfpF1RDdTa6uiosJlsdSEPUlxcbH9+OS1YH8uIiLiV69pjDFjxjBmzBgqKio4dOgQvr6+dOjQAWMDZ5Y98MAD3H333fZzs9lM+/btGT169O++F5GWymKxkJKSQlJSUoP/fyAN0+pYK/ts2E3GTdwz4R6nZsNWtWvH0auuBiB23XrOfuihRs2GLepfwWdPb8FWB5WHA5l83SgCQ3//D1AtmWpY3J1qWDyB6ljcnWpY3J1qWH7PVT/85zFzFSl78liy+zibsor4cUWC45UGlhw1sOSoF13bBDOxVzSTekcTH3n6OrIFBQUui6Um7EkqKyvtx78389Tf399+7MqOOEBgYCC9evVy+Do/Pz/8/Px+8brRaNSDTtyaatj1hrcbTr/W/diWt41DJYf4Pud7JnSY4HAc44ABBJ0zivIVK6nNzaVy2TJMF17odF6t25voOSKWXSuzsVRb2fr1EUZf3c3peC2FaljcnWpYPIHqWNydaljcnWpYfk/7SCM3jAzhhpGJ5JVW8c2uYyzckcumzEJ7Q3b/8TL2H0/npWXp9IoN5YKz2jKpdwztI5q2IevKutXGXCc5ublaU/PbH4OtqqqyHwcEBDRpTiIirmYwGLi1z63289e3v06drc6pWK1uusl+XPDOu41eRH3QBR3w9a+flbt3TQ4F2WWNiiciIiIiIiLuo3WIPzOGJfDJn4ex7v6xPHxBD/rFhZ0yZle2mWe+3sfI55YzNXkNb686xLGSql8P2IJoJuxJwsLC7MdFRUW/Oe7k75lMpt8c1xJoYy5xV1rAvWkNaDWAPq36sP3Edg6WHOTrg18zPv73NwD8NT59+uDXuxfVO3dRvW8f5pUrCTz7bKfzMgYY6Du+PRu/zMRmg9WfHWDibY5/OqAlUA2Lu1MNiydQHYu7Uw2Lu1MNS2NEBnpzzZB2XDOkHdnFlSzedYzFO4+zK8dsH5N6pJjUI8U8uXgvA+LCmNQ7mgk929Aq+JefFneGNuZqIuHh4URGRlJQUMDBgwd/c9yhQ4fsx126dDkdqTVYcnIyycnJWK1WQBtzifvTAu5Np5+lH9vZDsCL616kZlcNXgbHPyAR3KcPbXfuAuDA8y+QffNNf3DF77NZwTsgCGulF0f3FjH//W/wj7I2KmZzUg2Lu1MNiydQHYu7Uw2Lu1MNiyvEAjfHQ35r2FZgYFuBFzkV9Zt62WywOauYzVnF/POrvXQKtdG/lY2zImwEN2JFAY/cmKuoqIiXX36Zvn37ctFFFzVbHgMGDODbb79l7dq1vzlm1apVQP36rV27dj1dqTXIzJkzmTlzJmazGZPJpI25xG1pAfemZ7PZ2JqylR0ndpBXl4dfbz+S4pIcj3PeeRxeuQrL4cMEpaczJiEB/x49GpVbets8vvvvfgCs2a2YcHV/vLwNf3BVy6IaFnenGhZPoDoWd6caFnenGpamcu0P/5meV8bXu47z1c5jHDpRDoANAwfMBg6Y4bNMA2d3jGBi72iSurfGFOBYHXrUxlwFBQW8+OKLvPrqq5jNZt57771mzWfKlCl8++23rF+/nn379tGt26mbwtTW1vLRRx8BMHHixF/dDKsl0eLX4u5Uw01rZt+Z/HnpnwF4a9dbTOg4wfHZsEYjkTfcwLFHHwXA/P4HhLz4r0bl1W1IW3avyOV4hpmi3ArSN+XTc2Rso2I2F9WwuDvVsHgC1bG4O9WwuDvVsDSV7rHhdI8N567xXdl3rJSvduTw1Y5csgrqZ7Ba62ysSi9gVXoBj3y5h1Gdo7igTwzjurchxP+Pa9IjNubKz8/nvvvuIyEhgaeeegqz2fzHF50GM2bMICoqCpvNxo033khpaekp37/vvvvIyMgA4G9/+1tzpCgi4jLD2g6jT1QfANKL01matdSpOKapU/COiADAvGQJNUePNiovg8HA8Es62883fHmImsraRsUUERERERERz2QwGOgeE8q953Xj+3vOZeFfRvDnUR2JDQuwj7FYbSzbl8ddc7cz4Iml/PnDzSzcnkNFzen5XdPpmbAWi4V169axfft2CgoK8Pb2pkOHDowZM4a2bdv+5nUnTpzgmWeeYdasWb+6rkJoaKizKdktWrSInTt32s9TU1MBKC4u5plnnrG/bjKZuPXWW0+5NiQkhFmzZnHZZZexdu1aevbsySWXXEJQUBBLly5l/fr1ANxxxx0MHTq00bmKiDQng8HArX1u5ZaltwAwa/ssxsWPc3g2rJe/PxEzrib/369AXR2F7/2X6IcfalRuMYkmEvu35uDWPCpLLWz9JouhUxMbFVNEREREREQ8m8FgoHc7E73bmbj//G5sO1LMV9tzWbQzh+PmagBqauv4Zvdxvtl9nACjN2O6t+bCs2I4t2tr/I3eTZKXU03YV199lX/+85/k5+f/4nteXl7MmDGDf//735hMJvvrFouF5557jmefffYXs0sNBgNTpkzh4Ycfpn///s6kdIpPP/2U999//xevFxQU8MADD9jP4+Pjf9GEBZg2bRpz587l1ltv5ciRI7z00kv27/n4+HDffffxz3/+s9F5ng4Wi0W7EIpb0i6ap8+gqEH0juzNzoKdpBen882hbxgXN87hOMGXXsqJN9/EVllF8bx5hP35T3iHhzcutwvjyNiRT12tjdRlR+g6rDXBEf6Ninm6qIbF3amGxROojsXdqYbF3amGpSXoHRNM75jO3De+E1sOF7N41zG+3nWcgvIaACotVhbtyGXRjlyC/LwZ1601E3tHMyIx0qW1a7DZbDZHLrjpppt45513/nBc3759WbVqFcHBwRw6dIjLLruMLVu2nDLGy8uLadOm8fDDD9O7d2/HMv8dn3766S/u9WvCw8O57777fvP7VVVVLFmyhH379lFTU0NcXBwTJ06kdevWLsvV1ZKTk0lOTsZqtZKWlsbs2bMJDAxs7rREpIU7YDnA++X1f7xq49WGmSEzHV8bFoj6ciHha9YAcCJpHIXjHG/m/lzxPj/KMnwBCGxrIaJPVaNjioiIiIiIyJmrzgbpZgPbThhILTRQUfvLjaADvG10Dyzn84euoKSkpNGf3neoCfvhhx9yzTXXNDj43XffzR133MGIESM4cuSI/XVvb2+uuOIK/vGPf9C9e3fHMpYGMZvNmEwmcnNziYyMbO50RBymXTRPL5vNxrXfXsuugl0APD/iecbGjXU4jiUnh6yJk8BqxSs8nIRvluAVEPDHF/6O6opa5vxzE9Xl9ev0TL2nL63jQxoV83RQDYu7Uw2LJ1Adi7tTDYu7Uw2LO7BY61h3qJBFO4+RsjeP0qqf1oitq67gyMuXuaQJ69ByBE8++eQp59OnT+eaa66hU6dO1NTUsG3bNl588UX7LNQ333yTPXv2nNKAnTZtGk8++SRdu3ZtVOLSMNqBUNydavj0mdlvJrcurV+i5c3dbzK+43iHZ8Ma4+MJPf98zF99RV1REeVffUXE9OmNystoMjL4go6smpsGwIYvMrjob/0xGH75l8qWSDUs7k41LJ5AdSzuTjUs7k41LC2Z0Qhje8QwtkcM1bVWVqWd4KsdOaTsOU5ptevu0+DfrlNTU9m/f7/9/Pnnn+fjjz/mvPPOIzExke7duzN9+nTWrVvHhAkTACgrK2PJkiVA/YZbn3/+OZ999pkasCIiLdDwtsPp3ap+aZgDRQf47vB3TsWJvPEG+3Hhe//FVtv4nSZ7jmpLWJv6pVVy00s4lPrLNclFREREREREGsPPx5txPdrw8hX92PJwEs9P6+Wy2A1uwm7atMl+3K1bN/72t7/96jij0cjrr7+Ot/epO4nNnz+fqVOnOpeliIg0OYPBwK19ftqscNb2WdTZ6hyO49+9O0HDhwNgOXKE0pSURufm7e3F2dM62c/Xzj+Itdbx3EREREREREQawt/ozbjurtsXqsFN2IMHD9qPL7zwwt/9GGh8fDx9+/a1n48YMYKxYx1fW1BERE6vEbEj7LNh04rSnJ8Ne9ON9uOCt9/BwT0gf1VC70hiu4YBYM6vZOf3RxsdU0REREREROR0aPCasCUlJfbjDh06/OH4Dh062NeGPffccx3PTFzCYrFgsViaOw0Rh/1Yt6rf0+/mnjfz1xV/BWBW6ixGxox0fG3YAQPw696N6r37qNq9G/PatQQOHtzo3IZM6cD857eBDTYvziRxYCv8g1rm2lKqYXF3qmHxBKpjcXeqYXF3qmFxd66s3QY3YauqquzHAQ3Y6TooKMh+3K5dOwfTEmclJyeTnJyM1WoFYPny5QQGBjZzViLOS3HBR9nFMTabjVjvWLKt2aQVp/Highfp4dvD4TghffsRs3cfAAeefY7sk9aKbYzAtv5UZBuprqhl/qyVhPVw4UrpTUA1LO5ONSyeQHUs7k41LO5ONSzuqqKiwmWxGtyEbcxHSf38/Jy+Vhwzc+ZMZs6cidlsxmQyMXr0aCIjI5s7LRGHWSwWUlJSSEpK0i6azcCUbbLPht3su5m7z7/b4dmwtvHjyVq5gtrsHILS0hib2Am/rl0anVv52dXMfXwztTV1lB/xY+I1wwhr3fL+2KQaFnenGhZPoDoWd6caFnenGhZ3V1BQ4LJYDW7CinsyGo160IlbUw03j3Pjz6VnZE92F+wmrTiN1cdWMzbOwbW9jUYir7+B4088AYD5ww9o++yzjc4tLMpIv6Q4Ni3KxFZnY9OXWUy89axGx20qqmFxd6ph8QSqY3F3qmFxd6phcVeurFvHpjWJiMgZwWAwcFvf2+znr29/3alPRIRdfBHeJhMAJYsWY8nJcUl+/cbHE2jyBSBj+wmy04pcEldERERERESkKTg1E3b+/Pmkp6f/7pht27Y5NP5H06ZNo1+/fs6kJSIiLjQydqR9Nuy+wn0sP7KcMXFjHIrhFRhI+FVXceK116C2lsL3P6DNA/c3OjejnzdDJndk+Yf1a86u+SydS+8fiMHL0OjYIiIiIiIiIq7mVBN24cKFLFy4sEnGd+rUSU1YEZEWwGAwcGufW/nLd38BYNb2WYxuPxqDwbFGZ/jVV1HwzjvYqqsp+vRTWt12q312bGN0GxbDjuVHKThaRv7hUtI2HqPr0JhGxxURERERERFxNS1HICIiv2lUu1H0iOwBYJ8N6yifiAjCpl0MgK2igqL/zXFJbl5eBoZf0sl+vn7BISw1VpfEFhEREREREXGlBs+EDQwMxOSCmUt/xNfXt8nvcSaxWCxYLJbmTkPEYT/Wreq3+d3c82buWnkXALNSZzEieoTDs2FDr76aojlzoa6Owg8/JOTqq/Dy82t0btGJIcT1iuDwrkLKiqrZ+m0m/c+La3RcV1ANi7tTDYsnUB2Lu1MNi7tTDYu7c2XtGmzO7LQiLVZycjLJyclYrVbS0tKYPXs2gYGBzZ2WiLgxm83GrLJZ5FjrN9W6Kugquhu7Oxwn5qOPCdm5E4DjF19MyZDBLsnPUubF8dWBYDNg8LYRfU453n760SYiIiIiIiKNU1FRwfTp0ykpKSE0NLRRsdSE9VBmsxmTyURubi6RkZHNnY6IwywWCykpKSQlJWE0Gps7nTPeiqMr7LNhu4V34+MJHzs8G7Zq1y6OXjkdAGNCPHFffIHB29sl+a3+JJ09q3Lr8zs7mlFXdnZJ3MZQDYu7Uw2LJ1Adi7tTDYu7Uw2LuysoKCAmJsYlTVinNuYS92E0GvWgE7emGm4ZxiaMpfuu7uwt3Mu+on2sPb6Wc9uf61AMY79+BA4ZQsWGDVgys6hatYrQpCSX5Dd0ciLpm/KoqbKyf90x+o6LI7JtsEtiN5ZqWNydalg8gepY3J1qWNydaljclSvrVhtziYjIHzIYDNza51b7+Wupr+HMBykib7rRflz49jtOxfg1ASG+DDg/AQCbDTYuzHBJXBERERERERFXUBNWREQa5Nz259I9on4t2L2Fe1lxdIXDMYJGjMCvSxcAKrdvp3LrVpfld9bodgSa6jd3PLQtn7wss8tii4iIiIiIiDRGg5uwhw8fJjU1ldTUVAoLC12axBdffMGjjz7Ko48+Smpqqktji4iIaxgMBm7pc4v9fNb2WQ7PZDUYDETeeIP9vODtd1yWn4+vNwN/mA0LsOHLQy6LLSIiIiIiItIYDW7CPvLII/Tr149+/frx5Zdf/u7YWbNmccUVV3DFFVewYsUfz5T64osveOyxx3jsscfUhBURacFGtx9Nt4huAOwp2MPKoysdjhE6cSI+MTEAlC1fTnV6usvy6zGiLSGR/gAc3l1IzoFil8UWERERERERcVaTLEewYcMG5s6dy9y5c8nI0Lp8IiKe4uezYV/b7vjasAajkYhrr7GfF7z7nsvy8/bxYtCkDvbz9QsOumzdWRERERERERFn+TR3AtK0LBYLFouludMQcdiPdav6bXlGRo+ka3hX9hftZ0/BHpZnLWdk7EiHYgRPncqJ5NeoKy2l5MsvCZ95Gz6tW7skv479I9myJICSvEpy00vI2JlP++7hLontCNWwuDvVsHgC1bG4O9WwuDvVsLg7V9aumrAeJjk5meTkZKxWKwDLly8nMDCwmbMScV5KSkpzpyC/YkDNAPazH4DnVj+HOdiMwWBwKEbkwAFELv8eamvZ+s/HOTHxfJfl593WB/ICAFj68XZaD6vAwfRcRjUs7k41LJ5AdSzuTjUs7k41LO6qoqLCZbHUhPUwM2fOZObMmZjNZkwmE6NHjyYyMrK50xJxmMViISUlhaSkJIxGY3OnIz8zwTaBzV9vJq04jWxrNqa+JkbEjnAoRu3gwWSuXgMWC622bGHA00/hHRLikvxsdTbmP7eNguxyLCXe9Gg3mA59WrkkdkOphsXdqYbFE6iOxd2phsXdqYbF3RUUFLgslpqwHs5oNOpBJ25NNdxy3db3Nu78/k4A3t7zNqMTRjt0vTEmhrCpUyn+9FPqysoo//xzIm+80WX5DZ2SyKLXdgCwZfFhOvWPxsvr9E+HVQ2Lu1MNiydQHYu7Uw2Lu1MNi7tyZd02ycZcIiLi+UbHjaZzeGcAduTvIDUv1eEYEddfz4/rBBS+/wG2mhqX5RffO5I2HULrY+eUc2DTcZfFFhEREREREXGEmrAiIuIUL4MXM7rPsJ9/uOdDh2P4dexA8NgxANTm5VHy1SKX5WcwGBg6paP9fONXGVitdS6LLyIiIiIiItJQasKKiIjTJnWcRKR//brTSw8vJbss2+EYJy9BUPDuO9jqXNcobdctgtiu4QCY8yvZtzbXZbFFREREREREGkpNWBERcZqvty+Xd7scgDpbHbP3znY4RmC/fgQMGABATfpBylascGmOJ8+G3bw4k1qL1aXxRURERERERP6ImrAiItIol3W5DF8vXwDmH5hPuaXc4RiRN95gPy545x2X5QYQ3dFEQu/62bplRdXsXpnj0vgiIiIiIiIif0RNWBERaZTIgEguTLwQgDJLGZ8f+NzhGMHnnotvx/oZq5Wbt1CZmurKFBk8+afZsFuWZGKp1mxYEREREREROX18nLlo/vz5pKen/+b3t23b1uCxPx8vIiLu5+ruVzPvwDwAPtr7EVd2uxJvL+8GX2/w8iLyxhvI/cdDABS88y7t/vOKy/KLah9CpwGtSd+SR2WphR3LjzBgQoLL4ouIiIiIiIj8HqeasAsXLmThwoUuHyuuZ7FYsFgszZ2GiMN+rFvVr3uID45naPRQ1h9bT3ZZNimZKYxtP9ahGIETJuD98r+x5udTunQp5QcO4JuQ4LIc+09oz8GtedhssPWbw3Qd1ga/QKd+DDaIaljcnWpYPIHqWNydaljcnWpY3J0ra7fpfvuUZpGcnExycjJWa/1HbZcvX05gYGAzZyXivJSUlOZOQRqoq6Ur61kPwH/W/ofqkGqHY4QPHEjU11+DzcaOx58gb9rFLs0xoK0/FdlGaiprmf/m95i61Lg0/q9RDYu7Uw2LJ1Adi7tTDYu7Uw2Lu6qoqHBZrAY3YQMDAzGZTC678W/x9fVt8nt4spkzZzJz5kzMZjMmk4nRo0cTGRnZ3GmJOMxisZCSkkJSUhJGo7G505EGsNlsrFq8ikMlhzhsPUz8kHh6RvZ0KIZ15EgyV67EVl5OeGoqfZ99Fp9WrnuGlQ6pYu7jm6mz2qg6GsjUG0cRENI0P3dUw+LuVMPiCVTH4u5Uw+LuVMPi7goKClwWq8FN2Ndee43XXnvNZTeW08NoNOpBJ25NNexerulxDY+uexSA2WmzeW7Ucw5db4yIIPzyyyl8911sNTWUzp1D6zvvdFl+EdFGeo5oy84V2Viqrez4LocRl3R2WfxfoxoWd6caFk+gOhZ3pxoWd6caFnflyrr1clkkERE5403qOIlwv3AAvs38lmPlxxyOEXHNDPjhB13R7P9RV17u0hwHTEzAx1j/42/X99mUFVW5NL6IiIiIiIjIz6kJKyIiLuPv489lXS8DwGqzMnvfbIdjGKOjMV1wAQB1ZjPFn33m0hyDTH70PrddfY61dWxenOnS+CIiIiIiIiI/pyasiIi41BXdrsDoVT+T9bO0z6iwOL6QeeQN19uPC/77PjYX76ba/7x4jP7eAOxdk0tJfqVL44uIiIiIiIicTE1YERFxqVYBrZjYYSIApTWlfJH+hcMx/Dp3JviccwCozc3FvGSJK1PEP9hI37HtAairs7HpqwyXxhcRERERERE52WltwtpsNnJzc8nMzKSiwvGZUSIi4h5m9JhhP/5478dY66wOx4i86Ub7ccHb72Cz2VyS24/6jovDL6h+f8r9G49RmOPatWdFREREREREftToJmxZWRklJSW/+8txWloa1157LREREbRt25YOHToQFBRE3759eeWVV6itrW1sGiIi0oJ0jejKkJghABwuPcyKoyscjhEwcCD+fc4CoHr/fspXr3Fpjr4BPvQfH19/YoONCw+5NL6IiIiIiIjIj5xqwu7atYsrr7ySiIgIQkJCCAsLw2QyMXnyZNasOfWX5Pnz59O3b18++OADiouLT/ne9u3bueOOOxg1ahRms9npNyEiIi3PNT2usR9/uOdDh683GAxE3nDSbNh33nFJXifrPbodgaG+ABzclk/+4VKX30NERERERETE4SbsRx99RL9+/ZgzZw5FRUX210tLS1m4cCEjR47knR9+UU5NTeXKK6+ksvL3NzxZt24dl19+uaOpiIhICzYidgQJoQkAbD6+mT0FexyOETJuLMb4OAAq1q+nctduV6aI0debAecn2M/XL9BsWBEREREREXE9h5qwmzZt4rrrrvvd5QNsNhu33XYbGRkZ3HPPPdTU1AAQGhrKFVdcwUMPPcTf//53kpKS8PL66fZLlizh888/d/JtiIhIS+Nl8DplbVinZsN6exN5/Q3288J3XT8btueItgRH+AFweHcBuenFLr+HiIiIiIiInNkcasL+7W9/w2r9aXOV4cOH88wzz/Dmm2/y0EMPkZiYCEBNTQ2PP/44y5Yts487ePAg//vf/3j88cd59tln+fbbb9mwYQOtW7e2x3v99ddd8Z5ERKSFuDDxQkx+JgCWZCwhryLP4RimqVPwjowEwLzkG2qOHHFpjt5GLwZN6mA/X7/gkMs3ARMREREREZEzm09DBx46dIhVq1bZzx955BEee+yxU8Y89NBDXHjhhaSkpPD+++8DEBAQwCeffEKrVq1+EXPgwIEkJydz6aWXArB8+XKqq6vx8/Nz6s3IL1ksFiwWS3OnIeKwH+tW9evefPBhWqdpvLv7XWpttXy852P+0ucvjgXx9sZ05ZUUvvoq1NVx4p13ifrHgy7NM3FAK7Z+E0BJXiU5B4rJ3JVPu27hjYqpGhZ3pxoWT6A6FnenGhZ3pxoWd+fK2jXYGjjd54MPPuDaa68FoFOnTuzfv/+U5QR+lJGRQWJion0W0cUXX8y8efN+M67VaiU6OpoTJ04AsHnzZgYMGODwG5F6ycnJJCcnY7VaSUtLY/bs2QQGBjZ3WiJyBjPXmfmX+V9YsRJgCODe0HvxNfg6FMOrooKOTz2Nl8VCndHIoQfupy4oyKV5VuT4ULg9AACjyUrrYRUYDC69hYiIiIiIiLiRiooKpk+fTklJCaGhoY2K1eCZsHv37rUfX3DBBb/agAXo0KEDZ511Ftu3bwfqZ7v+Hm9vb/r27cvSpUsByM3NbWhK8itmzpzJzJkzMZvNmEwmRo8eTeQPH+MVcScWi4WUlBSSkpIwGo3NnY400u61u1mUuYhKWyW1XWqZ2nmqwzHyDx6k5KOP8bJYGHziBBE/fIrCVWx1NuY9u43CnHIsJd70bD+EhLOcf36qhsXdqYbFE6iOxd2phsXdqYbF3RUUFLgsVoObsMXFxfbjTp06/e7YTp062Zuwv7YMwc9FRUXZj0tKShqakjSA0WjUg07cmmrYM1zb61oWZS4CYPb+2Vze/XK8DA4tS07U9ddT8r85YLVSMvt/RN18M14BAS7Nc+iUjiyetROALYuz6NSvDQavxk2HVQ2Lu1MNiydQHYu7Uw2Lu1MNi7tyZd02+Dfgqqoq+3HQH3wE9OTvNyRZX9+fPpaqdUJERDxP98juDGxT/8mITHMmq7NXOxzDGBtL6MSJAFiLiymeP9+lOQIknNWK1gn1HzEpyC7nwJbjLr+HiIiIiIiInHka3IR1ZKdogxbRExGRn7mmxzX24w/2fOBUjMgbb7AfF773X2y1tY3O62QGg4GhUzrazzcuzKDOWufSe4iIiIiIiMiZx7HPgoqIiDjpnPbnEBcSB8CG3A3sL9zvcAz/bt0IGj4cAMvRo5SmpLg0R4B23cKJ7RIGQEleJfvWH3P5PUREREREROTMoiasiIicFl4GL67qfpX9/MM9HzoVJ/KmG+3HBW+/49AnNRrCYDAwZEqi/XzTVxlYLZoNKyIiIiIiIs5TE1ZERE6bqZ2mEuIbAsDijMWcqDzhcIzAoUPx79EDgKrdu6nYsMGlOQLEJJqI7xUJQFlRNbtWZbv8HiIiIiIiInLm8HHmovnz55Oenv6b39+2bVuDx/58vIiIeK5AYyCXdLmE93a9h6XOwpx9c/hLv784FMNgMBBx4w3k/O0eoH42bNDQoS7PdcjkjmTtKgBgy9eZ9BjeFqOft8vvIyIiIiIiIp7PqSbswoULWbhwocvHioiI55vebTof7v6QWlstn+z/hJt634S/j79DMULPO4/8F1/Ckp1N+erVVO3fj3/Xri7NMyouhMT+rTm4NY/KUgs7lh9hwIQEl95DREREREREzgxajkBERE6r6KBokhKSACiqLmLRoUUOxzD4+BBx/fX284J33nFZficbMrkDBkP98bZvD1NdYWmS+4iIiIiIiIhna3ATNjAwEJPJ1ORfvr6+Tfl+RUSkBbimxzX24w/3fOjU5lphF1+Ed1gYAOZFi7Fku37d1vDoILoOiQaguqKW1KVHXH4PERERERER8XwNXo7gtdde47XXXmvKXERE5AzRq1Uv+rfuz9a8rRwsOcjanLUMjx3uUAyvwEDCp0/nxGuvgdVK4Qcf0OaBB1ye66ALOpC26Th1Vhvblx3hrNHtCAjRHwxFRERERESk4bQcgYiINIsZPWbYjz/c86FTMcKvvgqDnx8ARZ9+hrWkxCW5nSy0VQA9hrcFwFJtZes3WS6/h4iIiIiIiHg2NWFFRKRZjG4/mtjgWADW5KwhvSjd4Rg+ERGETbsYAFtFBUX/m+PSHH80cGIC3sb6H5k7V2RTXlzdJPcRERERERERz6QmrIiINAtvL2+u7n61/fyjvR85FSfiuuvAq/7HWeGHH1JX7foGaVCYH73PqW8YWy11bF6c6fJ7iIiIiIiIiOdSE1ZERJrNRZ0vItgYDMDCgwspqCxwOIZvXBwh540HwFpQQMkXC1ya44/6T4jH6OcNwJ7VOZhPVDbJfURERERERMTzqAkrIiLNJsgYxLTO0wCoqavhk7RPnIoTecON9uPCd9/FZrW6JL+TBQT70mdsewDq6mxs+irD5fcQERERERERz6QmrIiINKvp3afjZaj/cTRn3xyqrY4vJxDQuxeBQ4YAUJOVRdmKlS7N8Ud9k+LwC/QBYP+GYxTmljfJfURERERERMSzqAkrIiLNqm1wW8bFjQOgsKqQxYcWOxUn4tpr7cfFc+e6JLef8wvwod/4OABsNti4ULNhRURERERE5I/5NHcC0rQsFgsWi6W50xBx2I91q/o9M0zvOp1vs74F4IM9HzApfhIGg8GhGH5nD8MnOpraY8coW7mSiqwsjG3bujzX7iOi2b7sCJWlFg5uzSP3UBGt2gf/YpxqWNydalg8gepY3J1qWNydaljcnStr12Cz2WwuiybNLjk5meTkZKxWK2lpacyePZvAwMDmTktE5A+9UfoGR6xHALg+6HoSjYkOx4hYuoxWKSkAFIwZQ8EPG3a5WmmmkZK9/gD4R9XSaqA26RIREREREfE0FRUVTJ8+nZKSEkJDQxsVS01YD2U2mzGZTOTm5hIZGdnc6Yg4zGKxkJKSQlJSEkajsbnTkdPg26xvuX/N/QCMaDuCV859xeEYtXl5ZI4/D6xWvFu1IuHbbzA0Qf1YLXXMeXwz5UX169dOvqsP0R1P/YGsGhZ3pxoWT6A6FnenGhZ3pxoWd1dQUEBMTIxLmrBajsDDGY1GPejEramGzxzndTyPf6f+m9zyXFbnrOZIxRE6mjo6FMMYG0vImDGUpqRgPXGCqtWrCR3v+tmwRiMMntSB5R/tA2DLoiym3NXvV5dQUA2Lu1MNiydQHYu7Uw2Lu1MNi7tyZd1qYy4REWkRfLx8uKr7Vfbzj/d87FScsMsvtx8Xz2maDboAug6LxhQVAEB2WjFH9xU12b1ERERERETEvakJKyIiLcbFnS8m0Kd+HesvD35JcVWxwzGCzh6GsX17AMrXrqUmK8uVKdp5e3sx+MIO9vP1Cw6hFX5ERERERETk16gJKyIiLUaIbwgXd74YgCprFZ+mfepwDIOXF+GXX2Y/L/rkE5fl93OdB7Yhom0QAHmZZjJ3nGiye4mIiIiIiIj7UhNWRERalOndp2Ogfm3V/+37HxarxeEYposuql+4FSiZ/zl1NTUuzfFHBi8DQyb/tG7thi8zsNVpNqyIiIiIiIicSk1YERFpUdqHtGds3FgA8ivzWZK5xOEYPpGRhCYlAWAtKqL02xSX5niyDn1a0To+BICC7DLSt+Q12b1ERERERETEPakJKyIiLc6MHjPsxx/u+dCptVbDrjh5g645Lsnr1xgMBoZOSbSfb/wqgzprXZPdT0RERERERNyPmrAiItLi9Gvdj56RPQHYW7iXzcc3OxwjcNAgfDvWLxVQsXkz1enpLs3xZO26h9O2cxgAxccr2Lf+WJPdS0RERERERNyPmrAiItLiGAwGrulxjf38gz0fOBXjdG3QVT8b9qe1YTctysBq0WxYERERERERqacmrIiItEhJCUm0CWwDwIojK8gyZzkcwzRlCgY/PwBKvlhAXWWlS3M8WUynMOJ6RgJQVljN3rWaDSsiIiIiIiL11IQVEZEWyehlZHr36QDYsPHRno8cjuEdFkbo+ecDUGc2Y/7a8U2+HHHybNht3x6mztqktxMRERERERE3oSasiIi0WNM6TyPAJwCABQcXUFJd4nCM8JM26Cqa23QbdAFExYWQ2C8KgEqzhfIs3ya9n4iIiIiIiLgHNWFFRKTFMvmZmJI4BYDK2krmHZjncAz/Pn3w69oVgKrtO6jau9elOf7c4As7gqH+uPSQLzWVtU16PxEREREREWn51IQVEZEW7eoeV2P4oav58d6PsdRZHLreYDD8bDbsXJfm93MRbYPoOjgagDqLgR3fZTfp/URERERERKTlUxNWRERatPjQeM5pfw4AeRV5pGSmOBwj9MILMQQGAmD+ciHWsnKX5vhzgy7ogMGrvnG8c3k2laU1TXo/ERERERERadnUhBURkRbvmh7X2I8/2PMBNpvNoeu9g4MxXXABAHUVFZgXLXJpfj9nigqg29ltALBUW9myJKtJ7yciIiIiIiItm5qwIiLS4g1sM5DuEd0B2F2wm2152xyOEXb5ZfbjorlzHG7kOqr/hDgMXvX32LUim9LCqia9n4iIiIiIiLRcasKKiEiLZzAYmNFjhv38wz0fOhwjoGdP/Hv3BqB6z16qdu50WX6/JsjkR1B8/TIE1to6Ni/KaNL7iYiIiIiISMulJqyIiLiFCQkTiAqIAmDZ4WUcKT3icIxTNuia07QbdAGEdqzB6O8NwN51xyg+XtHk9xQREREREZGWR01YERFxC0ZvI1d2uxIAGzZm753tcIzQ88/HKyQEAPPixVjNZpfm+HNevtBnbDsAbHU2Nnx5qEnvJyIiIiIiIi2TmrAtlM1m49ixYxw7dqzJ1y0UEXEXl3a5FH9vfwDmH5hPaU2pQ9d7BQZimjwZAFtVFSULvnR5jj/Xe3QsASFGANK35JF/2LGcRURERERExP2pCdtCvfzyy8TExBATE0NBQUFzpyMi0iKE+YcxObG+iVpRW8H8A/Mdj3GaN+gy+nkz4PwE+/n6BQeb9H4iIiIiIiLS8qgJ2wLt2bOHBx98kA4dOjR3KiIiLc7VPa62H3+892Nq62odut6/SxcCBgwAoCb9IJVbtrg0v1/Ta2QsIRH1M3gP7y4k50BRk99TREREREREWg41YVsYi8XCjBkzuPDCCxk/fnxzpyMi0uJ0MHVgVLtRAOSW57L08FKHY4SfMhv2E5fl9lu8jV4MuuCnP6yt/+KQlpoRERERERE5g6gJ28L885//JDMzk//85z/NnYqISIs1o8cM+/GHez50+PqQ887D22QCoHTJEmqLmn5matchbQiPDgQg92AJWbu01IyIiIiIiMiZwqe5E2gqOTk5rF27ljVr1pCamorFYqFdu3bMmTOnwTFSU1OZPXs2e/fupaamhri4OKZMmcKkSZMwGAy/ek1+fj5Wq/UPY/v6+hIREXHKaxs2bODpp5/mnXfeoU2bNg3OU0TkTDMkeghdwruQVpTGjvwdpOal0rd13wZf7+Xnh+niiyl87z1sFgsl8z8n8sYbmi5hwMvbiyGTO7LkzV0ArF9wiPiekRi8fv3niYiIiIiIiHgOj2zCdu3albS0tF+8npiY2OAY9957L//6179+8XHRt99+m7FjxzJv3jxMP8yiOtmgQYPIysr6w/jDhw9n9erV9vOKigpmzJjB2LFjufbaaxucp4jImchgMDCjxwweXvMwUD8b1pEmLEDYZZdS+N57ABR/8gkR11+HwatpPyDSsV8UreNDyMsqpeBoGQe2HKfLoOgmvaeIiIiIiIg0P49cjiArK4uYmBimTZvGiy++yMSJEx26/oknnuCFF17AZrNxwQUXMG/ePL7++mv+9re/4ePjw7Jly7jkkkt+9dqoqCjatGnzh1+RkZGnXHfvvfeSk5PDG2+84fT7FhE5k0zsMJFI//pn6dLDS8kpy3Hoer8OHQgcOhSAmqwsKjZscHmOP2cwGBg65ac/CG78MgOrta7J7ysiIiIiIiLNyyNnwu7fv5/4+PhTzhvqyJEjPPHEEwBcf/31vPvuu/bvTZgwgf79+3PVVVexdOlSPvnkEy677LJTrt+0aZPD+aanp/Paa6/x0EMP4e/vz7FjxwCorKwEIC8vD4BWrVo5HFtExFP5evtyebfLeS31NepsdczeO5t7Bt3jUIzwKy6nYv16AIrmzCVo2LCmSPUU7bqHE9s1jOz9xZTkV7JvbS49R8Y2+X1FRERERESk+XjkTNiTG7CO+u9//0t1dTX+/v4899xzv/j+9OnTGfrDzKnXX3/d6fucrLq6mjZt2vDWW2/Rt29f+9enn34KwOjRo7noootcci8REU9yedfL8fXyBWDegXmUW8oduj5kzBi8f/gDV+myZdTm57s8x5/7+WzYTV9lUFvzx2uJi4iIiIiIiPvyyCZsYyxatAiAc8899zdnnl566aUArFy5ktLS0kbfs2fPnhw7duwXX9dccw0Au3fvZtWqVY2+j4iIp4nwj+DCxAsBKLOU8fmBzx263uDrS9i0afUntbUUz5vv6hR/VXRHEwln1f+MKS+pYef32aflviIiIiIiItI8PHI5AmfZbDZ27arftXrQoEG/OW7w4MEAWK1Wdu/ebZ8Z25yqq6uprq62n5vNZgAsFgsWi6W50hJx2o91q/qVP3JF5yuYd2AeAB/t+YhLEi/B28u7wdcHXzSVgjffBJuNok8+IfS6azF4N/z63/JHNTxwUhyZO0+ADbYsyaTL0Ch8A/RjWVoOPYfFE6iOxd2phsXdqYbF3bmydvXb3kny8/MpL6//KOvvLWlw8vcyMjKarAlrMplo06YNXg3Yrfvpp5/mscce+8Xry5cvJzAwsCnSEzktUlJSmjsFcQOdfTpzoPYA2eXZvPjli/T07enQ9bFduhC0fz+1OTms/Pe/Ke/WzWW5/V4NB8b4U5FjpLqilnlvfo+pc43L7iviKnoOiydQHYu7Uw2Lu1MNi7uqqKhwWSw1YU/y4+xRgJCQkN8cd/L3XLEcwW959tlnefbZZxs09oEHHuDuu++2n5vNZtq3b8/o0aOJjIxsqhRFmozFYiElJYWkpCSMRmNzpyMtXFhOGH/5/i8A7A3ay71J9zp0fXlAALl/vQOAzhkZtD3peeqshtSweXAlcx/fgq3ORtWRQKbeMIqAEN9G31vEFfQcFk+gOhZ3pxoWd6caFndXUFDgslhqwp6ktrbWfuzj89v/1Zz84GgpU+r9/Pzw8/P7xetGo1EPOnFrqmFpiFFxo0g0JXKw5CCp+amkmdPoGdnw2bCmMWPIj46m9tgxKlaughMnMMbEuCS336vhyBgjPUe0ZdfKbCzVVnYszWHEZZ1dcl8RV9FzWDyB6ljcnWpY3J1qWNyVK+tWG3OdJCgoyH5cWVn5m+NO/l5wcHCT5iQiIn/MYDBwVY+r7Ofz0uY5dr2PD2GXXFJ/UldH8aefuTK93zVwUgI+xvofxztXHqW0sOq03VtEREREREROD82EPUlkZCQGgwGbzcaxY8d+c1xubq79uFWrVqcjNadpYy5xV1rAXRyV1C6JF3xeoKK2gkWHFnFHnzsINDZ8TezgqVM4MWsWWK0UffoppptuxNCIv3o2tIZ9A73oeU5bti89Sl2tjQ1fHuScq7o4fV8RV9FzWDyB6ljcnWpY3J1qWNydNuZqIoGBgcTHx5OZmcn+/ft/c9zJ3+vRo8fpSK3BkpOTSU5Oxmq1AtqYS9yfFnAXR/Tw6sFmNlNRW8ELX73AQL+BDl3ftltXgnfvwZqfz6qXXqKsV69G59SQGq4DDD7B2GoN7F9/jGLjQYzBtkbfW8QV9BwWT6A6FnenGhZ3pxoWd6WNuZrQ8OHDyczMZNmyZdhsNgwGwy/G/PjwiI2NJSEh4TRn+PtmzpzJzJkzMZvNmEwmbcwlbksLuIszEgoTuHrJ1QAcCDjAIxMecej6cpOJ3FtuBaDToUO0/fvfnc7F0Rre5n+YTV9lAQaCyhIYd1l3p+8t4gp6DosnUB2Lu1MNi7tTDYu708ZcTeiyyy7j448/5tChQ3z55ZdMmTLllO8fP36c2bNn28f+WpO2JdHi1+LuVMPiiD5t+tA9ojt7C/eyu3A36eZ0ukc2vJlpGjWKE+3aYTl6lIo1a7EdO4Zv+/aNyqmhNdx3XDy7VuRQWWrh0LYTFOdWERUX0qh7i7iCnsPiCVTH4u5Uw+LuVMPirrQxVxO68MILGTBgAAA333wzq1evtn8vJyeHiy66iLKyMoKCgrj33nubK00REfkNl3S5xH4874CDG3R5eRF22WX28+JPPnFZXn/E19+HgRMT7Ofrvzh42u4tIiIiIiIiTcsjm7BPPfUUI0aMsH8tWLAAgOzs7FNev/TSS39xrcFgYM6cOURFRZGfn8/IkSPp0qUL/fr1IyEhgXXr1uHl5cUHH3xATEzM6X5rIiLyByZ2mEiATwAAXx36igqLY2v4hF18Efzw187iefOx1dS4PMff0nNELCER/gAc3lNIdlrRabu3iIiIiIiINB2PXI4gLS2NNWvW/OL1qqqqU16Pj4//1es7derE1q1bueeee/jiiy84cOCA/Xtnn302zz//PGeffbbrE28CFotFuxCKW9IumuIsP4MfE+In8PnBzym3lLPo4CKmJk5teACTieAxYyj75hushYUUffMNIRMmOJyHszU8YGIc33+UBsC6zw8y+a6zWvzSN+KZ9BwWT6A6FnenGhZ3pxoWd+fK2jXYbDaP2375wIEDHD9+/A/H+fv7M3Dg7++cXV5eTkZGBjU1NbRv356oqChXpdkkkpOTSU5Oxmq1kpaWxuzZswkMDGzutERETqujtUd5vex1ANp5t+OWkFscuj7g4EHav/kWABUdO3L0z39yeY6/xWaD46sCqS33BiByQAUBra2n7f4iIiIiIiJSr6KigunTp1NSUkJoaGijYnlkE1bAbDZjMpnIzc0lMjKyudMRcZh20ZTGsNlsTF8ynf1F+wGYc/4cuoR3cej6w5MnY8nMAiBuwQJ8O3ZwKIfG1HBG6glS3tkLQETbIKbd1w+Dl2bDyuml57B4AtWxuDvVsLg71bC4u4KCAmJiYlzShPXI5QjkJ9qBUNydalicdUmXS3hyw5MALMhYwIOtH3To+vArriDvmWcBKJs/nzYP3O9UHs7UcOeB0WxfepS8rFIKc8rJ3F5Il8HRTt1fpLH0HBZPoDoWd6caFnenGhZ35cq69ciNuURERCZ1nIS/d/0mV18d/IrK2kqHrg+bOhWDry8AxV98QV1Vlctz/C0Gg4GhUxPt5xsWZmC11p22+4uIiIiIiIhrqQkrIiIeKcQ3hAkd6jfUKrWU8m3mtw5d7x0WRuj59dfXlZRgXrLE5Tn+nvbdI4jtGg6AOb+SvWtyT+v9RURERERExHXUhBUREY91SZdL7MefpX3m8PVhl19hPy6eM9clOTli6NSO9uPNizKordEGXSIiIiIiIu5Ia8J6OIvFgsViae40RBz2Y92qfqUxupu60ymsE+nF6aTmp7I3fy+dwjo1+HqfXj3x7dyZmgMHqExNpWzXbvy6NmyDL1fUcGS7QOJ7R5K1s4DykhpSlx2mz7h2TscTcYSew+IJVMfi7lTD4u5Uw+LuXFm7BpvNZnNZNGl2ycnJJCcnY7VaSUtLY/bs2QQGBjZ3WiIizWZ99Xq+qvwKgGG+w5gUOMmh601r19FmwQIAiocNJW/qVFen+LsspV4cXx0IGPAy2og+pwwv7WkgIiIiIiLS5CoqKpg+fTolJSWEhoY2KpaasB7KbDZjMpnIzc0lMjKyudMRcZjFYiElJYWkpCTtoimNUlpTyvjPx1NtrSbEGMI3F32Dv49/g6+3lpaSOXYstsoqDEFBdPhuGV4N+OOWK2t4+Qf7ObApD4B+57Vn0AUJjYon0hB6DosnUB2Lu1MNi7tTDYu7KygoICYmxiVNWC1H4OGMRqMedOLWVMPSWBHGCM5LOI8vD35JqaWU73O+58LECxt8vTEiAtMFF1D86WfYysup+OYbwi+7rOHXu6CGh05J5ODWfOqsNnZ+n0PfsfEEhvo2KqZIQ+k5LJ5AdSzuTjUs7k41LO7KlXWrjblERMTjXdrlUvtxozfomvuJS3JyRGirAHqOaAtAbbWVLUsyT3sOIiIiIiIi4jw1YUVExOP1iepj35Bra95WDhYfdOj6gF498e/ZE4Cq3bup3LnL5Tn+kQETE/Ax1v/Y3rUyG3NB5WnPQURERERERJyjJqyIiHg8g8HAtM7T7OfzDsxzOEbYFZfbj4vmznFJXo4IMvlx1pj2ANTV2ti0KPO05yAiIiIiIiLOURNWRETOCBcmXoivV/06ql8e/JJqa7VD15smTsQrOBgA86LFWEtLXZ7jH+k3Pg6/wPrl3Pevy6Uwt/y05yAiIiIiIiKO08ZcHs5isWCxWJo7DRGH/Vi3ql9xlUCvQMbFjWNx5mJKqkv45tA3nJ9wfsMD+PoScsEFlMyZg62yksLPvyDsyit+c3hT1LC3L5w1th2bFmZis8H6BQdJurG7y+KLnEzPYfEEqmNxd6phcXeqYXF3rqxdg81ms7ksmjS75ORkkpOTsVqtpKWlMXv2bAIDA5s7LRGRFiGzNpO3y94GIME7gZtCbnLoet/cYyS8/DIA1dFtyLrzTjAYXJzl76urhWMrgqirqf8wS+uzy/E11Z3WHERERERERM4EFRUVTJ8+nZKSEkJDQxsVS01YD2U2mzGZTOTm5hIZGdnc6Yg4zGKxkJKSQlJSEkajsbnTEQ9hs9mYtmgameZMAOZfMJ+E0ASHYhydcQ1VqakAxH7wPgH9+v3quKas4V0rclj7Wf3mYu26hTFxZm+XxhcBPYfFM6iOxd2phsXdqYbF3RUUFBATE+OSJqyWI/BwRqNRDzpxa6phcbVLu1zK85ufB2DBoQXcM+geh66PuPIKcn5owpbNm0fo4MG/O74pavisc9uzc3k2pQVVHN1XTN6hMmK7hrv0HiI/0nNYPIHqWNydaljcnWpY3JUr61Ybc4mIyBllcuJkjF71P0gXHFxAjbXGoetDzjsPL5MJAPPXS6gtKnJ5jn/E28eLwRd2sJ+v++Ig+mCLiIiIiIhIy6UmrIiInFHC/MNIik8CoLi6mGWHlzl0vZe/P2FTpwJgq6mh5IsFrk6xQboMjiaibRAAxzPMZO4saJY8RERERERE5I+pCSsiImecS7pcYj/+LO0zh68Pu/xy+3Hx3LnNMgvVy8vAkMkd7ecbFhzEVqfZsCIiIiIiIi2RmrAiInLGGdhmoH1Dro3HNpJZkunQ9X4dOxA4ZAgANZmZVGzY6OIMG6ZDn1a0TqhfHL4gu5y0TcebJQ8RERERERH5fWrCiojIGcdgMJwyG3b+gfkOxwi//DL7cdHcOS7Jy1EGg4GhU3+aDbtx4SGstXXNkouIiIiIiIj8Np/mTkCalsViwWKxNHcaIg77sW5Vv9JUzo87n5e3vkxtXS1fpH/BLb1uwejd8J0v/c89F++IcKyFRZSmLKUy9xg+rSLt3z9dNRydGEJslzCy04oxn6hi18oj9BjZtknvKWcGPYfFE6iOxd2phsXdqYbF3bmydg02bafsUZKTk0lOTsZqtZKWlsbs2bMJDAxs7rRERFqkueVz2WnZCcAVgVfQy7eXQ9e3+noJEd9/D0D+hPMoGj3a1Sk2SJ7SIb0AAMt+SURBVE2xF3nr6jfp8vKrI/qccry8myUVERERERERj1FRUcH06dMpKSkhNDS0UbHUhPVQZrMZk8lEbm4ukZGRf3yBSAtjsVhISUkhKSkJo7HhsxNFHLHx2EZu+e4WAIZED2HWmFkOXW85cpSsSZPAZsMnti3xixdj8Kpf6ed01/C3b+0hc0cBAIOnJNB3XPsmv6d4Nj2HxROojsXdqYbF3amGxd0VFBQQExPjkiasliPwcEajUQ86cWuqYWlKw9oNIy4kjsOlh9lwbAPHKo/RPrThzUtjxw4EDR9O+erV1GbnULNxI8EjR5465jTV8NCpiWTuLAAbbE85ylnntMcvUP/fkcbTc1g8gepY3J1qWNydaljclSvrVhtziYjIGcvL4MW0LtPs5/MOzHM4RvgVl9uPi+bMdUlezohsG0zXIdEAVFfUsi3lcLPlIiIiIiIiIqdSE1ZERM5oUxKn4ONV/8GQz9M/x2L9f/buO66J848D+CeBsJcCAgou3HvWWTfuPVpHratWW+229tdqh23VarWttnRYFa2jat1bUVFw74mKG5SNyA5k3O8PyjWRAAkEkuDn/Xr58sjd89z3Lk9C+Obu+Ro28bpTly6wrlQJAJB+9CgUsbFGj1FfL/WvAamVBABw5chjZKbmmCwWIiIiIiIi+g+TsERE9EJzt3dHN79uAICn8qc4+vioQe0l1tZwGzEi9weVCs82G341rbG4eNij4ctVAADKbBUu7HtosliIiIiIiIjoP0zCEhHRC294neHi8uaIzQa3dxsxHPi3INezf/6BoFQaLTZDtexTDdY2ubFcD3uC1KQsk8VCREREREREuZiEJSKiF14bnzbwdfIFAJyMPonHaY8Nai/z9oZTly4AAGVcHNKPHTN2iHpzdLVFk265xcXUSgHndj8wWSxERERERESUi0lYIiJ64T1foGvrna0G96FVoGuj6Qp0AUDzgKqwdcid5/b26Vg8jc4waTxEREREREQvOiZhiYiIAAyuNRjWEo0CXWrDCnQ5dugAWZXc+Vgzwo5D8diwq2mNyc5RhuY9qwIABAE4s+u+yWIhIiIiIiIiwNrUAVDpUigUUCgMSyQQmYO8ccvxS2XF1doVnXw74UjUESRmJSLkYQi6+nU1qA/nYUPxdOnPgCAgedM/QL26JhvDDV72xpUjUchKVeD+pQQ8ufsUlao5myQWskx8H6bygOOYLB3HMFk6jmGydMYcuxJBEASj9UYmFxgYiMDAQKhUKkRERGD9+vVwcHAwdVhERBbhjuIOVmesBgDUsa6D151eN6i9VVoaas6bD4laDaWTE+5/+j/A2nTfd6Y/kuFZuB0AwNZdCc+XWKSLiIiIiIhIX5mZmRg9ejRSUlLg4uJSor6YhC2nUlNT4erqipiYGLi7u5s6HCKDKRQKBAcHIyAgADKZzNTh0AtCLagxYOcAxGTEQAIJdg3ahcqOlQ3qI/ajGUg/eBAAED1mNNp99JHJxrBKqcamby8gLUkOAOj/TmNUruNmkljI8vB9mMoDjmOydBzDZOk4hsnSJSUlwcfHxyhJWE5HUM7JZDK+0ZFF4ximsja8znD8fOlnCBCw68EuTG8+3aD2FUeNFJOwbqfPmHQMy2RAmwE1cGjVTQDAud2PMPwTT5PEQpaL78NUHnAck6XjGCZLxzFMlsqY45aFuYiIiDQMrjUYVhIrAMC2O9ugVCsNau/Qpg1sqlXLXb53DzkPHhg9RkPUfskbFbxzp6WJe5CKrPQck8ZDRERERET0ImISloiISEMlh0ro7NsZABCfFY+wx2EGtZdIpXB79VXx59QtW4wan6GkUgkq+DiKP6uVnIWIiIiIiIiorDEJS0RE9JzhdYaLy5vvbDa4veuQwblzAQBI270HgtKwq2mJiIiIiIiofGESloiI6DntK7eHj6MPAOD4k+OISY8xqL11hQpw7NwJAKBKSkLGqVNGj5GIiIiIiIgsB5OwREREz7GSWmFo7aEAALWgxra72wzuw7n/AHE5ZfsOo8VGRERERERElodJWCIiIh0G1xoMqST31+TWO1uhUqsMau/Y6WWoHHILYqUdPgxVeobRYyQiIiIiIiLLwCQsERGRDt6O3uhUJXdKgbjMOJyIPmFQe4lMhrSmTQAAglyOtIMHjR4jERERERERWQYmYYmIiAqgWaDrn4h/DG6f2ryFuJyyg1MSEBERERERvaiYhCUiIipAhyod4OXgBQAIfRyKuIw4g9rLq/pBVq0aACDz7FkoYgwr8EVERERERETlA5OwREREBbCWWpesQJdEAuf+/XOXBQEpu3YbOUIiIiIiIiKyBNamDoBKl0KhgEKhMHUYRAbLG7ccv2Rq/av3xx9X/4BaUGNLxBaMrzceVlKrItvljV273r2AwEAAwLPt2+EyfhwkEkmpxvw8tVr9X1xKBRQKfgdLReP7MJUHHMdk6TiGydJxDJOlM+bYlQiCIBitNzK5wMBABAYGQqVSISIiAuvXr4fDv9W5iYioeNakr8Ft5W0AwOuOr6OOrI5B7X1/+x0ODx8CAB69Mx3Zvr7GDrFQSRftkBUnAwD4dE2HlR1/9RMRERERERUlMzMTo0ePRkpKClxcXErUF6+ELWemTZuGadOmITU1Fa6urujatSvc3d1NHRaRwRQKBYKDgxEQEACZTGbqcOgF5/jYER+EfgAAiKoQhfc7vV9kG80xnJmZiYQ5XwMAmiQnw/PNN0sz3HwORofjYVwSAKBbt25wdLMt0/2TZeL7MJUHHMdk6TiGydJxDJOlS0pKMlpfTMKWczKZjG90ZNE4hskcdKnWBZXsKyE+Kx6hT0KRrEhGJYdKerWVyWSo0K8fEud/ByEnB+l798Hnk08gKcNxLZX+N/2AtTVfU2QYvg9TecBxTJaOY5gsHccwWSpjjltOCkdERFQEa6k1htQeAgBQCSpsv7vdoPZWLi5w6to1t/3Tp0g/ccLYIRaqbGegJSIiIiIioucxCUtERKSHobWHQvJvOnNLxBaoBXURLbS5DhokLqfu3GnU2IiIiIiIiMi8MQlLRESkh8pOldG+SnsAQHRGNE5FnzKovdPLHWFVoQIAIO3QYajS0oweIxEREREREZknJmGJiIj0NKL2CHF5y50tBrWVyGRw6dsXACDk5CDtwAGjxkZERERERETmi0lYIiIiPXXy6wQPew8AQEhkCBKzEg1q7zr4vykJUnZwSgIiIiIiIqIXBZOwREREepJJZRhSK7dAl1JQGlygy65RI9jUqAEAyDx3DjmPnxg7RCIiIiIiIjJDTMISEREZYGjtoeKyoQW6JBIJXAcNFH9O3b3LqLERERERERGReWISloiIyAC+zr5oXzm3QNfj9Mc4E3PGoPauAwaIyyk7dkIQBKPGR0REREREROaHSVgiIiIDDa8zXFzeHLHZoLayKlXg0Lo1ACDnwQPIr10zamxERERERERkfpiEJSIiMlAXvy5wt3MHAByJPGJ4gS6NKQlYoIuIiIiIiKj8YxKWiIjIQDKpDINrDQaQW6Br5z3DEqnOvXpBYmsLAEjduxdCTo6xQyQiIiIiIiIzwiQsERFRMQyrPUxcNrRAl5WzM5y7dwMAqJKTkX78uNHjKxjnoCUiIiIiIiprTMISEREVg5+LH9r4tAEARKZF4lzsOYPauwwswykJJKXbPRERERERERWOSVgiIqJiKkmBLqcOHWDlnjuvbHpICFQpKUaNjYiIiIiIiMwHk7BERETF1N2vOyraVQQAHI48jKfyp3q3lchkcOnXFwAg5OQgdf+BUomRiIiIiIiITI9JWCIiomKSWckwyH8QAEChVmDXvV0GtXcdOEhcTtlZylMSEBERERERkclYmzoAKl0KhQIKhcLUYRAZLG/ccvySuRtYYyCCbgQBAP65/Q9G1R4FiUSi1xi2qlMbNv7+yLl3D1kXLiDz/gPI/HyNHqNa/V8xLoVCydcV6YXvw1QelJdxrFaroVQqoVbrXwSSygelUglra2ukp6fD2pp/vpPl4RgmU7KysoK1tTUkkuIXyTDmZwiJIAgsk1yOBAYGIjAwECqVChEREVi/fj0cHBxMHRYRUbm2In0FHigfAAAmOU1CDesaeretEHIUnvv3AwASA3rgaY8eRo8v6ZIdsmJlAADvLumwtuevfiIiS2Brawt7e3vY29tDKpWW6I9IIiKiF40gCFAoFMjMzERGRgaKkwLNzMzE6NGjkZKSAhcXlxLFwyRsOZWamgpXV1fExMTA/d/CL0SWRKFQIDg4GAEBAZDJZKYOh6hQBx4ewKcnPwUA9KnWB3M7zNV7DCtiY/GoZy9AECCrWhVVd+8y+h/ZwStu4sHlRADA6K9fglMFW6P2T+UT34epPLDUcSwIAhISEpCSkgIHBwc4OjrCzs6OidgXkCAIyMjIgKOjI597skgcw2QqgiBApVIhPT0dqampsLGxQZUqVSCVGjYza1JSEnx8fIyShOW14OWcTCazqA+cRM/jGCZL0LNmTyy4sADPsp/hUNQhfKb6DI4yRwBFj2GZnx8c2rRB5unTUERGQhUeDvtmzYwan1T63wdemcyarykyCN+HqTywtHH89OlTpKamwsfHBxUqVDB1OGRCarUaCoVCvBqayNJwDJOpubi4oEKFCoiMjMSzZ8/g5eVlUHtjfn7gK4CIiKiEbKxstAp07bxnWJEt14EDxeVnO3YYNTYiIrIsgiDg2bNncHZ2ZgKWiIjICOzt7eHi4oK0tLRiTUlgLEzCEhERGcGwOsPE5c13Nhv0y925Z09I7OwAAGl790HIyTF6fEREZBmUSiWys7Ph6upq6lCIiIjKDWdnZ5MXr2cSloiIyAhquNZAS6+WAIAHKQ9wKeGS3m2tnBzh/G9BLlVKCtJDQ0slRiIiMn8qlQoAWEWciIjIiKysrADkTpFhKkzCEhERGcnwOsPF5a13txrU1nXQf1MSpJTilAQsx0lEZBlYwIaIiMh4zOH3KpOwRERERhJQLQAuNrkVMw9FHkKmOlPvto7t2sHKwwMAkHb0GFTPnhkxMtN/4CAiIiIiInqRMQlLRERkJLZWthjon3tFa446B1cUV/RuK7G2hmv//rk/KBRI3bevNEIkIiIiIiIiE2ASloiIyIg0pyQ4l33OoAJd2lMS7DRqXERERERERGQ6TMISEREZkb+bP1pUagEAiFfH42riVb3b2tarB9vatQEAWZcvI+fRo1KJkYiIiIiIiMoWk7BERERGplWg657+BbokEglcBw8Sf+bVsERERGTuDh06BCcnJzg5OeHUqVOMhYioAEzCEhERGVlAtQA4yZwAAIcjDyNToX+BLpf+/YF/K3em7Npl0HQGREREZJhPPvlETNpdunRJrzZDhgwR26SkpJRyhOZPqVQiIyMDGRkZUKlU5S4WuVyOtWvX4rXXXkOTJk3g7e0NLy8vNGrUCCNHjsSqVauQmVn0Z72wsDBx3Gj+c3Z2hqenJ+rWrYsRI0Zg7dq1yM7OLrSvzMxMBAUFYfjw4ahbty48PT3h5eWFxo0bo3v37vjggw+wfft2JCUlFRnLN998U+i+UlJS0K1bN3H7MWPGQKFQFHm8RJSftakDICIiKm/srO0QUDUA2+5tQ6YyE4cjD2OA/wC92sq8vODYri0yTp6CIioKWZcuwaFFi1KOmIiI6MWUnZ2NjIwMANA7aZeVlSW24Zel5duGDRvw8ccf4/Hjx/nWxcfH48aNG9i4cSM+/fRTfPfddxg3blyBfalUKnHcPC89PR2JiYmIiIjA5s2bMX/+fGzduhV169bNt21YWBhee+01REZG6owJAI4cOYKffvoJMpkMOTk5hcZSWMI3Li4OvXv3xuXLlwEA48aNw/Lly2FtzVQSUXHwSlgiIqJSMKDmf0nXnfcMm1bAdZDGlATbdxgtJiIiIiLSz6xZszBq1Cg8fvwY9vb2+PDDDxEWFobo6GjExsbi1KlT+PTTT+Hk5ITY2FiMHz8eM2bM0KvvmTNnIi0tTfwXFxeHAwcOoEuXLgCA8PBw9OzZE2lpaVrtrly5gl69eiEyMhIymQzTpk3DsWPHEBMTg6SkJFy/fh2//fYbOnXqBABQq9XFPv6HDx+iY8eOYgL2ww8/RFBQEBOwRCXAJCwREVEpaOrRFBWkFQAAZ2LOIDYjVu+2zj16QGJvDwBI3b8f6iJuSSMiIiIi4/n9998xb948AECtWrVw/fp1LF68GB07doSPjw+8vLzQtm1bzJs3Dzdv3kTDhg0BAIsXL8aSJUuK7F8mk2lNSVCpUiX07NkThw8fRkBAAAAgMjISv/76q1a7jz/+GFlZWZBIJNixYwd++eUXdOrUCd7e3qhYsSIaNmyIqVOn4tixYzh79ixefvnlYh3/9evX0aFDB9y9excAMHfuXCxevBiSf6fMIqLiYRKWiIioFEgkEjS3aQ4AECBgz/09ereVOjrCOaAHAECdmor0o8dKJUYiIiIi0hYVFYX3338fAODq6orDhw+jZs2aBW7v6+uLw4cPw8PDA0BuojQveWkoqVSKr776Svx579694nJGRgaOHDkCAGjfvj369OlTaF+tW7dGSEiIwTGcPn0anTp1QnR0NKRSKZYtW4bPPvvM4H6IKD8mYYmIiEpJM1kzcXnnvZ0GzRunNSXBDk5JQEREZCmWLl0qXuGYVxhp69at6N27N/z8/ODl5YX27dvjp59+0jlfpy4XLlzAe++9h1atWqFKlSqoVKkSmjVrhuHDh2PdunUFzjWqUqmwZs0aDB48GP7+/qhYsSKqV6+O3r17IzAwEHK5vMh9p6am4uuvv0arVq1QqVIl1KxZE4MHD0ZwcLD+J+Vf586dw/Tp09GsWTOxwFXr1q0xe/ZsxMXFlWksBVm0aJE4T+pXX32FqlWrFtnGy8sLc+fOBQAoFAosXLiw2Ptv2bKluPzo0SNxOS4uTpy3uEqVKsXuvzAHDhxAjx49kJycDFtbW2zatAmTJ08ulX0RvYg4mQcREVEpqWhVEc09m+NSwiXcT7mP8KRwNPRoqFdbx7ZtYV2pEpTx8UgPDYUyORnWFSqUcsRERERUUjk5OWJSVKlUYsKECVi1apXWNvHx8Th16hS2bt2KAwcOwP7faYiel5GRgcmTJ2Pz5s351iUkJODKlSvYsmULRo4cib///ltr/aNHjzBw4EBcvXpV6/Hk5GQ8evQIBw4cwPfff48dO3agadOmOvd/7do19O7dG9HR0Vr7ffDgAXbs2IFPP/1UnH+0MHK5HFOnTsXq1avzrYuPj8f58+fx888/Y8OGDQVe4WmsWIqyYcMGAICdnR0mTJigd7vXXnsNH3/8MVJTU7Fx40b89ttvsLKyMnj/Uul/18ppzunq6uoqLl+9ehVqtVpr25LauHEjxo4dC4VCAScnJ2zfvh3du3c3Wv9ExCthiYiISlX/Gv3F5R339L+iVWJlBZf+/7ZVKpGqcTsaERERWYYvv/wS//zzD7799lvcvHkTSUlJOH/+PPr/+zs+LCwM3377rc62CoUC/fv3FxOwHTp0wD///INHjx4hMTFRTMCOHj0ajo6OWm2fPXuGrl274urVq5BIJHj77bdx8eJFJCUlITw8HLNnz4aNjQ0ePXqErl274uHDh/n2n5iYiJ49eyI6OhoymQyfffYZbty4IR7DG2+8gfnz52Pjxo2FngO1Wo0hQ4aICdiuXbtiz549iImJQVxcHLZt24YGDRogNTUVgwYNwvnz50stlqKEh4cjPj4eQO7t/JqJz6I4ODigXbt2AHKv2M0raGWoa9euicu+vr7isru7Oxo1agQAuHXrFj7++GO9rmTWx++//47Ro0dDoVDAw8MDR44cYQKWqBTwSlgiIqJS1KNqDyy8sBDZqmzse7APH7f6GDIrmV5tXQcNwtOVKwEAKTt2ouKYMcWKgTUUiIiITCMoKAhHjx4Vk3MAULFiRWzfvh0vvfQSLl68iN9//x1fffUVZDLtzwcLFy5EaGgoAGDKlCn47bfftAojubu7o0mTJhg6dGi+/X7xxRd48OABAOCnn37Cu+++q7X/b775Bq1bt8agQYOQnJyMd955B7t27dLq4/PPP0dsbG5h0bVr1+KVV17R6uPPP/+En58fvvzyy0LPwc8//4z9+/cDACZNmoQ///xT6zgGDx6Mrl27ok2bNrh9+zbefPNNXLx4sVRiKcqdO3fE5caNGxvcvnHjxjhw4AAAICIiQmtqAX0tWLBAXM4r0pVn/vz5GDhwIARBwA8//ICgoCD07t0b7dq1Q/PmzdGsWTM4OTkZtL+///4b9+/fBwD4+fnh4MGDqFevnsFxE1HRmIQlIiIqRc42zujm1w37Hu7Ds+xnCHsShm5Vu+nV1q5uHdjWq4fsW7cgv3oV2fcfwLZmjVKOmIiILMWAn48jIS3b1GGUOk9nW+x6p6OpwyiWKVOmaCVg81hZWWHKlCmYMmUKnj59iuvXr6N58+bieqVSiR9//BEAULNmTSxZskTvyvRyuRwr//0St2XLlloJWE0DBw7EsGHDsGXLFuzZswcPHjxAjRq5nzMyMzOxZs0aAECvXr20kp6aZs2ahb/++gv37t3TuV6tVovzo1auXBm//PKLzuNwdXXFokWLMGDAAFy6dAknT55E+/btjRqLPvLm8AWACsWYBqpixYo6+yqKIAi4ceMG5s2bh02bNgHITbK/8847Wtv1798fmzZtwvTp0xEXF4fk5GT8/fff4lQUVlZWaNq0KYYOHYopU6aIxcIKk5eABYBvv/2WCViiUsTpCIiIiErZwFoDxeWd93Ya1NZ14H9tU3YZ1paIiMq3hLRsxKbKy/0/S040Dxs2rMB1zZo1E5efnw7g3LlzYhJv9OjR+a6SLcyZM2fEOWlHjRpV6LZj/r3LRhAEHD16VGv/eX28+uqrBba3srIqMCkKAJcuXRLncB0zZgzs7OwK3LZ3797itApHjhwxeiz60Cyiqm/SW5PmHK0KhaLA7RYuXCgWb3NycoJMJkPjxo3FZKq3tzd2796tM4k6fPhwPHjwAKtXr8bgwYO1tlGpVLh48SJmz56NGjVq4K+//ioy5gYNGojHOnXqVBw8eFDv4yUiw/BKWDORnZ0t3i7yPG9vb7i5uZVtQEREZDRtfdrCw94DiVmJOPb4GJ7Jn8HNzk2vti79+yF+0SJArUbqjp3wfOcdSIxYhIGIiCyXp7OtqUMoE5Z8nP7+/gWu0/wbLy0tTWvd7du3xWXNZK0+NK8EbdKkSaHbaq6/e/euzj7y5iEtSGHrw8PDxeWXXnqp0H6sra1Ro0YNXL9+HTdv3jR6LPrQvJL12bNnBrdPTk4WlwubT1ahUORL0jo7O6NJkyYYMGAA3nzzzUKvxLW3t8frr7+O119/HQDw+PFjXL58GUePHsXff/+N6OhopKenY/z48XB2dsaQIUMK7GvIkCF4//33MWXKFGRlZWHQoEHYunVrgQXSiKj4mIQ1Ezdv3kTz5s3h4+MDFxcXrXVz5swp9Bs/IiIyb9ZSa/Sr0Q+rw1dDqVZi38N9GFWv8CtT8sgqVYJj+/bIOH4ciuhoZF24AIfWrUs5YiIisgSWeou+OdGsXl/YlYuacnJyxGVr68L/pC7syk/NqybVarXWupSUFHH5+b8Pi6KZ0C2qrWaiMDU1tVh9FLZeMyk5fvx4vPHGGwD+u+L0+f8zMzPztTNWLPqoWbOmuKyZQNbXjRs3xOU6deoUuN3MmTPx+eefiz/b2dkVOZYK4+vrC19fX/Tv3x9z587F1KlTsWrVKgiCgE8++aTQJCwATJ48GdbW1njjjTcgl8sxZMgQbN68WSwgR0TGwUtpzMzChQtx69YtrX9MwBIRWT7NKQl23dtVyJb5uQ7SmJJgJ6ckICIiMhbNq1H1vfIxbztra2uDiyDpy9nZWVzOuxVfX3m39OvTNj09Xec+i9tHUbGkpKQgJSUFqampSE1NRVpaGtLS0pCeno709HQxGa2Z6DZWLPpo3LixeAXq2bNnxaSwPhQKBU6dOgUg90pVzTl+nyeTybSmIyhJAvZ5tra2+P333+Ht7Q0gt9hYZGRkke0mTJiAVatWwcrKCtnZ2Rg2bBi2b99utLiIiElYIiKiMlGnQh3Uq5hb6OBa4jXcT7lfRIv/OHfvDqmDAwAgdd9+qOXyUomRiIjoRZNXiAqA1i3wBVGr1YiIiAAAVK9evbTCQu3atcXla9euGdRWMy7NKzN10bzaU7Od5nJR5+XWrVsFrtOcjmHPnj1i0rWof7t37zZ6LPqQSqUYOnQogNyEbt4crfrYvHmzOI9v//79tZLHZc3W1hZNmzYVf9a3SNjYsWOxZs0aWFlZIScnB6+88gq2bNlSWmESvXCYhDUzOTk5uH//vjh5ORERlR8D/Yt3NazUwQHOPXsCANTp6UgPCTF6bERERC+iTp06ics79bjb5MiRI+LVmJ07dy61uNq0aSNOFbBx40atglFFadu2LWxtc+fR/eeffwrddtOmTeKy5vG0adMGNjY2AIBt27YV2sfWrVsLXNe+fXtxioAjR45oXf1Z2D/NaRyMFYu+Zs6cKU5TMWvWLL0SmKmpqfjkk08A5Bb0+t///lfiOEoqISFBXPb09NS73ahRo7B+/XpYW1tDoVBg5MiR2LhxY2mESPTCKZdJWEEQcPPmTSxfvhwTJkxA8+bN0ahRI/Tt29egfo4dO4Y333wTL7/8Mtq0aYMRI0Zg7dq1UKlUBba5d+9evukEdP0r6HaAyZMno3PnzqhevTq8vLwwf/78QvdHRESWo0+NPrCS5H6o33VvF9SCuogW/9GakmAHpyQgIiIyhqpVq4oFiI4dO1Zoki8rK0srufbWW2+VWlw2NjaYPn06gNyrWb/55hu92zo5OWHMmDEAgLCwMKxfv17ndidOnMDatWsBAF27dkXdunXFdc7OzuK0eFu3bkVIAV8A//7774VeqWtjY4MPPvgAAPDLL7/g5MmTeh+HsWPRV506dTBnzhwAQFxcHPr06VNoIjY1NRX9+/dHVFQUAOCDDz5AixYtShzH854+fYrRo0fjzp07RW67e/duXLx4EQBQt25d+Pr6GrSvV155BRs3boRMJoNSqcSYMWOwbt26YsVNRBqEcsjb21sAkO+fv7+/Xu1VKpXwxhtv6OwDgPDSSy8JCQkJOttWq1atwHaa/zp06KDVLiIiQli6dKmQnp4uCIIgZGdnC19//bUAQHjnnXcMPgcpKSkCACExMdHgtkTmICcnR9i+fbuQk5Nj6lCIiqWgMfz2obeFRqsaCY1WNRJORZ/Suz+1UilEdO4ihNetJ4Q3aCgoDHh/37/smvDLlMPCL1MOC6lJWXq3oxcb34epPLDEcZyVlSWEh4cLWVl8vy4rt2/fFlxcXAQAgkwmEz799FMhPDxcUKlUgiAIQnJysrBt2zahWbNm4t9z06dPL7C/77//XtyuoL8bBUEQ7ty5I24XFBSUb31mZqbQokULcZvhw4cLx48fF7KzswVBEIT4+HjhxIkTwkcffSR89NFHWm1jYmIELy8v8Zi++eYbISYmRjyeX3/9VTxmBwcH4fr16/n2HxUVJbi6ugoABGdnZ+GXX34RkpOTBUEQhOjoaOGLL74QrKyshEGDBokxhoWF5etHLpcLHTp0EAAItra2wocffiicO3dOkMvl4vrIyEjh+PHjwtdffy106NBBiIiIKJVY9KVWq4WJEyeKfXl4eAiLFi0S7t27JyiVSkGlUgkPHz4Ufv75Z6Fy5cpaz5FCodDZZ0hIiLjdrFmzDI4pISFBACBIpVIhICBAWL58uXDr1i1xPGRnZwsXLlwQPvzwQ0Emk4n72rp1a7Fj2bFjh2BjYyPud/Xq1QbHrVKphOTkZPH1RGQqxf39mpiYKAAQUlJSShxDuUzC2tvbC/Xr1xcmTZokrFy5UhgyZIhBSdhPPvlEfEMaM2aMcPjwYeHUqVPCN998I9ja2goAhPbt2+t8E+nWrZtQt27dIv+NHj1ar1iGDh0qSKVSITo62qBzwCQsWTpL/KOJSFNBY3j/g/1iEvazsM8M6jNu0aLcJGzdekLS6r/0bsckLBUH34epPLDEccwkrGmcPn1aqFq1qtaFMxKJRExAaf579913C0y0CYLxkrCCIAhxcXFC586d88WgmWQDILz66qv52l69ejXfMT3frmLFisKRI0cKjDE0NFRM1urqY9y4ccK+ffuKTHympKQII0aMyHcceX9fP//v5s2bpRaLIX744Yd8+5RKpYKVlZXWY/b29sK8efMKTTQaKwmr65+dnV2+x5ycnISVK1eWOJbdu3eLz5NUKhVWrFhhUNxMwpK5MIckrPFK8JmR6OhorSqXZ86c0bvtvXv38MMPPwAA3nnnHSxdulRc17ZtWzRp0gSDBg3CyZMnsXbtWrz++uta7Q8fPlyy4J/TtWtXbN26FVevXoWPj49R+yYiorLXxa8LnG2ckZaThuBHwZjVZhYcZA56tXUdOBBJfy4HAKTs3ImKr481eP+CAXPKERERvSjatGmDmzdvYs2aNdi+fTvOnz+Pp0+fIicnB3Z2dvD390fnzp0xZcoUNGnSpMzi8vDwwLZt23Ds2DGsWbMGJ06cQEJCAlQqFXx8fFCrVi0MHjwYI0eOzNe2cePGCA8PR2BgILZs2YJr164hKysLtra2qFu3LgYOHIj3338f7u7uBe7/5ZdfRnh4OObOnYudO3ciOjoa1tbWaNasGd5++22MHz8e+/fvL/I4XFxcsGnTJpw4cQIrV65EaGgoHj16hOzsbDg4OMDT0xPVq1dHt27dEBAQgDp16pRaLIb44IMP8Prrr2PlypXYv38/rly5guTkZK0pA6VSKcLCwtCyZUuj7vt57u7uuHr1Kk6dOoVTp07hypUriIuLQ2JiIuRyOaRSKTw9PdGoUSP06tUL48aNQ6VKlUq83379+mHHjh0YPHgw5HI53njjDSiVSrz55ptGOCqiF4tEeAH+Gps6dSr++OMP+Pv74+7du4Vu+8UXX+Cbb76Bg4MDnjx5opXMzdO5c2eEhoaiY8eOCAsLK6Woc82fPx+fffYZjh49atDE76mpqXB1dUViYmKhv1SJzJVCocDevXvRt29fyGQyU4dDZLDCxvDXp77GPxG5hTLmdpyrVbCrKA+GDoP830rGNffshq1G1eGCHFh+HXfPxwMAxs5tBxd3e733Ry8uvg9TeWCJ41gul+PBgweoUaOGVnEiKnuCIEChUIhFofSlUCiQnZ0NIHd+1sL6zyvyZWdnB2vr/NdIqdVqpKamwsXFBVKpVHxMEASxeJQhcnJyDD4eTUqlMl+cKpUKWVlZAAAHBwcxTn1kZ2eLRcRMHYu+8vaxZMkSzJ49G0BuAbKjR48W+j6jGZuNjU2JnofnyeVyg94vihOLXC6HUqkEkFt8zNHRUa996RrDRKZQ3N+vSUlJ8PDwQEpKilhosLj4CnjOvn37AADdunXTmYAFgGHDhgHIncj82bNnRtlvTk5OvscUCgX+/vtvuLm5oXXr1kbZDxERmZ5m0nXnPcOKbLFAFxERUdmQSCTFSpTJZDI4OTkVmoDN6z9vO10J2IJIpdJiJWABlDjxpytOKysr8TgMTbIVNwFbGrHoK28fn332mVjU7eTJk5gxY4Ze7ZycnIyagAVg8Bc2xYnFzs5ObKNvApaItJXL6QiKS61W48aNGwBQ6K0EeQlRQRBw48YNdOjQocT7njRpEtzc3NCjRw9UrVoVjx49wqJFi3Dz5k2sXbsWDg6F36qanZ0tftsK5F4JC+QmchUKRYnjIypreeOW45csVWFjuIFbA/g5+SEqPQpnY84i6lkUvB299erXvmcvYOH3gEqFlJ074TbtbUiK+CNDrVaLy0qlkq8r0gvfh6k8sMRxrFAoIAgC1Gq11vs3vZjyblzNGxNkXlavXo0WLVrg8ePHWLp0Kdq0aaNzaogXGccwmYu8uwgUCoVBX2QZ8zMEk7AaEhISxEvyq1atWuB2musePXpklCTs8uXLsW7dOqxevRr379+Hvb09WrZsid9//x2NGjUqsv38+fMxZ86cfI+HhIQUmcAlMmfBwcGmDoGoRAoaw3WUdRCFKAgQ8OOBH9HZTv8pZyrXrgWnW7ehjI3F0cBAZBUxJUFSjB2A3NvjQkJCYG1f7mciIiPi+zCVB5Y0jq2treHt7Y309HSdd8vRiyktLc3UIZAOMpkMy5cvR//+/cV5UmvWrIl69eqZOjSzwzFMppaTk4OsrCyEhoaKU2voIzMz02gxMAmrQfNNwdnZucDtNG8rMdYbia2tLSZOnIiJEycWq/2nn36KDz/8UPw5NTUVfn5+6Nq1K+eEJYukUCgQHByMgIAAi5nDjUhTUWO4WXozHN6ZW8zxjs0dfNfnO0gkEr36TpNIEDfzEwBAg/gEeL3zTqHbH4q7ifsxiQByCz46V+Qcg1Q0vg9TeWCJ41gulyMqKgpOTk6cE5YgCALS0tLg7Oys9+cEKlsBAQF49uyZWKzL2PO9WjqOYTIXcrkc9vb26NSpk8FzwhoLk7AaNCscFnZpsubcM4Zkz0uTra2tzvl0ZDKZxXzgJNKFY5gsXUFjuFqFamjl1Qrn487jYepD3E65jcaejfXq061nTyTM+RrqjAxkBAfD6ssvILUvuNiW5pxo1tbWfE2RQfg+TOWBJY1jlUoFiUQCqVTKIjYk3r6dNybIPHGO1IJxDJO5kEqlkEgkBn8mMObnB74CNGi+cRZ2ubHmusKumCUiIipMcQt0Se3s4Ny7FwBAnZGBtMNHjB4bERERERERGQ+vhNXg7u4OqVQKtVqNmJiYAreLjo4Wlz09PcsitGJjYS6yVJZYSINIkz5juEuVLrCzsoNcJce+B/vwfrP3YWOl3+1rjv36IWXLVgDAs+3b4dCrZ4HbsjAXFQffh6k8sMRxzMJcpIlFjcjScQyTuWBhLjNjb2+P6tWr4/79+7h582aB22mua9CgQVmEprfAwEAEBgaKUyuwMBdZOksqpEGkS1FjuI60Dq6qriIlJwVLdy1FAxs9f6+o1ajh5gbZs2fIOHkSBzZuhKqAuzNYmItKgu/DVB5Y0jhmYS7ShUWNyNJxDJOpsTCXGerUqRPu37+Pw4cPQ61W65yz5MCBAwCAatWqoVq1amUdYqGmTZuGadOmITU1Fa6urizMRRbLEgtpEGnSdwy7Rbth+tHpAICYijGY0WmG3vtIun8fyX8uh0StRpvsHLi92lfndizMRcXB92EqDyxxHLMwF2liUSOydBzDZC5YmMsMjRw5EqtWrUJkZCQ2bdqEkSNHaq2PjIzExo0bxW3NnSUVISDShWOYLF1RY7ijX0d42nsiISsBYdFhSFelo4JdBb36rjBkCJL/XA4ASNuzG56TJurcjoW5qCT4PkzlgSWNYxbmIk0sakSWjmOYzAULc5mhXr16oWPHjgCAt956C3v27BHXRUREYNCgQcjKyoKrqytmzND/aiUiIiJdrKRW6F+zPwBAqVZi34N9ere1rVkTdo0aAQCyw29CHhFRdCPOREBERERERFTmymUSdvbs2WjUqJH4b9OmTQCAqKgorcd79eqls/369evh5+eHZ8+eoX///vDy8kKNGjVQr149XL58GTY2Nti0aRM8PDzK8rCIiKicGuA/QFzeeW+nQW1dBw0Sl1N3GtaWiIiIiIiIyka5nI7g8ePHuHHjRr7Hc3JytB5PT0/X2d7Pzw+XLl3CrFmzsGHDBsTHxwPIvYWzZ8+emD9/Ppo0aVI6wRuZQqGwqGqwRHkssZoxkSZDxnB1p+qoV6EebiXfwo2kG7ideBs1XWvqtR+HngHAggWAUolnO3fBbfp0SJ6r9imo/7v8ValU8nVFeuH7MJUHljiOFQqFWEWclcSJleXJ0nEMk7lQq9UQBAEKhQJWz/29VBhjfoaQCHmviHLkyZMnSE5OLnI7Gxsb1KlTp9BtlEolYmNjkZOTAx8fH9jb2xsrzFIRGBiIwMBAqFQqREREYP369XBwcDB1WEREVIST2SexN2svAKCTbSf0tO+pd9vKq1bB6eYtAEDU5DeQVauW1vqky3bIismdy8i7czqsHcrdr34ionLD2toa3t7e8PPzg42NjanDISIiKhdycnIQFRWF2NhYKJVKvdtlZmZi9OjRSElJgYuLS4liKJdJWAJSU1Ph6uqKmJgYuLu7mzocIoNZYjVjIk2GjuGn8qfova03lIISlewrYc+gPbCS6vcNbfqBg4j9d55y54ED4DV3rtb6w0G3cO9iAgBg1Fet4ezOattUNL4PU3lgieNYLpcjKioK1atXN6h6M5VPrCxPlo5jmMyFXC7Hw4cP4efnZ9Dv16SkJPj4+BglCVsupyOg/1hSJVgiXTiGydLpO4a9ZF7oWKUjjj4+iviseFxKuoR2ldvptQ/XgB6Id3aGOi0N6YcOo/JXX0GqcReEVPrfB15ra2u+psggfB+m8sCSxrFKpRKriLOSOLGyPFk6jmEyF1KpFBKJxODPBMb8/MBXABERkZnQLNC1694uvdtJbW3h0rs3AEDIzETaoUNGj42IiIiIiIiKj0lYIiIiM9HFrwucbZwBAIciDyFDkaF3W9dBA8XllB07jR4bERERERERFR+TsERERGbCxsoGfar3AQBkKbNw6JH+V7Tat2gBWZUqAICMU6egiIsvlRiJiIiIiIjIcJwTtpxTKBRQKBSmDoPIYHnjluOXLFVxx3Df6n2xKWITAGD73e3oW62v3m2d+vdH8h9/AGo1knfuQIXx4wEAavV/NTiVSiVfV6QXvg9TeWCJ41ihUEAQBKjVanEuRXpx5dXRzhsT9OJ68uQJLl26BADo2rUrHB0dTRyRfjGVpzFsjs9BWUpISMCZM2cAAB06dECFChVMHJFh1Go1BEGAQqGAlZV+BZAB436GYBK2nAkMDERgYCBUKhUAICQkBA4axVmILE1wcLCpQyAqEUPHsCAIcJe6I0mdhPNx57Fu9zpUkOr3AUfm4owa/y5Hr1+PU5UqAQCSYuwA5E4oHxISAmsHQXcHRDrwfZjKA0sax9bW1vD29kZ6ejpycnJMHc4LLTo6GvHx8UhOToaNjQ3c3NxQu3Zt2NjYGNyXXC5HREQEkpOTIZVK4eHhAU9PT3h4eBTa7unTpzh79qz4s62tLbp27arXPs+dO4ekpCTx5wYNGqBq1aoGx15SkZGRiI+PR2pqKhwdHeHj42OSOCzd3r17MXXqVADAmTNnUKdOHRNHZFhMaWlpZRVWqSnt58DcXythYWEYMWIEgNxz0a6dfkWEzUVOTg6ysrIQGhoKpVKpd7vMzEyjxcAkbDkzbdo0TJs2DampqXB1dUXXrl3h7u5u6rCIDKZQKBAcHIyAgACLqWZMpKkkYzjmegx+vforAEBeQ46+DfW/GjbqwAFkX70G25hYdPf3h23dujgcdwv3YhIA5H5r7+xuZ1A89GLi+zCVB5Y4juVyOaKiouDk5AQ7O75fl7Xw8HD89NNPCA4ORmRkZL71NjY2aNGiBUaMGIExY8bA09Oz0P4OHTqERYsWISQkROcf/d7e3ujUqRM6d+4sJnc0XbhwAaNGjdJ67Nq1a2jQoEGh+83IyMDQoUORnp4uPrZ06VJMmzat0HbGcuXKFfz4448IDg5GbGxsvvXe3t4YNGgQpk6diiZNmpRJTJbO3t5eXHZycoKLi0up7CcyMhJXr14FAHTv3l1rv8WJSRAEpKWlwdnZGRKJxPgBl6HSeA4s6bWieYGfo6NjqY3B0iKXy2Fvb49OnToZ9PtV88uskmIStpyTyWQW84GTSBeOYbJ0xRnDg2oPEpOwex7swZSmU/T+0Oo2eDDirl4DAGTs2QunRo0glf7X1tramq8pMgjfh6k8sKRxrFKpIJFIIJVKIZWyhEdZyc7OxnvvvYdly5aJt0/b2NigXr16cHd3h0qlwpMnT3D//n2cPn0ap0+fxpdffonZs2fjk08+0dnnzJkz8f3334s/+/j4oE6dOrCxsUFMTAzCw8MRGxuLTZs2YcuWLXj77bfz9aHr939QUBAWL15c6PFs2rRJKwGb11dpjym5XI5p06YhKChIPI+Ojo6oV68eKlasiGfPnuH+/fuIjY3FH3/8gWXLlmHixIlYtmwZx3sRNM9Pab4/7N+/H2+99RYA4MGDB6hevXqB21atWhX9+vUDALi4uOiMKW8KgrIYf6XNmM+BJb5WymoMlhapVAqJRGLwZwJjfn6wrDNGRET0AqjsVBmtvVsDAB6mPsS1xGt6t3Xp0wf494NC6u7dEP6dnoaIiIh0y8zMRJcuXfDHH39AEAQ0a9YMW7ZswbNnz3DlyhUcOXIEx44dw927d/Ho0SMsWrQIlSpVQnp6On777Tedfa5YsUJMwDZs2BBhYWGIjo7G0aNHcfDgQVy7dg0JCQn49ddfUbduXb3irF27NgBgzZo1Rc5RuGLFCgAo01vWMzMz0bVrV6xcuRKCIKBFixbYtWsXnj59ivPnz+PgwYM4e/Ys4uPjcejQIfTq1QuCIGDFihWcesNCdenSBbt378bu3bvh6+tr6nAsBl8rLy4mYYmIiMzQgJoDxOWd93bq3c66QgU4deoEAFAmJCDj1GnAwm/9IiIiKk2TJk3C6dOnAQATJkzA2bNnMXToUJ23Yfv5+eGjjz7C3bt38fbbbxd4p8qCBQsAAM7Ozjh06BA6duyYb5uKFSvirbfewvXr1/Hzzz8XGeeYMWNga2uLhIQE7NxZ8GeDmzdv4tSpUwCAiRMnFtmvsUyePFk8j6+99hpOnz6N/v3755tDVyqVonv37ti/fz/WrVvHaTfohcPXyouL0xEQERGZoZ7Ve2LemXmQq+TY92AfZraeCRsr/QqBuA4aiPTDhwEAKTt2APXGlWaoREREFuvo0aPYsGEDAKBt27ZYtmwZrK2L/jPZ2dkZgYGB2L17d751CQkJuHPnDoDcudi9vb0L7cva2lq8/bsw7u7uGDx4MDZu3IgVK1Zg2LBhOrdbvnw5AKBZs2Zo2bJlkf0aw7Fjx7B+/XoAQMuWLbFy5Uq9buEdPXo0qlSpUmSl8rS0NNy6dQvJyclwcXFBnTp1ULFixULb3L9/H+Hh4QCAXr16ifEkJibi9u3byMnJgb+/f4GFj+RyOQ4dOgQAqFmzZpHz8ALAvn37oFKp4OPjU+i5L87xFOXKlSuIioqCvb09unfvXuB2cXFxOHfuHADg5ZdfhqurK4DceS9PnTqFa9f+uwPryJEjqPRvodc8rVu3hpeXFwDgyZMnuHTpEoDcse7o6FhojKZ4HnXJzMzEkydPEBMTg5ycHHh4eKB+/fqwtbXVu4/iMsfXyvPu3r2LyMhIODk5oU6dOnBzczOofR5BEHD79m3ExsZCEARUrVoV/v7+erePjo7GvXv3kJmZCQ8PD3h7e8PHx8fipkHQIlC5lJKSIgAQEhMTTR0KUbHk5OQI27dvF3JyckwdClGxGGMMfxL6idBoVSOh0apGQvDDYL3bqbKzhVsvtRHC69YTbjZrLuz//bLwy5TDwi9TDgspCZnFjodeLHwfpvLAEsdxVlaWEB4eLmRlZZk6lBdC7969BQACAOHIkSNG6fPevXtinwMGDChRX4cPHxb7+vnnn4WDBw8KAASpVCpERUXl2z4nJ0fw9PQUtw8ODtZqr8uZM2eEXbt2Cbt27RJSU1OLFWffvn3F/Rw4cKBYfehy4cIFoW/fvoJMJhP7zzv+jh07CocPHy6w7ffffy9un5CQIMTFxQkjRowQrKystPpq06aNcOnSpXzt1Wq14O/vLwAQWrRoUWSsJ06cEPtcunSp0Y9nzZo14vY3b97Mt37cuHECAKFKlSqFxrlt2zaxn3PnzomPh4SEaMVU0L9t27bpHZMgCIJKpRKOHj0q9OnTxyTPY57k5GRhzpw5Qrt27fK1BSDIZDJhyJAhwvXr1wvsQ5/jLYo5vlby7Nq1S6hfv75We1tbW2HixIlCamqqsG/fPvHxsLCwAvtJSEgQPvroI/G9SPOfv7+/EBQUVGgcf/31V7448v5VqlRJmDJlihAREWHoKSr279fExEQBgJCSkmLwPp/HK2HLOYVCUeR8QUTmKG/ccvySpTLGGO5XrR/23N8DANh+Zzs6V+6sX0OJBE49eyL1n38gZGUhJyYGgM2/8Sj5uiK98H2YygNLHMcKhQKCIECtVosFbah0yOVyhISEAACqVKmCzp07G+Wce3l5QSaTQaFQ4MSJE4iLi4Onp2ex+hL+LdiTt9ytWzdUq1YNjx49QlBQEGbNmqW1/bZt25CQkAA7OzuMGjUKFy5c0Gqv6/g+//xzHDx4EEDu1ZSNGjUyKEa5XI4jR44AyC0+1r17d6Ocx3Xr1mHSpEni67dOnTqoWrUq4uPjcfXqVRw/fhw9evTAvHnzMHPmzHztNc/d48ePMWjQIERFRaFJkybw9PTEw4cPcffuXZw5cwadO3fGmTNn8s2hO27cOHzxxRe4ePEiLl++XGh1+pUrVwLILeg2cuTIfOegpMej2Z+u9wfN4y3s/BfUT4UKFdC3b19ERUWJV8N269Yt3y3wlSpVEtsUFZMxjtsYzyMARERE4MsvvwSQOxVI5cqV4eXlhfT0dERGRiImJgbbtm3Dvn37sHv3bnTt2lXvc6cvc32tAMDSpUvxwQcfiD83btwYXl5eePjwIVauXInz58/j888/F9cXdPyXLl3CoEGD8OTJEwC546pJkyaQSqW4ePEi7t27hwkTJuD48eP4448/8k3p8tVXX+Gbb74BAFhZWaFhw4bw9PRERkYGnjx5gujoaPzxxx9o0qSJQVfV5sUsCAIUCkWRVxRrMuZnCCZhy5nAwEAEBgZC9W8hlpCQEDg4OJg4KqLiCw4ONnUIRCVSkjGsFtRwljgjTUhD2JMw/LP7HzhKC7/NK4+dhwfybsrKuH8fcKgHADh6NATWDkLBDYmew/dhKg8saRxbW1vD29sb6enpLMBSyk6dOoXs7GwAubcFp6amGq3vnj17Ys+ePXj69Cm6d++Ozz77DN27dzf4duesrCyt5bS0NIwaNQrfffcdVqxYgenTp2slMZYtWwYA6NevH6ysrJCZmanVXtcxqjSKeKanpxt8Hk6dOgW5XA4g9zympaUZ1F6XS5cuiUklHx8fLF++HO3btxfXh4eHY9KkSbh16xY+/fRT+Pn5oV+/flp95MUEAGPHjoWXlxe2bt2qlbj5+++/MX36dKSmpuKDDz7A33//rdXH0KFD8dVXX0GtVmPZsmWYN2+ezngzMzOxadMmAEDfvn0hk8m0zqMxjkdzLOh6nvISRYIgFPocavaTkZEhblutWjWsW7cOK1euxEcffQQA+PHHH3Xe5p/XpqiYzOV5BHKT47NmzULfvn11Ti0RFhaGjz/+GLdv38bYsWNx8eLFfAnooo63KOb6Wjlz5oz4nNeuXRsrV67U+jLm2LFjmDRpklYSVnPs5ImNjUW/fv0QFxcHOzs7zJ07F6+//ro4xYtcLse3336LwMBArFixAnXq1MGbb74pto+OjhZfYz169MCvv/6a7wusp0+fYufOnfD19TX4/Ofk5CArKwuhoaFQKpV6t9N8Hy0pJmHLmWnTpmHatGlITU2Fq6srunbtCnd3d1OHRWQwhUKB4OBgBAQE6DVHDpG5MdYYvnfpHlbfXA011FDWVqJv3b56tRMEAZG7d0MRFQXrtHTg3+/junTpChcPTupPReP7MJUHljiO5XI5oqKi4OTkxCIspUzzD/gaNWrAxcWlwG2PHj2K9PR0neuaNGmSL1H1888/4/Lly3jy5Alu3LiBMWPGwM7ODi1atECzZs3QokULdOzYEbVr1y40Rs3iYPb29nBxccHUqVOxcOFCPHr0COfPnxfn/3z8+LF4Ze/UqVPh4uKidUFOXvvntW/fXkwOV65cudDzoIvmefT39ze4vS5z586FQqGAtbU1du/ejWbNmmmtb9u2LYKDg9GoUSOkpKRgzpw5ePXVV7XmitR8/aSmpiIsLCxfbFOmTMGJEyewbt06BAcHQ61Wa81/6eLigh49euDgwYP4559/8OOPP+p8L9m+fbuYUJs8eXK+/RjjeDTHgpOTU7595MUlkUgKfQ40+3F0dMy3reZ507WfgvrSta3mce/atQvNmzc3+LiN8TwCua/Twq5k7tevH2rXro369esjJiYGJ0+exODBgw063qKY62vlu+++g1qthqOjI/bv34/q1atr9TFgwABs2bJF6+pgXWPnww8/RFxcHABg1apVGDFihNZ6FxcXLF26FElJSdiwYQMWLFiAadOmiec1ODhY/FJoyZIlOq90dXFxwbvvvmvYSfqXXC6Hvb09OnXqZNDv16SkpGLtTxcmYcs5mUxmMR84iXThGCZLV9IxPLj2YKy+uRoAsOfhHrze6HW927oOHIjEwEDkTqGUF481X1NkEL4PU3lgSeNYpVJBIpFAKpUWXXzkj85AenzZBGZKTpWAKceM3m1KSoq47ObmVuj5fvvtt3H79m2d63777TdMnTpV67EaNWrg4sWLmD17Nv766y9kZ2dDLpfj5MmTOHnypLhdo0aN8NFHH2HcuHH5bssFoPVY3rioVq0aAgICcODAAQQFBSEgIABAbtJDrVajRo0a6N69u7j98+2f9/XXXxd43Pow5DzqIy4uDof/LTA6fPhwtGjRQud2vr6+ePvttzF//nzcuXMH586dQ7t27cT1mufuww8/LLC40PDhw7Fu3TqoVCpcvXoVXbp00Vo/adIkHDx4EImJidi7dy+GDBmSr49Vq1aJMfXu3VvrHBjreDT71PX+oHm8hT0HRfVT1Hp9t9U87oEDB6J58+Y6+yqr51GTIAh4+PAhHj9+jPT0dK2rwZ2cnJCeno6LFy9i6NCheh+vPszxtRITE4OjR48CAMaPH4+aNWvq7KNz587o0aOHeGfJ88efkZGBdevWAcj9YufVV18tMO4vvvgCGzZswNOnT7F37958yVogN/Fp7AJcUqkUEonE4M8Exvz8YMElxYiIiMq/WhVqoYF77i1T4UnhuJt8V++2roMGllZYRERkDtLjgbTo8v+vlBLNmle1ad7yrEvXrl3Rr18/8V/Lli2L7L9SpUpYtmwZ4uPjsWHDBkyfPh0dOnTQunrs+vXrmDBhAgYOHGjQ9BOTJk0CkDsHbHJyMgRBQFBQEABg4sSJOhO6pcWQ86iP06dPi8u9e/cudFvN9adOnSpwO13ze+bRvNouPj7/WBs8eLB4d2neOdZ0//59hIaGAsidQ/b5xFFpHI8l0DzuHj16FLptWTyPQO7t8tOnT4enpydq1qyJTp06oW/fvhgwYID4L++Kd2Ne/ZjHHF8rZ86cEZd79uxZaB+FrT9x4oT4HvZ88vp59evXh7e3d75Y2rZtK87VOmLECCxduhRRUVGF9mVpeCUsERGRmRvoPxDhSeEAgJ33d+LDlh/q1c6malXYN28OlPwzHhERmSOnSqaOoGyU0nF6eHiIy4mJiYVu+9tvv2n9vHnzZp1Xb+ni4uKCV199VbwyTK1W4+LFi1i1ahX++OMPKJVK7N69G7Nnz8bChQv16nPQoEHw8PBAYmIi1q1bh3r16uHhw4ewsrLC+PHj9erDWAw5j/qIiYkRl2vUqFHotpqJN812z/Py8ipwnWZiTHPOzzw2NjYYM2YMli5din379iE2NlZMIAG5iVlBECCRSDBhwoR87UvjeCyBZvy65pXVVBbPY3h4OLp27SomaG1tbVG7dm14enrC3t5e/OLi0KFDyM7OLpWCjub4WomNjdW7j8LWR0ZGisvp6enYv38/gP8Kqz3/f95UKZpJVj8/P3z99deYNWsW4uLi8N577+G9995D9erV0a5dO3Tu3BmDBg3Sev1ZGiZhiYiIzFyfGn2w6NwiKAUl9tzbg/eavwcrqX4VPV0HDQQ2PirlCImIyCRK4Rb9F0njxo3F5UuXLpXZfqVSKVq1aoVWrVqha9euGD58OIDcRO/cuXP1uvXVxsYGY8eOxY8//ogVK1agbt26AIBevXrB19e3VON/nuY8mxcuXChxf5pXBNvY2BS6reb6wq4k1rcSel6C6HkTJ07E0qVLoVQqsWbNGnz88ccAchPqq1fnThvVqVMnnXNYlsbxWAJzex4nTJiA+Ph4ODo64pdffsGoUaN0Fspzd3cXC/YZmzm+VjSXi3rvKWwfmsWrvvrqq0L70aQ5RQMAfPbZZ2jbti1++uknBAcHQy6X4+HDh3j48CH+/vtvvPPOO5g0aRIWL15skUXomYQlIiIycxXtKqKjb0ccjTqK+Kx4nIk5g/ZV2hfZDgBcevcG/vlT/FnQmPOKiIjoRebr64s6deogIiICV69eRUxMDHx8fMo0hmHDhqFRo0a4fv060tPTcefOHZ2V23WZNGkSfvzxR1y+fBnXrl0THytrVapUEc/jtWvXEBUVBT8/v2L3V6FCBXE5ISGh0G0111esWLHY+yxK06ZN0aJFC1y8eBFBQUFiEvbQoUPilXy6roIFyu548irQq4r4rGdoRfni0jzuoq76LO3n8e7duzh79iyA3PlIC7paXC6X49mzZ0bffx5zfK0U93l6nmZB+JdfflnvomPPFxIDgG7duqFbt27Izs7GhQsXcPLkSYSGhopJ2d9//x1JSUnYtGmTXvswJ5wTloiIyAIM8h8kLu+8v1PvdlZubrDW+FCkTH5mzLCIiIgs2uTJkwEASqUSS5YsMUkMmrdqK5VKvds1bNgQbdq0AZCbeKtUqRIGDBhg9Pj08eabb4px/Pjjjwa1zcrKglqtFn/WvEJZc85LXTTXa7YrDRMnTgQA3Lx5U5xHc+XKlQAAZ2fnAqenKKvjcXV1BQA8ffq00ETs1atXC+3HWPMJa8Z//vz5Qrct7efx3r174nKHDh0K3O7EiRNaY7E0mNtrpVGjRuJyXqK6IOfOnStwXfPmzcXl9957D7t379br37fffltgn7a2tmjfvj1mzJiBnTt3IioqSiw+9s8//yAuLq7QeM0Rr4Qt5xQKRanMZUJU2vLGLccvWSpjj+F2Xu3gYuOC1JxUHH50GM9aPoOjzFG/xlZS4N+7spRK/l4g/fB9mMoDSxzHCoUCgiBArVaXejKAgClTpuCnn37CkydPsHjxYvTq1QudO3cusp3mc/P8c6VQKJCZmSkmxQqjVCpx5coVALm3Wvv5+Wn1pXlbdd640DRz5kysWLECQG7hHSsrq3yxFdbeWN5880389NNPePz4MZYsWYLevXsXWYwJAJ49e4aBAwfi4MGDsLOzA5CbFKpSpQqePHmCv/76C5999pnWfJ95BEHAH3/8ASB3PtBOnToVeO4Kez0V9lxqGjlyJGbMmAG5XI6VK1eiVq1a2L59OwDglVdegZ2dnc62xjqeouKsXbs2gNzby8+ePSsm6DVlZWXh77//LrQfzVvOn0/6Pa+wmDSPe8OGDZgzZ47O28fL4nnULJb2+PHjAvtYtGiR1n6f307fsVIYc3utNGrUCJUrV0Z0dDSCgoLwzjvv6Jz2ISUlRevK0+ePv169emjQoAHCw8OxbNkyDBkyxLATo4eKFSti/PjxuHjxIoDc59LT01Pv9mq1GoIgQKFQ6D21BWDczxBMwpYzgYGBCAwMFL/5CgkJsch5MojyBAcHmzoEohIx5hiuj/o4gzOQq+T4YfcPaGlbdGVmAMjKkgO5n9Vw8tQpSO/pmbwlAt+HqXywpHFsbW0Nb29vpKenW/yckJZi9erV6N+/P+RyOfr27Ytvv/0Wr7/+eoHzIwqCoHU1oVwu17rFOykpCa1atcL06dMxduxYVKqku7CYQqHAxx9/jCdPngAAAgICIJFItPrSLDCUlZWV71byvNt28zy/XnOeRl3tgdy5KfNuM+7QoQOcnZ11xluUoKAg9OvXDzk5ORg4cCDmz5+P119/vcBkx/79+/HJJ58gMjISqampWuN92rRp+Oyzz/D48WNMnDgRv/76a75+5s6dK165N27cOFhbW2sdn2b1+bS0tALns0xPT9dqU9Dt+lZWVujbty+2bt2KDRs2wNfXV5w79JVXXin0Nn9jHI/mWEhPT8+3v/bt20MikUAQBHzxxRfYuHGjVvJRqVRi6tSpePr0qfhYRkZGvn40b1W/cOFCoVN0FBVT3nFHR0dj0qRJJnse/f39IZVKoVar8eOPP6J79+7i9A15Fi5ciIMHD0Imk4kXsz1/PEUdr77M7bXy5ptv4quvvsL169cxY8YMzJkzR6u9UqnExIkTkZGRIT6ma+zMnj0bo0ePxsGDB/H+++/j888/L3Se2cePH6NixYpizurJkydwdXWFk5OTzu3VajUOHDgAIPd3pbu7u0HPQU5ODrKyshAaGmrQXQea76MlJREKmnmaLFpqaipcXV0RExOjNTcHkaVQKBQIDg5GQECAXsUJiMxNaYzha4nXMO7gOABAq0qtsKzHMr3a7Xl3HZ4Iubc6Dp9eAxXrlm3BDrJMfB+m8sASx7FcLkdUVBSqV68uXu1Epe/YsWMYNWqUeHurr68vevfujebNm8PDwwNSqRRPnz5FeHg49uzZg7t37wLITcxt3LhR66qvxMREsYq7tbU1OnfujI4dO6JGjRpwcXFBamoqrl+/js2bN+Phw4cAcqu+Hz9+HDVr1tSKKyQkRLxKbunSpZg2bZpBx3Xo0CH06tWr0PZ9+vTBwYMHAQBXrlzRuj3ZUEeOHMHIkSORlJQEILeaev/+/dG4cWNUrFgRz549w927d7F9+3bcunULAODm5obY2Fit16harUb//v3FhEuTJk0wfvx4VK1aFXFxcdi4cSNCQ0MB5M4pGRYWlu/io8WLF2PmzJkAgLi4OK3K9Jru3r0rFjZbsWJFgfOFArlf6PTu3RsAYGdnB7lcjnr16uHGjRuFnhdjHM/atWsxblzu58AbN26gXr16+fYzduxYrF+/HgDQsWNHjB07FhUrVsSDBw+watUqPH78GLNnzxbPy5kzZ9CqVSutPjIyMlClShWkpaWhWrVq+PDDD1G1alUxodu6dWtxfBcVkzk9j2+88QaCgoIA5F79OXHiRPj6+iI2NhYbNmzAyZMnMWvWLCxfvhxxcXGYOHEi/vzzT60+9HkO9GVOrxWlUokuXbrg1KlTAHLndB05ciQqVaqEyMhIrFy5EhEREfjyyy8xe/ZsALnvmR07dsx3XHPnzsUXX3wBAKhWrRqGDRuGxo0bw8XFBSkpKUhISEBkZCRCQkIQHh6udR7nzp2Lb775Bu3atUO7du3g4+MDLy8vCIKAqKgobN68WZwS4a233sIvv/xi0DnPK/Ll5+dn0O/XpKQk+Pj4ICUlRe+5bgskULmUkpIiABASExNNHQpRseTk5Ajbt28XcnJyTB0KUbGUxhhWq9VC/639hUarGgmNVjUSHqc91qvd9qmrhF+mHBZ+mXJYSAyPMlo8VL7xfZjKA0scx1lZWUJ4eLiQlZVl6lBeODExMcK7774rODg4CMidyKfAfy4uLsL48eOFmzdv5usnJSVFaNCggSCRSIrsB4AwYMAA4cGDBzpjOnz4sLjdzz//bPAxBQcHF9m+V69e4jbXrl0zeB/Pi4qKEt58803BxsamyHP4zjvvCAkJCTr7yc7OFt5++23BysqqwD5eeeUVISUlRWf777//XtyuoH0IgiDcuXNH3C4oKKjQY1Or1UK1atW0Yli4cKFe56Wkx7NmzRpxO13jThByx163bt109u3j4yOcPn1a2LZtm/jYuXPndPbz559/Fhjntm3bDIopKytLmDRpksmfx/T0dKF3794FxjBz5kxBqVQKXl5eAgBh0qRJ+frQ53gNYS6vFUHIHTv9+vXT2dbJyUnYsWOHsG/fPvGxsLCwAvvavHmzUL169SLf+6pWrSpERf33t8mqVasEZ2fnQtvIZDLho48+EhQKhcHnu7i/XxMTEwUAhZ4/fXE6AiIiIgshkUgw0H8gll5aCgDYfW83pjSdYuKoiIiIygdvb28sWbIE3377LUJDQ3Hq1CnExMQgOTkZMpkMFSpUgL+/P1q2bIkOHTrA1tZWZz8uLi64ceMGnj17hjNnzuDKlSuIi4tDQkICUlNTYW9vDy8vLzRq1Ai9evUqtDq6u7s7evbsCWtra9SoUcPgY/L09ES/fv0AoMD2bdq0EW/NLvFVXsi9iviPP/7Ad999h5CQEJw+fRrx8fFISUmBk5MT/Pz80LZtW3Tv3h2OjgVPkWRjY4PAwEB89NFH2LFjB65du4Znz57B2dkZ9erVw4ABAwq9atff31889oJuYQcAR0dHcbuiKtVLJBLMnj1bnAsWAF5//fVC2xjreHx9fcU4C7pd28XFBYcPH8aePXuwf/9+REdHw83NDS+99BLGjBkDJycnnD59WuzHzc1NZz9vvPEGOnbsiK1bt+LmzZtITU0Vpzz09vY2KCYbGxssWrQI//vf/7Br1y6TPY+Ojo7Yt28fDh48iD179uDx48dwcnKCv78/Ro0aJc6pGxAQgOTkZDRt2jRfH/ocryHM5bUC5I6d3bt3IzQ0FDt37sSjR4/g6OiIJk2a4PXXX4eHhwcuXrwoHr/mtBXPGzZsGAYPHowjR44gNDQUDx8+RHp6OipUqIBKlSqhevXq6NatG+rUqaPVbty4cRgzZgxOnz6NkydP4smTJ4iJiYFarYanpyeaNm2KgQMHonLlygacZfPC6QjKqbzpCBITEzkdAVkkhUKBvXv3om/fvhZz+yCRptIawzHpMei1pRcECKjmUg27Bu8qsortjrdW47GQ+2F05Ht14F6f0xFQ0fg+TOWBJY5juVyOBw8eoEaNGpyOgKBWq5GamgoXFxet+T2JLAXHMJmL4v5+TUpKgoeHh1GmI+ArgIiIyIL4OPngJe+XAACPUh/hSsIVE0dERERERERERWESloiIyMIM8B8gLu+6t8uEkRAREREREZE+mIQlIiKyMD2q9YC9tT0AYN/DfchWZZs4IiIiIiIiIioMk7BEREQWxlHmiB5VewAA0nLScCzqmIkjIiIiIiIiosIwCUtERGSBOCUBERERERGR5bA2dQBUuhQKBRQKhanDIDJY3rjl+CVLVdpjuLl7c3g5eCEuMw7HnxxHXFocKtpV1LmtAEFcVipz+LoivfB9mMoDSxzHCoUCgiBArVZDrVabOhwyMUEQxP85HsgScQyTuVCr1RAEAQqFAlZWVnq3M+ZnCImQ94qgciEwMBCBgYFQqVSIiIjA+vXr4eDgYOqwiIioFBzMOojQ7FAAQF/7vmhv217ndpnbYvDUrg4AoEqLGEi8nMosRiIiMoy1tTW8vb3h5+cHGxsbU4dDRERULuTk5CAqKgqxsbFQKpV6t8vMzMTo0aORkpICFxeXEsXAJGw5lZqaCldXV8TExMDd3d3U4RAZTKFQIDg4GAEBAZDJZKYOh8hgZTGG76fcx/A9wwEA9SrUw/o+63Vut+fddXgiVAUADH+7OirW9yuVeKh84fswlQeWOI7lcjmioqJQvXp12NnZmTocMjFBEJCWlgZnZ2dIJBJTh0NkMI5hMhdyuRwPHz6En5+fQb9fk5KS4OPjY5QkLKcjKOdkMpnFfOAk0oVjmCxdaY7huh510ci9Ea4nXcet5Ft4kP4AdSrUybedRCJB3owE1nxNkYH4PkzlgSWNY5VKBYlEAqlUCqmUJTxedHm3b+eNCSJLwzFM5kIqlUIikRj8mcCYnx/4CiAiIrJgmgW6dt/bbcJIiIiIiIiIqCBMwhIREVmwPjX6wFqae2PL7vu7oVTrP78RERERERERlQ0mYYmIiCxYBbsK6FSlEwAgISsBZ2LOmDgiIiIiIiIieh6TsERERBZuoP9AcXnHvR0mjISIiIiIiIh0YRKWiIjIwnXy7QRXW1cAwJHII0jPSTdxRERERERERKSJSVgiIiILJ7OSoU/1PgCAbFU2gh8FmzgiIiIiIiIi0sQkLBERUTnAKQmIiIiIiIjMF5OwRERE5UAjj0ao4VoDAHAh7gIepz02cURERERERESUh0lYIiKickAikWhdDbvr/i4TRkNERERERESamIQlIiIqJ/rX7A8JJACAXfd2QRCEfNsI6vyPERERERERUemyNnUAVLoUCgUUCoWpwyAyWN645fglS2WKMexu447WXq1xNu4sotKicCHmApp6NoVmLlal5O8F0g/fh6k8sMRxrFAoIAgC1Go11Gq1qcMhE8v7QjVvTBCVtu3bt2PHjtz6AsuWLYNMJitRfxzDBTt//jwCAwMBAHPmzEHVqlVNHFH5plarIQgCFAoFrKys9G5nzM8QEkHXZTJksQIDAxEYGAiVSoWIiAisX78eDg4Opg6LiIjKyKWcS9iSuQUA0MqmFQY7DEbW9hgk2dYBAFRpFgOJj5MpQyQiokJYW1vD29sbfn5+sLGxMXU45d4///yDkJAQAMD//vc/vZIgv/zyC8LDwwEAixYtyvf3VkREBH766SfxZxsbGyxevFivP/rnz5+PqKgo8edXX30VnTt3Rnp6OmbOnKnPIRXq008/hZ+fn9ZjT58+RUhICMLDw5GcnAypVApPT094eHigYcOGaNGihd5jUa1W44MPPoBCocCkSZPQsmVLrfPRp08fDBgwQGfb//3vf0hNTS3R8Y0fPx4vvfRSsc5X5cqVMXv27BLt/3nGPKay8t1332HBggUAgJiYGNjZ2ZXZvo0lOzsb58+fx/nz55GYmIjU1FQ4OzujcuXKaNWqFVq2bGlQEq607NixA+PHjwcAhIaGonHjxqYNqJzLyclBVFQUYmNjoVQq9W6XmZmJ0aNHIyUlBS4uLiWKgVfCljPTpk3DtGnTkJqaCldXV3Tt2hXu7u6mDovIYAqFAsHBwQgICCjxt69EpmCqMdxF0QV7t+1FljILt4Rb6N6rOw7t3wL8+5Vru3ZtUbEBv2WnovF9mMoDSxzHcrkcUVFRcHJyssjkh6W5fv06/v77bwDA+++/r9cf2GFhYTh48CCA3ITs823S09PFPvMMGzYM/fr1K7TfBw8e4Pvvv9eaTqht27YAAJlMlq/P4pgxY4YYb0pKCj799FMEBQUhJyenwDb29vZo3769eMyFCQsLw19//QWJRIJFixbBxcVF63zUqFEDY8aM0dl2+/btiIuLK8ZR/ad3795wcXFBTk6OweerYcOGWLhwYYn2/zxjHlNZsbW1FZddXFxK/D4kCALS0tLg7OwMiURS0vAKlZiYiMWLF+O3335DWlpagdv5+vpi6tSpeP/992Fvb1+qMRVGc9+Ojo5l+jy/iORyOezt7dGpUyeDxnVSUpLRYmAStpyTyWQW84GTSBeOYbJ0ZT2GXWWuCKgWgJ33diJdkY7jscchkUBMwlpZ8zVFhuH7MJUHljSOVSoVJBIJpFIppFKW8Chtmkkhfc95UW00f5ZKpVCr1QgKCirwCtA8q1atgiAIYhvNfbm4uCAoKKjAtrNnz8aTJ09gb2+PX3/9tcDtqlevDqlUipSUFHTr1g2XL18GAFStWhWDBg1CnTp1YGNjg5iYGISFhSE0NBRZWVk4evSoXudm167cwqBt2rRB5cqV852PvLGty5IlS5CVlaVz3W+//YazZ88CAH744QdUqFBB53YdO3bM95w0b94c7777bpGxV6hQweivOWMeU1kpzmuiMJpjuTSP48yZMxg6dCiio6MBAJ6enujZsycaN26MChUq4OnTp4iIiMCOHTvw+PFjzJ49GytXrsS9e/dKLaaiPP9ewff80iWVSiGRSAz+TGDMzw9MwhIREZUzA/0HYue9nQByC3T1RNndwkZERET/6d69O4KDg7F7927Ex8ejUqVKOrdTqVRYtWoVAKBHjx75rjq1tbUVb1vWZdGiRXjy5AlsbGwK3S7P7NmzxQTstGnT8OOPP+pMNERHR2PJkiWFJnY15c0lOmjQIL221/Tqq68WuG7//v1iwnLEiBHw9fXVu9+qVavqdU5KQ2kdE2m7ePEiunbtiqysLFhbW+Pbb7/Fe++9p/NqR4VCgWXLlmHWrFl49OiRCaKlFxnT7EREROVMa+/W8Hb0BgCceHICaoFFEIiIiEyhb9++8Pb2hkKhwF9//VXgdgcOHMDjx49hbW2N119/vVRjUiqVWLNmDQCgZs2aWLJkSYFXelWuXBkLFizA9evXi+w3PDwcd+/eBVC8JCxRcWRkZGDo0KHIysqCVCrFtm3b8MknnxR4u7lMJsO0adNw5coV1K1bt4yjpRcdr4QlIiIqZ6QSKfrX7I/l15ZDJaiQpcwCTF97gIiI6IVjbW2NcePGYcGCBVixYgVmzJihc7sVK1YAAPr37w8vL69SjSkmJgYpKSkAgNatW+tVoKhatWpFbrN9+3YAQO3atVG/fv0SxUi5RbfPnTsHHx8fzJ8/v8DtTp06hT/++ANAbmE3Hx8frfXbt28Xn5s///wTMpkMycnJ+OeffxAREYGkpCS8+uqr6N27d4H7iI2NxaZNm3D37l1IJBLUr18fQ4YM0XusJiQkYNu2bbh58yaePXsGV1dXNGjQAH369IG3t7defRTkt99+E69offfdd9G/f3+92lWrVg2hoaGFbhMfH499+/bhxo0bxY77ypUr2LNnD6KiouDi4oJmzZph6NChWnPv6kOhUCA0NBQnTpxAXFwcJBIJqlWrhj59+qBRo0ZFtr969SqOHDmC+/fvQy6Xw8PDAz4+PmjevDk6dOhQ6vP1Ui4mYYmIiMqhAf4DsPzacgBAJpOwREREJjNp0iQsWLAAt27dwsmTJ9G+fXut9fHx8eJcqpMmTSrT2GJjY43WV95UBIMHDzZan+Zg48aN2LdvHwDgrbfeQps2bcpkvyEhIdiyZQvq1q1baBL23r17WL16NQDgf//7X74k7OXLl8X1v//+O1avXo133nkHcrlc3KZBgwYFJmF//vlnfPTRR1AoFFqPf/TRR5g3bx7ee++9AmNTKpX47LPPsHTpUmRnZ+dbb2Njg+nTp+O7774r9rybeVNlWFtbF/glR0EKKmKuVCoxa9YsLFmypNhxZ2Rk4I033sCGDRvyrfP19cW2bdv0jnPTpk2YOXOmzukTZs6ciaFDh2L58uU65xWOj4/H2LFjCy2s5+Pjgw0bNqBTp056x0TFwyQsERFROVTTtSYaezTGtcRrUKoVRTcgIiKiUlG7dm106tQJoaGhWLFiRb4k7F9//QWFQoHKlSujT58+CAkJKdV4qlSpAnd3dyQlJSEsLAwhISHo2rVrifqMiYnBuXPnAJS/qQjOnTsnJjF79+5dZknY0rB27VpMnjwZrVu3xqBBg+Dm5oawsLACt1+9ejXeffddvPTSSxgyZAgqVKiAW7duYc2aNUhKSsL777+P7OxszJw5M19btVqNoUOHil8w1KpVCyNHjoSfnx+io6OxYcMG3L59Gz/88ANu3LiBPXv26HVVtqb79+/jwYMHAIBWrVqhSpUqBrXXxRhxK5VK9OnTRzy3TZs2xYgRI+Dp6Ym7d+9i7dq16NatG7744osi45k3bx5mzZoFAHBycsKoUaPQtGlTAEBoaCg2b96MrVu34s6dOzh58iScnJy0jqV///44d+4cJBIJunfvji5dusDDwwNpaWl48uQJLl26hLCwMERGRpb43FHRmIQlIiIqpwb6D8S1xGumDoOIiOiFN2nSJISGhmLTpk1YsmSJVqIkbyqC8ePHG5yEKg6pVIq3334b33zzDdRqNXr16oVXX30VQ4YMQbt27fJdSamPnTt3QhAEeHp6ol27dqUQdfFdvHhRr8Jc48aNK3Ey2tx98MEH+Prrr/H555+Lj02bNg3Jyck6t58xYwZmzZqFb775Rut29U8//RTdu3fH9evXMWvWLPTp0weNGzfWartkyRIxkTlkyBCsX79ea57WWbNm4Y033sBff/2FAwcOYOHChfj0008NOp5Lly6Jy61atTKobUE0437llVewZs0a2NjYGBT34sWLxQTs9OnTsWTJEkilUq0++vTpgzlz5hQay759+zB79mwAQPPmzbFnzx6t1+e0adMQHByMAQMG4Nq1a/jkk08QGBgorg8LCxO/HPn5558xbdo0nfuJjY2FUqks8txQybEwFxERUTnVu3pvWEv5fSsREZGpDR8+HK6urkhPT8fGjRvFx0+cOIFbt25BIpFg4sSJZRbPF198gVGjRgHInWty7dq1GDZsGCpXrgxvb2/069cP8+fPx+3bt/XqL28qggEDBmglm8xBVFQUVq9eXeS/go515MiRCAoKQlBQkEVfBQvkJio1E7B5dN3GDgBNmjTJl4AFgEqVKmH9+vWQSCRQKpX44YcftNYrlUp8//33AAA/Pz/88ssvWolMILdA1rJly+Dv7w8gN3GpOUWCPhITE7ViKqnn4w4KCjI4boVCgZ9++gkA0LhxY/z000/5XhOurq7YsGFDkYnPTz/9FIIgwMHBATt37tT5BUlAQIB4JfKKFSuQkJAgrouIiBCXR44cWeB+vL294evrW2gsZBz8y4yIiKiccrNzQ2ffztoPCoJpgiEiIqN7dferSMxKLHpDC+dh74GN/TcWvaEZc3BwwKhRo/D7779jxYoV4tyveVfBdunSRUzqlAVra2usX78e48ePxy+//IIDBw4gJycHABAXF4e9e/di7969+Oyzz9CvXz/8+uuvqFq1qs6+0tPTceTIEQDmORVB8+bN8e677xa5XUFX8LZq1cpoV1ma2pQpUwza/q233iqwYFPjxo3x8ssvIzQ0FHv27NFad+HCBcTExAAAJk6cCAcHB5192NraYsqUKZg5cyaSkpJw6tQpg65GTk9PF5cL2ochNOOeNGlSseI+f/68ONfym2++WeDV7VWrVsWAAQPwzz//6Fx/8+ZNXLlyBQDw2muvFZoknTp1Kr755htkZ2dj//79GDt2LADAzc1N3Gbbtm144403Cjl6KgtMwhIREZVjA/0HIgJnTR0GERGVgsSsRMRnxps6DNLTpEmT8Pvvv+PUqVMIDw+Hn58fNm3aJK4zhZ49e6Jnz57IzMzEuXPncOnSJVy+fBlHjx4ViwDt2bMHrVq1wqlTp3Qmivfv34/s7Gw4ODggICCgrA+hSFWrVtVrOoIXwUsvvWTQ9kVNLdGuXTuEhoYiISEB0dHRqFy5MoDcYmB5np8D+XkdOnQQly9fvmxQElYzyZiamqp3u4Joxq0Zly4FxX316lXxcX3OX0FJ2DNnzojLPXr0KLSfvCvYY2NjceHCBTEJGxAQADc3Nzx79gyTJ0/G+vXrMXjwYLz88sto0qRJmUx/QtqYhCUiIirHXq7yMu7iHFT//pyjyjFpPEREZDwe9h6mDqFMlOZxal7lp1ar9WqjuV1BVwnq0qpVKzRp0gRXr17FypUrUbduXWRkZMDNzQ1Dhw7VP+hS4ODggM6dO6Nz5//uoDl69CimTp2K27dvIyEhAdOnT8e+ffvytd2+fTuA3ISPvb19WYVMxeDp6WnQ9kXd4q+5/unTp2IS9unTp+LjXl5ehfbh7e0tLiclJRkUn2bbqKgog9rqYoy4Nfso6vwVto/4+P++YMubfxYAhH/vanv+/6ysLADaUzS4ublh27ZtGDlyJOLi4hASEiIW/nNyckKHDh3wyiuvYMyYMbC1tS00VjIOJmGJiIjKMZmVDDIrGyj+/TlDkWHSeIiIyHgs/RZ9c6BZIEvz1ubC5G0nkUi02utj0qRJeO+99/DXX3+Jt/ePHj3aLJOXXbp0wZ49e9C4cWNkZWXh4MGDSE5O1po/VKlUYu/evQCAwYMHmyjSF5tKpSp6o3/JZDKj9q05p6m1tbXO5eL2oY+2bdtCIpFAEAScPn3aoLa6GCNuzatLDemjMLt379ZrOwDIyND+rN+lSxfcu3cPGzZswN69e3H8+HHEx8cjPT0dBw4cwIEDBzBv3jzs3r0b9erV03s/VDxMwhIREZVzEuh/lQ4REdGLRPNqtocPH+rV5sGDBwAADw8Pg2/nfe211zBz5kwkJCSIBXTMeZ5Gf39/tGjRAidOnIBarcajR4+0krChoaFITk6GVCpF//79TRhp+ZN3ZWJ2dnah22kWYjK2yMhIrVv+n6d59anmVZ+ay48ePULNmjUL3Ueeoq4+fZ67uztat26Ns2fP4ubNm7h06RKaN29uUB+ano+7WbNmBW5bUNyay5GRkahevbpefTwv76piAPjmm2/0Lpyla+5mR0dHTJo0SZz25P79+zh69CjWrVuHI0eO4N69exgzZgwuXLig1z6o+JiEJSIiIiIioheSZrX7Y8eOYeLEiYVuHxERIRbdadu2rcH7q1ixIoYMGYINGzYAyC0aVZKkUVnQvEr3+UJFO3bsAJA7P6aHx4sxPUZZyZs6IDo6GgqFosCrWMPCwkothiNHjqBJkyaFrgdyk/UVK1YUH9d8XR06dKjQeV4PHjyos52+PvroI7z66qsAgNmzZ+crElaYs2fPas2Tq7n/4ODgQgvNFRS3Zn9HjhxBp06dCuzj8OHDBa7TbOfn54dx48YVuK2hatasiZo1a2LixIkYPnw4tmzZgosXL2rN60ulQ2rqAIiIiIiIiIhMoUWLFqhduzYAYPPmzUVeDbt48WJxeeTIkcXa59dff42goCAEBQXhzz//LFYfJZGeno6tW7fqte3jx49x4sQJALnzS9aoUUNr/c6dOwGg0GQVFU9ecj4nJ0cr4afpypUrBiUdDbV06VJkZmbqXLdr1y6Eh4cDyP9aqFevnngV6V9//VXgfK1xcXFYvny52KY4X0gMHz5cnMt47969+Pzzz/Vqt2vXLvTs2bPAuFevXl3glaqFxV2/fn00btwYAPD777/j2bNnOvs4efIkjh07VmB8VatWFeP77rvvCnweSkoz9pwc1o4obUzCEhERERER0QtJKpVi7ty5AIDMzEz06dMHFy9ezLddZmYmZs2ahWXLlgHITd7mXX1nqNq1a2P8+PEYP348WrZsWfzgi0kul2PYsGFo2bIlli1bhuTkZJ3bnTp1Cj179hQL/rz11ltaV2NeuXJFTFqX5yTsxo0bxedLs2J9aRs4cCDs7OwAAB988AEeP36stf7cuXMYMGBAobf6G8OwYcO0ij0BuVd45l2Z6eHhgXfffTdfu3nz5kEikSA9PR2vvPIKIiIitNY/ePAAffv2Fcdf3vaGkkql2LRpk/gFwbfffosBAwbg0qVLOre/cuUKRo0ahYEDB+qcB1oz7r59+xYr7jlz5gDITdYOHDgQMTExWuvPnj2L4cOH5/tS43k//vgjnJ2dcevWLXTt2hXnz58vcNtr165h0aJFWq/nvXv3YuPGjfmevzy3bt0Sk8m+vr46pzIg4+J0BERERERERPTCGjFiBL755ht88cUXuHXrFlq2bIkGDRqgXr16sLOzQ1xcHM6ePYu0tDQAQN26dbFt2zaD54M1NxcvXsSUKVMwdepUNGzYEDVr1oSLiwtSU1Nx7do1ce5bABgwYAC+/PJLrfZ5UxE0aNAAtWrV0mufu3btypdM1GXkyJHo3bu3AUdTsIsXL2L8+PF6bfvLL7/kK7Z27tw5rF69GgDQu3fvYt0yXxwVKlTAnDlz8Mknn+DOnTuoW7cuunTpAldXV0RERODixYt4+eWXMWHCBEyYMKFUYggKCkLv3r1RvXp1dOrUCa6urrh9+7aY4LSzs8O6deu05lLN06dPH8ybNw+ffvopbt26hcaNG6N9+/bw9fVFTEwMjh8/DoUit3TsV199hSFDhhQ7zkqVKuHs2bMYOXIkDh8+jN27d2P37t3w8/NDo0aNUKFCBSQnJ+P27du4f/++2G7EiBGFxn3jxg00bNjQ4LiHDBmCDz74AD/++CPCwsJQs2ZNvPzyy/Dw8MD9+/dx9uxZ1KtXD5988kmhY7NBgwbYsWMHRowYgbNnz6J169aoWbMmGjVqBGdnZzx79gzx8fF49OgR4uPjAeS+dvLmbQ4NDcWCBQsglUrh7+8PHx8feHt7Q6VS4dGjR7hw4QIEQYCNjQ1+//13SKW8TrO0MQlbzikUCvENgsiS5I1bjl+yVOY1hgVxSaVSmUlMZO7MawwTFY8ljmOFQgFBEKBWq6FWq00dzgvjs88+Q7t27TB//nyEhIQgPDxcvNU6j5eXFyZPnoyPP/4YTk5OBT4/mo/nPZeGeL69of0UtZ2joyM+//xznDp1CmfPnkVqaiquX7+O69eva20nkUjQunVrvPXWWxg7diwkEolW33lJ2IEDBxa6T811V69exdWrV4s8hoYNG2rdKp53HvL6K+oYNddHRUWJSdSiLFy4MN+8t4buW1/69DtjxgxYWVlhzpw5SEtLw969ewEANjY2ePPNN/HDDz9g8+bNhfZjaPya27du3RqHDx/G5MmTsW/fPq3tWrRogV9++QVt2rQpsM+ZM2eiYcOGmDVrFq5du4bQ0FCt9Y0bN8bXX39d5BjSR8WKFXHw4EHs2bMHS5YswfHjxxEVFZVvKgQnJycMHDgQb7/9Ntq1a6dzvzNnzkSjRo3w+eef4/Lly8WKe9GiRahVqxa++uorJCQkIDg4GEDulbuDBg3Cn3/+Kc6pCxT83HTu3BmXLl3Cd999h7Vr1+L+/ftaiWQg97XarFkz9OjRA25ubmI/ffv2xcOHDxESEoI7d+7gzp07Wu2kUim6deuGuXPnonXr1uX+d45arYYgCFAoFAZ9iWbMzxASQfMVRhYvMDAQgYGBUKlUiIiIwPr16/P9EiEiohdL4tY7kNu3AAC4Nb0Lp8qGVZ4lIqKyY21tDW9vb/j5+cHGxsbU4byQ8q4ETUxMRHZ2NlxdXVGjRg3UqVNHr/ZxcXFiwZ1WrVrp3S5PbGysmJzRt/3evXvx7NkzyGQynVf3FUStViMyMhLx8fFITExEWloa7O3t4enpifr168PNzU1nu8ePH4vzXgYHB6NVq1YF7kPzfOirefPmqF+/vvjziRMn8OjRIwDA4MGDi/wbNzs7G1u2bDFon0Durfe2trZaj126dAk3b94EkFuArFq1agb3q4shx5SVlYXz588jLi4OFSpUQNOmTcVCaA8fPsTJkycBAP369YOrq6tW22vXruHatWsAgFdffbXI5FNB2+ddHS2RSFCnTh3UrVvXoOONjIzEzZs3kZKSAhcXF9SvX99o51KXrKwsXL9+XRzXTk5O8PPzQ4MGDQxKwJU0bqVSifPnzyM6OhpOTk5o0KABfH19xb6PHz8OIPcK3LwrWAuiUqlw/fp1PHnyBBkZGXBzc4OnpyeqVq2qVRjteYIg4OHDh4iOjkZ8fDzUajUqVaqEhg0bFtquvMnJyUFUVBRiY2OhVCr1bpeZmYnRo0eLY6AkmIQtp1JTU+Hq6oqYmBi4u7ubOhwigykUCgQHByMgIKDASqBE5sycxvC6Kb8gw6YpAKD7BFf4tyi4yi1RHnMaw0TFZYnjWC6XIyoqCtWrVxfng6QXlyAISEtLg7Ozc7HmyywtgYGBePfdd+Hj44OoqCizio3Mi7mOYXrxyOVyPHz4EH5+fgb9fk1KSoKPj49RkrCcjqCck8lkFvOBk0gXjmGydOYxhv/7wGtlZWUG8ZAlMY8xTFQyljSOVSoVJBIJpFIp5+cj8fbgvDFhLnbu3AkgdyoCS58bl0qXuY5hevFIpVJIJBKDPxMY8/MDk7BEREQvEN4AQ0RERCU1YcIEjBkzBh07djR1KEREFoNJWCIiovJOwsQrERERGc/o0aNNHQIRkcXhteBEREQvEF4IS0REREREVPaYhCUiIiIiIiIiIiIqRUzCEhEREREREREREZUiJmGJiIiIiIiIiIiIShGTsERERERERERERESliElYIiIiIiIiIiIiolLEJCwRERERERERERFRKWISloiIiIiIiIiIiKgUMQlLREREREREREREVIqYhCUiIiIiIiIiIiIqRUzCEhERvVAEUwdARERERET0wmESloiIiIiIiIiIiKgUMQlLRET0AhF4JSwREREREVGZYxKWiIiIiIiIiIiIqBQxCUtERERERERERERUipiEJSIiIiIiIiIiIipFTMISERERERERERERlSJrUwdAREREREREZCpubm5QKpVFbufv748rV67o3e/hw4dx8OBBnDx5ErGxsXj69ClsbGxQsWJFNG7cGO3atcPw4cNRpUqVkoSvl7CwMPTp0wcA8Mknn+Dzzz8vdntNVlZWcHZ2houLC3x8fNC8eXO0bt0aAwYMgIODQ7H7lUgksLOzQ8WKFdGkSRMMGjQII0aMgK2tbZF9CoKA/fv348CBAzh9+jTi4uKQkpICJycnVKlSBW3btsXgwYPRuXNn/Q6eiMhImIQlIiIiIiKiF1Z6ejpUKlWR22VkZOjV3+HDhzFjxgxcvnxZ5/rY2FiEh4dj48aN+PDDD9G/f3/Mnz8fDRo0MCRsg6hUKjH+7OzsErV/XmpqKp48eYKbN2/iyJEjAABnZ2eMGzcO3377LVxdXYvVb3p6OhITExEREYHNmzdj/vz52Lp1K+rWrVtgfwcOHMBHH32EGzdu5FuXnJyMqKgonD59Gj/99BMaNmyIn376CT169Cjs0ImIjIbTEZiZ8PBwjBkzBn5+fqhUqRIGDBiAc+fOmTosIiIiIiKicu3dd99FWlpagf+uXr1aZB8LFixAz549cfnyZUilUowYMQJr1qxBeHg44uLiEB0djXPnzuH7779Hq1atoFarsXPnTvTr168MjtA4Zs6cqXVeYmNjcevWLWzbtg0ffvghPDw8kJaWhl9++QWNGjXCpUuXitVvXFwcDhw4gC5dugDI/Vu5Z8+eSEtL09l+wYIF6Nu3L27cuAErKyuMGTMGmzdvxp07d5CUlIR79+5h//79eOONN+Dk5IQbN24gICCgWElpIqLiYBLWjAQHB6NVq1bw8fFBSEgI7ty5g3fffRdz5swxdWhERERERETlmkwmg5OTU4H/irq9PigoCP/73/+gVqtRo0YNXLx4EZs2bcJrr72G+vXro1KlSvDx8UGrVq0wY8YMnDt3Dtu3b4e/vz8EQSijoyy558+Tl5cX6tati8GDB2Px4sWIiorC9OnTAQCPHz9G37598ejRI4P7rVSpEnr27InDhw8jICAAABAZGYlff/01X9tVq1aJ575atWq4ePEi1q5di2HDhqFWrVqoWLEiatasiV69euHPP//EzZs3MWjQIACwqHNPRJaNSVgz8ezZM4wePRqTJk3CokWLUKtWLbi6uiIgIAC7d+82dXhERERERERUgCdPnuDtt98GAFSsWBHHjh1D06ZNi2w3aNAgnD9/Hr169SrtEMuMnZ0dfv75Z3zwwQcAcqdfmDFjRrH7k0ql+Oqrr8Sf9+7dq7X+yZMneOuttwAArq6uOHr0KJo0aVJon76+vti2bRvef//9YsdFRGQoJmHNxF9//YXExET+EiAiotLFiz2IiIiMbsGCBZDL5QCAb7/9Fn5+fnq3dXNzwx9//FFaoZnMggULULlyZQDAli1bcOvWrWL31bJlS3H5+atqv//+e/Hcf/PNN6hevbpefUokEvz444+ws7MrdlxERIYot0lYpVKJ8+fPY8mSJZgwYQJee+01g799i42Nxa+//op33nkHU6ZMwdy5c3H9+vVSiTckJATu7u64fPky2rZtCzc3N/j5+WHSpEmIiYkplX0SEdELiElYIiIinfbu3YtWrVqhUqVK8PLyQpMmTTB58mSEhIQU2Xbjxo0AAEdHR7z++utGjeu1116Di4sLnJyccPPmTaP2XZpkMhkmT54MIPeW/3379hW7L6n0v9SFWq3WWrdhwwYAgL29PcaPH1/sfRARlTZrUwdQGnr27IkTJ04gMzNT63F/f38sWrRIrz4CAwPx8ccfIysrS+vx2bNnY+LEifjtt99gY2OTr13dunX1mu+mQ4cOOHz4sPjz48ePkZKSgokTJ+L3339Hjx49cO3aNUyYMAFHjhzBpUuX4ObmplfsREREREREZJjnE5zx8fG4du0ali9fjj59+mDNmjVwd3fP1+7GjRuIj48HALRu3RqOjo5GjUsulyMjIwMAoFKpjNp3aevUqZO4HBoaKk5RYKhr166Jy76+vuJyXsEzIPfcOzs7FzNSIqLSVy6vhA0NDUVOTg5atmyJd999Fy+//LJB7ZcvX47p06cjKysLzZs3x+LFi/Hbb79h2LBhAICVK1di4sSJOttmZ2fr/U+TSqWCUqnErFmzMGrUKHh6eqJbt274448/8PDhQ/z222/FOxlERERERERUoDp16uDzzz/HgQMHcPPmTSQlJeHu3bsICgpCw4YNAQD79u1DQECAmAzVdO/ePXG5QYMGZRa3JahXr564/OTJk2L3s2DBAnE5r0gXANy9e1dcbtSoUbH7JyIqC+XyStiDBw+iVatWYvXKqVOnIiwsTK+2iYmJ4rQF/fr1w7Zt2yCTycR+vv/+e8ycORPr1q3DuHHjtH4BAMDt27f1qq6oeTsFAPEb1a5du2o93qVLF0gkEpw5c0av+ImIiIiI6MXwYNhwKBMTTR1GqbP28ECNLZtLrf/w8PB8j1WsWBH+/v4YOXIkXnnlFezatQuXLl3Ct99+i/nz52ttm6jxHFSoUKHQfbVs2RK3b9/WuW7JkiWYNGlSvsfXrl0LBwcHSKVS8W9cS6F5PpKSkgxqKwgCbty4gXnz5mHTpk0Acv9ufuedd8RtDDn3RESmVi6TsJq3PBhq9erVSElJgZWVFX777TcxAZtnxowZWL16NW7cuIGlS5fmS8La2toWa79NmzbFoUOH8iVnpVIpJBKJXoldIiIiIiJ6cSgTE6H891ZsKh12dnZYs2YNatasiadPn+LXX3/F119/rfV3oubfahKJpND+MjIydF5NCwAKhaLAGJycnPL9rWgJNGMu6m/ahQsX4qeffhJ/lsvlWtMveHt7Y9u2bfDw8NDZZ1HnnojI1MplErYkdu3aBQB4+eWXdVa0lEgkGD16NGbNmoWDBw8iKysL9vb2Jd7v8OHDsXjxYpw4cUKr8uOJEyegVqvRpk2bEu+DiIiIiIjKD2uNZFR5ZurjdHV1xfDhw7Fs2TKkpqbiwoULaNu2rbhec57YZ8+eFdrXxYsXtQpLbd++HWPHjjV6zOYiOTlZXK5YsWKh2yoUinyJaGdnZzRp0gQDBgzAm2++me9qV0POPRGRqTEJ+5zLly8DgNYv1ee1a9cOAJCTk4Pw8HCtpGlxtW3bFmPGjMHXX3+NunXromvXrrhx4wbefvttVK9eHW+99Vah7Z+fZzY1NRWA7l9kRJYgb9xy/JKlMtcxrFLy9wLpx1zHMJEhLHEcKxQKCIIAtVqdrwr886r9s6mMojK9os5FadOc2zQyMhIvvfSS+HPVqlXF5Vu3bhUaq52dndbPmsWedT3neVd65o2J4tJsW5y+itv+1q1b4rKPj0++dpo/f/zxx5g9e7b4s52dHaytrQvcHtA+9zdv3jT5OKH8jDWGiUpKrVZDEAQoFApYWVnp3c6YnyGYhNWQmJiIlJQUAECNGjUK3E5z3b1794yShAVyC37NnTsXb7zxBqKjo+Hs7Iz+/ftj4cKFRc5vM3/+fMyZMyff4yEhIRY3bxCRpuDgYFOHQFQi5jCGVSol8O9dk5euXMbdJN66SvozhzFMVFKWNI6tra3h7e2N9PR05OTkmDoc+pfmH+EZGRniRS8AUL16dbi5ueHZs2c4e/YsEhMTtZKrhcnKyhKX5XK5Vr+a0tLSihl5rszMTHE5Ozu7wP0Yu/3hw4fF5VatWuVrp9nv80lozXUFef7cx8fH50t0k3ko6RgmKqmcnBxkZWUhNDQUSqVS73b6vBfpi0lYDZq/EFxdXQvcTnOdob+8CmNjY4M5c+Zgzpw5UKlUBmXmP/30U3z44Ydacfn5+aFr165at2gQWQqFQoHg4GAEBATkm5uZyBKY0xhet/O+uNy8aTPUaWOcLw+pfDOnMUxUXJY4juVyOaKiouDk5MRkkhl59OiRuFyzZk24uLhorR8yZAiCgoKQmpqK/fv347XXXtOrX82p7ezs7PL1KwgC0tLS4OzsXKI5TzUvzLG1tc23n9Jor1arsX79evHnQYMG5WtX0rgAYNiwYVixYgXS0tKwZ88eTJgwweA+qPQYawwTlZRcLoe9vT06depk0O9XQ4sKFoZJWA2at/MX9iFNs/iWXC4vlVgMScACuTHpKgomk8ks5gMnkS4cw2TpzG0MW1mbVzxk/sxtDBMVhyWNY5VKBYlEAqlUapGFmMojuVyObdu2AchNlLZp0ybfc/PZZ5/hr7/+gkqlwqxZs9C/f/8i50AFtAtX6XrO864MzRsTxaXZtjh9Faf9vHnzcP9+7hfBffv2RbNmzYweFwD873//w6pVq6BSqTB79mwMHDgQnp6eerVduHAh3nvvvWIX2KaiGWsME5VUXuF7Qz8TGPPzA18BGjS/hSssuap5y4ijo2OpxkRERERERESmoVar8dZbbyEmJgYAMH78eJ1XUNWqVQvz5s0DADx+/Bg9e/bE48ePi+w/b77M8kQQBMyfPx9ffvklAMDNzQ2LFy8utf1pnvvY2Fj07NkTT548KbRNamoqpk6dik8++aRcPgdEZJ54JawGzW8qExMTC9wuPj5eZxtzxMJcZKkssZAGkSZzHcMszEX6MtcxTGQISxzHhhTmopIbNGgQatWqhd69e6NWrVrw8vKCg4MDMjMzERYWhu+++w6hoaEAcqchmDNnToHPy4wZMxAdHY0lS5bgwoULqFu3Lt544w0MGDAALVq0gKurKyQSCdLT03Hjxg3s3r0bf/zxh9i+oMJcr732Go4ePQoAOHPmDOrXr2/wcZZ2Ya60tDSEh4fj+PHjWL58OSIiIgAAFSpUwNatW1GnTh2d+yxpXHlmzJiByMhIBAYG4vLly6hXrx6mTp2KwYMHo0mTJnB0dERWVhbu3LmD7du3Y9myZWJina+10sXCXGQuWJjLzDg7O6Ny5cqIjo4Wf2nocufOHXFZs0qmOQgMDERgYCBUKhUAFuYiy2dJhTSIdDGHMaxVmOsyC3ORYcxhDBOVlCWNYxbmKlu3b9/G7t278dNPP4mP2draak1VBwCtW7fG8uXLYWNjU2hdkK+++gqNGjXCl19+iejoaCxduhRLly4FkPvcSiSSfH/Qu7q64u2338bAgQN19i2Xy5GRkQEASElJKVZdEs3CMt9//z2WLFlSZJvPP/8cU6ZMKbK9XC4X//7MY21tjf79+2P+/Pnw9vYuMOaSFgzT9O2336J+/fr4+uuvER8fj0WLFmHRokUAcuuvPP96qly5Mr744gvk5OTwtVYGWJiLTI2FucxQ27ZtsXXrVvGbRl1CQkIAAO7u7qhVq1YZRaafadOmYdq0aUhNTYWrqysLc5HFssRCGkSazGkMr9t5T1xu2qwZ6rEwF+nBnMYwUXFZ4jhmYa6ytWfPHhw8eBDBwcG4ceMGYmNjkZ6eDmtra1SuXBlt2rTByJEjMXDgQL3ns5w4cSJee+01/PPPPzhw4ABOnz6NmJgYZGZmQiKRwNXVFf7+/mjRogV69+6Nvn37Fjgn6fO3yjs5ORWreJXmhTn63i0plUrFfRXW3srKCq6urqhSpQqaNm2KNm3aYMSIEfD29jYoruIW5tL01ltvYfz48Vi/fj0OHjyIM2fOID4+HtnZ2ZDJZPD19UWbNm0wePBgDB482GLeFywZC3ORuWBhLjM0bNgwbN26FTdu3EBYWBhefvllrfVpaWlYu3YtgNwKmIYW0CprllSEgEgXjmGydOYxhv/7wGsttTKDeMiSmMcYJioZSxrHLMxVtmrXro3atWtj2rRp4mM5OTmwsbEpUb92dnYYO3Ysxo4dq9WvtbW1Qc+rWq3G2rVr4eDgAKlUKv5vqM6dOxt8JaKtra24r4LaW1lZwd7e3uB4dMVlY2NjlDHv6OiIyZMnY/LkyeJj2dnZLL5lIizMRebCHApzMQn7nBEjRuCrr77CnTt3MGHCBBw8eBA1a9YEkFuQa+zYsUhMTIRMJsPMmTNNHC0REREREREZU0kTsMbu187ODk5OTiVKYFlZWcHJyclk7cu63+cxAUtE5qBcJmGXLVsmTp4OAGfPngUAxMXF4bXXXhMf9/T0xI8//qjVViaTYe3atejatSvu3buH+vXro3PnznB0dMTx48fFgl0//PADateuXQZHQ0RERERERERERJasXCZhT548iXXr1uV7PD09XevxatWq5UvCAsBLL72E48eP46233sKZM2e0JvL39fXF999/j5EjR5ZO8Eam73w/RObGEqsZE2kyrzH833xySrXKTGIic2deY5ioeCxxHCsUCrGKOCuJEyvLk6XjGCZzoVarIQgCFAqFQVOLGvMzhER4fqbvcuDUqVO4d+9ekds5OTlh8ODBhW5z9+5d3Lp1Czk5OahatSpatGhh1vOYBAYGIjAwECqVChEREVi/fr3WZOdERPTiSdwWAbldbjEu10YRcPbzMXFERERUEGtra3h7e8PPz6/UbosnIiJ60eTk5CAqKgqxsbFQKpV6t8vMzMTo0aORkpJS4uKB5TIJS0BqaipcXV0RExMDd3d3U4dDZDBLrGZMpMmcxvC6qT8jQ9YMANDpNQfUa9PSpPGQZTCnMUxUXJY4juVyOaKiolC9enWDqjdT+cTK8mTpOIbJXMjlcjx8+BB+fn4G/X5NSkqCj4+PUZKw5XI6AvqPJVWCJdKFY5gsnXmM4f8+8FpLrcwgHrIk5jGGiUrGksaxSqUSq4ib8x14VDZYWZ4sHccwmQupVAqJRGLwZwJjfn7gK4CIiIiIiIiIiIioFDEJS0RERERERERERFSKmIQlIiIiIiIiIiIiKkWcE7acUygUUCgUpg6DyGB545bjlyyVeY3h/2pwKlVKM4mJzJ15jWGi4rHEcaxQKCAIAtRqtTiXIr248upo540JIkvDMUzmQq1WQxAEKBQKWFlZ6d3OmJ8hJELeK4LKhcDAQAQGBkKlUiEiIgLr16+Hg4ODqcMiIiITStwWAbldSwCAa6PbcParbOKIiIioINbW1vD29oafnx9sbGxMHQ4REVG5kJOTg6ioKMTGxkKpVOrdLjMzE6NHj0ZKSgpcXFxKFAOTsOVUamoqXF1dERMTA3d3d1OHQ2QwhUKB4OBgBAQEWEw1YyJN5jSG1039GRmyZgCAl8fYoX7b1iaNhyyDOY1houKyxHEsl8sRFRWF6tWrw87OztThkIkJgoC0tDQ4OztDIpGYOhwig3EMk7mQy+V4+PAh/Pz8DPr9mpSUBB8fH6MkYTkdQTknk8ks5gMnkS4cw2TpzGIMa3zetZZamT4esihmMYaJSsiSxrFKpYJEIoFUKoVUyhIeL7q827fzxgSRpeEYJnMhlUohkUgM/kxgzM8PfAUQERERERERERERlSImYYmIiIiIiIiIiIhKEZOwRERERERERERERKWISVgiIiIiIiIiIiKiUsTCXOWcQqGAQqEwdRhEBssbtxy/ZKnMagwL/y0q1SrziInMnlmNYaJissRxrFAoIAgC1Gq1WNCGXlyCIIj/czyQJeIYJnOhVqshCAIUCgWsrKz0bmfMzxASIe8VQeVCYGAgAgMDoVKpEBERgfXr18PBwcHUYRERkQklbouA3K4lAMC10W04+1U2cURERFQQa2treHt7w8/PDzY2NqYOh4iIqFzIyclBVFQUYmNjoVQq9W6XmZmJ/7d352FRVu0fwL8zDKvsYJgI7ommuFU/Sw2x3FNS1Mq1tNc9NbO3zKVySbNS09A0zXwzMzNLc981F8wUEyRURBRlR2RAmIWZ+f3BxdOMzAoMM4Pfz3Vx9cw855y5H+ZA48157jNs2DAUFBTA29u7SjEwCVtLSaVS+Pj4ICMjAwEBAbYOh8hiSqUShw4dQo8ePeDs7GzrcIgsZk9z+IcJq/DAuR0AoOtwN7Ts9LRN4yHHYE9zmKiyHHEey2QypKWloVGjRnBzc7N1OGRjGo0GhYWF8PLygkgksnU4VZKeno6LFy8CACIiIuDl5WXjiKgm1KY5TI5NJpMhNTUVISEhFv3/NS8vD48//ni1JGFZjqCWc3Z2dpgPnET6cA6To7OLOaz1eVcidrJ9PORQ7GIOE1WRI81jlUoFkUgEsVgMsZhbeNSEvXv3mnWbdJ06dRAZGWnx+Hfv3kVmZibu3bsHFxcX+Pv7o0WLFmatdC6Pq3xOVFZeXh7Onj1b4XmRSAQ3Nzf4+/ujZcuWVk38nzp1Cq+99hoAID4+Hq1bt7baa9m71NRUZGVl4f79+/D09ERwcDAaNWpktE9+fj5Onz6t91z5exgWFlbpO2FLSkqQkpKCvLw8yOVy+Pv7o3nz5lVOOlXXHCaqKrFYDJFIZPFngur8/MAkLBERERERET2yBgwYAJVKZbJd06ZNkZycbNaYiYmJWL58OQ4ePIjbt29XOO/i4oIOHTpg6NChGDFiBOrWrWtx3JaIj49H//79jbaRSCTo1asX5syZg06dOlk1nkdRfHw8vvjiCxw8eBAZGRkVzgcFBSEqKgoTJ05Eu3btKpy/cuWKyffQyckJERER+OCDD/DCCy+YjEmlUuGHH37Axo0bcfbsWcjlcp3zYrEYbdu2xciRI/HGG2/A19fX5JhEZBiTsERERI8Q1iAiIiLSr0mTJmjZsqXB8/Xrm66pLpfLMW3aNKxbt07YkMjFxQVhYWEICAiASqXC3bt3kZKSgtjYWMTGxmLevHmYM2cO3nvvvWq7FmOaNWuGFi1aCI+Li4uRkJCAnJwc7NmzB/v378fXX3+NN998s0bisWe3b9/G5cuX4e7ublZSUx+5XI633noL69evF+aEh4cHWrZsCX9/f9y/fx8pKSnIysrCunXr8M0332D06NFYv369wc2DmjZtirCwMOHxvXv3cO3aNeTl5eHo0aM4evQoPvvsM8ycOdNgXAkJCRg8eDCuXr0qPNegQQOEhobCw8MD6enpSE5ORlxcHOLi4rB48WJ8/fXXGDRoUKW+D0TEJCwREdEjhmlYIiIifQYOHIjPP/+80v2Li4vxwgsvIDY2FgDQrl07zJ07F3369IG7u7tO27S0NGzbtg1Lly5FdnY21qxZU2NJ2FdeeQULFy7UeU6lUmHt2rWYOnUqVCoVJkyYgM6dOxtNSj8K9u7di4kTJyI4OBh37tyxuL9MJsOLL74olBFo164d5s+fj169eumUo1Cr1Thx4gQ+//xz7N27F9999x1WrVoFT09PveMOHjwYS5Ys0XlOrVZj/fr1mD59OkpKSvDf//4X3bt3R4cOHSr0P3nyJPr164eioiKIxWKMHTsWM2bM0EnsAmUlELZt24b58+cjPT0d27ZtYxKWqApYkIOIiKiW4xYIRERE1jd27FghAfvGG2/gzz//xKBBgyokYAEgJCQE77zzDpKTkzFp0iSbb1jk5OSESZMmYdasWQDKkrJfffWVTWOqDcaPHy8kYF977TWcO3cO/fv3r1APWCwWIzIyEnv27MHWrVv1zhlTxGIxxo0bh0WLFgEo2xBrzZo1FdrdvXsXQ4YMQVFREVxdXbFjxw6sW7euQgIWAPz8/DB+/HgkJSVh+PDhFsdERLq4EpaIiIiIiIioCo4fP46tW7cCADp16oR169ZBIjH9z20vLy/ExMRg9+7d1g7RLGPGjBFWyRraBAoAioqK8M8//yA/Px/e3t5o3rw5AgICqi2O4uJi3L17FxkZGVAoFAgICDBr47CbN2/iypUrAIAePXrA1dUVQNnt+snJycjJyalQjsFazpw5g//9738AylbAfvfdd2ZtxvbKK68gODjYrPmjz6uvvooZM2YAgN7N2ObMmYPs7GwAwOLFixEVFWVyTC8vL3z//fc4evRopWIiojJMwtZySqUSSqXS1mEQWax83nL+kqOypzmsXYBApVTZRUxk/+xpDhNVliPOY6VSCY1GA7VaLewqTjVDo9Hg2rVruH37NkQiEYKCghAWFmbWju7at4YvXLgQYrHYovevb9++ettrNBpcuHABRUVFEIlEiIiIgJeXl9njltMeu3x+6RMSEiIc5+TkVGgXFxeHefPm4dChQzo/V2KxGM8++yzmzZuHF1980WQM+uZ3QUEBVq1ahQMHDuDcuXMVNktzdnZGnz59MH/+fLRp00bva/z2229CAvLu3btQqVSYNm0afv/9d5SWlgIAPvjgAyxYsEBvf1MxW0J7TixYsAASicTsMZ577jmjr2/sPQwKCoKTkxNUKhVyc3N12qWnp2Pz5s0Ayt7rKVOmWHRdkZGRFn8fyuvgGouZqCao1WpoNBoolUqD9Zb1qc7PEEzC1jIxMTGIiYkR/od17NgxeHh42Dgqoso7dOiQrUMgqhJ7mMOq0lLh//h/X/4bNwtybRsQORR7mMNEVeVI81gikaBevXooKiqCQqGwdTiPlBUrVmDZsmU6z3l7e2PgwIF45513dBKU2mQyGY4fPw6gbPOujh07QiqVVltcixcvxpEjRwCUrU5t1aqVxWMUFxcLx3K53GB82s+7ubnpPP7ll18wadIkYV42bdoUoaGhyM7ORmJiIk6fPo1evXph9uzZejeEKikpEY6LiooqxJCQkIAPP/wQQNlt8EFBQQgKCkJxcTHS0tKQmZmJXbt24cCBA9i6dSu6detW4TVkMplwfOXKFYwYMQI5OTlo2bIlAgICkJCQgJKSErPfn/LxNBqNRe+pQqEQ3rPAwEB07ty5ynPiwYMHwrGx97CkpETIB3h7e+u027Vrl5CMHjRokM6Y1lZYWFhjr0Wkj0KhQElJCU6ePCn8HJhD+/dnVTEJW8tMnjwZkydPhlQqhY+PDyIjI6v1thCimqJUKnHo0CH06NEDzs7Otg6HyGL2NId/+P2GcNw2vC1adn7GhtGQo7CnOUxUWY44j2UyGdLS0uDp6Wny1muqXj4+PggNDUXdunVx//59XL58GVKpFJs2bcLOnTvx448/omfPnhX6Xb58GXK5HEBZKQJvb+9qi6l8FWE5T0/PSo2vvTDH1dXV4Bjat5u3atVKaBcXFyckYOvVq4ctW7YgIiJCaJuYmIjXXnsNCQkJWLRoEcLDwzF48GCdsbXrnOq7juDgYHz88ceIiorSu9L1+PHjmDp1Kq5cuYKJEyciOTm5Qu1U7Z+Zt99+Gw0aNMCxY8eEeqcymQwXLlww+3tYPp5IJLLo+x4bGyskbjp16gQfHx+z+xpSp04d4djYe6hdgqBly5Y67S5cuCAcd+vWrVrnqiEajQaFhYXw8vKyee1jerTJZDK4u7vj+eeft+j/r3l5edUWA5OwtZyzs7PDfOAk0odzmBydPcxh7Y+7Ts5ONo+HHIs9zGGiqnKkeaxSqSASiSAWi826DZ6qbs6cORg6dGiFFaZSqRRLly7F4sWLcf/+fQwePBh//vlnhXZZWVnCcWhoqNH37fjx4ygqKtJ7Ljw8HKGhoTrPqdVqdOzYEa6urhCJRPD19a3UvNDuUz6/HpaTkyNszAUAQ4cOFdrNmTMHCoUCTk5O2L17Nzp27KjTt3Xr1jh06BBatWqF/Px8zJo1C9HR0Tq3/Gq/pr753aRJE8ybN8/gNXTv3h07d+5E8+bNkZmZiX379lVI9Gon+bKysvDPP/8gMDBQeM7DwwNdu3Y1+BoPezhmc2nPiUaNGlXLz7I576FUKsXs2bOFxxMmTNBpl5mZKRw3bty4Rn7HlJcgMBQzUU0Ri8UQiUQWfyaozs8PTMISERERERE5oG2fnEextPaXLPDwdsHQD5622vgfffSR3ue9vb2xcOFC1K9fH5MnT8aDBw/w3//+t8ImWvn5+cKxqRWPEyZMwNWrV/WeW7NmDSZMmFDh+VmzZsHb27vaEljJyck611BSUoK///4b33zzjbBhU7du3TB8+HAAQG5uLg4cOAAAGDhwYIUEbLl69ephypQpWLBgAVJSUnDmzBmLEp7aNBoNbt26hbS0NBQVFenUh/X29kZBQQH++uuvCklYbRMmTNBJwBp6nT179hg8Hx8fD6BsBZ2xzdOaN2+us9mXJXOiMm7cuKETj0wmw5UrV7BhwwakpaUBAMaPH48+ffro9LN2XERkHJOwREREREREDqhYqsCD+3Jbh1HrTZw4EWvXrsXly5exb98+3Lt3D/7+/sJ57VvitWuS6hMZGYlmzZoJjzMzM3VuEa8JP/30E3766Se950QiEUaOHImvvvpKSPqeO3dOKIvQu3dvo2P37t1b2PTq7NmzFidhs7KysHDhQmzduhW5ucZr2Ju6RfiFF14w+XoqlQr9+/c32S4vL89ou9mzZ2PhwoXCY0vmRGVs374d27dv13uuUaNG+PDDDzF69OgK56wdFxEZxyQsERERERGRA/LwdrF1CDXC1tcpEonQr18/XL58GWq1GhcuXECPHj2E89qrLU0lDtesWaPzePv27RgyZEj1BmxCs2bNdFZturm5wd/fH+Hh4XjppZfQqFEjnfYZGRnCcePGjY2O3bRpU739zJGUlIRu3boJt/K7uLjgiSeeQN26deHu7i6UGjhy5AhkMpnJHcsfLu2gj1gsRr9+/Qyev337NuLj4+Hm5mY0qVtec7acJXOiMpo2bSq8pkqlQmZmJhITE6FQKJCeno6bN2/q7WftuIjIOCZhiYiIiIiIHJA1b9EnXQ0aNBCOH05eaW8iFRcXV2MxVdYrr7yis2rTFIXi35IXLi7GE+La57X7mWPs2LHIysqCh4cHVq5cieHDh+vdPCcoKMisVZzam5EZIhaLjZYZ+PrrrzFx4kQEBAQYbfew8PBw4dgaK50HDx6MJUuW6DyXlZWFGTNmYMuWLZg/fz5UKlWF9zk8PBzbtm0T4urSpUu1x0ZEhrEqMhER0aNErTHdhoiIiHQ8ePBAONbepR4oS9A+8cQTAIDLly9bvALU3vn5+QnHOTk5Rttqn9cu2WBKamoqzpw5A6Ds1v6xY8fqTcAqFArcu3fP7HFtJSgoSNjALTExEampqTXymt9//72wYveTTz7ByZMnddp0795dODZWC5eIrINJWCIiolpOA43WMREREVnq3LlzwnGTJk0qnP/Pf/4DACgtLcWXX35ZY3HVBO2VvrGxsUbbap/X7mfKjRs3hOPOnTsbbHf27FmUlpaaPa4tjRs3DgCgVquxbNkyi/rKZDKdzcjMJRaLsW7dOri6ukKj0WDKlCk643Tq1ElYpXv48GH8/fffFo1fVFRkcUxE9C8mYYmIiIiIiIgMuHr1Knbt2gUACAkJQevWrSu0mThxIoKDgwEAX3zxBU6cOFGjMVrTk08+KdRX3bx5s86qYG0ajQZr164FALi6uuqsujRFIvm3UmJ6errBdl988YXZY9rauHHjhO9bTEwMDhw4YFa/goIC9OzZEyUlJZV63SZNmmDSpEkAgPj4eGzatEk4JxKJMH/+fABl79eIESMglUrNGvfo0aOYMWNGpWIiojKsCVvLKZVKkwXLiexR+bzl/CVHZa9zWFWqsruYyD7Z6xwmsoQjzmOlUgmNRgO1Wg21Wm3rcGq969evo3nz5gbP37hxAwMGDBDm0KxZs/S+L+7u7ti+fTsiIyMhk8nQu3dvfP7553jzzTfh7Oysd2yNRoN//vlHeKzvPddoNLhw4QKKioogEokQEREBLy8vi69Te9zy+WWJmTNnYurUqUhPT8ebb76J//3vf3ByctJpM3/+fKGkwNixY+Hv76/zOg8faz9u06YNJBIJSktLsXLlSkRHR+skZgFg8eLF2LNnD1xcXKBQKPReh0bz7z0/1fEzZCh+c7i6uuLnn39GREQEZDIZBgwYgGXLluE///lPhWsrt3fvXkydOhU3b96sEL8l7+GsWbOwYcMGSKVSzJs3D6+88grc3d0BAP3798fUqVOxcuVKJCQkoEuXLti4cSPat2+vd6zi4mIsXLgQy5Ytw8CBAy3+PpS/J5WZd0TVSa1WQ6PRQKlUVvj9ZUx1foZgEraWiYmJQUxMjHDLwbFjx8wqSE5krw4dOmTrEIiqxB7msKpUJfwf/3L8ZaRK82wbEDkUe5jDRFXlSPNYIpGgXr16KCoqsnhjI7Jc//79UVRUhBdeeAGNGzfGY489Bj8/P+Tn5+Ps2bPYsWOHsAnU0KFD8eqrrxpcORgWFobt27djzJgxyM7OxpQpU/DJJ5+gR48eCA8PR0BAAMRiMfLz85GUlIQDBw4gJSUFAODk5ARvb2+9Yy9evBhHjhwBAJw+fVqoNWqJ4uJi4Vgul5u9+rHciBEjsHv3bhw8eBBbt27F5cuXMXz4cISGhiInJwc7duzAqVOnAACtWrXCBx98UOE1tFd2FhUV6ZwXi8UYPnw4Nm3ahNjYWLRt2xYjR45EgwYNkJWVhR07diA2NhbTp0/Htm3bkJ6eDqVSWeE1tDfsKiwsrPK/hcvH02g0Fn/PAOCJJ57Azz//jDfeeAO5ubmYMmUKli5dit69e6N169bw8/ODVCrFjRs3sHfvXiQlJQEAvL29UVxcrJO01F6BbOo9dHZ2xltvvYVFixbh7t27WLp0Kd5++23h/Lx586BWq/HVV18hPj4eTz/9NLp06YKIiAiEhITAzc0NWVlZuHjxIvbu3Su8lqE5ao7CwsJK9SOqLgqFAiUlJTh58qRFZU20f39WFZOwtczkyZMxefJkSKVS+Pj4IDIyEgEBAbYOi8hiSqUShw4dQo8ePQyuHiCyZ/Y0h3/4PVk4Dm8TjlZd/s+G0ZCjsKc5TFRZjjiPZTIZ0tLS4OnpqXdjIqpeLVu2xO7du7F582aDbfz8/DB79mxMnz4dIpHI6Hh9+vRBXFwclixZgg0bNiA9PV3ndvCHeXt7Y+DAgfjvf/+LsLCwCue1V3YCgKenJ7y9vU1cVUXayUhXV9dKjbFr1y7MnDkTX3/9NRITEzF79uwKbQYNGoRvvvkGvr6+Fc6Vr8QE9F9HTEwMcnJyhGTkw+PPmDEDS5Yswc8//wygLNH48BjaPzNeXl6Vuk5944lEokqP1bdvX1y8eBGLFi3Cd999h9u3b2PdunV623p5eWHkyJGYN28e6tatq3NOe0M4c97D999/H99++y0yMjLw5ZdfYsqUKTq5gS+//BJ9+/bF/PnzERsbiz/++AN//PGH3rFatmyJmTNnYvTo0SZ/Bh6m0WhQWFgILy8vi/sSVSeZTAZ3d3c8//zzFv3/NS+v+hawMAlbyzk7OzvMB04ifTiHydHZ2xx2kjjZVTxk/+xtDhNVhiPNY5VKBZFIBLFYDLGYW3hY286dO5Gbm4sjR44gISEBmZmZyM3NRZ06dRAcHIxOnTqhd+/eOglEU+rXr4+VK1di0aJFOHnyJM6ePYuMjAzk5+fD2dkZfn5+aNq0KTp27IjOnTvD1dXV4FhqtRodO3aEq6srRCIRfH19KzUv6tati379+gEoS6hVZgxXV1esWrUK77zzDn777TdcvnwZ+fn58Pb2RosWLdC/f3+jm3GFhIQIMei7jjp16mDPnj04fPgwdu/ejbS0NNSpUwfNmjXDK6+8ghYtWgAAXnzxReTm5qJ9+/YVxmjatKnwGh4eHlX+GWrcuDH69euHwMDAKo0VEhKCr7/+GosXL8bx48cRGxuLrKwsFBQUwNPTEw0aNECnTp3w4osv6iRbtQUGBgrX1qpVK5PxeHp6Yvny5fj+++8BlN0lO3ToUJ02ffr0QZ8+fZCUlISjR48iMTEReXl5UCgU8Pf3R1hYGCIiIvDUU09V+trLV/OW/14jshWxWAyRSGTxZ4Lq/Pwg0jz8pzWqFcpXwubm5nIlLDkkpVKJvXv3om/fvg7zjyYibfY0h7978ws8kJTV+YoY7o7WXZ+1aTzkGOxpDhNVliPOY5lMhps3b6Jx48ZcCUtQq9WQSqXw9vZmAoscEucw2YvK/v81Ly8PgYGBKCgoqPLqev4EEBEREREREREREVkRk7BEREREREREREREVsQkLBEREREREREREZEVMQlLREREREREREREZEVMwhIRERERERERERFZEZOwREREjxCNWmPrEIiIiIiIiB45TMISERERERERERERWRGTsERERERERERERERWxCQsERERERERERERkRVJbB0AWZdSqYRSqbR1GEQWK5+3nL/kqOx1DqvUpXYXE9kne53DRJZwxHmsVCqh0WigVquhVqttHQ7ZmEajEf7L+UCOiHOY7IVarYZGo4FSqYSTk5PZ/arzM4RIU/4TQbVCTEwMYmJioFKpcO3aNWzZsgUeHh62DouIiGwo59ckyN2eBgB4t/wH3o0a2DgiIiIyRCKRoF69eggJCYGLi4utwyEiIqoVFAoF0tLSkJmZidLSUrP7FRcXY9iwYSgoKIC3t3eVYmAStpaSSqXw8fFBRkYGAgICbB0OkcWUSiUOHTqEHj16wNnZ2dbhEFnMnubwDxNX4oGkPQCg8ysSPNnlWZvGQ47BnuYwUWU54jyWy+W4ffs2GjZsCHd3d1uHQzam0WhQWFgILy8viEQiW4dDZDHOYbIXJSUluHXrFkJDQ+Hq6mp2v7y8PDz++OPVkoRlOYJaztnZ2WE+cBLpwzlMjs7e5rCTWGJX8ZD9s7c5TFQZjjaPRSIR1Go1xGJu4fGoK799WyQScT6QQ+IcJnuh0WggEong4uJi0WeC6vz8wJ8AIiIiIiIiOyGRSODq6oqCggJbh0JERFRrFBYW2vyPskzCEhERERER2QmRSARfX18UFhYiPz/f1uEQERE5vJKSEkilUpuXxWA5AiIiIiIiIjvi5+cHhUKBzMxMSKVSeHp6ws3NDWKxmDUVHzFqtRoKhQIymYy3cpND4hwmW9FoNFCpVCgsLIRUKoWrqysCAwNtGhOTsERERERERHZEJBKhXr16cHd3h1QqRW5urlBXkR4tGo0GJSUlcHd3ZwKeHBLnMNmas7MzfH19ERgYCCcnJ5vGwiQsERHRo0StsXUERERkJh8fH/j4+ECtVqO0tJSJ2EeQUqnEyZMn8fzzzzvU5nJE5TiHyZbEYjGcnZ3t5g8ATMISERHVcnbymYOIiCpJLBbDxcXF1mGQDTg5OaG0tBRubm5MYJFD4hwm+hcLchARERERERERERFZEZOwRERERERERERERFbEJCwRERERERERERGRFTEJS0RERERERERERGRFTMISERERERERERERWRGTsERERERERERERERWxCQsERERERERERERkRUxCUtERERERERERERkRUzCEhEREREREREREVkRk7BEREREREREREREViSxdQBkHRqNBgBw7949G0dCVDlKpRLFxcXIy8uDs7OzrcMhspg9zeESuQwlkgcAgHxpCfLy8mwaDzkGe5rDRJXFeUyOjnOYHB3nMDm68rxaeZ6tKkSa6hiF7EZMTAxiYmIgl8uRkpJi63CIiIiIiIiIiIgc2o0bN9CkSZMqjcEkbC11//59+Pn54fbt2/Dx8bF1OEQWk0qlCAkJQVpaGry9vW0dDpHFOIfJ0XEOU23AeUyOjnOYHB3nMDm6goIChIaGIj8/H76+vlUai+UIaimxuKzcr4+PD3/RkUPz9vbmHCaHxjlMjo5zmGoDzmNydJzD5Og4h8nRlefZqjRGNcRBRERERERERERERAYwCUtERERERERERERkRUzC1lKurq748MMP4erqautQiCqFc5gcHecwOTrOYaoNOI/J0XEOk6PjHCZHV51zmBtzEREREREREREREVkRV8ISERERERERERERWRGTsERERERERERERERWxCQsERERERERERERkRUxCUtERERERERERERkRRJbB0DVR6lUYsOGDdixYwdSUlLg5OSE5s2b49VXX8Xw4cMhEolsHSKRQVKpFLGxsThz5gxOnz6NK1euQK1Wo3v37tiyZYutwyMySqlU4uzZszh06BDi4uJw9+5d5OXlwcfHB61bt0Z0dDQGDhwIJycnW4dKZFBWVhYOHDiAw4cP4+bNm7h79y4AoH79+ujUqRNef/11tG7d2sZRElmmpKQEXbt2xZ07dwAA77//PqZPn27boIgM+OCDD/Dtt9+abBcfH4+6devWQERElSeVSvHdd99h3759SE1NRWlpKZo0aYLIyEiMHDkSwcHBtg6RqIKmTZviwYMHZrX9v//7P+zcudOi8ZmErSVycnLQs2dPXLp0Sef5a9euYc+ePdi0aRN27doFd3d32wRIZERGRgYaNGgAtVpd4dy9e/dsEBGRZXr27Injx49XeD4tLQ0JCQnYunWr8D/poKCgmg+QyIS0tDQ0bNgQGo2mwrmbN2/i9OnTWL58Od59910sWbLEBhESVc68efNw4cIF4XFRUZENoyEyTiqVIisry2Q7lUpVA9EQVd6BAwfw+uuvIzMzU+f55ORkHDx4EHPmzEFpaamNoiMyLCsry+wkbGBgoMXjsxxBLaDRaDBw4EBcunQJbm5u+Oyzz3D16lVcuXIFc+fOhZOTEw4fPoyxY8faOlQivVQqFTw9PdGjRw98+OGHOHjwIDp37mzrsIjMplQqAQDh4eFYtmwZLly4gJs3b+Lo0aN47bXXIBKJcO7cOfTr14//cCK7pFKpEBISgsmTJ+PHH3/E2bNnkZqairi4OGzcuBFt2rSBWq3Gp59+ivXr19s6XCKznD9/HsuXL8cTTzwBZ2dnW4dDZLaXXnoJGRkZBr8ee+wxW4dIZND+/fsxYMAAZGZmol27dti0aRP++ecf3Lp1C6dOncLcuXPx+OOP2zpMIr1SUlKM/v5dvny50LYyOTaRRt+SB3IoP/30E1599VUAwPbt2xEdHa1z/ssvvxRuuzp79iw6depU0yESGVW+AlYs/vfvQi+++CKOHDmCXr16Yf/+/bYKjcgsw4YNQ3R0dIXfv+U++eQTzJ49GwCwc+dODBgwoCbDIzJJrVZDJBIZLF0klUrRtm1bpKam4v/+7/8QGxtbwxESWUapVKJDhw5ISEjAsWPH0Lt3b8jlcixYsABz5syxdXhEek2ZMgUxMTGIjo7G9u3bbR0OkcXy8vLQqlUrZGdn4+WXX8a2bdv0/hFMpVKxTBc5pG7duuHEiRNo2bIlEhMTLe7PlbC1QHndoA4dOuhNAEyePFmot2JOjSGimiYWi3USsESO5ocffjCYgAWAGTNmwMXFBUDZH8OI7I1YLDZaO97b2xsREREAykogEdm7RYsWISEhAWPHjkW3bt1sHQ4R0SNh5cqVyM7Ohr+/PzZu3GjwLgQmYMkRJScn4+TJkwAqtwoWYBLW4SmVShw7dgwAEBUVpbeNRCJBv379AIArComIrMDUxodubm6oU6cOAEAul9dESETVSqPRCH/tb9u2rY2jITIuPj4en3zyCYKCgvDZZ5/ZOhwiokfGxo0bAQDDhw+Hr6+vbYMhqmYbNmyARqOBs7MzRo0aVakxmIR1cFevXhVqEbZv395guw4dOgAo23ijoKCgRmIjIqIy169fR35+PgCgVatWNo6GyHwajQZXr17F6NGjcf78eXh6emL+/Pm2DovIIJVKhTFjxkCpVGLFihXw8/OzdUhEFouLi0NkZCQaN26M5s2bo3v37liwYAEyMjJsHRqRQbdu3UJaWhqAstJyqampmDZtGtq2bYuGDRvimWeewcyZM3Hz5k0bR0pkudLSUmzatAlA2QLIunXrVmocSXUGRTXvzp07wnFISIjBdtrn7ty5Ax8fH6vGRURE/5o7dy4AwNfXF4MGDbJxNETGLVq0CKtWrYJGo0F+fj6USiVcXFwwcOBAfPLJJwgLC7N1iEQGffHFF/jrr7/Qt29fYc8EIkeTkpKClJQU4XFycjKOHTuGJUuWICYmBq+//rrtgiMyQLs+ZkZGBkaOHAmpVCo8d/v2bZw/fx4xMTHYsGEDhg0bZoswiSpl7969wh/CqrLpPVfCOrjCwkLh2NPT02A77XPafYiIyLq++eYb/PTTTwCATz/9FP7+/jaOiMi4wsJCZGVlITs7W7jbRiKRCCU1iOzV9evX8eGHH6JOnTpYvXq1rcMhspibmxuGDx+OLVu24M8//8Tt27fx119/YcmSJQgMDERxcTHGjBmDX375xdahElVw79494XjGjBlQqVT47LPPkJiYiJSUFPzwww9o1KgRZDIZRo8ejXPnztkwWiLLrF+/HgAQGhqKnj17VnocroR1cOW7ygPGaxJqb3qk3YeIiKxn7969mDx5MgBg9OjRGDdunI0jIjJtzpw5mD59OtRqNe7cuYOLFy/is88+w+bNm7Fr1y7s3bsXnTt3tnWYRDo0Gg3Gjh0LmUyGZcuWoWHDhrYOichiS5curbBZbUhICDp27IgRI0agc+fOuHXrFqZPn46oqChIJPznPNkPlUolHBcXF2PXrl3o37+/8Fzjxo3RtWtXtGzZEg8ePMBHH32Effv22SJUIotkZGQIc/WNN96o0qbiXAnr4LRXuBYXFxtsp33O2IpZIiKqHgcPHkR0dDSUSiWGDBmCDRs22DokIrN4enqiXr16qF+/Pp555hlMmDABCQkJ6NSpE6RSKcaNG6fzDy0ie7B69Wr88ccfeOqppzB16lRbh0NUKcb+YR8cHIzFixcDKCsvFxsbW1NhEZlF+46ZZ555RicBWy4kJATjx48HABw9ehQlJSU1Fh9RZX333XcoLS2FWCzGG2+8UaWxmIR1cEFBQcJxenq6wXZ3794VjuvVq2fVmIiIHnUHDx5EVFQUZDIZBg8ejC1btsDJycnWYRFVmru7O+bNmwegrOZbUlKSjSMi+ldWVhbef/99SCQSfPPNN/x9S7VW9+7dheNr167ZMBKiih5//HHhuF27dgbbtW3bFgCgUCh08hRE9urbb78FULbhXFXvtGES1sG1bNlSKENw5coVg+3KzwUEBOCxxx6rkdiIiB5F+/btExKw0dHR+PHHH3m7INUKTZs2FY5TU1NtFwjRQ9LS0lBUVAQA6N27N+rVq1fhSy6XAyirzV3+nHb9QiJH4OLiIhyXlpbaMBKiip588knhWHuuPkz7HO+sIXt3/PhxJCcnAwDefPPNKo/HJKyDq1OnDp5++mkAwP79+w22K69fERkZWSNxERE9inbv3o2BAwcKCditW7cyAUu1xu3bt4VjPz8/G0ZCpF9paSmysrL0fpUrKioSnuM+CeRozp8/LxyHhobaMBKiinx8fPDUU08BAP755x+D7crvpnFyckJwcHCNxEZUWeUl5QIDAxEVFVXl8ZiErQWGDRsGADh8+DD+/PPPCud/++03JCYmAgBGjBhRo7ERET0qdu7ciejoaMjlcgwZMoQJWKpV1Go1vvjiCwCAl5cXOnbsaOOIiP7Vrl07ZGRkGP1ydXUFALz33nvCcwEBATaOnMh8MpkMc+bMAVBWu7tr1642joioolGjRgEAjh07hosXL1Y4X1RUhLVr1wIAnnvuOe5XQ3bt/v37+OWXXwAAI0eONLrC21xMwtYC48ePR6NGjaDRaDBo0CAcPnwYQNk/mHbs2CEUDu7UqVO1ZO6JiEjXb7/9hiFDhkChUGDo0KHYsmULE7DkUN5//33MnTsXFy5cwP3794Xn5XI5Tpw4gV69egl33MyaNUtIaBHZA4lEorcEgfZXufKN5+rVqyeU9CKyB7///jvGjBmDvXv3IjMzU1iprVAocODAAXTp0kVYCTtnzhydTZCI7MX48ePRrFkzqNVqREdH48iRI9BoNADKVscOGDAAmZmZEIlE+PDDD20cLZFxW7ZsETaPq45SBAAg0pT/RJBDu3z5MiIjI4XaVh4eHlCr1ZDJZACAhg0b4tSpU2jQoIEtwyQyKCoqCufOnRMe5+fnQ6FQwMXFRee21+effx7btm2zRYhEBoWGhiItLQ1A2a0qxjaF6dOnDzZu3FhToRGZZfDgwcJf+gHAzc0NHh4eKCgo0KnXNnXqVKxYsYLJK3I4bm5ukMvlWLBggbCakMiebN68GSNHjhQeOzk5wcfHB1KpVKf+6/Tp07F8+XJbhEhklqtXryIiIkIoBePh4QFnZ2cUFBQAAMRiMZYtW4Zp06bZMkwikzp06IC4uDg8++yzOHPmTLWMyWU6tUR4eDgSEhLw0UcfYceOHcjNzQUA1K9fH6+++irmzZsHHx8fG0dJZFheXp5OzbZyCoVC53luokH2SLuuYPnvX0Py8/OtHQ6RxT777DM899xz2L17NxISEpCbmyv8IbdRo0bo1q0bxo8fj06dOtk4UiKi2ikqKgrff/89du3ahbNnzyIzM1P43BscHIxu3bph0qRJeO6552wcKZFxLVq0wJUrV7BgwQL8/PPPSE9PB1B2J0L37t3x3nvvcR6T3bt06RLi4uIAAGPHjq22cbkStpYqLCyEk5MTPDw8bB0KkVnu3bsHhUJhsp2rqys3hCG7k5OTY/burm5ubvD19bVuQERVpFAoUFhYCG9vbzg7O9s6HKIqy8rKgkajgZeXF2/jJoegVquRn58PT09PloAhh1ZSUgK5XA4fHx/eSUMOo6SkRFi9HRgYWG2l5piEJSIiIiIiIiIiIrIibsxFREREREREREREZEVMwhIRERERERERERFZEZOwRERERERERERERFbEJCwRERERERERERGRFTEJS0RERERERERERGRFTMISERERERERERERWRGTsERERERERERERERWxCQsERERERERERERkRUxCUtERERERERERERkRUzCEhERERHVMn/88Qfc3d3h5uaGjz/+uNrGHTNmDNzc3ODm5oaFCxdW27iWmDhxItzc3ODl5YWkpCSbxEBERERkKSZhiYiIiMgiQ4cOFRJxlflasWKF1WNcuXKl8HrLly/X22bYsGEVYjt79qzZrzFo0CCh36hRo6or9CorLS3F5MmTIZPJ4O3tjbfffrvaxlYoFJDL5ZDL5SgtLdXb5sGDBybngLu7OwIDA9G8eXO8/PLLWLFiBXJycsyKYfbs2RCLxSgqKsKUKVOq7dqIiIiIrIlJWCIiIiKyyJ9//ikk4irz9eSTT1o9xh07dgiv16dPH7Ov49dffzX7NbT718Q1mWv9+vWIj48HALz77rvw9vau0dfXaDQm54BMJkNeXh6Sk5Oxc+dOvP3222jYsCGWLl1qcvwGDRpg3LhxAIAjR47g999/t/YlEREREVUZk7BEREREZLb8/HzcunWrSmO0a9eueoIxID8/H6dPnwYANG/eHGFhYRXaSKVSpKSkVHje3CRsTk4O7t69Kzxu3759JaOtXiUlJZg/fz4AwM/PDxMnTrRxROYrKSnBe++9Z9bK3ZkzZ8LFxQVA2cpYtVpt7fCIiIiIqoRJWCIiIiIyW1xcnM7j2NhYlJSUmP0lk8lQt25dq8a4Z88e4Vb5qKgovW0uXboEjUYjPPbw8AAAJCcnIyEhweRrPPx9sHZi2Vzr169HRkYGAGDs2LHw9PS0cUTAqlWrKsyD4uJiZGZm4vjx45g4cSIkEonQfsWKFThx4oTRMRs0aIBBgwYBAOLj47Fz506rXgMRERFRVTEJS0RERERm004+SiQStGvXzqJ6sK6urlaPUTshN2DAAJPXERgYiCFDhgiPzVkNq90/ODgYjz32WGVCrVZqtVqn3m75Lfu2JpFI9NaEDQoKQkREBFavXo0dO3bo9Fm7dq3JccePHy8cf/HFF9UeNxEREVF1YhKWiIiIiMymnXwMCwurkaSqJRQKBQ4cOACgLLn63HPP6W2nfR3t27fHwIEDhceWJmHtpRTBwYMHhRILTz/9NJo3b27jiMzXv39/dO/eXXh85swZk30iIiJQv359AMDp06dx5coVq8VHREREVFVMwhIRERGR2bSTj23btrVhJPodPXoUhYWFAIB+/frByclJbzvt62jXrh169uwplCSIi4szWff24f72YNOmTcLx4MGDbRhJ5TzzzDPCcU5Ojsn2IpFIKEkA6F4/ERERkb1hEpaIiIiIzFJSUoKrV68Kj+0xCbtr1y7h2FA9WIVCgX/++Ud43L59e7i7u6Nnz57Cc7/99pvB1ygqKkJycrJOf1tTKBTYvXu38LhXr14W9ZdKpVi2bBkiIiIQHBwMX19fhIWFYfDgwdi2bVuNbHwlFv/7TxM3Nzez+mhf5y+//FLtMRERERFVFyZhiYiIiMgs8fHxUKlUwmN7TML+/vvvAMqSeNpJVW0JCQlQKpXC4/Ik6ssvvyw8Z6wkwd9//62TlLSHJOwff/yBoqIiAICfnx/Cw8PN7nv48GG0bNkS77zzDk6ePIn09HQUFBTg6tWr+OWXX/DKK6+gS5cuJlcHV9XFixeF4xYtWpjV5/nnnxeStykpKTp/JCAiIiKyJ0zCEhEREZFZtG/BB+wvCXvhwgXcuXMHAPDCCy+gTp06ettpX4eHhweeeOIJAGV1SSUSCQDg1KlTyM3NNdnf19cXjRs3rpb4q+LUqVPCcfv27SESiczqd+jQIbz00ktIT0832u7s2bPo3bs37t+/X5UwDTp58iQOHjwoPNYuM2CMt7e3Tu3bP/74o9pjIyIiIqoOTMISERERkVm0k49BQUEICgqyYTQV7dy5UzgeMGCAwXba1xEeHi6spPT390fXrl0BACqVSqe0gaH+9lIP9q+//hKOW7dubVaf3NxcjBgxAnK5HEBZjdVRo0bh5MmTyM3NRXZ2No4fP44RI0ZAJBIhKSkJe/bsqbaYFQoFLl++jLlz56J3797C6uKwsDBMmjTJ7HHatGkjHJ8/f77a4iMiIiKqThJbB0BEREREjkE7+ZidnW123U6gLGlr7dvZy5OmIpEI/fv3N9hO+zoeLiXw8ssv49ixYwDKShKMGTPGov62cu3aNeG4YcOGZvX55JNPkJ2dDaDse7Z582YMGzZMp01ERAQiIiLQo0cPvP7669BoNBbH9tZbb2H69Ok6z2k0GigUigpt+/bti/Xr1wubpJlD+3q1vw9ERERE9oQrYYmIiIjIJJVKhfj4eOGxRqOBXC43+yssLMyq8d26dQt///03AODpp5/G448/rredWq3G5cuXhccPr2TVrgt76NAhoc5qOaVSiStXrgiP7SUJm5aWJhzXr1/fZHu5XI6NGzcKjydMmFAhAatt1KhRePPNNysVW2lpaYX58HAC1sXFBTNmzMDmzZsNvneGBAcHC8e3b9+uVIxERERE1sYkLBERERGZlJSUhJKSkkr3N3bbfmJiIrp06YLevXtXenzt0gFRUVEG212/fl0nsfpwEjU0NFR4Ti6XY9++fTrnr1y5opNANJWETUpKwqxZs9C/f3/06tULkyZNwsmTJ01fkAUUCoXOe+Pp6Wmyz/nz54X6riKRCO+++67JPu+//36lYzRFoVBg2bJlCA0NRUxMjEV9ta+3oKCgukMjIiIiqhYsR0BEREREJj28Kdfly5d1NkQyxdnZ2eC5M2fO4PTp0+jUqVOl46tMPVgnJyedeqLlBg4cKLT79ddfMWTIEL393dzcjK7wXblyJWbOnAmlUqnz/Jo1a/Dmm29i7dq1Qj3aqiiv6VrOxcXFZB/tGrLNmjUza3OxJk2aoGnTprhx44ZF8a1atUrvKlqZTIasrCycO3cOa9asQWxsLIqKijBlyhTk5eVh3rx5Zo3v6uoqHFflDwVERERE1sSVsERERERkknby0dPTE08++STc3NzM/nJycjI49oULFwBUfpOrgoICYXVpkyZNjG5MpX0dYWFheuvaapck2LNnj87KV+3+bdq0gUSif03Djh07MG3aNCiVSrz44ovYvn079u3bh4kTJ0IkEmH9+vWYO3eu2ddojHYSEoDeWqsPy8rKEo5btGhh9mtVpqyERCLROyd8fX3RokULjBo1CmfOnMH48eOFPh9//LHZm2xpJ6Hd3d0tjo+IiIioJjAJS0REREQmPbwZVXWs4Cx38eJFAJVPwu7du1dYbWpsFSxg3qZabdq0QdOmTQEAUqkUR48etai/UqnEO++8AwDo168fDhw4gOjoaPTu3RurV6/G4sWLAQCff/55tWxW5uLiopNMfvDggck+hYWFwrE55Qsq09YSIpEIy5Ytg5+fH4Cy2r3Lly83q692eQlvb2+rxEdERERUVUzCEhEREZFJly5dEo47duxYbeOWlpYKG2W1bdu2UmOYWw8W0L0OY/Vctcf57bffAJRtRla++Zex/keOHEFqaioAYOnSpRUS1u+88w7q168PhUKB//3vf0bjNVdISIhwnJ6ebrK9djLVnKRtZdpaysPDA127dhUeHzt2zKx+2tcbGhpa7XERERERVQcmYYmIiIjIqNTUVOTn5wuPO3ToUG1jJyYmQiaTQSwWIzw8HHl5efj8888xaNAg9OjRA9OmTUNSUpLB/kqlUtg8y8/PD126dDHY9s6dO8jJyREeG1t5q12SYOfOnVCr1UhOTtZZQWooCbt//34AZbfut2rVqsJ5iUSCl156CQAqbPxVWdr1eW/fvm2yfd26dYXj5ORks1/n+vXrlgVmocDAQOE4MzMTpaWlJvtoX68ldYqJiIiIahKTsERERERk1MObclXnStjyUgTNmzfHiRMn0KJFC7z77rv49ddfcfjwYaxcuRLt2rXD77//rrf/iRMnUFBQAKDs1n9DNVqBitdhLAnbuXNnPPbYYwDKkoGxsbE6/cVisd5NvQAgISEBgPHv01NPPaXTtqq0X8ucMbXbX716FXfv3jXZJy0tDdeuXatcgGbKy8sTjp2cnMwqexEfHy8cl39fiYiIiOwNk7BEREREZJT2Lfx16tSp1OZMhpRvyqVUKjFw4EA89dRT+P7773HgwAEsWbIE3t7ekMvlGD16tM4q1HI7d+4Ujk3Vg9W+joYNG8Lf399gW7FYjP79+wuPf/31V53+LVq0gIeHh96+5XVejd0aX14+oLCwEPfu3TMatzk6d+4sHF+6dAkajcZo+2eeeUYoSaBWq7FixQqTr7F8+XKT41aFTCbDqVOnhMcNGjQwmYQtKirSSQxrfx+IiIiI7AmTsERERERklPYK0LZt21plU66UlBR8+umn2L9/P0aMGIGePXvivffew/79+yESiZCfn4/du3dX6F++QtbFxQW9e/c2+zrM2QRMuyTBr7/+atamXMC/m155eXkZbKN9Tl9y2VIRERFwd3cHAOTm5uLKlStG23t4eGDkyJHC4xUrVmDv3r0G2+/atQsrV66scpzGzJo1S2clbK9evUz2OXXqFFQqFYCyxHbr1q2tFh8RERFRVTAJS0RERERGaScfq7MUgVqtFja6GjlyJKZNm1ahzbPPPits2PVwPdJLly4Jq04jIyONJj0BmJ1ELdejRw9hteiNGzd0Nooy1r+8jqmTk5PBNtplE8ype2qKm5ubThL60KFDJvvMnj0bvr6+Qgwvv/wyZsyYgYSEBJSWlkKpVCI+Ph7Tpk1DdHS0kOysLhqNBtnZ2di1axd69uypsxrX2dkZM2bMMDmG9nUOHDiwWuMjIiIiqk5MwhIRERGRQbm5ubhz547weM2aNXBzc7Po6/vvv9c7dlJSEh48eACxWIyPP/7YYAwNGjQAgAr1Xnft2iUcR0VFGb2O+/fvIzU1VXhsThLW1dVVJ7Epl8vN6l9epkAmkxlsU1JSIhzXqVPHZCzmGD16tHC8fft2k+2Dg4Oxfv16IVmsVCqxfPlytGnTBi4uLnB1dUV4eDhWrlyJ0tJSNGzYED169LA4rrfeekvvvJBIJAgKCkJUVJROMlUkEuGrr75CixYtTI69Y8cO4XjUqFEWx0ZERERUU5iEJSIiIiKDHt7MqrS0FHK53KKv8PBwvWOX14N96qmn0LhxY4MxZGRkAChLGmrTrgerXb/VnOswpxwBoFuSwNz+gYGBAICsrCyDbbKzswGU1Z718/MzKxZT+vXrJySsz549q5N0NiQ6Oho//fSTsCK2nEaj0an/+uSTT2L//v3CZmWWMDRn1Gp1hbaPP/44duzYgXHjxpkc98yZM8I1duzYsVpXaRMRERFVNyZhiYiIiMigh5OXlnJ1dUWrVq30niuvB1tebkCf3NxcYUOsiIgI4fk7d+4I/Tt27CgkHw3Rvg5/f3+jm2Zp69evH5ydnXWeCw0NRUBAgME+5RuXXb161WCb8nONGzeGq6urWbGYIpFIMHXqVABlSdR169aZ1S86OhpXr17F7Nmz0bp1a3h4eEAsFqNu3bqIjIzE6tWrceHChWrdkK1cnTp10KJFC7z22mv44YcfkJKSYjDx/TDt6zOndAERERGRLYk01tzilIiIiIgcWmlpaZVqlopEIoNJxoiICJw8eRLjxo3D2rVr9bb5+OOP8dFHH+GZZ57BuXPnhOdXr16NyZMnC23mzZtnNA7t6xCLxXBxcTH7GuRyuc6qUFP9V61ahalTp8LT0xPZ2dnChlnaunfvjmPHjmHEiBEGyzVURmFhIZo0aYLc3FzUrVsXt27d0vv6pqjVar0bsCmVSqE2rEQiqVAiopyxUgzlnJ2djdbNNSY7OxuNGjVCSUkJmjdvjsTERIOxEBEREdkDroQlIiIiIoMkEonFNWC1vwwlYDUajbA69fz583rbJCQk4NNPPwUAzJ8/X+ecJfVgH74OSxKwQNlqXu1rMtX/5ZdfhpOTE4qKirBx48YK5xMSEnD8+HEAwODBgy2KxRQvLy988MEHAICcnBx88803lRpHXwIWKEucatd0NcScuVHZBCwALFu2TKiru2DBAiZgiYiIyO5xJSwRERER1bhr166hRYsWcHZ2hlKpxEcffYS5c+dCLBZDrVZj586dmDBhArKzszFmzBhs2LBB6FtYWIjAwEAoFAqEhobi1q1bNrwS/d544w1899138PLywi+//CJsaJWSkoL+/fsjMTER4eHhiIuLM5jwrCy5XI42bdrg+vXrqF+/Pq5fvy5sFlYbZGdno1mzZigsLMSzzz6L06dPQyQS2TosIiIiIqOYhCUiIiKiGvfjjz9i2LBh6NGjBzw8PLBz504EBASgUaNGSEtLEzau6tu3L3799Ved1acajQZyuRwA4OTkVKFmqz3Iz8/Hc889h6SkJABAs2bNUKdOHSQkJEClUsHHxwenT5/Gk08+aZXXP3jwIHr16gWgbKXonDlzrPI6tjB58mSsXr0aTk5OOH/+PNq3b2/rkIiIiIhMYhKWiIiIiGrcu+++i88//xyTJ0/Gp59+iv/85z/46aefoFarAQDBwcGYMWMGpk2bVqXb1m0pPz8f7777LrZs2SLcOi8Wi9GzZ0+sXLkSzZs3t+rrl9eytbQGrr1TKBRCzdradF1ERERUuzEJS0REREQ17urVq8jJyUHDhg0REhICAMjNzUVqaip8fX3RtGnTWnOLeXFxMW7cuIHS0lI0bNgQ/v7+tg6JiIiIiGoYk7BEREREREREREREVlS9uwAQERERERERERERkQ4mYYmIiIiIiIiIiIisiElYIiIiIiIiIiIiIitiEpaIiIiIiIiIiIjIipiEJSIiIiIiIiIiIrIiJmGJiIiIiIiIiIiIrIhJWCIiIiIiIiIiIiIrYhKWiIiIiIiIiIiIyIqYhCUiIiIiIiIiIiKyIiZhiYiIiIiIiIiIiKyISVgiIiIiIiIiIiIiK2ISloiIiIiIiIiIiMiK/h/K41M+uRnoWgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1600x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# BER\n",
    "ber_plot(xlim=[0, 7], ylim=[2.e-7, 1], show_bler=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Results for Longer Codewords\n",
    "\n",
    "In particular for the data channels, longer codewords are usually required.\n",
    "For these applications, LDPC and Turbo codes are the workhorse of 5G and LTE, respectively. \n",
    "\n",
    "Let's compare LDPC and Turbo codes for $k=6144$ information bits and coderate $r=1/3$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-06T17:18:09.737773Z",
     "iopub.status.busy": "2026-08-06T17:18:09.737627Z",
     "iopub.status.idle": "2026-08-06T17:18:09.864710Z",
     "shell.execute_reply": "2026-08-06T17:18:09.863926Z"
    }
   },
   "outputs": [],
   "source": [
    "# code parameters\n",
    "k = 2048 # number of information bits per codeword\n",
    "n = 6156 # desired codeword length (including termination bits)\n",
    "codes_under_test = []\n",
    "\n",
    "# Uncoded QPSK\n",
    "enc = None\n",
    "dec = None\n",
    "name = \"Uncoded QPSK\"\n",
    "codes_under_test.append([enc, dec, name])\n",
    "\n",
    "#Turbo. codes\n",
    "enc = TurboEncoder(rate=1/3, constraint_length=4, terminate=True)\n",
    "dec = TurboDecoder(encoder=enc, num_iter=8)\n",
    "name = \"UMTS/LTE: Turbo Codes\"\n",
    "codes_under_test.append([enc, dec, name])\n",
    "\n",
    "# LDPC\n",
    "enc = LDPC5GEncoder(k, n)\n",
    "dec = LDPC5GDecoder(encoder=enc, num_iter=40)\n",
    "name = \"5G: LDPC\"\n",
    "codes_under_test.append([enc, dec, name])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-06T17:18:09.866376Z",
     "iopub.status.busy": "2026-08-06T17:18:09.866234Z",
     "iopub.status.idle": "2026-08-06T17:18:09.868671Z",
     "shell.execute_reply": "2026-08-06T17:18:09.868064Z"
    }
   },
   "outputs": [],
   "source": [
    "ber_plot_long = PlotBER(f\"Error Rate Performance (k={k}, n={n})\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-06T17:18:09.870407Z",
     "iopub.status.busy": "2026-08-06T17:18:09.870282Z",
     "iopub.status.idle": "2026-08-07T00:04:17.420092Z",
     "shell.execute_reply": "2026-08-07T00:04:17.418870Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " Running: Uncoded QPSK\n",
      "EbNo [dB] |        BER |       BLER |  bit errors |    num bits | block errors |  num blocks | runtime [s] |    status\n",
      "---------------------------------------------------------------------------------------------------------------------------------------\n",
      "     -1.0 | 1.0371e-01 | 1.0000e+00 |     2124041 |    20480000 |        10000 |       10000 |         0.8 |reached target block errors\n",
      "     -0.9 | 1.0117e-01 | 1.0000e+00 |     2071928 |    20480000 |        10000 |       10000 |         0.4 |reached target block errors\n",
      "     -0.8 | 9.8599e-02 | 1.0000e+00 |     2019309 |    20480000 |        10000 |       10000 |         0.0 |reached target block errors\n",
      "     -0.7 | 9.6007e-02 | 1.0000e+00 |     1966226 |    20480000 |        10000 |       10000 |         0.0 |reached target block errors\n",
      "     -0.6 | 9.3475e-02 | 1.0000e+00 |     1914365 |    20480000 |        10000 |       10000 |         0.0 |reached target block errors\n",
      "     -0.5 | 9.0899e-02 | 1.0000e+00 |     1861620 |    20480000 |        10000 |       10000 |         0.0 |reached target block errors\n",
      "     -0.4 | 8.8414e-02 | 1.0000e+00 |     1810719 |    20480000 |        10000 |       10000 |         0.0 |reached target block errors\n",
      "     -0.3 | 8.5941e-02 | 1.0000e+00 |     1760078 |    20480000 |        10000 |       10000 |         0.0 |reached target block errors\n",
      "     -0.2 | 8.3556e-02 | 1.0000e+00 |     1711218 |    20480000 |        10000 |       10000 |         0.0 |reached target block errors\n",
      "     -0.1 | 8.1007e-02 | 1.0000e+00 |     1659019 |    20480000 |        10000 |       10000 |         0.0 |reached target block errors\n",
      "     -0.0 | 7.8633e-02 | 1.0000e+00 |     1610408 |    20480000 |        10000 |       10000 |         0.0 |reached target block errors\n",
      "      0.1 | 7.6339e-02 | 1.0000e+00 |     1563425 |    20480000 |        10000 |       10000 |         0.0 |reached target block errors\n",
      "      0.2 | 7.3893e-02 | 1.0000e+00 |     1513336 |    20480000 |        10000 |       10000 |         0.0 |reached target block errors\n",
      "      0.3 | 7.1581e-02 | 1.0000e+00 |     1465971 |    20480000 |        10000 |       10000 |         0.0 |reached target block errors\n",
      "      0.4 | 6.9327e-02 | 1.0000e+00 |     1419809 |    20480000 |        10000 |       10000 |         0.0 |reached target block errors\n",
      "      0.5 | 6.7061e-02 | 1.0000e+00 |     1373404 |    20480000 |        10000 |       10000 |         0.0 |reached target block errors\n",
      "      0.6 | 6.4816e-02 | 1.0000e+00 |     1327437 |    20480000 |        10000 |       10000 |         0.0 |reached target block errors\n",
      "      0.7 | 6.2548e-02 | 1.0000e+00 |     1280987 |    20480000 |        10000 |       10000 |         0.0 |reached target block errors\n",
      "      0.8 | 6.0530e-02 | 1.0000e+00 |     1239655 |    20480000 |        10000 |       10000 |         0.0 |reached target block errors\n",
      "      0.9 | 5.8414e-02 | 1.0000e+00 |     1196320 |    20480000 |        10000 |       10000 |         0.0 |reached target block errors\n",
      "      1.0 | 5.6177e-02 | 1.0000e+00 |     1150509 |    20480000 |        10000 |       10000 |         0.0 |reached target block errors\n",
      "      1.1 | 5.4219e-02 | 1.0000e+00 |     1110398 |    20480000 |        10000 |       10000 |         0.0 |reached target block errors\n",
      "      1.2 | 5.2266e-02 | 1.0000e+00 |     1070399 |    20480000 |        10000 |       10000 |         0.0 |reached target block errors\n",
      "      1.3 | 5.0313e-02 | 1.0000e+00 |     1030406 |    20480000 |        10000 |       10000 |         0.0 |reached target block errors\n",
      "      1.4 | 4.8310e-02 | 1.0000e+00 |      989393 |    20480000 |        10000 |       10000 |         0.0 |reached target block errors\n",
      "      1.5 | 4.6403e-02 | 1.0000e+00 |      950334 |    20480000 |        10000 |       10000 |         0.0 |reached target block errors\n",
      "      1.6 | 4.4464e-02 | 1.0000e+00 |      910616 |    20480000 |        10000 |       10000 |         0.0 |reached target block errors\n",
      "      1.7 | 4.2709e-02 | 1.0000e+00 |      874673 |    20480000 |        10000 |       10000 |         0.0 |reached target block errors\n",
      "\n",
      " Running: UMTS/LTE: Turbo Codes\n",
      "EbNo [dB] |        BER |       BLER |  bit errors |    num bits | block errors |  num blocks | runtime [s] |    status\n",
      "---------------------------------------------------------------------------------------------------------------------------------------\n",
      "     -1.0 | 1.9297e-01 | 1.0000e+00 |     3952064 |    20480000 |        10000 |       10000 |        19.6 |reached target block errors\n",
      "     -0.9 | 1.8621e-01 | 1.0000e+00 |     3813642 |    20480000 |        10000 |       10000 |        17.4 |reached target block errors\n",
      "     -0.8 | 1.7908e-01 | 1.0000e+00 |     3667505 |    20480000 |        10000 |       10000 |        16.2 |reached target block errors\n",
      "     -0.7 | 1.7120e-01 | 1.0000e+00 |     3506192 |    20480000 |        10000 |       10000 |        16.5 |reached target block errors\n",
      "     -0.6 | 1.6147e-01 | 9.9990e-01 |     3306868 |    20480000 |         9999 |       10000 |        16.3 |reached target block errors\n",
      "     -0.5 | 1.5147e-01 | 1.0000e+00 |     3102032 |    20480000 |        10000 |       10000 |        16.2 |reached target block errors\n",
      "     -0.4 | 1.3915e-01 | 9.9930e-01 |     2849697 |    20480000 |         9993 |       10000 |        16.1 |reached target block errors\n",
      "     -0.3 | 1.2491e-01 | 9.9460e-01 |     2558197 |    20480000 |         9946 |       10000 |        16.0 |reached target block errors\n",
      "     -0.2 | 1.0723e-01 | 9.7700e-01 |     2196128 |    20480000 |         9770 |       10000 |        16.2 |reached target block errors\n",
      "     -0.1 | 8.4801e-02 | 9.1870e-01 |     1736723 |    20480000 |         9187 |       10000 |        16.2 |reached target block errors\n",
      "     -0.0 | 5.9293e-02 | 7.8660e-01 |     1214322 |    20480000 |         7866 |       10000 |        16.4 |reached target block errors\n",
      "      0.1 | 3.6045e-02 | 5.9160e-01 |      738194 |    20480000 |         5916 |       10000 |        16.1 |reached target block errors\n",
      "      0.2 | 1.7654e-02 | 3.6300e-01 |      361547 |    20480000 |         3630 |       10000 |        16.1 |reached target block errors\n",
      "      0.3 | 7.1092e-03 | 1.8140e-01 |      145597 |    20480000 |         1814 |       10000 |        16.0 |reached target block errors\n",
      "      0.4 | 2.3486e-03 | 6.9400e-02 |       48100 |    20480000 |          694 |       10000 |        16.0 |reached target block errors\n",
      "      0.5 | 5.4805e-04 | 2.1167e-02 |       33672 |    61440000 |          635 |       30000 |        48.1 |reached target block errors\n",
      "      0.6 | 1.0841e-04 | 4.6636e-03 |       24423 |   225280000 |          513 |      110000 |       176.8 |reached target block errors\n",
      "      0.7 | 1.5479e-05 | 8.8246e-04 |       18069 |  1167360000 |          503 |      570000 |       919.0 |reached target block errors\n",
      "      0.8 | 2.1026e-06 | 1.5106e-04 |       14253 |  6778880000 |          500 |     3310000 |      5327.2 |reached target block errors\n",
      "      0.9 | 2.8672e-07 | 3.2500e-05 |        5872 | 20480000000 |          325 |    10000000 |     15876.7 |reached max iterations\n",
      "\n",
      "Simulation stopped as target BER is reached @ EbNo = 0.9 dB.\n",
      "\n",
      "\n",
      " Running: 5G: LDPC\n",
      "EbNo [dB] |        BER |       BLER |  bit errors |    num bits | block errors |  num blocks | runtime [s] |    status\n",
      "---------------------------------------------------------------------------------------------------------------------------------------\n",
      "     -1.0 | 2.3066e-01 | 1.0000e+00 |     4723924 |    20480000 |        10000 |       10000 |        31.3 |reached target block errors\n",
      "     -0.9 | 2.2409e-01 | 1.0000e+00 |     4589404 |    20480000 |        10000 |       10000 |         7.3 |reached target block errors\n",
      "     -0.8 | 2.1710e-01 | 1.0000e+00 |     4446129 |    20480000 |        10000 |       10000 |         1.2 |reached target block errors\n",
      "     -0.7 | 2.0903e-01 | 1.0000e+00 |     4280882 |    20480000 |        10000 |       10000 |         1.2 |reached target block errors\n",
      "     -0.6 | 1.9856e-01 | 9.9980e-01 |     4066474 |    20480000 |         9998 |       10000 |         1.2 |reached target block errors\n",
      "     -0.5 | 1.8476e-01 | 9.9870e-01 |     3783878 |    20480000 |         9987 |       10000 |         1.2 |reached target block errors\n",
      "     -0.4 | 1.6687e-01 | 9.9260e-01 |     3417458 |    20480000 |         9926 |       10000 |         1.2 |reached target block errors\n",
      "     -0.3 | 1.4281e-01 | 9.6790e-01 |     2924798 |    20480000 |         9679 |       10000 |         1.2 |reached target block errors\n",
      "     -0.2 | 1.1094e-01 | 8.9220e-01 |     2271964 |    20480000 |         8922 |       10000 |         1.2 |reached target block errors\n",
      "     -0.1 | 7.6831e-02 | 7.4720e-01 |     1573491 |    20480000 |         7472 |       10000 |         1.2 |reached target block errors\n",
      "     -0.0 | 4.4137e-02 | 5.3050e-01 |      903918 |    20480000 |         5305 |       10000 |         1.2 |reached target block errors\n",
      "      0.1 | 2.1582e-02 | 3.0460e-01 |      441995 |    20480000 |         3046 |       10000 |         1.2 |reached target block errors\n",
      "      0.2 | 8.0358e-03 | 1.3690e-01 |      164574 |    20480000 |         1369 |       10000 |         1.2 |reached target block errors\n",
      "      0.3 | 2.6163e-03 | 5.0500e-02 |       53581 |    20480000 |          505 |       10000 |         1.2 |reached target block errors\n",
      "      0.4 | 6.0028e-04 | 1.3375e-02 |       49175 |    81920000 |          535 |       40000 |         4.6 |reached target block errors\n",
      "      0.5 | 1.2734e-04 | 3.2250e-03 |       41727 |   327680000 |          516 |      160000 |        18.5 |reached target block errors\n",
      "      0.6 | 2.2806e-05 | 6.1829e-04 |       38299 |  1679360000 |          507 |      820000 |        95.2 |reached target block errors\n",
      "      0.7 | 3.6108e-06 | 1.3184e-04 |       28101 |  7782400000 |          501 |     3800000 |       440.7 |reached target block errors\n",
      "      0.8 | 4.8848e-07 | 3.9300e-05 |       10004 | 20480000000 |          393 |    10000000 |      1159.3 |reached max iterations\n",
      "\n",
      "Simulation stopped as target BER is reached @ EbNo = 0.8 dB.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "num_bits_per_symbol = 2 # QPSK\n",
    "ebno_db = np.arange(-1, 1.8, 0.1) # sim SNR range \n",
    "\n",
    "# run ber simulations for each code we have added to the list\n",
    "for code in codes_under_test:\n",
    "    print(\"\\n Running: \" + code[2])\n",
    "    \n",
    "    # generate a new model with the given encoder/decoder\n",
    "    torch.cuda.empty_cache()\n",
    "    torch._dynamo.reset()\n",
    "    model = System_Model(k=k,\n",
    "                         n=n,\n",
    "                         num_bits_per_symbol=num_bits_per_symbol,\n",
    "                         encoder=code[0],\n",
    "                         decoder=code[1],\n",
    "                         sim_esno=False)\n",
    "    \n",
    "    # the first argument must be a callable (function) that yields u and u_hat for batch_size and ebno\n",
    "    ber_plot_long.simulate(model, # the function have defined previously\n",
    "                     ebno_dbs=ebno_db, # SNR to simulate\n",
    "                     legend=code[2], # legend string for plotting\n",
    "                     max_mc_iter=1000, # run 100 Monte Carlo runs per SNR point\n",
    "                     num_target_block_errors=500, # continue with next SNR point after 2000 bit errors\n",
    "                     target_ber=6e-7,\n",
    "                     batch_size=10000, # batch-size per Monte Carlo run\n",
    "                     soft_estimates=False, # the model returns hard-estimates\n",
    "                     early_stop=True, # stop simulation if no error has been detected at current SNR point\n",
    "                     show_fig=False, # we show the figure after all results are simulated\n",
    "                     add_bler=True, # in case BLER is also interesting\n",
    "                     compile_mode=\"default\",\n",
    "                     forward_keyboard_interrupt=False); # should be True in a loop"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-07T00:04:17.422412Z",
     "iopub.status.busy": "2026-08-07T00:04:17.422263Z",
     "iopub.status.idle": "2026-08-07T00:04:17.818116Z",
     "shell.execute_reply": "2026-08-07T00:04:17.817202Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# and show the figure\n",
    "ber_plot_long(xlim=[-1., 1.7],ylim=(6e-7, 1)) # we set the ylim to 1e-5 as otherwise more extensive simualtions would be required for accurate curves."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A comparison of short length codes can be found in the tutorial notebook [5G Channel Coding Polar vs. LDPC Codes](https://nvlabs.github.io/sionna/phy/tutorials/notebooks/5G_Channel_Coding_Polar_vs_LDPC_Codes.html)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Final Figure\n",
    "\n",
    "Combine results from the two simulations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-07T00:04:17.820486Z",
     "iopub.status.busy": "2026-08-07T00:04:17.820346Z",
     "iopub.status.idle": "2026-08-07T00:04:18.326489Z",
     "shell.execute_reply": "2026-08-07T00:04:18.325496Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "snrs = list(np.compress(a=ber_plot._snrs, condition=ber_plot._is_bler, axis=0))\n",
    "bers = list(np.compress(a=ber_plot._bers, condition=ber_plot._is_bler, axis=0))\n",
    "legends = list(np.compress(a=ber_plot._legends, condition=ber_plot._is_bler, axis=0))\n",
    "is_bler = list(np.compress(a=ber_plot._is_bler, condition=ber_plot._is_bler, axis=0))\n",
    "\n",
    "ylabel = \"BLER\"\n",
    "\n",
    "# generate two subplots\n",
    "fig, (ax1, ax2) = plt.subplots(1,2, figsize=(16,10))\n",
    "\n",
    "ax1.tick_params(axis='both', which='major', labelsize=18)\n",
    "ax2.tick_params(axis='both', which='major', labelsize=18)\n",
    "\n",
    "   \n",
    "# Part A \n",
    "xlim=[0, 6]\n",
    "ylim=[1e-4, 1]\n",
    "\n",
    "ax1.set_xlim(xlim)\n",
    "ax1.set_ylim(ylim)\n",
    "\n",
    "for idx, b in enumerate(bers):\n",
    "    ax1.semilogy(snrs[idx], b, \"--\", linewidth=2)\n",
    "\n",
    "ax1.grid(which=\"both\")\n",
    "ax1.set_xlabel(r\"$E_b/N_0$ (dB)\", fontsize=25)\n",
    "ax1.set_ylabel(ylabel, fontsize=25)\n",
    "ax1.legend(legends, fontsize=20, loc=\"upper right\");\n",
    "ax1.set_title(\"$k=512, n=1024$\", fontsize=20)\n",
    "\n",
    "\n",
    "# remove \"(BLER)\" labels from legend\n",
    "for idx, l in enumerate(ber_plot_long.legend):\n",
    "    ber_plot_long.legend[idx] = l.replace(\" (BLER)\", \"\")\n",
    "    \n",
    "snrs = list(np.compress(condition=ber_plot_long._is_bler, a=ber_plot_long._snrs, axis=0))\n",
    "bers = list(np.compress(condition=ber_plot_long._is_bler, a=ber_plot_long._bers, axis=0))\n",
    "legends = list(np.compress(condition=ber_plot_long._is_bler, a=ber_plot_long._legends, axis=0))\n",
    "is_bler = list(np.compress(condition=ber_plot_long._is_bler, a=ber_plot_long._is_bler, axis=0))\n",
    "\n",
    "\n",
    "# Part B\n",
    "xlim=[-1, 2]\n",
    "ylim=[1e-4, 1]\n",
    "\n",
    "ax2.set_xlim(xlim)\n",
    "ax2.set_ylim(ylim)\n",
    "ax2.set_title(\"$k=2048, n=6156$\", fontsize=20)\n",
    "\n",
    "# return figure handle\n",
    "#for idx, b in enumerate(bers):\n",
    "\n",
    "ax2.semilogy(snrs[0], bers[0], \"--\", linewidth=2, color=\"orange\")\n",
    "ax2.semilogy(snrs[1], bers[1], \"--\", linewidth=2, color=\"green\")\n",
    "ax2.semilogy(snrs[2], bers[2], \"--\", linewidth=2, color=\"blue\")\n",
    "\n",
    "ax2.grid(which=\"both\")\n",
    "ax2.set_xlabel(r\"$E_b/N_0$ (dB)\", fontsize=25)\n",
    "ax2.set_ylabel(ylabel, fontsize=25)\n",
    "plt.legend(legends, fontsize=20, loc=\"upper right\");"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": ".venv",
   "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": "3.12.12"
  },
  "toc-autonumbering": false,
  "toc-showmarkdowntxt": false
 },
 "nbformat": 4,
 "nbformat_minor": 4
}