{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "5d8c7977-2a68-4730-b689-d35c59d1a448",
   "metadata": {},
   "source": [
    "# TorchX Job Launcher\n",
    "\n",
    "The following tutorial demonstrates how one may dispatch simulations using the [TorchX job launcher](https://meta-pytorch.org/torchx/), which `calisim` incorporates as an optional dependency.\n",
    "\n",
    "TorchX may be used to specify and launch simulations in a distributed and parallelised fashion across different computational environments and backends (AWS, Ray, SLURM, Kubernetes). We will henceforth provide a basic example. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "137a6fe7-a786-442f-b301-6babedaf0653",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import os\n",
    "import os.path as osp\n",
    "import torchx\n",
    "\n",
    "from calisim.data_model import OrchestrationModel\n",
    "from calisim.orchestration import TorchXJobLauncher\n",
    "from calisim.data_model import (\n",
    "\tDistributionModel,\n",
    "\tParameterDataType,\n",
    "\tParameterSpecification,\n",
    ")\n",
    "from calisim.abc import (\n",
    "\tApproximateBayesianComputationMethod,\n",
    "\tApproximateBayesianComputationMethodModel,\n",
    ")\n",
    "from calisim.statistics import L2Norm\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ab6eba9b-19dc-4e1b-85f3-fdf20c0b5ca1",
   "metadata": {},
   "source": [
    "## Dispatching Python-Based Simulations\n",
    "\n",
    "We will first define a Python command to be called externally by `TorchX`. We will later demonstrate that `calisim` is agnostic to your choice of programming language, and can be used to calibration non-Python based models - assuming that they can be called externally and supplied with parameters.\n",
    "\n",
    "This Python command will execute the Rastrigin function, which will act as our simulation model. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "8e762a3a-75c6-4138-b86a-91eaeb249941",
   "metadata": {},
   "outputs": [],
   "source": [
    "cmd = \"\"\"\n",
    "import sys\n",
    "import numpy as np\n",
    "import os.path as osp\n",
    "\n",
    "def rastrigin(x, A=10):\n",
    "    x = np.array(x)\n",
    "    n = len(x)\n",
    "    return A * n + np.sum(x**2 - A * np.cos(2 * np.pi * x))\n",
    "\n",
    "file_name = sys.argv[1]\n",
    "x1 = float(sys.argv[2])\n",
    "x2 = float(sys.argv[3])\n",
    "x3 = float(sys.argv[4])\n",
    "\n",
    "x = [x1, x2, x3]\n",
    "\n",
    "fx = rastrigin(x)\n",
    "with open(osp.join('data', file_name), 'w') as f:\n",
    "    f.write(str(fx))    \n",
    "\"\"\""
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bd72f5d8-3bbd-4b03-af2e-eab671ef10bd",
   "metadata": {},
   "source": [
    "Our implementation of Rastrigin will make use of three parameters, which are supplied as command line arguments. We next define an `OrchestrationModel` data model, which contains the parameters needed to launch the `TorchX` job. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "0d3ab8bc-e532-40ab-923f-2cb31de0b5ef",
   "metadata": {},
   "outputs": [],
   "source": [
    "orchestration = OrchestrationModel(\n",
    "    name=\"rastrigin\",\n",
    "    entrypoint=\"python\",\n",
    "    cpu=1,\n",
    "    memMB=50,\n",
    "    scheduler=\"local_cwd\",\n",
    "    time=\"00:01:59\",\n",
    "    wait_interval=10\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ca6c10d2-1186-4cdd-886b-dcfbc35527b2",
   "metadata": {},
   "source": [
    "Referring to the arguments supplied to the `OrchestrationModel` constructor, we must supply a command entrypoint, which is `python` in our case such that we can execute a Python command. We require `1 CPU`, request `50MB` of memory, dispatch the job as a local command using the `local_cwd` job scheduler, leave up to 2 minutes (`00:01:59`) to complete the job, and check on the progress of the job every `10` seconds. \n",
    "\n",
    "We next define the ground truth parameters for a simulation study."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "fadf079d-14c5-450e-b2a6-5b545fa30746",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>x1</th>\n",
       "      <th>x2</th>\n",
       "      <th>x3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.5</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.7</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    x1   x2   x3\n",
       "0  0.5  1.0 -0.7"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ground_truth=dict(\n",
    "    x1=0.5,\n",
    "    x2=1.0,\n",
    "    x3=-0.7\n",
    ")\n",
    "\n",
    "pd.DataFrame(ground_truth, index=[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1347d721-b89c-4264-bae0-686931d11985",
   "metadata": {},
   "source": [
    "We'll make use of the `TorchXJobLauncher` utility class to launch a Python job with our ground truth parameteters. We'll supply an instance of the `OrchestrationModel` class, alongside command line arguments to the job launcher. These arguments must be supplied as a list."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "7a81f180-a624-4157-b4ec-c35036b6316d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SUCCEEDED (4)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "runner = TorchXJobLauncher()\n",
    "file_name = \"ground_truth\"\n",
    "simulation_parameters = list(ground_truth.values())\n",
    "\n",
    "job_results = runner.launch(\n",
    "    orchestration, \n",
    "    [\"-c\", cmd, file_name] + simulation_parameters\n",
    ")\n",
    "job_results[\"state\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7280f514-8b62-4aa2-9ece-faf6bf0ed962",
   "metadata": {},
   "source": [
    "The job appears to have succeeded. We can load and view the contents of the simulation output file like so:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "be7c5ae2-e57d-46c9-9e53-8011948149a6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([34.83016994])"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "file_path = osp.join('data', file_name)\n",
    "with open(file_path, 'r') as f:\n",
    "    fx = f.read()  \n",
    "if os.path.exists(file_path):\n",
    "    os.remove(file_path)\n",
    "observed_data = np.array([float(fx)])\n",
    "observed_data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "008aced7-fb97-4ffa-a92e-49926aaa2bab",
   "metadata": {},
   "source": [
    "We will define a `ParameterSpecification` for the three parameters of the Rastrigin function."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "2e5ee2c3-60d8-4a1f-b5a2-43e04fa34a5a",
   "metadata": {},
   "outputs": [],
   "source": [
    "parameter_spec = ParameterSpecification(\n",
    "\tparameters=[\n",
    "\t\tDistributionModel(\n",
    "\t\t\tname=\"x1\",\n",
    "\t\t\tdistribution_name=\"normal\",\n",
    "\t\t\tdistribution_args=[0.5, 0.05],\n",
    "\t\t\tdata_type=ParameterDataType.CONTINUOUS,\n",
    "\t\t),\n",
    "\t\tDistributionModel(\n",
    "\t\t\tname=\"x2\",\n",
    "\t\t\tdistribution_name=\"normal\",\n",
    "\t\t\tdistribution_args=[1.0, 0.05],\n",
    "\t\t\tdata_type=ParameterDataType.CONTINUOUS,\n",
    "\t\t),\n",
    "\t\tDistributionModel(\n",
    "\t\t\tname=\"x3\",\n",
    "\t\t\tdistribution_name=\"normal\",\n",
    "\t\t\tdistribution_args=[-0.7, 0.05],\n",
    "\t\t\tdata_type=ParameterDataType.CONTINUOUS,\n",
    "\t\t),\n",
    "\t]\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "807e90fd-5d07-40b3-a69e-e2c7b00f8580",
   "metadata": {},
   "source": [
    "We will next define a calibration function for Appproximate Bayesian Computation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "eda59491-05cd-4d05-838b-8ea7e393cb0e",
   "metadata": {},
   "outputs": [],
   "source": [
    "def abc_func(\n",
    "\tparameters: dict, simulation_id: str, observed_data: np.ndarray | None\n",
    ") -> float | list[float]:\n",
    "    simulation_parameters = list(parameters.values())\n",
    "    file_name = simulation_id\n",
    "    runner.launch(\n",
    "        orchestration, \n",
    "        [\"-c\", cmd, file_name] + simulation_parameters\n",
    "    )\n",
    "    \n",
    "    file_path = osp.join('data', file_name)\n",
    "    with open(file_path, 'r') as f:\n",
    "        fx = f.read()  \n",
    "    if os.path.exists(file_path):\n",
    "        os.remove(file_path)\n",
    "    \n",
    "    simulated_data = np.array([float(fx)])\n",
    "    metric = L2Norm()\n",
    "    discrepancy = metric.calculate(observed_data, simulated_data)\n",
    "    return discrepancy"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "838237ed-de28-4acd-be1d-ca36b9725868",
   "metadata": {},
   "source": [
    "Finally, we will perform Bayesian calibration for the Rastrigin function, demonstrating that `calisim` can incorporate `TorchX` to dispatch simulations as jobs."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "148c5021-bfc2-4f3f-9ccb-6366a18ca891",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "ABC.Sampler INFO: Parallelize sampling on 10 processes.\n",
      "ABC.History INFO: Start <ABCSMC id=1, start_time=2026-04-12 16:05:13>\n",
      "ABC INFO: Calibration sample t = -1.\n",
      "ABC INFO: t: 0, eps: 1.56318334e+00.\n",
      "ABC INFO: Accepted: 25 / 57 = 4.3860e-01, ESS: 2.5000e+01.\n",
      "ABC.Adaptation INFO: Change nr particles 25 -> 10\n",
      "ABC INFO: Stop: Maximum walltime.\n",
      "ABC.History INFO: Done <ABCSMC id=1, duration=0:01:44.958505, end_time=2026-04-12 16:06:58>\n"
     ]
    },
    {
     "data": {
      "image/png": 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wOjpao0eP1ujRo+1t99xzjzp37lzpxzYMQxMnTtRLL72k/Px8tWnTRvPmzVNcXFylH/vPmLEDAOAq9cMPP+i6667TBx98oKlTp+rzzz9XRkaGxo4dq7Vr12rjxo1Orc8wDP3666/l3t/b21shISEVWFHpnn76ac2aNUvz589XZmamqlWrpsTERBUVFVX6sf+MYAcAwFXqoYcekoeHhz799FP17t1bDRo0UO3atdWtWze99957uvPOO+198/PzNWTIEAUHB8vf318dOnTQrl277NsnTZqka6+9VkuXLlV0dLSsVqv69OmjkydP2vuUlJQoLS1NMTEx8vb2VrNmzfTmm2/at2/evFkWi0Xr1q1T8+bN5eXlpa1bt+r7779Xt27dFBoaKl9fX91www0OobN9+/b68ccflZKSIovFYn8QobRLsfPmzVNsbKw8PT1Vr149LV261GG7xWLRyy+/rLvuuks+Pj6Ki4vT6tWrL/gbGoahmTNnavz48erWrZuaNm2qJUuW6NChQ1q1atUl/feoCAQ7AACuQsePH9cHH3yg5ORkVatWrdQ+f3xSs1evXjpy5IjWrVunrKwsXX/99br11lt14sQJe5/vv/9eq1at0tq1a7V27Vpt2bJF06ZNs29PS0vTkiVLNH/+fO3Zs0cpKSkaMGCAtmzZ4nDccePGadq0afr666/VtGlTnTp1Sp07d1Z6ero+//xzdezYUXfeeacOHDggSXr77bcVERGhJ554QocPH9bhw4dLPZ933nlHo0aN0sMPP6wvv/xSDzzwgAYNGqRNmzY59Js8ebJ69+6tL774Qp07d1b//v0dzvOPsrOzlZubq4SEBHub1WpVq1atlJGRUeo+lYlgBwDAVei7776TYRiqV6+eQ3uNGjXk6+srX19f/fOf/5Qkbd26VTt27NDKlSvVokULxcXF6dlnn1VAQIDDjFtJSYkWL16sxo0bq127drr33nuVnp4uSbLZbJo6dapeeeUVJSYmqnbt2ho4cKAGDBigF1980aGGJ554QrfddptiY2MVGBioZs2a6YEHHlDjxo0VFxenJ598UrGxsfaZtMDAQLm7u8vPz09hYWEKCwsr9ZyfffZZDRw4UA899JDq1q2rMWPGqEePHnr22Wcd+g0cOFB9+/ZVnTp1NHXqVJ06dUo7duwodczc3FxJUmhoqEN7aGiofduVxMMTFeRK3yALAHAN1/i5a9ItISr2LpTF48rfU/VHXxzML3PffUd+u0S6/9hph/2WvLtRJSUlSh05VD8dL9QXB/P1380ZOnXqlKoHOn5Zw1b0izJ27lHrg/nKKyxSWESUsgvOSQW/jWd4B+jg4Vx9cTBf3+39WmfOnNGtCbc5jHH2bLHqN2qqLw7m6/ujpyRJPuFxDjWdOX1K856fro8//EDHjuTq11/PyVb0i7L2fGvvd/ZciQ7l/+KwX86JMyoxDHvbl3u+Uqe7Bzj0iWl0vZa9Mt+hzXpNrMO6r5+fsr7Zr/DGZf99nYVgBwDAVSgqurYsFov2/7DPoT2iVrQkqWrVqva2M2dOq0ZImBauWHPeOH5Wq/3vKh6OscJiscgoKbGPIUmzF/9HIWGO30P19PJ0WPf2cbw0/NyUx7X9o80aM/5JRUXHyKuqtx4ZlnTZX2m4EA+PKg7rFotFJf//PP7s99nBvLw8h++85uXl6dprr62U+i6GS7EAAFyFAqoHqnW7W/TG4pftoetCGjRupuNH8+Tu4aGomNoOy59n8S4kNq6ePL28dPhQznljhIVHXHTfnZ9kqmuvfrq10x2Ka9BINUJCdOjgAYc+HlU8de7cuYuOUzuurnZ+muk49qeZqh1X7wJ7/LWYmBiFhYXZLzlLUmFhoTIzMxUfH1/uccuLYAcAwFXqX089q3PnflW/Lh20fvXb+mHfXu3/fp/Wvv0fZX+/T25uv32MvnW79mp6/Q1KGdJf27Z8qJ9yDmjnp5l6YfqT2rPr8zIdq5qvn5KGDtezk/+l1StfV87+bH29e5eWL1qg1Stfv+i+UTGxSl+/Rt/s2a29X+3WuOH3q6TEcOgTHhGlzzK3Ke/wIf184nip4yQ9MFLvrlyuFUsW6sfs77VkwRylr1ujpAdGlOkcSmOxWDR69GhNmTJFq1ev1u7du3XfffcpPDxc3bt3L/e45cWlWAAArlKR0TH6z7otenn285o1/QnlHT4kT08v1Y6rp6Shw9U7abCk38LLnCUr9MLTUzTh4eH6+cQx1QgO0fWtblRQcHCZj5f86L9UPaiGFs6ZoYMH9svP36oGjZtpyPCUi+73yISnNPGR4UrqnqiAwEANenCUTp866dAn+ZFUPTkuRXe0u17FNpt25fx83jgdOnbRPyel6dUXZ2v6pFRdE1lLk5+brRvi25b5HEozduxYnT59WkOHDlV+fr7atm2r9evXO1zOvlIshmEYf92tcpw7d06TJk3Sa6+9ptzcXIWHh2vgwIEaP368/RHry32bc2FhoaxWqwoKCuTv719p58LDEwBwdfr94YmQ8AhZPDz/egeYStOIgAoZp6ioSNnZ2YqJiTkvEF5KlnHqpdjp06dr3rx5mj17tr7++mtNnz5dTz/9tF544QV7H1d6mzMAAIArc+ql2G3btqlbt27q0uW3b9tFR0fr9ddft78r5s9vc5akJUuWKDQ0VKtWrVKfPn2cVjsAAICrceqM3Y033qj09HR9++23kqRdu3Zp69at6tSpkyTXe5szAACAK3PqjN24ceNUWFio+vXry93dXefOndNTTz2l/v37Syrf25xtNptsNpt9vbCwsJKqBwAAcC1OnbFbsWKFli1bpuXLl+uzzz7Tq6++qmeffVavvvpqucdMS0uT1Wq1L5GRkRVYMQAAgOtyarB79NFHNW7cOPXp00dNmjTRvffeq5SUFKWlpUlyfJvzH+Xl5V3wO3CpqakqKCiwLzk5OZV7EgAAAC7CqcHuzJkzcnNzLMHd3d3+2Y7yvM3Zy8tL/v7+DgsAAMDVwKn32N1555166qmnFBUVpUaNGunzzz/X888/r3/84x+SHN/mHBcXp5iYGD3++ONOe5szAACAK3NqsHvhhRf0+OOP66GHHtKRI0cUHh6uBx54QBMmTLD3caW3OQMAALgyp3554krgyxMAgMrElydc17srluuZyanauufHSjuGq315gm/FAgBQSZq+XOuKHu+LIZceYI4dydPCOTP0cfoHyss9JF8/f0VFx6jLXb11Z6++8vb2qYRKK16n+KbqP/hBDRjyoL0t8c671LbDbU6pZ8GCBfa3fpw8eVI///yzAgICKv24BDsAAK5SB3/cr6QeHeXnb9WIfz6uuPoN5enppX3ffKW3li9WSFhNtb+9s9PqMwxD586dk4dH+eJKVW9vVfX2ruCqyubMmTPq2LGjOnbsqNTU1Ct2XKc+FQsAAJznqX89Ind3dy1/70Ml3nmXasfVU0StaN2S2FmzX12hm2/rZO9bWFCgSY+OVPtmdXRjgygNuaer9n6127593vPT1Duxnda89YY6xTdVm4ZRGvvQP3T61El7n5KSEi2c/bw63dhMLevUVK/b22rDe+/at3+SsVXNIqtr66YN6tO5vVrEhurzT7YrZ3+2Rv2jn265rq5a14tQvy4dtP3jzfb9Bve6Q4cO5uiZyY+pWWR1NYusLum3S7FtGznOmq5YslBd2lyn5rVD1PXmG7TmrTcctjeLrK63X1+i0UMGqFVcuO5s11ybP/jvJf+2o0eP1rhx49S6detL3vdyEOwAALgK5f98Qhkffah7kobIx6daqX0sFov970cfHKgTx45qzpKVev2/m9SgcTMN7dNdBT//bO+T8+N+bXr/v5q16A29sOgNZWVu0ytzZtq3L5z9vNa89R+Nn/q83k7P0IAhD+mxUQ/o04z/ORz332mTNWrcRK36MFN16zfSmTOn1LbDbVrw+ir9Z/0W3dj+Vo0c1FeHf/rtXbXPL1iq0Jrheujhx5Se9Y3Ss74p9XzS163V9Empum9ost7auE139x+oiQ8P145tHzv0mz9juhLv6K6VH2xV2w63KXXkAw7n6cq4FAsAwFXowP4fZBiGomvHObTf3DTW/mnOe5IGK+WxyfpsR4a+3JmlTZ/vk6eXlyTp4cef1Kb339OG/76ru/sPlPTbjNyTz89RNV8/SdIdPXor838faYSkYptNL8+eoQWvv6NmzVtKkiJqRevzT7brzWWL1CK+jb2Ghx5+TPE33WJft1avrnoNm9jXhz/6L324fq02b1invgOHylq9utzd3VXN11c1Qhw/Q/pHSxa8oG69+umepCGSpOihdbT780+15MUX1PLGdvZ+XXv1U6fud0uSRvzzcS1/5UV9uTNLbW5JKHVcV0KwAwAAdsvWpKukpESpI4fqbHGxJOnbr77UmdOndVPTWIe+tqJflPNjtn09PDLKHuokqUZImE4cPyrptyBZ9MsZPdCvh8MYZ88Wq36jpg5tDZte67B+5vQpzXt+uj7+8AMdO5KrX389J1vRL8r96eAlndsP+75Vz34DHdqubdFKy16Z79BWt0Ej+98+PtXk6+enE8ePlTrm1KlTNXXqVPv6V199paioqEuqqyIR7AAAuApFRdeWxWLR/h/2ObRH1IqWJIdXbpw5c1o1QsK0cMWa88bxs1rtf1f500MOFotFxv//mtSZM6clSbMX/0chYTUd+nl6Ob4mxvtPl4afm/K4tn+0WWPGP6mo6Bh5VfXWI8OSdPbs2bKc6iXz8KjisG6xWOxfxfqzYcOGqXfv3vb18PDwSqmprAh2AABchQKqB6p1u1v0xuKX1XfQ0AveZydJDRo30/GjeXL38NA1keWbjYqNqydPLy8dPpTjcNm1LHZ+kqmuvfrp1k53SPptBu/QwQMOfTyqeOrcuXMXHad2XF3t/DRTXXv1/b+xP81U7bh6l1TPHwUGBiowMLDc+1c0gh0AAFepfz31rJJ6dFS/Lh00LOWfqtugkdzc3PTlrs+U/f0+NWhyrSSpdbv2anr9DUoZ0l+jH5usWrXr6GjeYX2c/oE6dLxDjZpd95fHqubrp6Shw/Xs5H/JKDF03Q2tdepkoT7/NFO+vn4OYevPomJilb5+jW6+raMsFmnOM1NVUuL4fYXwiCh9lrlNHbv2kKeXl6oHBp03TtIDI/XoQ4NUv1ETtWrXXls2rFf6ujV68fVVl/S7lUVubq5yc3P13XffSZJ2794tPz8/RUVFVWoQJNgBAHCVioyO0X/WbdHLs5/XrOlPKO/wIXl6eql2XD0lDR2u3kmDJf12KXLOkhV64ekpmvDwcP184phqBIfo+lY3Kig4uMzHS370X6oeVEML58zQwQP75edvVYPGzTRkeMpF93tkwlOa+MhwJXVPVEBgoAY9OMrhNSqSlPxIqp4cl6I72l2vYptNu3LOf4q1Q8cu+uekNL364mxNn5SqayJrafJzs3VDfNsyn0NZzZ8/X5MnT7av33TTTZKkRYsWaeDAgRV+vN/xSbEKwifFAODqxCfFrm6u9kkx3mMHAABgEgQ7AAAAkyDYAQAAmATBDgAAwCQIdgAAACZBsAMA4DL89jo1QzL3SyZQyS70ZYtLxXvsAAC4DEdPn9PPZ36Vb/4xeftXl8Wd/7VeTYqKii5rf8MwVFxcrKNHj8rNzU2enpf3yhz+9QEAcBl+NaRpW0+ob5OzahL6i9zduBh2NfH8xbtCxvHx8VFUVJTcLvPfD8EOAIDLdKKoRHM/KZCfZ6GqebrJzeLsinClpD/c/rLHcHd3l4eHhyyWy/+HQ7ADAKACGJIKiw0VFl/8Q/Qwlz9/JcLZmC8GAAAwCYIdAACASRDsAAAATIJgBwAAYBIEOwAAAJMg2AEAAJgEwQ4AAMAkCHYAAAAmQbADAAAwCYIdAACASRDsAAAATIJgBwAAYBIEOwAAAJMg2AEAAJiEU4NddHS0LBbLeUtycrIkqaioSMnJyQoKCpKvr6969uypvLw8Z5YMAADgspwa7D755BMdPnzYvmzYsEGS1KtXL0lSSkqK1qxZo5UrV2rLli06dOiQevTo4cySAQAAXJaHMw8eHBzssD5t2jTFxsbq5ptvVkFBgRYuXKjly5erQ4cOkqRFixapQYMG2r59u1q3bu2MkgEAAFyWy9xjV1xcrNdee03/+Mc/ZLFYlJWVpbNnzyohIcHep379+oqKilJGRoYTKwUAAHBNTp2x+6NVq1YpPz9fAwcOlCTl5ubK09NTAQEBDv1CQ0OVm5t7wXFsNptsNpt9vbCwsDLKBQAAcDkuM2O3cOFCderUSeHh4Zc1TlpamqxWq32JjIysoAoBAABcm0sEux9//FEbN27UkCFD7G1hYWEqLi5Wfn6+Q9+8vDyFhYVdcKzU1FQVFBTYl5ycnMoqGwAAwKW4RLBbtGiRQkJC1KVLF3tb8+bNVaVKFaWnp9vb9u7dqwMHDig+Pv6CY3l5ecnf399hAQAAuBo4/R67kpISLVq0SElJSfLw+L9yrFarBg8erDFjxigwMFD+/v4aMWKE4uPjeSIWAACgFE4Pdhs3btSBAwf0j3/847xtM2bMkJubm3r27CmbzabExETNnTvXCVUCAAC4PothGIazi6hMhYWFslqtKigoqNTLstHj3qu0sQEAgGvaP63LX3e6TJeSZVziHjsAAABcPoIdAACASRDsAAAATIJgBwAAYBIEOwAAAJMg2AEAAJgEwQ4AAMAkCHYAAAAmQbADAAAwCYIdAACASRDsAAAATIJgBwAAYBIEOwAAAJMg2AEAAJgEwQ4AAMAkCHYAAAAmQbADAAAwCYIdAACASRDsAAAATIJgBwAAYBIEOwAAAJMg2AEAAJgEwQ4AAMAkCHYAAAAmQbADAAAwCYIdAACASRDsAAAATIJgBwAAYBIEOwAAAJMg2AEAAJgEwQ4AAMAkCHYAAAAmQbADAAAwCYIdAACASRDsAAAATIJgBwAAYBJOD3Y//fSTBgwYoKCgIHl7e6tJkyb69NNP7dsNw9CECRNUs2ZNeXt7KyEhQfv27XNixQAAAK7JqcHu559/Vps2bVSlShWtW7dOX331lZ577jlVr17d3ufpp5/WrFmzNH/+fGVmZqpatWpKTExUUVGREysHAABwPR7OPPj06dMVGRmpRYsW2dtiYmLsfxuGoZkzZ2r8+PHq1q2bJGnJkiUKDQ3VqlWr1KdPnyteMwAAgKty6ozd6tWr1aJFC/Xq1UshISG67rrr9NJLL9m3Z2dnKzc3VwkJCfY2q9WqVq1aKSMjo9QxbTabCgsLHRYAAICrgVOD3Q8//KB58+YpLi5O77//vh588EGNHDlSr776qiQpNzdXkhQaGuqwX2hoqH3bn6WlpclqtdqXyMjIyj0JAAAAF+HUYFdSUqLrr79eU6dO1XXXXaehQ4fq/vvv1/z588s9ZmpqqgoKCuxLTk5OBVYMAADgupwa7GrWrKmGDRs6tDVo0EAHDhyQJIWFhUmS8vLyHPrk5eXZt/2Zl5eX/P39HRYAAICrgVODXZs2bbR3716Htm+//Va1atWS9NuDFGFhYUpPT7dvLywsVGZmpuLj469orQAAAK7OqU/FpqSk6MYbb9TUqVPVu3dv7dixQwsWLNCCBQskSRaLRaNHj9aUKVMUFxenmJgYPf744woPD1f37t2dWToAAIDLcWqwu+GGG/TOO+8oNTVVTzzxhGJiYjRz5kz179/f3mfs2LE6ffq0hg4dqvz8fLVt21br169X1apVnVg5AACA67EYhmE4u4jKVFhYKKvVqoKCgkq93y563HuVNjYAAHBN+6d1qfRjXEqWcfonxQAAAFAxCHYAAAAmQbADAAAwCYIdAACASRDsAAAATIJgBwAAYBIEOwAAAJMg2AEAAJgEwQ4AAMAkCHYAAAAmQbADAAAwCYIdAACASRDsAAAATIJgBwAAYBIEOwAAAJMg2AEAAJgEwQ4AAMAkCHYAAAAmQbADAAAwCYIdAACASRDsAAAATIJgBwAAYBIEOwAAAJMg2AEAAJgEwQ4AAMAkCHYAAAAmQbADAAAwCYIdAACASRDsAAAATIJgBwAAYBIEOwAAAJMg2AEAAJgEwQ4AAMAkCHYAAAAmQbADAAAwCacGu0mTJslisTgs9evXt28vKipScnKygoKC5Ovrq549eyovL8+JFQMAALgup8/YNWrUSIcPH7YvW7dutW9LSUnRmjVrtHLlSm3ZskWHDh1Sjx49nFgtAACA6/JwegEeHgoLCzuvvaCgQAsXLtTy5cvVoUMHSdKiRYvUoEEDbd++Xa1bt77SpQIAALg0p8/Y7du3T+Hh4apdu7b69++vAwcOSJKysrJ09uxZJSQk2PvWr19fUVFRysjIuOB4NptNhYWFDgsAAMDVwKnBrlWrVlq8eLHWr1+vefPmKTs7W+3atdPJkyeVm5srT09PBQQEOOwTGhqq3NzcC46ZlpYmq9VqXyIjIyv5LAAAAFyDUy/FdurUyf5306ZN1apVK9WqVUsrVqyQt7d3ucZMTU3VmDFj7OuFhYWEOwAAcFVw+qXYPwoICFDdunX13XffKSwsTMXFxcrPz3fok5eXV+o9eb/z8vKSv7+/wwIAAHA1cKlgd+rUKX3//feqWbOmmjdvripVqig9Pd2+fe/evTpw4IDi4+OdWCUAAIBrcuql2EceeUR33nmnatWqpUOHDmnixIlyd3dX3759ZbVaNXjwYI0ZM0aBgYHy9/fXiBEjFB8fzxOxAAAApShXsMvJyZHFYlFERIQkaceOHVq+fLkaNmyooUOHlnmcgwcPqm/fvjp+/LiCg4PVtm1bbd++XcHBwZKkGTNmyM3NTT179pTNZlNiYqLmzp1bnpIBAABMz2IYhnGpO7Vr105Dhw7Vvffeq9zcXNWrV0+NGjXSvn37NGLECE2YMKEyai2XwsJCWa1WFRQUVOr9dtHj3qu0sQEAgGvaP61LpR/jUrJMue6x+/LLL9WyZUtJ0ooVK9S4cWNt27ZNy5Yt0+LFi8szJAAAAC5TuYLd2bNn5eXlJUnauHGjunbtKum3FwgfPny44qoDAABAmZUr2DVq1Ejz58/Xxx9/rA0bNqhjx46SpEOHDikoKKhCCwQAAEDZlCvYTZ8+XS+++KLat2+vvn37qlmzZpKk1atX2y/RAgAA4Moq11Ox7du317Fjx1RYWKjq1avb24cOHSofH58KKw4AAABlV+4XFBuGoaysLL344os6efKkJMnT05NgBwAA4CTlmrH78ccf1bFjRx04cEA2m0233Xab/Pz8NH36dNlsNs2fP7+i6wQAAMBfKNeM3ahRo9SiRQv9/PPP8vb2trffddddDp8AAwAAwJVTrhm7jz/+WNu2bZOnp6dDe3R0tH766acKKQwAAACXplwzdiUlJTp37tx57QcPHpSfn99lFwUAAIBLV65gd/vtt2vmzJn2dYvFolOnTmnixInq3LlzRdUGAACAS1CuS7HPPfecEhMT1bBhQxUVFalfv37at2+fatSooddff72iawQAAEAZlCvYRUREaNeuXXrjjTf0xRdf6NSpUxo8eLD69+/v8DAFAAAArpxyBTtJ8vDw0IABAyqyFgAAAFyGMge71atXl3nQrl27lqsYAAAAlF+Zg1337t3L1M9isZT6xCwAAAAqV5mDXUlJSWXWAQAAgMtU7m/FAgAAwLWUO9ilp6frjjvuUGxsrGJjY3XHHXdo48aNFVkbAAAALkG5gt3cuXPVsWNH+fn5adSoURo1apT8/f3VuXNnzZkzp6JrBAAAQBmU63UnU6dO1YwZMzR8+HB728iRI9WmTRtNnTpVycnJFVYgAAAAyqZcM3b5+fnq2LHjee233367CgoKLrsoAAAAXLpyBbuuXbvqnXfeOa/93Xff1R133HHZRQEAAODSletSbMOGDfXUU09p8+bNio+PlyRt375d//vf//Twww9r1qxZ9r4jR46smEoBAABwURbDMIxL3SkmJqZsg1ss+uGHHy65qIpUWFgoq9WqgoIC+fv7V9pxose9V2ljAwAA17R/WpdKP8alZJlyzdhlZ2eXqzAAAABUHl5QDAAAYBLlmrEzDENvvvmmNm3apCNHjpz3ubG33367QooDAABA2ZUr2I0ePVovvviibrnlFoWGhspisVR0XQAAALhE5Qp2S5cu1dtvv63OnTtXdD0AAAAop3LdY2e1WlW7du2KrgUAAACXoVzBbtKkSZo8ebJ++eWXiq4HAAAA5VSuS7G9e/fW66+/rpCQEEVHR6tKlSoO2z/77LMKKQ4AAABlV65gl5SUpKysLA0YMICHJwAAAFxEuYLde++9p/fff19t27at6HoAAABQTuW6xy4yMrLCP881bdo0WSwWjR492t5WVFSk5ORkBQUFydfXVz179lReXl6FHhcAAMAsyhXsnnvuOY0dO1b79++vkCI++eQTvfjii2ratKlDe0pKitasWaOVK1dqy5YtOnTokHr06FEhxwQAADCbcl2KHTBggM6cOaPY2Fj5+Pic9/DEiRMnyjzWqVOn1L9/f7300kuaMmWKvb2goEALFy7U8uXL1aFDB0nSokWL1KBBA23fvl2tW7cuT+kAAACmVa5gN3PmzAorIDk5WV26dFFCQoJDsMvKytLZs2eVkJBgb6tfv76ioqKUkZFBsAMAAPiTcj8VWxHeeOMNffbZZ/rkk0/O25abmytPT08FBAQ4tIeGhio3N/eCY9psNtlsNvt6YWFhhdQKAADg6soV7P6oqKhIxcXFDm1lebAiJydHo0aN0oYNG1S1atXLLcMuLS1NkydPrrDxAAAA/i7K9fDE6dOnNXz4cIWEhKhatWqqXr26w1IWWVlZOnLkiK6//np5eHjIw8NDW7Zs0axZs+Th4aHQ0FAVFxcrPz/fYb+8vDyFhYVdcNzU1FQVFBTYl5ycnPKcIgAAwN9OuYLd2LFj9eGHH2revHny8vLSyy+/rMmTJys8PFxLliwp0xi33nqrdu/erZ07d9qXFi1aqH///va/q1SpovT0dPs+e/fu1YEDBxQfH3/Bcb28vOTv7++wAAAAXA3KdSl2zZo1WrJkidq3b69BgwapXbt2qlOnjmrVqqVly5apf//+fzmGn5+fGjdu7NBWrVo1BQUF2dsHDx6sMWPGKDAwUP7+/hoxYoTi4+N5cAIAAKAU5Qp2J06cUO3atSX9dj/d7683adu2rR588MEKK27GjBlyc3NTz549ZbPZlJiYqLlz51bY+AAAAGZSrmBXu3ZtZWdnKyoqSvXr19eKFSvUsmVLrVmz5rynWC/F5s2bHdarVq2qOXPmaM6cOeUeEwAA4GpRrnvsBg0apF27dkmSxo0bpzlz5qhq1apKSUnRo48+WqEFAgAAoGzKNWOXkpJi/zshIUHffPONsrKyVKdOnfM+CwYAAIAr45Jm7DIyMrR27VqHtt8fohg2bJhmz57t8HJgAAAAXDmXFOyeeOIJ7dmzx76+e/duDR48WAkJCUpNTdWaNWuUlpZW4UUCAADgr11SsNu5c6duvfVW+/obb7yhVq1a6aWXXlJKSopmzZqlFStWVHiRAAAA+GuXFOx+/vlnhYaG2te3bNmiTp062ddvuOEGvvQAAADgJJcU7EJDQ5WdnS1JKi4u1meffebwsuCTJ0+qSpUqFVshAAAAyuSSgl3nzp01btw4ffzxx0pNTZWPj4/atWtn3/7FF18oNja2wosEAADAX7uk1508+eST6tGjh26++Wb5+vrq1Vdflaenp337K6+8ottvv73CiwQAAMBfu6RgV6NGDX300UcqKCiQr6+v3N3dHbavXLlSvr6+FVogAAAAyqZcLyi2Wq2ltgcGBl5WMQAAACi/cn1SDAAAAK6HYAcAAGASBDsAAACTINgBAACYBMEOAADAJAh2AAAAJkGwAwAAMAmCHQAAgEkQ7AAAAEyCYAcAAGASBDsAAACTINgBAACYBMEOAADAJAh2AAAAJkGwAwAAMAmCHQAAgEkQ7AAAAEyCYAcAAGASBDsAAACTINgBAACYBMEOAADAJAh2AAAAJkGwAwAAMAmCHQAAgEk4NdjNmzdPTZs2lb+/v/z9/RUfH69169bZtxcVFSk5OVlBQUHy9fVVz549lZeX58SKAQAAXJdTg11ERISmTZumrKwsffrpp+rQoYO6deumPXv2SJJSUlK0Zs0arVy5Ulu2bNGhQ4fUo0cPZ5YMAADgsiyGYRjOLuKPAgMD9cwzz+juu+9WcHCwli9frrvvvluS9M0336hBgwbKyMhQ69atyzReYWGhrFarCgoK5O/vX2l1R497r9LGBgAArmn/tC6VfoxLyTIuc4/duXPn9MYbb+j06dOKj49XVlaWzp49q4SEBHuf+vXrKyoqShkZGU6sFAAAwDV5OLuA3bt3Kz4+XkVFRfL19dU777yjhg0baufOnfL09FRAQIBD/9DQUOXm5l5wPJvNJpvNZl8vLCysrNIBAABcitNn7OrVq6edO3cqMzNTDz74oJKSkvTVV1+Ve7y0tDRZrVb7EhkZWYHVAgAAuC6nBztPT0/VqVNHzZs3V1pampo1a6Z///vfCgsLU3FxsfLz8x365+XlKSws7ILjpaamqqCgwL7k5ORU8hkAAAC4BqcHuz8rKSmRzWZT8+bNVaVKFaWnp9u37d27VwcOHFB8fPwF9/fy8rK/PuX3BQAA4Grg1HvsUlNT1alTJ0VFRenkyZNavny5Nm/erPfff19Wq1WDBw/WmDFjFBgYKH9/f40YMULx8fFlfiIWAADgauLUYHfkyBHdd999Onz4sKxWq5o2bar3339ft912myRpxowZcnNzU8+ePWWz2ZSYmKi5c+c6s2QAAACX5XLvsatovMcOAABUFt5jBwAAgEpBsAMAADAJgh0AAIBJEOwAAABMgmAHAABgEgQ7AAAAkyDYAQAAmATBDgAAwCQIdgAAACZBsAMAADAJgh0AAIBJEOwAAABMgmAHAABgEgQ7AAAAkyDYAQAAmATBDgAAwCQIdgAAACbh4ewCzGJ/1X7OLgEAAFxxBc4uwAEzdgAAACZBsAMAADAJgh0AAIBJEOwAAABMgmAHAABgEgQ7AAAAkyDYAQAAmATBDgAAwCQIdgAAACZBsAMAADAJgh0AAIBJEOwAAABMgmAHAABgEgQ7AAAAkyDYAQAAmATBDgAAwCQIdgAAACZBsAMAADAJpwa7tLQ03XDDDfLz81NISIi6d++uvXv3OvQpKipScnKygoKC5Ovrq549eyovL89JFQMAALgupwa7LVu2KDk5Wdu3b9eGDRt09uxZ3X777Tp9+rS9T0pKitasWaOVK1dqy5YtOnTokHr06OHEqgEAAFyTxTAMw9lF/O7o0aMKCQnRli1bdNNNN6mgoEDBwcFavny57r77bknSN998owYNGigjI0OtW7f+yzELCwtltVpVUFAgf3//yit+krXyxgYAAK5pUkGlH+JSsoxL3WNXUPDbjxMYGChJysrK0tmzZ5WQkGDvU79+fUVFRSkjI6PUMWw2mwoLCx0WAACAq4HLBLuSkhKNHj1abdq0UePGjSVJubm58vT0VEBAgEPf0NBQ5ebmljpOWlqarFarfYmMjKzs0gEAAFyCywS75ORkffnll3rjjTcua5zU1FQVFBTYl5ycnAqqEAAAwLV5OLsASRo+fLjWrl2rjz76SBEREfb2sLAwFRcXKz8/32HWLi8vT2FhYaWO5eXlJS8vr8ouGQAAwOU4dcbOMAwNHz5c77zzjj788EPFxMQ4bG/evLmqVKmi9PR0e9vevXt14MABxcfHX+lyAQAAXJpTZ+ySk5O1fPlyvfvuu/Lz87PfN2e1WuXt7S2r1arBgwdrzJgxCgwMlL+/v0aMGKH4+PgyPRELAABwNXFqsJs3b54kqX379g7tixYt0sCBAyVJM2bMkJubm3r27CmbzabExETNnTv3ClcKAADg+lzqPXaVgffYAQCASsN77AAAAFAZCHYAAAAmQbADAAAwCYIdAACASRDsAAAATIJgBwAAYBIEOwAAAJMg2AEAAJgEwQ4AAMAkCHYAAAAmQbADAAAwCYIdAACASRDsAAAATIJgBwAAYBIEOwAAAJMg2AEAAJgEwQ4AAMAkCHYAAAAmQbADAAAwCYIdAACASRDsAAAATIJgBwAAYBIEOwAAAJMg2AEAAJgEwQ4AAMAkCHYAAAAmQbADAAAwCYIdAACASRDsAAAATIJgBwAAYBIEOwAAAJMg2AEAAJgEwQ4AAMAkCHYAAAAmQbADAAAwCacGu48++kh33nmnwsPDZbFYtGrVKofthmFowoQJqlmzpry9vZWQkKB9+/Y5p1gAAAAX59Rgd/r0aTVr1kxz5swpdfvTTz+tWbNmaf78+crMzFS1atWUmJiooqKiK1wpAACA6/Nw5sE7deqkTp06lbrNMAzNnDlT48ePV7du3SRJS5YsUWhoqFatWqU+ffpcyVIBAABcnsveY5edna3c3FwlJCTY26xWq1q1aqWMjIwL7mez2VRYWOiwAAAAXA1cNtjl5uZKkkJDQx3aQ0ND7dtKk5aWJqvVal8iIyMrtU4AAABX4bLBrrxSU1NVUFBgX3JycpxdEgAAwBXhssEuLCxMkpSXl+fQnpeXZ99WGi8vL/n7+zssAAAAVwOXDXYxMTEKCwtTenq6va2wsFCZmZmKj493YmUAAACuyalPxZ46dUrfffedfT07O1s7d+5UYGCgoqKiNHr0aE2ZMkVxcXGKiYnR448/rvDwcHXv3t15RQMAALgopwa7Tz/9VLfccot9fcyYMZKkpKQkLV68WGPHjtXp06c1dOhQ5efnq23btlq/fr2qVq3qrJIBAABclsUwDMPZRVSmwsJCWa1WFRQUVO79dpOslTc2AABwTZMKKv0Ql5JlXPYeOwAAAFwagh0AAIBJEOwAAABMgmAHAABgEgQ7AAAAkyDYAQAAmATBDgAAwCQIdgAAACZBsAMAADAJgh0AAIBJEOwAAABMgmAHAABgEgQ7AAAAkyDYAQAAmATBDgAAwCQIdgAAACZBsAMAADAJgh0AAIBJEOwAAABMgmAHAABgEgQ7AAAAkyDYAQAAmATBDgAAwCQIdgAAACZBsAMAADAJgh0AAIBJEOwAAABMgmAHAABgEgQ7AAAAkyDYAQAAmATBDgAAwCQIdgAAACZBsAMAADAJgh0AAIBJEOwAAABM4m8R7ObMmaPo6GhVrVpVrVq10o4dO5xdEgAAgMtx+WD3n//8R2PGjNHEiRP12WefqVmzZkpMTNSRI0ecXRoAAIBLcflg9/zzz+v+++/XoEGD1LBhQ82fP18+Pj565ZVXnF0aAACAS3HpYFdcXKysrCwlJCTY29zc3JSQkKCMjAwnVgYAAOB6PJxdwMUcO3ZM586dU2hoqEN7aGiovvnmm1L3sdlsstls9vWCggJJUmFhYeUVKkk2o3LHBwAArqey84X+L8MYxl9nDZcOduWRlpamyZMnn9ceGRnphGoAAICpTbNesUOdPHlSVuvFj+fSwa5GjRpyd3dXXl6eQ3teXp7CwsJK3Sc1NVVjxoyxr5eUlOjEiRMKCgqSxWKp1HoBXH0KCwsVGRmpnJwc+fv7O7scACZkGIZOnjyp8PDwv+zr0sHO09NTzZs3V3p6urp37y7pt6CWnp6u4cOHl7qPl5eXvLy8HNoCAgIquVIAVzt/f3+CHYBK81czdb9z6WAnSWPGjFFSUpJatGihli1baubMmTp9+rQGDRrk7NIAAABcissHu3vuuUdHjx7VhAkTlJubq2uvvVbr168/74EKAACAq53FKMsjFgCAUtlsNqWlpSk1NfW820AA4Eoj2AEAAJiES7+gGAAAAGVHsAMAADAJgh0AAIBJEOwAAABMgmAHAABgEgQ7AAAAkyDYAQAAmATBDgAAwCQIdgAAACZBsAOAUgwcOFAWi0UWi0VVqlRRTEyMxo4dq6KiImeXBgAX5OHsAgDAVXXs2FGLFi3S2bNnlZWVpaSkJFksFk2fPt3ZpQFAqZixA4AL8PLyUlhYmCIjI9W9e3clJCRow4YNkqTo6GjNnDnTof+1116rSZMm2dctFotefvll3XXXXfLx8VFcXJxWr159Bc8AwNWGYAcAZfDll19q27Zt8vT0vKT9Jk+erN69e+uLL75Q586d1b9/f504caKSqgRwtSPYAcAFrF27Vr6+vqpataqaNGmiI0eO6NFHH72kMQYOHKi+ffuqTp06mjp1qk6dOqUdO3ZUUsUArnbcYwcAF3DLLbdo3rx5On36tGbMmCEPDw/17NnzksZo2rSp/e9q1arJ399fR44cqehSAUASM3YAcEHVqlVTnTp11KxZM73yyivKzMzUwoULJUlubm4yDMOh/9mzZ88bo0qVKg7rFotFJSUllVc0gKsawQ4AysDNzU2PPfaYxo8fr19++UXBwcE6fPiwfXthYaGys7OdWCEAEOwAoMx69eold3d3zZkzRx06dNDSpUv18ccfa/fu3UpKSpK7u7uzSwRwleMeOwAoIw8PDw0fPlxPP/209u3bp+zsbN1xxx2yWq168sknmbED4HQW4883iQAAAOBviUuxAAAAJkGwAwAAMAmCHQAAgEkQ7AAAAEyCYAcAAGASBDsAAACTINgBAACYBMEOAADAJAh2AAAAJkGwAwAAMAmCHQAAgEkQ7AAAAEzi/wGjs4qaUUc74wAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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3deI5ksYJbC9rzRjxgOrIiXYJDQ3FxIkTkZqaWuP+tLQ0TJw4kT4MCSEqR8chxXCMCmObTSwWw8LCAvn5+TA3N+c7HI0Ul1mAIavPwlDI4eqnQ2DRwpDvkBT2MLsQL646AyOhANeXDEFLkd5XeukUXR2/EokE7u7utT4En+fi4oKkpCT62ZhoNV0dw7qgoeMQx3FwcXFBYmKi0o9D2lYio/dnyIl6/Pns7HiAl61WJeMA0MamJbU/VKINGzbA3d0dxsbG8PPzw+XLl+tcdvv27eA4rsbN2Ni4xjKzZ8+utcywYcNU/TI0XmRkZL3JOACkpqbi66+/VlNERBfQ+CWN0dBxiDGGlJQUREZGKvV5tbFEhk71EZVjjFXXj4/2ceQ5msaran/4W9QjRMRmYUgne75D0lp79uzBwoULsXHjRvj5+WHNmjUICgpCbGws7Ozkz9pqbm5e48JrjuNqLTNs2LAas+3SRddAenq6QsstXboUHTt2xKRJk1QckebRtjNofKPxqzq6+l5U9DiUlpaGiIgIpbz+qhKZ/xaAVJXI7N+/H8HBwU3atkox0mz5+fkMAMvPz+c7FI10Jy2fuS06yrw+PcbEJeV8h9MkYfcymNuio6xvSBiTSqV8h6O1fH192bx586r/lkgkzMnJiYWEhMhdftu2bczCwqLebc6aNYuNHTu2yTHp6vgNDw9nABS6CYVCtm/fPr5DVqsDBw4wFxeXGvvBxcWFHThwgO/QNJYmjl/GtH8M6/J7UdHjkI2NjVJef2VlZa19+fyN4zjm6urKKisrVfBqm4dKVojK/XVLdnY8sL0tzIy1q1ylyvPtDx/mFPEdjlYqLy9HdHQ0Bg8eXH2fQCDA4MGDERUVVed6hYWFcHNzg6urK8aOHYs7d+7UWiYiIgJ2dnZo37493nrrLeTmUmlRQEAAXFwU6/cvkUgwadIkjf45V5noIrPGo/GrGrr+Xqw6Dsn7ZeR5OTk5Nf5u6uvnq0RGGSghJyp38k4mAGBEF+0rV6liYiREz9atAAAX4nMaWJrIk5OTA4lEAnv7miU/9vb2yMjIkLtO+/btsXXrVhw+fBg7duyAVCpF3759axxwhw0bht9++w1hYWH45ptvcObMGQwfPhwSiUTuNsvKyiAWi2vcdJFQKMTatWsbtc6CBQvq3G+6QiKRYP78+XIn+qq6Tx/2Q2NpyvgFdGcM68N78fnj0H+T8vqS9Ka+fkVLZBRdTq34PD2vK7T95zJVephdyNwWHWWei/9iecXaWa5SZV3YA+a26Ch78/erfIeildLS0hgAduHChRr3f/TRR8zX11ehbZSXlzNPT0/22Wef1blMQkICA8D++ecfuY8vXbpU7k+Zujp+ly1bpnDpCgAWHh7Od8h1qqysZOHh4Wznzp0sPDy8ST87K/oTuibvBz5oyvhlTHfGcHPfi8oYD+oiryzH1tZW6WNRm8c3nSEnKnXqruzMSR8Pa1iYaGe5SpW+bW0AAFEPcyGVUrfQxrKxsYFQKERmZmaN+zMzM+HgoNjMrYaGhujevTvi4+PrXMbDwwM2NjZ1LrN48WLk5+dX31JSUhR/EVro008/hbOzs8LLa+SZIyiva4JWn0HjkaaMX0B3xnBz3ova1kUkODgYSUlJCA8Px86dOxEeHo7Vq1crtG5jxmJDJTIcx8HV1RUBAQEKb1NdKCEnKnXqruzgrQudSbo6W8BUZIC84grcTdfOn0j5ZGRkhJ49eyIsLKz6PqlUirCwMPj7+yu0DYlEglu3bsHRse7yp9TUVOTm5ta5jEgkgrm5eY2bLhMKhfjhhx8UXr6+fcsXZdbZKvr6NHE/8ElTxi+gO2O4qe9Fba07FwqFGDhwIKZOnYqBAwcqfKKgMWNRkRKZNWvWaGYHG75P0esCKlmRL6eglLX55ChzW3SUpTwp4jscpXhl22Xmtugo2xgRz3coWmn37t1MJBKx7du3s7t377LXX3+dWVpasoyMDMYYYzNmzGCffPJJ9fLLli1jJ0+eZAkJCSw6Opq99NJLzNjYmN25c4cxxlhBQQH78MMPWVRUFEtMTGT//PMP69GjB/Py8mKlpaUKxaQv43fv3r1MKBRqXfcBZXdNqNoex3FatR80gSaOX8a0dww35b2ozV1E/kuVY1FeiYyrq6tGd66hhFwJtPVgoGp7riQzt0VH2fA1Z/kORWl+iXzI3BYdZTO2XOI7FK21bt061rp1a2ZkZMR8fX3ZxYsXqx8bMGAAmzVrVvXfCxYsqF7W3t6ejRgxgl27dq368eLiYjZ06FBma2vLDA0NmZubG3vttdeqEwRF6NP43bdvX50ffBzHaeSHlSpqQg8cOFD9mrVlP2gKTRu/jGn3GG7se1Gba6TlUeVY1KYae8YoIVcKbT4YqNKrv15hbouOsu//juU7FKW5ly7rqd7hs+OsrELCdzhECfRt/GrbmaOdO3cqlIDs3LmzUdvVtv1A6qbtY7gx70VVjQc+0ViUoZk6iUqUlEsQGZcNQDfqx6u0szODdUsj5BaVIyYlD75trPgOiaiQLs6eFxwcjLFjx2rN61JVzbe27QfSNNowhhvzXtTFayBoLMpQQk5U4lx8DkorpHC2NEFnJ+284EYegYCDv6c1jt5Mx/n4HErIdVhoaCjmz59f48IpFxcXrF27VjOnXW6EqourtEFV14S0tDS5/Zo5joOLi0uTuiZo034gjadNY1jR96IqxwOfaCxSlxWiIv88664yuKNdgzN0aZt+z9ofXkigCYJ0lbZ2MdBFWt01gfBGV8cwjQfdRQk5UTrGGMJjswAAgzrqTrlKlb6e1gCA68l5KCqr5Dkaomz6MHuetgkODsb+/ftrtUlzcXHB/v37m3W2UyKRICIiArt27UJERAT9v+oAXR/DqhwPykRjq3GoZIUo3d10MbIKymBiKISfh+6VdLS2agFnSxOk5ZXg6qOnGNDOlu+QiBJFRkbWOqv2PMYYUlJSEBkZqfc/saqTKupMtamkgShOH8awptdd09hqPErIidJFxMou5uzraQ2RgWYcHJSJ4zj08bDGgWupuPQwlxJyHUMzOWouZdaZVpU0/PcsalVJgyadaSSNoy9jWFPrrmlsNQ2VrBClO/MsIR/YXncT1aoz/5cSn/AcCVE2XexioG1U/VO3rpc06Dsaw/zha2zpQnmM3ifkX3zxBTiOq3Hr0KED32FprfySCkQnPwUADGxvx3M0qtOnjayO/EZKHorLqY5cl1R1MajrYmSO4+Dq6qp1XQy0RWhoKNzd3REYGIhp06YhMDAQDg4O2Ldvn9KeozElDUT70BiWTx1JKx9jS94xw93dXesu3NX7hBwAOnfujPT09OrbuXPn+A5Ja52Pz4FEyuBp2xKuVi34DkdlXK1M4GRhjEopw7VHeXyHQ5SIuhjwp67OGDk5OZg8eTI+/vhjpTyPvpQ06Csaw7WpK2lV99jSpW46lJADMDAwgIODQ/XNxsaG75C0Vvh9WXcVXT47DsgO6n4esrPklxJzeY6GKJu2dDHQJfX91F1l5cqV2L9/f7Ofi0oadB+N4X+pM2lV59jStdIzSsgBxMXFwcnJCR4eHpg+fTqSk5PrXb6srAxisbjGjcgGwJkHul8/XsXv2aRAFx9SQq6LgoODkZSUhPDwcOzcuRPh4eFITEzUqw9ydWrop+4qb7/9drM/YKmkQT/QGFZ/0qrOsaVrpWd6n5D7+flh+/btOHHiBH766SckJiYiICAABQUFda4TEhICCwuL6purq6saI9Zcz7c71IcZLPt4VNWR56O0Qju+gZPGqepiMHXqVAwcOFCvfuJWN0V/ws7Ozm72ByyVNOgPfR/D6k5a1Tm2dK30TO8T8uHDh2PSpEno2rUrgoKCcOzYMeTl5WHv3r11rrN48WLk5+dX31JSUtQYsebS9XaH/+Vm3QL25iKUS6S49uxCVkJI0zTmJ2xlfMBSSQPRB3wkreoaW7pWekZ9yP/D0tIS7dq1Q3x8fJ3LiEQiiEQiNUalHfSh3eHzqvqRH455jIsPn6CvJ117QEhTBQQEwMbGBjk5OQ0uq6wPWE2fXIWQ5uIraVXH2Koqj0lLS5NbksNxHFxcXLSm9IwS8v8oLCxEQkICZsyYwXcoWqWwrLL6LPGAdrp9Qefz/NrIEvJLVEdOGkEikVAS+B9CoRA//vgjJk+eXO9yyq7t1tTJVYjm04ZxzGfSquqxVVUeM3HiRHAcV+P1aWPpmd6XrHz44Yc4c+YMkpKScOHCBYwfPx5CoRBTp07lOzStcjEhF5VSBjfrFmhtrbvtDv+raoKg6yl5VEdOFKIrPXNVYdKkSfjoo4/qfJzjOK36gCW6S1vGsa5fL6FLpWd6n5CnpqZi6tSpaN++PSZPngxra2tcvHgRtrb6UXahLJFxsnKVAC/9KtvwsGkJWzMRyiuliEnJ4zscouF0qWeuqnz77bfYt29frWOwq6ur1n3AEt2kbeNYl5JWeXSlmw7H6mv6ShQiFothYWGB/Px8mJub8x0OL178LgIPc4qw8eWeGObtwHc4avXOzms4ejMdC4e0w3uDvPgOhzSSusavRCKBu7t7nR0Pqn46TkxM1NqzVcqkDeUAzaUPr1Ed1PkZrOg4jo+Px4ULFzTq/5beb5qNashJs6U+LcbDnCIIBRz8Pa35Dkft/NpY4ejNdFxOfMJ3KESDNab9GNU0635td2hoKObPn1/jPeHi4oK1a9dq3Zk9faLoOHZ2dq5xgbIm/N/q+pjSdnpfskKa71yc7KDTzdUSFiaGPEejfr5tZF9Coh89RYVEynM0RFPpWs9c0nTaVvJA/qXo+PxvtyD6vyUNoYScNFvks4S8f1v9qh+v4mVnilYtDFFSIcGttHy+wyEaStd65pKm0bXpvvVNU8cn/d+ShlBCTppFImU4nyBLyF9op58JuUDAobe7rNsKla2QutB07QTQvem+9U1D47g+9H9L6kMJOWmW22n5yCuugJnIAD4ulnyHwxs/D1nZCvUjJ3XR9fZjRDFUuqTd6hvHiqL/WyIPJeSkWaraHfp7WsNAqL9vJ782sjPkV5OeQiKlxkVEPl1vP0YaRqVL2q+ucaxou2T6vyXyUJcV0ixV9eMB7fS7b3tHR3OYiQxQUFaJe+lieDtb8B0S0VA0Xbt+07XpvvWVvHHct29feHp60v8taRJKyEmTFZVV4lryUwBAgJ5e0FlFKODQy70VwmOzcSnxCSXkpF7Ufkx/6dp03/pM3jim/1vSVPpbY0Ca7XLSE1RIGFxamcDNugXf4fCuqv3h5USqIyeE1I1Kl3QX/d+SpqIz5KTJzj/X7rCpF7foEt82/3ZakUoZBALaJ4QQ+ah0SXfR/y1pCjpDTprsXLwsIe+n5+UqVbo4W8DEUIinxRWIzy7kOxyNtWHDBri7u8PY2Bh+fn64fPlynctu374dHMfVuBkbG9dYhjGGJUuWwNHRESYmJhg8eDDi4uJU/TIUJpFIEBERgV27diEiIoJ6ED9D++XfkoepU6di4MCBWpGw6dv4bSpt/L+ti7LGKo35+lFCTpoku6AM9zMKAAB9Pa15jkYzGBkI0MPNEgC1P6zLnj17sHDhQixduhTXrl2Dj48PgoKCkJWVVec65ubmSE9Pr749evSoxuPffvstfvjhB2zcuBGXLl1Cy5YtERQUhNLSUlW/nAaFhobC3d0dgYGBmDZtGgIDA+Hu7q73s/XRftFO+jZ+ifLGKo15BTDSbPn5+QwAy8/P5zsUtTl0PZW5LTrKhq85y3coGmXtPw+Y26Kj7O0/ovkORSP5+vqyefPmVf8tkUiYk5MTCwkJkbv8tm3bmIWFRZ3bk0qlzMHBga1cubL6vry8PCYSidiuXbsUiklV4/fAgQOM4zgGoMaN4zjGcRw7cOCAUp9PW9B+0V6aOH4Z08/PYHVQ1lilMa8YOkNOmuT8s3KV/l5UrvK8Ps9NEMTktL3SZ+Xl5YiOjsbgwYOr7xMIBBg8eDCioqLqXK+wsBBubm5wdXXF2LFjcefOnerHEhMTkZGRUWObFhYW8PPzq3ObZWVlEIvFNW7KRtOjy0f7RXtpyvgF1DOG9Z2yxiqNecVRQk4ajTGGc3FUPy6Pj6sFRAYC5BSWIyG7iO9wNEpOTg4kEgns7e1r3G9vb4+MjAy567Rv3x5bt27F4cOHsWPHDkilUvTt27d66vGq9RqzzZCQEFhYWFTfXF1dm/vSaqHp0WuTSCRYt24d7RctpSnjF1DPGNZ3yjqGNXc7+lR3Tgk5abSk3GI8zi+FkVCA3u6t+A5Ho4gMhOjRWrZPLlIdebP5+/tj5syZ6NatGwYMGIDQ0FDY2tri559/bvI2Fy9ejPz8/OpbSkqKEiOWoenRa6qqH33//fcVWl5f9ouuU8X4BdQzhvWdso5hzdmOvtWd61xCfu/ePXh4ePAdhk47F5cNAOjhZokWRtQ587+qylYoIa/JxsYGQqEQmZmZNe7PzMyEg4ODQtswNDRE9+7dER8fDwDV6zVmmyKRCObm5jVuykbTo/8rNDQUEydOrPcs2X/pw37RNpoyfgH1jGF9p6xjWFO3U9dxIy0tDRMnTtTJpFznEvLy8vJaV3E3xv/+9z9wHIcFCxYoLygdU9XusD+Vq8jl5yHrR34p8QnVkT/HyMgIPXv2RFhYWPV9UqkUYWFh8Pf3V2gbEokEt27dqj54t2nTBg4ODjW2KRaLcenSJYW3qQpV06PX1Z+f4zi4urrq/BTa9dWPyqMv+0Ub6dP4Jco7hjVlO/pad651pzcXLlxY7+PZ2dlN3vaVK1fw888/o2vXrk3ehq6TSBmiEmRnfql+XL5urpYwMhAgu6AMD3OK4GlryndIGmPhwoWYNWsWevXqBV9fX6xZswZFRUWYM2cOAGDmzJlwdnZGSEgIAGD58uXo06cP2rZti7y8PKxcuRKPHj3Cq6++CgDVX56/+uoreHl5oU2bNvj888/h5OSEcePG8fUyaXr0ZxqqH32ePu0XbaUv45co7xjWlO00pu584MCBTXl5GknrEvK1a9eiW7dudf5EVVjYtAlZCgsLMX36dGzevBlfffVVc0LUabfS8iEurYSZsQG6OFvwHY5GMjYUorurJS4lPsGlh08oIX/OlClTkJ2djSVLliAjIwPdunXDiRMnqi/qSk5OhkDw7w93T58+xWuvvYaMjAy0atUKPXv2xIULF9CpU6fqZT7++GMUFRXh9ddfR15eHvr3748TJ07UmoBE3aqm0J4/f36NDxcXFxesWbNGL6bQbkwtuD7tF22lT+OXKO8Y1tjt6Os1OBzTst/U27dvj88//xwvv/yy3MdjYmLQs2fPRv+UMWvWLFhZWWH16tUYOHAgunXrhjVr1ii0rlgshoWFBfLz83W+lm1DeDxWnozF0E722DSzF9/haKzVpx5gbVgcxvg44Yep3fkOh9RD1eNXIpHwOoU2n88fERGBwMDABpdbvXo13n33XTozTppEnz6Dm6K5xwBlHUMU3Y6ix43w8HA6Q86nXr16ITo6us6E/L8/iShi9+7duHbtGq5cuaLQ8mVlZSgrK6v+W596oFa1Owyg/uP18vOwAsJkF3YyxuqsnyO6r2oKbT6EhobKPSu1du1atZyJrqofTUtLk3tc5jgOLi4uCiXjfH+xIUQbKeMY0JxjWFPGraLHDZ271kQ98w8pT3p6OktKSlLa9pKTk5mdnR27ceNG9X0DBgxg8+fPr3OdpUuX1ppxCnowS1hxWSXz+r9jzG3RUZaQVcB3OBqtpPzfffUwu5DvcEg9dHWWP02ZHa8qjv/G0pg4Dhw4wFxcXGqs7+LiQjP8EcaY7o7h5uL7GNCccauM44a20bqEvMrp06frfGzjxo0Kb+fgwYMMABMKhdW3qv90oVDIKisra61TWlrK8vPzq28pKSl6cTCIiM1ibouOMv8V/zCpVMp3OBpv0sYLzG3RUbbz0iO+QyH10MUP88rKylofhP/9UHN1dZV7fFMFeR/Mrq6ujfpg5vuLBdFcujiGm4vvY4Ayxm1zjhvaSOtqyKuIRCK89957WLFiBQwNDQHIZhKbM2cOzp07h6dPnyq0nYKCglptEufMmYMOHTpg0aJF8Pb2bnAb+lK/tuLYPWw6+xCTerpg5SQfvsPReN+feoAfwuIw2scJ66iOXGPp4vjVxBrMpvx0LZFI4O7uXmfHhaqfrhMTE6l8RY/p4hhuLj6PAcoct/pUqqZ1NeRVwsPDMXPmTJw6dQo7d+5EYmIi5s6di/bt2yMmJkbh7ZiZmdVKulu2bAlra2uFknF9UlU/3p/qxxXSz9MaP4TFISohh+rIiVppYpeCptSh6mv7M0Kai89jgDLHLZ/X4Kib1k4M1LdvX8TExMDb2xs9evTA+PHj8f777yMiIgJubm58h6dzcgrLcDdddvFqX09KyBXRvXUrmBgKkVNYjtjMAr7DIXpEV2YK1cQvFoRoAz6PATRum0ZrE3IAePDgAa5evQoXFxcYGBggNjYWxcXFzd5uRESEwi0P9cWFZ5MBdXAwg62ZiOdotIORgQC928hm7Twfn8tzNESf6MpMobryxYIQdePzGEDjtmm0NiH/3//+B39/fwwZMgS3b9/G5cuXcf36dXTt2hVRUVF8h6dzzleVq9DsnI3Sz9MaAHAhPofnSIi6SCQSREREYNeuXYiIiOBleueq2fEA1PpA1qYZMXXliwUh6j4u8HkMoHHbNFqbkK9duxaHDh3CunXrYGxsDG9vb1y+fBnBwcF6U2+kLowxnIun+vGm6PfsC8ylxCeolEh5joaoWmhoKNzd3REYGIhp06YhMDAQ7u7uCA0NVXssVbPjOTs717jfxcUF+/fv14oZMXXliwXRb3wdF/g6BtC4bRqt7bKSk5MDGxv5yeGZM2cwYMAAtcWi61d4J+YUIfC7CBgKOdxYOhQtjLT2WmC1k0gZenx5CvklFQh9uy96tG7Fd0jkP5Q1fkNDQzFx4sRaE1lUfQDxlQTrQpcCeZObuLq6Nmr6bqK7NPkzWBOOC3wdA2jcNo7WJuSaRJMPBsrw64UkLD1yB/4e1tj1eh++w9E6b/4ejRN3MvDh0HZ450UvvsMh/6GM8Uvt+VRPF75YENXQ1M/gphwXdO19rmuvR5XoVCdpUGRcNgAgoB2VqzRFv7bWOHEnA+fjcykh11HUnk/19Kn9GdENjT0uKGOae01D41ZxWltDTtSjvFKKqGcdVl7wsuU5Gu3U91kdeXTyU5RWqP8CP6J61OaLEPJfjTkuVJW2/DeBT0tLw8SJE3m5DoWoFyXkpF7Xkp+iqFwC65ZG6OSoOT8FahMPm5ZwMDdGeaUUV5MUm0GWaBc7OzulLkcI0X6KtvWzs7PD/Pnza9WZA6i+b8GCBbx0bCLqQwk5qdfZB7Jylf5eNhAIaKbJpuA4Dn3bytofnqP2h4QQohcUbf8HQOHSFqK7KCEn9Yp81n+cylWap2r/VX3BIbolKytLqcsRQrSfou3/FD0uUMmbbqOEnNQpt7AMtx/nAwACqP94swR42YDjgLvpYmSJS/kOhyiZps1MpwmTExFCFOsFruzjR33jn44Nmou6rJA6nYvPAWNABwcz2Jkb8x2OVrM2FaGLswVupubjzINsTOrlyndIRImqfppOS0uTWwcKyM6W5eSovmRJFzs1EKLNgoODMXbs2Drb/zV0/Khqj6jIzJb1jX8AdGzQYHSGnNSpulylHZWrKMPAZ/vxDJWt6Jznf5qui0QiweTJk1XaLYE6NRCimara/02dOhUDBw6s0YtbWTNb1jf+J0yYgAkTJtCxQYNRQk7kYoz923+cylWUYkB7WUIeGZcDiZTm49I1wcHB2LNnT4MfmqrqliCRSKhTAyFaqrnT3Csy/uWhY4PmoIScyBWbWYBMcRlEBgL0drfiOxyd4ONiCXNjA+SXVCAmJY/vcIgK2Nra1vuhpspuCY2ZhIQQonmCg4ORlJSE8PBw7Ny5E+Hh4UhMTFSonKSh8V8fOjZoBqohJ3KF35edHff3tIaxIU1zqwwGQgEC2tnir5vpOPMgGz3dWvEdElEyPicIosmJCNF+TZ3ZUhnjmo4N/KIz5ESu8PuyNkwvdqCJTJRpQFUdeSy1v9NFfHZb0bROL4QQ9VHGuKZjA78oISe15BdXIDpZNqNkYHtKyJWp6sLOm2n5yC0s4zkaomyKTgSiSLcEbXpuQgi/Ghr/9aFjg2aghJzUcjYuGxIpQ1s7U7hateA7HJ1iZ26Mjo7mYOzfLjZEdyirW4K2PTchhF+KjP/6HqNjA//0PiH/6aef0LVrV5ibm8Pc3Bz+/v44fvw432HxispVVKuqbCWcylZ0UnO7JWjrcxNC+FXf+D9w4AAOHDhAxwYNxrH6+uHogT///BNCoRBeXl5gjOHXX3/FypUrcf36dXTu3FmhbYjFYlhYWCA/Px/m5uYqjli1pFKGXl//gydF5dj1Wh/4e1rzHZLOuZL0BJM2RsHc2ADRnw+BoVDvvxfzSlXjVyKR1DkRiKrx+dyEqJsufQYrQ33jn44NmkvvE3J5rKyssHLlSsydO1eh5XXpYHA9+SnG/3gBZiIDXFtCyaIqSKQMvl//g9yicuyY64f+1OedV7o0fjUdJQNEFfR9DNO40g2UbT1HIpFg9+7dKCoqgr+/f53LlZWVQSwW17jpiqpylYB2NpSMq4hQwGFIJ3sAwN93M3iORv02bNgAd3d3GBsbw8/PD5cvX1Zovd27d4PjOIwbN67G/bNnzwbHcTVuw4YNU0HkpDlCQ0Ph7u6OwMBATJs2DYGBgXB3d6cZArUMjV/NQuNKd1DGBeDWrVswNTWFSCTCm2++iYMHD6JTp051Lh8SEgILC4vqm6urqxqjVa3wWFn/cequolpDOz9LyO9k1juLmq7Zs2cPFi5ciKVLl+LatWvw8fFBUFAQsrLqr6dPSkrChx9+WGcXgGHDhiE9Pb36tmvXLlWET5qovim9adpu7UHjV7PQuNItlJADaN++PWJiYnDp0iW89dZbmDVrFu7evVvn8osXL0Z+fn71LSUlRY3Rqk6WuBS30vIBAAMpIVepvp42aGEkRMZz+1wffP/993jttdcwZ84cdOrUCRs3bkSLFi2wdevWOteRSCSYPn06li1bBg8PD7nLiEQiODg4VN9ataJJlzSFIlN607Td2oHGr+agcaV7KCEHYGRkhLZt26Jnz54ICQmBj49PdfsgeUQiUXVXlqqbLgh7Vq7S1cUCtmYinqPRbcaGQgxsL+u2cvKOfpStlJeXIzo6GoMHD66+TyAQYPDgwYiKiqpzveXLl8POzq7eazoiIiJgZ2eH9u3b46233kJubm6dy+pyyZkmamhKb5q2WztoyvgFaAwDNK50ESXkckilUpSV6d+kLVWJYVBnB54j0Q9V+/nvO5k8R6IeOTk5kEgksLe3r3G/vb09MjLkfyk5d+4ctmzZgs2bN9e53WHDhuG3335DWFgYvvnmG5w5cwbDhw+v88yQLpecaSJFp+Omabs1m6aMX4DGMEDjShcZ8B0A3xYvXozhw4ejdevWKCgowM6dOxEREYGTJ0/yHZpaiUsrcD5eNlENJeTqMbC9HQwEHOKyCvEwuxAetqZ8h6RRCgoKMGPGDGzevBk2NnV3onnppZeq/92lSxd07doVnp6eiIiIwKBBg2otv3jxYixcuLD6b7FYrJcf6Oqi6HTcNG23blHV+AVoDAM0rnSR3ifkWVlZmDlzJtLT02FhYYGuXbvi5MmTGDJkCN+hqVX4/SxUSBg8bVuirR0lhupgYWIIf09rRMbl4O+7mXhzgG7vdxsbGwiFQmRm1vxFIDMzEw4Otb8EJiQkICkpCaNHj66+TyqVAgAMDAwQGxsLT0/PWut5eHjAxsYG8fHxcj/QRSIRRCIqyVKXqim909LS5Na7chwHFxcXmrZbw2nK+AVoDAM0rnSR3pesbNmyBUlJSSgrK0NWVhb++ecfvUvGgX/LVYZ509lxdRr67NeI47d1v47cyMgIPXv2RFhYWPV9UqkUYWFhctuMdujQAbdu3UJMTEz1bcyYMQgMDERMTEydZ8RSU1ORm5tLZ4Y0hCJTetO03ZqPxq9moXGle/Q+ISdAaYUEEc/aHQ7rTAdBdQrqbA8BB9xIycOj3CK+w1G5hQsXYvPmzfj1119x7949vPXWWygqKsKcOXMAADNnzsTixYsBAMbGxvD29q5xs7S0hJmZGby9vWFkZITCwkJ89NFHuHjxIpKSkhAWFoaxY8eibdu2CAoK4vOlkufUN6U3TdutPWj8ahYaV7pF70tWCBAZl4PicgmcLU3g7awbHWO0hZ2ZMfq1tUFkXA4OxzzGe4O8+A5JpaZMmYLs7GwsWbIEGRkZ6NatG06cOFF9oVhycjIEAsXPEwiFQty8eRO//vor8vLy4OTkhKFDh+LLL7/U+5+0NU1wcDDGjh1LMwpqMRq/mofGle7gmD7NSqIi2j5t7wd7b+DAtVTM6eeOpaM78x2O3tkfnYoP992Ah21LhC0cUOvnR6Ja2j5+CdF3NIaJLqCSFT1XIZEi7L7sIh3qrsKPoM72EBkI8DC7CLfT9K+fLiGEEKLvKCHXc5cTnyCvuALWLY3Q292K73D0kpmxIQZ3kv3kezgmjedoCCGEEKJulJDruSMxjwEAQzvbQyigUgm+jPVxAgAcufEYEilVkRFCCCH6hBJyPVZaIcGxW7JZvMZ2c25gaaJKA9vbwcLEEFkFZbj4sP5powkhhBCiWygh12Ph97NQUFYJJwtj+FK5Cq+MDAQY0UXWcvLQdSpbIYQQQvQJJeR67OCzxG9MN2cIqFyFd+O6ycpWjt1KR1FZJc/REEIIIURdKCHXU3nF5QiPzQIAjO9O5SqawLeNFdrYtERRuQRHbjzmOxxCCCGEqAkl5Hrq2K0MVEgYOjqao72DGd/hEMimO57m2xoA8MelRzxHQwghhBB1oYRcT1XVKVeVSRDNMKGnC4wMBLidJsbN1Dy+wyGEEEKIGlBCrodSnxbjctITcBwwhhJyjWLV0ggjvGUTNP1xMZnnaAghhBCiDpSQ66GD12Rnx/u0sYajhQnP0ZD/mt7HDYCsJ7m4tILnaAghhBCiapSQ65lKiRS7LsvOvE7q5cJzNESeXm6t4GVnipIKCbVAJIQQQvQAJeR65vT9LDzOL5WVRjzre000C8dxmO737OLOi8lgjGbuJIQQQnQZJeR65veLsu4dk3u5wthQyHM0pC7je7ighZEQsZkFiIzL4TscQgghhKiQ3ifkISEh6N27N8zMzGBnZ4dx48YhNjaW77BUIjGnCJFxOeA4VJ+BJZrJwsQQL/WW/R/9fDaB52gIIYQQokp6n5CfOXMG8+bNw8WLF3Hq1ClUVFRg6NChKCoq4js0pfvj2dnxge1s4WrVgudoSEPmBrSBUMDhfHwubqXm8x0OIYQQQlRE7xPyEydOYPbs2ejcuTN8fHywfft2JCcnIzo6mu/QlKqkXIJ90akAgBn+bjxHQxThbGmCMT6ytpQb6Sw5IYQQorP0PiH/r/x82ZlIKysrniNRrj9vPEZ+SQVcWplgQDs7vsMhCnpjgAcA4PitdDzK1b1fbQghhBBCCXkNUqkUCxYsQL9+/eDt7V3ncmVlZRCLxTVumkwiZdV1yNP93CAUcDxHRBTVwcEcA9vbQsqAXyIT+Q6HEEIIISpACflz5s2bh9u3b2P37t31LhcSEgILC4vqm6urq5oibJpjt9KRkF0Ec2MDvNyHLubUNm8O8AQA7L2agixxKc/REEIIIUTZKCF/5p133sHRo0cRHh4OF5f6J8xZvHgx8vPzq28pKSlqirLxpFKGdafjAABz+3vAzNiQ54hIY/m1sUJPt1Yoq5RifXg83+EQwhuJRIKIiAjs2rULERERkEgkfIdECNFTyj4e6X1CzhjDO++8g4MHD+L06dNo06ZNg+uIRCKYm5vXuGmqv+9m4EFmIcxEBpjdz53vcEgTcByHj4LaAwB2XU5GypNiniMiRP1CQ0Ph7u6OwMBATJs2DYGBgXB3d0doaCjfoRFC9Iwqjkd6n5DPmzcPO3bswM6dO2FmZoaMjAxkZGSgpKSE79CajTGGtWGyM6pz+rnDwoTOjmurPh7WCPCyQYWEYc0/cXyHQ4hahYaGYuLEiUhNTa1xf1paGiZOnEhJOSFEbVR1POKYns/LzXHyL3Dctm0bZs+erdA2xGIxLCwskJ+fr1Fny0/dzcRrv11FSyMhzn/yIixbGPEdEmmGm6l5GLP+PAQccHLBC/CyN+M7JJ2gqeOXyEgkEri7u9f68KvCcRxcXFyQmJgIoZBmH9ZHNIaJuqjyeKT3Z8gZY3JviibjmqpCIsW3J+4DAGb1dadkXAd0dbHEsM4OkDJg1d8P+A6HELWIjIys88MPkB3DU1JSEBkZqcaoCCH6SJXHI71PyHXV9vNJiMsqhFVLI7zxgiff4RAl+WBoO3AccOJOBqIfPeU7HEJULj09XanLEUJIU6nyeEQJuQ7KFJdizT+yM6ifDOsAixZUO64rvOzNMKmnrAvQsj/vQCrV64ozogccHR2VuhwhhDSVKo9HlJDroBXH7qGoXILurS0xsWf9LRyJ9vkoqAPMRAa4mZqP/dF1/3SmqTZs2AB3d3cYGxvDz88Ply9fVmi93bt3g+M4jBs3rsb9jDEsWbIEjo6OMDExweDBgxEXRxe+6oqAgAC4uLjUeb0Px3FwdXVFQECAmiPTTzR+iT5T5fGIEnIdc/FhLg7HPAbHAV+O9YaAZuXUObZmIrw3yAsA8O3J+xCXVvAckeL27NmDhQsXYunSpbh27Rp8fHwQFBSErKysetdLSkrChx9+KPcg9+233+KHH37Axo0bcenSJbRs2RJBQUEoLaVJlHSBUCjE2rVrAdS+CL/q7zVr1tAFnWpA45foO5Uejxhptvz8fAaA5efn8xpHQWkFG7gynLktOso+PXiT11iIapVVSFjgd7L/66+O3uE7HIX5+vqyefPmVf8tkUiYk5MTCwkJqXOdyspK1rdvX/bLL7+wWbNmsbFjx1Y/JpVKmYODA1u5cmX1fXl5eUwkErFdu3YpFJOmjF9SvwMHDjAXFxcGoPrm6urKDhw4wHdoekMTxy9jNIaJ+qnieERnyHUEYwyfHryFxJwiOFoY48Oh7fkOiaiQkYEAS0Z1AgBsO5+E+KxCniNqWHl5OaKjozF48ODq+wQCAQYPHoyoqKg611u+fDns7Owwd+7cWo8lJiYiIyOjxjYtLCzg5+dX7zaJ9gkODkZSUhLCw8Oxc+dOhIeHIzExEcHBwXyHphdo/BLyL1UcjwyUGB/h0Z4rKTgc8xhCAYd1U7tTm0M9MLC9HQZ1sMO5+BzceZyPtnamfIdUr5ycHEgkEtjb29e4397eHvfv35e7zrlz57BlyxbExMTIfTwjI6N6G//dZtVj/1VWVoaysrLqv8VisaIvgfBMKBRi4MCBfIehlzRl/AI0holmUPbxiBJyHXA/Q4ylR+4AkLXF6+VuxXNERF2Wje0MAHBp1YLnSJSvoKAAM2bMwObNm2FjY6O07YaEhGDZsmVK2x4hpDZVjV+AxjDRTZSQa7nsgjK8+Xs0yiqlGNDOFm9Sz3G9ok2JuI2NDYRCITIzM2vcn5mZCQcHh1rLJyQkICkpCaNHj66+TyqVAgAMDAwQGxtbvV5mZmaNNlOZmZno1q2b3DgWL16MhQsXVv8tFovh6ura5NdFiD7QlPEL0BgmuolqyLVYfnEFZmy5hKTcYjhbmuD7yT7UVYVoLCMjI/Ts2RNhYWHV90mlUoSFhcHf37/W8h06dMCtW7cQExNTfRszZgwCAwMRExMDV1dXtGnTBg4ODjW2KRaLcenSJbnbBACRSARzc/MaN0JI/TRl/AI0holuojPkWqq4vBJztl/G/YwC2JiK8MerfrA2FfEdFiH1WrhwIWbNmoVevXrB19cXa9asQVFREebMmQMAmDlzJpydnRESEgJjY2N4e3vXWN/S0hIAaty/YMECfPXVV/Dy8kKbNm3w+eefw8nJqVa/Y0JI89D4JUR1KCHXQuLSCrz5ezSuJefBwsQQO171hbtNS77DIqRBU6ZMQXZ2NpYsWYKMjAx069YNJ06cqL6oKzk5GQJB4364+/jjj1FUVITXX38deXl56N+/P06cOAFjY2NVvARC9BaNX0JUh2OM0dzbzSQWi2FhYYH8/HyV/3SW8qQYc3+9ggeZhWhhJMSOV/3Qo3UrlT4nIbpMneOXEKJ8NIaJLqAz5FrkWvJTvP7bVeQUlsPeXIQts3rD29mC77AIIYQQQkgzUEKuBSRShs2RD7Hq71hUSBg6OZpjy+xecLQw4Ts0QgghhBDSTJSQa7iUJ8X4YO8NXE56AgAY1tkBqyb7oKWI/usIIYQQQnQBZXUaqrxSim3nE/FDWByKyiVoaSTE0tGdMamXCziOWhsSQgghhOgKSsg10Pn4HCw5fBsJ2UUAgN7urfD95G5wtdKeSWAIIYQQQohiaGIgAGfPnsXo0aPh5OQEjuNw6NAhXuKIzyrAq79ewfRfLiEhuwjWLY2wcmJX7Hndn5JxQgghhBAdRWfIARQVFcHHxwevvPIKgoOD1f78WQWlWPNPHPZcSYFEyiAUcJjRxw3vD2kHCxNDtcdDCCGEEELUhxJyAMOHD8fw4cPV/rxFZZXYHPkQm84+RHG5BAAwtJM9Fg3vAE9bU7XHQwghhBBC1I8S8iYoKytDWVlZ9d9isbhR60ukDPuupmDVqQfILpBtx8fFAv83oiP8PKyVGishhJB/SSQSREZGIj09HY6OjggICIBQKOQ7LEL0Ao2/ulFC3gQhISFYtmxZk9aNSsjFl0fv4m66LIl3s26Bj4M6YEQXB+qeQgghKhQaGor58+cjNTW1+j4XFxesXbuWl3JFQvQJjb/6cYwxxncQmoTjOBw8eBDjxo2rcxl5Z8hdXV3rnbY3I78UX/51F3/dTAcAmBkbYP4gL8z0d4eRAV1bSwhfaNpt/RAaGoqJEyfivx95VSdC9u/fT0mBlqIxrPlo/DWMEvL/UCQh/6/6DgaVEim2X0jC6lMPUFQugYADpvvJLti0ammk5OgJIY1FH+a6TyKRwN3dvcaZuedxHAcXFxckJibSz+daiMawZqPxpxg6NatCUinD5J+j8NVf91BULkH31pb4893++HKcNyXjhBCiJpGRkXUmAwDAGENKSgoiIyPVGBUh+oHGn2KohhxAYWEh4uPjq/9OTExETEwMrKys0Lp16yZvVyDgMKSTAxKyi/DJ8A6Y0ssVAgHViRNCiDqlp6crdTlCiOJo/CmGEnIAV69eRWBgYPXfCxcuBADMmjUL27dvb9a25/Zvg8m9XGBtKmrWdgghhDSNo6OjUpcjhCiOxp9iqIZcCah+jRDtReNX91XVsKalpdW6qAygGlZtR2NYs9H4UwzVkBNCCNFpQqEQa9euBYBa7WWr/l6zZo1eJwOEqAqNP8VQQk4IIUTnBQcHY//+/XB2dq5xv4uLC7VcI0TFaPw1jEpWlIB+LiNEe9H41S80U6DuoTGsPWj81Y0u6iSEEKI3hEIhBg4cyHcYhOglGn91o5IVQgghhBBCeERnyJWgqupHLBbzHAkh8pmZmdW6mIbI0Pglmo7Gb/1oDBNNp8gYpoRcCQoKCgAArq6uPEdCiHxUW1k3Gr9E09H4rR+NYaLpFBnDdFGnEkilUjx+/FglZzHEYjFcXV2RkpKi1wdk2g8yTd0PdIatbvWNX3rf1Y/2T/2UtX9o/NaPxrDq0X5sHjpDriYCgQAuLi4qfQ5zc3MaBKD9UIX2g/IoMn5pf9eP9k/9aP+oFo1h9aH9qDp0USchhBBCCCE8ooScEEIIIYQQHlFCruFEIhGWLl0KkUjEdyi8ov0gQ/tBvWh/14/2T/1o//CP/g+Ug/aj6tFFnYQQQgghhPCIzpATQgghhBDCI0rICSGEEEII4REl5IQQQgghhPCIEnJCCCGEEEJ4RAm5BtiwYQPc3d1hbGwMPz8/XL58WaH1du/eDY7jMG7cONUGqCaN2Q/bt28Hx3E1bsbGxmqMVnUa+37Iy8vDvHnz4OjoCJFIhHbt2uHYsWNqila7NWZfV1RUYPny5fD09ISxsTF8fHxw4sQJNUarXmfPnsXo0aPh5OQEjuNw6NChBteJiIhAjx49IBKJ0LZtW2zfvl3lcfKlsfsnPT0d06ZNQ7t27SAQCLBgwQK1xKnrnjx5gunTp8Pc3ByWlpaYO3cuCgsL61w+KSmp1mdH1W3fvn3Vy8l7fPfu3ep4SbxQ1X5MTk7GyJEj0aJFC9jZ2eGjjz5CZWWlOl6S1qGEnGd79uzBwoULsXTpUly7dg0+Pj4ICgpCVlZWveslJSXhww8/REBAgJoiVa2m7Adzc3Okp6dX3x49eqTGiFWjsfuhvLwcQ4YMQVJSEvbv34/Y2Fhs3rwZzs7Oao5c+zR2X3/22Wf4+eefsW7dOty9exdvvvkmxo8fj+vXr6s5cvUoKiqCj48PNmzYoNDyiYmJGDlyJAIDAxETE4MFCxbg1VdfxcmTJ1UcKT8au3/Kyspga2uLzz77DD4+PiqOTn9Mnz4dd+7cwalTp3D06FGcPXsWr7/+ep3Lu7q61vjcSE9Px7Jly2Bqaorhw4fXWHbbtm01ltOVk1/yqGI/SiQSjBw5EuXl5bhw4QJ+/fVXbN++HUuWLFHXy9IujPDK19eXzZs3r/pviUTCnJycWEhISJ3rVFZWsr59+7JffvmFzZo1i40dO1YNkapWY/fDtm3bmIWFhZqiU5/G7oeffvqJeXh4sPLycnWFqDMau68dHR3Z+vXra9wXHBzMpk+frtI4NQEAdvDgwXqX+fjjj1nnzp1r3DdlyhQWFBSkwsg0gyL753kDBgxg8+fPV1k8+uLu3bsMALty5Ur1fcePH2ccx7G0tDSFt9OtWzf2yiuv1Livsf+n2kxV+/HYsWNMIBCwjIyM6vt++uknZm5uzsrKypQTvA6hM+Q8Ki8vR3R0NAYPHlx9n0AgwODBgxEVFVXnesuXL4ednR3mzp2rjjBVrqn7obCwEG5ubnB1dcXYsWNx584ddYSrMk3ZD0eOHIG/vz/mzZsHe3t7eHt7Y8WKFZBIJOoKWys1ZV+XlZXVKosyMTHBuXPnVBqrtoiKiqqxPwEgKCio3jFMSHNERUXB0tISvXr1qr5v8ODBEAgEuHTpkkLbiI6ORkxMjNzP03nz5sHGxga+vr7YunUrmI5O26Kq/RgVFYUuXbrA3t6++r6goCCIxWKt/7xWBUrIeZSTkwOJRFLjzQoA9vb2yMjIkLvOuXPnsGXLFmzevFkdIapFU/ZD+/btsXXrVhw+fBg7duyAVCpF3759kZqaqo6QVaIp++Hhw4fYv38/JBIJjh07hs8//xyrVq3CV199pY6QtVZT9nVQUBC+//57xMXFQSqV4tSpUwgNDUV6ero6QtZ4GRkZcvenWCxGSUkJT1ERXZaRkQE7O7sa9xkYGMDKyqrOcfxfW7ZsQceOHdG3b98a9y9fvhx79+7FqVOnMGHCBLz99ttYt26d0mLXJKraj3UdE6oeIzVRQq5FCgoKMGPGDGzevBk2NjZ8h8Mrf39/zJw5E926dcOAAQMQGhoKW1tb/Pzzz3yHplZSqRR2dnbYtGkTevbsiSlTpuDTTz/Fxo0b+Q5N56xduxZeXl7o0KEDjIyM8M4772DOnDkQCOgwSogyffLJJ3VeMFh1u3//frOfp6SkBDt37pR7dvzzzz9Hv3790L17dyxatAgff/wxVq5c2eznVCdN2I9EcQZ8B6DPbGxsIBQKkZmZWeP+zMxMODg41Fo+ISEBSUlJGD16dPV9UqkUgOzbbGxsLDw9PVUbtAo0dj/IY2hoiO7duyM+Pl4VIapFU/aDo6MjDA0NIRQKq+/r2LEjMjIyUF5eDiMjI5XGrK2asq9tbW1x6NAhlJaWIjc3F05OTvjkk0/g4eGhjpA1noODg9z9aW5uDhMTE56iItrogw8+wOzZs+tdxsPDAw4ODrUuwq6srMSTJ08U+uzYv38/iouLMXPmzAaX9fPzw5dffomysjKIRKIGl9cEfO9HBweHWp2rqo4Rin626xM6tcMjIyMj9OzZE2FhYdX3SaVShIWFwd/fv9byHTp0wK1btxATE1N9GzNmTHVXA1dXV3WGrzSN3Q/ySCQS3Lp1C46OjqoKU+Wash/69euH+Pj46i9mAPDgwQM4OjpSMl6P5rznjI2N4ezsjMrKShw4cABjx45Vdbhawd/fv8b+BIBTp04pPIYJqWJra4sOHTrUezMyMoK/vz/y8vIQHR1dve7p06chlUrh5+fX4PNs2bIFY8aMga2tbYPLxsTEoFWrVlqTjAP870d/f3/cunWrRrJ/6tQpmJubo1OnTsp7obqC76tK9d3u3buZSCRi27dvZ3fv3mWvv/46s7S0rL4qecaMGeyTTz6pc31d6bLS2P2wbNkydvLkSZaQkMCio6PZSy+9xIyNjdmdO3f4eglK0dj9kJyczMzMzNg777zDYmNj2dGjR5mdnR376quv+HoJWqOx+/rixYvswIEDLCEhgZ09e5a9+OKLrE2bNuzp06c8vQLVKigoYNevX2fXr19nANj333/Prl+/zh49esQYY+yTTz5hM2bMqF7+4cOHrEWLFuyjjz5i9+7dYxs2bGBCoZCdOHGCr5egUo3dP4yx6uV79uzJpk2bxq5fv671xyy+DRs2jHXv3p1dunSJnTt3jnl5ebGpU6dWP56amsrat2/PLl26VGO9uLg4xnEcO378eK1tHjlyhG3evJndunWLxcXFsR9//JG1aNGCLVmyROWvhy+q2I+VlZXM29ubDR06lMXExLATJ04wW1tbtnjxYpW/Hm1ECbkGWLduHWvdujUzMjJivr6+7OLFi9WPDRgwgM2aNavOdXUlIWescfthwYIF1cva29uzESNGsGvXrvEQtfI19v1w4cIF5ufnx0QiEfPw8GBff/01q6ysVHPU2qkx+zoiIoJ17NiRiUQiZm1tzWbMmNGolmDaJjw8nAGodavaJ7NmzWIDBgyotU63bt2YkZER8/DwYNu2bVN73OrSlP0jb3k3Nze1x65LcnNz2dSpU5mpqSkzNzdnc+bMYQUFBdWPJyYmMgAsPDy8xnqLFy9mrq6uTCKR1Nrm8ePHWbdu3ZipqSlr2bIl8/HxYRs3bpS7rK5QxX5kjLGkpCQ2fPhwZmJiwmxsbNgHH3zAKioqVPlStBbHmI728SGEEEIIIUQLUA05IYQQQgghPKKEnBBCCCGEEB5RQk4IIYQQQgiPKCEnhBBCCCGER5SQE0IIIYQQwiNKyAkhhBBCCOERJeSEEEIIIYTwiBJyQgghhBBCeEQJOSGEEEIIITyihJwQQgghhBAeUUJOCCGEEEIIjyghJ4QQQgghhEeUkBNCCCGEEMIjSsgJIYQQQgjhESXkhBBCCCGE8IgSckIIIYQQQnhECTkhhBBCCCE8ooScEEIIIYQQHlFCTgghhBBCCI8oISeEEEIIIYRHlJArAWMMYrEYjDG+QyGENBKNX0K0G41hogsoIVeCgoICWFhYoKCggO9QNNLdG8kY1vUzvDJqNSoqKpu8nfNXExAw8TsMn7UeWbn87Osjp26i/4Tv8OLUNfj77N0mb+fvw9cwrOtneDN4HcpKK5QYIWksGr+EaDcaw0QXUEJOVG7vlrMAgC493WFoaNCkbTxMzsYXq4+CMSDQvx1srUyVGaLCXuzbHn17eqC8vBLL1x7Dxh1nm3RWxrd/O1hatURSfCa2rvlbBZHql7S0NLz88suwtraGiYkJunTpgqtXr/IdFiGEEKIQSsiJSiXFZeJixH1wHIeJs/s3aRtP84uxKOQgSkor0L2zKxa+Oggcxyk5UsWYthQhZNE4zAj2AwDsOHgZqzb9A6m0cUm5pbUpPvhyAgDg8M4oXIuKV3qs+uLp06fo168fDA0Ncfz4cdy9exerVq1Cq1at+A6NEEIIUQgl5ESl9mw5AwDoN7gTXNvYNnp9xhi+/OEY0rPEcHawxFcfjYGBgVDZYTaKUCjAG9MD8MlbQeA44NDfNxCy4QQkEmmjttM7oB1GTZEl9t9/HoqiglJVhKvzvvnmG7i6umLbtm3w9fVFmzZtMHToUHh6evIdGiGEEKIQSsiJyiQ+yEDE8VsAgJdeHdCkbRw8GYPLMUkwMjJAyKJxsDAzUWaIzTJqcBd8Pn8khAIOxyPuYNmav1BZKWnUNl59PwhOra2RkyWm0pUmOnLkCHr16oVJkybBzs4O3bt3x+bNm/kOixCixyQSCSIiIrBr1y5ERERAImncZwPRP5SQE5X5bUMYGGMIGOqNth2dGr1+yuOn2PCr7Az7Wy+/AI/WNsoOsdmGBnTE8g/HwMBAgNMXYhGy4WSjyleMWxhh/pKxAIC/9l3GrauJqgpVZz18+BA//fQTvLy8cPLkSbz11lt477338Ouvv8pdvqysDGKxuMaNEEKUJTQ0FO7u7ggMDMS0adMQGBgId3d3hIaG8h0a0WCUkBOVuHcjBVHh9yAQcJg5b1Cj16+USPHlD8dQVl6Jnl1aY8Lw7iqIUjkG+HlhxcdjIRQKcPLsXWz4LaJRF3r6+HpgWHBPAMCaZYdRXkZdVxpDKpWiR48eWLFiBbp3747XX38dr732GjZu3Ch3+ZCQEFhYWFTfXF1d1RwxIURXhYaGYuLEiUhNTa1xf1paGiZOnEhJOamTViXkZ8+exejRo+Hk5ASO43Do0KF6l09PT8e0adPQrl07CAQCLFiwQO5y+/btQ4cOHWBsbIwuXbrg2LFjyg9ejzDGsP0HWfnF4DHdm1Q7/sfBy7gblw7TFiL83zvDIBA07yLOnIIinIiJxW9nruH7P8/i/3aewBd7T+HHk1E4cPEWLsUlo6wZLRn79vTE/80bBgDY82c0dh2+0qj1X104DFa2Zkh7lIOdP0c0OQ595OjoiE6dOtW4r2PHjkhOTpa7/OLFi5Gfn199S0lJUUeYpA5SKYO4tAJpeSUor2zcdRiEaBKJRIL58+fLPSFTdd+CBQuofIXI1bQedDwpKiqCj48PXnnlFQQHBze4fFlZGWxtbfHZZ59h9erVcpe5cOECpk6dipCQEIwaNQo7d+7EuHHjcO3aNXh7eyv7JeiFy5EPcONKIgwNhZj+ZmCj109MycG2fRcAAAvmvgh7G/MmxZEjLsLJGw9w6mYcriWmoaGT1iZGhvBv1xoDOnlgcNe2MDcxbtTzBQ3ohKf5xVj/awR+/P0sbKxMMfSFTg2vCMDU3ARvLx6Frxbuwv7t5zBodLcmfZHRR/369UNsbGyN+x48eAA3Nze5y4tEIohEInWERupQWiHBjouPsO18Eh7nl1SPTeuWRni5jxte7uMGWzP6PyLaJTIystaZ8ecxxpCSkoLIyEgMHDhQfYERraBVCfnw4cMxfPhwhZd3d3fH2rVrAQBbt26Vu8zatWsxbNgwfPTRRwCAL7/8EqdOncL69evr/Mmb1E1SKcGW1ScBAGOn+8PeqXGt56RShm83nkJlpRT9enkiaIBiCe3zSisqsS38KraevoLS5856d3S2g7ttK1ibt4CNWUuUV0qQmV+ArPwixKZlIUtchNO3E3D6dgJWHjmDqf264eUXusPKtIXCz/3SmF7IeVqI3Ueu4n8/noSrUyt0bOuo0Lr9BnVC74B2uBL5ABu+/hMhm+fw1t5Rm7z//vvo27cvVqxYgcmTJ+Py5cvYtGkTNm3axHdo5D8kUoZdl5Ox7nQcMsVlNR4TCjjkFpVjbVgcfopIwKy+bvhkeEcIm/nrGCHqkp6ertTliH7RqoRcFaKiorBw4cIa9wUFBTVYDkPkO7zrIpITsmBmYdKkzipHw27h1v00mBgb4v1G9htnjOHvm3FY9edZpD+VzdjW2dUeI3t0wOAubeHYqu4z7Ywx3E/LRsTdhzgZE4uEzCfYHHYZOyKv4aW+PnhzqD9aiAwViuPtGQOQmv4U564k4NNvj+CXb1+GlWXLBtfjOA5vLx6FNy7/gJjLDxFx7CYCR/oo9uL1WO/evXHw4EEsXrwYy5cvR5s2bbBmzRpMnz6d79DIc0orJJi/+zpO3skEADhZGOO9QV54saMdzI0NYSDgcOJOBn6JTERMSh42RyYit7AcKyf5UFJOtIKjo2InXxRdjugXvU/IMzIyYG9vX+M+e3t7ZGRk1LlOWVkZysr+PbtDXRpksjPysePH0wCAV+YPhal541oU5j4two+/y7qqvDa1PxxsFS9VKauoxPL9YThyVTadvYOlGT4YHYAgn3YKJfUcx6Gjix06utjhjcF+iLj7ED+fuoi7qVnYFhGNU7fi8cWkwfDzat3gtgQCDp+/NwKvLfoDyY+fYMmqP7Hmi8kwEDZ8yYajixVeem0Aflsfhk3fHYfvgPZoadq40hl9NGrUKIwaNYrvMEgd8osr8OpvV3Al6SmMhAJ8MrwDpvdpDdF/5hQY1dUJo7o64ciNx1i4Jwah19NQKWX4frKPQuOHED4FBATAxcUFaWlpcuvIOY6Di4sLAgICeIiOaDo6wjUBdWmojTGGH748jOKiMnTo6oqgZ11DGmPt1tMoLCpDOw97BDeiq0pWfiHm/LgPR67ehYDj8MYQPxxZNAvDurVvUsmHQMDhRW9P7F4wDeteGQMHSzOk5ubj1Y0H8MW+UygsLWtwGy1biBCyaCxamBgh5m4qNu88p/DzT5wdAGc3azzNLcSeLWcbHT8hmiQjvxQTN17AlaSnMDM2wG9zffFK/za1kvHnjfFxwvppPWAg4HDkxmO8v/dGozoXEcIHoVBYXSb738+eqr/XrFkDoZDfye2IZtL7hNzBwQGZmZk17svMzISDg0Od61CXhtrCjsbgSuQDGBoK8f6y8RAIGvfWuhCdgNMXYiEUcPjkraEKnw27lZyBl9bsxK3kDJibiLDx9fF4Z1hfmBgpVl5SH47jMLCzJw5+NANT+nYFABy4eBsz1u1B2pP8Btd3c7HGJ28HAQD+OHQZF68r1mPcyMgAr30gu1bi4G/nkZ76pImvgBB+FZdX4pXtVxCXVQgHc2Pse9MffTysFVp3mLcDfnq5JwyFHP688Rh7r9Jxlmi+4OBg7N+/H87OzjXud3Fxwf79+xVqSEH0k94n5P7+/ggLC6tx36lTp+Dv71/nOiKRCObm5jVuAFBaXI57N1Jw5sQt/H34Gv7cfQmhv5/HP0eu49rFeDxKyEJpSblKXw8fnuQUYOM3slaR098MhJunXaPWLy2rwOpfZP8HU0b3QjsP+wbWkLmdnIHXNh5AtrgIbR2ssXvBNPi3k99ZozlMjUX4bMIgbH17EmzNWyI+IxfT1u5CTOLjBtd9sW97BA/rBgAIWX8CeeJihZ7Tb0B79PD3REWFBJu/O96c8AnhhVTK8P6eGNxNF8O6pRH2vemPDg6N65g0pJM9Pg7qAAD46q97yBSXqiJUQpQqODgYSUlJCA8Px86dOxEeHo7ExERKxkm9tKqGvLCwEPHx8dV/JyYmIiYmBlZWVmjdujUWL16MtLQ0/Pbbb9XLxMTEVK+bnZ2NmJgYGBkZVfctnj9/PgYMGIBVq1Zh5MiR2L17N65evdqkDg3Th3wLIWdU7zICoQDube3Q3tsFHbq6olf/drC2NWv0c2kKSaUEK/9vPwrFJWjb0QkTZze+Nu7X/ReRniWGvY0Z5kyu+4vQ82IfZ+ONTaEoKitHb08XrHtlLFoa17/vm6u3pwt2zp+Kd7ccxv3H2Zi7cT++eikIw7u3r3e9eTMH4NrtZCSlPsG3G0/h64/GNFhKw3Ec3vh4JN6auB4XTt/D9YsJ6N7HU5kvhxCVWnUqFifvZMJIKMCmmT3haqV4t6LnzennjqM3H+NGaj4+O3Qbm2b0pO5DPDl79ixWrlyJ6OhopKen4+DBgxg3blydy6enp+ODDz7A1atXER8fj/feew9r1qyptdy+ffvw+eefIykpCV5eXvjmm28wYsQI1b0QNRAKhdTakDSKVp0hv3r1Krp3747u3WX1xQsXLkT37t2xZMkSALLB/9/JQKqWj46Oxs6dO9G9e/caA71v377YuXMnNm3aBB8fH+zfvx+HDh1qUg9yJmVoZWOKLj3d0TugHfoP7oyBw7uih78n3DztYGpmDKlEioexGTh+4CpWLz2I6YO+wYKXf8a+rZHISHvajL3Dj03fncD1iwkQGRviw68nwMCwcbVxcUlZ2PlsEp0FcwfBRIGk+mHmE7z+8wGIS8rg4+aI9XNVn4xXcbA0w6/vTMGL3p4or5Rg0R/HcOza/XrXEYkMsXTBKAiFApy9FIfTF2LrXb6Km6cdRk3xBQBsXfs31dASrXE4Jg0bwhMAAP+b0AU93ayavC0DoQDfTvSBoZDDqbuZOHqTWsbxpWoukA0bNii0/PNzgfj4yO8YVTUXyNy5c3H9+nWMGzcO48aNw+3bt5UZOiEaj2P0Kd9sYrEYFhYWSHyYCvc2zvUum52Rj9jbqXhwOxU3Lici9va/kwhwHIde/bwwYlJv+Aa0g7Cei540wbH9V/DD8sMAgM9XT0O/QY3rGS6RSPHm/+3EvfgMDPDzwtcfj21wnYynBZj+wy5kiYvQ0cUOv7w5odET+CiDVMrwVWgY9kXdglDAYdXMURjUpW2962zZcx7b9kbB0twEv6+Zg1YWDZ8xzMstxJyR36OkuByffvcSAobSZFXKVjV+8/Pzq8vPSNOlPCnG8LWRKCyrxFsDPbFoWAelbHf1qQdYGxYH65ZGOP3hQFiYNP86EdJ0HMc1eIb8eQMHDkS3bt1qnSGfMmUKioqKcPTo0er7+vTpg27duik8FwiNYaILtOoMuaazsm649MTWwQL9B3fGKwuCsHbnm9hx6mPM+7/R8OndBowxXDn3AMvm/4HZI77HoR0XUFqsmTXnN68mYsOKPwEAM98Z1OhkHAAOHL+Oe/EZMG0hwvuvDmpw+ZLyCry37QiyntWMb3o9mJdkHJB1YvkseBDG9OoIiZThw9//QuS9+i/anBncB56tbZAnLsEP28IVeh5La1MEz+wHANi+7h9IKmnKZaK5KiVSLNgTg8KySvRya4UPh9ZfztUY8wLbwtO2JXKLyvHbhSSlbZfwKyoqCoMHD65xX1BQEKKioniKiBB+UELOMxt7c4x+yQ/fbJmLLX8uwIRZ/WFu2QLZGfnY+O0xzBz2HXb8dBriPMUuBlSHuzeSsXz+H5BUSjFgWBdMfW1go7fxODMPm3fJWgG+NeMF2FiZ1ru8VMrw+e6/cS8tC1amJtgwdxwsWzauz3kVxhiyigqRmPcUaWIxsooKUVxR0ejtCAQclk0eiiCfdqiUSPH+9j8Rk1T3hZ6GhkIsnjcMAgGHU5H3cOVGkkLPEzyzHyxatUDaoxycCI1udJyEqMuG8AREP3oKM5EBVk/pptQJfYwMBHhvkBcAYOv5RBSVVTawBtEGTZ0LRCwW17gRou0oIdcgzm42eO2DYdhx6iO8t2QsHF1aQZxXjB0/ncasYd9h29q/kf+0iNcYr557gMWvbUNhQSk6dW+N95eNb/QFVlIpw4r1J1BSWoFunVwwenDXBtf56e8onLzxAAZCAb6fNQpOVo37WTL+SS5WXzyPV46Ewm/LRvTZ8jMG/bYVAds3o8+Wn9Hlpx8waudvWH42HCcT4hRO0A2EAoRMH4aBnTxQVinBB78eRY647v+jDm0dEDxMdg3E2q2nUanAGe+WpsaY9kYgAGDHT6dRUtxwH3RC1O1a8lP8cDoOALB8XOcmX8RZn1FdneBu3QJPiyuw63JywysQnURzgRBdRAm5BjISGWLExN745cgCLP52Cjw7OKKkuBx7tpzFrGGrsHXNSV7OmIcfu4Gl7+1AWWkFevXzwoqfZsPYpPEXU+77Kxoxd1NhYmxYfca4Pieux2LjqUsAgCUTB6Onh4tCzyNlDKcTH2LWof0YumM71l2+iIikROQUF0PAcTA1MoJIaAAOAANwNycb22Ou4a2/jqD/tk1Ye+kCnpaUNPg8hkIh/jd9ODztrZAlLsIHvx1FhaTuRHvuS31haW6CpNQnCD0Ro9BrGTGpNxxdrfA0txChv51XaB1C1KW0QoIP9t6ARMowxscJ47rVfy1NUwkFHN4aKOs29PPZhyitoBIubUdzgRAiQwm5BhMaCDFgWBes3/M2lq6dDs8OjigtKcferZGYNew7/Lr+HxSIG04Ym6uyQoLtP5zCt4v3V5epLP1hOoxbND4ZT0rNxc9/RAIA3pk1EM4OlvUu/zAzF0v2ngIAzB7YE+N9Oyv0PDczMzBq1+949c+DiEx+BA7A4Dae+GLAi9g/aSpuvfkubr75Lu7Nm4/4dxfi4tw38MOwkZjexQcu5ubIKy3F2ktR6L9tE0LOnWnwjHlLYyOsmTMGpsZGuJb4GN8dqXuGTbOWxnh9mqw95NY9F/A0v+EvV4aGBpj97hAAwP7t55CXW6jQfiBEHdaGxSExpwh2ZiJ8OdZbpW0Jx3d3gZOFMbILyrAvOrXhFYhGU+ZcIIRoM0rItQDHcfAP7Ij1e97GFz+8XH3GfNemCMwa9h22rD6JnEzV1NClJGbjw9mbsfuXM2CMYew0fyz63yQYGja+hX1FhQRf/XAM5RUS+HV3x5gh9ZeqFJeVY+GvR1FSXgG/tq5YMLJ/g89RWlmBb86fxYS9O3E/JxtmRiLM7d4TEbNexabR4zDTpzt6ODrBxPDfDg0cx8GupSlGteuALwMHI3zmXPwwbCQ62diipLISm69dxahdv+NGZt01jQDgbtsKK6YOAwDsPBeDo9H36lx25Ive8Gpjh8LiMmzZrdgZ74ChneHVyQklxeXYuSlCoXUIUbXbafnYdPYhAODLcd6waKHa7idGBgK8MUB2lnxjRAIqJFKVPh/5V2FhIWJiYqrn96iaC6Sq3fDixYsxc+bMGutULf/8XCB3796tfnz+/Pk4ceIEVq1ahfv37+OLL77A1atX8c4776jtdRGiCajtoRKou+USYwwXTt/D7z+GISlO9lOf0ECAgcO6Yux0f3h1cmr2GSpxXjEO/XEB+7efQ3lZJVqYirBg6Ti8ENSlydtcty0ce45Gw8zUGL99Pwu29XSlYYzho9+P4eSNB7A1b4m9C6fDxqxlvdu/l5ONd479icQ8WT/3Ue3aY+kLL8K6RdNqWdmzkpfPw/9BRlEhDAQCvOfrjzd7+cJAUPd32fUnLuDnU5dgZizCwY9nwt5C/gWrMXdS8M6SPRAKOPy+Zg5aOzfcqznmUgI+eW0bDA2F2HL0fdg5WjbptZF/Ucu0pquQSDF2/XncTRdjZFdHbJjWQy3PW1ohQf9vwpFTWIZ1U7tjtI+TWp5X30VERCAwMLDW/bNmzcL27dsxe/ZsJCUlISIiovoxeZ9Fbm5uSEpKqv573759+Oyzz6onBvr2228bNTEQjWGiCyghVwK+DgZSqRSXzsQi9LfzuBWdVH2/e1t7DBnbHYEjfWBl07hZQJ/kFODg7xdwdM8llDxrudijb1u8/8U42DZQXlKfs5fi8H/fynqWhywahwDf+nt2bw+/ilVHI2EgFGDbW5PQrU39H7gRSYl49/ifKKqogH1LU3wZOAiDPep/DkXll5bis/BT+CvuAQBgiIcnfhg2CiID+b8SSKRSzFi3B7eSM/BCxzZYP3dsnV+QPvnfQZy7koCBfbzw1UcN92EHgEVzt+DGlUQMHd8DC5fRVMzNRR/mTfdjRDy+PRELyxaGOPX+ANiaidT23Kv+jsW60/EI8LLB73P91Pa8RPPQGCa6gBJyJdCEg8GDO2k4+Pt5nPvnLirKZe3AOI6DZwdH+Ph6wMe3DVp72MHK1gxGRrJEUiqVoqigFI9TniD6QhyuRD5A7K1USKWyt4RHewdMfW0g+g/p3Kwz7o8z8/DKh7+jsLgMU0b3xLuza59heV70w1TM/Wk/JFKGT4NfxEv95M/wVuX3mzFYduY0pIyhj7Mrfhw5GpbGTWuJWBfGGA7dv4fFp/9GuUSCfq6t8fOocWhhKP/n+YSMXEz6/g9USCRYMTUIo3vJ79P+MDkHsz/4FVIpw8aQafBu1/CZvns3UvD+jJ/BcRw27H0bHu0dm/Xa9J0mjF9tlJRThKA1Z1FWKcX3k30Q3EOxi62VJTm3GC+sDAfHAZEfB8KllfK7uhDtQGOY6AJKyJVAkw4GheISnDlxC38fulZjFtDnmZqbwNBQCHF+MSSVtesvO3VrjSmvDoBvQLtml76UlVdi3me7cD8hE53bOWLDly/BoJ4ZSHMLijF59R/Iyi/EqJ4dsGLqsDpjYIzhmwuR2BR9BQAwoWNnfP3iEBgJVTfDaVRKMl47egjFFRXo6eiErWOCYSaSf1Zw8z+X8cPx8zA3EeHwoll1ltyEbDiBv07fRrfOLli//CWF4gj5eA/OnLiFbn4eCNk0R6UX0ek6TRq/2oIxhplbLyMyLgcBXjb47RVfXt6D03+5iPPxuZg/yAvvD2mn9ucnmoHGMNEFdFGnjjE1N8HIyb5Yu/NN/BG2CItCJiFofE84u1nD8NmZ8UJxCZ7mFlYn42YWJuj7YkfMXzIWv//9Eb7/7XX4vdC+2R+wjDGs2nQK9xMyYW5qjGXvj6o3Ga+USPHxjmPIyi9EGzsrfD5hUL3J+IpzZ6qT8Q/8++HbwUEqTcYBwN+1NXaMnwRzkQjR6Y8x98+DKKuUP0HJnMBe6OhiB3FJGVYfPVfnNue+1A+GBkLE3EnF9TuKte+aM38oDA2FiLn0ENEX4pv0WghpqsMxjxEZlwORgQBfjVNtV5X6TO4l6z+9PzoVEimdWyKEaK/Gt8ogWsPa1gyBI30QOFJW8sEYQ0F+CZ7kFEBSKYW5ZQtYWrdsUscURew8fAXHwu9AIODwxfuj4GBnUe/yPxw7h8vxKWghMsSa2aPQQiS/rWJVMr7lumzWyi8DB2N6l/rLWpSpm4MjdoyfhOmh+3D1cRqWRoQhZNDQWkmJgVCAzycMwvQfduHI1buY3LcrfNxql5fYWZth5CBvHDp5A9v3RaF754YnuXBwboXRU/sg9Lfz2LrmJLr38YRQSN+vierlFZfjy6OyLhnvDfKCm3X9F1urUlBnB1iYGCItrwTn4nMwoJ0tb7EQQkhz0Ce4HuE4DuaWLeDe1h6eHRxh62ChsmT87KU4bNwh68U9f04gfLu517v8PzfjsC1ClmAvnzIUHvbWcpdjjCFECck4YwwSJkVTK7a87eyxbvgoCDgOe+/exu83Y+Qu16W1A8b1lvVO//bwmTqf7+VxvhAKBYi+lYxb99MUiuGlVwegpZkxHsZmIPyvG016HYQ0Vsix+8gtKoeXnSleC/DgNRZjQyHGdZNdd7H3Ck0OQwjRXpSQE6W7n5CB5Wv/AmNA8LBumDCi/lZoiVlP8NnuvwEAMwf0QJBP3bWgP169hF+eJePLBw5SOBmvlEpxKTsRG+6fwdzzv6PX0f/B+9CX6HRoOToeXIbef/4Pb0Xtwu8Jl5AgzlYoUX/BzR2L+skm+PnybDgup8mv2X93eF+YGBni5qN0nIx5IHcZBzsLjAiUJe5b915Q6DWZW7bAlLkvAAB+Xf8PSkvKFVqPkKa69DAXe67KEt8VwV1gZMD/R8iU3q0BAH/fzcCTIhoDhBDtxP/RlOiUlMdP8fGKUJSWVcLXxx3vvfJivcsXlpZh/rY/UVRWjh4ezvVO/rPn9k2sipJNovP5C4F4uWu3BuMprizHHwmXMezUOsw+9xvW34vAhayHKK6s+cFdWFmGiIwHWHHzBEaF/YjpZ7fhem7DZ9xe7d4LY9p3gIQxzD/xF56U1J5109bcFK+82AsAsOFkFCRS+ROZzJzQB0KhAFduPMLduPQGnxsAxk7zh62DBbIz8mmyIKJSZZUSLD54CwAw1bc1ers33DdfHTo5maOLswUqJAx/3njMdziEENIklJATpcnIFmP+sr14kleMtu62+PLD0TCop65ZKmVYvPMEErOewM7CFKtmjoRhHRdl/p0Qh0/D/wEAvN3LD3O61X/WvUIqwebYcxh0cg2+unkcacV5sDQywUgXb3zuMwIHX3wDUSM/xvkRHyJy+AfYH/g6Pug8GH1s28BQIMT1JymYdnYr5l/ai6TC3Dqfh+M4fB04BB6tWiGzqBBfR56Ru9zLAd1h0cIYSdlPcex6rNxlHO0sMDSgIwDg99BL9b6+KiJjQ7y9eBQA4MCv56oniiJE2TZGPMTD7CLYmIrwybAOfIdTw9hnZSvHbin2RZYQQjQNJeREKXKfFmHBF3uRlVOA1k5WWL1kIlq2qH+SkJ9PXUTEnYcwMhBi7ezRdbYFvJyWivdO/AUpY5jcyRsf+Perd7sP8jMxJeIXfH83DHnlJXBt2QpLfEbgdND7+K73BEzz6I0OFg6wNDKBlaglbIxN0dnSEa+264dt/Wfi1ND3MMGtOwTg8Pfjexgb9hP+SrlV5/O1NDLCqiHDwQE4eP8uzj5KqrWMqbEIswf2BABs/PsiKuuY7vvl8b6yvsqX4/EwObve11nFP7Aj/AM7QlIpxbqvjkBaxxl4QpoqIbsQG8Jl3XyWju4Eixby++/zZXgX2cXSl5OeIKuglOdoCCGk8SghJ82WJy7G+8v3ITUjDw625li9dCJaWdTfeSHsVjx+/PsiAODzCYPg3dpB7nKJeU/x5l+HUS6RYIiHJ756cUidLdYkTIqfYyMxMXwT7uVnwMLQGCt6jMWxwe9gqkdvmBgolkTYm5jjqx5jcHDQm+hj2wblUgk+vBqKDfci6qwt93FwxKxnZ+0/PX0KJRUVtZaZ1r8bWrU0QXJOHv66dk/udtxcrDGgj6yGfsfBywrFCwBvLx4JYxMj3Ln+CCcPXlN4PUIaIpUyfHrwFsolUgxsb4tRXTVvIipnSxP4uFqCMeDk7Qy+wyGEkEajhJw0S3ZuAd75fA8eJufA2rIl1n4xGfY29U/McD8tC4t3HgcgS1LH+XaWu9yTkmK8cjgUeaWl8LF3wJqgkTAQyH/LFlaU4a2oXVhz9zQqmBSBDu1wZPDbGO/Wrc51GtLO3A6/9HsZc736AgDW3z+DZTf+goTJPwP9QZ9+cDQ1Q1qBuLoLzPNaiIww69lZ8q3hV6tnRP2vGcGyacDDzt1HRrZYoVhtHSwx851BAIAtq0/iaW6hQusR0pBdV5Jx8eETmBgK8eVY/nqON2RkF9mX+mO3KCEnhGgfSshJk6WmP8Vbn+5CUmoubK1M8cOyyXB2sKx3nRxxEd7degQl5ZXwb9caH40ZIHe5sspKvHH0MB7l58HF3BybRo+DSR3T1KcWPcXUM1sQmRkPY6EBQnqMxYY+L8HO2Ky5LxFCToAPvYfgc58R4ADsSYzGlzHH5J4pb2lkVN11ZWP0ZWQW1k6KJ/t3hamxER5mPsHZew/lPmd7D3v08HaFRMqw/5jiZ7vHTu0Dzw6OKBSXYM0Xh5rc0pGQKo/zShBy7D4A4MOg9nC10tzp6Yd7y87cX0rMRU5hGc/REEJI41BCTpokPikbb3+2CxnZYrg4WOKnr6fCzUV+7/AqZRWVmL/9T2TkFcDdthVWzhgp96JPKWP46NQJRKc/hrlIhK1jgmHbQn4JzPXcFEyJ+AXxBdmwNTbF7wFzMM6tm9LP4k3z6I3vek+QJeVJ0diZeEXucqPbdUB3B0cUV1Tg+4vnaz1uZiLCJP+uAIBt4VfrfL6pY3oDAA7/fQP5BSUKxSg0EOKDL4NhaCjEpTP3cWyf/BgJUQRjslKVwrJK9Ghtidl93fkOqV6uVi3Q1cUCUgacoLIVQoiWoYScNNr5qwl4+7Nd1d1Ufvx6aoOzcEqlDJ/v/hs3H6XD3ESE9XPHwqKFsdxl1166gKNxsTAUCPDTiDFoayU/0b+UnYi553/Hk/JidLRwwN6Br8G7lVOzX19dRrh4Y2HnwQCAkJsncDk7qdYyHMfh04CBAIAD9+7g4dMntZZ5OaA7DIQCXEt8jJgk+W3a+vRog7butigprcC+o7XLX+ri0d4RcxYMBQBs+u44HiVkKbwuIc87FJOG8NhsGAkF+HZiVwgFmlmq8rwRzy7uPH6buq0QQrQLJeREYYwx/B56CZ/87yCKS8rRrbML1i2fAivLhqfOXn/iAo7HxMJAIMD3s0bBzbaV3OUO3b+HdZdlF3t+GTgY/q6t5S53PjMBb1zYiRJJBfrbeWLHC3PgYFJ/7boyzPXqizGuXSFhDB9dDcXTstp9x3s4OuFFdw9IGcOm6Npnqe0sTDGyh6xt3K5z8mfY5DgOsyf6AwD2H7+O4kZM+jNuuj969G2LstIKhHy0R+H1tNUXX3wBjuNq3Dp00Ky2fNomq6AUy/68CwB4b1BbtLVrfvmXOox4VrYSlZCLXCpbIYRXEokEERER2LVrFyIiIiCRSPgOSaNRQk4UUlxSji9W/4Wf/4gEY8D4Yd2wZskkmLWUf5b7eQcu3sLmMFnHkC8mD4afl/wk++rjNHzyz0kAwOs9e2Ny5y5ylzuTEYe3L+5CmbQSA+y9sL7PS2hhYNTEV9Y4HMdhabeR8DC1QVZpAT67dkRurfZbvX0ByL5gyKsln9qvGwDg1M045BbUTuoB4AU/L7R2skJhURkOnYxROEaBQICPvp6IVtamSIrXj77knTt3Rnp6evXt3LlzfIektRhjWLT/JvKKK9DZyRxvDPDkOySFtbZuAW9nc0gZ8Pdd/XjvE92ga8lraGgo3N3dERgYiGnTpiEwMBDu7u4IDQ3lOzSNZcB3AETz3Y1Lx/I1fyE1Iw9CoQDvvzoI44YqNmX9hdhH+PJAGADgzSF+GNtbfkeVlPx8vPXXYZRLJRjq0RYf9w2Qu9z5zAS8e3E3KpgUgx07YJXvRBgJ5E8m9LxyaQXuiu/iYWEikoqSkFScDCmTwNTADGYGprAWWaGPlR+6WHpDyNW/vRYGRljlOwGTwzfjdEYswtJjMdip5hnZno7O6OXkjKuP07DtxjV80u+FGo93drVHl9YOuJWcgYOXb+PVQb61nkcg4PDyeF+s2HACe/6MxoQRPSAyUmzItrI2xUcrJiLhvn78dG9gYAAHB/mtM0nj7LycLCtVMRBg9ZRuMKxnci9NNKyzA26niRF2LxNTfeV/+SdEk4SGhmL+/PlITU2tvs/FxQVr165FcHAwj5E1TWhoKCZOnFjrZFVaWhomTpyI/fv3a+XrUjVKyNWEMYazl+Nx424qUtOf4nFmHvLEJbCzMYeroyWcHVqhk5cjenVtDWORZky6IZFI8cehy9iy+zwkUgY7GzMsnT8SPp1cFFr/TkomFmz/ExIpw+ieHfF2kL/c5QrKyvDqnweRW1ICb1s7fB80AgI5F2XGPEnFu5f2oIJJMdSpI77rPQGGDSTjRZVFOJ0VgVOZ/yC/onYLwYLKQqQDQCEQlXsJrQxbYZB9IAbZBaKFQd0dJTpYOOAVr774+cE5rLh5Av3tPWEsrPn/9kaP3rj6OA07b93AvF5+MBPVnChpSt+uuJWcgX1RtzAnsBeEctozDgnoiF/2nEdWTgGOR9xR+IsQAPTwb4se/m0VXl6bxcXFwcnJCcbGxvD390dISAhat5afjJWVlaGs7N9yBrFYsdaS+iAppwhfHZX1yP84qD3a2WtHqcrzXuxgj+/+foDz8bkorZDA2LDhL+yE8EXXkleJRIL58+fL/eWYMQaO47BgwQKMHTsWwjpm5tZXHKPeaM0mFothYWGB/Px8mJvXrmN+mJyD73/5BzF3UuWsXZORkQF6dWmN/r3bYqB/O5ibNlwSogqxDzPx/eZ/cOeB7Azri33b48M3higcT0puHl7+YQ+eFBbDz8sVP746DkYGtb//SaRSvHb0ECKSEmHXsiUOTZkOB9PaScADcRZmnt2G/IpS9LPzxI/+U+s9M14urcCRx3/iVMY/KJXKkq9Whq3Q2aIj3Fu6o01LdxgLRCioLERBZQHiCxJwPjcKhZWy8hI7kR3eb/cunEzqvki0pLICI/9Zj/QSMRZ1GYrZbWt+4ZAyhmE7tiP+6RMsGzgIM7p2q/F4aUUlBi/fjPziUmyYOxYvdPKQ+zz7/rqGtVtPw8neAjvXzZXbmUafHT9+HIWFhWjfvj3S09OxbNkypKWl4fbt2zAzq/1e+uKLL7Bs2bJa99c1fvVFpUSKST9H4XpyHvw9rPHHq34QaMGFnP/FGEPf/51Gen4pts/pjYHt7fgOiahYQ5/BmkoikcDd3b3GmfHncRwHFxcXJCYmak3yGhERgcDAwAaXCw8Px8CBA1UfkBahhFwJ6joYlJVXYvOuc9j31zVIJFKIjAwwalAXtGltA2d7S1iamyAjW4zUjKdITnuCKzce1ZgIxtBAiH69PTFsQGf06e4OAwPVD0hxQQk27TyHw6dugDHAxNgQ788dhOGBnRVuJfiksBgz1u1Bck4eOjjZYtu8STA1FslddkVkBH65Hg2R0AC7J06Bj33tsoO0ojxMPbsF2aWF8Gnlgq39Z9RbM55Q+BC/PNyKx6WyLxMuJi4Y4TgMfla9YSCo+0ehCmkFLj+5gtDUQ8gpz4WJ0ARveb4BH0v5tewAsD/pGj6//iesjFrg76D5aPmfuLbHXMPys+Fob22DY9Nm1tqHK4+cwW9nrmFgJw+smztW7nOUllVgwhubkF9Qgv+bNwwjXvSuMx4C5OXlwc3NDd9//z3mzp1b63F5Z8hdXV217sNc2b49cR8/RiTATGSAE++/AGdLE75DarLFobew63IyZvq7YflYGi+6TlsTcl1MXnft2oVp06Y1uNw777yDCRMmICAgQGu+bKgalayoCGMMX/1wDOFRDwDILtB7b/bAWu0BvdrY1VjnYXIOzl9NQNi5+0hIzkFE1ANERD2ApbkJhgR0xIhA7xrrKMuTvCLs++saDp6MQWGRLFkZ3L8D5s0cAFtrxX+2LiotxztbDiM5Jw/OVub48bVxdSbj++7exi/PZrRcOSRIbjKeV16C1y7sQHZpIbzM7bCx77Q6k/FKaSUOph3GX+nHwcBgYWiBGW7T0KtVT4W+TBgKDNHPpi+6WHTB+vgfEVvwAKsfrMVLrSdjmMNQueuMbe2DzQ/OI7noCf5IuITX29esfR/foRO+vRCJ2NwcXMt4jJ6OzjUen9inC347cw1n7yUi42kBHFrV3tfGIkNMH9cbP/5+Flv2nMfggA4wMqShWxdLS0u0a9cO8fHxch8XiUQQieS/J/VV+P0s/BiRAAAImdBFq5NxABjUwQ67Lifj9P0sLBvDNHZ2UaLf0tMVu8ZH0eU0gaOjo0LLrV+/HuvXr9fqWnllo9++VWTX4SsIj3oAAwMBQhaNw4qPxzbYq5vjOHi62WLmhD74dfVsbFs1E1NG94SVZQvkiUuw769rmPPhb5j1/nbsOHgJmTnNr319mJyDNVvCMPGtzfg99BIKi8rg0doG65ZPwRfvj2pUMl5eWYn5247gVnIGLFoY46fXxsPW3FTuspfTUvHZ6VMAgPd8/TGqXe02deWSSrx7cQ8SC3PhaGKOzX2nw9JIfqJQVFmM72JX42j6MTAw+Fv7YYX3cvS26tXoD2NzQzN83P4DDLANAAPDruQ9iMyW37XDUCDEvA6y2Ua3xl1AYUXNVmsWxsYY6dUeALD79q1a67exs4JvW1dIGcP+S7UfrzJheHfYWJkiM6cAh07Kb5VIZAoLC5GQkKDwB4O+e5xXgvf3xgAAZvq7YVRX1fXyV5e+ba1hZCBA6tMSxGfV7nJEiCZQ9BilTceygIAAuLi4KPy5W1UrT91XKCFXifKKSuw8LOs/veCVFxHg27QL67zc7fDu7ECEbnoT3/7feAT6t4OhgRAJyTnYuCMSE9/chHeW7MZvBy7i5v00VFQ03CapvKIS9xMysH1fFGYs2IaZ72/H/mPXUV5eiY5eDvj6ozHY9t1MdO/s2qhYJVIpPvnjBC7Fp6CFyBAbXxuPNnZWcpdNE4sx79gRVEilGNG2Hd7zq32xJ2MMn1//E1dzH8HUQISN/tNgX0ef8ZyyHHx1LwT3Cu7DWCDCO23fwpuer8PUUP6XAUUYCAwwx30WxjiNAgDseLQTWaXZcpcd6eoND1Mb5FeU4lByTK3Hpzxr33gi/gFKKipqPT6pj+zxQ5fvQCKVyn0OkcgQr0zuCwD4df/F6l8xCPDhhx/izJkzSEpKwoULFzB+/HgIhUJMnTqV79A0XoVEind2XkNecQW6OFvg05Ed+Q5JKVoYGcDfQzahWNh9mhyLaKaGkleO4+Dq6oqAAPldxzSRUCjE2rVrAUChpLyqanrBggVa3+qxueh3bxWIvByPPHEJbKxMMWpw12Zvz0AoQN+enujb0xPiwlJERD3A35F3EXMntfoGACIjA7i5WMPO2hS21mYwNzVGWXklSssqUFRcjsSUHCSm5EIi+TfpMzAQwK9bG0wc0QO9urZu0k+7jDH871AETt2Mg4FQgLWzx8C7tfwWdMUVFXjj6CHklpSgs60dVg4ZJrejysbYSBxJuQkhx2GN7yS0s7CXu71HRY+w6sFa5Ffko5VhKyxsPx+tWzTuy0RdOI7DeOexiC14gNiCB9j08Bf8X8dFEHA1v8cKOQGmevTC1zdPYF/SNUz38K2xH3s6OsHF3BypYjHCEhNq/RoQ6O0JcxMRMvMLcSkuBX3bu8mNZ8SL3th95CqSHz/BriNX8NrU/kp5ndouNTUVU6dORW5uLmxtbdG/f39cvHgRtra2fIem0Rhj+OLIHVxLzoOZsQE2TOsBkRquU1GXQR3tcOZBNk7fz8KbWtRLneiPquR14sSJ4DiuRmeSqs+QNWvWaF2NdXBwMPbv31+rlWNdGGNISUlBZGSk1tTKqwIl5Crw5z+y0oORL3orvSOGuakxxgzpijFDuiIjW4zIy/GIuZOCG/dSkScuwYOHmXjwsP4JMcxNjdG5nSMC/dsjwK+tQpP71GfDySjsPn8DHAeETBuGPu3kt5tjjGHRPydwNycb1iYtsHHUWJgY1m7xeDLtLn64Fw4A+NxnBPrZy/8wfViYiJWxq1AsKYGriQsWtp8PKyP5Z+WbSsAJ8JrHXHx2awniCuNxPP0ERjqNqLXcaNeu+O72P3ggzsLNp2nwsfq3NSTHcRjTriN+vHoJR2Lv10rIRYYGGNGjA3afv4FDl+/UmZAbCAV44+UAfPrtYez58yrGD+sGm1ZN/xVAV+zevZvvELTSb1GP8MelZHAcsGZKN7S2rrvNpzYKbG8H4A6iHz1FfnEFLFpoRjtZQp5XV/Lq4uKCNWvWaG1tdXBwMMaOHYvIyEgcOHAA69evb3AdbaqVVwVKyJXscWYert58BI4DRg2quzuHMjjYmmPSyB6YNLIHGGN4lPYEaRl5yM4tQPaTQhQUlkJkZABjY0MYiwzh6tgK7drYwd7WXGkXOW05fQU/n7oEAPhkXCCGdWtf57IbrlzCX3EPYCgQ4MeRo+FsVrsE5X5+BhZHHwIAzPD0w5Q2veRuK6noUXUy3s7MCwvbzYeJUDUXotmKbDDdbSq2JG7HgbRD8LHsCpcWNXuxWxiZIMi5E46k3MS+pGs1EnIAGNtelpCfeZSIpyUlaGVSM9ZxvTtj9/kbCLsdj/ziUli0kP8l6QXftvBu74TbsY+xeec5LJ43TLkvluiFyLhsLD96FwDwybAOGNRR/i9Q2szVqgW87EwRl1WIM3HZGOOj/bXxRDc9n7ymp6fD0dFRJ7qPCIXC6jPeiiTk2lQrrwqUkCvZ/QTZ2ekObR3g2MBFnMrEcRzcXazh7mKttuc8dPkO1vwlu9hxwcj+mNa/W53Lhic9xOqL5wEAywcOQm+n2pML5ZWX4N2Le1AiqUA/O0987C2/s0layWOsjP0exZISeJm2VWkyXiXApj+in15HTN4NHEo7gne83q61zAT37jiSchN/P76LJT4jYCT8d3h5WVujg40t7udkIywxARM71WzF1snFDl6ONohLz8Hx67F4qZ/8CYA4jsO8mQPw1qe78Nfp2wh6oRN6dKHZCIni4rMK8PYf1yCRMkzo4YLXX5Df/14XvNjBDnFZhYi4n0UJOdFozyevuqaqVj4tLU3uhEFV/da1qVZeFeiiTiUrKS0HAFiaaXfbsIacvZeIL/bJuqS8EtgLc1/sXeeyj/Ly8P7JY2AApnfxwRTv2nX1EibFR1cOILU4D64tW+G73hNgIGfmypyyHHx7/zsUVhaiTUt3fNB+gcqTcUB2wJjoIvvp8OrTa8guy6m1TC9rN9gam6KgogxR2Ym1Hg/ylF3c+3dC7XZ8HMdhvG9nAMC+qJtyD1pVunRwrp6x85uNf6OsrPaFooTIk/q0GDO2XEZBaSV6ubXCimBvnW4J+EI72XUE5+Jz6h1ThBDVqe9CT22ulVc2rUrIz549i9GjR8PJyQkcx+HQoUMNrhMREYEePXpAJBKhbdu22L59e43Hv/jiC3AcV+PWoUPtFnyKKi2VJUfGIt2tV7wUl4yF2/+ERMowpldHLBhZ98WFJRUVeOvYEYjLytDdwRGfvyB/EoQN987gXFYCjIUG+MFvstz2hkWVxfj+wVrkVeTDxcQZH7Z7Xy3JeBXXFi7obN4JDAynMv6p9biA4zDUSdal4mTa3VqPD/X0AgBEJj9CsZxuK2N6dYLIQIgH6Tm48aj+Wro3X34BtlamSMvIw5a9F5rycoieySksw4wtl5GeXwovO1NsntlLpy7ilKenWysYGwqQVVCGB5nU/pAQvlTVyjs715yLw8XFBfv379faWnll0qqEvKioCD4+PtiwYYNCyycmJmLkyJEIDAxETEwMFixYgFdffRUnT56ssVznzp2Rnp5efTt3Tn7PaUUUP0vITUzqnklSm8UkPca7Ww+jrFKCgZ088MXkIXWeYWOM4f9On8L9ZxdxbhgxGkZyvgGfyYjDT7FnAQDLuo1GB4vaHVoqpZVYH/8j0koew9LQEh+0X9CotoYlldlIFIfi/tPNuJGzElczP0Ps0y0orXyi8DYAVE8QdCY7EiWSklqPD3XuBAAIS7+PcmnNFk4drG3gam6BMkklzjyqfQbdooUxhnWX1eDvvXCz3jhMW4rwweuDAQB7jlzF/YSMRr0Ool/EpRWYueUyEnOK4Gxpgt/n+qFVS908Rj3P2FAI3zayMr7IOPltSwkh6hEcHIykpCSEh4dj586dCA8PR2JiIiXjz2hVDfnw4cMxfPhwhZffuHEj2rRpg1WrVgEAOnbsiHPnzmH16tUICgqqXs7AwAAODvLb9DWWgYHsO05xSblStqdJHmU/xbtbDqOkvBL9Orhj1ayRMKznJ6bdd27hcOw9CDkOG0aMhoNp7UmGskoKqi/inObRG2Nay28TuSdlH+6K70EkEGFhO8W7qeSVxSI+/w+kFBwHQ2Wtx+89+RnOpkPhaTEVVsadG9xeFwtvOBo7IL00A9FPrqG/bb8aj/e0bg0roxZ4Ul6MmCcp8LVxr36M4zgM8WiLrTHROJ34EMPbtqu1/Sl9fXD4yl2cvPEAH48dAMuWdf8C0L93W7zYtz1OX4hFyPoT2PTNyxAZadWQJmqQV1yOmVsv4266GDamRtjxqh8cLJrXWUmbvOBlg7MPshEZl4NXA3S3Xp4QbaDLtfLNpVVnyBsrKioKgwcPrnFfUFAQoqKiatwXFxcHJycneHh4YPr06UhOTq53u2VlZRCLxTVuVbzcZdPaN9R6UNvkFhTjrc0HkVdcCm9Xe3w/cxSMDOpO/u7lZGP5GVnrwo/6BsDXufZFnFLGsCj6IJ6WF6OjhQMW1XER57mcC/g7U1Yi8obnq3Br2fBFjKWVObiQPh+nU19CcsGfYKiElagL3M3Go53lbHSymodWoi6QogIphX8hIu1lJOTvaXC7HMfB37oPAODik8u1HhdyAvS1k7VpvJCZUOvxQW1kCUF44kO5kwB5u9qjo7MdyislOHy1dtnLf73/6ouwNDdBQnIO1m493eDyRL/kFJbhpU0XcTM1H1YtjfDbK35oY9OS77DUqr+XDQDgUmIuShWYPI0QQvig0wl5RkYG7O1rtvOyt7eHWCxGSYms3MDPzw/bt2/HiRMn8NNPPyExMREBAQEoKCioc7shISGwsLCovrm6/jsRTbs2soT8cWY+xIWlKnhV6pdfXIrXfz6AlNx8OFuZY93csWhRT418YXk53jn2J8oklRjo3gav9pDfunBL3HlczE6EidAQq3pPqNGVpEpKcSp+TfodADDOaQx6turRYLzpRZEIS5mMjOKz4CCEi+lQDHT+HQNdfkMPuyXwtp6PDq1eRaDLbxjovAPOLWVfBG7k/A+J4oan7/Wzkl3Aeld8DwUVtd8nVX3Tz2c9rPVYLydnmItEeFJagusZtevEOY7DJH9Zu8x9F+q/uBMAWlm0xNIFI8FxwJFTN3HyTMNJPNEPmeJSvLTpIu5nFMDWTITdr/dBJyf5s93qsvb2ZrA1E6G0Qoprj57yHY5W04bruAjRVjqdkCti+PDhmDRpErp27YqgoCAcO3YMeXl52Lt3b53rLF68GPn5+dW3lJSU6sfMzUzgaCf70ItL1P4pm0vKK/D25oN4kJ4Da7MW+Pn1YNiY1X+GbWlEGBLznsLR1BTf1TET562nafjhruwM+v91HYY2Zja1limVlGJ9/I8ol5aji4U3xjqPrvd5pawSN3O+Q1TGeyiTPoWFkRcGue6Br/03sDL2lruOlXFn+Nr/D20tXgYAXM/+CqmFJ+UuW8XBxAFuLVpDwiS4+jS61uN9bWVnwe/kPcbTsuIajxkKhRjg1gYAEJZY+ww6AIzo3gEtRUZ4lJOHS3Epcpd5Xm8fd8ye5A8AWPnz33iYXLsDDNEvsRkFGL/hPOKzCuFoYYw9r/dBO/vaJWP6gOM4BLSVHV/OxtHYaA5tuI6LEG2l0wm5g4MDMjNrlo5kZmbC3NwcJibya3MtLS3Rrl07xMfXbk1XRSQSwdzcvMbteZ28ZP1uL1yVn3BpC8YYlu45hZvJGbBoYYzNb0yAm22retc5FheLg/fvQsBxWDtsFKxMas/+Vy6pxP9FH0Ylk2KYcydMcOsud1u7k/ciozQTVkat8IbHq7WmrK8ZqxTXsr5AfP4fAIC2FtMx0Pl3mBs1PGU2x3HoYr0QHuZTADBcy/4KxZX1XyTZ20p21v9G3q1aj9mZmMHTzBYMwPUntRPq6rKVpNoXdgJAS2MjjOopO0O0N6r+izurzJ7oj94+bigtq8RnK4+gqLhMofWI7jkfn4OJP13A4/xSeNi0xN43/OFhq98zuga0kyXk5+Lpws7mGD58OL766iuMHz9eoeWfv46rY8eOeOeddzBx4kSsXr26xnJV13FV3Wxsap+gIUTX6XRC7u/vj7CwsBr3nTp1Cv7+/nWuU1hYiISEhGbNGDX0hWet787eRWWl9tYs/hJ2BcdjYmEgEGD17NHwcqz/IJlVVIjPwmW13m/18kUvJ2e5y22MjUR8QTasjFpgic9IuV1abuTdRHj2GQDAax5zYWZY99k9xhhu5HyD5MK/wEEIX/tv0NXmQwgFIkVfKjiOQ1ebD9FK1AWV0kLczPmu3uW9zWUXgMYWxELKateC97CWlTFdz62dkAe0doeA4/AgNwfpdZRGTe4r6zMediseyTl5DcYvFAqwZP5I2FmbIfnxE/w/e+cdHlWZ9uF7SmYmvfcEQug19GroRbAgiCKiKLbFFRfFtbDr2lfcz7Wgq6uLBbsiYFcUgdA7hN5DIAnpvU493x8niYRMS51MeO/rmuuCmfc9552TOTO/85zf8zzPvPYjJnP9dQnaN1/tucAdH+ymVG9iaFwQa/48ktig+hfFVxqjqiPkRzJKyC8TF6uthSvyuAQCd8WtBHlZWRnJyckkJycD8u2w5OTk2pN3yZIlzJs3r3b8ggULSElJ4bHHHuPEiRO8/fbbrFy5kocffrh2zF//+lc2bdpEamoq27dvZ8aMGahUKubMmdPodQ7rH0dQgBdFJZXsPGA9CtrW+X7vMd74Re6s+cSMsQzpXD8p81IkSeLx33+lqKqKPqFhPDjU+kXPieIslp+Sb0f+o/80ArX1xUKZqYz3z60AYEr4JHr59bS776MFb5JSshJQMDjseWJ8rCeHOkKpUDMw9B8AXCzfQLkx3ebYDt6xaJVaKsyVZFRerPf6gKBqQW4lQh7o6UlCuFzVZ7OV8ocA3SJDGN2zExZJ4oONe5xaf6C/F/987Hq0GjU79p/jPyuSnJoncH8MJgt//+Ywj68+jMkicX1CFJ/cM5QAr/Zf2tAZwnx19IiQL+q3nc138WquHFyRxyUQuCtuJcj37t3LgAEDGDBAtjgsXryYAQMG8NRTTwGQmZlZ58q6U6dO/PTTT6xbt46EhAReeeUV3nvvvTolD9PT05kzZw7du3fn5ptvJjg4mJ07dxIaGtrodarVKiaPlutR/7ThSKO34yp2nb7A01/JXTjvHDuI2SOtt3G/lM+PHGLT+VQ0KhWvTJ5mtd64WbLw5P7vMUkWJkb2YEpUL6vb+uz8FxQbi4nSRTIr9ka7+z1d9DGnij4EYEDo34n1db4spjX8tV0J9xwJSJwp/sLmOJVCRWcf2Xpyuqy+val/kHwBc6TwYr165ACjO8YBkHQ+1eY+7pkgJ49+t+cYWUW2f5wupWeXSP7xl2kArPp5P6t/3u/UPIH7klNSxZzlO/ls1wUUCnhkUjden92/3Tf9aSiJ1dVWtpwStpW2RHPncQkE7opbCfKxY8ciSVK9R03W9ooVK0hKSqo358CBA+j1es6ePcudd95Z5/Uvv/ySixcvotfrSU9P58svv6RzZ8e+Y0dMGycnEW7dc4az593nB6CwrJInPvsFk8XCtAE9ePiaRIdz8ioq+L9tWwC5xGHX4GCr475O3c/Rokz8PHT8o/80q1aVEyUn2Z6/EwUK7om/C43SdjWXQv1xjuS/CUCf4Ifp5GdfvDtLZ/9bAMgo+81ulZMuPvLn5Fx5ar3X4nyC8ffQobeYOF1SP7l3bHVi57a085islD8EGNApmkHx0ZjMFj7cuNfp9Y8d0Y0/zZX/bss+3Oj0PIH7sf1MHtPe2Mq+84X46tR8cMcQHpzQFaXSerOuK5ka28r2s/kOqxcJmgdX5XEJBO6IWwlydyK+QwjjRnRDkuCtjze5xQ+AJEk8tfI38kor6BwexLOzJzn1w/7S1k2UGvT0Dg3jzgTrCZrFhkqWHZPrZC/sOZYwXX1PuEWy8NkFOSo9NnR0bQTaGmbJwL7sfyBhItp7Il39b3fmLTpFqNcwVAodVeY8SgynbY6L8ZQ98hetWFYUCgU9A+Q8hONF9csb9gkLJ0Cno8xg4GB2/ddrWDBJrnm+audhckucb/1924yhTBvXm7gY6xdHAvfGbJF4Y/1pbnt/F3llerqH+/L9wqsY1yPM1UtrswztFIRaqSCjqJK0gvpddgXNj6vyuK4UzGYzSUlJfPHFFyQlJWE2u2/OmjvS3MdfCPIWZMFto/FQq9idnMq2vfVrUrc1Pt60n6SjKXioVPzrtmnoPBx3fdyRdoE1J46hAJ4bOwGV0vpH6u0TmygyVNLZN5RbOlmvS74pdzMXKtLwUnlxY4z9LP7jBf+lxHgWrSqI/qF/sxptbywqhYYQT3mN2RU7bI6L9pSr6WRUXrR6wdXLX/aJHy+uX7FFpVQyKlZucLTl/Hmb+xjWNZb+cZEYTGY+3Fi/xKItFAoFj/5pMu+8eKvTcwTuQV6Znjs/3M2r605hkeDmwTF8+8CoK67hT0Px0qgZ0CEAgO1nRfnDxuAueVxXAmvWrCEuLo5x48Zx6623Mm7cOOLi4lizxnEvjdakvV40tMTxF4K8BYmOCGD2dYMAeOPDDej1RhevyDb7UzJ47SfZdvLY9DF0j3LsoTeYzfwjSa6qMqdvAgMio6yOO1eax+cpcmLikn5T8FDW97aWmypYlf4NADOip9utqlJQdYhTRR8DMCD0H2hV9ksxNoYIr5EAZFdutzkmXBeOEiWV5koKjUX1Xq+JkB+zEiEHuKpDHABbLqTa3IdCoaiNkn+941CDouQeHiq8PEVSX3tiZ0o+05ZtYcvpPHQeSv59UwL/NysBT43wizvDiM5/2FYEDcdd8rjaO2vWrGHWrFmkp9ctPJCRkcGsWbPajCh3l4uGhtJSx18I8hZm3o3DCQny4WJ2Mf/5eJOrl2MVs8XCC2s2YLZIXDuoB7NH9nNq3qpjR0gpLCTY04vHRl5lc9zbJzZjkiyMjejGqDDr/vzfs9dTZiojShfJ+LCxNrcllzh8GbDQwecaorxtj20KoZ5DASisOmLTbuSh9CBUK/9oZFdl13u9R3WE/FRJjtVtJHboCMDB7CyKqmzfQh/ZvSMJHSOpMpp4/adtDXsjgnaBJEm8nXSGW5fvJKdUT5cwH75feBWzBtmvfiSoy8jOsoVrR4rwkTcGd8rjaq+YzWYWLVpk9fNb89xDDz3k8ki0u1w0NJSWPP5CkLcwXp4a/vbA1QB8szaZrXvaXrOgb3cf5XRmHn6eWp64YZxT9g+9ycRbe3YB8MCQYfhpdVbHpZbl83O6XGnmwZ5jrW/LrOe3bDnSfn30daiVtq0ymRVJFOqPoFJ40if4IYfrbCzeHrGAApNUgd5su912sDYIgAJDQb3XOvoEoVYoqTAZyKysXyc3ytePbsEhWCSJTXaqrSgUCh6bPgaQy1EePG/bcy5of5TpTdz/6X7+b+1JLBLMHBDNdw+MumI7bzaFAR0C0KqV5JbqOZvr/N0mgaCtsGXLlnoi91IkSSItLY0tW7a04qrq4i4XDY2hJY+/EOStwND+cbXWlZfeXktOvnMl7FqD8ioDb66VbRkLJg/H38u6sL6clceOkFlWSri3D3P62I6oLz+5FQsSYyO60SvAepLOptzNlJnKCNWGMjTIur8c5A/6iYLlAHTxvxWduuW6uakUGjzVcv3ccpPtklpBmhpBXl+0eyhVdPSRI3JnS61X2hkfJyeubjhnP8egX8dIbhgiNyNa+s1GLBYR3bsSSMkt44a3trH2aBYalZIXZ/TllZsT8NY6zu8Q1EerVjEkTj5nhW1F4I5kZjoXkHF2XEvgDhcNjaUlj78Q5K3En+Ym0q1TGEUllTz96o8YjCZXLwmA9zfsIb+0gg4hAdziRL1xgCqTkbero+N/HjIMrdq6OMgoL+L7NLn1+5+6Wy+faLKY+CXrVwCuibwalcK2Fza7YitFhuOoFJ50CZjr1FqbgrdatgPYaxAUXC3I861EyAG6+smWljNWSh8CTIiXBfmm8+cwOogWLLpmFD46DUfTsvl2z1H7ixe4PTtT8pn+1jbO5JQR7qflyz8N59ZhHZo1gflKZES1bWX7GSHIBe6Hs9VnrI1rrQRLd7hoaCxNOf6OEIK8ldB4qHn+r9fj46Xl8IkMXnr7V5d7GCv0Bj7fmgzA4msT8XCykcj3J0+QXV5GpI8vN/fqY3Pc5+f2YJIsjAiNr22UcznJRQcpMBTi7+HHqJBRdvd7rmQ1AJ38bmyRRM7LqYmQV5lsV2QI0AQAUGwosvp6vK8cxU8ptb6N/uGRBOk8KdHr2ZdZv3zipYT4erNgspzgueznrZRUVtkdL3Bffjx0kXnv76a0ysSgjoH88OBVDOzQ8p/5K4FLfeTiTpPA3UhMTCQmJsbmhblCoSA2NpbExLpBsNZMsGxJ0WqL1rrYaOzxdwYhyFuR6IgAnv/rdahUSn7bfJzlX7g2Qe+XAycp1xvoEBLAuN7OJdFIksQnh5IBuCNhgM3ouMFi5tvz8rhb44fY3N6WPPkYjAoZabcJkN5cRFaFPDbO7wan1tpUlAp5PRZs383wVnkBUGG2npTZ0Vv+8T9fbj2CrlIqGddJjpL/nuI4v+DWq/oTHx5EQVklb/wsEjzbI+9vPcfCzw9gMFuY2ieCz+4ZRpivc1YygWP6Rvvjo1VTXGnkWGb93A6BoC2jUqlYtmwZQD1RWPP/119/HdUl3bJbO8GyJUWrNVrzYqMxx99ZhCBvZYYkxPHonyYB8PHqnfzw+yGXreXrnYcBmDW8r9Od/Q5kZXI0NwetSs1NdqLjGzNPUmCoIETrw5iIrlbHFBuLOVQkryHRQXQ8o2wdEib8Nd3x07ROBr6y2j4jSbYFuZdaFuTlpnKrr3f0kS0t58usC3KA8dWCfP25sw7vmnioVPxtxjgAvtp+iF2nL9gdL3Av3tl0lud/PAbAnSPj+M+tA9F5iJKGzYlapWRYJ/m83CF85AI3ZObMmaxatYro6Og6z8fExLBq1SpmzpxZ+5wrEixbUrRejiuquTTk+DcEIchdwLUT+nLnLNl68O9317Ftb+tXXjmals3RtGw8VCqmD+nl9Lya6Pi13boTaKP1McDXqfsBuLFjf6t1xwG25+3EgoXO3vFEeVqvYV5DWtkvAMT6TnN6rU1FgRz9tx8hl5uxlJsrrL5ek9SZU1VKuclgdUxihzg0ShXni4s4W2hbuNcwrGsHbh4hJ9I+9dU6yqusb1fgXny47Rwv/XICgEcmdePp63qhcvJCWdAwanzk20SDIIGbMnPmTFJTU9m4cSOff/45Gzdu5Ny5c/XEoKsSLFtKtF6KK6u5OHv8G4JI1XcRd98yiuy8Un5JOso//v09//e3mQzu17HV9r/5+DkAxvbuRJCPl1NzqkxGfj0rt5K/ra/tBNBCfQU7cuSqITM7DrA5bl+hLNpHhdhuowxgtJSTX5UMQIzPZKfW2hxIWABQYFsUearki5IqG5aVAI0n/h6eFBsrSS8vpLt/eL0xPhoNI2Jj2XQ+lfXnztIlyHG7+0euS2TbyVQyCkp445dtLKmOmgvck892nefZH+TI+F8mdOXBCdbvKgmahxpBvudcASazBbVKxKYE7odKpWLs2LF2x7gywXLmzJlMnz6dLVu2kJmZSWRkJImJic0SGYeGXWw4Ok6NwZnj3xDEt5CLUCgUPH7/ZBKHdMFgNPPES99w8JjtD1Zzc+SC3M59ULzzjUW2pV2gymQi0seXfuERNsdtzj6NBYnufuF0qLZsXE6luZKzZbJo7xfQ1+5+i/THAQlPdQReatv7bW4M1fXHtSrr7wGorZlutNiOonfwkZPxLtjwkQNM6CTbcJzxkQN4aTU8fdNEAL7Ylkxyqv2EUEHbZe2RLP7+jVyr/0+j43l4ohDjLU3PCD/8PT0oN5g5clH4yAXtF1ckWF5KjWidM2cOY8eObTYxDu2vmosQ5C5ErVbx7CPXMmxAHFV6E48tXcPpVOvl8ZoTSZI4kiZ3luwdWz9ia4uaWtkTOsXbLb2WlCVH0cdGdrM55mTJKSxYCNOG1Xa7tEWRXo4cBmqdt9Y0B3qzLKDtCXIPhSzITZLJpv+7g7c8P63cdoOhGkG+P/MieRXW7S+XM6JbR6YP6YUkwdMr16FvI6U0Xc1LL72EQqHgoYcecvVSHHIiq4TFK5MBuG14B56Y2kOUNWwFlEoFQ6t95DtThI9c0H5p7QTL1sTVFxvNjRDkLkbjoebFR6fTv1cM5RUGHnl+FemZtoVbc5BVVEpBWQVqpZIe0WFOzZEkifXn5OjtxPguNscZLGa2Zp8BYFyEbUF+tEQW2b39ejrcd6H+OAABrS7InY+QS0iYJes+tVjv6gi5ncTOSF9f+oSGIQHrU844vcZHrx9DsK8XKdkF/Ke6wdOVzJ49e3j33Xfp1892s6q2QmG5gXs/3kuFwczIzsE8c11vIcZbkeHx1eUPRWKnoB3TmgmWrU17u9gQgrwNoNV68NITM+gSF0pBUQWLnllJVk5xi+0vJVsWhnFhgeg8nEsjSCksIKe8HJ1azbBo2zaXo4UXKTPpCdR40Tcw2ua4GrtKD7/uDvddbswAwNejk1NrbQ4kyUyFSb7NpVPZ7gh6aSMjS7Xn/HI6VkfIL9iJkANc3UW+gPn+1Emn1+nvpeOZauvKx5v2c/Ki9Y6gVwJlZWXMnTuX5cuXExjYtmt2m8wWHvh8P2kFlXQI8uKtWwcKH3MrM6JakO9NLcBotn7uCgTtgdZIsHQF7e1iQ/wCtBF8vLW8+o9ZdIwOIjuvlL88s5L8Quul9JpKcYXcUMbZZE6Ag9my57x3aJjN2uMAhwtl8ZwQFIPSxlWrJElkVMqe51ivWIf7tkhyFRG1svVqMZcZ0zFLVagUOnw8bK+xrk3F+vuNro6QZ1TYF+TXd+8BwM70C+SUlzm91rG9OzM5oSsWSeKF1euv2GYnDzzwANdccw0TJ060O06v11NSUlLn0dq8seEM28/m46VRsXzeYAK9Na2+hiudHhG+f/jIM1ouACIQtAVaoipIQ2mJ5j3t6WJDCPI2RFCAN68/fRPREQFczC7msaVrqGyBknY1gtzfS+v0nOQsOVqcEG7fi3W4UBba/exExwuNhVRZqlCiJFzr2DJTI8iVitYTLcWGUwD4aTqjUNi+ur5U+iptCPIYrwAAMiuKMUu2I3Exfv4MiIhEAn4+fapB6330+jF4ajxITs3ku73HGjS3PfDll1+yf/9+li5d6nDs0qVL8ff3r33Exjq+KGxODqUX8dZG2Zb00o396B7h26r7F8golYraeuQ7UxyXGxUI3J2WTLB0REs272kLFxvNgRDkbYzQYF9eefJGAvw8OXk2m2df/wlzM99OLanUA+Dn5XzEObk6Qt4/wn6Vk0OFcqUYe4K8Jjoerguv9WDbw1LdmEepaL0qncV6WRD7a2z74OGP0ohQ/5ZZDWGevngolBglC9mVpXa3d103OUr+w6kTDVkuEQG+/HmyXNv+tR+31F50XQmkpaWxaNEiPvvsM3Q6x5/pJUuWUFxcXPtIS0trhVXKVBnNLF55ELNF4tp+kVyfYL/+vqBlqfWRi8ROgaDFaI3mPa682GguhCBvg8REBrL08RvQeKjYuucsyz7Y4LCDY0Oo0MsRZ0+N7Vb1l2KRJE7lyw00+obZFuQVJkOtT7pXgO1Iep5e3la4zrmEUoVCWb0Oo1Pjm4OCqoMABGh72B1nueTvYqteuUqhJLI6Sp7uwEd+TdfuKJA7oqaXNOw2+tzRA+gSEUxheSUfbdrXoLnuzL59+8jJyWHgwIGo1WrUajWbNm3ijTfeQK1W17stqtVq8fPzq/NoLV757SRncsoI8dHy/HTbnW4FrcNw4SMXtANawgrSXLiyeY+7IQR5G6Vvj2j+sWgaCgWsWZvMyh+bT2Cpq68czWbnRH5eRTkGsxmlQkGUr+3b6xkVRQD4eegI1Nr2p1eY5LJ+Pmofp/bvpZaj7WXG1olkGi3l5FUdACDMa7iDsdX+doUapcL26RRdLcgvVh8jW4R6ezMsWrZQ/HKmYbYVD5WKhVePBOCLrcmUVF4ZUfIJEyZw+PBhkpOTax+DBw9m7ty5JCcnt5lIyd7UAt7bKjfk+teNfYVvvA3QI8KXAC8PKgxmDgsfucANaUkrSHPQ1E6hbflio7kRgrwNM25EdxbeMRaAtz/exKETGc2yXQ+1/Gc3OvnBTq9Oegv39sHDjripEeQ14tMWNW3mvVTOJZX6auQOpqWGFKfGN5Xcyt1ImPBWx+Lj0cHuWKNFjtprlPbvNkR7+QN/HCN7TO0q22Qa6iMHGNe7M10igimrMvDF1oMNnu+O+Pr60qdPnzoPb29vgoOD6dOnbUShzRaJf3x3FEmCWYNimNDT+fr/gpajro9c2FYE7kVrWEGaSlOa91i72AgLC+O5555rl8JcCPI2zs3XDmLiVT0wWySefuUHikqcaxpjD021qDaYnPtAZ5TKgjzGwa39jPIiwLEgr4mQe6udE+T+Grk0YpHe+XKATSG7YhsA4V4jHY41VNtoPJT2o53R3gEAZFQ4jsJd3bkrCuTKNg21rSiVCu6dMBSATzbvr7UnCVzLyr1pHM8swVenZslU+zYoQesi6pEL3BF3sYI0tnmPrYuNgoICnn76acLDw9vEBUdzIgR5G0ehUPDYgsl0iAoit6CMF974pcll7bTVtccrDc55srPL5BJ84T72LSbZVbJwj/C0L9z11TYPjQMRW0OgtjcABfpDtc16WgqLZOJieRIAEV5XORxvMMsJso4j5AGAcxHyUG9vhlbXel+Xctbh+MuZ0r8bscH+FFdU8dvB0w2e3x5ISkri9ddfd/UyACipMvLvX+WLyUUTuhLs43x1I0HLUyPI950vFD5ygdvQVCtIa9GY5j32LjZqyM/PbzN3AZoLIcjdAC9PDc89ch0ajZqdB87x5fd7mrS94Or64wVlzkXby42ygPbV2BcSpcbq6i0a+5UuPKorq9jqbHk5fprOBGh7YpEMpJZ869ScxpJZvhm9OR+tMpAwr2EOx1eYKwHwVHnaHRfpKVtWMiudi3hP6NQZgA3nGi7IVUol1w+Ru5quTW6duwoC27y14Qz55QbiQ7yZNyLO1csRXEb3cOEjF7gfTbGCtCaNad7j6GKjBkmS2sRdgOZCCHI3oUtcKIvmjwPg3c+3cia18R0Zg3xrBHmlU+PLDbIg99HYj2iXm2RB7qO2L9w9FHI0ucZ/7QiFQkG832wAzpV8jeSkkG8okmThROE7AHT0m4FS4bgKTaVZTpx0JMijqiPkWRXFdSqz2GJCvCzId2WkU1Tl3N/pUqYNqG4ydPpCg+cKmo/UvHI+2CYncj55bU80avGV29YQPnKBO9JYK4graGjznoZcRLSFuwDNhfh1aEa+/rBlPxTXT+rH6GFdMZstvPzub422rjQ8Qi4LZ28P+4K8rDpC7uPhKELeMEEOEOszBY3SnwpTJpkVLXOc08t+pdhwGrXSh24B85yaU1mdoOpIkIfpfFEpFBglC3lVjrtwdgoIpEdIKCaLpVG2lQ4hAfSODcd8hXbtbCu8su4URrPE6G6hjOvuXJlPQetTY1sRDYIE7kJjrCCupCHNexp6EeHquwDNhRDkzcgX/0vis3c2tNj2FQoFD989Hi9PDUdPZfLzhiON2k6Inzcgd+ysMpocjq8yyWM8Pew35qk0ywLbS2U/sqxVyRH0GruHM6iUOuL8ZgBwJH8ZZove6bnOYDAXcyj/VQC6+t+ORuXv1Lya9+DlQJCrlUrCdHLJyItO2lau7twVgI3nGlddZnK/ro2aJ2gezuSU8eMhuQnW41d3t/nDKXA9oh65wN1ojBXE1TjbvKfmYsNZ2sJdgOagRQX5wYMHeeGFF3j77bfJy8ur81pJSQl33XVXS+7eJXzy9gY+fuv3Zm3kcymhwb7cdbNc/eOdzzZTUtpwO4OfpxYvrSyaMwtLnJ5nq/FN/YH2xwVp5NvD+YaG3R7uFnAXOlUIZcZUjhW83aC5jjiU92/05jx8POKcjo4DlJnkaLeP2nH784hqH3lOpXPHfFQHueTirow0p2wul5PYs1NtxRVB6/PWxjNIEkzqFU7vKOcu8ASuQfjIBe5IQ60g7sKlFxv2aGt3AZpKiwny3377jaFDh/Lll1/yr3/9ix49erBx48ba1ysrK/noo49aavcuYd7CiQB8/m4S7736a4uJ8lnTBtApNpiikkqWf7mtwfMVCgVRgXIllIsFzgtyCSffj4P3HVwryBt2e1ij8qV/6N8AOF38MaeLPmnQfFtklm/mQtmPgIJBYc+gUjpuv15DabUg9/Vw3OQovLr6TJaTgrxfWAReHh4UVlVxMj/P8YTL6BoZwl+mjWrwPEHTSc0r57tkuW/AX8aLOxVtHeEjF7grDbGCuBMzZ85k9erVBAcHW329rd4FaAotJsifeeYZ/vrXv3LkyBFSU1N57LHHuP7661m7dm1L7dLl3DB3BAsemwbA6o+28uYL32OxNP/tT7VaxcP3TADgu98Ociolu8HbiAmqblRT4Dga1Nw32kM08gmWr89v8EVLlPc4egYuAOBw/qucKvq4SRc+WeVb2J39OABd/W8jWJfQoPllxlIAfJ3oOhrhKUfRs50U5B4qFYMj5cjHrvTW6VIqaB7eTjqDRYJx3UPpGyOi4+6A8JEL3BVnrSDuxsyZM8nOzubZZ58lKCiozmvufhfAGi0myI8ePVprSVEoFDz22GO8++67zJo1ix9//LGldutybrhtJA89cwMKhYKfv97Dy39fjcnY/FVBBvbpwIRRPbBYJN5rRJQ8KkiO1qbnOyHIq69EHSUIKqvHmST7FyFB2iAUKNBb9BQbG357uGfQn+geeA8AR/JfY3/ucxjMDduOJEmcKHyf7VmLMEtVhHmOoFfQnxu8lpJay4oTEXJddYS8qtTp7Q+prkd+IKt9JK1cCaQVVLBmvxwdf3CCiI67C8JHLhC0PVQqFU899RQ5OTnt7i7A5djP0msCWq2WoqKiOs/deuutKJVKZs+ezSuvvNJSu3Y5V88cjJe3ln8t+ZqNPx2kqsLAkv+7GY3WcRm9hnDPLaPYuOMk2/elcColm27xzrfj7hASAMAFJwS5Vi1/TGqSO23hWZ3MqTfbH6dRaojQRZBZlcn5igsEaAIcL/gyegX+GY3Sl8P5yzhf+i0ZZb8R738zXfxvR6cOsjlPkiTyqw5wqugjsio2AxDndyP9Qx53qszh5RQbiwAI8HD8HoJ1cjJtvhNVVmroXn27LqVQRO3chXc3n8VkkUjsGsLADoGuXo7ASWp85EUVRg5nFIu/nUDQhqi5C9CeabEIef/+/et4xmu45ZZbeO+99/jLX/7SUrtuE4ye0penXrsVD42aHRuP89QDn1BZ0byVQWKjApkwSq43/fHqnQ2aWyPIz+c67nzpWSPIHQhtT5VcFrHC7Lhde5y3nLB4vqJxdbIVCgVdA+ZxVeRb+Gu6YZIqOFW0gl8vXMO2zAc5VvA2F8s3UlB1hOyKHaSX/crxgnf57cJ0Nl+8m6yKzSjxYEDoPxgY+mSjxLgkSRQZ5AuaAI1jW0KwVo6i5+nLnd5HfKB8cZFSWNCoxE5B61JcYWT1Pjk6/uexXVy8GkFDuNRHvkvYVgQCQSvTYoL8/vvvJyMjw+prc+bMYcWKFYwePbqldt8mGDamBy+8PQ9PLw3Ju1NYcu+HlJY0vCqKPW6fKXeTTNp5mpQLzif+dQyVoz/p+cUO65nrqgW53kGEXKeqEe6O64t39OoIwPny8w7H2iPMazjjY75keMRrBGh7YZaqyK7YyonC5ezMWkxSxu1sy/wzu7Of4HjhO5Sb0lArvOjoO52xMZ/Qya/xt7wqzBUYJfm9+jsRIQ/RVkfI9c5HyGP9/PFQKqk0mcgsc97qInANK/emUWk00yPCl+Hxtu/UCNomf/jIRWKnQNDamM1mkpKS+OKLL0hKSmo3HTidpcUE+YwZM3jttdesRslBtq/ccsstLbX7NkPC0HheWn4XPn6enDiczhP3fEBxofMRUkfEdwhh9DDZp/rVD3udnhcV6IdaqaTKaCKnxL5A1Knl6HGl0b7Q9lLLEfJyozMRclmQp5Sfa3I1GoVCQZT3WMZFf8rY6E9JCHmcDr7X46fpiqcqHD9NV0J0A4n2nsigsOeYFvc7g8KeIUDbvUn7LTTIdxe8VV5olI4j7EHVgrzIUInZgc++Bg+Vimg/OfqeVizKsbVlzBaJj3emAnDnyDhRd9wNqRHke4SP3CqbN2/muuuuIyoqCoVCwbfffutwTlJSEgMHDkSr1dKlSxdWrFhRb8xbb71FXFwcOp2OYcOGsXv37uZfvKBNs2bNGuLi4hg3bhy33nor48aNIy4ujjVr1rh6aa1GizcGuvrqq3n00UcxXiLm8vLyuO6663jiiScatC13/TLo3jeGf394D4HBPpw9kckT937YrKL8lusHA7Buy3EKi53rvqlWKWsTO9PyiuyO9faQxWaFA0HuV92hs9RU5XD/8d6dUClUFBgKyTM0vKSfNRQKBUG63nT2v4XBYc8yMXYlU+PWMjF2JaOj32dYxMt09L0OtdJ+Ex9nyauuox6stV6W6XL8Lulg6sxFS+08rdxIqdzg/BxB67PhRA5pBZX4e3owvX+04wmCNkf3cF8Cq+uRH0oXF8CXU15eTkJCAm+99ZZT48+dO8c111zDuHHjSE5O5qGHHuKee+7h119/rR3z1VdfsXjxYp5++mn2799PQkICU6ZMIScnp6XehqCNsWbNGmbNmkV6enqd5zMyMpg1a9YVI8pbXJBv3LiRb775hiFDhnDs2DF++ukn+vTpQ3FxMcnJyQ3aljt/GcR1Def/PribwBAfzp3K4vF7PqCooHlEed/uUfToHI7BaOb7dYecnlfrI3cgyL2qBXmZAxHpUyPIjY698lqVls7e8QAcKmpcx1FXk6+XBXmINsSp8RqVGo1SLkflzEVLDd4e8p0HR8df4Fo+2p4KwC1DYvHUtI+yY1caso9c2FZsMXXqVF544QVmzJjh1Ph33nmHTp068corr9CzZ08WLlzIrFmzeO2112rHvPrqq9x7773Mnz+fXr168c477+Dl5cUHH3zQUm9D0IYwm80sWrTI6p3ymuceeuihK8K+0uKCfOTIkSQnJ9OnTx8GDhzIjBkzePjhh9m0aRMdO3Zs0Lbc/csgtlMo//e+LMpTT2fzRDOJcoVCwU3XDALg21+TMTt5q7VjaAAAFxwkdvpoqpM1DU5GyI3Oic3+Af0ASC466NT4tkZNhLymrroz+FYfozInLlpq8NE4d4dC4DpOZ5ey9UweSgXcNrxh32uCtsWIzkKQNxc7duxg4sSJdZ6bMmUKO3bsAMBgMLBv3746Y5RKJRMnTqwdI2jfbNmypV5k/FIkSSItLY0tW7a04qpcQ4sLcoBTp06xd+9eYmJiUKvVnDx5kooK56wVTaGlvgz0ej0lJSV1Hs5SI8qDQn1JPZPNMw9+QlVl0yOf40Z2w89HR25BGQeP2f5w11lLcAAAaQ5KH3p5OOcNrxGbxQbnElf7B/YH4FjJcSpMLf95aG5yq3IB5yPkAN41PnuT84Jcq3IuqVbgOj7akQrAxJ7hxAZ5uXYxgiZRI8j3phZiMAkfeVPIysoiPLxuOd7w8HBKSkqorKwkLy8Ps9lsdUxWVpbN7TblN1jQtsjMdK7HhrPj3JkWF+QvvfQSI0aMYNKkSRw5coTdu3dz4MAB+vXr1+JXwC31ZbB06VL8/f1rH7GxsQ1aV2ynUP713l34+suJnksfW4nZ1LTbMRoPdW1y54YdJ52aExNc063T/peZVwM95M5Gf6N0kUTpIjFJJvYXJTs1py2RVSV3SI3QOV//XaWQTzlzAxJZa6wq3tV3KgRti0qDmW8PXATgjpFxrl2MoMl0DfMh2FtDpdHMwfQiVy9HYIWm/gYL2g6RkZHNOs6daXFBvmzZMr799lvefPNNdDodffr0Yffu3cycOdNti7wvWbKE4uLi2kdaWsPbmsd2CuWZN25Do1Wza9MJ/vPiD02uNjJ+pFw1ZNPO05icsK1E13TrLLAfIXc2qbMmQl7ipGVFoVAwNHgIALvz3Sur3iJZyNbLeQYNEeTKakFucbLKCkBZdTKnTwMFeXp+Mat3Hm7QHEHD+eVIJmV6E7FBnoyId96+JGibKBSK2morO84K20pTiIiIIDs7u85z2dnZ+Pn54enpSUhICCqVyuqYiIgIm9ttjt9gQdsgMTGRmJgYm1WpFAoFsbGxJCYmtvLKWp8WF+SHDx9m6tSpdZ7z8PDg5Zdf5rfffmvRfbfUl4FWq8XPz6/OozH0HtCRx1+6GYVCwS+r9vLl8k2N2k4NA/vE4uejo7C4winbSlSgHCEvrdRTUmlbRHtpnLOsNNRDDjAsaCgAR0qOUWZyvj63q8k3FGCwGFApVA2yrKiqv3QaFCFvpCDffuo8z3z9e4PmCBrO13vlc+2mQbEolaLUYXtgeGchyJuDESNGsH79+jrPrVu3jhEjRgCg0WgYNGhQnTEWi4X169fXjrFGc/0GC1yPSqVi2bJlAPVEec3/X3/9dVSq9p8o3+KCPCTEtlgZM2ZMi+67pb4MmpNRE3px/5JrAPj4rfUk7zrb6G2p1apa28qW3acdjvfSehDkI5cAvGjHtuKldi5C7uMhl+fTW0wYLM5ZcKI8I4n1jMEsmdlbsM+pOW2B1PJUAKI9o1ApGv5FIeG8IC+olP31/lqdg5F12Z9ivTGXoPm4kF/BjpR8FAq4cVCMq5cjaCZq7nTsu1BIlbH9V3dwlrKyMpKTk2srpJ07d47k5GQuXJA7Li9ZsoR58+bVjl+wYAEpKSk89thjnDhxgrfffpuVK1fy8MMP145ZvHgxy5cv56OPPuL48ePcf//9lJeXM3/+/FZ9bwLXMXPmTFatWkV0dN1ysTExMaxatYqZMxvfwM+daJWkzuaivX4ZXH/LcK6eOQhJkvi/v61qUuWVEYPkUoK7klOdGh/mJ7dzzymxvU9N9ZWpRZIwWWxbLTzVf0Rwq0zOVwQZESx3G92Rv8vpOa7mVOkZALr6NKw9emV1F1MvlXPR7jKDgZxy+W/T0T/A6f2YzBa2HD/XoLUJGs6qffKt8qu6hBAd0Dz17QWup3OoN6G+WgwmCwcuFLl6OW2GvXv3MmDAAAYMGADIv58DBgzgqaeeAuTEu5rfY4BOnTrx008/sW7dOhISEnjllVd47733mDJlSu2Y2bNn8+9//5unnnqK/v37k5yczNq1a+vldgnaNzNnziQ1NZWNGzfy+eefs3HjRs6dO3fFiHEAtasX0BD27t3LuHHjav+/ePFiAO644w5WrFhh88vg4YcfZtmyZcTExFj9MsjNzeWpp54iKyuL/v37u+TLYMFj13D0wAXSzuXy6lNrePbN2xrV6W9Qnw6oVErSLhZyMbuIqPAAu+PD/H04cTGXnGLbdhHNJbeKDGYzaqX16zgPhRKVQoFZkqgyG/HDuYju8OBhrExfzcnSUxQYCgjStP2W46fLGifIK0zVCZpq5wT5uSK5JGWwpyf+Oucj5AdSL1JSqSfAq2FRdYHzmC0Sq/ZV21UGi6Sy9oRCoWBEfDDfH7zIjpT82sorVzpjx461m+tkrfHe2LFjOXDggN3tLly4kIULFzZ1eQI3R6VSuW1uYXPgVhHymi+Dyx81XwIrVqwgKSmp3pwDBw6g1+s5e/Ysd955Z73tLly4kPPnz6PX69m1axfDhg1r+TdzGTovDUteno2HRs3uzSf57rPGVaDx8dbSp1sUALudiJKH+svt3J0X5LZL7ykUCnQq2d5SEwl2hmBtMN19uyEhuUWUXG/Wc778PABdfRsnyL2cFOQphQUAdAps2EVK0lHZ+jS6V6cGzRM4z/azeVwsrsJPp2ZyLxHNa2+IeuQCgaA1cStB3t6J7xbBvX+9GoAPlv3GxbTG/RAM7R8HwN5D5x2ODfWVBXleqW3LyqURcYODbllaZXXN7AYIcoBRISMB2JiT1KAKJK7gZOkpLFgI0gQS3ICmQAazqfZCxVutdW5feXkAdG6AIDdbLPx2UM4hGNu7s9PzBA1jZXUy5/T+0eg82n/C0ZVGjY88+UIRlQbhIxcIBC2LEORtjOtmD6P/sHgMehMfLlvXqG0k9JQTI46cynRYStG/2tJQUmG7drhCoaDGPPPHv5qX4UFD8VZ5kavP42DRoRbZR3Oxv1C+/Zrg369BtqKsSjlxVqtUE6Bxzm+8L1NOzOwf4XwN1m0nz5NVVIq/l47RPUWEvCUorTLy21G5V8FNg0UyZ3ukY7AXUf46DGYLe88XuHo5AoGgnSMEeRtDoVDwp0enoVQq2PLbEY4lX3A86TJ6dIlApVKSV1BGdq79pj9+NYLcTtlDoAE1QappoP9dq9IyOlSuM/p79oaG7q3VsEgWDlQ3MRoYOKBBczMr5XrvkV7+Tgl5g9nMoeqSnIMjo5zeT03t8esG90Tr4VZpIm7DumPZ6E0W4kO96Rvt7+rlCFoAhULBiM5ylbBtZ4RtRSAQtCxCkLdBOnWLYPINAwH4379/aXDDIJ3Wg65xoQAcPW2/3ayfp2ydKKl0spW7Ax1Zs9LGxNEnhI9DgYIjJUfJrLTdKdWVnCtPpchYjE6po6dfjwbNzayQBXmUl3MC7mhONnqziUCdjngnLSu5JWVsOpYCwKxhfRu0PoHzfH9Q7sx5fUJUo5KvBe7BVV1l28r2s3kuXolAIGjvCEHeRpm3cCI6Tw0nDqWxe8upBs/v3llubHQmNdfuON9qQV5mR5BbLrkgcGRZqfF/17SIbwih2lASAvoBsCl3c4PntwY7qzuK9gvoi4fSo0FzL5TLFVOiPJ0T5NvT5ZJ6g6OinRZ9X20/hNki0T8uks4RV0ZliP/+97/069evtkHIiBEj+OWXX1psfwXlBraelgXa9QnO37kQuB8jqyPkhzOKKa5oWF6MQCAQNAQhyNsoQSG+XHOz3MXyq/cb3sGzY7QcUb2QYd/7qPOQRaXeZDtpSW/6o7KKp9q2BUKSJEqNsrCvaRLUUBJDRgGwq2B3m0vuNFqMbMvbDsCokIY3jjpeLEf9u/k7V5Fjwzm5UsqYjs75wCv0Br7YmgzA7aMHNnh97kpMTAwvvfQS+/btY+/evYwfP57p06dz9OjRFtnfz4czMVkk+kT7ER/q0yL7ELQNwv10dAnzQZJgh6i2IhAIWhAhyNswM+eNwsNDxbEDFziyL7VBc2OjAgFIyyy0O05bXR3CYLJdzrDykiY/OjuCvNxkwFJtWvHzaFz9634B/fBSeVJgKORUqeNuo63J3sL9lJvLCfQIpJ9/w+0gx4tk+1BP/wiHY3MryknOkseP7xTv1Pa/2X2Ukko9HUICmNC3YeUY3ZnrrruOadOm0bVrV7p168Y///lPfHx82LlzZ4vs71K7iqD9M6q6/OG2M8K2IhAIWg4hyNswwaG+TKr2kq/6aGuD5naIkiPk6ZmFmM22I83aaoGtt9MeurJarGtUKlQ2mgIBlBjlxFAPpaq2/GFD0Sg9GBw4CGhbnTtNFhPfZfwAwJjQRJQNtOQU6MvJrioFoIcTgnzz+VQkoE9oGBE+vo7XZ7bw8ab9ANwxdpDdv1N7xmw28+WXX1JeXs6IEQ2/i+GIzOJK9qTKd52u7ScE+ZXAyC7ViZ3CRy4QtBhms5mkpCS++OILkpKSMDsosdweuTJ/td2IGbfJ9bl3bzlFcaHtWuGXExHqh1qtxGA0k1tgu+mPh6omQm77w19hqG737mHfM11oqADA38OzSYluw4Jlq05bKn/4S9avZFZl4qv2YUrEpAbPP1Qoly/s6B3klJ1nXYrcCXRMnHN2lR/3HediYQlBPp5cP7hXg9fn7hw+fBgfHx+0Wi0LFizgm2++oVcv68dBr9dTUlJS5+EsPx7MRJJgaFwQUQHOla4UuDfD44NRKiAlt5ysYvvVqAQCQcNZs2YNcXFxjBs3jltvvZVx48YRFxfHmjVrXL20VkUI8jZObKdQOveIxGK2sDPphNPzVColwQHVTX8KbQtyZyisqgQgQGdfgGRUJy1GewU0aX/x3rIILTQWUmJ0Xiy1FOkVGXyb8T0AczrMxkvt1eBt7Mw5B8CQkI4Ox5bo9SSlyuOndunmcLzRZOaddbI9Y/7YweiuwFKH3bt3Jzk5mV27dnH//fdzxx13cOzYMatjly5dir+/f+0jNtb5tvc1dpXr+ovo+JWCv6dHbWlLYVsRCJqXNWvWMGvWLNLT0+s8n5GRwaxZs5okyt0t6i4EuRswaqIc6dv6e8OS1EKC5ISzfDsR8poKKko7Ae2CSlmQB3vaF+TpFUUAxHoHNmCV9fFSe9HRqwMAh4qPNGlbTcUsmXnv3IeYJBP9AxIYGdw4G8TOXFlgjwhz7Adfl3IGg9lM58AgeoaEOhy/ZvcRMgpKCPH1YvaohEatz93RaDR06dKFQYMGsXTpUhISEli2bJnVsUuWLKG4uLj2kZaW5tQ+LuRXcDijGJVSwbQ+jm1HgvaDsK0IBM2P2Wxm0aJFVks71zz30EMPNUpIu2PUXQhyN+Cqib0BOLDjLOWlzt8yDQmUBXmeHUEuVSdh2rOY1ETIAx1EyNOqI+Qx3gFOr9EWNeUPXW1bWZv5K+fKz+Gl8uSOuNsbZcXJ15dzskRu8DM81LEF5YeT8p2Q67r1cLg/vdHE/9bJXvv7Jg7DU9OwUoztFYvFgl5vvZSnVqutLZFY83CGX47ISbbD44MI9mlcFSGBezKquvzh9jP5De4LIRAIrLNly5Z6kfFLkSSJtLQ0tmzZ0qDttmTUvSURgtwN6BAfRof4UEwmM/t2nHF6XnCgbFnJL6qwOcZicSzI8yvk+YEOIuSpZXJZsKZGyAG6+XSVt1l+vsnbaizrszfwdbp84s7pcAtBmsa9ry1ZcrWY7n7hBGm97Y7NLitjW5r8nq/r7rjx0Modh8gpKSfc34cbh/dp1PrcnSVLlrB582ZSU1M5fPgwS5YsISkpiblz5zbrfn4+IpetnNonslm3K2j7DI4LRKNWklVSxdlc53N5BALBH1xuIcnIyHBqXmam/QaHl++jpaLuLc2VZzZ1UwYM78KFlFwO7z3H6MnOCS8fb7n0YHmF7aY/VUa5goqnxvZHIbNMrg4SaafahyRJHC2S/bU9/ZsuWHL0ckOjcF1Yk7fVUCRJ4tuL39f6xieEja+tj94Y1mbIXuZJUY4F9qrjRzBLEoOjoukUYP8CoKxKz/Lf5UZF908ejsZOScr2TE5ODvPmzSMzMxN/f3/69evHr7/+yqRJDU++tUVGUSUH04pQKGByb+fqyAvaDzoPFUPiAtl2Jp+tp3PpEibqzwvcB7PZzJYtW8jMzCQyMpLExERU1QUdWos1a9awaNGiOlHr0FDHlkyAyEjnNUVDou5jx451erutwZX5C+6G9B0cx3ef7+DQnnNOz/H20gBQbqcLZ40g19mpoHKxVE6sjPS1LcgvlBdSatSjUaro4ufcSWaP1Ao5Shzn5TgJsjkxWUx8fuEr1udsAOCG6Ou5Ier6RleNKdRXsC1HbvBzdXRvu2MtksRXRw8DMKd3P4fbXpG0j8LySuJCA5k+xP622zPvv/9+i+9jbXV0fEhcEGG+jauxL3BvEruGsu1MPptP53HnKOeqHwkErsaaEI6JiWHZsmXMnDmz1dYwa9aselHrvDz7ORkKhYKYmBgSExOd3pez0fSGRN1bC2FZcRP6DooD4PzZHIoKnLtl6u0l+1zLKww2x1RVlzTU2YmQXyyVI+RRdgT5keroeA//CDyUTb/yTimTLzzivFtPkB8uOsKTR55mfc4GFCi4veNcZkRPb1IJx7UZRzFJFnr6R9DZwYXKtgvnSS8pwU+rZWrXrnbH5pWW19Yd/8u0UahV4lRuSdZW+8enimTOK5bRXeXzd8fZfLudjQWCtkJb8FI7YyGxRs3v7uuvv96gaL6z0fSGRN1bC/Er7ib4B3oT10W+VX784AWn5nh5yhHyikrbgryyRpDbKJUnSVJthDza13by28ECuVJFn8Cml4M7XHSE9Er5C6STd8tHonL1efzn9Nv8+9RrZFZl4av25YEuC5gYPr5J25UkidXnDwBwXazjzp6fHk4G4IbuPdGp7SdnvrV2B5UGI307RDDxCurK6QpySqrYe15OWL5aCPIrlh4RvoT4aKk0mtl/vsjVyxEI7NJWvNSOLCQ1hISE1Pl/TEwMq1atanAUPzExkZiYGJuBNIVCQWxsbIOi7q2FsKy4EV16RpJ6JpuUU1mMGNfT4XgPtXy9Za9TZ3G1ncXP0/pt+NyKcsqNRpQKBTF+/ja3s6O6zvbQkDiH67JHgaGQd1OWAzAhbBzB2qAmbc8WkiRxsvQU67J/Z1/hASQklCiZFD6BG6Kvb1St8ctJLkjnaFEmGqWKGzr0tzv2fFERv6fI1pbb+9kfe/JiLmt2yeUgH7kusUkRfIFjfj2ahSTBgA4BRPqLZkBXKkqlgsSuIXxzIIPNp3MZ0TnY1UsSCGzirJc6KSmJCRMmtNg6nLWGvP7660RHRzfZ565SqVi2bBmzZs1CoVDUuSBpbNS9tRCC3I3o1E2Ozp07leXU+Jr26SY7grykQi6j6OdlvYzbucLqUoa+fmhsfIBzqko5U5qLgqYJcrNk5r9n36XUVEZHrw7c0mF2o7dlixJjKTvzd7I5dytplX98WfX268UtHW6mg5fzTWIc8clZuRzhtbF9CdTaF/gfHTqABIzp2InOQfZ/6F/7cQsWSWJyQlcGxcc013IFNvj5cE11FREdv9IZ3U0W5FtO5/L41Y6TtAUCV+GsEL755ptZvnx5i/nJnbWGREdHN1uS5cyZM1m1apVV7/zrr7/eat75hiIEuRvRYEGuchwhrxHk/l7WI+SpRbIg7xRou+JHTRfKXgGRDoWnLSRJYmXaKk6Vnkan1PFAlwVolM1XUzu1/DzfXfyBg0WHMEvyLTqNUsPI4BFMCp9AjFd0s+0LIKuyhN8uytVVbosfZndsqV7PqqNyxPuu/gPtjt19Jo1tJ8+jVip5aNpVzbNYgU3yy/TsOieX8xTlDgWjqhsEHckoIb9ML+rRC9oszgrhgoICZs2a1Sh7iDPUWEgyMjKs2mcak7jpDDNnzmT69Okury7TEIQgdyPiusoe8osXCjDojWi09gWrsrr9pj1BXuRAkKdUC/I4OyX4duXJgnyYE01vrCFJEp9f+JLfsn8H4O74OwnXNV9pua1521lx7iOMklxRppN3HFeFjGJ48FB81C1TvuyTMzsxSxKDgjvQM8B+ZPWLI4coMxroEhjEVR1sJ7FaLBKv/LAZgFkj+hIbEtCcSxZYoUxvYkrvCPLLDMQGNd3GJHBvwnx19Iz043hmCVvP5DG9f/NeyAsEzYUjIXw5Dz30ENOnT292wepKC4lKpWpzpQ3tIZI63YjAYB+0Og8kSSIvp8Th+JoPfo0wt0Z+qdz0J9jHutg4lS9HB7vYsFFIksSOnBTAuS6U1lid8U2tGJ/b4RaGBg1p1HYuxyyZ+ez8lyxPeR+jZCLBvx//7PMsz/T+BxPDx7eYGC/Ql/PFub0A3NvNfhS7ymTkvQPy2PsGDbHrB/9h3zGOpefgo9OwYNJwh+vQ6412E3oFjukY7M1/bxvEV39yfLwFVwaju8lR8s2n7JdsEwhcSY0QdobGdsR0lhoLSXR03QvYxiZutleEIHcjFAoFQaFy6cGC3FKH483mGkFu+8+cVyqXUAz2td5B8nSB/KPT1YYgTy0rILOyBA+lisHBDS9R+MPFn/jh4k8AzOs4l8kRzdPMxSJZeOP0W/yWvQ6A6VHX8VC3B4nxannP9TsnN1NpNtInIIrR4fYroKw8eoS8igqiff2Y3t12om6F3sAbP28D4L6Jwwj2dRytfeezLdyx+KOGLV5gFZE4K6ihpvzhltO5TkUeBQJXUSOEg4KcK47QkrW5Z86cSWpqKhs3buTzzz9n48aNnDt3TojxSxCWFTcjONSXzLQCpwS5xSJbVVR2alTXRMhDrAi8MoOhtgZ5t2Drgnx7rlwZZGBQLJ4OSvVdzvrsDayqbk0/O/YmJjSxzOClbM3bTnLRQTRKDX+Kv4fBQYOabdv2SCsv5MsUOeL9cO8JdoWcwWzmf/v3AHJ03MPOLbsPNu4lp6ScmGB/5ib2d7iOA0fT+Pqn/Q1bvEAgcMigjoHoPJTklOo5mV1Kjwjb5WAFAlczc+ZM/P39mThxosOxLV2b290sJK2NiJC7GbUR8rwyh2NrqquonLGsWBHkZwpku0qolzcBOuvl3rZny3aVkWHxDtdzKYeLj/Dp+S8AOXo9LfLqBs13xLpqC8yM6OmtJsYB/n1kHUbJwqiwzg6PyapjR7hYWkqolzc39+pjc1xWUSkfJe0DYPG1iWjU9q+jy8r1/PPNXwC4bqLj+ucCgcB5dB4qRsTLAYqNJ3JdvBqBwDFjx45129rcVxJCkLsZPn6yMC4vrXQ41mCQkxg1NrpwVuiNlFbJdcjD/Ov7qU/kyT82PS4r2F+7fbOJnbmyIL/KgTXjUi5WZvL2mXewYGFU8EhmRE93eq6z5Oplq03/AMct6JuLHTkp/HbxOEoUPNrHvvWmymTkzd07AfjzkKFo7YjsZT9vpcpoYmCnKKeaAL3+wXqyckuIDPNn4R1jG/QeBAKBY8b1CANg44kcF69EIHDMpX7yy0V5W6/NfSUhBLmb4eMrV0MpK61yOFZfLci1NgR5bokcZffSeuCjq1++63itILfe8n1v/gUqzEZCtD709HeuRnOZsYzXTr1BhbmSrj5dmN9pXrP7cyvNlVSa5QuWIE3LNBa6HKPFzIuH1gIwJ34w3f3tV4n5+GAy2eVlRPv6cUtv2xcNhy9k8eO+EwA8Nn2Mw2O1YftJ1iYdQ6lU8I9F0/C2UV9eIBA0nnHdZUG+70IhxRVGF69GIHCMSKxs+wgPuZvh5SML8vJmEOQ5xbIgD/OzXm3kZJ4cZe4ebD1CviX7NACJ4V2cEtUmi4k3z7xNjj6HEE0If+m6EI9mrDVeQ4FBLtXopfJCp7JezrG5+SJlD2dKcwnQePJgz3F2x5bo9byzbzcAi4aNsBkdlySJl7/bBMD1g3vSO9b+RU9BUTmv/E+26tw+cxj9eoiSbAJBSxAb5EXXMB9O55Sx6XQu1ydEuXpJAoFD3LE295WEEORuhrdP80XIs2sEuRW7iiRJtRVWutkU5GcAWZA7wy9Zv3Ki9CQ6pZaHuz2In4evU/MaSolRLgnp7+HfItu/nLTyQpYd2wDAw70m4K+x31793X27KaqqoktgEDN69LI57pcDJzmQehFPjZq/OGgCJEkSL7+zjuLSSrrEhXLnrBENfyMCgcBpxvcI43ROGUkncoQgF7gNIrGy7SIsK26G1lOOKBv1JodjK6vkW6lenhqrr9cI8nArgjyvsoLCqioUQBcrJZMyyos4W5qHSqFgVFhnh2vJrMziu4zvAZgXd1uLlh9UKeSrfYtkuyFSc2GWLCzZ9y0VZiODgzsyK85+p82MkhLePyAnaD46MhGVjZKUFXpDbROgu8cPtfo3upS1SUfZsucMarWSvz84FQ8PEfEQCFqSGh950qlczBZR/lAgEDQNIcjdjBqhZTQ4FuQ1TWE8ddYFeY1lJTygvtg7lS9HxzsGBKKzUs5wc7VdpX9QLH4a+7YQi2Thg3MrMEom+vr3YWRwy0ZvtUr5/RosLd8U55Mzu9iXfwEvtYalg6ajdGDd+de2zRjMZkbExDIx3vaFzHvr95BTUk5ssD93jrVfJSYrp5jXP5Aj9HfPHkXXuLCGvxGBQNAgBnUMxFenpqDcwMH0IlcvRyAQuDlCkLsZGq0sjg1OCPLKKlmQenla92n/ESGvbx05Xd2hs5uNhkCbq+0qjhrfAGzM2cSpstNolVrujLu9xZusaJRyIqPBom/R/ZwtyeW1Y+sBeLzPZGK8A+2O352Rzo+nT6JUKPh74libxyE9v5iPNslR9L9ePwath21nmcUi8eJbaymvMNC3exS3Tm+eLqcCgcA+Hiolo7vJCe9XUrWVt956i7i4OHQ6HcOGDWP37t02xxqNRp577jk6d+6MTqcjISGBtWvX1hnzzDPPoFAo6jx69OjR0m9DIGhzCEHuZnho5Ai5wQnLiqMIeXaR3PTHmof8dHUN8q5WGgKZLBZ2554DIDG8q9015OsLWJm2CoBZMTMJ0Vr3ozcnmuoIub4FI+RGi5kn9n2LwWImMbwLNzmwqpgsFp7bJEexZ/fuS69Q21Hsf/+wGYPJzLCusYzrbb+W+Xe/HWT/kTR0WjV/f3Cq3SZQAoGgeRlfXW1lwxUiyL/66isWL17M008/zf79+0lISGDKlCnk5Fh//08++STvvvsub775JseOHWPBggXMmDGDAwcO1BnXu3dvMjMzax9bt25tjbcjELQpxK+3m1EjuMxmx/7oikr7HvJay4q/d73XapoCdbESIT9RnEWF2Yifh85heb+v0lZSZamii09nJjZjJ0571FhWTJIJs2RukX28cWwjR4ou4ueh4/kB1zmM+n92OJljebn4a3UsHj7K5rhtJ1JZf/gMKqWCx6fbjqKDbFV5+xO5Cst9tyYSE2k/Qi8QCJqXsd1DUSjg6MUSskscJ9q7O6+++ir33nsv8+fPp1evXrzzzjt4eXnxwQcfWB3/ySef8Le//Y1p06YRHx/P/fffz7Rp03jllVfqjFOr1URERNQ+Qmz0vhAI2jNCkLsZyuokQMmJJKLyStmy4W1FkJvMFvKqu3Rai5CfLSgAoHNg/YTOvfnnARgQFGvXM51Vlc3uArmN/B1xt6NUtM7HTaP64/22hI98W85Z3ju9DYDnB1xPuKf91tm5FeW8skMe/+jIqwj2qt8VFcBgMrH0m40AzLmqP10jbf8oSZLEv975jcoqI317RDNrmv0IvUAgaH6CfbQkxAQAsP54+46SGwwG9u3bV6cFu1KpZOLEiezYscPqHL1ej05XN8fI09OzXgT89OnTREVFER8fz9y5c7lw4YLdtej1ekpKSuo8BAJ3x+0E+ZXuX1OqZAFssTgTIa/xkNcX5AVlFVgkCZVSQZBPXYFYUFlBQZXcWCfeiiDflyd/WQ4K6WB3/z9n/oKERP+ABDp4xTpcb3PhofBAgXyc9ObmFeR5VWU8sfcbAGZ3GsTk6J4O57y0dTNlBgN9w8KZ3dt2K/uPN+3nfF4Rwb5e/Hmy/cTXn9YfYc/B82g0apY8MAWlsmV9+QKBwDqTesl3CX87luXilbQseXl5mM1mwsPr3hUNDw8nK8v6e58yZQqvvvoqp0+fxmKxsG7dOtasWUNmZmbtmGHDhrFixQrWrl3Lf//7X86dO0diYiKlpaU217J06VL8/f1rH7Gxrff7IhC0FG4lyIV/jdoyeWazMxFy24K8pktnsI9XvdJ7KYVyY51IH1+8POomhEqSRHJBGgCDgm0L8hJjCdvy5KjJNZFTHa61OVEoFLUNh5ozQi5JEk/u/548fTldfEN5ou8Uh3O2pZ3nmxPHUADPjZ1gs8xhVmEp//tdvrh85NpEfD1td9jMzivhzY/kSPo9t4yiQ1TrdCMVCAT1mdJbFqjbz+RTWiW6dl7KsmXL6Nq1Kz169ECj0bBw4ULmz59fe6cXYOrUqdx0003069ePKVOm8PPPP1NUVMTKlSttbnfJkiUUFxfXPtLS0lrj7QgELYpbCXLhXwMaEAi1V4e8xq4S7FffP36+uAiAuID6nuTMyhLy9OWoFUp6BUTa3HdS7mZMkol4705087Wf+NkSKKs/2hLNVx/469T9bMo+jYdSxStDbkSnst9ltNJo5MkNcufM2/r1JyHC9vH6v++TqDQYGdgpimsH2Y66S5LEv99dR3mFgd7dIpl9rf2SiAKBoGXpEuZLfKg3BrOFpJO5rl5OixESEoJKpSI7O7vO89nZ2UREWO8iHBoayrfffkt5eTnnz5/nxIkT+Pj4EB9vO1k9ICCAbt26cebMGZtjtFotfn5+dR4CgbvjNoK8LfnX3IU/yh7WF+T51YI8xLe+IL9QLcg7+tfvdHmk8CIAXf3CbApSs2RmQ3YSABPDJzR43c1L8wjyc6V5vHT4VwAe7jWebg6SWQGW7d7B+eIiIn18eHRkos1x206ksu6QnMj59xsn2E3kXL/tJDv2n8NDrWLJA1eLqioCQRtgci9ZkP56tP3aVjQaDYMGDWL9+vW1z1ksFtavX8+IEfYtdjqdjujoaEwmE6tXr2b69Ok2x5aVlXH27FkiI20HMASC9ojb/Jq3Jf+aOySUGIwmTCbZZ+5lpexhXmk5IFtWLqcmQt4xIKDea0eKMgDoE2i7VfT+wgMUGgvxU/sxNGhwQ5feLDRnrXODxcyje9dQaTYyPLQTd3Rx3NjoSE427++XE1qfGzsRH431Sjd6o4kXqxM5b71qAN3sJHKWlFayrLoB0O03DiMuxnqNeIFA0LrU2FaSTuaiN7VMZae2wOLFi1m+fDkfffQRx48f5/7776e8vJz58+cDMG/ePJYsWVI7fteuXaxZs4aUlBS2bNnC1VdfjcVi4bHHHqsd89e//pVNmzaRmprK9u3bmTFjBiqVijlz5rT6+xMIXIntjiPtgGXLlnHvvffSo0cPFAoFnTt3Zv78+XUsLlOn/uFv7tevH8OGDaNjx46sXLmSu+++2+p2ly5dyrPPPtvi67eP/chv5SVeRp2ufiS7oEyOkAf5eNZ7Lb24GIBYv4B6rx0rki9++gTYFuQbc+RSfGPCEmu93K2NJDWfVWX5yS0cLcrE38OTlwbd4LAbp8li4W/rf8MsSVzTtRsT7HTk/GDjXi7kFRHq582fpwy3u93/fJREYXEFcTFB3DZjaKPei0AgaH4SYgII99OSXaJn+5l8xvVon91yZ8+eTW5uLk899RRZWVn079+ftWvX1gbKLly4UMcfXlVVxZNPPklKSgo+Pj5MmzaNTz75hIBLgj3p6enMmTOH/Px8QkNDueqqq9i5cyehoaGt/fYEApfiNoK8Kf61qqoq8vPziYqK4oknnmiyf23JkiUsXry49v8lJSUuyPK2Lwqr9LIg13ioUFuxNRSVyzVzA73rC/LMMjnhM8q3fgfPMyVyAm1XP+s/OGXGMo6VHAcgMeQqu2tsKSRJQl/dpVOr1DkYbZ/TJTm8e3ILAP/oP81hiUOADw7s40huDn5aLU+Ntl17/UJeEe+tlxM5H7t+DD4624mcu5NT+XnjURQKePz+KWjsdO8UCASti1KpYFKvcD7deYHfjmW1W0EOsHDhQhYuXGj1taSkpDr/HzNmDMeOHbO7vS+//LK5liYQuDVuY1lpS/41d0go0Vd38tRqrUeoiytkQe5/mSA3WyzklMuCPMKnbn3yMqOe7CrZytPZ13r04ljpcSQkYjyjCde55kfJYDHUJnN6qhovyM2ShSf3f49RsjA+ojvTons7nJNSWMCrO+Wa439PHEuod32PPsgXDf9cvQGDycyIbh2Y0r+bzW1W6Y28/O5vANw4dSB9e0Q34t20X5YuXcqQIUPw9fUlLCyMG264gZMnT7p6WYIrjCm95cDQumPZmJ3oEyEQCASX4jaCHIR/rSHURMi1GuuR1JIaQe5VV7DmV1ZgliSUCgUhXnXF5NlSuYJAqM4HP411oXu0WI6O9/Lr1fjFN5FKs1xDXYECjdK6d9sZvkzZy6HCDLzVGp7qP82hL90iSTz++68YzGYSO3RkVk/bAv7X5FNsP3UejVrF32eOt7vtD1fuIDOnhLAQX+671fm7DpIkNat1p62yadMmHnjgAXbu3Mm6deswGo1MnjyZ8vJyVy9NcAUxPD4YX52avDID+y8Uuno5AoHAzXCr+97Cv+Y8VYbqCLktQV7dxdPvsnrX2dUiJsTLC/VlNbPPleUDEO9jO/HwROkJAHr7OW6Y01JUmGV/vKfKs9HJnfn6cl4/JidQPtJ7olNWlc8OH2Rf5kW8PTx4cfxkm/suq9Lzf9/LPvt7JgylY6jtlvdnUnP58gc5OXTxPROsVsyxxQ9f7iJ511meen2u03Pckcubfa1YsYKwsDD27dvH6NGjXbQqwZWGh0rJxJ7hfHMgg58PZzIkTvQHEAgEzuNWghyEf+0P7Ec+TUY5099DrbL6erleLonora0r8Ioq5ehykGf96itZlXKyZ7RXgNVt6s16sqtkj3m8Tye762tJCg1FAARqAhq9jTePb6TMpKd3QCSzOzmuFJNVVsrL22Sv+aMjE4m2Y2P6z9rt5JaU0zEkgLvG2d622Wzh/975DbPZwuhhXblqSBen1596Jpvlr6zFWH1hdiVRXJ2UHBQkBJGgdbmmbyTfHMjgp0OZPHlNL1Sig267xmw2s2XLFjIzM4mMjCQxMRGVyvpvrkDgCLcT5Fc6NVFXiwOPorG69JaHh/Uvh0qDbGnxvMxjXqSvtrJo6ycYZlfK/vEwz/rJngDplRlISPh7+OPn4TpffZ5BjuQHaRonyE6V5PD1uf0APNF3isOqKgDPbNpAmdHAgIhI5vZNsDnuWHo2X2w9CMDfbxyP1k5y5re/HeTY6Uy8PDU8fLft5NDLMeiNvPT4SowGE0Ousu1Nb49YLBYeeughRo0aRZ8+fayO0ev16PX62v+3xbKlAvcksVsIfjo1OaV69qQWMDxelCZtr6xZs4ZFixaRnp5e+1xMTAzLli1j5syZLlyZwF1xKw+5ABQ1ERcH3mCTWa5Bbq3CiiRJfwhyTV1BXlxVLch19T3i2ZWycImwYd9Iq5DbF8d6xthdW0uTr5cFebCm4T+GkiTxf4d/w4LE5KieDA7p6HDOL2dO8dvZM6iVSv45fhIqpfXTymyx8Pyq9Vgkian9uzOim+1t5xWU8e5ncsT9T7deRWiw9Ysga3y4bB2pp7PxD/Rm8fNX1g/DAw88wJEjR+ze+Vq6dCn+/v61j9avkCRor2jVqtrkzh8OXnTxagQtxZo1a5g1a1YdMQ6QkZHBrFmzWLNmjYtWJnBnhCB3MxQ4FyE3VUfIrQlyk9lSWwVAd1mEtrg6cuhnJUKeWyVXXwnTWReHGZXyD1CMl2urgOTq8wAI1jY8Qr49J4VtOWfxUKr4a59JDseX6vU8u0n2mi8YNJQeIbZzD1btPMyRtGx8dBoenW7f2/zmiiQqKg307BrBDVP6O73+fdtP882n2wFY/PxMAoN9HMxoPyxcuJAff/yRjRs3EhNj+6JwyZIlFBcX1z7S0tJacZWC9s51CXKPhl+OZNUGRgTtB7PZzKJFi6wmzNc899BDD2E2t98GUYKWQQhyN0Ollv9kjgR5LVbsFsZLfiQ8LhPsBrPsOfZU1y+XWG6SxbqPh/UKK8VGOYLeWKtIc1ETqY/2tN28yBqSJPHGcblr5pxOg4n1tp1sWcOyXTvIKS+no38ADwwZZnNcfmkFy36WyyE+OHUUoX62hfK+wxdYv+0ESqWCv943CZWViyprlJVU8tpT3wBw3S3DGDa6u1Pz3B1Jkli4cCHffPMNGzZsoFMn+/kL7lC2VOC+jOwcTJC3hoJyA9vP5rt6OYJmZsuWLfUi45ciSRJpaWls2bKlFVclaA8IQe5mqKsFuakJ7Zkt0h+CXHmZvaJGrHso63vPK82yzcVLZb22eZlJjqD7qK3X3m4NjBYjF6syAejo1aFBc5OyTnOoMANPlQf3dnNcXvB4Xi4fHZS95s+NnYBWbdsP/tpPWyit1NMzOozZI/vZXr/RzGvv/Q7ADZMT6B4f7vT6//fKL+TllBDVIZi7H57i9Dx354EHHuDTTz/l888/x9fXl6ysLLKysqisTlAWCFoTtUrJtL7CttJeyczMbNZxAkENQpC7GcrqaKmlCbdCL21aobosgm6ovs12eeQcoNIkV2bxVFsvvfeHIHfe79zcZFRexCyZ8VZ5NchDLkkSb1ZHx2+NH0KIzr7VwyJJPLXxd8ySxNQu3UjsGGdz7IFzGXy3R67287eZ42x6zAG+/mkfqekFBPh5cm8Dao7v2XKK377Zj0KhYPFzM9A1oDyiu/Pf//6X4uJixo4dS2RkZO3jq6++cvXSBFco1/WT786tPZqFvgnBE0Hbw17TwMaMcwfMZjNJSUl88cUXJCUlCTtOCyGqrLgZ6uoyhiaTA0GusJ38ean37fJa2SZLtSC3EiGvqrazaFXWPzblJrn+t7e6fsnE1uJc+TkAOnp3aFAN8g2ZJzlenIWXWsPdXUc5HP/diePsy7yIl4cHTyaOtTnObLHw4hpZ6M8c2of+cbZtNLn5pXz49Q4AHpg3Bl9v57qMlpdWsey5bwG4Ye4I+gyMc2pee+FKaH4kcC+GxAUR7qclu0TP5lN5TOrl/J0uQdsmMTGRmJgYMjIyrH73KBQKYmJiSExMdMHqmh9RTab1EBFyN0OjlcWwQW+/vrRHjbXFSiT90kRPk6Xu6zXR28ufv/Q1s5XXANTVIt4sue7q+UjxUQB6+PZweo4kSfzv1FYA5sYPIVBr/4Ki3GDgX9s3A/DAkGFE+tq+I7B61xFOXMzF11PLomvsC/23P9lMZZWRPt2jmDLGdpfPy1n+yi/kZZcQGRvEHQ9OdHqeQCBoGZRKBddWR8m/PZDh4tUImhOVSsWyZcuA+gGtmv+//vrrLq1H3lwRbVFNpnURgtzN0FR33jQaTFhsCGMAj2o/s8FKYxjNJc2CDKa6r2uqv0QMVk5gnVLept5i/WJAq5Qrs+jNequvtzQmi4mjJccB6OtvvQa1NXbknuNQYQY6lZo7uoxwOP6/e3fXJnLe1X+QzXHFFVW8WZ3I+cCUEQT52Bb6h05ksG7LcRQKePieCSidbChycE8Ka9fsQ6FQ8MhzM68oq4pA0JaZOVCuNrXuWDZFFQYXr0bQnMycOZNVq1YRHV23olhMTAyrVq1yaeR4zZo1xMXFMW7cOG699VbGjRtHXFxcg8WzqCbT+ghB7mZodH8kVNqLkmuqGwIZrPgXPS65cjdeZn35Q5DX33aNVcXaa/Lr1YLc4hpBfrY8hUpzJb5qH+K8HdcPr2F5dXT8priBBGvtJ6SmFRfz3gG5lf2Sq0bbTeR8+9cdFFVU0SUimNkjbTcLslgkln0gl068dkJfpxM5DQYTbz7/PQDTZg2hz6A4p+YJBIKWp3eUPz0j/TCYLSK5sx0yc+ZMUlNT2bhxI59//jkbN27k3LlzNsV4a/iwmzOiLarJtD5CkLsZWu0fAlBfZbQ5TqORhbXeSoRcoVDURskvj5DXiO4qK6JbUx0hrzBb369OKXuea7zkrc3+wgMA9PbrjVLh3Ef7cGEGO3PPoVYoubPLSIfj/2/7ZgxmMyNjOzAp3nYr+7NZ+Xy1Xe7I+fj0sVbrwdewNukoJ89m4+2l4d45zidyrlqxhfTUPAKDfZi/yHHNdIFA0LrMGiTXw/96n21hI3BfVCoVY8eOZc6cOYwdO9amTaUhUevGCvfmjmiLajKtjxDkboZKrUJbHSWvLLcdifb2lKPVFTZulfpWv15SWXcbgZ6eABRVVtWbU1N5JLeq1Oo2w3VhAFysbP1okN6sZ0uuHOkeEWy7HvjlvHtSvrq/JqYvUV7+dscezM7ip9OnUAB/TxxrN2n0lR+3YLZIjOvdmeHdbJdfrKg08O7n8hruuHE4QQHOlYy8mJbPF//bBMB9f52Kj5+nU/MEAkHrcUP/KNRKBYfSizmZZf17U9C+aUjUuil2k+aOaF+J1WRcjRDkboiXjyymy8tsC3If7+oxlXqrTYT8veRodnFFXeEdXC3I8yvrR7lrBGtmRbHVfXbwkluQp1W2fufDnQW7KTdXEKoNoV9AX6fmnCrOZn3mSRTAfd3tR6YlSeKlrbIAntmzNz3tdOTcceo8W46fQ61Usvg6+5n2n3+7m/zCcqLC/Zl1zUCn1i1JEm+/+CNGg4n+w+IZO812XXOBQOA6gn20jO8hBypW7xdR8iuNhkStm2o3ae6Idk01GVuBJ4VCQWxsbLupJtMWEILcDfH2qbaGlNWPYteO8ZIFuSTJUdjLCagW5EXldZunBHvJiYf5FfUFeaRntSCvtC7IY6sF+YWK9FYtRSdJEuuzZQ/2+LBxTttVaiqrTI7qRbxviN2xG1JT2JWRjkal4uHhtq0tZouFf38vV2C5eWQ/4kJtd/vMyS/li+9lP/qfbx+DxsO5KqTbfj/G3m2n8fBQsfDv1zeovKNAIGhdamwra/Zn1OmSLGj/OBu1TkpKarLdpLkj2u5QTaa9IQS5G1IryEttC3KtRl1bkaWkrH7HQn+vamvK5YLcUxbkuRXl9b4cIqsj5GnlRVb3Ge0ZjRIlZaYycvS5TryT5uFoyTHOV1zAQ+HB6BDnPNgppXn8ki6XSPxTd/tX+GaLhZe3ybf57uw/kChf263Wf9x3nFOZefjqtCyYNNzudt//cht6g4l+PaMZM7yrU+s26I0sf+UXAGbNTyQmzv6FhEAgcC3jeoQR7K0hr0zP5lOt970ocD3ORqOTkpKabDdpiYh2W64m0x4RgtwN8QuURXNxYbndcUH+8riC4vrR7jB/2Q+eVVRW5/koXz9UCgWVJhPZ5XVf6+4nV/84VnTR6pW8RulBd99uAOwt3OfMW2kyZsnMFxfkjoxjw0bj42G/w2YN/zmehAWJ8RHd6RkQYXfsdyePc6ogHz+tlvsHDbU5Tm808davcmOfeyYMIdDHtq87NT2fX5LkC4I/zxvjdJT7+y92kX2xiOAwX2bfNdqpOQKBwHV4qJTcMEAWNF/uaX07n8B1NLe/2p7Ab6mIdkOryQgajxDkbkhgsCw6i/LL7I4LCZLH5RfUHxcdJEd5MwpK6jyvUamI9Q8A4GxhQZ3XegZEoFIoyNOXk1lZd14NQ4OHALArf4+Dd9E8bMrdQnplBt4qb26Ivt6pOSeLs/klQxbDD/Yaa3es3mTitZ3bAVgwaCj+OtvdM7/afojMwlLC/H24NXGA3e0u/3wrFotE4tAu9Olmu3vnpZQUVfDF8iQA7nhwEjovUXNcIHAHbhki2/nWH8/mYlH9O5aC9omzUeuxY8c6tT1HAr+lItrOVpMRNA0hyN2QgCC5Ekdhvv0IeUigPC7PiiCPqhbkmYX1hXXnQNn3nFJYWOd5ncqDbtVR8sOF1rvPDQ4chEqh4nzFeVLKztldX1MpNhazKm01ADNipuOjdi46/sYxuZX91dG96eFvPzr+xZFDZJSWEObtzR0JtkV2WZWe5b/vAuDPk4ejs+MHP34mk027TqNQ0KAyh5+/u5Hy0io694hkwrX9nZ4nEAhcS9dwX4bHB2GR4PNdF1y9HEEr4WzUeuzYsc1mNxERbfdFCHI3JKA6Ql6Yb7+MVk2EPMdKJD06UBbk6QX1EzQ7BwYBcDo/r95r/YLkK+99+dZ/VPw8fBkWJNs6VqWvabHkTpPFxDtn/0e5uYKOXh0YHzbWqXl78s6zIeskShT8paf9OaV6PW/t2QnAX4aOwNPDw+bYjzftp6iiik5hQUwfYr/t/bufycmkV4/pTXwH5zzgFy/k88NXsuC/Z/HVqOzUNRcIBG2PeSPiAPhyzwX0Vhq2CdonzkStm9tuIiLa7on4VXdDQsLl5MrcLOvVTmqICg8AICO7qN5rncJk0Z1bUl4vsbNvmBw1PpBV3682MrQzABsyT9oU29Ojr8ND4cHRkmNszN1kd42NQZIkPkz9iGMlJ9AptdwbfzcqheMvHJPFwgsHfwbkrpydHFRWWb5/L/mVlcQFBHJTrz42xxWWVfLxpv0ALLx6hN0mQMlH09h76DxqtZK7ZjtuRFTDR//5HbPJwuBRXRkwvLPT8wQCQdtgUq9wwv205JUZWHsky9XLEbQizkStRQKlQAhyNyQ8KgCAnMwiu+NiI2XrSdrFwnqvees0xATLwv7kxbqZ/4OiZE/z8bxcSvV1a50nhnfBU+VBRkURx4qt/6hE6MK5OfZGAL68sJKcquatLPDdxR/YmrcdJUr+3OV+Yr1inJr3xbk9nCrJwd/Dk0W9xtsdm1VWynsH5JKEj41MxMNOhOHDjXso1xvoGR3GxL72q6V8sFL2o18zvi+RYfYbEdWQciqLTWsPA3DXQ5OdmiMQCNoWHiolc4bKTcI+2XHexasRtDbORK2F3eTKRghyNyQ8MgCAgtwyjMb6Le5riI2SBXl6ZqHV5kDdo+TmNicv1rWmRPj4EuPnh0WSSL4sSu6p9iAxXG4Zv+7icZv7nhg+gR6+3dFb9Cw/9z4Wqen1dyVJ4vuLP/JNxncAzIu7jQQnmwDlVZXVescX955AoNbL7vjXd26nymRiUGQUUzp3sTkut6SML7YdBGDh1JEolbarpRw4msb+I2mo1Urm3eh8N9HP/ivXWE+c3If47qIrmkDgrswZ2gG1UsHe84Ucu2g9MV5wZSPsJlcuQpC7If5B3mh1HkiSRM7FIpvjIsL8UauV6A0mcvLqf/l3j5QtG8czsuu9NjhSvm22M6N+ma5JUT0B+CX9CBYbthWlQsk98fPRKbWcKj3Na6feoMTY+B+gUmMpb5z+D6vTvwHghqjrGRc2xqm5kiTxbPJPlJn09AmI4sY4+xVQjufmsOq4XIXliatG2y1J+L/fd1NlNNE/LpLEHnF2t7via7kk4rUT+hIeYruW+aWcPZHJtvXHUCgUzF0wzqk5AoGgbRLup2NKb9kS+MnOVNcuRiAQtCmEIHdDFAoF0R2DAUg7Vz/xsga1SkmnWFl0nzqXU+/1hDjZmrIvJaOeH3x0xzgAfk85W2/euMju+HnouFBeyK8Zx2zuP1Qbyj3xd+Gh8OBQ8WGePPIMR4ttj7eGyWJiW952/n7kafYXJaNWqLm941xmxEx3ehufpuzm98wTeCiUPDPgWlR2OnlKksRzmzdikSSmdenGoMhom2MzCopZtVO2kvxl6ii7wv3g8XT2Hb6AWq3kthkNiI6/K0f1R0/pQ1yXcKfnCQSCtsm8ER0BuXNnXpnewWiBQHClIAS5m9IhPgyACyn1hfaldI+XRdzxM/X93v3jolCrlGQWltartjK+UzxqpZLTBfmkXFaP3FutYV5nWVS+eXwjJottO8qQoME80/tJojyjKDYW8/LJV1me8gGnSk/brcBisBhZn72Rxw/9nf+lvE+xsZgozyie7v0kE8Pt+78v5UjhRV4+/BsAj/adTO8A+5aPn0+fYldGOlqVmiVX2Y/Av/PbLkxmC8O7dmBIl1i7Yz/6Wq7WMnVsHyJCnYuOp5zMZHt1dPzWP4nouEDQHhjaKYiE2AD0JgsfbU919XIEAkEbwXaxZEGbpmPnakF+1r4g79E5nB/XH+bk2fq2FC+tB31jIziQepE9Z9KJDQ6ofc1Pq2NkTAc2X0jl59OnWDi0bhv4O7qM4JOzuzlXls+P6Ye5oUOCzTXEeMXwTK8n+eLCV2zM3cTWvG1szdtGuDaMQYED8fPww0vthVqhJr0inTPlZ0ktP4/BYgDAV+3L1RGTmRwxEY3S+WY4pcYqFu9ZhVGyMDGyB7fF2+6yCVBmMPDCliQA/jRoCNF+toVzSnYB3++Vo/0PTrVfLeXoqUx2H0xFpVRw+0z7a7iUz975Izpe8/cWCATujUKhYMHoeO7/bD8f7zjPgjGd8daKn+KWwmw2s2XLFjIzM4mMjCQxMVH4sgVtEvEt4KZ0qBZo507XF9qX0qOz7Fc8fjYLi0Wql3Q4pEssB1IvsvPUBWYOq1va75pu3dl8IZU1J47x5yHDUF5iyfDx0HJPt1G8cvR33ji2gYmRPfDx0Npch1al5c5O8xgZMoJNuVvYU7CXbH0OP2ettTknWBPE1MirGR1yFVqV7W1bQ282sXj3KtLKC4n2CuCFgdc7bE//yo6tZJeX0cHPnwWDh9gd++Yv27BIEmN7x9Ovo/2o+0erZO/4lDG9aktROiL1THatd3zOfWOdmiMQCNyDyb0j6BTizbm8cr7ak8ZdV3Vy9ZLaJWvWrGHRokWkp6fXPhcTE8OyZctE5RJBm0NYVtyUzj1kEZh6JhuD3mhzXJe4UDx1HpSWVXEmtX40fXQv+Ydg8/Fz6C+r2DK1Szd8NBpSiwrZmJpSb+7c+KHEeAWQWVnCy0d+c2rd3Xy7cm/8Xbwx4FXu7XQXE8LGMyJ4OAn+/ejh251xoWO4p9N8lvZ9gX8n/ItJ4RMaJcb/smslW3POolOpeX3oTfhrPO3O2ZmexkcHDwDw/LiJ6NS2mwAlp17k98NnUCoULJo2yu52z6Tmsn1fCgoF3DbTee/4N5/I5RFHju8pvOMCQTtDpVRwb2I8AO9vPYfR3PQqVK3FW2+9RVxcHDqdjmHDhrF7926bY41GI8899xydO3dGp9ORkJDA2rX1gzAN2aazrFmzhlmzZtUR4wAZGRnMmjWLNWvWNHkfAkFzIgS5mxIeFUBAkDdmk4UzJ+o38KlBrVYxoLfsb957uH53zb6xEYT7+1CuN7DjVN3auD4aDXP69APg/f376s31VHvwz0FycuXK1P1syT7j9Pp1Kh1XhY5iXtxcFnS+l8XdF7Gk52Pc2WkeiaFXEeUZidJO8qUtasT45uzT6FRq/jviVvoERtmdU2Yw8Njv8o/EnD79SKxOaLWGJEm8+sMWAGYM7U2XCPvNhT79Ru6uOW5EdzpEBTn1Horyy9jwk1xKceY8+4JfIBC4JzMHRhPioyGjqJIfD1109XKc4quvvmLx4sU8/fTT7N+/n4SEBKZMmUJOjnXr5JNPPsm7777Lm2++ybFjx1iwYAEzZszgwIEDjd6mM5jNZhYtWmQ1T6nmuYceegizWXRMFbQdhCB3UxQKBd37ykL75KF0u2MH95Oz+vceqt+MQqlUMLFfdV3xQ6frvX5HwgDUSiU7M9I4klPfHjM0JI7bO8u+6L/uWU1Kqe2qLy2NNTE+PNTxreClWzeRXlJCtK+fw0TODUfOciD1IjoPNX+eMsLu2IysIjZsPwnAbTOc947/9PVujAYT3fvE0Kt/B6fnCQQC90HnoWL+KPn76d1NKXaT3NsKr776Kvfeey/z58+nV69evPPOO3h5efHBBx9YHf/JJ5/wt7/9jWnTphEfH8/999/PtGnTeOWVVxq9TWfYsmVLvcj4pUiSRFpaGlu2bGn0PgSC5kYIcjemWx+5JN+pYxl2xw3sI4u6Q8fT0RvqNxKa1E/uLrnhyFkqLrO/RPn6cU3X7gD8Z89Oq9t/pPckBgTFUmKs4u5tn5Balt+wN9IMnC3JZXbSew0W49+eOMYXRw4B8K+JU/DR2E4aNZrMvPaj/AU+b8wgwvx97G77s293Y7FIDBsQR7d452wnBr2RH76Uo+ozbh/p0PcuEAjcl9uGdcRXp6ZruC9lettN3toCBoOBffv2MXHixNrnlEolEydOZMeOHVbn6PV6dDpdnec8PT3ZunVro7fpDJmZtu8aN2acQNAaCEHuxnTvI7eMP3GwvhXlUjp3DCE0yIcqvYl9h+tHyQfERRMT7E9ZlYGf9tfvvnn/4KEoFQp+O3uG3Rn1ow5alZr/DJ9NvE8IWZUl3L55BWdKchv5rhqGJEmsSt3PTUnLOVmSTZDGi3dHznVKjB/IvMgT62Xv+wNDhjEy1n40+tMtBzifV0Swrxfzxw2yOzYrt4SfNx4BYN6Nw+2OvZQNPx2kqKCckHA/rprY2+l5AoHA/fD38mD7E+N5c84AfHW281baAnl5eZjNZsLD6wYXwsPDycqqX1YXYMqUKbz66qucPn0ai8XCunXrWLNmTa0Qbsw2QRb6JSUldR6XEhnpXEdjZ8cJBK2BEORuTM+EWJRKBZnpheTn2O6CqVAoSBwq21I276rv81YqFdwySi5b+PnW5Hq3TrsFh3BLtZf8mU0bMFrx3QVpvfl49J108wsjT1/G3M0f8HP6kUa/N2c4X1bAAzu/5B8HfqDSbGREaDzfTFjA0JA4h3Mvlpbwp5++w2A2Mym+Mw8Pt+/Vziws4b+/yRGbh6ZdhY/OfqLp59/uxmSyMLBPLAk9Y5x6P5IksaY6mfOGuSNRe4jSXAJBe6etC/GmsGzZMrp27UqPHj3QaDQsXLiQ+fPno1Q2TXosXboUf3//2kdsbN0+EImJicTExNi8w6hQKIiNjSUxMbFJ6xAImhMhyN0Ybx8dnbrJZQ2PJtuPko8eJttStu45g9lKRv+Mob3x1Kg5k5XP3rP1o+APDxtJoE7Hibxc3t23x+o+grXerLjqDhICYygxVvHIntU8tvcbSgxVDX1rdik1VvHykXVc9/tbbMw6hVqh5JHeE3lv1G2E6Xwdzi83GFjw43fkVVTQPTiEVyZPq1PS0RovfZtEpcHEwPhorh/cy+7YvIIyflwvd/C8c5Z9n/ml7N16mgtnc/Dy1jL1xsFOzxMIBIKWJiQkBJVKRXZ23Vyi7OxsIiIirM4JDQ3l22+/pby8nPPnz3PixAl8fHyIj49v9DYBlixZQnFxce0jLS2tzusqlYply5YB1BPlNf9//fXXRT1yQZtCCHI3p/cAOWHz8N5zdsf17xWDr4+OopJKko/VF9x+njquHdQTgI837a/3erCXF0+NkTtkvrl7B8lZ1r13gVovPhl9J/d3H40SBT+kHeKa3//DOyc3k1tV1qD3dimSJJFckM7TB35g/NrX+eD0doyShavCOvPN+AXc022UQ1ENUKLXM//7NRzJzSFI58ny626w6xsH+P3QaTYcOYtaqeQfN46vV8v9cj79ZjcGo5m+PaIZ0Md+B89L+eYzOTo+ZeYgvH11DkYLBAJB66HRaBg0aBDr16+vfc5isbB+/XpGjLAfeNDpdERHR2MymVi9ejXTp09v0ja1Wi1+fn51Hpczc+ZMVq1aRXR0dJ3nY2JiWLVqlahDLmhziMZAbk7/YfF8/8VO9mw5hSRJNm/RqdUqxo/szne/HeT7dYcY1Le+X/r20QNZvfMIScdSOHAugwGd6n6RXd+tB7+dPcMvZ07x55++57s5txHq5V1vOx5KFX/pNY7E8C4s2fct58sLWHZsI28d38TEqB5MjupFQlAMkZ5+dpMWSwxV7Mu/wN7882zKOsXZSyq4dPYN4a99JjEmvKvTiY/5FRXM/241R3Jz8NVoef/6GcT4+dudU1BWwfOr5R+L+eMGOyxzmJNfyne/ySUL77rZ+aTMjPN57N9+BoVCwfQ5znvOBQKBoLVYvHgxd9xxB4MHD2bo0KG8/vrrlJeXM3/+fADmzZtHdHQ0S5cuBWDXrl1kZGTQv39/MjIyeOaZZ7BYLDz22GNOb7MpzJw5k+nTp4tOnQK3QAhyN2fA8M54aNRkZRRyISXXbov16ZP68d1vB9m06xSFxeUE+tcV053CgpgxrDerdx7h3z9s4dMHZ9cRigwh5gABAABJREFUlAqFgpcmTOZUfh5nCwv4yy8/8tENs9DY+HIbEBzL9xPu55eMo3x1bh8HCtJYm3GMtRlyy/kQrQ/d/cPx9dDipdbgqfKg0FBJTmUpOVUlpJUXcqmbXadSMzmqFzM79mdISJxTEfEaMktLuePbVZwpLCDY05OPbphFr1D77eglSeL5VespKKuka2QICyY7buzz8aqdGE1m+veKYXA/50sW/vS1bAMaktiNiBjn6pULBAJBazJ79mxyc3N56qmnyMrKon///qxdu7Y2KfPChQt1/OFVVVU8+eSTpKSk4OPjw7Rp0/jkk08ICAhweptNRaVSMXbs2GbZlkDQkigkdyh+2sYpKSnB39+f4uJiq7fOWpon7/+IvdtOc/dDU7jpLvtJKvc+8SnHT2ex4LZEbptRX2DmlpRxzdIVVBqM/HveNUxJ6FZvzNmCfG746jPKjUau7tyVN6Zei9qJJJ0TxVmsOZ/M/vwLnCzOxiQ57k7X0TuIwSEdGRLSkfGR3fH1aLiVY19mBvf/9D15FRVE+vjw8Q2z6BwU7HDeyu0HeX71BtRKJZ8vmkPPGPsC/mJ2Ebf+5QNMJgv/eW42/Xs7Z1epqjRw26SXKSup5Lm3bmdoYnen5gmaB1efvwKBoGmIc1jQHhAR8mag5prm8tJLrUWfITGknc8CldHhGiaP6szFzFywGKyO1QK3DOnBmj1HKCsttTomVO3By4njePCXnygpLaGwqAit2vFHKUrhxcK4kRA3kkqTkRPFWaSXF1JhMlBuNlBlNuLv4UmozocQnQ+x3oGEXpKkKVUaKKk0OD4gl5FXUEheQSGdA4N4Y/I0QtUeTv2tysvLUJqM/GnyMKL9dA7nZGXlERPug6+3lvhYf6c/D3nZRcT3DCEjNY+ufcJb5HPk6+sraprbwNXnr0DgCHH+2kecw4K2jjPnsIiQNwPp6en1yi4JBG0JETmyjTh/BW0dcf7aR5zDgraOM+ewEOTNgMVi4eLFi02KYpSUlBAbG0taWpr44rWBOEb2sXd8RITNNvbOX/GZs484PvZpruMjzl/7iHO45RHHsWk4cw4Ly0ozoFQqiYlxrvmLI2yVcBL8gThG9hHHp2E4c/6KY2ofcXzsI45PyyLO4dZDHMeWQ9QhFwgEAoFAIBAIXIgQ5AKBQCAQCAQCgQsRgryNoNVqefrpp9Fqta5eSptFHCP7iOPT/Ihjah9xfOwjjo/rEX+D5kEcx5ZHJHUKBAKBQCAQCAQuRETIBQKBQCAQCAQCFyIEuUAgEAgEAoFA4EKEIBcIBAKBQCAQCFyIEOStyFtvvUVcXBw6nY5hw4axe/dup+Z9+eWXKBQKbrjhhpZdYBugIcdoxYoVKBSKOg+dTteKq219GvoZKioq4oEHHiAyMhKtVku3bt34+eefW2m1bZ+GHE+j0chzzz1H586d0el0JCQksHbt2lZcbeuyefNmrrvuOqKiolAoFHz77bcO5yQlJTFw4EC0Wi1dunRhxYoVLb5OV9HQ45OZmcmtt95Kt27dUCqVPPTQQ62yzvZOQUEBc+fOxc/Pj4CAAO6++27Kyspsjk9NTa33u1Hz+Prrr2vHWXv9yy+/bI235BJa6jheuHCBa665Bi8vL8LCwnj00UcxmUyt8ZbcDiHIW4mvvvqKxYsX8/TTT7N//34SEhKYMmUKOTk5duelpqby17/+lcTExFZaqetozDHy8/MjMzOz9nH+/PlWXHHr0tDjYzAYmDRpEqmpqaxatYqTJ0+yfPlyoqOjW3nlbZOGHs8nn3ySd999lzfffJNjx46xYMECZsyYwYEDB1p55a1DeXk5CQkJvPXWW06NP3fuHNdccw3jxo0jOTmZhx56iHvuuYdff/21hVfqGhp6fPR6PaGhoTz55JMkJCS08OquHObOncvRo0dZt24dP/74I5s3b+a+++6zOT42NrbOb0ZmZibPPvssPj4+TJ06tc7YDz/8sM649hwUa4njaDabueaaazAYDGzfvp2PPvqIFStW8NRTT7XW23IvJEGrMHToUOmBBx6o/b/ZbJaioqKkpUuX2pxjMpmkkSNHSu+99550xx13SNOnT2+FlbqOhh6jDz/8UPL392+l1bmehh6f//73v1J8fLxkMBhaa4luRUOPZ2RkpPSf//ynznMzZ86U5s6d26LrbAsA0jfffGN3zGOPPSb17t27znOzZ8+WpkyZ0oIraxs4c3wuZcyYMdKiRYtabD1XCseOHZMAac+ePbXP/fLLL5JCoZAyMjKc3k7//v2lu+66q85zDf2bujMtdRx//vlnSalUSllZWbXP/fe//5X8/PwkvV7fPItvR4gIeStgMBjYt28fEydOrH1OqVQyceJEduzYYXPec889R1hYGHfffXdrLNOlNPYYlZWV0bFjR2JjY5k+fTpHjx5tjeW2Oo05Pt9//z0jRozggQceIDw8nD59+vDiiy9iNptba9ltlsYcT71eX88S5enpydatW1t0re7Cjh076hxPgClTptg9fwWCprBjxw4CAgIYPHhw7XMTJ05EqVSya9cup7axb98+kpOTrf7OPvDAA4SEhDB06FA++OADpHZaJbqljuOOHTvo27cv4eHhtc9NmTKFkpKSdvtb3RSEIG8F8vLyMJvNdT6UAOHh4WRlZVmds3XrVt5//32WL1/eGkt0OY05Rt27d+eDDz7gu+++49NPP8VisTBy5EjS09NbY8mtSmOOT0pKCqtWrcJsNvPzzz/zj3/8g1deeYUXXnihNZbcpmnM8ZwyZQqvvvoqp0+fxmKxsG7dOtasWUNmZmZrLLnNk5WVZfV4lpSUUFlZ6aJVCdozWVlZhIWF1XlOrVYTFBRk8zy+nPfff5+ePXsycuTIOs8/99xzrFy5knXr1nHjjTfy5z//mTfffLPZ1t6WaKnjaOs7oeY1QV2EIG+DlJaWcvvtt7N8+XJCQkJcvZw2y4gRI5g3bx79+/dnzJgxrFmzhtDQUN59911XL61NYLFYCAsL43//+x+DBg1i9uzZ/P3vf+edd95x9dLckmXLltG1a1d69OiBRqNh4cKFzJ8/H6VSfI0KBM3JE088YTNhsOZx4sSJJu+nsrKSzz//3Gp0/B//+AejRo1iwIABPP744zz22GO8/PLLTd5na9IWjqPAedSuXsCVQEhICCqViuzs7DrPZ2dnExERUW/82bNnSU1N5brrrqt9zmKxAPJV68mTJ+ncuXPLLrqVaegxsoaHhwcDBgzgzJkzLbFEl9KY4xMZGYmHhwcqlar2uZ49e5KVlYXBYECj0bTomtsyjTmeoaGhfPvtt1RVVZGfn09UVBRPPPEE8fHxrbHkNk9ERITV4+nn54enp6eLViVwRx555BHuvPNOu2Pi4+OJiIiol4RtMpkoKChw6ndj1apVVFRUMG/ePIdjhw0bxvPPP49er3eb9vGuPo4RERH1KlfVfEc4+7t+JSFCO62ARqNh0KBBrF+/vvY5i8XC+vXrGTFiRL3xPXr04PDhwyQnJ9c+rr/++trqBbGxsa25/FahocfIGmazmcOHDxMZGdlSy3QZjTk+o0aN4syZM7UXcwCnTp0iMjLyihbj0LTPm06nIzo6GpPJxOrVq5k+fXpLL9ctGDFiRJ3jCbBu3Tqnz1+BoIbQ0FB69Ohh96HRaBgxYgRFRUXs27evdu6GDRuwWCwMGzbM4X7ef/99rr/+ekJDQx2OTU5OJjAw0G3EOLj+OI4YMYLDhw/XEfvr1q3Dz8+PXr16Nd8bbS+4Oqv0SuHLL7+UtFqttGLFCunYsWPSfffdJwUEBNRmH99+++3SE088YXP+lVBlpaHH6Nlnn5V+/fVX6ezZs9K+ffukW265RdLpdNLRo0dd9RZalIYenwsXLki+vr7SwoULpZMnT0o//vijFBYWJr3wwguuegttioYez507d0qrV6+Wzp49K23evFkaP3681KlTJ6mwsNBF76BlKS0tlQ4cOCAdOHBAAqRXX31VOnDggHT+/HlJkiTpiSeekG6//fba8SkpKZKXl5f06KOPSsePH5feeustSaVSSWvXrnXVW2hRGnp8JEmqHT9o0CDp1ltvlQ4cONBuv69ai6uvvloaMGCAtGvXLmnr1q1S165dpTlz5tS+np6eLnXv3l3atWtXnXmnT5+WFAqF9Msvv9Tb5vfffy8tX75cOnz4sHT69Gnp7bfflry8vKSnnnqqxd+Pq2iJ42gymaQ+ffpIkydPlpKTk6W1a9dKoaGh0pIlS1r8/bgjQpC3Im+++abUoUMHSaPRSEOHDpV27txZ+9qYMWOkO+64w+bcK0GQS1LDjtFDDz1UOzY8PFyaNm2atH//fhesuvVo6Gdo+/bt0rBhwyStVivFx8dL//znPyWTydTKq267NOR4JiUlST179pS0Wq0UHBws3X777Q0qCeZubNy4UQLqPWqOyR133CGNGTOm3pz+/ftLGo1Gio+Plz788MNWX3dr0ZjjY218x44dW33t7Yn8/Hxpzpw5ko+Pj+Tn5yfNnz9fKi0trX393LlzEiBt3LixzrwlS5ZIsbGxktlsrrfNX375Rerfv7/k4+MjeXt7SwkJCdI777xjdWx7oSWOoyRJUmpqqjR16lTJ09NTCgkJkR555BHJaDS25FtxWxSS1E7r+AgEAoFAIBAIBG6A8JALBAKBQCAQCAQuRAhygUAgEAgEAoHAhQhBLhAIBAKBQCAQuBAhyAUCgUAgEAgEAhciBLlAIBAIBAKBQOBChCAXCAQCgUAgEAhciBDkAoFAIBAIBAKBCxGCXCAQCAQCgUAgcCFCkAsEAoFAIBAIBC5ECHKBQCAQCAQCgcCFCEEuEAgEAoFAIBC4ECHIBQKBQCAQCAQCFyIEuUAgEAgEAoFA4EKEIBcIBAKBQCAQCFyIEOQCgUAgEAgEAoELEYJcIBAIBAKBQCBwIUKQCwQCgUAgEAgELkQIcoFAIBAIBAKBwIUIQS4QCAQCgUAgELgQIcgFAoFAIBAIBAIXIgS5QCAQCAQCgUDgQoQgbwYkSaKkpARJkly9FIFA0EDE+SsQuDfiHBa0B9SuXkB7oLS0FH9/f4qLi/Hz83Nqjslo5obRL2I2mfno+4cIiwxo9P6Td6fw+P0f0aFTKMtXLWz0dtwJSZLYu+MMaz7dwf5dZ2ufv+WuROY/MNGFK3PMhl8O8a8nV9f+v3P3CK6/eSjjru6HVufhwpVdmTTm/HVHSooq+OD1X1m7Zh8A469N4LEXb2qRfRmNZjbtOs0Pvx9i3+ELtc9PG9ebvy2c2iL7tMeW3WdY8q9vAZgwqgd/e2AKWm3Tz7UPlv3Gyvc3M/G6/vz1n7OavD1B47hSzmFB+8ZtIuQFBQXMnTsXPz8/AgICuPvuuykrK3M4b8eOHYwfPx5vb2/8/PwYPXo0lZWVdcb89NNPDBs2DE9PTwIDA7nhhhta6F38wfmUHIwGE17eWkIj/Ju0rcAQHwAK8kqbY2ltGqPRxK/f7ee+m9/iyQc/Zf+usygUCgaN6MLflt7E3HvGuHqJDhkzuQ8v/ud2xk7pg4dGzdmTWbz2/PfMnfYK77+xjrycElcvsUVob+ewO7Ez6QR/mvFGrRifNH0A9z3S/MK4sLiCFat2MGvB/3jmtR/Zd/gCCgUMTYjjmYev5eF7JjT7Pp1hxMBO3DV7JCqlgvXbTvDIC6spK9c3ebujJvQCYMNPB8k4n9fk7QkEgisXt4mQz507l8zMTNatW4fRaGT+/Pncd999fP755zbn7Nixg6uvvpolS5bw5ptvolarOXjwIErlH9chq1ev5t577+XFF19k/PjxmEwmjhw50uLv59SxiwB06RmFQqFo0raCQnwBKCutQl9lbJdRVpPRzO8/JfP5+5vJvlgEgJe3lqtvGMj0W4YRERXo2gU2AJVKyaARXRg0ogslxRX8+t1+fli5h+zMIlZ+tJU1n+1g/LR+3DRvFB06hbp6uc1GezuH3YHysirefflnfvtmPwAdOoex6Knp9B7QsVn3k5FVxGff7mZt0lEMRjMAwYHeXD+xH9PG9yEyrGlBh6aiVqu46+aRDOwdy+MvfUPysXT+8sxKXnnyRgL9vRq93e59Yhg6uju7N5/k83eTePRFESUXCASNQyG5genq+PHj9OrViz179jB48GAA1q5dy7Rp00hPTycqKsrqvOHDhzNp0iSef/55q6+bTCbi4uJ49tlnufvuuxu9vpKSkgbfLnvjxR/4afVebrpjFPf8ZXKj9w2yfeO6kS9gNJj46PuHiIh2H3HqCKPRxLofkvnygy1kZxYBEBjsw423jWTajEF4++pcu8Bmwmy2sGvLKdZ8tp3D+8/XPj9kVFdm3DqCgcPim3zh5kra8jncmPPXHTi89xwvP7manItFKBQKZs4bxR0LJ6BpBqtG7T5OZPDVD3vZvPsMFov8U9Kjczg3XzuIcSO64+GharZ9NRenUrJZ/Pwqikoq6RgdxLJnbyYk0Kfx2zuawV/m/BelUsH/vl1ETFxIM65W4Azt9RwWXFm4hWVlx44dBAQE1P6QA0ycOBGlUsmuXbuszsnJyWHXrl2EhYUxcuRIwsPDGTNmDFu3bq0ds3//fjIyMlAqlQwYMIDIyEimTp3aKtG10hL5lntoWNO/PIxGM2aTHJXSaN3mpoddTEYzv363n7tnvsmyf/5AdmYR/oHe3PvQZFZ8t4ib5o1qN2Ic5Kj5yLE9+Pfyu3h9xT2MHNsDhULBnm2n+dsDH7Ng9tv8+t1+DAaTq5faKNrjOdxWMRhMvP/arzx29wfkXCwiIjqQ/3v/Lu595OpmEeOSJLHnYCoL//El9//9C5J2nsZikRg2II63nr+F5f+6jcmje7VJMQ7QLT6ct/85h7AQX85nFPD40m+o0hsbv73e0Qwb3R2LReLL5UnNt1CBQHBF4RaCPCsri7CwsDrPqdVqgoKCyMrKsjonJSUFgGeeeYZ7772XtWvXMnDgQCZMmMDp06frjXnyySf58ccfCQwMZOzYsRQUFNhcj16vp6SkpM6joUjV0aRLb703luyLRVgsEp5eGgKDGx/paQtIksTOzSe57+a3ePW578i+WERQsA8LHrmaT358mFm3j0LnqXH1MluUnn1jefqVObz/zYNcP3soOk8NqWdzePW575g/fRmrP91ORTP4X1uTtnQON8f521ZJO5fLw7e9y9cfbkGSJKbMGMTbqxbSd3CnJm9bkiR27E/hvic+4+HnVpF8LB21Wsk14/vw8Wt38MqTs0joFeMWd3I6RAXx5rOzCfDz5OTZbF5485faCH9jmHv/eAA2/HyIixfym2uZAoHgCsKlgvyJJ55AoVDYfZw4caJR27ZYLAD86U9/Yv78+QwYMIDXXnuN7t2788EHH9QZ8/e//50bb7yRQYMG8eGHH6JQKPj6669tbnvp0qX4+/vXPmJjYxu+vmqnkELZ9B+vi2my8IiMCXKLH0NbXDiXy98f/JSnH/6cjAv5+Ad6c9/DU/jwu0XMuHVEu/TG2yM6NpgHHruGT39ezD2LJhEc6kteTgn/e+1Xbr/2NT55dyMlxRUuXaM7nsPNcf62RbatP8aiW9/h7IlM/AK8eOr1W3n42Rl4eWubvO3DJzJ48KmvePSfazh+JgutRs1N1wxk5dv3suSBq4nv4H65DtERAfzzsemo1UqSdpzig6+2NXpb3XpHMySxGxazhS9ElFwgEDQCl/obHnnkEe688067Y+Lj44mIiCAnJ6fO8yaTiYKCAiIiIqzOi4yMBKBXr151nu/ZsycXLlywOUar1RIfH187xhpLlixh8eLFtf8vKSlp8I96TYS8OfRzenV2f1RsUNM35gJKiir45H8b+XHVXixmCx4eKmbcOoJb7krE26f92FIai6+fJzfNu4rptwxnw88H+frjbaSfz+fT/yWx6pPtTJ0xkJm3jmhS6czG4o7ncHOcv20Js8nMR2+tZ+X7mwHoOyiOJ/5vNsGhvk3e9pnUXP73+Ra275PvRGg8VMycOoC5Nwwh0N+7ydu/FEmSyC0pJ7u4jLIqPeVVBioMRrQeany0Grx1GsL8fIgM9G22wENCzxge+9NkXnxrLStW7aRThxAmjOrRqG3dtmA8e7acYv2PB7nlnjFEdxRecoGghiqjmeJKI6VVJjoEeaFRu4VBo1VxqSAPDQ0lNNRxZGXEiBEUFRWxb98+Bg0aBMCGDRuwWCwMGzbM6py4uDiioqI4efJknedPnTrF1Klyua9Bgwah1Wo5efIkV111FQBGo5HU1FQ6drRdhUCr1aLVNi3qVON/Lswvb9J2ALZtOA5Ajz7RTd5Wa2Iymvnh6918+r8kykqrABg+pjv3PTyF6NjgVl1Lld5IQXEF+cXlFBRXoDeasFgkLJKESqXE31uHr7cWfx9PIoJ9Uatb3x+r0ai5+oZBTLpuANs2HOeLDzaTciqLbz7fyfdf7WbStf25ef5VrXrs3PEcbo7zt61QVlLJC498QfIuWTDPuG0kdz88BXUT/dtZOcW899U2ft10DEkClVLB1HF9mH/zCMJDmiHvxWzmZEYuB89ncvB8JueyCzifV0SlwbGX289TS4/oMHpGhzGuTzwD4qJRNuFO47TxfUhNz+fz7/bw0tu/0qNzBNERAQ3eTve+MQxJ7MaeLaf4+K31LPm/2Y1ek0DQHigsN7B8Swqf7bpAceUf53a4n5Y/je7MnKEd8NS0zVwTV+AWGYA9e/bk6quv5t577+Wdd97BaDSycOFCbrnlltrqDBkZGUyYMIGPP/6YoUOHolAoePTRR3n66adJSEigf//+fPTRR5w4cYJVq1YB4Ofnx4IFC3j66aeJjY2lY8eOvPzyywDcdFPLNMyooVOXcABSTlv3zzpLxoV8jh68gFKpYPzUfs2xtFbh2KE0Xn/he86flaOmnbqGs2Dx1fQfGt/i+84pKOXAiXROns/hbFoeZ9PzyS10XA+7BpVKSUyYPx0jg+jWMZSEbtH07RKFZytZalQqJaMn9SZxYi/27zzLyo+2krznHGu/289vPxxg7JS+3HbfWKI7tO5FjT3a4znsarIyCnlq4SdcOJuDzlPD4udmMHpK3yZts7LKwMerd/Hl93sxVieKjxvRjXtvvYoOUU27A5eWX8SW46lsPn6OfWfTqTLWT1BWKhSE+fvg66nFR6vBU+OB3mSivMpAaZWe7OIySir17D6Txu4zaXy0aR9RgX5MHdCdmcP60CEkoFFr+9PcRI6dyST5aDrPLfuJt16Yg1rV8Aje/L9MYu/W02xae5hZdybStZf16kECQXumwmDinU0pfLD1HGX6P85zlVKBh0pBdome5348xttJZ/jbtJ7MHBjjwtW2HdxCkAN89tlnLFy4kAkTJqBUKrnxxht54403al83Go2cPHmSioo/PLUPPfQQVVVVPPzwwxQUFJCQkMC6devo3Llz7ZiXX34ZtVrN7bffTmVlJcOGDWPDhg0EBrZs6cDO3eTb9CknmybI1/2YDMCgEV0IDm375Z4qyvWseGs936/cjSRJ+Ad6c+efxzNl+kBUjfgBdAa9wcSuI+fZeuAs+46nk55dZHWc1kNFcIAPgX6e6DQeqJQKlEoFRpOF0ooqSsqqKCypQG80cz6zkPOZhWzeL3cJVamU9OwUTuKAeMYM6kKn6JYXwzUNkQaN6MKxQ2l88f5mdm89xYZfDpH02xGuvmEgt907tlmsC81BezuHXcnJI+k88+CnFOaXERLmx3Nv3U5898hGb0+SJLbsPsOyDzaQXd1gbFDfDtx/22h6dLFuKXKGjIJift5/kp8PnOBMVt1kRz9PLQlxUSR0jKR7VAgdQwOJCfLHw87dJ4PJREp2Acczctl7Np31h89wsbCE9zfsYUXSXm4c1pcFk4cR6tew5HaVSsmTD07jzsUfcfRUJh+v3sldN49s8PuN7x7J2Gn92PjTQT584zdefOfOBm9DIHBn0goquPfjvZzIkr9Hekb68fDErozoHIyPVo3BbGH1vgzeTjpDemElj3x9EK1axTX9Gv/91V5wizrkbZ3G1EAtKargpgn/AuDrDY/j14jmFAa9kfk3vEFeTgl/f+lmRk/q3eBttCZ7tp3mjRd/ICerGIBJ1/XnvoenNOq9O6KyysimfWfYuPc0uw6fp/KSsmZKhYIencLo3TmSzjEhdIkNoWNUEL5eWofeVItFIqeglPOZhaRezOfo2SyST2WQnV+3S2qHiEAmDu/GNVf1JiY8oNnfny1OH7/Ix+9sZPfWUwBotR58v/3JVtu/O+JuNYx3bznJPx/5En2VkfjuETz75u1N6vZ7MbuIV5evZ+eBcwBEhPqx6K7xXDWkc6O82iWVVfy8/yQ/7D3GoQt/BBxUSgUDOkUzumcnruoRR+fw4CZZTQCqjCY2H0thze6jbDuRCoCnRs1d44dw97ghdsW9NdZtOc6zr/+ESqng7X/eSu9uDRcJmekF3Hv9MkwmMy8tn0//YZ0dTxI0CXc7h9sru88VsODTfRSU/z97ZxkexdmF4Xt34+5uaLCQoMHdndLSUqQFWlpa2kKVunx1V2gpbaFCaXF3lyAJBAmBJMTdPevz/ZhAhd3NbgiEpHtfV37AvjM7m+w7c97zPuc5SjwcrHhrYidGdfTROc9VGi1vbonj1xPpWMmk/DK3J5Et75xd3cbAHJA3APW9GTx67xJSkvKY/+xoJk3rZfL7/vj1Xv746Qjuno6s2PRUgzb8aEjKSqr47tOd7Nt+HgAff1eeenk8XRv4QSUIAmcvZ7L1yCUOnE6gWv5XEO7l5sCgbq2J7BxCRFt/HOwaVkOcU1jOyQupHIxO4nRcOmqN9vprEaH+jBvQkRG92mFtdXs2pS6cTePHr/ZgZ2/NO1/NvC3v2VRpSg/z/dti+eTV9WjUWrr3bcNLH99XbxcVtVrD75ujWbEmCoVSjYWFlGkTevDA3b2wMfFeIggCZ1KyWBN1gb3nE1HUyl0kEujZKpCxXdsxJKw1zna3rkg7+momn209cn0REBHiy0czx+LjYtoO0VtfbGP34XgC/Vz56eNZJv8uAJa8t5XNv5+gTQc/vlj1aIPY2zZVDh8+zEcffURMTAw5OTls2LCBSZMm6Rz76KOP8t133/HZZ5+xcOFCo9+jKc3h5sqGs5k8v/Y8Ko1AJ38nls3sjp+LrcFjNFqBx36LYVdcHk42Fqyb34c23nfGjm5jYA7IG4D63gy2/HmKrz/YRkCwB8vXLTApG7V/+3k+eHUdAC+9dw8DR3Qy+bpvB0f2XeKr97ZSVlKFVCph0rRePDB/SIN6iSuUanafuMzqnWdIyii8/v/+Xs6M7NOOgd1aExrsddssIStrFByLTWHH0UucvJB23eLS1dGWu4aGM2VYOO4N7FChC0EQqK5SmJ1q6qCpPMw3/36CJe9tBWDIuHCefvOuehdvXknO452vdpCcLs6Xrp0CeXbecIL8TdOJq9QadsZe4ZcjZ4nP/MtFp7WPO3dFdmJ0RCgeTrf+u34NQRDYfvYK76zbT4Vcgau9Le9PH02fUP1F+v+mvFLOrEUrKCyu5P6JPXhs1kCTr6O0qJI54z6jukrB8+/dzZCxESafo7mwY8cOjh07Rrdu3bjrrrv0BuQbNmzgzTffpKCggOeee84ckDch1sZk8tzacwgCjO3sy8d3hxtdrClXaZi+/CQxaSUEudmxe9EAbO7QpmK3GnNA3gDU92ZQXaVg+uhPqK5S8P7SB+hiZEFj3Ll0XnhkBSqVhnse6MtDT46o76XfMqqrFCz9eAe7N58FIKSVF4tem0i7Tg1XvFFVo2TNnlhW7zpDSbmoO7a1tmR4r1DG9O9ARFv/Rvdlzy+uYPvReDbsP0durazF0kLGmH4deHB8T/y86i81MNMwNIWH+aplB/j5630ATLy/N488P7peWVeNRsuqTaf54Y9jqNVaXJxsefyBQYwa2MGkuVKjVLH2xAV+OhBNQbnoFGVtIWNct/bc3SuMjoHejTr3MopKeWblNuKz8pFI4Omx/XlwcPe6D6zlWPRVXnhvAzKphGUfzCC0pbfJ17D6+4Os+GovHt5OLN+8sNk3NDMGiUSiMyDPysoiMjKSXbt2MXbsWBYuXGgOyJsIa6IzeH7deQQBZvQK4n8TO5k890uqlIz+4gi55XJeGtOOeQP+mzKvJlPU2Ryxs7dm6Nhwtvx5inW/HieiR4s6v8ipSXm8+fTvqFQa+gxqx5wFw27T1RpPYnw27yxeQ05mMRKJhKkP9mPmI4OwtGyYr1tFlZw1e2L5fdcZyitFu0QvNwemDu/CxMFhONnfORlhLzdHHpzQkxlju3MwOpHfd57hYlIOmw5eYOvhi4zq054HJ0QS5Nt8CxDN3By/Lzt4PRif+dgQ7n9kcL2C3ey8Ut7+agfn47MAGBjZhuceHY6Lk/E1HJVyBauPneOXw2cprhQXwZ5O9kzrG8HdvcJwdTC8RX27CHR34Zcn7uW9jQdYd+Iin2w9glyt5tHhxkkD+3ZvxZA+oew/foUPlu5m2fvTTXZdmTyzL9vXRZOfXcraFUeZUdvN08w/0Wq1zJw5k+eee46OHe/sOigz/+TvwfjMXsG8NbFjve5NrvZWPD2iLc+vPc/X+5OY2j0QF7v/3gLWHJA3MhPvjWT7umhOH0tk/47zDB0TrnOcQq5i3W/HWf3jERRyFW3a+/H8/+66o7SJgiCwbV003368A5VKg6e3My+8fRdhXUMa5PxypYo/d59l5ZbTVFaLreODfFyZMymS4ZGhjeINbiwWMinDIkMZFhlK7JUsftx0gpMX0th29BI7jsUzul8HHprUy5wxN/MP1q44ysqv9wIwd+FI7pnTv17nOXwykXe/3klltQJbG0sWzh3CmMHGZ7LkKjWrj8ayfP9pyqrFRbC/mxMPDe3JxO4dTC6evB1YW1rwxj3DCXBz5ovtx/hmZxQWUikPDe1p1PEL5w7h1LlUEpLzWL/jLFPHdTPt/W0seWjRSN597g/W/HSEkZO74lkPf/PmzgcffICFhQVPPvmk0ccoFAoUCsX1f5eXl9+KSzNjgC3nsnmhNhif1TuYNyfULxi/xpSuAfx4NIXLuRV8vT+JV8Z1qPugZoZZstIA3Ox22c/f7ue37w8B0LNvG6bPG0S7TgEIgkBZaTWxp5L58eu95GWXAtC5WwivfXwfjk53RjYKQF6j5Kv3trJ32zkA+gxqx9OvT2qQa9RqBXYej+fbtceuu5m09Hdn9sRIhka2RXYHLUpMIe5qDj9uPMnRWLGpi4VMysRBYcyZFImHi2m2bWbqz5263b3xtyi+/WAbALMWDOX+eYNNPodarWHpr4f5Y0sMAB3b+vL6wrH4Gen8o9Fq2XAqjqW7osivlaaEeLoyb3gkoyLaYim7uUC8QqEgrayUUrmcGpWKarVKtEO1scHNxhZXW1v8HZ1ueo4v33eKL7YfA+CZccbLVzbtPsdH3+3B1saSX7+YbXJTJEEQePbB5cSdTWPQ6M4s/mCqydfenPi3ZCUmJoaxY8dy5syZ6/0IQkJC6pSsvPHGG7z55ps3/P+dNoebK3sv5fHorzGotQLTegbx7mTTZSq6OJRQwAM/nsJKJmXfMwMJdGt4B7Y7GXNA3gDc7ANdpVKz5MPt7Nx0Fm2tO0dIKy+KCiuoKKu5Ps7Dy4mHnhrBoJEN8+VvKLIyivjfc3+QkpiHVCphzhPDuHtm3wa5xoS0fD5YsY+LSTmAKE2Zf08/RvVpf9OWaXcKF5Ny+G7dcU5dTAPAxsqCaaO7MWNsdxxsm0dHyTuZOzEg37PpDJ+8uh6AafMG8UA9pGmFJZW88tFmLl7JBuC+Cd15dHp/o3eSziRn8d6GA1zOLgDA19WR+SN6M75b+3o1zcmvqiQ6O5uYnCwu5OeRUlJCUU11ncfZW1rS2duHCB9fevkH0jswCIt6BOhLd59gya4oAN6fPpqxXdvVeYxWK/D4K79z4Uo2/Xu25r0XJpn8vomXsnly2lIEQeDjFQ/RqYF2DJsi/w7IP//8c55++ul/7PRqNBqkUimBgYGkpqbqPI+uDHlgYOAdNYebK0cTC5mz8jRKtZbJXfz55J7wBn0Wz/zhJEcSC5kQ7seX07o02HmbAuaAvAFoqAd6VkYRv/9wmH3bz18PzAG8fV0YOjacex/sd8cVBsWeSuat5/6gqlKOi5s9L713D+HdW9z0eStrFHy/Loo1e86i0QrY2Vjy4IRI7h3ZBRurhrF31GoFssvKuVpQTGZpGWU18tof8UZvKZNiKZNhb22Fn7Mjvs6O+Ls40cLdrV4BSV2cic/gmz+PXl98uDra8tBdvZk0uPMteT8zIndaQH76SAKvP/krWo2Wu2b15eFnRpm8uL2SnMfi9zZQUFyJg701Ly8YTf+erY06Nr+skk+2HGH72csAONpaM39EL+7t0xkrC+NVjiqNhujsLPalJLM/NZnU0hKd49xtbXG3s8fOwhJbS0skEiiTyymR11BUXYNC88+Ont72DtzdoSP3dOhEkLOL0dcD8MmWw6w4GIOVhYyVj0+lU1DdTY+S0wuY/ewvaDRaPnhxMn27m15w9vkbG9i5PobW7UUbxFvVBO1O598BeVFRETk5Of8YM3LkSGbOnMns2bMJDQ016rx32hxurhy/WsicFaeRq7SM7OjNN/d3bfBnU1x2GeO+OoogwMFnBxHicftcmhobc0DeADT0zSAns5jkhDx8AlzxD3S744Lwa+zZEstn/9uERqOlfVgAr3x4Lx5eN//5o86n8M7yPdfb2Q/t2ZaF0wfi5XZz/qQl1TXEpGVxOi2LmPQsEvMLr/slm4KtpQUd/byJCPClZ0gAvVoEmhSoGEIQBA5GJ7Hkz6Ok54oBTIifG09MG0Df8LqLfs2Yzp30ME+8lM1zs5cjr1EybHwET9ejTuRgVAL/+3I7CqWaYH83PnhxMgFGFA1rtQJrT5zns21HqZQrkUhgSmQYT4zug5uDcVvHgiAQnZPFhvhLbE9KoPxvWUwJEOrhSXdfP7r6+tHKzZ1gZxecrPXvAmm0WpJKionNyeZMbg77kq9SLP9r13BK+44836c/nvbGPbS1WoGnVmzmYFwy3s4O/LFoOu6OdX+2JT8fYtWm0/h6OfHL57NN9iYvLarkoQmfU1kh57GXxjHhPtP7TjRVKisrSUpKAqBLly58+umnDB48GDc3N4KCgm4Yb4xk5d/cSXO4uRJ1tYjZK04hV2kZHOrJtzO7YX2Lakce/OkUB68U8OjAViweXfdOVnPBHJA3AP+1m4EgCPz2/UF++e4gAINGduKZ1yfddGOiqholX6w6xKaDFwAI8HLmuQeG0qtzSL3PmVlSxu74JHZfSiQ2M+eG1y1lMkLcXQhxc8XFzgYXWxucbG2QAGqtFqVGQ1mNgpyycnLKKkgvLqNKqfzHOeytrBjYJoQRHdowJLRlgwTnarWGDQcusHxDFKUVYgDSo2MQi6YPolWgx02f38xf3CnzNy+7hIUzvqOksJIuvVrx1jczTXYmWrXpNEt+FutRIruE8Oai8TgY0TgoOa+IN/7cy9lUUd4SFuTDK1OG0CHAOLu/4ppqVl+8wJ9xF0gvL7v+/242tgxu0ZIhLVrSNzDYYPBtDEqNhr3JV/kz7gKH01MBcLC04onIXjwQ3hUrIzTtlXIF0z7/ndSCEnq0CmDZI1PqzPJV1yiZsfAn8gsreODuXjw8rZ/J1771j5N8/c4W7B1t+H7TU7h5/DcaoBw8eJDBg2+sf3jggQdYsWLFDf9vDsjvPE4mF/HgT6epUWkYFOrJtzO63VKv8F1xuTzySwweDlYcXzwUK4v/xo6SOSBvAP5LNwOtVsuSD7ezZc1pAO6b058H5g+5abeX8wnZvLZ0OzmFYrX8vSO78Ng9/erVJa9KoWRHXAJrYi5wLiv3H6+18nCje7A/PUIC6OTnTYCLs0lbblqtQEpRMbGZucRmZHMoMYX8iqrrr7va2TKlS0fu7RZGoJuLydf+byqrFazYfJLVu86iUmuQSSVMGRrOw1P63FH2jk2ZO2H+VlcpeHrmMlKT8ghp480nKx7G3tH4v68gCCz95TCrNonz8u4xXVnw4KA6v9tarcDvx2L5dOsRlGoNtlaWPDWmL/f1DTeqkDKhqJAVsWfYcDn+urTE3tKSUa3bcle7DvT0D7hlRdexuTm8cWg/5/PEOR7q7sGSsRNo4VL3bkByXhHTvvidaoWKOYO7s2hc3e41h04m8vKHm7C0kLHy0wdMbqKk0WhZOOM7EuOyGDw2nBfeu8ek483o506Yw82VffF5PL7qDHKVlgFtPVk289YG4wAqjZa+7+8nv0LBkuldGRPme0vf707BHJA3AP+Vm4FWq+WTNzayd9s5JBIJj78whvH3GGchpv+cAr9tj2bpmqNotAK+Hk688vAIune4cSuzLpILivn55Fm2nL98PYstlUjoERzA8PatGd6+Nd5ODeteotUKXMjOZW98ElsuXCa3XJTZSIBh7Vrz+KBetPPxvOn3yc4v44vfD3EwWtz6dXaw4clpAxnb37SGLmZupLHnr1ar5X+LfifqQDyuHg58uepRk+zxNBotH323h637xJ2lx2YO4P5Jdc/LgvJKXl29m2NXxGLivqHBvH7PMHxd6/4dXCrI58tTUey+mnT9/zp5evFARFdGt26LnWXD1HnUhVYQWB8fxwfHDlNUU4ODlRVfjRrHwJC661h2n0vgmZ+3IZHA949MIbKN4XuOIAg8/+56os6k0C0siM9fv8fkuZd4KYsnp32LIAh8sHwO4UY2gzNjmMaew82VNdEZLF5/AY1WYHCoJ0tvcWb873yy+wpf7U+ifxsPfpkbeVves7ExB+QNwH/hZiAIAl+/v42ta08jlUl54X93MWhk2E2ds6yihjeX7eRYbAoAI3qH8sLsYSY7i5zNyOaHY9Hsu3yVa1/mIFdnpnYLY1JEBzwcbk9RiFqj5VBiCr+fPsfRq2nX/394+9YsGNiL0AYIzE/HpfPpLwdIzioCoFv7QBbPHmZuLHQTNPb8/e3b/fyyZD+WVhZ89ONc2nUONPpYtUbL/77Yzr5jl5FKJbwwfwRjh9Q9L6MS0njh1x2UVNVgbSHjmfEDuK9veJ0BZnxhAZ9FHWNvylVAXHiOaNWGOV260t238Trj5lVWsmDHFmJyspFKJLw2YDCzwut2aHhjzR7WnbiIr6sj656ZiWMd956s3FJmLvwJpUrDG4vGMayf6frWr9/ZwtY/ThLS2ptv/nwM2R3o4d7UaOw53NwQBIElB6/y0a4rANzV1Z8PpnTG8jYWI2cUVzPgowMIAhx+bjBB7s3fAtEckDcA/4Wbwcol+1j1w2EkEgkvvD2FwaNuLhhPzirimU82kl1QhpWljKdnDGbS4DCTHugXsnL5dO9RolIyrv/f0NBWzIyMoGdIYKPaIiblF7Hk0Al2xCUgIAYud3ftxMIhfXE3skBOH2q1ht93nuH7DVEolGqsLGXMnhDJrHE97ujmSHcqjTl/Tx66zBtP/oYgCDz91mRGTDK++YxGo+Xtr3aw50g8FhZS3lg4jkG92xo8RhAEfth/mq92HEcrCIT6efLB9NG08nE3eFxBVRWfnjjGmksX0QoCEmBc23Ys6NGLNu6Gj71dKDUaXt6/h3XxcQA807sfj/cwnFmrViiZ8smvZBaVMbFHB96+b2Sd7/PTn8f54Y/juLvY89uXc4zS6P+dirJq5oz7jIqyGh59YSyTpvc26XgzN/JfeAbfLqoUap5fd55t58Waq0cGtGTx6HaNsth+4MdTHEooYP6gVrwwqvkXd5oD8gagud8MNq0+wZKPdgDw5EvjGDulx02d78SFVF76aitVNUr8vZx5/8nxtA32Mvr4tKJSPt9/jB1xCQBYSqVMCG/PnD7daOV5ZwQH10jML+SbgyfYeSkRAAdrKx4f2IvpPSOwusngOTu/jA9W7OXEBTEb366FN68/MoqW/nfW7+BOp7Hmb3ZGEU/ct5SqCjnj7o1kwcvjjT5WqxV475ud7DgYh0wm5e1nJ9Rpa1gpV/Dq6t3svSDKTCb37MjLdw3B2kDhqFKj4Yez0Sw5fZIqlQqAMa3bsqhXH1q51e97phUE8uUVlKvkVKrkVKoUWEplOFvZ4mxli7u1PTay+kleBEHgm9Mn+fSE2ATo5f6DmNvF8CLnTHIWDy75E0GAL2ZPYEgnw7aGSpWaWYtWkplTwt1jurJw7hCTr3PbmlN89b/N2DlYs3zzwv9Mgeetork/g28XVwsqeeSXGJLyK7GQSnhtfAdm9Q5ptOvZeTGXR3/97xR3mgPyBqA53wyOH7zMW8+uRhAEZj06mOkPD7qp823Yf56PVu5DoxWICPXng6cm4OJoXDfPaqWKbw+f5KfjMai0WiTAhM7teXJIH/xd7uzfe0xaFu/sPMilnHwA2ni68+6kEYT51+2DbAhBELuYfvLzASqqFVhZynjq/oFMGVq3/MCMSGPMX6VCxaKZy7h6OYcOEUF88MMcox1VBEHgo+/2sHnPeWRSCW8+Pb7OzHhOSTmPLd9IUm4RFjIpL00ezN29DO9IxeRk8dK+PSQWi/KocG8fXhkwiG6+/kZ/TkEQSKsq5nh+MnEl2SRW5JNUXkCNRqX3GCkSQp296eoeSBf3IAZ4t8bR0rQC5q9ORfHZieMAvDtkOPd16mxw/Kdbj/DTgWjcHOzY9PwsXOwN35NOn0tj0VtrkEolLP9gBm1bGudGc42/F3gOm9CFZ9+eYtLxZv5Jc34G3w60WoFVp9J5b3s8VUoN3k7WLJnelW7BphUuNzQqjZbe7+2nsFLByjk9Gdj25mWfdzLmgLwBaK43g+yMYh6f/i3VVQrG3d2DBYvH3lSQt3LLKZb8eRSAMf068OKcYVgZEYQIgsC+y1d5d+dBsssqAOjXKphnh/dvkILJ24VWK7AhNo5P9h6luLoGmUTCQ/168PjAyJu2SiwoqeSd5buJOp8KwOi+7XlxznCsrRrGH7050xjzd8n7W9m86gTOrnZ88+cCPLyNf9/lvx9lxdoTSCTw2lNjGd6/vcHxl7PyeXz5RvLLq/B0suezB8cTHqzftaBKqeSj40f45XwsAmLjnpf6DWJiu/ZIjZj/GkHL6cI0dmbGcTT/KlnVpTeMsZBIcbS0wdHSGnsLa1RaDWWqGkqVNai0/+wNYCezZHxgZ6a17EGos3GBryAIfBx1lKXRp5BJJHw/fjKDDBR6KtVqpn76G1fzipncsyNv3Tuizvd4/dMt7Dt2hbB2/ix5+z7TmzddyOSp6d8ikUj45s/HaBn633CSuBU012fw7SCjuJoX1p3n+FVx4d27pTtfTuuCp+Od0SX6pQ0XWHUynfsjg3h38s1JZe90zAF5A9AcbwZKhYpFs38g6UoOHcID+ei72VjUs7paEAR+2HiC79eLbatnT4zkkSl9jHqAlVTV8PrWveyOF7fZ/ZwdeXn0YIaEtqz34kAQBHKqK7haVkRaRSnpFSXk11Sh0KhRaNSotBocLK1xs7HD3cYWf3tnwtx9aOPigaX05jXaJVU1/G/HAbZfFAtm2ni58/Fdo2+66FMQBH7feYavVx9GoxXo2MqHDxdOwMOlYZ1lmhu3e/5GHYjnzad+A+B/38yiR3/D2e2/s3nPeT78djcAzz86ggnDDWd+j19JY9HKLVQrVLT2cWfJQ5MMuqicz8tl4a7t17tqTmnfkZf6DcTVtu5drOSKQtannWVrxgXy5BXX/99SIqWLexDdPYIIdfKmjZMXgfZuWOiwQxRq5SxnijI4W5zO0byrpFQWXX+9l2cLXuo8ijZOdUvcBEHg+b27WBcfh6OVNZvvm0Gwi4ve8WdTspj19Z8A/DD/bnq2Nlxcm19Uwf1P/IBcoeaVJ0YzalDHOq/p37z3/B8c2nmBHv3a8r8ls0w+3oxIc3wG32qUai0/HUvhi32JVCs12FhKeWFUOx7oHdKo9Vf/5nBCAbN+PIWHgzUnXxqK7A66tobGHJA3AM3xZvDFu1vYvi4aZxc7vln1KJ7ezvU6jyAIfLv2GCs2nwJg/j39eHCCcVaJRxJTeWnTLgoqq7GQSpnTpxuPDojEzsp0fWlGRSkHsq5yOj+T6PxMcqor6j7oX1jLLOjo5s1g/5aMDgqltcvNNejZfSmRN7ftp6iqGkuZjKeH9uWBXl1v+mZ4Oi6dl77aQnmVAk9XB7Z+Oe+mztfcuZ3ztyC3jMfu+ZqKshrumtWXec+ONvrYqJhkFr+/AY1W4MG7e/FQHc1pdsZe4cXfdqLWaunZOpDPHhyHk61u6YdWEFgWc5pPTxxDrdXi6+DAB8NG0S8o2OB7CIJAVEEKK5NOcDgv8fr/O1naMNK/A0N929HdIxh7i/p1GxYEgdNFafyefJq92ZdRC1osJVLmtO3Lo6H969SaKzUapq//k5icbNp7eLL2nmnYGrBkfHvdPv44fp5gDxfWPTvToL4e4Od1J1i26mi9Czyz04t4eNIXaNRasw3iTdAcn8G3kmNJhby26SJXC8QeGj1CXPno7vA7sk29Uq2l29t7qJCrWftob7qHNK6M5lZiDsgbgOZ2Mzi8J453Fv+JRCLhna9m0K234WIxQyxdc/R6MP7U/QO5f3TdLhJKtYaP9hzml5OxALT0cOPDu0bRyc80nWZ6RSlbUuPZkXaZi8V5/3hNJpHQwsmNYEcXAh1c8LN3wlZmiZVMhqVURoVKQZG8mkJ5FanlJVwoyqVCpfjHOUJdPJnaujPT2oRjZ1m/gKOosppXNu/hQEIyIEpxPp4yBhe7m2v6k5FXwrOfbkKl1rD+k7k3da7mzu2av1qtlsUP/8T50ym06eDHp7/MM1o3npCcx+OvrqZGrmL0oI68tGCUwR2iLTHxvPL7LrSCwOguobxz30gs9RQRl8preHLHNo5miMXBo1u35d0hw3G20f8dFASBQ3mJfHnpAPFlYmMeCTDIpy2TgyMY6N0GK1nDyqWyqkt599xO9ueKO0tB9m58FTmVtnXIWHIrKxj/+68U1VRzT4dOfDBMv5NKRY2CiR+upKC8innDInlidB+D5/57gefUcd14cvaNHSnr4pt3t7Bl9UnadPTny1WPmms/6kFzewbfKrJKa3hn2yW2XxDnrLu9FYtHt2NK14A7Kiv+bxauPsvG2Gwe7t+Cl8d2aOzLuWWYA/IGoDndDCoranhoyteUFFVy35z+zH58WL3PtWbPWT7++QAAz84azD3D6/YFziuv5Kk/t15vcz+jZwTPDu+PjZGBi1qrZX9mEr8mnOVwdsr1/5dKJPT0CqSPbzDdvQKIcPc1KYjWCgKpFSWcystgZ/oVjuWkotJqAXCztmVuhx7MDO2Kk5XpgbQgCPwRc4H3dx5CrlYT5OrM1/dNoK33zWXgK2sUlJRXE+ht9ig3xO2av+t/Ocayj3ZgY2vFN38+hn+wcX/fkrIq5j7/K/mFFXTvHMzHL99l0N5yS0w8L/++E0GAKZGdePXuoXq7ZSYUFTJvy0bSy8uwtbDg9YFDuKdDJ4NB4fniLD6O28PpQjGAt5NZcldwF2a0iiTY4dZnr/ZmX+btc9vJk1fgZGnD0t7T6OpuuKlPVEY6MzasQQC+GTOe0a31y4T2nE/k6ZVbsZTJ2Pj8LII8XAye++TZFJ55ex0ymZRfP59NoJ9p8620qJIHx3yKvEbJm1/PJHJAqEnHm2lez+BbgUKt4btDySw5mIRcpUUqgVm9Q1g0vC3OtrenidfNsONCDvN/O0OQmx2HnhvUbBet5oC8AWhON4Ov3tvK1rWnCQj2YOnq+VjVsyhw36kEXv56K4IAj0zpw5xJveo8Jjotk4V/bqOwqhonG2s+vGsUg9oat4Ur16j5I/Ecy+JOklVVDogZu76+IYwLac/wwDa42zRcY4EyhZwtqfF8f+kkaRWlADhZWfN0eH9mhnatV7vwy7kFPL56M1ml5dhZWvLBXaMY3r7+uxNmjON2zN+0q/ksuHcJKqWaJ1+byJi7jbMOVas1LHxrDbFxmQT4uvL9B9NxtNe/6Nt59gov/LYDrSAwpVcnXpsyTG/ma8/VJJ7evZ0qlYoAJye+GzeJ9h766xiKFFV8eGE3mzPOA2AllTGjVSQPt+2Hi5VxTkkNRamyhsejfudMcQY2Mgs+7zmVgT5tDB7z0fEjLI0+hYuNDbumP4inve7teUEQeHTZBo4npDGgfQu+eWhSndfz7NvrOHE2hQGRbXj3+Ykmf57vP9nJupVHaRcWwGe/PtJsA45bRXN6Bjc0Z9NLeH7teRLzxS7SPVu48eaEjrT3bTq/p2qlmi5v7UGh1rLjqf5N6tpNoXmbOpoxiUvnM9i2LhqAJ14cV+9g/Ex8Bq8v3YEgwF1DOjN7Yt1tb9eeuciDK9dRWFVNWy8P1jx8v1HBuFyt4sf40wxY/y2vn9pDVlU5rta2PNIxkkOTH+XX4fdxX5vwBg3GAZytbZgR2oV9E+fxRb/xtHH2oFyp4I3Te5mwfSWxhdkmn7Odjydr591PrxaBVKtUPPHHFr46EIVWa14zN2XUKg0fvbQWlVJNj35tGT2lu9HHfr3yELFxmdjaWPLeCxMNBuOH41N4cdVOMRiPNByMLz8TzSPbNlGlUtE7IJCN907XG4xrBYE1qWcYu+drNmecRwJMCgpnx/AneK7T8NsejAO4WNmyvO9MBni3Qa5Rs+DEarZlXjR4zFORfejo6UWpXM6rB/eiLxclkUhYPHkQFjIph+NTOHQpuc7reWzWQKRSCYdPJhIbl1Hn+H8z5YG+WFlbcPlCJmdPXjX5eDNm/o1cpeHd7fFMWXqcxPxKPBys+OK+CP6Y16vJBbR2Vhb0byPen3ZezG3kq7l1mANyMwBo1Bo+f3szgiAwfHwEET30W4QZIiOvhOc/34xKrWFgt1Y8+8AQg9keQRBYcugEr2zeg1qrZUzHtqx+6D6C3V0Mvo8gCGxLvcyQjd/z1ul95NdU4mfnxP8iRxB19+O82G0wQY6Gz9EQWEilTGzZkZ3j5/B25EicrKyJK85j8vafeT/mIJpaWYuxuNrZsnzGXTzQS5T3fHPoBM+u245Ko6njSDN3Kr9/f5Ck+GwcnGxZ+MYko7Ofuw5dYu32MwC8+uQYWgTql7icS8vhmZVbUWu1jO4Symt36w7GBUHgvaOHePfoIQBmhIWzYuIU3Gx1L1hza8p58OhKXju7hTKVnPbOPqwe+BDvdZuEn139Cr0bClsLS77udS/jA8NQC1peiF7PsXz9wayVTMaHw0ZiIZWy+2oSO5IS9I5t4eXGzAFdAXh/40GUarXBa2kZ5MH4YaLjzdcrD+oN9vXh5uHI6NqGa78vO2jSsWbM/Jvs0hqmfhfFssPJaAWYFOHHnkUDmRjh32R3X0Z2FGtFdsU134DcbFJsBoBdm8+SdjUfJ2c75i2su320LuRKFS9+uZWKagVhrX1567ExBqUbWq3A+7sO8fPJswA80r8nC4fUbYeYWFrI66f2cDxX1LD62TnxeOfe3N0qDOsGLiQzFplUyozQLowMast7MftZnxzHt3EnuFJawBf9x5ukLbeQSXlx1CBCvT15fctetscloNJo+eTuMTfd3dPM7SXxUjarl4vB74KXx+PuZVxmKi2ziI+X7QHggbt7MSBSvxwjvbCUJ37YhFylpl+7EN6ZNlJnMK4VBF47uI9VF84B8ELf/szr2kPvfDuUm8jimA2UKmuwk1nyRPvBzGgVqdOu0BClyjISKxPJledRoiylVFVKlboKG5kNdjI77C3s8Lf1o71Te7ytvUwKGCylMt7vNhkJEjZnnOfZ0+tYN/gRvYuF9p5ezO/ek69OneCdIwcZGNwCeyvdtSSPDItka0w8mUVl/HH8/PUAXR9z7+3D7sOXuHw1j8MnExnYy3g7S4B7Zvdnyx8nuRCdStrVfIJbGd+92IyZa5xMLuLxVWcorFTiamfJR3eHM6yDaYYIdyLD2nsjk0q4nFtBelE1Qe4Nu+t9J2AOyM0gr1Hyy3cHAbj/oQE4udTvi/7JzwdITC/A1cmO954cj40Be0KtVuCVzXtYHxsHwEujBjGrl+GiT7VWy5KLUXx57hhqQYuVVMajnXoxv1MvbC3ujMIUT1t7Pu03nkH+rXj++HYOZF1l0vafWT7kblo6mVbwdleXjrjZ2/LEH1vZczmJp/7cyhdTx950EyEztweVSs0nr65Do9bSb3hHBo027Bl+DYVSzWufbqVGrqJbWBBzpup3+iirlvP48o2UVNXQIcCLT2aNw1J246JNKwi8UOvJLQHeHTqCezvqbrKh0mr44tJ+fkgUO112cPHl0x53G12wqRW0xJVf4nRxNJfLE8hT5NV9UC1uVm6EOXdkhPdwAuyM6wgqlUh4q8t4kioKuFSaw6JTa/il/4N6XV7md+/JhsuXyCwvZ0n0SZ7r01/nOHsbKx4f2Zs31uzluz0nmdijg17bSAA3F3umjuvGyrUn+P73Y/Tr0RqZzPjFi4e3E70GhnJ8fzw710fzyHNjjD7WjBmANdEZvLj+AmqtQHtfJ5bN7EagW/MIXF3trege7MrJlGIOJeQzs3dIY19Sg2OWrJhh4+8nKC6swNvPhbFGFpv9m62H49h86CISCfzvsTF4uupvRiMIAq9v3cv62DhkEgkfTB5ZZzCeVFrIlB2/8GnsEdSClmEBrdk38WGejuh/xwTjf2dCiw6sHTUDXztHksuLmbR9JSfz0k0+z6C2LVkybQLWFjIOJCTz1J/b6tw+N3NnsOq7g6Qm5uHsas+ClycYfdzXKw9yNa0AV2c7XntqrN6gTq3R8twv20gtKMHX1ZFv5k7CzvrGuaAVBF7Zv4d18eJ8+2zkGL3BeImimoeP/Xo9GJ/esge/D5hjVDCeXZPN7+l/sCj2WT6+8hmHCo6Qp8hDgoQgu0D6efRlvN9YZgZPZ36recwOmcXUwLsZ4zOKUMe2yCQyipXFHCo4wssXX+PLxG9IqUo16ndmLbPgi5734Gxpw/mSLN6/sEvvWBsLS17tL9oTLj8TTXJJsd6xE3t0pJW3G2XVcpbvO13nddw3oTsO9takZhax9+hlo67974y8S6wv2LclFqXSPM/NGM/amEyeX3cetVZgfLgf6+f3aTbB+DUGtBV15EcSCxv5Sm4N5lTbf5zysmr+WCG2s39w/tB6FXImZxby4cp9AMy7qw89Ouq3IBMEgfd2HmLNmYtIJRI+mjKaMZ0M23z9nhDL66f2oNRqcLKy5q2eI5jYokODaOHkGiUVqiqUggoHCzscLOyQSRpmndrJ3YfNYx/k0YPriSnIYuaeP/hp6D309Q0x6Tz9W4fw7f2TeHTVRg4kJPPMuh18cc+4O9o39r9O4qUs/vjhMCBKVVzcjGu4cfhkIht2xgLwyhOjcXfVf9wnWw8TlZCOrZUlX82ZiIfTjWMFQeDtIwdZHXcBqUTCJyNGMyG0vc7zpVYW8cjx30ivKsHOwor3uk5khH/dnr+5Nbmsy9rIqeK/AlZ7mT2R7j0Id+lMG4c22FvUHRgoNAoSKhM5lH+Y6JIzxNT+DPQcwKzg6VhIDd+bAuxd+aD7XcyPWsXvKdH08mzJCH/dn3VYy1YMDG7BobQU3j1yiOUTJuscZyGTsmhcfxb8sInfjpzl/n4R+Lg46r0GR3sbpk/qyXe/HeHHP48ztF87LEzIknfv0xoPLycK88s5vu+S0bsqZv7bbDibyXNrzyEIMLNXMG9N7NhkteKG6Nfag492XSHqahFqjdakudUUMAfk/3HW/nKc6ioFLdp4M2hUJ5OPV6s1vPHdThRKNb3CgnlwgmFHle+OnL6uGX9n4nCDwbhSo+GN03tYlRALwAC/FnzYZww+dvofiHrPpVURX5ZCYmU6SZUZXK3IpFBZilKr+sc4CRIcLewItvclzLk1nZxb084pBGtZ/Rr/eNra89vw+1hweBN7M5N45OB61oyaQXtX0/ShvVsGsXTaRB5ZtYk98Un8eDyah/rVbzfDzK1Fo9bw+Rsb0Wq0DBjZif4jjJtXRSVVfPjtbgDun9iDyC76C6t3nr3Cr4fFefTe/aMI9dPtkPJdzGlWxIqFoR8OG6k3GI8ryWbe8d8oVlbjb+fCkt7TaFtHe/oKVQXrMjdwqOAIWsTi5S4uEQzw7Edn57A6A+h/Yy2zJsy5E2HOnciqyWZr9jaiik5yqOAwhYpCFrSej10dgf1AnzY83LYfyxKO8t6FnfTzboWdji6hEomEVwcM4uivqexPTSY6O4vufrolMgPat6BbS39ikrP4Yf9pXr5riMFruHtMF1ZvjiYrt5Sjp5IY1Nt4LbnMQsbwSV35fdlBDu+6YA7IzdTJtvM5PPOnGIzfHxnEmxOaZzAO0MnfGWdbS8pqVJzLLKNbcPPqsdG8lhdmTKKooJyNq04AMOvRIUjr4Z29cutprqTm42RvzavzdBeTXWPL+Xg+338MgJdGDWRyREe9Y/OrK5m2exWrEmKRAM93GcjKoVNNCsar1DUczI/mvUs/cn/US7x04Wt+StnMkYKzZMsLrgfjMokUW5nY8lpAoFxdxYWyJFal7+SlC18z/cTLLLu6jpyaAqPf++/YWFjyzcBJRHoHUqlSMnvfGrJrvdJNoU+rYF4ZPQiAT/cd41RqZr2ux8ytZd3Px7h6OQcHJ1vmLx5n1DGCIPDht7spLa+hdYgnD0/rp3dscl4xr/0pFnw+PLQnQ8N0e9VvSbjMh8ePAPBK/0Hc1V73fDtblMEDR1dSrKyudVGZazAYFwSBY4VRvHjhFQ4UHEKLlgiXcP7X6Q0Wtn2Crq5dTA7G/42/rR+PtHqYhW2fwFpqTVz5Jd6J/4AihX55yTXmtxuAv50LuTXlLLtyRO+4lq5u3NNBXCx9EnXUoA3iYyN7A7DuxEXyyioNvr+tjRUThouB9JptZ+q83n/Tb5j4d4o5noS8Wmny8Wb+O1zKLueZNbFoBbivRyBvT+zUrHdOZVIJfVu7A3C0GcpWzBny/zC/LjuIQqGiQ3ggvQea3h0uIa2AHzeKAf0zM4fg4aJfN34uM4eXN4lBxNw+3ZjVS79jQUJpAbP2/kludQWOltZ8OWACg/1bGX1dVysz2ZZ9lIP50Si0fz3Q3K2caefUgjaOgbR2CMLXxgMnSztsZTZIJBLUWg0V6ipKlBVcKU/lQlkSF8uSKFKWsSnrEJuzDtPDrQMzQsbSyiHA6OsBUeO6bNAU7t75K4llhczdv5a1o2Zgb0K3UICp3cI4k5HNpnPxPLN2OxsfnYG7Q/PSCTZlMlIK+GXJfgAeeW40ru7658Tf2bb/Iseir2JpIePVJ8dgaanbTadGqeKZn7dSo1QR2TqQx0f11jnuTE42z+3ZCcDcLt2Y06WbznHRhWk8ErWKarWSHh7BLOk1DQdLa73XWaAo5KeUlcSVXwIgwNafB0Jm0tbRcFOe+hLhEs5L7V/gs4QvyKzJ5H+X3uWVDovxsNZvAWkjs+TFsJEsOPkHPyZFMSk4ghAHd51jF/Tsxfr4S5zMyuRYRjr9goJ1juvRKoCuLf05k5zFTwdOs3jSYIPXfdeoCFZtOs25+EyuJOcR2tJ4l4uWoT54+7mQl11K9PHE6wG6GTN/p6xaxaO/xiBXaRnY1pN3Joc162D8Gv1ae7L9Qi5Hkwp4atitue80FuYM+X+UzLRCdm4St7znPjHc5C0utUbL29/vQq3RMrBbK0b2aad3bF55JQtWb0ap0TC4bUueGabb1QDgbEE29+z8jdzqClo5u7N57ANGB+PnShN4LvZznjzzIbtyj6PQKgmw9WJq4Ag+6/IMKyPf4qUOc7gncDhdXEPxsXXHzsL2+me3kMpwtXKipYM/o/368nz7B1gR+SZvdZpPd9cOCAicKo5j4ZmPWJW2A61gmse4s7UNPw29Bw8bO+JL8nn++HaTjgcxW/f62KG09nSjoLKKlzfvNvkcZm4NWq2Wz97YgEqppnvfNgybYLhQ+Rq5+WV88aMYxD80rS+tgvV3y/xw0yGScotwd7Tj/RmjddqKZleU88jWTSg1Goa1aMXivgN0nutsUQaPHP+NarWSXp4t+K73dIPB+LnSC7x28Q3iyi9hKbHg7oC7eLPja7csGL9GiH0wr3V4GT8bX0pUJXxy5XMUGoXBY4b4htLfuzUqrYb3z+sv8PRzdOL+zuEAfBp1zGCW/NHhohxvbdQFCsurDL6/p7sjg2ulKmtNzJJLJBL61gbhx/dfMunYO5HDhw8zfvx4/Pz8kEgkbNy48fprKpWKF154gbCwMOzt7fHz82PWrFlkZ5veWO2/hFYrsPCPs6QXVxPoZssX90Ug+w8E4wD924iL8bPppVQqmlfhc5MJyIuLi5k+fTpOTk64uLgwd+5cKisNbx0CREVFMWTIEOzt7XFycmLAgAHU1NRcfz0hIYGJEyfi4eGBk5MT/fr148CBA7fyo9wRrFl5DK1GS89+benURXdWyBBr98ZyJU2Uqrzw4DC9Ab1Ko+HptdsoqKymjZc7H00ZrXcVfyovgxl7VlOmlNPV0591o2bQwgirwLSqHN64+B0vnf+aS+XJyCRSBnh25YPwp/i2+8s80GIcbR2D66Wrk0qkdHNrz5thj7Ks+yv084hAi8BvaTt4K+57KtXVJp0vwMGZ7wZPwUIiZVvaZQ5kmt6Vz87Kkk/vHoulVMrBhBTOpGeZfI7GoLnP4Z3rY7h0Nh0bWyueeHWCUd83QRD48Ls91MhVhLXz577x+rt4Hoy7ytoTF5BI4P37R+PheGMRp1KjYcH2rRTVVNPBw5PPRuruBZBcUcj8qFVUa1T09WrF0t7T9LoVCYLA7ty9fJbwBdWaGlo7tOLtsLcY7zf2pqUpxuJu7c5z7Z7B1dKVbHkOf2asNTheIpHwYtgoZBIJh/ISOV+sf47M794Ta5kFsXk5nMrSLwPr1SaIzsG+KNQa1py4UOc1TxktLsgORF2hRm6a9CRygLhjee5U3V1C73SqqqoIDw/nm2++ueG16upqzpw5w6uvvsqZM2dYv349V65cYcIE412J/ot8fSCJA1cKsLaQsnR6N1zs6lfj1BQJdLMj2N0OtVbgxNWixr6cBqXJBOTTp08nLi6OPXv2sHXrVg4fPsy8efMMHhMVFcWoUaMYMWIEp06d4vTp0yxYsOAfWulx48ahVqvZv38/MTExhIeHM27cOHJzm283qKKCcvZtF5uD3DdHf7Za7/GlVSxbJ9qiPTa1P+4u+p0gvth/nJj0bOytrPhy6ngcrHXfOE7mpfPAvj+pUivp7RPEL8PuxcXacEvuanUN3yT+yYKY9zldHIdMImWcX39W9HyTF9o/SCfnVg1a3OJv58WLHeawqO10rKSWnC6O45mzn1GsNE0P3s3Tn9ntxcDrjdN7kGtMX+W39fZgchcxi/b1wRMmH98YNOc5XFJUyY+fiZnYBxYMw9vPuGKjXYcucSo2FStLGS8+NlKvxWFxZTWv/7lXPP/AbvRqq9vJ6P2jh4jNy8HZ2oalYyfqbHpTrKjikeO/UaaSE+4awFeR92Ij0x2MawUtv6St4rf03xEQGODRjxfbPY+Pze1vNOJm5crDLecAsDd/P3FlhrPHLRzdmRAoZr+XXjmsd5ynnT13tRfdZJafjdY7TiKRcH+/CADWRp2vs3tup1A//H1ckCvUHDlt2sI7tFMAUpmUovwKk467Exk9ejRvv/02kyff6GTj7OzMnj17mDp1KqGhofTq1Yuvv/6amJgY0tNNt4n9LxCfU86X+xIBeGdyGJ38G7djbmPQr7WYJT+a1Lx05E0iII+Pj2fnzp0sX76cyMhI+vXrx1dffcXq1asNbm0tWrSIJ598ksWLF9OxY0dCQ0OZOnUq1tbitmxhYSGJiYksXryYzp0706ZNG95//32qq6u5ePFiva41PaWAXZvPsnNjDNvXR7N781lKiurOAt5ONqw6gUqloWNEEB3D9VsU6uPrP45QVaOkfQtvJg7S7WcMEJWczvJj4gPunYnDaeGhO0i5WJTL3P1rqVGrGODXgp+G3FOntvpUURzzo99je85RtAj08QhnabeXmN/6Htysb+0NaphPJB+FL8TDyoXMmjxeOf8NZSrT/sZPhffFy9aBtIpSvo87Wa/rmNevBxZSKceT0+/4LHlTmsP14bsPt1NZIad1ez8mTDPsNHSN4tIqvvxJzOTPntqHIH/du0GCIPDW2n0UV1bT2sedBaN0NwradTWRFedEGdrHI0YR6HzjPFBo1Cw48QeZ1aUE2ruypPd9ejPjaq2apVeXsS9/PxIk3Bt4D3NaPHjbsuK66OjcgSFegwD4IeUnquvYoXq4bT8kwMHcBBLK8/WOm1ursd+XkmzQl3xE5za4O9qRX17F/ouGg2yJRMLwfqKUb++ReINj/42NnRUt2jT97or1oaysDIlEgouLS2Nfyh2HRiuwuLbxz8iO3tzdzbRapubCNdnKkcT6GS3cqTSJgDwqKgoXFxe6d/9rO3fYsGFIpVJOntQdzOTn53Py5Em8vLzo06cP3t7eDBw4kKNHj14f4+7uTmhoKD///DNVVVWo1Wq+++47vLy86NZNdxGUId598U8evvtrPn1zI5/9bzNfvLOFT97cyJzJX7Jna6zJ57sVlJZUsXWt6Bc89QH9Tg76OJ+QzfajYmbquQeG6JWflNXIeWGDWFQ2tVsYozrqtv5KLS/hgX1/UqlSEukdyLLBU7Ax0OinRqPgk8u/8GbcdxQqS/GxcefdsAW83GEu/na3r9V0a8dA3g9/AncrZ9Kqc3j1wpIbLBQN4WBpzcvdRfu0ry9EkVMP15UAV2cmR4iZvSWH6hfU3y6ayhyuD6eOXOHgjvNIpRKefG0iMgvdBZn/5vMf9lNeKad1iCfTJuiXqmyNiWffhSQsZFLeu38U1pY3BsRZFeW8sFfM0D/ctTtDW9xYdyEIAq+d3cLZ4gwcLa35tvf9uFnr3t1Sa9V8lbSEU8WnkUlkPNb6Ecb4jroj7NTuDbwHT2tPipTFrM/aaHBsC0d3RvjVZr8Tjukd19LVjaEtWgLwU6x+zbelhYwpkWISYvWxc3Ve6/D+os3kydhUSstNk7e1r0eypKkjl8t54YUXmDZtGk5OTnrHKRQKysvL//HzX+CXqFTOZZTiaG3BmxNMtyluLvRu5YFUAlcLqsgpq6n7gCZCkwjIc3Nz8fL6Z7BlYWGBm5ub3m3p5GRRe/fGG2/w8MMPs3PnTrp27crQoUNJTBS3eyQSCXv37uXs2bM4OjpiY2PDp59+ys6dO3F11b/lrO9mcPpYEhKJhE5dgons35ZeA0MJDPGgukrBx69v4LP/bUIhNz5ouxWs/vEwNdVKWrfzpWc/04qxBEHgq9Xi1u/4AR3p2MpX79j3dx0iv6KKEHdXFo8cqHNMibyG2fv+pEheTSc3b5YPvhsbPe2uAXJqCnjm7Kfszz+NFAl3BQzhm24vEu5qvM9vQ+Jr68m7nRfgbOnA1cpMfkvbYdLxE0La09XTH4VGzbqr9cvmPtRX9CI/npxOhdxwoVtjcifN4YZ8mMurlXz9zhYAJs/sS9uOxrV7j4pJZv/xK8ikEl58fBQWeoL44spqPth0CID5I3rRzv/GRacgCLywdxflCgUR3r4821v3Qntt2lk2Z5xHJpHwRc+ptHTU7VQiCAI/pf5MbOk5rKRWLGrzJD3d7hzPexuZDQ+EzADgUMERqtSGCyznthV3FHZlxVGm1P/wnh0hLuA2XYlHrtZ/n76nVxgSCURfzSS3xLCkJDjAnVZBHmg0WqLPmybBaNPBz6TxTR2VSsXUqVMRBIGlS5caHPvee+/h7Ox8/ScwMPA2XWXjkV1aw0e7rgDw/Oh2+DjbNPIVNR7OtpZ0DnABmpf9YaMG5IsXL0YikRj8uXzZ9PbDIDoeADzyyCPMnj2bLl268NlnnxEaGsqPP/4IiA+exx9/HC8vL44cOcKpU6eYNGkS48ePJycnR++59d0Mho0JZ9max/lk+Rze+nw6b356P9/9+TgzHxmERCJh58YzPDfvp0ZriZyfU8rWNWJ2fM6CYSb7jh85m8z5xGysLWXMm6J72xzgSGIqG2IvIQHenTgCO6sbM94qrYZHD60npaIEf3snfhx6D45W+h0ezpZcZuHZT0irzsHVyokPwp9ibstJ2NSzYU9DEWDnzRNt7gNgfcY+EiuMf+hKJBKmtRE1ruuTL+p1eDBEsLsLwW4uaAWBmEaQrTTFOdyQD/Nfv91PfnYpXn4uzJxvuGHMNeQKFZ8uFzvb3jOum0FLvA83HaKsWk6onyezB+vOov924RzHM9KxsbDgk5GjsZTdGNwnVxTy7nlxwfhUhyH09mqp9z03ZW/haOExJEh4rNUjhLnceZm4Tk4dCbANQKlVcqTgqOGxLn6EOnmj1GrYnql/4dsrIBB/RycqlUr2JuuXo/i4OtKlhbjw2nMhsc5r7dZZLJo/G5dR59i/4xdYd0F7c+FaMJ6WlsaePXsMZscBXnzxRcrKyq7/ZGSY9rttiry+OY4qpYZuwa5M7/nf2z35N71ailamp1Pr7k3QVGjUgPyZZ54hPj7e4E/Lli3x8fEhP/+f+j+1Wk1xcTE+Pj46z+3rK2ZvO3T4Z+vn9u3bXy8W2b9/P1u3bmX16tX07duXrl27smTJEmxtbVm5cqXe69Z3M3h88ViCWvzTskwmkzJj3mDe/WYmDk62XInLYt2vx037RTUQvyw7iEqloXO3ELr2Mt7XG0Cj1bL0T/HBd+/Irni56W7QU6lQ8toWsfhsVq8udA3SneX54MxBTuZl4GBpxU9D78HLVr9f89bsw7x2YSmV6mpCHYP5ostzdHDWH1Dcbnp7dGaAZ1e0CHx/db1JgfXo4FBsZBYklxdzrkj/ItAQPUNEHWFjNApqinO4oR7myQm5rP9FnMuPvzgOGyOdDlauPUFOfhleHo7Mmap/YXvscirbzlxGKpHwxj3DdAbaGWVlvH9M3LV6vk9/WrjcuCug1Kh59vQ65Bo1fbxaMrdNX73vear4NBuyNgHwQMhMurhGGPWZdFGjLiCvOorE0l85k/8WMflvklD6M7lVR6hW31zBrUQiYbi3uADam3/AoAWpRCJhcnAEABvSY/WOk0okTG4nftfWXzZcMDqis7i7uPtcQp3X2rWTuOA7c9G0DLlvoG7v9ObGtWA8MTGRvXv34u5e9+e2trbGycnpHz/NmVMpxey5lIdMKuG9u/4bfuN1EdlCXLCeSmk+AXmjNgby9PTE01O/5+41evfuTWlpKTExMdd1ofv370er1RIZqbuAKiQkBD8/P65cufKP/09ISGD06NGAaLkE3JAplkql17NzurC2tr5eVGYsXSNb8fhzY/jg1XWsWn6IoaM74+XrYtI5bob0lAL21urY5zyh36ZQHzuOxpOcVYSjnTUzx+nfvv76YBQ55RUEuDjx1BDdD/7taZdZfknM1H/cdyxtXfR/B35P28mvaaJf93DvSB5rMxUrqX6NeWMxt+VEThZdIK48maii8/TxCDfqOAdLa0YFhbIxJY71Vy8S4WH6NnXPkADWnLnIyZTbnyVqinO4PvP332i1Wr763ya0Gi19h3YgcqB+H/6/k5JRyKpN4nd/0dyh2NnqDuJrlCr+t07Mot/fP4JOQTcuWgRB4MX9u6lWqejpF8CscN2+51/EHyC+LBdXKzve6zYJqZ65n1GdyffJ4s7DSO/hDPbSLTWrC7m6kNjC98mu2mdwXIjjXXTxfBmJpH55od7uvfgjYy0FigLOl10gwkX/nBsfGMbHF/dwoSSbxPJ82ujpRDqpXXu+Pn2CI2mpFFRV4WmvW2M/vHMbPth0kNjUHHJLK/Bx0d9BOLxDAFKphIzsEgqKKvB0N67bsJunA1bWTb93X2VlJUlJSdf/nZKSQmxsLG5ubvj6+nL33Xdz5swZtm7dikajuS5hc3Nzw0qHS9B/DUEQ+HCnuMt4b49A2nob3626OdM12BWJBFKLqskvl+Pl1PQlPE1CQ96+fXtGjRrFww8/zKlTpzh27BgLFizgvvvuw89PDGCysrJo164dp06dAsSsyHPPPceXX37J2rVrSUpK4tVXX+Xy5cvMnTsXEIMEV1dXHnjgAc6dO0dCQgLPPfccKSkpjB07tsE/x+DRYYR1DUapULPh99trVff7D4fRagV6DQylfZhpW/RKlZrlG6IAeGBCT5zsdX/xrxYU8evJWABeHztUp1Qlo7KUF46LW+ePdIxkVJD+DqG/pW6/HoxPDx7NU23vvyODcQAPa1fG+4sBzN480wosRwWJGvgzBfWTnLT3EYOLjJKyeh1/O2guc/gaW/84Rfy5DGztrHj0BePeRxAEPv5uLxqNlr7dW9G/p+6W9wDf7ztFVnE5Pi6OPKHHVWVLwmWOZ6RjLbPg/WEjdAbal0pzWJEozt23u07Ay0b3w1ytVbMseTlKrZIw507cG3SPUZ/p358vo2IHezPurg3GJThatsDPfijtXOfRznUe/vbDcbISP3dqxXouFH1m8vtcw1pmTV8PsVNpTLHh5jtu1vb08xbfd3/OFb3jWrq60dnbB40gcCBVvwe4l7MDYUHiDs7JRMOZb0d7G1oEinr9K8n6nV7+jVQqxdOn6VvaRUdH06VLF7p0EReMTz/9NF26dOG1114jKyuLzZs3k5mZSUREBL6+vtd/jh9vnJ3kO439l/OJTivB2kLKU0ObV2fKm8HZ1pL2PuLOyKlmIltpMsvv3377jQULFjB06FCkUilTpkzhyy+/vP66SqXiypUr1zNmAAsXLkQul7No0SKKi4sJDw9nz549tGolyjU8PDzYuXMnL7/8MkOGDEGlUtGxY0c2bdpEeLhxGU5TkEgk3Du7PxfOpLFz4xlmzBuEvcOtX9VlpBZycJfYyGLmPMMtn3Wx+dBFcgrL8XCx557hETrHCILAuzsPodZqGRLakv5tQm4Yo9ZqWXhkCxUqBV08/Hi2i+4OgiAG46vSRZeWOS0mMiVwqMnXfbsZ5NmNtRl7OVtyBblGgY3MuCxsK2dxizatohRBEEzevbCpdd2oyxe5sWkOcxjEWoyfvhA7pM5eOMLooGnHgTjOxWdiY23Born69eapBSWsOBADwOJJg7DT4d1foVDw7lGx2PPxHpGE6JCqaAQtb8RuRYvAKP+ODPHVv/jdkrON9OoMHCwceLjlHGQS45xi/novJWfy3yCjUlxsO1u1o7vXmzhb6y64Tq/YRnT+KySV/YqNhSdtXWaZ9H7X6Owcxp68fVwsv1Tn3Bng3ZqDuQkcyUvikVD9/RcGBodwPi+XI+mpTO2o39a1e0t/zqflcCY5m4k9DLe3Dwlw52paAWlZRfTrYbxc0MHRcC+GpsCgQYMMyvjqUzvzX0GrFa4Xcj7YNwTvZpAFbkh6tnDjUk45p1KKGde56RdBN5mA3M3NjVWrVul9PSQkROfEXrx4MYsXL9Z7XPfu3dm1S39r5Yame+/WBLXwFP3KN53hrun6NaQNgSAIfPfpTjE7PiCU1u30O6PoQq5U8dMmMeM7e2IkNjqy3gAHEpI5djUNS5mMF0bo3ur+Lu4kMQVZOFpa82X/CVhKdT/0N2cdapBgXCuoKVWmUCiPp1B+iTJlKlpBjYAACDhY+uFn1x1fux44WhrnjmGIEHs/vG3cyZMXEVNymb5GylYCHcSArkKloERRg5uNnUnve01brFTf2QF5c5jDgiDw1f82U1OtpEOXIMZN7WnUcWUVNXzzsxhAz5naBx8v3UG8IAi8u34/Ko2Gfu1CGNJJd/D25ako8quqCHZ24eGuuos9/0yJ4UJJNg4W1rzYeaTea8uozmRL9jYAZgbfj7OlaVlZtbaGE7nPkF8ThQQL2rk+TKjrbKQS/btZQY5jkWuKuFj0GReLPsNG5kGQ4xiT3hcg1LEtFhILipXF5Mrz8LXVXY8AXM+QxxZnUKGS42ipO7gZEBzCV6dOcDQ9HY1Wq7PTKUDXlv78eCCaMyl172yFBIh617RM0zoLOjg1/YDcTP3ZfC6by7kVONpYMH+gaXVf/wV6tnBjxfHUZqMjbxKSleaERCJh8v29ANj4+0k0Gv1a9YYg6tAVTh9LxNJSxrxF+h/K+li/7zyFpVX4ejjpbQKkVGv4YJdYWPZgry4Eu7vcMCahtIDPzx0B4I2ewwh0vHEMQFTheZZdXQ/AzOCx9QrGa9TFxBb9wJqUSWxJf4Co/PdJLN9Mvvw8hYpLFCniKVJcJq1yP1H5H7I+9R42pt1PsaJuxwRDSCQSeruLv6MTheeNPs7GwhJfO1FKkFpRYvL7WtUG5BpBQGOg9sHMzXNw+3lOH03A0lLGojcmG+1UtPSXw5RV1NAyyIOp4/T7o+85n0hUQjpWFjJenDxYZ8Y3oaiQFbVe2W8MHIK1xY15lRJFNZ9f2g/Awg5D9EpVBEHgp5SVaAQNXV27EOlm3ALjr+M1HM9ZQH5NFDKJLX18v6K92zyDwfg12jjPpLXzdABiC95FqTG9K6W1zJq2jmKgfbE8zuDYQHtXQhzc0QgCJwpS9I4L9/bF0cqaMoWcC/l5esdFhIgZudSCEooqDHuMBweIu2CpmaYFDl5+TV+yYqZ+qDVaPtsrFg0/OrAVLkYWjf+X6BEiLnSv5FVQWq1s5Ku5ecwBeSMwdEw49g425OWUciXu1lnVqVRqvv9czBzeNaMP/kGmVe3LlSp+2SYWoM2d3AtLPV7Jf8ScJ624FA97Ox4ZcGOBnlYQeDFqJyqtlmEBrbmrpW4btZTKLD6+/DMCAqN9+3Jv0AiTrrdKlcfxvPdYm3oX54p/QK4pxlJqh49tNzq5zmSAz1sM8f2QIb4fMdj3AyLcHsLLJhwJMsqUqezKXEBBzc11d4xwFWUByVWm/V1drMVMWIXSdC/x8lr/cSuZDAnm6vtbRUVZNd9+KNY0THtkEIEt6i5mBbiUmMPWfaJk7Jl5w/R6jitUaj7dKi5aZw/uTpCHi85x7x87jEYQGN6yFQNDWugc892VI5Sr5LR39uG+lvqbDp0tPcfVqmSspdbMDJ5uslwqrWILhfIzWEgd6O/3Ld52vYw+ViKREOb+NDYyT9RCFeXKuh1LdNHWQZTFpFfV7WIS6RkCwLli/Y5EFlIpkf6ic9GZHP1dZJ3tbAjxFKVCCTmGOwb6+7gAkFdgmuf9U69NMmm8mebDjou5pBVV42Zvxey+IY19OXckno7WtPSwRxAgOtX0ZNadRpORrDQnrG0s6d6nNYd2XyT6eCIdOt+apgbb10WTnVGMi5s9983Wr5nUx+aDFykuq8bXw4nRfdrrHFOpULK0tkvkgkG9cNChd/0j8RwxBVnYW1jxVuQInQ/9MmUFb8V9j1yrJMIllPmt7zY6ONBoFcSV/s6F4p9RC3IAPKw70MH1PoIdBiGV6P6aBzn0J9x9DnJ1CftzFlMgv8DurKcY4vchvnb16/LoZiVmtEqVpmX7KlRiUG3Ii10fV/LEYKCNl7vZDusW8v0nOykrqSKolRf3GDmfNBotn34v2oCOGtSB8Pb6W13/cvgMWcXleDk7MGewbiej4xnpHExNwUIq5YW+umswcqrL+D1FXEg/03EYMj0uJoIgsLHW4nCY91DcrPQ3Q9OFWlvDpeJvAGjvOg83m84mHQ8gkUixsfBArilAra1fxz1Pa7FgskhZd/Y51En0fE8sNxxAt/f0ZG/KVa4UGW46EuzpQmpBCRlFZfQ2MM6lVnpSVllTrzoRM/8tBEFg2WGxqHhW72DsrMyhmj56tnAjubCK06nFDOugv6dDU8CcIW8kuvQUfbTPRafekvNXVcj5dZmoWZ316GDs7E0L9BRKNT9vFd0uZo7toTer99PxGIqrawhxd2VK1xsz34U1Vbx/5iAAiyL64Wd/o1+sVtDy8ZVfyFcU42fjyeL2DxpdVJZddYpN6TM4W7QMtSDHyyac0QHfMibwe1o4DtMbjP8dGwtXhvt/jq9td9RCDfuynyGrqn6t6F0tRWlAuaoSjQFv5H9zLTPuZGV60c7l2oA81Nu4jK0Z04k5nsjujWeQSCQsfH0Sljra1+ti4+5zXL6ah72dFfNn6LcRzC+rZNlecb4tHNMXO+sbJR9aQeD92kLOaZ0609JVd+OYJZcPodRq6OERTB8DDYBiS8+RVp2OtdSa0T6m7UYBpJZvQK4pxM7Cj5bO95p8/DUsJGLNhFqoX0Dubi3u/BUq6tZnt70ekOuXogC08xDn0uVCw4F7YO0uRnpBqcFxzrXFmWq1lqpmsLVu5tZyMqWYC1llWFtImdU7pLEv546mZ60f+clmoCM3B+SNRHh3cav58oVM5DUNf4P+/cfDlJdVE9TCk1ETu5p8/MYD5ykoqcLb3ZHxA3U7CBRVVvPTcdENYuGQPjobl7wbc4AypZyObt482E731vn6zP2cKbmMtdSSlzvOxdFSt/fv3xEELbFFP7AnexEVqixsZR70936dUQFL8LLtbHIGylJqy1C/jwi074dGUHI0702UGsMtuXXhbOWABAlaBMpVlUYdIwjC9Qy5k2U9MuS5YhavnY/uVuhmbo6aagVfvCVmkidM60WHCOO65BWVVPH9KrGZ1rz7++Puqv97/cX2Y9QoVXQO9mVsV927UVsSLnOxIB8HSyue7Kk7H5taWXS9+c2iDkP1zgNBENiUvQWAYd5DcLQ0zdtYEASSyn4DoK3Lg8gk9de3WkhrA3KtYR22PtytxIC8WFlcp2PHNf/xnJpyypVyvePa1wbkCUVFqA3UZQTW1stkFJUafF8ba0tsaj3Fyyrqt/Aw89/h+9rs+D3dA3CzN2vHDXFNR34xq4zqRuqC3lCYA/JGwjfAFTd3B9RqDalXjfemNYb4CxnXu4HOfXI4Mj3ZbX0oVerr2vEHx/fESk828Ptjp6lWqQjz82Zkhxv9Uc8V5rA+WdRkv9NrJBY6CuCuVmbyS6ro8PBIqymE2NdtXaTWyjmc+zrnin8ABNo6TWJyyO+0dBp5U1vBMqk1A33fwcHCD7mmlOxq07PkUqTXJQIqrXE3h/TKUrSCgKVUel1LbizVShVRKaJ2Nsxfv8OEmfrz8zf7yM8uxcvPhQefHGb0cd/+epjKagWhrbyZNEK/486lzDy2xIidIV+cNEin7Eit1fLFSdFP/JHuPXC30+3EszLpBBpBYIB3G7q465fCZdRkklKViqXEglE+phd7q4UqqtWivjrQYZTJx19DEDSUKcViakup/m69hrC3EH8XKkGFRjDsNORkZYO7tbgwyq4p1TsuyNkFC6kUhUZNQZX+hblvbUOggvK6F+/2tuJiu9qEBMyeTYb91c00PxLzKth3OR+JBOb2u3M6Ut+pBLja4udsg1orcDa9tLEv56YwB+SNhEQiISBEzGhmpZtmhWUIeY2Sj17bgFYrMGR0Z3oN0O89rI+tRy5RUFKFp6sD4wbozo4XVFSx+rToJPLk4D43BMKCIPBOtNipb3LLjjo7UKq0Kj65/AtqQUNv986M8DGkwhSRa0rZmfkYqZX7kGJBH6+X6O39PJbSurPqxiCTWBLoIOqDc6pPm3x8pboadW1Q4GJlXNYxJl8sAO3k5nPdMcVY9l1OolqpItDVmYgA0ywtzdRN4qUsNv0mBsJPvDwBWzvjdjAuXM5ix0HR9ePph4Yhk+nXcX+y5QiCAGO7ttPZkRNg85V4UktLcLWx4YFw3TteJYpqNtZmx+e2MWyneqpI/G6HuYThZGJ2HEAm+UtapaX+WamMyh3UqHOxkjrjY9evXue4tvCVIDFK6uZsKS56DWXIpRIJrjbiuBK5/oy2vY2YvaxW1B1ki3arYErd9fH98cYPNtMsWH5EdAAa2cGHFh4N81xrzkgkEnrUylaauv2hOSBvRAKCxa3WzLSGC8h/+GoPWelFeHg58djzpvv6qtUaft5yTTveXW92fPmx08jVaiICfOnXOviG13dlJHAqPxNrmQXPddGtnf0ldTtp1Tm4WDqyoM29dWa35eoSdmc+QZHiMtZSZ4YHfEEb53EmfsK68bMTpTXZNaYH5CUqsZjTXmZrdFfR6ALR8aG7l/6CP31siBUzqxPD25sLxRoYtUrD529sRKsVGDgqjB79dTe5+TcajZbPlouL0XFDw+jYVv9C6Uh8CqeSMrCykPHk6L46x6g0Gr46JXb2fbhrDxz0tBP/MzUGuUZNe2cfenjcOCevIQgCJ4vF73akm+7i0bqQSiyuB+X1lZqotdVcLPoCgDYus5BJTZdrAagEMRi2lFoaNQecrcRAu1RpWDriaiuOK6rR//mudSOuVqrqfF/hejxu/DytqtS/aDDT/CisVLDhrJigeXiAOTtuLN2CxYL0M+lN22nFHJA3ItdsCDPTDFfyG8vZU8ls/kMMpp9+bSKO9WgqsSvqMjmF5bg62en1Hc8rr+T32uz4E4N73/AQVGk1fBBzEICHO/TUWciZVJHBhkzRJ3lBm3vrzCbLNWXsylpAifIqtjIPRgcuxce2i6kfzyi8bbsgQUalKpsKlWn2hdfcVYzNjsNfGfJuXqY1J8otqyAqWZSrTOysW3dspv6sXXmUq5dzcHCy5dEXxhp93MZdsSSk5ONgb80j0/W7sag1Wj6ptTmc0b8Lfm43zhOA9fFxpJWV4m5rx8zOETrHKLUafksW5/6DrW+ck38ntTqNfEU+VlIrIlzq3830mvZboTH9ISgIWi4UfYpcU4i9RSCtXWbU+zpUWjEYtjTC+xzAqbYhULnKcEDuXhuQF9foH3et+LZaUXdAfg1T1s3VlabboJppuqyNyUSp0RIe6HI9yDRTN12DxN9VbHopWm3T7fxqDsgbEU9v0SKvpMi44j9DyGuUfPmuWKQ17u4edOvd2uRzaLRaVtZmx6eP7oaNDqcHELPjSo2GroF+9Gl5Y4Hb6oRzpFSU4GFjx6OddPmSa1mS9CdaBAZ4dqW3h2G7NJW2mn1Zz1CqTMFW5sHIgK9xtgox+fMZi6XUDmcr8XNVKE0LyDOrRfcGL2vjbqYp5cVcKS1AKpHQw8s0+8tvj5xCAHqGBBDo5mLSsWYMk5VWyG/fHgDg0efH4OpunL65qKSKZb9fK+Tsh6uz/q6r609eIDmvGFd7Wx4aqrshj1qrZUm0OCfnd++JvZ7s+MGcKxTIK/GwdmBUgOE27vHllwHo5NQBG1n9W3E7WIpZ+Ljir1BoSo0+Tq2t4VTeYlLK1wHQ2eOZmyoKLVaKCwIHC+P+RtYycddPoTEstbGzrA22VfqDbYtaiZlKU3eXXKVKfD99/Rx0UV5Wv90HM00PrVbg91NigmV6T+MKx82ItPNxxM5KRoVCTWL+zcdTjYU5IG9ELC3FG7NafXPdFQVB4PO3N5OdUYybhyNznjC+8Ozv7D2ZQFpOCY521tw1VHfmLL+ikj9jxCYnCwb1uiETV61S8sX5YwA82bkvDjpcQ/bmneRKRRq2MmseajnZ4DUJgpbDuW9QqLiEtdSZEQFfXg+WbyXX1tgSI+0Xr3GpXKyOb+eku2HLv1l/VSx67e/bAncb/cHbv0kpLGFN7d/hycF1a+/NGI8gCHz51iZUSjVde7di6PgIo49d8vMhqqqVtGvlzcTh+rPPlXIF3+wSZSjzR/TC0Va3XGPLlctklJfhbmvLtE76F67r0mIBmBwcjpXU8Hc2rbaBTkuHm9sSD3N/BqnEioKaU+zPuI/CmhiD4zVaBVfLVrM7fQJZVXuQYEE3zzfxtddvB2kMKVWpAITYG3dfkNcG4jYywxl1Ta3GRFcx+vVz1QbZNpaGz6VWa67bHTo5GrcI0mq1FOeb3r3UTNPk+NUi0oqqcbS2YFy4uR7IFCxkUsIDXICmLVsxB+SNyDX3E43m5gLyDb+f4MDOC0hlUl58927sHUzPeqk1WpavF4vXpo/pjr2t7ozVD8eiUag1dAn0pbeO7PiKyzEUyqsIdHDmvjYRN7xeoarmp5TNANwfPBp3a8Otoc8V/0Rm1VGkEiuG+n+Myy3MjP8dobYwU2piQB5fLhbkdDAiINcKwnUXmimtdHcv1cfn+4+hEQQGtW1B92DTtedm9LNn81nOnU7B2saSJ16daLQ2/2xcBrsOX0IiETty6ivkBPjxQDTFldWEeLpyd2/d0jCtILA0WnT6mdOlG7Z6gr68mnKO5iUBcFdw3TKutOo0AILtbm5h62bTkUH+K3GwDKZGk8fh7HlcKPqc/OoTyNWFCIKAQlNCXvUJLpf8wO70iZwr/AC5phBbCx/6+S0l2GnCTV0DQOr1gDzEqPFyjZjxtrWoIyCvtTu00NNYCcRuxgC2dTRuKa/Vgksk4Ghv3P25vLQGtbruzLuZ5sG17PikLv7mRkD1oGuwCwAxaU03IDf/1RuRaw9szU3cdC+eTeP7z3cDMG/hCDp3C6nXeXZHXSY9twQnBxumjtD9UC+oqGJ1tKgdf3zgjTrVcqWc7+LEAGJheD+djiG/pm2jXFVFkJ0PE/wMZ8Yyq47XWhtCb6/n8LQxvBXfkFxzjpBgfEBerCwnV16EBAmhTiF1jo/JzySrqhwHSytGBN5oG6mPc5k57LqUiAR4emj9nCnM6Ka0qJLvP94BwIxHh+AboLv5zr9RqzV8skzsyDlxeDjtW+vPcOWWVvDzwVr//rH9dPr3A+y+mkRSSTFO1tbMCIvQe75N6efQItDNPYgQB3eD11mjqSFXLsqqQuz1F34ai4t1O4YErCK28H3SK7aQWLqSxNKVgNjwRy38U3JhI/Oinetcgp0m3ZRM5e9cy5C3tDduV+p6QF5Hhlxdq0WVGeh++1eG3PCjtLRc1KE72tsYXKj9naL8cqPGmWn6FFQo2BWXC8A0s1ylXlzTkTflDLk5IG9ErukDrW2MK0b6N/IaJR+/sRGtRsvgUWFMmtarXufRaLX8tEkMpGcYyI7/eDwGhVpDeIAvfVvdeNP4MT6aMqWcVs7uTGpxY/CcVpXD9mxRX/toq7uxMLC1XqXK42juWwCEOt9Fayfji+puFkHQIleXAmBlgjdyTLHoeNLC3g97i7oLan9NOAvAqKBQbOrI1l1DpdHw2hYx8JsU0YG23uZmQA3J0g+2UVFWQ8tQHybPNGwd+HfWbD9DamYRLk62zLvf8CJpya4oFGoNXVv4MaRTK51jBEHguxhROz6rcxccrfU7kOzMEr93k4LqLtAsVpYgIGAvs8PJUncRqalYSO3o7vUWvnb9yajcSbkyiUpVxvVg3MEyCGerUDxtexLsOL7ebiq6SK1Ko0hZjIXEgmAjJSvFCtEz3MnS8BytUokSE0OZ9PJqMfNtb2P4MxWViO9pqKbg3+TnlBo91kzTZk1MBmqtQESgCx38GmZe/tfoUhuQJxdUUVKlxLUJNlQyB+SNSMIlsWCwTbu6m+H8G0EQWPLRdnIyi/HwduKJxePqbXu3/1SimB23t+buYRE6x5RU1bA6+hwAjw+MvOG9yhRyfrgkWqktCu+HTIfuckXKFrQI9PEIJ9xVv4WcVtBwOPcNFNpy3K3b0cPjyXp9rvpSocpGLVQjlVjhZGV8oeWxQvH308ej7sAou6qcbalicd2D7boZ/R4/HIvmSl4hLrY2PDdcv4OHGdOJPprAoZ0XkEolLHpzMhaWxu2O5BWW8+MfYiOuR6cPwMlRf6CXlFvIptNiAP30+AF65+zp7CzO5eViJZMxK1y/DCWjqoT4slxkEglDfdvVea3XHEmsZQ0XFF/D32E4/g7DAbFws1qdja2FT4P1CNDF4QLRpaabaxdsZXUvgpUaNdnVZQAEOxje/cirFIvDvBz0L8pzS0WNt4+L4YV7Tr74nn7ehiV6fyerAe1wzdy5aLUCq09lAHB/pDk7Xl/c7K1o6WFPcmEVZzNKGNLOu7EvyWTMGvJG5EqcGJCHdjLN7g7g9x8Ps2vTWaRSCU+/OhF7IwuF/o1WK7Bis5gdv3dkV/3Z8agYalRqOvp60b91yA2vL790igqVglAXT8YE3xgYXCy7yqnii0iR8mDIeIPXFF+6hnz5OSyldgzweQuZ9PaudIsVCQC4WrVEKjFuzVqlruFsiRhg9zUiIF95OQa1oKW3TxCd3I3rsJlcUMw3h8S/1UujBuFmb3y2zUzdfPfRdgDumtWXNh2Mn5Nf/niAGrmKsHb+jBliuBbg061H0QoCw8JaEx6sX9aytNZZZUr7jnjo6coJsLs2O97DIwRX67q/D6ZaBNYXC6ktTlatbmkwrtQqiSoSC2MHeBq3OM2oKkGLgL2F1fWOnbpQa7UUVItZbV+DAbkYtHs7G7Y5vRaQ+3qZEJCnN4wdrpk7mxPJRaQXi8Wc4zubnpwz8xddr/mRp5U27oXUE3NA3kgolWqSLucAENrRtID80O6LrFwieng/9tyYelkcXuPI2askZRRiZ2OlVzteUlXDbydjAXhch7NKibyGH+OjATE7LtXRtfOn5E0AjPLtjb+dl97rKVdmcrboOwC6eyzAyer2FyxeC8jdrI1rBANwqugiakFDoJ03QfaGK+QrVQpWJcQC8FAH3XZ3/0aj1fLy5t2oNBoGtA5hfOe6s6FmTKMovwLfQDdmzB9i9DHHY65y6GQiMqmEZ+cN09n2/vrYK2kciU/BQipl4Vj9spb4gnwOpaUglUh4uGt3g++/O1vs5DjCzzgfepVQG5Ab2bTqTuZ0cQzVmho8rNzp4GTc50+tFLPOIQ7uBncUC6ur0AoCMokEd1v9C52/MuSGA/LsvFIAfE3IkGebM+T/CdbXNgIaF+6LrZVpJgJm/sk1HXlTLew0B+SNxIZVUSgVatzcHfALNK5wDKC0pIqv3t8KwJQZfRg/1biAThdarcD3tc4qdw8Lx0lP9f+KE2eoVqno4OvF4LY3WqV9f+kUVWolHVy9GBl0YxAbVXSeyxWpWEstmRY0Su/1CILAifwP0QgKfGy70sZpYj0/2c2RW3MGAA8b44PePXli5rqfR90uFyviY6hQKWjp5MZgf90a4n+z5NBJzmbkYGdlyevjhpq7ct4iFr4+CRs9u0T/RqFQ8dlycWE8dVw3WgV76h2r0Wr5eMthAO7rG06wp36f+mVnxMXtmNZtCXHRP65IUcX5EvFhPtTPuO+qRe2OT7XGcFOcOx21Vs2mLLHvwgDP/kgNOKH8nUtlYhKkpaP+vxVAWmkpAL6Ojjrld9dILxLH+etp6nSNjGwxQPDzdjHqOgEyUs0Z8uZOjVLDjgvid3JyF7Nb1s1yrZnSucxS1DfpXtcYmAPyRiD2dAorajPcDz4+FKmBG/6/WfbpTirKamjRxps5C+rnN36NA6cTSUwvwM7GihljdGfiSqvl/HotOz7wxux4sbyalZdFx4hFEf1veF0jaFiZIi4gJvkPxs2AzeHVih3k1EQjk1jR22txowSdNepiCuRxAPjbGVfUl11TwLnSBCRIGO5zYyOkv1OmlLPskhi8P9W57w27CbqIzchh6WHxmDfHDcXfxVz0cysYNDqM8J7Ge3P/tuk0OflleLo5MHuq4e/K5uh4EnMKcbS15pHh+r8jWRXlbE0QpU/zuhluax+VL3ret3f2wcvGuM6wgXbiQ79YWUyFqul6XO/J20eeIg8nCydG+Bh/H4wuFK3lursb1urGFxYA0M5df+Cu1mhJzhWz2G189RdXqzVaUjPFca0NLNr+TllJFcUFTffvY8Y4dl/KpUqpIcDVlu7mzpw3TRsvBxytLahWariS1/Tmjzkgv83k5ZTy7uI/0Wq0DBsbzogJxrd/37LmFPu2n0cikbDw5QlGF53pQqPVsmy9WIh2/+iuOOspRPv55BmqlEpCvT0YEnpjsLL80mmq1Eo6unkzLOBG6cze3FNk1uThZGHPlMCheq9Hri4huuBLAMLd5jaKVAVEq0UQcLNui72lfmnN39mVK+4ydHNtj7eNYdu5n+KjKVcqaOPswbiQurfZq5UqXtiwE60gMD6sHeM7G7c1b8Z0Hn/JcG3D38nMKeHX9eIi6YnZg7EzkFWvVqj4eofYLOuRYZG42OsvPvzp7Bk0gkDvgCA6eRkuSjqWfxWAPl7GLyJsZbZ4W4vf67TqdKOPu5PIrM5iXeZ6AKYETDaqmBNEu8PYYrF4roeHYcvHS4X5ALT31B9ApxeWolBrsLWyIMBNf6IhM6cEpUqDrY2l0Rry1ETRmtI3wBykNWc21MpVJnfxNyh3M2McUqmEiCAXAM40QdmKOSC/jWSkFvL6olWUlVbTpr0fT7403ugs8MWzaSz5SPRHfvCxIbQLu7mAddfxy6RmF+PkYMO0UbpdPspr5PxyIhaA+QNudFb5e3Z8YXi/G15XaVX8nr4TgKlBIwxaAZ4p+haFthxXqzZ0dJ1W349106RXHQIgyMjugSqtmr25YmA2ytdwlrRSpeCnWq39U+F9DW6FX+PjPUdIKy7F29GBV8cMNuqazNQPmZEtzQVB4JPv96JUaegRHszg3oZrDX4+HEN+eRX+bk5M66e/4LdcIeePONHnf14d2nFBEK4H5H29jJM9XSOo1h4wrSrNpOPuBBQaBd9eXYZKUNPZOYyBRhZzAsQUpaPUavC2cazTrz2+QMyQt/fQvyhPzBUlJa19PAwGU1fTxHO1CDQ87u+kJIie1CFtjCv4vpM5fPgw48ePx8/PD4lEwsaNG//xuiAIvPbaa/j6+mJra8uwYcNITExsnIu9jRRUKDiSKH6HJncx3djBjG7+8iMvbdwLqQfmgPwWo1ZpOLLvEi89/jMP3/01KYl5OLva89pH95rkP75iyT60Gi2DRoZx7+ybs7vTaLX8uEl0J5gxpjsOdrot0H49FUuFQkFrTzdGtL+xcc017bi+7PjOnCgKFCW4Wzkz1k9/EVuxIpHEclHW0svrGaOdTRqaGnUxWVXi7yXYYZBRxxwrPEepqgJ3K2d6uBluXPRTrU97Syc3RgeF1nnuPfFJrDotWim+O2kETramOenEJ+ey72SCSceYqZsDUQmcPpeGlaWMZx4eZnBRXVBeyY/7axdhY/phZaH/u7364gWqVCraunswIDjE4DWkVBZRIK/EWmpB1zrkF/+mjYM4V48WRaEVmo7OUq1V803SUjJqMnG0cGRui9kmydquOdL09W5l8LhKpZIrRWKgFOatf5ciLkPMYrf1M9wL4EqyOK51iHFyFYCrV0RdcYu2Tc+67d9UVVURHh7ON998o/P1Dz/8kC+//JJvv/2WkydPYm9vz8iRI5HL5bf5Sm8vm89lo9EKhAe60NLT+H4XZgxzLUMem1HaqNdRH8w+5A3InElf0L5TCzy8nSgpqqK4sILszGIqyv4qoOo1IJT5z47Gy9fF6PMmXMriwpk0ZDIpDz01/Ka11ftOJpCRW4qTg41e3/EKuYIVUWJx46MDIm/I7BT9XTuuIzsu1yj5I0PsIHpf0Eis9Lg6CILA6YIvAYEQh6F42Xa+iU92cyRX7ERAg4d1B1ysjev6tyVLzKiP9u1rsNFRmULOsjjRyu4pPT7tfyenrIKXN4m/vzl9utG3lWldFdNzS1j08QZKK2sYGvm0Scea0U91jZKvfjoAwPTJPQnwNSwp+HpHFDVKFZ2DfBgVoT+TrtRo+ClWnG9zu3Src47HFIlyk85u/ljLTLuN9/foy8asTWTXZBNdEkNPN8Na9TsBtVbNjykrOVd2ASupFQvbLMDFynjHEoVGzY4ssTZkfKDhe8zp7EzUWi1BTs74O+qv14hNyQYgItiwVd2lBDG47tDGsPvS30m8JJ7bFPvNO5XRo0czevRona8JgsDnn3/OK6+8wsSJYhH/zz//jLe3Nxs3buS+++67nZd6W9lwNhOAKV2b/t/4TiIiwAWAlMIqSquVuNg1nQZB5oC8ASkpruLUsRu32tzcHRgxsQujJnY1uhX331n3q6j1HjSyE54m2GbpQqsVrnflnGbAd/yXk2cplyto5eHG6I43BhLL4k5SrVYR5u7DUB3Z8W3ZRyhRluNt7cZwH/0dRDOrjpNbE4NUYkU3j8fq+aluHkEQSCwTXRvaOBunJb5SnsblilQsJLI65Sp/92kfX4d2XBAEXt60m3K5gs7+Piwc0te4D1FLUWkVT324npKKGkJDjNPBmzGOlWtPUFBcia+XMzMmGXY4upyVz4bTFwF4buJAg0H25ivx5FVV4m3vwIS2dTumnKkNyE3NjgPYWdgxwns4G7M380f6Wjo6dcTe4s71tK9UV/JN0lIulV9GgoT5rR6htaNpVq8Hcq9QoVLga+tET48Qg2OPZ4i/2z6B+n+3SrWauEwx892lhf6AXK3RcvmqKD/p2Na4gFwhV5GeLMpcmkNAboiUlBRyc3MZNuyvwlxnZ2ciIyOJiorSG5ArFAoUCsX1f5eXl9/ya21IEvMquJhVjoVUwjiz93iD4mpvRQsPe1IKq4jNKGVQaNN5BpoD8gbkvSWzyMmooLS4CjcPB9w9HHHzdKR1qG+9CzDzc0o5vFfcar1ruvGtvPWx9+QVkrOKcLCz5p7hETrH/D07/tjAXjdkc4vk1fxyRXxdl3a8Wi1nbabY3n1a8Cgspbq/ZlpBTXThVwB0cJmKg6XxGaSGpkB+gTJVGhYSG0IcjHNt2JwtZscHenbD1Up/Jq1YXv2XT3vEjT7t/+aP6PMcT07H2kLG+5NHYmWkthmgslrBoo83kF1QRoCXM589O9noY80YJi2ziD+21spP5gzB2lq/5EwQBD7efBhBgFERbYkI0f/Q1QoC39daHc6O6Iq1AVnLNa5lyLvVIyAHGOU7gmNFxylQFPLd1WUsaPMYVre5AZcxpFWl8XXSt+Qr8rGWWvNoq4fp6hph8nk2pYva/PGBneucf9cC8t4GAvJLGfko1RrcHGwJ8nDROy4lvRC5Qo2DnTXB/oZ169dIvpKLVqPF1d0Bdy/j3HOaKrm54mLF+1/SIG9v7+uv6eK9997jzTffvKXXdivZck7cARnY1hO3Jtji/U4nItCFlMIqzqabA/L/LO06BdCzT8Na0h3cfRGtRktY12Bat7u5gFWrFfixNjt+/+huOOrxHf/tVOz17Piojjdqx/+eHR+iw0d7Y9YBylVV+Nl6MsRb/3b45dJ1lKvSsZG5EOY6q56fqmFIKBMbFwU7DMFKVnd3wSJFGUcLzgIw3n+AwbFLL56gSq2kk5s3IwMNFwCmF5fy4W6xHfjTQ/vR0sP4HZUauYpFn2zgSlo+rk52fPH8FNydb12nxP8SgiDw2Q/7Uau19OnWkn49DBdSHrqUzMmkDKwsZAabAAHsS75KYnERDlZW3NepbslWiaKajCrRQSDCrX7F3bYyWx5vNZ+349/jXNkF3rn0Pk+1XYCblek7eLeCUmUpW3O2sz//IBpBg4eVBwvbPnHdttEUMqtKOJwr7lxOqEOukltZQXxhARKgd4D+gPz0VVFuEBHiZ3Dn43y8OK5DG1+jCzoT4sRjWncwfO7/Mi+++CJPP/2XFK+8vJzAwMBGvCLjEQSBrbXe4+PDzdnxW0GXIBc2nM1qcjpyc0B+h3Nkr6h7HDQy7KbPdSgmiZTa7Pi9erpyVimU/9CO/zs7XlhTxc+12XFd2vFyVRXrM0WP9ZnBY5FJdGd3lZoKzhX/CEAX90ewkjVeUYtCU05K5T4AQl2MyyhvzT6MWtDQ0aklbRz1P7jzayqv/76e6TLA4ANWo9WyeMMuqlUqeoYEMDPSeEtMpUrNC19u5nxCNo521nz5/F0EmNCExIxhDp5IIPq8WMj51BzDnTxVGg2fbBEXVTP6d8HfgCWeIAgsjRZrC2aEReBkrbvA+u9cKRelEoH2rjhamlbo+3daOITwbOgivk5aSmp1Gq9efJNRPiMY6jUYu0aSsJQqS9mZu5t9+QdQapUAdHXtwtyQB3GwrN894uerJ9Ei0NerFa2cDBdW7r6aJL6nrx8edvp/B8cTRIeaPqGGazvOxok2ixEdjV9IJFwUrfBCOzX/RjE+PqKLTF5eHr6+fyWc8vLyiIiI0HuctbU11kbMlTuR+JwKkguqsLKQMrR908neNiUiAl0AsbBTEIQms7A1B+R3MLnZJSRcykYqldBvyM35TwvCX9rxe4ZH6HVWWR19ntIaOcFuLozpdGM29/tLp6hRq+js7qOzy+SGzP3UaBS0sPenn2eE3uu5WLIKpbYCZ6sWtHYaV78P1UBcLd+BVlDiatUGD+sOdY6XaxRszxF9pScHGA7OlsWdRKFR08XDj0F+hv2iV0Sd4UxGNvZWVrw7cYTRGTW1RsurS7Zz8kIattaWfPbsZNoGm2/0DUWNXMlXKw4CcP/EHvj7uBgc/+fx86QWlOBqb8tDQw3rzE9mZRKbl4OVTMbsiK5GXU98qZhdC3W6eQeO9k7teKPjq3yZ+DXp1RmszVzPtpwdDPMaQh+PXvja+N7yh1mZqozo4jOcKj7NlYoEBAQAWtm3ZErAZDo4ta/3NZQr5axLE3eyHmytv5blGruTxYB8RCv9GvVqhZLYVFFy0Lut/oBcEARiL9Vm0jsan729clE8pm2n5q0fB2jRogU+Pj7s27fvegBeXl7OyZMnmT9/fuNe3C1i2wXxuzOorSeOJjitmTGedj5OWFlIKatRkVJY1WRcbMwB+R3MkVrteFjXEFzcbu4LdfxcClfS8rG1tuS+kbof/HKVmp+Oi84p8/r3NJgd16UdL1NWsLnWdWR68Gi97axr1MXEl/4JQBf3eUj1ZNFvB4Kg5UrZBgDaOk806sG/N+8klepq/Gw86eneSe+4wpoqfr0iBgNP6fh9/Z3MkjK+OiA2GHpx1EACXI0r3hUEgXd/2MPB6CQsLWR8uHACYW3M26ANyc/rTpJfWIGPpxMz7qqjE2u1nCW7xL/jgtF9cLQ1nMX7tjY7fk+HTnjaGycvulRaWyTo2jA1F57WHrzR8VVOFJ1ia852smuy2ZKzjS0523CzcqOdYygt7IPxsvHCx9obD2sPLPTUhRhCoVFQpCyiQFFIrjyPlKoUkitTyFPk/2Nca4fWTPAbS2fnsJteDPyafJJqtZLWjp51+rWXyms4mSlmtEe0vFGqd43oq5moNVr83ZwIdNc/T1Myiigtr8HayoL2rYzzE6+qlJOZKloutjUhq34nU1lZSVJS0vV/p6SkEBsbi5ubG0FBQSxcuJC3336bNm3a0KJFC1599VX8/PyYNGlS4130LUIQBLadFxfU48xylVuGlYWUMH9nYtJKOJteag7Izdw8F8+K26K9B9btWV0Xv24Xi8YmD+mMi56unGvOXKCwqho/ZycmdL7R6aGu7PiazH3ItUpaOQTQy12/xCa26HvUQg0e1h0Isjesv77VZFVHUa5Kx1LqQCunUXWO1wpaNtUuOib4D0SmZ9EB8EP8aeQaNeEevgz0M2yj+O7Og8jVanqGBDCli2E/87+zdM0xth2JQyaV8M7jY+nZyTR7RDOGyc4rZfVmce48OXswNgYKOQGW7o6ivEZBG18P7uqpf7EGcCE/j8PpqcgkEuZ1Nd56MKFWshLq1HBNY2QSGX09etPbPZKzpbHszzvIlYorFCuLOV4UxfGiqH+Mt5PZYm/hgIOFA9ZSKywkFlhILZBKpGi0GrRoUWvVVGtqqNZUUaWuplpTrff9W9iH0NOtBz3duuNhbdjX21jyasr5IUHcyXq0nWG5GMCupEQ0gkCouwfBLi56xx25nAqIchVD5zx7USwO7RTqh6WRRf3XGgJ5eDvh4tY86j+io6MZPPivpmbXtN8PPPAAK1as4Pnnn6eqqop58+ZRWlpKv3792LlzJzY29Zdj3anEZZeTWlSNjaWUoe3Mu5i3kohAF2LSSojNKGVKt6axuDUH5Hcw2RnFAAS1vLmJm5CWz5n4TGRSid7suFKt4YdjYuAxr193LGX/fIAUyasNZseLFGVsyxZ1s7NCxul9UBUrkkgsF+0Fu3suaHRt16WSPwBo6zQBS2ndutkzJZfJrinATmbDMB/92dJypfx6dvzxTr0Nfs4DV5LZfyUZC6mU18cOMfp3smZPLCu3iBnWF+cOZ2B306zgzNTNkp8PoVJr6N45mP49Df9+U/KL+eOY6Obx3IQBWMgMe80vPS1KyMa3bUegs/E7IulV4n2hrm6T9UEqkdLNtSvdXLui0ChIqEwksSKJrJps8hX55MnzUWgVtYF2DQWKApPObyO1wdPaA08bT0Lsgmlp34KWDi2wt2j44POTuH1Ua1REuAUwxr/uRe6mK5cBmBCq33ZSEAQOX0oBYGAHwxK0mItitr17Z+MXySkJ4mKrZWjjOU41NIMGDUIQBL2vSyQS3nrrLd56663beFWNw9ba7PiQdl7YW5vDr1vJ33XkTQXzN+IORavVkpMlOin4BRhuPlIXv24TA+0hPdvi7a7bRmvTuUvkllfi6WDP5IgbH17fx4nZ8TA92fHV6btQalV0cGpJN1fdendBEIgu+BIBLcEOQ/C2jaj/h2oAihVJ5NREI0FGO5e7jTpmS/ZhAIb7RGIr0y9H+OXKWSpUCto4ezAsUP/2t1yl5p0dYqOZB3t3pZWncUHWwehEPvlFLJ6dN6UP4wcYzsaaMZ0zF9M5eCIRqVTCEw8OqnOh9MmWw6i1WgZ2aGFQWwyQVFzErqui88ej3Q3rzP9OgbwSuUaNTCIhwN7F6OPqg7XMmjDnToQ5//XdEgSBSnUlFepKKtWVVKqrUGmVqAU1akGDVtAgk8iQSmTIJDLsZLbYyeywt7DDydIJe5n9bVmEny3KYEvGeSTAy51H1/me2RXlnMwSA+gJbfXX6yTkFJJdUo6NpQU9W+vXhWu1wvWCzq6djLemTE0UA/KQNk2/Q6eZfyIIwnX9+Ngws1zlVtOltmNnfE45cpUGm3paT99ODKdw7iCKi4uZPn06Tk5OuLi4MHfuXCorK/WOT01NRSKR6PxZs2bN9XHp6emMHTsWOzs7vLy8eO6551Cr1bfjIxmkqKAClVKNTCbFy6f+zYCyC8rYe/IKADPGdtc5Rq3R8v3R04DYFdLa8p/rtBJ5DT9fEbXlT3Xue8PDLbemiF25YvOiBwxkx7OqT5BTE41UYtmoTYCucU3HHuwwCAfLurf/s2sKiCmOB2CsX3+94+RqFT/Fi7/P+Z16GfQ9Xn7sNJml5Xg7OjB/gGF98jUuJGXz2pLtCAJMGhzGnInGHdfYNKU5rNFo+eJHcaE0cUQ4rYINu3NEJaRx6FIKFlIpz4yvW4b1bfQpBMTiwbbuxks0UquKAPC3c8HSQGfYW4VEIsHR0hE/W1/aOrahq2sEke496evRh4Ge/RnsNYgBnv3p59GH3u6RhLt0po1ja/xs/XCwcLgtwbhG0PLu+Z0A3BXchU6udQc/6+MvIQCR/gH4O+m3rj10KRmAXm2CsLXSL1+6mlZARaUcWxtLQlsZH1ynJIqSlRatzQF5c+N8ZhkZxTXYWsoY3M7w/cTMzePvYouHgzVqrcDFrLLGvhyjaDIB+fTp04mLi2PPnj1s3bqVw4cPM2/ePL3jAwMDycnJ+cfPm2++iYODw/U2vhqNhrFjx6JUKjl+/DgrV65kxYoVvPbaa7frY+mlIE/sPObh5YTMhMYw/2b9vnNotAI9OgbRLkT3TX7v5STSS8pwsbXh3u43+vT+dDmaarWKDq5eOrtyrk7fhUbQ0tW1HZ1cdG/rC4KWM4XfAtDO+W4cLRs3Q6DQlJNSIbamb+8y1ahjduYcR0Cgu2sH/G31y4g2plyiUF6Nv70T41voz7YVVFSx/Ki4e7F45ADsretuEFFcVs2LX25FodLQL6Ilzz0wtNFlP8bSlObwzkNxXE0rwMHemofuM9wpVaPV8vFmcedkap/OtPAy7OWdVlrKpiviwm5+d9MWU9lVpQAE2N/crllzZnVyNBdLs3GwsGZRx6F1jtdotfwRdwEQi2sNsf/iVQAGdjQsVzlTqx8Pbx9Qp3TpGoIgkHZVLHANNmfImx07LoqLrSHtvbCzMosTbjUSieR6lvxsemmjXouxNImAPD4+np07d7J8+XIiIyPp168fX331FatXryY7O1vnMTKZDB8fn3/8bNiwgalTp+LgIFbc7t69m0uXLvHrr78SERHB6NGj+d///sc333yDUqm8nR/xBirLawBwdNZdgGkMKrWGrYdFH/N7hkXoHbfyhKgNn9YjHLt/ZX0qVQpWXBaDxgWd+9wQ/OXUFLIvT9QxTw8erfc9Uir3UqJMxFJqT5hb4zYBAkgq34ZGUOJm3RZPm7rlHkqtij25JwAY7ac/QBMEgZWXxd2EB9p1M5jFXHb0FHK1mvAAX0Z1NNwwCMTA4bWl2ykoqSTEz423Hhtj9MO+sWlKc1ihUPHDanHHZ9aUXjjrKYK+xubTl0jIKcTR1pr5I+q21vsm+gQaQWBgcAvCvU0rzCxQiDsKntbNu4NjfblclstHF/cAsLDjENyt69amH05PJauiHGdrG8a00T8Pc0rKicvIQyKBwR0NO7acuXhNrmK83WFJUSVVFXKkUgkBwQ1fH2Cm8RAEgZ0XRf346E4NV4xtxjBNTUfeJJ7mUVFRuLi40L37X5KLYcOGIZVKOXnypFHniImJITY2lrlz5/7jvGFhYf9o2zty5EjKy8uJi4vTey6FQkF5efk/fhqaynI5AA5O9Q/ID0YnUVJRg6erPX276M7onMvM4WxGDpYyGff3CL/h9d+uxFKuVNDSyU1nl8k/M3ajRcyOt3PS7SSiEVScLVoGQCfX6djI6i/BaQgEQUtC2UYAQp0nG5VhPloQS7m6Ck9rV3q46S8QO52fSXxJPjYyC6a21t8VMLesgtXRYlbuqcGGiz6v8f36KE7HpWNjZcF7T4zD3rbptFy+k+ZwXfN3zfYz5BdV4O3hyJTRhpszVSuUfLVTDN4fGRaJi73h+ZpWWsqGeNHO9KnI3gbH6qJIXgWAh03zcOBoSCpUcp46uQaFVk1/79ZMa2Gcc82qC+cAmNK+IzYW+mUo17LjXVr44+6ovwBcrdESe6k2IA8zXj+ekSIWyHr7u2JVh5uPmaZFQl4lqUXVWFlIm1Qr96ZOF3NA3vDk5ubi5fXPL7GFhQVubm7k5uYadY4ffviB9u3b06dPn3+c9+8PcuD6vw2d97333sPZ2fn6z61o2VtRUZshv4mAfMN+0fFhwsAwvZnUlbVdOcd2CsXT8Z8PeblGzfJ4Mfs9v1OvG3zJ8+RF17Pj04L0WwYmlm2mUpWNjcyN9i731u/DNCDZ1acoV2VgKbWnheMIo47ZnnMUgFE+fQxaHV7Ljk9q0REXa/1/u++OnEKl0dA92J/eLet+aB8/l3K9sdNLc4fTMqBhrOFuF3fSHDY0f8sqavh1vfidfnhaP6zr2FpeeTCGgvIq/N2cmNbvxgXtv/n6tJgdHxAUQoSP6U4ahbUZcg/rpuGre7sQBIFXzmwmvaoYX1tnPug22WDtxjWyKso5kCq6ptwfpn8BDbD3guilPSzMsNtOYkoeVdVKHOytaRNifPCVmSL6jwe2MOuLmxs7a+UqA9p44GB2V7lthAU4I5FAVmkN+RXyxr6cOmnUgHzx4sV6i7au/Vy+fPmm36empoZVq1b9I7N2M7z44ouUlZVd/8nIyGiQ8/6dqkrxy2PvUL/2wLmF5cTEZyCRwISBuiUZeeWV7LokOj082PtGO8SNyXEU1FThZ+fExBY3ZoXXZOxFI2iJcAmlg7PuDLxSU8W54h8ACHebjaW0/guMhiK+VCwIbO00zqjryazOI748BSlSRvjolyQUy6vZnZEAwKx2+rsuFlZWsfasmL19YlDd2fGKKjlvfy/q3acMDWdkn5vr2tqQNMU5bGj+/rbhFJXVClqHeDJigOGurYXlVfx0UFyALRzTDysLww/alNISNl4Ws+MLe/UxOFYfZUpxoe5i1fjz6E7ih8Tj7M6Ox1Ii5fOe9+BqXbeFKYjZca0g0DsgiJau+rX/hRVVnEkWW9oP6WRYrnK2Vq4S0SEAmQmSsqz02oJds1yl2bEzTgzIR3Q0y1VuJ442lrTxEpMXsU1AR27SUm358uUcOXKEQYMGMXv2bP744w/eeOMNFAoFM2fO5M033zTpzZ955hkefPBBg2NatmyJj48P+fn/7OamVqspLi7Gx6fuL/jatWuprq5m1qx/apd9fHw4derUP/4vLy/v+mv6sLa2xtq6foGysSgV6tr3qt/W5d6TYmDYJTQAHw/drgFrz1xEIwh0D/Knnc8/szKCIPDDJdEpZHb7blj9y5e8UFFyXVM9LVh/dvxiyS/INaU4WQbR1nlivT5LQ1KhyiKrWrzuds5TjDpmf574e+jm1h43a/1ym80pl1BptXRy86aDm/6irFWnz6HSaAj396FnSN0NC5auOUZRWRVBPq48df9Ao675dtEU57C++VtUXMnaHaJ3/CP390cqNbxQ+nbPCWqUKsKCfBgZUXcNwNenxOz44JCW9cqOA2hr28r/e7fqv8zGtFg+i9sHwEvho+nsZlzLeYVazR8XRdnYrPAIg2P3X7yKVhDoGOiNv5thyd1f+nHj5SoA+TmlAHj7uph0nJk7m/SiauJzypFJJQxrby7Wvd1EBLqQkFdJbEbpHb8gMjog//zzz3nllVcYOXIkL7/8MtnZ2Xz22WcsWrQIjUbDJ598gr+/v0HXhH/j6emJp2fd23O9e/emtLSUmJgYunXrBsD+/fvRarVERtbtUvDDDz8wYcKEG96rd+/evPPOO+Tn51/fTt+zZw9OTk506GA4O3aruRaQW9nUb3tr9wkxKzksUneXT7VGy5oz4sNIl7PKkZxUEssKsbew4t42N27Fr83Yh1rQEObcmk7OujNGcnXJ9Wx0N4/5SCWNv1V3pWwjIOBv1wsnq7qDYa2g5UB+rY+7l2FN6vrkiwBMaaW/S6lcpeb306KU6MHeXevMjl9Iymb9flHj+sLsoXVKKG43zWkOr9p8GqVSTVioH726Gu6smlpQwtoT4vxZNK5/nX/H5JLi684q9dGOX0Nb22BFStNw1rnV/JkSw+uxWwG4v2UP7g3pZvSxWxIuUyyvwc/RkaEtDGe995wTdxKHd9bfUwDE++q5+EwAunQ0TcpYmCtas3n5uZh0nJk7m1212fHIFm642Tedup/mQpcgV/6MzmwSTitGP92/++47li1bxv3338/Zs2fp2bMn33777fUtZH9/f5YuXWpSQG4s7du3Z9SoUTz88MN8++23qFQqFixYwH333Yefn2ifl5WVxdChQ/n555/p2fOvRhtJSUkcPnyY7du333DeESNG0KFDB2bOnMmHH35Ibm4ur7zyCo8//vgtz4DXhVKhAsCqHgFYSlYRV1Lzkcmk/2/vvMOjKNc+fG9J7713SgKh996LIPaGiL33rhy7HlHU8x3r8YhiO4qiKBYE6b0TCARIgfTee9k63x+TRGKS3U1P4L2vay9l952Zdyc7M7955nl+D7PGtRy523U2lbyKKtzs7Zg3qHlOZEN0/Np+Q3C2btrCuExbyaY8uZX2DcHzWp3HqbLV6KVaPGwiCXIw783c1eiNGs6Vy11CB7pcZdEyZ8pTKNCUYK+yZZxH624sZ8uKOFmch1qh5LKw1oXg7yfjKa2pxd/FmTlR5i/ub36+FUmChZMHMXpQ2yJuvYm+cAxv3HkaFNbcvcS8wH5/wz4MRompUWGMiTB/Y/fB4YMYJYlZYeEMbaOzyvk0dDzsK1aXXcn/kg81+o0vjRjLsiHzLd4vRknis2PyjfZNQ4ajNvHEobSqliPJctR7rhlBnpSST22dDidHW7Pe9X+noF6Qe/m6tmk5Qe+mIV1lvnBX6REanFZOZpVhMEqozDz57Eksfu6Znp7O5MmTARgxYgQqlYrx4//Kp502bRrJycmdP8N6vv32WyIjI5k1axYLFixg8uTJrFy5svFznU5HYmIiNTU1TZb7/PPPCQwMZO7c5sV7KpWK9evXo1KpmDBhAjfddBM333xzr2jhq9MaALBqhyDffkSO5kwYEoprK5Ztv8TKuaxXDR/ULPc1o7KMXTkpKIDbopo3E9qYuw+tUccAp2CGubYs+Gv1JSSW/QTAMPc7eoWAyKjehcZYgYPahwAHy6KUe4piAZjkOQwbVevRjd/T5Ojn9IBwPGxbz19tyB1fMnaYWcvCP/ac5lxmEc6Otjy0uOdvaDpKbz+G9XojY4aFmI1sns7MZ8vJsygU8OjCyWbXe7a4mN8ao+Ptyx1vwFolH6tVOk2H1tOXqTPoeOPkn41i/Pb+E9skxgG2pyaTVFKMo5U1Nw4xXYy7/dQ5DEaJSH8vgjxdTY6Nre/OOTwq0GzK0/kYjUZKi+SCXQ9vYWl5oVBQUUdMutxxe+4gIch7ggE+Tthbq6jWGjhX0Hojut6AxWrP3t6e6urqxn97eXk1egE30JUdLt3d3Vm9enWrn4eGhjZGj85n+fLlLF++vNXlQkJCWoy89TQGgxEAtbrtuaL7jsvd5KaNavkxbGWdhl1nZWeBy4Y2LxD84ZycUjHZL4wQp6YNSHRGfaPjyOUBrbcTP1X6DXqpDk+bQQQ6dEyEdBbJFRsB6Oe8EKXCfLMlo2TkYJG8LyZ6Djc5dkumfBM0P6TlFCGAzJIyTmTlolQoWtzv51On0fHpz7Kd3u2Xj8fN2bIitd5MXziGb73W/I3ah/U2hwtHRtLfz7zbzXuH9jd25Yz27lgOaT8nL/bknyOpIr9D6+mrnCzJ5tmYdaRWyQWQ90dO5cHI1s9DLSFJEv85Itcd3DR0OM5mnqRsrk9XmTvMfJ3AyQS58HPoIMvy2BuordY2/vYdnWzNjBb0FTadkY/T4UGu+LqIv2tPoFIqGBLgwqHUEmIzSxno23tveC1We5GRkZw8ebLx35mZmYSEhDT+OyEhgdDQ0E6d3MVMgyBXtrF4q7i8mtMp8iOyicNbzoPdlpCM1mAgwtOdAT5NBYXeaOTHekF+Qwu54/uKTlCircDN2plJrYjUGn0RieU/AzDc485eER2v0ReSWyOn4YQ7tV6Eej6JlekUacuwU9kw3K31i3FmZRnxpQWoFApmBbRuibY+LhGA8WFBzSwm/86vO+MoLK3Gz9OZq2eZtmNrjf074vlm5Y52LXsxMjTSn2FRptNPjqdmszchDZVSwf1zzYv3+KJCNpxLQgE82sHoOMBAF1nQJ5RfXII8p6acFXGbuHH3KlKrivGydeTjCYt5KGpGm88vB7Myic3PxUal5rYRrbshAZRV13LonNx1c+4w0+kqRqNEXILc5GpopPk0pvNpcNWyslIJD/ILiM316Srzenkx4YXO8PqOnb3dj9ziCPmKFStwcGhdRGRkZHDvvfd2yqQEfwnytthmAeyLlSPfUWE+eLq27FW84ZQsDBcOGdjsYrYzO5n82ircbeyYHdRcXP6evQuABX6TsFK2/PM5VfoNBkmLl+0Q/O3b1hq8q0ip2ISEEW/bYRYVcwLsLZQdN8Z5DMFa2fpFcnN9dHysTxButi2nCEmSxO9xcqHtoqGRJrer0xv4ZoOc33rzorFYW7U9belsfA5vPvcTGo2Om+6e0eblL0Yevm2myc8lSeL9jXJ0/Iqxg82mLwC8f0iutVjQfwCRnh33l45ykS/sCeV5GCXJIq/ttiBJEhW6OnJryymuq6ZIU0WJppoKXR21eh01Bi11hr+ehCoAW5Uae7U19mprnNS2uNs44GHjgLuNA952TrhZ27drnlqDnpjiDL5LPcq2nIRGh5lLA4fw3LBL2m39+J+jsp//dYOj8bI3fWO8/VQyBqPEQH8vQrzcTI7NyCmhvLIWG2s1A8La1vylut4j2d5RRFEvFCrqdBxMkZ/kzB0s3FV6koYGQb29sNPiK/2kSXK78B07djBjRvML/P33388nn3zSeTO7yDEa64u32liAcOR0OgATh7UcHa+s07A/RY74tNSufV2KnON8VUQ0NqqmP4+UqmwSKtNQK1TM92u5fXydobyxC2ZviY5LksTZCtmJIcL5EouXOVgsu2hMNpOusjNbrp2YHdh6BC21qJSUohKsVCrmRJpuLLIr5hwFJVV4uDiwcHLb3X4qymt47ak1aDQ6Rk80vS3BXwQHtO5DDXA0OYujyVlYqVTcO7t1P/oGzhQWsCn5LArg4bGdk7YV5uSJvdqaar2W3zJPckWw+WZELVGt15JcUUhKVRFplUWkVBWTUVVCdk0ZVfrOzU+3UqrwtnXCx9YJbzsnvGwd8bRxxMHKBgeVLOR1kpFqnYYqvYacmjJOlmaTUJaHTjI2rmecZyi39p/AdF/zqSOtEZuXy77MDFQKBXeNbF4f83c2xcr2seai4wCnk+ToeFQ/X6yszKfEnY+mTi7it7ET0fELhV2JhegMEuFeDkR4iUZePcmIYPlmOim/kmqNHode2pypzbOaP38+Dz/8MMuXL8fKSj55FBUVcdttt7F3717uueeeTp/kxUxb9Wzc2VwARrTyyHRfcjp6o5EwDzfCPZsKkBqdlu314rKlRkBb82X/7nEe0bhbt+xtfq7iDwySFnebgfjZmb/gdQdFmjNU6DJQKWwIdZxl0TI5dYXk1RWjVqgY7tZ6XrjWYOBooZw3OtkvtNVxu8+lATAmJABHW9M5q7/ulO0TL5sW3WabQ6PRyDsvrSM/twy/ADeWLb+mTcsLWueTrXJk9apx0fi6mc9DfO+QHE1fNDCS/h6d0+zFSqnilojxfJy4m2Uxv7AtJ4EnomcT6tjy+rUGPWlVxZytKKh/FZJUkU9WTZnJ7bhb2+Nl64S7jQOetg44Wdlir7LGTm2FrcoKBSAh37jWGfXU6LXU6LVU6Ooo0VRToqmmuP6/OqOB7Joyss1ssyXcrO2ZGxDFjeFjGeDc8ZbjHx2Rz2FXRA4i0Nm0n/j56SrzLMgfT0iW04gi+7U9PUFVXytk1BvNjBT0FbbU54/PGSSi4z2Nj7Mtfi625JbXEZddzvjw3tl8q82CfMeOHdx8881s2bKF1atXk5qayh133MGAAQOIjY3tgile3LRQ49YqBSWV5BZVoFQoGBTe8kVhR5Jc8Dl9QPPOmjtzUqjV6whydCH6b41tdEY9O/LlNIo5rXSrlCQjSeXrABjocmWviI4DnKuQC/5CHKdhrTL9iLqBmBLZFWOwSwR2qtYF9MniXGr1Ojxs7Rng2nqB3556QT61v2l/65yCcg6fkp9ytNZh1RQ/f3uAQ3uSsLJW8/xb1+PYisuOoG3EpuVw6GwmaqWSO2aav9GMK8hnS0oySoWCh8e233e8Je4dOIVSbQ0/pMawNTeBnXlJzPAbiL3KGpVCgV4ykltbTlZ1KXm1FbR2CvG0cSDCyYswJ0/CHD0IcfQg0N4Vf3tX7NSdE6nVGg0U1lVSUFtJQZ38KqyrpKiumhq9lmq9hmq9FiulCke1DQ5WNnjY2BPt6s9Q90AC7V077TxyNCebbakpKBUK7hs91uz4tqSrACQ2CPKI9ghyOaKu1xvavKyg96HVG9mRIDdCE+4qvYPhQa7klucRm1l24QjyiRMnEhsby7333svIkSMxGo289tprPP30071GgF2sxJ2To+P9gj1xsGtu0WcwGtlzNg2A6QOaC8ON6XJu+YKQyGZ/yyMlp6nQV+Nh7cJIt5ZzoHNrjlKpy8ZK6UCY05yOfJVOw2DUkFa5FYAI54UWL9cgyEe5mXZDOZAni+fxPsGt/v5rtTqOpMnNQqb0C2lxTAO/75Gj42MHB+PvbTqC93fSUwr48iO5Y+G9T8ynX2T7ukEKmvPpVtmV47LRg/Bza/np0Pm8e1COjl8+MMpkS/b2YK1S89LwhSwJH8vbp7awO/8sW3LiWx3vZGVDfydv+jt708/ZiwHOPvR39ra4vXyH5qpUEWDvSoC9a5dvyxSSJPHmXrn+5dpB0Rb9TdqSrqLXGziXJguwyIi2R0QbUlz0IkJ+QXAotZhKjR5PR5vG/GVBzzI8yJWNp/KI7cV55O1KpElKSuLo0aMEBgaSk5PT6B1squhT0DYatJ1ktDxEnpAqR2iiI1oWYon5RZTU1OJgbc3IYP8mn+mNRnZmy9HzecHNH8/uK4wFYJr3KFStWAaeq/gDkF1MrJS9IzKbXXMQrbESe7UXvnamHRUa0BsNxJWfA2j15qOBowVyuso4n9a9q2OzctEaDPg5OzVLEzofSZLYvL++8LON0XFJkvj4nY3odAbGTurPwqt7R7rQhUBSbhG741NRKhTcMct0t1aQo+M70lJQKRQ8ONZ8rnl76efsxScTb+RIUTqnS3MwSEa5k6cC/OxcCLB3JcjBDQ8bh4s+WPLH2USO5eVip1bz2Hjz+fxl1bUcPlffDMiCdJW0rBK0OgMO9tYEtKOxj3V9TqumVrY/vNj/Xn2dhnSV2VHebfKjF3QdDXnkxzJKe+0x1maT6zfffJMJEyYwZ84cTp06xeHDhzl+/DhDhw7lwIEDXTHHi5IGd5UGtxVLSM2WK7ojglpOnYjNlCPow4P8sFI1FdWnSvKo1GlwtrZhmEdTQW+QjMSUyhG4cR4tt4XXGWvIrN4jb9/CwsnuIK1yOwChjrMs8h4HSKnOQmPU4qi2J8Sh9SizJEmcKpFtrYZ6tj7uRFZ9Xn+wv8mTQGp2MVkF5VhbqZg8onlKkSkO7Uni+KEUrKxU3P/0gl55sumrfLUzBoDZQ/sRbIGzyidH5Wj6ogGRhLmaT3XoKGM8Q7i1/wTuGDCJuwZO5q4Bk7k0aAgjPILwtHW86H8LdXodK/bJ56Z7R4/F28F8gd32U8nojUYG+HkSakG6SnJ6IQARIV7t2t/uXk4oFAp0OgPlJdXmFxD0WiRJEvnjvZAhAS6olAoKKjXkltf19HRapM2C/L333uOXX37hgw8+wNbWlujoaA4fPsxVV13F9OnTu2CKFyfq+pzC9gjysICW86Nis2QXgOGBzcXj/ty/Ui9Uf/M+T6pMp1Jfg4Pajijn0BbXnVm1B71Uh5NVIJ42ptM8ugu9UUNmtdzEKNTJsmJOgNPlcmHrIOdwlIrWD5HcmkqK62pQK5REurVecBZbL8iHBZjOJdx9TN7u6EHB2Nu23hX07+h1Bj59dzMAV9w4Hr/Azk2RuJjJL69iw3H5qcVt080/dUgtK2XjOTnV4R4L8pQFXc+q48fIrqzAz9GRO0dY9uSoIV1l3nDLHF2SM/4S5O3BykqNm6d8o1CYX96udfRVDAYDL7zwAmFhYdjZ2REREcFrr73WYpOwvsCp7Apyy+uwt1YxqZ/5xmGC7sHOWkWUn1yMfyyjtIdn0zJtFuRxcXFccknTCKiVlRVvv/02mzdv7rSJXey0NUJep9WRXSifyMP8Wxbkx+sj5COC/Jt9tr8+F3qib/Mc56MlZwA5n7q1dJWUSvlvH+40t9dE5LJrDqCXanFQ++BpY7l94OlyOXVnsIvpKPWpYjk63t/VE1tVy9lfkiRxMqs+ih5oWpDvOyF7yE8Z2XKH1db446cjZKUX4eLmwOLbp7ZpWYFpvt1zHL3ByKjwAKKDzRdnfXbsKBIwMzScgR7iYtzTFFRX8d963/GnJ03Fzsp8sWpRZXWju8r84a07LJ3P+RHy9uLlI9eMFOReXIJ8xYoVfPzxx3z44YfEx8ezYsUK3nrrLT744IOenlq72HJGPt9P7e+FbRvtLwVdy8j6tJXe6kfeZkHu6dn6RWbatGkdmozgL9QNRT46y6rus/PLkSRwsrfBzbl5/nZFbR2ZpfKJfmhA08doRkniWL1134QWBPmJMjlaNLKVAkedsbaxC2aY02yL5tsdpFfKXSpDHGe26SYhoTINgChn044o8aVyEdcg99aj4wWV1ZTU1KJSKBjk2/q4Oq2O08nyiXx8tOnCz/PR6fR8/4X8FODme2fgIBqLdBq1Wh0/HZS96G+ZNsrs+MLqan46I/v43zPafK65oGuRJIlntm6mWqdjuI8flw0wXQ/SwKbYJAxGieggH4tSlABSM+rTBYPbfxPmGyiLhay0wnavoy+yf/9+Lr/8chYuXEhoaCjXXHMNc+fO5fDhwz09tXaxJV6+LswW6Sq9jhH1HTuPXygRckH30FDko9XozYyUyS2uAMDfy6VF8ZlSJP8AfZwccbZrKtrSK0up0euwUamJcGkaXdcbDSRXyQ4hraWrFNSexIgeB7UPzlaWi8muxGDUkFUjO12EOE63eLkSTTml2gqUKIhwNN3RM6WiBIB+Lq1fhJML5Qt1sLsrNiY6bialFWIwGPFwccDPy7yLRwOH9iRRUlSJu4cj8y4fYfFyAvP8GZtERa2GAHdnpg4yfXMG8OWJY2iNBkb5+TPGv22t0wWdz7dxJ9iVnoq1SsWbsy1/crfhmJyitHCkZQK+plZLQXElACFmmkuZov+gAAASTma1ex19kYkTJ7Jt2zaSkuTAz4kTJ9i7d2+zJ/Hno9FoqKioaPLqDWSV1hCfW4FSATMjO+6bL+hcRgTJN72nsivQ9EKL0d7ZrkiAlXWDINdZND6vSD4h+Xi03LAktVgWj2GezQuUzpTId/QDXT1R/y1/PL0mF61Rh4PKDn+7lh/H5tfGAuBrN7LXpKtk1RxEZ6zGXu2Fl23zJketca5KdlYItPfB1oT/OPwlyMOdW78IN9wImXJXATidIkfHB0X4tmkfbvrlGABzFg3HyoTgF7SdNftPAHDdhKHN6ir+TpVWy7dx8nhLOkAKupaU0hKW19scPjNpKgMsTB/KKCrjZEYeSoXC4nSVjBz5PODmYo9zB3z/o4bJTk3xJzJ6rQtEV/Dss89SUVFBZGQkKpUKg8HA66+/zpIlS1pd5o033uCVV17pxllaxrb66PjoEHfcHSyvAxJ0DyEe9rg7WFNSreVMTkWj80pvQUTIeyk2DTZYFkbIGwS5r2fL0VVTwrAh9SKqhcLEs5VyLmU/p6BWCxyL6uTH9N52LTuw9AQN3uOhjrNRmCjM/DuJlXIufX/HYJPjJEkipVy+EEeYFOT1or2FG6HzOZMi5/cPbqWhU0sU5JVz9IBszzjvcsssHQWWcSojj9OZ+VipVFwx1vwN3ZrTcVRoNIS5ujE7vF83zFDQGlqDgcc2baBOr2dSUDC3DLP8ydEf9dHx8f2D8XS2zMY3I1s+xjsSHQfoP8gftVpFWUk1edm985F6V/DDDz/w7bffsnr1ao4dO8ZXX33FO++8w1dffdXqMsuWLaO8vLzxlZmZ2Y0zbh3hrtK7USgUjb7wvTGPXAjyXoqNrVx8pKmzLEJeWCZbZXm7t2zplVlSBkCIu2uzz5LL5bSKAa7NI+Cp1bIzSz/H1n22S7SyKPToJe4qsgWjnFcd3sYGRecq5RP7AGfTgryoroZqvRYFEOzUuthOK5YvrKFmIuSJ9U1FosIsP5Hv3nIKo1EiekQIAcG9s/NYX2XtITl3fO6w/rg7mm6gI0kS35yMBeDOkaNRXiSRzd6IJEm8vmcncQX5uNjY8vac+Rb/PSRJYn2MbO+6YKRl0XGAzBz5GA/y75ggt7axot8gueD++MHkDq2rL/HUU0/x7LPPcsMNNzBkyBCWLl3KY489xhtvvNHqMjY2Njg7Ozd59TQVdToOpsjXUpE/3nsZGfKXH3lvQwjyXoq9g5wuUVOjsWh8VbU8ztmh5aK+4upaALycmkd9cmvk/McAh+YntUKNHP3xtW1Z8BmMWjSGMgAcrHpHi+DM6r0YJA1OVgG421h+YQXZgxwgwsQNCEB2tVwg62PvhLWq9Ur63PL6feva+gVDrzeQVVDvkBNoubA+tEfOuZwyy3IHGYF5arU6/jwu79urx5lv0HQwK5P08jIcray5fGDvuCm9WHnv0AH+V39z9Nbsefg6tpzC1xIxKdlkFJVhb2PFnKHmu3M2kJVXBkCgn2sbZtoy46fLeet7t57u8Lr6CjU1NSj/lhKmUqkwGvtW19JdiYXojRIRXg6EeYomib0VESEXtBn7ereMmioLBXmtPM7RruW855LqGgDcHZpH+wpqqgBZXP6dwjr5LtLTpuUocK1BjggoFVbYKHs+SgGQVim3jw91nNWmPMxybSUl2goUKAh1aG4NeT7ZVXKKUEs3MQ1IktQoyP1dWhcGWQXlGAxG7Gys8HYz37QEoKK8hlOxcjrR+Kltu+kQmGZr3DmqNVoC3J0ZFW6+OPP703I0fdHASOwtsNUTdA2fHTvK+4fl5nQvT5vJnIi2pQ6tO3wKgEuGD8TexvL83+x6QR7g49qm7bXE5NlyelTsoRRKi6s6vL6+wKJFi3j99df5448/SEtLY926dfzf//0fV155ZU9PrU1sja/vzimi472aoUGuKBWQXVZLQUXvahAkBHkvxaEhQm6pIK+PpDvYt3whKa4X5B4OTYuOjJJEQa184ve1by4GCzWyIPe2bVmQ1+iLALBXefaKIiStoYrsmoMAhLUxXSWlPj3Hz9YTOzMFnVlVckQ70NGl1TFlNXXU6eUaAF/n1oV2en1RWIi/u8X78Oi+cxgNRkIivPEN6F2FKX2dXw/L0cnLxww22/a6tLaWTefOAnD94N5TQ3Gx8W3cicYizicnTObmNuSNA1TWath8Qv47WlIzcD45+WUABPi6tmm5lggM9SRySCBGg5FN62I6vL6+wAcffMA111zD/fffT1RUFE8++ST33HMPr732Wk9PzWJ0BiM7EuS0wzlRQpD3Zhxt1AzwaWgQVNazk/kbwpahl2LvKAvCqirL7uBq691YWorsSJJEea28Hpe/WR6Wa+rQS/KjQU+7po/ZDJKBSr0s5N2sW44EawxypNhG1bow7U4yqndhlHS4WIfiat229vNp1bIXe5ij6eg4QG5Nvc2kiQh5XoUcHfdwsMda3fqhlpEn3/QEt+GCHnNQztsfN9myToICy8grq+RwslxHcNlo8+knvycloDUaiPL0Yoj3hXMhliSJ0rpaUstKSSsro6yuDp3BgM5oQJLAzc4OT3t7PO3tCXN1x9PedJ59V1Gn1/H6nl2NDjf3jhrL/WPGtXk96w6fpk6nJ8LHnWEhzTsZt0Z1jYayCjkd0N+nc86BC64bS0JcFr+uPsAVSyZga3dhu3U4OTnx7rvv8u677/b0VNrNkdQSKur0uDtY9zrnDkFzRgS7kZBXyfHMUuZH945UWxCCvNfi4ipf4CrKatq0XEuGIgajREMTYuu/dZTUGWUvTqVCgZWyaS603viXT6eVouWfikohP6I3Spa5wXQ1KRVyx9AwpzltjtinV8vWgyH25i/I+TUNTxVaT0UpqpL/dp5migLzzvOQt5TTJ2TROHR0qMXLCMyz+cRZJAlGhPoT4G7+7/FzgtzF9ppB0b3iCVF7kSSJtPIy9maksy8jncM5WZTVWf4419vBgShPb4Z4+zAuMJBRfv7Yqrs2fSepuIiH//yDpGL5Kd0DY8bx+PhJbV6PzmDgmz2yfehNU9tm3ZpbIB+7Lk52ONibfqpmKTMWDOWbj7dTkFPGHz8c5upbJnfKegVdx5b6dJWZkd6ozDxVE/Q8I4Jd+e5wBsfTy3p6Kk0QgryX4lwvyGuqNWi1eqyt2/+nMpxXHKNWNVXs2nrR/XcxDmBslPG0anmoUsoXIYNkWWpNV1KjLyKvVn7MG+bYtnQVgIwa2Xow2MECQV6f5uNt13rxzl9pQqYFeX59UxEfD8ty8EuKKsnNKkGhUDBoiOniU0Hb2HxCLuacN9z8k4dzJcWczM9DpVCwyMIukL2Nsrpa1iXEs+bUSZJKipt97ufoRJibG5729lirVI3nieLaGopraiioriaropyC6moKqlPZlZ7Kh0fAWqVipK8/U0JCmB4SRqSnV6fdsJTV1fJF7DFWxhxFY9DjaW/Pv+ZcwpSQ0Hatb8uJs+SWVuLuaM+iUW0rys2tL8b28+68+hkrKzVL7pnBv19axw+f7xaCvJcjSdJf+eMiXaVPMLL+KcaJrDK0eiPW6t6RvS0EeS/F0ckWpUqJ0WCkoqwGzw6c8HXnC/K/VbPr6z+zaqHxiVH6azlVKxdTtUIW5PpeIMhTKzcjYcTLdjDO1m3rlChJEhk1DRFy84+wGvLuvU1EyC0V5LkNHvKtNHX6Ow3R8dB+3jg4teyqI2g7+aWVnEjPRaHAIpeNdfXR8WkhYT2WstFekoqL+CTmCH+cTURraLgpVzLKL4BJwSFMDgpmgIcndhYUqdbodCQWFXK6sIDjebnsz8wgv7qKg9mZHMzO5O39e/FxcGRycAjjA4MYHxBEQDts6rIrKvg27gTfnIylSqcFYGpwKG/PnY+XfftcLSRJ4std8k384snDTHbTbYkGQe7r3bkpe7MXDWfNqt3kZDS/SRL0LhLzK8ksqcVarWTqAMsaUAl6lggvB9zsrSit0XE6p7zXpBkJQd5LUSqVuLraU1JcRWlxlVlB3hB9Mhik5h9Kf733d1ltqBfdimafNB1rlFpYL6BWykJEa6hAkoxtasLTmRglA4nl6wCIcF7Y5uULNaXUGjSoFEr87Uy3PJYkqdGZxtvWggi5mZSVgpL6CLm7ZYL8XIJcfBo1RLRn70x2xqcAcrqKt4tptxtJkliflAjAlZF9x3YyuaSY9w8fZH1SQuPzryhPLxZHD+WygVE427Q97cLeyooRfv6M8PPnpqHDkSSJ1LJS9makszs9jQNZskD/Kf40P8XLBbP+Tk4M8vRmoKcnAz088XNywtnaFmcbG1RKJaW1tRTX1pBXVcmRnGz2Z2aQXl7WuM1ITy8eHDOO+f0GdMj3fU98KvFZBdhaqbl+wrA2L98YIffqXIcplVrF0vtmsmLZj526XkHns7W+GdDkfp7Yd+BJtqD7UCgUjApxY2t8ATHppUKQC8zj6eNMSXEVRQUV9I8yXWjoYCsX/lTXNo9U254X5arR6ppEgZys64tHdRqMktTk4manssVKoUYn6SnTVeKjau6R7WTlj1JhjV6qo1KX0+bIdGeRXX2ASl021konwp3mtXn5huh4gJ036hbSd86nQqdpTPXxMpGyUlojF3u52bfeTlur01NR7yHv6WZZlC8zTc6ZDQ5r3shJ0H72J8hdWmdGm7fLO1tSTGZFOTYqNTPC2lY83BNUaOp4a/9evj91svHmen5Ef+4ZNYahPr6dmv+uUCgId3Mn3M2dm4eNQKPXczgni/2ZGRzOzuJkfh45lZXkVFayNdXyBjhKhYIx/gHcNnwks8P7dbgBk9Eo8e6GfQAsnjwcN8e2t73Pq88h9+ukgs7zmXbJELb+Htvp6xV0LlviZXcVka7StxgV4s7W+AKOppVy55Seno2MEOS9GE9vZ5LO5FCYX252bIPdYVWtttlnapUSW7WaOr2eaq0Wt/OsD52t5ZQHCVmUN/wb5Auru7Uz+ZoSijXl+LTQHEipUONmHU6xJoESTVKPCfL4sh8A6O+8CCtl2y+sDYI82IJ0laJauSuqk5WNycK1shq5KM6UIC8ul6PoVmpVq02d/k5WuvwYOzBUPB7tTI6l5oDaiqmDwsyO3ZmWCsD4wKBe7T0uSRJ/Jp/llV3bKaiWf7dzwiN4ZNxEBnmZfhLUWdio1UwJDmVKcCgA1VotJ/PzSCwuIrG4iLPFRRTX1lKhqaNCo8EgSbja2uJuZ4eHnT1DvH2ZEBTEGP/AdkXwW+OPY/GczS3CydaGO2aOadc6chpzyDtfkCuVSv758c2dvl5B55FfUceJzDIAZkd1z/Ek6BxGh8pR8aPppUiS1CuK8oUg78V41UddivIrzI51qq/wr26ls6eDjbUsyDVNBbutSo2NSo3GoKdC21SQg2x3mK8poVTb+hzcbfo3CvJQp5lm59rZlGpSyK09igIlka5Xt2sdGdX1BZ2WCPI6Wdh42ppORbEkQl5cJq/Lw8XeohOCwWAkJ1P2LQ8KEYK8M9EZDIT5ehHqZf7x5Y40Ob1lRqh58d5TlNTW8I/tW9icLFtkhrm6sXzmHMYF9mwhsIO1NROCgpkQFNzsM0mSMEhSs1qXzqayVsP/rd8DwO0zR+Ni3/ZaDEmSyCvsOkEO9AqRIGidbfXR8WFBrng7i3qevsSQABesVUqKqjRklNQQ4tHz3VV7R2mpoEW8fOWTfH5umdmxTvXR1fJWfMsd6/3Jy+uaC3Y3G1kwFtc1t1j0sHEFIK+u9eIiT1u5kUZG9R6kVnLNu5JTpV8DEOw4FUcryz2Ezye9IUJugcNKYX2E/O++7X+nQZC72rV+ov5LkFt2MijMK0en1WNlpWr8fQg6j6mDwsyKoBqdjphcOY9/WkjvFOQHszJZuPp/bE4+h1qp5IEx49hw4809LsbNoVAoulyMS5LEP3/aTlFlDaFebtw8bWS71lNeWUt1jRzg8O3kHHJB32DLGfm6MVd05+xz2FqpiA6Qj9ujaaU9PBsZIch7MQFB7gBkZ5SYHevtLhehNXha/x2/+tbtueXNPw9xcgUgtaL5dvo5yikoSZXprW471HEmVkp7yrWpjV0yu4tSTQoplVsAGOJ2S7vWYZCMpNdHyMMczDcFanRYsTNd+FdWL8jdHVqPkJdUyDdB7i6WuXTk5ZQB4OPvikolDt/OZsKAELNjjufloDca8XN0Itild90U6Y1G/n1wH0t+/oH86irC3dz45folPDFhMjYmmlNdTPweE8+G4wmolApeu2GuyaZdpsjIkS/iPp5O2Nr03rQlQddQrdGzL1kOVIn88b7J6FBZYx1NF4JcYIaGHOHsjGKzkWe/eg/rBk/rvxPgKn+eXdZckIc7y7nhyeXNo+ADnUIBSKrMaHXb1ipH+jsvAuBM6Xcm59nZHC9eCUiEOE7Hw3Zgu9aRV1eExqjFWmmFn535QsmCGjmq7W3fuiDXG4yNTyPcTVjilbZRkOc3iAD/3lEVfiGhVioZHR5gdtyRbLmj65iAgF6VUlCh0XDnb+v44PBBJODaQdH8dsPSbssV7wtkFJXx+s/bAbhv7gSGh5q/AW91XVlyACMkoHltjeDCZ8/ZIrR6I8Hu9gzwMR2cEfRORoXI19GYdPNBz+5ACPJejG+AG0qlgppqDaXFVabHesqCu8HT+u/4u8if55Q1F+wRLvJdYkoLEfL+TkEoUFBgJo88yvU6FKjIrT1KcV2iybl2FtnVB8ms3o0CFcPc72z3etKq5PSDEHs/VBbYNloSIS+vlVOHFICzXeuFaA0RcjfntkXIff1dLRovsJxBgd7Y25hvU34kp16Q+/ce28mM8jKu/fE7dmekYadW8+95C1gxe16vLjjtbmo0Wp783x/UaHSMjgjkzlntK+RsID1bDmAEB7h3xvQEfYwtZ/5qBtSbbswFltPQICgpv4ryGl0Pz0YI8l6NtbW6MRKakVJocuz5gtxobB5ND3STP08raf5oJsJFjvDElxY0+8xebddY6Hii7Gyr23e08iPUUS7oPFr0QZfnktfqS9iXvxyASNdrcLNpv/VcSrUssEItSFeB8wV563nfJTWy0Haxs0VlIie2pLxtgryhnsDHz9Wi8QLLGR1hXmAbJYkT+XJ602h/89H07uBoTjZXrVnN2ZJifB0cWXPNDVw+sG0dJy90quu03LtyHfFZBbja2/LG4vkmj0tLSM6Q7UdDhCC/6NAbjGxPqBfkg8QTqL6Kl5MNoR7ytfdYRs+nrfQZQV5SUsKSJUtwdnbG1dWVO+64g6qq1qPGaWlpKBSKFl8//ig3Wzhx4gSLFy8mKCgIOzs7oqKieO+997rrK1lEeH85Ny05Kc/kOH8vF6zUKjRaPXktRMkjfeWTRnxuYTPBPtIzAAVyhLxBbJ7POI8hAOwtPG5yDiM870GtsCWv9hhnK341ObYjGCUDe/JfodZQhItVCCM87urQ+hry4/s7WVbwllMt719/h9YLuYqqZKHtaaYpUHF5fYGoq+VFnQDefVCQ9/Zj+K7ZY82OSS8vo0anw0alpp9bzwuxbSnJ3LTuR0rqaon29mHd9UuI9hb5rOdTWavh7pU/czwtBydbG/5z15X4ulnWhKs1jEaJM0nyjVlUf/POTIILi6PppZTW6HCxs2JsaM+fBwTtZ1RIQx55z6et9BlBvmTJEk6fPs2WLVtYv349u3fv5u677251fFBQELm5uU1er7zyCo6OjlxyySUAxMTE4O3tzTfffMPp06d57rnnWLZsGR9++GF3fS2z9IuUXT+SE3NNjlOrlIT4ydH0lJzmueARnu7YqFVUa7Wkl5Q1+czFxpYoN1mwH87PbLbsZK/hAMSUxlOjb9nFBeQmQcM95L/JkcIPKKo7Y3LO7SWu5Gtya46gUtgwze91rJTtb1tukIwkVKQBf+XLm0KSJLLrBXmAQ+sFfUVV9ULb0bTQbhDklrqsFDQI8j7osNLbj2FLHjvHF8pPqgZ4eHQ4wtpRfkk4w71//IrWYGBWWDjfX309Po4il/V8SqpquGflz5xMz8XZzobP7ruaIcEdF9Dp2cVU1WiwsVbTL0Q06LrY2Hxajo7PivJGLYrr+zSNfuS9wGmlT5Tdx8fH8+eff3LkyBFGjx4NwAcffMCCBQt455138PdvnmqgUqnw9W164l23bh3XXXcdjvUXrdtvv73J5+Hh4Rw4cICff/6ZBx98sIu+TdsIq4+QpyebTlkBCPX34FxmEalZxUwe3jSFQ61SEunjxYnsPE7n5hPm2bQocJxvMGdKCziYl8GloU0fd4c7BOBv50VObSGHS04z3XtUq3OIcr2W7OoD5NYeYWv2E8wP/A+uNp1nDZdSuZkTJasAGO/9VIdSVQDSqnOoMdRhp7IhzNF8CkKJphaNQY8C8DFR1NkQIfdwMBMhL6sfZ4EgNxqNjZ70Xj59y2btQjmGE4vl4zDKs2dF2NcnjvPyLrk48crIQayYPa/L7QL7GsdSsnn6mw3kl1fham/LZ/ddw0D/zvm7na4PkET180WtNt3ZV3BhIUkSW+Ib7A7F05G+zph6QX4iqwyt3oi1uufOo33iDH7gwAFcXV0bL+QAs2fPRqlUcujQIYvWERMTQ2xsLHfccYfJceXl5bi7955HUMHh8gUkI60Qg95gcmx4oJwLfjajZfE+2F8W97GZzaPt433kJh27clKa5X8rFAqmeI4AYFPufpNzUCpUzPBfjodNJBpjORuz7iW/9oTJZSxBkowcL17JnryXkTAywOVK+jkv6PB6T9bnxUc5h1lU0JlVJUeovewcsVG1fj9bUGk+Ql5bp6OmTvYxdnc1H+UvLa5CrzegVCrw8OrYI/fu5kI5hs8Wy0+fBnj0XFOmlTFHGsX4LcNG8Pac+V0qxms0WkqqaqioraNGo0NvMHbZtjqDOp2et3/bxa3/+YH88ipCvdz48oHrOk2MAxyNk9Pcoge236VF0DdJyKsks6QWG7WSqQNEc7a+ToSXI+4O1tTpjJzMKuvRufSJCHleXh7e3k0LJ9RqNe7u7uTlmc6tbmDVqlVERUUxceLEVsfs37+fNWvW8Mcff5hcl0ajQaP5q8FORYX5TprtxS/ADXsHG2qqNaSlFBIxoPU78ugIOb3l5NmcFj+fEB7M6iMn2Jvc3FN8il8odmorMqvKOVmcxzDPpg1y5vtN5KesbZwsP8uJsiSGuQ5odR5WSgdmB/wf23OeorDuNJuzH2Go+y0Mdr0RtbLtra81hgr25r9GVvU+AAa5Xs8oz86JfsaUyGk1I90sK4Jr8GoPdTZtO5hXIbvZ+Lu0LpwLSuUx9rZWOJpwYmkcX5+u4uHljKqPReV60zHckeM3t0r+mwU698wTiv8cOcQ7B/YC8NDY8Tw6bmKnOTzU6fScTM/laHIWJ9NzyS2rpKC8iqq6pt19FQrwcnLAz80Zf3dnwn3ciQrwJirAGy9nhx5znNDq9fx86DSfbjtMQblcm3DFmME8e8V0HGzNu+dYSm2dlr1H5O6nU8b277T1CvoGDekqU/p7YW/dJySUwAQKhYKxoe78eTqPQ6kljd7kPUGP/pqeffZZVqxYYXJMfHx8h7dTW1vL6tWreeGFF1odc+rUKS6//HJeeukl5s6da3J9b7zxBq+88kqH52UJSqWSAYP8iT2Sytkz2aYFeT8/lAoFuUUVFJZW4eXWNKVifFgQKoWCtOJSskrLCXT7Kw/Z3sqaWYH9WJ8Wz+9pZ5oJcm9bd+b7TWR9zh6+TlvPO8MeM3nhtVW5MjfgA3bnvUxm9W5iiz/lbPlvjPJ8gFDHWRZdtDWGCuLLfuBM2Rp0xmpUCmsmeD9LhPN8s8taQq1BQ1y5fGEd7T7IomUarCHDnUwftDnlsnDzMyHIC0tl0fD3v1Nr5Oc2FHT2nvzxvngMd+T4za8vQvV17P4nFB8ePsj/HZRvSh8fP4kHx47v8Dp1BgO7z6Ty06FTHEzKQGcw/RQOQJKgoKKagopqTqQ3fdrm6WTP8FB/+RXmz6AAb6y6+OaxvKaODccS+HzHUfLqbV19XZ144eqZTB3UsZS2ltgfk0KdRo+/jwuDREHnRcfmhu6cg0Xx9IXCuHBZkB9MKeaBGf16bB49KsifeOIJbr31VpNjwsPD8fX1paCgqSWfXq+npKSkWY5pS6xdu5aamhpuvvnmFj8/c+YMs2bN4u677+b55583u75ly5bx+OOPN/67oqKCoKCua0ndv16QJ57JYf4VredvO9hZ0y/Yk6T0Qk4m5TBrXNMotpOtDSOC/Dmakc3ec2ncMGZYk88vC41ifVo869MSWDZyRrOiteuD5rIl7yAJFWkcKTnDWI/BJuetVtoyw+8NUqu2cKzoY6r1+ezOe5HjVp8QYD8Bf/uxeNoOQq20Q62wQUKiQpdJSV0SRZoznKv4A51RTv1ws45gos8/8LTtPDu3k2VJ6CUDPrYeBNpZZl3VECEPczYtyBs6onamIC/MKwN6V0FnXzyG23v86o3GxqZQft0syN8/dIB3D8npYk9OmMz9Y8Z1aH0lVTV8vesYvxw5TXFlTeP73s4OjIoIZHR4AMGebni7OOLj4oidtRUGoxGdwUiNVkteaSU5pRVkl1SQlFtIQnYhKfklFFXWsDXuHFvj5BtdG7WKwUE+DAv1Z0iwL5EBXgS6u3Q4il5SVcPhc5n8GZvE7jOpjTcS3s4O3DlrLFePj253B05zbN2TAMCsSZHCf/oiI6u0htM5FSgVMCtS2B1eKIwLk9N9Y9JL0RmMWPVQoW6PCnIvLy+8vMzn9U2YMIGysjJiYmIYNUoWpNu3b8doNDJunPkL06pVq7jsssta3Nbp06eZOXMmt9xyC6+//rpF87axscHGpu2pF+1l4CC52DD+ZHMHlL8zbEAASemFxMRnNhPkAJP7hXI0I5ttiSnNBPm0gHBcrG3Jq6lka9Y55gU3Xd7dxoVL/afyU9Y2PktZx3C3AVgrTTceUSgUhDvNJdhhKqdLv+NU6f+o1GWTUL6WhPK1TceiRKJpfqqbdQTD3G8n2HEaCgtyvNvCgaKTAIx2i7L4wnquvptpuEvrglyj01NYn0Pe0JCpJQpK2hkh70WCvC8ew+09fkvrajFKEgrAw0T31c7mw8MHG8X40xOncO9o8/aMrVFdp+XrXTF8uSuGGo3cCMPDyZ4rxgzmstGDCPN2a/VYUCpVWKlV2NtY4enkQPTf3EpqtTriswo4npZDbFoOsak5lNXUcSw1h2Opf6XROdpaM8DPk2BPN4I8XQh0d8HL2QEnOxuc7WyxtVZjNEroDUa0BgOFFVXklVWRV1bJ2dwiTqbnkllc3mTb/f08uXpcNNeMH4KNVddd1tKzitkfkwzAnCmRXbYdQe+koRnQ6FB3PBy7TwMIupZIXydc7Kwor9VxKrucEcE90wm7TyRARUVFMX/+fO666y7++9//otPpePDBB7nhhhsa3Rmys7OZNWsWX3/9NWPH/nXBOnfuHLt372bDhg3N1nvq1ClmzpzJvHnzePzxxxtzWVUqlUUio7uIHhECQOrZfMpLq3Fxa71QcPzQUH7cEsue48k8dcvMZhfX+YP78+72fexPTqeoqrpJ0aGNSs2NA4bz8amD/PfUQeYG9W+2/HXBc9hRcITs2gK+S9/ELWGXWvQd1EpbhnncxiC368itOUp29SFya49SqctqHCNhRK2ww82mH+42A/C3H0OQw+ROF+IAGoOWvUWxAEz1GmnRMlqDgXPlcjOQSLfWfx8ZpWVIgKONNe4Odq2OyymURYWfl2X5yHnZsi2Tb0DPnCw6woVwDDcUM1opVSi7KTL68dFDjWkqz0yawj2j2ifGJUli3eHTvLdhLyVVtYDcmfSuWWOZNjgcK1XH00rsrK0YGR7AyPCAxm2mFZYSm5rDifRczmQXcC63mKo6bTOR3h4ifNyZNiicBSMjO7Vg0xT//WYPBqPEpNERhAf3nmtEXyc7O5tnnnmGjRs3UlNTQ79+/fjiiy+aFIH3Bhryx+cOEukqFxJKpYIxoe5sjc/nUGqJEOTm+Pbbb3nwwQeZNWsWSqWSq6++mvfff7/xc51OR2JiIjU1NU2W+/zzzwkMDGwxp3Tt2rUUFhbyzTff8M033zS+HxISQlpaWpd9l7bi5uFIaIQ3ackFnDiaxtQ5raeKjB4UhK21moKSKpLSCxkY2vSxWqiHG0P8fYjLyWfDqURuHt9UjN4WNZpVZ45wvCiHwwWZjKt3X2nAUW3Pff2u5fUzq/gpayvjPAYT6Wy5raGV0oFgx2kEO04D5CY/BkmDwajBiB5blTtKRdcXLB4uOUWtQYO3jTuDXCzLMz1bXoTOaMTZ2oZAEx7kacVlgLyvTUXecwrrGwx5WRbxbhDkfoG9xwWoLfT1Y9hY7z7UXWkKK2OO8PZ+uYDzyQmT2y3G88oqefnHrexLSAMgxNOVhxZMYs6Q/iiVXfddFAoFYd7uhHm7c+W4aEDOWU/JL+FsbhFZJeVkFpWTVVJOaVUtlbV1VNRq0OoNKBSgVqpQq5R4Otnj4+qEr6sjwZ5uDAvxIzrYB2c72y6be0vEns5kz5FzqJQK7ls6tVu3fSFTWlrKpEmTmDFjBhs3bsTLy4uzZ8/i5ta7Ag8l1VoOp8kpi8Lu8MJjfHi9IE8p5t5pET0yhz4jyN3d3Vm9enWrn4eGhrbYrn358uUsX768xWVefvllXn755c6aYpcyfEwYackFxB5JMSnIba2tGBsdwu5jyew5ntxMkANcPmwQcTn5/Hoivpkg97Zz5Jp+Q1idFMvHpw42E+QAEz2HMdVrJLsLj/HGmS94b+RTuFq3L6dWqVChVNh3qLlPe9iefwSA6d6jUVoYgT9TIkdHBrn5mBRlqUX1eeYepi8oDRFySwS50WgkL6cMkJ13+iJ9/RhuEOSqLhSxDayMOcKb+3YDcgFne3PGf4+J542fd1BZp8FareLB+RO5aeqITomItwcrlYqB/l4mI9pGo9SlNwrtwWiU+OjrXQAsmj2U0HqLWUHHWbFiBUFBQXzxxReN74WFdV7vis5i65l8DEaJQX7OBHt07/VK0PU05JEfTSvFYJS65Tz/d/qED7kAho+Vo7hHD5xrUbScz5SR8t3d9sNJLY5dGD0QtVLJ6dwCTuXkN/v87kHjUCoU7MxO4UgLnTsBHup/PYF23hRpy3j19ErqDNoWx/VG8uuKOVoiO3/MMNHk6O+cLJbTIQa5my7mSW4Q5J6tC2e9wUhekeUR8uLCSnRaPUqVss81BbpQaLgH0xuNZo/BjvDpsb/E+CPjJrTLTUWnN/Dq2q38Y/WfVNZpiA7y4cfHl3DbjNE9JsYtpbeJcYAvftxP/Lk87GytuP361m03BW3nt99+Y/To0Vx77bV4e3szYsQIPv30056eVjM2npIdhS6JFtHxC5FB/s442aip1Og5k9N1VtamEIK8jzBibDg2Nlbk55RxLqF5Y5/zmT66H9ZWKpKziklKb94kyM3BjgXRcsHmF/tjmn0e6uzGdRFDAXjt6LbGyOD52KvteH7wXTip7UmsTGdF/JcYJPOWab2Bb9I2YMTIcNeBBDv4mV+gngN5sn/7WB/TjhwJefI+j/RpPQqYU1CO3mDE1lqNj7v5pwuZaXLuun+ge5/zIL9Q8LKX6y20BgMltbVdso3Pjh3ljb1/ifFHxrVd/BVWVHH7xz/y44E4FAq4f+54/vfQDYT7iKhue1i/NY4vfjgAwGN3zMLd1XxXXYHlpKSk8PHHH9O/f382bdrEfffdx8MPP8xXX33V6jIajYaKioomr66kok7H3nPyOfiSIUKQX4iolApG13ftPJRa3CNzEIK8j2BrZ83oSbI/5t7tZ0yOdXawZcoIOUq+cV/LY2+bIEeG/zydRHZZ85PZEyOm4mhlzcniPH48d7LFdQTZ+/Di4LuxVlpxuOQU/0r4Bp1Rb/F36glSq7LZUXAUgFvDFlm8XEFtFefKi1HwV1fTltDq9SQXyhHySN/WBXlarjwmxM/doohgVrp8MQgKFZ3hegobtRofB9kRJ6ui3MzotvNJzGGW75XTItorxk9n5nHDv1cTm5aLk60NH95+OffNm4C6h2y8+jq/bTnJmx9vAmDxZaNZMDO6h2d04WE0Ghk5ciTLly9nxIgR3H333Y3F363xxhtv4OLi0vjqStthgO3xBegMEv28Henn3be6JAssZ1y4HLQ4mFLSI9sXZ+k+xOSZcvOavdvOmH1kfskk2a9704GEFltdR/l5MyEsCIMk8fXB480+97Jz4OGhkwBYHrODwtrqFrczyCWcpyNvQaVQsqswhldPr6RGX9em79WdfJn2OxISU7xG0N+pdWH9dw7kZQAwyN0HV5vWnVPOFZagNxpxsbUx6UGeliPfgYf4W5YP3hAhDwwVUc6epKFDZ2YnCnJJknh7/x5W7NsDyB042yPG9yemc9t/1lJQUU2EjzvfPbq4SxrjXCz8simWt/67GYBrFozk/pun9fCMLkz8/PwYNKhpY7aoqCgyMjJaXWbZsmWUl5c3vjIzzVsCd4SGdJX5g0V0/EJmXJhsmHAkrQSjsevSEltDCPI+xLgpA7CyUpGVXkzauQKTY8cPDcXVyY6S8hr2HU9pccztE2VLqR9iTjb6Zjf5PGoMg919KNfW8fT+DS2mrgBM8BzKi4PvxkZpzbHSBJ4+8S4FdT1zh2mKfUUnOFpyBpVCydLQhW1adm9OKgATfE2L+NP1OflRft4mCz9TsmRBHupvmcDOSJHTYIJChdVaTxLi4gpAQlFRp6zPKEm8sms7Hx89DMg+44+Nn9Tm9fwZm8gDq36hVqtjXP8gvnn4BkK8+mbxb09TVlHDa+9t4J2VWwG4duFIHrl9hmgC1EVMmjSJxMTEJu8lJSUREhLS6jI2NjY4Ozs3eXUVNVo9u5Lk8+98kT9+QRMd4IKjjZryWh1ncrs/j1wI8j6Eg6Mtoyf2B2DXllMmx1qpVVw2TX68+v2mYy2OmdwvhKEBvtTq9Pxn18Fmn6uVSv41aSHWShU7spP5PP5Iq9sb7T6IN4Y+hKuVE6nVOTxy7G32FDaPvPcU5dpKPjq7BoCrA2cRYGFnTgCD0ci2LLnz4MwA03ZIxzJlb+VhgaZz05PS5RuqARZ6GafXC/KQcCHIe5IpIaEA/JnccsF0W9AaDDy95U++PhmLAnhtxux2Nf354cBJnv5mA3qDkbnD+vOfO6/A0VY0LWkrkiTx587TLHn4CzbtPoNCAXdcP5GHbxNivCt57LHHOHjwIMuXL+fcuXOsXr2alStX8sADD/T01ADYlVhInc5IkLsdg/1FQf2FjJVKyfhwOUq+52znBF3aghDkfYzp82SRvWvzKbOC4Jo5w1GplBxLyCIxrXlEXaFQ8OScKQCsiYnjbEHzH2CkmzcvjJ4FwIpjO4mrdxppiYHOIbw74kkiHAOp0FfzZvwXrIj/kgpdy+ku3YXOqOPN+C8p11UR6uDPjSHz27R8TGE2JZpanK1tGGOmoPN4pvxoc2SQf6tj6rQ60nLkJwgDWrCl/DuVFbWUFstdPYPDhCDvSWaFRWCtUpFSWkpCcftP2MU1NSxd9yM/J5xBpVDwr7mXsGTIMPML/o3v953gtbXbkCS4bsJQ3rppQZe1jL+QOZmQzaOv/Mg/P9hIeWUt4cGefLz8Rm67bqIQ413MmDFjWLduHd999x3R0dG89tprvPvuuyxZsqSnpwbAxlPyNe+SaD/xW7gImNRPrtPad04IcoEZxk8diI2tFTmZJWbdVnzcnZg9VnZT+e7P5m4qAGNDA5kT2Q+jJLFi0+4WRf5NA0cwL3gAOqORe3f+TFEr+eQAXrZu/Gv44ywOno8SJbsLj3Hf0eX8mbsfvbH7XVgMkpH/S/yWk+VnsVPZ8OTApVgprdq0ji2ZZwGYFdgPK2XrDicl1TWkFcvNe0xFyJMzizAYJdyc7PB2czS7/YxUOTru6eOMvYOIfPYkjtbWTKuPkm88m9SudSQVF3HlD99yJCcbR2trPlt0JVdEDjK/4N9Ys/8Er/+8HYDbpo/i+atnolKKU7qlGAxGDhxL4aEX13D/c98RE5eBtZWKe5ZM4fO3lxI9oPWbakHncumllxIXF0ddXR3x8fHcddddPT0lAOp0BrYnyMEska5ycTClvyzID6eVUKfrXs0iQil9DFs7a8ZPHciuzafY/Ptx+keZvmgsnj+STQcS2Hwwkbuvmoi/d3PP6yfnTGFnUgp7k9PZdOYs8wcPaPK5QqHgrQkLSCwtJK2ylNu2/8jqOYtxsm5ZHFop1dwUuoBxHtH8X+I3ZNTk8cHZ7/kxcwuLg+czw2c0qm7oxqk16ngn4Wv2FZ1ApVDy3KA7CHMMaNM6jJLExgw5v3FOUH+TY2My5HSVfl7uuNq33kUwIbU+XSXUdJ55A+nJ8vhgkT/eK1jQfyBbUpJZczqOu0aOxsnGspskSZL4Kf40r+7aQZVOS4iLK58uuoJ+7m0v1P3xwEn++dNfYvyxS6d0WvSutLyauIQcsvPLyCuoILegnOoaLUZJwmg0olAocHa0xdnJFhcnO7w9nPD3ccXfxwV/HxfsbK07ZR5dgSRJJCTnsWVPAtv2JlBcJgcX1Goll0wfzE1XjiPA17VnJynoNexKKqRKo8fPxZbhga49PR1BNxDh5YiPsw35FRqOppUyuX/3OZsJQd4HmX/FSHZtPsWW32O59f5ZODi2Lv6iwn0ZGx3C4VPpfPbLQV68e16zMSEertw1eQz/2X2I1zbsYFxYEG72TZ1EXGxs+XzWtVyz8X/EFedx986f+GLWddiqWv8J9XcK5v2RT7Ehdx8/ZGwhr66Yfyd9yzfpG5jvO5E5vuPxsLGsbXxbSavO4YOk70moTEOtUPFU5M2McIts83qOFmSRVVWOo5U1M8zkj+9Pln3Kx4WZLvw8eTYbgCH9LPNATzkrF4qGD/CxaLyga5kf0Z/3XN1IKyvl3wf38eK0mWaXySgv4x/bt7A/U3aOGBcQyH8WXIabXeuOPa3x29EzvLp2GwC3TOu4GJckidgzWew5fI6Yk+kkZ3TsUa2PpxMhgR6ENryCPAgNcMfZqe3ftTMoLa8mJi6TIyfSOHoynfyiysbPnB1tuWT6YK5bNAofT5EfLGjK+pPyU+iFQ/x6ZcMqQeejUCiY3M+Ln45lsedcoRDkAtOMGBtOUKgnmWlFbP3jBJdfb7qt9j1XT+TwqXQ27j3DzZeOIdTfvdmYe6eOZXP8Wc4VlrB8407evvqSZmPCnd35avb13LBpNQfyMnhkz298OPVyk2kcVkorLg+YzjzfCazP2cNPmdso1JTyv/Q/+DZ9I2M9BjPJcxhj3KNxsup4O+JqfS3fpm/k9+zdGDFir7Ll+cF3Msx1gPmFW+DnZLl4dkFIJHZq06ku++oF+aQI04L8RJIcSR/a37JofUqinMMYMcDyJkaCrsNGreblaTO59def+PLEcUrr6nh52kxcbJvfGOdUVvDdqZOsOh5DnV6PjUrNo+MncMeI0ajbkV6yLe4cL3wvW/HdNGUETyxqvxivqKrjz52n+WXTCTJymroiRQR7EhrkiZ+3M77eLjg72qJSKlAqlRiNRiqrNJRV1lBeUUt+USU5+WXk5JdTUVVHflEl+UWVHI5Na7JONxd7gv3dCfJ3I9jfDV9vF3n9Xi64Ott1OMJfU6slO7+MnLwy0rJKSEzJJzE5r4kAB7CxVjNlbD/mTIli7LBQrKxEoy1Bc2q1BrbFy8GQS4eJ9KWLicn9PfjpWFa355ELQd4HUSgUXHb9WD5asYHf1hxm0bVjUJq4uEf382PKyAj2HEtm5U/7Wf7Qpc3GWKvVvH75XBavWsPvcQnMGBjOguiBzcYN8fDl05lXc+vWH9iUkcR9O9fx4dTLsTUjVm1VNlwTNJtF/lPZVxTLxtz9nKlI4WBxHAeL41CiZIhrP4a49GOgUwgDnENwVFsm0A2SgYSKNA4Vn2Jb/mHKdPIFeKLnMO4KvxJv2+Y3IJZQrdOyPj0egCvDB5scm1lSRkZpOWqlkrGhrRd+FpZWkVtUgVKhYHA/8zmJRqORlLOyIA8fKHIYewtTQ0J5fPwk3j20n18T4zmUlclTE6fg6WCPzmCkQqNhw9lEtqelNNqFTggM4vWZcwh1bZ8d4YGkdJ76n2w/esWYwTx9+bR2idjaOi2rfznCd78doU4jN/Kys7Vi5sSBjB0eysjoYNxc2ndzXF5ZS1pWMelZJaRlFdf/fzH5RZWUltdQWl7DifisZsup1UrcnO1xc3XA1ckOezsr7O2ssbO1Rq1SolQqUCgVGI0SdRodWq2emjodZRU1lJXXUlpeQ3ll691T+4V6MXpoCGOGhjA0KqBXp9UIegc7Eguo0RoIdLNjWGDXPMkV9E4aCjtP51RQUq3F3aF7zhdCkPdRZi8czhcfbiMrvYjDe88yfmpz8Xw+91w9kb3Hk9l2OInYxGyGD2wenR0W6Mc9U8by8e5DvPDbViJ9vQj3bC5mJ/qG8N/pV3Lfrl/YmnWOJVu+57MZ1+Bma/6RtI3Kmpk+Y5npM5a06hz2FB7nQNFJ0mtyOVGWxImyvwrlvG3c8bF1x9vWHU9rV6yVVqiUSlQKFZW6ago1pRRpykipzqZa/9fFOMDOm3sjrmake5TZ+ZhizbkTVOm0hDm5Mc5Ed06APefk6PiwQF8cbVo/eE8kyekqEUGeONqZzz3OySyhtkaLlbWaoBDRFKg38eDY8UwKCuaJLX+SVlbKE1s2tjhufEAQNw0dziX9+rc7ChyXkccjX/yOzmBgztB+vHTt7Davy2iU2LInno+/2U1RiezaExHsyRXzhjNv2iDs7Tp+0XFxsmNYVCDDogKbvF9TqyUjp4SMnFIyc0rIyi0jr6CcvMIKikqr0OuNFJZUUVg/r45s39/XhSA/N/qHeTMw3IcBYT44imJoQRtZf1J+krlwqHBXudjwdrJloI8TifmV7E8u4tKh3fOERAjyPoq9gw0Lrx7Nj1/v48ev95kV5P2DvbhsWjS/7jzF219t46vXbmqxnfb908ZxJD2Lo+nZPLzmd76/c3GLAnNmYD++nn0dd+34iZjCbK7+8398MetaQpwsj/6FOvgT6uDP0tCF5NYWcqTkDIkVaSRWppNbV0SBpoQCTQlY0BTRSW3PCLdIJnkOY5zHEKyUHftpawx6Vp6Wm7XcOXgsSjMn5G2JyQBMH2C6M2LMGbmj3IjIQJPjGkg4JQv4/lF+qNTi0XpvY4SfP38sXspHRw6xLTUZhUKBlVKJtUrFEB9fbowe2q6izfNJyS/m/k/XUavVMb5/MG8uuaTFY9cUBcWVvP7BRmLi5Bx2P29n7r95GtPHD+gWsWFvZ01khC+REc2f8uh0BkrKqyktq6GkvJryyjpqarWNL6NRQpIkjJKEUqHAxlqNjY0aWxsrXJ3tcXOxx9XZDm9PJ5wcWq+nEQgspVqjb3RXWdRNYkzQu5jc35PE/Er2nhWCXGABV944nnWrD3LqeDpnTmYyaKhpj+z7r5vCjqPnOJdZxI+bj7P4klHNxlipVPz7moVcvfJbzhWW8Nyvm3n32oUtXrTH+QSzdv5N3Lr1R1IqSrh0/Ze8M2kh84Lbnq/tZ+fFZQHTIEBuT12uqyK7poACTQn5dSWUaMvRGfUYJCN6yYCj2g4vGzc8bdzwt/MkwjEIlaLzLN9+Sj5FXk0lvvZOXBMxxOTY8to6DqXKQnt2ZD+TY2Pi5XGjB5n+WzWQcEp+vB8ZbZmAF3Q/dlZWPDlxMk9OnNzp684rreSelesoq6kjOsiH925b1Gaf8Z0Hkljx381UVtVha6PmlmsmcN2lo7Cx7h2nfysrFT6ezqKoUtBr2BqfT53OSKiHvWgGdJEyuZ8nq/amsudsEZIkdUvgoneckQXtwsPLmVkLh7Lp1+P8+NVeXvrXYpPjXZ3sePD6KSxftYWVP+9n5rgB+Lg7NRvn5eTAe9ddys1f/MimM2f5cOdBHpoxocV1DnD1Yt2Cpdy36xeOFWZzz86fuWvQWJ4eOc1ksac5XKwccXFxZBCmI85dgc5o4D+nDgBwz+Bx2JhwkgHYkZiC3mikv7cHYZ6tPyEoLK0iPbcUhaINEfI4IcgvVsqqa7nn05/JK6sk1MuN/9x5JfYm0qH+jlan59+fbef3rScBiIzw4aVHLyXIv3057ALBxcIfDe4qIl3lomVcuDtWKgXZZbWkFlUT7mW+Z0hHEV0k+jjXLJ0EwP6dCWYbBQEsmhrNkH5+1NTpeP2zzRiNLXf7HBHkzwsLZTu3j3YdZPXhE62u08feiTXzbuSOqDEAfHrmMNds/IbE0sK2fp1ewY/n4siqKsfT1p4b+pvvnrjxtJz3PjfKtE/50TNyusCAEG+cLXi0XlerJSVJLuiMGiIE+cVEjUbHg6t+JSW/BG8XR1becxVujpbbBpZX1vLYK2v5fetJFAq46cqxfPz6jUKMCwRmqKjTsTNJvnZ1V6qCoPdhb61mTKhcQ7cjsXu0jBDkfZzgMC+mz5NTKj57f3OLnTbPR6lU8Pxd87CxVnMoLp0fthxvdex1o4Zw/1TZUvHVDdv57UR8q2OtlCpeGDOL/06/EmdrG04U53LpH1/w7om9aA3d36GzvVTpNPxf7G4A7h8ywazVYVFVNXvPpQGwcIjpPP4DJ+Rx46JDLJrL6ROZGAxGfPxc8fZztWgZQd9Hpzfw+NfrOZGei7OdDZ/cfSV+bpY/Ns/OK+Pef6zmRHwWDvbW/Ov5a7j3pqnC3k8gsIA/4/LQ6o3083Yk0rf5E2TBxcPMSG8Atifkd8v2hCC/ALjtgVlYWak4fiiFmAPJZseH+rvz8OKpAHy0Zg/nMlu/+3toxgRuGjscgGW/bGJr/DmT654fPJBNi+5gdmA/dEYj757Yy6V/fMH+vHTLv1APsuLYLorqagh1cuOmASPNjt9wKhGDJDE0wLdFR5oGDEYjB+PSAJg4LMyiuZyMSQVg6KhQi8YL+j5Go8Rz329iX0IatlZqPrrjCvr5Wt6Y4szZXO5Z9i2ZOaX4eDrx8euLGTs8tOsmLBBcYKw7LhfSXzkiQKSrXOTMipKb8R1OLaGyTtfl2xOC/ALAN8CNRdeNBeCz9zZjMBjNLnP1rGFMGh6GVmfgxf9sQKPVtzhOoVDwj/nTuXxYFAZJ4tEf/2DDqUST6/ZzcObTGVfzwZTL8bC1J6msiBs3f8ddO34itaLE5LI9yb7cNP6XeAyAf46bh7XKfETx1/qnBpcNNW2xGJ+ST3lVHQ521hZ36DwZkwYIQX6xIEkSb/yyg43HE1Erlfz71kUMD7P8kfmJ+CwefeVHyipqGRjhwydvLiE82KsLZywQXFjklNVyMLUYgMuHi3SVi50wTwfCPB3QGST2nu36JkFCkF8gLL5jKo5OtqSey2fTr8fMjlcoFDx/5zzcnO1Jzirmra+2tZruolQqeP2yuSwaEoneaOSJtRv47kjrOeUN618UFsXWy+7i5oEjUSkUbMk8y9zfPuPlw1soqOmY33BnU1BbxWN71wOwdOBIJvuHml0mMb+I07kFqJVKFkSbdpbZG5sCwNjoENQW2BfWVGtIrLc8FIL84uDDPw/w/b4TKBTw+uJ5TI4MtXjZY6cyeOK1tdTUahkZHcQHr1yPp1vXFyEJBBcSv53IQZJgbJg7gW4d7xwt6Ps0pK1sq7fB7EqEIL9AcHaxZ8nd0wH4/MOtlJdWm13G3cWeV+69BKVCwfrdp/l+U+v55GqVkhVXzmfx6KFIwCt/bOfDnQfM5qy72drx6ri5bFp0B9MDwtEZjXyZEMOUdf/l1SNbKajteWGuNxp5aPevFNRW0d/Fk2Ujp1u03JqjsnvFrMgI3B1Mn7x3HZVTfaaOjLBo3aeOp2MwGPELcMM3QBTiXeis3HqIlVsPAbDsihksGBlp8bIxcRk89frP1Gn0jBkWwlv/uKpTmvwIBBcbv5yXriIQAMyqF+Q7EwtaNcHoLIQgv4C4/LqxhPX3obK8ls8/2GrRMuOGhDTmk7+/eldjnnNLKJUKXlw4kwemjQfgw50HefKnjdRqzedW9XP15MtZ1/HN7BsY6RWAxqDn8/ijTPn5vzx3cBNpFaUWzbezkSSJfx7dxqH8TBzU1nw8/UrsrcyLmWqNlt9OyukqN4weanJsRm4pKdnFqFRKJo+wzMaxIV1l2BjL8s0FfZcvdxzlg437AXj80iksnjzc4mVPxGfx9PKf0Wj1jBsRypvPXomtjelCZIFA0Jz43AoS8iqxVilZEG1ZWqHgwmd0qDuONmqKqrSczLagS2EHEIL8AkKlVvHQsksB+PPXY5w5mWnRcjfMH8mlUwdjlCSe+/APMnJbF8cKhYKHZkzg5YUzUSuV/HEqkSWf/0BOWYVF25rsH8pP82/i69nXM8LTH41Bz7dJx5nxyyfct3Mdh/IzzEbdOwujJPHKka18mRADwFsTF9DPxbKuiutiz1Cl0RLi7sq4UNNNfnbGnAXkZkCW2B0CnBD54xcF3+45zr/W7wHgwfkTuW3GaIuXTUzJbyLG33jmil7T7Ecg6Gs0RMdnRXnjYi9uagUy1molUwfIhfXbuzhtRQjyC4zBw4KZe9kIAN79529oWynWPB+FQsEzt85iaH9/qmo0PPrOzxSWmk4luWHMMFYtvQo3ezvO5BVwzcrVHEjJsGiOCoWCqf5h/HzJUr6bu5gZARFIwMaMRK7ftJp5v6/iq4QYKrR1Fq2vPdTqdTy4+xe+TIhBASwfP5+FoZalCegNRr46KOfp3zx+BEql6Ur8HUdkQT59lOkung1UV9ZxLj4HgCEjQy1aRtD3+GzbYd78ZScAd88exz1zxlm8bHpWMU+8tpbqGi3DBwXy+lOXY20lxLhA0B4MRolfY+Vz7hUiXUXwN2ZGym4rXW1/KAT5BcidD8/B1d2B9OQCvvlkh0XLWFupefORRQR4u5BdUM6Db66ltKLG5DLjwoJYe/eNDPL1pqSmltu//ol/bdmDzkLfcYVCwQTfEL6YdS2bFt3BDf2GYae2IqmsiJcOb2Hsjx/y0O5f2ZGVjN5o3jnGUk4W5XLdpm/ZkJ6IlVLJvycv4sYBwy1efsOpRDJLy3Gzt+PK4YNNjs0uKONMSj5KhYJpoy0T5CeOpmI0SgSGeODt62LxvAR9A0mS+Pf6Pby3YR8Ad80ey4PzW+6E2xJ5hRU89upayipqiYzwYcWyrk9TMRiMlJVUk55cwJnYDM6cyCDhZCaJp7LITC2krLgKg77v9BsQCM5nf3IReRV1uNhZMX2gcCYSNGX6QC8UCjiVXUF+RdcFCpPy/tsAADFqSURBVEVI5QLExc2BR567jFee+I4fv97HuCkDGTw82OxyHi4OfPjMNdzz+hrSckp4+K2f+GjZtSbTLAJcnfn29ut4c9Mu1sTE8em+oxxMzeSdqxcQ4uFq8ZwHunnx5sRL+MfoGfycfIpvk2I5W17E72nx/J4Wj6etPbMD+zMnuD+TfEOwNdOwpyWyqsp55/hufkk9DYCrtS2fzLiKcT7m900DRqPEf/ccBuDWCSOxtzY9j62H5C6eI6MC8XBxsGgbMQdlL/mR4y0rABV0DmsPxnH73Eldug2D0cjyn3fwwwG5IPjxS6e0KU2lrKKGx19dS0FxJaGB7rzz/NU42Nt06hw1dTrijqaSdCabc/G5nIvPoTC33KJUMkdnO7x8XfD2dcHLzxXfADf8gtzxC3LHP9AdW3tRbCrofaw5Iqd3Xj7cHxsLXLAEFxeejjYMD3LleEYZm0/nsXRCaJdsRwjyC5SJ0yOZs2g4W36P5e0Xf+bj7+/DzoILt7+3Cx8+ew33/PMHktILefTtn3n/matxtGt9WTtrK15ZNJtJESG88NsW4nLyueK//+Px2ZNZMma42ZSO83G2tuXWqNHcEjmKk8V5rEs5xe9p8RTV1fD9uRN8f+4Etio1Y7wDGe7pzwgvf6I9fPG0dUDZQhOHzMoy9uWlszM7me1ZyWiNchTvqvDBPDliGv4OlndABNgcf5aUohKcbW1YMmaY2fFbD8me7bPHme7ieT4NgnzUeMsi6oLO4csdR1k6czxWXXRBrqrT8Oy3G9l1JhWFAl68ZjbXjB9i8fK1dVqeXr6OjJwSvD2d+L8Xr8XVuXOs2bRaPYd3JbJ7cxyHdydRV6ttcZyTix2OznYASEYJo9FITZWGqko5alRVUUtVRS2pSXktLu/p7Yx/iAcBIR4EhngSHO5NcIQX3n6uogmLoEcorday+bScinDdaNP1QIKLl0uifTmeUcaGOCHIBe3gvicu4cSRVHKzS/loxQaefOVKi5YL8XPnw2ev5r7lP3I6OY8H31jLu09dhauTncnl5g7qz5AAX57++U+OpGfx+sadbDpzluWXzyXY3bVNc1coFAzz9GOYpx/PjZ7JgbwMtmWeZWvWObKrK9iTm8ae3LTG8WqFEi87BzztHNAaDFRo66jQaqjWNxUW432CeX70TKI9fNs0H5Cjm//ZJVvTLR03Akdb0zc4aTklJKUXolIqmDGmv0XbyMksITerBJVKKQo6u5miyhpW74vllmmjOn3dGUVlPPT5r6Tkl2CjVvHPxfOYP9zymzS93sCL//qdM2dzcXK05f9euAZvj4639dZq9fz501G+/2wXJYWVje97+7kweGQo/aL86T/In4AQT1xc7VFbtXyzYtAbqKyoo6y4isK8cgryyijMLSc3S/4952SUUFVRS1FBBUUFFZw8ktpkeVs7a4LCPAkK9yI4zIvAUC8CQz3xD3bHWrjGXFS8+eabLFu2jEceeYR33323y7f3S2w2WoORwf7ORAeIFEFBy1wS7cfyDQkcSi2mqEqDp2PnPpkEIcgvaBycbHn6tat4+p4v2bI+liGjQplXX/Bpjn5BXnzwzNU88tbPxKfmc88/1/DBM1fj7W5aBPi5OPHVLdfw/dGTvLNlD0fTs7n84//x4PQJ3Dx+BFYWdL/8O1ZKFVP9w5jqH8bLY+eQWFbI0YJsjhdlc7wwh5SKEvSSkdyaSnJrKpssq1YoGe7pz2T/UGYF9iPa3afdkbjfTyaQVFCEs60NN483vx//2COnxkwYGmb2ZqaBw3vlFJfoESHYO3T+AS8wzUd/7mdWdD8CPTrvwrw/MZ2n/vcHFbUavF0cef+2RQwOsvyGUJIk3vpkCweOpWJtreatZVcSGmiZG1BrGAxGNq2LYfUnOyjKlx2SPL2dmbFwGFPmRtN/kH+bjhOVWoWruwOu7g6E9vdpcUxFWQ3Z6cVkZxSRlSa/MlMKyU4vpq5Wy9kzOZw9k9NkGYVCgZefCwHBHvgHeeAf7I5voJwC4xfoZtFTP0Hf4ciRI3zyyScMHWraSrazkCSpMV1FRMcFpghyt2dooAsns8rZfDqfG8dZnupqKUKQX+AMGRnK0ntn8NV/tvPhm+sJ7+9D/yjLWgJHhvrwyfPX89CKtaTllHD3a2v44NmrCfIx3ahGqVRw49hhTO0fynO/buFQWiZvb9nDL7FneOnSmYwOCWz391EoFES6eRPp5s1NA2VRrDMaKKqtpqC2muK6amxUapysbHC2tsXbzsEiX3FzVNTW8c4W2Z7ursljcLEzbV9oMBrZuE/2KV8wZZDF2zm0RxbkYydbFlEXdB4jwvw5mVPCa2u38d+7r+xwCkWtVse7f+xl9d5YAIYE+/LebYvwcm5bB81Pv9vHhu2nUCoVvPr4pQyJ7JgLRGpSHu++/AuJp7IAWYjfcNc05l01CqsudGpxdrXH2dWeqGFNhY9eZyA3q4SMlEIyUwrISC0kO62YrPQiqivrKMgpoyCnjOP1qVzn4+Jmj0998yzfADd8/N3w8XfFJ0D+b1+Prhv0BlQXSU5zVVUVS5Ys4dNPP+Wf//xnt2zzVHa997hayRXDhbuKwDSXRPtxMqucDXG5QpAL2scNt00hIS6LQ3uSePXJ7/nwm3twcbOswDDU352VL9zAg2+uJSu/jDte/o4Vj17GiIHmRXWgmwtf3nI1v5w4w1ub93C2sJibvviRy4dG8fjsyfi0UZi0hpVShZ+DM35tzAdvC+/tOEBRdQ1hHm7cYkF0/OjpTApLq3B2sGGKhc2Aaqo1xB1LA2DcFMvTGQSdw7NXTufWT35lf1I6vx45wxVjTTvomOJEei7Pf7eJtELZ0//6iUN56rJp2LRR8P7853G+/ukgAE/ePYfJY9pfV6DV6vn+052sWbUbg96IvaMNN98/iwXXjulR4aq2UhEU5kVQmBfM+uvmVZIkykuqyc4oJiejmOyMYnIzS8jLKiU3q4SKshrKS+VX0qnsFtft7uUkC/V6we4X5E5giCeBoZ44u/be1uhGo5G9W07zxftb+OKPx3t6Ot3CAw88wMKFC5k9e3a3CfI1R2Wr3vmDfYX3uMAsC4b4suLPBA6kFFNSrcXdoXOL1PuMIC8pKeGhhx7i999/R6lUcvXVV/Pee+/h6NiyqEtLSyMsrOUuhz/88APXXnttk/eKi4sZNmwY2dnZlJaW4urq2tlfocdQKpU8/dpVPLR0JTmZJfzzmR9Y/tFSi6Nhfp7OrHzheh7/1y8kpObz4BtrWXb7HC6dal6wKBQKrhw+mBkDIvj3tr38EBPHryfj2RJ/jvunjePm8SOx7uURoGMZOaw+HAvASwtnYq02v98a0lXmjI+02B/62KFkdDoDfoHuBIZ0LCWhN9Lbj+EQTzfumzue9zbs46UftpBbVsnds8eiUlruDpuSX8LHmw+w6UQSkgTeLo68dv1cJg4MadNcAHYeSOLfn20D4I7rJ3LZnPY/xi8uqOC1x1aTECdHxSfOjOKBfyzCw7vrbmI7ikKhwNXDEVcPRwaPaL7/qqvqyM8uJa/+lZ9dJv83p5T87FJqa7SUFFZSUljJmdjmPRKcXOwIDPVsvBkICvMiONwLnwA3VKqecQTW1OnYv+0Ma1btJu1c13oe9ya+//57jh07xpEjRywar9Fo0Gg0jf+uqLCsMd351OkMjd7j148R6SoC84R4ODDY35nTORVsOZPH9WM6N0reZwT5kiVLyM3NZcuWLeh0Om677TbuvvtuVq9e3eL4oKAgcnNzm7y3cuVK3n77bS655JJm4++44w6GDh1KdnbLkZa+jqOTHS/9azGP3fYZJ2PS+PDNP3j0+cssfizv4eLAJ89dxyuf/Mn2I2d57dNNpOeWcO+1kywSLK72tryyaDbXjIzm9Y07ic3K5Z2te1l7/DRPzZnCzIHhvdJloUarY9kvm5CAK4YNYny4+QOwvKqWHUflZkCLLLhpaeDgLtmRZcK0gb1yX3SUvnAM3zJ9FGmFpfx65Az/2XSAw+cyeePG+fi6tl47YTRKnMzI5Yf9J/njWALGenvARaOieOaK6bjYW9ad9XyOncrg1ff+QJLgsjlDufVay33K/07iqSxeffRbigsqcXS24+EXL2fKnMF9/jfm4GhL+EA/wgc2b3MuSRIVZTXk55SRl1VCXrYcVc/NKCE7o5jCvHIqy2uJP5FJ/ImmHY2trNUEhf3lABMc7k1IhDd+ge6tFrV2BIPeQPzJTLb9HsvuzaeornessXe04aqlXWvD2RvIzMzkkUceYcuWLdjaWnasvPHGG7zyyisd2u76k7lU1ukJdLNjQviFFwARdA0LhvhxOqeCDXGdL8gVUnf1Ke8A8fHxDBo0iCNHjjB6tOzZ++eff7JgwQKysrLw97csJ3rEiBGMHDmSVatWNXn/448/Zs2aNbz44ovMmjWrzdG1iooKXFxcKC8vx9m590acQC4afOmx1RiNErfcN5Mb75zWpuWNRomVP+3ni99kt5Exg4N55b5LLPbYbljHbyfjeWfLHoqq5eZDY0ICeXruFIYEtN39pCt5bcMOvj0ci4+TI7/fvxRnM7njAKs3xvDe6l0MCPHi69duskj4GI1Gbpj7DuWl1az4760MH9NyZLiv0puP4ZaO399j4vnnT9uo0eiws7ZiTEQgY/sHMTo8EIUCyqrrKKuuJSYlmx2nkymsqG5c38zoCO6fN4GB/u1rMJKYks9DL66hplbLlDH9+OdTl7U7Yrv9j1j+/dIv6LR6giO8efn9JfgHCfFRV6MlJ7OYzNQiMlMLG19ZaUVoNS13N1aplfLTq1BPAkI88Q9yxzdQToXx8HK2yGPdaDRSXFBBTkYJZ8/kcPJoKqeOpVFT9Ve019vPhXlXjuKyGyfg5GxZMXhf5pdffuHKK69EdV7Bv8FgQKFQoFQq0Wg0TT6DliPkQUFBbboGX/7hXk5klfPUvIE8MENYzAosI6Wwipn/2oVaqeDo87Nx7cTeCn0iQn7gwAFcXV0bL+QAs2fPRqlUcujQIa680rydX0xMDLGxsXz00UdN3j9z5gyvvvoqhw4dIiUlxaL5dMbjsp5i7OQB3PfUJXy0YgNffbwdNw9HLrnScps3pVLBvddOIizQg+WfbebI6QyWPvcNrz+4kBGRlhVrKpUKrhg+iNmREXy67yhfHojhSHoW1376HQsGD+DBGRMI93Rv71fsNNbFnubb+lSVf14+xyIxbjRK/Lz9BABXzhxmcRTybHwu5aXV2DvYEG1BE6e+Rm86hi05fheNimJosC/PfLuR05n57I5PZXd8arNxDTjaWjM1Kpybp41kcFDLLiOWkJFTwhOvraWmVsvwwYG8/Pil7RbjP36+h1XvbgJg3LRInn7jGhwc2x6tvxCxtbduMbpuMBjJzyklM6WQ9OQCMlIKyUgpICO5kLpabaM7TIvrtLPGzdMRRydbrGzUWFurUalUaOq01NbIr8K8cnTa5oLfwcmWCTOimHPZCIaMDkXZhjSpvs6sWbOIi4tr8t5tt91GZGQkzzzzTDMxDmBjY4ONTfsddk5klnEiqxxrlZIbRLqKoA2EezkS6etEQl4lf57K44axnXe97hOCPC8vD29v7ybvqdVq3N3dyctruQHF31m1ahVRUVFMnDix8T2NRsPixYt5++23CQ4OtliQd8bjsp7ksuvGUVxYyfef7+H95b/j5GLH5JmWO4EAzJsQSf9gL/7xwXpSs4t54I0fueeaSSxdOMbiRkCOtjY8NmsSN4weyrvb9vHryXg2nE5i05mzXDMymgemj8fbqXMKP9vKnrNpvPDbVgDunTKWKf1CLVru8Kl0MvPKsLe1Zv7ESIu312B3OGJceJc8Fu9petMxbOnxG+LlxuqHF5OUW8ihs5kcPJtBXEYeNmoVzva2uDrYEerlxszoCMb1D7KotsAUBcWVPP7qWsoqahkQ7sOKZ6/Exrrt65QkiS/f38KaVbsBuObWydz+6NyLSuS1F5VKKdsrBnkwbtpfx68kSRTlV8hWjamF5GQUk5tV2pgOo6nTUVerJTezxPw21Ep8A9wICvNiyOgwho4OI3ygb4/lrfc0Tk5OREdHN3nPwcEBDw+PZu93Fl8fSAdg4VA/PLrAT1pwYXP58AAS/kzg52PZF44gf/bZZ1mxYoXJMfHx8R3eTm1tLatXr+aFF15o8v6yZcuIioripptuatP6li1bxuOP/1X53vC4rC9x6/2zKCup5s9fjvHmP9by8v/dyOiJbXtsFx7gwRcv38ibX27lz33x/OeHvRw5ncFL98zHy81yIe3n4sSKq+Zz+8RRvLt9PzuSUlgTE8evJ+K5YcxQ7pg4Gi8ny1NiOsqxjBwe/uF39EYjC6IH8vCMieYXqmf1nzEALJo2GHtbyx9lHdiVAMD4Puau0heP4bYcv0qlgsgAbyIDvLlleuc3DGqguLSaR17+gbzCCgL93PjX81fh0A6PbaPRyCdvbeTX1QcAuOOxeVx725TOnu5Fh0KhwMvXBS9fF0aMj2jymSRJ1NZoKSuuoqSokppqDVqNHp1Gj15vwMbOGjs7a2ztrPD0dcHb1+WisTLsjZRUa/n9pFzMuXRC24utBYIrRwTw9qYEDqeVkFFcQ7BH5zg29aggf+KJJ7j11ltNjgkPD8fX15eCgoIm7+v1ekpKSvD1NZ9zvHbtWmpqarj55pubvL99+3bi4uJYu3YtIJ9YATw9PXnuuedajaJ19HFZb0ChUPDwPxZRXVnHnm1nePmJ73jpnRsYM6lt/td2tla8fM98RkUF8a+vt3PkdAY3Pfc/nr9zLlNGRphfwXkM9PXi4xsv52h6Fu9s2UtsVi5fHjjG90dOcv3oodw2YSS+Lh3vTmiKo+lZ3P/db9Tq9EzpF8qbV8yzOOKfnFnEobh0lAoFN8wdafE2C3LLSE7MQ6lUMG7KgPZOvUfoi8dwbzt+S8treOTlH8jMKcXH04l3X7wGtzbUZDQgSRIfvb6eP348DMCDzy3i0uvHdfZ0BX9DoVBg72CDvYMN/sEiP78z2LlzZ5et+4ejmWj1RqIDnBkR5Npl2xFcuPi62DKpnyd7zhbx07EsHpvTOdftHhXkXl5eeHmZL3yaMGECZWVlxMTEMGqUHKXavn07RqORcePMX3BWrVrFZZdd1mxbP/30E7W1tY3/PnLkCLfffjt79uwhIqJtYrIvolIpeeb1qzEYjOzfmcArT3zH829dz/ipbYvSKhQKLpsWzbAB/jz/0R8kpRfy5L9/ZeGUwTx+03Qc2xjpGx0SyHd3XM/e5HQ+3HmQE1m5fHXwGN8ejmX+4AHcNmEkg/3bn6fbEpIk8dXB47y9eTcGSWJEkB/vXXdpmywZv6uPjs8Y0x9/b8s7PR7YLburDBoWbLE/fG9BHMMdo7yylkdf+ZG0rGK83B15/5Xr8W3Db6cBSZL4eMUf/PHjYRQKBY+/eiVzLrf8plAguBgwGCW+OSinq9w8PrTPOw0Jeo5rRgWy52wRPx/P4pFZ/S0O3JmiTyStRUVFMX/+fO666y4OHz7Mvn37ePDBB7nhhhsa3Rmys7OJjIzk8OHDTZY9d+4cu3fv5s4772y23oiICKKjoxtfDZ7HUVFRzfJdL1SsrNQ89+Z1TJ41CJ3OwGtPrWHf9valGIT4ubPqpcXceMkoFArZi3vJP77meEJWm9elUCiY0i+U7++4nk9vupKxoYHojUbWxyVw9crVLP3iR349cYZara5dcz2fgsoq7vvuV97ctAuDJHHpkEhWLb0ae2vLG0UUllbx53457WTxJW0TQvt31qertPFGqC8hjuHmlFXU8NgrP5KcXoiHqwPvvXIdAb6ubV6PJEl89n+b+G31QRQKBY8JMS4QtMiOhAKySmtxsbNi0TDLnJ0EgpaYO8gXRxs1mSW1HEkzXztiCX1CkAN8++23REZGMmvWLBYsWMDkyZNZuXJl4+c6nY7ExERqamqaLPf5558TGBjI3Llzu3vKfQa1lYplr1/DtLnR6PUG/vnMGjb8fLRd67K2UvPIjdP473PXE+DtQl5xJfct/4H3Vu+iTtN28dwgzL++9Vp+uvtGLh0SiUqh4Eh6Fs+s28SUf63khd+2sD0xmZo2ivOzBUU8/+sWZr/7OTuTUrFSqXj+khm8fdX8NolxgG/+OIpOb2D4wACG9LP8RF9WWs3Jo7J7x+SZUW3aZl9DHMN/UVRSxYMvrCEptQBXZzvefflagv3b5yz0zcfb+emrvQA89MJlzBViXCBokU/3yEXfN4wJws5a5PEL2o+dtYqFQ2SXpp+OtT3o2BJ9woe8t9OXfMhNYdAbePf139n823EAbrxzGjffO6Pdj/Wqa7X8+5sd/L5b7loZ5OvK83fOY/jAgA7NM7e8kl9iz/DT8VNklf1lWWelUjEmJIAhAb7083In3NMdbydHGqZfq9VxJq+Q0zn5HM/M5Uj6XwfRsEA/Xr10FgN92+4dnV9cyTVPfY5WZ+C9p69i/JBQi5fd8PNR3nv9d/pH+fPhN/e0eduCjtPdx29uQTmPvPwDOfnleLk78u5L1xIS2L7c43X/288nb28A4N6nF3DFTZYXIAsEFwqWHMMnMsu4/KN9qJUK9jwzAz+XC9/jXdC1HEop5vqVB3G0UXPkudkdvsnrE7aHgu5BpVbx+IuX4+ntzOrPdrH6s10UFVTwyD8WtcuKz8HOmufvmsf0Mf158/MtZOaVce/ra7h29nDuu25ym1xIzsfPxYn7po3jniljOZyWyeb4c+w6m0p2WQX7UzLYn9K8TXZLKIDZUf24bcIoRga3//HlZ+sOoNUZGBkZyLjotlXt79oi36xMmd0220lB3yQ1s4gnXvuJguJK/H1cePela/H3cW3Xurb+drxRjC99YJYQ4wKBCVbWR8cvG+YvxLigUxgT6k6Qux2ZJbVsOp3HFSM6FmwUglzQBIVCwS33zcTT24kP3/yDzb8dpzC/nOdXXIejU/tOYpOHh/PdG7fw3upd/L77ND9siWXP8RReuHseo6LabxepVCoYHx7M+PBgJEkitaiU/SkZnC0oIrmohOTCEspq/ir4U6tU9PfyYLC/N4P9fZgcEUKgW9sL6M7nXGYh6+ufANx/3eQ2PU04P11l6uzBHZqHoPdz5EQ6L7zzG1U1GkIDPXj3pWvxdG+fz/6BHfH830vrALjyponcePf0TpypQHBhkVlSw8a4XADunBLew7MRXCgolQquGhHIJ7uTyauo6/D6hCAXtMjCq8fg4eXMG/9Yy/FDKTx2+ypee3cJvgFu7Vqfk4Mtz981j9njB/Lm51vJLarg/uU/cu2c4dx37WQc7DrWflahUBDu5U64V/d1+JQkiX/9bwdGSWL66H4M6d+2KPv+HfEYjRL9o/zxC+z5zqSCrmP91jjeXrkFg8HI0KgA3njmClzaeYMbdzSV5U+twWgwMnvRcO56cr5wixAITLBqbypGCab092SQf99NKxX0Pm6fFMadU8Jwsm1b3VlL9JmiTkH3M37qQP712e14eDmRkVLIw7d8yukTlqWDtLrOIaF8s3wpV8wYAsCPW2JZvOwr9sZa1iW1N7HtcBLH4rOwsVLxyI3T2ry8SFe58NHrDXz01U7e/HgTBoOROVOiePela9stxlMSc3np4W/QafWMmxbJY69cKTpwCgQmKKvRsuZIJgB3TxXRcUHn4mJv1SliHIQgF5ihX6Qf7399N/0G+lFeWs3Td3/Jr2sO0ZFaYEc7G5bdPof3nr4KP09n8osreeJfv/Dch39QXF7dibPvOqprtbz/ndya/OZLx+Lv1bbUF5GucuFTUFzJQy/9wHe/yY5Ft107gRcfWYC1VfseTOZmlfDcfV9RU6UhemQI/3j7etHxUSAww7eHMqjVGYjyc2ZyP8+eno5A0CpCkAvM4untzDuf3caUWYPQ6w38560N/OvlX9C2w8bwfMYPCeW7N27hxktGoVQo2HookRue+ZL1u093SPB3NZIk8daXW8kvrsTfy4WbLh3d5nXs3XZGpKtcwBw6nsptT3xNXEI2DvbWvPbkIu64YVK7U0tKiir5xz1fUlpURdgAX15+/yZsOikqIxBcyHg6WuPvYsvdU8NEapegVyNsDzuBC8X20BySJPHztwf47L3NGI0SAwYH8PyK6/Dxc+3wuhPS8ln+2RYS0+X26mOjQ1h22+w2dbzsLn7efpIVX2xFpVTwn39c1y4bx0dv/ZT4uCzuenQu1yyd1AWzFFhKZx6/VdUaPv5mN79uPgHAgDBvXnvysnY1/GlcZ0Utz9z5OckJufgGuPGvr+/Gw8upQ/MUCC4kzB3DOoMRBaBWiRikoPcifp0Ci1EoFFx900Re/3Apjs52JJ3O5v7FH7N/R/s6e55PZKgPn79yIw9ePwUbKxWHT6Vzw7Kv+PyXg2i0+k6YfecQn5rP//1vBwD3XzelXWI8I7WQ+LgslColsxYM6+wpCnqIvUfOsfTRLxrF+BXzhvHx8hs7JMbrarW8+ND/SE7Ixc3DkeWf3CrEuEDQRqxUSiHGBb0e8QsVtJmR4yL46Nt7GDg4gKrKOl558ns+fmcj2g4KZ7VKydJLx/DN8psZGRWIRqvnk5/2c+M/vmb/idROmn37qaiu4x8frEenNzB1ZARLFoxq13q2ro8FYMzEfrh5tM/2TtB7SEzJ58l//sSzb/5CYUkVgb6uvP/ydTx59xxsrNtvZKXT6Xn9ie85czwDBydbXv/vLfgHt6+BkEAgEAh6NyJlpRO4WFJW/o5Op+eLD7fx0zf7ARg4OIDnOimFRZIkNh9I4P3vdlNUJhd6Th0ZwSM3TiOwnY1UOkJ5VS2Pvb2O0yl5+Hu58PVrS3BysG3zegx6A0sv/TfFhZU8/9b1TJklHFZ6mvYevxnZJXz2/T62708EQKVUcP1lo7njuonY2HQsv9tgMPLWsh/Z9WccNrZWLP/kVgaPaFvTKYHgYuFivQYLLiyEIO8ELvaTwcHdibzz8joqy2txcrHjmdeuZsyk/p2y7qpaDavWHWTNpmMYjBJWahWL54/k1svGddi73FKKy6p5aMVakrOKcXa05aNnr2VAiFe71rV/RzyvPPk9Lm4OfLPhcaw7EEEVdA5tOX41Wj27Dp1l/daTHDslW6kpFDBnShS3XzeRQL/2+fSfj9Fo5N8vrWPLr8dRq1W8/P4SRk8e0OH1CgQXKhf7NVhwYSAEeScgTgaQn1vGP5/5gaTT2QDccPsUbr5nRqfZsqVkF/Putzs5FJcOgIujLTctHM01s4djb9t1wjy3qIIH31xLVn4Znq4OfPDM1YQHtt866x8PfE3MwWSuu2Uydzw8pxNnKmgvDcfv/iPxDBoY0ugRLkkStXU6MnJKOHEmi9gzWRw/nUlVtQaQhfjEURHcuXgS/UO9O2UukiTx/mu/snHtUZQqJctWXMeUudGdsm6B4EJFXIMFFwJCkHcC4mQgo9XqWfnvTfz+w2EAooYG8Y83rsXbt3OcUiRJYl9sKu+t3kVGXikArk523LRwNDctGN3plla7jyWzfNUWSitq8PN05sNnr+lQukx2RjG3X/k+CoWCL397BF//jkdTBR2n4fgdt+g11Fa2uDjZoVBAZbUGg8HYbLy3pxOXzhrCghnR+Hp13vEuSRIfr/iD31YfRKFQ8PTya5ixUBT9CgTmENdgwYWAeF7eCTTc01RUVPTwTHqem++bQvgADz5+ZyNZGXloNDVUVHSeUB4a4ckn/7iS7YeT+N8fR8jOL+VQ7FkunzKw07bRQHFJKUVFJYQHevDGQ5fgbKfs0N+4qLiEwSP8UauV2DuquvX34uTkJDx4W6Hh+HV1UlNWWUdxSV2Tzx3trBk80J/oSH+GDAxgYLgPqnrHhs78G0qShIQWvUHDA88vYtSUMHFOEQDi+DWHuAYLejuWHMMiQt4JZGVlERQU1NPTEAhaRUSOWkccv4Lejjh+TSOOYUFvx5JjWAjyTsBoNJKTk9OhKEZFRQVBQUFkZmaKE28riH1kGlP7R0TYWqczjt+LEXE8doy27D/x2zSNqWNY/E47B7EfO4Ylx7BIWekElEolgYGBnbIuZ2dn8WM3g9hHphH7p2105vF7MSJ+bx1D7L+OY8kxLPZz5yD2Y9chGgMJBAKBQCAQCAQ9iBDkAoFAIBAIBAJBDyIEeS/BxsaGl156CRsbm56eSq9F7CPTiP0j6E7E761jiP3XPYj93DmI/dj1iKJOgUAgEAgEAoGgBxERcoFAIBAIBAKBoAcRglwgEAgEAoFAIOhBhCAXCAQCgUAgEAh6ECHIu5GPPvqI0NBQbG1tGTduHIcPH7Zoue+//x6FQsEVV1zRtRPsBbRlH3355ZcoFIomL1tb226cbffT1t9QWVkZDzzwAH5+ftjY2DBgwAA2bNjQTbMV9GV2797NokWL8Pf3R6FQ8Msvv5hdZufOnYwcORIbGxv69evHl19+2eXz7I20dd/l5uZy4403MmDAAJRKJY8++mi3zPNCoKSkhCVLluDs7Iyrqyt33HEHVVVVrY5PS0trdt1oeP3444+N41r6/Pvvv++Or9QjdNV+zMjIYOHChdjb2+Pt7c1TTz2FXq/vjq/U5xCCvJtYs2YNjz/+OC+99BLHjh1j2LBhzJs3j4KCApPLpaWl8eSTTzJlypRummnP0Z595OzsTG5ubuMrPT29G2fcvbR1/2i1WubMmUNaWhpr164lMTGRTz/9lICAgG6euaAvUl1dzbBhw/joo48sGp+amsrChQuZMWMGsbGxPProo9x5551s2rSpi2fa+2jrvtNoNHh5efH8888zbNiwLp7dhcWSJUs4ffo0W7ZsYf369ezevZu777671fFBQUFNrhm5ubm88sorODo6cskllzQZ+8UXXzQZdyEHxbpiPxoMBhYuXIhWq2X//v189dVXfPnll7z44ovd9bX6FpKgWxg7dqz0wAMPNP7bYDBI/v7+0htvvNHqMnq9Xpo4caL02WefSbfccot0+eWXd8NMe4627qMvvvhCcnFx6abZ9Txt3T8ff/yxFB4eLmm12u6aouACBZDWrVtncszTTz8tDR48uMl7119/vTRv3rwunFnvx5J9dz7Tpk2THnnkkS6bz4XEmTNnJEA6cuRI43sbN26UFAqFlJ2dbfF6hg8fLt1+++1N3mvr360v01X7ccOGDZJSqZTy8vIa3/v4448lZ2dnSaPRdM7kLyBEhLwb0Gq1xMTEMHv27Mb3lEols2fP5sCBA60u9+qrr+Lt7c0dd9zRHdPsUdq7j6qqqggJCSEoKIjLL7+c06dPd8d0u5327J/ffvuNCRMm8MADD+Dj40N0dDTLly/HYDB017QFFxEHDhxo8vsEmDdvnsnjVyDoCAcOHMDV1ZXRo0c3vjd79myUSiWHDh2yaB0xMTHExsa2eJ194IEH8PT0ZOzYsXz++edIF6hLdFftxwMHDjBkyBB8fHwa35s3bx4VFRUX7LW6I6h7egIXA0VFRRgMhiY/SgAfHx8SEhJaXGbv3r2sWrWK2NjYbphhz9OefTRw4EA+//xzhg4dSnl5Oe+88w4TJ07k9OnTBAYGdse0u4327J+UlBS2b9/OkiVL2LBhA+fOneP+++9Hp9Px0ksvdce0BRcReXl5Lf4+KyoqqK2txc7OrodmJrhQycvLw9vbu8l7arUad3d38vLyLFrHqlWriIqKYuLEiU3ef/XVV5k5cyb29vZs3ryZ+++/n6qqKh5++OFOm39voav2Y2vnhIbPBE0REfJeSGVlJUuXLuXTTz/F09Ozp6fTa5kwYQI333wzw4cPZ9q0afz88894eXnxySef9PTUegVGoxFvb29WrlzJqFGjuP7663nuuef473//29NTEwgEglZ59tlnWy0YbHi1FohoC7W1taxevbrF6PgLL7zApEmTGDFiBM888wxPP/00b7/9doe32Z30hv0osBwRIe8GPD09UalU5OfnN3k/Pz8fX1/fZuOTk5NJS0tj0aJFje8ZjUZAvmtNTEwkIiKiayfdzbR1H7WElZUVI0aM4Ny5c10xxR6lPfvHz88PKysrVCpV43tRUVHk5eWh1Wqxtrbu0jkLLi58fX1b/H06OzuL6LigTTzxxBPceuutJseEh4fj6+vbrKhdr9dTUlJi0XVj7dq11NTUcPPNN5sdO27cOF577TU0Gk2faR/f0/vR19e3mRNYwznC0uv6xYSIkHcD1tbWjBo1im3btjW+ZzQa2bZtGxMmTGg2PjIykri4OGJjYxtfl112WaN7QVBQUHdOv1to6z5qCYPBQFxcHH5+fl01zR6jPftn0qRJnDt3rvFmDiApKQk/Pz8hxgWdzoQJE5r8PgG2bNli8fErEDTg5eVFZGSkyZe1tTUTJkygrKyMmJiYxmW3b9+O0Whk3LhxZrezatUqLrvsMry8vMyOjY2Nxc3Nrc+Icej5/ThhwgTi4uKaiP0tW7bg7OzMoEGDOu+LXij0dFXpxcL3338v2djYSF9++aV05swZ6e6775ZcXV0bq4+XLl0qPfvss60ufzG4rLR1H73yyivSpk2bpOTkZCkmJka64YYbJFtbW+n06dM99RW6lLbun4yMDMnJyUl68MEHpcTERGn9+vWSt7e39M9//rOnvoKgD1FZWSkdP35cOn78uARI//d//ycdP35cSk9PlyRJkp599llp6dKljeNTUlIke3t76amnnpLi4+Oljz76SFKpVNKff/7ZU1+hx2jrvpMkqXH8qFGjpBtvvFE6fvz4BXsu60zmz58vjRgxQjp06JC0d+9eqX///tLixYsbP8/KypIGDhwoHTp0qMlyZ8+elRQKhbRx48Zm6/ztt9+kTz/9VIqLi5POnj0r/ec//5Hs7e2lF198scu/T0/RFftRr9dL0dHR0ty5c6XY2Fjpzz//lLy8vKRly5Z1+ffpiwhB3o188MEHUnBwsGRtbS2NHTtWOnjwYONn06ZNk2655ZZWl70YBLkktW0fPfroo41jfXx8pAULFkjHjh3rgVl3H239De3fv18aN26cZGNjI4WHh0uvv/66pNfru3nWgr7Ijh07JKDZq+E3dsstt0jTpk1rtszw4cMla2trKTw8XPriiy+6fd69gfbsu5bGh4SEdPvc+xrFxcXS4sWLJUdHR8nZ2Vm67bbbpMrKysbPU1NTJUDasWNHk+WWLVsmBQUFSQaDodk6N27cKA0fPlxydHSUHBwcpGHDhkn//e9/Wxx7odAV+1GSJCktLU265JJLJDs7O8nT01N64oknJJ1O15Vfpc+ikKQL1MdHIBAIBAKBQCDoA4gccoFAIBAIBAKBoAcRglwgEAgEAoFAIOhBhCAXCAQCgUAgEAh6ECHIBQKBQCAQCASCHkQIcoFAIBAIBAKBoAcRglwgEAgEAoFAIOhBhCAXCAQCgUAgEAh6ECHIBQKBQCAQCASCHkQIcoFAIBAIBAKBoAcRglzQ68jNzeXGG29kwIABKJVKHn300Z6ekkAgaAM///wzc+bMwcvLC2dnZyZMmMCmTZt6eloCgcAC9u7dy6RJk/Dw8MDOzo7IyEj+/e9/9/S0LniEIBf0OjQaDV5eXjz//PMMGzasp6cjEAjayO7du5kzZw4bNmwgJiaGGTNmsGjRIo4fP97TUxMIBGZwcHDgwQcfZPfu3cTHx/P888/z/PPPs3Llyp6e2gWNEOSCbqewsBBfX1+WL1/e+N7+/fuxtrZm27ZthIaG8t5773HzzTfj4uLSgzMVCAQtYe4Yfvfdd3n66acZM2YM/fv3Z/ny5fTv35/ff/+9B2ctEAjA/PE7YsQIFi9ezODBgwkNDeWmm25i3rx57NmzpwdnfeEjBLmg2/Hy8uLzzz/n5Zdf5ujRo1RWVrJ06VIefPBBZs2a1dPTEwgEZmjrMWw0GqmsrMTd3b0HZisQCM6nrcfv8ePH2b9/P9OmTeuB2V48KCRJknp6EoKLkwceeICtW7cyevRo4uLiOHLkCDY2Nk3GTJ8+neHDh/Puu+/2zCQFAkGrWHIMA7z11lu8+eabJCQk4O3t3QMzFQgEf8fc8RsYGEhhYSF6vZ6XX36ZF154oQdne+EjBLmgx6itrSU6OprMzExiYmIYMmRIszFCkAsEvRdLjuHVq1dz11138euvvzJ79uwemKVAIGgJc8dvamoqVVVVHDx4kGeffZYPP/yQxYsX99BsL3xEyoqgx0hOTiYnJwej0UhaWlpPT0cgELQRc8fw999/z5133skPP/wgxLhA0Mswd/yGhYUxZMgQ7rrrLh577DFefvnlbp/jxYS6pycguDjRarXcdNNNXH/99QwcOJA777yTuLg48ThbIOgjmDuGv/vuO26//Xa+//57Fi5c2MOzFQgE59PWa7DRaESj0XTzLC8uhCAX9AjPPfcc5eXlvP/++zg6OrJhwwZuv/121q9fD0BsbCwAVVVVFBYWEhsbi7W1NYMGDerBWQsEggZMHcOrV6/mlltu4b333mPcuHHk5eUBYGdnJ5yTBIJegKnj96OPPiI4OJjIyEhAtjF95513ePjhh3t41hc2Iodc0O3s3LmTOXPmsGPHDiZPngxAWloaw4YN48033+S+++5DoVA0Wy4kJESktggEvQBzx/CaNWvYtWtXs+VuueUWvvzyy26erUAgOB9zx69er+eTTz4hNTUVtVpNREQEd911F/fccw9Kpch07iqEIBcIBAKBQCAQCHoQcasjEAgEAoFAIBD0IEKQCwQCgUAgEAgEPYgQ5AKBQCAQCAQCQQ8iBLlAIBAIBAKBQNCDCEEuEAgEAoFAIBD0IEKQCwQCgUAgEAgEPYgQ5AKBQCAQCAQCQQ8iBLlAIBAIBAKBQNCDCEEuEAgEAoFAIBD0IEKQCwQCgUAgEAgEPYgQ5AKBQCAQCAQCQQ8iBLlAIBAIBAKBQNCD/D/mNaEBYNe+JwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 750x750 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 750x750 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<calisim.abc.implementation.ApproximateBayesianComputationMethod at 0x7fc2218811b0>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "specification = ApproximateBayesianComputationMethodModel(\n",
    "\texperiment_name=\"pyabc_approximate_bayesian_computation\",\n",
    "\tparameter_spec=parameter_spec,\n",
    "\tobserved_data=observed_data,\n",
    "\tn_init=25,\n",
    "\twalltime=1,  \n",
    "\tepsilon=0.1,\n",
    "\toutput_labels=[\"rastrigin\"],\n",
    "\tn_bootstrap=15,\n",
    "    n_jobs=10,\n",
    "\tmin_population_size=5,\n",
    "\tverbose=True,\n",
    "\tbatched=False,\n",
    "\tmethod_kwargs=dict(\n",
    "\t\tmax_total_nr_simulations=100, max_nr_populations=20, min_acceptance_rate=0.0\n",
    "\t),\n",
    ")\n",
    "\n",
    "calibrator = ApproximateBayesianComputationMethod(\n",
    "\tcalibration_func=abc_func, specification=specification, engine=\"pyabc\"\n",
    ")\n",
    "\n",
    "calibrator.specify().execute().analyze()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b437df42-2f3f-475c-83bc-cf852b183b35",
   "metadata": {},
   "source": [
    "The calibrator is able to retrieve the ground-truth parameter values from our simulation study."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "028501da-6c87-4b27-ac98-4184515132ae",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>parameter</th>\n",
       "      <th>estimate</th>\n",
       "      <th>ground truth</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>x1</td>\n",
       "      <td>0.507080</td>\n",
       "      <td>0.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>x2</td>\n",
       "      <td>0.998336</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>x3</td>\n",
       "      <td>-0.701737</td>\n",
       "      <td>-0.7</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  parameter  estimate  ground truth\n",
       "0        x1  0.507080           0.5\n",
       "1        x2  0.998336           1.0\n",
       "2        x3 -0.701737          -0.7"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.DataFrame([\n",
    "    { \"parameter\": estimate.name, \"estimate\": estimate.estimate, \"ground truth\": ground_truth[estimate.name] }\n",
    "    for estimate in calibrator.get_parameter_estimates().estimates\n",
    "])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8340ce3c-5697-4475-b3de-314480d908f9",
   "metadata": {},
   "source": [
    "Overall, `TorchX` is not required for computationally light-weight functions such as our three parameter, Python-based, Rastrigin function. However, it is more useful for running non-Python simulation models which will need to be called externally, along with computationally demanding simulations that must be executed in a distributed and parallelised fashion within a computing cluster.\n",
    "\n",
    "## Dispatching R-Based Simulations\n",
    "\n",
    "We will next define an R script to be called externally by `TorchX`, thereby demonstrating that `calisim` is agnostic to your choice of programming language.\n",
    "\n",
    "This R script will execute the Rastrigin function, which will act as our simulation model. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "650d1a27-a898-42ae-add0-2a147a8e7920",
   "metadata": {},
   "outputs": [],
   "source": [
    "cmd = \"\"\"\n",
    "rastrigin <- function(x, A=10) {\n",
    "  n <- length(x)\n",
    "  A*n + sum(x^2 - A*cos(2*pi*x))\n",
    "}\n",
    "\n",
    "args <- commandArgs(trailingOnly=TRUE)\n",
    "file_name <- args[1]\n",
    "x <- as.numeric(args[2:4])\n",
    "\n",
    "out_path <- file.path(\"data\", file_name)\n",
    "fx <- rastrigin(x)\n",
    "write(fx, file=out_path)\n",
    "\"\"\"\n",
    "\n",
    "r_script = \"rastrigin.R\"\n",
    "if not os.path.exists(r_script):\n",
    "    with open(r_script, 'w') as f:\n",
    "        f.write(cmd)    "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "da33f2f4-dfe7-4a62-91bf-ff5df7c05e28",
   "metadata": {},
   "source": [
    "Our implementation of Rastrigin will make use of three parameters, which are supplied as command line arguments. We next define an `OrchestrationModel` data model, which contains the parameters needed to launch the `TorchX` job. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "183dcbac-095b-49bc-92d7-0e1547ffd311",
   "metadata": {},
   "outputs": [],
   "source": [
    "orchestration = OrchestrationModel(\n",
    "    name=\"rastrigin\",\n",
    "    entrypoint=\"Rscript\",\n",
    "    cpu=1,\n",
    "    memMB=50,\n",
    "    scheduler=\"local_cwd\",\n",
    "    time=\"00:01:59\",\n",
    "    wait_interval=10\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a507901e-66e2-43dc-ac7a-8dd0213e973a",
   "metadata": {},
   "source": [
    "You can see that this is nearly identical to the `OrchestrationModel` for the Python-based implementation of Rastrigin. However, note that we have changed the job entrypoint to `Rscript` as we are no longer using Python. We will run the code above using the `Rscript` command to execute an R script.\n",
    "\n",
    "We next define the ground truth parameters for a simulation study."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "317ea859-a4b6-4d19-926c-06556503c5d3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>x1</th>\n",
       "      <th>x2</th>\n",
       "      <th>x3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.5</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.7</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    x1   x2   x3\n",
       "0  0.5  1.0 -0.7"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ground_truth=dict(\n",
    "    x1=0.5,\n",
    "    x2=1.0,\n",
    "    x3=-0.7\n",
    ")\n",
    "\n",
    "pd.DataFrame(ground_truth, index=[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8d465071-4502-438f-bad7-2cb228bb9f2d",
   "metadata": {},
   "source": [
    "We'll make use of the `TorchXJobLauncher` utility class to launch an R job with our ground truth parameteters. We'll supply an instance of the `OrchestrationModel` class, alongside command line arguments to the job launcher. These arguments must be supplied as a list."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "6198ff66-a20c-4e37-92d3-57f2cc9f2703",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SUCCEEDED (4)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "runner = TorchXJobLauncher()\n",
    "file_name = \"ground_truth\"\n",
    "simulation_parameters = list(ground_truth.values())\n",
    "\n",
    "job_results = runner.launch(\n",
    "    orchestration, \n",
    "    [r_script, file_name] + simulation_parameters\n",
    ")\n",
    "job_results[\"state\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "71cf2563-69d0-42f0-92b9-6b6b798f8a23",
   "metadata": {},
   "source": [
    "The job appears to have succeeded. We can load and view the contents of the simulation output file like so:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "86b08179-b974-4dc7-91a7-08135068ef39",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([34.83017])"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "file_path = osp.join('data', file_name)\n",
    "with open(file_path, 'r') as f:\n",
    "    fx = f.read()  \n",
    "if os.path.exists(file_path):\n",
    "    os.remove(file_path)\n",
    "observed_data = np.array([float(fx)])\n",
    "observed_data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7bcfb66e-45c0-4cc7-b88b-39eb24793799",
   "metadata": {},
   "source": [
    "We will define a `ParameterSpecification` for the three parameters of the Rastrigin function."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "1cbd283b-e83e-47fb-a85f-4f9e82c99fb6",
   "metadata": {},
   "outputs": [],
   "source": [
    "parameter_spec = ParameterSpecification(\n",
    "\tparameters=[\n",
    "\t\tDistributionModel(\n",
    "\t\t\tname=\"x1\",\n",
    "\t\t\tdistribution_name=\"normal\",\n",
    "\t\t\tdistribution_args=[0.5, 0.05],\n",
    "\t\t\tdata_type=ParameterDataType.CONTINUOUS,\n",
    "\t\t),\n",
    "\t\tDistributionModel(\n",
    "\t\t\tname=\"x2\",\n",
    "\t\t\tdistribution_name=\"normal\",\n",
    "\t\t\tdistribution_args=[1.0, 0.05],\n",
    "\t\t\tdata_type=ParameterDataType.CONTINUOUS,\n",
    "\t\t),\n",
    "\t\tDistributionModel(\n",
    "\t\t\tname=\"x3\",\n",
    "\t\t\tdistribution_name=\"normal\",\n",
    "\t\t\tdistribution_args=[-0.7, 0.05],\n",
    "\t\t\tdata_type=ParameterDataType.CONTINUOUS,\n",
    "\t\t),\n",
    "\t]\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "52d4eb91-1c4c-4d0b-9f10-ad0f09fd0c71",
   "metadata": {},
   "source": [
    "We will next define a calibration function for Appproximate Bayesian Computation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "4c72b7f9-e28b-4992-9290-a5577061b773",
   "metadata": {},
   "outputs": [],
   "source": [
    "def abc_func(\n",
    "\tparameters: dict, simulation_id: str, observed_data: np.ndarray | None\n",
    ") -> float | list[float]:\n",
    "    simulation_parameters = list(parameters.values())\n",
    "    file_name = simulation_id\n",
    "    job_results = runner.launch(\n",
    "        orchestration, \n",
    "        [r_script, file_name] + simulation_parameters\n",
    "    )\n",
    "    \n",
    "    file_path = osp.join('data', file_name)\n",
    "    with open(file_path, 'r') as f:\n",
    "        fx = f.read()  \n",
    "    if os.path.exists(file_path):\n",
    "        os.remove(file_path)\n",
    "    \n",
    "    simulated_data = np.array([float(fx)])\n",
    "    metric = L2Norm()\n",
    "    discrepancy = metric.calculate(observed_data, simulated_data)\n",
    "    return discrepancy"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7f2aa1a2-9f78-46ca-8bb1-795977d8dd6a",
   "metadata": {},
   "source": [
    "Finally, we will perform Bayesian calibration for the Rastrigin function, demonstrating that `calisim` can incorporate `TorchX` to dispatch simulations as jobs."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "5fb0be1d-b1c1-49b2-8d68-d034cfbf7ff7",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "ABC.Sampler INFO: Parallelize sampling on 10 processes.\n",
      "ABC.History INFO: Start <ABCSMC id=1, start_time=2026-04-12 16:07:12>\n",
      "ABC INFO: Calibration sample t = -1.\n",
      "ABC INFO: t: 0, eps: 2.15310000e+00.\n",
      "ABC INFO: Accepted: 25 / 54 = 4.6296e-01, ESS: 2.5000e+01.\n",
      "ABC.Adaptation INFO: Change nr particles 25 -> 10\n",
      "ABC INFO: Stop: Maximum walltime.\n",
      "ABC.History INFO: Done <ABCSMC id=1, duration=0:01:43.556549, end_time=2026-04-12 16:08:56>\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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wUZSsUmmP2AEAANiGYAcAAGAJgh0AAIAlCHYAAACWINgBAABYgmAHAABgCYIdAACAJQh2AAAAliDYAQAAWIJgBwAAYAmCHQAAgCUIdgAAAJYg2AEAAFiCYAcAAGAJgh0AAIAlCHYAAACWINgBAABYgmAHAABgCYIdAACAJQh2AAAAliDYAQAAWKLSBrukpCRFRUWpTZs27i4FAACgVDiMMcbdRbhTVlaW/P39lZmZKT8/P3eXAwAA4KIoWaXSHrEDAACwDcEOAADAEgQ7AAAASxDsAAAALEGwAwAAsATBDgAAwBIEOwAAAEsQ7AAAACxBsAMAALAEwQ4AAMASBDsAAABLEOwAAAAsQbADAACwBMEOAADAEgQ7AAAASxDsAAAALEGwAwAAsATBDgAAwBIEOwAAAEsQ7AAAACxBsAMAALAEwQ4AAMASBDsAAABLEOwAAAAsQbADAACwBMEOAADAEpU22CUlJSkqKkpt2rRxdykAAAClwmGMMe4uwp2ysrLk7++vzMxM+fn5ubscAAAAF0XJKpX2iB0AAIBtCHYAAACWINgBAABYgmAHAABgCYIdAACAJQh2AAAAliDYAQAAWIJgBwAAYAmCHQAAgCUIdgAAAJYg2AEAAFiCYAcAAGAJgh0AAIAlCHYAAACWINgBAABYgmAHAABgCYIdAACAJQh2AAAAliDYAQAAWIJgBwAAYAmCHQAAgCUIdgAAAJYg2AEAAFiCYAcAAGAJgh0AAIAlCHYAAACWINgBAABYgmAHAABgCYIdAACAJQh2AAAAliDYAQAAWIJgBwAAYIlKG+ySkpIUFRWlNm3auLsUAACAUuEwxhh3F+FOWVlZ8vf3V2Zmpvz8/NxdDgAAgIuiZJVKe8QOAADANgQ7AAAASxDsAAAALEGwAwAAsATBDgAAwBIEOwAAAEsQ7AAAACxBsAMAALAEwQ4AAMASBDsAAABLEOwAAAAsQbADAACwhGdx35iSkqKUlBSdPHlSOTk5Lutmz55d4sIAAABQNMUKdhMnTtSkSZPUunVrBQcHy+FwlHZdAAAAKKJiBbtZs2YpOTlZAwYMKO16AAAAUEzFusbu8uXL6tChQ2nXAgAAgBIoVrB7/PHH9c9//rO0awEAAEAJFOtU7KVLl/S3v/1Nq1at0j333KOqVau6rH/zzTdLpTgAAAAUXrGC3ffff6+WLVtKknbs2OGyjhspAAAA3KNYwW7NmjWlXQcAAABKqMQPKD5y5IiOHDlSGrUAAACgBIoV7HJycjRp0iT5+/srPDxc4eHhCggI0Msvv5zrYcUAAAAoH8U6FfvSSy/pH//4h6ZMmaL7779fkrRu3TpNmDBBly5d0iuvvFKqRQIAAOCXOYwxpqhvCgkJ0axZs9SjRw+X9s8//1xPPvmkjh49WmoFlrWsrCz5+/srMzNTfn5+7i4HAADARVGySrFOxZ4+fVrNmzfP1d68eXOdPn26OEMCAACghIoV7KKjo/XOO+/kan/nnXcUHR1d4qIAAABQdMW6xu61117TQw89pFWrVql9+/aSpPXr1+vw4cNatmxZqRYIAACAwinWEbvY2Fjt2bNHvXr1UkZGhjIyMvTb3/5Wu3fvVqdOnUq7RgAAABRCsW6esAk3TwAAgIqsKFml0Kdiv//++0IXcM899xS6LwAAAEpHoYNdy5Yt5XA49EsH+BwOh65du1biwgAAAFA0hQ52Bw4cKMs6AAAAUEKFDnbh4eFlWQcAAABKqNDBbvHixUpISFDVqlW1ePHiAvve+osUAAAAKHuFvivWw8NDaWlpqlevnjw88n9Kyu12jR13xQIAgIqsTO6KzcnJyfPPAAAAqBiK9YDivGRkZJTWUAAAACiGYgW7qVOnav78+c7l3r17KzAwUKGhodq+fXupFQcAAIDCK1awmzVrlsLCwiRJK1eu1KpVq7RixQolJCRo1KhRpVogAAAACqfQ19jdLC0tzRnslixZoj59+ujXv/61GjVqpLZt25ZqgQAAACicYh2xq1Wrlg4fPixJWrFiheLi4iRJxpjb6o5YAAAAmxTriN1vf/tbPfroo4qMjFR6eroSEhIkSVu3blVERESpFggAAIDCKVawmz59uho1aqTDhw/rtddek6+vryTp+PHjevLJJ0u1wLKSlJSkpKQkjjACAABrFPoBxbbiAcUAAKAiK5MHFN9q9+7dmjlzpnbt2iVJatGihZ555hk1a9asuEMCAACgBIp188TChQt11113KTU1VdHR0YqOjtaWLVt01113aeHChaVdIwAAAAqhWKdimzZtqj/84Q+aNGmSS/v48eP1wQcfaP/+/aVWYFnjVCwAAKjIipJVinXE7vjx4xo4cGCu9v79++v48ePFGRIAAAAlVKxg16VLF33zzTe52tetW6dOnTqVuCgAAAAUXbFunujRo4defPFFpaamql27dpKkDRs26OOPP9bEiRO1ePFil74AAAAoe8W6xs7Do3AH+hwOR4V/ThzX2AEAgIqszB93kpOTU6zCAAAAUHaKdI3dgw8+qMzMTOfylClTlJGR4VxOT09XVFRUqRUHAACAwitSsPvyyy+VnZ3tXH711Vd1+vRp5/LVq1e1e/fu0qsOAAAAhVakYHfr5XiV/NfIAAAAKpRiPe4EAAAAFU+Rgp3D4ZDD4cjVBgAAAPcr0l2xxhgNHjxY3t7ekqRLly5p2LBhqlGjhiS5XH8HAACA8lWkYDdo0CCX5f79++fqk9dPjQEAAKDsFSnYzZkzp6zqAAAAQAlx8wQAAIAlCHYAAACWINgBAABYgmAHAABgCYIdAACAJQh2AAAAliDYAQAAWIJgBwAAYAmCHQAAgCUIdgAAAJYg2AEAAFiCYAcAAGAJgh0AAIAlCHYAAACWINgBAABYgmAHAABgCYIdAACAJQh2AAAAliDYAQAAWIJgBwAAYAmCHQAAgCUIdgAAAJYg2AEAAFiCYAcAAGAJgh0AAIAlCHYAAACWINgBAABYgmAHAABgCYIdAJTQ9JV79HbK3jzXvZ2yV9NX7innigBUVgQ7ACihKh4OvZlHuHs7Za/eXLlHVTwcbqoMQGXj6e4CAOB2N7xbpCTpzf87Mje8W6Qz1CU+cIdzPQCUNYIdAJSCm8PdO6v36fK1HEIdgHLHqVgAKCXDu0XKq4qHLl/LkVcVD0IdgHJHsAOAUvJ2yl5nqLt8LSffGyoAoKxwKhYASsGt19TdWJbEkTsA5YZgBwAllNeNEnndUAEAZY1gBwAldC3H5HmjxI3laznGHWUBqIQcxphK/TdOVlaW/P39lZmZKT8/P3eXAwAA4KIoWYWbJwAAACxBsAMAALAEwQ4AAMASBDsAAABLEOwAAAAsUWmDXVJSkqKiotSmTRt3lwIAAFAqeNwJjzsBAAAVGI87AQAAqIQIdgAAAJYg2AEAAFiCYAcAAGAJgh0AAIAlCHYAAACWINgBAABYgmAHAABgCYIdAACAJQh2AAAAliDYAQAAWIJgBwAAYAmCHQAAgCUIdgAAAJYg2AEAAFiCYAcAAGAJgh0AAIAlCHYAAACWINgBAABYgmAHAABgCYIdAACAJQh2AAAAliDYAQAAWIJgBwAAYAmCHQAAgCUIdgAAAJYg2AEAAFiCYAcAAGAJgh0AAIAlCHYAAACWINgBAABYgmAHAABgCYIdAACAJQh2AAAAliDYAQAAWIJgBwAAYAmCHQAAgCUIdgAAAJYg2AEAAFiCYAcAAGAJgh0AAIAlCHYAAACWINgBAABYgmAHAABgCYIdAACAJQh2AAAAliDYAQAAWIJgBwAAYAmCHQAAgCUIdgAAAJYg2AEAAFiCYAcAAGAJgh0AAIAlCHYAAACWINgBAABYgmAHAABgCYIdAACAJQh2AAAAliDYAQAAWIJgBwAAYAmCHQAAgCUIdgAAAJYg2AEAAFiCYAcAAGAJgh0AAIAlCHYAAACWINgBAABYgmAHAABgCYIdAACAJQh2AAAAliDYAQAAWIJgBwAAYAmCHQAAgCUIdgAAAJYg2AEAAFiCYAcAAGAJgh0AAIAlCHYAAACWINgBAABYgmAHAABgCYIdAACAJQh2AAAAliDYAQAAWIJgBwAAYAmCHQAAgCUIdgAAAJYg2AEAAFiCYAcAAGAJgh0AAIAlCHYAAACWINgBAABYgmAHAABgCYIdAACAJQh2AAAAliDYAQAAWIJgBwAAYAmCHQAAgCWsCHZLlixRs2bNFBkZqffee8/d5QAAALiFp7sLKKmrV68qMTFRa9askb+/v1q1aqVevXqpdu3a7i4NAACgXN32R+w2bdqkO++8U6GhofL19VVCQoK++uord5cFAABQ7twe7L7++mv95je/UUhIiBwOhxYtWpSrT1JSkho1aiQfHx+1bdtWmzZtcq47duyYQkNDncuhoaE6evRoeZQOAABQobg92J0/f17R0dFKSkrKc/38+fOVmJio8ePHa8uWLYqOjlZ8fLxOnjxZzpUCAABUbG4PdgkJCfrLX/6iXr165bn+zTff1NChQzVkyBBFRUVp1qxZql69umbPni1JCgkJcTlCd/ToUYWEhOS7vezsbGVlZbm8AAAAbOD2YFeQy5cvKzU1VXFxcc42Dw8PxcXFaf369ZKkmJgY7dixQ0ePHtW5c+e0fPlyxcfH5zvm5MmT5e/v73yFhYWV+X4AAACUhwod7E6dOqVr166pfv36Lu3169dXWlqaJMnT01NvvPGGunbtqpYtW2rkyJEF3hE7ZswYZWZmOl+HDx8u030AAAAoL7f9404kqUePHurRo0eh+np7e8vb27uMKwIAACh/FfqIXZ06dVSlShWdOHHCpf3EiRMKCgpyU1UAAAAVU4UOdl5eXmrVqpVSUlKcbTk5OUpJSVH79u3dWBkAAEDF4/ZTsefOndO+ffucywcOHNC2bdsUGBiohg0bKjExUYMGDVLr1q0VExOjGTNm6Pz58xoyZIgbqwYAAKh43B7sNm/erK5duzqXExMTJUmDBg1ScnKy+vbtq59//lnjxo1TWlqaWrZsqRUrVuS6oQIAAKCycxhjjLuLcKesrCz5+/srMzNTfn5+7i4HAADARVGySoW+xg4AAACFR7ADAACwBMEOAADAEgQ7AAAASxDsAAAALEGwAwAAsATBDgAAwBIEOwAAAEtU2mCXlJSkqKgotWnTxt2lAAAAlIpK/8sTmZmZCggI0OHDh/nlCQAAUOFkZWUpLCxMGRkZ8vf3L7Cv238r1t3Onj0rSQoLC3NzJQAAAPk7e/bsLwa7Sn/ELicnR8eOHVPNmjXlcDjcXU6x3UjzHHksHOaraJivwmOuiob5Khrmq2hsmS9jjM6ePauQkBB5eBR8FV2lP2Ln4eGhBg0auLuMUuPn53dbf3nLG/NVNMxX4TFXRcN8FQ3zVTQ2zNcvHam7odLePAEAAGAbgh0AAIAlCHaW8Pb21vjx4+Xt7e3uUm4LzFfRMF+Fx1wVDfNVNMxX0VTG+ar0N08AAADYgiN2AAAAliDYAQAAWIJgBwAAYAmCXQV1+vRp/eEPf5Cfn58CAgL02GOP6dy5cwW+59KlS3rqqadUu3Zt+fr66pFHHtGJEyfy7Juenq4GDRrI4XAoIyPD2b527Vo5HI5cr7S0tNLcvVJXFvOVnp6u7t27KyQkRN7e3goLC9PTTz+trKwsl3HWrl2r++67T97e3oqIiFBycnJZ7GKpKavv1vDhw9WqVSt5e3urZcuWucY4ePBgnt+tDRs2lObulVhSUpIaNWokHx8ftW3bVps2bSqw/8cff6zmzZvLx8dHd999t5YtW+ay3hijcePGKTg4WNWqVVNcXJz27t3r0qc4n0lFUdrz9emnn+rXv/61ateuLYfDoW3btuUao0uXLrm+R8OGDSvN3SozpT1fEyZMUPPmzVWjRg3VqlVLcXFx2rhxo0sfvl95GzZsmBwOh2bMmOHS3qhRo1zfrylTppTG7pQPgwqpe/fuJjo62mzYsMF88803JiIiwvTr16/A9wwbNsyEhYWZlJQUs3nzZtOuXTvToUOHPPv27NnTJCQkGEnmzJkzzvY1a9YYSWb37t3m+PHjzte1a9dKc/dKXVnM1+nTp827775rvvvuO3Pw4EGzatUq06xZM5dx//3vf5vq1aubxMRE8+OPP5qZM2eaKlWqmBUrVpTZvpZUWX23nnnmGfPOO++YAQMGmOjo6FxjHDhwwEgyq1atcvluXb58uTR3r0Q++ugj4+XlZWbPnm127txphg4dagICAsyJEyfy7P/tt9+aKlWqmNdee838+OOP5s9//rOpWrWq+eGHH5x9pkyZYvz9/c2iRYvM9u3bTY8ePUzjxo3NxYsXnX2K85lUBGUxX3PnzjUTJ040f//7340ks3Xr1lzjxMbGmqFDh7p8jzIzM8tqN0tNWczXhx9+aFauXGn2799vduzYYR577DHj5+dnTp486ezD9+uHXH0//fRTEx0dbUJCQsz06dNd1oWHh5tJkya5fL/OnTtXFrtYJgh2FdCPP/5oJJnvvvvO2bZ8+XLjcDjM0aNH83xPRkaGqVq1qvn444+dbbt27TKSzPr16136vvvuuyY2NtakpKTkG+xubqvoynq+bvbWW2+ZBg0aOJdfeOEFc+edd7r06du3r4mPjy/u7pSp8pir8ePHFxjs8vqHuqKIiYkxTz31lHP52rVrJiQkxEyePDnP/n369DEPPfSQS1vbtm3NE088YYwxJicnxwQFBZlp06Y512dkZBhvb2/z3//938aY4n0mFUVpz9fNCvq+xMbGmhEjRpSodncoy/m6ITMz0/k/UMbw/cprvo4cOWJCQ0PNjh07THh4eJ7B7ta22wmnYiug9evXKyAgQK1bt3a2xcXFycPDI9ch9htSU1N15coVxcXFOduaN2+uhg0bav369c62H3/8UZMmTdLcuXML/L25li1bKjg4WA888IC+/fbbUtirslOW83WzY8eO6dNPP1VsbKzLtm8eQ5Li4+PzHcPdymuuCtKjRw/Vq1dPHTt21OLFi4u+E2Xk8uXLSk1NddlPDw8PxcXF5bufv/T5HzhwQGlpaS59/P391bZtW2ef4nwmFUFZzFdRfPjhh6pTp47uuusujRkzRhcuXCjyGOWpPObr8uXL+tvf/iZ/f39FR0c7x+D79f/75+TkaMCAARo1apTuvPPOfLc/ZcoU1a5dW/fee6+mTZumq1evlnCPyg/BrgJKS0tTvXr1XNo8PT0VGBiY77VuaWlp8vLyUkBAgEt7/fr1ne/Jzs5Wv379NG3aNDVs2DDPcYKDgzVr1iwtXLhQCxcuVFhYmLp06aItW7aUfMfKSFnN1w39+vVT9erVFRoaKj8/P7333nsu49SvXz/XGFlZWbp48WIJ9qpslPVcFcTX11dvvPGGPv74Yy1dulQdO3bUww8/XGHC3alTp3Tt2rU8P8+C5qag/jf++0t9ivqZVARlMV+F9eijj+qDDz7QmjVrNGbMGM2bN0/9+/cv2g6Us7KcryVLlsjX11c+Pj6aPn26Vq5cqTp16jjH4Pv1//tPnTpVnp6eGj58eL7bHj58uD766COtWbNGTzzxhF599VW98MILJdib8uXp7gIqk9GjR2vq1KkF9tm1a1eZbX/MmDFq0aJFgX8BNmvWTM2aNXMud+jQQfv379f06dM1b968MqstL+6erxumT5+u8ePHa8+ePRozZowSExP17rvvlvl2i6KizFVB6tSpo8TEROdymzZtdOzYMU2bNk09evRwY2W43fzxj390/vnuu+9WcHCwunXrpv3796tp06ZurMw9unbtqm3btunUqVP6+9//rj59+mjjxo25Al1ll5qaqrfeektbtmyRw+HIt9/Nf0/dc8898vLy0hNPPKHJkyffFr9gQbArRyNHjtTgwYML7NOkSRMFBQXp5MmTLu1Xr17V6dOnFRQUlOf7goKCdPnyZWVkZLgcWTlx4oTzPatXr9YPP/ygTz75RNL1u/Wk6//gvvTSS5o4cWKeY8fExGjdunWF2cVS5e75urlvUFCQmjdvrsDAQHXq1Eljx45VcHCwgoKCct0deuLECfn5+alatWqF39kSqihzVVRt27bVypUrSzRGaalTp46qVKmS5+dZ0NwU1P/Gf0+cOKHg4GCXPjfuHC7OZ1IRlMV8FVfbtm0lSfv27auwwa4s56tGjRqKiIhQRESE2rVrp8jISP3jH//QmDFj+H7d1P+bb77RyZMnXc5YXbt2TSNHjtSMGTN08ODBPMdt27atrl69qoMHD7oc+KioOBVbjurWravmzZsX+PLy8lL79u2VkZGh1NRU53tXr16tnJwc519gt2rVqpWqVq2qlJQUZ9vu3bt16NAhtW/fXpK0cOFCbd++Xdu2bdO2bducpxS/+eYbPfXUU/nWvW3bNpd/lMqLu+crLzk5OZKun9aWpPbt27uMIUkrV64scIyyUBHnqjDc9d3Ki5eXl1q1auWynzk5OUpJScl3P3/p82/cuLGCgoJc+mRlZWnjxo3OPsX5TCqCspiv4rrxSJSK8l3KS3nOV05OjsvfUXy/rvcfMGCAvv/+e+e/gdu2bVNISIhGjRqlL7/8Mt9atm3bJg8Pj9vnCKi7795A3rp3727uvfdes3HjRrNu3ToTGRnpcnv6kSNHTLNmzczGjRudbcOGDTMNGzY0q1evNps3bzbt27c37du3z3cbed0BO336dLNo0SKzd+9e88MPP5gRI0YYDw8P5x1WFVVZzNfSpUvN7NmzzQ8//GAOHDhglixZYlq0aGHuv/9+Z58bjzsZNWqU2bVrl0lKSrotHndSFt+tvXv3mq1bt5onnnjC3HHHHWbr1q1m69atJjs72xhjTHJysvnnP/9pdu3aZXbt2mVeeeUV4+HhYWbPnl0+O14IH330kfH29jbJycnmxx9/NH/84x9NQECASUtLM8YYM2DAADN69Ghn/2+//dZ4enqa119/3ezatcuMHz8+z8edBAQEmM8//9x8//33pmfPnnk+7qSgz6SiKov5Sk9PN1u3bjVLly41ksxHH31ktm7dao4fP26MMWbfvn1m0qRJZvPmzebAgQPm888/N02aNDGdO3cu350vhtKer3PnzpkxY8aY9evXm4MHD5rNmzebIUOGGG9vb7Njxw7nOHy/cj/u5IZb74D917/+ZaZPn262bdtm9u/fbz744ANTt25dM3DgwDLbz9JGsKug0tPTTb9+/Yyvr6/x8/MzQ4YMMWfPnnWuv/EogDVr1jjbLl68aJ588klTq1YtU716ddOrVy/nX4Z5ySvYTZ061TRt2tT4+PiYwMBA06VLF7N69eqy2MVSVRbztXr1atO+fXvj7+9vfHx8TGRkpHnxxRdzPQpmzZo1pmXLlsbLy8s0adLEzJkzp4z3tmTK6rsVGxtrJOV6HThwwBhzPdi1aNHCVK9e3fj5+ZmYmBiXR6hUFDNnzjQNGzY0Xl5eJiYmxmzYsMG5LjY21gwaNMil/4IFC8wdd9xhvLy8zJ133mmWLl3qsj4nJ8eMHTvW1K9f33h7e5tu3bqZ3bt3u/T5pc+kIivt+ZozZ06e36Px48cbY4w5dOiQ6dy5swkMDDTe3t4mIiLCjBo16rZ4jp0xpTtfFy9eNL169TIhISHGy8vLBAcHmx49ephNmza5jMH3K3+3BrvU1FTTtm1b59/7LVq0MK+++qq5dOlSae5WmXIY838XWgEAAOC2xjV2AAAAliDYAQAAWIJgBwAAYAmCHQAAgCUIdgAAAJYg2AEAAFiCYAcAAGAJgh0AAIAlCHYAKq0uXbro2WefrTDjFGTt2rVyOBzKyMgo0TiDBw/Www8/XCo1Aah4CHYAyt3gwYPlcDjkcDjk5eWliIgITZo0SVevXnV3aQXKL1x9+umnevnll8t02x06dNDx48fl7+9fptsBcHvzdHcBACqn7t27a86cOcrOztayZcv01FNPqWrVqhozZoy7SyuywMDAMt+Gl5eXgoKCynw7AG5vHLED4Bbe3t4KCgpSeHi4/vSnPykuLk6LFy+WJJ05c0YDBw5UrVq1VL16dSUkJGjv3r3O9yYnJysgIECLFi1SZGSkfHx8FB8fr8OHDzv75HXK8dlnn1WXLl3yrWnevHlq3bq1atasqaCgID366KM6efKkJOngwYPq2rWrJKlWrVpyOBwaPHiwpNynYgtb/5dffqkWLVrI19dX3bt31/Hjx/Ot7dajhYUZ49q1a0pMTFRAQIBq166tF154Qbf+PHhOTo4mT56sxo0bq1q1aoqOjtYnn3wiSTLGKC4uTvHx8c73nT59Wg0aNNC4cePyrRWA+xDsAFQI1apV0+XLlyVdD2WbN2/W4sWLtX79ehlj9OCDD+rKlSvO/hcuXNArr7yiuXPn6ttvv1VGRoZ+//vfl6iGK1eu6OWXX9b27du1aNEiHTx40BnewsLCtHDhQknS7t27dfz4cb311lt5jlPY+l9//XXNmzdPX3/9tQ4dOqTnn3++SPX+0hhvvPGGkpOTNXv2bK1bt06nT5/WZ5995jLG5MmTNXfuXM2aNUs7d+7Uc889p/79++t//ud/5HA49P777+u7777T22+/LUkaNmyYQkNDCXZARWUAoJwNGjTI9OzZ0xhjTE5Ojlm5cqXx9vY2zz//vNmzZ4+RZL799ltn/1OnTplq1aqZBQsWGGOMmTNnjpFkNmzY4Oyza9cuI8ls3Lgx1zZuGDFihImNjXUux8bGmhEjRuRb53fffWckmbNnzxpjjFmzZo2RZM6cOePS7+ZxilL/vn37nH2SkpJM/fr1863l1m0XZozg4GDz2muvOZevXLliGjRo4JyXS5cumerVq5t//etfLtt67LHHTL9+/ZzLCxYsMD4+Pmb06NGmRo0aZs+ePfnWCcC9uMYOgFssWbJEvr6+unLlinJycvToo49qwoQJSklJkaenp9q2bevsW7t2bTVr1ky7du1ytnl6eqpNmzbO5ebNmysgIEC7du1STExMsWpKTU3VhAkTtH37dp05c0Y5OTmSpEOHDikqKqpQY+zatatQ9VevXl1NmzZ1LgcHBztP+xZWQWNkZmbq+PHjLnV4enqqdevWztOq+/bt04ULF/TAAw+4jHv58mXde++9zuXevXvrs88+05QpU/TXv/5VkZGRRaoTQPkh2AFwi65du+qvf/2rvLy8FBISIk/P0v3ryMPDI9f1ZDefCr3V+fPnFR8fr/j4eH344YeqW7euDh06pPj4eOcp4tJUtWpVl2WHw5Gr3rIe49y5c5KkpUuXKjQ01GWdt7e3888XLlxQamqqqlSp4nKtIICKh2vsALhFjRo1FBERoYYNG7qEuhYtWujq1avauHGjsy09PV27d+92OWp29epVbd682bm8e/duZWRkqEWLFpKkunXr5roZYdu2bfnW89NPPyk9PV1TpkxRp06d1Lx581xH0Ly8vCRdvykhP4Wtv6z5+/srODjYpY6rV68qNTXVuRwVFSVvb28dOnRIERERLq+wsDBnv5EjR8rDw0PLly/X22+/rdWrV5fbfgAoGoIdgAolMjJSPXv21NChQ7Vu3Tpt375d/fv3V2hoqHr27OnsV7VqVT3zzDPauHGjUlNTNXjwYLVr1855GvZXv/qVNm/erLlz52rv3r0aP368duzYke92GzZsKC8vL82cOVP//ve/tXjx4lzPpgsPD5fD4dCSJUv0888/O494Faf+8jBixAhNmTJFixYt0k8//aQnn3zS5Rl8NWvW1PPPP6/nnntO77//vvbv368tW7Zo5syZev/99yVdP5o3e/Zsffjhh3rggQc0atQoDRo0SGfOnCnXfQFQOAQ7ABXOnDlz1KpVK/3Hf/yH2rdvL2OMli1b5nLqsXr16nrxxRf16KOP6v7775evr6/mz5/vXB8fH6+xY8fqhRdeUJs2bXT27FkNHDgw323WrVtXycnJ+vjjjxUVFaUpU6bo9ddfd+kTGhqqiRMnavTo0apfv76efvrpYtdfHkaOHKkBAwZo0KBBat++vWrWrKlevXq59Hn55Zc1duxYTZ48WS1atFD37t21dOlSNW7cWD///LMee+wxTZgwQffdd58kaeLEiapfv76GDRtWrvsCoHAcpqgXdQCAmyUnJ+vZZ58t8c9rAYBtOGIHAABgCYIdAACAJTgVCwAAYAmO2AEAAFiCYAcAAGAJgh0AAIAlCHYAAACWINgBAABYgmAHAABgCYIdAACAJQh2AAAAliDYAQAAWOL/AdUKrRhGoWXtAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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flNgn4M+MvxULABZw/u/9bty4sUKfbAZwdeEeOwAAAIsg2AEAAFgEwQ4AAMAiuMcOAADAIjhjBwAAYBEEOwAAAIvgBcXFcDgc+vXXX+Xr63vJf14HAACgIhhjdOzYMYWGhsrNrfRzcgS7Yvz6668X/aPXAAAAV9JPP/2ksLCwUusQ7Irh6+sr6fcJ9PPzq+LeAACAP7P8/HyFh4c780lpCHbFOH/51c/Pj2AHAACqhbLcHsbDEwAAABZBsAMAALAIgh0AAIBFEOwAAAAsgmAHAABgEQQ7AAAAiyDYAQAAWATBDgAAwCIIdgAAABZBsAMAALAIgh0AAIBFEOwAAAAsgmAHAABgEQQ7AAAAiyDYAQAAWATBDgAAwCIIdgAAABZBsAMAALAIgh0AAIBFEOwAAAAsgmAHAABgEQQ7AAAAiyDYAQAAWATBDgAAwCIIdgAAABZBsAMAALAIgh0AAIBFEOwAAAAsgmAHAABgEQQ7AAAAiyDYAQAAWATBDgAAwCIIdgAAABZBsAMAALAIgh0AAIBFEOwAAAAsgmAHAABgEQQ7AAAAiyDYAQAAWATBDgAAwCIIdgAAABZBsAMAALAIgh0AAIBFEOwAAAAsgmAHAABgEVUa7JKTk9WqVSv5+voqMDBQvXr1UmZmZpF669ev15133ilvb2/5+fmpQ4cOOnnyZKltT5s2Tddee61q1aql6OhoffPNN5U1DAAAgGqhSoPdmjVrlJCQoLS0NC1fvlxnz55Vt27dVFBQ4Kyzfv16xcXFqVu3bvrmm2+0ceNGJSYmys2t5K5//PHHGjFihMaNG6dvv/1WLVq0UGxsrA4ePHglhgUAAFAlbMYYU9WdOO+3335TYGCg1qxZow4dOkiS2rRpo65du2rChAllbic6OlqtWrXSP/7xD0mSw+FQeHi4hg4dqjFjxlx0//z8fPn7+ysvL09+fn6XNhgAAIAKUJ5cUq3uscvLy5Mk1a5dW5J08OBBbdiwQYGBgWrXrp2CgoLUsWNHrVu3rsQ2zpw5o/T0dMXExDjL3NzcFBMTo/Xr11fuAAAAAKpQtQl2DodDw4YNU/v27XXjjTdKkn744QdJ0vPPP69BgwZp6dKluvXWW9WlSxdlZWUV286hQ4dUWFiooKAgl/KgoCDl5OQUu8/p06eVn5/vsgAAAFxtqk2wS0hI0Pbt2/XRRx85yxwOhyTpscce08MPP6xbbrlFkydPVpMmTfTee+9V2LGTk5Pl7+/vXMLDwyusbQAAgCulWgS7xMRELVmyRKtWrVJYWJizPCQkRJLUrFkzl/pNmzbVvn37im2rbt26qlGjhg4cOOBSfuDAAQUHBxe7T1JSkvLy8pzLTz/9dDnDAQAAqBJVGuyMMUpMTNSCBQuUmpqqiIgIl+3XXnutQkNDi7wCZdeuXWrYsGGxbXp4eKhly5ZauXKls8zhcGjlypVq27ZtsfvY7Xb5+fm5LAAAAFcb96o8eEJCgj788EMtWrRIvr6+znvg/P395enpKZvNplGjRmncuHFq0aKFbr75Zr3//vvauXOnPvnkE2c7Xbp0Ue/evZWYmChJGjFihAYOHKjbbrtNrVu31pQpU1RQUKCHH364SsYJAABwJVRpsJs+fbokqVOnTi7lM2bMUHx8vCRp2LBhOnXqlIYPH64jR46oRYsWWr58uSIjI531s7OzdejQIef6fffdp99++03PPfeccnJydPPNN2vp0qVFHqgAAACwkmr1HrvqgvfYAQCA6uKqfY8dAAAALh3BDgAAwCIIdgAAABZBsAMAALAIgh0AAIBFEOwAAAAsgmAHAABgEQQ7AAAAiyDYAQAAWATBDgAAwCIIdgAAABZBsAMAALAIgh0AAIBFEOwAAAAsgmAHAABgEQQ7AAAAiyDYAQAAWATBDgAAwCIIdgAAABZBsAMAALAIgh0AAIBFEOwAAAAsgmAHAABgEQQ7AAAAiyDYAQAAWATBDgAAwCIIdgAAABZBsAMAALAIgh0AAIBFEOwAAAAsgmAHAABgEQQ7AAAAiyDYAQAAWATBDgAAwCIIdgAAABZBsAMAALAIgh0AAIBFEOwAAAAsgmAHAABgEQQ7AAAAiyDYAQAAWATBDgAAwCIIdgAAABZBsAMAALAIgh0AAIBFEOwAAAAsgmAHAABgEQQ7AAAAiyDYAQAAWATBDgAAwCIIdgAAABZBsAMAALAIgh0AAIBFEOwAAAAsgmAHAABgEQQ7AAAAiyDYAQAAWATBDgAAwCIIdgAAABZRpcEuOTlZrVq1kq+vrwIDA9WrVy9lZma61OnUqZNsNpvLMmTIkFLbjY+PL7JPXFxcZQ4FAACgyrlX5cHXrFmjhIQEtWrVSufOndPf//53devWTd9//728vb2d9QYNGqQXXnjBue7l5XXRtuPi4jRjxgznut1ur9jOAwAAVDNVGuyWLl3qsp6SkqLAwEClp6erQ4cOznIvLy8FBweXq2273V7ufQAAAK5m1eoeu7y8PElS7dq1Xcpnz56tunXr6sYbb1RSUpJOnDhx0bZWr16twMBANWnSRI8//rgOHz5cKX0GAACoLmzGGFPVnZAkh8OhHj16KDc3V+vWrXOW/+tf/1LDhg0VGhqqrVu36plnnlHr1q01f/78Etv66KOP5OXlpYiICGVnZ+vvf/+7fHx8tH79etWoUaNI/dOnT+v06dPO9fz8fIWHhysvL09+fn4VO1AAAIByyM/Pl7+/f5lySbUJdo8//rg+//xzrVu3TmFhYSXWS01NVZcuXbR7925FRkaWqe0ffvhBkZGRWrFihbp06VJk+/PPP6/x48cXKSfYAQCAqlaeYFctLsUmJiZqyZIlWrVqVamhTpKio6MlSbt37y5z+9ddd53q1q1b4j5JSUnKy8tzLj/99FPZOw8AAFBNVOnDE8YYDR06VAsWLNDq1asVERFx0X0yMjIkSSEhIWU+zs8//6zDhw+XuI/dbuepWQAAcNWr0jN2CQkJ+uCDD/Thhx/K19dXOTk5ysnJ0cmTJyVJ2dnZmjBhgtLT07V3714tXrxYAwYMUIcOHXTTTTc524mKitKCBQskScePH9eoUaOUlpamvXv3auXKlerZs6caNWqk2NjYKhknAADAlVClZ+ymT58u6feXEF9oxowZio+Pl4eHh1asWKEpU6aooKBA4eHh6tOnj5599lmX+pmZmc4namvUqKGtW7fq/fffV25urkJDQ9WtWzdNmDCBs3IAAMDSqs3DE9VJeW5SBAAAqExX3cMTAAAAuHwEOwAAAIsg2AEAAFgEwQ4AAMAiCHYAAAAWQbADAACwCIIdAACARRDsAAAALIJgBwAAYBEEOwAAAIsg2AEAAFgEwQ4AAMAiCHYAAAAWQbADAACwCIIdAACARRDsAAAALIJgBwAAYBEEOwAAAIsg2AEAAFgEwQ4AAMAiCHYAAAAWQbADAACwCIIdAACARRDsAAAALIJgBwAAYBEEOwAAAIsg2AEAAFgEwQ4AAMAiCHYAAAAWQbADAACwCIIdAACARRDsAAAALIJgBwAAYBEEOwAAAIsg2AEAAFgEwQ4AAMAiCHYAAAAWQbADAACwCIIdAACARRDsAAAALIJgBwAAYBEEOwAAAIsg2AEAAFgEwQ4AAMAiCHYAAAAWQbADAACwCIIdAACARRDsAAAALIJgBwAAYBEEOwAAAIsg2AEAAFgEwQ4AAMAiCHYAAAAWQbADAACwCPfLbeDUqVP6+OOPVVBQoK5du6px48YV0S8AAACUU7mC3YgRI3T27Fm99dZbkqQzZ86obdu2+u677+Tl5aXRo0dr+fLlatu2baV0FgAAACUr16XYL774Ql27dnWuz549Wz/++KOysrJ09OhR3XvvvXrxxRcrvJMAAAC4uHIFu3379qlZs2bO9S+++EL33HOPGjZsKJvNpqeeekqbN2+u8E4CAADg4soV7Nzc3GSMca6npaWpTZs2zvWAgAAdPXq04noHAACAMitXsGvatKn+53/+R5L03Xffad++fercubNz+48//qigoKAyt5ecnKxWrVrJ19dXgYGB6tWrlzIzM13qdOrUSTabzWUZMmRIqe0aY/Tcc88pJCREnp6eiomJUVZWVjlGCgAAcPUpV7AbPXq0kpKS1KVLF3Xp0kV33XWXIiIinNs/++wztW7dusztrVmzRgkJCUpLS9Py5ct19uxZdevWTQUFBS71Bg0apP379zuXSZMmldrupEmTNHXqVL3zzjvasGGDvL29FRsbq1OnTpVnuABQbpOX79LUlcX/j+TUlVmavHzXFe4RgD+Tcj0V27t3b3322WdasmSJunXrpqFDh7ps9/Ly0hNPPFHm9pYuXeqynpKSosDAQKWnp6tDhw4u7QYHB5epTWOMpkyZomeffVY9e/aUJM2cOVNBQUFauHCh7r///jL3DwDKq4abTW/8b3h7ssv/vf5p6sosvbF8l0Z0vb6qugbgT6Dc77E7f7auOOPGjbuszuTl5UmSateu7VI+e/ZsffDBBwoODtZf//pXjR07Vl5eXsW2sWfPHuXk5CgmJsZZ5u/vr+joaK1fv55gB6BSnQ9zF4a7C0PdhWEPACpauYLdoUOHVFBQoIYNGzrLvvvuO7322msqKChQr1691K9fv0vqiMPh0LBhw9S+fXvdeOONzvJ+/fqpYcOGCg0N1datW/XMM88oMzNT8+fPL7adnJwcSSpyr19QUJBz2x+dPn1ap0+fdq7n5+df0hgAQHINd/9I3a0zhQ5CHYArolzBbujQoQoNDdXrr78uSTp48KDuuOMOhYaGKjIyUvHx8SosLFT//v3L3ZGEhARt375d69atcykfPHiw8+fmzZsrJCREXbp0UXZ2tiIjI8t9nOIkJydr/PjxFdIWAEi/h7vzoc6jhhuhDsAVUa6HJ9LS0tSjRw/n+syZM1W7dm1lZGRo0aJFevnllzVt2rRydyIxMVFLlizRqlWrFBYWVmrd6OhoSdLu3buL3X7+XrwDBw64lB84cKDE+/SSkpKUl5fnXH766afyDgEAXExdmeUMdWcKHSU+UAEAFalcwS4nJ0fXXnutcz01NVV/+9vf5O7++4m/Hj16lOu1IsYYJSYmasGCBUpNTXV5wrYkGRkZkqSQkJBit0dERCg4OFgrV650luXn52vDhg0l/qkzu90uPz8/lwUALtWF99Tteqm7RnS9Xm+U8rQsAFSUcgU7Pz8/5ebmOte/+eYb5xk0SbLZbC73ql1MQkKCPvjgA3344Yfy9fVVTk6OcnJydPLkSUlSdna2JkyYoPT0dO3du1eLFy/WgAED1KFDB910003OdqKiorRgwQJnH4YNG6YXX3xRixcv1rZt2zRgwACFhoaqV69e5RkuAJRbcQ9KPNmlMeEOwBVRrnvs2rRpo6lTp+rdd9/V/PnzdezYMd15553O7bt27VJ4eHiZ25s+fbqk319CfKEZM2YoPj5eHh4eWrFihaZMmaKCggKFh4erT58+evbZZ13qZ2ZmOp+olX5/315BQYEGDx6s3Nxc3X777Vq6dKlq1apVnuECQLkVOkyxD0qcXy90mOJ2A4AKYTMX/o2wi9iyZYtiYmKUn5+vc+fOKSkpSS+++KJze//+/eXl5aV//vOfldLZKyU/P1/+/v7Ky8vjsiwAAKhS5ckl5Tpj16JFC+3YsUNfffWVgoODXS7DStL999+vG264ofw9BgAAwGUr1z12d911l2rWrKmePXsqOjpaEydOdLnnrk2bNrrrrrsquo8AAAAog3IFu2XLlrk8HPHyyy/ryJEjzvVz584pMzOz4noHAACAMitXsPvj7XjluD0PAAAAlaxcwQ4AAADVV7mCnc1mk81mK1IGAACAqleup2KNMYqPj5fdbpcknTp1SkOGDJG3t7cklevlxAAAAKhY5Qp2AwcOdFl/6KGHitQZMGDA5fUIAAAAl6RcwW7GjBmV1Q8AAABcJh6eAAAAsAiCHQAAgEUQ7AAAACyCYAcAAGARBDsAAACLINgBAABYBMEOAADAIgh2AAAAFkGwAwAAsAiCHQAAgEUQ7AAAACyCYAcAAGARBDsAAACLINgBAABYBMEOAADAIgh2AAAAFkGwAwAAsAiCHQAAgEUQ7AAAACyCYAcAAGARBDsAAACLINgBAABYBMEOAADAIgh2AAAAFkGwAwAAsAiCHQAAgEUQ7AAAACyCYAcAAGARBDsAAACLINgBAABYBMEOAADAIgh2AAAAFkGwAwAAsAiCHQAAgEUQ7AAAACyCYAcAAGARBDsAAACLINgBAABYBMEOAADAIgh2AAAAFkGwAwAAsAiCHQAAgEUQ7AAAACyCYAcAAGARBDsAAACLINgBAABYBMEOAADAIgh2AAAAFkGwAwAAsAiCHQAAgEVUabBLTk5Wq1at5Ovrq8DAQPXq1UuZmZnF1jXGqHv37rLZbFq4cGGp7cbHx8tms7kscXFxlTACAACA6qNKg92aNWuUkJCgtLQ0LV++XGfPnlW3bt1UUFBQpO6UKVNks9nK3HZcXJz279/vXP7zn/9UZNcBAACqHfeqPPjSpUtd1lNSUhQYGKj09HR16NDBWZ6RkaHXX39dmzZtUkhISJnattvtCg4OrtD+AgAAVGfV6h67vLw8SVLt2rWdZSdOnFC/fv00bdq0cgW11atXKzAwUE2aNNHjjz+uw4cPl1j39OnTys/Pd1kAAACuNtUm2DkcDg0bNkzt27fXjTfe6CwfPny42rVrp549e5a5rbi4OM2cOVMrV67UK6+8ojVr1qh79+4qLCwstn5ycrL8/f2dS3h4+GWPBwAA4Eqr0kuxF0pISND27du1bt06Z9nixYuVmpqqzZs3l6ut+++/3/lz8+bNddNNNykyMlKrV69Wly5ditRPSkrSiBEjnOv5+fmEOwAAcNWpFmfsEhMTtWTJEq1atUphYWHO8tTUVGVnZysgIEDu7u5yd/89h/bp00edOnUqc/vXXXed6tatq927dxe73W63y8/Pz2UBAAC42lTpGTtjjIYOHaoFCxZo9erVioiIcNk+ZswYPfrooy5lzZs31+TJk/XXv/61zMf5+eefdfjw4TI/eAEAAHA1qtJgl5CQoA8//FCLFi2Sr6+vcnJyJEn+/v7y9PRUcHBwsQ9MNGjQwCUERkVFKTk5Wb1799bx48c1fvx49enTR8HBwcrOztbo0aPVqFEjxcbGXrGxAQAAXGlVeil2+vTpysvLU6dOnRQSEuJcPv7443K1k5mZ6XyitkaNGtq6dat69Oih66+/Xo888ohatmyptWvXym63V8YwAAAAqoUqvxRbEftcWObp6ally5ZdVr8AAACuRtXi4QkAAABcPoIdAACARRDsAAAALIJgBwAAYBEEOwAAAIsg2AEAAFgEwQ4AAMAiCHYAAAAWQbADAACwCIIdAACARRDsAAAALIJgBwAAYBEEOwAAAIsg2AEAAFgEwQ4AAMAiCHYAAAAWQbADAACwCIIdAACARRDsAAAALIJgBwAAYBEEOwAAAIsg2AEAAFgEwQ4AAMAiCHYAAAAWQbADAACwCIIdAACARRDsAAAALIJgBwAAYBEEOwAAAIsg2AEAAFgEwQ4AAMAiCHYAAAAWQbADAACwCIIdAACARRDsAAAALIJgBwAAYBEEOwAAAIsg2AEAAFgEwQ4AAMAiCHYAAAAWQbADAACwCIIdAACARRDsAAAALIJgBwAAYBEEOwAAAIsg2AEAAFgEwQ4AAMAiCHYAAAAWQbADAACwCIIdAACARRDsAAAALIJgBwAAYBEEOwAAAIsg2AEAAFgEwQ4AAMAiCHYAAAAWQbADAACwCIIdAACARRDsAAAALKJKg11ycrJatWolX19fBQYGqlevXsrMzCy2rjFG3bt3l81m08KFC0tt1xij5557TiEhIfL09FRMTIyysrIqYQQAAADVR5UGuzVr1ighIUFpaWlavny5zp49q27duqmgoKBI3SlTpshms5Wp3UmTJmnq1Kl65513tGHDBnl7eys2NlanTp2q6CEAAABUGzZjjKnqTpz322+/KTAwUGvWrFGHDh2c5RkZGbr77ru1adMmhYSEaMGCBerVq1exbRhjFBoaqqefflojR46UJOXl5SkoKEgpKSm6//77L9qP/Px8+fv7Ky8vT35+fhUyNgAAgEtRnlxSre6xy8vLkyTVrl3bWXbixAn169dP06ZNU3Bw8EXb2LNnj3JychQTE+Ms8/f3V3R0tNavX1/sPqdPn1Z+fr7LAgAAcLWpNsHO4XBo2LBhat++vW688UZn+fDhw9WuXTv17NmzTO3k5ORIkoKCglzKg4KCnNv+KDk5Wf7+/s4lPDz8EkcBAABQddyrugPnJSQkaPv27Vq3bp2zbPHixUpNTdXmzZsr9dhJSUkaMWKEcz0/P59wBwAArjrV4oxdYmKilixZolWrViksLMxZnpqaquzsbAUEBMjd3V3u7r/n0D59+qhTp07FtnX+cu2BAwdcyg8cOFDipVy73S4/Pz+XBQAA4GpTpcHOGKPExEQtWLBAqampioiIcNk+ZswYbd26VRkZGc5FkiZPnqwZM2YU22ZERISCg4O1cuVKZ1l+fr42bNigtm3bVtpYAAAAqlqVXopNSEjQhx9+qEWLFsnX19d5D5y/v788PT0VHBxc7Fm2Bg0auITAqKgoJScnq3fv3rLZbBo2bJhefPFFNW7cWBERERo7dqxCQ0NLfJIWAADACqo02E2fPl2SilxWnTFjhuLj48vcTmZmpvOJWkkaPXq0CgoKNHjwYOXm5ur222/X0qVLVatWrYroNgAAQLVUrd5jV13wHjsAAFBdXLXvsQMAAMClI9gBAABYBMEOAADAIgh2AAAAFkGwAwAAsAiCHQAAgEUQ7AAAACyCYAcAAGARBDsAAACLINgBAABYBMEOAADAIgh2AAAAFkGwAwAAsAiCHQAAgEUQ7AAAACyCYAcAAGARBDsAAACLINgBAABYBMEOAADAIgh2AAAAFkGwAwAAsAiCHQAAgEUQ7AAAACyCYAcAAGARBDsAAACLINgBAABYBMEOAADAIgh2AAAAFkGwAwAAsAiCHQAAgEUQ7AAAACyCYAcAAGARBDsAAACLINgBAABYBMEOAADAIgh2AAAAFkGwAwAAsAiCHQAAgEUQ7AAAACyCYAcAAGARBDsAAACLINgBAABYBMEOAADAIgh2AAAAFkGwAwAAsAj3qu5AdWSMkSTl5+dXcU8AAMCf3fk8cj6flIZgV4xjx45JksLDw6u4JwAAAL87duyY/P39S61jM2WJf38yDodDv/76q3x9fWWz2aq6O5csPz9f4eHh+umnn+Tn51fV3anWmKuyY67KjrkqO+aq7JirsrPKXBljdOzYMYWGhsrNrfS76DhjVww3NzeFhYVVdTcqjJ+f31X9hb6SmKuyY67KjrkqO+aq7JirsrPCXF3sTN15PDwBAABgEQQ7AAAAiyDYWZjdbte4ceNkt9uruivVHnNVdsxV2TFXZcdclR1zVXZ/xrni4QkAAACL4IwdAACARRDsAAAALIJgBwAAYBEEu6vIkSNH9OCDD8rPz08BAQF65JFHdPz48VL3OXXqlBISElSnTh35+PioT58+OnDgQLF1Dx8+rLCwMNlsNuXm5jrLV69eLZvNVmTJycmpyOFVqMqYq8OHDysuLk6hoaGy2+0KDw9XYmJikT89t3r1at16662y2+1q1KiRUlJSKmOIFaayvldPPvmkWrZsKbvdrptvvrlIG3v37i32e5WWllaRw7ss06ZN07XXXqtatWopOjpa33zzTan1586dq6ioKNWqVUvNmzfXZ5995rLdGKPnnntOISEh8vT0VExMjLKyslzqXMrnUR1U9FzNnz9f3bp1U506dWSz2ZSRkVGkjU6dOhX5/gwZMqQih1UpKnqunn/+eUVFRcnb21vXXHONYmJitGHDBpc6fK+KGjJkiGw2m6ZMmeJSfu211xb5Xk2cOLEihnNlGFw14uLiTIsWLUxaWppZu3atadSokXnggQdK3WfIkCEmPDzcrFy50mzatMm0adPGtGvXrti6PXv2NN27dzeSzNGjR53lq1atMpJMZmam2b9/v3MpLCysyOFVqMqYqyNHjpi3337bbNy40ezdu9esWLHCNGnSxKXdH374wXh5eZkRI0aY77//3rz11lumRo0aZunSpZU21stVWd+roUOHmn/84x+mf//+pkWLFkXa2LNnj5FkVqxY4fK9OnPmTEUO75J99NFHxsPDw7z33nvmu+++M4MGDTIBAQHmwIEDxdb/6quvTI0aNcykSZPM999/b5599llTs2ZNs23bNmediRMnGn9/f7Nw4UKzZcsW06NHDxMREWFOnjzprHMpn0dVq4y5mjlzphk/frx59913jSSzefPmIu107NjRDBo0yOX7k5eXV1nDrBCVMVezZ882y5cvN9nZ2Wb79u3mkUceMX5+fubgwYPOOnyvXM2fP9+0aNHChIaGmsmTJ7tsa9iwoXnhhRdcvlfHjx+vjCFWCoLdVeL77783kszGjRudZZ9//rmx2Wzml19+KXaf3NxcU7NmTTN37lxn2Y4dO4wks379epe6b7/9tunYsaNZuXJlicHuwrLqrLLn6kJvvvmmCQsLc66PHj3a3HDDDS517rvvPhMbG3upw6lUV2Kuxo0bV2qwK+4f7OqgdevWJiEhwbleWFhoQkNDTXJycrH1+/bta/7yl7+4lEVHR5vHHnvMGGOMw+EwwcHB5tVXX3Vuz83NNXa73fznP/8xxlza51EdVPRcXai070nHjh3NU089dVl9v9Iqc67Oy8vLc/5PkzF8r/44Vz///LOpX7++2b59u2nYsGGxwe6PZVcTLsVeJdavX6+AgADddtttzrKYmBi5ubkVOeV+Xnp6us6ePauYmBhnWVRUlBo0aKD169c7y77//nu98MILmjlzZql/g+7mm29WSEiIunbtqq+++qoCRlU5KnOuLvTrr79q/vz56tixo8uxL2xDkmJjY0tso6pdqbkqTY8ePRQYGKjbb79dixcvLv8gKsGZM2eUnp7uMkY3NzfFxMSUOMaLffZ79uxRTk6OSx1/f39FR0c761zK51HVKmOuymP27NmqW7eubrzxRiUlJenEiRPlbuNKuRJzdebMGf3rX/+Sv7+/WrRo4WyD79XvHA6H+vfvr1GjRumGG24o8fgTJ05UnTp1dMstt+jVV1/VuXPnLnNEVw7B7iqRk5OjwMBAlzJ3d3fVrl27xHvdcnJy5OHhoYCAAJfyoKAg5z6nT5/WAw88oFdffVUNGjQotp2QkBC98847mjdvnubNm6fw8HB16tRJ33777eUPrBJU1lyd98ADD8jLy0v169eXn5+f/v3vf7u0ExQUVKSN/Px8nTx58jJGVTkqe65K4+Pjo9dff11z587Vp59+qttvv129evWqFuHu0KFDKiwsLPazLG1eSqt//r8Xq1Pez6OqVcZclVW/fv30wQcfaNWqVUpKStKsWbP00EMPlW8AV1BlztWSJUvk4+OjWrVqafLkyVq+fLnq1q3rbIPv1e9eeeUVubu768knnyzx2E8++aQ++ugjrVq1So899phefvlljR49+jJGc2W5V3UH/uzGjBmjV155pdQ6O3bsqLTjJyUlqWnTpqX+MmzSpImaNGniXG/Xrp2ys7M1efJkzZo1q9L69kdVPVfnTZ48WePGjdOuXbuUlJSkESNG6O23367045ZHdZmr0tStW1cjRoxwrrdq1Uq//vqrXn31VfXo0aMKe4arxeDBg50/N2/eXCEhIerSpYuys7MVGRlZhT278jp37qyMjAwdOnRI7777rvr27asNGzYUCXR/Zunp6XrzzTf17bffymazlVjvwt9LN910kzw8PPTYY48pOTn5qvgLFgS7Kvb0008rPj6+1DrXXXedgoODdfDgQZfyc+fO6ciRIwoODi52v+DgYJ05c0a5ubkuZ1cOHDjg3Cc1NVXbtm3TJ598Iun3p/ak3//R/a//+i+NHz++2LZbt26tdevWlWWIFaaq5+rCusHBwYqKilLt2rV1xx13aOzYsQoJCVFwcHCRp0MPHDggPz8/eXp6ln2wl6m6zFV5RUdHa/ny5ZfVRkWoW7euatSoUexnWdq8lFb//H8PHDigkJAQlzrnnxq+lM+jqlXGXF2q6OhoSdLu3burZbCrzLny9vZWo0aN1KhRI7Vp00aNGzfWf//3fyspKYnv1f/WX7t2rQ4ePOhydaqwsFBPP/20pkyZor179xbbbnR0tM6dO6e9e/e6nOSorrgUW8Xq1aunqKioUhcPDw+1bdtWubm5Sk9Pd+6bmpoqh8Ph/GX2Ry1btlTNmjW1cuVKZ1lmZqb27duntm3bSpLmzZunLVu2KCMjQxkZGc7LimvXrlVCQkKJ/c7IyHD5x+lKqOq5Ko7D4ZD0+yVtSWrbtq1LG5K0fPnyUtuoDNVxrsqiKr5XxfHw8FDLli1dxuhwOLRy5coSx3ixzz4iIkLBwcEudfLz87VhwwZnnUv5PKpaZczVpTr/SpTq8B0qzpWcK4fD4fJ7ie+V1L9/f23dutX5711GRoZCQ0M1atQoLVu2rMS+ZGRkyM3N7eo5+1nVT2+g7OLi4swtt9xiNmzYYNatW2caN27s8rj6zz//bJo0aWI2bNjgLBsyZIhp0KCBSU1NNZs2bTJt27Y1bdu2LfEYxT0BO3nyZLNw4UKTlZVltm3bZp566inj5ubmfOKqOqqMufr000/Ne++9Z7Zt22b27NljlixZYpo2bWrat2/vrHP+dSejRo0yO3bsMNOmTbsqXndSGd+rrKwss3nzZvPYY4+Z66+/3mzevNls3rzZnD592hhjTEpKivnwww/Njh07zI4dO8xLL71k3NzczHvvvXdlBn4RH330kbHb7SYlJcV8//33ZvDgwSYgIMDk5OQYY4zp37+/GTNmjLP+V199Zdzd3c1rr71mduzYYcaNG1fs604CAgLMokWLzNatW03Pnj2Lfd1JaZ9HdVQZc3X48GGzefNm8+mnnxpJ5qOPPjKbN282+/fvN8YYs3v3bvPCCy+YTZs2mT179phFixaZ6667znTo0OHKDr6cKnqujh8/bpKSksz69evN3r17zaZNm8zDDz9s7Ha72b59u7MdvlfF++MTsF9//bWZPHmyycjIMNnZ2eaDDz4w9erVMwMGDKi0cVY0gt1V5PDhw+aBBx4wPj4+xs/Pzzz88MPm2LFjzu3nXwuwatUqZ9nJkyfNE088Ya655hrj5eVlevfu7fzFWJzigt0rr7xiIiMjTa1atUzt2rVNp06dTGpqamUMscJUxlylpqaatm3bGn9/f1OrVi3TuHFj88wzzxR5DcyqVavMzTffbDw8PMx1111nZsyYUcmjvTyV9b3q2LGjkVRk2bNnjzHm92DXtGlT4+XlZfz8/Ezr1q1dXqFSHbz11lumQYMGxsPDw7Ru3dqkpaU5t3Xs2NEMHDjQpf6cOXPM9ddfbzw8PMwNN9xgPv30U5ftDofDjB071gQFBRm73W66dOliMjMzXepc7POorip6rmbMmFHs92fcuHHGGGP27dtnOnToYGrXrm3sdrtp1KiRGTVqVLV/j50xFTtXJ0+eNL179zahoaHGw8PDhISEmB49ephvvvnGpQ2+V8X7Y7BLT0830dHRzt/zTZs2NS+//LI5depURQ6rUtmM+d+bqgAAAHBV4x47AAAAiyDYAQAAWATBDgAAwCIIdgAAABZBsAMAALAIgh0AAIBFEOwAAAAsgmAHAABgEQQ7AH96nTp10rBhw6pNO6VZvXq1bDabcnNzL6ud+Ph49erVq0L6BKD6INgBqDLx8fGy2Wyy2Wzy8PBQo0aN9MILL+jcuXNV3bVSlRSu5s+frwkTJlTqsdu1a6f9+/fL39+/Uo8D4OrkXtUdAPDnFhcXpxkzZuj06dP67LPPlJCQoJo1ayopKamqu1ZutWvXrvRjeHh4KDg4uNKPA+DqxBk7AFXKbrcrODhYDRs21OOPP66YmBgtXrxYknT06FENGDBA11xzjby8vNS9e3dlZWU5901JSVFAQIAWLlyoxo0bq1atWoqNjdVPP/3krFPcJcdhw4apU6dOJfZp1qxZuu222+Tr66vg4GD169dPBw8elCTt3btXnTt3liRdc801stlsio+Pl1T0UmxZ+79s2TI1bdpUPj4+iouL0/79+0vs2x/PFpaljcLCQo0YMUIBAQGqU6eORo8erT/+mXCHw6Hk5GRFRETI09NTLVq00CeffCJJMsYoJiZGsbGxzv2OHDmisLAwPffccyX2FcCVR7ADUK14enrqzJkzkn4PZZs2bdLixYu1fv16GWN011136ezZs876J06c0EsvvaSZM2fqq6++Um5uru6///7L6sPZs2c1YcIEbdmyRQsXLtTevXud4S08PFzz5s2TJGVmZmr//v168803i22nrP1/7bXXNGvWLH355Zfat2+fRo4cWa7+XqyN119/XSkpKXrvvfe0bt06HTlyRAsWLHBpIzk5WTNnztQ777yj7777TsOHD9dDDz2kNWvWyGaz6f3339fGjRs1depUSdKQIUNUv359gh1Q3RgAqCIDBw40PXv2NMYY43A4zPLly43dbjcjR440u3btMpLMV1995ax/6NAh4+npaebMmWOMMWbGjBlGkklLS3PW2bFjh5FkNmzYUOQY5z311FOmY8eOzvWOHTuap556qsR+bty40Ugyx44dM8YYs2rVKiPJHD161KXehe2Up/+7d+921pk2bZoJCgoqsS9/PHZZ2ggJCTGTJk1yrp89e9aEhYU55+XUqVPGy8vLfP311y7HeuSRR8wDDzzgXJ8zZ46pVauWGTNmjPH29ja7du0qsZ8Aqgb32AGoUkuWLJGPj4/Onj0rh8Ohfv366fnnn9fKlSvl7u6u6OhoZ906deqoSZMm2rFjh7PM3d1drVq1cq5HRUUpICBAO3bsUOvWrS+pT+np6Xr++ee1ZcsWHT16VA6HQ5K0b98+NWvWrExt7Nixo0z99/LyUmRkpHM9JCTEedm3rEprIy8vT/v373fph7u7u2677TbnZdXdu3frxIkT6tq1q0u7Z86c0S233OJcv/fee7VgwQJNnDhR06dPV+PGjcvVTwCVj2AHoEp17txZ06dPl4eHh0JDQ+XuXrG/ltzc3IrcT3bhpdA/KigoUGxsrGJjYzV79mzVq1dP+/btU2xsrPMScUWqWbOmy7rNZivS38pu4/jx45KkTz/9VPXr13fZZrfbnT+fOHFC6enpqlGjhsu9ggCqD+6xA1ClvL291ahRIzVo0MAl1DVt2lTnzp3Thg0bnGWHDx9WZmamy1mzc+fOadOmTc71zMxM5ebmqmnTppKkevXqFXkYISMjo8T+7Ny5U4cPH9bEiRN1xx13KCoqqsgZNA8PD0m/P5RQkrL2v7L5+/srJCTEpR/nzp1Tenq6c71Zs2ay2+3at2+fGjVq5LKEh4c76z399NNyc3PT559/rqlTpyo1NfWKjQNA2RDsAFRLjRs3Vs+ePTVo0CCtW7dOW7Zs0UMPPaT69eurZ8+ezno1a9bU0KFDtWHDBqWnpys+Pl5t2rRxXoa98847tWnTJs2cOVNZWVkaN26ctm/fXuJxGzRoIA8PD7311lv64YcftHjx4iLvpmvYsKFsNpuWLFmi3377zXnG61L6fyU89dRTmjhxohYuXKidO3fqiSeecHkHn6+vr0aOHKnhw4fr/fffV3Z2tr799lu99dZbev/99yX9fjbvvffe0+zZs9W1a1eNGjVKAwcO1NGjR6/oWACUjmAHoNqaMWOGWrZsqbvvvltt27aVMUafffaZy6VHLy8vPfPMM+rXr5/at28vHx8fffzxx87tsbGxGjt2rEaPHq1WrVrp2LFjGjBgQInHrFevnlJSUjR37lw1a9ZMEydO1GuvveZSp379+ho/frzGjBmjoKAgJSYmXnL/r4Snn35a/fv318CBA9W2bVv5+vqqd+/eLnUmTJigsWPHKjk5WU2bNlVcXJw+/fRTRURE6LffftMjjzyi559/Xrfeeqskafz48QoKCtKQIUOu6FgAlM5mynszBwBUEykpKRo2bNhl/3ktALAKztgBAABYBMEOAADAIrgUCwAAYBGcsQMAALAIgh0AAIBFEOwAAAAsgmAHAABgEQQ7AAAAiyDYAQAAWATBDgAAwCIIdgAAABZBsAMAALCI/w9cJxD6qFLGBAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 750x750 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 750x750 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<calisim.abc.implementation.ApproximateBayesianComputationMethod at 0x7fc3546e5390>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "specification = ApproximateBayesianComputationMethodModel(\n",
    "\texperiment_name=\"pyabc_approximate_bayesian_computation\",\n",
    "\tparameter_spec=parameter_spec,\n",
    "\tobserved_data=observed_data,\n",
    "\tn_init=25,\n",
    "\twalltime=1,  \n",
    "\tepsilon=0.1,\n",
    "\toutput_labels=[\"rastrigin\"],\n",
    "\tn_bootstrap=15,\n",
    "    n_jobs=10,\n",
    "\tmin_population_size=5,\n",
    "\tverbose=True,\n",
    "\tbatched=False,\n",
    "\tmethod_kwargs=dict(\n",
    "\t\tmax_total_nr_simulations=100, max_nr_populations=20, min_acceptance_rate=0.0\n",
    "\t),\n",
    ")\n",
    "\n",
    "calibrator = ApproximateBayesianComputationMethod(\n",
    "\tcalibration_func=abc_func, specification=specification, engine=\"pyabc\"\n",
    ")\n",
    "\n",
    "calibrator.specify().execute().analyze()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8f4ddb22-f30f-4d05-a39c-5f399a31685d",
   "metadata": {},
   "source": [
    "The calibrator is able to retrieve the ground-truth parameter values from our simulation study."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
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       "      <th>parameter</th>\n",
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       "  parameter  estimate  ground truth\n",
       "0        x1  0.478148           0.5\n",
       "1        x2  0.995373           1.0\n",
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    "pd.DataFrame([\n",
    "    { \"parameter\": estimate.name, \"estimate\": estimate.estimate, \"ground truth\": ground_truth[estimate.name] }\n",
    "    for estimate in calibrator.get_parameter_estimates().estimates\n",
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   "id": "6d3f4fe2-de8a-459f-9db8-0319779ddc04",
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   "source": [
    "Overall, `TorchX` is not required for computationally light-weight functions such as our R-based, Rastrigin function. However, it is more useful for computationally demanding simulations that must be executed in a distributed and parallelised fashion within a computing cluster. \n",
    "\n",
    "For the examples above, we have set the `TorchX` scheduler to `local_cwd`. Hence, we are running the simulations locally. However, `TorchX` supports many different schedulers, and it's worth experimenting with them."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "6ac357f5-13d5-41a8-9bec-19236d9bd25d",
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   "outputs": [
    {
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       "      <td>local_docker</td>\n",
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       "      <th>3</th>\n",
       "      <td>kubernetes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>kubernetes_mcad</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>aws_batch</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>aws_sagemaker</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>lsf</td>\n",
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       "                 0\n",
       "0     local_docker\n",
       "1        local_cwd\n",
       "2            slurm\n",
       "3       kubernetes\n",
       "4  kubernetes_mcad\n",
       "5        aws_batch\n",
       "6    aws_sagemaker\n",
       "7              lsf"
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     "execution_count": 20,
     "metadata": {},
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   "source": [
    "pd.DataFrame(torchx.schedulers.get_scheduler_factories().keys())"
   ]
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