{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "aA39B_EcZQCc" }, "source": [ "##### Copyright 2020 Google" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "cellView": "form", "execution": { "iopub.execute_input": "2024-02-06T10:18:59.585493Z", "iopub.status.busy": "2024-02-06T10:18:59.584987Z", "iopub.status.idle": "2024-02-06T10:18:59.589098Z", "shell.execute_reply": "2024-02-06T10:18:59.588465Z" }, "id": "fWJ0o02cZRSd" }, "outputs": [], "source": [ "#@title Licensed under the Apache License, Version 2.0 (the \"License\");\n", "# you may not use this file except in compliance with the License.\n", "# You may obtain a copy of the License at\n", "#\n", "# https://www.apache.org/licenses/LICENSE-2.0\n", "#\n", "# Unless required by applicable law or agreed to in writing, software\n", "# distributed under the License is distributed on an \"AS IS\" BASIS,\n", "# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n", "# See the License for the specific language governing permissions and\n", "# limitations under the License." ] }, { "cell_type": "markdown", "metadata": { "id": "7s_XCH-TZXgv" }, "source": [ "# Data analysis" ] }, { "cell_type": "markdown", "metadata": { "id": "UcT7t5giZc0T" }, "source": [ "\n", " \n", " \n", " \n", " \n", "
\n", " View on QuantumAI\n", " \n", " Run in Google Colab\n", " \n", " View source on GitHub\n", " \n", " Download notebook\n", "
" ] }, { "cell_type": "markdown", "metadata": { "id": "3ahn9EPmZDNx" }, "source": [ "This is the follow up to the [data collection](data_collection.ipynb) tutorial. We have measured bitstrings for the single-qubit circuit $R_y(\\theta)$ for various `theta`s. In this analysis, we compute $\\langle Z \\rangle (\\theta)$, compare to the analytically expected true value, and fit to a depolarizing noise model with T1 decay during readout." ] }, { "cell_type": "markdown", "metadata": { "id": "gG9IN3zJZ4D3" }, "source": [ "## Setup\n", "\n", "Install the ReCirq package:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2024-02-06T10:18:59.593144Z", "iopub.status.busy": "2024-02-06T10:18:59.592560Z", "iopub.status.idle": "2024-02-06T10:19:26.860646Z", "shell.execute_reply": "2024-02-06T10:19:26.859681Z" }, "id": "5t8t_BZUZ5LL" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\r\n", "tensorboard 2.15.1 requires protobuf<4.24,>=3.19.6, but you have protobuf 4.25.2 which is incompatible.\r\n", "tensorflow-metadata 1.14.0 requires protobuf<4.21,>=3.20.3, but you have protobuf 4.25.2 which is incompatible.\u001b[0m\u001b[31m\r\n", "\u001b[0m" ] } ], "source": [ "try:\n", " import recirq\n", "except ImportError:\n", " !pip install --quiet git+https://github.com/quantumlib/ReCirq" ] }, { "cell_type": "markdown", "metadata": { "id": "yZj7otsIaC5W" }, "source": [ "Now import Cirq, ReCirq and the module dependencies:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2024-02-06T10:19:26.865252Z", "iopub.status.busy": "2024-02-06T10:19:26.864951Z", "iopub.status.idle": "2024-02-06T10:19:29.349839Z", "shell.execute_reply": "2024-02-06T10:19:29.349046Z" }, "id": "JgpXAHVFZDNz" }, "outputs": [], "source": [ "import cirq\n", "import recirq\n", "\n", "from recirq.readout_scan.tasks import EXPERIMENT_NAME, DEFAULT_BASE_DIR" ] }, { "cell_type": "markdown", "metadata": { "id": "BRuLWKCLZDNy" }, "source": [ "## Load data\n", "\n", "We can use utilities in ReCirq to query the filesystem and load in a dataset. Please recall that all tasks have an associated `EXPERIMENT_NAME` and a `dataset_id` which define the top two hierarchies in the filesystem. We import these values from the data collection script to ensure consistency.\n", "\n", "If you're running this notebook in Colab or you haven't yet gone through the Data Collection tutorial, we will download a pre-generated copy of the data for analysis." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2024-02-06T10:19:29.354766Z", "iopub.status.busy": "2024-02-06T10:19:29.353982Z", "iopub.status.idle": "2024-02-06T10:19:29.357932Z", "shell.execute_reply": "2024-02-06T10:19:29.357265Z" }, "id": "75m62Mlkphm2" }, "outputs": [], "source": [ "recirq.fetch_guide_data_collection_data()" ] }, { "cell_type": "markdown", "metadata": { "id": "qt4Ye-w4ZDN3" }, "source": [ "`recirq.iterload_records` uses these two bits of information to iterate over records saved using `recirq.save` (in the data collection script.\n", "\n", "This also gives you a chance to do post-processing on the data. In general, you should do some massaging of the data and put the results into a pandas DataFrame. DataFrames are great for doing statistics and visualizations across tabular data." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2024-02-06T10:19:29.361791Z", "iopub.status.busy": "2024-02-06T10:19:29.361105Z", "iopub.status.idle": "2024-02-06T10:19:29.418840Z", "shell.execute_reply": "2024-02-06T10:19:29.418097Z" }, "id": "T7atGMiaZDN4" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "5\n" ] }, { "data": { "text/html": [ "
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02024-02-06T10:17:09.148978[-1.5707963267948966, -1.3089969389957472, -1....2020-02-tutorialSyc23-simulator40000q(5, 0)6[-0.00345, 0.2515, 0.5035, 0.6998, 0.8578, 0.9...
12024-02-06T10:16:57.357466[-1.5707963267948966, -1.3089969389957472, -1....2020-02-tutorialSyc23-simulator40000q(3, 2)6[0.00555, 0.25245, 0.49745, 0.6982, 0.86135, 0...
22024-02-06T10:17:00.345501[-1.5707963267948966, -1.3089969389957472, -1....2020-02-tutorialSyc23-simulator40000q(4, 1)6[0.0082, 0.25795, 0.4998, 0.7, 0.85915, 0.9581...
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42024-02-06T10:17:03.287537[-1.5707963267948966, -1.3089969389957472, -1....2020-02-tutorialSyc23-simulator40000q(4, 2)6[-0.00075, 0.2594, 0.4946, 0.70075, 0.86005, 0...
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" ], "text/plain": [ " timestamp \\\n", "0 2024-02-06T10:17:09.148978 \n", "1 2024-02-06T10:16:57.357466 \n", "2 2024-02-06T10:17:00.345501 \n", "3 2024-02-06T10:17:06.253355 \n", "4 2024-02-06T10:17:03.287537 \n", "\n", " thetas dataset_id \\\n", "0 [-1.5707963267948966, -1.3089969389957472, -1.... 2020-02-tutorial \n", "1 [-1.5707963267948966, -1.3089969389957472, -1.... 2020-02-tutorial \n", "2 [-1.5707963267948966, -1.3089969389957472, -1.... 2020-02-tutorial \n", "3 [-1.5707963267948966, -1.3089969389957472, -1.... 2020-02-tutorial \n", "4 [-1.5707963267948966, -1.3089969389957472, -1.... 2020-02-tutorial \n", "\n", " device_name n_shots qubit resolution_factor \\\n", "0 Syc23-simulator 40000 q(5, 0) 6 \n", "1 Syc23-simulator 40000 q(3, 2) 6 \n", "2 Syc23-simulator 40000 q(4, 1) 6 \n", "3 Syc23-simulator 40000 q(4, 3) 6 \n", "4 Syc23-simulator 40000 q(4, 2) 6 \n", "\n", " z_vals \n", "0 [-0.00345, 0.2515, 0.5035, 0.6998, 0.8578, 0.9... \n", "1 [0.00555, 0.25245, 0.49745, 0.6982, 0.86135, 0... \n", "2 [0.0082, 0.25795, 0.4998, 0.7, 0.85915, 0.9581... \n", "3 [-0.00405, 0.2556, 0.49875, 0.7047, 0.86195, 0... \n", "4 [-0.00075, 0.2594, 0.4946, 0.70075, 0.86005, 0... " ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import numpy as np\n", "import pandas as pd\n", "\n", "records = []\n", "# Load all data, do some light processing\n", "for record in recirq.iterload_records(dataset_id='2020-02-tutorial', base_dir=DEFAULT_BASE_DIR):\n", " # Expand task dataclass into columns\n", " recirq.flatten_dataclass_into_record(record, 'task')\n", " \n", " # Unwrap BitArray into np.ndarray\n", " all_bitstrings = [ba.bits for ba in record['all_bitstrings']]\n", " \n", " # Compute \n", " record['z_vals'] = [np.mean((-1)**bitstrings, axis=0).item() for bitstrings in all_bitstrings]\n", " \n", " # Don't need to carry around the full array of bits anymore\n", " del record['all_bitstrings']\n", " records.append(record)\n", " \n", "df = pd.DataFrame(records)\n", "print(len(df))\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": { "id": "DRoX7QZVZDN7" }, "source": [ "## Plot the data\n", "\n", "A good first step." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2024-02-06T10:19:29.422510Z", "iopub.status.busy": "2024-02-06T10:19:29.422205Z", "iopub.status.idle": "2024-02-06T10:19:29.785092Z", "shell.execute_reply": "2024-02-06T10:19:29.784345Z" }, "id": "On_mWTD7ZDN7" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "from matplotlib import pyplot as plt\n", "\n", "entry = df.iloc[0] # Pick the first qubit\n", "\n", "plt.plot([], []) # advance color cycle in anticipation of future analysis\n", "plt.plot(entry['thetas'], entry['z_vals'], 'o-')\n", "plt.xlabel('Theta', fontsize=14)\n", "plt.ylabel(r'$\\langle Z \\rangle$', fontsize=14)\n", "plt.title(\"Qubit {}\".format(entry['qubit']), fontsize=14)\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": { "id": "rYQk2AMaZDN-" }, "source": [ "## How does it compare to analytical results?\n", "\n", "You could imagine setting up a separate task for computing and saving analytic results. For this single qubit example, we'll just compute it on the fly." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2024-02-06T10:19:29.788730Z", "iopub.status.busy": "2024-02-06T10:19:29.788458Z", "iopub.status.idle": "2024-02-06T10:19:29.834096Z", "shell.execute_reply": "2024-02-06T10:19:29.833446Z" }, "id": "qFRFmu7UZDN-" }, "outputs": [ { "data": { "text/plain": [ "array([ 0. , 0.25881901, 0.5 , 0.70710677, 0.86602539,\n", " 0.96592587, 1. , 0.96592587, 0.86602539, 0.70710677,\n", " 0.5 , 0.25881901, 0. , -0.25881901, -0.5 ,\n", " -0.70710677, -0.86602539, -0.96592587, -1. , -0.96592587,\n", " -0.86602539, -0.70710677, -0.5 , -0.25881901, 0. ])" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "qubit = cirq.LineQubit(0)\n", "thetas = df.iloc[0]['thetas']\n", "\n", "class _DummyMeasurementGate(cirq.IdentityGate):\n", " \"\"\"A dummy measurement used to trick simulators into applying\n", " readout error when using PauliString.expectation_from_xxx.\"\"\"\n", "\n", " def _measurement_key_(self):\n", " return 'dummy!'\n", "\n", " def __repr__(self):\n", " if self.num_qubits() == 1:\n", " return '_DummyMeasurementGate'\n", " return '_DummyMeasurementGate({!r})'.format(self.num_qubits())\n", "\n", " def __str__(self):\n", " if (self.num_qubits() == 1):\n", " return 'dummyM'\n", " else:\n", " return 'dummyM({})'.format(self.num_qubits())\n", "\n", " def _circuit_diagram_info_(self, args):\n", " from cirq import protocols\n", " return protocols.CircuitDiagramInfo(\n", " wire_symbols=('dM',) * self.num_qubits(), connected=True)\n", "\n", "def dummy_measure(qubits):\n", " return _DummyMeasurementGate(num_qubits=len(qubits)).on(*qubits)\n", "\n", "def get_circuit(theta):\n", " return cirq.Circuit([\n", " cirq.ry(theta).on(qubit),\n", " dummy_measure([qubit])\n", " ])\n", "\n", "true_z_vals = []\n", "for theta in thetas:\n", " wf = cirq.final_state_vector(get_circuit(theta))\n", " op = cirq.Z(qubit) * 1.\n", " true_z_val = op.expectation_from_state_vector(wf, qubit_map={qubit:0}, check_preconditions=False)\n", " true_z_vals.append(np.real_if_close(true_z_val).item())\n", "\n", "true_z_vals = np.array(true_z_vals)\n", "true_z_vals" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2024-02-06T10:19:29.837165Z", "iopub.status.busy": "2024-02-06T10:19:29.836917Z", "iopub.status.idle": "2024-02-06T10:19:30.196640Z", "shell.execute_reply": "2024-02-06T10:19:30.195952Z" }, "id": "6fksa2IhZDOB" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(11, 4))\n", "ax1.plot(thetas, true_z_vals, '-', label='True')\n", "ax1.plot(entry['thetas'], entry['z_vals'], 'o-', label='Data')\n", "\n", "ax2.plot([], []) # advance color cycle\n", "ax2.plot(entry['thetas'], np.abs(true_z_vals - entry['z_vals']), 'o-', label='|Data - True|')\n", "\n", "ax1.legend(loc='best', frameon=False)\n", "ax2.legend(loc='best', frameon=False)\n", "ax1.set_xlabel('Theta', fontsize=14)\n", "ax2.set_xlabel('Theta', fontsize=14)\n", "\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "metadata": { "id": "tIRUK5iTZDOE" }, "source": [ "## Learn a model\n", "\n", "Our experimental data has some wiggles in it, but it also has a clear pattern of deviation from the true values. We can hypothesize a (parameterized) noise model and then use function minimization to fit the noise model parameters." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2024-02-06T10:19:30.201004Z", "iopub.status.busy": "2024-02-06T10:19:30.200727Z", "iopub.status.idle": "2024-02-06T10:19:30.208862Z", "shell.execute_reply": "2024-02-06T10:19:30.208233Z" }, "id": "XqjS1vQ1ZDOF" }, "outputs": [], "source": [ "import scipy.optimize\n", "import cirq.contrib.noise_models as ccn\n", "\n", "def get_obj_func(data_expectations):\n", " all_results = []\n", " def obj_func(x):\n", " depol_prob, decay_prob, readout_prob = x\n", " \n", " if depol_prob < 0 or decay_prob < 0 or readout_prob < 0:\n", " # emulate constraints by returning a high cost if we\n", " # stray into invalid territory\n", " return 1000\n", "\n", " sim = cirq.DensityMatrixSimulator(\n", " noise=ccn.DepolarizingWithDampedReadoutNoiseModel(\n", " depol_prob=depol_prob, decay_prob=decay_prob, bitflip_prob=readout_prob))\n", " \n", " results = []\n", " for theta in thetas: \n", " density_result = sim.simulate(get_circuit(theta))\n", " op = cirq.Z(qubit) * 1.\n", " true_z_val = op.expectation_from_state_vector(\n", " density_result.final_density_matrix, \n", " qubit_map=density_result.qubit_map, check_preconditions=False)\n", " results.append(np.real_if_close(true_z_val).item())\n", "\n", " results = np.array(results)\n", " all_results.append(results)\n", " cost = np.sum(np.abs(results - data_expectations))\n", " return cost\n", " \n", " return obj_func, all_results" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "execution": { "iopub.execute_input": "2024-02-06T10:19:30.212330Z", "iopub.status.busy": "2024-02-06T10:19:30.211861Z", "iopub.status.idle": "2024-02-06T10:19:30.215488Z", "shell.execute_reply": "2024-02-06T10:19:30.214820Z" }, "id": "XGzmt2afZDOI" }, "outputs": [], "source": [ "def print_result(x):\n", " depol_prob, decay_prob, readout_prob = x\n", " print(f'depol = {depol_prob:.2%}')\n", " print(f'decay = {decay_prob:.2%}')\n", " print(f'readout = {readout_prob:.2%}')" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "execution": { "iopub.execute_input": "2024-02-06T10:19:30.218503Z", "iopub.status.busy": "2024-02-06T10:19:30.218188Z", "iopub.status.idle": "2024-02-06T10:19:30.223115Z", "shell.execute_reply": "2024-02-06T10:19:30.222392Z" }, "id": "ccLRWJCcZDOK" }, "outputs": [ { "data": { "text/plain": [ "5" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dfb = df\n", "dfb = dfb.head(5) # Remove this to do all qubits\n", "len(dfb)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "execution": { "iopub.execute_input": "2024-02-06T10:19:30.226248Z", "iopub.status.busy": "2024-02-06T10:19:30.225984Z", "iopub.status.idle": "2024-02-06T10:19:46.015604Z", "shell.execute_reply": "2024-02-06T10:19:46.014829Z" }, "id": "9NyiVPqHZDON" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Optimization terminated successfully.\n", " Current function value: 0.060417\n", " Iterations: 34\n", " Function evaluations: 62\n", "Qubit 5, 0\n", "depol = 0.30%\n", "decay = 1.20%\n", "readout = 1.16%\n" ] }, { "data": { "image/png": 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J0qRX1F/1YjqMqMUKO1afdnYyJ0CKuzctg4XnEljV+TVeu3c+t1w3qPQEiEn0PTBqLwxdCgO+1i5H7Sk3Ex7oEcS9nZ/h4/t+YcP1r/BFwgViMzKv2c6oKJwxLcWRTttC1Hu33XYb27ZtY86cORw5coQJEyaUSIp4e3szZswYnn/+eWbPns2xY8fYsWMHn376KbNnz7Zj5I5p3rx5jB49mgkTJrBjxw46dOhAXFwcFy5cKHX7TZs2MWjQIEaMGMHOnTvp168f/fr1K/EzyMzM5Oabb+a9994r87jPP/88v/zyCwsWLGDdunWcP3+e/v37W/zrqxZTuTsAV/+PLPzcxuXuKSkpJCYmcurUKVatWsV9993H999/z3//+19zBUSLFi1YtWoVmzZt4sCBA/z73/++pul9ZGQkW7Zs4eTJkyQnJ2M0GmnRogXbtm1j5cqVHD58mNdee42///7bZl9bcbfddhvffPMNGzZsYM+ePQwdOrRE09TY2Fi6du1Kv379+O233zh58iSbNm3ilVdeYdu2bXaJWdRjqWe0y/YD4Q6t2TAHl8GVk3YLSQh7kiSIcGiXFX+MwK+e1yY2dKrK0ymptMrLR/EuezrQtQ/Ua1Ua7e7TLqvw4tDFJ4xuOTm8dDkF3dVVTqrKGSctCVLg0bDy8Qgh6qS4uDhee+01XnzxRW688UbS09MZMqTk2uw333yT1157jUmTJtGmTRvi4+NZtmyZedmAKPLRRx/x+OOPM3z4cKKjo5k+fToeHh7MmDGj1O2nTp1KfHw8L7zwAm3atOHNN9+kU6dOfPbZZ+ZtBg8ezPjx480VCldLTU3l66+/5qOPPuK2226jc+fOzJw5k02bNvHXX39Z5eusMlOVo09Iydt9Qu3So2r48OGEhITQunVrnnrqKby8vNi6dSsPPfSQeZtXX32VTp06ERcXR8+ePQkODr5mnPSYMWPQ6/VER0cTFBTE6dOn+fe//03//v154IEHiImJ4dKlSyWqQmxp3Lhx9OjRgz59+tC7d2/69etHs2bNzPcrisLy5cu55ZZbGD58OC1btuTBBx/k1KlTsoRb2FZBLqQnatd9m0DDNlp1mGqELV/YNzYh7ERRy1uvUkelpaXh6+tLamoqPj4+9g5HlOFgYhrPfr2SaL9x/O6lreNVVBX16h4cPqFaNYctznQZDTClLaQlsKhYg1VUFRQFRVUZdSmd9b7f8dngm64dqyuEICcnhxMnThAVFYWbm5u9wxHVVN7P0dL/Z/Py8vDw8GDhwoUl3iwPHTqUlJQUfv7552se06RJE0aPHs2oUaPMt02YMIHFixeze3fJMvCTJ08SFRV1zXKY33//ndtvv50rV66U6OMQERHBqFGjeP755685bm5uLrm5uebP09LSCA8PL/V7YdHngo3Htq9du5Zhw4aZJ76I6lEUhRMnTpS6ZEb+VgqLuHQMPu0ETu7wSoK25O7IavhuALh4w+j94Cbvh0TtVZ3XHFIJIhzSxqPJPPXFfLwDX+d3L3ecVZV3LyTz25nzzEhIYuWZ81oCBGxb6lus9Lh/RhYrC+NZceY896WloyoKHwf64Jb5Hx767x8kpeXYJi4hhKjDkpOTMRgM15xBb9SoEYmJiaU+JjExsUrbl7UPFxeXaxpZlrefSZMm4evra/4ID6/EeFpLqEGVoxCiDjMthfFroiVAAJrfDoGtIC8ddn5jv9iEsBNJggiH8+P2s0z49iucwz7miJuCj1Hlf43vprfej2CDgRtzcrWmpnYq9S1eemyKJ8xgYHy+B897tQFgo18Wvs4v8Mi0pRxKTLdtfEIIIexm3LhxpKammj/OnDlj75CEEPVZSuEkTr9iCVlFgZue0q5vma5VkglRj0itvnAYqqry2e9HWbnxf2Q3WU6aXkeYET6/fTpNm9wMt71l01LfckXfo43BLRaPEtGNR3V6Qrd8zMsHvmaXl4HmThP59/9SeOehfnRrHmifWIUQopYLDAxEr9df0zwzKSmJ4ODSe0IFBwdXafuy9pGXl0dKSkqJapDy9uPq6lovRhxHRkaWWGokqmfChAkyMldYlzkJ0qTk7R0ehDVvaPcfXArRfW0fmxB2IpUgwiHkG4yM/XEP67e+w/kmv5Km19HW6Mx3fRdrCRBwvFLfMuKJj3mer7pMwNeoctRNwTn0Y1799mt+2nnWvvEKIUQt5eLiQufOnVmzZo35NqPRyJo1a+jatWupj+natWuJ7QFWrVpV5val6dy5M87OziX2c+jQIU6fPl2l/dRFkgSxjIkTJ0oSRFhXSmE1mu9VS/Oc3eGGR7Xrmz+3bUxC2JlUggi7y8gt4KnvtlNw+W0Ohp4AFG7T+fDuwKW4u/vbO7xq6RR9P996h/LUqic566zDu8kcvvjlMueuPMYztzZHKWXcrxBCiLKNHj2aoUOHcsMNN9ClSxemTJlCZmYmw4cPB2DIkCGEhYUxadIkAJ577jl69OjBhx9+SO/evZk7dy7btm3jf//7n3mfly9f5vTp05w/fx7QEhygVYAEBwfj6+vLiBEjGD16NAEBAfj4+PDss8/StWtXbrrpJht/B4QQohrKqgQB6PI4bJwKZ/6Cc9shrLNtYxPCTqQSRNhVUloOA/+7nvyMF9kbdAKAR9ya8NGgP2ptAsQkMvxffNfvJ9obnUjX67jQZBm/bXmfcYv2kG8w2js8IYSoVR544AEmT57M+PHj6dixI7t27WLFihXm5qenT58mISHBvH23bt34/vvv+d///keHDh1YuHAhixcvpm3btuZtlixZwvXXX0/v3r0BePDBB7n++uuZPn26eZuPP/6YPn36MGDAAG655RaCg4NZtGiRjb5qIYSoIXMSJOLa+7yDoe0A7bpUg4h6REbkyohcuzmUmM7jM9cQ6PsWRzxzUVSVlwJv4uHeXxZ1r64DcrIu8fKCPqwiA4AWyS3w8n+Jzx/uLCN0Rb0kYx/rBluOyK3NyvteyHNBlEd+P0SNGfLhrYagGuE/h7Skx9USdsMXt4DOCZ77B3zDbB+nEDUgI3JFrbHpaDJDvlyEV4MJHPHMxc1oZErT+3m4z1d1KgEC4ObRgMkPr2Woi/ZP5UjgEdIzXub+/26QEbpCCCGEEMI60s5pCRC9K3g2LH2bkA4QcTMYC2Dr/0rfRog6RpIgwvqMBjixAfYshBMb+GnHKf7z3RzcQz/gjKuRAIORmdeP4bZbJtg7UqvRObky5sFfedm3IzpV5ajvBZxcxjLg81UcTkgp8f2RMWVCCCGEEKLGTE1R/cJBV87bvq5Pa5fbZ0FeptXDEsLeJAkirGv/EpjSFmb3gR9HwOw+uP52K8YmM7jkpNC0wMh3PabQtuNwe0dqfYrCoH7f8EnjPrgZjZz0zMI74BXyvupU4vvDlLba900I4VAmTpyIoiglPlq3bl3l/Zw+fZrevXvj4eFBw4YNeeGFFygoKCj3McWP6enpSYsWLRg2bBjbt2+v8vF79uwpUz1Eja1du5bIyMhKbXvy5EkURWHXrl1WjcmWTF+TEA7N1A/k6skwV2sZD/5RkJMCu763elhC2JskQYT17F8C84dA2nkS9Xq2urkyy8ebl4M9yNIp3JBnZE6f+TRudoe9I7WpHrHvMiv6SQILDJx1VXku1JWNbq5sdXMlUa+HtATt+yaJECHKd1WVmS2qqK677joSEhLMH3/++WeVHm8wGOjduzd5eXls2rSJ2bNnM2vWLMaPH1/hY2fOnElCQgL79u1j2rRpZGRkEBMTw5w5c6r75QhhUVcnCRVF4eabbyY8PJyEhARzU9q1a9eiKAopKSk1Ot6sWbNKPWbxj5MnT9b8CxOitipvMkxxOj3cVFgN8td/wSgN/EXdJkkQYR1GA6x4CVBZ5OVJXHgoI0Ia8WEDfwyKQp+MTL5IM+AbVPWzqHXBdTc+zXdXcmmWl8cFJyeeDG7IiJBGxIWHssjLQ9toxVhZGiNEWUqpMrNFFZWTk5N5fGpwcDCBgYFVevxvv/3G/v37+fbbb+nYsSO9evXizTffZNq0aeTl5ZX7WD8/P4KDg4mMjOTOO+9k4cKFPPzww4wcOZIrV64AcOnSJQYNGkRYWBgeHh60a9eOH374wbyPYcOGsW7dOqZOnVriTaLBYGDEiBFERUXh7u5Oq1atmDp1atW/QaLeMyXrTB9LlixBr9cTHByMk5Nlm4E/8MADJY7VtWtXHn/88RK3hYcXnQGv6DkmRJ2TaloOU0ESBKDjQ+DmC5ePwZGV1o2rrrLDyRlRPZIEEdZxapO5AuT1wACMxUpGFVXl/y6n4JKeoG1XH53aRGhGMpMvJIOqmpvBGhWF1wMDSNTrtGZW9fX7I0R5ilWZlWCDKqojR44QGhpK06ZNefjhhzl9+nSVHr9582batWtnHusKEBcXR1paGvv27atyPM8//zzp6emsWrUK0KZJdO7cmWXLlrF3716eeOIJBg8ezNatWwGYOnXqNW8Uw8PDMRqNNG7cmAULFrB//37Gjx/Pyy+/zPz586sck6jfTMk600dAQECJ5TAnT57k1ltvBcDf3x9FURg2bFi1juXu7l7iWC4uLnh4eJg/Hzt2LAMGDODtt98mNDSUVq1aAVrFyuLFi6+Je9asWebPz5w5w8CBA/Hz8yMgIIC+fftKVYmofSpbCQLg6gWdhmrXN0+zXkx1lZ1OzojqkfmcwjoykgA47exUIgECoCoKZ52dCDEYzNvVO4Vf92W9/pppOEZF4YyzE8H1+fsj6h9VhfysirczGuDXF4HSprurgKJVoTXtqZX3VsTZo9ITqWJiYpg1axatWrUiISGB119/ne7du7N37168vb0rtY/ExMQSCRDA/HliYmKl9lGcqSeJ6c1ZWFgYY8aMMd//7LPPsnLlSubPn0+XLl3w9fUt8UbRRK/X8/rrr5s/j4qKYvPmzcyfP5+BAwdWOS5Rfaqqkl2QbfPjuju526THRXh4OD/++CMDBgzg0KFD+Pj44O7ubrXjrVmzBh8fH3OisDLy8/OJi4uja9eubNiwAScnJ9566y3i4+P5559/cHFxsVq8QlhUyintsjJJEICYf2sJkJMbIOEfCGlvvdjqEtPJmatfm5hOzgycA9H32CU0UTpJggjr8NJe1PsYjCUqHQB0qkp4fkGJ7eqdwq+7SX4BOlUtmShSVRrX9++PqH/ys+CdUAvsSNUqRN6toAmcycvnwcWzUpv26tXLfL19+/bExMQQERHB/PnzGTFiRHWCrTFV1V5wmd68GgwG3nnnHebPn8+5c+fIy8sjNzcXDw+PCvc1bdo0ZsyYwenTp8nOziYvL4+OHTtaM3xRiuyCbGK+j7H5cbc8tAUP54p/TyoyaNAg9PqiBKRp6ZeJXq8nICAAgIYNG+Ln51fjY5bH09OTr776qkqJi3nz5mE0Gvnqq6/Mz62ZM2fi5+fH2rVrufPOO60VrhCWYygoqpisqDGqiW9jiO4L+xZpvUHu/a/14qsrirUAuJbp5MxYaN27cidnhE3IchhhHRHdSHdtyCcBfloCpPCFuk5VmZB8mWCDEXzCIKKbfeO0l4hu4BNKsMHIhOTL6Aq/P6aE0R8e7uR5htTf748QtYCfnx8tW7bk6NGjlX5McHAwSUklK7xMnxevzKisAwcOAFrlBsAHH3zA1KlTeemll/jjjz/YtWsXcXFxFfZCmDt3LmPGjGHEiBH89ttv7Nq1i+HDh0sPBVFlH3/8Mbt27TJ/3HFH9Zufe3l5mT+efPLJau2jXbt2Va7c2L17N0ePHsXb29t8/ICAAHJycjh27Fi14hDC5tITwFgAOmfwrsL/l67PaJd7F0K6VCRXqLAFQNlUWeLugKQSRFjFrnPp/Ne5OZs8zuJiVPks6QJOQHh+gZYAAYh/t/5mRHV6iH8P5g+hf0YW3bJzOOPsxDY3Fz739+fDAH92XryNifkqnq72DlYIG3D20KoyKnJqE3x3X8XbPbywcknEGpz5zsjI4NixYwwePLjSj+natStvv/02Fy5coGHDhgCsWrUKHx8foqOjqxzDlClT8PHxITY2FoCNGzfSt29fHnnkEQCMRiOHDx8usW8XFxcMhpLN2jZu3Ei3bt14+umnzbfJmz37cHdyZ8tDW+xyXEsIDg6mefPmJW67ePFitfZVfKSuj49Ptfbh6XltpZeiKOYqKpP8/Hzz9YyMDDp37sx33313zWODgoKqFYcQNmcej9u4aq+3G98AjbvA2a3w91dw2yvWia+uqOzSdVni7lAkCSIsLiO3gHELvicp8AygMCY1k645uUUb+IRpCZD6vjYu+h5tjeCKlwhOO0+wwcANObnsdXVnvYcbO/3W89ri7Xz0gO3LooWwOUWp3LKUZreBT6i2zrbU0lNFu7/ZbRZPso4ZM4a7776biIgIzp8/z4QJE9Dr9QwaNKjS+7jzzjuJjo5m8ODBvP/++yQmJvLqq6/yzDPP4OpafsYzJSWFxMREcnNzOXz4MF988QWLFy9mzpw55iUFLVq0YOHChWzatAl/f38++ugjkpKSSiRBIiMj2bJlCydPnjSf4W7RogVz5sxh5cqVREVF8c033/D333+bK0yE7SiKYpFlKY7MVJlxdTLualcnUywlKCiIhIQE8+dHjhwhK6uoJ1GnTp2YN28eDRs2rHbyRQi7M0+GqeRSmOK6Pg0LtsK2r6H7aHC2Xt+eWq+yS9dlibtDkeUwwuJeW7yNfO8vyFcUeubrefDJf2DoUhjwtXY5ao8kQEyi74FRe83fH2XoUt6M+4LAAgNJrgYOJ05g6T+VODsuRH1hqqIC4OomjoWfW6nK7OzZswwaNIhWrVoxcOBAGjRowF9//VXizPCwYcPo2bNnmfvQ6/UsXboUvV5P165deeSRRxgyZAhvvPFGhccfPnw4ISEhtG7dmqeeegovLy+2bt3KQw89ZN7m1VdfpVOnTsTFxdGzZ0+Cg4Pp169fif2MGTMGvV5PdHQ0QUFBnD59mn//+9/079+fBx54gJiYGC5dulSiKkQIS4qIiEBRFJYuXcrFixfJyMiw6fFvu+02PvvsM3bu3Mm2bdt48skncXZ2Nt//8MMPExgYSN++fdmwYQMnTpxg7dq1/N///R9nz561aaxCVFtVJsNcrfXd4NsEsi7BPzIlrFyFS9yvfU1iotTvFgAOSipBhEUt2X2e44mvkeRnJKjAwBvxX6G4eUNUd3uH5rh0+hLfnwDgneN38++zyzjld46pKz6hY/h4GvvX7TODQlRasSqqEutwfUKtWmU2d+7cCrc5ceKEefxnWSIiIli+fHmVjn116X5ZAgICrhn9ebWWLVuyefPma26fOXMmM2fOLHHbpEmTKh2jEJUVFhbG66+/ztixYxk+fDhDhgwpMZ7W2j788EOGDx9O9+7dCQ0NZerUqWzfvt18v4eHB+vXr+ell16if//+pKenExYWxu233y6VIaL2MCdBIqr+WL0TxDwBv72qNUjtNKTSk9TqnWJL3K9l3ZMzovokCSIs5szlLKat/IjzjRJRVJV3m92Pf2NZylEdXW+bxNBvNjOLK2QELuX5eTcy94n+6HXyD0gIQEt0tO6t9QjJSNLKTCO62fVFRmpqKseOHWPZsmV2i0EIeyorWRcZGXnNfa+99hqvvfaaRY+/du3aEp+XlVgJDQ1l5cqVJW5LSUkp8XlwcDCzZ8+2YHRC2Ji5J0g1lsOAlvhY+y5cPADHfofmt1sutrom+h6472tY+GjJ2618ckZUnyyHERZRYDAyet5yUgNXAPCoPoguPSbaN6jaTKfj/+6dS3S+kQy9Qqb6Hp/+fsjeUQnhWExVVO3u0y7tfJbF19eXs2fP4uXlZdc4hBBCiBothwFw84XrtSbb/PW5ZWKqy4Jal/z8+sHSAsCBSRJEWMSnvx8mQ3mPTL1Cu3wjz/SbK2VzNeTsE8oHN03Aw2jkjEc2q3dPYPupK/YOSwghhBBCODKjEVIL+9dUNwkCEPNvQIGjq+GinIwr18WDJT9XdHY/OSPKJkkQUWPbTl5mzT+vcdY9B0+jkfe6vYmzt3RAtoQmbQfyakAXAM422MdrC74mLSe/gkcJIYQQ1hUZGcmoUaPsHYbd+Pn5MWHCBHuHIUTpMhLBmA+KHrxDqr+fgKba0lOQapCKmJJEpulepkoc4ZAkCSJqJC0nn9d+/JozDQ4A8FqDmwiP7m/nqOqWu/v8j7sMrhgUhSy/2byyaJO9QxJCCFHPSRLEj4kTJ9o7DCFKZ+4HEqY1Oa2Jmwonhe2eC5mXaravusyUBIm6Rbs0jSgWDkmSIKLaVFVl7I+byPL9BqOi0MfgSu/e0+0dVt2jd+a1PnNoXGDgkjOcvvwai3bIH1YhhBBCCFGKlMLXidWZDHO1iG4Q0gEKcmD7jJrvr64yJUFa3KFdppzRliUJh2STJMi0adOIjIzEzc2NmJgYtm7dWua2PXv2RFGUaz569+5t3mbYsGHX3B8fH2+LL0UUs2jHWc5ceY3Lzirh+QZe7TMb9M72DqtO8moYzXvXPYGTqnLc+woz17zN6UtZ9g5LCCGEBVR2BLKoX+T3QlRbyintsrqTYYpTFLjpGe36li/h6B+wZyGc2ABGQ833XxcY8uHSUe16s9u0ZUiGXMi8YN+4RJmsngSZN28eo0ePZsKECezYsYMOHToQFxfHhQul/1IsWrSIhIQE88fevXvR6/Xcf//9JbaLj48vsd0PP/xg7S9FFHPqUiZf/f4OJ72v4KSqvH/d43g2vM7eYdVp7W8axdNuUQAkBv7Jf+YuIN8gGWYhhKitnJ21EwdZWZLUFtcy/V6Yfk+EqDTTUoyaNEUt7rp7wc0PMpPg237w4wiY3QemtIX9SyxzjNrs8gmtB4uzJ/hFgk+Ydrv0BXFYNVwkVrGPPvqIxx9/nOHDhwMwffp0li1bxowZMxg7duw12wcEBJT4fO7cuXh4eFyTBHF1dSU4ONh6gYsy5RuMPD/3Ry4GbgAUnnWNoG3X5+0dVr3waL/v2PztzfztDOlOH/Pxqk68GN/O3mEJIYSoBr1ej5+fn/nEkIeHB4pMVqv3VFUlKyuLCxcu4Ofnh14vEyZEFZnH41qgEgTg8ArISbn29rQEmD8EBs6p36NgTZNhglqCTqcln1JPaz+H8C72jU2UyqpJkLy8PLZv3864cePMt+l0OmJjY9m8eXOl9vH111/z4IMP4unpWeL2tWvX0rBhQ/z9/bntttt46623aNCgQan7yM3NJTc31/x5WlpaNb4aYfLRb3vJcP6YXJ3CTfkwbOB39g6p3tC7+fBu7GcM+P0pzrnBXwdfZEvLb4lpWvrvvhDCNnr27EnHjh2ZMmWKvUMRtYzphE5ZFbKi/vLz85MTfqJ6zEkQC1SCGA2w4qUy7lQBBVaM1abI1NeRsMmF/UCCWmuXfk3gFEXLkoTDsWoSJDk5GYPBQKNGJcelNmrUiIMHD5bxqCJbt25l7969fP311yVuj4+Pp3///kRFRXHs2DFefvllevXqxebNm0vNlk+aNInXX3+9Zl+MAOCv45fYcOhlEvwL8DcYeOfWT9G5+9k7rHqlYeQtvNnkbp49t4wj/meZtOhjZj89AV8PKZcVwtqGDRvG7Nmzr7l9y5YttGnTxvy5aXJGfZ6eISpHURRCQkJo2LAh+fkyAl1onJ2dpQJEVI+qQupZ7bolkiCnNkHa+fIOCGnntO2iutf8eLWRqSlqYEvt0lSBI8thHJbVl8PUxNdff027du3o0qVkGdGDDz5ovt6uXTvat29Ps2bNWLt2Lbfffvs1+xk3bhyjR482f56WlkZ4uIXKw+qRlKw83vjpU84EalnNt8LiCGp27fdbWF/P2yfxwDebmKdeIdl/MWMXduPzwb2kjFoIG4iPj2fmzJklbgsKCpI3LKJG9Hq9/A4J6zMatDerGUng1Uib/FFfz97XVRkXtEkuiq6oN0WN9pdk2e3qIvNymGKVICBJEAdm1caogYGB6PV6kpJKPimSkpIqLO/LzMxk7ty5jBgxosLjNG3alMDAQI4ePVrq/a6urvj4+JT4EFWjqiovLlxDqv+PADykenPLHZPtHFU9piiMuXcezfONpDopJGRMZP7f8odWCFsw9aQq/nH77bebqz569uzJqVOneP75580TzIQQwu72L9EaWc7uI40t6zLTG2/vUMtMbfRqVPE2VdmurjEaIPmIdj2olXYpSRCHZ9UkiIuLC507d2bNmjXm24xGI2vWrKFr167lPnbBggXk5ubyyCOPVHics2fPcunSJUJCQmocsyjGaNDGX+1ZyJoVCzmb+TppemiZb+A/fb+XMwd25uYdwuSuE3E1Gjnmmc2CDS9xftdvMrZM1CuJmYlsTdhKYmaivUMxW7RoEY0bN+aNN94wTzATQgi72r9Ea2B59bIGU2NLSYTUHakW7AcCWrWQTyhQVkJf0SpOIrpZ5ni1TcoprfJG7wr+kdptpu996llteZJwOFZfDjN69GiGDh3KDTfcQJcuXZgyZQqZmZnmaTFDhgwhLCyMSZMmlXjc119/Tb9+/a5pdpqRkcHrr7/OgAEDCA4O5tixY7z44os0b96cuLg4a3859cf+JVoTpMJ/lmd8vTkT4I+b0cgHnV/AxfQkF3bV7Lr7GXN0GW+nbOdYg72kLH+I0LzCNeU+oRD/Xv3u1i1qDVVVyS7IrtJjlhxbwqQtkzBiRIeOcTHjuKdZ1X7f3Z3cq1ypsXTpUry8vMyf9+rVq8T9AQEB6PV6vL29pamhEML+zI0tS3szJo0t6xxLT4bR6bXXk/OHoCVCSvk9in+3/v7uXDysXQa2LPoe+IRpy5EKcrTlSd71tErGgVk9CfLAAw9w8eJFxo8fT2JiIh07dmTFihXmZqmnT59GpytZkHLo0CH+/PNPfvvtt2v2p9fr+eeff5g9ezYpKSmEhoZy55138uabb+Lq6mrtL6d+MJ0tQCVRr2e9uztT/f0AePHyFZq6yiQSR/JA03vYvGEDv3t68J+gQMZdvkLLvHyCZWyZqEWyC7KJ+T6m2o83YuTtLW/z9pa3q/S4LQ9twcPZo0qPufXWW/nvf/9r/tzT05NBgwZVaR9CCGEz0tiyfrHkZBiT6Hu015PFTpAC2hv9/l/V79eZxcfjmuidtURI6hnt5yFJEIdjk8aoI0eOZOTIkaXet3bt2mtua9WqFWoZpUPu7u6sXLnSkuGJ4oqdLVjk5cnrgQEYC8+SRufmcl96lpwtcCRGA8qqV3g94zJ/u7ly1sWZZ4IbolNVJiRfpn+G/LyEsDRPT0+aN29u7zCEEKJypLFl/ZJyRru0ZBIEtERH695FSbXfXoHMi5CXbtnj1DYXrxqPa+LXpDAJcgrCb7R9XKJcDj0dRthB4R+2RL2+RAIE4KCLC0l6HcFytsBxFP68cvR6MopVVBkVhdcDA+iWnSM/L1EruDu5s+WhLZXePikriX6L+2HEaL5Np+hY3HcxjTwqf8bF3cm9SnFWlouLCwaD9OURQjgAaWxZv5gqQXytMAlTpy96PZmVDCtfhk2fwfVDQGfVVpOOy1wJ0qrk7X5N4NRGaY7qoOrpb6soU+FZgNPOTiUSIKC9sT7j7FRiO2FnxX5eqvy8RC2mKAoezh6V/ojyjWJCtwnoFO3fmE7RMaHrBKJ8o6q0H2tNbomMjGT9+vWcO3eO5ORkqxxDCCEqRRpb1h+qqlUfgOUrQa7WaQi4+sKlI3Dk2hYG9YKqQnJhT5DSKkFAkiAOSpIgoqTCswBN8guu6WasU1XC8wtKbCfsrNjPS3fVz0uRn5eo4/q36M/KASuZETeDlQNW0r9Ff3uHZPbGG29w8uRJmjVrRlBQkL3DEULUZ6bGluWpz40t65KsS5CfpV33bWzdY7l6ww3DtOubPrXusRxV2jnIywCdEwQ0LXmfqRJHkiAOSZbDiJIKzxaczb0EiqIlQhTF3GMi2GCUswWOpPDnFZyWwITkyyWWMHkaVbyN8vMSdVuwZzDBnrabwDJr1qxSb7+6v9VNN93E7t27rR+QEEJUhqmx5aLHtYkVJq6+0Pez+t3Ysi5JOaVdeoeAkw0GRsQ8CZunwak/4dx2COts/WM6EtNSmIBmWjPU4qQSxKFJJYgoSadnX/uX+TDAD4DeGZnMSEhi5ZnzWpNNkLMFjqTY2Z3+GVmsPHOe/yUkEZKfT4ZexyxfH7Juf1t+XkIIIUR91+ZucPXRrod01C4jb5YESF1iraaoZfEJhbb3adc3fWabYzoSc1PUVtfeZ/oZpJ65prpe2J8kQUQJRqPKJwf+ZK+bKx5GI2Mup3BjTi7BBoP2h07GrToe09kdnxCCDQa65uQy5nIKALN8vfn8uDzNhRBCiHov7TxkXgBFD7ETtdvObJE3aHWJNZuilqVb4QTQ/YvhyinbHdcRmJuitr72Pp8wbYRwQY42RUc4FFkOI0r48e8DHHX/E9AxxLsdgYOna001vRppSyqkosAxFR9blpHEHZ5BtP3jefY65bPv7CTOp9xJqJ91pmAIIYQQohY4t127bBitvabTu2oTPi4dg0AZ+10nmJIgtqoEAQhuB01vheN/wJbpED/Jdse2t/IqQZxcwDsU0s5qPxevhraNTZRLThELs5x8A79vfpELzjqCDCqP3vW5Ngar3X3apSRAHJtpbFm7+1Ca9uClruMA2O6dwReLp9s5OCGEEELYlSkJEtZJ6xcR1kn7/Mxf9otJWJatJsNcrduz2uX22ZB9xbbHthdVLZYEKaUSBIr1BalnFTK1gCRBhNmcVavY5XMCgGei+uHuEWDniERNdIy+n1uVAFRF4Uj2TPafS7F3SEIIIYSwF3MSpLB5ZZObtMvTm+0Tj7A8cyWIDZfDADS7DRpeB/mZsH2WbY9tLxkXICdFW/LSoIxKKmmO6rAkCSIAuJyZx46jr5Oh19Hc4ES/WybaOyRhAS/cOQUnVWWPh8o3P79m73CEKEGVdei1mvz8hKhFjEY4v0u7bk6CdNUuT0slSJ2gqsWSIBG2PbaiFFWD/DUdCvJse3x7MPUD8Y8EZ7fSt5EkiMOSJIgAYObiL9jikw7ACzeOQa+XdjF1QXjw9QzwbAPAXuc1rNt33M4RCQHOztoYuaysLDtHImrC9PMz/TyFEA7s0hHISwdnj6LS/fAuhfcdhQxp3FjrZV+BvAztum9j2x+/7QBtNG9GIuxdaPvj21pFS2FAkiAOTN7pCk5eSGN/yv8o8FLogh/d2j1s75CEBT3b6zOWL7idky56lq7+Dze3WYRep9g7LFGP6fV6/Pz8uHDhAgAeHh4oivxO1haqqpKVlcWFCxfw8/NDr5d+UUI4PNNSmJAOYDrR5e4PQW3g4gFtSkybPvaLT9Sc6Y22Z0NwtkMzfCcXiPk3rJ6ojcvtMEirEKmrzJNhSmmKamJaliRJEIcjSRDB3EWvsNULdKrKuDs/snc4wsJ8vRoxPCyOTxJ+Y5vXIX7a8Cf39ehu77BEPRccHAxgToSI2sfPz8/8cxTCoRgN5mlpMt2u0NX9QEya3KQlQU5vliRIbWevpqjFdR4O6yfDhX1w7Hdofrv9YrG25MPaZWUrQVS1bieFahlJgtRzOw+dYIeyGnCil0crmofeaO+QhBUMve0dFsxZTYITbNr1Mr27rsXdpZ6/IBR2pSgKISEhNGzYkPz8fHuHI6rI2dlZKkCEY9q/BFa8BGnni27zCYX497Rx8vXVuR3apWkijEmTrrB9pvQFqQvs1RS1OHc/6DQE/vocNn1at5MgpkqQwJZlb+PTGFCgIAcyL8qYXAciSZB6TFVVlq/4Pw74OeFmhDF3fWbvkISVuDi58lz7Jxm773P+9LnM90u/Y0T/IfYOSwj0er28mRZCWMb+JTB/CHBV0960BO32gXPqZyKkIBcS92jXS6sEAUjYBXlZ4OJh09CEBZmTIHasBAGIeRK2fAHH/9B+74Lb2Tcea8i8pCU1oPwkiJOLloRNOwcpZyQJ4kCkMWo99sfGtaz3PArAQ2F3EugVYueIhDXd1flJWqueZOt07Dr3EcnpOfYOSQghhLAMo0GrALk6AQJFt60Yq21X3yTuBWM+uAdcOzXEr4nWzNJYAOd32Cc+YRkpDrAcBsA/AqL7atc31dETrMmFTVF9m4CrV/nbmpfEnLJuTKJKJAlST+UXGNi47SXOOzsRYNTz5G1v2TskYWWKovByD+3nvN67gB8WvmPniIQQQggLObWp5BKYa6ja2dhTm2wWksMo3g/k6p4EilJUDXJ6s23jEpZlqgTxtXMSBIrG5e5dCKnn7BuLNVSmKaqJTIhxSJIEqadWLPkfv/pkAvB0uydxd7JDF2lhc9dHxXKzUxhGRWF7zgKOJ8hIPCGEEHVARpJlt6tLTBUeVy+FMWnSVbuUviC1m6MshwGt90zEzVqF0dYv7B2N5V00NUWVJEhtJUmQeigtI4MtZz8lXa8jAi/u6/S4vUMSNvRyr09xUlW2ezjx46LR9g5HCCGEqDmvRpbdri4pazKMiakS5MzW+rlcqC7IToHcVO26PRujFmeqBtk2E3LS7BuLpUklSK0nSZB6aMW8l1nmo/3ox97yJvr6PjaungkPaME9ftoUoE3Of7N97z47RySEEELUUEQ38Cyv6aACPmHadvVJTmrRKM+rJ8OYNLwOXLwgNw0uHLBdbMJyTONxPRqAi6d9YzFpcafWNDQ3DXZ+Y+9oLOtiYU+Q8sbjmkgSxCFJEqSeSTp3kj9zfqVAUejg3ISbo2LtHZKwg9HxH+NphKOuzqxc/RyqWlojOSGEcCzTpk0jMjISNzc3YmJi2Lp1a7nbL1iwgNatW+Pm5ka7du1Yvnx5iftVVWX8+PGEhITg7u5ObGwsR44cKbHN4cOH6du3L4GBgfj4+HDzzTfzxx9/WPxrEzWlaOM5y7oPIP5dqG8nfs7v0i79moBnYOnb6J2gsXZyRPqC1FKO0hS1OJ0Ouj6jXf/rv2DIt288lpKTCumF/YfKmwxj4ltYmZNyGuT1tsOQJEg98/uikfzh5YZOhfFxH9k7HGEnvm5+DI26D4DV3uf4fe1SO0ckhBDlmzdvHqNHj2bChAns2LGDDh06EBcXx4ULF0rdftOmTQwaNIgRI0awc+dO+vXrR79+/di7d695m/fff59PPvmE6dOns2XLFjw9PYmLiyMnp2h6Vp8+fSgoKOD3339n+/btdOjQgT59+pCYmGj1r1lUwfaZWsWD3vXaJS8eAfV3PG5FS2FMpC9I7eZI/UCKa/8geAZplSr7f7Z3NJaRXJgo9w4pJ/FajG9jQIGCbMhMtmZkogokCVKPHN+5lqUuWknkbQHdaNmgEuvYRJ01ovs4GhqduejkxIZ/JpCXL+uAhRCO66OPPuLxxx9n+PDhREdHM336dDw8PJgxY0ap20+dOpX4+HheeOEF2rRpw5tvvkmnTp347DNtZKOqqkyZMoVXX32Vvn370r59e+bMmcP58+dZvHgxAMnJyRw5coSxY8fSvn17WrRowbvvvktWVlaJZIqws7TzsHqidv2ON2D0ARi6FJrdpt0W8a/6mQCBKiRBTBNiJAlSK5knwzhIPxATZzfo8oR2fdMndaMSoir9QACcXLWECciSGAciSZD6wmhkw9rR/OPmiquq8HKsjMSt71z0LjzXWWuMutwnl+WLp9g3ICGEKENeXh7bt28nNrZoCadOpyM2NpbNm0sv39+8eXOJ7QHi4uLM2584cYLExMQS2/j6+hITE2PepkGDBrRq1Yo5c+aQmZlJQUEBX3zxBQ0bNqRz59LfVObm5pKWllbiQ1iRqsKyMVrfgbAboMvj2pKXqO5aQgTg0K+QUU+noZ0rnAwTWkY/EJPGN4Cih7SzRUsrRO2RaqoEibBvHKW5YQQ4uUPCbjj5p72jqTlTEiSwCieTTRU6qZIEcRSSBKkn9q6czg/e2QDcHzWIII8gO0ckHMHd7R6mOX5k63RsSvyKVHmxLoRwQMnJyRgMBho1KrnMoVGjRmUuS0lMTCx3e9NledsoisLq1avZuXMn3t7euLm58dFHH7FixQr8/f1LPe6kSZPw9fU1f4SHO9iZ2brmwBI4tAx0TnDPpyV7fgS30978G/Phn7l2CzErP4sDlw6Qb7RxT4S0BK13gaKDkA7lb+viCSHttetntlg/NmFZ5uUwDvj3xrMBXP+wdn3TpxbdtaqqHE89zsUsGyY5zU1Rq5EEkUoQhyFJkHrAkJ3GhoMfc87ZCV/VjWe7PWfvkISDUBSFV25/D4CV3nqWzR9r54iEEMJxqKrKM888Q8OGDdmwYQNbt26lX79+3H333SQkJJT6mHHjxpGammr+OHNGzqpbTfYVWP6Cdv3m0dAo+tptOg3RLrfPtnkp/qXsS3yy4xPuWHgHA5cO5K5Fd/HN/m/Iys+yTQDnC6tAgtqAq1fF25v7gkhz1FrHUXuCmNz0NKDAkZVw4WCNd2dUjaw5vYbBvw6m7+K+3LHwDsZtGMehy4dqHmtFzMthKjEZxkSSIA5HkiD1wI4FL/ONrwsAT3UejYezh50jEo7khsbdiHFtjlFR+CN/NefPnrB3SEIIUUJgYCB6vZ6kpKQStyclJREcHFzqY4KDg8vd3nRZ3ja///47S5cuZe7cufzrX/+iU6dOfP7557i7uzN79uxSj+vq6oqPj0+JD2Elq8ZDRhI0aAHd/1P6Nm0HgLMHXDpis34Xp9NO8+bmN7lz4Z18uedL0vLScFKcSMxM5P2/3+eOhXfwyY5PSM62cpNEcz+QCpbCmEhfkNopN11LCILj9QQxadAMWvfWrm/+rNq7yTXk8uPhH+m7uC+j/hjF7ou7cVKcMKgGlh5fyn2/3MeTq59ka8JW60w+zMssWi4mSZBaTZIgdZXRACc2kLfhU1anLCVdryNEF8iD1w20d2TCAb0W/zFOKvzl4cqKn0bCiQ2wZ6F2aZSGqUII+3JxcaFz586sWbPGfJvRaGTNmjV07dq11Md07dq1xPYAq1atMm8fFRVFcHBwiW3S0tLYsmWLeZusLO2MvU5X8uWSTqfDaDTW/AsT1XdiA+yYo12/5xOtAWNp3HygbX/tuml7K9mbvJfRa0fT56c+zD88nzxjHu0C2/Fxz4/Z9NAmJnSdQIRPBGl5aXy550viFsbxxuY3OJV2yjoBVTUJEl6YBEnap40BFbWD6U25m5/2++6ouv2fdvnPPEhPKn/bq6TlpfHVnq+I/zGeiZsncjLtJN4u3jze7nFW3b+KuX3mEh8Zj07RsfHcRkb8NoJBywax8uRKDJZ8HZt8BFDBI1Bb5lNZkgRxODZJgkybNo3IyEjc3NyIiYlh69atZW47a9YsFEUp8eHmVvIfm6qqjB8/npCQENzd3YmNjeXIkSPW/jJqj/1LYEpbmN2HxHUTme+jlUC+GnUX+uJrZYUoFOEXSa/AngAscz2KYXYf+HEEzO6j/S7tX2LfAIUQ9d7o0aP58ssvmT17NgcOHOCpp54iMzOT4cOHAzBkyBDGjRtn3v65555jxYoVfPjhhxw8eJCJEyeybds2Ro4cCWjLAUeNGsVbb73FkiVL2LNnD0OGDCE0NJR+/foBWiLF39+foUOHsnv3bg4fPswLL7zAiRMn6N27t82/B6JQfjb8Uri094ZHIaJb+dt3Gqpd7vsJslMsGoqqqmw4u4FHVz7KoGWDWHVqFSoqtzS+hZlxM/nuru+IjYjF3cmd+1rex899f+bjnh/TPrA9ecY8FhxewN0/3c3otaPZc3GP5QIzGuH8Tu16RZNhTLwbgX8UoMKZvy0Xi7AuR18KY9IkBhp3AUMe/P1lpR6SmJnI5L8nc8eCO5i6YyrJ2ck08mjECze8wKr7VvF/nf6PQPdArmtwHR/0+ICl9y7lwVYP4qZ3Y9+lfYxZN4a7F9/NvIPzyCnIqfiAFalOPxAomQSpCxNy6gAnax9g3rx5jB49munTpxMTE8OUKVOIi4vj0KFDNGzYsNTH+Pj4cOhQ0ZouRVFK3P/+++/zySefMHv2bKKionjttdeIi4tj//791yRM6p39S2D+EEB7gk0J8KNAUfhXVja3rH4bAlrV3zFxolwvNvkXay/8zmFXF5Z4eXJvRqZ2R1qC9js1cI787ggh7OaBBx7g4sWLjB8/nsTERDp27MiKFSvMjU1Pnz5domKjW7dufP/997z66qu8/PLLtGjRgsWLF9O2bVvzNi+++CKZmZk88cQTpKSkcPPNN7NixQrza4nAwEBWrFjBK6+8wm233UZ+fj7XXXcdP//8Mx06VNBoUljPuvfh8jFt7GTsxIq3b3yjVrp+8SDsXQg3PlbjEPKN+aw4sYKZ+2Zy5Ip2Is5JceKupncx7LphtPBvUerj9Do9sRGx3N7kdnZc2MHMvTNZd3Ydq06tYtWpVdzQ6AYebfsoN4fdfM3r3yq5fFyr5nByg4al9EopS5OucOWE1hekRWzF2wv7Sy2sBHH0JAhAt2dh/mDY+iWEx2i/o16NtERmsRO1R68cZea+mSw/vpwCtQCA5n7NebTto8RHxeOscy519+He4bxy0ys81fEp5h6cy/cHv+dM+hne2vIWn+/+nEGtB/Fgqwfxc/OrXvxVHY9r4ttYu8zPgqxL4BlYveMLi1FUqyyYKhITE8ONN97IZ59p67+MRiPh4eE8++yzjB17bRPGWbNmMWrUKFJSUkrdn6qqhIaG8p///IcxY8YAkJqaSqNGjZg1axYPPvhghTGlpaXh6+tLampq3VqrazRoZ+3TzgPwu7sbzwU3RFFVfjyXSIv8AvAJhVF7SnZPF6Lwd2cW6XzYwJ8GBQW8kXyZlnn5BBsMgCK/O0KISquz/2erQb4XFpa4B77oAaoBHvy+qM9ARTZ/DivHaVNS/r2+2ofPzM/kx8M/8s2Bb0jM1KYIeTh5cH/L+3kk+hGCPUvvUVOeI1eOMGvfrCq/4SvX7nnw0xPaG80Rv1X+cdtnwy//BxE3w/BlVT+usL3fXtWmrtz0NMRPsnc05TMa4MPWkHmh5O0+oahx77IjsDEz9s5g/dmi5+iNwTcy/Lrh1UoMZuVnsfjoYubsn8O5jHMAuDu5M6DFAAZHDybUK7Rq8f/wkDaNqtf7EPPvqj32w9aQngCP/1756ixRKdX5P2vV5TB5eXls376d2NiiTLJOpyM2NpbNm8vuPJ2RkUFERATh4eH07duXffv2me87ceIEiYmJJfbp6+tLTExMmfvMzc0lLS2txEeddGqTOQHyo5cnzzXSxuCqwB5XF+1a2jltOyGKK/zdeSgtHb8CA5ecnHgmuCFx4aEs8vJEfneEEELYndEAS57VEiBt7ql8AgSg/QOgd4GE3XB+V5UPnZydbJ708sG2D0jMTKSBWwOe6/Qcq+5fxZgbx1QrAQLQwr8Fb9/8Nr8O+JWh0UPxcPLgaMpRXv7zZe5adBdz9s0hMz+zajs19QMJrWQ/EBNTc9Rz26Egr2qPFfaRUosqQQ4uuyYBYgDWFKTwyJ8vMGzFMNafXY+Cwh0Rd/D9Xd8zI24G3Rt3r1ZllIezBw+1eYil9y7lve7v0TqgNdkF2Xx74FvuWnQXYzeMrdpEmeRqLoeBYktiZGKYI7BqEiQ5ORmDwWAuVTVp1KgRiYmJpT6mVatWzJgxg59//plvv/0Wo9FIt27dOHv2LID5cVXZ56RJk/D19TV/hIc7aOfkmsrQmgwl6vW8HhgApj8WisLrgQEk6vUlthPCrPB34rJeT6q+6M+CUX53hBBCOIot07U+F66+cNcHVXusZwNo3Ue7XoUGqafSTvHG5jeIWxjHl3u+JD0vnUifSCZ2ncjK+1byWLvH8HGxTIVPsGcwY24cw6r7V/Fcp+cIdA8kMTORD7Z9UPWJMqbxuFU94xzYEtwDoCAbEv+p2mOFfdSWniBGA6x4yfxprgILvT3pFxbCqEaB/OPmiouqMrDl/fxy7y981PMj2gW1s8ihnXTaUrX5febzxR1fcFPITRhUA8uOL9Mmyqx6ki0JW8qfKFOQqy0zg6pNhjGR5qgOxeGmw3Tt2pUhQ4bQsWNHevTowaJFiwgKCuKLL76o9j7HjRtHamqq+ePMmTqagfPSEkOnnJ1Qr8qWGhWFM85OJbYTwqzwd+K0/O4IIYRwRFdOwu9vadfvfBO8q1F10bmwQeqeBZCXVeHm8w/N5+6f7mbB4QXkGfNoH9SeKbdO4ed+PzOg5QBc9a5Vj6ESfFx8eKzdY6wYsIKJXScS6RNJel46X+75kl4/9mLTuQqqMgvyIKEwgVHZyTAmilJsVG7ZVdvCgZjeVDvqeFyTYhXrF/U6+oaF8npgA066OONjMPDElVRWnj7Ha8G3EuETYZUQFEWhW2g3vrzzS+b3mU+vyF7aRJnzG3nst8cYs24MRrWMyV+XjoJq1JKw1Xk9LEkQh2LVJEhgYCB6vZ6kpJJnj5OSkggOrtw/L2dnZ66//nqOHj0KYH5cVfbp6uqKj49PiY86KaIb+ISSoL+2Z4NOVQnPN4BPWMVd1EX9U/i70yTfgO6qLLj87gghhLArVYWlz2tNBSO7Q6ch1dtP5C3gFwG5abB/cbmb7k3ey6Stk1BR6R7Wndnxs/m217fc3uR2dIptziG66l0Z0HIAP/f7mSm3TqFtg7bkGHIYu2EsF7IulP3AC/vAkKuNTA1oWvUDm5Mgf1UrbmFDeVmQVVgd5OiVIIXVxAZgXFAg55ydaFhQwIuXrrDqzHmeTUkl0Gi0WdVxmwZteL/H+yy7dxkPtX4IZ50zv536jW/2f1P6A4o3Ra1O02JJgjgUq/4Vd3FxoXPnzqxZs8Z8m9FoZM2aNXTt2rVS+zAYDOzZs4eQkBAAoqKiCA4OLrHPtLQ0tmzZUul91lk6PeltB7PQxxsApfDNrE5VmZB8RWtwGf+uNLYU19LpIf49gg0GJiRfKZEI6ZmZTSP53RFCCGEv/8yDY7+D3hXunlq9NyAAOh10GqxdL2dJTHpeOmPWjaHAWMAdEXcw7fZpdGrUqWbTWmpAp+i4vcntzOo1i9YBrbmSe4WxG8ZiMBpKf4CpH0hYp+p9r8KLJUFknKdjM02GcfUBdz+7hlKhwuqJL/182OLuhrvRyJeJFxiclo5H8d8zG1cdN/ZuzLiYcYztog3smLJ9Cv9cLGUpWHXH45pIEsShWD2VPXr0aL788ktmz57NgQMHeOqpp8jMzGT48OEADBkyhHHjxpm3f+ONN/jtt984fvw4O3bs4JFHHuHUqVM89pg2zkxRFEaNGsVbb73FkiVL2LNnD0OGDCE0NJR+/fpZ+8txeKsP/8FuN1dcjCpzzycyIyGJlWfO01/nKyNORfmi74GBc+iv82HlmfM8fiUVgJ3urhxr97T87gghhLC9zGRYUfg6sedL0KBZzfbX8RFQdNpSj4uHr7lbVVVe3/w65zLOEeYVxsRuE+2W/Liaq96VD275AHcnd/5O/Jv//fO/0jc8t1O7rO4EitCOWsIpKxkuHavePoRt1JZ+IAAR3dgWEMp//XwBePXSFZrmF1y73YFfIDfDxsHB/S3v586IOylQC3hx/Yuk5V01SMOcBKlGPxDQqtBA+5lJctHurJ4EeeCBB5g8eTLjx4+nY8eO7Nq1ixUrVpgbm54+fZqEhATz9leuXOHxxx+nTZs23HXXXaSlpbFp0yaio4tmnL/44os8++yzPPHEE9x4441kZGSwYsUK3NzcrP3lOLT0s/v5VX8CgJv8byF60E/c2Ptzgh/5WRttKm9iRUWi74FRewl+5Geevm0yDQ1OXNHrWXTud3tHJoQQoj5aMQ6yL0OjttDt/2q+P58QaBGnXd8x+5q7FxxewMqTK3FSnHj/lvct1vTUUiJ9IxnfdTwA0/+Zzt+Jf1+7kbkSpJpJECfXosdKXxDHVouSIFfy0ngp0B+jonBPeib3ZBSfeFQs0bj1C/j8JjiyyqbxKYrCxG4TCfMK41zGOSZumliyUWpNkyC+jbXL/EzIulyzYEWN2WRR48iRIzl16hS5ubls2bKFmJgY831r165l1qxZ5s8//vhj87aJiYksW7aM66+/vsT+FEXhjTfeIDExkZycHFavXk3Lli1t8aU4tN+Xv85mD3d0Krx06ziI6g7t7tMuZRmDqCydHqK649R+IA+0fhSAlZ6pHNi5zs6BCSGEqFeOrII987XKjXs+Ab2zZfZr6imy+4cSY2APXT7E+3+/D8BznZ6jfVB7yxzPwvo07UO/5v0wqkZeWv8Sl3OKvaHKTS/qXVDV8bjFSV+Q2qGWNEU1qkZe3fgqF/LTiXQL5JW8q5oK+4TCwG/gkR+1hE7qGfjuPvjxMa0azEa8XbyZ3GMyTjonVp1axfxD87U7DPlaY1SAoGq+53RyBa/C/pUpp2oerKgRh5sOI6on+0oSawq0cWg3enSkiYP/MRS1w7CYf+Nn0HPByYlfN75u73CEEELUF7kZWjNUgJinql/VUJoWd2pvRrIuwaFlAGTlZ/HC+hfINeTSPaw7Q66rZvNVGxnXZRxNfZtyMfsiL//5ctFEi/O7ABV8GoN3DXormJIgZyQJ4tBMPUEcvBLkm/3fsP7selx0Lky+Yzoeo/bC0KUw4Gvt0lSx3jwWnv4Luo7Ukp97FsBnN8LuuTZbQtI2sC3Pd9L+9rz/9/scvHwQLp8AYz44e2rPreqSviAOQ5IgdcTvv7zBH55uKCq8ePt4e4cj6ggXvQv9IwYAsNrtPCeP7rFzREIIISzGaIATG2DPQu2yrEab9ohn8VPaGzy/JnDbK5Y9jt4Jrn9Yu17YIPWdLe9wIvUEDd0b8vbNb9tsAkx1eTh7MLnHZFz1rmw8t5HZ+wqX9pzXTohVeTTu1cK7aJeXjkLGxZrtS1hPLVgOs+fiHqZsnwLAS11eolVAK3PVcakV6y6eEPc2PLZaWwaXfRl++jd8c682KtsGBkcPpkfjHuQZ83hh3QtkJe7W7ghqqTVYri7Tz8mUvBJ249h/4UWl5Odk8kfaagA6ODejZYMWdo5I1CX/vuU/eBkVzjg7s2TVy/YORwghhCXsXwJT2sLsPvDjCO1ySlvtdkeI50BhHO0f0N4UWdr1hVNijv3BL//M5OdjP6NTdLx7y7v4u/lb/nhW0MK/hXmixSc7PmH3xd017wdi4u4PDQv78Uk1iOMyJ0EcswI8LS+NF9a/QIFawJ0Rd3J/y/sr/+CwzvDEWrh9vNao9/gf8HlX2PQZGAobqlopkasoCm/96y0aeTTiZNpJ3jr8rXZHdfuBmEgliMOQJEgd8Psvk1ntpa2Tff62CXaORtQ1Hs4e9A6KBWCt/ghJ5+UPtxBC1Gr7l8D8IZB2vuTtaQna7bZOhJQVD8D6ydaJJyAKonpwwlnPm7s+AeDJDk9yY/CNlj2OlattBrQYQHxkvDbRYt2LpJorQSywfEj6gji2/BzISNKumyaPOBBVVZm4aWLNJi3pnaH7f+CpTRDZHfKz4LdX4OtYLRlixUSun5sf793yHjpFxy8Zx/nZy7P643HNO5UkiKOQJEgtZzQYWJs0H4Oi0IZGdAq5vuIHCVFFz8ZOwM0IR1ydWbRsXMUPEEII4ZiMBljxElDa+vrC21aMtd3SmHLjwarx5HZ8iBeCAslWC+jS6EaeaPeEZQ9gg2obRVGY0HUC4d7hnM88z0SXbFQUbcxtTYVLEsShpZ7VLl28tModB7Pg8AJWnVqFk86JyT0m4+3iXf2dBTaHob/APZ+Cqy+c36klQ6ycyO3cqDPPdHwGgLcb+HPcs4bfZ0mCOAxJgtRya3/7kt88tazqyJtlqYKwDl83X+7w0dYHrzdu5/LlS3aOSAghRLWc2lR6xYWZCmnntO3qeDwfZB7mkKsLAQYD7za+C70lJ+nZsNrGy8WLD275ACdFz2pPD+aGNgXXGrzhNDFVgiTsgrysmu9PWJZpwohvOFS1wsLKDl0+xHtb3wNgVKdRtA1sW/OdKoo22enpzeDkVsZGlk/kjogeRkxOHtk6HWNOLCSnIKf6OzNV7KSctlmjV1E6SYLUYqqqsvrol+TpFJoZfeje9FZ7hyTqsOfj3sZZVdnr5syiJa/ZOxwhhBDVYSqft9R2NWWneFadWsW8IwsAeOfiJYL2/mS5nduh2ua6wOv4j6820vcD1wJtokVN+TUB71AwFhT1GhGOw0Enw2TlZzFm3RjyjHn0aNyDIdEWnrR0+TiUm4iwbOJUn3aWdy9cIMBg4Ej6KT74+4Pq78y3cLJMXgZkX7FIfKJ6JAlSi23e9AtrvLQ/Ao/f8HzV19kJUQVBXsH0cNWapP2Z/QeZWXJWSAghah2vSo5Nrex2NWWHeM6mn2XCRq2H2qNN+/Kv7Bw49CukWyjRYqfqlodT0+mZmUU+KmPWjSEzP7NmO1QUGZXryBx0MszbW97mZNpJGno05M1/vWn59ye2TpxePEygwcikfG8UFOYfns/Kkyurty9nN208NxRV8gi7kCRILbZs5/tk6XSEG9y4q+0Ae4cj6oHn495Fp6ps93Dix5/ftnc4QgghqiqiG/iEAmW9MVHAJ0zbrg7Gk2/I58X1L5Ken06HoA6M/NcEaNwFVAPs/t4ix7BLdYuqoiTs5M3kyzRyDeBU2ine/OtN1JqW3EtzVMflgJNhfj76M0uOLUGn6Hj/lvetM2nJ1onTi1pVVbcGbRnRbgQAEzdN5Ex6NcfcSl8QhyBJkFpq5z9bWedxGYAhbR6VKhBhE00CmtJNr61n3HDlZ3Lz8+0ckRBCiCrR6SH+vTLuLHwtEf+utl0djOeTnZ+wJ3kP3i7evH/L+zjrnLU+AwA75lhmnb49qm2unIDsK/gpTrx/y/voFT3Lji9j8dHFNduvuRJkq+2a5YrKSXGs5TDHU4/z9hbtBNnTHZ6mcyMLTCgqja0TuRcPaZdBrXim4zNc3/B6MvIzeGHdC+QbqvE62JS0kiSIXUkSpJZatHECqXo9wQV67o+xcDdzIcrx3O1voagqf3kqLF72ib3DEUIIUVXR98A9n117u08oDJyj3W/reO6abPV41p9dz6x9swB4819vEuoVqt1x3b3ahI3Lx+HknzU/UFBr0LuUs4EVqm3OFY7GDW5Pp9AY80SLSVsncSzlWPX32/A6cPGG3DS4sN8CgQqLMb2J9rV/EiSnIIcX1r1AdkE2McExPNbuMesdrETitIxEiCUTuYWVIAS1wknnxHvd38PHxYd9l/YxZceUqu/PXAlSzUoSYRGSBKmFDp08xp8u2jqyB5v0s2w3cyEq0Dr0em6gIQDrzn2DwSjdrYUQotZp0LTk5236wag9tk+AmJjeGPhFwICvYehSi8aTlJnEK3++AsBDrR/i9ia3F93p6gXt7tOu75hTswOlnIZZd4Ehr5yNVMtX25gal4ZpZ99HtBtB15CuZBdkM2bdmOpPtNA7QfiN2nVZEuM4CvIgPUG77gCVIB/8/QGHrxwmwC2ASd0nWf+9SfQ9WoLUJ+SqOxS4d7rl/o6pKiQf1q4HtQYgxCuEt/71FgBz9s9h3Zl1VdunLIdxCJIEqYW+X/kyyU56AgtgyK0yFlfY3jPdXwVgk2cBS1fX8AWjEEII20s+UvLzgizbLYEpzaXCeEI7agmJqO4Wi6fAWMBLG14iJTeFNgFt+M8N/7l2I9OSmP0/Q9bl6h0o4R/46g7tTZNPGMRNKizbv0poJ8snm65KgugUHe90f4cGbg04mnKU9/4ua8lRJYRLXxCHk3YWUMHJHTwD7RrKypMrmX94PgCTbp5EkEeQbQ4cfQ+M2qslTPt/VVgRo0JOquWOkXZOm+Sic4KAosTxrU1u5ZE2jwDwysZXSMxMrPw+JQniECQJUsucvpDMZv0eAO4N7IGzU3nllkJYR+dmt9HO4INBUVh9ZFrNG68JIYSwLVPSoVE77dJ0ttNeTMdv0MLiu/7iny/YnrQdDycPPujxAS6lLVUJ7QSN2oIhF/YsqPpBjq+FmXdBRiI0jIYRq6Dr00Vv0gZ8Df2ma9ue3wFJ+2r0NZVgyNcSMABhncw3B7oHMqn7JBQUFh5eyIoTK6q3f2mO6niKN0W1Y1/AM+lnmLhpIgCPtXuMbmE2aqhsotNrCdP298O//k+77e+vLdPbB4qWwjRoDnrnEnc93/l5ohtEk5qbykvrX6LAWFC5ffppvfVIOW25OEWVSRKklpm17FUSnPX4GlQei3/H3uGIeuyJG0cDsMkji9Wblts5GiGEEFWSfFS7bNVLu0w5DfnVXDJhyXgCW1p0t1sStvDF7i8AGN91PBE+EaVvqCjQaah2ffvsqr05+WcBfHsf5KVDZHcY/iv4hmn3md6ktbsPOg6C6L7a7Rs+quZXVIoLB6AgG1x9IaBZibu6hnY192eYuHkiZ9Kq0Yeg8Q2g6LXqA+lj4BgcoClqviGfF9e9SEZ+Bh2DOpr70NhN+wfA2ROSD1mmtw8UNUUt5e+Si96FybdMxtPZkx0XdvDf3f+t3D59G2uXeemQfcUycYoqkyRILXIxLYstBdqT+m7PDni4+tg5IlGf9Wjbn5YFbuTpFJbvqkGZrRBCCNszVYJEdNPePKtGrTGovZgqQQKbW2yXl7IvMXbDWFRU+rfoT++mvct/QPv7Qe8KF/YVNRotj6rCxk9g0WNgzNcarD7yI7j7lf2Y7oVLcfYtgks1aFhanHkpzPWgu/al/dMdn6ZTw05k5mcyZv0Y8srtV1IKF08I6aBdP7OlhsEKizBXgtgvCTJlxxT2XtqLj4sP79/yPk46J7vFAoCbD7QfqF3/+yvL7NPcFLV1qXeH+4QzoesEAL7850s2n99c8T6d3YsmQ8mSGLuRJEgt8r9f3uG0i4KH0ciT8e/aOxxRzymKwrDrtLNLmzwusWl3Jf7wCyGEsD9DPlw5qV0PbKF9QFFixNayUyDzgnbdQsthjKqRV/58heTsZJr5NmNsl7EVP8jdv6hSY8fsCg5ghBXjYNVr2uc3PQ0DZoCTa/mPC+kALe7Ukk5/flxxTJVxvjBhE1b6SFInnRPv3fIevq6+7L+0n4+3V+O45iUx8r/eIZgnw4Tb5fDrz65nzn6tJ9xb/3qLEK+rG5TayY0jtMuDSyG9Cn06ylJsPG5ZekX1YkCLAaiojNswjuTs5Ir3K31B7E6SILVEWnYeWzJ+AaCXvim+dvqjJ0RxfWKeIDJfT5ZOx6KNE+0djhBCiMq4cgqMBVpTRe/QoiTI1c1SbeVS4VIYr2DtbK4FzNo3i43nN+Kmd2Nyj8m4O7lX7oGdC5fE7P0RcjNK3yY/BxYOhy2F5e93vgXxk0qtwihV9zHa5e65kHq2co8pj6lqJbRTmZsEewabJ1p8e+Bb/jj9R9WOIX1BHEuq/ZbDJGYmmictPdLmEW5tcqvNYyhTcDutka+xoOaTnlS1WBKk9EoQk5e6vERzv+ZcyrnEyxtexqgay9+3JEHsTpIgtcQXK/7LCTcjrkaVZ+54297hCAFo1SAPNdVKDze7nWX3sYN2jkgIIUSFTBUfDZprb9wbFC5BsVcSxLwUxjJVIHsu7uGTHZ8AMLbLWJr7V2GJTcS/tCkQeRnakpWrZafAtwNg/2LQOWsNT7s9W7UAm8RAxM3aEppNn1btsVfLy4QL+7XrZVSCmPQM78ng6MEAvLrxVZIykyp/HNOEmKR92vdA2Jd5OUwZPW6sxKgaGbthrHnS0vOdn7fp8SvFVA2ybSYYKtmstDQZFyAnBZRifyPL4O7kzuQek3HTu7E5YTMz984sf9+mk9mSBLEbSYLUAjn5BjYlfQvAHWogQSHt7RyREEUG9niR0AKFNL2OH1bLyGYhhHB4pmSHqf+GqemfvZbDmOOxTBJk6o6pGFQD8ZHx9G/Rv2oPVpSicbmbPoM9C+HEBjAaIPUczIiHU3+Cq4/W/6PdfdUL8pbC3iDbZ0PGxertAyBht7a0xjsUfCpekvB8J22iRVpeGl/v/bryx/FuVDgiVIWz26ofr6g5Q742uhW06TA2tO7MOvOkpck9Jpc+acneovuCRwNIPw+HqzkRCYr6gfhHgrNbhZs382vGuJhxAHy550vS8tLK3thUCZIqjYbtRZIgtcAXa+Zx1D0HJ1Xlye6v2DscIUrQ6524PzgOgL+cDnHs/Dk7RySEEKJc5kqQwqRD8eUw9hjZaK4EqflkmH3J+9iSuAUnxYnRnUejVGd8qEeDwrgOwY8jYHYf+LA1TL8ZLh7Qlu0MXw5Ne1Q/0Ka3astXCrLhr2nV349pKUxY2UthinPWO5vP3v905Ccu51yu/LHCpS+IQ0g7ryW+9K7g2dCmh56xdwYAD7Z+kCY+9mvKWi4n16JEZk0apFZyKUxx9za/l+Z+zcnMz2T+ofllb1h8TK6wC0mCOLgCg5H1J7R/jrfmexDR4g47RyTEtYbe8QZBBSqXnHTM/HWcvcMRQghRHvM42sLkR0BTreQ7N00rAbe1S1fFUwOm6oZeUb2q16xx/xJY8n/X3p55AbIvaxUXj63Seg/UhKLALYW9QbZ+Vf1RmebJMJVLggDEBMcQ3SCaHEMOPxz8ofLHkr4gjsHcFLVx5fvQWMCOpB3surgLZ50zj7R5xGbHrZbOwwEFjv9R/SlM5skwZTdFvZqiKDza9lEAvt3/LbmG3NI3LN4TxB6JZyFJEEc3a+NqDnukoagq/+480t7hCFEqZxd3+vl2BWCLup2Eyyn2DUgIIUTZivcEAe3MqenMpK2XxBgKit6k1HAyzKm0U6w+tRqA4W2HV30HRgOseAko702JCj5h1YrvGi17QcNoyEuHrV9Wbx/mJEj5/UCKK/5G7YeDP5CVn1W5BzbpWnjMbVBQxTG7wnLs1BTVVAVyT7N7CPIIsumxq8w/QpvCBLBtRvX2YapQq0IlCEB8VDwhniFcyrnEz0d/Ln0j0zKm3DSt74iwOUmCODCjUWXF/g8A6JGro9X1g+0ckRBle+yu9/AzGEl01vHlL6/ZOxwhhBClyU6BzMIeFMWb/ZmXxBy2bTwpp7QGoU5uNR73OWvfLFRUbml8Cy38q5FQObVJW2pQnvQEbTtL0Omge2FvkL8+L3saTVkyk7XvH0Do9VV6aGyTWJp4NyE1N5VFR0ppAFuawBbgHgAFOZD4T9ViFZZjbopquyTIkStHWHd2HQoKw64bZrPj1siNj2mXO7+FvEom+oqrRiUIgLPOmSHR2nKc2ftmYzAaStnIvWgpkyyJsQtJgjiwBTv+5ohbAgCPtn5EK50UwkF5eATQ260tAH/lreVKRo6dIxJCCHGNssbRmvpxmJbK2EryVZNqqrub7GSWHF0CwIi2I6q3k4xKTkup7HaVcd292nKk7CuwvYKJElc7v1O7DGwJbr5Veqhep2dY22EAzNk/h3xjfsUPUpRiS2KkL4jdmJMgtmuKOmvfLABiI2KJ9I202XFrpPntWqIoJ6X0SU/lybxUlCyuRq+i/i364+vqy+n006w+vbr0jWRMrl1JEsRBqarKwu1vY1QUumYXcP2/nrN3SEJU6Mle7+NpNHLGBb74RUY5CyGEwylrEot5TK6NK0EuWWYyzLf7vyXPmEfHoI50alT5/hgleDWy7HaVodPDzYVjRjd9CvlVOIFgWgoTWr2v955m99DArQEJmQmsOFHJKRrSF8T+bDweNyEjgeXHlwM1SDDag04PN2jLvvi7CpOQQGuKDODbBFw8q3xoD2cPHmr9EKAtI1JL6/shSRC7kiSIg1p54BBHXY8DMDT8Lm29rhAOzs8/gnhdJACb0paQlVuD+exCCCEsz1QJUnwpDNhvTK4p6VKDfiDpeenMOzQPwNzroloiuoFPKFBW5a2i9QOJ6Fb9Y5Sm/YPg01irMNn1beUfV41+IMW56l15JFprcDlj7wyMqrHiB5n6gpz+Sxo62ouNl8PM2T+HArWAmOAYrgu8zibHtJjrB4PeBc7vKHq+VEY1l8IUN6j1INz0buy/tJ+/EkpJGkoSxK4kCeKgZmx6mwIFrs/J41+3ylhcUXs8feckXI0qJ9yMzP3xBdizEE5s0BrOCSGEsK+rm6KamCoxUk5XrRqhpsyTaqo/HnfB4QVk5GfQzLcZPcJrMLZWp4f49wo/uToRUvh5/Lvadpbk5AL/KpxI8+dUMFRiaYqq1jgJAjCw1UA8nT05mnKUDWc3VPyAkA5a/5as5OpP3RDVZzRA2jnteg176FRGSk4KPx75EahhgtFePAMhup92/e8qNEi9aGqKWv0kiL+bP/1b9AeKmsqWYFrOJEkQu7BJEmTatGlERkbi5uZGTEwMW7duLXPbL7/8ku7du+Pv74+/vz+xsbHXbD9s2DAURSnxER8fb+0vwzaMBnZv/pHjem2d52D/LuARYOeghKi8hiHt6ZXvAcCmtKXw4wiY3QemtNVGDwohhLCfq8fjmngGgasvqEa4fNyG8RS+2QhsXv52Zcgz5PHtfq16YljbYeiUGr60jb4HBs4Bn6vG6/qEardH31Oz/Zel0xDtZ5B6GvYsqHj7lNOQdQl0zhDcttqH9XHxYWDLgUAZb9Su5uRatPxG+oLYXnoCGAu0n7t3sNUP98OhH8guyKZNQBu6hna1+vGswtQgde/Cyo+iNleCVG0yzNWGXDcEvaLnr4S/2HdpX8k7TcuZUs7U6BiieqyeBJk3bx6jR49mwoQJ7Nixgw4dOhAXF8eFC6XPoV+7di2DBg3ijz/+YPPmzYSHh3PnnXdy7ty5EtvFx8eTkJBg/vjhhyrMOXdU+5fAlLas3DqaXJ1C89w8Yk9vkTeOonbZv4Snko7ipKpscXfjB28vEvV6SEuA+UPk91kIIezFaITLpnG0VyUdFKUoMWKrJTFZl7WKAqj2cphfjv3CxeyLNPJoRO+o3paJK/oeGLUXhi6FAV9rl6P2WC8BAtq0iK7PaNc3fFRx9aSpCiS4bY2XTD8S/QjOOmd2XNjBrgu7Kn6A9AWxH1PVgG9jy1ckXSW7IJsfDmjvr4a3HY5SWwc0hHeBRu20qUa7vq/cYy4W9gSpQSUIQJhXGPFR2on6mXuvanwsy2HsyupJkI8++ojHH3+c4cOHEx0dzfTp0/Hw8GDGjNKzzd999x1PP/00HTt2pHXr1nz11VcYjUbWrFlTYjtXV1eCg4PNH/7+/tb+Uqxr/xKYP4Tv1TS+8fUG4JiLMz+RKW8cRe1hNMCKlwg1GGibmwvAO4EBxIWHsshLqw5hxVhZGiOEEPaQekZ7I6BzLr2poq3H5Jr6k3iHgqtXlR9uMBrMUysGRw/GWe9sudh0eojqDu3u0y6t/IYTgBtGaFNeLh2BAxW87rPAUhiThh4NubvZ3QB8vbcSDSTNfUGkEsTmTFUDNpgM89ORn7iSe4UwrzDuiLjD6sezGkWBG4s1SDVW0PsmJxXSC0dl12CZnsnw64YDsOrUKs6kFav6MC1nyk3VRpcLm7JqEiQvL4/t27cTGxtbdECdjtjYWDZvrtwfzqysLPLz8wkIKLkkZO3atTRs2JBWrVrx1FNPcenSJYvGblOFbxwT9TrebeBvHoWrKgqvB/prZ9HljaOoDU5tgrTzJOr17HYtOjNlVBReDwwgUa/T1rKe2mTHIIUQop4yVXgENAW907X3myfE2GhMblmTairpjzN/cDLtJN4u3tzX8j4LBmYnbj4Q86R2ff2H5TcePbdDu7RAEgRg2HXDUFBYe2Ytx1Iq6PURfiOgaFVFGRctcnxRSTZqilpgLGDO/jmA9rvhpCvl70Vt0m4guHhrv7Mn1pW/rakfiHcIuPvV+NCtAlpxc9jNGFWjOWkLgIuHtgQOpBrEDqyaBElOTsZgMNCoUclRYo0aNSIxMbFS+3jppZcIDQ0tkUiJj49nzpw5rFmzhvfee49169bRq1cvDIbSkwS5ubmkpaWV+HAohW8cTzg7oV5VamZUFM446+WNo6gdMpIAOF3m77JTie2EEELYUFn9QExsPSHG3A+k6kkQVVXNPSwGtR6Ep3PVx1g6pJgnwdkTkvbAkd9K38ZQAAm7tOsWSoJE+UZxe5PbgVLK9q/m7l/UK+HPj6T5uS2lnNIufa2bBFl5ciXnMs4R4BZAv+b9rHosm3D1go6DtOt/f1X+tsmWWQpTnGm08OKji0nOTi66Q5bE2I1DT4d59913mTt3Lj/99BNubm7m2x988EHuuece2rVrR79+/Vi6dCl///03a9euLXU/kyZNwtfX1/wRHm79ErIqKXxDeMr52jJOnaoSnl9QYjshHJaXlvBskl+A7qozWCV+l70aXf1IIYQQ1lbWZBgT83KYI7YZf3qp+pNh/k78mz3Je3DVu/JQ64csHJgdeQQUle6vn1z6zyH5EORnaWe2azBa+Gqm6R/Lji8jMbOck5X7lxS9Gf/rc2l+bkuppuUw1kuCFE8wPtzmYdyc3Cp4RC1xQ+Hz6tBySD1X9nYWaopaXOdGnWkf1J48Yx7fHfiu6A5JgtiNVZMggYGB6PV6kpJKvnlPSkoiOLj8jsaTJ0/m3Xff5bfffqN9+/blbtu0aVMCAwM5erT08s1x48aRmppq/jhzxsG68Ho1QgWWeGlnMZTCf3g6VWVC8mWCTRUu8sZROLqIbuATSrDByITkyyUSIbdkZRNsMIJPmLadEEII26po+UlAU1B0kJsGGaU3sLdsPNWvBDG9SevXvB8N3BtYMir76zoS9K5wdiuc/PPa+039QEI7gs5yL+XbBbXjxuAbKVCLlkJco7CHHflZJW+X5ue2YYPlMH+e+5PDVw7j4eTBA60esNpxbK5hG4i4WZuAtWN22dtZqClqcYqimJOM8w7OIyMvQ7tDkiB2Y9UkiIuLC507dy7R1NTU5LRr17LHLL3//vu8+eabrFixghtuuKHC45w9e5ZLly4REhJS6v2urq74+PiU+HAoEd3Y6h3MHjdXXIwq884lMiMhiZVnztM/IxNQ5I2jqB10eoh/D4D+GVmsPHOef19JBeAfV1dyFCD+Xds0mBNCCFGSqfKirOoBJ9eihqnWbo5qyC8axVvFaoaDlw+y8fxGdIqOodcNtUJwduYdDNc/ol3fMPna+y3YFPVqpjdqCw8vJDU3teSdhT3soLQqocLbpIed9RiNkHpWu27FxqimBON9Le/D19XXasexixu1ZSlsn6X9DSqNqRIk0HJJEIBbw28lyjeK9Px0Fh5eqN0oSRC7sfpymNGjR/Pll18ye/ZsDhw4wFNPPUVmZibDh2udcocMGcK4cePM27/33nu89tprzJgxg8jISBITE0lMTCQjQ8uYZWRk8MILL/DXX39x8uRJ1qxZQ9++fWnevDlxcXHW/nKsQlV0fOSpVXn0zsykTX4+N+bkFlaAFPZVkDeOoraIvgcGzgGfEIINBv6dkkpwQQGXnfT8N+w2644YFEIIUbq8TK2/GJS9HAZsNyb3yikwFoCzh3aipwpMb9LiIuII93awJc6W8q/nQNHD8bVwdnvJ+yzcFLXEYUP/RSv/VmQXZDP34NySdxb2sCubKj3srCkjCQx52u+Fd6hVDvHPxX/YlrQNJ50Tg6MHW+UYdtW6D3g21L6XB5dee39eZlFCwoLLYQB0is48Keab/d+QZ8gr6u0iSRCbs3oS5IEHHmDy5MmMHz+ejh07smvXLlasWGFulnr69GkSEhLM2//3v/8lLy+P++67j5CQEPPH5MlaJlyv1/PPP/9wzz330LJlS0aMGEHnzp3ZsGEDrq41m5NuL8sP7OeA2xUAHsm6KnvuE6q9oZQ3jqI2ib4HRu2FoUtxHvA1vXXamcVV6lGyc8vIvAshhLCeS4UTP9z9wbOc5SOm/hzWnhBjqjRp0KxKSzrOpp9l5cmVAAxvO9wakTkG/whoX7gUoXg1SH42JO3Trod1svhhFUUxf1+/P/g9OQU5RXdWtjed9LCzDtMbZd+w0qc7WYApwdg7qjfBnuW3LqiVnFygc2H12N+ljIM2LRn0CCz/72Q19W7am4buDbmQfYFlx5cVVYKkShLE1mwy72jkyJGMHDmy1PuubmZ68uTJcvfl7u7OypUrLRSZY5j512RUPXTNzqHlE5vgygntH4hXI20JjFSAiNpIp4eo7gAMDenE97/czRkXHTNXTOHpvi/YOTghhKhnzE1RK1h6Yh6Ta+XlMKZ4qtgUdfa+2RhVI91Cu9GmQRsrBOZAuo+G3T9ojRyT9kGj6yDhH1AN2mvEKlbQVFZcZByf7vyUcxnnWHx0MQ+2flC7o7K96aSHnXWYkyDW6QdyIvUEv5/+HShaFlUndR4GGz6Ekxu0/h/Fe3+Y+4FYtgrExEXvwuDowXy4/UNm7J1B37u+1yoSclIhO8UiI3lF5Tj0dJj64EDiBU4qWpnj/d4dwK+x9sax3X3apSRARB3gH9iUnqrWs2d9wlxUW0wdEEIIUaSi8bgmthqTa64EqXw/kMs5l1l8dDFQx9+kmQS2gOi+2vUNH2qXxfuBXDWK3lKcdE4MiR4CwKx9sygwFk52K2x+bl6qfQ3pYWdVqdZtijpr3yxUVHqG96SpX1OrHMMh+DaGlr2061dXg5gnw1i2H0hx97W8D29nb06mneSPpK1a1QkUTf4RNiFJEDv78I9PyNWpNMvLI/a28fYORwirebT7qyiqyj73PJZs/Mne4QghRP1S0XhcE1OS5MopyM8pf9uaqGxSppjvD3xPjiGHtg3a0iW4i5UCczDd/6Nd7l0Eu+fB/sXa56EdrXrYe1vci7+rP+cyzrHq1CrtxmLNz69NhEgPO6uz4mSYpMwklhzTJvuMaDvC4vt3OKYGqbt/0PqAmFhhMszVvFy8zNVVM/bMQDU1uZW+IDYlSRA7upKVzf7M5QAMoBFKSPmjgIWozVq36MmN+doY6OV7p9g3GCGEqG8qGo9r4hkErr6AWjS9xSrxVG08blZ+Fj8c/AGAR9s9imKlKgiHE9IeQjoCKvz0BJzZot2+5QurjqN1d3LnoTYPAfD1nq+LKjiLNT8vQXrYWV9KYaWAFSbDfHvgWwqMBXRq2ImODTtafP8Op+mt2kjw3DTYs6DodhtUggA81OYhXHQu/JP8D9u8A7QbJQliU5IEsaP3f59DunM+AQYD93d/yd7hCGF1g9o+DsA218vsOrzTztEIIWqbadOmERkZiZubGzExMWzdurXc7RcsWEDr1q1xc3OjXbt2LF++vMT9qqoyfvx4QkJCcHd3JzY2liNHrl0GsmzZMmJiYnB3d8ff359+/fpZ8suyPlWteDyuiaJYf0JM5iXIvlwYTwWVKYUWHl5IWl4aET4R3BZ+m3XickT7l0DCrmtvz7oM84dYNREyqPUg3J3cOXTlEJvOF5v4Ymp+fven2ueuPjBqjyRArM1KlSBpeWksOKwlAka0qwdVIKA1Y76hcEnd319pfyMLcrW+jGC1niAmge6B9GveD4AZSpp2oyRBbEqSIHZiMKpsPT8HgL45zri1usvOEQlhfbfHPEqLPB15OoUf1k2wdzhCiFpk3rx5jB49mgkTJrBjxw46dOhAXFwcFy5cKHX7TZs2MWjQIEaMGMHOnTvp168f/fr1Y+/eveZt3n//fT755BOmT5/Oli1b8PT0JC4ujpycomUgP/74I4MHD2b48OHs3r2bjRs38tBDD1n967Wo9ETIywBFBwFRFW9vSoJYqzmqKbni0xhcPCvcPN+Qz5z92mumYdcNQ19fllsYDbCirJNkhZUZK8Zq21mBr6svA1oMAIqmhpjp9NCmj3Y9N00bdyysR1WLekb4WrYSZP6h+WTmZ9Lcrzndw7pbdN8OrePD4OQGiXvg7DYtUawawc3XJs19h103DJ2i48/cJA45O0sSxMYkCWInX/61iguuabgYVR7q+LjVmlsJ4UgUnY7ewb0B2Kw7RuIlGaMnhKicjz76iMcff5zhw4cTHR3N9OnT8fDwYMaMGaVuP3XqVOLj43nhhRdo06YNb775Jp06deKzzz4DtCqQKVOm8Oqrr9K3b1/at2/PnDlzOH/+PIsXLwagoKCA5557jg8++IAnn3ySli1bEh0dzcCBA231ZVuGKengFwFOrhVvb06CWGlMbmWX5hRafmI5SVlJBLoHcnezu60TkyM6tQnSzpezgQpp57TtrGTodUNxUpzYmriVvcl7S97p7g/6wt+n9ESrxSCAzItQkKMlMi04FSjXkMu3+78FtGbD9WaZGYBHALTVknz8/VWxpTCtbfK+LNwnnDsi7gBgpp8PpJyy+jFFEUmC2MmyfVMAiMvKJ/jGx+wbjBA2NDj+NQILVK446Zi17BV7hyOEqAXy8vLYvn07sbGx5tt0Oh2xsbFs3ry51Mds3ry5xPYAcXFx5u1PnDhBYmJiiW18fX2JiYkxb7Njxw7OnTuHTqfj+uuvJyQkhF69epWoJrlabm4uaWlpJT7szrwUpnJLT8xLZqxVCVKFfiBG1cjMvTMBeKTNI7jqK5HEqSsyKnmioLLbVUOwZzB3NdWqla+pBlGUot4g5SZrRI2ZqgS8Q8HJxWK7/fnoz1zKuUSIZwjxUfEW22+tcUPh8p+9P8Kehdp1Vx+rVVddzTTlaoWnB+fSz9rkmEIjSRA7WH14H6ectZK2ByLuBmc3O0ckhO24OLtzu3tnADbmbiY3N8/OEQkhHF1ycjIGg4FGjUqWKDdq1IjExNLPQCcmJpa7vemyvG2OH9cag06cOJFXX32VpUuX4u/vT8+ePbl8+XKpx500aRK+vr7mj/BwyzcxrLKqTmIx9wQ5qpXhW5opKWMax1uO9WfXcyz1GF7OXgxsVcsqcGqqsiX5Vi7dH37dcABWn1rNydSTJe/0DtUu0yUJYlWmKgELNkU1GA3M3jcbgCHRQ3DWOVts37VGWCfwiwRjPhwq7Bl1dBVMaWvVfjsm0Q2iuanRjRgUhTmuQE6q1Y8pNJIEsYOvN36AqsBN2bl0uHWsvcMRwuaeumsS7kaVky46vl8+yd7hCCFEqYxGIwCvvPIKAwYMoHPnzsycORNFUViwYEGpjxk3bhypqanmjzNnztgy5NJVdjyuSUBTrew+N806VQamSpBKxGOqPhjYaiDeLt6Wj8WRRXTTpq5cM47WRNGWRkR0s2oYzf2b07NxT1RUZu2bVfJOcyVIglVjqPfMk2Es1xR19enVnE4/ja+rL/1b9LfYfmuVA79Ayslrb09LsHrjYZMRHZ4AYJG3J1cu7LP68YRGkiA2diw5mSPsAGCAz/XgGWjniISwvQZ+oXRD+0f+R9KiotF7QghRisDAQPR6PUlJJd+QJyUlERwcXOpjgoODy93edFneNiEh2hu86Oho8/2urq40bdqU06dLb2Ln6uqKj49PiQ+7q2IPDpxctf4hxR9rKYZ8uHKyMJ7yK0F2JO1g54WdOOuceaTNI5aNozbQ6SH+vcJPrk6EFH4e/662nZU92k4r219ybAkXsy4W3eFdmARJlySIVVl4Moyqqny952sAHmr9EB7OHhbZb61i58bDJjHBMUQb9eTodHx/eL5VjyWKSBLExiav/phcnUqzvDziYl+3dzhC2M2InhNRVJWd7kZW//mtvcMRQjgwFxcXOnfuzJo1a8y3GY1G1qxZQ9euXUt9TNeuXUtsD7Bq1Srz9lFRUQQHB5fYJi0tjS1btpi36dy5M66urhw6dMi8TX5+PidPniQiIsJiX59VFeQWldJXNB63OFOCwtJjci+f0CaJOHsWVjmUzVQFck+zewjyCLJsHLVF9D0wcE5RxYWJT6h2u43G0l7f8Hqub3g9+cZ8vjnwTck4QHqCWJuFJ8P8lfAXBy4fwE3vxqDWgyyyz1rHARoPAyiKwqNu2s/1h4Q/ycrPsurxhEaSIDaUnpPLnoxfAehHKEpD686gFsKRtYvqwvX5vgAs2TfNztEIIRzd6NGj+fLLL5k9ezYHDhzgqaeeIjMzk+HDtX4FQ4YMYdy4cebtn3vuOVasWMGHH37IwYMHmThxItu2bWPkyJGA9sJz1KhRvPXWWyxZsoQ9e/YwZMgQQkND6devHwA+Pj48+eSTTJgwgd9++41Dhw7x1FNPAXD//ffb9htQXZdPaGMfXbzAu/SqmVKZJ8RYOAliSqoENi93AsORK0dYd3YdCgrDrhtm2Rhqm+h7YNReGLoUBnytXY7aY7MEiImpieOCQwtIz0vXbpRKENuwcCWIKcHYv0V//N38LbLPWscBGg+bxAa0p0l+PqnGXBYdWWT14wlwsncA9cmHf8wh1TmfAIOB+3uMq/gBQtRxAzuMZMeBd9jsms6Bg5to09q665qFELXXAw88wMWLFxk/fjyJiYl07NiRFStWmBubnj59Gp2u6NxOt27d+P7773n11Vd5+eWXadGiBYsXL6Zt27bmbV588UUyMzN54oknSElJ4eabb2bFihW4uRU1LP/ggw9wcnJi8ODBZGdnExMTw++//46/fy1541C8H0hVxj6a+nVYOglingxT/lIYU++J2IhYIn0jLRtDbaTTQ1R3u4ZwS+NbaObbjGOpx5h/aD4j2o2QShBbUFWLJkH2XdrHXwl/oVf0DLluSI33V2s5SONhAL1/JEP3pvNmYABz9s/hgdYP1M9GtTYklSA2YjSqbDyrjXi7O8cFzxZ32DkiIezvrhsfJCrPmVydju/Xy/IwIUT5Ro4cyalTp8jNzWXLli3ExMSY71u7di2zZs0qsf3999/PoUOHyM3NZe/evdx1110l7lcUhTfeeIPExERycnJYvXo1LVuWfHPu7OzM5MmTSUpKIi0tjVWrVnHddddZ7Wu0uKr2AzExJSksPSbXFE85S3MSMhJYflyb1GCqPhD2p1N0DG+rVV59e+Bbcg25xSpBEq0zSUhA1mUwLZHwbVzj3ZlGTsdHxRPmFVbj/dVaDtJ4GAC/JvTNyKCBqpCQmcCKEysss1+jAU5s0Mb/nthgs9G/tYEkQWxk9t+rSXRJx1lVGdTp6aqdjRGijlIUhfjGWkfy9fozXLp4ys4RCSFEHWMaR1uVfiBQlDRJOQ35OZaLpxJJmTn751CgFtAluAttA9uWuZ2wvbui7qKRRyOSs5P55dgvRUkQQ672Zl1Ynqmnj3eI1rS4Bs6knWHVqVVA0ejjesuBGg/j1wRXFR5Jzwa05Uo1Hhqwf4k26nd2H/hxhHZpo9G/tYEkQWzk538+BiAuy0DYDcPsG4wQDuSxO16gQQFcdtLzzfKX7R2OEELULeYkSLOqPc4zCNx8ARUuH7dMLKpabDlM6UmQlJwUfjzyIyBVII7IWe/MkGhtCcWsfbMw6PTa7wpAuiyJsQrTUhgLNEWdtW8WRtXIzWE30yqgVY33V+s5SONh08924JWLeDp5cDTlKBvObaj+/vYv0Ub8Xr1MzYajfx2dJEFsYP3xgxx31ro63x/RD5xc7BuQEA7ExcmVW7y0UsM/8nZSkJNp54iEEKIOqe5yGEUpqh6x1JKYrEuQkwIoEFB6UuaHQz+QXZBN64DWdAuVPlGO6L6W9+Hj4sOptFOsOb2mqBokTZqjWpzRACfWaded3Gq0nCE5O5nFRxcDMKLtCAsEV0c4QuNhVy9wD8DHqDIw/HYA8wjjKjOP/i2tksR2o38dnSRBbODL9ZNQFYjJzqPTbS/aOxwhHM4zvd7Czahy3EXPgmUT7R2OEELUDVmXIbtwiYKp0WlVmBInlhqTa0qm+IaDi8c1d2cXZPPDgR8ArQpEkaXDDsnD2cM8VnXG3hmo5r4gUgliUablDNu0SS6cXF+j5QzfHfiOPGMe7YPa07lRZwsGWgeYGg+3u0+7tMUSmKsVNr19xL89zjpndlzYwa4Lu6q+HwcZ/evoJAliZaeuXOKgugOAfj6dwb2WdJMXwoYa+QRxo6K9QF918VcwGu0ckRBC1AGmKhCfMHDxrPrjLT0mt4KqlF+O/cKV3CuEeYVxR4Q0kHdkD7V5CDe9G/su7WO7u7t2o0yIsRwLL2fILshm3sF5gCQYHVZhEqRhVip3N7sbgNn7Zld9Pw40+teRSRLEyj5c9RE5Omial89dd75p73CEcFhP3Po6iqryt7vChnXT7R2OEELUfsXH41ZHA0snQcrvB7LkmPbGblDrQTjpnCxzTGEVAW4B3NVUm7b0i5qm3ShJEMuwwnKGdWfWkZ6fTphXGLeG32qRMIWFmcYfp5zm4TYPA7D27FpSc1Orth8HGv3ryCQJYkWZebnsTNdGvN2thKELrGJTMiHqkY4RHWhbEAjA4oPVXAcphBCiSHX7gZiYxuReOmqZ8aemJq2lxHMm7Qy7L+5Gp+i4K+qua+4XjqdP0z4A/JZ1mlwFSJeeIBZhheUMS48vBbTpPjpF3v45JL8I7TLlFC39W9LKvxUFxgJWnlxZtf1EdAOPBuVv49XINqN/HZg8C6xoyh+zSHEqwN9g4MFbX7N3OEI4vPs6PAfAOrccju2x0Ix0IYSor6o7HtckIAoUHeSmWaZ02lQJUko8y04sAyAmOIYgj6CaH0tYXedGnQn2DCbDmMd6d3dpjGopFl7OcCXnChvPbQSKElfCARWrBAHo3bQ3AMuOL6vafvKzqfAtfl4mnN9Vtf3WMZIEsRJVVVl/WlvH1SfXHa+mPewckRCO794b+hGe70quTscPmybZOxwhhKjdzJUg1VwO4+RadHaypktiCnLhyqnCeFqWuEtVVfML/T7N5E1abVG8ameZl6c0RrUUCy9n+O3kbxSoBbQJaENTv6Y1CExY1VVJkF5RvVBQ2HFhB+czqvDc+v1NyLqoVYN4XzX61zsE/CIhLwNm94Ejqy0Tey0kSRAr+X77as67pOOsqgzqNFIbNSeEKJeiKMQ21jrOr3a6SFrCQTtHJIQQtZShAC4f165XtxIEihIWNR2Te/kEqAZw8QLv4BJ37b+0n5NpJ3HTu3F7k9trdhxhU6az1es93EnNTSk8Cy1qJKIb+IQCZb13ULRmx5VczmBaCmP6WQkH5ReuXWZfgdx0gj2DuTH4RgCWn1heuX2c2gxbvtCu9/8fPL+v5Ojf5/fBU39C01shPwt+eAB2z7XCF+P4JAliJYt2fQjAHVlGwm8YbOdohKg9no59Fr8CHZec9Hy34mV7hyOEELVTyikw5oPeVRtJW13mMblHaxbPpWL9Sa46MWR6k9YzvCeeztWYYiPspqV/S1r4tSBfUVjl6SF9QSxBp4f498q4s/C5E/9upca4nkk/w66Lu1BQ6BXVy3IxCstz9S6aIppyBihKXC09thS1or5M+dnw8zOACtc/As1jSx/96+oND82HdveDsQB++jds/MSKX5hjkiSIFfx16jBHnc4CMCCyP+ilw7kQleXm5EI3754A/FawH0PGJfsGJIQQtdGlY9plg2agq8HLPUuNyTVPhim5FKbAWMCvJ34FpF9BbWVawrTU01P6glhK9D1ww4hrb/cJhYFztPsrYflxrYIgJiSGhh4NLRmhsIarlsTERsTionPhWOoxDl05VP5j/3gbLh/Tlrzc+Xb52zq5wL3/g64jtc9XvQYrXwGjsYZfQO0hSRAr+GLtmxgVhS7ZeXS57UV7hyNErfNc/HhcjXDUxZmfl0tTYSGEqLKajsc1MY/JreFymOTSm7RuTdjKpZxL+Ln60S2sfk8rqK3uiroLRYXt7m4kXJJlrBaTkahddni4aDnDqD2VToCoqmpuOCxLYWqJq5IgPi4+9AjX+kqW2yD17DbYPE273mcKuPtVfCydDuLehjve1D7f/JlWFVKQV73YaxlJgljY+dQr7DXuAuAenxhw87FvQELUQqE+DeioawPAr5f+0BrqCSGEqLyajsc1MT0+5TTk59QgHlMlSMl4TG/S4iLjcNY5V3//wm6CPYO5wUl7vbs8YaOdo6kj8nPg2B/a9ZgnSi5nqKQDlw9wIvUErnpXYpvEWilQYVHFxuSamBJYy08sx2A0XPuYglxtGYxqhHYDoVV81Y75r/+De78AnRPsma/1CcnNqO5XUGtIEsTCPvztfXJ00DQvn7t7vWnvcISotR7vMQFFVfnLw4kdi0fDnoVwYgOU9g9ACFE9RoP2vJLnV91T0/G4Jp5B4OYLqFqpdXWoasmeIIWyC7JZfUqbTiBLYWq33l7NAFiaKpUgFnHqT8jP1JY2hHSo1i6K99rxcvGyZHTCWq6qBAHoHtYdbxdvLmRdYFvStmsfs+59uHhQ+1vdq6xeMhXo8CAMmgfOHnDsd21yTMbF6u2rlrBJEmTatGlERkbi5uZGTEwMW7duLXf7BQsW0Lp1a9zc3GjXrh3Ll5fsiKuqKuPHjyckJAR3d3diY2M5cqSGa1Vrymgg9+gf7EgrLDtTmqDzj7BvTELUYjGR19E+zxuAXxKWwY8jtD/KU9rC/iV2jk6IOmD/Eu35NLuPPL/qIktVgihKsSUx1XytlXkRclIBBQKamW9ee2YtWQVZhHmF0SGoem/0hGO4I6gzzqrK0YJ0Dl2uoHeBqNihFdply7hqTZg0GA2sOKHto3eULIWpNUpJgrjoXbgz4k6glCUx53fBnx9r13t/CB4B1T92i1htyZVHAzi/E2bcqU31gjp5wsTqSZB58+YxevRoJkyYwI4dO+jQoQNxcXFcuHCh1O03bdrEoEGDGDFiBDt37qRfv37069ePvXv3mrd5//33+eSTT5g+fTpbtmzB09OTuLg4cnJqUKZZE4UvJH9e/DDJTiq+BgODLx+TF5JC1MT+JTxXON5xiZcna9zdSdTrtaZr84fI80uImti/RHsepZ0nUa9nq5urPL/qkpy0on4CNe0JAkXNTC9VMwliWgrj1wSc3cw3m17Q927aG6Uab/SE4/Dxj6RHljYe17TESVSTqsLhldr1ltWb6LI1cSsXsy/i6+rLzWE3WzA4YVWlJEGgqFJu1alV5BoKl4gX5BUugzFAdD+I7lvz4zfuDI/+Br5NtBHrX98JGz+tkydMrJ4E+eijj3j88ccZPnw40dHRTJ8+HQ8PD2bMmFHq9lOnTiU+Pp4XXniBNm3a8Oabb9KpUyc+++wzQKsCmTJlCq+++ip9+/alffv2zJkzh/Pnz7N48WJrfznXKnwhuciYypuBWvYtTafjV12OvJAUorqMBljxEp1zcgjJzydPp2NUcBBx4aEs8vLQtlkxtk5kooWwucLnF6gs8PIkLjyUESGN5PlVl5iWwngGVa5BXkUCCxMp1a0EMVelFE2GuZJzhY3ntP4R0rSxDvAOpXdGJqBNJDGq9WfKhMVdOACpp8HJDaJuqdYuTEth4iLicNZLr51awzTOPPsy5Kabb+7UqBPBnsFk5Gew7sw67caNUyBpL7gHwF2TLRdDYHMY8Rs0aguZF2DVq5B2vuQ2deCEiVWTIHl5eWzfvp3Y2KJmPDqdjtjYWDZv3lzqYzZv3lxie4C4uDjz9idOnCAxMbHENr6+vsTExJS5z9zcXNLS0kp8WEThC8lEvY6JgQHmcjVVUXg90F87qyYvJIWoulObIO08F/R6Ep2KRkwbFYXXAwNI1Osg7Zy2nRCiagqfX4l6PW8GBmAs/N8lz686xFL9QExquhymlKU5K0+u5P/bu/P4puv7geOvb9L0vii9S7nPjks5agE5BAHBKdN5bDjUMdycqPzQqWwqnsM5dZ7zmBduOs/JGGqlIDfIaZVb7paWFkrpfSb5/v74NimhLTRtkm/SvJ+PRx4JyTffvBt6fPP+vj/vt1k1k9Y5jZ5RPdsZoNBdZBKXVlcTYbFSWFXI9sLtekfku37URkbTYxwEhjr99GpzNStzVgKN44uFjwiOhJBO2u2SXPvdBsVgX9b0xeEvoHC31gsEYNpfITzOtXFEJsGspWAMbGEDVbvy4c+5bk2CFBUVYbFYSEhIcLg/ISGBgoKCZp9TUFBw3u1t187sc9GiRURFRdkvqampbfp6mmg4kMwxBaCeU8ZpVRRyTUY5kBSiLSoKAc7zsxXgsJ0QwgkNPzfH5Oer47InHVywFAYaKziKDmil+s5qpimq7Uy19CvoIMITCFIVJldVAY3/v6INbEthnJ3y0WBN7hoq6ytJCU9haNxQ18UlPMNWDVKa63C3rWJubd5aSv97O1jrod80GHite+I4uQcs5xuXq/r051y/mA6zYMECSktL7Zfc3NwLP6k1Gg4Qu9abMZxzUGBQVVLrzQ7bCSFaKVxLcl7wZys84dxnCiEupOHnpkxpegggP18dhL0SxEVJkJgeoBigrrxtxzS2niANFSW55bl8f+p7DIqBK3q0reeB8DJGE4TH25fEZB09q3eBaL3KIshtGCDRZ0qbdmHrtTOtxzTpteOLWugL0qdTH/p26ovZamZ5+UFtatf059rUOLdVWvu73kc/57o1CRIbG4vRaKSw0PHNKSwsJDExsdnnJCYmnnd727Uz+wwKCiIyMtLh4hINB4iJFgsLi4rtH9YMqsrComISLRaH7YQQrdRtFEQmk2ixOvxsAdxUWkaixQqRKdp2QgjnNPx8fRERBoDS5G+X/Hz5PFvlhauWwwQEQafu2m1nl8TU1zQezDdUlHx5WJv6l56YTlyoi8u4hX4ikhhWU0tCYBTl9eWsO75O74h8z4EsQIXEwRCV4vTTz9ScYX3eekB67fis6IbpoiXHmjx0ZUI6AF+EhcGURdqyFXdp7edXH/2c69YkSGBgIMOGDWPlypX2+6xWKytXriQjI6PZ52RkZDhsD5CVlWXfvkePHiQmJjpsU1ZWxubNm1vcp9s0HEiCwjUVlXydm8/bJwr5OjefayoqAUUOJIVoC4MRpmqzzq+pqOLr3HwmVGoltkcCG9YnTn1K204I4RyDkV0DruOb0BAA3iwoPOtvl/ZzJj9fPsxqhdOHtNvtHY97NntfkB+de17xYVCtEBQJ4fGoqtq4FEY+pHUskckYgGkRWgWSLIlpA1s/kL5tWwqz/OhyzKqZATED6BXd68JPEN6nhUoQrBau2JmJoqpsDwkmv/d498Zx1ufc5vn251y3L4eZP38+//jHP1i8eDF79+7l9ttvp7KykltvvRWAWbNmsWDBAvv2d999N5mZmTz77LPs27ePRx55hG3btjF37lwAFEVh3rx5PPHEEyxdupSdO3cya9YskpOTmTFjhru/HEdnfVADhUSLhRE1tQ0VIA3fMHIgKUTbpF0F178HkUkkWizcU1yCoqqsCw3h+0G/1B4XQrTJu7mrUBWF0VW1jKypa/zbFZms/dzJz5fvKs+H+iowBDRWb7iCLaFiW2rTWmf3A1EU9hTv4WjZUYKNwUzsOtF18Qn9RWhnpa8MiAVg7fG1lNaW6hmRbzHXwcFvtNtt7AdiG08sCUYf1lISZPPrJB7fzog6bcnql0e/cm8c53zOdeT7n3PdngS54YYbeOaZZ3j44YcZOnQo2dnZZGZm2hub5uTkcOLECfv2o0aN4oMPPuCNN95gyJAhfPrppyxZsoSBAwfat7nvvvu48847ue222xgxYgQVFRVkZmYSHBzc5PXd7qwPag7kQFKI9ku7CubtgpuX0e3q1xlcFw7Av05t1jkwIXzXieM7WWsqBuCSPvPg5mVw7Vva9byd8nfL19mWq3TqrvVpcJXYNlaCnNMPZNkhrTpgfOp4wgPDXRWd8AYNx8J9a6rp06kP9dZ6so5l6RyUD8nZqPXdCYuHpIucfvrx8uN8d/I7FBTptePLmkuCnD4EKx8DYHqPaYDW+0VtS6NqZ3Tgz7kBF96k/ebOnWuv5DjX6tWrm9x33XXXcd1117W4P0VReOyxx3jsscdcFWL7pF0F/adr3XErCrW1Ud1G+WxmTAivYjBCj0sBmFIG3x98lFVBNeQeWE1qn/H6xiaED3on60GqDQa61Bn41YTfgdEveqT7D1ePx7Vp65jcooZ4YvtgsVrIPJoJyJnqDikiWbsuz2f60Ct5/szzfHH4C37e9+f6xuUr9ms/G/SdDAbnfy9/eUTrtTMyaSTxofGujEx4UnTDdJiq01BbAaZQWHoXmKuhx1gmjV3IEx+v5mDJQX488yP9Yvq5Nx7b59y3JkPeNrjkDpj8uM9/zpUjH1exfVAb9HPt2se/MYTwRjMzriG1LpBag4H31jypdzhC+JyaytOstGofYsd1mopREiAdj6vH49rYKkFKcrRmp62Op6ESJLYvmws2U1RdRHRQNKOTR7s2PqG/yIYkSNkJe5JrW+E2TlScOM+TBKCNnrb3A3G+iuPsXjtX9rzSlZEJTwuOgqAo7fa2t+DrBXBsvZYM+emLRAZFMT51PNA4CcjtDEZIGabdNgZ0iM+5cvQjhPAZBoOBcfEzAMhS8qgqydM3ICF8zD+X/ZGTAUaizSq3T3tY73CEO7h6MoxNWJx2cI4KxYda9xxVbaxMie1jP2Cf0n0KJlcu1RHeIbKxEiQxLJHhCcOBxgoFcR5FP8KZo2AMhJ7jnX763uK9HCk9QpAxiEldJ7k8POFBe5ZqfZ0Ash6Gza9ptwdeq40rB6b30JKMXxz5AovV4pm4Ynpq18WHPfN6biZJECGET/n95HuJMcPpACOLv3pQ73CE8BmquZ6vS7XRiSMDhhAVGqZzRMItzlp+4lKK4vySmIpCqC0DxUB1ZDIrjq0A5Ex1h9XQGJWaUqirtP8/25p1ivP4sWEpTI+xEOR8rxxbglF67fi4PUvh41lgrW/62Hf/0h4HLu1yKRGBEZysOsn2wu2eia0hAUPxUc+8nptJEkQI4VMiQkK4JFA7u5RZsQXV3MwfCiFEE1+tfIb9QQYCrSpzLn9C73CEO9RXQ2mudruzi5fDAMT21a5bmwSxbRfdjdUnNlJlriIlPIUhcUNcH5vQX3Ak2D6Al53g8u6XYzKYOHDmAPuL9+sbm7ez9wNxfiqMxWrhqyPaUhpbhYDwQVYLZN4PnKfZaeYDYLUQaAxkcrfJgAdHUXdqSIKcOaJV+fk4SYIIIXzObyc/TrBV5XCggSUrntY7HCG8n6qy5OhHAFxkTqF/cg+dAxJuUXwYULX15GFxrt+/rc/I6dYmQRr7gdjOVE/rMQ1FOXfcougwbNUg5flEBkYytstYQKpBzquqGHK/1W73neL007cUbOFU9SmigqIYkzLGxcEJjzm2Ecryz7OBCmV52nY0NpfOOpZFraXW/fF16gYoUFcBlUXufz03kySIEMLn9EzowjBzFwD+e+xTnaMRwvv98N1nfBtkBuD6kX/UORrhNmc3RXVHosHZ5TAN/UDOxHRlQ94GQJbCdHi2UZplWjNU2//3l4e/xKpa9YrKux1cCaoV4n/SOB7VCfZeO92k145Pqyh0arthCcNIDEukor6CtcfXujGwBgFBEKUde3eEviCSBBFC+KQb0x9AUVW2B5vZ9v1/9Q5HCK/2/ra/oSoKA2rDmTxknN7hCHdxV1NUm7OXw7SmHLqhEuRroxmzamZAzAB6Rvd0T2zCO5w1JhcaeheYIiisKvRc7wJfY58K43wVSI25hhU5Wq8dGTvt48ITnNrOoBiY1mMaAMsOeWpJTHft+swRz7yeG0kSRAjhk8YPHs/gWq2x4z+3PKdzNEJ4r1O52awylQBwec/Z+gYj3MveFNUN/UBAa4ynGKCuvHVnLRsqRr6o1A6YpQrED5xTCRJkDGJyd613gcfGefoSSz0c1JIY9HN+NO7q46uprK8kJTyFofFDXRub8KxuoxomLLVUxadAZIq2XQPb79R1eesorS11f4z25qiSBBFCCN1M7TELgA0Bp8kr+FHnaITwTu+seJBqg4GUOiO3Tvi13uEId3J3JUhAUOOZwKIL/M6tr4aSHHIDjGSXHcagGLiih/Mf8oSPOacSBBorFJYfXe6Z3gW+JOdbbZpOaGdIGeb007841Nhrx6DIxzqfZjDC1L80/OPcREjDv6c+pW3XoE+nPvTt1Jd6az3Ljy13f4xnN0f1cfLTIoTwWb+47Hf0qFWoNSi8sVzG5Qpxrtryk3xt1dbuZkRfQYBR/ux3WKrqvvG4Z2ttX5DThwCVL6M7AzAycSRxoW5o1iq8yzmVIKD1LkgITaC8vpx1x9fpFJiXso3G7TPF4cNta5TUlLA+Txt7LkthOoi0q+D69xp/jmwik7X7065q8hTb/71HKq1iGpYzSk8QIYTQjzHAyPjI8QCsrt9NTW2lvgEJ4WX+/eUfORlgJMoMc6/4k97hCHeqPAW1pYDSeKDqDrYES0PT0xadPoAKfBGuLVuUpTB+wl4J0pgEMSgGpvXUehfIkphz/Pi1dt2GfiDLjy2399rpFd3LxYEJ3aRdBfN2wc3L4Nq3tOt5O5tNgEDDxC0Uthdu50TFiWa3cRlZDiOEEN7h19MfI9ZspTjAwJtfPaJ3OEJ4DbW+hi9KtVF6wwIuonN4uM4RCbeyVWZEp4IpxH2vY0uCXGg5TNEB9gSaOKJYCDIGMbHrRPfFJLyH7Qx2eQFYLfa7p/fQzlavOb7GM70LfMHpQ9oSNoMJel3m9NOXHdaaYUoVSAdkMEKPS2HQz7Xr81QJJYYlMjxxOOCBUdS25TBVRVBb7t7XcjNJggghfFp0RDRj0CYWZJ5ajtqaiQVC+IEV3/yVfUFGAq0qcyY+qnc4wt3s/UDc1BTVprXLYYoO2KtAJqROIDxQknB+ISxea56rWrTqpAb9YvrRp1Mf6q31rDi2QscAvYhtKUz30RAc6dRTj5cf57uT36GgSK8dYa+0++LwF+49Dg6O1PrXgM9Xg0gSRAjh83512aMEW60cC7SyZOM7eocjhP5Ulc+OfALAIHMqA7v00Dkg4Xa25SnuaopqYxuTW5KjNT9tgaVoP1+FaUkQOVPtR4wBEJ6o3S7Ld3jIVg1iq2Dwe/tto3GnOv3UL498CcDIpJHEh8a7MirhgyZ1m4TJYOJgyUF+POPmQQEdpC+IJEGEED6vb4/BjKrtBMCne97UORoh9Ldnx7/ZGGwF4NrhD+gcjfAITzRFBQiLheAoQG35IFhV2VxxjKIAI1GmcEYnj3ZvTMK72JfEOPYnmNZD6wuyrXAbBZUFno7Ku1SXQM4m7baT/UBUVbX3VrElloR/iwyMZFyXcYAH+u50kAkxkgQRQnQIPxt0B4qq8kNgOdsPfat3OELo6l/bX0JVFPrWRHDl0LF6hyM8wVPLYRTlwktiyk/wRZB2iDm1+1RMRpN7YxLeJcI2IcaxEiQpPInhCVrvAlslg986tBKsZojt53Qj433F+zhcepggYxCTuk1yU4DC19iXxBz5Aqtqdd8LdZDmqJIEEUJ0CONH3cjwGq1x1FvrntA5GiH0czpnMytMZQBM6PkbFEXROSLhdpZ6OHNUu+3uShBoXBLTQhKkunA3K8JCAZjeu/mJBqIDi2yYEHNOEgQal0b5/ZIY21SYfs4vhbG9d+O6jCMiMMKVUQkfdmmXS4kIjOBk1Um2FWxz3wtJJYgQQngRReHy+J8CsEU9SkFZoc4BCaGPxSseodpgIKkugNsm3Kx3OMITzhzVziqbQhtHlLpTbEO1yenmkyBrji2nymAgBRND44a6Px7hXSKaXw4DcHm3yzEZTBw4c4D9xfs9HJiXsFrgwHLttpP9QCxWC18d0XqJyNhpcbZAYyCTu00G3Dwlxt4TRJIgQgjhFX4+7Y/0rbVQa1B46auH9A5HCI+rK83jK/UoACOjriQwoOWxeqIDsVVkdO4FBg8c2tkrQZpvwLfs1A4ApoX3kEokf3SeSpCooCjGdtGW6Ll9nKe3yt0C1WcgOBq6jHTqqVsKtnCq+hRRQVGMSRnjnviEz7JVWi0/upxaS617XsS2HKb0OJjd9BoeIEkQIUSHYQoOZXzgUADWVn5LrQ//chaiLT7+6k8UBAQQZYa7rrhf73CEp9j7gXhgKczZr1N0EM4Zx3im5gwb6k4CcGWSfEjzS+epBIHGD2pfHfnKvb0LvJVtNG6fydo0HSfYml5O7jZZeu2IJoYlDCMxLJGK+grWHl/rnhcJiwNTGKBqU8J8lCRBhBAdyi+nPk6c2UKJUeX1b17QOxwhPEatrWRp2WYABhuGER8RrnNEwmNslSCe6AcC2plAxQB15VDhuPRw+dHlmIEBtXX0TLnEM/EI72KvBGk+CTK2y1giTBEUVBawvXC7BwPzErYkiJNTYWrMNazIWQHIUhjRPINisE9hctuUGEXpEM1RJQkihOhQOif2YmJ9AgBf5nyMes5ZSiE6qtWrnmZvUAAmq8pvJj2idzjCk043jMf1VCVIQBB06q7dPmdJzLJDSwGYXlHZuGxG+BdbJUhdOdSWN3k4yBjE5d0vBzwwztPbFB+BU/tAMUJv5ya7rD6+msr6SpLDkhkaP9Q98QmfZ6u0Wnt8LaW1pe55kRjfb44qSRAhRIfz80v+QIjVSp6plv9+7+cd6IV/sFr55OhnAKTVd+Pi1O76xiM8y54E6eW512xmTG5ueS7ZRT9gUFWusJggrLPn4hHeIygcgiK12y1Ug9gqGdzau8Ab2abCdBsFIdFOPdWWMJreczoGRT7Cieb17dSXvp36Um+tJ+tYlntexDYhpviwe/bvAfITJITocPoNuYIJ1dpa2Q92/E3naIRwv/073mN9sHb7Z8OkF4hfqS6BylPa7c69Pfe6sU2TIF8e/hKAkTU1xMd4qCpFeCd7X5CmzVFB612QEJpAeX05646v82BgOrMvhXFuKkxJTQnrj68HGs/0C9ESt4+iluUwQgjhhRSFaT1+iaKq7DWe4vv8vXpHJIRb/XP731EVhV41UVxz8aV6h+M2r7zyCt27dyc4OJj09HS2bNly3u0/+eQT+vfvT3BwMIMGDeLLL790eFxVVR5++GGSkpIICQlh0qRJHDjQ/NjX2tpahg4diqIoZGdnu+pLaj9bFUh4IgRHeu51bUmQhqasqqrap31Mr6jy3NIc4Z0iG5IgLVSCeKR3gbepLYejWiLD2STI8mPLMatm+sf0p1e0Byu+hE+a1mMaCgrbC7dzoqL5n8F26STLYYQQwiuNnXQXo6rNALz8zaM6RyOE+5w5sp6swEoAxnaf3WFHkn700UfMnz+fhQsXsmPHDoYMGcKUKVM4efJks9tv3LiRX/ziF8yePZvvvvuOGTNmMGPGDHbt2mXf5umnn+bFF1/ktddeY/PmzYSFhTFlyhRqamqa7O++++4jOTnZbV9fm3m6KaqNfTmM1hNkb/FejpQeIQiFSZVVno9HeJeIhp+VFipBoPFs9ZrjayirK/NEVPo69A1Y6yGmF8Q6V7VlSxRJQ1TRGolhiQxPHA7Al0e+vMDWbRDTU7s+cxSsFtfv3wMkCSKE6JAUUzCXR2jjGXfU7+ZUVbHOEQnhHu+teowqg4HEOhO3T/iV3uG4zXPPPcecOXO49dZbSUtL47XXXiM0NJS333672e1feOEFpk6dyh/+8AcGDBjA448/zsUXX8zLL78MaJULzz//PA8++CBXX301gwcP5r333iM/P58lS5Y47Ourr75i+fLlPPPMM+7+Mp1nH4/rwaUw0Nj0tCQX6qvtZdfjzQGEq6okQfzdBSbEAPSL6Ufv6N5a74Kjbupd4E1s/UD6XeHU0/Iq8thxcgcKClO7O1dBIvzX9B5uXBIT1QUMJrDUQVnLiU5vJkkQIUSHdeW0R+hfW0edAZ7L+ove4QjhcvVnjrJMzQVgaORPCQkM0Dki96irq2P79u1MmtQ4TcFgMDBp0iQ2bdrU7HM2bdrksD3AlClT7NsfOXKEgoICh22ioqJIT0932GdhYSFz5szhn//8J6GhoReMtba2lrKyMoeLW+lVCRIWC8FRgIrl9EG+OvIVAFeWnG6IRybD+DX7cpjzf0CyVTbYllJ1WFZLYxLEydG49l47SSNJCEtwdWSig7q8++WYDCYOlhxkf/F+1+7cYITortptH10S49YkSHFxMTNnziQyMpLo6Ghmz55NRUXFebe/88476devHyEhIXTt2pW77rqL0lLH8T6KojS5fPjhh+78UoQQPigopguT1W4ArD39NXXmOp0jEsJFrBY4so6ln8+hICCACLPCvCn36B2V2xQVFWGxWEhIcPwAkJCQQEFBQbPPKSgoOO/2tuvzbaOqKrfccgu/+93vGD58eKtiXbRoEVFRUfZLampqq57XZp4ej2ujKPZEx5YjX1NUXUSUKYLR5SVgCGgcoSv8UyuWwwD2viBbC7ZSUNn8z3KHkLcDqoogKAq6ZrT6aaqq2s/k287sC9EakYGRjOsyDnBT3x0fb47q1iTIzJkz2b17N1lZWSxbtoy1a9dy2223tbh9fn4++fn5PPPMM+zatYt3332XzMxMZs+e3WTbd955hxMnTtgvM2bMcONXIoTwVT8b90fizWbKjBYWf/0o7PwUjqzz2TWMQrBnKTw/EHXxlXxqPgbADRXVpOSv1jeuDuill16ivLycBQsWtPo5CxYsoLS01H7Jzc11X4BWC5w+pN12sseASzQkXlac0CpnLu88CBNoTfOMJs/HI7zHBRqj2iSFJ3Fx/MUArMxZ6e6oLqwhwezyY4UftUopek906mfjSNkRDpcexmQwManbpAs/QYizTOupJRlX5KxAVVXX7tzeF8Q3kyBuq5vdu3cvmZmZbN261X725KWXXmLatGk888wzzTYXGzhwIJ999pn937169eLJJ5/kpptuwmw2ExDQGG50dDSJiYnuCl8I0UHE9hvH1csV/hEFy/M+5TdbX0YBbb3y1L9A2lV6hyhE6+1ZCh/PAlSygwLZFRREoFXlptLT2v3Xv9chv6djY2MxGo0UFhY63F9YWNjisUBiYuJ5t7ddFxYWkpSU5LDN0KFDAfjmm2/YtGkTQUFBDvsZPnw4M2fOZPHixU1eNygoqMn2blOaC5ZabW12dDfPvObZYntjBVZXaAfBEwNiG+6XpTB+z1YJUnkSLGYwtvyR47Kul7Hj5A5W5a5i5oCZHgqwGXuWQub9jkt4XHWs0MZ+IKtyVgHaUpiIwIj2xSD8zujk0QQaAsktz+VQySF6d3Jhstw2Iab4sOv26UFuqwTZtGkT0dHRDuWjkyZNwmAwsHnz5lbvp7S0lMjISIcECMAdd9xBbGwsI0eO5O233z5vdsvj63OFEN5j7/+YVXKCEKuVfUGB/DMynAKjUTs79fEs7aBHCF9gtWgH6Gh/796IjgJgYlUVnW1nKzMf6JBVToGBgQwbNoyVKxvPFFutVlauXElGRvOl5RkZGQ7bA2RlZdm379GjB4mJiQ7blJWVsXnzZvs2L774It9//z3Z2dlkZ2fbR+x+9NFHPPnkky79GtvEthQmpqe2RtvTYvuyNzCQk2o9oQGhjLRN1dGjKkV4l7A4bVmUaoWKwvNuOiF1AgDbC7brNyXGlmA+t4eJK44VSnKhcBcoBujtXDXH6tzVAEzoMqHtry/8VqgplPSkdABWH1/t2p3LcpjmFRQUEB8f73BfQEAAMTExLa7fPVdRURGPP/54kyU0jz32GB9//DFZWVlce+21/P73v+ell15qcT8eX58rhPAODR8ao61WBtZq/UD+2jmGKanJ/Ce8ocFhB/3QKDqgYxvtB+hvRkWwPiQYgMywUP4THgaoUJanbdcBzZ8/n3/84x8sXryYvXv3cvvtt1NZWcmtt94KwKxZsxyWrdx9991kZmby7LPPsm/fPh555BG2bdvG3LlzAa2/2Lx583jiiSdYunQpO3fuZNasWSQnJ9uX2Hbt2pWBAwfaL337ahUOvXr1okuXLp59A5pT1JAE0WsSS+c+fBMaAsDolNEE2pIyUgkiDAYIb6jSKj//kpiukV3pFdULs2pm/fH1HgjuHOckmB013NeeY4UfM7Xr1HQIjWn104qqi/j+1PcAjEsd17bXFn5vQlctgWarKnIZWyXImaPg6qU2HuB0EuSBBx5otjHp2Zd9+/a1O7CysjKmT59OWloajzzyiMNjDz30EKNHj+aiiy7i/vvv57777uOvf/1ri/vy6PpcIYT3aPjQWGA0si24sTzdqig8GhtDgdHQoT80ig6m4WxqgdHIC52itcaUgGr/fjY6bNfR3HDDDTzzzDM8/PDDDB06lOzsbDIzM+2NTXNycjhxovHD1qhRo/jggw944403GDJkCJ9++ilLlixh4MCB9m3uu+8+7rzzTm677TZGjBhBRUUFmZmZBAcHe/zraxO9xuPaxPRgdZiWUJ4Qe1FjUsbTTVqFd2rlhBiA8anjgcbKB486K8HcvHYmmO1TYZwbb7vu+DpUVNI6p5EYJi0ARNvYmqP+UPQDRdVFrttxp4YlmLVlUFXsuv16iNM9Qe655x5uueWW827Ts2dPEhMTOXnypMP9ZrOZ4uLiC/byKC8vZ+rUqURERPD5559jMp2/gVB6ejqPP/44tbW1za7D9ej6XCGE92j4MJhjCkBt+MBoY1UUck0BJFosHfZDo+hgwrUP+zsDA+0JEBuH7+fwjjtCce7cufZKjnOtXr26yX3XXXcd1113XYv7UxSFxx57jMcee6xVr9+9e3fXN5drD73G4zY4Xn2KHwNNGFWVsUoYlB3XNR7hZSIakiAXqAQB7Wz1W7veYl3eOuot9Zg82Vi3tccAbTlWqKuEI2u1204mQb7J/QZoXC4kRFvEh8YzKHYQO4t2sjp3NT/v+3PX7NgUApEpWoKw+DCEdXbNfj3E6SRIXFwccXFxF9wuIyODkpIStm/fzrBhwwCtwZjVaiU9Pb3F55WVlTFlyhSCgoJYunRpq87GZGdn06lTJ0l0CCEcNXwY7FpvxqCqWM/64GhQVVLrzQ7bCeHVuo2CyGS2BFQ1eUj7frZoByTdRukQnNCFXuNxG6w5vgaAi2pqiTq0WrsztLNTJf+iA4tsaI7aikqQQbGD6BzcmdM1p9lWuI2M5NaPkW231h4D7Pin9v3dY2zre/AcXq01L+7UHeL6tTqkanM13+Z/C0gSRLTf+NTxrk+CgLYkpixPmxCTOsJ1+/UAt/UEGTBgAFOnTmXOnDls2bKFDRs2MHfuXG688Ub7ZJi8vDz69+/Pli1bAC0BMnnyZCorK3nrrbcoKyujoKCAgoICLBZtHd7//vc/3nzzTXbt2sXBgwd59dVX+fOf/8ydd97pri9FCOGrGj40JlqsLCwqxnDWGdxhNbUkWqzyoVH4DoORkqG/4n8R4QAoDd/PBlVlYdEZrQpk6lP6NMgUnldXqR18gm6VF7Y15hOqqhv7Hkg/EGHjRCWIQTHYl8SsynVx74ILCYvXmrheyJHV8M8Z8PwgWPlY4/Kv5thG7X77qvbvPpObVPCdz7f531JjqSE5LJm+neRnSrSPLZH27YlvqapveiKlzWK6a9c+2BzVbUkQgPfff5/+/fszceJEpk2bxpgxY3jjjTfsj9fX17N//36qqrT/jB07drB582Z27txJ7969SUpKsl9sfTxMJhOvvPIKGRkZDB06lNdff53nnnuOhQsXuvNLEUL4IoNRG20HXFNRxde5+dx3Wlu3+H1QEKeMBvnQKHzKO4e/ptJgoHdtPV/n5vP2iUK+zs3nGkNUhx2PK1pgqwIJidGl8qK0tpRthduAhiSIbamAXv1JhPdxohIEHPuCeGzZ2cEV8NblYDW3sIGiXSY+AsNnQ3CUlnxc9yy8PAzenATb3obqksan7FkKzw+ExVfC0XXafbs+c2rCjG2Sx/jU8ShOJE+EaE7v6N6khKdQa6ll04lNrtuxvTmq7yVBnF4O44yYmBg++OCDFh8/d23t+PHjL/hLb+rUqUyd6tyaOiGEH0u7SvtwmHk/iWX53FRWwfKwMLKDg3iu52Uskg+NwkdUHt/K54ZTgJHeUbNIuvxSkioKtVLubqMkmedvdO4Hsj5vPRbVQq/QJFLNOY0PSCWIsLElQVpRCQKQnpROsDGYE5Un2H9mP/1j+rsvNlWFTa9A1kPaGN/UdLjoJli9yDFpE5msnSyxHStM+TP8+BVk/1tLoBzfql2+egD6T9fGVa97liaTZqqKtVG7rUhWW6wWe4NYW2JIiPZQFIUJqRP4195/sSpnFRO7TnTNjmN6atfFh12zPw9yaxJECCG8QtpV2sHJsY0oFYXMWPMC2cElZNX9yH3VJXQKidY7QiEu6L0VD3LGaKRzvZF7f3Y3RIbpHZLQk879QGwf0iakToDdmxsfsNRpSwEkKScizpoOo6oXXA4SEhBCRnIGq3JXsSp3lfuSIPU1sOz/4PuGE7UX3QTTn4OAIBg6U5sC01KC2RQMP/mZdikvhJ0fawmRk7th93/O86IqoGijdvtPP+/Px86inRTXFBNhimB44nCXfMlC2JIga4+vxWK1YHTF7+iYhkoQWQ4jhBBeymCEHpfCoJ8z+apX6FtbR61B5a8rntI7MiEuqO7Ufj61aGfbBwVPI0ESIP7NaoGjG7TbBqP2bw+qt9SzPm89AOMNEWhLBhp887i2FMCJ0n/RQdkqQeqroKa0VU+x9S6w9ZtxufICeHe6lgBRGpbMXvWylgABh2MFelx6/mReRAKMuhNu3wC/XQsDfnqBF2/dqF1bT5QxKWMwGTw4JUd0aBclXEREYARnas/w/anvXbNT23KYypNQW+GafXqIJEGEEH4noutgplm6AvBN0VdU1lXqHJEQ5/fv5Qs4GRBAlFnh/6bep3c4Qk+2fgNHG8Zu7ljs8aTD1sKtVNRX0DkgnEFfPkiT0v+yE1rpvyRC/JspBIKjtdutXBIztstYFBT2Fu+loLLAtfHkbYc3xkPeNi2umz6DS37nVMPSZikKJA2BtBmt2/4Co3btVVZdZSqMcB2TwcTYLmOBxu+xdguJhpBO2u0zR12zTw+RJIgQwi9dPWURXevrqTRYeWHVs3qHI0SLzCXH+bB6LwADDOPoGRutb0BCP3uWasmFcxtNejjpYDtLP76iDMO5CRDAnhTJfMDjVSrCyzjZHLVzSGeGxA0BXPhBDeCHj+HtK7RkTGw/mPMN9HJxkqG1o3bPs92xsmMcLj1MgBLA6JTRLgpMCI1bJjD5aF8QSYIIIfxSbM/hXFGbCMCXef+hzlKnc0RCNG/J8gc4bgog3AJ3Tn5Q73CEXqwWyLyfJlUXgCeTDqqq2idXTCgpOt+WrSr9Fx2cE2NybWwVEC5JglgtkPUw/GcOWGqh71T4zQro3Kv9+z5Xt1ENSZ+WKksUiEzRtmuB7WsenjicyMBIV0co/NyY5DEEGAI4WnaUI6Uu6uPhoxNiJAkihPBbV094ggSzmVKjhdfXvax3OEI0oVae5v3S7QD0s45gcEorzzSKjufYxgucTfdM0mFf8T4KKgsIMZhIr6m98BMuUPovOrhIW3PU1idBbGerNxdspqKulX0GrBY4sg52fqpdWy1aH5J/3wgbXtC2GTMfbvwAgt2UXDA09BgBmiZCGv499anz9hn5JucbQKbCCPcIDwxnZOJIwIXVID7aHFWSIEIIv5WaNoYpNZ0B+M/hf2G2mnWOSAhHmSse4mBgAMFWmDPhEb3DEXpqbTLBzUkH25nqjE5pBKvNVaWco7VLBETHFGEbk9u65TAAPaN60j2yO2armQ35Gy78BFufnMVXwmeztevn+sPL6XBgOQQEw7VvwaSF7p9alHaVNgbXlvyxiUy+4HjcMzVnyD6VDTQ2iBXC1WzfWy5bbiaVIEII4XuuHrWQThYLRcZ6/vXtW3qHI4SdWlvBe4XamZp+dWmM7tVV54iErlzQb8AVbGcPx/f9WbtL/4UfaEMlCDjRu6ClPjkVJ6HiBITEwK8ztWkvnpJ2FczbBTcv05IvNy+DeTvPmwABWHt8LVbVSr9O/UgOT/ZQsMLf2H62sk9mc7r6dPt3KD1BhBDC9/S96HIur9JKYz/c9yZW1apzREJo1q16gl1BAZisKr8Y9Yje4Qi9uaDfQHsVVBawt3gvCgrjuk5od+m/8ANtqASBxrPVa4+vpd5a3/xG5+2T0yAgCBIHO/XaLuHMqN0GMhVGeEJiWCIDYgagorL2+Nr279C2HKb0OJh9p7+eJEGEEH5v+og/EWa1kmesYcl3/9Y7HCHAXMe7x7RJH31qezBtYH+dAxK6c0G/gfaynZUfGj+UmOCYdpX+Cz/RxkqQIXFD6BTUifK6cr4r/K75jS7YJwetIasPNOettdTal/5IPxDhbrYko0v6goQngCkUVCuU5rZ/fx4iSRAhhN+7OP2nTKwMBeDd7BdRW7POXQg32r7+WbYGGzGoKjMufghFaensv/ArOicd7Geqz+5X0MbSf+EnbJUglafA0kJFRzOMBiNju4wFzvNBzUv65LjC5hObqTZXEx8aT1pMmt7hiA7OVm20KX8TNeaa9u1MUaBTd+22DzVHlSSIEEIAUwbeQ5DVyhFjFSt3/1fvcIQ/s1p4e/8HAPSpTuaG4SN0Dkh4FZ2SDuV15Wwp2AI0c6a6DaX/wk+EdgaDCVChvMCpp559trrZkxNe0ifHFWyJngmpEyTpLdyuX6d+JIUlUWOp4dsT37Z/hz7YF0SSIEIIAVw67gbGVQYD8I8tf9U5GuHP9m19g7XBoKgql6fdj8EgB8TiHDokHTbkb8BsNdM9sjs9onq4/fVEB2EwnLUkxrm+IBnJGQQaAsmryONgycGmG3hBnxxXsKpW1uSuAWQqjPAMRVHsyWyXTImxVYL40IQYSYIIIQTaH4SJfeYSoKrsMZax+UCW3iEJf6Sq/CP7dQB6VXfm1tFyQCy8w6qcxjPVQjiljc1RQ02hXJJ8CdDCkhiHPjnn8p3mvLuLdnOq+hRhpjBGJErln/CMs5Mg7R4KYGuOKsthhBDC90yddDOjK00AvLr+SZ2jEf4o54cPWRlkBmBMz7sJDJA/00J/9dZ61uWtA2RyhWiDNjZHhcakW4tnq219cpRzEh0+1JzXluAZnTyaQGOgztEIfzEiYQThpnBO15xmZ9HO9u2sU0MSRCpBhBDC9xiMBsZ1/Q2KqrLdcJpdPtBRXnQsr2/5GxZFoUd1BL+fcLXe4QgBwI7CHZTXlRMTHMPgWB3GjQrf1sZKEIBxXcYBsLNoJyerTja/UcowUC2AAle94nPNeW1JEJkKIzzJZDQxJmUM0Fjp12b2niBHwNrOqhIPkSSIEEKc5eqpv2NklXZG6ZXVD+scjfAnhfu/IjOgCoARSbcREujdJdzCf9jOwo/tMhajly8tEF6oHZUgcaFx9sTbmuNrmt8od7N2nTgILr7Jp5rz5pbncrDkIEalcRqOEJ5ywUqr1opKBUMAWGq1sdQ+QJIgQghxlkCTkdEJMwHYqBZwtOB7nSMS/uIf65+kzqCQWhPMnZf/Uu9whABAVVU5Uy3aJ6IhCdLGD0e277sWz1bbkiBdL2nT/vVk+/B5ccLFRAVF6RqL8D9juowhQAngUOkhcspy2r4jY4CWCAGfWRIjSRAhhDjHjVfO56IqBaui8FLWAr3DEX6gJGcj/zOcAWBwp5uIDpV14cI7HCg5QF5FHkHGIDKSMvQOR/iiyIblME5Oh7Gxna3efGIzVfVVTTfIaRjxmZrepv3ryZYEkYbDQg+RgZEMSxwGtNB82Bk+1hxVkiBCCHGOkKAARkZfC8AqSw6Fp3/UOSLR0b31zcNUGQwk1Zr4v6m36R2OEHa2s++XJF1CqClU52iETzq7EkRVnX56r+hedAnvQp21jo355/TqqquEgoamjj6WBCmtLWV74XZAqqyEfmwJuPYnQWx9QQ63MyLPkCSIEEI041dXLWBANdQrCi9n/kHvcEQHVlW4i8+t2hnStNAZJESG6ByREI3kTLVoN1sSxFwD1WecfrqiKPapRE0+qOVt15qiRqZAdGp7I/WodXnrsKgWekf3JjXCt2IXHYctAffdye8oqSlp+458bEKMJEGEEKIZUWGBDAubBsDXdYc4U3JU34BEh7U464+UGo3E1Rm4e+r/6R2OEHYnq06y6/QuFBTGpY7TOxzhq0zBEBKj3W5jXxBbEm7t8bWYrebGB2z9QFJHtidCXdiqrCTBKPSUEp5C3059sapW1uatbfuOZDmMEEJ0DLf89GF61KpUGxRey7xP73BEB1R75hgf1x4EoH/A5fSIjdA5IiEa2apABsUNIjYkVtdYhI+z9wVpWxLkoviLiAyMpKS2hO9PndWwPMeWBPGtpqh1ljo25G8AJAki9OeSKTGdzkqCtGHZm6dJEkQIIVqQEB3GRQGXAfC/qt1UVhToHJHoaD5cfj9FAUY6mRVunyJNeIV3sS09kA9pot3sfUHa1hw1wBBgHyFrnxJjtcLxLdptH6sE2Vqwlcr6SuJC4vhJ7E/0Dkf4Odvv+PV566m11LZtJ526a9e1pW1a9uZpkgQRQojzuPnKR0mpUyk3GnjrK+kNIlzHXHGSf5f/AEBfyygGJXfWOSIhGlXVV7H5hHaWXZIgot0iG5IgbawEAccGjqqqQtF+qCkFUygkDnJFlB5jSzCOSx2HQZGPY0JfaZ3TiA+Jp9pczZYTW9q2k8DQxmSnDyyJkZ86IYQ4j57xnRjMKAA+K99BbdVpnSMSHcWSrD+SZzISYYFfT3xI73CEcLAhfwP11npSI1LpGdVT73CEr4tM0a7L8tq8i9EpozEZTOSU53Ck9EjjaNyUYWA0uSBIz1BVVRoOC6+iKIq9QWq7psT4UHNUSYIIIcQF/GrqE8TVqxQbDbz/9f16hyM6AGtNGf8s0kY99q0byqheKTpHJISjsz+kKYqiayyiAzh7TG4bhZnCGJmkLXtZlbsKcm1LYXxrNO7e4r0UVhUSEhBCepJvxS46LtsEpjW5a7Cq1rbtxIeao0oSRAghLmBQajw/MQ8D4MPiTdTv/xp2fgpH1oHVonN0wqdYLXBkHVmf38LhQCOhFpXrRz+sd1RCODBbzaw5vgZoHJ8oRLu0szGqzYQuZ43KzW2oBOnqW01RbWfaRyWPIsgYpHM0QmhGJo4kNCCUk9Un2XN6T9t2Yk+CHHZdYG7i1iRIcXExM2fOJDIykujoaGbPnk1FRcV5nzN+/HgURXG4/O53v3PYJicnh+nTpxMaGkp8fDx/+MMfMJvNLexRCCHa75cTH6eT2cqJAAOZ/7sFPpsNi6+E5wfCnqV6hyd8wZ6l8PxA1MVXsrhsFwA/L6/hCmMbDzaEcJPsk9mU1pYSFRTFRfEX6R2O6Aja2RjVxjaq+YdTP1BkG13fZXi79ulpshRGeKNAYyCjU0YD7VgSI8thNDNnzmT37t1kZWWxbNky1q5dy2233XbB582ZM4cTJ07YL08//bT9MYvFwvTp06mrq2Pjxo0sXryYd999l4cfljNpQgj3yajPZlZZGQCvRUXxbXAQBUajdlbr41mSCBHnt2ep9n1Sls9XoSHsDA4i0Grl1tJilI9vlu8f4VVsB8BjU8YSYAjQORrRIdgqQapOg7mN0yeAxLBE0jqnoaKyNjQE4gZASCcXBel++RX57Cveh0Ex2KfdCOEtzm4+3CayHAb27t1LZmYmb775Junp6YwZM4aXXnqJDz/8kPz882eBQ0NDSUxMtF8iIyPtjy1fvpw9e/bwr3/9i6FDh3LFFVfw+OOP88orr1BXV+euL0cI4c+sFsi8n+vLygmyWskJNDEnKYEpqcn8JzxU2ybzAVkaI5rX8P0DKv8JD+P++FgA6hSFtaHB2jby/SO8hKqqjaNxu8qZauEiIZ3AtvSjHX1B4KwPaqEhPjca11YFMjRuKJ2CfSd5I/zD2C5jMSpGDpw5wPHy487vwFYJUlEAdZWuDc7F3JYE2bRpE9HR0Qwf3liiNmnSJAwGA5s3bz7vc99//31iY2MZOHAgCxYsoKqqymG/gwYNIiEhwX7flClTKCsrY/fu3a7/QoQQ4thGKMunymCg7qwGgVZF4dHYGAqMBq3j/bGNOgYpvFbD90+B0cgjsTFg+x6S7x/hhQ6XHia3PBeTwcSo5FF6hyM6CkVxyZhcaEyCfBsSTHWXYe2NzKPsCUZZCiO80NlLIG0JO6eExkBwtHb7zFEXReUebkuCFBQUEB8f73BfQEAAMTExFBQUtPi8X/7yl/zrX/9i1apVLFiwgH/+85/cdNNNDvs9OwEC2P/d0n5ra2spKytzuAghRKtVFAKQYwpAPWdKglVRyDUFOGwnhIOG74tj8v0jfIDtQ1p6UjphpjCdoxEdSkTDkph29gXpG96VZLOFGoOBb4MCXRCYZ5TXlbOtYBsgVVbCe9kSdG1KgoDPLIlxOgnywAMPNGlceu5l3759bQ7otttuY8qUKQwaNIiZM2fy3nvv8fnnn3Po0KE273PRokVERUXZL6mpqW3elxDCD4Vridau9WYMqurwkEFVSa03O2wnhIOG74u8gKa9FeT7R3gbOVMt3MZFlSBKwQ+Mr9SqxFeV7G1vVB6zPm89ZtVMj6gedIvspnc4QjTL9rt/W+E2SmtLnd+BjzRHdToJcs8997B3797zXnr27EliYiInT550eK7ZbKa4uJjExMRWv156ujY/++DBgwAkJiZSWOh4tsz275b2u2DBAkpLS+2X3NzcVr++EELQbRREJpNosbKwqNghEXJ5ZRWJFitEpmjbCXGubqOoj0ji7Sitv5XS8P1jUFUWFhXL94/wGkXVRew8tROAcV3G6RyN6HDsE2LalwQh91smNCyVX3N8DRYf6ackCUbhC1IjU+kd3RuLamF93nrnd+AjlSBOt/yOi4sjLi7ugttlZGRQUlLC9u3bGTZMW6/3zTffYLVa7YmN1sjOzgYgKSnJvt8nn3ySkydP2pfbZGVlERkZSVpaWrP7CAoKIihI5nALIdrIYISpf4GPZ3FNRRWjqmt4PzKcd6Oj2BQSTKlBIWrqU9p2QpzLYOTfcakcUwvoZLHwbn4hpwOMpNabtQQIgHz/CC+wJncNKio/6fwTEsKkMkm4mG1CTFn7lsOQu4VhNbVEGAIprilmZ9FOhsYPbXd47lRvrWf9ce0DpSRBhLcbnzqegyUHWZW7iuk9pzv35Jie2nXxYdcH5kJu6wkyYMAApk6dypw5c9iyZQsbNmxg7ty53HjjjSQna78E8/Ly6N+/P1u2bAHg0KFDPP7442zfvp2jR4+ydOlSZs2axdixYxk8eDAAkydPJi0tjV/96ld8//33fP311zz44IPccccdkugQQrhP2lVw/XsQmUSixcK8M6X0rqujzGjk7wndYcBP9Y5QeKnyU/v4h1k76J9dUktPs5kRNbUkWizah4Lr39O+v4TQmW0N+PjU8XqGIToqV1SCqCrkfIsJGBM7FGjHOE8P2l64nfL6cmKCYxgUO0jvcIQ4L9vfgPV566m31Dv35I66HMYZ77//Pv3792fixIlMmzaNMWPG8MYbb9gfr6+vZ//+/fbpL4GBgaxYsYLJkyfTv39/7rnnHq699lr+97//2Z9jNBpZtmwZRqORjIwMbrrpJmbNmsVjjz3mzi9FCCG0D6rzdsHNyzBe+xZD1GkAfBxUT+4PH+gcnPBWf8+8ixKjgcQ6hf5XrYObl8G1b2nX83ZKAkR4har6Kjad2ATImWrhJvZKkLy276P4MFQVgTGQCb2vBnwjCbIqR4txXJdxGKXqT3i5QbGD6Bzcmcr6SrYWbHXuybblMCW54GwCxYOcXg7jjJiYGD74oOUPBt27d0c9a219amoqa9asueB+u3XrxpdffumSGIUQwikGI/S4FIDZKdPY+tG35IRW8Ozmv/D8wOvBaNI5QOFNThz+ho/N+WBQ6KtcS3rvZCBZ77CEaOLbE99Sa6klOSyZvp366h2O6IhsSZDyAq2i45xpWa2Su1m7Tr6I0d3GE7ApgCOlRzhaepTuUd1dFqorqaoqVVbCpxgUA+NTx/PZgc9YlbuKUSlO9CwLT4SAYDDXQGlu4/IYL+PWShAhhOjIUmNCGZJwL4qqsjJI5bu1T+odkvAyz6xeQJ1BoUdVEPdcfY/e4QjRInvTxq4TUNry4VSICwlvGGBgqYOq023bR8632nVqOpGBkQxPHA60Y5ynB/x45kfyK/MJMgaRkZyhdzhCtIp9VO7x1Q5FCxdkMDQuifHiviCSBBFCiHa4f+pVdK/oAsAzBz5CrSrWOSLhLXbteIflRm2556BOt9MzLlzniIRonsVqYe3xtYCcqRZuFBAIYQ3DFdraHDVX6yNIqjZkwfb96s1LYmyxZSRlEBIQonM0QrROelI6IQEhFFQWsK94n3NP9oEJMZIEEUKIdogKNTFxwEKCrCo/BAXw9dfz9Q5JeAHVYubpHc8DkFYezfwrb9I3ICHO44eiHyiuKSbCFMGwhGF6hyM6svY0R60+A6f2arcbkiC2s9XZp7I5U3PGFRG63NlVVkL4iuCAYDKStMolp5OM9uaoR10blAtJEkQIIdrpd+NGklI5FIAXT2+m/pSTGXPR4axc+wTfmawEWlXSez1E53CZXia8l+0Ad0yXMZgM0tdIuFF7xuQe36Zdx/SEcK2iJDk8mX6d+mFVrfZqJm9SUFnAntN7UFAY22Ws3uEI4RRbpZXTy82kEkQIITq+oAAjN416lEizQq4pgH9l3qV3SEJH9bXl/O3QJwCklXfj95Mm6hyREOdnm1xxWeplOkciOrz2VILY+4Fc4nC3rcLCG5fErMnVBj4MjhtMbEisztEI4ZxxqeNQUNhbvJcTFU78zMZITxAhhPALP7+oJ4m1UwF4s/44pQeW6xyR0Mu/M+eRYzIQZVG5YsRTBJtkHKLwXkdKj3C07CgBhgBGp4zWOxzR0bWnEsQ2GSZ1pMPdtrPVG/M3UmupbUdwrrfquJaYkV47whfFBMcwNH4ooDVIbbWzl8M401TVgyQJIoQQLqAoCvdOuZfY2kDKjEZeXf1HsFr1Dkt4WHnJUf5xWjtb2a/yYm5IH6hzREKcn63MeUTCCCICI3SNRfiBtlaCWOohb7t2u6tjJUhaTBrxofFUm6vZfGKzC4J0jcr6Srac0Bq5SpWV8FW2vju2isFWie4KihHM1dpIbC8kSRAhhHCRjF7xdAm4GYCPTTXkbn1N54iEp7361Z2UGA0k18GvLl+E0SCjRl3plVdeoXv37gQHB5Oens6WLVvOu/0nn3xC//79CQ4OZtCgQXz55ZcOj6uqysMPP0xSUhIhISFMmjSJAwcO2B8/evQos2fPpkePHoSEhNCrVy8WLlxIXV2dW74+PdiSIHKmWnhEZEMSpMzJJEjBTqivguAoiO3n8JCiKI0f1LxoScyGvA3UW+vpGtGVHlE99A5HiDax/W3YWriV8rry1j3JaIIobXIiZ7yzL4gkQYQQwoUenn4rSZXR1CsKz2e/DHWVeockPOTE8W/5uEb7Y9/HOo3x/VN0jqhj+eijj5g/fz4LFy5kx44dDBkyhClTpnDy5Mlmt9+4cSO/+MUvmD17Nt999x0zZsxgxowZ7Nq1y77N008/zYsvvshrr73G5s2bCQsLY8qUKdTU1ACwb98+rFYrr7/+Ort37+Zvf/sbr732Gn/84x898jW7W3FNMdmnsoHGs31CuFVEw3KYcieXw9hG43YZCYamH19s37+rc1djVb2jCtM+FSZ1AooiCXHhm3pE9aB7ZHfMVjMb8ja0/okxPbVrL+0LIkkQIYRwoT4JEQyI/T8UVWV5sJHsbx7WOyThIc+u+AO1BoXe1QH8/qcd40OyN3nuueeYM2cOt956K2lpabz22muEhoby9ttvN7v9Cy+8wNSpU/nDH/7AgAEDePzxx7n44ot5+eWXAa0K5Pnnn+fBBx/k6quvZvDgwbz33nvk5+ezZMkSAKZOnco777zD5MmT6dmzJ1dddRX33nsv//nPfzz1ZbvVuuPrsKpW+sf0Jyk8Se9whD+wVYJUn4H66tY/L7ehKWrX9GYfHpE4gjBTGEXVRewu2t3OINvPbDWzLm8dIFVWwve1qdLKyyfESBJECCFc7MErppNU3h2AZ499gVqap29Awu127/mUr5USAPqH/pq05Ch9A+pg6urq2L59O5MmTbLfZzAYmDRpEps2bWr2OZs2bXLYHmDKlCn27Y8cOUJBQYHDNlFRUaSnp7e4T4DS0lJiYmJafLy2tpaysjKHi7eyfUiT0Z3CY4KjISBEu+1Mc1RbJUhq80mQQGMgGUkZAKzPW9+OAF1jV9EuSmtLiQiMsDeWFMJX2f5GbMzfiMVqad2T7M1RJQkihBB+IS4iiPF9/0SgFbKDTWRlztM7JOFGqtXKU5v+DMCg8nDuvnqOzhF1PEVFRVgsFhISEhzuT0hIoKCg+aZrBQUF593edu3MPg8ePMhLL73Eb3/72xZjXbRoEVFRUfZLamrq+b84nZitZjbmbwTg0pRLdY5G+A1FaZwQ09rmqCW5UJanNVpMGdbiZmNSxgDekQSxJRhHJY8iwBCgczRCtM+Q+CGEm8IpqS1h9+lWVlpJJYgQQvifuyeMoHO5drD2QvlO6o9v0zki4S6rvn2W7IB6Aq0qF3W5n8SoYL1DEm6Ql5fH1KlTue6665gzp+VE14IFCygtLbVfcnNzPRhl6+0s2kl5XTmRgZEMih2kdzjCn9jH5LYyCWIbjZs0GALDWtzMNuJ5Z9FOztScaU+E7WZLxNgSM0L4MpPBREayk5VWtp4gUgkihBD+IzQwgF+lLyDcbCDHZOLfy+d57ax00Xbm+hqe2/seAIPLkvjd1Ok6R9QxxcbGYjQaKSwsdLi/sLCQxMTEZp+TmJh43u1t163ZZ35+PhMmTGDUqFG88cYb5401KCiIyMhIh4s3Wne88Uy10WDUORrhV+xjclu5HMaWBGlhKYxNYlgifTr1QUVlQ74TDRxdrKi6iD2n9wCSBBEdh+172fa344I6ddeuq89oFy8jSRAhhHCTX47oS3T1NADeoJjSXZ/qHJFwtQ9X/IFjARBlsTJuyBNEBJv0DqlDCgwMZNiwYaxcudJ+n9VqZeXKlWRkZDT7nIyMDIftAbKysuzb9+jRg8TERIdtysrK2Lx5s8M+8/LyGD9+PMOGDeOdd97B0MxkCl9kO5t3aRdZCiM8zNkxuTkNTVEvkASBxqVdei6JsU3QGBAzgNiQWN3iEMKVbEmQ3ad3U1xTfOEnBIZBeMNyUy9cEtMx/pILIYQXMhoU7pl0F51qgyk1Gnl9w+NgrtM7LOEiFRUFvHHiGwB+Uv4TZl46QueIOrb58+fzj3/8g8WLF7N3715uv/12KisrufXWWwGYNWsWCxYssG9/9913k5mZybPPPsu+fft45JFH2LZtG3PnzgVAURTmzZvHE088wdKlS9m5cyezZs0iOTmZGTNmAI0JkK5du/LMM89w6tQpCgoKWuwZ4iuKqovYW7wX0CpBhPAoZ8bk1lZAYcNY61YkQWwf1DbmbdRtVK4shREdUXxoPP069dMqrVo7KteLm6NKEkQIIdxoYr9E4gw3A/BhsJXjG5/VOSLhKq9+dSdnjAZS6qzMmPAUJqP8SXWnG264gWeeeYaHH36YoUOHkp2dTWZmpr2xaU5ODidONJ5ZHjVqFB988AFvvPEGQ4YM4dNPP2XJkiUMHDjQvs19993HnXfeyW233caIESOoqKggMzOT4GCtr0tWVhYHDx5k5cqVdOnShaSkJPvFl9k+pKV1TpMz1cLznKkEydsGqhWiUiEq5YKbD40fSrgpnDO1Z3QZlevQcFiqrEQH43TzYVtfEKkEEUII/6IoCo9MvYnYys7UKwrP734XqlpRRii8WkHhD3xUoZ1J71t3GVMH9dA5Iv8wd+5cjh07Rm1tLZs3byY9vfHM8OrVq3n33Xcdtr/uuuvYv38/tbW17Nq1i2nTpjk8rigKjz32GAUFBdTU1LBixQr69u1rf/yWW25BVdVmL75MzlQLXUU4MR3GPhp3ZKt2bTKYuCTpEkCfJTG7inZRVldGRGCENBwWHY690qq1o3K9eEKMJEGEEMLNBnWJpnf0XSgqfB0ayPdZD+gdkminZ5b/H7UGhX7VCrdMfwRFUfQOSYhWkdG4Qne2SpDyE2C9wJIVez+QS1q9ez1H5cpoXNGROT0qV5bDCCGEf3tk2hXElPcC4NmC1ainftQ5ItFWew58yXKLNlGkj+mXXNy9s84RCdF6MhpX6C48AVDAaoaqopa3s1rh+FbtdtcL9wOx0XNUrlRZiY7M6VG5UgkihBD+LSU6hLE9/oDJCt8FB7Ei8y44sg52fqpdt6asUOhOVVWeWv8IqqJwUXkwt8+4S++QhHCKjMYVujOaIDxeu112nuaop/ZCbRmYwiD+J63evV6jcmU0rvAHTo3KtfUEKc+H+mo3RuU8SYIIIYSH3DtpJOFl2tms52uPUr/4SvhsNiy+Ep4fCHuW6hyhaJHVAkfWseaLO/jOUE2gVSUt7v/o2jlU78iEcIqMxhVeIeKsJTEtsS2F6TIcjM4tLdFjVK6MxhX+wKlRuSGdIChKu33mqHsDc5IkQYQQwkMig0080OViOpst5JhMfBwZ3vhg2Qn4eJYkQrzRnqXw/EDMi6/kbw0jcW8sq2Ju32CdAxPCOTIaV3iNyIbmqGV5LW9jb4ra+qUwNnqMypWlMMIfODUqV1Egprt228uWxEgSRAghPMVq4YqjL3FHSQkAf4+OYlVIMAVGI9AwbSLzAVka4032LNWSU2X5vBsVweFAE5EWC78tKSb8v7+WpJXwKTIaV3iNiFaMyc1tqARxoh+IjadH5cpoXOFPnGo+7KXNUSUJIoQQnnJsI0p5Pj8rryTObKbMaOSuxHimpCbzn/AwQNXOih3bqHekArRkVOb9gMq/I8J5oVM0AOUGAyvCGpbBSNJK+BA5Uy28RuQFxuSWFzaUzyvQZYTTu/f0qFwZjSv8iVOjcm19QaQSRAgh/FSFNlGkyGikyNjYkNCqKDwaG9NQEdK4ndDZsY1Qlk+B0cifO3fSyjoB1f7/ZZCklfAZMhpXeBX7cpgWGqPmbtau49MgOKpNL+HJUbkyGlf4E6dG5donxBx2f2BOkCSIEEJ4SngCADmmANSGD9Q2VkUh1xTgsJ3QWUMy6j/hYfYEiI3D/5ckrYQPkNG4wqtcqDGqLQnShqUwNp4clStVVsKfODUqV5bDCCGEn+s2CiKT6VpvwaCqDg8pqkpqvRkiU7TthP7CEzhhNPJeVGSThwy2/6+G7YTwdjIaV3gVeyXIBZIgbWiKapMYlkjfTn1RUe1VUO4go3GFP2r1qFxbJUhJDljMbo6q9SQJIoQQnmIwwtS/kGixsLDoTGMiRFVRFYVtwUEw+XFtO6E7c8pw7o+Po9JooEt9vf3/y6CqLCwqJtFilaSV8BkyGld4FVslSG0p1FU6PlZfDfnZ2u12JEHgrA9qeRf4oNYOMhpX+KNWj8qNSAZjEFjNUHbcQ9FdmFuTIMXFxcycOZPIyEiio6OZPXs2FRUVLW5/9OhRFEVp9vLJJ5/Yt2vu8Q8//NCdX4oQQrhG2lVw/XtcY4jk69x83j5RyK9KywF4IjaG3Bz3r10WrfP6V7fxXXAgYVYrbxSctP9/fZ2bzzUVVdpGU5+SpJXwejIaV3id4EgIbBgTf241SH42WOshLB46dW/Xy3hiVK4shRH+qNWjcg2Gxp9jL+oL4tYkyMyZM9m9ezdZWVksW7aMtWvXctttt7W4fWpqKidOnHC4PProo4SHh3PFFVc4bPvOO+84bDdjxgx3filCCOE6aVfBvF0k3vRfRkz/OwO6/4WIqs5UGgw8kPsF9QdW6B2h39vxw79448x3AEwq6kJycDyJFgsjampJtFi0Uu7r39P+L4XwcjIaV3gle1+Qc5qjnj0a95x+TM5y96hcGY0r/Fmrmw/bm6N6T18Qt7Uv3rt3L5mZmWzdupXhw4cD8NJLLzFt2jSeeeYZkpOTmzzHaDSSmJjocN/nn3/O9ddfT3h4uMP90dHRTbYVQgifYTBCD+2A6cqBKu+/E8lBywJ+CA7i71l3cXfKegiN0TlI/1Racoz7tz2F1agwtCyUCdMXY+wfp02BqSjUeoB0GyUVIMJnyJlq4ZUik+D0gaaVILlbtOvUS9r9ErZRuStyVrA+bz2D4lzbFFhG4wp/NiZlDG/tess+KrfFflNe2BzVbZUgmzZtIjo62p4AAZg0aRIGg4HNmze3ah/bt28nOzub2bNnN3nsjjvuIDY2lpEjR/L222+jntNk8Gy1tbWUlZU5XIQQwlsoisJL103EUHwjAG+FGtiy5FY4z+814R6q1cojS39JgVEhqc5Kr+SnmZiW2Ji0GvRz7VoSIMJHyGhc4bUiGk6Inl0JoqouaYp6NneOypXRuMKftXpUbkxP7dqLKkHclgQpKCggPj7e4b6AgABiYmIoKCho1T7eeustBgwYwKhRjutXH3vsMT7++GOysrK49tpr+f3vf89LL73U4n4WLVpEVFSU/ZKamur8FySEEG4UFxHEX66cTVhJf1RFYUH1j5zZ8preYfmdz5bPY4VahlFVSaicyQNXyZlz4dtkNK7wWpENy2HOrgQ5fQiqTmuNFJOGuORl3DkqV6qshD9r9ahcL1wO43QS5IEHHmixeantsm/fvnYHVl1dzQcffNBsFchDDz3E6NGjueiii7j//vu57777+Otf/9rivhYsWEBpaan9kpub2+74hBDC1Sb0j2dS9weIrA3hZEAAD3/3N9RTB/QOy28cPvAlfzmxEoCfnO7Fn26cS7BJKj6Eb7ONLxydPFpG4wrvYqsEKctrvM/WDyTlYggIdMnLuGtUrozGFaKxwvC8o3Lty2GOek2Vs9NJkHvuuYe9e/ee99KzZ08SExM5efKkw3PNZjPFxcWt6uXx6aefUlVVxaxZsy64bXp6OsePH6e2trbZx4OCgoiMjHS4CCGEN3pw2lCCa+4iQIXVIUF8+N+bwFynd1gdXl3Vae5bez81BgN9qkxMGvks/RPlb4XwffYz1V3kQ5rwMrZKkPKzKkFyGpIgLloKY+OOUbkyGleIxkqr847Kje4KigHqK6HiZPPbeJjTSZC4uDj69+9/3ktgYCAZGRmUlJSwfft2+3O/+eYbrFYr6ekX/sX21ltvcdVVVxEXF3fBbbOzs+nUqRNBQUHOfjlCCOFVgk1GXr3hakxFEwF4xljJj1n36xxVB6eqPPf5DewPgEiLSmfTn7hlTC+9oxKi3WQ0rvBq9kqQs5Ig9qao7kmCuHJUriyFEaKVo3IDAiGqi3bbS5qjuq0nyIABA5g6dSpz5sxhy5YtbNiwgblz53LjjTfaJ8Pk5eXRv39/tmzZ4vDcgwcPsnbtWn7zm9802e///vc/3nzzTXbt2sXBgwd59dVX+fOf/8ydd97pri9FCCE8qm9CBHNHz6NTRQJ1BoX7jn9FzcGVeofVYa1d8yjvmwsBSDh9BYtuvBKlnWMZhfAGMhpXeLXIhiRIRSFYLVBVDEX7tftcnARx9ahcGY0rRKNWNR+2LYkpPuyBiC7MbUkQgPfff5/+/fszceJEpk2bxpgxY3jjjTfsj9fX17N//36qqqocnvf222/TpUsXJk+e3GSfJpOJV155hYyMDIYOHcrrr7/Oc889x8KFC935pQghhEf96pJu9Aj/I2FmI4cCTfx1xV1Q7dqGbgJO5WzkwcOfANDvTBJ3X30fseFSVSg6BjlTLbxaeDwoRlAtWon88a3a/Z37QFhnl76UbVQuuGZKjIzGFaKRvdKqYVRus7ysOapbkyAxMTF88MEHlJeXU1payttvv014eLj98e7du6OqKuPHj3d43p///GdycnIwGJqGN3XqVL777jvKy8upqKggOzub3/72t81uK4QQvkpRFP728zEYirW+SB+HGFi55BavaSjVEVhrK/hj1u2cMRpIqTUwsOdTjOt74SWYQvgCGY0rvJ7BCOEJ2u3yfLf1A7Fx5ahcGY0rRKNWjcq1N0f1gySIEEKItosJC+TpGbOIOj0YgIXVByiQsbkus3jJTL4NsBJkVQmpvpMF01wzjlEIbyCjcYVPOHtMbu5m7XZX9yRBXDkqV6qshGjUqlG5MT21a3+oBBFCCNE+Y/rEMqXfA3SuCaPUaGRB9gtYin7UOyyft/vbF3mx+hAACUUZ/PUXNxAUIONDRccho3GFT4hoSIKU5EBewzAFN1WCuGpUrozGFaKpC47KjfGjniBCCCHa7/4pPyGkfj5BVtgWbOLN/84CS73eYfmsysJd/GHXa5gVhR7l0fzi0j/ROz5C77CEcCkZjSt8gq056oGvwVwDIZ20niBu4oolMbYEiozGFaLRBUflduquXVcXw4734Mg6rSGyTiQJIoQQXi4wwMDLN0wj8NQ0AF41VpC9/D6do/JR5lr+vOxmck1GYuoV4iMeZWZ6N72jEsKlZDSu8Bm2SpAja7XrLiPBjX3+bEmQDXkb2jwq13amW6pAhGh0wVG5h1aB0vCzvfROWHwlPD8Q9iz1bKANJAkihBA+oFdcOHeN/z3xZSlYFIX78zIpPyRjc5315f9+w9KAOgyqSuCZX/HXn4+Rcbiiw5HRuMJn2CpBbAkJN/UDsWnvqFwZjStEy1qstNqzFD6e1fhzblN2Qrtfh0SIJEGEEMJH3DCiKz2j/0R0fQD5pgAeW3k3akWRVlK481PdSwu9ktVif39yVyzk8ZIdACQWD+TRn91Kp7BAnQMUwvWkaaPwGWHxjv9OGeHWl2vvqFwZjStEy5odlWu1QOb9QHPTDRvuy3zA48evkgQRQggfoSgKf702HeXMbzCoKplBCv/9xzCtpPCz2bqXFnqdPUu192PxldR/NpsHDv2bCoOBHtUBjOv/EKN6yxly0fHIaFzhM/YshSW/dbzv89vc/jesPX1BZDSuEC1rdlTusY1Qln+eZ6lQlqdt50GSBBFCCB8SHRrI09feyODTXQH4c3Q424IC2RIcRIHRqGtpoVexlV6W5VNgNPJQXAw/BAcRYbHyatEx/tD1oN4RCuEWMhpX+ATb7+iKk473lxe4/W+YLQnSllG5tsSJJBiFaKrZUbkVha17cmu3cxFJggghhI+5pHs0L9UeYER1DdUGA7cmJTA7KYEpqcn8JzxU20iH0kKvcVbp5X/Cw5icmswX4eEATK2oJNlsxbR8gf++P6JDk9G4wuvpXB6fEJbQplG5Z4/GtU3CEEI4siUI7UmQ8ITWPbG127mIJEGEEMLXHNtIdN1J5hefAVWFhsaeVkXh0dgYCowGXUoLvUZD6WWB0cijsTGoZzU+/SwynEJ/f39EhyajcYXX84Ly+LYsiZHRuEJcmC1BuKtolzYqt9uohgbILTWhVyAyRdvOgyQJIoQQvqahZLDKYLAnQGysikKuKcBhO7/T8HVvDAnGKu+P8CMyGlf4BC8oj2/LqFwZjSvEhTUZlWswwtS/NDx6biKk4d9Tn9K28yBJggghhK9pKBnsWm/GoJ5TTqyqdDZbHLbzO2HxfBscxF86d2rykEFVSa03a//w1/dHdFgyGlf4BC8oj3d2VK6MxhWi9ZpUWqVdBde/B5FJjhtGJmv3p13l4QglCSKEEL6nobQw0WJlYVFxYyKkYWnMvQmxFITHery00CtY6lmy5VluT4ynymCga329/f0xqCoLi4pJtFh1Kb0Uwt1kNK7wCV5QHu/sqFwZjStE6zU7KjftKpi3C25eBte+pV3P26lLAgQkCSKEEL7nrNLCayqq+Do3n7dPFPJKwUlizRYOBAYys1MQ+759QedAPUutKeeV9yfxUO1hzIrCFRWVfHb8hP39+To3n2sqqrSNdSi9FMKdZDSu8BleUh7vTF8QGY0rROs1OyoXtJ/pHpfCoJ9r1zoeh0kSRAghfNFZpYWJFgsjamoZW1PL3/JrSa5VOBlg5Ob9b7Huq7u1CpEOrr68gD99MIHX1GIAEk+nkWi9ncCIZPv7k2ix6Fp6KYQ72UbjRgVFyZlq4f28oDzemVG5MhpXiNZrdlSul5FUphBC+Kq0q6D/dK2DfkUhhCcQaBrImffWkdJpEXmhFdxZuJI/fXod113zIRg75q/8slN7mLf0RrYGqBhVlZiCSxnU87fMvWYwBsN8h/eHbqOkAkR0SLamjaOSRsloXOEbmvkb5snf0bZRuT+e+ZGN+RuZ3nN6s9vJaFwhnHdpyqVkHctifd56fj/093qH00THPCIWQgh/YSstbJAGLPn95dz6bjip9U+RG3WCx6r2k/fBJO66/n8YgiL0i9UN8o6s5o5v5nIoQCHEqhKYdzVXjpzF/13eF8U2GaaHnLkTHZ+MxhU+6Zy/YZ42JmUMP575kfV561tMgshoXCGcd+6o3JjgGJ0jciTLYYQQooNJjg7hk99dSnToo3QpSgPgLetp7n9/ArWleTpH5zq7d/6bmavu4FCAQoxZxZBzK3dO+S3zJ/drTIAI4QdkNK4QbdOaUbnrj0vDYSGc1WRUrpeRJIgQQnRAkcEm3r0lnQGpC0jIvxSjqpJprGXOp1MpOfGd3uG12+pNz3DLtic5bTTQpVah5vh8/vKLWdwwoqveoQnhcTIaV4i2udCoXLPVzIZ87QOcjMYVwjnONB/2NEmCCCFEBxUYYODZ64Ywbfg8wnOvIcyi8l0A3PTlTeT++JXe4bXZv7Pmcff+d6kxKPSrNFF+aiFvz7mWcX3j9A5NCF3IaFwh2uZCo3JlNK4QbdfsqFwvIUkQIYTowBRFYf7lfblr6hwsOXOIrYdjAQZmrr+X7O2v6x2eU6xWC3/9/Ab+nL8Sq6IwtDSC8pq/8NEd0/hJcpTe4QmhCxmNK0T72Co8mkuC2Ebjjk4eLaNxhXBSi6NyvYAkQYQQwg9cPyKVZ375S8rz/kBqjZEzRgO/+eElsr75k7aB1QJH1sHOT7VrvTP258RTU1POPR9N4b0yrUP/yKIk6oOe4ePbx5MSHaJvrELoSEbjCtE+o5O1Bo7NjcqVKish2s6bR+VKSlMIIfzEuL5xLJ5zNbPfiaJP9JMcCK/mnpz/cs/725lVeAylLL9x48hkmPoXbYShp+1ZCpn3Q0M8pw0G7kpM4IcgEyZV5aKCNCJ7/JFXrx1MYIDk8oV/k9G4QrRPS6NyZTSuEO3nraNy5ehRCCH8yE+So/jsjsmU1z5FWkkcqqLwjDmPP5uqyTMa2RIcRIHRCGUn4ONZWkLCk/Ys1V63LJ8Co5H/hodyY7KWAIm0WLj6eA8GXPQ4z10/RBIgQiCjcYVwheYaOMpoXCHa79xRud5CjiCFEMLPpESH8Ontl2IMeYw7TleiqCofRkYwNTWZ2UkJTElN5j/hodrGmQ94bmmM1aJVgKDyn/AwJqcm82BcLAUmE9FmC//ML+TegB+59/LeMgJXCGQ0rhCu0tyoXBmNK0T7eeuoXEmCCCGEH4oKMbH4Miu/KzvNQ0XFoKrQkFiwKgqPxMZwKMAIZXlwbKNHYlKPbuBw9UlejI5kYWwM6lmJjjKjgVBVJaymwGPxCOHtZDSuEK5x7qhcGY0rhOt446hc6QkihBB+ylR9EoBuZrM9AWKjKgrXdElieE0tY7f8lXGBJrqnXHLhnVotWpKiohDCE6DbKDhPn4I6Sx3bclaxZu8nrDm5jbwuyc3vVlHINQWQaLFo+xZCSNNGIVzENip3Rc4K1uetx6JaZDSuEC4yJmUMb+16yz4q1xv6V0kSRAgh/FV4AgBd680YVBXr2YmQhn9vCQlmS80Rnlkxh25WA2Mj+zCu7wwu7n8dJlOQ4/7OaWgKNNtgtajqFOv2/Js1R75mY2Uu1YqqPaCASVUZUlPD9uBgh0oQg6qSWm92iFsIfyajcYVwrUu7XGpPgphV7e+NjMYVov3OHZU7OG6w3iG5bznMk08+yahRowgNDSU6OrpVz1FVlYcffpikpCRCQkKYNGkSBw4ccNimuLiYmTNnEhkZSXR0NLNnz6aiosINX4EQQnRw3UZBZDKJFisLi4oxqFoywqCqPFpUzP9y8rm7qIK0KoUAVeWYwco/K/bzmx1/Yey/hjH/g8v47/onOF2e16Sh6dkNVq0fz2L3xud4NesubvxXBhM+uYyHd/+DlVU5VCsqcWYzk8qsTM/vyn+PlvBWwSkeOSeehUXFJFqsEJmixS380iuvvEL37t0JDg4mPT2dLVu2nHf7Tz75hP79+xMcHMygQYP48ssvHR735eMOGY0rhGudPSo380gmIFVWQriCN47KdVsSpK6ujuuuu47bb7+91c95+umnefHFF3nttdfYvHkzYWFhTJkyhZqaGvs2M2fOZPfu3WRlZbFs2TLWrl3Lbbfd5o4vQQghOjaDUavSAK6pqOLr3HzePlHI17n5/Kyiim4WC0TMY0/hX+HHexmSdzHDy0LoZLZSYVDIqj/Fg4c+YsJnU5i5/j7eiIrg79GRTGlosDo5NZmbk+KYlJrEjQfe4e/5q9ht0T48ptXUM+V0KGOPjaTmwH3sNv+dThc9S+2Ep1FQmsRzTUWVFvPUp867vEZ0XB999BHz589n4cKF7NixgyFDhjBlyhROnjzZ7PYbN27kF7/4BbNnz+a7775jxowZzJgxg127dtm38eXjDhmNK4Rr2UblqqjklOcAMhpXCFexVSx6SxJEUdWGU21u8u677zJv3jxKSkrOu52qqiQnJ3PPPfdw7733AlBaWkpCQgLvvvsuN954I3v37iUtLY2tW7cyfPhwADIzM5k2bRrHjx8nObn5teTnKisrIyoqitLSUiIjI9v19QkhhM9rdhlLipZwSLuKeouVbUfPsHJvId/sO8nxomIGhW4gJnw7p8JPcSjowvn0EKuVi6qshFR2I788nd3WYVzcM4FJAxK4rH88qTGhrY5HeD93/J1NT09nxIgRvPzyywBYrVZSU1O58847eeCBB5psf8MNN1BZWcmyZcvs911yySUMHTqU1157zWPHHe465rj+f9ezt3gvT455kqt6yc+FEK7wt+1/4+1dbwPaaNyPf/qxzhEJ0TGcrDrJxE8moqCw+obVxATHuGzfbfk76zWL3I4cOUJBQQGTJk2y3xcVFUV6ejqbNm3ixhtvZNOmTURHR9sPRAAmTZqEwWBg8+bN/OxnP9MjdCGE8G1pV0H/6S02NDUZDWT06kxGr848eGUah09V8M2+oazYW8jOo8XMNH3MoMgs/hsWxvchwU12P7/4DDNLy3nUMI+6Adfw6wHxjOkTR3hQC3+CLhCP8D91dXVs376dBQsW2O8zGAxMmjSJTZs2NfucTZs2MX/+fIf7pkyZwpIlSwDfPu6Q0bhCuMeYlDH2JIgshRHCdWyjcvef2c+GvA38tNdPdY3Ha5IgBQUFACQkODa8S0hIsD9WUFBAfHy8w+MBAQHExMTYt2lObW0ttbW19n+XlZW5KmwhhOgYDEbo0brmij3jwukZF85vLu1JaXU9uzbUM3r9Ei6tqmFKarJDg1WDqnJFRRWBwOM3TcTQc4jL4xEdX1FRERaLpdljhH379jX7nIKCggseU9juO982zh53eOKYQ0bjCuEeQ+OHEhEYQXldOWO7jNU7HCE6lDEpY9h/Zj/r89brngRxqifIAw88gKIo5720dDCip0WLFhEVFWW/pKam6h2SEEJ0CFEhJkZf9lOITCahmQarZzc0NXSXtdWi4/PEMUe/Tv24acBNzOg9w+X7FsKfmQwmXpjwAo+Neoyh8UP1DkeIDuWyrpcxved0JnebrHcozlWC3HPPPdxyyy3n3aZnz55tCiQxMRGAwsJCkpKS7PcXFhYydOhQ+zbnNkAzm80UFxfbn9+cBQsWOJTElpWVSSJECCFcpaHBqvLxLK6pqGJUdQ25pgBS681aAgSkoalol9jYWIxGI4WFhQ73FxYWtvj3PzEx8bzbu+u4wxPHHAM6D2BA5wEu3acQQjMicQQjEkfoHYYQHc7guMFeMR4XnKwEiYuLo3///ue9BAYGtimQHj16kJiYyMqVK+33lZWVsXnzZjIytJE6GRkZlJSUsH37dvs233zzDVarlfT09Bb3HRQURGRkpMNFCCGEC6VdBde/B5FJJFosjKipJdFigchk7X5paCraITAwkGHDhjkcI1itVlauXGk/RjhXRkaGw/YAWVlZ9u3dddwhxxxCCCGEd3NbT5CcnByKi4vJycnBYrGQnZ0NQO/evQkPDwegf//+LFq0iJ/97GcoisK8efN44okn6NOnDz169OChhx4iOTmZGTNmADBgwACmTp3KnDlzeO2116ivr2fu3LnceOONrZ4MI4QQwk2koalwo/nz53PzzTczfPhwRo4cyfPPP09lZSW33norALNmzSIlJYVFixYBcPfddzNu3DieffZZpk+fzocffsi2bdt44403AOS4QwghhPBTbkuCPPzwwyxevNj+74suugiAVatWMX78eAD2799PaWmpfZv77ruPyspKbrvtNkpKShgzZgyZmZkEBzdOG3j//feZO3cuEydOxGAwcO211/Liiy+668sQQgjhDGloKtzkhhtu4NSpUzz88MMUFBQwdOhQMjMz7Y1Nc3JyMBgaC1xHjRrFBx98wIMPPsgf//hH+vTpw5IlSxg4cKB9GznuEEIIIfyPoqoNHez8SFtmCQshhBCideTvbCN5L4QQQgj3acvfWad6ggghhBBCCCGEEEL4KkmCCCGEEEIIIYQQwi9IEkQIIYQQQgghhBB+QZIgQgghhBBCCCGE8AuSBBFCCCGEEEIIIYRfkCSIEEIIIYQQQggh/IIkQYQQQgghhBBCCOEXJAkihBBCCCGEEEIIvxCgdwB6UFUVgLKyMp0jEUIIIToe299X299bfybHHEIIIYT7tOWYwy+TIOXl5QCkpqbqHIkQQgjRcZWXlxMVFaV3GLqSYw4hhBDC/Zw55lBUPzxNY7Vayc/PJyIiAkVR9A7HI8rKykhNTSU3N5fIyEi9w9GdvB9NyXvSlLwnjuT9aEreE0e29yMnJwdFUUhOTsZg8O+Vt3LMIT8X8n40Je9JU/KeOJL3oyl5Txy155jDLytBDAYDXbp00TsMXURGRsoPzVnk/WhK3pOm5D1xJO9HU/KeOIqKipL3o4Ecc8j3gY28H03Je9KUvCeO5P1oSt4TR2055vDv0zNCCCGEEEIIIYTwG5IEEUIIIYQQQgghhF+QJIifCAoKYuHChQQFBekdileQ96MpeU+akvfEkbwfTcl74kjeDwHyfXAueT+akvekKXlPHMn70ZS8J47a8374ZWNUIYQQQgghhBBC+B+pBBFCCCGEEEIIIYRfkCSIEEIIIYQQQggh/IIkQYQQQgghhBBCCOEXJAkihBBCCCGEEEIIvyBJED/05JNPMmrUKEJDQ4mOjtY7HF288sordO/eneDgYNLT09myZYveIelm7dq1/PSnPyU5ORlFUViyZIneIelq0aJFjBgxgoiICOLj45kxYwb79+/XOyxdvfrqqwwePJjIyEgiIyPJyMjgq6++0jssr/HUU0+hKArz5s3TOxTdPPLIIyiK4nDp37+/3mEJLyDHHHLMcTY55nAkxxxNyTHH+ckxh2uOOSQJ4ofq6uq47rrruP322/UORRcfffQR8+fPZ+HChezYsYMhQ4YwZcoUTp48qXdouqisrGTIkCG88soreofiFdasWcMdd9zBt99+S1ZWFvX19UyePJnKykq9Q9NNly5deOqpp9i+fTvbtm3jsssu4+qrr2b37t16h6a7rVu38vrrrzN48GC9Q9HdT37yE06cOGG/rF+/Xu+QhBeQYw455jibHHM4kmOOpuSYo2VyzNGo3cccqvBb77zzjhoVFaV3GB43cuRI9Y477rD/22KxqMnJyeqiRYt0jMo7AOrnn3+udxhe5eTJkyqgrlmzRu9QvEqnTp3UN998U+8wdFVeXq726dNHzcrKUseNG6fefffdeoekm4ULF6pDhgzROwzhxeSYQyPHHI3kmKMpOeZonhxzyDHH2VxxzCGVIMKv1NXVsX37diZNmmS/z2AwMGnSJDZt2qRjZMJblZaWAhATE6NzJN7BYrHw4YcfUllZSUZGht7h6OqOO+5g+vTpDr9P/NmBAwdITk6mZ8+ezJw5k5ycHL1DEkJXcswhnCXHHI7kmKORHHM4au8xR4Cb4hLCKxUVFWGxWEhISHC4PyEhgX379ukUlfBWVquVefPmMXr0aAYOHKh3OLrauXMnGRkZ1NTUEB4ezueff05aWpreYenmww8/ZMeOHWzdulXvULxCeno67777Lv369ePEiRM8+uijXHrppezatYuIiAi9wxNCF3LMIZwhxxyN5JjDkRxzOHLFMYdUgnQQDzzwQJMGMede5A+uEM6544472LVrFx9++KHeoeiuX79+ZGdns3nzZm6//XZuvvlm9uzZo3dYusjNzeXuu+/m/fffJzg4WO9wvMIVV1zBddddx+DBg5kyZQpffvklJSUlfPzxx3qHJtxAjjmEcD055mgkxxyN5JijKVccc0glSAdxzz33cMstt5x3m549e3omGC8WGxuL0WiksLDQ4f7CwkISExN1ikp4o7lz57Js2TLWrl1Lly5d9A5Hd4GBgfTu3RuAYcOGsXXrVl544QVef/11nSPzvO3bt3Py5Ekuvvhi+30Wi4W1a9fy8ssvU1tbi9Fo1DFC/UVHR9O3b18OHjyodyjCDeSYo3XkmEO0lhxzOJJjjkZyzHFhbTnmkCRIBxEXF0dcXJzeYXi9wMBAhg0bxsqVK5kxYwaglR+uXLmSuXPn6huc8AqqqnLnnXfy+eefs3r1anr06KF3SF7JarVSW1urdxi6mDhxIjt37nS479Zbb6V///7cf//9fn8wAlBRUcGhQ4f41a9+pXcowg3kmKN15JhDXIgcc7SOHHPIMcf5tOWYQ5IgfignJ4fi4mJycnKwWCxkZ2cD0Lt3b8LDw/UNzgPmz5/PzTffzPDhwxk5ciTPP/88lZWV3HrrrXqHpouKigqHzOmRI0fIzs4mJiaGrl276hiZPu644w4++OAD/vvf/xIREUFBQQEAUVFRhISE6BydPhYsWMAVV1xB165dKS8v54MPPmD16tV8/fXXeoemi4iIiCbrtcPCwujcubPfruO+9957+elPf0q3bt3Iz89n4cKFGI1GfvGLX+gdmtCZHHPIMcfZ5JjDkRxzNCXHHI7kmKMplxxzuGJMjfAtN998swo0uaxatUrv0DzmpZdeUrt27aoGBgaqI0eOVL/99lu9Q9LNqlWrmv1+uPnmm/UOTRfNvReA+s477+gdmm5+/etfq926dVMDAwPVuLg4deLEiery5cv1Dsur+Pu4uhtuuEFNSkpSAwMD1ZSUFPWGG25QDx48qHdYwgvIMYccc5xNjjkcyTFHU3LMcWFyzNH+Yw5FVVW17XkYIYQQQgghhBBCCN8g02GEEEIIIYQQQgjhFyQJIoQQQgghhBBCCL8gSRAhhBBCCCGEEEL4BUmCCCGEEEIIIYQQwi9IEkQIIYQQQgghhBB+QZIgQgghhBBCCCGE8AuSBBFCCCGEEEIIIYRfkCSIEEIIIYQQQggh/IIkQYQQQgghhBBCCOEXJAkihBBCCCGEEEIIvyBJECGEEEIIIYQQQvgFSYIIIYQQQgghhBDCL/w/WJqp9Y/UwR8AAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Optimization terminated successfully.\n", " Current function value: 0.065863\n", " Iterations: 23\n", " Function evaluations: 45\n", "Qubit 3, 2\n", "depol = 0.27%\n", "decay = 1.19%\n", "readout = 1.14%\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Optimization terminated successfully.\n", " Current function value: 0.046662\n", " Iterations: 24\n", " Function evaluations: 47\n", "Qubit 4, 1\n", "depol = 0.27%\n", "decay = 1.19%\n", "readout = 1.14%\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Optimization terminated successfully.\n", " Current function value: 0.067113\n", " Iterations: 24\n", " Function evaluations: 48\n", "Qubit 4, 3\n", "depol = 0.26%\n", "decay = 1.19%\n", "readout = 1.14%\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Optimization terminated successfully.\n", " Current function value: 0.069735\n", " Iterations: 32\n", " Function evaluations: 57\n", "Qubit 4, 2\n", "depol = 0.33%\n", "decay = 1.16%\n", "readout = 1.12%\n" ] }, { "data": { "image/png": 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WqCicdNUTVhnbjQkhyqxz58589tlnzJkzh3bt2jF37lz27t1rWeri6+vLa6+9xquvvorRaKRDhw6kpqayceNG/Pz8GDBggMbPQAghRKWQeeHq7bwMyLoEPmVb0uD0rJb/KFgnQrRZ/nP58mWSkpLIycnh0KFDTJ8+nSVLljBnzhzLDIj69euzaNEiNm3aRGBgIJMmTSI5OdkqCRIVFUV8fDzHjx/Hx8eHoKAg6tevz5w5c1i5ciXR0dH897//5Z9//rHMMHGkzp07M2vWLB588EECAgIYNWqUVdHULl260K5dO3r16sWnn35KgwYNOHPmDL/99hsPPfRQmZcT24IkQYRTu6gEEgTsdHdTK0QXSoSY63mEGQzgX6v0O9Xpy5egUBTCfCJ49Eo6d2VmERsZYZ2YMZnILPhPNj/trLy4hKjiYmNjee+993jjjTfIzs7m6aefpn///uzZs8cyZty4cYSGhjJ+/HiOHTtGQEAArVq14u2339YwciGEEJVKxnnrny8crnxJELCa9X1tMwUtlv+Ya1Z6eHhQo0YNOnTowJYtW2jVqpVlzLvvvsuxY8eIjY3Fy8uLIUOG0KtXL1JTUy1jXnvtNQYMGEDjxo3JysoiISGB5557jh07dvDYY4+hKAr9+vXjhRdeKFedj5s1cuRIEhISeOCBB/D392fcuHFWM0EURWH58uW88847DBo0iPPnzxMWFsZdd92lWUkLxXSj9SqVVFpaGv7+/qSmpuLn56d1OKIYB5LS+PK7b4ny/YLZAervSTGZMBUqaNo7PVP9j234HsdkdhM2wOwHAKxqlJgTNJ5GI5+cv8Bmn3G8PHiQtNUVogjZ2dkkJCRY9ZgXFc+Nfo/yPnuV/FsIITT3ZVtIOajWucjLhAe/gNbONdvQpucGDu7guG7dOgYOHGjp+CLKR1EUEhISilwyY+tzDvmEJpzSxiMpLJ47CZfQBcz2Uf+YX754mQfSMzh1TUFTh05tK9RurHd6hqXAaki+gU+CA9no5ckr1UKofm4zf01rxMxBbajuJx/yhBBCCCGERjLOqdeRbeHYOkg5pGk4dlfeWd+iytBpHYAQ1/pp60lW/fctksIXscbHE1cUPo7qzbMmH8INBtpk56hLYPwiHN+JxbzeEACFsIJ4ovPz+TI5hYfTrmBSFJKq/4PROIFeUzdwMOnKDXcphBCidKZOnUpUVBQeHh7ExMSwZcuWG45fuHAhjRo1wsPDg6ZNm7J8+XKr+xcvXkzXrl0JDg5GURR27txpdf/Fixd56aWXaNiwIZ6entSqVYuXX37ZapqyEEI4NUOeWgMEoPYd6vWFI9rFI4QTkCSIcBomk4kvfz/Aid+GsSXyL3Z7uOOnuPJN1+/pfvf7MHwvDFgGfb5Xr4fv0aa1l3m9oV+41WYXvwhG3fUpr+rDADgddIwAvw94ePofbDqS4vg4hRCiEpk/fz4jRoxg9OjRbN++nebNmxMbG8u5c+eKHL9p0yb69evH4MGD2bFjB7169aJXr15WHXsyMjLo0KEDn3zySZH7OHPmDGfOnGHChAns3buXWbNmERcXx+DBg+3yHIUQwubM9UAUvToTBCDlsHbxVEJRUVEMHz5c6zAqvNGjRzusZa7UBJH1uU4hz2BkzE/bCD/8GvPCz5Oq11PDxZevH/gf0f6Or3JcKsWtNzQaiPtlEO9c3k6uTiE8253E0yMY/9BdPNSyptZRC6E5qQlSOTi6JkhMTAxt2rThyy+/BNQ2gpGRkbz00ku89dZb141/7LHHyMjIYNmyZZZtt99+Oy1atGDatGlWY48fP050dDQ7duygRYsWN4xj4cKFPPnkk2RkZODiUvKqYjnnEEJo6sxO+OZu9Vx1yJ8wqZGaEHknCVzctI7OQs4NxI3Y+pxDZoIIzaXn5PPSzD8IO/48M2pcIFWvp5lXDf7X+1fnTYDA1fWGTR9Wr811SXR6uj00h29r98bfYOCsRw5htT7hnZ+X8eXaw1TBvKMQQtyU3Nxctm3bRpcuXSzbdDodXbp0YfPmzUU+ZvPmzVbjQe3YU9z40jKfZJUmASKEEJrLKJiN7F0NfMPAzQdMBriUcOPHCVGJSRJEaCo5LZsXvlpCVNrLfFM9lzxF4Z7g5nz30M8EewZrHd5NadV5LP9r+TqReflccDXiGzWVmX8tZOTiPeSZi7oKIYQoUUpKCgaD4bpWetWrVycpKanIxyQlJZVpfGnjGDduHEOGDCl2TE5ODmlpaVYXIYTQjLkoqk8oKAqE1Fd/liUxogqTJIjQzMGkK/zff+YQ7vIO/wtW/xT7R3Vn4v2z8XTx1Dg626jdchBzO31J81wDmXow1vqBvw7N4pnZW0nPydc6PCGEEKWUlpZG9+7dady4MWPGjCl23Pjx4/H397dcIiMjHRekEEJcK70gCeJdTb0ONidBKnmHGCFuQJIgQhObjqQwfvpUPIImstzPDZ0JRjYbyut3f4zeUe1uHSSo7j181+sn7s1TyFcUUiNWc+riFzwybRPJadlahyeEEE4vJCQEvV5PcnKy1fbk5GTCwsKKfExYWFiZxt/IlStX6NatG76+vvz888+4uroWO3bkyJGkpqZaLidPnizz8YQQwmbMhVG9Q9Rr80wQ6RAjqjBJggj7MxogYQPsWQQJG/h5+wn+O/cjroTPJN7LDQ+TwuQOH/F4yxe0jtRuPEJvYULfNQwyegNwLnQXBj7moa82cOjsZat/H4wGbYMVQggn4+bmRuvWrVmzZo1lm9FoZM2aNbRr167Ix7Rr185qPMDq1auLHV+ctLQ0unbtipubG0uXLi2xYJ+7uzt+fn5WFyGE0Ix5JoiPeSZIPfValsOIKkySIMK+9i2FyU1g9gPw02CY/QC1VtzBocgVHHJ3IxgXZnWbRad6D2odqd3pfEIZ8eQ63nGNRGcycTbgJNX8RqL/pqXVvw+Tm6j/bkIIp/Xxxx+jKEqZW+Lt2rWLfv36ERkZiaenJ7fccgtTpkwp8XGKolgu3t7e1K9fn4EDB7Jt27Yyx96xY8cK2cpvxIgRfPvtt8yePZv9+/czdOhQMjIyGDRoEAD9+/dn5MiRlvGvvPIKcXFxTJw4kQMHDjBmzBi2bt3KsGHDLGMuXrzIzp072bdvHwAHDx5k586dlroh5gRIRkYG33//PWlpaSQlJZGUlITBIAlrIUQFkHHNcpiQBup1yiGQYv02sW7dOqKioko19vjx4yiKws6dO+0akyOZn1NFIkkQYT/7lsKC/pB2hiS9ni0e7izz9uKFCH/OubhQBzf+99BSbg1rpXWkjuPqQd++y/hPUDs8jUaOeufwergbe9xc2eLhTpJeD2ln1X83SYQIcWPXzDJz1Cyqf/75h+nTp9OsWbMyP3bbtm1Uq1aNuXPn8u+///LOO+8wcuRIS9vXG5k5cyZnz57l33//ZerUqaSnpxMTE8OcOXPK8zQqnMcee4wJEyYwatQoWrRowc6dO4mLi7MUP01MTOTs2bOW8e3bt+eHH37gm2++oXnz5ixatIglS5bQpEkTy5ilS5fSsmVLunfvDkDfvn1p2bKlpYXu9u3biY+PZ8+ePdSrV4/w8HDLRZa5CCEqBHN3GJ9Q9Tq4LqBA9mXIvKBVVJVe4S8vzJcOHToQGRnJ2bNnLe9F69atQ1EULl++fFPHmzVrVpHHLHw5fvz4zT+xSkIxVcF+neXpJSzKyGhQZzSknWGxjzfvhwRhVBQ146wotM3K5vMsV/xe2XO1tWxVYjSwb1JdhgV6ct7FxfLvojOZGJ1ykd7pmeAXAcOr6L+PqNRu1Ou91PYthbg3Ie3M1W1+EdDtE2jcwzaBFiE9PZ1WrVrx1Vdf8cEHH9CiRQsmT558U/t88cUX2b9/P2vXri12jKIo/Pzzz/Tq1ctq+4ABA/j55585ceIEgYGBXLhwgWHDhrF+/XouXbpE3bp1efvtt+nXrx8AAwcOZPbs2Vb7SEhIIDIykiFDhrB27VqSkpKoVasWL7zwAq+88kqxMd3o9yjvs1fJv4UQQlOf1Vdngzy3AcILkvefN4XURBgUB7XLtkTQXmxybqCRdevWMXDgQKskg6IozJw5k27dulm2ubm5ERQUdN1jO3XqxKVLlwgICCh3DFlZWaSmplp+7t27N02aNGHs2LGWbaGhoej16ueK3Nxc3Nzcyn28wo4fP050dDT2TCvY+pxDZoII+zixyTIDxJIAAVAUFJOJ989fwC/1tDquKjqxicbpl5icfN6SAAEwKgrvhwSRpNdBWhX+9xHiRgrNMrPigFlUL774It27d6dLly4222dqaup1J0Wl9eqrr3LlyhVWr14NqCcJrVu35rfffmPv3r0MGTKEp556ii1btgAwZcoU2rVrx7PPPsvZs2c5e/YskZGRGI1GatasycKFC9m3bx+jRo3i7bffZsGCBTZ7nkIIIRzMaIBM80yQale3h0iHGEcICAggLCzMcgkKCrJaDnP8+HE6deoEQGBgIIqiMHDgwHIdy9PT0+pYbm5ueHl5WX5+66236NOnDx9++CERERE0bNgQUJM1S5YsuS7uWbNmWX4+efIkjz76KAEBAQQFBdGzZ88KP6vEResARCWVrlbkT3R1uZoAKWBSFM66ulDTYLCMq3IKnne2TmdJgJgZFYWTri6EVeV/H1H1mEyQl1nyOKMBVrwBFPVtgwlQ1BkidTqWbhaVq9d1r8HizJs3j+3bt/PPP/+UanxpbNq0ifnz5/Pbb7+V6/GNGjUCsJyM1KhRg9dee81y/0svvcTKlStZsGABbdu2xd/f3+rEyEyv1/P+++9bfo6Ojmbz5s0sWLCARx99tFyxCSGE0FjmRTAZ1dteIVe3h9SHo2vggnMXRzWZTGTlZ2lybE8XT7vXuYiMjOSnn36iT58+HDx4ED8/Pzw9Pe12vDVr1uDn52f54qQ08vLyiI2NpV27dmzYsAEXFxc++OADunXrxu7du202m8TRJAki7MNHXaMdmm+wmukAoDOZiMzLtxpX5RQ871p5+ehMJqtEkSL/PqIqysuEjyJssCOTOkPk48jSDX/7DLh5lzjs5MmTvPLKK6xevdpm03T37t1Lz549GT16NF27di3XPsxTT80nagaDgY8++ogFCxZw+vRpcnNzycnJwcvLq8R9TZ06lRkzZpCYmEhWVha5ubm0aNGiXHEJIYRwAuaiqJ5BoC/0sc/SIca52+Rm5WcR80OMJseOfzweL9eS3ztvpF+/fpblJwBz5861el/V6/WWmaDVqlW7qeUwpeHt7c13331XpsTF/PnzMRqNfPfdd5ZzjZkzZxIQEMC6devKff6iNVkOI+yjdnvS3arxfYCfmgApOFE317wIMxjBrwbUbq9xoBqp3R78IggzGBmdchGdeQ2dyYRJUdjh7k6ud3jV/fcRwsls27aNc+fO0apVK1xcXHBxceHPP//kiy++wMXFpcydQvbt28c999zDkCFDePfdd8sd1/79+wF15gbAZ599xpQpU3jzzTf5448/2LlzJ7GxseTm5t5wP/PmzeO1115j8ODBrFq1ip07dzJo0KASHyeEEMKJXdse16xwhxhhN59//jk7d+60XO69995y78vHx8dyef7558u1j6ZNm5Z55sauXbs4cuQIvr6+luMHBQWRnZ3N0aNHyxWHM5CZIMIudp6+wnJ9GL/4XkZnMjEhOYUAk5HIvHw1AQLQ7eOqW/RTp1cLOC7oT+/0TNpnZXPS1YXVXp786O/HuJAg1p5/kDF5JrzdtQ5WCAdw9VJnZZTkxCb438Mlj3tiUemSiKX8lueee+5hz549VtsGDRpEo0aNePPNN62+6SnJv//+S+fOnRkwYAAffvhhqR9XlMmTJ+Pn52epUbJx40Z69uzJk08+CYDRaOTQoUM0btzY8hg3N7frkjYbN26kffv2vPDCC5ZtFfnkRgghBJBxXr32DrXebq4Jcuk45OeCi3MuafB08ST+8XjNjn2zwsLCqFevntW28+fPl2tfhVvqlrfItrf39TNfFUW5rqBpXl6e5XZ6ejqtW7fmf//733WPDQ0NvW5bRSFJEGFz6Tn5fDnvK/6tdhHQMSQjl3uzCq3n86uhJkDs2MGhQmjcAx6dA3FvEpZ2hjCDgRbZOexzd2eXhzs7/dcx6pfdTHy0CrUQFlWXopRqWQp1O6tdYNLOUnRdEEW9v25nmyZZfX19rVqrgnoyERwcfN32G9m7dy+dO3cmNjaWESNGkJSUBKhTYks6mbh8+TJJSUnk5ORw6NAhpk+fzpIlS5gzZ45lCm39+vVZtGgRmzZtIjAwkEmTJpGcnGyVBImKiiI+Pp7jx49bvtGpX78+c+bMYeXKlURHR/Pf//6Xf/75xzLDRAghRAVkToJcOxPENxzcfCA3XU2EhDZweGiloSjKTS9JcXbmmRklzSi9NpliK6GhoVbt5Q8fPkxm5tUaba1atWL+/PlUq1atUnU4k+UwwuY+WryRy35zSdfpaK7z5bnn9sCAZdDne/V6+B5JgJg17gHD91r+fVwHLOOT20biYzSS5JnBjpMTWLa7FN+OC1FVmGdRAXBtwbKCnzWcZTZw4EA6duxY7P2LFi3i/PnzzJ07l/DwcMulTZs2Je570KBBhIeH06hRI4YOHYqPjw9btmzh8ccft4x59913adWqFbGxsXTs2JGwsLDr2uq+9tpr6PV6GjduTGhoKImJiTz33HP07t2bxx57jJiYGC5cuGA1K0QIIUQFZF4O431NEkRRCtUFkSUxWqpduzaKorBs2TLOnz9Penq6Q4/fuXNnvvzyS3bs2MHWrVt5/vnncXV1tdz/xBNPEBISQs+ePdmwYQMJCQmsW7eOl19+mVOnTjk0VluSmSDCppbuPM2VpLc4GKTHxwifPjgLFxd3iL5T69Ccl05v9e9TI/pORiWs4I2M/VwI3s245T/SInIoNQMrdyZciFIrNIvKqk2uX4RDZ5mtW7fuum0JCQmWdndFGTNmDGPGjCnzsa6dqlqcoKCg61rdXatBgwZs3rz5uu0zZ85k5syZVtvGjx9f6hiFEEI4GctMkCJmGobUh7M7nb5DTGVXo0YN3n//fd566y0GDRpE//79rdrT2tvEiRMZNGgQd955JxEREUyZMoVt27ZZ7vfy8mL9+vW8+eab9O7dmytXrlCjRg3uueeeCj0zRJIgwmZOXszkt7gxbA67AiiMafYCEUHOOb3O2d3XYyabZrdniZsR15A5vDyvKQufuxe9zr6tuoSoMBr3gEbd1Roh6clqJ6Xa7TWtM5SamsrRo0fL3e5WCCGEsCnLTJAikiDBBXVBnLxDTEVV3JcXUVFR19333nvv8d5779n0+Nd+UVNcYiUiIoKVK1dabbt8+bLVz2FhYcyePduG0WlPlsMIm8g3GPngh0UcCt2ISVF4yKcesa2Hah1WxeXmzciuX1M7L59UVyNphk/5cq1k6oWwYp5F1fRh9VrjQsv+/v6cOnUKHx8fTeMQQgghgKstcq9dDgNXi6PKTBBRBUkSRNjEV78fIFs3gRQXPVFGF9564L9ah1ThedVuz6fRvXExmUj2TWb+tqlsO3FJ67CEEEIIIURFkF7CchiQmiCiSpIkiLhpW49fZP/u19jubcLVZGJC58l4ucs3obbQuNM4hhMEQHa1tby88FfSsvNKeJQQQgghhKjSTKZCLXKLmAkSVFe9zroEGRccF1clFBUVxfDhw7UOQzMBAQGMHj1a6zDKRJIg4qakZefx5YIv2BKSCMCIWvfTsPbdGkdVieh0PNXrf7TPzidPBy5+/+Gdn7drHZUQQgghhHBm2ZfBWPDFWVE1Qdy8wD9SvS1LYm6KJEECylX0XUuSBBHlZjKZGLvwT1ICF5CrU+igD+SJTp+U/EBRJrqASD68/V2CDAYuumezO/kzft5RcVtSCSGEEEIIOzMvhXH3B1ePosfIkhhRRTkkCTJ16lSioqLw8PAgJiaGLVu2FDu2Y8eOKIpy3aV79+6WMQMHDrzu/m7dujniqYhCft5+isuX3uaEm55gI3z44P9QFOleYg8hzZ/gI78WAFwMPMj4VbNJvJCpbVBCCCGEEMI5mYuiFlUPxMzSIcZ5ZoKUtiW8qFps/Xdh9yTI/PnzGTFiBKNHj2b79u00b96c2NhYzp07V+T4xYsXc/bsWctl79696PV6HnnkEatx3bp1sxr3448/2vupiEJOXMhg2e/vEu+fhWIyMb716wSZp9QJu7jjwW/on6O+ZJXQ+bwwby15BqPGUQkhhBBCCKdzo/a4ZpYOMdq3yXV1dQUgM1O+5BPXM/9dmP9ObpaLTfZyA5MmTeLZZ59l0KBBAEybNo3ffvuNGTNm8NZbb103PigoyOrnefPm4eXldV0SxN3dnbCwMPsFLoqVZzAy5n8/cCh0K6BjQEBT2jXrr3VYlZ+7D8Pv+4Z/VvRnv7sbV3SfMfn3Orwe21jryIQQQgghhDOxFEUtRRLECZbD6PV6AgICLF+Ue3l5yQxzgclkIjMzk3PnzhEQEIBer7fJfu2aBMnNzWXbtm2MHDnSsk2n09GlSxc2b95cqn18//339O3bF29vb6vt69ato1q1agQGBtK5c2c++OADgoODi9xHTk4OOTk5lp/T0tLK8WyE2ZSVe0l3+4I0vY7GRlde7j5T65CqDNfIGD6t25dHExdx0esii3ZP4a76HxFTp+i/fSGEY3Ts2JEWLVowefJkrUMRQgghrs4E8SmiM4yZeTnMpeNgyAO9bb5lLy/zF9zFrRgQVVdAQIBNJ0DYNQmSkpKCwWCgevXqVturV6/OgQMHSnz8li1b2Lt3L99//73V9m7dutG7d2+io6M5evQob7/9Nvfddx+bN28uMjs0fvx43n///Zt7MgKAv49dYP/+/+NACHgZTXzWdTquxRVbEnYR1WkUb89ex3tcJDt0E8N/+om4Fwfh76XtG5cQVcHAgQOZPXv2ddvj4+O55ZZbLD+bK8VX5WrxQgghNHSj9rhmfhHg6g15GWoixDwzRCOKohAeHk61atXIy8vTNBbhPFxdXW02A8TM7sthbsb3339P06ZNadu2rdX2vn37Wm43bdqUZs2aUbduXdatW8c999xz3X5GjhzJiBEjLD+npaURGSn1K8rqcmYuX/40gb2hZwGFd+s+Qq0abbQOq+rR6en50Fw2zruXOE9XlMDpvL74FqY/0UGmDQrhAN26dWPmTOsZcKGhoTZ/gxZCCCHKzZwEuVFhVEWBkHpwdpe6JEbjJIiZXq+X91RhV3YtjBoSEoJeryc5Odlqe3JyconTWTIyMpg3bx6DBw8u8Th16tQhJCSEI0eKLurj7u6On5+f1UWUjclkYvTCVSQFLsWgKNzvWo0H7xqtdVhVlhIQyah2o6mRl88V11z+vfgZC/45qXVYQlQJ5ppUhS/33HOPZdZHx44dOXHiBK+++qqlg5kQQgjhUJbCqDeYCQJO2SFGCHuzaxLEzc2N1q1bs2bNGss2o9HImjVraNeu3Q0fu3DhQnJycnjyySdLPM6pU6e4cOEC4eHhNx2zKMRogIQNsGcRa1cs4sKVMSS76qhhgPd6Sjcerfk278cnAbehN5lI809gwrrpnNm5CvYsUn9vRoPWIQphd0kZSWw5u4WkjCStQ7FYvHgxNWvWZOzYsZYOZkIIIYRDZZSiOwwU6hAjSRBRddh9OcyIESMYMGAAt912G23btmXy5MlkZGRYusX079+fGjVqMH78eKvHff/99/Tq1eu6Yqfp6em8//779OnTh7CwMI4ePcobb7xBvXr1iI2NtffTqTr2LYW4NyHtDABpPt7sCg3GxWTis3Zj8CkpqywcovmDXzN01h186WFECV1C3rJpkJ+v3ukXAd0+gcY9tA1SiFIwmUxk5WeV6TFLjy5lfPx4jBjRoWNkzEh61C3b37uni2eZZ2osW7YMHx8fy8/33Xef1f1BQUHo9Xp8fX2li5kQQgjHM5kgvRTLYaBQhxhJgoiqw+5JkMcee4zz588zatQokpKSaNGiBXFxcZZiqYmJieh01hNSDh48yF9//cWqVauu259er2f37t3Mnj2by5cvExERQdeuXRk3bhzu7u72fjpVw76lsKA/YCJJryfe052PggMBGHbpMk1NbtrGJ65y9+GZxv2J/3ca/3h68Gq1YF67eJk6efmEpZ1Vf4+PzpFEiHB6WflZxPwQU+7HGzHyYfyHfBj/YZkeF/94PF6uXmV6TKdOnfj6668tP3t7e9OvX78y7UMIIYSwm9x0MH+xIMthhLiOQwqjDhs2jGHDhhV537p1667b1rBhQ0wmU5HjPT09WblypS3DE4UZDeoMEEws9vHm/ZAgjAXfkkbn5jEoNR3i3oJG3UEnBYs0ZzSg/+c7xmdc4MGa4Rx2d+e58OroTCZGp1ykd3qm/L6EsDFvb2/q1aundRhCCCFE0cxFUV29wN3nxmOD66rXWRch4wJ4B994vBCVgFN3hxEaOLEJ0s6QpNdbJUAATri6cE6vIyzttDou+k4NAxWA5fdl0uvJLvS7MioK74cE0T4rW35fokLwdPEk/vH4Uo9Pzkym15JeGDFatukUHUt6LqG6V/UbPPL649qDm5sbBoPU5RFCCKEB81KYkuqBALh5g38kpJ5U64JIEkRUAXYtjCoqoHS1k0+iq4tVAgTUD9YnXV2sxgmNFfp9meT3JSowRVHwcvUq9SXaP5rR7UejU9S3MZ2iY3S70UT7R5dpP/bq3BIVFcX69es5ffo0KSkpdjmGEEIIUSRzUVSfUtbwCy6Y3ShLYkQVITNBhDUf9RvUWnn5alGlQh8QdCYTkXn5VuOExgr9vnQmk1XiSpHfl6jketfvTfuI9py8cpJI30jCvJ2nCOnYsWN57rnnqFu3Ljk5OcUu8RRCCCFsrrTtcc1C6sOxP6RDjKgyJAkirNVuD34RXMw+b7XZXGMizGAEvxrqOKG9gt9XWNpZRqdctFrC5G8wEii/L1HJhXmHOTT5MWvWrCK3X1vf6vbbb2fXrl32D0gIIYS4lrkmiHdI6caHNFCvZSaIqCJkOYywptOzr/k7TAwKBEWhU0YmM84ms/LkGbXIJkC3j6XIprPQ6dU2uEDv9ExWnjzDV0nnCM7P57KLnh/9fMi850P5fQkhhBBCVBXpshxGiBuRJIiwYjSa+Pzf7Wzx9MDNaOLNi5dok51DmMEAfhHSbtUZNe6h/l78wgkzGLgzK5tXLqUC8HVAIBNP19Q4QCGEEEJUKkYDJGyAPYvUa6MUgnYqGeVYDgNwKQEMefaJSQgnIsthhJWftidw0nMVoPCYZzQ1nvhaLarpU11dUiEzCpxT4x5qG9wTmyA9mR5Zl5m78zMOubux8tBkBrf/jogA+3TBEEIIIUQVsm8pxL0JaWeubvOLUGemyhdlziGjoCC3Tym6wwD4RqjtdPMy4dLxq0kRISopmQkiLLLzDCzf8C6n3RT8DUae7/al2la16cPqtSRAnJtOb/l96ds+w//5NwMgPWA341as1zg4IYQQQlR4+5bCgv7WCRCAtLPq9n1LtYlLWCtrYVSdTpbEiCpFkiDC4rt12zjipxbye67aHfgF1NY4InEz2nedQIesHAwK/HthMvvOpGkdkhBCCCEqKqNBnQFCUd2uCrbFvSVLY5yBuTBqaWuCwNXZH9IhRlQBkgQRAFzMyGXLv6O47KIjMt9E33snaR2SuFmBtRkReR86k4lLvqd4b8USrSMSwoq0ja3Y5PcnRBVzYtP1M0CsmCDttDpOaCcvG3IKvvgqbXcYgOCCJIjMBBFVgCRBBAD/Wb6Cff6nABhR/zFc3X00jkjYQv3O79MrSy1wdS7vG9YdPKdxREKAq6srAJmZmRpHIm6G+fdn/n0KISq59GTbjhP2YS6KqncDj4DSPy5EkiCi6pDCqILjKRkcTPqEHD+F5vl67rnjba1DErbiGcBLTYew4vAMLnum8sHvM7mz/hvodYrWkYkqTK/XExAQwLlz6omal5cXiiJ/kxWFyWQiMzOTc+fOERAQgF4v9aKEqBJ8qtt2nLCP9IKlMN6hUJb3VlkOI6oQSYIIpiydyV7fNEDhrTavo8gJbaUScvtLDNo7m688TWS6L2D+1kd4vG0drcMSVVxYWBiAJREiKp6AgADL71EIUQXUbq8mOG4008M7VB0ntJNRKAlSFubCqJkXIPMieAXZNi4hnIgkQaq4rccvcjzne0xeCl1NfjRp9oTWIQlbc3FjQPt3WfTPaM65wteb/8NDLSbg6SbJLqEdRVEIDw+nWrVq5OXlaR2OKCNXV1eZASJEVWM0gJsPcIMkSG4GnNsHYU0dFpa4hnk5TFmKogK4eYNfTUg7pS6JqRVj+9iEcBJSE6QKM5lMfPPbJxzxysfNaGJE50+1DknYiVfTR3gRNaOf7buWqX/u0jgiIVR6vR4PDw+5VLCLVgmQqVOnEhUVhYeHBzExMWzZsuWG4xcuXEijRo3w8PCgadOmLF++3Or+xYsX07VrV4KDg1EUhZ07d163j+zsbF588UWCg4Px8fGhT58+JCdLzQNRBa16Fy4eBVev65e8+EaohTXzMmFOL6kroaWytsctLKRgNogsiRGVnCRBqrDle06S6KaeED7qEUWNWndoHJGwG0WhZ5cJNMjJJVtvZMn+z0lJz9E6KiGEKLX58+czYsQIRo8ezfbt22nevDmxsbHFLqnatGkT/fr1Y/DgwezYsYNevXrRq1cv9u7daxmTkZFBhw4d+OSTT4o97quvvsqvv/7KwoUL+fPPPzlz5gy9e/e2+fMTwqntWQRbpqu3H5kFI/bDgGXQ53v1+tW98MzvENYMMlNgTk+4dELTkKssS3vcMi6HAekQI6oMSYJUUXkGI4v+eJfTbuBvMDK025dahyTsTF+7Hf/ncwsA6X47+XDlBo0jEkKI0ps0aRLPPvssgwYNonHjxkybNg0vLy9mzJhR5PgpU6bQrVs3Xn/9dW655RbGjRtHq1at+PLLq+93Tz31FKNGjaJLly5F7iM1NZXvv/+eSZMm0blzZ1q3bs3MmTPZtGkTf//9t12epxBO59wBWPqSevvO16BBLOj0EH0nNH1YvdbpwTMAnvoZQhqqrXLn9IC0s5qGXiVZZoKUIwkS0kC9liSIqOQkCVJFzflrJ0d8tgMwJOR2/AKjtA1IOET72Il0yMzGoMA/Zz/n6Pl0rUMSQogS5ebmsm3bNqtkhU6no0uXLmzevLnIx2zevPm65EZsbGyx44uybds28vLyrPbTqFEjatWqVab9CFFh5VyBBU+py1yi74ZOJXQQ9A6B/r9AYBRcOq7OCMlIcUSkwsxSGFWWwwhRHEmCVEFp2Xms2/kul10UIvON9IudrHVIwlGC6zKi5r3oTCZSfRN5d/kSrSMSQogSpaSkYDAYqF7dug5B9erVSUpKKvIxSUlJZRpf3D7c3NwICAgo9X5ycnJIS0uzughx04wGSNigLktJ2KD+bG8mkzoDJOWQWvPj4RnqjI+S+IVD/6XqY1IOwn8fgqzLdg9XFDDPBLmZ5TAXE8AgRctF5SVJkCpo6srV7PNLBODVOo/g6u6rcUTCkep3HkevzFwATmZNJ/7YBY0jEkKIymP8+PH4+/tbLpGRkVqHJCq6fUthchOY/QD8NFi9ntxE3W5P8dPh359B5wKPzlZneZRWYG11RohXCCTthh8eVTvHCPu7mZkgfjXUwrfGPKnpIio1SYJUMWdTs9h18iNydQrN83R0ues9rUMSjuYdzEuNB+JpNJLqeZnRq2ZgMpm0jkoIIYoVEhKCXq+/ritLcnIyYWFhRT4mLCysTOOL20dubi6XL18u9X5GjhxJamqq5XLy5MlSH0+I6+xbCgv6Q9oZ6+1pZ9Xt9kqEJMbDqnfU210/hMi2Zd9HaAPovwQ8/OFkPPzYD/KybRqmuIYhD7IuqrfL2iIXQKeD4LrqbVkSIyoxSYJUMZ8vncM+n8sAvHnbCBSN2hwKbYXcMYJBWertyy7zWborUduAhBDiBtzc3GjdujVr1qyxbDMajaxZs4Z27doV+Zh27dpZjQdYvXp1seOL0rp1a1xdXa32c/DgQRITE4vdj7u7O35+flYXIcrFaIC4N4Givqgo2Bb3lu2XxqSfh4UDwZgPt/aGmOfKv6+wpvDkYnDzgYQ/1f3KMgv7MddfUXTgGVS+fUiHGFEFSBKkCvn3dCqH0qdjUhTuNfrQtMUArUMSWnH1YEC7kVTLzyfDNYdJf/2H3Hyj1lEJIUSxRowYwbfffsvs2bPZv38/Q4cOJSMjg0GDBgHQv39/Ro4caRn/yiuvEBcXx8SJEzlw4ABjxoxh69atDBs2zDLm4sWL7Ny5k3379gFqgmPnzp2Weh/+/v4MHjyYESNG8Mcff7Bt2zYGDRpEu3btuP322x347EWVdGLT9TNArJjULiwnNtnumEYD/PQ0XDmjdnnp8R9QlJvbZ83boN88cPGAQytg8RDH1DSpijIK6oF4haizOsrD0iHmkG1iEsIJSRKkCvly2Wcc9crDzWji/zp9rHU4QmNezR/nBaP6DWWG12q+3bhH44iEEKJ4jz32GBMmTGDUqFG0aNGCnTt3EhcXZyl+mpiYyNmzV9txtm/fnh9++IFvvvmG5s2bs2jRIpYsWUKTJk0sY5YuXUrLli3p3r07AH379qVly5ZMmzbNMubzzz/ngQceoE+fPtx1112EhYWxePFiBz1rUaWlJ5c8pizjSuOPDyFhPbh6w2P/BXcf2+w3+k549L+gc4V/F8Ovr4BRvnyxufSCeiDlWQpjFlIwE+TCkZuPRwgnpZiqYDGAtLQ0/P39SU1NrTLTVP84cJaPN3TljBs86VKTN59YoXVIwgkYjv3Jo78P4ZC7G36prVj+7Hf4e7pqHZYQooKriu+zxZF/C1FuCRvUIqgl6TEVWj1588c7GAc/Pqbe7vM9NH345vd5rX+XwKJBYDJCzFDo+gEkblYTOT7VoXb70nWgEUXb+QMsGQp1Oqn1WMrjzE745m51NskbR20ZnRB2UZ73WZkJUgUYjCbmrH6bM27gbzAytNt/tA5JOAl9nbsZ4an2hM/w284nv/+lcURCCCGEANSEgF8EUMJylKXDYOnLcOUmZoRcTICfh6i3Y563TwIE4NZe0HOqejv+a/iktuO73lRmGTaYCRKsnheSmQKZF28+JiGckCRBqoB5f+/liNc/ADwb1AY/839uQgB3dJtEh8xsDAr8eWIipy5lah2SEEIIIXR66PZJMXcq6qXGbYAJts+GL1rCn59Cbhnfx/Oy1U4z2alQsy3cO+4mAy9Bi8ehVUFdutx06/vs3fWmsksvqAniHVr+fbj7qK1yQZbEiEpLkiCVXFaugbitI7nsohCZb+TxblO0Dkk4m9CGvBrWEZ3JRJrvCUatkBMPIYQQwik07gGPzgGdi/V2vwh1+7Nr4OmVajIkL0Ot6fGf1uqyiNLW3FjxOiTtBq9geGQWuLjZ/GlYMRrgyOpi7rRj15uqwBYzQeDqbBDpECMqKYckQaZOnUpUVBQeHh7ExMSwZcuWYsfOmjULRVGsLh4eHlZjTCYTo0aNIjw8HE9PT7p06cLhw/IitWI0QMIGViwYyz7f4wAMj+qFq4e/tnEJp9Tg3g/plZEDwIG0r9hz6rK2AQkhhBBCVaO12q4WBR78AgYsg+F71AQJQK3b4Znf4eEZEFBL7eyyZCh8cxcc+9N6XwXnh+xZpF5vn6NeFJ36eP8a9n8+WnS9qSosM0FuMgliLo4qHWJEJeVS8pCbM3/+fEaMGMG0adOIiYlh8uTJxMbGcvDgQapVK/oF6ufnx8GDBy0/K9e05vr000/54osvmD17NtHR0bz33nvExsayb9++6xImVdK+pWpf+bQzbAsJItfXh1bZOdxb/TatIxPOyqcaLzV6ihWJ87nieYkvf32faXe0R/ENkyJlQgghhJYSChIZNVpD6wFFj1EUaNIHGnaHLdNh/URI2gNzekCDbnDvWDh/0HJ+eJ1Ob0OdjnZ7Cla06HpTVZhngtzMchi42iZXlsOISsruM0EmTZrEs88+y6BBg2jcuDHTpk3Dy8uLGTNmFPsYRVEICwuzXMzt70CdBTJ58mTeffddevbsSbNmzZgzZw5nzpxhyZIl9n46zm/fUnUtZdoZNni4s9THG4DXLlxCWTRI1liKYoXc+RqD0nMBOOYax6blL5I0t6cUKRNCCCG0dGydel3n7pLHunrAHa/Ayzug7XPqMppDcTD1dljwVPEzMIIb2CzcEvlUL3lMWcaJq8wzQXxuMgkiy2FEJWfXJEhubi7btm2jS5cuVw+o09GlSxc2b95c7OPS09OpXbs2kZGR9OzZk3///ddyX0JCAklJSVb79Pf3JyYmpth95uTkkJaWZnWplIwGNcOPiZ98vHkhrJr6zYDJxGG3granssZSFOfI7wy4eB5fg4EkVxeeD69ObGQEi41pUqRMCCGE0ILJVCgJ0rH0j/MOhvs/hRfi1dkh3Kg+iAIrRzru/LDErjeKWpizdnvHxFNZGA1qRxew3XKYi8fAkH9z+xLCCdk1CZKSkoLBYLCayQFQvXp1kpKSinxMw4YNmTFjBr/88gtz587FaDTSvn17Tp06BWB5XFn2OX78ePz9/S2XyMjIm31qzqlgjWWSXs/7IUFqAgRAUXg/JIgkvU7WWIqiFSTQ0nQ60nVX/1swKgrvhwSSpNdLAk0IIYRwtPMH1WUhLh5q55ayCqkHtw8tYZCDa3BYdb25NhFS8HO3j2UpblllXQJTQbLLO+Tm9uVXE1w8wZgHl0/cfGxCOBmn6w7Trl07+vfvT4sWLbj77rtZvHgxoaGhTJ8+vdz7HDlyJKmpqZbLyZMnbRixEylYO3nC1QXTNXVUjIrCSVcXq3FCWBQk0BKL/dvRSwJNCCGEcDTzLJBa7dSlLuXhjDU4zF1v/MKtt/uFq9vNRV9F6ZmXwngGgd715val08mSGFGp2TUJEhISgl6vJznZ+j/V5ORkwsLCSrUPV1dXWrZsyZEjamEe8+PKsk93d3f8/PysLpVSwdrJC7rrf606k4nIvHyrcUJYFJz41MrLR2cyWd1l9bcjCTQhhBDCccxFUUtTD6Q4zlqDo3EPGL5X7Xbj5qtue/S/kgAprwxzPZCbXApjFlKQBLkgSZBSu7b7ksygdlp2TYK4ubnRunVr1qxZY9lmNBpZs2YN7dq1K9U+DAYDe/bsITxczRRHR0cTFhZmtc+0tDTi4+NLvc9Kq3Z7DD7h/OSnvpEoBR9mdSYTo1MuEmYwyhpLUbSCE58wg4HRKRetEiH3ZmQSZjBYjRNCCCGEnRny4fhf6u2b6dzizDU4dHqIvhPCm6k/Xzjq+Bgqi3QbdYYxM3eIkTa5pbNvqdpMYPYD8NNg9VqaCzgtuy+HGTFiBN9++y2zZ89m//79DB06lIyMDAYNGgRA//79GTlypGX82LFjWbVqFceOHWP79u08+eSTnDhxgmeeeQZQO8cMHz6cDz74gKVLl7Jnzx769+9PREQEvXr1svfTcW46PTODurDF0wMXk4m5Z5KYcTaZlSfP0Ds9Ux0jayxFUQqdIPVOz2DlyTMMupwKwHYPd7IVKVImhBBCONSZHZCTBh4BENas/PupCDU4LB+4D2oXQ0VnngliqyRIcEFx1BRpk1uiQt05raSdleYCTsrF3gd47LHHOH/+PKNGjSIpKYkWLVoQFxdnKWyamJiIrtDyjUuXLvHss8+SlJREYGAgrVu3ZtOmTTRu3Ngy5o033iAjI4MhQ4Zw+fJlOnToQFxcHB4e5VwrWUmkZuWxOjsevKF7RjbNcvOu3ulXQ32DkymGoijmE6QF/QGFMIOBly6lstzHm2QXF5b6ePOo1idIQgghRFVirgcSfdfNv/+aa3DEvWn9Qc0vwjnOD0MbqdfnJQlSbumyHEYThbpzXs8EKGpzgUbd5Tzaidg9CQIwbNgwhg0bVuR969ats/r5888/5/PPP7/h/hRFYezYsYwdO9ZWIVYKM1b9yD7vbBSTiafv/Q+4+qg1HHyqq9/gywtP3Mg1J0iuwKDUND4ODuJr/2Aa+t5Bc61jFEIIIaoKW9QDKaxxD/WD2IlNznd+GCpLL25ahrk9ro1ngmScVzvPeAbaZr+VTUFzgeIV6r4UfafDwhI35pAkiLC/rFwDW099BT5wl8GHOg3u0zokURFdc4LUOyOFb/Z9QYqrnilrpjJj4CitIxRCCCEqv9xMOBmv3q7TyXb7NdfgcDYhDdXrC0chPxdc3LSNpyKydWFUdx/wjYArZ9QlMZFtbLPfysYZuy+JEjldi1xRPv9d+wt7vdMBGHr76xpHIyo08wlS04fxvP15HlXUN9PjuUs4ev6KxsEJIYQQVUDiZjDkgl9NCKqjdTT25xehdogxGeDiMa2jqZjMy2G8bZQEAVkSUxrO2n1J3JAkQSqBPIORzUcnYVQU2uZ5cOutfbQOSVQi/Tt/gI/RyHn3PKas/ErrcIQQQojKz1wPpE5HUIrr6lKJKAqEmAtxSl2Qcsko6A7jY6PlMCAdYkrDzRuUG32kluYCzkiSIJXAog1r2Ol9GYAhrYuuvSJEefnW7sBDBANwKGMBZy9naRyREEIIUcnZuh5IRWApjiofuMvMZLqaBLFVTRAo1CFGZoIU6difMLsHmIwFG5y0+5K4jiRBKjij0cQf/35EvqLQNM+VmJYDtA5JVEKDO43Dw2jktEcu/4n7RutwhBBCiMor8yKc3a3ejq5KSRBpk1tu2ZfV5VNgp+Uw0ib3OnsXw9w+kHsFou6Eh6aDX7j1GL8ItemA1t2XxHUkCVLBLduymR1e6hrAZ5o8rXE0orIKjrqb+01BAPx7+b9cysjVOCIhhBCikkpYD5gg9BbwrUJ1BMzFUaVNbtmlF8wCcfcDVw/b7dc8E+TCUTDk226/FV38dFj0NBjzoHFPePInaN4Xhu+FgCh1zL3jYPgeSYA4KUmCVGAmk4mV294nW6ejfp6OTm1f0DokUYk933EMLiYTxzxzmBY3Q+twhBBCiMqpcD2QqiS0IAmSchiMxhuPFdbssRQGwD8SXDzUD/uXT9h23xWRyQRrxsKKNwATtHkWHp4JLu7q/To9BEWpt32qyRIYJyZJkArszz272eF5CoCB9fui6OTXKewnvM49dDH4A7Dj3Pdk5Mg3AkIIIYTNVcV6IAABtUHvBvlZkJqodTQVi63b45rpdBAsS2IAdSbM0mGwYaL6c+d34f7Prk90mLvASEtcpyafmiuwX/56lyt6HZH58MCdb2gdjqgCht41Gp3JxH6vbGaunKt1OEIIIYTTMhgN/JH4B8+tfo72P7bn9T9fZ1vyNkwmU/EPupyotohV9FD7DscF6wz0Llc/cEtx1LJJt9NMELj6O3GyDjEnr5xk4taJdF7QmYd+eYgfD/xIem66fQ6Wmwnzn4Adc9VOMD3+A3e9XnTnJvPvwNyyWDglF60DEOWz7dBhtrkfA3Q8GdkDnUy3Eg5Qp35XOqz3Y73LFbac+oqc/Kdwd5G/PSGEEMLsYvZFFh9ezMKDCzmTccayPe54HHHH42gQ2IC+jfrSPbo7Xq5e1g8+VjALpOZt4OHnwKidRGhDOLdPLY7aoKvW0VQc9poJAoXa5GrfIcZoMvLX6b+Yd2Aef53+CxNqQvF81nk+iv+Iydsm82DdB+nXqB91A+ra5qCZF+GHx+DUFnVp0MMzodH9xY+3zASRJIgzkyRIBbVo7Ugueeqong+PdB6ldTiiChl6x0jWx7/NLq9M5v++gP7d+mkdkhBCCKG5Pef38OOBH1l5fCW5RrWAuL+7P73r9aZdRDvijsex/NhyDl06xNjNY/l86+f0rNeTxxo+RpR/lLoTcz2QqtQVpjApjlo+5g/c9pgJEmIujqrdcpjUnFSWHFnCvAPzOJV+yrK9fUR7Hm34KEkZScw7MI/jaceZf3A+8w/Op21YW/o26kunyE646Mr5kTf1FPy3t5qU8wiAx+dDrdtv/BhzIipDkiDOTJIgFdDBk6f5x2UfoOfR6vfgai7GI4QDNGn0ILdt/JCtLhlsPDqZJ4x90euKmA4ohBBCVHLZ+dnEHY9j3oF5/HvhX8v2W4NvpW+jvnSL6oaHi9qto11EO0a0HsGSI0uYf3A+J6+cZO7+uczdP5d24e3o16gvdyX8iR6qXlFUM3ObXEmClI29CqOCpsth9l3Yx7wD81iesJwcQw4Avq6+1ycPgccbPc7fZ/9m3oF5rDu1ji1JW9iStIVqXtV4pMEjPNzgYUI8Q0p/8HP71QTIlTPgV0PtAFPtlpIfZ06CyEwQpyZJkArohxVvkeyuJ9Bgov+9H2gdjqiCnot5na3bxrDFO4Nf1/1Mr869tQ5JCCGEcJhTV06x4OACFh9ZTGpOKgCuOle6RXWjX6N+NA1tWuTj/N39GXDrAJ5q/BSbzmxi3oF5rD+1ns1nN7P57GYiAl15xD2Y3iH1CHLkE3IW5pkgKQfVThxF1VwQ1zMnQeyyHKb+1WNkXQbPANsfo5BcQy6rTqzixwM/svv8bsv2hoEN6duoL/dH33/9MjJAURTaRbSjXUQ7zqafZeGhhfx0+CfOZZ5j6s6pTN89nXtr3UvfRn1pWa0lSuG/LaMBTmxSi5n6VAcUmP84ZKdCaCM1AeJfs3RPwFuSIBWBJEEqmMTzKfyjbAP0PBTYHg93H61DElXQ7U36cGv8J/zrksUf+z6lZ6eHrN9MhBBCiErGaDJaJS7M9QjCvcN5tOGj9K7fmyCP0qUudIqODjU60KFGh6sJlf0/cMYVpvi78NXP95WYUKmUguuphSezU9UPkb7VtY6oYrAsh7FDEsTdF3zD4cpZdUlMzdtsfwywSlxczL4IgIvOhXtr30u/Rv1oEdqi1Oea4T7hvNzqZZ5v/jyrTqxi3oF57Dq/ixXHV7Di+ArrhMrh3yHuTUg7c/2OImOg3zzwKkNK0lwTJPOC2lFGLx+3nZH8ViqYH359m5NuenyMJoZ0+0TrcEQV9kyr4by6ezybvK/wx8ZldO7woNYhCSGEEDZnrkew4OACEq9cbd3aPqI9fRv25a6ad6G/iQL1NX1rMuK2EbxwYBNx5zcxr2ZD/s1J4ddjv/LrsV+LXFpTabl6QGCU2iEn5aAkQUrLMhPEDsthQE1OXTmrFke1YRLEZDIRnxTPj/t/ZN2pdRhNRoDyL2G5hpvejQfqPMADdR5g34V9zD84n+XHlnPw0kHe3/w+k7Z8Qs+L5+mbeYXaRe2gzbNlS4CAOl7Rg8kAmSngG1bu+IX9SBKkAkm5nMbf+RtBr6O7d0u8PQO1DklUYfe06Eed7Z9zzCWb1TvHSxJECCFEpZKSlcKXO77kt2O/kW3IBoqvR3DTDHl4JG6mV24Gve6ewh4XhXkH5xGXEMe/F/7lvY3vMWHrBPrU78PzzZ/H08XTdsd2NiEN1STI+YMQfZfW0Ti/nHTIy1Rv22MmCKgdYo5vsFldEJPJxJIjS5j570wSUhMs221SzLQYjYMb837796+vy+Pvy1x/X9pnZvHi5VSa5eQWPEKB30dDk95QliSnTg/eIerSmvRkSYI4KUmCVCBzf3mPo+46PI0mXrzvU63DEVWcoigMaPoco/dP4U+vVLb+s4rb2kg7OyGEEBVfZl4mQ38fyoGLBwBu3NbWFk5vg9x08AqG6k1oqtPRNLQpr932GosPL2bBwQWcyTjDjL0zOJF2gkkdJ6FTdLaPwxmENoBDKzQpxFkhmbuQuHiCm7d9jmHpEGObNrnzD87nw/gPAfBy8aJH3R70bdTXdm1tb8BSl8czio0LH2Weny8bPD3Y5OXJTg935p5Jpn5eHmCCtNNqrZDoO8t2EJ9qBUmQ83Z5DuLmVdL/PSufK5lZ/J39OwD3uN9CoG+4xhEJAb3aPE2EwY0reh3L49/XOhwhhBDipplMJkZtGsWBiwcI8ghiZuxMFj24iEcaPGKfBAgUao17F+iunp4HegQyuOlglvdezoS7J+Cqc2VN4hqm75punzicgaVN7gFt46go0gsthbFXfbbggiRIys23yf0n6R8+2aIu6R/UZBBrH13LO7e/45AESGG6jPPcmZXN1OTz/HbqDLdlZZOp0/Fy9RBSC70GSU8u+84txVHL8VjhEJIEqSB+/GUc/3rocDWZeEVmgQgnoVN09Gs4CIA1Xpc4sGutxhEJIYQQN+e7Pd+x8vhKXHQufN7xc24Lu83+xb+P/aleR99d5N16nZ7YqFhGtRsFwFe7vuL3E7/bNyathJqTIDITpFQy7FgU1cw8E+TiUbWTSjmdTj/N/637P/JN+XSv051XW72Kt6udZq+UxOdqvZnIfAOfn0uhRl4+p1xdea1aMPlFjCvzviUJ4rQkCVIBZOfmsenyUgDu0kcTFhitcURCXPVku+cJMbhyUa/ntw2jtA5HCCGEKLd1J9fxnx3/AeCdmHdoVb2V/Q+akw6ntqi363S84dBe9Xrx5C1PAvD2X29z6FIlTBSENFCv05PULjHixuzZHtfMPxJcPMCQC5dPlGsXmXmZvLz2ZS7lXKJxcGPGtBujbWfB2u3BL8LyY4DRyBfJ5/E0Gvnb05OJQYHgV0MdV1bmArUZshzGWUkSpAJY9OtnbPNS0JlMvNL1Y63DEcKKi86F3tFPABDneYHEvX9qHJEQQghRdkcvH+WtDW9hwsRjDR/j4QYPO+bAiZvBmA8BtSCo5C+6/u+2/+P28NvJys9SP1RmX3JAkA7k4Qe+BR9OZTZIyczLYbzt1BkG1CVaQQXLVcqxJMZkMvHuxnc5dOkQwR7BTOk0RftORzo9dLFeyt0gL4/x5y8AMNffl59bP1K2oqhmMhPE6UkSxMnl5xtYn/wjALcrEURXv1XjiIS43pC7huFn0JPk4sJv697VOhwhhBCiTFJzUnl57ctk5GXQJqwNb7Z903EHN9cDKWEWiJmLzoUJd08g0jeS0+mnee3P18gz5tktPE2EFswGSTmobRwVgXk5jD1nggCE1FOvy1Gwdvru6aw+sRpXnSuTO00mzNtJOqaYZxoVSnTck5nFC5lqq95xib+y89zOsu/XUhPk3E0GKOxFkiBObumKr/jbywTAS50+0DgaIYrmrnfn/pp9AFjufp7zBzZoHJEQQghROvnGfF7/83USryQS4R3BxLsn4qpzdVwAJdQDKYq/uz9fdPoCLxcvtiRtYcI/E+wUnEakOGrppTugJghcXaZUxg4xaxPXMnXnVADeu/09WlRrYePAyslohC3fqLe7fgQDlkGf72HAMp4bspMutbqQZ8zj1XWvkpxRxhkdPpIEcXaSBHFiRoORPxK/x6QotDQG06RWW61DEqJYr3R8FS+jjuNurqz4/R2twxFCCCFK5fNtn7P57GY8XTz5ovMXBHoEOu7g6echeY96uwxJEIB6gfUYf+d4AH448AOLDy+2dXTaMc8EkeUwJTPXnfAOse9xytEh5vClw4zcMBKAxxs9zkP1H7JHZOVz7A91VoubL7R8Qm2D2/RhiL4Tnd6VDzt8SP3A+qRkpTD8j+Fk52eXft/mJEiGJEGclSRBnNjva2fxl7dam/iFO6XgpHBuPm4+dKr2AAC/uiVz5dBGjSMSQgghbmzp0aXM2TcHgA87fEjDoIaODeD4evW6epOrxRTLoHOtzgxrMQyAcX+PY8e5HbaMTjvmmSCyHKZk6c65HOZy9mVeXvsymfmZxITF8Fqb1+wYXDnEF7SZbvkEuPted7eXqxdfdPoCf3d/9l7Yy/ub38dkMpVu3+aaIFmXID/XRgELW5IkiJMymUysPDSVfEWhscGf2+t11jokIUr0ZufXcTMqHHB3Y9Wqt7UORwhRyUydOpWoqCg8PDyIiYlhy5YtNxy/cOFCGjVqhIeHB02bNmX58uVW95tMJkaNGkV4eDienp506dKFw4etp3ofOnSInj17EhISgp+fHx06dOCPP/6w+XMTjrf7/G7e36QWRnyu2XPcW/texwdRxnogRRnSbAj31r6XfGM+r/7xKkkZSTYJTVOhjdTrSycgL0vbWJxdRop6be/lMOaZIBnnSuzak2/M57X1r3Eq/RQ1fGow4e4Jjl1iVpILR+HwKvV22yHFDqvpW5OJd09Er+hZdmyZJWFaIo8A0Lmot6VDjFOSJIizMRogYQN7fnqdP73UaVfPtHWyzKkQxQj0DKB9kHoSudT1DLmbpsGeRZCw4ab6ygshxPz58xkxYgSjR49m+/btNG/enNjYWM6dK3q68aZNm+jXrx+DBw9mx44d9OrVi169erF3717LmE8//ZQvvviCadOmER8fj7e3N7GxsWRnX532/MADD5Cfn8/atWvZtm0bzZs354EHHiApqRJ80KzCzmWeY/gfw8k15tI5sjMvtHhBm0DM9UBuIgmiKAof3PEBDQMbciH7Aq/88UrZpu47I+8Q8AwETHCh7N1Iqoy8bMgpSEiUYyZRmXj4gU9BQdMSlsRM3DqR+LPxliVmAR4B9o2trP75DjBB/a4QXPeGQ2PCY3ijzRsATNo2iY2nSzHTWacrVBxVOsQ4I0mCOJN9S2FyE5j9AGtPLyBHp6NpTh5dtOyhLUQZvd35DVxMsN3Dgz1/joKfBsPsB9S/7X1LtQ5PCFFBTZo0iWeffZZBgwbRuHFjpk2bhpeXFzNmzChy/JQpU+jWrRuvv/46t9xyC+PGjaNVq1Z8+eWXgDoLZPLkybz77rv07NmTZs2aMWfOHM6cOcOSJUsASElJ4fDhw7z11ls0a9aM+vXr8/HHH5OZmWmVTBEVS44hh+F/DOd81nnqBdTjozs/QqdocEp8MQEun1C/Ma7V7qZ25eXqxZTOUwh0D2TfhX2M2jSq9FP3nZGiFCqOKktiimWeZaB3U2cf2FtwwZKYnf8r9guunw//zNz9cwEY32E8DQIb2D+ussi5AjvU+Ih5rlQP6deoH33q98FoMvL6n69zPPV4yQ+y1AWRmSDOyCH/45dl+uq3337LnXfeSWBgIIGBgXTp0uW68QMHDkRRFKtLt27d7P007GvfUljQH9LOkKpTmOenrk179tJllIUD5MOjqDDCT8bz0JUrAHwb4Hf1jrSz6t+4/C0LIcooNzeXbdu20aVLF8s2nU5Hly5d2Lx5c5GP2bx5s9V4gNjYWMv4hIQEkpKSrMb4+/sTExNjGRMcHEzDhg2ZM2cOGRkZ5OfnM336dKpVq0br1q1t/TSFA5hMJsZuHsuelD2WDivert7aBJNQMAukZltw97np3dXwqcHEjhNxUVxYkbCCmf/OvOl9aspSHFWSIMUyF970DlUTR/a0bymc2a7e3vp9kV9w7Ty3k3F/jwPgheYvcE/te+wbU3nsmgc5aWpCp07pyg0oisLbMW/TIrQFV/Ku8PIfL3Ml98qNH+QjM0Gcmd2TIGWdvrpu3Tr69evHH3/8webNm4mMjKRr166cPn3aaly3bt04e/as5fLjjz/a+6nYj9EAcW8Casb+O38/MnQ6onJzuTurYB1k3FuynEA4v4K/5UGpaehNJjZ6ebLAx5skvR7z37f8LQshyiolJQWDwUD16tWttlevXr3YZSlJSUk3HG++vtEYRVH4/fff2bFjB76+vnh4eDBp0iTi4uIIDCy6g0hOTg5paWlWF+E8/rvvvyw9uhS9omfC3ROI9IvULhhLPZCydYW5kTZhbXir7VsATN42mfWn1tts3w4nxVFLlu6gzjDmL2vzMq23F/qCKzkjmVfXvUqeMY97a9/Lc81LN8vCoYzGqwVR2z6nLlspJTe9G593+pzqXtVJSE3grQ1vYbjR+awztMktKLMgS9OvZ/ckSFmnr/7vf//jhRdeoEWLFjRq1IjvvvsOo9HImjVrrMa5u7sTFhZmuRR3MlIhnNgEaWcAmOfrwyx/9dvzE66uLPHxBkyQdlodJ4QzK/hbjsw3cGuOWg17XGgwsZERLJa/ZSFEBWMymXjxxRepVq0aGzZsYMuWLfTq1YsHH3yQs2fPFvmY8ePH4+/vb7lERmr4IVtY2XR6ExO3TQTg9Tavc3v47doFYzTapB5IUR5r9BiPNHgEEybeXP8mx1KP2XT/DmMujiptcotnmQlix6Ko13xZa03dlh33Fq/88TIpWSnUD6zPB3d8oM0Ss5IcWwsXDqttcVv0K/PDQzxDmNJ5Cu56d9afWs9/dvyn+MHeGidBCpVZkKXp17PrX2d5pq9eKzMzk7y8PIKCgqy2r1u3jmrVqtGwYUOGDh3KhQsXbBq7QxVMk0rS6/koONAync2kKLwfElTwLToynUo4v0J/y3vc3SybjfK3LIS4CSEhIej1epKTrf/vSE5OJiwsrMjHhIWF3XC8+fpGY9auXcuyZcuYN28ed9xxB61ateKrr77C09OT2bNnF3nckSNHkpqaarmcPHmy7E9Y2FxiWiKvrX8No8lIr3q9eLzR49oGlLwXsi6Cmw/UsP3SqpFtR9KqWivS89J5Ze0rpOVWwBlJ5uUwF46AIV/bWJyVI9rjFvqytigmTLzvns2/F/YR4B7AF52+wMvVy37x3Iz4b9Trlk8W2Ra3NG4NvpWx7ccC8P3e71l+bHnRA81tcrU45y1UZsGKLE23sGsSpDzTV6/15ptvEhERYZVI6datG3PmzGHNmjV88skn/Pnnn9x3330YDEVP8XH6qakFL5Ljri6YrlnPZ1QUTrq6WI0TwmkV/I0myt+yEMKG3NzcaN26tdWsUPMs0Xbtii4o2a5du+tmka5evdoyPjo6mrCwMKsxaWlpxMfHW8ZkZqpTv3XXTJnW6XQYjcYij+vu7o6fn5/VRWgrPTedl9a+xJXcKzQLbcZ7t7+HonXRefNSmNp3gN72rUNd9a5M6jiJMO8wjqcd5431b9x46r4z8qsJrl5gzINLx7WOxjlZ2uPasTNMCR/iZ/v5sszHGz0KE++eSE3fmvaL5WZcOAqHVwIKtH32pnZ1f537ebrJ0wCM3jSafRf2XT/I3K3H0YVRSzFzR5amO3l3mI8//ph58+bx888/4+HhYdnet29fevToQdOmTenVqxfLli3jn3/+Yd26dUXux+mnptZuD34RnHRxue4unclEZJ4B/Gqo44RwZgV/y7XyDOiuqUovf8tCiJsxYsQIvv32W2bPns3+/fsZOnQoGRkZDBo0CID+/fszcuRIy/hXXnmFuLg4Jk6cyIEDBxgzZgxbt25l2LBhgFrvY/jw4XzwwQcsXbqUPXv20L9/fyIiIujVqxegJlICAwMZMGAAu3bt4tChQ7z++uskJCTQvXt3h/8biLIzmoyM3DCSY6nHqOZVjckdJ+Omdyv5gfZmLopqw3og1wr2DOaLTl/gofdg4+mNTNk+xW7HsgudDkLqq7fPH9A2FmeV4YCZIDf44uovTw8+DwoA4I26j9A2vK394rhZW75Vr+vfW2Jb3NJ4ueXL3FnjTrIN2by8Vl0KZEWrmSAlzNyRpekquyZByjN91WzChAl8/PHHrFq1imbNmt1wbJ06dQgJCeHIkaJ7Vjv91FSdnrx7xvKrr1qdXCn48KgzmRidcokwgwG6fQw6vZZRClEynR66fUKYwcDolEtWiZCOGVnytyyEKLfHHnuMCRMmMGrUKFq0aMHOnTuJi4uzzDZNTEy0qtPRvn17fvjhB7755huaN2/OokWLWLJkCU2aNLGMeeONN3jppZcYMmQIbdq0IT09nbi4OMsXLyEhIcTFxZGenk7nzp257bbb+Ouvv/jll19o3ry5Y/8BRLl8ueNL1p1ah5vOjSmdphDqZcdvzEsrP/fqBxAb1wO51i3BtzDuDrVbx8x/Z7Ls2DK7Hs/mpDjqjaU7oCZIwRdcYD176riLC2+EhmBUFPpkG+nXbmTRj3cG5WiLWxK9Ts8nd31ClF8UyZnJjFg3gjxD3tUBlpogDp4JUtqkSxVfmm7XJEh5pq8CfPrpp4wbN464uDhuu+22Eo9z6tQpLly4QHh4eJH3V4SpqUsO72KHhweuJhPzzyQx42wyK0+eobfOHx6dA417aB2iEKXTuAc8OofeOj9WnjzDM5dSAdjt4c6lFk/L37IQotyGDRvGiRMnyMnJIT4+npiYGMt969atY9asWVbjH3nkEQ4ePEhOTg579+7l/vvvt7pfURTGjh1LUlIS2dnZ/P777zRo0MBqzG233cbKlSu5cOECaWlpbN68mfvuu89uz1HYTtzxOL7do377O6b9GJqENCnhEQ5y6h+1y4Z3KFRrbPfDdYvuxrNN1en/YzaN4d+Uf+1+TJuxtMmV4qhFMi+18LFjcq/gCy6Vmgi5oii8VD2UK3odLbOzeafxIBT99TPancbOHyH3CgTXL3Vb3NLwdfPli85f4Ovqy45zO/gw/kNM5i8AzbNzclIhL9tmxyxRaZecV/Gl6XZfDlPW6auffPIJ7733HjNmzCAqKoqkpCSSkpJIT08HID09nddff52///6b48ePs2bNGnr27Em9evWIjY2199OxC5PRyB/nfgGgNbW4pd/PtOn+FWFP/gLD98iHRlHxNO4Bw/cS9uQvvNDpM/wMLqS46Fl28k8wFbVGUQghhLCd/Rf2895f7wEw8NaBPFj3QY0jKsRcDyT6bksxfHsb1nIYd9e8mxxDDi//8TLnMx387XR5mTvEyEyQollmgth5hlPBF1z4hWMA3qwWwnE3V6rnG5iUnILrttmQdcm+MZSX0QhbCgqixpStLW5pRPtH88ldn6Cg8NPhn5h3cJ56h4c/mJfeZTiwQ0wxM3euUmRpOg5IgpR1+urXX39Nbm4uDz/8MOHh4ZbLhAkTANDr9ezevZsePXrQoEEDBg8eTOvWrdmwYQPu7u72fjp28deG/7HJS/1gOOTu9yD6Tmj6sHotywZERaXTQ/SduDZ/jDvDHwHgF/d0so//rXFgQgghKrMLWRd45Y9XyDZkc0eNOxjearjWIVlzQD2Qa+kUHR/f+TF1/OtwLvMcr657lVxDrsOOX27m5TDnD8mXKNcy5KkdhsC+y2HMCr7g+s9dz7DByxN3nStTYr8jxL8WXE6EJS845+/I3BbX3Q+a97XLIe6seSevtn4VgE+2fMKWs1vUBKelLogDkyBWM3euVZAYkaXpjimMWpbpq8ePH8dkMl13GTNmDACenp6sXLmSc+fOkZuby/Hjx/nmm2+u60BTkfz271QMikKjfF/aRBe/TEiIiur1u4fialQ46O7G6t8/0jocIYQQldikbZM4m3GW2n61+fSuT9E708l+dhqc2qretnM9kGv5uPmoU/fdfNl1fhdz98916PHLJSgadC6QlwGpp7SOxrlkXlCvFR14BTnkkPsuHeT7k6sAGHvHB9xasz08Mlud8XBwOWz+0iFxlEn8dPX6JtrilsbAWwfSvU53DCYD7218T60PYl4S48gkCFyduXPtbBC/CCmzUMCpu8NUBUcO/sOfnlcAeOxW2xTqEcLZBHsF0sJLTX7G5e/HdMOq1UIIIUT5JKQmWIp/ju8wHj83J6sDd2ITmAwQGA0BtRx++Np+tXmzzZsAzNw7k/TcdIfHUCZ6Vwgq6OQhS2KsmT9Ye4U47Fv9qTunAnB/9P3cX6egxlJEC3VmAcDq0ZDoRDN+LxyFw6sABdo8Y9dDKYrC6HajCfEM4UzGGX4+8nOh4qgaFCGt2wmrNrn+kVJmoRBJgmhs/p9jSNfpCM93oXfMU1qHI4TdjOj0FooJ1nt5sjmuuGl6QgghRPl9vfNrjCYjHWt2pGloU63DuZ65HoiDZ4EU1r1Od6L8oricc7lizAaR4qhFc0R73EJ2ntvJ+lPr0St6XmjxgvWdtz0NTR5WE3wLB0FGStE7cTRzLZD6XW3SFrckni6ePNNUTbZM3z2dHO9g9Y4MDWrwmL9w1BUUrE07DRVhCZyDSBJEQ5cvJfOnLgGAbtXvR6fIr0NUXk2q1aW+UhuAFefiID9H44iEEEJUJocvHSbueBwAL7Z8UeNoiqFBPZBruehcLB9i5/w7h9ScVM1iKRUpjlo0c+tVexdFLWCeBdKjbg9q+9W2vlNR4MHJEFwPrpyBxUPUgqRayrkCO/6n3rZRW9zSeKTBI4R5h3Eu8xwLUWf7azITJO20eh1cT50tZDLCuX2Oj8NJyaduDf2w7F3OuurxNcDzXd/WOhwh7G5Q2/8DIM7bhUN/fa9xNEIIISqTr3Z+hQkT99a+l0ZBjbQO53pXkgs+hCgQdZemocRGxVIvoB5X8q4wZ98cTWMpUeHiqOKqDAd1hgG2Jm3l77N/46Jz4bnmxSQU3H3VehMuHnB0Dfw10e5x3ZC5LW5IA6hru7a4JXHTuzGk2RAAvrtykCxFcXxNELg6E8SvBoQVtAdP2uv4OJyUJEE0YsjP48/MjQDc5dECLzdvjSMSwv66N+pIeL4v2Todv+z91jmriAshhKhw9l/Yz++Jv6Og8ELzF0p+gBYS1qvXYU3BPE1eIzpFx4st1Nkyc/fN5VK2k7Y3hULLYQ5oG4ezSXfMchiTycSXO9WCp73r9aaGT43iB1e/FboXJD/++AgSNtg1tmIZjbCloCBq2yEOa0Vt1qteL2r41OCCIZN5fj7aJEFSC2aC+NdQ/88BSNrj+DiclCRBNPLz8s/Y56HH1WRiWLcPtQ5HCIdQFIUH6j8NwHLPHFIO/qlxREIIISoD81T9+6Lvo15gPY2jKYYT1AMp7J5a93BL0C1k5mcy89+ZWodTvOD6gKK2g3WWWhPOIMMxy2H+Pvs325K34aZz49lmz5b8gJZPQosn1OUXPw1WZ0A52tG1cOFIQVvcfg4/vKvOleebPw/ADH8/MtKTHB6DZTmMXw0Ia6beTpaZIGaSBNHI6tMLAWhjrEHNIMdXBxdCK8+374+/wYUUFz2L/5R2uUIIIW7O7vO7+fPUn+gUHUObD9U6nKKZTE6XBFEUxTIbZN6BeaRkOWmCwc0LAiLV2+elLoiFOQlix5kghWeBPNJQrXVRKvdPgGqN1VoYPw0Go8FuMRYpfpp63fJJcPdx7LELPFDnAaK8I7is1/M/RYMuTIWXw1QvtBxG61otTkKSIBrYGP8z8Z55ADx9x0iNoxHCsdxc3OgQFAvASuUEORdOahyREEKIisw8C+TBOg8S5R+lbTDFuXgM0k6B3g1qtdM6Gou7at5Fs5BmZOVn8f0eJ67VJcVRr2cpjGq/JMiG0xvYfX43HnoPS9eTUnHzgkdmg6s3HN8A6z62W4zXuXAUjqzGEW1xb8RF58LzTdXaILN8PEhz9GwQy0yQCAipD3p3tUbK5ROOjcNJSRJEAz/v+ByDonBLnhcxDTtqHY4QDvd/976JmxEOubvx64oxWocjhBCigtqWvI1NZzbhorhYpp87FaNBrYuwYZL6c8226gdEJ1F4NsiCgwtIytBg2n5phEib3OtYWuTaZzmMyWTiyx3qLJC+jfoS4hlSth2ENoAHp6i3138GR363cYTFMLfFbRDrkLa4N9KtXk/q5uVzRa9jzu7vHHvwwsth9K5QrSCRKHVBAEmCONzxE/+y0f0CAH0aDtI4GiG0EeodSGsXdWreqisbMeVlaRyREEKIiqbwh7SH6j9ETd+aGkd0jX1LYXITmP0A7JyrbkvapW53Iu0i2tGqWityjbl8t8fBH9RKK7SgQ4zMBFEZjVfro9hpJsjaxLXsv7gfLxcvBjUp52eWZo9A60GASW2bay7WaS/ZaZq0xS2OXu/CizkuAMw99guXsy875sA56ZBd0Prav6CQrRRHtSJJEAf77+/vka7TEZGn45EOQ7QORwjNvHjPKBSTic1ermz4/QutwxFCCFHBxCfFszV5K646V0tLSqexbyks6H91Xb5ZzhV1uxMlQhRFYVjLYQD8dPgnzqSfKeERGrC0yZUkCKAWiTUV1NnwLuMMjVIwmoyWWiBP3PIEQR5B5d9Zt4/VD+CZF9T6IIY8G0VZhF2F2uLW6WS/45TBPe7VaJSTS4Yh23EFiM3/77j7qa2LAaoXJEGkOCogSRCHSk+/zAaT2t4rNqQLOkX++UXV1TziFhobqgPwa8KP0i5XCCFEqRWeBfJIgzIUbHQEowHi3gRu8L4W95bji0XeQJuwNsSEx5BvzGf67ulah3M9c5vctNNqIqmqM7dc9QxUlzrY2Krjqzhy+Qi+rr4MuHXAze3M1UOtD+LuB4mbYe24q8vE9ixSr23xWjAaIV67trjF0fmE8eIldVbGjwd+dEwB4sL1QMxkJogV+RTuQLN/fY+zrnr8DCae6/a+1uEIobm+rV8FYJ1nHod2Ldc4GiGEEBXFX6f/Ytf5Xbjr3ctWsNERTmy6fgaIFZP6IeXEJoeFVBrDWqizQX458guJaYkaR3MNz8Cryz5SpC7I1fa4tl8KYzAa+GrXVwA8detT+Lv73/xOg+tCTzVpycYp8Fk9dZnYT4PV68lNbn521NG1cPGoZm1xi+VTjbuzsmjqFkxWfhYz9s6w/zEL1wMxCyvoEJN6ErIu2T8GJydJEAcxGoz8mfYHAHe5NsbbQ5t2TUI4k57NuxOZ50G2Tsf8vz/TOhwhhBAVQOG2nX0b9iXUyz6FIcstPdm24xykRbUWdKjRAYPJwLRd07QO53rmuiBSHNWu7XGXJywnITUBf3d/nrrlKdvtuHFPqK92ByTrovV9aWdvfpmYpS3uU5q1xS2SdzUU4EU3tc3zgoMLSM6w82vf0h630EwQD38IqKXeTpIlMZIEcZDFq79gv4eCq8nE87Efah2OEE5BURS61XoMgLWu57h49ojGEQkhhHB2a0+uZd+FfXi6ePJ006e1Dud6PtVtO86BzLNBlh1bxrHLxzSO5hpSHPUq83IYb9smAPOMeXy1U50FMvDWgfi42TCZYDTcYClGwdKxsi4TMy+r2fRlQVtcoK2TzQwrSFS1zzXQslpLcgw5fLvnW/ses6iZIABhzdRrqQsiSRBHiTuuVgVvk1+N2tXqaxyNEM7j+c4vE5ivkOKi538r39U6HCGEEE7MaDIydedUwAYFG+2ldvuCb2CLq0mgqB9Oard3ZFSlcmvIrXSK7IQJk2VJhNOQ4qhXWdrj2nYmyNIjSzmVfoogjyAeb/S4TffNiU1wxYbLxAp3X1r1jrrNxd35ZjkU/I6UjHOWJKPdCxCbu/D4X5MEqV6wJEbqgkgSxBH+3rmSrR7ZADwV84bG0QjhXNxc3LjLRz0RXJO7m/ycTI0jEkII4axWnVjF4UuH8XH1YeCtA7UOp2g6PXT7pJg7CxIj3T5WxzmhF1u8CMDK4ys5eNGJEg7m4qiSBIF0c00Q23WGyTXkWoriDm4yGC9XL5vtGyj98q/lr0PcSNj+Xzi1DXIzrh9TXPel/Byn675kmfGVnkzb8LbEhKkFiL/Z/Y39jlnUchgoVBx1t/2OXUFIEsQBFmz5FIOicGuuOx2adtM6HCGczkv3jcPdaOKou56Fy8dpHY4QQggnZDAa+Hrn1wD0b9zfNgUb7aVxD3h0DuhcrLf7RajbG/fQJq5SaBjUkNgotXaDeWmEUzDPBLmUoH7YrcrMM0FsWBh18eHFnM04SzXPajza8FGb7deitMu/zu+Hv7+CpcPgu87wUQ2Y0gLmPQFrP1Q7yvz2f1SY7kvmJUvp58FksrSjXnJkCSfTTtrnmMUuhymYCXL+IOTn2ufYFYQkQews8cxRNrkmAdCzjo2nlQlRSVT3CyWGaABWJf8m7XKFEEJcZ3nCco6lHsPPzY8nGz+pdTglq3kbGPPV2w9MgQHLYPgep06AmL3Q/AV0io61J9fy74V/tQ5H5RsG7v5gMsKFo1pHo6102y6Hyc7P5tvdap2KZ5o9g4eLh032a6U0y8S8Q+HBL+D2FyD67oIEgklNfB1YBus/VTvKmJNARXKy7kvm31F+FuRcoUW1FtxR4w61APFuOxQgzs2A7Mvq7WuTIAG11e45htwq32VJkiB2NnPVO2TodNTMg0c7vqx1OEI4rcF3j0IxmdjqaWLdpv9pHY4QQggnkm/Mt3QsGdRkEL5uvhpHVApH1a6A1GgNtw2E6DuddgnMteoE1OH+6PsBmLpjqsbRFFCUq0tiqnpx1IwU9dpGM0EWHlrIuaxzhHmH0ad+H5vs8zpWy8SuTYQU/Nx9ErQeAN3Gw4Cl8PoReO0I9F+qLiFr+RQERpfueM7SfcnNG8wFZgu6+lgVIE61cQFi81IYN1/w8LO+T1GuLomp4sVRJQliRxlZ6fyVrxae6eJ/N3q9SwmPEKLqalWnDc3y1KnNi/d8rXE0QgghnMmvR38l8UqifQo22svRtep13c7axlFOQ5sPRa/o2XB6AzvP7dQ6HJUUR1Vny1oKo958d5jMvEy+2/MdAM81ew43vdtN77NY5mVifuHW22+0TMwnFOrcDbcPhZ5fQo//lO5YztR9yTwbpCAx0ySkCR0jO2I0GZm208azQSxLYSKKvl+KowKSBLGrWcveJ8lVh5/ByJD7pc6BECV5uPFzAGxyT+XwsZ3aBiOEEMIp5BnyLLNAnm7ytO0LNtqD0QjHCmaCVNAkSC2/WvSoq34o/XLnlxpHU0CKo0J2qrqcAWwyE+THAz9yMfsiNX1q0rNez5veX4ka94Dhe9XlYX2+L/sysYrYfcn8e0q/uozHPBtkxfEVHLpkw6UpxXWGMbMUR5UkiLADk8nEH5dWAXC3rgG+3oEaRySE8+vZ/imic/Xk6BRm/zFK63CEEEI4gcWHF3Mm4wyhnqH2KdhoD0m7IPOCOiW9Zhutoym355o/h4vOhfiz8fyT9I/W4VydCVKV6xkULKnA3Q9cb652R3puOjP/nQnA0BZDcdW53mx0paPTq8vDmj5c9mVipVlW42zdl3yuT4I0DGpI19pdARsXIC6uM4xZWKGZIFW4Bp8kQexk8brvOOhuxNVk4tkuMgtEiNJQFIWuoWoHpQ0cJTXtosYRCSGE0FKOIYdv9qitJJ9p+gyeLp4aR1RK5qUw0XeB3kEfLO2ghk8NS42IL3d8iUnrD02h5iTIYefp/uFo5g/SNmiPO3f/XFJzUonyi6J7dPeb3p/DlGdZjZbMSZBrCrq+0OIFFBTWJK5h34V9tjlWcZ1hzEJvAUUPWRevbzFchUgSxE5+O/Q9ADF5QUTXbKJxNEJUHM/cN4qQfBMXXXR899t7WocjhBBCQwsPLuRcplqw8eEGD2sdTumZi6LW7aRtHDbwbNNncdO5sf3cdjaf3axtMAG1wMUDDDlw+YS2sWjFRu1xU3NSmfPvHED9MK53ppkTpXGzy2ocyVyf5JpirXUD6nJ/nYICxDttVIC4pCSIqweEFCwrq8LFUSUJYgf/7N/ANvd0APq1ekXjaISoWDzcvbjbVU0c/pG+HkN+Ff2mRwghqris/CxLwcYhzYbYt2CjLeWkQ+Lf6u0KWg+ksOre1S3LkKbumKrtbBCdHoLrq7fPV9ElMebOMDdZFHXOvjlcybtCvYB6xEbF2iAwDdzMshpHsiyHOX/dXeYCxOtPrWfX+V03fyzLcphikiBQqC7I7ps/XgUlSRA7+N/GDzEqCk1zXLmrtZ3aTAlRiQ3p9hEeRiMn3OCHtU5SjE0IIYRDzTswjwvZF6jhU4Ne9XppHU7pndgIxjwIqA1BdbSOxiYGNx2Mh96D3Sm72XB6g7bBWIqjHtA2Dq2k3/xMkEvZl5i7by4AL7Z4EZ0iHwntytu6O0xhtf1q82DdBwEbtaMuqTsMFEqCyEwQYSNnzp9ms/4kAN0jJQEiRHlEVKvDHfnqG8aKhP9pHI0QQgiHMBogYQPsWUTG4dXM2DsDgOebP++4go22ULg1rlJcB4uKJcQzhH6N+gFOUBukqhdHtbTHLX8SZOa/M8nMz+SWoFu4p9Y9NgpMFMu8HCbj+pkgoLYmdlFc2Hx2M1uTtpb/OLmZkHVJvV1cdxiwLo5aRUkSxFYK3rh/XPI0mTodtXJN9O36htZRCVFhPdn2NRSTiT0eWWxe+wXsWaSeHFfVQmhC2EOhD53y+hKa2rcUJjeB2Q/AT4OZ+9vTXM65TJRHCA/UeUDr6MqmcBKkEhnUZBBeLl7sv7ifNYlrtAukqrfJNS+p8C7fcpiUrBR+3P8joM4CUSpJos6pmZcupScX2ZGlpm9NHqr/EKC2oy53ktG8FMbNR+0eVJzqBTNBLh5Tl+9VQQ5JgkydOpWoqCg8PDyIiYlhy5YtNxy/cOFCGjVqhIeHB02bNmX58uVW95tMJkaNGkV4eDienp506dKFw4cP2/Mp3FjBG3f+7AdYrSQC8FR6JvqDK7SLSYgK7rbm3bk9W31jXvXvJPhpsHpyPLmJ+poTQtycaz50yutLaGbfUljQ33ICn6ZTmO2nnsAPTTyIy4HlN3q0c7l8Up2hoOjVzjCVSKBHIE82fhJQizgaTUZtAgltpF6nHKqaLT4thVHLlwT5fs/3ZBuyaRbSjLtqVq6/UadlXg5jyIXsy0UOGdJsCG46N7Ylb+Pvs3+X7ziFi6LeKLnlEwo+YYAJztmoK00FY/ckyPz58xkxYgSjR49m+/btNG/enNjYWM6dO1fk+E2bNtGvXz8GDx7Mjh076NWrF7169WLv3qtrlj799FO++OILpk2bRnx8PN7e3sTGxpKdnW3vp3O9Qm/ci328Oe3qgr/BQM+0S+p2OZkUonz2LeXZy+rayaU+3qzx9CRJr4e0s/LaEuJmFXrvStLr2eLhLq8voQ2jAeLeBK5+mJ3j58cVvY56ubl0y8iEuLcqziwl8yyQmreBZ4CmodhD/8b98XX15cjlI6w8vlKbIILqqkmmnDS4kqRNDFpKL/9ymKSMJBYcXADAiy1lFojDuHqAu796u4jiqABh3mE80vAR4CZmg5SmHojlgFW7OKrdkyCTJk3i2WefZdCgQTRu3Jhp06bh5eXFjBkzihw/ZcoUunXrxuuvv84tt9zCuHHjaNWqFV9+qRZHNJlMTJ48mXfffZeePXvSrFkz5syZw5kzZ1iyZIm9n461Qm/ci328GRcSBECaTscK74I+9hXpjVsIZ1Hw2mqdnUN4Xh65Oh3Dw0KJjYxgsY+XOkZeW0KUT6H3roU+3sRGRjA4vLq8voQ2Tmy6OoUbuKzTMdffF4AXLqWiw6Se2J/YpFWEZVNJl8KY+bv70//W/gB8tfMr8o35jg/CxQ2CotXbVbE4akb5l8N8t+c7co25tKrWinbh7WwcmLghn+KLo5o90/QZtQDx+XIWIC6pPW5hlrogVbM4ql2TILm5uWzbto0uXbpcPaBOR5cuXdi8ueg+45s3b7YaDxAbG2sZn5CQQFJSktUYf39/YmJiit1nTk4OaWlpVhebKHjjTtLrGRMSZJl2ZFIU3g8JIkmvq1hv3EI4i4LX1jm9niQXF8tmo7y2hLh5hd67xoUEYSx475LXl9DENR8IZvr7kqHT0Sgnl3sys4od55SMBji2Tr1dSZMgAE/e8iT+7v4cTzvO8gSNlipV1eKouRmQl6neLuNMkDPpZ/jp8E8ADGs5TGaBOJr595VR9GoIUAsQ923UF1CXnJV5Nog5oXyjoqhmlpkgVbM4ql2TICkpKRgMBqpXr261vXr16iQlFT19LSkp6Ybjzddl2ef48ePx9/e3XCIjI8v1fK5T8Iac6OqC6Zr/SIyKwklXF6txQohSkteWEPZT8Lo5Ia8v4Qx8rp7Ppeh0/OinzgJ58VKq9Ulq5kXHxlUeZ3aq6/3d/SGildbR2I2Pmw+Dbh0EwNc7vybPmOf4IKpqcVTzUhgXT7X4ZRlM3z2dfGM+MeExtAlrY4fgxA1ZZoIUnwQBtQCxp4sn+y7sY+3JtWU7RmpZlsM0U6/P7auSMz+rRHeYkSNHkpqaarmcPHnSNjsueOOulZeP7ppMnc5kIjIv32qcEKKU5LUlhP0UvG7SlOtPAeT1JRyuZlvQuwHwg78vWTodTbNzuDsry3rcitfhh76Q/K8GQZaSeSlMnbtA73LjsRVcv0b9CPII4lT6KVYdX+X4AAoXR61KzEthfELL1H75fOZ5fjnyCwDDWgyzR2SiJN6lS4IEeQTx5C1qAeLv93xftmOYZ4KUZjlMUB01mZaXqXaJqWLsmgQJCQlBr9eTnGz9bVJycjJhYWFFPiYsLOyG483XZdmnu7s7fn5+VhebqN0e/CIIMxgZnXLR8mFNZzIxOuUiYQaj+kdYu71tjidEVVHMawvgydQ0eW0JcTMKXl/LfL0BUOS9S2hp/SdgyCUf+MVH/ZsckJqG+vFOUS/Rd4Oig0Mr4Os7YPFzcOm4ZiEXq5LXAynMy9XLMm3fvMTCoUKq+EwQ77IthVlyZAkGk4GW1VrSoloL28clSlbKmSAAT9zyBC46F/ak7OHgxTL8jZelJohOD9VvVW9XweKodk2CuLm50bp1a9asudpL3Gg0smbNGtq1K7oYT7t27azGA6xevdoyPjo6mrCwMKsxaWlpxMfHF7tPu9HpodsnAPROz2TlyTPMOJvMypNn6J1esF6v28fqOCFE6RXx2upc8JpKcFO/MZTXlhDlpNOzu8Uz/OGlFvD+Lim5wrx3TZ06laioKDw8PIiJiWHLli03HL9w4UIaNWqEh4cHTZs2Zfly6/oFJpOJUaNGER4ejqenJ126dOHw4cPX7ee3334jJiYGT09PAgMD6dWrly2fVtV15HfYMBGAv1r24ZyLC0EGA53NtUD8IuDROTBgKbwQD417AibYPQ/+cxssf6PoDxRGAyRsgD2L1GtHTPXOToNTBX+PVSAJAvBQvYfQKTr+SfqHE2knHHtwcxIk41zFWCplK+Voj2s0GVl8eDEAfer3sUdUojRKURPELNgzmE6RnQAsv7sS5WZCVsFroTTLYaBKF0e1+3KYESNG8O233zJ79mz279/P0KFDycjIYNAgdS1h//79GTlypGX8K6+8QlxcHBMnTuTAgQOMGTOGrVu3MmyYOnVLURSGDx/OBx98wNKlS9mzZw/9+/cnIiJCm5OSxj3UN2i/cMIMBtpk5xBmMFx9427cw/ExCVEZXPPa+r9Ll1FMJjZ4ebL1znfktSXETfgmYS0mRaFDZjZts3MrxHvX/PnzGTFiBKNHj2b79u00b96c2NhYzp0r+oRy06ZN9OvXj8GDB7Njxw569epFr1692Lv36snep59+yhdffMG0adOIj4/H29ub2NhYsrOzLWN++uknnnrqKQYNGsSuXbvYuHEjjz/+uN2fb6WXehoWD1Fv3zaYnwpmgfSoHYtrn+9hwDIYvufq32JoA/Vv89k/oE4nMObBlukwpQWs/QCyU9Vx+5bC5CYw+wH4abB6PbmJ/ds+H98Axny1fWtglH2P5STCvMO4I+IOoAwf1GzF3Qf8aqq3q9KSmPRCy2FKaUvSFk6ln8LH1YeuUV3tFJgokXmJaSnrbT1c/2EAfj32K9n52SWMBq6cVa9dvcHDv3QxVeHiqHZfsPjYY49x/vx5Ro0aRVJSEi1atCAuLs5S2DQxMRGd7moupn379vzwww+8++67vP3229SvX58lS5bQpEkTy5g33niDjIwMhgwZwuXLl+nQoQNxcXF4eHjY++kUrXEPaNRdraSfnqz+kddu75TfoglRoRR6bdW6ksTtG99nsxd8e3wtt/G61tEJUSGdvniGeN0JQOHuGv2g270V4r1r0qRJPPvss5YvUaZNm8Zvv/3GjBkzeOutt64bP2XKFLp168brr6v/V4wbN47Vq1fz5ZdfMm3aNEwmE5MnT+bdd9+lZ8+eAMyZM4fq1auzZMkS+vbtS35+Pq+88gqfffYZgwcPtuy7cePGDnjGlZghX01QZF6AsGYk3zmc9b88CMBDt70E/nWKf2yNVtB/idqF5ff34cx2WP8Z/PMdNOgGu+YB13RUSDsLC/rbN8FXhZbCFNanfh82nN7AL0d+YVjLYbjqXB138NAGkHZKXRJT63bHHVdLlva4pV8O89MhdblS9zrd8XTxtEdUojQsy2HOl2r47RG3E+EdwZmMM6w+sZoH6z544weYl8L41yh9vZjqBUmQZJkJYhfDhg3jxIkT5OTkEB8fT0xMjOW+devWMWvWLKvxjzzyCAcPHiQnJ4e9e/dy//33W92vKApjx44lKSmJ7Oxsfv/9dxo0aOCIp1I8nR6i74SmD6vXTnoSKUSFY35tNXuEbpGPArBVd5LjKYkaByZExfR13Htk6xTq5Bp4pNs7FeK9Kzc3l23bttGlSxfLNp1OR5cuXdi8eXORj9m8ebPVeIDY2FjL+ISEBJKSkqzG+Pv7ExMTYxmzfft2Tp8+jU6no2XLloSHh3PfffdZzSYR5fDHh5C4Gdx84ZFZ/HIiDqPJSKtqrahzowRIYXU6wrNr4dH/qksjsi7Brh+5LgECV7fFvWW/pTFVNAlyV+RdBHsEcyH7AutPrnfswatim1zzUopStse9lH2JNYlqCQFZCqMx70LLYYzGEofrFB0P1X8IKOVMq7J0hjGr3hhQ1FkkGSmlf1wlUCW6wwghKodesW/SIMdArk5hWty7WocjRIWTnZfDhiy1bkEXzzbo3dw1jqh0UlJSMBgMllmkZtWrVycpKanIxyQlJd1wvPn6RmOOHVMr5o8ZM4Z3332XZcuWERgYSMeOHbl4seg6BDk5OaSlpVldRCGHV8Nfk9TbPb7AGBRtOcF/uMHDZduXoqgzO4ZuhjteKWGwSf2m9MSmssdckosJancFnQtEdbD9/p2Yq86VXvV6AbDo8CLHHjy0IAlSlYqjmmcRlLImyK9HfyXPmEfj4MbcEnyLHQMTJTL/zoz5aivtUuhVrxc6RcfW5K0cTz1+48FlKYpq5u4LQdHq7Sq2JEaSIEKICkPn6k4Xb7Vjxcbc7WTmZJXwCCFEYdNXfcZFFwjKN9D/vo+0DsfpGQu+rXvnnXfo06cPrVu3ZubMmSiKwsKFC4t8zPjx4/H397dcIiMjHRmycytcB6TNM9CkN/Fn4zmdfhpfV1+61O5y48cXR+8CYc1KN7aU6/HL5Ngf6nXNtuBhow6EFUjv+r0B2Hh6I0kZRScl7cKcBEmpQkmQMswEMZlMUhDVmbi4gWegeruU/w+FeYfRoYaaWF18pITZIGVpj2t1kKpZF0SSIEKICuWpBz4iNN/AZb3CtLgPtA5HiArDZDKx+szPAHQ21sQ/uIwnShoKCQlBr9eTnGx94picnExYWFiRjwkLC7vhePP1jcaEh4cD1jVA3N3dqVOnDomJRS/JGzlyJKmpqZbLyZMnS/s0KzdDPix6Wu1eEN4cun4IXG2vetP1CnyqlzymLOPKooouhTGr5VeLtmFtMWHi58M/O+7A5uUwlxMhN8Nxx9VSGWaC7Dq/i6OpR/F08eT+6PtLHC8coIzFUeFqAuuXI7+QZ8grfmBaOZbDgCRBhBCiIvDxr0Ynk7pm/Pfzv2EyFbX+WwhxrZ//+YkTbrm4G408eWfFWk7m5uZG69atWbNmjWWb0WhkzZo1tGvXrsjHtGvXzmo8wOrVqy3jo6OjCQsLsxqTlpZGfHy8ZUzr1q1xd3fn4MGr3zTn5eVx/PhxateuXeRx3d3d8fPzs7oIYO04OPk3uPvBI7PA1YOL2Rct9QrKvBTmWrXbF5z8F1cQUFG/Ia3d/uaOcy1DPhwrqIVRRZMgcPWD2uIjizE4oiUxgHcweAWrt1Oub21d6eRlQ05BF6RSJEEWHVKXJ8VGxeLj5mPPyERpmX9vpSyOCnBXzbsI9QzlYvZF1p1aV/zA8iyHgSpbHFWSIEKICuepe8biaTRy0tXA/L9maB2OEBXCot3/AeCubC/qNrpL42jKbsSIEXz77bfMnj2b/fv3M3ToUDIyMizdYvr378/IkSMt41955RXi4uKYOHEiBw4cYMyYMWzdupVhw4YBapH14cOH88EHH7B06VL27NlD//79iYiIoFevXgD4+fnx/PPPM3r0aFatWsXBgwcZOnQooBZxF6V0aBVsnKze7vEfCFIT2b8e/ZV8Yz63Bt9Kw6CGN3cMnR66fVLwQzGJkG4f27747+lt6gdTz0CIaGHbfVcg99S+B393f5Iykth8tuhixXZRlYqjZhYUrtS5Xl1WUYwruVdYdWIVIEthnEo5ZoK46FzoWU/tYGaeOVek1ELdYcrCPBPk/EE10VZFSBJECFHhREW3okNOAAC/HPhO22CEqAC2n9jFXpcLADzUaHAJo53TY489xoQJExg1ahQtWrRg586dxMXFWQqbJiYmcvbsWcv49u3b88MPP/DNN9/QvHlzFi1axJIlS2jSpIllzBtvvMFLL73EkCFDaNOmDenp6cTFxeHh4WEZ89lnn9G3b1+eeuop2rRpw4kTJ1i7di2BgTf+ECIKpJ6CnwvqgLQdArf2AtTlWeYT+j4NbPQhrXEPtQ2uX7j1dhdP+7XHNS+FqdPRabsrOYK73p0H66gtPM0tWR2iKhVHTS+oB+IdWmIL1BUJK8jKz6Kuf12ahzZ3QHCiVHwKdYgpg9711Lo7m05v4kz6mesH5GWpSw2h7Mth/CLUpJrJAOcPlO2xFZgkQYQQFVKfFsNRTCb2uqUTf+gvrcMRwql988f7mBSFmCwjd949ROtwym3YsGGcOHGCnJwc4uPjiYmJsdy3bt06Zs2aZTX+kUce4eDBg+Tk5LB3717uv996XbyiKIwdO5akpCSys7P5/fffadCggdUYV1dXJkyYQHJyMmlpaaxevZpbb73Vbs+xUjHkFdQBuQThLaDr1TpOO87tICE1wfb1Chr3gOF7YcAy6PK+ui0/6+qHZVur4vVACjMXSF13ch0pWQ5qt1mViqNmFCyh8Cn9Upg+DfqglJAwEQ5kToKkly0JEukXSUx4jFp350gRdXfMRVFdvcAjoGwxKUqVrAsiSRAhRIV0x+2P0CbbBYDZf43TOBohnFfylQtsNalTxbsGdwWdvPULB1k7Dk7GX60D4nK1JbN5Fki3qG54u3rb9rg6PUTfCR2GQ8Pu6ra/PrftMQCyLsPprertOp1sv/8Kpn5gfZqFNiPflM/So0sdc9CQgqRllZoJcuPOMPsu7GP/xf246lx5oM4DDghMlJp3+ZIgcHVZ08+Hf76+7k7heiDlSXpVwbogciYkhKiwYms+CkC8cppTF05oHI0QzmnK/7d33/FRlVkDx393ZtIrIR0CoUmRLhBDb5KIiii2XVzLsrpFXXmxsquy6iqu67qu5bWsfVdfdS0sogaRLiBIU7r0hFRCSE8mU+77x81MMqSQMsmdyZzv5zOfCXeeuXMyJuaZc59znq8exWxQ6G+2cvVlS/QOR/iKQxmw6R/a11e+CFF9nA+V1pTy9YnafgXuKoVpyuR7tPsfP4Kzbv47cXwDqHbtg3ikbIUMcM0ArcHtp4c/7ZzG5Y6VIEXHtJVHXVkLt8d1bIs7s9dMugVK2Z5HcfYEaX0SZEYvre9OfmU+m3I2uT7o3B63laUwDrISRAghvMe8tPu4wGynxqDwcsYf9Q5HCI9jttbwbdl6AGaahmAKjtQ3IOEbirNg2W+0r8f9GoZc6fLwl8e+pNpWTf/I/gyPHt6xsfS4SFulodrqkjLuIqUwDaQlpxFsCuZk6Um252/v+BcM7wH+oWC3aomQrsy5PW50k0MqLZV8cewLAK6+4OrOiEq0Rht7ggD4G/2b7rvT1p1hHJxJkL3gI7suShJECOG1jH5+TA2ZAMAG826qa6p0jkgIz/Lquv/lrMlOtNXGz9KlbEx0gvp9QBJHwayGP3eOK9XzBnRSv4JJtatBdv0byvLcc05VhaO12ytLEsQp2C+Y2X21Hi/N7mThLoriOyUxFecvh1l1chXllnJ6hvZkXPy4TgpMtJgzCXIa2rCVtGMr8fWn1rv23WnrzjAO0Rdouw6ZS6A4s23n8DKSBBFCeLWbLn+SWKuNYqPCa189pnc4QngMVVX56sT7AFxi6U5U4hCdIxJdlt0GxzfCno/h09vg1DYIiIBr3nLpAwKw78w+DhQdwN/gzxX9ruic+JInQlIK2Myw+QX3nLPomPZhweAHvSe455xdhKMkZtWJVZSYSzr+BX2lOaqzMWrTSZD6Oy4ZFPmY53GCowFFK6OrLGr10/tF9mNkzEhsqo1lR5bVPdDechiTP8QO0r72kZIY+e0QQni1iIhoJqr9AVh5+svOqUEWwgv898evOOVXRYDdzrVjF+kdjuiq9i+H54bCO5fDJwtgX+3OBWNucekD4uBYxj2jt1bf3ikUBSbdq329/a02ffhowFEK0+tiCAht//m6kCHdhzCw20Bq7DWsOLai41/QuRLkp45/LT05y2Ea3x3maPFRdhXswqgYubLflY2OETozmiC4u/Z1eX6bTuHYhenTw59iV+3awfaWw4DPNUeVJIgQwuvdOP1xgux2Mv3sfLbpdb3DEcIj/N+OZwGYUWVkwOi5+gYjuqb9y+Gjm+quQta36Xnt8XoqLZV8efxLoG61QKcZcIlW926pgK2vtP980g+kSYqiOBvefvzTxx1/ccKxEuT0wY59Hb2dpzGqo8xscs/JxASffxtdoRNnc9S2JUHSktMI9QslqyyL7Xm1fXfckQTxseaokgQRQni9AX1HMN4cBcAnB97QORoh9PdDzkEOGLTeB5cn39C2LfOEaI7dBhkPAM18wM140KXufeWJlVRYKugV1oux8WM7Psb6FKWuN8jWV6C6tO3nslm0nWFAkiBNuKzvZQQYAzhSfIQ9hR38oSraUQ5zGOz2jn0tvdisdSuYGukJUmOrcW5L7OgbITxUaG2CylHe1ErBfsHM7qP13fn48MdgqYbKM9qDbS2HAYgfqt3n/dj2c3gRSYIIIbqEuSP+B0VV+dG/gh0/rdc7HCF09dKax1AVhfGVFibOXKh3OKIrOrm58RUgTqp2dfLkZucRx5XqqwZc1TkNUc81eA50HwDVJbC9HQnzU99DTbm2rD2+g3e38VLh/uHM6j0LqPvv3mG6JYPRH6xVUJLVsa+ll8pCQAXFAMFRDR5ek7WGYnMxscGxjE8c3/nxiZZr50oQqNv555uT31B8pnYFlF8wBLVjS+S42iRIcSZUFbf9PF5CkiBCiC5haurVjKn2B+Ctb5/QORoh9HO64iw7LNqV10vCJqD4B+sckeiSWjqBrx135OwRdp/ejVExMrf/3I6LqzkGI0yq7Y+z5SWwtHFHMUcpTN9pYJCpdFMcJTFfHv+SCktFx72Q0QTdtd5gFHbRviDltaUwwd21n+NzOHrtXNX/KkwGU2dGJlrL0dOlvPXb5Dpc2P1CBkcNxmK3sOLIf7WD4YntW/UZHAURSdrX+fvafh4vIf/nFkJ0GTN6XAfAFiWH3DPHdY5GCH08u+ov1BjgAnMNcy57VO9wRFfluJrZwnGOXSum9JxCdFB0R0V1fsOuhYhe2lL0nf9q2zmOyNa4LTE6djTJ4clUWav46vhXHfti3Qdo9z9+pO1U1IbtRz2ao3SikVKYrLIsvsv9DgWFqwZc1cmBiVZzrgRpexIE6hqkfpK9XitKbE8pjINjNYgPNEeVJIgQosu4Lv0eBphVagwKr2T8Ue9whOh0NdYaNhRlADCL3vh366lzRKLL6j2+dtLd1JVHRWvS13s8NbYaPj/2OVC3OkA3Rj+Y8Hvt603/AGtN655fWQQ5u7Sv+01zb2xdjKIozBug/ffu0JKY/cvrVufs+Ujbqei5oQ0a83o15/a4DRuefnZY25EpNTGVHqHtaIwpOoejsW1F+5Igl/W9jEBjIEeqT/NjgD+Eu+HvvbM5atfvCyJJECFEl+Hn58ek4IkArDH/SHVNBy6/FcIDvbLpHUqNNqKtNq6Z9rDe4YiuzGCE9L808WBtYiT9KTAYWZ25mhJzCXHBcUxInNBpITZp1C+0q7Glp+DHD1v33GPrABVih7jnymsXd0W/KzAZTOwp3MOhokPufwHHDkU1Za7HS3O1410lEeJYNXDOShCr3cp/a8shHAkn4eEcSZB2rgQJ8w9jVrLWd+eTsFD3/P/I2RxVVoIIIYRXuenyJ4ix2ik2KryRIaUAwneoqsoXR94E4NLqILoPmKRzRKLLGzIH0pY2PB6eCNe9qz1OvX4FA67C2Eg/g07nFwipd2pff/v31pVOyNa4rdI9qDvTkrQVM46SKLdpdoei2mPn7FDktZrYHnfjqY0UVBUQFRjlfJ+FhwtxTxIE6hJfGSHBlId0b/f5nCtBCg5ou2B1YZIEEUJ0Kd0juzNB1WqDvypYiao2s32jEF3IioPryDGVE2i3M3f4b/QOR/iKyNpGelH9YN4bcPMKWLjHmQDJKs1ia95WrV9Bfw/qVzDmlxAYCUVHYf+ylj1HVeHoWu1rKYVpsWsGaFu2rji2gmprtftO3IYdirxWuaMniGs5jKPMaE6/OfgZ/To7KtEWjp4glWe0rY/bYVTsKPraDVQZDHxladuWuy4ik8E/FGxmbcvpLkySIEKILufn0x4nyG7npJ+dFZte1TscITrFu1v/CsCsChsXjL9F32CE7zhzRLtPHAXDroE+k1x2r/j0iPYhbXyP8SSGelD5SEAoXPxb7euNz2oJjvMpPKyV0BgDoJdsQ9pSFydeTGJIImU1Zaw6ucp9J27lDkVezbESpF4SJL8inw3ZG4C6JpnCCwRHgWIE1Nqtj9tOURSurtASi58U7mx/bAaDzzRHlSSIEKLLGdxvGCnV2u4DHx54U+dohOh4e/OPcIgsAC6Nv0Jr/ihEZ3AkQaIHNHjIYrew7MgywEP7FYy7Xbvqmb8Xfso4/3hHKUzvVJCtp1vMoBicu5a4tSSmlTsUeTXHSpB65TDLjizDrtoZHTuaPhF9dApMtJrBCCG1O2S1N0FnqeaKogJMqsq+0mMcLDrY/vh8pDmqJEGEEF3SFSP+B0VV+cG/it2H1ugdjhAd6rk1T6IqMLGymgmXPqh3OMKXOJIg3fs3eGjjqY0UVhUSFRjF1J5TOzeulgiOgrELtK83PHP+1SBHZWvctprbfy4GxcCO/B2cKDnhnpO2Yocir1fhWg5jV+18dkTbFeaaC67RKyrRVs7mqO0sYSnLJcpuZ0aVGajrv9QuPtIcVZIgQogu6ZLUKxldFQDAG5ue1DkaITrOmcqz7KreDsCsgBEo7miOJkRLOZMg/Ro85Ljqf2X/Kz23X0HqnWAKhOztcHxD0+OsZjjxrfa1JEFaLT4knkk9tGbNbtsu12WHonMTIa47FHk1u73eFrnah+fvcr8juzybML8wLul9iY7BiTZxNkdt50qQ0mwA5tlDAPji2BdUWavad07nSpA9LSsT9FKSBBFCdEmKojA18QYANit5FBQd1zkiITrGM2ufp8agMtBcw6WzHtE7HOFLqorrPpxFuSZB8iry+DZbSxpc3d+D+xWExmpb5gJsfKbpcVlbwVKpfXiJvbBzYutiHH0r/nv0v1jctfPEkDnaTkThCa7HQ+NcdijyalVnQa3d4aZ2JYjjiv9lfS8j0BSoV2SirRwlWu1OgmiNgVNCetAjtAdlFjf03YkdAopB61fSFfrpNEGSIEKILutnl/4PA8wqNQaFVzIW6x2OEG5nsVlYn/9fAGZbognsOVzniIRPKTqq3YfGQWC4y0OOfgVj4saQHJHc+bG1xoS7wWDSVoJkfd/4mPpb4xpk+twWk3tOJiYohqLqItadWue+Ew+ZAwv3ajsTRfbSjqUv7RoJEKhrihrUDYx+FFUXsSZL+3mUUhgvFVrb4LaineUwtStBDBFJziRju0ti/IKge22Pp7w97TuXB+vQ/4sXFRUxf/58wsPDiYyMZMGCBZSXlzc7/q677mLgwIEEBQXRq1cvfv/731NSUuIyTlGUBrcPPvigI78VIYQXCvA3cXHQFAC+qd5LtblM54iEcK/Xtn1AmdFCjNXKnNR79A5H+JoztUmQ7q5NUe2qnc8Oa/0KvGLXisgkGK6tHGTj3xofUz8JItrEZDBxZf8rATf1LqjPYNR2Juo/U/t3zi73nl9P5Y6dYbQSis+Pfo7VbuXC7hcyMGqgjoGJNnPXSpASLQlCeCJX9rsSg2JgZ8FOjpUca995nX1Bum5z1A5NgsyfP599+/axatUqVqxYwYYNG7j99tubHJ+Tk0NOTg7PPPMMe/fu5e233yYjI4MFCxY0GPvWW2+Rm5vrvM2dO7cDvxMhhLe6+bLHibHaOWtU+L9lv4M9H8PxjWC36R2aEO2iqirLDrwGwJwKA9Ej5+obkPA9hYe1+3P6gWzJ2UJORQ5h/l7Ur2Di/wAK/PRVw4aAFYWQ+4P2dd+pnR1Zl+Iojdqcs5ns8mz3v0CPMdp99g73n1sv9ZqiqqrKxz99DMC8CzxwxyXRMs6eIAXtO09tOQzhicSFxDG5x2QAPv2pnX13nH1Bum5z1A5Lghw4cICMjAxef/11UlJSmDhxIi+88AIffPABOTk5jT5n6NChfPLJJ1xxxRX069eP6dOn88QTT/D5559jtVpdxkZGRhIfH++8BQZKPZwQoqG4qChmmLU/NstLt6F+sgDeuRyeGwr7l+scnRBtZLexessr5BmLCbTbmT1gvizRF52viZ1hHA1Rr+h7hff0K4juDxfO1b4+dzXIsXXafdwwCOsC263qKCk8iZSEFFRU5/bJbtXjIu0+ZxfYrM2P9RbOpqgx7CrYxYnSEwSZgpjdZ7a+cYm2C3VXEsSxEqQnUJcYW350efv67tRvjtpFddiMacuWLURGRjJmzBjnsZkzZ2IwGNi6dWuLz1NSUkJ4eDgmk8nl+B133EF0dDTjxo3jzTffRG2me63ZbKa0tNTlJoTwEfuXc2fhboLsdo74+/N2eBh5RiOU5sJHN0kiRHif/cvhuaF8+IP2QW1mRSUX7H9XfpZF52skCXKm6gxrs9YCXlIKU9+k2pKyfZ9B4ZG640ccW+NO6/yYuqB5A7QPap8d/gybu1dlRg8A/zCtie3pg+49t17qlcM4EozpyemE+IXoGJRoF0cSpMJdSZBEACb2mEhsUCxnzWedfWPaJK42CXLmCNRUtC9GD9VhSZC8vDxiY2NdjplMJqKiosjLy2vROQoLC3n88ccblNA89thjfPTRR6xatYp58+bxu9/9jhdeeKHJ8yxdupSIiAjnLSkpqfXfkBDC+9htkPEAEXY7w6trAHi2ezfSkhL5NDRYG5PxoJTGCO+xfzl8dBOvKeV8F6RdYf8iNIRP1TJJ6onOpar1eoLUJUEc/QqGRQ/zvn4F8cPggnRAhU1/146pqvQDcbMZvWYQGRBJfmU+m3I2uffkBiP0GKV93RVKYuw2Z1+GUnMJX5/4GpBSGK/n6AlSdRasNW07h9Vct0oovAfg2nenXVtRh8XVluyoUHCg7efxYK1Ogjz44IONNiatfzt4sP2Z19LSUi677DKGDBnCn/70J5fHHn74YSZMmMCoUaN44IEHuP/++/nrX//a5LkWL15MSUmJ85aVldXu+IQQXuDkZijNIc9oZFtQgPOwXVF4NDqKPKNBy6Kf3KxjkEK0UG1SL89o4IVuEaAoAKiKwqPR3bQVTpLUE52lLA8sFaAYoVsyoPWpcVypdlzt9zqT7tXuf/gAirO0DwDleWAKgl6p+sbWRfgb/bmi3xVABzRIhbqSmOzt7j93Z6pd9ceRbwD48tgKqm3V9A+KY3i07ATm1QIjtR2poO07xJTlavemQAiOch52rMDbkrOlfX13nM1Ru2ZJTKuTIPfccw8HDhxo9ta3b1/i4+MpKHBd4mO1WikqKiI+Pr7Z1ygrKyM9PZ2wsDA+++wz/Pz8mh2fkpLCqVOnMJvNjT4eEBBAeHi4y00I4QNqu25n+plQaz8wOtgVhSw/k8s4ITxabVLvhwB/ZwLEQft5NkpST3SeM7VNUbv1BpM/ADvydzj7FaT3SdcxuHZIGgvJk8Bu1ZKK39auCOk9Hvy8pL+JF3AkydafWs/pynZuE3ouZ3PUne49b2eqXfXnaHypAp+EhQIw79RBlAOf6xicaDeDoV5z1DbOQevtDFN/TtAzrCcXJ1yMitq+1SBdvC9Iq5MgMTExDBo0qNmbv78/qampFBcXs2NH3VK0NWvWYLfbSUlJafL8paWlzJo1C39/f5YvX96ihqe7d++mW7duBAQEnHesEMKH1C437GWxYjinb5BBVUmyWF3GCeHRaidKjjKY+lx+niWpJzpDI/1AHBPu2X1me3e/gt4TtPuDK2DPR9rXp76XcjM36hfZj5ExI7GpNv579L/uPbljJUjBfu/sZ1C76k9LfWj2+/txMMAff7vKFeWVsuqvK3D2BWljEtC5M0yPBg85yqWWHVmG1d7GBsFxkgRpk8GDB5Oens5tt93Gtm3b2LRpE3feeSc33HADiYla85bs7GwGDRrEtm3bgLoESEVFBW+88QalpaXk5eWRl5eHzab9on/++ee8/vrr7N27lyNHjvDyyy/z5JNPctddd3XUtyKE8Fa9x0N4IvE2O0sKi1wSISOrzcTb7Nofj97jdQxSiBYKjaPYYOCLUO3DpePn2aCqLCksIr7276Qk9USnOKcfSIm5hK9P1vYr8NZSGNASHev/0vC4uVT67riZ44Pap4c/xa7a3Xfi8ATtb7tqh5zd7jtvZ6ld9VefYxXIzMpKIuw2WfXXFYS2cyWIsylqwyTI9KTpdAvoRkFlAZuy29h3x7ESJH8f2N34++khOnQ/vffee49BgwYxY8YMZs+ezcSJE3nttdecj1ssFg4dOkRlZSUAO3fuZOvWrezZs4f+/fuTkJDgvDn6ePj5+fHSSy+RmprKyJEjefXVV3n22WdZsmRJR34rQghvZDBCujaZvbq8kpVZOfyhsAiAHwMDtB4K6U9p44TwdL3H825UPFUGA4PNNWRk5fBmbj4rs3K4urwCUCSpJzqPcyVIPwC+OPYFZpuZAd0GMDR6qI6BtUMjV+AbkCvwbjOr9yxC/ULJKsvi+7zv3XvyHqO1e29sjnrOh+JKReHL2uT3vLLyJscJL9PebXLP2Rmmvvp9dz4+/HHbzt+9v9ZvxFIBZ4+37RwerEOTIFFRUbz//vuUlZVRUlLCm2++SWhoqPPx5ORkVFVl6tSpAEydOhVVVRu9JScnA5Cens6uXbsoKyujvLyc3bt38+tf/xqDoUO/FSGEtxoyB657F8ITiLfZ+FlZOWOqqrEqCi8nDNYeF8ILlFureC9E672woLiEBJuNsdXm2hUgtfXAktQTnaVeOcy5DVGVc3rWeI1GrsC7UuUKvBsF+wUzu89sAOfPj9s4+4J4YXPUc1bzrQwJpsJgoJfFwthqc5PjhJcJaW8SpPb/VRENV4JA3Yq8jac2UlDZhtcwmiB2sPZ1FyyJkcyBEKLrGzIHFu6Fm1fAvDeYEDQFgC+NxZwpOqZzcEK0zF83vU6lwU5yjYXptnN6YIUnask+SeqJzmCzwNkT2tfdB7DvzD5+OvsT/gZ/Lu97ua6htUtLr6zLFXi3ufoCbSeLb05+Q3F1sftO7Nwhxgubo9aW8jqS245SmKvKKmqPyKq/LsGRxGpzY9RT2n0j5TAAfSP7Mip2lNZ350gb++504eaokgQRQvgGgxH6TIJh13DttS/R1wzVBoWXvrpP78iEOC+zzUzGiX8D8PNy8LvnoDOpx80rYOEeSYCIznP2pLZ7il8whCWw4tgKAGb2nklEQITOwbVDS6+syxV4t7mw+4UMihqExW5x9pRxi8SRgAIlWVDmZUmreqW8WSYTPwQGYFRV5paXI6v+upDQGO2+3Y1RG5bDODi2y11xbAWq2kyZX1MczVHz97b+uR5OkiBCCJ8TERxAStAlAHxVc5Ayx17rQnioF7e+R6XBTILVyiXDfgX+Qc6kHn0myWRYdC5HKUxUP2yofH1C+/B6Wd/LdAzKDc65At+QXIHvCI6SmJUnVrrvpAFhdUv5vbEvyJA5MP4uVoYEAzCuuppom11W/XUl7VkJYq2BitoSl/CeTQ6b2Wsm/gZ/jpUc43Dx4da/jqwEEUKIruVXcx4jqUal3GDg1a/u1zscIZpksVv45NA/AZhfaiZ60q91jkj4vHpNUXcV7OJ01WnC/MJITUjVN672qncFvmEiRK7Ad5RZybMA2J6/ncKqQved2Nkc1Qv7ggCYS51JkLSB18mqv67G2ROkDStBympXgRgDIDiqyWGh/qFM6KFt+d2mJGPchdp9aTZUFrX++R5MkiBCCJ8UGxHKWJN2NW95+U6qq4r1DUiIJryz+zPKDOVE2WzM6nuDdoVTCD3Va4qacSIDgOm9puNn9NMxKDep10zbhVyB7zA9QnswLHoYdtXOqpOr3HhiR3NUL1wJoqqcOLaGgwH+mBQDM1Lvl1V/XY1jdxhzCViqW/fc+qUw52lEnZacBmhJkFaXxASGQ7dk7esuthpEkiBCCJ91y+wnibPYOWs08NbKB/UOR4gG7Kqdd398CYD5JZUkzPgfnSMSAmcSxNa9n/NDa3qfdD0jcq9zmmnLFfiOV/+Dmts4m6PuArvdfeftDIWHWakWA5ASP47IwEhdwxEdIDACjNqOb87SlpZy7gzTdCmMw9SkqQQYAzhZepJDZw+1MkggrnbLc0mCCCFE19AnLpox6igAPjnzLRZLpc4RCeHqPwcyOKsUEWazkxafVtdITQg91SZBdhhsFFUXEREQQUpCis5BuVm9ZtpyBb7jOZIgO/N3tm07z8bEDgFTkHal3bF6yVscXV1XClPbM0V0MYpSry9IK3/mnTvDNN0U1SHEL4RJPSYBbUwyxg/X7rtYc1RJggghfNovZj1FN6udfJPC/616RO9whHBSVZVXt/8DgBtKy+mdJquVXnrpJZKTkwkMDCQlJYVt27Y1O/4///kPgwYNIjAwkGHDhvHll1+6PK6qKo888ggJCQkEBQUxc+ZMDh9uvHmc2Wxm5MiRKIrC7t273fUteR9zOdQ2k84oOQhozff8DF2gFEboJj4knpExI1FR3VcSYzTV7hKD15XEHDv8JYf9/TFhYHqv6XqHIzpKSO2FjdYmQVqwM0x9aX20JGPG8YzWl8Q4mqNmboE9H8PxjWC3te4cHkiSIEIIn3Zh756MsQwE4IOcldisFp0jEkKz8tgGTqs5BNntzI64GKL66B2Srj788EMWLVrEkiVL2LlzJyNGjCAtLY2CgsYnj5s3b+ZnP/sZCxYsYNeuXcydO5e5c+eyd2/d1aynn36a559/nldeeYWtW7cSEhJCWloa1dUN67Pvv/9+EhNbNuHs0oqOAmAN7s432RuBusaWQrRHx5bEeFFzVEs1K8/uA2B8zAjv3nZaNK+tO8SUZmv34T1aNHxyj8kEGgM5VX6K/UX7W/da5Xna/dkT8MkCeOdyeG4o7F/euvN4GEmCCCF83nVTnyDMZifLD5atX6p3OEIA8NyW5wCYV1ZOv7TF+gbjAZ599lluu+02br31VoYMGcIrr7xCcHAwb775ZqPj//GPf5Cens59993H4MGDefzxxxk9ejQvvvgioK0Cee6553jooYe48sorGT58OO+++y45OTksW7bM5VxfffUVX3/9Nc8880xHf5uer7asYFt0EmfNZ+kW0I1x8eN0Dkp0BZf0vgQFhV0Fu8iryHPPSZ1JEO9ZCaKe3ERGkNYrIv2Ca3SORnQoR3PUilbuENPKJEiwXzCTe04GYOXxViQZ9y+HFYsaef1c+Ogmr06ESBJECOHzLh40mIuqewPw7+Mfo3pbAzXR5WzK+p5s2xFMqsoc/4EojiXdPqqmpoYdO3Ywc+ZM5zGDwcDMmTPZsmVLo8/ZsmWLy3iAtLQ05/jjx4+Tl5fnMiYiIoKUlBSXc+bn53Pbbbfxr3/9i+DgYHd+W97pjLYS5OtA7UPazN4zMRlMekYkuoi4kDhGxWp9ur4+8bV7TupIguTtbf0OHDo5cnAZx/z98ENhaq9peocjOpIjCdLqlSCtK4eBuubVLd4lxm6DjAeAxsbWHst40GtLYyQJIoQQwJzUxwiy2znip7Jqy/N6hyN83NObtF4gV5ZVMPCSP+gcjf4KCwux2WzExcW5HI+LiyMvr/Erxnl5ec2Od9w3N0ZVVW655RZ+85vfMGbMmBbFajabKS0tdbl1KYWHsQDf2M4CdSUMQriD20tiIntpfRfsFq/Z3SIjdxMAEyIuIMxftkTv0tpSDmOtqesh0oLdYRwm9phIkCmInIoc9hS24Hfh5Oa6ZEujVG1FysnNLY7Bk0gSRAghgJkjL2J0ZTwAbx54R+dohC/7oWAfx8w/YFBVrrbHYeg7Re+QfNYLL7xAWVkZixe3vBxp6dKlREREOG9JSUkdGKEOzhxha1AgJXYzUYFRjIlrWXJIiJaYlTwLBYUfC38kuzy7/SdUFK8qiVGLT/E12k516YOu1Tka0eGcjVFbUQ5Tlguo2va6wd1b/LQgUxBTk6YCLUwytjQx09pVLB5CkiBCCAEoikLayIfwU1X2+VnZtOMtvUMSPuqJDdoqkLSKSgZPf0CbxPu46OhojEYj+fmuk638/Hzi4+MbfU58fHyz4x33zY1Zs2YNW7ZsISAgAJPJRP/+/QEYM2YMN998c6Ovu3jxYkpKSpy3rKysVn63HkxV4cxR59adl/S+BKNsHSvcKDoomjHxWmJt1Qk37RLTozZR5wXNUX/a9yEn/P0IUGFqv8v1Dkd0tLasBKlfCtPK+YFjpdXXJ7/Grp6n9Ds0rvnHWzvOw0gSRAghal2ZOpVRFd0A+Oeu/9U5GuGLjp49xoFyrR/F9eYQ/C6co3NEnsHf35+LLrqI1atXO4/Z7XZWr15Nampqo89JTU11GQ+watUq5/g+ffoQHx/vMqa0tJStW7c6xzz//PP88MMP7N69m927dzu32P3www954oknGn3dgIAAwsPDXW5dRkUhFnMJq2t7o6Qnp+sckOiKHD9XGScy3HPCHqO1ey9YCeL4nicF9yTEL0TnaESHa0tjVGdT1JaXwjhM7DGREL8Q8iry+PH0j80P7j2+tudIU4kWRWvM2nt8q+PwBJIEEUKIWgaDwtSB92BQVXb4VfPD/s/0Dkn4mMc2vAAKTK2oZNiE/wG5yu60aNEi/vnPf/LOO+9w4MABfvvb31JRUcGtt94KwE033eRStnL33XeTkZHB3/72Nw4ePMif/vQntm/fzp133gloq78WLlzIn//8Z5YvX86ePXu46aabSExMZO7cuQD06tWLoUOHOm8XXHABAP369aNnz9ZPQL3emSNsCQqkzGggJijG2cRSCHea0WsGBsXAvjP7yCpzw0oqRxKk6BhUFrX/fB1EtVlZWa1d5U/rM1vnaESncCRBasqhpqJlz3EmQVq/ZXuAMYBpSVqz3fOWxBiMkP6X2n+cmwip/Xf6U147T5EkiBBC1HP91DmMrAgF4OXv/qpzNMKXZJflsOustirhxgoF/9E/1zkiz3L99dfzzDPP8MgjjzBy5Eh2795NRkaGs7FpZmYmubm5zvHjx4/n/fff57XXXmPEiBF8/PHHLFu2jKFDhzrH3H///dx1113cfvvtjB07lvLycjIyMggMDOz0788rnDlMRoh2dXpW8iwphREdontQd+e2y25pkBrUDbprpWxk72z/+TrI/oOfkWUyEGhXmTz8Fr3DEZ3BPxRMQdrXjman59OGnWHqc5bEnGhBScyQOXDduxCe4Ho8PFE7PsR7V6tKEkQIIerxNxkY3/u3AGw2lHL46OrzPEMI93ji25dRFZVxVdUMH/Nb8JMP4ue68847OXnyJGazma1bt5KSkuJ8bN26dbz99tsu46+99loOHTqE2Wxm7969zJ7tenVVURQee+wx8vLyqK6u5ptvvnGu9mhMcnIyqqoycuRId35bXsNceIi1IdqEXXaFER2p/gc1t3A2R/XcviArf/oYgMmmbgQHyK4wPkFR6m2T29IkSO1KkFbsDFPf+MTxhPmFUVBVwK6CXed/wpA5sHAvTLpX+3f0IFi4x6sTICBJECGEaOCmWTcyvMIfVVH43w2P6R2O8AGFlYVszv8cgJtLzQSl/krniIRoaNPpHyg3GIg1hTAiZoTe4YgubEavGRgVIweKDnCy9GT7T+hsjuqZfUFUVeXrkoMApPWYpHM0olM5+4K0MAlS0vZyGAB/oz/TemklMRnHW9h3x2CEETdoXxef0JpkezlJggghxDmC/I2Mib0FgHXKGbKzv9c3INHlPf3d69gUG8OqzYweciMERugdkhANrKw6BUBa7BgMikwhRcfpFtiNixMuBtxUEuNYCXJqu0d+gNubvZlsxU6Q3c6kEb/UOxzRmVq7Q0w7y2GgbqXVqpOrsNltLXtSVD/wDwNrNZw+2ObX9hTyF0wIIRrxy9m/YXClEaui8OLqP+odjujCSmtK+SbzPwDcWlJB6JTf6xyREA1V11SwzmgBIK3vFTpHI3yB44OaW3aJiR8KRn+oKoKzJ9p/PjfL2PsuAFNtfgQ5+pcI3+Ash2nBDjE2S12ypA27wzikJqQS7h/Omeoz7Mhv4eoogwESR2pf57SgjMbDSRJECCEaERHsx6iIawD42pbD6dP7dY5IdFXPb3sHi1JD/5oaUpLnQFi83iEJ0cC3h5dRaTCQYLUxPHmG3uEIHzC913RMBhOHzx7mWPGx9p3MFADxw7SvPawkxq7a+bpAiyktWnZc8jkhjiRIC1aClOUCqpbQC+7e5pf0M/oxo5f2//FWrbRKrP35lCSIEEJ0Xb+cvYh+1Qo1BoVXvn5Q73BEF1RlrWLZkX8D8MviMsKn36NzREI0buVxbaKcZg9EMZp0jkb4goiACFITUgFYedIdJTGe2Rfkx9M/kqeaCbbbmTjkOr3DEZ3N2ROkBStBHKUwYQnayox2SE9OB+CbzG+w2q0te5IkQYQQouuLiwxmeMClAHxRc5SSkkydIxJdzWu7/g+zUkkPi5UJsZMhWpZBC89TaalkfdEeANJCeuscjfAljpIYRxKuXZw7xHhWEmTl/v8DYFpVDQF9puoai9BBaCtWgrRzZ5j6xiaMJTIgkqLqIr7Pa2HvO0cSJH8vWGvaHYOeJAkihBDNuPWyP9LLDBUGA6+vvF/vcEQXYrFZeH//WwD8sqSUqJn36RyREI3bmL2RKtVKD4uVC6OH6R2O8CHTek3Dz+DH0ZKjHDl7pH0ncyRBcn/Qeit4ALtq5+tT6wBID+0DfkH6BiQ6X2sao7ZzZ5j6/AxtKInplgyBkWCrgYJ97Y5BT5IEEUKIZvSJCWeYMhmAz8r3UNnSfdyFOI9/7f2ESoqJsVqZHjK0boIuhIdxTJDTKipQogfoHI3wJeH+4UxInAC4oUFq937azlvWasj3jA9wuwp2UWCrJMxmZ3y/y/UOR+ghJEa7Lz99/p2LnDvD9HDLS6f3qSuJsdhbkBhUlC5TEiNJECGEOI9fXPooCTV2SowG3l21WO9wRBdgs9t4/cd/AnBzSRnRsgpEeKhKSyUbTm0AIL2iEiQJIjpZWp/akpgTK1Hbs72totQridnuhsjab+XRLwCYVlmJ/4BZOkcjdOEoh7FWgbms+bGOchg3JUHGxI0hKjCKEnMJ23K3texJkgQRQgjfcGHPaIbaxgLwYdF31Pz0Nez5GI5vhJbury5EPZ/99BVl9gIibDbSDT2gn+y2ITzTuqx1mG1melksDKqxgGzfKTrZ1J5T8Tf4c6L0BD+d/al9J3M2R93Z/sDayWa3sap2dUuaGgwxA3WOSOjCPwT8Q7Wvz9cctdR95TAAJoOJS3pfArRipZUkQc6vqKiI+fPnEx4eTmRkJAsWLKC8vLzZ50ydOhVFUVxuv/nNb1zGZGZmctlllxEcHExsbCz33XcfVmsLu9oKIUQbXDfjMWKsdgpNBpZ/fgt8sgDeuRyeGwr7l+sdnvAiqqrywo6XAZhfWkbsjPu0K5RCeKC6UphKlMCIdm3LKERbhPqHMqnnJKCV23k2xoOao+4s2EmhpYxwm43UXlPl74Ava2lzVEc5TIR7VoJAXfPh1ZmrsbSkV44jCVJwACxVboujs3VoEmT+/Pns27ePVatWsWLFCjZs2MDtt99+3ufddttt5ObmOm9PP/208zGbzcZll11GTU0Nmzdv5p133uHtt9/mkUce6chvRQjh4y627OaWkhIAXosIZ0tgAHlGI5Tmwkc3SSJEtIzdxseb/kKRNZNAu50ra8JQhszVOyohGlVeU8632d8CkFZeqa0CkQ9qQgfOXWLaWxLjSIKcPgTVpW6IrO0cCZ0ZlVX49b9E11iEzkIcSZBm+s7ZLFCWp33tpnIYgNGxo4kOiqaspowtuVvO/4SInlofE7vVY3rrtEWHJUEOHDhARkYGr7/+OikpKUycOJEXXniBDz74gJycnGafGxwcTHx8vPMWHh7ufOzrr79m//79/Pvf/2bkyJFceumlPP7447z00kvU1Hj3Vj1CCA9lt0HGA8wrKyfIbifXz4/bE+JIS0rk09BgbUzGg1IaI5q3fzmfvDyMx478GwCzorAlwAyHvtQ5MCEatzZrLTX2GpL9wrnAIqUwQj9Tek4h0BhIZlkmB4oOtP1EoTEQ2QtQdV3Ob7VbWXW8thSmogr6TtEtFuEBQluQBCnLA1Qw+EFwtNte2mgwOktiWrTSqos0R+2wJMiWLVuIjIxkzJgxzmMzZ87EYDCwdevWZp/73nvvER0dzdChQ1m8eDGVlZUu5x02bBhxcXHOY2lpaZSWlrJvn/dmo4QQHuzkZijNocxgoLreVVC7ovBodBR5RoNWp3lys45BCo+2fzl5n9zKoyEG55V0VVF4LCKIvE9ulZVEwiN9feJrANINkSgA3aUpqtBHsF9wB5TE6NccdXv+dopqSoi02RgXPQyCuukWi/AAjiRIRTNJEOfOMIlgcO9HeMdKqzWZa6ixtWBRgSMJ4gG9ddqqw5IgeXl5xMbGuhwzmUxERUWRl5fX5PN+/vOf8+9//5u1a9eyePFi/vWvf3HjjTe6nLd+AgRw/rup85rNZkpLS11uQgjRYrU1mpl+JtRzloLbFYUsP5PLOCFc1K4kOuFnbPrnR1YSCQ9TWlPKtzmOUpgK7WD3fjpGJHyd+0pi9G+OmlG7CmRGRRV+/WbqFofwEKG1n22bm0eWntLu3VgK4zAqdhSxQbGUW8rZlL3p/E/wxZUgDz74YIPGpefeDh482OaAbr/9dtLS0hg2bBjz58/n3Xff5bPPPuPo0aNtPufSpUuJiIhw3pKSktp8LiGED6r949TLYsVwzsTLoKokWawu44RwUbuS6JifX4OHtJ8fi6wkEh5nbeZarHYr/SP70//MSe2glMMIHU3uOZkgUxDZ5dnsO9OO1d+OlSCntkN7kiltZLFbWJ25GoD0igroL7uD+TxnOUwzu8PUXwniZgbFwKxkbYvmlSdbsNIqYaR2X3gIzM1veuKpWp0Eueeeezhw4ECzt759+xIfH09BgeuSHqvVSlFREfHx8S1+vZSUFACOHDkCQHx8PPn5rlkyx7+bOu/ixYspKSlx3rKyslr8+kIIQe/xEJ5IvM3OksIil0TI1Ioq4m12LTPfe7yOQQqPVZ6PWYF3IrT+Vkrtz49BVVlSWES8zeYcJ4SncGyXOKvHJKgq0g5G9dUxIuHrgkxBTOmp9c5wrKRok4QRoBihPK/ug2Un2pa7jWJzMVE2G2OU4Lqr6sJ3hbRgd5gO2BmmPsdKq7WZa6m2Vjc/ODwBwhJAtUPeng6Jp6O1OgkSExPDoEGDmr35+/uTmppKcXExO3bUbUG1Zs0a7Ha7M7HRErt37wYgISEBgNTUVPbs2eOSYFm1ahXh4eEMGTKk0XMEBAQQHh7uchNCiBYzGCH9LwBcXV7Jyqwcbj+r7RTzXXAghQYDpD+ljRPiXKFxvB8eRo6fiVirleWncnkzN5+VWTlc7SgzqB0nhCcoMZfwXc53AKSF1q7+CEuEgFAdoxIC0pPTAe1qdZtLYvyDIa72M4MOfUEcPU0uqajE1HeazB1E3d//imZWgpR0XDkMwPCY4cSHxFNprfSJkpgO6wkyePBg0tPTue2229i2bRubNm3izjvv5IYbbiAxUVvGk52dzaBBg9i2bRsAR48e5fHHH2fHjh2cOHGC5cuXc9NNNzF58mSGDx8OwKxZsxgyZAi/+MUv+OGHH1i5ciUPPfQQd9xxBwEBAR317QghfN2QOXDduxCeQLzNxh3FJQw1m6k0GHghsY/2uBCNOBs3mNciIwH4/dkSkq1Wxlab61aAoMhKIuFR1mSuwapauaDbBfStrk3URUspjNDfhB4TCDYFk1eRx4+FP7b9RM6+IDuaH+dmFltdKUxaRaWUwghNaIx2X57fdIlWB5bDQG1JTO/akpiWNB+WJEjT3nvvPQYNGsSMGTOYPXs2EydO5LXXXnM+brFYOHTokHP3F39/f7755htmzZrFoEGDuOeee5g3bx6ff/658zlGo5EVK1ZgNBpJTU3lxhtv5KabbuKxxx7ryG9FCCG0RMfCvXDzCgzz3mC4OhuAZSYzR/b8n87BCU/11NaXKDcoDDLXcHn9lR8A1DZKlZVEwoM4SmHSktPgzGHtoPQDER4g0BTI1KSpQDtLYpw7xHRuc9QtuVsorSkl2mpjdLUZ+kkSRFBXDmOrgerixsc4kyAdsxIE6lZarTu1jiprVfODE0dr916aBDF15MmjoqJ4//33m3w8OTnZZSlbUlIS69evP+95e/fuzZdffumWGIUQolUMRuijbdN3Y4/ZfP9/MzkcWsZfv3uKV4dcC8YO/d+q8DInSk7w1clPQYF7i85iDO4OlWfqBoQnagkQWUkkPMTZ6rNszd0K1CZBDj6sPSBJEOEh0pPT+fL4l3x98mvuG3sfBqUN13QdSZCcXdrOXJ2UhK5fCmOMvVDrrSCEXyAERIC5RGuOeu6WyTar1sMGOjQJMjR6KD1Ce5Bdns3GUxudzVIblThSuz9zGKpLIdC72k106EoQIYToypKighmacD9GVWWzv50tGx7XOyThYR7e8BdUxc7kyiqGJs6Aew/DzStg3hva/cI9kgARHuWbzG+wqTYGRw2md3hvOFO7O58kQYSHmNBjAqF+oRRUFrC7YHfbThIzEPxDoaYcTh9ya3xNqbHVsDZzLeAohZneKa8rvERoM81Ry/O0JqQGPwiJ6bAQFEVxJj4cKwKbFBINEb20r3N/6LCYOookQYQQoh3uSb+M/qXaH4FnjvwHe2WRzhEJT7E9dzu7i77FoKr8/mw5IZc/WbeSaNg12r2UwAgP47hSnZacBna7JEGEx/E3+jO9l5ZAaFHvgsYYjHU9DTqpOermnM2UWcqItamMMpuh/8xOeV3hJRxJkIqCho85S2ESwNCxH98du8RsPLWRSktl84Mdq0FyOreszB0kCSKEEO0QEezH1KGPEmxT+cnfyLKM3+sdkvAAdtXOQxufBGBeWTlJo26HqD46RyVE8wqrCvk+73sA7WpgWQ5Yq8BggsjeOkcnRB3HB7WvT36NzW47z+gmOPuCdE5zVOe20+VlGPyCoVdqp7yu8BLOlSCNJEE6eGeY+oZEDaFnaE+qbdWsP3WeNhVe3BxVkiBCCNFOt00eTY/ysQC8dHYnVfn7dI5I6O3zI1+SXXWYYLudWyqMBE+/T++QhDiv1SdXY1ftDO0+lKSwJCisbYrarY/0OxIeJTUhlTD/MAqrCtlZ0Mar0I4kyKmOT4JUW6tdS2GSJ4JJdrUU9YQ0kwTp4J1h6lMUhfQ+tVtRn2+llSRBhBDCdwWYjMyftIQoi4ECk5G3Mu7UOyShI7PNzNNbnwFgQXEp8Zc8CgFhOkclxPmtPFmvFAbgzBHtXkphhIfxM/oxo5e2s0qbS2J61m6TW7Afas7ducu9NuVsotJaSTxGhptrpBRGNNTcSpBO2BmmvvolMRWWZn43HOUwZ0+Al5WDSxJECCHc4OqRvYkxaw0u37EXULh/mb4BCd288cO/KLWdIdZq5XIlCf9RP9c7JCHO63Tlabbnab0RnDsCOPuB9NMpKiGa5vigturkKqx2a+tPEJ4IYQmg2iD3RzdH52rlcS1RM6u0RPvwJVvjinM12xOk88phAAZ2G0hyeDI19hrWZq1temBQN22lIEDu7k6JzV0kCSKEEG6gKAr3pP+euOogKg0GXvz2T9qWZsKnnK0+yxt7XgHg92dLiLvq7x3exEwId1h1chUqKsNjhpMYWrvkWlaCCA+WkpBCREAERdVF7MhvY0mLsy9IxzVHrbJWse7UOgDSy8ohspckFkVDoXHafWO7w3RiOQy47hJz3pVWPUZr915WEiMzMyGEcJPUfjEk+t0OwGf+Vo5ufkbniERn++vWF6jBzCBzDSnR0zH2TtE7JCFaxLkrTO+0uoOOJEj0AB0iEqJ5fgY/ZvbSykrOu51nUzqhOerGUxupslbRwxDE0JraUhhF6bDXE17KWQ5zuuFjjiRIROesBIG6lVabsjdRWlPa9EAv7QsiSRAhhHCjRy6/gYTyGOyKwjP73/a6GknRdidKTvDF8Y8BuPtsBfFX/UXniIRomfyKfGdzSWcpjNUMxSe1r2UliPBQjg9q35z8pm0lMZ3QHNWRYJxVVY0CUgojGhdSrxzGbq87brNCWa72dSeVwwAMiBxA34i+WOwW1mWta3qgMwmyuxOich9JggghhBv1jw3lwrh7Maoq3wb6sWWV7AriK/608SnsisrkyioGXnh7p16xEaI9vj75NQCjYkcRHxKvHTx7AlQ7+IfWLdMWwsOMjR9LVGAUxeZituVua/0JEkcBCpRkNt6Qsp0qLZVsOLUBgLTCHG276T6T3f46ogsIidHu7VaoOlt3vDxf+3+xwVSXKOkEiqI4k4wZx5tZaRU/HO13KKvxVSweSpIgQgjhZn9Im0F0ySAA/pa/CXvBQZ0jEh1te952dpzZhEFV+VWpkZg0SX4J7+EshUlupBSmez9Zui88lslgcpbEOHY3apXAcIgZqH3dASUxG05toNpWTZJfBENqLNBznPaaQpzL5K81GgXX5qiOUpiwxE7vMeb4m7AlZwsl5pLGBwWG15VMelFJjCRBhBDCzWLCApg1eDGBNoVDAX78V7bM7dLsqp0l6x8HYF5ZOX2mPQZ+QTpHJUTL5Jbn8sPpH1BQuKT3JXUPSFNU4SXql8RY7JbWn6BH7Va5HZAEcSYYbX5aKUx/KYURzWisOapzZ5jOaYpaX7/IfvSP7I9VtbImc03TA72wL4gkQYQQogPcOXUEoWXaktcXLdlUHfxC54hER/ni6FdkVh8j2G5nriWJyLHX6R2SEC3mKIUZHTea2OB6S62dSRBpiio820VxF9E9sDulNaV8l/Nd60/g2N3ilHt3iKmwVLAxeyMAaXm1201LEkQ0x1ESU7+sRIemqPU5kozN7hIjSRAhhBAAwf4mfnXxQsIsfhSYTLyz/o9ga8MVKuHRzDYzf93yFAC/LC6l39XPSemA8CqOiW16crrrA4WyEkR4B6PB6FzFdN7tPBvTs3YlSM5O14aU7bQuax1mm5nkoFgGVpRAcDTEj3Db+UUX1OhKkM7dHvdcjiTId7nfUVxd3PigRO/bJleSIEII0UFuGNuPkOprAHjL30Lhlhd0jki421s/vstZezGxVisTQqcRknyR3iEJ0WKnyk6xp3APBsXAzN4zXR+s3xNECA/n+KC2JnMNNbaa1j05dgiYAqG6BIqOuS0mx7a9s0xRtbvCTO/0ng7Cy4TW2yHGocRRDqPPSpA+EX0Y2G0gNtXGN5nfND4ofhgoBijPg9Lczg2wjeQ3UQghOojRoPDgzF8SWR1OpcHA//74qmyZ24WcrT7LGz++DMCvz1Yy8LqndY5IiNb55qQ2oR0TN4booOi6B6pL6ibhkgQRXmB03Ghig2Ips5TxXW4rS2KMfpBQu0Ij2z0lMRWWCjZlbwIg7XS2dlBKYcT5OJIg5Y00RtUpCQKQ3kdbKbjq5KrGB/gHQ8xg7WsvWQ0iSRAhhOhA0wfG0d14GwCfBPtx9Js/6hyRcJdnv/s71VgYZK5hWJ/b8IuI1zskIVpldeZqgEZWgdT2LwiJhcCITo5KiNYzKAam9ZoG0HwDx6a4uTnqxuyNWOwWeof2YEDuPu1gv+luObfowkI8Mwkyo5eWwNuWu43SmtLGB3lZXxBJggghRAdSFIU/X3oV4WVJ2BWFZ7O/gYIDeocl2ulEyQmWn1gGwK3FRgZdKVviCu9SWFXID6d/AGBa0jTXBx1JkGhpiiq8x/ReWpJhbdZabHZb657s5uaojkTM9OAkrRQmfnjdVX4hmuLsCVKbBLHboKy2vESnniCglcT0ieiDVbWy8dTGxgcljtTuJQkihBACYGiPCIZ2vwuDChuCA9mSsRBUVe+wRDv8ef2j2BWVyZVVDBz/KIopQO+QfMJLL71EcnIygYGBpKSksG3btmbH/+c//2HQoEEEBgYybNgwvvzyS5fHVVXlkUceISEhgaCgIGbOnMnhw4edj584cYIFCxbQp08fgoKC6NevH0uWLKGmppU9BzzQ2qy1qKgM7T6U+JBzVjFJPxDhhcbGjyXML4yi6iJngq/FHM1R8/aA1dyuOCw2i/OD4vSc2t+lftOaeYYQtUJrd4dxlCOW54NqA4NJ9ySaYzWIYwVhA87mqDu9Yo4rSRAhhOgEj1w6lYCSkQA8W30C+8Ev4fhG2POxdt/aq1ZCNzvyd7D17HaMqsqVlT3oN+EavUPyCR9++CGLFi1iyZIl7Ny5kxEjRpCWlkZBQUGj4zdv3szPfvYzFixYwK5du5g7dy5z585l7969zjFPP/00zz//PK+88gpbt24lJCSEtLQ0qqurATh48CB2u51XX32Vffv28fe//51XXnmFP/zhD53yPXck55XqXo0s0T9TmwiSnWGEF/Ez+DE5SduavtUlMZG9Ibg72C1aIqQdtm17nnJLOdFWG8OzdmoHd70H+5e367zCBzhWglSc1uaFjlKYsAQwGPWLC5iepP2t+Db7W8y2RhKFcRdqyZrKM1CS1cnRtZ4kQYQQohP0iAxidv+78LcZOBjgz/Ivfg3vXA6fLNDunxsqEyQvYFftPLZG6+tyVVkFQ+c8J1vidpJnn32W2267jVtvvZUhQ4bwyiuvEBwczJtvvtno+H/84x+kp6dz3333MXjwYB5//HFGjx7Niy++CGirQJ577jkeeughrrzySoYPH867775LTk4Oy5YtAyA9PZ233nqLWbNm0bdvX+bMmcO9997Lp59+2lnfdocorylna+5WoO7qnoszsj2u8E71r1arrbkarSju6Quyfzmrt2v/j5lWWVn3QavyDHx0k/ydF80LjgYUUO1aI33nzjD6lcI4XBh9IbHBsVRZq/gup5Hmw36B2k5L4BUlMZIEEUKITrJoxij6lQwC4IVuYVTV//BcmisTJE9mt8HxjXy1bgnHarIJtttJNU4mccAovSPzCTU1NezYsYOZM+saeBoMBmbOnMmWLVsafc6WLVtcxgOkpaU5xx8/fpy8vDyXMREREaSkpDR5ToCSkhKioqLa8+3o7tvsb7HYLSSHJ9Mnoo/rg6pa1xNEkiDCy0xInIC/wZ9T5ac4XHz4/E+or0ftFudtTYLYbdgzHmBtcBAA0yur6j1Ym5DJeFBWfoqmGU3aiiTQSmE8oCmqg0ExOFeDrMlqYqWVo7eOJEGEEEI4hPsbeKV6F4kWKwUmEy9HhLMtMIA8oxGZIHmw/cvhuaFkvnclfz32CQC/LC5lwkWy3WFnKSwsxGazERcX53I8Li6OvLy8Rp+Tl5fX7HjHfWvOeeTIEV544QV+/etfNxmr2WymtLTU5eZpHDXd03tNRzl3JVN5PtSUg2KAbsmdH5wQ7RDsF8z4xPFAM70LmuJIgrS1OerJzfxoLqTQZCTUbielqvqcASqUZsPJzW07v/ANzuao+drPC3jEShCoK59cl7Wu8ebDXrRDjCRBhBCis5zcTJQ5n7vPFgPwVmQ4CxLiSEtK5NPQEGSC5IH2L4ePbuJTewmX90zkjMkIqkqE3U7IV7+XlTs+JDs7m/T0dK699lpuu+22JsctXbqUiIgI5y0pKakTozy/GlsNG7NrmzY22g+kthQmsjdIw1/hhZy7xGSubd0THVexi45qpQitYS6DQ1+wJjgYgEmVVfg1NbY8v3XnFr7F2Rz1dL0kiP4rQQDGxI8hzF9rPrz79O6GA+onQTy8OaokQYQQorPUTnxGVZu1Pw61V2DtisKj0VG1K0KQCZKnsNsg4wHyjAYejY5CdVwxVxSWdu+m/feSlTudIjo6GqPRSH6+6+9Gfn4+8fHxjT4nPj6+2fGO+5acMycnh2nTpjF+/Hhee+21ZmNdvHgxJSUlzltWlmc1iNuau5UKSwUxQTEMix7WcEChNEUV3m1K0hQMioEDRQfILs9u+RODo6BbbXnYpn+cv2l5STZ8/zr8ex483Rf1u5dZE9JYKcw5QuOafkwIl5UgteUwEZ6RBPEz+DGl5xSgiZVWMYPBGADVJXD2eCdH1zqSBBFCiM5S+4cty8/UoJmmXVG04/XGCZ2d3AylOZz0M2Fv9L+XUVbudBJ/f38uuugiVq+um3TZ7XZWr15Nampqo89JTU11GQ+watUq5/g+ffoQHx/vMqa0tJStW7e6nDM7O5upU6dy0UUX8dZbb2EwND91CggIIDw83OXmSRy13NOSpmFQGvlepCmq8HJRgVGMitWuSLdqNcj+5VBeWwq36bmGTctVFXJ/gHVPwauT4e9D4It74Mg3YKvhWFRvTvr54aeqTGw0CaJoV/R7j2/X9ye6uJDalSDlBVqiDTxmJQjUNR9ek7mmYfNhkz/ED9W+9vCSGJPeAQghhM/oPR7CE+lVUYBBVV0+WBtUlSSLTSZInqR2Rc6+AP8GD2n/vawu40THWrRoETfffDNjxoxh3LhxPPfcc1RUVHDrrbcCcNNNN9GjRw+WLl0KwN13382UKVP429/+xmWXXcYHH3zA9u3bnSs5FEVh4cKF/PnPf2bAgAH06dOHhx9+mMTERObOnQvUJUB69+7NM888w+nTp53xNLUCxZPZ7Dbnh8JGd4WBek1R+3VSVEK434xeM9iRv4PVmau5cciN539Cbemjsz+XQ2kufPQL6DcDTh+sK08AQIGkcTDwUhg4m9U562D3i1xcVU1og0qA2r/36U/pvtWp8HCOC2FludoNPKYnCMD4xPEEGAPILs/mp7M/MTBqoOuAxFFac+GcXTB0nj5BtoAkQYQQorMYjJD+F+I/uoklhWd5NLqbMxEyoKaGOJtVJkieJDSOo34mXo6MAEBRVVRFwaCqLCksIt5mc44THe/666/n9OnTPPLII+Tl5TFy5EgyMjKcjU0zMzNdVmmMHz+e999/n4ceeog//OEPDBgwgGXLljF06FDnmPvvv5+Kigpuv/12iouLmThxIhkZGQQGBgLaypEjR45w5MgRevbs6RJPq7bf9BB7CvdwpvoMYX5hjI0f2/ggWQkiuoDpvabz9PdPs7NgJ2erz9ItsFvTg2tLHxskQKDu2NHaFWN+wdBvupb4GJBW178BWLN1CQAzhvwMqj6uK2UA7UNs+lMwZE77vjHR9YXGavf5+0C1gWL0qHlGsF8wqYmprMtax5rMNY0nQQCyPXsliKJ641/xdiotLSUiIoKSkhKPW6YqhPAB+5drvSYq8tkUFMifo6OwKgqLiyv4+a2bIDxB7wgFYLZU8vN3xvCTn5HxlVX8qbCIU34mkizW2gSIok1sF+6RxNU55O9sHU96L/62/W+8ve9tZveZzV8m/6XhAJsVnogDuxX+Zx9E9Gw4Rggvce3n13Kw6CCPjX+MqwZc1fTA4xu10pfzmbEELv4t+AU1eCivIo9LPr4EBYU1160hOqCbVipZnq99gO09Xv5OiJY5ugb+dRXa6iEVwnvCon16R+Xis8Of8cjmRxjYbSAfz/nY9cH8ffDyePAPhQez4DwlpO7Qlr+zHRpVUVER8+fPJzw8nMjISBYsWEB5eXmT40+cOIGiKI3e/vOf/zjHNfb4Bx980JHfihBCuM+QObBwL/E3/peUcU+RcFq7Ivu38GAOLfuVx3fU9hV/3fgIP/kZibLZ+HPhGRJsNsZWm+sSICArd4TXUFXV2ciuyVKY4pNaAsQUBGGes/xaiLZw7BLj6IPTpJaWNEb2ajQBAlp/BIBRsaOIDorW/i70mQTDrtHu5e+EaKmQ2pUgjlVIHlQK4zA1aSoGxcChs4c4VXbK9cHogdqKqZryupWFHqhDkyDz589n3759rFq1ihUrVrBhwwZuv/32JscnJSWRm5vrcnv00UcJDQ3l0ksvdRn71ltvuYxz1O8KIYRXqJ0g9Zx8E/Mufhj/8mRqDAr3m49StfVlvaPzeeuPZfBh1koAfnPaRFTQOUtRwxPhundlabPwGkeKj5BVloW/wZ+JPSY2PshZCtOvU67eCdGRpidpSZAtOVuotFQ2PbClpQbNjHMkQRrddlqI1jj358xDdoapr1tgN0bHaltKO372nYwmiB+ufe3BzVE77C/cgQMHyMjI4PXXXyclJYWJEyfywgsv8MEHH5CTk9Poc4xGI/Hx8S63zz77jOuuu47Q0FCXsZGRkS7jHPW7QgjhbX45sQ8DgxYSaPXnmL8ff93xLJz+Se+wfFZBRT5/3PAgAFeV1NBj1ocYF+2Dm1fAvDe0+4V7JAEivIpjopqamEqwX3Djg+onQYTwchd0u4CeoT0x28xszmlmF6/apuXOFX4NNL+rS4m5hO3524G6xIsQbRYcpfUBcfCgnWHqc+4S09hKK0dfEF9MgmzZsoXIyEjGjBnjPDZz5kwMBgNbt25t0Tl27NjB7t27WbBgQYPH7rjjDqKjoxk3bhxvvvlmsw3KzGYzpaWlLjchhPAUiqLwj2snYjtzK4oK/wkN4pv/3gw2i96h+Ry7aueBL26lRLEx0FxDYtQfmDxqsCxtFl7PUQrT7JVqaYoquhBFUZw/746f/0bVNi2vfda5Z9Humil9XH9qPTbVxoBuA0gKT2pf0EIYjBASXfdvDyyHAZjWaxoAuwp2UVRd5PqgLydB8vLyiI2NdTlmMpmIiooiLy+vRed44403GDx4MOPHu2ZeH3vsMT766CNWrVrFvHnz+N3vfscLL7zQ5HmWLl1KRESE85aUJP+DEkJ4lpiwAP425zqMZ1IAeMRQSu7qJTpH5Xve2vIk26uyCLLbGVcyiVuub8HWikJ4uNzyXA4UHcCgGJiaNLXpgc4kyIBOiUuIjua4Wr3+1Hos9mYuLAyZo5U4ntuYvAWlj45VVk322hGitULrfYb20JUgPUJ7MDhqMHbVzvqs9a4POpIgeT9qDbc9UKuTIA8++GCTzUsdt4MHD7Y7sKqqKt5///1GV4E8/PDDTJgwgVGjRvHAAw9w//3389e//rXJcy1evJiSkhLnLSsrq93xCSGEu00bFMsV/e8irKobZUYDDx7/GFvmd3qH5TP2ZH/HCz99CMDcwjDm3PgMgX6y4kN4P8dy5ZExI4kKjGp6YKGsBBFdy4iYEUQFRlFWU8b2vO3ND65tWt6a0scqaxWbsjcBUgoj3Ci4butlKk5r2zh7oCZXWnXvr+0OY6mEQs8s7251EuSee+7hwIEDzd769u1LfHw8BQUFLs+1Wq0UFRURHx9/3tf5+OOPqays5Kabbjrv2JSUFE6dOoXZbG708YCAAMLDw11uQgjhif4weyjBNXcTYFfYGRjAa1/eDuamd9US7lFuLuPeb+7ApsDkcivJF/0vgxIi9Q5LCLdo0ZVqczmU1fZsk54gooswGoxMS9KW7Tdo4NiYVpY+bsnZQrWtmsSQRAZFDXJHyMLX7V8OWfUugH15Lzw3VDvuYRxJkAbNhw0GSBipfZ2zs/MDa4FWJ0FiYmIYNGhQszd/f39SU1MpLi5mx44dzueuWbMGu91OSkrKeV/njTfeYM6cOcTExJx37O7du+nWrRsBAQGt/XaEEMKjBPoZ+d/rZ2ErmAvAK4F2dn3xO32D8gGPf3ErOdSQYLESZbybn00bpXdIQrhFcXUxO/K1uViz/UCKjmn3QVFaYz4huoj6W+XaVbtbz12/146iNNVYVYgW2r8cPrpJW0FRX2mudtzDEiEDIgeQFJZEjb2Gb7O/dX0wcaR276F9QTqsJ8jgwYNJT0/ntttuY9u2bWzatIk777yTG264gcRErcFLdnY2gwYNYtu2bS7PPXLkCBs2bOBXv/pVg/N+/vnnvP766+zdu5cjR47w8ssv8+STT3LXXXd11LcihBCd6oK4MBZNWUBESV/sisIDZ7+nZN8neofVZX2+/UW+LDuEUVUZdSaFu2+8VSazostwNG0c2G0gPcN6Nj1QmqKKLiolIYVgUzAFlQXsP7Pfbee12q2sP6X1QpCtcUW72W2Q8QDQ2GYftccyHvSo0hhFUZxlYA12iemhbaHrc0kQgPfee49BgwYxY8YMZs+ezcSJE3nttdecj1ssFg4dOkRlpWu2680336Rnz57MmjWrwTn9/Px46aWXSE1NZeTIkbz66qs8++yzLFkiDQSFEF3HjSm9GBBxLxE1/uSaTDz27UOoZQXnf6JolcyCvfx5zysAzCwKZfbcp4kOlVWFouto0a4wAGeOavfR0hRVdC0BxgAm9pgInGeXmFbamb+TEnMJkQGRjIqV1YOinU5uhtKcZgaoUJqtjfMgM3prZZYbsjZgqb+robM56l6w1ugQWfM6NAkSFRXF+++/T1lZGSUlJbz55puEhoY6H09OTkZVVaZOneryvCeffJLMzEwMhobhpaens2vXLsrKyigvL2f37t38+te/bnSsEEJ4K0VR+Ns1KVjP/hqjqvJ1oIlP//sLaGY7cNE6FmsN9371SyoNCkOrbMT0eZYpA2PP/0QhvESVtYotOVuAFuxc4VwJIv1ARNfj+PlvUV+QFnJc+Z6aNBWTweS28wofVZ7v3nGdZHj0cK35sKWM7/O/r3ugWx8IjACbGU4f0C/AJkjmQAghPFRUiD/PXHU1Iae1bcL/YjnFsS1/1zmqruP5LxdwgCrCbXbCqn7NwivO369KCG+yOXsz1bZqeoT24IJuFzQ/+Mxh7V7KYUQXNKnnJEwGE8dKjnG85Hi7z6eqqjOhIrvCCLcIjXPvuE7SZPNhRalbDeKBJTGSBBFCCA82cUA0s4fcTVxFJFUGA/fv+yfm0+3fhtzXbf7hHd4+uxuAoadHcP/8XxJgku1wRdfiuFJ93qaNqio9QUSXFuYfRkq8luh2x2qQA0UHyK3IJcgURGpiarvPJwS9x0N4ItDU/6sVCO+hjfMwjnLLtZlrXZsPSxJECCFEW92XNhh/272E2uCQv4m/f34z2Kx6h+W1is4e4w87/gpASkkwk6c8Sf/YMJ2jEsK9LHYL67LWAS24Ul15BqpLAAWi+nZ0aELowrlLjBuSII7eIhMSJxBoCmz3+YTAYIT0v9T+49xESO2/058677bNerg44WKt+XBVAXsL99Y9IEkQIYQQbeVvMvDCDTMw5s8D4D1jJRtW3aNzVN5Jtdn44/Kfc8aokFRjJzD8cX6e0lvvsIRwu535OymtKaVbQLfzN210rAKJSAK/oI4PTggdOJbs/1j4IwWV7Ws07iyFkV1hhDsNmQPXvQvhCa7HwxO140Pm6BPXefgb/ZnUcxJwTpLRkQTJ3w+Wah0ia5okQYQQwgv0iwnlrpm/JOlsMgAP5azi9DH3NXjzFe9l/IZvqcDfrhJUdCOPXztVtsMVXZLjSvXUpKkYz3flUJqiCh8QExzD8JjhgLZsv60ySzM5UnwEk2Jics/J7gpPCM2QObBwL9y8Aua9od0v3OOxCRAHR/Nhlx2YIpIguDvYLZC/T6fIGidJECGE8BLXjUkiKeoPJJhNnDUa+cPahdirSuD4RtjzsXbvQfvHewS7zfn+HFz/Z549re2UccHpwdwz7za6hfjrHKAQ7le/aeN5d4UBKJSmqMI3OHeJyWr7RQTH79aY+DFEBES4JS4hXBiM0GcSDLtGu/fAEphzTewxEZPBxInSExwrOaYdVBRIHK19nbNTv+AaIUkQIYTwEoqi8JdrLsJa/FsC7CrfmVTe+ecoeOdy+GSBdv/cUNi/XO9QPcP+5dr78c7lVH76K+7/6d9YFIWR5QaGX/go4/tH6x2hEB1i/5n95FfmE2QK4uLEi8//BGmKKnyEoz/OttxtlNaUtukcjivdUgojRJ0w/zBSEhppPuzsC7K784NqhiRBhBDCi0QG+/PkNfMYd1rrY/F8eDDrAwPZFhhAntEIpbnw0U2SCNm/XHsfSnPIMxq5Nzaa4/5+xFqt/ONMJvf2Pqx3hEJ0GMeHtIk9JhJgDDj/E84c1e4lCSK6uOSIZPpF9MOqWtl4amOrn19YVcgPp38A6nqMCCE0zpVWjSZBPKs5qiRBhBDCy1ycHMlT1p+4pLwSq6JwZ3wMCxLiSEtK5NPQYG1QxoO+Wxpjt0HGA4DKp6EhzEpKZGNwEKgql5ZX0M2u4vf1Yt99f0SX16pSGLsNimqXLkdLEkR0fY4VHC69C1pobdZaVFSGdh9KfEi8u0MTwqtNS5qGgsKewj3kV+RrBx1JkNMHoKZSv+DOIUkQIYTwNic3E15TwG+Li0FVtZpLwK4oPBodRZ7RAKXZcHKzvnHq5eRm5wqQP0VHoToanyoK/4oIJ9/X3x/h/er1ujm3F9CJkhMcLTmKSTE5u/U3q+QU2Mxg9Nea2AnRxTmSg99mf4vZZm7Vc50Jxt4tSDAK4WOig6IZETMC0BKGgLbTTWg8qHbI26NjdK4kCSKEEN6mXMuunzUanQkQB7uikOVnchnnc2q/769DguoSILXk/RFer16vm8Z6ATkaPo5LGEe4f/j5z3emtjQsqq9XNN8Tor2GdB9CXHAcVdYqvsv5rsXPK68pZ2vuVqCut4gQwlWjK608sCRGkiBCCOFtQuMA6GWxYlBV18dUlUC73WWczwmJYXloCM9GdWvwkEFVSbJYtX/46vsjvFe9Xjcu6vUCclypbvGHNOkHInyMoijOD2qt2SXm2+xvsdgtJIcn0zeyb0eFJ4RXc/xubc/bTom5RDsoSRAhhBDt1ns8hCcSb7OzpLCoLhFSWxqzMC6GQxFx2jgfo9ZU8vLmx/hjTHdsisKF1Wbn+2NQVZYUFhFvs0N4D598f4QXq9frpiHt2OmVD9Y1bezVwqaNzp1h+rU/RiG8hKMkZl3WOmwt7A/luLLdol47Qvio3uG96R/ZH6tqZcOpDdrBHp63Ta4kQYQQwtsYjJD+FwCuLq9kZVYOb+bm86/cPPrWWCgwmbgp0o9Nu/6pc6Cdy1KWx0PvTeF/bQUA/LK4hH/n5jvfn5VZOVxdXtuUK/0pWfovvEttr5umqay1a1fdhkcPJzY49vzntNvg1Pe1T1elWbDwGaPjRhPuH05RdRG7T+8+7/gaWw0bs7XdZGRrXCGa5/gdcfYFSRip3Rcehuq2bU3tbpIEEUIIbzRkDlz3LoQnEG+zMbbazEizhb/lmBlaZafSYOCOPS/y8drFekfaKUrz9/Dbj2ax3FCNUVWJz7sYDL/HEJbofH/ibTYIT9TetyFz9A5ZiNZpQQ+bNcFBAEwvLoTvXoHcH5pObDh6iziWJ29+3qW3iBBdmZ/Bj6lJU4GW7RKzNXcrFZYKYoNiGRo9tIOjE8K7OZIg32Z/S7W1GkJjahtvq5D3o77B1TLpHYAQQog2GjIHBl2mXSEuz4fQOGr8hpL1zkZGhz/OzvBqHs1cQfbyLO66/B0MXXTlQ86Rlfxu/SKOmgwE2VUCsucw7ILruOPq4RgM/+Py/tB7vKwAEd7pPD1syhSFrUGBAEw/sR0O1zZ89A+DpLHQKxV6XQw9xsCRb7QeIueW1jh6i0iiUPiA6UnTWX5U66Nz35j7UM5ppF2fo3fItF7TMChyDVmI5gyJGkJ8SDx5FXl8l/udlnBMHAklWVriPXmi3iHKShAhhPBqBiP0mQTDroE+kxjSsxsf3XEJ+danSTkTA8DrZ3/gwY8upcZSpXOw7rdv5xvM36AlQLpZwX7iVq4adzN/u3YE/iZDg/dHEiDCa9X2AoLGP6htDA7Gqij0DYqnz6TF0P8SCAiHmjI4ugbWPgHvXAFLe8LHv6S53iJkPCilMaLLG99jPIHGQLLLs/np7E9NjrPZbazN1Jb1SymMEOenKIqzObdzpZWjOepPXze6vXtnkySIEEJ0MYmRQXz024lUhT/JuLwLMKkqX5lzue3/plFcnqt3eG6zfu3D3PLDsxQaDfQwGzh78n+47/JrWTRrYLNX9ITwSvV6ATVMhCh1pTD9L4fJ98KNH8MDJ+A3m2D2MzB0HoQlgmoDu6WZF1KhNFtbQSVEFxZkCiI1MRVoviTmx8IfOVN9hjC/MMbGje2s8ITwavWbD1vtVrBWaw+c2NDo9u6dTZIgQgjRBYUH+vHWLeOI6PMwg09NJNRmZ6dawY0fX0pWwR69w2sfVeWD/97M709+RrXBQN+KIHKyH+bFG6/g+rG99I5OiI5TrxdQfebwRDaGRwLn7FxhMEL8UBh3G1zzJizaXy+Rch4t6EEihLdz/L44tpZujOOxyUmT8TP6dUpcQni70XGjiQiIoNhczK5tL8H6vzYcVG97984mSRAhhOii/E0G/nbtCMakLCL25FziLDZOKjbmf/FzfjiaoXd4bWK3VPPMB+k8UbwTu6JwQUk0OUWP8X+/voQpF8ToHZ4QHW/IHFi4F25eAfPegJtXsPXa/6XSXkNscCxDug9p+rmKAnEXtux1ztODRIiuYErPKRgVI4fOHuJU2akGj6uq6lwl4ljeL4Q4P5PBxJSeUwBYs/s1PK0EU5IgQgjRhSmKwqJLLmD+5b+Bk7fR32znrAEWbLyXVbte0zu8VqkuP82970/lnRptm9ALTg+g1LaEZXdO4cLECJ2jE6ITndPrZk3WOkD7kHbepo3n6S0CCoT30MYJ0cVFBkZyUdxFQOOrQY4UHyGrLAt/gz8Te+jfzFEIb+JcaWWyN5oC0ehTgilJECGE8AHXjU3i4V/cSFH2fYyuALOicM8Pz/PO+j+iqqqWgT++0SOaVQEN4jmTv4cFH13CKirwU1X65KTiH34/H/9mAj0ig/SNVQgd2ew21ma1omnjeXqLAJD+lDQRFj7D8XvTWF8Qx7HUxFSC/YI7NS4hvF1qYiqBiokcPxOH/M9TStbJJZiyRa4QQviIKRfE8L+/voo73oxkiuUx1kdaeObEck7l7uKBnOOYSnPqBocnah+U9Ngmc/9yyHgAauM57mfid3GxnPIzEWazE3RqLv0GXstf5g3XdoARwof9cPoHiqqLCPMPY0z8mJY9ydFbpN7vGVD7e/+UbI8rfMr0pOk8te0pdp/ezZmqM3QP6u58zLE6xKXXjhCiRYJMQUyIupDVZ35gdXAwg2pKmh7cySWYMnsUQggfcmFiBO/dmcZR219IO90NRVX5wJzFwiALx00mtgUGkGc06tesav9y7XVLc8gzGvl3WCg/T4jjlJ+JnhYLYzIncGnKTTx73QhJgAhB3Ye0KT2n4GdoRdPGRnqLsHCPJECEz0kITWBw1GDsqp31p9Y7j+eU53Cg6AAGxcCUpCk6RiiE95o+8BoA5w5mDelTgikzSCGE8DE9IoP44LdTyQ17kifySwmw21kfHMScngksSIgjLSmRT0Nrl/12ZrMqu027Mo3KJ6EhzEpK5C/RUZQbjfS0WHg3O5+lgeu595L+sgWuELg2bWzTlepzeotICYzwVY3tEuMoMxsVO4qowChd4hLC203pNQ0jBn4K8CfLdG4Rin4lmJIEEUIIHxQR5MfbM+xcUVXC0wWFoKrazhGAXVH4U3QUWwL9UTuxWVXV0TWstxTxYHQUf4qOQq2X6MgxmbAZFEKq8zq9eZYQnupw8WFOlZ8iwBjA+ERpZCpEWzn6gmzJ2UKFpQJAdoURwg0iAiIYEz8WgDVR55S8hCdqpZk6rECUniBCCOGj/KoKAAitlwBxUBWF2xPiSLRYmfz9X5iiVDM2aTIBxoDmT2q3aUmK8nytvrP3+Gaz+3nFJ9jww5usP7WerZYzmONjGz+topDlZyLeZuv05llCeCpp2iiEe/SP7E+vsF5klmWyKXsT4+LHsSN/B9DChsNCiCZN7zWdrXlbWdNnDDdf+mqL54gdSZIgQgjhq2qbUPWyWDGoKvb6iRBVxU+FHD8TH1Sd5IP1iwhCISU0mSn9rmDyBVcSG3xOwuKchqZAgwarNruNPdmb2LDvPdYX7OQntbpurKKQYLUypqqaFaEhLitBDKpKksXqErcQvm5tZu2uMHKlWoh2URSF6b2m8/a+t1mduZpKayV21c7AbgPpGdZT7/CE8GrTe01n6bal7CrYzZmpQ+geNEnvkDquHOaJJ55g/PjxBAcHExkZ2aLnqKrKI488QkJCAkFBQcycOZPDhw+7jCkqKmL+/PmEh4cTGRnJggULKC8v74DvQAghurje4yE8kXibnSWFRRhUbRd3g6ryaGERG06e4um8YtJLrMRarVShsq78OI/+8Dwz/jOD696fzEsb/siegh+w71vm0tC0foPVsv/cTMbqB/nDZ9cw7V+j+cWaO/hn/mZ+UqsxqCpDqm1MLIxhwPHZvJ1ZzZ8Li/jTOfEsKSwi3mbXpXmW8BwvvfQSycnJBAYGkpKSwrZt25od/5///IdBgwYRGBjIsGHD+PLLL10e9+Z5R3Z5trNp49SkqXqHI4TXc/QF2XhqIytPrHQ5JoRou/iQeC7sfiEqKuuy1ukdDtCBK0Fqamq49tprSU1N5Y033mjRc55++mmef/553nnnHfr06cPDDz9MWloa+/fvJzAwEID58+eTm5vLqlWrsFgs3Hrrrdx+++28//77HfWtCCFE12Qwaqs0PrqJq8srGV9VTZafiSSLlTibHYDsbveSkTOQmNyTXBq0kYDQfRwNqWBvgD8HLGc5cHw5rxxfTnebnUnR3Qiwq/wnPBS7oqCoKskWK1l+JqynvnC+bJjNzrBKBb+KPhwpm8JW6yAuiAtjxsVxVAaNQFn7uwbxxNfGo0fzLOEZPvzwQxYtWsQrr7xCSkoKzz33HGlpaRw6dIjY2IZlVJs3b+ZnP/sZS5cu5fLLL+f9999n7ty57Ny5k6FDhwLePe9wrAIZHTuaboHddI1FiK5geMxwugd250z1Gb7N/haQUhgh3GV6r+nsO7OPNVlrmHfBPL3DQVHV2kttHeTtt99m4cKFFBcXNztOVVUSExO55557uPfeewEoKSkhLi6Ot99+mxtuuIEDBw4wZMgQvv/+e8aMGQNARkYGs2fP5tSpUyQmJrYoptLSUiIiIigpKSE8PLxd358QQni9RstYemgJhyFzsNjsbD9xltUH8llzsICiwjzG+20jLux7zoTksy3YjwpD8wsL+9RYGFppoqxsOLsrppFv6ElK3yhmDo5j+qBYkqLq9TM4TzzC83XE39mUlBTGjh3Liy++CIDdbicpKYm77rqLBx98sMH466+/noqKClasWOE8dvHFFzNy5EheeeWVTpt3dNSc49aMW9mev50Hxj7AjUNudNt5hfBlj255lI9/+hiAHqE9+Orqr2Q3MiHc4GjxUeb+dy5+Bj823rCREL8Qt527LX9nPaYnyPHjx8nLy2PmzJnOYxEREaSkpLBlyxZuuOEGtmzZQmRkpHMiAjBz5kwMBgNbt27lqquu0iN0IYTwbkPmwKDLmmxo6mc0kNqvO6n9uvPQ5UM4drqcNQfH8c2BfHafOM1vDB9xcejXfBQWyqrQhn/Unioo5LKKSv5oWEjg4Kv54+BYJg6IITSgiT9B54lH+J6amhp27NjB4sWLnccMBgMzZ85ky5YtjT5ny5YtLFq0yOVYWloay5YtA7x73nG2+iw7C3YCcqVaCHeanjTdmQSZ3mu6JECEcJO+EX3pHd6bk6Un+Tb7W9KS03SNx2OSIHl5eQDExbk2vIuLi3M+lpeX12DJq8lkIioqyjmmMWazGbPZ7Px3aWmpu8IWQoiuwWCEPi1rVNU3JpS+MaH8alJfSqos7N1k5+JvPyfZYmV1SLBLg1WDqnJRtfb/38dvnIGh7wi3xyO6vsLCQmw2W6NzhIMHDzb6nLy8vPPOKRzHmhvT2nlHZ8w51mWtw67aGRw1mMTQlq2CFUKcX0pCCmF+YZRZypjZa+b5nyCEaBFH8+G39r7F6szVuidBWtUY9cEHH0RRlGZvTU1G9LR06VIiIiKct6SkJL1DEkKILiEiyI8J06+A8ETiGmmwWr+hqSF5gs7RCtHxOmPOMaT7EOYPns/VA652+7mF8GX+Rn/+Mf0fPDb+MUbHjdY7HCG6lLTeaVyafCmXJl+qdyitWwlyzz33cMsttzQ7pm/fvm0KJD4+HoD8/HwSEhKcx/Pz8xk5cqRzTEFBgcvzrFYrRUVFzuc3ZvHixS5LYktLSyURIoQQ7lLbYFVppMGqNDQV7hAdHY3RaCQ/P9/leH5+fpN//+Pj45sd31Hzjs6YcwyMGsiD4xr2QRFCtN/Y+LGMjR+rdxhCdDkXRl/I01Oe1jsMoJUrQWJiYhg0aFCzN39//zYF0qdPH+Lj41m9erXzWGlpKVu3biU1NRWA1NRUiouL2bFjh3PMmjVrsNvtpKSkNHnugIAAwsPDXW5CCCHcaMgcuO5dCE8g3mZjbLWZeJsNwhO149LQVLSDv78/F110kcscwW63s3r1aucc4Vypqaku4wFWrVrlHN9R8w6ZcwghhBCercN6gmRmZlJUVERmZiY2m43du3cD0L9/f0JDQwEYNGgQS5cu5aqrrkJRFBYuXMif//xnBgwY4NyqLjExkblz5wIwePBg0tPTue2223jllVewWCzceeed3HDDDS3eGUYIIUQHkYamogMtWrSIm2++mTFjxjBu3Diee+45KioquPXWWwG46aab6NGjB0uXLgXg7rvvZsqUKfztb3/jsssu44MPPmD79u289tprADLvEEIIIXxUhyVBHnnkEd555x3nv0eNGgXA2rVrmTp1KgCHDh2ipKTEOeb++++noqKC22+/neLiYiZOnEhGRgaBgYHOMe+99x533nknM2bMwGAwMG/ePJ5//vmO+jaEEEK0hjQ0FR3k+uuv5/Tp0zzyyCPk5eUxcuRIMjIynI1NMzMzMdTbqnn8+PG8//77PPTQQ/zhD39gwIABLFu2jKFDhzrHyLxDCCGE8D2KqtZ2sPMhbdlLWAghhBAtI39n68h7IYQQQnSctvydbVVPECGEEEIIIYQQQghvJUkQIYQQQgghhBBC+ARJggghhBBCCCGEEMInSBJECCGEEEIIIYQQPkGSIEIIIYQQQgghhPAJkgQRQgghhBBCCCGET5AkiBBCCCGEEEIIIXyCJEGEEEIIIYQQQgjhE0x6B6AHVVUBKC0t1TkSIYQQoutx/H11/L31ZTLnEEIIITpOW+YcPpkEKSsrAyApKUnnSIQQQoiuq6ysjIiICL3D0JXMOYQQQoiO15o5h6L64GUau91OTk4OYWFhKIqidzidorS0lKSkJLKysggPD9c7HN3J+9GQvCcNyXviSt6PhuQ9ceV4PzIzM1EUhcTERAwG3668lTmH/F7I+9GQvCcNyXviSt6PhuQ9cdWeOYdPrgQxGAz07NlT7zB0ER4eLr809cj70ZC8Jw3Je+JK3o+G5D1xFRERIe9HLZlzyM+Bg7wfDcl70pC8J67k/WhI3hNXbZlz+PblGSGEEEIIIYQQQvgMSYIIIYQQQgghhBDCJ0gSxEcEBASwZMkSAgIC9A7FI8j70ZC8Jw3Je+JK3o+G5D1xJe+HAPk5OJe8Hw3Je9KQvCeu5P1oSN4TV+15P3yyMaoQQgghhBBCCCF8j6wEEUIIIYQQQgghhE+QJIgQQgghhBBCCCF8giRBhBBCCCGEEEII4RMkCSKEEEIIIYQQQgifIEkQH/TEE08wfvx4goODiYyM1DscXbz00kskJycTGBhISkoK27Zt0zsk3WzYsIErrriCxMREFEVh2bJleoekq6VLlzJ27FjCwsKIjY1l7ty5HDp0SO+wdPXyyy8zfPhwwsPDCQ8PJzU1la+++krvsDzGU089haIoLFy4UO9QdPOnP/0JRVFcboMGDdI7LOEBZM4hc476ZM7hSuYcDcmco3ky53DPnEOSID6opqaGa6+9lt/+9rd6h6KLDz/8kEWLFrFkyRJ27tzJiBEjSEtLo6CgQO/QdFFRUcGIESN46aWX9A7FI6xfv5477riD7777jlWrVmGxWJg1axYVFRV6h6abnj178tRTT7Fjxw62b9/O9OnTufLKK9m3b5/eoenu+++/59VXX2X48OF6h6K7Cy+8kNzcXOft22+/1Tsk4QFkziFzjvpkzuFK5hwNyZyjaTLnqNPuOYcqfNZbb72lRkRE6B1Gpxs3bpx6xx13OP9ts9nUxMREdenSpTpG5RkA9bPPPtM7DI9SUFCgAur69ev1DsWjdOvWTX399df1DkNXZWVl6oABA9RVq1apU6ZMUe+++269Q9LNkiVL1BEjRugdhvBgMufQyJyjjsw5GpI5R+NkziFzjvrcMeeQlSDCp9TU1LBjxw5mzpzpPGYwGJg5cyZbtmzRMTLhqUpKSgCIiorSORLPYLPZ+OCDD6ioqCA1NVXvcHR1xx13cNlll7n8/8SXHT58mMTERPr27cv8+fPJzMzUOyQhdCVzDtFaMudwJXOOOjLncNXeOYepg+ISwiMVFhZis9mIi4tzOR4XF8fBgwd1ikp4KrvdzsKFC5kwYQJDhw7VOxxd7dmzh9TUVKqrqwkNDeWzzz5jyJAheoelmw8++ICdO3fy/fff6x2KR0hJSeHtt99m4MCB5Obm8uijjzJp0iT27t1LWFiY3uEJoQuZc4jWkDlHHZlzuJI5hyt3zDlkJUgX8eCDDzZoEHPuTf7gCtE6d9xxB3v37uWDDz7QOxTdDRw4kN27d7N161Z++9vfcvPNN7N//369w9JFVlYWd999N++99x6BgYF6h+MRLr30Uq699lqGDx9OWloaX375JcXFxXz00Ud6hyY6gMw5hHA/mXPUkTlHHZlzNOSOOYesBOki7rnnHm655ZZmx/Tt27dzgvFg0dHRGI1G8vPzXY7n5+cTHx+vU1TCE915552sWLGCDRs20LNnT73D0Z2/vz/9+/cH4KKLLuL777/nH//4B6+++qrOkXW+HTt2UFBQwOjRo53HbDYbGzZs4MUXX8RsNmM0GnWMUH+RkZFccMEFHDlyRO9QRAeQOUfLyJxDtJTMOVzJnKOOzDnOry1zDkmCdBExMTHExMToHYbH8/f356KLLmL16tXMnTsX0JYfrl69mjvvvFPf4IRHUFWVu+66i88++4x169bRp08fvUPySHa7HbPZrHcYupgxYwZ79uxxOXbrrbcyaNAgHnjgAZ+fjACUl5dz9OhRfvGLX+gdiugAMudoGZlziPOROUfLyJxD5hzNacucQ5IgPigzM5OioiIyMzOx2Wzs3r0bgP79+xMaGqpvcJ1g0aJF3HzzzYwZM4Zx48bx3HPPUVFRwa233qp3aLooLy93yZweP36c3bt3ExUVRa9evXSMTB933HEH77//Pv/9738JCwsjLy8PgIiICIKCgnSOTh+LFy/m0ksvpVevXpSVlfH++++zbt06Vq5cqXdouggLC2tQrx0SEkL37t19to773nvv5YorrqB3797k5OSwZMkSjEYjP/vZz/QOTehM5hwy56hP5hyuZM7RkMw5XMmcoyG3zDncsU2N8C4333yzCjS4rV27Vu/QOs0LL7yg9urVS/X391fHjRunfvfdd3qHpJu1a9c2+vNw88036x2aLhp7LwD1rbfe0js03fzyl79Ue/furfr7+6sxMTHqjBkz1K+//lrvsDyKr29Xd/3116sJCQmqv7+/2qNHD/X6669Xjxw5ondYwgPInEPmHPXJnMOVzDkakjnH+cmco/1zDkVVVbXteRghhBBCCCGEEEII7yC7wwghhBBCCCGEEMInSBJECCGEEEIIIYQQPkGSIEIIIYQQQgghhPAJkgQRQgghhBBCCCGET5AkiBBCCCGEEEIIIXyCJEGEEEIIIYQQQgjhEyQJIoQQQgghhBBCCJ8gSRAhhBBCCCGEEEL4BEmCCCGEEEIIIYQQwidIEkQIIYQQQgghhBA+QZIgQgghhBBCCCGE8AmSBBFCCCGEEEIIIYRP+H+8nqoX4CRn1gAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Initial values\n", "depol_prob = 0.01\n", "decay_prob = 0.01\n", "readout_prob = 0.01\n", "\n", "opt_results = []\n", "for i, entry in dfb.iterrows():\n", " ofunc, results = get_obj_func(entry['z_vals']) \n", " opt_result = scipy.optimize.minimize(ofunc, \n", " [depol_prob, decay_prob, readout_prob],\n", " method='nelder-mead',\n", " options={'disp': True})\n", " label = f\"{entry['qubit'].row}, {entry['qubit'].col}\"\n", " print(\"Qubit\", label)\n", " print_result(opt_result.x)\n", " opt_results.append(opt_result)\n", " \n", " data_expectations = entry['z_vals']\n", " fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(11, 4))\n", " ax1.plot(thetas, true_z_vals, label='True')\n", " ax1.plot(thetas, data_expectations, 'o-', label=f'{label} Data')\n", " ax1.plot(thetas, results[-1], '.-', label='Fit')\n", " \n", " ax2.plot([], []) # advance color cycle\n", " ax2.plot(thetas, np.abs(true_z_vals - data_expectations), 'o-', label='|Data - True|')\n", " ax2.plot(thetas, np.abs(true_z_vals - results[-1]), '-', label='|Fit - True|')\n", " ax1.legend(loc='best')\n", " ax2.legend(loc='best')\n", " fig.tight_layout()\n", " plt.show()" ] } ], "metadata": { "colab": { "name": "data_analysis.ipynb", "toc_visible": true }, "kernelspec": { "display_name": "Python 3", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.18" } }, "nbformat": 4, "nbformat_minor": 0 }