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+++ b/docs/notebooks/EngineeringWindFarmModels.ipynb
@@ -1,1929 +1,1952 @@
 {
-    "cells": [
-        {
-            "cell_type": "markdown",
-            "metadata": {},
-            "source": [
-                "# Engineering WindFarmModels"
-            ]
-        },
-        {
-            "cell_type": "markdown",
-            "metadata": {},
-            "source": [
-                "All Wind farms models take a `Site` and a `WindTurbines` object as input"
-            ]
-        },
-        {
-            "cell_type": "code",
-            "execution_count": 1,
-            "metadata": {},
-            "outputs": [],
-            "source": [
-                "# Install PyWake if needed\n",
-                "try:\n",
-                "    import py_wake\n",
-                "except ModuleNotFoundError:\n",
-                "    !pip install git+https://gitlab.windenergy.dtu.dk/TOPFARM/PyWake.git"
-            ]
-        },
-        {
-            "cell_type": "code",
-            "execution_count": 2,
-            "metadata": {},
-            "outputs": [],
-            "source": [
-                "# import and setup site and windTurbines\n",
-                "import numpy as np\n",
-                "import matplotlib.pyplot as plt\n",
-                "import os\n",
-                "import py_wake\n",
-                "from py_wake.examples.data.hornsrev1 import V80, Hornsrev1Site\n",
-                "\n",
-                "site = Hornsrev1Site()\n",
-                "windTurbines = V80()\n",
-                "wt_x, wt_y = site.initial_position.T"
-            ]
-        },
-        {
-            "cell_type": "markdown",
-            "metadata": {},
-            "source": [
-                "## Model overview\n",
-                "![Engineering models](../_static/EngineeringModels.svg)\n",
-                "\n",
-                "The engineering wind farms models in PyWake are composed of one of two wind farms models in combination with a wake deficit model, a superposition model and optionally a blockage deficit and a turbulence model.\n",
-                "\n",
-                "- `WindFarmModel`: Defines the proceedure that detemines how wake and blockage deficits propagates in the wind farm. \n",
-                "Two models are available:\n",
-                "  - [PropagateDownwind](#PropagateDownwind) (fast, but blockage is neglected)\n",
-                "  - [All2AllIterative](#All2AllIterative) (slower but supports blockage).\n",
-                "- Wake `DeficitModel`: Calculate wake deficit from one wind turbine to downstream wind turbines or sites in the wind farm. Several common models are available: \n",
-                "  - [NOJDeficit](#NOJDeficit)\n",
-                "  - [FugaDeficit](#FugaDeficit)\n",
-                "  - [BastankhahGaussianDeficit](#BastankhahGaussianDeficit)\n",
-                "  - [NiayifarGaussianDeficit](#NiayifarGaussianDeficit)\n",
-                "  - [ZongGaussianDeficit](#ZongGaussianDeficit)\n",
-                "  - [IEA37SimpleBastankhahGaussianDeficit](#IEA37SimpleBastankhahGaussianDeficit)\n",
-                "  - [GCLDeficit](#GCLDEficit)\n",
-                "- `SuperpositionModel`: Defines how deficits from multiple sources sums up. Available models are:\n",
-                "  - [LinearSum](#LinearSum): Deficits sum up linearly\n",
-                "  - [SquaredSum](#SquaredSum): Deficits sum as root-sum-square\n",
-                "  - [MaxSum](#MaxSum): Only the largest deficit is considered\n",
-                "- Blockage `DeficitModel`: Calculate blockage deficit from one wind turbine to upstream wind turbines or sites in the wind farm. Available models are:\n",
-                "  - [FugaDeficit](#FugaDeficit)\n",
-                "  - [SelfSimilarityDeficit](#SelfSimilarityDeficit)\n",
-                "- `RotorAvgModel`: Defines one or more points at the rotor to calculate a (weighted) rotor-average deficit from\n",
-                "  - [RotorCenter](#RotorCenter): One point at the center of the rotor\n",
-                "  - [GridRotorAvg](#GridRotorAvg): Custom grid in Cartesian coordinates\n",
-                "  - [EqGridRotorAvg](#EqGridRotorAvg): Equidistant N x N Cartesian grid covering the rotor\n",
-                "  - [GQGridRotorAvg](#GQGridRotorAvg): M x N cartesian grid using Gaussian quadrature coordinates and weights\n",
-                "  - [PolarGridRotorAvg](#PolarGridRotorAvg): Custom grid in polar coordinates  \n",
-                "  - [CGIRotorAVG](#CGIRotorAvg): Circular Gauss Integration\n",
-                "- `DeflectionModel`: Calculate deflected downwind and crosswind distances due to yaw misalignment, shear etc. Available models are:\n",
-                "  - [JimenezWakeDeflection](#JimenezWakeDeflection)\n",
-                "- `TurbulenceModel`: Calculate added turbulence in the wake from one wind turbine to downstream wind turbines or sites in the wind farm. Available models are:\n",
-                "  - [STF2005TurbulenceModel](#STF2005TurbulenceModel): Steen Frandsen, from IEC 2005 standard\n",
-                "  - [STF2017TurbulenceModel](#STF2017TurbulenceModel): Steen Frandsen, from IEC 2017 standard\n",
-                "  - [GCLTurbulence](#GCLTurbulence): Gunner Chr. Larsen\n",
-                "  - [CrespoHernandez](#CrespoHernandez): A. Crespo and J. Hern\u00e1ndez\n",
-                "- `GroundModel`: Model effects of ground:\n",
-                "  - [Mirror](#Mirror): The ground acts as a mirror on the wake\n"
-            ]
-        },
-        {
-            "cell_type": "markdown",
-            "metadata": {},
-            "source": [
-                "## Predefined WindFarmModels\n",
-                "The deficit models comprise:\n",
-                "\n",
-                "| Name | WindFarmModel | Wake DeficitModel | Blockage DeficitModel | SuperpositionModel |\n",
-                "| :--- | :--- | :--- | :--- | :--- | \n",
-                "| NOJ | [PropagateDownwind](#PropagateDownwind) | [NOJDeficit](#NOJDeficit) | - | [SquaredSum](#SquaredSum) |\n",
-                "| Fuga | [PropagateDownwind](#PropagateDownwind) | [FugaDeficit](#FugaDeficit) | - | [LinearSum](#LinearSum) |\n",
-                "| FugaBlockage | [All2AllIterative](#All2AllIterative) | [FugaDeficit](#FugaDeficit) | [FugaDeficit](#FugaDeficit) | [LinearSum](#LinearSum) |\n",
-                "| BastankhahGaussian | [PropagateDownwind](#PropagateDownwind) | [BastankhahGaussianDeficit](#BastankhahGaussianDeficit) | - | [SquaredSum](#SquaredSum) |\n",
-                "| IEA37SimpleBastankhahGaussian | [PropagateDownwind](#PropagateDownwind) | [IEA37SimpleBastankhahGaussianDeficit](#IEA37SimpleBastankhahGaussianDeficit) | - | [SquaredSum](#SquaredSum) |\n",
-                "\n",
-                "- Default rotor-average model: `RotorCenter`\n",
-                "- Default turbulence model: `None`"
-            ]
-        },
-        {
-            "cell_type": "code",
-            "execution_count": 3,
-            "metadata": {},
-            "outputs": [],
-            "source": [
-                "from py_wake import NOJ\n",
-                "from py_wake import Fuga\n",
-                "from py_wake import FugaBlockage\n",
-                "from py_wake import BastankhahGaussian\n",
-                "from py_wake import IEA37SimpleBastankhahGaussian\n",
-                "\n",
-                "# Path to Fuga look-up tables\n",
-                "lut_path = os.path.dirname(py_wake.__file__)+'/tests/test_files/fuga/2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+0/'\n",
-                "\n",
-                "models = {'NOJ': NOJ(site,windTurbines), \n",
-                "          'Fuga': Fuga(lut_path,site,windTurbines),\n",
-                "          'FugaBlockage': FugaBlockage(lut_path,site,windTurbines), \n",
-                "          'BGaus': BastankhahGaussian(site,windTurbines),\n",
-                "          'IEA37BGaus': IEA37SimpleBastankhahGaussian(site,windTurbines)\n",
-                "         }"
-            ]
-        },
-        {
-            "cell_type": "markdown",
-            "metadata": {},
-            "source": [
-                "These models can easily be combined with other models, e.g. NOJ with linear sum superposition:"
-            ]
-        },
-        {
-            "cell_type": "code",
-            "execution_count": 4,
-            "metadata": {},
-            "outputs": [],
-            "source": [
-                "from py_wake.superposition_models import LinearSum\n",
-                "models['NOJLinear'] = NOJ(site,windTurbines,superpositionModel=LinearSum())"
-            ]
-        },
-        {
-            "cell_type": "markdown",
-            "metadata": {},
-            "source": [
-                "or models can be combined in custom ways, e.g. NOJDeficit for the wake, LinearSum superposition and SelfSimilarityDeficit for the blockage:"
-            ]
-        },
-        {
-            "cell_type": "code",
-            "execution_count": 5,
-            "metadata": {},
-            "outputs": [],
-            "source": [
-                "from py_wake.wind_farm_models import All2AllIterative\n",
-                "from py_wake.deficit_models import NOJDeficit, SelfSimilarityDeficit\n",
-                "models['NOJ_ss'] = All2AllIterative(site,windTurbines,\n",
-                "                                          wake_deficitModel=NOJDeficit(),\n",
-                "                                          superpositionModel=LinearSum(), \n",
-                "                                          blockage_deficitModel=SelfSimilarityDeficit() )"
-            ]
-        },
-        {
-            "cell_type": "code",
-            "execution_count": 6,
-            "metadata": {},
-            "outputs": [
-                {
-                    "name": "stdout",
-                    "output_type": "stream",
-                    "text": [
-                        "NOJ: NOJ(PropagateDownwind, NOJDeficit-wake, RotorCenter-rotor-average, SquaredSum-superposition)\n",
-                        "Fuga: Fuga(PropagateDownwind, FugaDeficit-wake, RotorCenter-rotor-average, LinearSum-superposition)\n",
-                        "FugaBlockage: FugaBlockage(All2AllIterative, FugaDeficit-wake, FugaDeficit-blockage, RotorCenter-rotor-average, LinearSum-superposition)\n",
-                        "BGaus: BastankhahGaussian(PropagateDownwind, BastankhahGaussianDeficit-wake, RotorCenter-rotor-average, SquaredSum-superposition)\n",
-                        "IEA37BGaus: IEA37SimpleBastankhahGaussian(PropagateDownwind, IEA37SimpleBastankhahGaussianDeficit-wake, RotorCenter-rotor-average, SquaredSum-superposition)\n",
-                        "NOJLinear: NOJ(PropagateDownwind, NOJDeficit-wake, RotorCenter-rotor-average, LinearSum-superposition)\n",
-                        "NOJ_ss: All2AllIterative(EngineeringWindFarmModel, NOJDeficit-wake, SelfSimilarityDeficit-blockage, RotorCenter-rotor-average, LinearSum-superposition)\n"
-                    ]
-                }
-            ],
-            "source": [
-                "for name, model in models.items():\n",
-                "    print (\"%s: %s\"%(name, model))"
-            ]
-        },
-        {
-            "cell_type": "markdown",
-            "metadata": {},
-            "source": [
-                "## Engineering WindFarmModel base classes\n",
-                "\n",
-                "### PropagateDownwind\n",
-                "The `PropagateDownwind` wind farm model is very fast as it only performs a minimum of deficit calculations. It iterates over all turbines in downstream order. In each iteration it calculates the effective wind speed at the current wind turbine as the free stream wind speed minus the sum up the deficit from upstream sources. Based on this effective wind speed, it calculates the deficit caused by the current turbine on all downstream destinations. Note, that this procedure neglects upstream blockage effects.\n",
-                "\n",
-                "```python\n",
-                "\n",
-                "for wt in wind turbines in downstream order:\n",
-                "    ws_eff[wt] = ws[wt] - superposition(deficit[from_upstream_src,to_wt])\n",
-                "    ct = windTurbines.ct(ws_eff[wt])\n",
-                "    deficit[from_wt,to_downstream_dst] = wakeDeficitModel(ct, distances[from_wt,to_downstream_dst], ...)\n",
-                "```\n"
-            ]
-        },
-        {
-            "cell_type": "code",
-            "execution_count": 7,
-            "metadata": {},
-            "outputs": [
-                {
-                    "name": "stdout",
-                    "output_type": "stream",
-                    "text": [
-                        "105 ms \u00b1 0 ns per loop (mean \u00b1 std. dev. of 1 run, 10 loops each)\n"
-                    ]
-                }
-            ],
-            "source": [
-                "%%timeit -r1\n",
-                "# simulate with 20 wind turbines, 360 wind directions and 23 wind speeds\n",
-                "models['Fuga'](wt_x[:20],wt_y[:20])"
-            ]
-        },
-        {
-            "cell_type": "markdown",
-            "metadata": {},
-            "source": [
-                "### All2AllIterative\n",
-                "The `All2AllIterative` wind farm model is slower but is capable of handling blockage effects. <br/> \n",
-                "It iterates until the effective wind speed converge (i.e. less than or equal to the maximum number of turbines that affect each other in the wind farm. The converge tolerance is an input parameter).<br/> \n",
-                "In each iteration it sums up the deficit from all wind turbine sources and calculates the deficit caused by the all wind turbines turbine on all wind turbines.\n",
-                "\n",
-                "```python\n",
-                "\n",
-                "while ws_eff not converged:\n",
-                "    ws_eff[all] = ws[all] - superposition(deficit[from_all,to_all])\n",
-                "    ct[all] = windTurbines.ct(ws_eff[all])\n",
-                "    deficit[from_all,to_all] = wakeDeficitModel(ct[all], distances[from_all,to_all], ...)\n",
-                "```\n"
-            ]
-        },
-        {
-            "cell_type": "code",
-            "execution_count": 8,
-            "metadata": {},
-            "outputs": [
-                {
-                    "name": "stdout",
-                    "output_type": "stream",
-                    "text": [
-                        "1.62 s \u00b1 0 ns per loop (mean \u00b1 std. dev. of 1 run, 1 loop each)\n"
-                    ]
-                }
-            ],
-            "source": [
-                "%%timeit -r1\n",
-                "# simulate with 20 wind turbines, 360 wind directions and 23 wind speeds\n",
-                "models['FugaBlockage'](wt_x[:20],wt_y[:20])"
-            ]
-        },
-        {
-            "cell_type": "markdown",
-            "metadata": {},
-            "source": [
-                "## Deficit models\n",
-                "The deficit models models the wake and/or blockage deficit cause by a single wind turbine. \n",
-                "\n",
-                "**Variable suffixes**\n",
-                "\n",
-                "The implementation of the deficit models is highly vectorized and therefore suffixes are used to indicate the dimension of variables. The suffixes used in this context are:\n",
-                "\n",
-                "- i: source wind turbines\n",
-                "- j: destination wind turbines\n",
-                "- k: wind speeds\n",
-                "- l: wind directions\n",
-                "\n",
-                "This means that `deficit_ijlk[0,1,2,3]` holds the deficit caused by the first turbine on the second turbine for the third  wind direction and fourth wind speed"
-            ]
-        },
-        {
-            "cell_type": "code",
-            "execution_count": 9,
-            "metadata": {},
-            "outputs": [],
-            "source": [
-                "# methods to plot deficit map, used below to visualize and compare the deficit models\n",
-                "\n",
-                "import numpy as np\n",
-                "import matplotlib.pyplot as plt\n",
-                "from py_wake.deficit_models import BastankhahGaussianDeficit\n",
-                "D = 80\n",
-                "def _map(f, xy=None):\n",
-                "    X, Y = np.meshgrid(*xy)\n",
-                "    x_j, y_j = X.flatten(), Y.flatten()\n",
-                "    downwind_distance_ijlk = x_j.reshape((1, -1, 1, 1))\n",
-                "    crosswind_distance_ijlk = np.abs(y_j.reshape((1, -1, 1, 1)))\n",
-                "    ws = 10\n",
-                "    zeros_ijl = np.zeros(crosswind_distance_ijlk.shape[:3])\n",
-                "    res_ijlk = f(\n",
-                "        # specify arguments for all models\n",
-                "        WS_ilk=np.array([[[ws]]]),  # wind speed at source turbine\n",
-                "        D_src_il=np.array([[D]]),  # diameter of source turbine\n",
-                "        D_dst_ijl=None,  # diameter of destination turbine\n",
-                "        h_il=np.array([[67]]),  # source turbine hub height\n",
-                "        dw_ijlk=downwind_distance_ijlk,  # down wind distance\n",
-                "        hcw_ijlk=crosswind_distance_ijlk,  # horizontal cross wind distance\n",
-                "        dh_ijl=np.array(zeros_ijl),\n",
-                "        # height difference(vertical cross wind distance) between source and destination turbine\n",
-                "        cw_ijlk=crosswind_distance_ijlk,  # cross wind distance (both horizontal and vertical)\n",
-                "        ct_ilk=np.array([[[8 / 9]]]),  # thrust coefficient\n",
-                "        WS_eff_ilk=np.array([[[ws]]]),  # effective wind speed at source turbine\n",
-                "        TI_ilk=np.array([[[0.1]]]),\n",
-                "        TI_eff_ilk=np.array([[[0.1]]]),\n",
-                "        wake_radius_ijlk=BastankhahGaussianDeficit().wake_radius(dw_ijlk=downwind_distance_ijlk, \n",
-                "                                                  D_src_il=np.array([[D]]), \n",
-                "                                                  ct_ilk=np.array([[[8 / 9]]])),\n",
-                "    )\n",
-                "    return X / D, Y / D, res_ijlk[0, :, 0, 0].reshape(X.shape)\n",
-                "\n",
-                "    \n",
-                "def plot_deficit_map(model):\n",
-                "    xy = np.linspace(-200,500,200), np.linspace(-200,200,200)\n",
-                "    X,Y,deficit = _map(model.calc_deficit, xy)\n",
-                "    c = plt.contourf(X,Y,deficit, levels=100, cmap='Blues')\n",
-                "    plt.colorbar(c, label=\"Deficit [m/s]\")\n",
-                "    plt.plot([0,0],[-1/2,1/2],'k')\n",
-                "    plt.ylabel(\"Crosswind distance [y/D]\")\n",
-                "    plt.xlabel(\"downwind distance [x/D]\")"
-            ]
-        },
-        {
-            "cell_type": "markdown",
-            "metadata": {},
-            "source": [
-                "### NOJDeficit\n",
-                "\n",
-                "The NOJDeficit model is implemented according to Niels Otto Jensen, \"A note on wind generator interaction.\" (1983), i.e. a top-hat wake, only valid in the far wake\n"
-            ]
-        },
-        {
-            "cell_type": "code",
-            "execution_count": 10,
-            "metadata": {},
-            "outputs": [
-                {
-                    "data": {
-                        "image/png": 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\n",
-                        "text/plain": [
-                            "<Figure size 432x288 with 2 Axes>"
-                        ]
-                    },
-                    "metadata": {
-                        "needs_background": "light"
-                    },
-                    "output_type": "display_data"
-                }
-            ],
-            "source": [
-                "from py_wake.deficit_models import NOJDeficit\n",
-                "plot_deficit_map(NOJDeficit())"
-            ]
-        },
-        {
-            "cell_type": "markdown",
-            "metadata": {},
-            "source": [
-                "### FugaDeficit\n",
-                "\n",
-                "The FugaDeficit model calculates the wake deficit based on a set op look-up tables, which must be created in advance using the [Fuga GUI](https://orbit.dtu.dk/en/publications/developments-of-the-offshore-wind-turbine-wake-model-fuga)\n",
-                "\n",
-                "The fugaDeficit models both near wake, far wake and blockage deficit"
-            ]
-        },
-        {
-            "cell_type": "code",
-            "execution_count": 11,
-            "metadata": {},
-            "outputs": [
-                {
-                    "data": {
-                        "image/png": 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\n",
-                        "text/plain": [
-                            "<Figure size 432x288 with 2 Axes>"
-                        ]
-                    },
-                    "metadata": {
-                        "needs_background": "light"
-                    },
-                    "output_type": "display_data"
-                }
-            ],
-            "source": [
-                "import os\n",
-                "import py_wake\n",
-                "from py_wake.deficit_models import FugaDeficit\n",
-                "\n",
-                "# Path to Fuga look-up tables\n",
-                "lut_path = os.path.dirname(py_wake.__file__)+'/tests/test_files/fuga/2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+0/'\n",
-                "\n",
-                "plot_deficit_map(FugaDeficit(lut_path))"
-            ]
-        },
-        {
-            "cell_type": "markdown",
-            "metadata": {},
-            "source": [
-                "### BastankhahGaussianDeficit\n",
-                "\n",
-                "The `BastankhahGaussianDeficit` model is implemented according to Bastankhah M and Port\u00e9-Agel F. \"A new analytical model for wind-turbine wakes\" J. Renew. Energy. 2014;70:116-23. The model is valid in the far wake only."
-            ]
-        },
-        {
-            "cell_type": "code",
-            "execution_count": 12,
-            "metadata": {},
-            "outputs": [
-                {
-                    "data": {
-                        "image/png": 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ND4Dr2+0l7dUuHepMLy2D2xLhT4v4qAW8mUnUZs933a8kx78+joilFSfQpqHuhV1tZ9B2DuljaboEsNBhpK8pF5a28ygbgMzet8yR9JNOqirInTN6+lfxlg03TTLS8MXs0naPQ+vFVE+BfSFhuv3bzewKSfsCn6hyYZVZPS8HjgV+TVixG0bawkCCM6WYBYG9YWnHyrEyAa9bvLNPEzua5c4ie77Nruti4kg01Bnptx/t49Q0kDzHsJTMXMn+8eY5hCVaucfzru/oS1FpdN/uslmSIso+deQ5kEJnkDsNtlys0vb24wPCgrpBhXCw69K38yqoYctb4AzgK2b2ivZxM7sCeGeVPqpE/EcD9zWz3wxkpTMRDKNpLW7asSr8/Yj3sMKdXTeQJ+xVxL/ZCmUFFmIRSyzEbcFv5/y7Uz+xtLLDRZyZH9h2GEsrUX6nGC0180WzyCEAtAqmEK30U6BV6SeMKpF81nGUpajSjqOnE7Bq7VbaN6sNnKcJg+j9i3bVFFv3df1fk4s0jdM5PwIcDrxK0hJhUe2XzOzCqh1UKtkA/G4w+5xJYRbE+4alZaB+4e51/XL2fdbp5AjdcuaejSi022kxWhH99jjbigNIxCrrECAR9Wa3Y0hf18tBtFlqdTsJCMKUdaCr98tXrJWUlHWuIOsS3szl2VRU1lkUiV3aYVRxFlUcQN9pnz7VO6qQOuu6Jj2+MsMPBmZ2LnAu8BZJdwAeB7xa0gHANoIT+I+yPqoI/+XA1yR9AbgtdfP3DGy5M3KMIKS/vaVZKtrDCnZWrMOxTJoo81fYrBD9QxDf5XUNbl1u0YjDIG8j1kr0D2nBp+N9+/r2sdsSjc0K34qYN7vTPFnxb+asLsqbTdKQWMqN4EPbrKNYvW/R8UDaUeSKburyovGKKgO1TazSgHfLqs+IqprmWZk5VVG502mnUSzwEtUG/ydFkon5ZPJC0gMITwOlVBH+nyevxeTlrAHa8/iv/X1I9fQS7F5iDd2C3ZU6yqkLkb1v3h9n3nXtwd2mGbHE4kJEI4poRKsrKRupx/D8JwAjjuDW8NCT6xTSx29rljiGYFRP5wAlDiLz2VfHIbKRey8HAWmVzx2vSJxEoTBb+WB25XROhZmOIV3TW5Srz5xa/X6ec/7J5uzPA/YhpeXpvH8RVaZzvnUI25wJEWr1GNfdtKPjeC+xHkSo85xEXiqnqui3r22L+mIj5rZl0WjP8IkVBnwTR5Bu2xbTPIdw6w5LHbOVp4Rbl4udQroPgGUrcQwEEW6maiG0+0onddpppfTPouOeyfHu8Yf8VEzbQeSPQxSfG9Y5AD1zKnGF3H77/tXblZtUZ4A+5fP4v0hI+VwM5Dx7F1NlVs8dgb8F/hewvn3czB7dn43OODELJRuu//1tHceriHS/At1xbe6TQs6iroK/3nTbdh30xUaLdQsRjTgK8/njthNoJe20OtjbdgbLQfxvXe52BmmhbwvurTssJfDWUae+adWcQhyp4/+kIbGck74Zt2OA4ByKBqgbJbq23ENPGiUhf6Teu8DV5RjWQn5f0k+BGwk/7uXsHr1J2YXTgSuSQ6ea2d+XdLnezF41iC1VUj2nAP8OPJEwZ/T5hN3inSmmaUGsb7xlR7ewDyHO/Yl4/vEqog+rwr+00GJpOWKxEdNoR/uJEwBSjiAs8IpTA72NKKz0TTsDoLJDgM6B7jg1g2chFs3lfHFeiJU7qLryNNNO5+RE5G3H0GHDSj+rQtt2DF3pJrPcgeilZn5OflCnEEm5K7UhmeJaIsArU1wLGsUVcvedYj+lat/No5KKx0V8w8yeWLGvf5H0V8B/0jn+el2vC6sI/x3M7CRJR5vZ14GvS/p6RcOcCWEYy80WN9x4W4GAVxflPLEvP178R9jPfaMo1EJvNls0mzFLcSvk+uOISK0VwS5yBACxgiO4LWnHMokzgEZbxFMOYbnZ6QygOOLvdAiwg9VUUtYhtAfR246l7RSKHEIwq1uQm81m96Az3bOS2mMjWYr+4PMG6ctolETqvRwCFEfldTuEOpjiBVxLhN263sTqoI8B9+h1YRXhbyeJr5b0BMIGAHsOYKQzRlpmNJvGjTeGQKBIcPuNygFaJds2tUrKK5Zdl3dtFEXEsdhppwV27GixsBCxY0fEwkJMFK2mfCKJ23a0Vp4GWhaxtNxaSQsFYW87gtWnghVnADRanc6gkRL7tDPIE/cg7Kweb7VFPRzbwWoaKX0NkOsQ0uJW1SHklrXso+B+nhCUTVXNO94+V7b4bBCHkP6oeQ6hyuK3MbBR0tbU+y1mtiXTxoAzJRnw4ZzzAA+RdCFBZ19jZt8vueergHv1eILIpYrwv03S7YBXAx8AdgOO6fdGznhpWYjIb7rxtu5zAwp3r2uBjvx1HlYxAdtqtogXYhoLDZpNY3ExotVqEEUtms0WcRyxIxJxHK04gVayY0v7aSCOxFIi+tkB44atOgKAZhzOL3c5glQ6xlYHkNP9ZZ3BqqizerzEGQCZ6zrPhQ+V/Q/qfDuMM4jVvXdBo2AmTvm6heKZSL1WImcdQsfithqcwaCo+gKu7dmcfQ6HmNlVku4EnCXpB2Z2Tur8NmBvM7tJ0hHAZ4F7l/T3feDmKsZlqSL815vZ7wiLuB4FIOmQQW7mjI+WGa1mi1t+f8vKsV6i20vUobdj6KevXv1FOyLiOGZx/SKtVtsBxLRaRhSFqD1KxL/YCaRFd/V4WrgbcbQivM2mEcei2QqqveIIoijJhaccQSyWl1fz6ctN63IEkBX11PFW5yAy8eq36WvCdRlnkBfMZ/8rc9tkxlGiqGumV54jgHxn0GvqaZmTKOoLyh1BuLazz65VzlM4wmtmVyVfr5F0GvAg4JzU+RtS339R0ockbSyJ6JvABZLOpjPHP/x0TkKUf3CFY84U0bIgvrfdHH4f6hbs1fZ97l/Y6qN9FER/ldXoP44jWq0g9MERpL92RvgtC+mg5aZ1OIFGHLG0bKVPA2lHEEdiubU6RtBOqy5jq2MEy/kDq2lR75jC07GwKSNWqWvS4wR5xFGnWDdyIvNGsi4i3We2JlORIwC6+odi8S5bg5A+lz5elyOodTon9UznlLQzEJnZjcn3jwP+PtPmLsCvzcwkPYjgustK5Xw2efVNofBLegjwUOCOktJThnaj89fYmUJaLaPVarJ0c8GTYHNH/vGeHdewUW3Vey+sZ+nWdalbt2gsNGi1jIUFI45bpQ4gjiOWkp3I2pH90vLqzJa2mAOZc4nItP/gk49cxQmE68KX4ZxAfp9516VTScHsbicA3YKbN100WxYb8qeV5vUPxTWCisS+6HhZX+H+qQqsPZ4GpoQ7A6clu401gH81sy9JOgrAzDYDfw78b0nLwC3AM61klxoz+9igxpRF/IvALkmbXVPHb0gMdKaYlhFE+tYbUwdr3F0coLlcb39ZWk2W1+9MlIm4olZEiP5FHPd2ANDpAICOp4BwLKnpk3IAy81mSOeQivq6/gvbApS2MZUKav/dFv3XFziBIOZJk6iztMZCrI6pnF3n+nACbbGdhBPICn0VJ5A7HTVxAj0Xmw2AVM8mL2Z2OXBgzvHNqe+PB47vbZO2mNmRw7QpFP7U1M2TzexnSWcRsEs6F+VMJwYhn3trH2M/gz4F1EnahsUNtHYssZwR/gYNllmmsZD+9c0T4BYQ0Wo1VxzAcupcW8yXO0R51QF0nst/Cui6LopSUyO7HUDXwHBqVk+emGcdAFB4TfYc0JHaAjrsgHwRzlsf0HYCvdYRZPtf+d/JEe4yoS9yDpNyAFPGn0oq21NXJOOxRVTJ8b8jeRxpAucBt5P0HjM7rrqdzrhpmYUIf6lE+Ot+AqibpZthx60sRzFRFNGKWjSjYHN/4t8+1lo5t5w6F2b9ZG8eHEO7EFn7yWC5GY6358mvpn9s5TpYdQDtCqPhPt0OoP0Ekh68Tc/B7+UA0tfAeBxAlTUDZQ6gn0VkRcerOIC6iOPue0yY11Zo842yk1WEfz8zu0HSswm1IV5HcABDC7+kw4H3ER54TzSzSpsIOL0xA6wFO7qnc64pmjug1aTVatFqtUKaJ14drG5Fq2Ie6Bb/9iKwtviHtJAlKZxVMU8LfBDK6uIPrDiAkP9vdUT/bQewMgicrK6tEv1DRuRb+eIP3SLcdb6VWSeQWeWbJ7TZPqtG/3n9w2DiD/n1hvqrEDobDJPbb1NF+BckLQB/ChxvZjuSBQhDISkGPgg8FrgS+J6kz/l+vjUz7VF9LxL7W80WrajVEfVHUZSarRR1RWbpRWgr9d0TQY9XUjnpvL9l8v6siHwv8c+jLf4dx3LEfxAmLf79UIf4lzFK8ZdU25qAaaJKMuzDwE+BnYFzJO1NGOAdlgcBPzGzy81sCfg34Ck19OtQuOnT2qTi2EOzacmrVVhOIk3aMRSVhu6HduSfWwivhznpekrpwdqyvRPSlJ0bFdmpoJC/r0JdFK0Wdvqnp/Cb2fvN7G5mdoQFfkaPgYOK3I2wu1ebK5NjHUg6UtJWSVu3b/facI7jOACS/qLKsTzK5vE/x8w+kZnDn2bYHbjynp+6XHpSz2ILwMEP2OQuvyIz9XAaL1RvGmsljdOL9O5NeYt0+n3ELxsELKtyGe6/em3Z3gBFdJV4GAPZQV6oZ+pjEf2mgOpA0JWumyLeAHyqwrEuynL8Oydfdy1pMwxXAndPvd+TUJjIqZNoytba9TPmEDdW7I/iaOXVfg8hzx8lpRrSwhunjqUFvr2wq01acNPVPbNkz6WLvnWZnSrzkCXdd7/5/c7a/8XtyvYMSNtXZEeewA4j6P18zkHEfd4GdyU9HjgCuJuk96dO7QZUWlxTNo//w8nXtw5jZAnfA+4taV/gl8Azgb8c0b3mDin5J64yfj9G+rEnikO0n0znjKIIRSKO4xXBB1YEvh3tx6WOYPWatIhnhT29oreK6MfZ61Kin90lDDrFsEq0Xyb6VXcPS9uXZ0ewtZroV432i0Q/T6zLRL/o3DhEv9fT2gS4CtgKPJkww7LNjcArq3RQlup5f9E5qFYIqMf1y5JeBnyZMJ3zIz1KkDp9IABFsLC+V9PRMeyCsMUNEMU0FhdWov04DhU7Q5Qf0ViIC0W/Hen3I/ppwYfekX5W8GFV9NOCkd0aMn0Mqgl+uA/F50qvKxf8YG9xf6v91C/4effudbysr3D/6VPrujCzC4ELJZ1iZgMtny8Lv9qe5BBgP8IuXAB/QaeXGRgz+yJhbYBTM5EUIuaddun/4tpKMeQ4nX6Kui2ug4X1icA3Vl5VRb/9HlbFv1eU74Lvgp9Gyk/9TRJJ/2FmTwfOz5tab2YH9OqjLNXzseQmLyBsF7Yjeb8ZOHNQo53xECoUxLBu555tuxh27n9ZpF99nBbiBRbXr2Nx/WKO8GulSmee4AMd4j+qCH9cKZ0ysc89PwUpnX7FvuzcvEb3BRydfK26RWMXVRKuf0AY4G3v47hLcsyZYiShOKaxc/7Y/FSVX06TdhoL6zsEP7xWo/zFxUalCD8t6oPk8KtE97Mi9nlCn9cur3+YHrGvawKQ6H8QftSY2dXJtxFwtZndCiBpJ0IV0J5UEf53Eh4pzk7ePxJ4S3+mOuMmUpjxsn5Dfo6/rk1X6thwpZP1K/02Fhosrl9cifgXFqJSwe8nuh9VZD9NA7XB1vlI48zg4toqfIpQOr9NMzn2wF4X9hR+M/uopDOAP04Ovd7MfjWIlc74iCMRN2I27LqhUJynYZvFsntEcRSEf90Ci4tRl+AvLMRdA7ZtUe+Vt68rqp8moZ/kjJyi+5cdL+sr3H88UX0ZfWy9OAkaSdUDAMxsSdJi2QUrF1ZplAj96QMa50yAEPGLnTZ0/h70u7n6uDZWz7u+sdBgcd0CO+3UYGEhTiL+7ui+SOzzovpBIvpxpG48mh9O5NdKPZ2kRtlW4Jdmlpujl/RA4FzgGWb26ZLurpX0ZDP7XHLdU4BKG69P2SRvpy4iiUYjYrfdwg5W/Qh+UZ2b4uP5fRcdL7rvyrnkPo2FmF12WWRhIUqEP84V+2xU34/Qjyqa90h+siJf1/x+Ufuq6KOBywiLrbrvFxzDuwjT3HtxFHCKpOMJpv4CeF4VI1z4ZxQRouJddgnCnxXaPBHvxwnkt+3vaaKXg1lcbLBhwwILCzGLC1Gu2JcJ/SAiP8ko3gW+k3EK/DiQtCfwBODtQFEpnJcDn6FCnt7M/gd4sKRdAJnZjb2uaVO2gOv2PW56Xdl5Z7JECmK2xy6LXdUil3MEOrvRdV61ytzrhnYWxW0XFmLWrWuwYV1jRewXG6GEQzvqj6WOaL5I5Mui+Doj+LWaoik710tchx10rUvgJ+wENkramnq/Jakzlua9wN9SUAZH0t2ApwKPpkT4i+qoJfv5YmY966j1WsBlhEeIvYDrk+93B34O7Nurc2dyRAoiuNuG7rGerKhnBb2KE8gtPdyjn6K+8hwKBJHesK7BuoWYxUbUIfTpaL6XyJcJ/CjEfdBpk0X1cPqZNll0/7LjPfubosi9ertKzXqj4p9Lhu1mtqmwG+mJwDVmdp6kQwuavRd4nZk1VX7PDcnXgeuolS3g2hdWFmx9Llll2y4Q9JhBb+iMh0hBrPbYsLpiKlsTfjkzwJoV87zUTbbeehUhr+oAsvePo0T4G/GK2LeFvhGrp8D3I+5laZlewj4NEfugoh5sWHvCHtpWbjoNHAI8WdIRhDnLu0n6hJk9J9VmE/BviehvBI6QtGxmn830dc/k66Vm1rMSZx5VcvwPNLOj2m/M7AxJ/zDIzZzxIUQjEht3DsKfFeywccdq5c6sWC93CXzm/QicSLjPaj+NOGKnxZj1jWhF6NMiXyTweeI+TMQ+aLQ+6gVOZf2F+w8/HXItiHo0Qg8g6hncNbM3EEomk0T8r8mI/kqwnbQ5GfjPHNGH4BDeTMUSzHlUEf7tyU0+QUj9PAf4zSA3c8aHkoh/9506yzKX7eiUDcK7zuc6jzZx384Dyh1II4rYZTGIflvoF2J1CXyZuJeJ+iQFfdoj9Cp29NsutK3cNLTv84K1NNgLIOkoADPb3MdlXyJM29xZ0g0E/9ROy5uZ5c4YSlNF+J8FHAuclrw/JznmTDFS+AO/w04LHYKd3b4uK87ZSL0/8R/WecBys7NW/vpGxPoFFUT4mZx+H6KePV9VzF3Is20rNw3tB4jOJynm4e+o3j7N7GvA15LvcwXfzF5Qcv1rgddKOt3MBtqutsrK3etYLQrkrBGEiBWxy8JCR469S+i7hL9Ver7MceQN+A7jOOII1jeiJMpXl8CvTN1MiXpa0KuIeb9CvpZSK/23rdx09ZoxCvkay+mPHDN7SrIH+r3N7CtJrZ5GlWmdPYVf0n2A1wD7pNub2aMHN9kZOYJYsGFhNdXTNVsnK+Itg7ik/SBOI1WNs9+nDYB1ccS6dnmFKCoU9rSYZEW7XxGflumJ/bRbbd9X83DNgIo6TCQ+rIiPMq+fpq4c/yiQ9FfAkcDtCQO+ewKbgcN6XVsl1fOppLMTCUWAnDWACAK080KjS8BXBDbR+KzeLlungFdyGLDiNIZ1GO02scRiHK8IfJiiWizwXdF8gYCXacZaGMxcuWYI8Rs2fVKH7tYl3mssrV8nLwUeBHwXwMx+LOlOVS6sIvzLZnbCEMY5E2D/Aw7klqUmi42oe+FU3C32abFeR1TsLAqu7+UsoH+HAbAYRysCv1J7JyXoedpRJN51LgJaK5H1ah9DdxH6qTnSHoVo17nhe0iZTq1nuS0pzAaApAZhkLcnVYT/85L+hjC4e1v7oK/cnW7e9s73cN3vQ+G+rPDni37nL3fXNZngOSvSPZ1FTh/Q22EsRvGKaKUFPU8MywSyql5NavCxTj0dVRpklPo3xeI6zXxd0huBnSQ9Fvgb4PNVLqwi/M9Pvr42dcyAe/RlojNWpFQqJPnaTrGkJ3iGQ6t/dCuCnxKPvFI7WYEO12WcRw9n0TJjgcx008zNFjIllTOmhfc9hG4QYZ7WCDnNuLRy3KLcY9XqWGlPi55SXg+8GLgY+GvCNrYnVrmwyqyefYcyzZkIUSQWGp1ReJwIc15FZLNuwc86ik7dbvfVj6PIOpiMo7DVGjsrn0Or4pkf5Xffq6vNGs0lT0MUPA0iXLAp2NxjZi1JnwU+a2bX9nNtWZG2R5vZVyU9reCmp/ZnpjNO2iUbmq3uP9xW9/7MgLoi8hiVO4n2jegcsK3LUUTSSrMi8e5XlyYpptMgolVZK2K71hZs1YHCL9KxwMsIf1iS1AQ+YGZ/X6WPsoj/kcBXgSflnDPAhX+KiaRk96DO42a2Evmnabby/4jynESeUFdyEsGwrlk9ZY6ibVKRYI9aTNeKANbNPApqEVO4ycsxhNo/DzSzKwAk3QM4QdIrzeyfenVQVqTt2OTrC+ux1RknoaDZ6i/siqhm/qDbIpx1EOGaIieR/4dQu5NgVdj7EWAXrXrx/8+p43nAY81sZbctM7tc0nOAM4HBhb+NpP8hbAP2DeAcM7t0cHudcZKXHsnO1smubu3Q3tS5dJSe9xQBdDmJwqcIM6IcR5PnJLLXuwitDeouczAppOIKqhNkIS36bczsWkkLeRdkqTKrZz/CRusPB94t6X7AhWb21L5MdcaKlD/wGSUzFHrtg17mILoC8xocBBSL+qyIiDM+1tJ4ygAsDXhuhSrC3wR2JF9bwK+Ba6p07kyW8ui4XPmjWH07B6jXQYRLCpzBlPxh55WWdmYHUV6Ab0IcmFTlzCJCrf+eVBH+GwjzRN8D/LOZeUnmNUAsYQWRcrNlFVMmwzsHKHcQubqZY9uU6HwHZtPjgJz5wcxyEqX9UbUs88MIq8JeIunbhFz/fw17c2e0pDUpLbBVZinU5RyASpPtizZkh/EV5Cojzz7X/Gqs5YeiKS/ZMDBVFnCdDpye5PYfT5hK9LfATqM1zamTXr+72T/OXs6hvcJ2HM5hHLrf68llGpzPMJQ51lEzg7rZN5LWE/YyWUfQ3U+3Z06m2jwF+AdCSn0ZOMbMvjkKe6rM6vkMcH/gJ8A3CVOJvjsKY5z6kET2ebAsH123Y4D6nUM/M3ryCr6V991X87FRl16vdcc1MZS/M9sA3AY82sxuSmbefFPSGWZ2bqrNfxH2NzdJBwD/AdyvjptnqZLqeSewzcy8JPMap9cja52OAao/NUD90zSnYdpnv84nj2nV6wk+QKxJLMxYuCl5u5C8LNPmptTbnbPn66SK8O8D/AC4Mdl792DgbWa2bVRGOZNhlI4BBntqmBR5m8L0yyScTx3OpgpT/KObFBslbU2932JmW9INJMXAecC9gA+aWVfmRNJTgXcAdwKeMCpjqwj/35nZpyQ9DPgT4N3ACYS5/c4Uk50Kmbcyth/KHEOVaY2DPDXk9TEObRuHU6rDuWSZ5JPOuJzOOBGVZ25tN7NNZQ2SrMn9Je0OnCZpfzO7JNPmtOTcIwj5/scMZHgPqs7jh+B9TjCz0yW9ZRTGOKOlbFHLKJ0C1OMY+m1XB6PUslE6l1E4lV5MQ3ptLWBmv5X0NeBw4JKCNudIuqekjXmrdIelyqjFLyV9GHg68EVJ6ypeV4ikv5D0fUktSaVe0hkPSoq6Fb2GJZZKX9OKVO9rXMSRRv6aB0RYc9Lr1bMf6Y5JpE+yKfpjCCn0dJt7JZU3kXQwsAiMZN1UlYj/6QTP9O7EU92Vzk1ZBuES4GnAh4fsxxkTo3xagPEvhJrUits6P+akMyvjFP9JPMHUzF2BjyV5/gj4DzP7T0lHAZjZZuDPgOdJ2gHcAjzD6vjjyqGK8N8V+IKZ3SbpUOAA4OPD3NTMLoOZr6cxN4zaKYyCOhzNpMs11P3nM6U/KmCSEwFUSwrLzC4CDso5vjn1/buAdw19swpUSdl8BmhKuhdwErAv8K8jtcqZGUaZPpo0vdJXay29tVbTWk7/VIn4W2a2nOzE9V4z+4Ck83tdJOkrwF1yTr0pWQ1cCUlHAkcC3H2vvape5qwBej0pVHEO0/pEUYVhxH/STxtVGIX4j/tjS1NZpG1oqgj/DknPIqzYbe/G1bPms5nVMg0pmQu7BeDgB2ya/t92pxaqPhEM8+Qwr04D1objyMOfJOqhivC/EDgKeLuZXSFpX+ATozXLcUbPIE5jLTuLNLMwxjEOxJxG/GZ2qaTXAPeRtD/wQzN75zA3TVanfQC4I/AFSReY2Z8M06fjjIN5dhZZ5vWpYxaoUqTtUOBjwE8JDvDukp5vZucMetP26rRBr3ectUS/zmJWHUWWtfLUMYsL06qkev4ReJyZ/RBA0n2ATwIPGKVhjjOv+FNFdaZxdtRaoIrwL7RFH8DMflR1Q1/HccaDP1U4/VBF+M+TdBLwL8n7ZxMqzDmOs0bxp4pqCNFQLfX4p4oqwn8U8FLgFYQc/znAh0ZplOM404c7i9mhVPglRcB5ZrY/YbN1x3Gcyqz5FJRmc++B0mcYM2sBF0ryJbOO44ycXlViZ7H0xySoWqTt+5L+G/h9+6CZPXlkVjmO41RklOIvpnunuEGpIvxvHbkVjuM4ztgoFP6kGuedzezrmeOPAH45asMcx3GmgVlcwFWW438vcGPO8ZuTc47jOE4FJN1d0tmSLkt2Hzw6p82zJV2UvL4t6cBR2VOW6tkn2TygAzPbKmmfURnkOI4zLYjaIv5l4NVmtk3SroT1UWeZ2aWpNlcAjzSz6yU9nlCV+I/ruHmWMuFfX3Jup7oNcRzHmVXM7Grg6uT7GyVdBtwNuDTV5tupS84F9hyVPWWpnu9J+qvsQUkvxlfuOo4zDyTz+Hu9gI2StqZeRxZ2GTImBwHfLbnzi4Ez6vwoacoi/mOA0ySlSzRsIuz8/tRRGeQ4jrMG2W5mm3o1krQLYTvbY8zshoI2jyII/8PqNXGVQuE3s18DD02M2D85/AUz++qojHEcx5lVkuKWnwFOMbNTC9ocAJwIPN7MfjMqW6psxHI2cPaoDHAcx5leRFTDAi6FVWYnAZeZWW75m6RCwqnAc83sR0PftIQqC7gcx3Gc4TgEeC5wsaQLkmNvBPYCMLPNwP8B7gB8KFmNvFwlfTQILvyO4zgF1DWd08y+mXRX1uYlwEuGvlkFZq/QtOM4jlOKR/yO4zglzGCNNo/4Hcdx5g2P+B3HcQqQqGVWz7ThEb/jOM6c4RG/4zhOCTNYldkjfsdxnHnDhd9xHGfO8FSP4zhOCfEM5no84nccx5kzPOJ3HMcpQIA84nccx3HWOh7xO47jFCGIZjA8nsGP5DiO45ThEb/jOE4hqqUs87ThEb/jOM4YkPQRSddIuqTg/P0kfUfSbZJeM0pbXPgdx3EKaG/E0utVkZOBw0vOXwe8Anj3cFb3ZiLCL+k4ST+QdJGk0yTtPgk7HMdxxoWZnUMQ96Lz15jZ94Ado7ZlUhH/WcD+ZnYA8CPgDROyw3EcpxhBHPV+ARslbU29jpyw5aVMZHDXzM5MvT0X+PNJ2OE4jlMT20e1MfoomIYc/4uAM4pOSjqy7UW3b792jGY5juPMJiOL+CV9BbhLzqk3mdnpSZs3AcvAKUX9mNkWYAvAwQ/YZCMw1XEcJ5dZLdkwMuE3s8eUnZf0fOCJwGFm5oLuOM5MI+mTwKGE8YArgWOBBQAz2yzpLsBWYDegJekYYD8zu6FuWyaS45d0OPA64JFmdvMkbHAcx6lCXWWZzexZPc7/Ctizlpv1YFI5/uOBXYGzJF0gafOE7HAcx5k7JjWr516TuK/jOE6/zGCKfypm9TiO4zhjxIu0OY7jFCBBFM1eyO8Rv+M4zpzhEb/jOE4JMxjwe8TvOI4zb3jE7ziOU4B8IxbHcRxnFnDhdxzHmTM81eM4jlOEIJ7B0V2P+B3HceYMj/gdx3EKCGWZJ21F/XjE7ziOM2e48DuO45QQSz1fVZB0uKQfSvqJpNfnnJek9yfnL5J0cO0fJsGF33EcZ8RIioEPAo8H9gOeJWm/TLPHA/dOXkcCJ4zKHhd+x3GcEiT1fFXgQcBPzOxyM1sC/g14SqbNU4CPW+BcYHdJd6330wRc+B3HcUbP3YBfpN5fmRzrt00trKlZPedvO2/7hkX9bMDLNwLb67RnDTCPnxnm83P7Z+5m72FvcP628768YVEbKzRdL2lr6v0WM9uSep/3WJDda7xKm1pYU8JvZncc9FpJW81sU532TDvz+JlhPj+3f+bRYGaH19TVlcDdU+/3BK4aoE0teKrHcRxn9HwPuLekfSUtAs8EPpdp8zngecnsngcDvzOzq0dhzJqK+B3HcdYiZrYs6WXAl4EY+IiZfV/SUcn5zcAXgSOAnwA3Ay8clT3zJPxbejeZOebxM8N8fm7/zFOOmX2RIO7pY5tT3xvw0nHYonAvx3EcZ17wHL/jOM6cMVfCL+k4ST9IlkOfJmn3Sds0KnotD581JN1d0tmSLpP0fUlHT9qmcSEplnS+pP+ctC3jQtLukj6d/D1fJukhk7ZpLTFXwg+cBexvZgcAPwLeMGF7RkLF5eGzxjLwajP7Q+DBwEvn4DO3ORq4bNJGjJn3AV8ys/sBBzJ/n38o5kr4zexMM1tO3p5LmCc7i1RZHj5TmNnVZrYt+f5GghCMZNXjNCFpT+AJwImTtmVcSNoNeARwEoCZLZnZbydq1BpjroQ/w4uAMyZtxIgY29LvaUTSPsBBwHcnbMo4eC/wt0BrwnaMk3sA1wIfTVJcJ0raedJGrSVmTvglfUXSJTmvp6TavImQGjhlcpaOlLEt/Z42JO0CfAY4xsxumLQ9o0TSE4FrzOy8SdsyZhrAwcAJZnYQ8Htg5sex6mTm5vGb2WPKzkt6PvBE4DCb3bmsY1v6PU1IWiCI/ilmduqk7RkDhwBPlnQEsB7YTdInzOw5E7Zr1FwJXGlm7Se6T+PC3xczF/GXIelw4HXAk83s5knbM0KqLA+fKRRq454EXGZm75m0PePAzN5gZnua2T6En/FX50D0MbNfAb+QdN/k0GHApRM0ac0xcxF/D44H1gFnJTW0zzWzoyZrUv0ULQ+fsFmj5hDgucDFki5Ijr0xWS3pzB4vB05JApvLGWF5g1nEV+46juPMGXOV6nEcx3Fc+B3HceYOF37HcZw5w4XfcRxnznDhdxzHmTNc+B3HceYMF/4ZRtJbJL1mgvf/dp/tD61SWljS1yRtSr7/Yll5bUnHSNrQjx11kdj5Q0lPrtD2WZLeJOkFkq5NatD8WNKXJT001e44Sb+a5M/VWfu48Dsjw8we2rvV0Pc4okdlxmOAiQh/wrPNrMqq6cOBLyXf/7uZHWRm9wbeCZwq6Q8BzOy1wOaCPhynEi78M0YSNf5Q0leA+6aO31/SualNaPaQdCdJ5yXnD5RkkvZK3v+PpA2STpb0fknflnS5pD9Pzn+oHckm/X0k+f7Fkt6WfH9T8vXQJPptb5xxSlJiob1hzA8kfRN4WsFn2knSvyW2/zuwU+rcTyVtlLSzpC9IujApyvcMSa8A/gA4W9LZSfsTJG1NNmt5a6aft0raJuliSfdLju8i6aPJsYsk/Vly/HGSvpO0/1RSHK7s59KQ9D1Jhybv3yHp7cn3Au4PbMteZ2ZnE/aWPbKsf8fpBxf+GULSAwg1Ww4iiOgDU6c/Drwu2YTmYuBYM7sGWK9Q3/zhwFbg4ZL2JlR9bNczuivwMEJxu3cmx85JroFQ8rm96cnDgG/kmHcQIfrej1BW9xBJ64F/Bp6U9HWXgo/2v4GbE9vfDjwgp83hwFVmdqCZ7U/YpOP9hOJ0jzKzRyXt3mRmm4ADgEdKOiDVx3YzOxg4AWinUv4O+J2Z/VFy/69K2gi8GXhM0n4r8KoC24FQRgN4AXCCpMcm9rYdz0HAhSVFA7cB9yvr33H6wYV/tng4cJqZ3ZyUJP4cgKTbAbub2deTdh8jbGQB8G1CnZtHAP83+fpwOsX7s2bWMrNLgTsnx75BcBL7EQpk/VrSXYGHJH1m+W8zu9LMWsAFwD4EMbvCzH6ciN4nCj7XI9rnzOwi4KKcNhcDj5H0LkkPN7PfFfT1dEnbgPOB/8WqwwJoV/Q8L7EP4DGE3cxI7n89YYev/YBvJXWBng/sXXC/FZJ6Sf8CfB54UbJJDgQnULY3RF6ZbccZmHkr0jYP9Ft86RsEod8bOJ1QvdSA9CDrbanvBWBmv5S0B0G0zgFuDzwduCnZAStLuo8mq797Ve0tbWdmP0qeeI4A3iHpTDP7+3QbSfsSIvkHmtn1kk4mlDPO2pi2Tzn3FnCWmT2rou1p/gj4LasOFOBxwJ+VXHMQvrWgUyMe8c8W5wBPTXLiuxJSKCTR7/WS2qmZ5wJfT13zHODHSTR+HUE8v1Xhft8hpG/OITiQ15Cf5iniB8C+ku6ZvC8S0nOAZwNI2p+QpulA0h8Q0kGfAN5N2KgD4EZg1+T73QibdvxO0p0JexL34kzgZan77EHYtvMQSfdKjm2QdJ9eHUl6GnAHwhPM+xU2DL8d0DCz3xRc80hCfv+fK9jqOJXwiH+GMLNtyeDnBcDP6BTh5wObFaY2rpSxNbOfJuOs5yTtvgnsmaQ0evEN4HFm9hNJPyNE/ZWF38xulXQk8AVJ25N775/T9ATCNnsXJZ/tv3Pa/BFwnKQWsIMwLgBhYPQMSVeb2aMknQ98n/B/UMW5vQ34oKRLCE8CbzWzUyW9APikpHVJuzcDPyrqJBkXeCdhA6BfSDqesGH454GvZJo/Q9LDCLORrgD+zMw84ndqw8syO86IkPQ14DVmtrWkzYnAiWZ2bh/9voWQUnv30EY6c4mnehxndFwHnKySBVxm9pI+Rf84Qmru9zXY58wpHvE7juPMGR7xO47jzBku/I7jOHOGC7/jOM6c4cLvOI4zZ7jwO47jzBn/HxtuPWQcGIHPAAAAAElFTkSuQmCC\n",
-                        "text/plain": [
-                            "<Figure size 432x288 with 2 Axes>"
-                        ]
-                    },
-                    "metadata": {
-                        "needs_background": "light"
-                    },
-                    "output_type": "display_data"
-                }
-            ],
-            "source": [
-                "from py_wake.deficit_models import BastankhahGaussianDeficit\n",
-                "plot_deficit_map(BastankhahGaussianDeficit())"
-            ]
-        },
-        {
-            "cell_type": "markdown",
-            "metadata": {},
-            "source": [
-                "### IEA37SimpleBastankhahGaussianDeficit\n",
-                "\n",
-                "The `IEA37SimpleBastankhahGaussian` model is implemented according to the [IEA task 37 documentation](https://github.com/byuflowlab/iea37-wflo-casestudies/blob/master/cs1-2/iea37-wakemodel.pdf) and is equivalent to BastankhahGaussian for $beta=1/\\sqrt{8} \\sim ct=0.9637188$. The model is valid in the far wake only."
-            ]
-        },
-        {
-            "cell_type": "code",
-            "execution_count": 13,
-            "metadata": {},
-            "outputs": [
-                {
-                    "data": {
-                        "image/png": 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\n",
-                        "text/plain": [
-                            "<Figure size 432x288 with 2 Axes>"
-                        ]
-                    },
-                    "metadata": {
-                        "needs_background": "light"
-                    },
-                    "output_type": "display_data"
-                }
-            ],
-            "source": [
-                "from py_wake.deficit_models import IEA37SimpleBastankhahGaussianDeficit\n",
-                "plot_deficit_map(IEA37SimpleBastankhahGaussianDeficit())"
-            ]
-        },
-        {
-            "cell_type": "markdown",
-            "metadata": {},
-            "source": [
-                "### GCLDeficit\n",
-                "\n",
-                "    Implemented according to:\n",
-                "            Larsen, G. C. (2009). A simple stationary semi-analytical wake model.\n",
-                "            Risoe National Laboratory for Sustainable Energy,\n",
-                "            Technical University of Denmark. Denmark.\n",
-                "            Forskningscenter Risoe. Risoe-R, No. 1713(EN)\n",
-                "\n",
-                "    Description:\n",
-                "        based on an analytical solution of the thin shear layer approximation of the NS equations.\n",
-                "        The wake flow fields are assumed rotationally symmetric, and the rotor inflow fields\n",
-                "        are consistently assumed uniform.\n",
-                "        The effect of expansion is approximately accounted for by imposing suitable\n",
-                "        empirical downstream boundary conditions on the wake expansion that depend\n",
-                "        on the rotor thrust and the ambient turbulence conditions, respectively."
-            ]
-        },
-        {
-            "cell_type": "code",
-            "execution_count": 14,
-            "metadata": {},
-            "outputs": [
-                {
-                    "data": {
-                        "image/png": 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\n",
-                        "text/plain": [
-                            "<Figure size 432x288 with 2 Axes>"
-                        ]
-                    },
-                    "metadata": {
-                        "needs_background": "light"
-                    },
-                    "output_type": "display_data"
-                }
-            ],
-            "source": [
-                "from py_wake.deficit_models import GCLDeficit\n",
-                "plot_deficit_map(GCLDeficit())"
-            ]
-        },
-        {
-            "cell_type": "markdown",
-            "metadata": {},
-            "source": [
-                "### NiayifarGaussianDeficit\n",
-                "  \n",
-                "    Implemented according to:\n",
-                "        Amin Niayifar and Fernando Port\u00e9-Agel\n",
-                "        Analytical Modeling of Wind Farms: A New Approach for Power Prediction\n",
-                "        Energies 2016, 9, 741; doi:10.3390/en9090741\n",
-                "\n",
-                "    Features:\n",
-                "        - Wake expansion function of local turbulence intensity\n",
-                "\n",
-                "    Description:\n",
-                "        The expansion rate 'k' varies linearly with local turbluence\n",
-                "        intensity: k = a1 I + a2. The default constants are set\n",
-                "        according to publications by Porte-Agel's group, which are based\n",
-                "        on LES simulations. Lidar field measurements by Fuertes et al. (2018)\n",
-                "        indicate that a = [0.35, 0.0] is also a valid selection."
-            ]
-        },
-        {
-            "cell_type": "code",
-            "execution_count": 15,
-            "metadata": {},
-            "outputs": [
-                {
-                    "data": {
-                        "image/png": 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\n",
-                        "text/plain": [
-                            "<Figure size 432x288 with 2 Axes>"
-                        ]
-                    },
-                    "metadata": {
-                        "needs_background": "light"
-                    },
-                    "output_type": "display_data"
-                }
-            ],
-            "source": [
-                "from py_wake.deficit_models import NiayifarGaussianDeficit\n",
-                "plot_deficit_map(NiayifarGaussianDeficit(a=[0.38, 4e-3]))"
-            ]
-        },
-        {
-            "cell_type": "markdown",
-            "metadata": {},
-            "source": [
-                "### ZongGaussianDeficit\n",
-                "  \n",
-                "    Implemented according to:\n",
-                "        Haohua Zong and Fernando Port\u00e9-Agel\n",
-                "        A momentum-conserving wake superposition method for\n",
-                "        wind farm power prediction\n",
-                "        J. Fluid Mech. (2020), vol. 889, A8; doi:10.1017/jfm.2020.77\n",
-                "\n",
-                "    Features:\n",
-                "        - Wake expansion function of local turbulence intensity\n",
-                "        - New wake width expression following the approach by\n",
-                "          Shapiro et al. (2018)\n",
-                "\n",
-                "    Description:\n",
-                "        Extension of the Niayifar et al. (2016) implementation with Shapirio\n",
-                "        wake width expression, which uses the near-wake length estimation by\n",
-                "        Vermeulen (1980)."
-            ]
-        },
-        {
-            "cell_type": "code",
-            "execution_count": 16,
-            "metadata": {},
-            "outputs": [
-                {
-                    "data": {
-                        "image/png": 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\n",
-                        "text/plain": [
-                            "<Figure size 432x288 with 2 Axes>"
-                        ]
-                    },
-                    "metadata": {
-                        "needs_background": "light"
-                    },
-                    "output_type": "display_data"
-                }
-            ],
-            "source": [
-                "from py_wake.deficit_models import ZongGaussianDeficit\n",
-                "plot_deficit_map(ZongGaussianDeficit(a=[0.38, 4e-3]))"
-            ]
-        },
-        {
-            "cell_type": "markdown",
-            "metadata": {},
-            "source": [
-                "### GCLDeficit\n",
-                "\n",
-                "    Implemented according to:\n",
-                "            Larsen, G. C. (2009). A simple stationary semi-analytical wake model. \n",
-                "            Ris\u00f8 National Laboratory for Sustainable Energy, \n",
-                "            Technical University of Denmark. Denmark. \n",
-                "            Forskningscenter Risoe. Risoe-R, No. 1713(EN)\n",
-                "\n",
-                "    Description:\n",
-                "        based on an analytical solution of the thin shear layer approximation of the NS equations. \n",
-                "        The wake flow fields are assumed rotationally symmetric, and the rotor inflow fields \n",
-                "        are consistently assumed uniform.\n",
-                "        The effect of expansion is approximately accounted for by imposing suitable \n",
-                "        empirical downstream boundary conditions on the wake expansion that depend \n",
-                "        on the rotor thrust and the ambient turbulence conditions, respectively. "
-            ]
-        },
-        {
-            "cell_type": "code",
-            "execution_count": 17,
-            "metadata": {},
-            "outputs": [
-                {
-                    "data": {
-                        "image/png": 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\n",
-                        "text/plain": [
-                            "<Figure size 432x288 with 2 Axes>"
-                        ]
-                    },
-                    "metadata": {
-                        "needs_background": "light"
-                    },
-                    "output_type": "display_data"
-                }
-            ],
-            "source": [
-                "from py_wake.deficit_models import GCLDeficit\n",
-                "plot_deficit_map(GCLDeficit())"
-            ]
-        },
-        {
-            "cell_type": "markdown",
-            "metadata": {},
-            "source": [
-                "### SelfSimilarityDeficit\n",
-                "Simple inductionmodel model, see https://onlinelibrary.wiley.com/doi/full/10.1002/we.2137"
-            ]
-        },
-        {
-            "cell_type": "code",
-            "execution_count": 18,
-            "metadata": {},
-            "outputs": [
-                {
-                    "data": {
-                        "image/png": 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\n",
-                        "text/plain": [
-                            "<Figure size 432x288 with 2 Axes>"
-                        ]
-                    },
-                    "metadata": {
-                        "needs_background": "light"
-                    },
-                    "output_type": "display_data"
-                }
-            ],
-            "source": [
-                "from py_wake.deficit_models import SelfSimilarityDeficit\n",
-                "plot_deficit_map(SelfSimilarityDeficit())"
-            ]
-        },
-        {
-            "cell_type": "markdown",
-            "metadata": {},
-            "source": [
-                "### Compare deficit models"
-            ]
-        },
-        {
-            "cell_type": "code",
-            "execution_count": 19,
-            "metadata": {},
-            "outputs": [],
-            "source": [
-                "deficitModels = [NOJDeficit(),\n",
-                "                 FugaDeficit(lut_path),\n",
-                "                 BastankhahGaussianDeficit(),\n",
-                "                 IEA37SimpleBastankhahGaussianDeficit(),\n",
-                "                 NiayifarGaussianDeficit(),\n",
-                "                 ZongGaussianDeficit(),\n",
-                "                 GCLDeficit(),\n",
-                "                 SelfSimilarityDeficit()]"
-            ]
-        },
-        {
-            "cell_type": "markdown",
-            "metadata": {},
-            "source": [
-                "**Deficit along center line**"
-            ]
-        },
-        {
-            "cell_type": "code",
-            "execution_count": 20,
-            "metadata": {},
-            "outputs": [
-                {
-                    "data": {
-                        "text/plain": [
-                            "<matplotlib.legend.Legend at 0x2507800e880>"
-                        ]
-                    },
-                    "execution_count": 20,
-                    "metadata": {},
-                    "output_type": "execute_result"
-                },
-                {
-                    "data": {
-                        "image/png": 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\n",
-                        "text/plain": [
-                            "<Figure size 720x432 with 1 Axes>"
-                        ]
-                    },
-                    "metadata": {
-                        "needs_background": "light"
-                    },
-                    "output_type": "display_data"
-                }
-            ],
-            "source": [
-                "plt.figure(figsize=((10,6)))\n",
-                "for deficitModel in deficitModels:\n",
-                "    X, Y, deficit = _map(deficitModel.calc_deficit, xy=(np.linspace(-200,500,300), 0))\n",
-                "    plt.plot(X[0], deficit[0], label=deficitModel.__class__.__name__)\n",
-                "plt.title(\"Center line deficit\")\n",
-                "plt.xlabel('x/D')\n",
-                "plt.ylabel('Deficit [m/s]')\n",
-                "plt.legend()"
-            ]
-        },
-        {
-            "cell_type": "markdown",
-            "metadata": {},
-            "source": [
-                "**Deficit profile 2D downstream**"
-            ]
-        },
-        {
-            "cell_type": "code",
-            "execution_count": 21,
-            "metadata": {},
-            "outputs": [
-                {
-                    "data": {
-                        "text/plain": [
-                            "<matplotlib.legend.Legend at 0x250729dd250>"
-                        ]
-                    },
-                    "execution_count": 21,
-                    "metadata": {},
-                    "output_type": "execute_result"
-                },
-                {
-                    "data": {
-                        "image/png": 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\n",
-                        "text/plain": [
-                            "<Figure size 720x432 with 1 Axes>"
-                        ]
-                    },
-                    "metadata": {
-                        "needs_background": "light"
-                    },
-                    "output_type": "display_data"
-                }
-            ],
-            "source": [
-                "plt.figure(figsize=((10,6)))\n",
-                "for deficitModel in deficitModels:\n",
-                "    X, Y, deficit = _map(deficitModel.calc_deficit, xy=(2*D, np.linspace(-200,200,300)))\n",
-                "    plt.plot(Y[:,], deficit[:,0], label=deficitModel.__class__.__name__)\n",
-                "\n",
-                "plt.legend()"
-            ]
-        },
-        {
-            "cell_type": "markdown",
-            "metadata": {},
-            "source": [
-                "### Implement your own deficit models\n",
-                "Deficit models must subclass `DeficitModel`and thus must implement the `calc_deficit` method and a class variable, `args4deficit` specifying the arguments required by its `calc_deficit` method\n",
-                "\n",
-                "```python \n",
-                "class DeficitModel(ABC):\n",
-                "    args4deficit = ['WS_ilk', 'dw_ijlk']\n",
-                "\n",
-                "    @abstractmethod\n",
-                "    def calc_deficit(self):\n",
-                "        \"\"\"Calculate wake deficit caused by the x'th most upstream wind turbines\n",
-                "        for all wind directions(l) and wind speeds(k) on a set of points(j)\n",
-                "\n",
-                "        This method must be overridden by subclass\n",
-                "\n",
-                "        Arguments required by this method must be added to the class list\n",
-                "        args4deficit\n",
-                "\n",
-                "        See class documentation for examples and available arguments\n",
-                "\n",
-                "        Returns\n",
-                "        -------\n",
-                "        deficit_ijlk : array_like\n",
-                "        \"\"\"\n",
-                "```"
-            ]
-        },
-        {
-            "cell_type": "code",
-            "execution_count": 22,
-            "metadata": {},
-            "outputs": [
-                {
-                    "data": {
-                        "image/png": 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\n",
-                        "text/plain": [
-                            "<Figure size 432x288 with 2 Axes>"
-                        ]
-                    },
-                    "metadata": {
-                        "needs_background": "light"
-                    },
-                    "output_type": "display_data"
-                }
-            ],
-            "source": [
-                "from py_wake.deficit_models import DeficitModel\n",
-                "from numpy import newaxis as na\n",
-                "class MyDeficitModel(DeficitModel):\n",
-                "    args4deficit = ['WS_ilk', 'dw_ijlk', 'cw_ijlk']\n",
-                "\n",
-                "    def calc_deficit(self, WS_ilk, dw_ijlk, cw_ijlk,**_):\n",
-                "        # 10% deficit in downstream triangle\n",
-                "        ws_10pct_ijlk = 0.1*WS_ilk[:,na]\n",
-                "        triangle_ijlk = ((.2*dw_ijlk) >cw_ijlk)\n",
-                "        return ws_10pct_ijlk *triangle_ijlk\n",
-                "\n",
-                "plot_deficit_map(MyDeficitModel())\n"
-            ]
-        },
-        {
-            "cell_type": "markdown",
-            "metadata": {},
-            "source": [
-                "## Superposition models\n",
-                "The super position models calculates the effective wind speed given the local wind speed and deficits (typically from multiple sources)"
-            ]
-        },
-        {
-            "cell_type": "markdown",
-            "metadata": {},
-            "source": [
-                "### LinearSum"
-            ]
-        },
-        {
-            "cell_type": "code",
-            "execution_count": 23,
-            "metadata": {},
-            "outputs": [
-                {
-                    "data": {
-                        "text/plain": [
-                            "<matplotlib.contour.QuadContourSet at 0x25078222730>"
-                        ]
-                    },
-                    "execution_count": 23,
-                    "metadata": {},
-                    "output_type": "execute_result"
-                },
-                {
-                    "data": {
-                        "image/png": 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\n",
-                        "text/plain": [
-                            "<Figure size 720x288 with 2 Axes>"
-                        ]
-                    },
-                    "metadata": {
-                        "needs_background": "light"
-                    },
-                    "output_type": "display_data"
-                }
-            ],
-            "source": [
-                "linear_sum = IEA37SimpleBastankhahGaussian(site, windTurbines, superpositionModel=LinearSum())\n",
-                "plt.figure(figsize=(10,4))\n",
-                "linear_sum([0,200],[0,0],wd=270,ws=10).flow_map().plot_wake_map(levels=np.arange(1,10))"
-            ]
-        },
-        {
-            "cell_type": "markdown",
-            "metadata": {},
-            "source": [
-                "### SquaredSum"
-            ]
-        },
-        {
-            "cell_type": "code",
-            "execution_count": 24,
-            "metadata": {},
-            "outputs": [
-                {
-                    "data": {
-                        "text/plain": [
-                            "<matplotlib.contour.QuadContourSet at 0x2507804ea30>"
-                        ]
-                    },
-                    "execution_count": 24,
-                    "metadata": {},
-                    "output_type": "execute_result"
-                },
-                {
-                    "data": {
-                        "image/png": 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\n",
-                        "text/plain": [
-                            "<Figure size 720x288 with 2 Axes>"
-                        ]
-                    },
-                    "metadata": {
-                        "needs_background": "light"
-                    },
-                    "output_type": "display_data"
-                }
-            ],
-            "source": [
-                "from py_wake.superposition_models import SquaredSum\n",
-                "squared_sum = IEA37SimpleBastankhahGaussian(site, windTurbines, superpositionModel=SquaredSum())\n",
-                "plt.figure(figsize=(10,4))\n",
-                "squared_sum([0,200],[0,0],wd=270,ws=10).flow_map().plot_wake_map(levels=np.arange(1,10))"
-            ]
-        },
-        {
-            "cell_type": "markdown",
-            "metadata": {},
-            "source": [
-                "### MaxSum"
-            ]
-        },
-        {
-            "cell_type": "code",
-            "execution_count": 25,
-            "metadata": {},
-            "outputs": [
-                {
-                    "data": {
-                        "text/plain": [
-                            "<matplotlib.contour.QuadContourSet at 0x2507246dc40>"
-                        ]
-                    },
-                    "execution_count": 25,
-                    "metadata": {},
-                    "output_type": "execute_result"
-                },
-                {
-                    "data": {
-                        "image/png": 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\n",
-                        "text/plain": [
-                            "<Figure size 720x288 with 2 Axes>"
-                        ]
-                    },
-                    "metadata": {
-                        "needs_background": "light"
-                    },
-                    "output_type": "display_data"
-                }
-            ],
-            "source": [
-                "from py_wake.superposition_models import MaxSum\n",
-                "max_sum = IEA37SimpleBastankhahGaussian(site, windTurbines, superpositionModel=MaxSum())\n",
-                "plt.figure(figsize=(10,4))\n",
-                "max_sum([0,200],[0,0],wd=270,ws=10).flow_map().plot_wake_map(levels=np.arange(1,10))"
-            ]
-        },
-        {
-            "cell_type": "markdown",
-            "metadata": {},
-            "source": [
-                "## Rotor-average models\n",
-                "\n",
-                "In the plots below, it is clearly seen that the wind speed varies over the rotor, and that the the rotor-average wind speed is not well-defined by the wind sped at the rotor center.\n"
-            ]
-        },
-        {
-            "cell_type": "code",
-            "execution_count": 26,
-            "metadata": {},
-            "outputs": [
-                {
-                    "data": {
-                        "text/plain": [
-                            "Text(0, 0.5, 'Wind speed [m/s]')"
-                        ]
-                    },
-                    "execution_count": 26,
-                    "metadata": {},
-                    "output_type": "execute_result"
-                },
-                {
-                    "data": {
-                        "image/png": 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\n",
-                        "text/plain": [
-                            "<Figure size 720x288 with 3 Axes>"
-                        ]
-                    },
-                    "metadata": {
-                        "needs_background": "light"
-                    },
-                    "output_type": "display_data"
-                },
-                {
-                    "data": {
-                        "image/png": 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\n",
-                        "text/plain": [
-                            "<Figure size 432x288 with 1 Axes>"
-                        ]
-                    },
-                    "metadata": {
-                        "needs_background": "light"
-                    },
-                    "output_type": "display_data"
-                }
-            ],
-            "source": [
-                "from py_wake.superposition_models import SquaredSum\n",
-                "from py_wake.flow_map import HorizontalGrid, YZGrid\n",
-                "R = D/2\n",
-                "wfm = IEA37SimpleBastankhahGaussian(site, windTurbines, superpositionModel=SquaredSum())\n",
-                "sim_res = wfm([0,200],[0,0],wd=270,ws=10)\n",
-                "fig,(ax1,ax2) = plt.subplots(1,2, figsize=(10,4))\n",
-                "ax1.set_xlabel(\"x [m]\"), ax1.set_ylabel(\"y [m]\")\n",
-                "sim_res.flow_map(HorizontalGrid(extend=.1)).plot_wake_map(10, ax=ax1, plot_colorbar=False)\n",
-                "sim_res.flow_map(YZGrid(x=200)).plot_wake_map(10, ax=ax2)\n",
-                "ax2.plot([-100,100],[70,70],'-.')\n",
-                "ax2.set_xlabel(\"y [m]\"), ax1.set_ylabel(\"z [m]\")\n",
-                "\n",
-                "plt.figure()\n",
-                "flow_map = sim_res.flow_map(HorizontalGrid(x=[200], y=np.arange(-80, 80)))\n",
-                "\n",
-                "for x in [-.5,.5]:\n",
-                "    plt.gca().axvline(x,color='grey')\n",
-                "plt.plot(flow_map.Y[:, 0]/D, flow_map.WS_eff_xylk[:, 0, 0, 0], '-.', label='Hub-height profile')\n",
-                "plt.plot([-.5,.5],[7.73,7.73],label='Rotor average: 7.73m/s')\n",
-                "rc_ws = flow_map.WS_eff_xylk[80, 0, 0, 0]\n",
-                "plt.plot(flow_map.Y[80, 0]/D, rc_ws,'.', ms=10, label='Rotor center: %.2fm/s'%rc_ws)\n",
-                "plt.legend()\n",
-                "plt.xlabel(\"y/D\")\n",
-                "plt.ylabel('Wind speed [m/s]')"
-            ]
-        },
-        {
-            "cell_type": "markdown",
-            "metadata": {},
-            "source": [
-                "A better estimate of the rotor-average wind speed can be obtained by a (weighted) mean of the wind speed at a number of points covering the rotor. Here is a some model examples."
-            ]
-        },
-        {
-            "cell_type": "code",
-            "execution_count": 27,
-            "metadata": {},
-            "outputs": [],
-            "source": [
-                "from py_wake.rotor_avg_models import RotorCenter, GridRotorAvg, EqGridRotorAvg, GQGridRotorAvg, CGIRotorAvg, PolarGridRotorAvg,polar_gauss_quadrature\n",
-                "from py_wake.flow_map import HorizontalGrid\n",
-                "R=D/2\n",
-                "def plot_rotor_avg_model(rotorAvgModel, name):\n",
-                "    plt.figure()\n",
-                "    m = rotorAvgModel\n",
-                "    wfm = IEA37SimpleBastankhahGaussian(site,windTurbines,rotorAvgModel=m)\n",
-                "    ws_eff = wfm([0, 200], [0, 0], wd=270, ws=10).WS_eff_ilk[1,0,0]\n",
-                "    plt.title(name)\n",
-                "    c = plt.scatter(m.nodes_x, m.nodes_y,c=m.nodes_weight,label=\"%.2fm/s\"%(ws_eff))\n",
-                "    plt.colorbar(c,label='weight')\n",
-                "    plt.gca().add_artist(plt.Circle((0,0),1,fill=False))\n",
-                "    plt.axis('equal')\n",
-                "    plt.xlabel(\"y/R [m]\"); plt.ylabel('z/R [m]')\n",
-                "    plt.xlim([-1.5,1.5])\n",
-                "    plt.ylim([-1.5,1.5])\n",
-                "    plt.legend()"
-            ]
-        },
-        {
-            "cell_type": "markdown",
-            "metadata": {},
-            "source": [
-                "### RotorCenter\n",
-                "The `RotorCenter` model determines the rotor average wind speed from the rotor center point"
-            ]
-        },
-        {
-            "cell_type": "code",
-            "execution_count": 28,
-            "metadata": {},
-            "outputs": [
-                {
-                    "data": {
-                        "image/png": 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\n",
-                        "text/plain": [
-                            "<Figure size 432x288 with 2 Axes>"
-                        ]
-                    },
-                    "metadata": {
-                        "needs_background": "light"
-                    },
-                    "output_type": "display_data"
-                }
-            ],
-            "source": [
-                "plot_rotor_avg_model(RotorCenter(), 'RotorCenter')"
-            ]
-        },
-        {
-            "cell_type": "markdown",
-            "metadata": {},
-            "source": [
-                "### GridRotorAvg\n",
-                "\n",
-                "The `GridRotorAvg` defines a set of points in cartesian coordinates"
-            ]
-        },
-        {
-            "cell_type": "code",
-            "execution_count": 29,
-            "metadata": {},
-            "outputs": [
-                {
-                    "data": {
-                        "image/png": 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\n",
-                        "text/plain": [
-                            "<Figure size 432x288 with 2 Axes>"
-                        ]
-                    },
-                    "metadata": {
-                        "needs_background": "light"
-                    },
-                    "output_type": "display_data"
-                }
-            ],
-            "source": [
-                "x =y= np.array([-.6, 0,.6])\n",
-                "plot_rotor_avg_model(GridRotorAvg(x,y,nodes_weight = [0.25,.5,.25]), 'Grid_4')"
-            ]
-        },
-        {
-            "cell_type": "markdown",
-            "metadata": {},
-            "source": [
-                "### EqGridRotorAvg\n",
-                "\n",
-                "The `EqGridRotorAvg` defines a NxN equidistant cartesian grid of points and discards points outside the rotor"
-            ]
-        },
-        {
-            "cell_type": "code",
-            "execution_count": 30,
-            "metadata": {},
-            "outputs": [
-                {
-                    "data": {
-                        "image/png": 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\n",
-                        "text/plain": [
-                            "<Figure size 432x288 with 2 Axes>"
-                        ]
-                    },
-                    "metadata": {
-                        "needs_background": "light"
-                    },
-                    "output_type": "display_data"
-                }
-            ],
-            "source": [
-                "plot_rotor_avg_model(EqGridRotorAvg(4), 'Grid_4')"
-            ]
-        },
-        {
-            "cell_type": "markdown",
-            "metadata": {},
-            "source": [
-                "### GQGridRotorAvg\n",
-                "\n",
-                "The `GQGridRotorAvg` defines a grid of M x N cartesian grid points using Gaussian quadrature coordinates and weights"
-            ]
-        },
-        {
-            "cell_type": "code",
-            "execution_count": 31,
-            "metadata": {},
-            "outputs": [
-                {
-                    "data": {
-                        "image/png": 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\n",
-                        "text/plain": [
-                            "<Figure size 432x288 with 2 Axes>"
-                        ]
-                    },
-                    "metadata": {
-                        "needs_background": "light"
-                    },
-                    "output_type": "display_data"
-                }
-            ],
-            "source": [
-                "plot_rotor_avg_model(GQGridRotorAvg(4,3), 'GQGrid_4,3')"
-            ]
-        },
-        {
-            "cell_type": "markdown",
-            "metadata": {},
-            "source": [
-                "### PolarGridRotorAvg\n",
-                "\n",
-                "The `PolarGridRotorAvg` defines a grid in polar coordinates."
-            ]
-        },
-        {
-            "cell_type": "code",
-            "execution_count": 32,
-            "metadata": {},
-            "outputs": [
-                {
-                    "data": {
-                        "image/png": 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\n",
-                        "text/plain": [
-                            "<Figure size 432x288 with 2 Axes>"
-                        ]
-                    },
-                    "metadata": {
-                        "needs_background": "light"
-                    },
-                    "output_type": "display_data"
-                }
-            ],
-            "source": [
-                "theta = np.linspace(-np.pi,np.pi,6, endpoint=False)\n",
-                "r = 2/3\n",
-                "plot_rotor_avg_model(PolarGridRotorAvg(nodes_r =r, nodes_theta=theta, nodes_weight=None), 'PolarGrid_6')"
-            ]
-        },
-        {
-            "cell_type": "markdown",
-            "metadata": {},
-            "source": [
-                "The polar grid can be combined with Gaussian Quadrature. This is similar to the implementation in FusedWake (https://gitlab.windenergy.dtu.dk/TOPFARM/FUSED-Wake/-/blob/master/fusedwake/gcl/fortran/GCL.f)"
-            ]
-        },
-        {
-            "cell_type": "code",
-            "execution_count": 33,
-            "metadata": {},
-            "outputs": [
-                {
-                    "data": {
-                        "image/png": 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\n",
-                        "text/plain": [
-                            "<Figure size 432x288 with 2 Axes>"
-                        ]
-                    },
-                    "metadata": {
-                        "needs_background": "light"
-                    },
-                    "output_type": "display_data"
-                }
-            ],
-            "source": [
-                "plot_rotor_avg_model(PolarGridRotorAvg(*polar_gauss_quadrature(4,10)), 'PolarGrid_4,10')"
-            ]
-        },
-        {
-            "cell_type": "markdown",
-            "metadata": {},
-            "source": [
-                "### CGIRotorAvg\n",
-                "Circular Gauss integration with 4,7,9 or 21 points as defined in Abramowitz M and Stegun A. Handbook of Mathematical Functions. Dover: New York, 1970."
-            ]
-        },
-        {
-            "cell_type": "code",
-            "execution_count": 34,
-            "metadata": {},
-            "outputs": [
-                {
-                    "data": {
-                        "image/png": 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\n",
-                        "text/plain": [
-                            "<Figure size 432x288 with 2 Axes>"
-                        ]
-                    },
-                    "metadata": {
-                        "needs_background": "light"
-                    },
-                    "output_type": "display_data"
-                },
-                {
-                    "data": {
-                        "image/png": 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\n",
-                        "text/plain": [
-                            "<Figure size 432x288 with 2 Axes>"
-                        ]
-                    },
-                    "metadata": {
-                        "needs_background": "light"
-                    },
-                    "output_type": "display_data"
-                },
-                {
-                    "data": {
-                        "image/png": 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\n",
-                        "text/plain": [
-                            "<Figure size 432x288 with 2 Axes>"
-                        ]
-                    },
-                    "metadata": {
-                        "needs_background": "light"
-                    },
-                    "output_type": "display_data"
-                },
-                {
-                    "data": {
-                        "image/png": 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\n",
-                        "text/plain": [
-                            "<Figure size 432x288 with 2 Axes>"
-                        ]
-                    },
-                    "metadata": {
-                        "needs_background": "light"
-                    },
-                    "output_type": "display_data"
-                }
-            ],
-            "source": [
-                "for n in [4,7,9,21]:\n",
-                "    plot_rotor_avg_model(CGIRotorAvg(n), 'CGIRotorAvg_%d'%n)"
-            ]
-        },
-        {
-            "cell_type": "markdown",
-            "metadata": {},
-            "source": [
-                "### Compare rotor-average models\n",
-                "In general, the compuational cost and the accuracy of the estimate increases with the number of points, but the distribution of the points also has an impact.\n",
-                "\n",
-                "The plot below shows the absolute error of the estimated rotor-average wind speed for the wind directions \n",
-                "270$\\pm$30$^\\circ$ (i.e. wind directions with more than 1% deficit) for a number of different rotor-average models"
-            ]
-        },
-        {
-            "cell_type": "code",
-            "execution_count": 35,
-            "metadata": {},
-            "outputs": [
-                {
-                    "data": {
-                        "text/plain": [
-                            "<matplotlib.legend.Legend at 0x25001123fa0>"
-                        ]
-                    },
-                    "execution_count": 35,
-                    "metadata": {},
-                    "output_type": "execute_result"
-                },
-                {
-                    "data": {
-                        "image/png": 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\n",
-                        "text/plain": [
-                            "<Figure size 432x288 with 1 Axes>"
-                        ]
-                    },
-                    "metadata": {
-                        "needs_background": "light"
-                    },
-                    "output_type": "display_data"
-                }
-            ],
-            "source": [
-                "grid_models = [EqGridRotorAvg(i) for i in range(1,10)]\n",
-                "wd_lst = np.arange(240,301)\n",
-                "\n",
-                "def get_ws_eff(rotorAvgModel):\n",
-                "    wfm = IEA37SimpleBastankhahGaussian(site,windTurbines,rotorAvgModel=rotorAvgModel)\n",
-                "    return wfm([0, 200], [0, 0], wd=wd_lst, ws=10).WS_eff_ilk[1,:,0]\n",
-                "\n",
-                "ws_ref = get_ws_eff(EqGridRotorAvg(200)) # Use 200x200 points (31700 inside the rotor) to determine the reference value\n",
-                "\n",
-                "def get_n_err(rotorAvgModel):\n",
-                "    ws_mean_err = np.abs(get_ws_eff(rotorAvgModel) - ws_ref).mean()\n",
-                "    return len(rotorAvgModel.nodes_x), ws_mean_err\n",
-                "        \n",
-                "\n",
-                "plt.gca().axhline(0, color='grey',ls='--')\n",
-                "plt.plot(*zip(*[get_n_err(m) for m in grid_models]), label='Grid_x')\n",
-                "model_lst = [('RotorCenter', EqGridRotorAvg(1)),\n",
-                "             ('Grid_4', EqGridRotorAvg(4)),             \n",
-                "             ('PolarGrid_4,10', PolarGridRotorAvg(*polar_gauss_quadrature(4,10))),\n",
-                "             ('GQGrid_4,3', GQGridRotorAvg(4, 3))] + \\\n",
-                "            [('CGI_%d'%n, CGIRotorAvg(n)) for n in [4,7,9,21]]\n",
-                "for name, model in model_lst:\n",
-                "    n,err = get_n_err(model)\n",
-                "    plt.plot(n,err,'.',ms=10, label=\"%s (%.4f)\"%(name,err))\n",
-                "plt.xlabel('Number of rotor-average points')\n",
-                "plt.ylabel('Mean abs error (270$\\pm30^\\circ$) [m/s]')\n",
-                "plt.legend()"
-            ]
-        },
-        {
-            "cell_type": "markdown",
-            "metadata": {},
-            "source": [
-                "## Deflection models\n",
-                "The deflection models calculate the deflection of the wake due to yaw-misalignment, sheared inflow etc.\n",
-                "The deflection models take as input the downwind and crosswind distances between the source wind turbines and the destination wind turbines/sites and calculate a new set of deflected downwind and crosswind distances."
-            ]
-        },
-        {
-            "cell_type": "markdown",
-            "metadata": {},
-            "source": [
-                "### JimenezWakeDeflection"
-            ]
-        },
-        {
-            "cell_type": "markdown",
-            "metadata": {},
-            "source": [
-                "The `JimenezWakeDeflection` model is implemented according to Jim\u00e9nez, \u00c1., Crespo, A. and Migoya, E. (2010), Application of a LES technique to characterize the wake deflection of a wind turbine in yaw. Wind Energ., 13: 559-572. doi:10.1002/we.380"
-            ]
-        },
-        {
-            "cell_type": "code",
-            "execution_count": 36,
-            "metadata": {},
-            "outputs": [
-                {
-                    "data": {
-                        "text/plain": [
-                            "<matplotlib.contour.QuadContourSet at 0x250012b85b0>"
-                        ]
-                    },
-                    "execution_count": 36,
-                    "metadata": {},
-                    "output_type": "execute_result"
-                },
-                {
-                    "data": {
-                        "image/png": 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\n",
-                        "text/plain": [
-                            "<Figure size 1008x216 with 2 Axes>"
-                        ]
-                    },
-                    "metadata": {
-                        "needs_background": "light"
-                    },
-                    "output_type": "display_data"
-                }
-            ],
-            "source": [
-                "from py_wake import IEA37SimpleBastankhahGaussian\n",
-                "from py_wake.deflection_models import JimenezWakeDeflection\n",
-                "from py_wake.examples.data.iea37._iea37 import IEA37Site, IEA37_WindTurbines\n",
-                "\n",
-                "site = IEA37Site(16)\n",
-                "x, y = [0, 600, 1200], [0, 0, 0]  # site.initial_position[:2].T\n",
-                "windTurbines = IEA37_WindTurbines()\n",
-                "iea_deflection = IEA37SimpleBastankhahGaussian(site, windTurbines, deflectionModel=JimenezWakeDeflection())\n",
-                "\n",
-                "yaw_ilk = np.reshape([-30,30,0],(3,1,1))\n",
-                "\n",
-                "plt.figure(figsize=(14,3))\n",
-                "iea_deflection(x, y, yaw_ilk=yaw_ilk, wd=270, ws=10).flow_map().plot_wake_map()\n"
-            ]
-        },
-        {
-            "cell_type": "markdown",
-            "metadata": {},
-            "source": [
-                "### Implement your own deflection models\n",
-                "\n",
-                "Deficit models must subclass `DeficitModel` and thus must implement the `calc_deflection` method and a class variable, `args4deflection` specifying the arguments required by its calc_deflection method\n",
-                "\n",
-                "```python\n",
-                "\n",
-                "class DeflectionModel(ABC):\n",
-                "    args4deflection = [\"ct_ilk\"]\n",
-                "\n",
-                "    @abstractmethod\n",
-                "    def calc_deflection(self, dw_ijl, hcw_ijl, **kwargs):\n",
-                "        \"\"\"Calculate deflection\n",
-                "\n",
-                "        This method must be overridden by subclass\n",
-                "\n",
-                "        Arguments required by this method must be added to the class list\n",
-                "        args4deflection\n",
-                "\n",
-                "        See documentation of EngineeringWindFarmModel for a list of available input arguments\n",
-                "\n",
-                "        Returns\n",
-                "        -------\n",
-                "        dw_ijlk : array_like\n",
-                "            downwind distance from source wind turbine(i) to destination wind turbine/site (j)\n",
-                "            for all wind direction (l) and wind speed (k)\n",
-                "        hcw_ijlk : array_like\n",
-                "            horizontal crosswind distance from source wind turbine(i) to destination wind turbine/site (j)\n",
-                "            for all wind direction (l) and wind speed (k)\n",
-                "        \"\"\"\n",
-                "```"
-            ]
-        },
-        {
-            "cell_type": "code",
-            "execution_count": 37,
-            "metadata": {},
-            "outputs": [
-                {
-                    "data": {
-                        "text/plain": [
-                            "<matplotlib.contour.QuadContourSet at 0x2500105d190>"
-                        ]
-                    },
-                    "execution_count": 37,
-                    "metadata": {},
-                    "output_type": "execute_result"
-                },
-                {
-                    "data": {
-                        "image/png": 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Dd/XaD8MwDMMwBo+qPoaL8DwCPAE8q6o3ZSz+EmAd8GUR+bmIXCoi25XU1UIiQUcCfwO8TkRWBq+TgIuA40TkV8BxwWdU9UHgKuAh4EbgXFWtF9APwzAMwzC6RFWpNbK9gPnhcpXgdXZYT7AlzmnAQmA3YDsROSNjN8Zw64S+oKqvAjYR3F1eBj0vjFbV2/Cv8wE4JqHMUmBpr20bhmEYhjEQ1qvq4oRjxwJrVHUdgIh8GzgC+FqGetcCa1X1zuDz1ZQoguyxGYZhGIZhFMkjwGEiMidYMnMMGRc3q+rvgEdF5OVB0jG4maNSsMdmGIZhGIYBQF17f26Gqt4pIlcD9+A2VP45sFxEzgmOLxORFwMrgHlAQ0TeD+wb3F3+XuDrIjIDeBg4q+dOJWAiyDAMwzCMQlHVC4ELY8nLIsd/h7s73Fd2JZA01VYoJoIMwzAMw3D7BDWmzm7QWbA1QYZhGIZhTEtMBBmGYRiGMS2x6TDDMAzDMFCdftNhJoIMwzAMwxgpROSDGbJtUtUvpmWw6TDDMAzDMFCUmjYyvYaA/w3MBbZPeX2oUyUWCTIMwzAMY9T4T1X9eFqGLM8cs0iQYRiGYRgjhap+uIg8JoIMwzAMwwCg3tBMr2FBRM4TkXni+JKI3CMix2ctbyJohGiotrwMo1/EbS/pZRhFk9X2zAanLW8PHrVxPLAz7hEbF2UtbGuCRgTfj7vMH3xFpLS6jdEij531wwmZbRpp9EsITUU7VIXa6AnJ8Is4Cfiyqt4bPLQ1EyaCDC/mzIxhpZ9X+2ajg2WYIzvD3Ldpxt0ichOwELhARLYHMt++ZiJohGhE5mErldEfnE1ojQ6NlDUAU8EWk7CowuBJsz2Y2vZnJCMiY6paA94BHAg8rKrPi8hO5HjqvImgESE+EHQaGPIwlQcRE1q908nWzBZ7x+y0e4q0P5i+NgjBPkGNodgDKAt3iMha4EbgRlV9BkBVnwKeylqJiaARou4ZKKsFDGzmxHqjbAc2DM7LZ3tRirBDMIdWJqMqtDrZHhRnf2A2WBQi8nLgm5GklwD/oKqXePL+CXAH8FeqenUkvQqsAB5T1VOiZVR1sYj8EfB64BIR2R24DbgB+JGqbs3Sz0JEkIhcBpwCPKmqi4K0HXH/gL2A3wB/qapPB8cuwIWw6sD7VPV7RfRjKpM0EGQZINIocvAAE1RlMAwL4BsNqKTcSzpsdhhiDq2/FG2rjYYSBibKtD8YHRssE6W4Z4ep6i9x01ShmHkM+E48X3Dsk4BPB5wHrALmJbTxW2AZsExExoHXACcC/ywi61T15E79LCoS9BXgs8DlkbTzge+r6kUicn7w+SMisi+wBNgP2A24RURepqr1gvoyJek2Qpk2cMD0GTzMefnJ4rRCG+klSt4PO4TybDHERNXgKNP+YLjHwinAMcCvA9ES573At4A/iSaKyALgZGAp0PE5Yao6AfwgeBFEhjpSiAhS1R+LyF6x5NOAo4P3XwVuBT4SpF8ZhKrWiMhq4BDg9iL6MlXJ8wON/hDLHjhgeKMAUUxQdU+j0d133G87hNFzZCaq0qmr9mx7MFr2ByMjpuaLyIrI5+Wqujwh7xLginhiIFROB15HTAQBlwAfxj0DLBEROQX4BG7WqYq7ZV5V1Rs9ilPmmqAXqeoTuN48ISK7BOm74+b+QtYGaUYKuQbLLrfAHOWBY1Qd1yg4rboqtXoj13qPSkW6/l6LtEPXl3z5R9mRTUXbrNWdAeRab9TDNsCDtj8ozgbzknOfoPWqurhTJhGZAZwKXOA5fAnwEVWtR7f2CYTNk6p6t4gc3aGJS4A3Aver5v/HDWJhtM+SvR0XkbOBswH22HPPMvs09DRUCcYCqh1+VI26+3cOymnBaDouc1p+Gg1ne/XIz7QMG4Te7BCGwxZDRtUmQ4bBNhsNmuNeXvvrZpF20eMg9G5/U4DXA/eo6u89xxYDVwYCaD5wkojUgEOBU0XkJGAWME9EvqaqZ3jqeBR4oBsBBOWKoN+LyK5BFGhX4MkgfS2wRyTfAuBxXwVBaG05wEEHLx6d1WUlMFGfPP1GbPVU0o89HDQ6DRiuzv4PGlDOwDEopzXoEHZRTivusBphJCiSXoYNunq7t0Po/jtM++4GJaJg9IVUSLe2WffYHrTaXyfbg+z2l32LvUj7PdoeDMd3BMHC6HrhrvbNeKbCAFR1YfheRL4CXKeq3wW+SxA5CiJBf5cggMBNmV0vIj8CmneEqerFWTpXpgi6FjgT9wyPM4FrIunfEJGLcQuj9wbuKrEfU4JGo3VuvGW9RSyQ1s2AAfkdVtB4bqL9GzanZQ6r3WHVgzVB9djgWIYNgrPDXDboOpCbIuwQOn9ng7LHkFEW9+G4F7c9mOxXJ9uD4RsDoTj7G2ZEZA5wHPCuSNo5AKq6rKBmlgIbcRGjGXkLF3WL/BW4RdDzg82LLsSJn6tE5B3AI8BfAKjqgyJyFfAQUAPOtTvDOjNRb304YMPzOw4HzF6cFQy/w4JyxBOMtsMqy1nV6o22q8OKSJstwWBsEPpnh9A/W4TB2yMMXtz7IhM++8tie1DOGAg5hZPryJRHVZ8HdoqlecWPqr4tIf1W3I1VSeyoqpmfGh+nqLvD3pxw6JiE/Etx6s3ISK3eSIwEhVTUkxYZLJ7ftIl/PP/9zJg5zqFHHMVpb1qSa8BImtfP67Co5BtUKyJdh9Onk8Mq64q/rsrWiUZbH+P5KxVJnCZroDzy2zUsu+STbHjuOT735W9M1l+ADcKkHWaeTstph2Hdo2CLMHh7jNLtuU7Us9kepI9/N99wLbfeciN/WL+Ovz7rXRz1umMn+zZC9lc2qq1LL0aEW0TkeFW9qZvCtmP0iDBRb50br9G+dqLSYUfpG6/7Lsef8gZed/xJfOBdb+Xk0/9qsmxiaHnyfafBIlq+yMGim6v85vl04bB8fS/iNt00ytoHKg9J51gLbI966/+mzQbrmuqsdlvwR3z805/n/WefkXh1D8XZoCtboNOCroUTDNYWQ0ZNQIXr0Qi/q5TxL83+Xnv8Kbz2+FN49pmn+fQ/f5Qj/rT1+jxa11Dbn+HjXODDIrIVmGCIbpE3CmRrre4GpvCum8gPs/lDjA0U0Dpt9vhja1n4sn2ZqDdAKu5vUD4pRJy2ALb1x96ar8jBIuxHmc6q5bwG7KyGTTxN1BtsqzUQEa/9QasNpgol3P83tL1oef/0WnJ0CdIdFrTaYeIi/AzCvZk3px1WK/l3US7DFkPKFvNQrIBqNJRtNVdhkv219K+D/X3+kk/yl2/9X177a+9LvjHQ1/+i7a9sFGVihHa4BlDV1H2EOmEiaETYWms0tzMfq0hzPnlMpDkn3dxnIeGKaP6LduPxx9by0n0WUW/Um1fjeaJK3YglSBdMMDlYpC54zjNY+BZNJdCNo4LenNUoOapaXdlUq1GVyS9uLNL/Nhvs4KhUtS0S5LXBil9MJ4klKN9hResZFtEEwyecoLt1QHG7rKuzPVef+8K6Gf8qwH988kIOP+pYXrrPAW32511jmXMMhO4vGiG7/RkOEXmxqv6u1zwmgkaETRO1VhEUEL5vc1CRQQLclNKrjz2Zf/34h/nxD77HEUefmH41VG8fGIdhoIDiBVM3jgqmzxX+RL3BxokaYx4RNFaR5j2paTZYR3n26T/wxX/7Z37x4H0s//dPc+a7P5i+1iOrDSaIJUhfBJu2lq0oOwzrynyVn0O8QzG2CMXbIxQjnmp1ZeOEE0FjUREUkHX8u+KrX+SO227lueee4zdrHuaNb3l75zVunjVGecZASLa/PBeNRiLXAwf1mke63F+o7xx08GL9yR0rOmecgvzL//tP7P+Gs9lSrzMW/HLDH3e15Yo8xyARYSzyA5T4QJBhMWzLZ29Yuf2ckhxH2sCaJlQ6Te9kcfhZHVXeOfzcd4102Y63jgJC7J//16Xs/WfvAGizP5i0wTT7g2QbHIudZxk26KvHV1dSnVnqT2ojS3tZ287TF2/7PazXGYQ9fv5fl7Lw5LdHRLd//PMJ9Pj7LPbXq+1B9jHQV1+83n123e7uLLsyF8WCl++v533xmkx5P/zaP+5r3+KISB3YlJYFeE5VU59IYZGgEWHjRI0ttQZQZ6wa/vAnr8bd384OqjW/+7uV1gEieoxGa33xK6H4VVCWuza6vb01bQ1RpzvUJiNDbYea1OuaLTqSw5FURKjnmHqKOqk8V/dJDqqoabqnN9cYrwpZ7C96LEmkbw2+r9RIUvMkWm2wjrY4q043BITn5bv6HlY79J2DlxJtEbq3x7C9ON1EnDYExpLV/pLHv0Yzf2b762B7nW4GCOl0524zLcH+jHZUtVpEPSaCRoQNW+s8u6UeDARM/q1EP2cbIMIBIC2KtLXenUhqGyToXii56jsPEnluaZ1KTqpoBwXJTuqp52vN73y8Krntz73vzklBPhuEzmId8t/i35rX/S3LDqPlB2GLYb8GLZqg3fZa/uYc/6LHqhVp3kzStUiCrsdA31RZ3P76jTKSt8j3hImgEeGp52tNETQeGxA6OycYq06OZr4BYms4AGQYICCHSALGYgKnzUGlrOmYzBM4oxxX85DNSaVtlpY2BeDWeiQebrafeZHjEF/Vr99Ua7Mvn/21/E2wwajD6NZJQbsNQnZHBdmimlnWdOS9tT/vPjSDsMVKRbqKRHYr4iHZJkPbA7oe//II9JaLxAwiCXofAyHbxaJRPCaCRoRnt9R5etM2xqqVyR9zpeJ1PN06J+gskLIMEJBPJHXroFzRdgeSdJWdtNh1GBxUkDETeRxUtF+9OKhnnt/GWEUYCw6MVaXpOFLFd0ECKZsNAjS8Ngjtdti2Nq5LR5V38WvWrSXyiPZoe/20xbA/ZQqm0PaAUsY/V2+r/Y1Fbctjf80oer3V9qLt5hoDyWZ/RvGYCBoRnt60jWefD0RQuNg5eB91TND74BBNS3RO9cmrp600msfTBogWhxRzULUeB4ist1N3K5QgfephGB1Ut84J2h3Us5u2OeET2lpFmvYH7c4JehNHLXlTbDBsL5sNQk8iSYR6TNjkiWp2Euzgt8W8t/L31RZd5kw0zzlnFDK0PaA5/lUjdph1/It+7kUgRcv7ouhljYF9QWnehTzsiMiOacdV9Q9Z6jERNCI8+/w2nolEgprh28AxxYWRO+a/am/5W8bgkEUgAWMNv3MCqMdETy3unCIDqc85SUwApa3hSIr2FC2UwrKddpHteBdO1o0gC3ROz27aRjW0tYizSXNOzXSPOAr/JtlfPB8k2aBAvdFRIEEWJwVjkf9tJidVoB1Cvshme/7Wtvtii1C4PULr7zC0PSBx/APKE0cT+PMGtgfdj4FpIik+Bhpt3I1bxiTAnsDTwfsdcM8rXZilEhNBI8LGLTU2bnSDQbVaCV7FDAzQpTiaSLpyzz84ANQ0aXAYTucEyVfVaYtah8k5VSXbs7A2btzatLnQnsLPcbEdF0ZhXijHBn15m/X7BBKULtSbbeW0Q+hOsEN5tuhrK95ukWIpbpMbN7oVX1H7841/MCnMx2JivKiLw7S8Lfk7jIFhXyE9kt5vRmlhtKouBBCRZcC1qnp98Pn1wLFpZaOYCBoRNmzcGnFE0cGgs1Nqvs84MLg8lUmhE/mxbw4+bw6cT4tjmijOMQHUZfLHWIs5nKhzGosNrr06J/E6nEj9HseRN5oULVOGUHKZinNMGzZsY2ys3QHFHZNLy2aDvqhRmM+ldyGOQtvrJNIht0CC7EIdurNDILMtdivYIZ8thm112py0CHusVNo3WQxtD/COf/F08AujZrpHmPvKgN/2ChkDIfM4OMqIyA7ApcAinMZ6u6reHjn+v4G/Dj6OAa8Adga2Ay4HXoyLIS5X1c8kNPMnqnpO+EFVbxCRT2Tto4mgEWHz5hrPPz/R/LEnDQourTunFNbn3tdzOaVMAwO0OKZeBobsAkmoRS6pxiqtgqcqFWoRpxF3TFCMSIrmz3oFH5YZtGMCeH7TFqrVKlKRFhuMC3CfY3Lv89lg+HmsWmHLhMu3eSJmgxOtNhS1K5c3ZmcT6eIo7A9QuB26OlrtLM0Om232IJJc3mJtMV5/lCLs0RdVitse0GJ/SaI8+hnShZFL602YdxoDo+872d/YiKzLycBngBtV9U0iMgOYEz2oqp8CPgUgIn8GfEBV/yAiM4EPqeo9IrI9cLeI3KyqD3naWC8i/w/wNZzQOgN4KmsHTQSNCM8/P8GWTVuoVCtUqhWvQ4L2K6Lcg8JEvSen1HxP+8DQFlLOI45oHRhabz+NiB4R6hHRE3VMY1JpWfSXRSABTefUbHOaOSaArZu3Uq1WW+xvK2QSRe5zNht0ac7OtuK3wbBcmDdaNil6GR5LFUfh+wLsEFoFUrUi1CI2kiaQwno7inUozBZdG+3RpLx3RPZqj65w68fNGzc3bS5qf9tSRJFLyy7KIVkYhWXDz0ljIKSLI6Cj/Y3X/eKoX6gW9wBVEZkHHAW8Lah7G7AtpcibgSuCvE8ATwTvN4jIKmB3wCeC3gxcCHwHJ4J+HKRlwkTQiLB1ywRbN29tGQTiAwLgcUj1RFG0LTjm0pOv1ENhFHdK0YhROCgAqVfsoYOpNbINCr04JWh1TKlOqUeB1NJ24JhaNlALyorX0bR0ObdIgvR1GR3v9MmwYHXr5nBdRjWXDUY/x20wesy9D2xwgo7CaOtEYLtN+6mnC3RInNqFfHbYkocM0SNyCqQB2CL47bHbOyJ7sce4UArHPZ/tAR1FUfi5syiv5x4DiXzOG7XMYn8jzkuAdcCXReSVuIXM56lq26MuRGQOcCLwHs+xvYBXAXf6GgnuAjtPROaq6sa8nTQRNCJMbEsXQeH72gQtA0IohHyiaPJzqyjaischTdRbHVJDUxwSjFXdANkqdtKFUXRQmPBdEWW4YmoRRyLUGq3Oo/k+JXrUjVOCSedSplNy+f1X02lRnZ5EErBt81Yq1SqN4I7APDYY2pxfmLeL9PBvi2Oa6OyYOgkjSLdDyOicgPHINGImW2yzn0kGbYthuyFpgh3y2aPLn08kuUKRacbNz0N1nEqCvUG7OK9N1FPGwLgoqreJ8nAMhEi0MjYG5rU/b9Sowzg45MwXkegDPZer6vLI5zHcw0vfq6p3ishngPOBj3nq+jPgJ/Hb2kVkLvAt4P2q+pyvEyJyBG7d0Vxgz0BwvUtV/zbLSQxMBInIibj5wipwqapeNKi+jAIT2yZobNtCIxgMGtVG8wcfd0zhsdAZSUWo16POyOX3hY7TRVHgwBvdDAjtwmii7gkjN1odUjS/K9O9Q6rVJwVIKI7aHFKl0pIPaDql8K6N0CmFi2JDpxSeZ+iUWu4kSnBKLZErj0CKlu0lihSW6UYkAbD5ORrVMRrV8aZDCu0M2p1Q3Cbr9QbbtpHglHyiaNJGQzuseURREXboixpltcNombZyOYV6mi2Gebu1xWha3BZdvnz2mFWwu/zdifYmm5+D6nib/aXZW1yQZx8Dlbgoqlc1IorS7S8Uu52EEWQfB/tJzrvD1nd4gOpaYK2qhhGcq3EiyMcSgqmwEBEZxwmgr6vqt1Pa+TfgBOBaAFW9V0SOytB/YEAiSESqwOeA43D/qJ+JyLUJi54MoLatBts2Q3WCRnW8TQwBLQKoWnXPlgs/a8N9rtcbwWAA1arGBoPAgWZyRrSKImAsFA/h8WBAqDedSHC83lreHWsdEMar0vwxhgPCeGUyrZNDGq9Kc247Wm68Kq1XxV04pG7FEbQLpMwOCUA1k0CC5OhO6pqMtGjQts1QHYNqrcUGgUyiPPysDXeVnu6UJu1w8n27HXrFOdntMK8w8l21R8tAq0iP2lwvtgit9pgmjsAfPYqed9kCCfJFNV17KU5/62YYq3ntzxedTBoTQ0HUKsid6IkLclc2WRQB/nEwLsrpPA52Ekajiqr+TkQeFZGXq+ovgWPwrOkRkRcAf4pb0BymCfAlYJWqXpyhrUdjNpd5g4FBRYIOAVar6sMAInIlcBr+RU8GUK/XoR5MEtfbB4LwR1+v11t++NHPMOmInBNygqharVCr1duujlzZ8MevVKuuTDhIpA4G5BBFkUE77oygVRiF+ITReFWadWa6Uk9wSPGoketPceIofu6QLXrk8uUTSHFnBF0KpK1uSiLujKiO06hPdBTl0c9AZmHePl3WLoq6tUNIc0zttjhWqbTYS0g3Ij1aLl42botAYhQTaBFH8bwwPPYY1pHHJl2hyOKYeooYqjcSLwLjnwG04QSR69ek+E6+MKRFFBU1DkL6BWI/US18n6D3Al8P7gx7GDhLRM5xbemyIM/pwE2xtUJHAn8D3C8iK4O0vw/3AorxaDAlpkE77wNWZe3goETQ7sCjkc9rgUMH1JfRoV7zJofrWhv1yR94/HMohqLp1WqVWqPeFDb1Oi2CKJqWJojieWp1N49eq7uHFtYaoVgIPoeDcGwwqFYr1Br1mChqrQcmnVHmq+2GNgfpsFzb+w5X6j5nBDT7C/mdkcuT7oxcvfU2J1Ovtzojl0/Lc0Y+26tPBM5oLCgLjXrdK8or1UqL3UUdFnVShHmr8J60vajNRUVTPqfUyRZd/lg9HluEjFHIyPfbYrsd7LhZ3iPUoRhx5PKE9WWPZkK5Aol6LXg50d1+fKI5TQa02lbsc5I9huOg60fnC0Nnf+2CHLoQRRFba4tWjjiquhKIT5kti+X5CvCVWNptuN2fs3AObmnN7jgtcRNwbtY+DkoE+U6u7VsXkbOBswH22HPPsvs0/NSCK6Jq5GsLrpIa0LwayksVNwhIy2Dlc0LhANdoEz55BRHQIorGIgKoOaB2IYqgXdxkdUS+stDuyCAQHCnCKKzf5Z3spy//QMQR5HNG0avxkOqYNz2PBbYI9zodhPmknbU7pHy2CBGnFBPoUacU2qNfFEXqith2HnGTVRhBZ3ts9qNHe3RfRT1VHLl62+2qFJuMih+fHUaI217UvjpdFIb2V6eR68Kwl7EQ2kV51P6MzqjqeiY3XMzNoETQWmCPyOcFwOPxTMFK8+UABx28eGpI414YG28VQDHCq3D3vv3HHwqkakQsRa+OtKHU24aRStP5RNOCFhM+t+ZLGgSieeJOCGgRRdVYWku+LkRRPD0eLYJkYTSekC8qjFy/Wgf0aNTI5Z90RL78cUfk8hTniJp99jijNivzXoFPRoGakaLquLsyb8+diypVry062p1UXocEpEYsod0pRdfNVGNCqU1gFWCPYd1ZhXpbHTmimC7/ZH99+aF4cQQ5BFKcqM3BpECqjtMIKk8a99LrnRRDrbSL8V4EEaRHzAeBArVGr7/e/iIiLwO+ALxIVReJyAHAqar6z1nKD0oE/QzYW0QWAo/hVoa/ZUB9GQmq1WowFx784FveTy5Qje6dEceXFgqkqBAKpyXcj7ZBJ5HTWQwl5/UJotbyyWmtg3j03BrB8ckBPa8TipNUvlMdRQsj8DuisbgjyeiIAGhkEEeh2KmOOzEeTYu/95AkykPbA9rSqgRrhjraXVJ66+e4Q4oe61agu3pbo5bR+lrKJ0yhJUWLIF2ot9hggk378qZFMePn5vJ3Z5Ou3nRxBEClfbxoEe3V8c72l0DSBWA0rdmNIbK/6NhldOT/A/438EUAVb1PRL4BDK8IUtWaiLwH+B5QBS5T1QcH0ZdRoVKtwIzZ7kNE/ISRn7j4qXaZnoWoQHJ/42uEwqBdZPFqwjH3w29N8wkaf9pkeidB1J7upxtRlFaHN2/8Xx0bSzs5IV8ZX9TIJ268eJxQW/nQ5sZiDglaP0cEufubLMrbmvOIoyRh7qYo1BOlhGRnFE2L523PnyaIksr6opbpffD/X/JGL9vKeKbSsgojd575xLqvjDu9RixPNsHu2ghDRWPT1v76jaq2rDUbEeao6l2xKXz/AloPA9snKFjl7VvpbXgYnzEOM9xjV/IKn6zHomuCopuKxfGlhUQXscbTWu4sC4RTrd4qhtxVUJBWaRdIbmpicqqgXp8UWpOLCZOcTD5BVBadHBDgCabFEnxXiRmEUR4n1OLAZsYFeNwRdXY+WYV5GkmOyHcsKs5dO+1pk33LKtAhPWLpT+8UJXJ5sl39p0Yek75LT96ihZE73c7CKKtdNpkZPG4qHgmHRPtz74u7AOwkhMBvf47u7c/IxHoR+WOCdcUi8iaCR25kwXaMHhFmzp7J2Ixx7w83i8NJOu4TPvH30ccf+PP66/DhE0JRQiEEbm46uj5hLC6aOoght1bD59AgyYFFpycGSodokXfKMYMwqlaEmrYmxnch9uKJQjabzSF8ou+z2nCSjaYRF0Kd09odlc92oiI9m8AuJj0t8phGmijqiphddiOMgIQZ84SIZNP2uhc+vmPR453sU1L+h1EhFJJ+MTh5232S/TlGa23OADkXt3Z4HxF5DFhDjoXSJoJGhLHxKjNnz/T+gKGz2IF0Z+ITPfH09jJJ+bK1ExdAPnxCyL1vRNZnaGR9RmcxFNblPrdGnuK3JPvWa0DyHT5he0n1dKqrWV9ciHUURe2JY5UKNdW0LA6P82kTRjPmeJ1N9H1ee0xzSpBPoKfl8eETQtH3UUfli1ZCu226POUI9bhtZiVum6WQc3oXyC6MwImgDIIH8tlgL2Nmkg36SLK1yePt9heW6zeqNO1xVAj2GzxWRLYDKqq6IU95E0Ejwpw542ydO7slLR7GjV+tpAkQSHYg/s+d6u6+rmjYNz4tlHVxYNoVb/SYTwxFnVq0zU5rLCBBwBQoiJp1RveEqUqbuHH7xLS2G7/LwyeKxkSox5ykL1o0Y/ZMdyzBycQ/d5MvzX6z2m6ayO42ehknSUCHx5KEusvXWQy5upOiT8kLq5uf+7jHTBbBHrdNR8ZIJjA2O1wG0P0FYJ58WYQP9G6DSfiEkpGMiOyEe4r8q3EbJt4GfFxVn8pS3kTQiDB79jjPz5oBJP+QfFckWdf0+KIyWfJlqT9N9EympYuftuPxAamHkH/UcUHrFb7v9uSWz567eaLH4/v75BVEvjJxQQS0iBuf0+lFFIGbjg1Jcy6+z0WK9Sz50wV59rqyRCp9JAkhaI9aVj0iKSwH7WLI5e0cuWx+7hRx7EGw+8gUxYQ2DeSzz5DQ9jrZ1SDtsMyLxn7ibpEfguUA+bgS+DHw58Hnvwa+CRybpbCJoBFh7twZbNvmv1sgbbDu9INKKptULjm9vZ6khX2+PTB8EZ9OwseV6yzeuhFIUSEE6bckg3+RKSSLIV+eJIEFvQmiaPvRPmQVRZAugsC/ZiKPDWUR8N2L8u5FVLN/cZvKIZA6CaFoH+IRzZZoUooYgu4Fe5gnjyBqpuWMYob97yTawz5AsggK6cUeOwmdrOX6ZYeGlx1V9RORz/8sIm/IWthE0Igwd9Y42+bmu2Uy7xVFlh9d2h0LaY4haVorqUyigMrhbL2bAGaIQrmynf93nYSQL0+SGIoLLKCtbiBdaPUgiFx665RLtPzMDlFISF8bkVYuj7DOm7+XSGgW4dMpYumtp4MoTxNC7nN75DLal17EddYIpi8ti2gP+x+SNLUb7cOMDLbXjV0WcaHXS96sdmh05IcisgS4Kvj8JuC/sxY2ETQivGC7GX3fyTPvZl1Zr45ThVSKg0gd6BLK5YlGuXra8yfdldPN3Tohvj1e4nV2K4agPWoA3QsigO23n0lWsg7k3UYps5TPK6yyimPIFrVMrDOHiI/SSQhBtugltNtTlghmtO9ZbLVbQQS0iaI5c9yi6KwXdVny9WZb5YkqSB8fS0fVs+/R0PMu4IPAf+IeyVUBNonIBwFV1XlphU0EjQhzZ41Rr8/wHhvkHG4va3GyDmqd2ig6OgX5hU88AtQpf57/m+/26KSoU7xNnxiCSUfTenuzXxABzJ7d3VDR7fqG7A5vNKOXkDAtmDF6mRWv7XgimJBBWHcRHYrWH20jqyACtx6yl3UyeaMrRYmttHa7tUmjHVXdvpfyJoJGhJ3mtD+7Ke/OnsN462O3A3zmqFOHaFanaE7a8STh06lcklPMG1nyCSHwO748YgjaHd7s2Z5nhxVEr1e+eZxGluhmp/qKjmSWGcXMQ5bpXPDfiZkktiB7JDOaNzq2zZ2bPQrZC91MReWx3Y52NQSPyRjFhdEiciSwUlU3icgZwEHAJar6SJbyJoJGhJ22m/yqOt2hkXU/kSI3Bex2qq7oH35eIZElf5rYyVpPmnNMFVpdirAkfNMo4MSQ74ny4YA4d1Z5IqgIerl6zurIskTvOkUH0uooOmJVVDTTR5IQ8tWfFMn0temrY+aM7I/0idLviEpZywdGGRHZAbgUWITTWG9X1dsjxwX4DHAS8DzwNlW9Jzh2YnCsClyqqhclNPMF4JUi8krgw8CXcFNjf5qljyaCRoR5s9xAkCRc0gRNJ2WfRwwlC7DBX8VkpRvxkFVcZXGUvUSfoHP/U6NQKceShBC46dheKesKs9AdkQO6mX7J0o8sgquXiEE/BXUSWaNC0FkMQTG21296jm6WYNMD4jPAjar6JhGZAcyJHX89sHfwOhQnaA4VkSrwOeA4YC3wMxG5VlUf8rRRU1UVkdOAz6jql0TkzKwdHD3rmqbMHW//qpKmwxKFUooT6iSEwuOzU3MF/RqxcGoa3QxGeaJR/YpEQQbnmiCAALbzRILyTq/2Z1KjPwx6Ghcy2k4PgrqbKd2s/YqTNLULftsDRnEB79BvgljkjtEiMg84Cnibq1u3Adti2U4DLldVBe4QkR1EZFdgL2B1sBs0InJlkNcngjaIyAXAGcBRgYDKHLo2ETQivGDG+OQdPeHdE5Gv2Tcd5RMjbY9RCNNTRNBEXVNNKusOtUU/k6vX+nq5u6uMuvNcjWeOTGURRyniJ2TWuGdKwpfmod93NQ4b3U75DqOY7nRR0G0kKg2v7bkKO5YdxnWQWZkCD1B9CbAO+HIwVXU3cJ6qbork2R14NPJ5bZDmSz80oZ2/At4CvENVfyciewKfytpJE0EjwIf//kLu/s3TLWl+gdP+g/ft/usTQrWqf7CoNZSkaHRYjy865BVVHiHVi5CZqA5fxKmIaYVunEWuxcEZRA9MOrw5f/o31La4Paq6eyRD+2Be9kNq+/UQ3LKEdLf1ZrW/fk7vZsmTeHflq89g1oaJjvWnNAyYEM+KkuuGm/kisiLyebmqLo98HsMtUn6vqt4pIp8Bzgc+Fsnj++I1Jb09UfV3wMWRz48Al2c7BRNBI8N4pcJ2kSkxnwiqx0RQraFtW9bXGto2LVHTBjM9Vx11T3mXPyGaFB1oPO36iAqspHqTGB/AAwb7TU8LfjOKnWb+lLvWZo87+4gK3p6mPQNBXKRYabkVewQXnRa1LqcrEV1CFLKI6NR4VZgzI39EpH3n6u4WVxuprFfVxSnH1wJrVfXO4PPVOBEUz7NH5PMC4HFgRkJ64ZgIGhFmjleoBBtGNxowHhsX3JRqa2JcVNQayszYWOCEU6UtH5AoZKIiKhp9iguplihUvK4OgifTlVu1N0ecV3QNirxiJrWuLhztnLixBfQqYCbqyQ+9zUNoA6MofMqil/9rV1O5eabuckSrxhvSYn9Zba7Ihd4++vmQ2lElmJp6VERerqq/BI6hfU3PtcB7gjU/hwLPquoTIrIO2FtEFgKPAUtwU16FYyJoRHARgWAwiAiKRvPHOPmjrwfOvRqkhXoi6su0KQAiu9CGj0iI1B8VGdH0yahTxZs32k+fUAmFlG8Kz7VV8U7lxalVcu6VFH00hDfimp8yF4L34y6RTmtWxqoN5lBpv7rusm8TBYgW394yvdCv6bN+UaQgLHtqrlM70d9AGb+Hbn6/U1Vwq2rRU4fvBb4e3Bn2MHCWiJwTtLUMuB53e/xq3C3yZwXHaiLyHuB7OE9ymao+WGTHQkwEjQjj1QpVcT/WejSCUW0VOjD5pTa0NaLTaPmxS1tdcdEEk8JJ26Imrc+WgkmRFB9UwvT4dF1LPb6BKEVENesmWUhFCQXVWI6weNZI0djIr1/0E0agxkSg2t3UnG99Qe5NIX11dOEM067ei3ZqgxBV/XLMvUZZ8kaNyj6vXuufagK6SFR1JRCfMlsWOa7AuQllr8eJJC8icj8J64SC8gdk6WNPIkhE/gL4R+AVwCGquiJy7ALgHUAdeJ+qfi9IPxj4Cm55wfW41eJmRR0YqwqN0CkRETgh1bjIAZD8gimoy+VLF00uqxC/cEgTTknCYmbK1NZYJV3k1Brpg1itoYxl1D5RQVXNESnKErUaVWaNVTPffRgn7aGqLXWlDAH5nthenNDpxbmVPR0zTBQlUpK+5zld7kHWrymroiKaw0LeJxEMkFOCv6GI+s/g71/jokqZ6DUS9ADwRuCL0UQR2Rc3h7cfsBtwi4i8TFXruM2QzgbuwImgE4EbeuzHlGe8WqERiQRVYg660YCK58dY8TiXsJ4oPrtveNai+OrzCzB/nT7RFDLm6VfQaqqTrCaWc9GnLE/tbvbBtxI8IW+UbkTWyNAAfA8NzeCbsobWs05NdhJeRYiuZl05ndsIOY/SKWo35F7q6afo7ZbpJJaLRlV/C+6xGap6ZOTQ+SLyE+DjWerpSQSp6qqgE/FDpwFXqupWYI2IrAYOEZHfAPPCbbNF5HLgDZgI6khFpLn8pl0AKb5Znn6JJZc3o2BKqDe17gaMJywOVvU/BgKCHZBTRE3oUDvNkEWn8fIIKh/diqyBUmk4IdQFnaYf8y5OTxNeedYydBJd3XwPRQqwqUreRf61lN930WRpx4TuULKdiLxaVW8DEJEjgO2yFi5rTdDuuEhPSLgB0kTwPp5udGC8KkTH5egeYFFRE53WigqgRoLDD6e3soilhkdUhXX7RVh7WpIIS6ob0kRT0nYSnYUTdH6EREiScPE5yjSf718T1UqayBqYQGpUEiNdvUa20qYc804xpgmuIsUW9LbvTJao11CK4T7QZv9DFjhNErpTRdgWuWN0H3kHcJmIvCD4/Azw9qyFO4ogEbkFeLHn0EdV9ZqkYp60XBsgBW2fjZs6Y4899+zQ06lNpSItA0IlXLfjWaMT0q1QglZnniaU4nVH6+8lYpVWf9hGkiCL9z9+HmnCKcQnoOJrnNIiUD7yiCkfST4+i7gqC985FeXAfcKrW9GVJLa6XcuVJLiKcoZFRbxGnVF5hlYobKereB0kqno37gGq8wBR1WfzlO8oglT12C76lbQB0trgfTw9qe3lwHKAgw5ePK2tqxqZDotSQbzrcaCzUIoL/iKEUjy/K9Nef7QNn1iK199tG2ntRNvytRdvM4t4gmwCKkrSU92zUqYQAdx0WA58jqswYRQ7117rLVJogV9sFb1o3ifApkokYhRp2XZjRERbEqpKfcSm/ERkJvDnuOeNjYXLc1S1/DVBKVwLfENELsYtjN4buEtV6yKyQUQOA+4E3gr8R0l9mFJUKkDSXVCdFqgmjOlJIgmKE0qQTSw1EqJW0XaSxFK8jbR2OrUVbc9XNt5up7YnSY50+cgrpOLEhVUvTnKMas9io9UGiotkRJ3OdBFaPuLiayrfrVgGPf0+unw2nFEY1wDP4p5NtjVv4V5vkT8dJ2J2Bv5bRFaq6gmq+qCIXIXbHbIGnBvcGQbwbiZvkb8BWxSdGd9vrdEIokSpBTtUnDIeV6p+kQRu4PVNH4fCwlcuFBVZhVK0jCvX3k7zWKrwySaY/GVb86e126ntKNnEUxT//yELUVHVzY4UY1UpbqqH8HlOxTrq8P9Z9PRgKLSK7G9UaJUxhRIVXiN5R2KEfgi6IndlN/rOAlU9sdvCvd4d9h3gOwnHlgJLPekrgEW9tDsdiQqdlihHB4EzaJEE7dEkVy6/UIKoo0srl9yer820KFa0zU7tZmnb176vnqS++PqU1K9kuhNTvQqpOGG0quipHBNZsfpL+n/0g5o2qI74FNOoUR+9hdE/FZH9VfX+bgrbjtEjSJqoaYtqpAic0AGWKZKgu2iSK9ebUIJixVK0bLdtt9fhzZKpL3n6lUSaqEwn+X+Yl3GRQkRVGyXNUhQxPeijWh3sIvd+ked/NyY21WR05NXA20RkDW46THCbUZe/Y7TRPyqVbFGCogSSayNbnfG+tdejbp+jBNJEEnQvlKD7qFJr2d7aTmo/2oe0fmTpS55+pdefz7k7x927IGh02PW7G8oa3GpazINfvTRKdPo5F7gXRVz0jPri4TIYliid6khGgl7fS2ETQSNKmvDoRiBBOVGkIkSS60yHQaKDE61UpSuhBL2LpbB9SBcmWYRIVtGUtV9tZVL+T2nt5BVPcYoSUyGNhncT155R1dLWj5QprmoNpdrHqEqeDUaHkX6LklH8Hw0aEZmnqs8BG3qpx0TQFKQbgQT9jyKF9fZFJEFPQgk6O/ssU0uVlMeGRPsB2abAsoiPvFNe/RJPbRR0Aepsqpi6opQprKC8xbmlRq6i7URvPhiCaaxephZNlIwE38A9P+xu2vchVOAlWSoxETQixEVAtw4nSXB0cqZ5BJJrJ7muqHPtm0iCvgglV0f64axRj6yCKast5I7YZPl/tdWfq0i8gp5pNLTzGrecNDcLLdivh/+rMoUVlCuuovRbOHSK1gyDEBs1lNHZJ0hVTwn+LuylHhNBI0qS0y9aHMHgBFLWurOIJEj+nzXzqVLtMG7WG53rySJMMguSDEIkj/goVTRBbuEU0sjwf+1YRwbBnL0/0ahGcc49z52deYnaQBnCCvojrqKk3Tk4zNGaYVnjM2iC54VuAOpATVUXx47/NfCR4ONG4N2qem9w7APAO3FRnfuBs1R1i6eNy4H/Af5HVX+Rt48mgqYYRYsjGB6B5NrLVne0/iyOMUs0KYtIgmxCyXUsS5bixFKTPIuQ8zrqbiNBXYoniOwWXoCIananBDEFxQoqKFdUQftFST/EVZRB7d/T67YNwyzQBsBrVXV9wrE1wJ+q6tMi8nrcEyIOFZHdgfcB+6rq5mDfwSW4PQbjfAV3h9h/iMhLgJXAj1X1M1k6ZyJompDmIEZFILn2kuvLE0WKt1HUlFvRQilzdCOP+ChLMEFXU1q9TGEVsf6nKBHVrK8EMQUJdziWFKUK6YewgvLEVZysWzFM280T+3x3mKr+NPLxDlofqzUGzBaRCWAOCY/YUtUfiMiPgD8BXgucA+wHmAgyslFG9Ai6X38ExQsk1272NuLtFDnlBgxGKJFPcOQVGN1MaXU7hdV8vlwP4imkKBHVrK8AB+rdo2qEBBV0/zvtlixTwv0SW3FK2QdrNFDgJhFR4IvB80CTeAfBEyRU9TER+TTwCLAZuElVb/IVEpHvA9sBt+Omxf5EVZ/M2kETQUYi/RZHUJ5Acu0m1+kbQAchkqAcoRTWW4ZYgu4EE3QnmqA7QVDUOp+8d0p2wrtpZwlRqZb6SxZUULyogu5/30XR7cL/QYmvvLh9gjKP7/NFZEXk83KPyDlSVR8XkV2Am0XkF6r643hFIvJanAh6dfD5hcBpwELgGeD/F5EzVPVrnn7cBxyMexLFs8AzInK7qm7OchImgozclDW1BuUKJCguitSprXZHmU0kQTlCKW+9ecQS5HN43Uxh9TJl1Ytwcm0Xu66naBEFKRt6liymoD+CKqQMYQU5to+wG86irI8vdI6jqo8Hf58Uke8AhwAtIkhEDgAuBV6vqk8FyccCa1R1XZDn28ARQJsIUtUPBHnmAmcBXwZeDMzMchImgoxCKSt6BL0LJBjOKJKrP9vi7Wb+jNNuULxQitafVyxBfsHk2slcJGhv8n0vwsm13b3jLXraqewpprLFFPRPUEEx40IRFLkR6KggItsBFVXdELw/Hvh4LM+ewLeBv1HV/xM59AhwmIjMwU2HHQNEo07ROt4DvAYXDfotcBluWiwTJoKMvlCmOILe1h+FlCGQXB/ytZXUXlnRJMgnlLLWH20jj3PrVTC59jIXC9ps/dyrcJrsRzHRp5AinHXZU0od97bqQ3Sq2VYJd2l1szt62SKrOLTIhdEvAr4TTAWOAd9Q1RtF5BwAVV0G/AOwE/D5IF9NVRer6p0icjVwD1ADfo67c8zHbOBi4G5VreXtpIkgY6AMShxBfwSS60PysSSHUbZIgnKEEvQmlqC76BJ0L5hcm5mLBm23p3Xr3MtYBN3tzvBZ6MXe89AvMdVsL/OUWLmCptdH0AwLqvow8EpP+rLI+3fi9gLylb8QuDBDO5/qoZsmgozhpMx1R802hlwguX7kbzOp3bxTbpBfKEH+qFLWduJtdRtdgvxCoIh1PEVPNZU1rdSPdTmZdkzvQ1Sqpb0Biaq2fgxwj6ERfYBqT5gIMkaOsqNH0B+BBMMlklx7+aJJUJ5QgmLEEvQmmKB30eT6kKuKoC/Jx8oQT1BuFCpklIRUSN47w4oWVUY5mAgypgz9EEdQzPqjkF6iSK4vycfSBu2yRJJrtxihBN1FlbK2l9Rmr4IJihFNri+5qmlShniC/qzD6edi5jwLlgcpqIzyMBFkTHkGLY5g+AQS9CaS0vrQTTQJyhVK0JtYSmo7r8MvWzSFFB11atZbsoCC/oko6L+QChnWW+1VoVabGmuSstKTCBKRTwF/BmwDfo17wNkzwbELcJsf1YH3qer3gvSDcc/6mA1cD5yn03g7TWNw9GPdUbOtIRNIrk/pxzs5xX5Hk6B7oQS9iaWsbXfqQxFRJujOeZe1oDnzw3v7IKCgvyIKyn90iVEuvUaCbgYuUNWaiHwSuAD4iIjsi3vY2X7AbsAtIvIyVa0DXwDOxj0n5HrgRIKtsg1jWOhX9Aj6K5Bg+EWSa7tcoQTliaUi+gDFRZlCyhBOUL54gv4JKChmYXK3d3gN/lb6Qm+RHwl6EkGxZ3ncAbwpeH8acKWqbgXWiMhq4BAR+Q0wT1VvBxCRy4E3YCLIGBH6KY6geIEExUSRoPv1SFn6kaUvvQgl6C2qBP0VS536AsWLJihPOEFvU0L9vOurm9/2IIWUkY8iZybfzqSY2R14NHJsbZC2e/A+nu5FRM4WkRUismL9+nUFdtUwiqUi0ve7Qcq4lbYqUsjVaKXS+7qHIvpSqUhP/6civtdqJbtgytKXouws/N8UbUfh91ZmVCO0r36srSn6/5653QHeKj+d6BgJEpFbcM/hiPNRVb0myPNR3K6OXw+LefJrSrqX4GFsywEWL16ss8c79dYwBk2/By4bKA3DKAbbJ8iDqh6bdlxEzgROAY6JLHBeC+wRybYAeDxIX+BJNwzDMAzD6Cs9BRNF5ETgI8Cpqvp85NC1wBIRmSkiC4G9gbtU9Qlgg4gcJu5BIW8FrumlD4ZhGIZhFIM2NNNrqtDr3WGfxT2u/ubg4Wd3qOo5qvqgiFwFPISbJjs3uDMM4N1M3iJ/A7Yo2jAMwzCMAdDr3WEvTTm2FFjqSV8BLOqlXcMwDMMwjF6xHaMNwzAMw0BVqdfrnTNOIYZ0827DMAzDMEYZEamKyM9F5DrPsaNF5FkRWRm8/iFybAcRuVpEfiEiq0Tk8LL6aJEgwzAMwzAAaBR7i/x5wCpgXsLx/1HVUzzpnwFuVNU3icgMYE6RnYpikSDDMAzDMApFRBYAJwOX5iw3DzgK+BKAqm4Ln0laBiaCDMMwDMPIy/zwiQ7B6+zY8UuADwNpoaXDReReEblBRPYL0l4CrAO+HEylXSoi2xXffYdNhxmGYRiGgarmmQ5br6qLfQdE5BTgSVW9W0SOTih/D/BHqrpRRE4CvovbU3AMOAh4r6reKSKfAc4HPpb5RHJgkSDDMAzDMIrkSODU4KHpVwKvE5GvRTOo6nOqujF4fz0wLiLzcU+WWKuqdwZZr8aJolIwEWQYhmEYBijU6/VMr9RqVC9Q1QWquhewBPiBqp4RzSMiLw6eHIGIHILTI0+p6u+AR0Xk5UHWY3AbL5eCTYcZhmEYhlE6InIOgKouA94EvFtEasBmYEnk+aPvBb4e3Bn2MHBWWX0yEWQYhmEYRimo6q3ArcH7ZZH0z+IeveUrsxLwrjcqGhNBhmEYhmGg5FoYPSWwNUGGYRiGYUxLLBJkGIZhGAZo4TtGDz0WCTIMwzAMY1piIsgwDMMwjGmJTYcZhmEYhoGiHfcAmmpYJMgwDMMwjGlJTyJIRD4hIveJyEoRuUlEdoscu0BEVovIL0XkhEj6wSJyf3Ds38MdIw3DMAzDGCDBwugsr6lCr5GgT6nqAap6IHAd8A8AIrIvbqvs/YATgc+LSDUo8wXgbNyD0vYOjhuGYRiGYfSVnkSQqj4X+bgdEG55fRpwpapuVdU1wGrgEBHZFZinqrcH22NfDryhlz4YhmEYhmF0Q88Lo0VkKfBW4FngtUHy7sAdkWxrg7SJ4H083TAMwzCMQaK2Y3QbInKLiDzgeZ0GoKofVdU9gK8D7wmLearSlPSkts8WkRUismLdunWdz8YwDMMwDCMjHSNBqnpsxrq+Afw3cCEuwrNH5NgC4PEgfYEnPant5cBygMWLFyeKJcMwDMMwekOBht0inx0R2Tvy8VTgF8H7a4ElIjJTRBbiFkDfpapPABtE5LDgrrC3Atf00gfDMAzDMIYLEZklIneJyL0i8qCI/JMnzwtE5L8iec6KHa+KyM9F5Lqy+tnrmqCLROTlQAP4LXAOgKo+KCJXAQ8BNeBcVQ3l5buBrwCzgRuCl2EYhmEYU4etwOtUdaOIjAO3icgNqhpdL3wu8JCq/pmI7Az8UkS+rqrbguPnAauAeWV1sicRpKp/nnJsKbDUk74CWNRLu4ZhGIZhFIwq1CcKqkoV2Bh8HA9e8WUtCmwfzAzNBf6AC5wgIguAk3E64oOFdMqD7RhtGIZhGEbhBNNZK4EngZtV9c5Yls8Cr8CtDb4fOE9Vw9vTLgE+jJtpKg0TQYZhGIZh5GV+ePd28Do7nkFV68FmygtwewXGZ4FOAFYCuwEHAp8VkXkicgrwpKreXeoZYA9QNQzDMAwD8k6HrVfVxdmq1WdE5FbcEyIeiBw6C7gomDpbLSJrgH2AI4FTReQkYBYwT0S+pqpnZO1cViwSZBiGYRhGoYjIziKyQ/B+NnAsk3eQhzwCHBPkeRHwcuBhVb1AVReo6l64R3D9oAwBBBYJMgzDMAwDAIV6rajKdgW+Gjw3tAJcparXiUh4F/ky4BPAV0Tkftxmyh9R1fVFdSALJoIMwzAMwygUVb0PeJUnfVnk/ePA8R3quRW4teDuNbHpMMMwDMMwpiUWCTIMwzAMo9B9gkYFiwQZhmEYhjEtsUiQYRiGYRgUvDB6JLBIkGEYhmEY0xITQYZhGIZhTEtsOswwDMMwDLcwumYLow3DMAzDMKY8FgkyDMMwDMNukTcMwzAMw5gumAgyDMMwDGNaYtNhhmEYhmFg+wR1iYj8nYioiMyPpF0gIqtF5JcickIk/WARuT849u8iIkX0wTAMwzAMIw89iyAR2QM4DngkkrYvsATYDzgR+LyIVIPDXwDOBvYOXif22gfDMAzDMHokXBid5TVFKCIS9G/AhwGNpJ0GXKmqW1V1DbAaOEREdgXmqertqqrA5cAbCuiDYRiGYRhDgojMEpG7ROReEXlQRP7Jk2cfEbldRLaKyN9F0vcQkR+KyKqg7Hll9bOnNUEicirwmKreG5vV2h24I/J5bZA2EbyPpyfVfzYuasSee+7ZS1cNwzAMw+gfW4HXqepGERkHbhORG1Q1qg3+ALyP9mBIDfiQqt4jItsDd4vIzar6UNGd7CiCROQW4MWeQx8F/h443lfMk6Yp6V5UdTmwHGDx4sWJ+QzDMAzD6BGlsIXRwWzPxuDjePDSWJ4ngSdF5ORY+hPAE8H7DSKyChcw6b8IUtVjfekisj+wEAijQAuAe0TkEFyEZ49I9gXA40H6Ak+6YRiGYRhTiGAt8N3AS4HPqeqdXdSxF/AqIHfZTPU7sVZARSK/ARar6noR2Q/4BnAIsBvwfWBvVa2LyM+A9+JO6HrgP1T1+gz1rwN+m6Er84H13Z3F0DIVzwmm5nnZOY0Gdk6jwXQ/pz9S1Z3L7EwUEbkR178szAK2RD4vD2ZvfPXuAHwHeK+qPuA5/o/ARlX9dCx9LvAjYKmqfjtjv3JRyj5BqvqgiFyFC13VgHNVtR4cfjfwFWA2cEPwylJnJkMQkRWqujh3p4eYqXhOMDXPy85pNLBzGg3snPqLqpZyt7aqPiMit+LuBm8TQT6CdUTfAr5elgCCAkWQqu4V+7wUWOrJtwJYVFS7hmEYhmEMFyKyMzARCKDZwLHAJzOWFeBLwCpVvbjEbtqO0YZhGIZhFM6uwFeDdUEV4CpVvU5EzgFQ1WUi8mJgBTAPaIjI+4F9gQOAvwHuF5GVQX1/n2XpTF6mogjyzkmOOFPxnGBqnped02hg5zQa2DmNKKp6H25Bczx9WeT972i9WSrkNvx3kxdOYQujDcMwDMMwRgl7irxhGIZhGNOSkRZBIvIpEfmFiNwnIt8JbsMLj02JB7iKyInBOawWkfMH3Z+sJG17LiI7isjNIvKr4O8LI2W839mwISJVEfm5iFwXfB7pcxKRHUTk6uC3tEpEDp8C5/SBwO4eEJErgi38R+6cROQyEXlSRB6IpOU+j2Ea9xLOaaTHct85RY7ZA8aHGVUd2Rdut+qx4P0ngU8G7/cF7gVm4jZ0/DVQDY7dBRyOm2+8AXj9oM8j5fyqQd9fAswIzmnfQfcrY993BQ4K3m8P/J/ge/kX4Pwg/fws39mwvYAP4vbBui74PNLnBHwVeGfwfgawwyifE25n2TXA7ODzVcDbRvGcgKOAg4AHImm5z2OYxr2Ecxrpsdx3TkH6HsD3cHvczR+lc5our5GOBKnqTaoa7vF9B5MLrKbKA1wPAVar6sOqug24EnduQ4+qPqGq9wTvNwDhtuen4Zwuwd83BO+931lfO50BEVkAnAxcGkke2XMSkXm4AfxLAKq6TVWfYYTPKWAMmC0iY8Ac3M70I3dOqvpj3POVouQ6j2Eb93znNOpjecL3BPaA8aFnpEVQjLczufHi7sCjkWPhg1p3J8cDXIeApPMYKaR12/MXqXsuDMHfXYJso3Kul+AGtUYkbZTP6SXAOuDLwRTfpSKyHSN8Tqr6GPBp4BHc84eeVdWbGOFzipH3PEZt3JsSY7lEHjAeOzSy5zQVGXoRJCK3BPP68ddpkTwfxe1M/fUwyVNV7ge4DgGj1t82xG17/i3g/ar6XFpWT9pQnauInAI8qap3Zy3iSRuqc8JFTA4CvqCqrwI24aZYkhj6cwrWyJyGm2rYDdhORM5IK+JJG6pzysjIj3tTZSwXkTm4h4z/g++wJ23oz2mqMvT7BGnCA1xDRORM4BTgmCCECFPnAa5J5zESiH/b89+LyK6q+kQQ/n0ySB+Fcz0SOFVETsI9N2eeiHyN0T6ntcBanXyw4dU4ETTK53QssEZV1wGIyLeBIxjtc4qS9zxGYtybYmP5H2MPGB8Jhj4SlIaInAh8BDhVVZ+PHLoWWCIiM0VkIbA3cFcQOt4gIocFq+7fClzT945n52fA3iKyUERmAEtw5zb0BP9f37bn1wJnBu/PZPL/7/3O+tXfLKjqBaq6QN0jYpYAP1DVMxjtc/od8KiIvDxIOgb3zL+RPSfcNNhhIjInsMNjcGvSRvmcouQ6j1EY96baWK6q96vqLqq6VzBerMXdKPI7RvScpiyDXpndywu3oOxRYGXwWhY59lHcqvtfEllhDyzGPcDt18BnCTaMHNYXcBLuzqpfAx8ddH9y9PvVuFDufZHv5yRgJ+D7wK+Cvzt2+s6G8QUczeTdYSN9TsCBuK3r7wO+C7xwCpzTPwG/CH7r/4m7E2fkzgm4AreuaQLnSN/RzXkM07iXcE4jPZb7zil2/DcEd4eNyjlNl5ftGG0YhmEYxrRkpKfDDMMwDMMwusVEkGEYhmEY0xITQYZhGIZhTEtMBBmGYRiGMS0xEWQYhmEYxrTERJBhGIZhGNMSE0GGYRiGYUxLTAQZhmEYhjEt+b914fQtOrMkCgAAAABJRU5ErkJggg==\n",
-                        "text/plain": [
-                            "<Figure size 720x288 with 2 Axes>"
-                        ]
-                    },
-                    "metadata": {
-                        "needs_background": "light"
-                    },
-                    "output_type": "display_data"
-                }
-            ],
-            "source": [
-                "from py_wake.deflection_models import DeflectionModel\n",
-                "from numpy import newaxis as na\n",
-                "class MyDeflectionModel(DeflectionModel):\n",
-                "    args4deficit = ['dw_ijlk', 'cw_ijlk']\n",
-                "\n",
-                "    def calc_deflection(self, dw_ijl, hcw_ijl, **_):\n",
-                "        dw_ijlk = dw_ijl[..., na] # add extra wind speed dimension\n",
-                "        hcw_ijlk =hcw_ijl[..., na] + .1*dw_ijlk # deflect 1/10 of the downstream distance\n",
-                "        return dw_ijlk, hcw_ijlk\n",
-                "\n",
-                "iea_my_deflection = IEA37SimpleBastankhahGaussian(site, windTurbines, deflectionModel=MyDeflectionModel())\n",
-                "\n",
-                "plt.figure(figsize=(10,4))\n",
-                "iea_my_deflection(x, y, wd=270, ws=10).flow_map().plot_wake_map()\n"
-            ]
-        },
-        {
-            "cell_type": "markdown",
-            "metadata": {},
-            "source": [
-                "## Turbulence models"
-            ]
-        },
-        {
-            "cell_type": "code",
-            "execution_count": 38,
-            "metadata": {},
-            "outputs": [],
-            "source": [
-                "# methods to plot turbulence map, used below to visualize and compare the deficit models\n",
-                "   \n",
-                "def plot_turb_map(turbulenceModel):\n",
-                "    xy = np.linspace(-200,500,200), np.linspace(-200,200,200)\n",
-                "    X,Y,deficit = _map(turbulenceModel.calc_added_turbulence, xy)\n",
-                "    c = plt.contourf(X,Y,deficit, levels=100, cmap='Blues')\n",
-                "    plt.colorbar(c, label=\"Added turbulence intensity [-]\")\n",
-                "    plt.plot([0,0],[-1/2,1/2],'k')\n",
-                "    plt.ylabel(\"Crosswind distance [y/D]\")\n",
-                "    plt.xlabel(\"downwind distance [x/D]\")"
-            ]
-        },
-        {
-            "cell_type": "markdown",
-            "metadata": {},
-            "source": [
-                "### STF2005TurbulenceModel\n",
-                "\n",
-                "Steen Frandsen model implemented according to IEC61400-1, 2005"
-            ]
-        },
-        {
-            "cell_type": "code",
-            "execution_count": 39,
-            "metadata": {},
-            "outputs": [
-                {
-                    "data": {
-                        "image/png": 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\n",
-                        "text/plain": [
-                            "<Figure size 432x288 with 2 Axes>"
-                        ]
-                    },
-                    "metadata": {
-                        "needs_background": "light"
-                    },
-                    "output_type": "display_data"
-                }
-            ],
-            "source": [
-                "from py_wake.turbulence_models import STF2005TurbulenceModel\n",
-                "plot_turb_map(STF2005TurbulenceModel())"
-            ]
-        },
-        {
-            "cell_type": "markdown",
-            "metadata": {},
-            "source": [
-                "### STF2017TurbulenceModel\n",
-                "\n",
-                "Steen Frandsen model implemented according to IEC61400-1, 2017"
-            ]
-        },
-        {
-            "cell_type": "code",
-            "execution_count": 40,
-            "metadata": {},
-            "outputs": [
-                {
-                    "data": {
-                        "image/png": 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\n",
-                        "text/plain": [
-                            "<Figure size 432x288 with 2 Axes>"
-                        ]
-                    },
-                    "metadata": {
-                        "needs_background": "light"
-                    },
-                    "output_type": "display_data"
-                }
-            ],
-            "source": [
-                "from py_wake.turbulence_models import STF2017TurbulenceModel\n",
-                "plot_turb_map(STF2005TurbulenceModel())"
-            ]
-        },
-        {
-            "cell_type": "markdown",
-            "metadata": {},
-            "source": [
-                "### GCLTurbulence\n",
-                "\n",
-                "Gunner Chr. Larsen model implemented according to \n",
-                "    \n",
-                "    Pierik, J. T. G., Dekker, J. W. M., Braam, H., Bulder, B. H., Winkelaar, D., Larsen, G. C., Morfiadakis, E., Chaviaropoulos, P., Derrick, A., & Molly, J. P. (1999). European wind turbine standards II (EWTS-II). In E. L. Petersen, P. Hjuler Jensen, K. Rave, P. Helm, & H. Ehmann (Eds.), Wind energy for the next millennium. Proceedings (pp. 568-571). James and James Science Publishers."
-            ]
-        },
-        {
-            "cell_type": "code",
-            "execution_count": 41,
-            "metadata": {},
-            "outputs": [
-                {
-                    "data": {
-                        "image/png": 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\n",
-                        "text/plain": [
-                            "<Figure size 432x288 with 2 Axes>"
-                        ]
-                    },
-                    "metadata": {
-                        "needs_background": "light"
-                    },
-                    "output_type": "display_data"
-                }
-            ],
-            "source": [
-                "from py_wake.turbulence_models import GCLTurbulence\n",
-                "plot_turb_map(GCLTurbulence())"
-            ]
-        },
-        {
-            "cell_type": "markdown",
-            "metadata": {},
-            "source": [
-                "### CrespoHernandez\n",
-                "\n",
-                "    Implemented according to:\n",
-                "    A. Crespo and J. Hern\u00e1ndez\n",
-                "    Turbulence characteristics in wind-turbine wakes\n",
-                "    J. of Wind Eng. and Industrial Aero. 61 (1996) 71-85"
-            ]
-        },
-        {
-            "cell_type": "code",
-            "execution_count": 42,
-            "metadata": {},
-            "outputs": [
-                {
-                    "data": {
-                        "image/png": 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\n",
-                        "text/plain": [
-                            "<Figure size 432x288 with 2 Axes>"
-                        ]
-                    },
-                    "metadata": {
-                        "needs_background": "light"
-                    },
-                    "output_type": "display_data"
-                }
-            ],
-            "source": [
-                "from py_wake.turbulence_models import CrespoHernandez\n",
-                "plot_turb_map(CrespoHernandez())"
-            ]
-        },
-        {
-            "cell_type": "markdown",
-            "metadata": {},
-            "source": [
-                "### Compare Turbulence models"
-            ]
-        },
-        {
-            "cell_type": "code",
-            "execution_count": 43,
-            "metadata": {},
-            "outputs": [],
-            "source": [
-                "turbulenceModels = [STF2005TurbulenceModel(),\n",
-                "                 STF2017TurbulenceModel(),\n",
-                "                 GCLTurbulence(),\n",
-                "                 CrespoHernandez()]"
-            ]
-        },
-        {
-            "cell_type": "markdown",
-            "metadata": {},
-            "source": [
-                "**turbulence intensity along center line**"
-            ]
-        },
-        {
-            "cell_type": "code",
-            "execution_count": 44,
-            "metadata": {},
-            "outputs": [
-                {
-                    "data": {
-                        "text/plain": [
-                            "<matplotlib.legend.Legend at 0x2018126f9a0>"
-                        ]
-                    },
-                    "execution_count": 44,
-                    "metadata": {},
-                    "output_type": "execute_result"
-                },
-                {
-                    "data": {
-                        "image/png": 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\n",
-                        "text/plain": [
-                            "<Figure size 720x432 with 1 Axes>"
-                        ]
-                    },
-                    "metadata": {
-                        "needs_background": "light"
-                    },
-                    "output_type": "display_data"
-                }
-            ],
-            "source": [
-                "plt.figure(figsize=((10,6)))\n",
-                "for turbulenceModel in turbulenceModels:\n",
-                "    X, Y, ti = _map(turbulenceModel.calc_added_turbulence, xy=(np.linspace(-200,500,300), 0))\n",
-                "    plt.plot(X[0], ti[0], label=turbulenceModel.__class__.__name__)\n",
-                "\n",
-                "plt.legend()"
-            ]
-        },
-        {
-            "cell_type": "markdown",
-            "metadata": {},
-            "source": [
-                "**Deficit profile 2D downstream**"
-            ]
-        },
-        {
-            "cell_type": "code",
-            "execution_count": 45,
-            "metadata": {},
-            "outputs": [
-                {
-                    "data": {
-                        "text/plain": [
-                            "<matplotlib.legend.Legend at 0x201c9d5f0d0>"
-                        ]
-                    },
-                    "execution_count": 45,
-                    "metadata": {},
-                    "output_type": "execute_result"
-                },
-                {
-                    "data": {
-                        "image/png": 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\n",
-                        "text/plain": [
-                            "<Figure size 720x432 with 1 Axes>"
-                        ]
-                    },
-                    "metadata": {
-                        "needs_background": "light"
-                    },
-                    "output_type": "display_data"
-                }
-            ],
-            "source": [
-                "plt.figure(figsize=((10,6)))\n",
-                "for turbulenceModel in turbulenceModels:\n",
-                "    X, Y, ti = _map(turbulenceModel.calc_added_turbulence, xy=(2*D, np.linspace(-200,200,300)))\n",
-                "    plt.plot(Y[:,], ti[:,0], label=turbulenceModel.__class__.__name__)\n",
-                "\n",
-                "plt.legend()"
-            ]
-        },
-        {
-            "cell_type": "markdown",
-            "metadata": {},
-            "source": [
-                "## Ground models"
-            ]
-        },
-        {
-            "cell_type": "markdown",
-            "metadata": {},
-            "source": [
-                "### Mirror\n",
-                "The Mirror ground model lets the ground mirror the wake deficit. It is implemented by adding wakes from underground mirrored wind turbines"
-            ]
-        },
-        {
-            "cell_type": "code",
-            "execution_count": 44,
-            "metadata": {},
-            "outputs": [
-                {
-                    "data": {
-                        "text/plain": [
-                            "<matplotlib.contour.QuadContourSet at 0x25002ad8520>"
-                        ]
-                    },
-                    "execution_count": 44,
-                    "metadata": {},
-                    "output_type": "execute_result"
-                },
-                {
-                    "data": {
-                        "image/png": 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dL2k58FuS0kH+/nHAMcCz5YjTmYGZWZ6gRSOQRzQOjk23WbnXSmdfOA8YD4wGBki6ZJd7RjwQEYcCnwS+l3eNgcB9wFcjYmM53rOriczM2qY6IibvZv+pwJsRsRZA0v3ANOBXhQ6OiKclHSBpRERUS+pFkhHcGRH3lzr4Ri4ZmJmV10pgqqT+kgScAizLPUDSgek+JE0CegM1adrPgWUR8cNyBumSgZlZAdkSTTUREc9KuhdYRNI76AVgjqQr0v2zgU8Bn0sbmLcCF0ZEpF1MPwu8LGlxeslvNy4JUErODMzMyiwirieZmSHX7Jz93we+X+C8P1F4cs+SczWRmZm5ZGBmli8CMl1oRtJiuGRgZmYuGZiZ5QuCTHSh1e6L4JKBmZk5MzAzM1cTmZntInADspmZdUMuGZiZ5YvSjUDuLFwyMDMzZwZmZuZqIrMu4eGHHyYaGrjm2/nT31hrdLZxBpK+XsRhtRHx703tdMnArAt4f/Vq3n///UqHYZXzt8BAYNButm/s7gIuGZiZdX6/jIh/2N0Bkgbsbr8zAzOzPJ1tnEFEXNPWY0pSTSTpVklrJC3JSRsm6XFJr6WPQ3P2XSdphaRXJZ1RihjMzDoiSYdIWpyzbZT01QLHnZzuXyrpqZz0Gel35QpJ1zZzr6slDVbi55IWSTq9mDhL1WZwGzAjL+1a4MmIOAh4Mn2NpMOBmcAR6Tk/lVRVojjMzNosgExEUVuz14p4NSImRsRE4FhgC/BA7jGShgA/Bc6NiCOAz6TpVcBPgE8AhwMXpd+hTflCRGwETgf2BC4D/qmY91ySzCAingY+zEs+D7g9fX478Mmc9LsjYntEvAmsAKY0d49sNthe33la983MCjgFeD0i3s5L/yvg/ohYCRARa9L0KcCKiHgjIuqAu0m+Q5vSuCramcAvIuJFilwprZy9ifaKiNUA6ePINH0M8E7OcavStGZtqcuyrrae+mznqcszM8sxE7irQPrBwFBJcyUtlPS5NL2l35cLJT1Gkhk8KmkQUNSv6Eo0IBfKpQp+u0uaBcwCGDVmnx3pm7dlAOjTswf9+7iGycxKLCDbUHRNxAhJC3Jez4mIOfkHSeoNnAtcV+AaPUmqkE4B+gHzJM2nyO9LST0jIgN8EZgIvBERWyQNJ6kqalY5M4MPJI2KiNWSRgGNxZ5VwD45x40F3it0gfQDnQNwxFGTdvkAttZl2VqXZXD/XvSqapc1o83M8lVHxOQijvsEsCgiPiiwb1V6nVqgVtLTwNEU/305X9Iq4BHgkYhYDxARNUBNMW+inNVEDwGXps8vBR7MSZ8pqY+k8cBBwHNtudHGLfXUbKpjy/ZsWy5jZlZOF1G4igiS78ePSuopqT9wPLAMeB44SNL4tGQxk+Q7dCdpZnR1+vJGSc9L+pGk0yX1KSa4kpQMJN0FnExSXFoFXE/Sgn2PpC8CK0lbxyNiqaR7gFeADHBlRJTkW9wlBTMrhSCoL+E4g/QL/jTg8py0KwAiYnZELJP0CPASSR3/LRGxJD3uKuBRoAq4NSKWFow5aZSeDcyW1Av4KEmPzX+UtDYiztpdjCXJDCLioiZ2ndLE8TcAN5Ti3oVs3FIPQO9ePRjU1+PqzKyyImILMDwvbXbe6x8APyhw7sPAwy28Xz3w+3RDUrOddLr0N2VdfQNr6rYzdEBvlxTMrGgRkCm+AbnDkHQ28D1gHElJQkBExODmzu3SmUGjdbV1APTrXUX/3t3iLZtZ93QjcAHwckQRI+JydKtZS7fWZanZvJ2Gln1GZmadxTvAkpZmBNBNSgb5GksKfXpWMdBtCmaWJ6CkDcjt6Brg4XRuo+2NiRHxw+ZO7NbfhNszWbZuzDJ0QC96VnWrQpKZdU03AJuBvkDvlpzYrTODRutqk95H/Xq7pGBmndqwiChqltJ8/jmcY2tdlrUbt5PJdr5eBGZWOhFQn42itg7miWKnrM7nn8EFNJYU+vTqweB+vSocjZlZ0a4ErpG0HajHXUtLo3FE8/CBvenRw+MUzLqLIDrVSmeNImJQa891NVERajbXsXbj9h2zpZqZdSSS9m7rMc4MWqCxTaGhE/5iMLMurZjpKnZ7jKuJWqFmcx3ZhqB/7yoG93ebgllX09iA3IkcLWnjbvYL2N1+ZwZtsaUuy5a0TaFXTxeyzKwyIqLNq3w5MyiBms3JiGaXFMyss3JmUEJb6rJs3JZhr8F9qHLvI7NOK+h01URt5rqNMvhg43beW7/NvY/MDABJQyTdK2m5pGWSTsjbv4ek/yfpRUlLJV2Ws+9radoSSXdJ6luOGF0yKKON2zJs3JZhxKDe9PbcR2adRkTJJ6q7iWRt4k+ny1f2z9t/JfBKRJwjaU/gVUl3AnsCfwMcHhFb01UiZwK35Z4sadjubh4RHzYXoDODdlC9qY5MNLBH317s4RHNZt2KpMHAicDnASKiDqjLOyyAQZIEDAQ+JFkWGJLv6X6S6kkykfcK3GZheg0B+wLr0udDSJYdHt9cnP652o42bKtn5botbKv33EdmXcgISQtytll5+/cH1gK/kPSCpFskDcg75sfAYSRf9C8DV0dEQ0S8C/wLyRf6amBDRDyWH0BEjI+I/UnWSj4nIkZExHDgbOD+Yt6EM4MKWLN5GyvXbWHD1vpKh2JmBQRQl4miNqA6IibnbHPyLtcTmATcHBHHALXAtXnHnAEsBkYDE4EfSxosaShwHskv+9HAAEmX7Cb049I1k5P3EfE74KRi3rMzgwrasK2eN2pqXVIw69pWAasi4tn09b0kmUOuy4D7I7ECeBM4FDgVeDMi1qaL3N8PTNvNvaol/Z2kcZL2k/QdoKaYIJ0ZdADvbdzK2+u2sHm7ex+ZdTUR8T7wjqRD0qRTgFfyDluZpiNpL+AQ4I00faqk/ml7winAst3c7iKSRucH0m3PNK1ZbkDuQGq21FGzpY69B/Wlj0c0m1VMRJS6N9FXgDvTnkRvAJdJuiK912zge8Btkl4mafj9VkRUk/zSvxdYRNKg/AKQXw2VG/eHwNWSBkbE5pYE6MygA3p3w1YARvTvw+B+/icy6+wiYjEwOS95ds7+94CCi9JExPXA9cXcR9I04BaSHkn7SjoauDwi/ntz5/rnZwdWvWU7b9TUsrUuW+lQzLqVxhHInXClsx+RNEbXAETEiyTdWptV9p+dkt4CNgFZIBMRk9MBEr8GxgFvAf8tItaVO5bO6p2NWwDYe0A/BvRt83xUZtaFRcQ7SfPCDkX9mmyvksHHImJiRDQWk64FnoyIg4An2bWblRXwfu1WXq/Z7JKCmTXlnbSqKCT1lvRNdt/gvEOlqonOA25Pn98OfLJCcXRK723ayqtrN1G7zZmCWTk0rmfQCauJriCZ2mIMSZfWienrZrVH62QAj0kK4N/TARl7RcRqgIhYLWlkO8TR5azatIWetXL1kZkBkPZAurg157ZHyWB6REwCPgFcKamoxgwASbMah3iv+7C6fBF2YpmGYNWmLSxds5FNWz1Owaw7k3SwpCclLUlfHyXp74o5t+yZQdpliohYQzIIYgrwgaRRAOnjmibOndM4xHvosBHlDrXTW7lpC6/VbKLWg9fM2iSATENDUVsH8zPgOqAeICJeIpnltFllzQwkDZA0qPE5ST/aJcBDwKXpYZcCD5Yzju4kE8HKTVtYsma9MwWz7qd/RDyXl1bUF0G52wz2Ah5Iuzn1BP4jIh6R9Dxwj6Qvkgy3/kyZ4+iW3tywmaoePRgzoB+DPXV2lzTl7JN45KrpnPqxpysdSpcSEWQ6XuNwMaolHUBSuEHSp0lmO21WWTODiHgDOLpAeg3pPBxWXtmGBlZuqqV+Q3DAHgMZ2NcjmruCw6Yczp+v+/iO11VV7kBgQNJzaA5wqKR3SSa8K6pB2d8M3cjrGzbTa5MYPaA/Q/q7pNAZnXTKEdz3xSmVDsM6qPQH+KlptXyPiNhU7LnODLqZ+obg9Q2bYAMcMnSwSwqdxNhxI5n/dy5Mt5cIyGQ7XONwsyQNJ5nH6CMkA8/+BPxDWhuzW/4m6MZeXbeRnj16MGZgP4b1613pcKyA6VPHccfF+VPfmzXpbuBp4FPp64tJpv45tbkTnRl0c5mGBlas3wzr4dChgxnskkKHcOzRo7nzc8dWOgzrfIZFxPdyXv+jpE8Wc6L/59sOy9dtBGCfgf0ZNahvhaPpnqYcNYp//8xRlQ6j20vGGXTK3kR/kDQTuCd9/Wngt8Wc6CmsbSf12eCNDbX8eVUNG7dlyEan/A/R6Uw/ehTPX3+aM4IuStIQSfdKWi5pmaQT8vYfKmmepO3p5HJFn5vncuA/gO1AHUm10dclbZK0cXcxumRgTXphzXoA9h/Sn9GD+lU2mC7qmIP35KZPHlHpMCxPRFCfKWkD8k3AIxHx6XS1s/55+z8E/obCk3Y2d+4OETGotQE6M7BmvbF+C6/W1DJp7z3Yo6+7pJbCOceO5uqPHlDpMKwdSBpMssDM5wEioo7kV/sO6XQ9aySd1dJz846fDiyOiFpJlwCTgBsjYmVzcbqayIq26P0N/OGtalZu2FLpUDqtCfsO5ZGrpjsj6FpGNE6omW6z8vbvD6wFfiHpBUm3pOMAitHSc28GtqTLXV4DvA38spgbuWRgLba8upbl1bUcO2oPhvZ1l9RiXHr8GM6dMKbSYVgLtGASuuqchbsK6UnyC/0rEfGspJtIFvT6+yKu3dJzMxERks4DboqIn0u6tIljd7mRWassXL2B+obg4OH9OGBIq6squ7TDx+7B9acdXOkwrLJWAasi4tn09b0Uv7pjS8/dJOk64BLgRElVQFF1u84MrM3+q2YrSz7Ywon7DWWPPm5TALh40mjOOGzvSodhrRQB2RJNVBcR70t6R9IhEfEqybxsr5Tp3AuBvwK+mJ67L/CDYu7lzMBK5um31wFwwPA+HD58jwpHUxkHjezPN086sNJhWMfzFeDOtDfQG8Blkq4AiIjZkvYGFgCDgQZJXwUOj4iNhc5t6iYR8T7ww5zXK4E7ignQmYGV3PK121i+dhsnd6OSwmWTxjJ5/NBKh2EdVEQsBvLbFWbn7H8fGNuCc0vOmYGVzeNvfAgkJYVjRg6pbDBlsv/wvu4Z1AUl6xl0vonq2sKZgZXd8jXbWL7mfU4/cCh79O4avY8uOWoUR+7TPavCrGtyZmDt5rEV68g0NHDA8L5MGdU5q1T2G9qbLx0/vtJhmO1E0sukq5sVEhHNznPizMDa3es123h1zXucecjwTtOmcNGEURw8yt1nu4tOOFHd2enjlelj40Czi4GiRok6M7CKefjVGjLZBsaP6MdH9umYJYVRg3tx2XHjKh2G2W5FxNuQTEcREdNzdl0r6c/APzR3DWcGVnFvVm/ltTVbuGDCSAb06hh/khccNor9RxY7Y4B1NZ11pTNggKSPRMSfACRNA4r6Q+4Y//PMgPuXrKE+08CBIwdw4n6VKSkM7lvFJZP2q8i9zUrgi8Ctkhp7N6wHvlDMic4MrMNZ/v4mlr+/iU8fvVe79T46ZfxIlwSs04uIhcDR6WyniogNxZ7rzMA6rF8veh+A8SMHctr+w8pyj9GD+nLW4aPKcm3r3DIlmo6iPUnqQ7L+8TigpyQAIsJtBtb5vbZ6I6+t3sgFx+zFiH59SnLNk/bb0yUB64oeBDYAC0lWOytaxTIDSTNIVvCpAm6JiH+qVCzWOdyz8H0y2QYOHTOEj+8/pFXXGDWgL6ccsldpAzPrOMZGxIzWnFiRzCCdVvUnwGkkU7Q+L+mhiChqJj/r3pa/u54lK9fx6cmjGDmguJLCcaOHuyRgRYsIsp2zN9Ezko6MiJdbemKlSgZTgBUR8QaApLuB8yhyWlczgF8/+y4Ah4wdwukHF25TGDOwH1P3H96eYZlV0keAz0t6k6SaSEB05BHIY4B3cl6vAo7f3Qlvv/Eal888a3eH7BBNj8ouWrRT21HRtynywObee2vfV8HTmrhW4eRdU/NjyT8icg6IndJ3Pm4ewbz0eZVE757Jaq59e1UVDrALeunFxQCccerJFY2jIzjq6IltvkYEZDKdsmTwidaeWKnMQAXSdvm2SNcSnQXQp08felYVOq3Yy5t1XQMGDqx0CLYbkt4CNgFZkqUpC05JLek4YD5wYUTcm5NeRbLewbsRcXaB8wanax9sam2MlcoMVgH75LweC7yXf1BEzAHmAEw6dnI8+sTcdgnOzDq3n/zbTZUOoZCPRUR1UzvTL/zvA48W2H01sIxk8ZtC/oNkfqKFJD+sc38RB7B/c8FVKjN4HjhI0njgXWAmyVJtZmYdQEUakL8C3Accl5soaSxwFnAD8PVCJzaWFiKi1VPq9mjtiW0RERngKpIccBlwT0QsrUQsZmbtIIDHJC1Mq793ImkMcD45q5/luBG4Bmg2d5J0h6QvSTq0pQFWbJxBRDwMPFyp+5uZlcgISQtyXs9Jq7hzTY+I9ySNBB6XtDwins7ZfyPwrYjINo4aBpB0NrAmIhZKOrmIWG4j6VH0b5L2BxYDT0dEs/VmHoFsZpYnArLFT0dR3VSD8F+uF++lj2skPUDSvT43M5gM3J1mBCOAMyVlSHpZnivpTKAvMFjSryLikibu83tJT5FUNX0MuAI4gmSA7245MzAzKyNJA4AeEbEpfX46eesL5Nb1S7oN+E1E/Cfwn8B1afrJwDebygjSY54kmbJ6HvBH4LiIWFNMnM4MzMzyBJSyAXkv4IH0V39P4D8i4hFJVwBERKF2gtZ6CTgWmEAyR9F6SfMiYmtzJzozMDMro3SmhaMLpBfMBCLi802kzwXmNnOvrwFIGghcBvwC2Btodt4WZwZmZl2EpKuAj5KUDt4GbiWpLmqWMwMzs3wta0DuSPoBPwQWpl34i+bMwMysi4iIH7T23IoMOjMzs47FJQMzszydeD2DVnPJwMzMXDIwM8sXdNr1DFrNJQMzM3NmYGZmriYyM9tV5x1n0GouGZiZmTMDMzNzNZGZ2S4igkwmW+kw2pVLBmZm5pKBmVkhDR6BbGZmpSapStILkn5TYN/fSlqcbkskZSUNk7SPpD9IWiZpqaSryxWfMwMzs/ZxNbCs0I6I+EFETIyIiSTLXD4VER8CGeAbEXEYMBW4UtLh5QjOmYGZWZ6IoCHbUNRWDEljgbOAW4o4/CLgrjSO1RGxKH2+iSQzGdOqN9UMZwZmZuV3I3ANsNvcQ1J/YAZwX4F944BjgGdLH54zAzOzthohaUHONit3p6SzgTURsbCIa50D/DmtIsq9xkCSDOKrEbGxZJHncG8iM7N8Adls0eMMqiNi8m72TwfOlXQm0BcYLOlXEXFJgWNnklYRNZLUiyQjuDMi7i82qJYqW8lA0nclvZvTQn5mzr7rJK2Q9KqkM8oVg5lZpUXEdRExNiLGkXzZ/75QRiBpD+Ak4MGcNAE/B5ZFxA/LGWe5SwY/ioh/yU1IW8JnAkcAo4EnJB0cEd1ruJ+ZdVhBlH2cgaQrACJidpp0PvBYRNTmHDYd+CzwsqTFadq3I+LhUsdTiWqi84C7I2I78KakFcAUYF4FYjEzazcRMReYmz6fnbfvNuC2vLQ/AWqP2MrdgHyVpJck3SppaJo2Bngn55hVlKmrlJmZFadNmYGkJ9LRcvnbecDNwAHARGA18K+NpxW4VMGJwyXNamyhr65e25ZQzcyKF5R0nEFn0KZqoog4tZjjJP0MaByCvQrYJ2f3WOC9Jq4/B5gDMOnYyd1rpQkzs3ZUzt5Eo3Jeng8sSZ8/BMyU1EfSeOAg4LlyxWFmZs0rZwPyP0uaSFIF9BZwOUBELJV0D/AKybwbV7onkZl1JEG0ZJxBl1C2zCAiPrubfTcAN5Tr3mZm1jIegWxmli+8noGZmXVDzgzMzMzVRGZm+RrXM+hOXDIwMzOXDMzMdhVkMplKB9GuXDIwMzNnBmZm5moiM7NdhMcZmJlZOUiqkvSCpN8U2CdJ/yddAfIlSZNy9s1IV4VcIenacsXnzMDMrH1cDSxrYt8nSCbtPAiYRbIEAJKqgJ+k+w8HLkpXiyw5ZwZmZvkiIJspbiuCpLHAWcAtTRxyHnBHJOYDQ9KZn6cAKyLijYioA+5Ojy05ZwZmZuV3I3AN0FRDRFMrQLbbypBuQDYz20VAtr7Yg0dIWpDzek66MBcAks4G1kTEQkknN3GNplaALHplyLZyZmBm1jbVETF5N/unA+dKOhPoCwyW9KuIuCTnmKZWgOzdRHrJuZrIzKyMIuK6iBgbEeOAmcDv8zICSFaA/Fzaq2gqsCEiVgPPAwdJGi+pd3r+Q+WI0yUDM7N80aJqolaRdEVyq5gNPAycCawAtgCXpfsykq4CHgWqgFsjYmk54nFmYGbWTiJiLjA3fT47Jz2AK5s452GSzKKsXE1kZmYuGZiZ7aJxnEE34pKBmZm5ZGBmtqvyNyB3NC4ZmJmZMwMzM3M1kZnZrgLwspfFk/QZSUslNUianLfvunT+7VclnZGTfqykl9N9/0dSobk3zMysHbW1mmgJcAHwdG5iOt/2TOAIYAbw03Rebkjm6Z7FX+buntHGGMzMrI3aVE0UEcsACvy4Pw+4OyK2A29KWgFMkfQWMDgi5qXn3QF8EvhdW+IwMyupaIDM9kpH0a7K1YC8u7m5VxVIL0jSLEkLJC2orl5blkDNzKyIkoGkJ4C9C+z6TkQ82NRpBdJaPDd3Oif4HIDJkydHv17NBGtmVhLdbwRys5lBRJzaius2NTf3qvR5frqZmVVQuaqJHgJmSuojaTxJQ/Fz6fzcmyRNTXsRfQ5oqnRhZmbtpE0NyJLOB/4N2BP4raTFEXFGRCyVdA/wCpABroyIbHral4HbgH4kDcduPDazjqUd1jPoaNram+gB4IEm9t0A3FAgfQEwoS33NTPrLCT1Jel+34fkO/feiLg+75iLgW+lLzcDX46IF9N9XwP+mqR99WXgsojYVuo4PR2FmVl5bQc+HhFHAxOBGenSlrneBE6KiKOA75F2nJE0BvgbYHJETCBZ7WxmOYL0dBRmZvmCkvUmSlcx25y+7JVukXfMMzkv57NzR5ueQD9J9UB/ytTpxiUDM7Myk1QlaTGwBng8Ip7dzeFfJG1LjYh3gX8BVgKrgQ0R8VhZYkwyrY5P0lrg7QqHMQKornAM0DHi6AgxQMeIoyPEAI4j134RsWdrT5b0CMn7KEZfILcOf046RqrQdYeQtLN+JSKWFNj/MeCnwEciokbSUOA+4EJgPfB/SdocflVkbEXrNNVEbfmHLRVJCyJicvNHdv04OkIMHSWOjhCD4yitiCjLnGkRsV7SXJI52XbKDCQdBdwCfCIiatLkU4E3I2Jtesz9wDSg5JmBq4nMzMpI0p5piQBJ/Ui+4JfnHbMvcD/w2Yj4r5xdK4GpkvqnY7NOAZaVI85OUzIwM+ukRgG3pzM39wDuiYjfSLoCICJmA/8DGE4ywzNAJiImR8Szku4FFpGM2XqBtKdRqTkzaJmy/CO0QkeIoyPEAB0jjo4QAziODikiXgKOKZA+O+f5X5OMJSh0/vXA9YX2lVKnaUA2M7PycZuBmZk5M2iKpB9IWi7pJUkP5DQAjZO0VdLidJudc05Jl/RsKoZ0X7stK9rU8qbt/Fl0uCVWJX1X0rs57//M5mIqB0kz0vuskHRtOe9V4N5vpZ/xYkkL0rRhkh6X9Fr6OLQ9Y7JWighvBTbgdKBn+vz7wPfT5+OAJU2c8xxwAsm6Db8j6SJWjhgOB14kmetkPPA6UFWOGNJrHgYcAswlGRbfmN6en0VTMbTrZ5EX03eBbxZIbzKmMvydVqXX3x/ond738HLcq4n7vwWMyEv7Z+Da9Pm1jX+33jr25pJBEyLisYhoHI+ePzx8F5JGkS7pGcn/gsYlPcsRw45lRSPiTaBxWdGSx5DGsSwiXi32+DJ9Fk3F0K6fRZEKxlSme00BVkTEGxFRB9yd3r+SzgNuT5/fTvt97tYGzgyK8wV2nmp7vKQXJD0l6aNpWouW9GxjDCVZVrREKvFZ5Kr0Z3FVWo13a051SFMxlUN73quQAB6TtFDSrDRtr0jWLiF9HNmO8VgrdeuupSpiSU9J3yHp33tnum81sG8kQ8WPBf5T0hG0cEnPNsZQkmVFWxpHAe3+WRQ6rYl7tfqzKDYm4GaSGSYjffxXkky7JPcuNsR2vFch0yPiPUkjgcclLW/2DOuQunVmEM0s6SnpUuBs4JS0qoGI2E4yJS0RsVDS68DBtHJJz9bEQBmWFW0ujibOadfPogllXWK12Jgk/Qz4TTMxlUN73msXEfFe+rhG0gMk1VYfSBoVEavT6ro17RWPtZ6riZogaQbJYhPnRsSWnPQ905GESNqfZEnPN6IMS3o2FQMdZFnR9vwsdqNin0X6RdfofP4y10zBmEp57xzPAwdJGi+pN8lc9w+V6V47kTRA0qDG5yQdHpak9780PexSvLRt51DpFuyOupE0+r0DLE632Wn6p4ClJL02FgHn5JwzmeQ/w+vAj0kH9ZU6hnTfd9L7vEpOL5lSx5Be83ySX6DbgQ+ARyvwWRSMob0/i7yYfkmy8tRLJF+Ao5qLqUx/q2cC/5Xe7zvl/r+Rc9/903/7F9O/g++k6cOBJ4HX0sdh7RWTt9ZvHoFsZmauJjIzM2cGZmaGMwMzM8OZgZmZ4czAzMxwZmBmZjgzMDMznBmYmRnw/wFQGzCmLiY0OgAAAABJRU5ErkJggg==\n",
-                        "text/plain": [
-                            "<Figure size 432x288 with 2 Axes>"
-                        ]
-                    },
-                    "metadata": {
-                        "needs_background": "light"
-                    },
-                    "output_type": "display_data"
-                }
-            ],
-            "source": [
-                "from py_wake.ground_models import Mirror\n",
-                "wfm = NOJ(site, windTurbines, k=.5, groundModel=Mirror())\n",
-                "wfm([0], [0], wd=0).flow_map(YZGrid(x=0, y=np.arange(-300, 100, 1) + .1, z=np.arange(-100, 200))).plot_wake_map()\n"
-            ]
-        }
-    ],
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-            "language": "python",
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-            "skip_h1_title": false,
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-            "title_sidebar": "Contents",
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-                "height": "calc(100% - 180px)",
-                "left": "10px",
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-                "width": "373.333px"
-            },
-            "toc_section_display": true,
-            "toc_window_display": true
-        }
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Engineering WindFarmModels"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "All Wind farms models take a `Site` and a `WindTurbines` object as input"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Install PyWake if needed\n",
+    "try:\n",
+    "    import py_wake\n",
+    "except ModuleNotFoundError:\n",
+    "    !pip install git+https://gitlab.windenergy.dtu.dk/TOPFARM/PyWake.git"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# import and setup site and windTurbines\n",
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "import os\n",
+    "import py_wake\n",
+    "from py_wake.examples.data.hornsrev1 import V80, Hornsrev1Site\n",
+    "\n",
+    "site = Hornsrev1Site()\n",
+    "windTurbines = V80()\n",
+    "wt_x, wt_y = site.initial_position.T"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Model overview\n",
+    "![Engineering models](../_static/EngineeringModels.svg)\n",
+    "\n",
+    "The engineering wind farms models in PyWake are composed of one of two wind farms models in combination with a wake deficit model, a superposition model and optionally a blockage deficit and a turbulence model.\n",
+    "\n",
+    "- `WindFarmModel`: Defines the proceedure that detemines how wake and blockage deficits propagates in the wind farm. \n",
+    "Two models are available:\n",
+    "  - [PropagateDownwind](#PropagateDownwind) (fast, but blockage is neglected)\n",
+    "  - [All2AllIterative](#All2AllIterative) (slower but supports blockage).\n",
+    "- Wake `DeficitModel`: Calculate wake deficit from one wind turbine to downstream wind turbines or sites in the wind farm. Several common models are available: \n",
+    "  - [NOJDeficit](#NOJDeficit)\n",
+    "  - [FugaDeficit](#FugaDeficit)\n",
+    "  - [BastankhahGaussianDeficit](#BastankhahGaussianDeficit)\n",
+    "  - [NiayifarGaussianDeficit](#NiayifarGaussianDeficit)\n",
+    "  - [ZongGaussianDeficit](#ZongGaussianDeficit)\n",
+    "  - [IEA37SimpleBastankhahGaussianDeficit](#IEA37SimpleBastankhahGaussianDeficit)\n",
+    "  - [GCLDeficit](#GCLDEficit)\n",
+    "- `SuperpositionModel`: Defines how deficits from multiple sources sums up. Available models are:\n",
+    "  - [LinearSum](#LinearSum): Deficits sum up linearly\n",
+    "  - [SquaredSum](#SquaredSum): Deficits sum as root-sum-square\n",
+    "  - [MaxSum](#MaxSum): Only the largest deficit is considered\n",
+    "- Blockage `DeficitModel`: Calculate blockage deficit from one wind turbine to upstream wind turbines or sites in the wind farm. Available models are:\n",
+    "  - [FugaDeficit](#FugaDeficit)\n",
+    "  - [SelfSimilarityDeficit](#SelfSimilarityDeficit)\n",
+    "- `RotorAvgModel`: Defines one or more points at the rotor to calculate a (weighted) rotor-average deficit from\n",
+    "  - [RotorCenter](#RotorCenter): One point at the center of the rotor\n",
+    "  - [GridRotorAvg](#GridRotorAvg): Custom grid in Cartesian coordinates\n",
+    "  - [EqGridRotorAvg](#EqGridRotorAvg): Equidistant N x N Cartesian grid covering the rotor\n",
+    "  - [GQGridRotorAvg](#GQGridRotorAvg): M x N cartesian grid using Gaussian quadrature coordinates and weights\n",
+    "  - [PolarGridRotorAvg](#PolarGridRotorAvg): Custom grid in polar coordinates  \n",
+    "  - [CGIRotorAVG](#CGIRotorAvg): Circular Gauss Integration\n",
+    "- `DeflectionModel`: Calculate deflected downwind and crosswind distances due to yaw misalignment, shear etc. Available models are:\n",
+    "  - [JimenezWakeDeflection](#JimenezWakeDeflection)\n",
+    "- `TurbulenceModel`: Calculate added turbulence in the wake from one wind turbine to downstream wind turbines or sites in the wind farm. Available models are:\n",
+    "  - [STF2005TurbulenceModel](#STF2005TurbulenceModel): Steen Frandsen, from IEC 2005 standard\n",
+    "  - [STF2017TurbulenceModel](#STF2017TurbulenceModel): Steen Frandsen, from IEC 2017 standard\n",
+    "  - [GCLTurbulence](#GCLTurbulence): Gunner Chr. Larsen\n",
+    "  - [CrespoHernandez](#CrespoHernandez): A. Crespo and J. Hernández\n",
+    "- `GroundModel`: Model effects of ground:\n",
+    "  - [Mirror](#Mirror): The ground acts as a mirror on the wake\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Predefined WindFarmModels\n",
+    "The deficit models comprise:\n",
+    "\n",
+    "| Name | WindFarmModel | Wake DeficitModel | Blockage DeficitModel | SuperpositionModel |\n",
+    "| :--- | :--- | :--- | :--- | :--- | \n",
+    "| NOJ | [PropagateDownwind](#PropagateDownwind) | [NOJDeficit](#NOJDeficit) | - | [SquaredSum](#SquaredSum) |\n",
+    "| Fuga | [PropagateDownwind](#PropagateDownwind) | [FugaDeficit](#FugaDeficit) | - | [LinearSum](#LinearSum) |\n",
+    "| FugaBlockage | [All2AllIterative](#All2AllIterative) | [FugaDeficit](#FugaDeficit) | [FugaDeficit](#FugaDeficit) | [LinearSum](#LinearSum) |\n",
+    "| BastankhahGaussian | [PropagateDownwind](#PropagateDownwind) | [BastankhahGaussianDeficit](#BastankhahGaussianDeficit) | - | [SquaredSum](#SquaredSum) |\n",
+    "| IEA37SimpleBastankhahGaussian | [PropagateDownwind](#PropagateDownwind) | [IEA37SimpleBastankhahGaussianDeficit](#IEA37SimpleBastankhahGaussianDeficit) | - | [SquaredSum](#SquaredSum) |\n",
+    "\n",
+    "- Default rotor-average model: `RotorCenter`\n",
+    "- Default turbulence model: `None`"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from py_wake import NOJ\n",
+    "from py_wake import Fuga\n",
+    "from py_wake import FugaBlockage\n",
+    "from py_wake import BastankhahGaussian\n",
+    "from py_wake import IEA37SimpleBastankhahGaussian\n",
+    "\n",
+    "# Path to Fuga look-up tables\n",
+    "lut_path = os.path.dirname(py_wake.__file__)+'/tests/test_files/fuga/2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+0/'\n",
+    "\n",
+    "models = {'NOJ': NOJ(site,windTurbines), \n",
+    "          'Fuga': Fuga(lut_path,site,windTurbines),\n",
+    "          'FugaBlockage': FugaBlockage(lut_path,site,windTurbines), \n",
+    "          'BGaus': BastankhahGaussian(site,windTurbines),\n",
+    "          'IEA37BGaus': IEA37SimpleBastankhahGaussian(site,windTurbines)\n",
+    "         }"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "These models can easily be combined with other models, e.g. NOJ with linear sum superposition:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from py_wake.superposition_models import LinearSum\n",
+    "models['NOJLinear'] = NOJ(site,windTurbines,superpositionModel=LinearSum())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "or models can be combined in custom ways, e.g. NOJDeficit for the wake, LinearSum superposition and SelfSimilarityDeficit for the blockage:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from py_wake.wind_farm_models import All2AllIterative\n",
+    "from py_wake.deficit_models import NOJDeficit, SelfSimilarityDeficit\n",
+    "models['NOJ_ss'] = All2AllIterative(site,windTurbines,\n",
+    "                                          wake_deficitModel=NOJDeficit(),\n",
+    "                                          superpositionModel=LinearSum(), \n",
+    "                                          blockage_deficitModel=SelfSimilarityDeficit() )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "NOJ: NOJ(PropagateDownwind, NOJDeficit-wake, RotorCenter-rotor-average, SquaredSum-superposition)\n",
+      "Fuga: Fuga(PropagateDownwind, FugaDeficit-wake, RotorCenter-rotor-average, LinearSum-superposition)\n",
+      "FugaBlockage: FugaBlockage(All2AllIterative, FugaDeficit-wake, FugaDeficit-blockage, RotorCenter-rotor-average, LinearSum-superposition)\n",
+      "BGaus: BastankhahGaussian(PropagateDownwind, BastankhahGaussianDeficit-wake, RotorCenter-rotor-average, SquaredSum-superposition)\n",
+      "IEA37BGaus: IEA37SimpleBastankhahGaussian(PropagateDownwind, IEA37SimpleBastankhahGaussianDeficit-wake, RotorCenter-rotor-average, SquaredSum-superposition)\n",
+      "NOJLinear: NOJ(PropagateDownwind, NOJDeficit-wake, RotorCenter-rotor-average, LinearSum-superposition)\n",
+      "NOJ_ss: All2AllIterative(EngineeringWindFarmModel, NOJDeficit-wake, SelfSimilarityDeficit-blockage, RotorCenter-rotor-average, LinearSum-superposition)\n"
+     ]
+    }
+   ],
+   "source": [
+    "for name, model in models.items():\n",
+    "    print (\"%s: %s\"%(name, model))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Engineering WindFarmModel base classes\n",
+    "\n",
+    "### PropagateDownwind\n",
+    "The `PropagateDownwind` wind farm model is very fast as it only performs a minimum of deficit calculations. It iterates over all turbines in downstream order. In each iteration it calculates the effective wind speed at the current wind turbine as the free stream wind speed minus the sum up the deficit from upstream sources. Based on this effective wind speed, it calculates the deficit caused by the current turbine on all downstream destinations. Note, that this procedure neglects upstream blockage effects.\n",
+    "\n",
+    "```python\n",
+    "\n",
+    "for wt in wind turbines in downstream order:\n",
+    "    ws_eff[wt] = ws[wt] - superposition(deficit[from_upstream_src,to_wt])\n",
+    "    ct = windTurbines.ct(ws_eff[wt])\n",
+    "    deficit[from_wt,to_downstream_dst] = wakeDeficitModel(ct, distances[from_wt,to_downstream_dst], ...)\n",
+    "```\n",
+    "\n",
+    "The proceedure is illustrated in the animation below:\n",
+    "- Iteration 1: WT0 sees the free wind (10m/s). Its deficit on WT1 and WT2 is calculated.\n",
+    "- Iteration 2: WT1 sees the free wind minus the deficit from WT0. Its deficit on WT2 is calculated and the effective wind speed at WT2 is updated"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "![](../_static/PropagateDownwind.gif)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "264 ms ± 0 ns per loop (mean ± std. dev. of 1 run, 1 loop each)\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%timeit -r1\n",
+    "# simulate with 20 wind turbines, 360 wind directions and 23 wind speeds\n",
+    "models['Fuga'](wt_x[:20],wt_y[:20])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### All2AllIterative\n",
+    "The `All2AllIterative` wind farm model is slower but is capable of handling blockage effects. <br/> \n",
+    "It iterates until the effective wind speed converge (i.e. less than or equal to the maximum number of turbines that affect each other in the wind farm. The converge tolerance is an input parameter).<br/> \n",
+    "In each iteration it sums up the deficit from all wind turbine sources and calculates the deficit caused by the all wind turbines turbine on all wind turbines.\n",
+    "\n",
+    "```python\n",
+    "\n",
+    "while ws_eff not converged:\n",
+    "    ws_eff[all] = ws[all] - superposition(deficit[from_all,to_all])\n",
+    "    ct[all] = windTurbines.ct(ws_eff[all])\n",
+    "    deficit[from_all,to_all] = wakeDeficitModel(ct[all], distances[from_all,to_all], ...)\n",
+    "```\n",
+    "\n",
+    "The proceedure is illustrated in the animation below:\n",
+    "- Iteration 1: All three WT see the free wind (10m/s) and their CT values and resulting deficits are therefore equal\n",
+    "- Iteration 2: The local effective wind speeds are updated taking into account the wake and blockage effects of the other WT. Based on these wind speeds the CT and deficits are recalculated\n",
+    "- Iteration 3: Repeat after which the flow field has converged"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "![](../_static/All2AllIterative.gif)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "3.41 s ± 0 ns per loop (mean ± std. dev. of 1 run, 1 loop each)\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%timeit -r1\n",
+    "# simulate with 20 wind turbines, 360 wind directions and 23 wind speeds\n",
+    "models['FugaBlockage'](wt_x[:20],wt_y[:20])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Deficit models\n",
+    "The deficit models models the wake and/or blockage deficit cause by a single wind turbine. \n",
+    "\n",
+    "**Variable suffixes**\n",
+    "\n",
+    "The implementation of the deficit models is highly vectorized and therefore suffixes are used to indicate the dimension of variables. The suffixes used in this context are:\n",
+    "\n",
+    "- i: source wind turbines\n",
+    "- j: destination wind turbines\n",
+    "- k: wind speeds\n",
+    "- l: wind directions\n",
+    "\n",
+    "This means that `deficit_ijlk[0,1,2,3]` holds the deficit caused by the first turbine on the second turbine for the third  wind direction and fourth wind speed"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# methods to plot deficit map, used below to visualize and compare the deficit models\n",
+    "\n",
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "from py_wake.deficit_models import BastankhahGaussianDeficit\n",
+    "D = 80\n",
+    "def _map(f, xy=None):\n",
+    "    X, Y = np.meshgrid(*xy)\n",
+    "    x_j, y_j = X.flatten(), Y.flatten()\n",
+    "    downwind_distance_ijlk = x_j.reshape((1, -1, 1, 1))\n",
+    "    crosswind_distance_ijlk = np.abs(y_j.reshape((1, -1, 1, 1)))\n",
+    "    ws = 10\n",
+    "    zeros_ijl = np.zeros(crosswind_distance_ijlk.shape[:3])\n",
+    "    res_ijlk = f(\n",
+    "        # specify arguments for all models\n",
+    "        WS_ilk=np.array([[[ws]]]),  # wind speed at source turbine\n",
+    "        D_src_il=np.array([[D]]),  # diameter of source turbine\n",
+    "        D_dst_ijl=None,  # diameter of destination turbine\n",
+    "        h_il=np.array([[67]]),  # source turbine hub height\n",
+    "        dw_ijlk=downwind_distance_ijlk,  # down wind distance\n",
+    "        hcw_ijlk=crosswind_distance_ijlk,  # horizontal cross wind distance\n",
+    "        dh_ijl=np.array(zeros_ijl),\n",
+    "        # height difference(vertical cross wind distance) between source and destination turbine\n",
+    "        cw_ijlk=crosswind_distance_ijlk,  # cross wind distance (both horizontal and vertical)\n",
+    "        ct_ilk=np.array([[[8 / 9]]]),  # thrust coefficient\n",
+    "        WS_eff_ilk=np.array([[[ws]]]),  # effective wind speed at source turbine\n",
+    "        TI_ilk=np.array([[[0.1]]]),\n",
+    "        TI_eff_ilk=np.array([[[0.1]]]),\n",
+    "        wake_radius_ijlk=BastankhahGaussianDeficit().wake_radius(dw_ijlk=downwind_distance_ijlk, \n",
+    "                                                  D_src_il=np.array([[D]]), \n",
+    "                                                  ct_ilk=np.array([[[8 / 9]]])),\n",
+    "    )\n",
+    "    return X / D, Y / D, res_ijlk[0, :, 0, 0].reshape(X.shape)\n",
+    "\n",
+    "    \n",
+    "def plot_deficit_map(model):\n",
+    "    xy = np.linspace(-200,500,200), np.linspace(-200,200,200)\n",
+    "    X,Y,deficit = _map(model.calc_deficit, xy)\n",
+    "    c = plt.contourf(X,Y,deficit, levels=100, cmap='Blues')\n",
+    "    plt.colorbar(c, label=\"Deficit [m/s]\")\n",
+    "    plt.plot([0,0],[-1/2,1/2],'k')\n",
+    "    plt.ylabel(\"Crosswind distance [y/D]\")\n",
+    "    plt.xlabel(\"downwind distance [x/D]\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### NOJDeficit\n",
+    "\n",
+    "The NOJDeficit model is implemented according to Niels Otto Jensen, \"A note on wind generator interaction.\" (1983), i.e. a top-hat wake, only valid in the far wake\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from py_wake.deficit_models import NOJDeficit\n",
+    "plot_deficit_map(NOJDeficit())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### FugaDeficit\n",
+    "\n",
+    "The FugaDeficit model calculates the wake deficit based on a set op look-up tables, which must be created in advance using the [Fuga GUI](https://orbit.dtu.dk/en/publications/developments-of-the-offshore-wind-turbine-wake-model-fuga)\n",
+    "\n",
+    "The fugaDeficit models both near wake, far wake and blockage deficit"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import os\n",
+    "import py_wake\n",
+    "from py_wake.deficit_models import FugaDeficit\n",
+    "\n",
+    "# Path to Fuga look-up tables\n",
+    "lut_path = os.path.dirname(py_wake.__file__)+'/tests/test_files/fuga/2MW/Z0=0.03000000Zi=00401Zeta0=0.00E+0/'\n",
+    "\n",
+    "plot_deficit_map(FugaDeficit(lut_path))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### BastankhahGaussianDeficit\n",
+    "\n",
+    "The `BastankhahGaussianDeficit` model is implemented according to Bastankhah M and Porté-Agel F. \"A new analytical model for wind-turbine wakes\" J. Renew. Energy. 2014;70:116-23. The model is valid in the far wake only."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from py_wake.deficit_models import BastankhahGaussianDeficit\n",
+    "plot_deficit_map(BastankhahGaussianDeficit())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### IEA37SimpleBastankhahGaussianDeficit\n",
+    "\n",
+    "The `IEA37SimpleBastankhahGaussian` model is implemented according to the [IEA task 37 documentation](https://github.com/byuflowlab/iea37-wflo-casestudies/blob/master/cs1-2/iea37-wakemodel.pdf) and is equivalent to BastankhahGaussian for $beta=1/\\sqrt{8} \\sim ct=0.9637188$. The model is valid in the far wake only."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from py_wake.deficit_models import IEA37SimpleBastankhahGaussianDeficit\n",
+    "plot_deficit_map(IEA37SimpleBastankhahGaussianDeficit())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### GCLDeficit\n",
+    "\n",
+    "    Implemented according to:\n",
+    "            Larsen, G. C. (2009). A simple stationary semi-analytical wake model.\n",
+    "            Risoe National Laboratory for Sustainable Energy,\n",
+    "            Technical University of Denmark. Denmark.\n",
+    "            Forskningscenter Risoe. Risoe-R, No. 1713(EN)\n",
+    "\n",
+    "    Description:\n",
+    "        based on an analytical solution of the thin shear layer approximation of the NS equations.\n",
+    "        The wake flow fields are assumed rotationally symmetric, and the rotor inflow fields\n",
+    "        are consistently assumed uniform.\n",
+    "        The effect of expansion is approximately accounted for by imposing suitable\n",
+    "        empirical downstream boundary conditions on the wake expansion that depend\n",
+    "        on the rotor thrust and the ambient turbulence conditions, respectively."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from py_wake.deficit_models import GCLDeficit\n",
+    "plot_deficit_map(GCLDeficit())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### NiayifarGaussianDeficit\n",
+    "  \n",
+    "    Implemented according to:\n",
+    "        Amin Niayifar and Fernando Porté-Agel\n",
+    "        Analytical Modeling of Wind Farms: A New Approach for Power Prediction\n",
+    "        Energies 2016, 9, 741; doi:10.3390/en9090741\n",
+    "\n",
+    "    Features:\n",
+    "        - Wake expansion function of local turbulence intensity\n",
+    "\n",
+    "    Description:\n",
+    "        The expansion rate 'k' varies linearly with local turbluence\n",
+    "        intensity: k = a1 I + a2. The default constants are set\n",
+    "        according to publications by Porte-Agel's group, which are based\n",
+    "        on LES simulations. Lidar field measurements by Fuertes et al. (2018)\n",
+    "        indicate that a = [0.35, 0.0] is also a valid selection."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from py_wake.deficit_models import NiayifarGaussianDeficit\n",
+    "plot_deficit_map(NiayifarGaussianDeficit(a=[0.38, 4e-3]))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### ZongGaussianDeficit\n",
+    "  \n",
+    "    Implemented according to:\n",
+    "        Haohua Zong and Fernando Porté-Agel\n",
+    "        A momentum-conserving wake superposition method for\n",
+    "        wind farm power prediction\n",
+    "        J. Fluid Mech. (2020), vol. 889, A8; doi:10.1017/jfm.2020.77\n",
+    "\n",
+    "    Features:\n",
+    "        - Wake expansion function of local turbulence intensity\n",
+    "        - New wake width expression following the approach by\n",
+    "          Shapiro et al. (2018)\n",
+    "\n",
+    "    Description:\n",
+    "        Extension of the Niayifar et al. (2016) implementation with Shapirio\n",
+    "        wake width expression, which uses the near-wake length estimation by\n",
+    "        Vermeulen (1980)."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from py_wake.deficit_models import ZongGaussianDeficit\n",
+    "plot_deficit_map(ZongGaussianDeficit(a=[0.38, 4e-3]))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### GCLDeficit\n",
+    "\n",
+    "    Implemented according to:\n",
+    "            Larsen, G. C. (2009). A simple stationary semi-analytical wake model. \n",
+    "            Risø National Laboratory for Sustainable Energy, \n",
+    "            Technical University of Denmark. Denmark. \n",
+    "            Forskningscenter Risoe. Risoe-R, No. 1713(EN)\n",
+    "\n",
+    "    Description:\n",
+    "        based on an analytical solution of the thin shear layer approximation of the NS equations. \n",
+    "        The wake flow fields are assumed rotationally symmetric, and the rotor inflow fields \n",
+    "        are consistently assumed uniform.\n",
+    "        The effect of expansion is approximately accounted for by imposing suitable \n",
+    "        empirical downstream boundary conditions on the wake expansion that depend \n",
+    "        on the rotor thrust and the ambient turbulence conditions, respectively. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from py_wake.deficit_models import GCLDeficit\n",
+    "plot_deficit_map(GCLDeficit())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### SelfSimilarityDeficit\n",
+    "Simple inductionmodel model, see https://onlinelibrary.wiley.com/doi/full/10.1002/we.2137"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from py_wake.deficit_models import SelfSimilarityDeficit\n",
+    "plot_deficit_map(SelfSimilarityDeficit())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Compare deficit models"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "deficitModels = [NOJDeficit(),\n",
+    "                 FugaDeficit(lut_path),\n",
+    "                 BastankhahGaussianDeficit(),\n",
+    "                 IEA37SimpleBastankhahGaussianDeficit(),\n",
+    "                 NiayifarGaussianDeficit(),\n",
+    "                 ZongGaussianDeficit(),\n",
+    "                 GCLDeficit(),\n",
+    "                 SelfSimilarityDeficit()]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**Deficit along center line**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x1f582dbc160>"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
     },
-    "nbformat": 4,
-    "nbformat_minor": 2
-}
\ No newline at end of file
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=((10,6)))\n",
+    "for deficitModel in deficitModels:\n",
+    "    X, Y, deficit = _map(deficitModel.calc_deficit, xy=(np.linspace(-200,500,300), 0))\n",
+    "    plt.plot(X[0], deficit[0], label=deficitModel.__class__.__name__)\n",
+    "plt.title(\"Center line deficit\")\n",
+    "plt.xlabel('x/D')\n",
+    "plt.ylabel('Deficit [m/s]')\n",
+    "plt.legend()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**Deficit profile 2D downstream**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x1f581a64dc0>"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=((10,6)))\n",
+    "for deficitModel in deficitModels:\n",
+    "    X, Y, deficit = _map(deficitModel.calc_deficit, xy=(2*D, np.linspace(-200,200,300)))\n",
+    "    plt.plot(Y[:,], deficit[:,0], label=deficitModel.__class__.__name__)\n",
+    "\n",
+    "plt.legend()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Implement your own deficit models\n",
+    "Deficit models must subclass `DeficitModel`and thus must implement the `calc_deficit` method and a class variable, `args4deficit` specifying the arguments required by its `calc_deficit` method\n",
+    "\n",
+    "```python \n",
+    "class DeficitModel(ABC):\n",
+    "    args4deficit = ['WS_ilk', 'dw_ijlk']\n",
+    "\n",
+    "    @abstractmethod\n",
+    "    def calc_deficit(self):\n",
+    "        \"\"\"Calculate wake deficit caused by the x'th most upstream wind turbines\n",
+    "        for all wind directions(l) and wind speeds(k) on a set of points(j)\n",
+    "\n",
+    "        This method must be overridden by subclass\n",
+    "\n",
+    "        Arguments required by this method must be added to the class list\n",
+    "        args4deficit\n",
+    "\n",
+    "        See class documentation for examples and available arguments\n",
+    "\n",
+    "        Returns\n",
+    "        -------\n",
+    "        deficit_ijlk : array_like\n",
+    "        \"\"\"\n",
+    "```"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from py_wake.deficit_models import DeficitModel\n",
+    "from numpy import newaxis as na\n",
+    "class MyDeficitModel(DeficitModel):\n",
+    "    args4deficit = ['WS_ilk', 'dw_ijlk', 'cw_ijlk']\n",
+    "\n",
+    "    def calc_deficit(self, WS_ilk, dw_ijlk, cw_ijlk,**_):\n",
+    "        # 10% deficit in downstream triangle\n",
+    "        ws_10pct_ijlk = 0.1*WS_ilk[:,na]\n",
+    "        triangle_ijlk = ((.2*dw_ijlk) >cw_ijlk)\n",
+    "        return ws_10pct_ijlk *triangle_ijlk\n",
+    "\n",
+    "plot_deficit_map(MyDeficitModel())\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Superposition models\n",
+    "The super position models calculates the effective wind speed given the local wind speed and deficits (typically from multiple sources)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### LinearSum"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.contour.QuadContourSet at 0x1f581a3d9a0>"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "linear_sum = IEA37SimpleBastankhahGaussian(site, windTurbines, superpositionModel=LinearSum())\n",
+    "plt.figure(figsize=(10,4))\n",
+    "linear_sum([0,200],[0,0],wd=270,ws=10).flow_map().plot_wake_map(levels=np.arange(1,10))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### SquaredSum"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.contour.QuadContourSet at 0x1f5830a3040>"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from py_wake.superposition_models import SquaredSum\n",
+    "squared_sum = IEA37SimpleBastankhahGaussian(site, windTurbines, superpositionModel=SquaredSum())\n",
+    "plt.figure(figsize=(10,4))\n",
+    "squared_sum([0,200],[0,0],wd=270,ws=10).flow_map().plot_wake_map(levels=np.arange(1,10))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### MaxSum"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.contour.QuadContourSet at 0x1f582dc0a00>"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from py_wake.superposition_models import MaxSum\n",
+    "max_sum = IEA37SimpleBastankhahGaussian(site, windTurbines, superpositionModel=MaxSum())\n",
+    "plt.figure(figsize=(10,4))\n",
+    "max_sum([0,200],[0,0],wd=270,ws=10).flow_map().plot_wake_map(levels=np.arange(1,10))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Rotor-average models\n",
+    "\n",
+    "In the plots below, it is clearly seen that the wind speed varies over the rotor, and that the the rotor-average wind speed is not well-defined by the wind sped at the rotor center.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0, 0.5, 'Wind speed [m/s]')"
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x288 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from py_wake.superposition_models import SquaredSum\n",
+    "from py_wake.flow_map import HorizontalGrid, YZGrid\n",
+    "R = D/2\n",
+    "wfm = IEA37SimpleBastankhahGaussian(site, windTurbines, superpositionModel=SquaredSum())\n",
+    "sim_res = wfm([0,200],[0,0],wd=270,ws=10)\n",
+    "fig,(ax1,ax2) = plt.subplots(1,2, figsize=(10,4))\n",
+    "ax1.set_xlabel(\"x [m]\"), ax1.set_ylabel(\"y [m]\")\n",
+    "sim_res.flow_map(HorizontalGrid(extend=.1)).plot_wake_map(10, ax=ax1, plot_colorbar=False)\n",
+    "sim_res.flow_map(YZGrid(x=200)).plot_wake_map(10, ax=ax2)\n",
+    "ax2.plot([-100,100],[70,70],'-.')\n",
+    "ax2.set_xlabel(\"y [m]\"), ax1.set_ylabel(\"z [m]\")\n",
+    "\n",
+    "plt.figure()\n",
+    "flow_map = sim_res.flow_map(HorizontalGrid(x=[200], y=np.arange(-80, 80)))\n",
+    "\n",
+    "for x in [-.5,.5]:\n",
+    "    plt.gca().axvline(x,color='grey')\n",
+    "plt.plot(flow_map.Y[:, 0]/D, flow_map.WS_eff_xylk[:, 0, 0, 0], '-.', label='Hub-height profile')\n",
+    "plt.plot([-.5,.5],[7.73,7.73],label='Rotor average: 7.73m/s')\n",
+    "rc_ws = flow_map.WS_eff_xylk[80, 0, 0, 0]\n",
+    "plt.plot(flow_map.Y[80, 0]/D, rc_ws,'.', ms=10, label='Rotor center: %.2fm/s'%rc_ws)\n",
+    "plt.legend()\n",
+    "plt.xlabel(\"y/D\")\n",
+    "plt.ylabel('Wind speed [m/s]')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "A better estimate of the rotor-average wind speed can be obtained by a (weighted) mean of the wind speed at a number of points covering the rotor. Here is a some model examples."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from py_wake.rotor_avg_models import RotorCenter, GridRotorAvg, EqGridRotorAvg, GQGridRotorAvg, CGIRotorAvg, PolarGridRotorAvg,polar_gauss_quadrature\n",
+    "from py_wake.flow_map import HorizontalGrid\n",
+    "R=D/2\n",
+    "def plot_rotor_avg_model(rotorAvgModel, name):\n",
+    "    plt.figure()\n",
+    "    m = rotorAvgModel\n",
+    "    wfm = IEA37SimpleBastankhahGaussian(site,windTurbines,rotorAvgModel=m)\n",
+    "    ws_eff = wfm([0, 200], [0, 0], wd=270, ws=10).WS_eff_ilk[1,0,0]\n",
+    "    plt.title(name)\n",
+    "    c = plt.scatter(m.nodes_x, m.nodes_y,c=m.nodes_weight,label=\"%.2fm/s\"%(ws_eff))\n",
+    "    plt.colorbar(c,label='weight')\n",
+    "    plt.gca().add_artist(plt.Circle((0,0),1,fill=False))\n",
+    "    plt.axis('equal')\n",
+    "    plt.xlabel(\"y/R [m]\"); plt.ylabel('z/R [m]')\n",
+    "    plt.xlim([-1.5,1.5])\n",
+    "    plt.ylim([-1.5,1.5])\n",
+    "    plt.legend()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### RotorCenter\n",
+    "The `RotorCenter` model determines the rotor average wind speed from the rotor center point"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plot_rotor_avg_model(RotorCenter(), 'RotorCenter')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### GridRotorAvg\n",
+    "\n",
+    "The `GridRotorAvg` defines a set of points in cartesian coordinates"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "x =y= np.array([-.6, 0,.6])\n",
+    "plot_rotor_avg_model(GridRotorAvg(x,y,nodes_weight = [0.25,.5,.25]), 'Grid_4')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### EqGridRotorAvg\n",
+    "\n",
+    "The `EqGridRotorAvg` defines a NxN equidistant cartesian grid of points and discards points outside the rotor"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plot_rotor_avg_model(EqGridRotorAvg(4), 'Grid_4')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### GQGridRotorAvg\n",
+    "\n",
+    "The `GQGridRotorAvg` defines a grid of M x N cartesian grid points using Gaussian quadrature coordinates and weights"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plot_rotor_avg_model(GQGridRotorAvg(4,3), 'GQGrid_4,3')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### PolarGridRotorAvg\n",
+    "\n",
+    "The `PolarGridRotorAvg` defines a grid in polar coordinates."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "theta = np.linspace(-np.pi,np.pi,6, endpoint=False)\n",
+    "r = 2/3\n",
+    "plot_rotor_avg_model(PolarGridRotorAvg(nodes_r =r, nodes_theta=theta, nodes_weight=None), 'PolarGrid_6')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The polar grid can be combined with Gaussian Quadrature. This is similar to the implementation in FusedWake (https://gitlab.windenergy.dtu.dk/TOPFARM/FUSED-Wake/-/blob/master/fusedwake/gcl/fortran/GCL.f)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plot_rotor_avg_model(PolarGridRotorAvg(*polar_gauss_quadrature(4,10)), 'PolarGrid_4,10')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### CGIRotorAvg\n",
+    "Circular Gauss integration with 4,7,9 or 21 points as defined in Abramowitz M and Stegun A. Handbook of Mathematical Functions. Dover: New York, 1970."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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yLpvlTRqo6hhVra+qXbxTks++R1W1gaoeqpIL9bLEYfzinXfe4YILLmDixIlcddVVfPfddzz++OO0bdvW7dCCSrt27XjiiSf47rvvSE1N5b777qNHjx689957bodmKkgR8ohyNIWL8LkS44r09HQGDBjAHXfcwYQJE/j888+55ZZbqFmzptuhBbVatWoxevRoPv/8c+69917Gjh3LFVdcEVRPQxvn8jXK0RQuwudKTEB99dVXXHvttaSmpnL11VezceNGrrvuOqKi7H+p8oiKimL48OFs3LiRoUOHMmjQIIYPH86WLVvcDs045Bnk0EocxpRo586d3HbbbfTq1YuuXbuyZcsWbr/9dscDzZnixcXFcccdd7BlyxY6depEz549ueOOO9i1yx5bCnaKkKPRjqZwYYnDOJKfn8/MmTM5//zzqVu3Ll999RW///3vTxsm21ROrVq1+OMf/8jmzZupVasWnTt3Zvbs2daAHsRUIU+jHE3hIjK7uZhy2b59O6NHj+ann37igw8+KNdQ3qZiGjRowN/+9jduvvlmbr75Zl555RXmzp1rXXiDkvjzAcCQED4p0PhdQSnjggsuIDk5mY8++siSRoB16NCBVatW0a9fP5KSkqz0EYQUK3EYA8C2bdsYPXo0R48etVKGy2JiYpg4cSKDBw9m1KhR/O9//+Mf//iHlT6CSDg1fDsRWVdryqSqp5QyPvzwQ0saQaJDhw58/PHH9OvXj8TERGbNmmWljyCgOHvfeDi9c9xKHKbQ0aNHueWWW9i6dSsrV660hBGEYmJi+P3vf09qaio33ngjK1euZO7cuQEddt6cSoEc/41VFRKsxGEA2LFjB5dccgmxsbGWNEJAhw4d+Oijj1BVevfuTVZWltshRTAhz+EULixxGFatWkWPHj0YPnw4//rXv+zXa4ioUaMGzz//PFdffTU9evTgk08+cTukiKTYk+MmwsybN4+hQ4cyd+5cJkyYEHZDnYc7EWHixInMnj2b1NRU5s+f73ZIESnSShyRVTFnCuXm5jJhwgTeeOMNPvjgA84991y3QzKVMGjQIJYvX05qairr1q1jypQpETsacaCpSliVJpyIrKs1ABw5coSBAweyceNGPv30U0saYeK8885j9erVrF27lsGDB/PTTz+5HVJE8DSO25AjJowdOnSIyy+/nLPOOos33ngjaN/vbSomPj6et956i8aNG5OcnMyPP/7odkgRQCLuAcDwuRJTpv3799O/f3+6devGnDlzrCojTMXExPCPf/yDjh07MmDAAA4cOOB2SGHN0zgeWc9xWOKIEPv27aNv375ceuml/P3vf7fhz8NcVFQUM2bMoFevXvTr14/9+/e7HVJYs2HVTdg5cOAAl19+OcnJyUybNs16TkUIEeHxxx+nX79+XH755Rw6VKVvE41YkfjkuCWOMPfjjz+SnJzMpZdeyl//+ldLGhFGRJg6dSq9evUiJSWFw4cPux1SWMonytEULsLnSsxpjh49ysCBA+nWrRuPP/64JY0IJSJMnz6djh07MnjwYI4dO+Z2SGFFFXLyoxxN4SJ8rsScQlUZNWoULVq04JlnnrGkEeGioqKYNWsWCQkJjB492gZH9CNPVZU9OW7CwKRJk/juu++YO3euNYQbwJM85s2bx5YtW5gyZYrb4YQVe3LchLyFCxcye/ZsVq9eTfXq1d0OxwSRGjVqsHDhQnr06EGHDh0YPHiw2yGFvILuuJHEfoqGmfXr13Prrbfy2muvkZCQ4HY4Jgg1bdqUV155hdGjR7Nx40a3wwkDVlVlQti+ffsYMmQI06dP54ILLnA7HBPELrzwQqZNm0Zqaqo94+EH+d73jpc1hQtLHGEiJyeHa665hmuvvZYRI0a4HY4JASNHjmTo0KFce+215Obmuh1OyPL0qop2NIULSxxh4re//S21atVi0qRJbodiQsiUKVOIjY1lwoQJbocSsiLxAUBrHA8Dy5YtY9GiRaxbt47o6PD5VWOqXnR0NC+88AKdO3dm0KBB9OvXz+2QQlI4VUM5YSWOEHfo0CFuvfVW5s6dS926dd0Ox4Sg+vXrM2fOHEaPHm1PlleADXJoQs7vfvc7kpOTGTBggNuhmBCWkpJCv379uO+++9wOJSRFWq8qq6oKYcuWLWPZsmWsX7/e7VBMGHjsscfo1KkTv/zlL63KqhxUhdwwSgpORNbVhhHfKqo6deoE9NzHc3PIycsL6DkjTU5eHsdzcwJ6znr16lmVVQVFWlWVqyUOEUkGngSigbmqOrnI+suARcA276LXVPXhQMYYrNyoovpizx4mvrOMTfv2EiXCFeecw6N9+1Onmj2d7i+Hjh/nj++9w9tfbyVflfN+0YjJ/S+n/S9+EZDz+1ZZzZw5MyDnDHX25HgAiUg08AyQApwHXC8i5xWz6UpV7eKdLGngqaJ6++23mTZtWsDOufvIEYa/8jJf7N1Dnio5+fks3bqVkQteswHz/ERVuXHBK7z99VZy8vPJU2X9nt1c98pL7A3g+8Mff/xx3njjDd55552AnTPU+bPEISLJIrJZRLaKyMRi1o8QkXXeaZWInO+zrp6IvCIim0TkSxHp6cfLLORmVVV3YKuqfqOqJ4EXgSEuxhMScnJyGD9+PDNnzgxoFdXz69eSk39q9VROfj5b9mezYc+egMURztbu/oFvDhwgJz//lOU5eXn8d8O6gMVRt25dZsyYwfjx4+3BQAf8+RyHwx/U24BLVbUz8Agwx2fdk8BbqnoucD7wpR8u8TRuJo6mwA6f+SzvsqJ6ishaEVkiIh1KOpiIjBWRdBFJ37t3r79jDRrz5s2jefPmpKSkBPS8W7KzOVlMu4YA3x46GNBYwtW3Bw8W+zTAibw8vsrODmgsAwcOpHHjxsyfPz+g5w1VfhxypMwf1Kq6SlULXiT/CdAMQETqAL2Bf3i3O6mqB/1zhadyM3EUdxeL1nlkAi1U9Xzg78DCkg6mqnNUNUlVk34RoPrgQDt69CgPP/wwkydPLntjP+vSOIHqxTxcmJevnNuwYcDjCUfnNvwFecVU+1WPiaHLmY0DGouIMHnyZB588EF78VMZVCE3P8rR5IDTH9QFRgNLvJ/PBvYCz4nI5yIyV0RqVeSayuJm4sgCzvKZbwbs9N1AVX9U1SPez28CsSISsd9STz31FBdddBFJSUkBP/d1HTtSMy6OKJ8XQlWLjqbXWWdxTnyDgMcTjto1bEiPps2o5pOgo0SoFRvLtR07BjyeCy+8kAsuuIBnnnkm4OcONeWoqmpYUDPincYWOZSTH9SeDUX64Ekc/+ddFAN0A2aqalfgJ+C0NhJ/cDNxfAa0EZFWIhIHDAfSfDcQkcbifXWdiHTHE29gy+xBYv/+/Tz22GM8+uijrpy/XvUaLBo+guRz2lArNo4GNWoyplsiMwaluhJPuJo1KJXR3RJpUKMGtWLjSDmnDYuu/5VrPdcmTZrE1KlTOXjwoCvnDwXlbOPYV1Az4p3mFDlcmT+oAUSkMzAXGKKq2T77Zqnqp975V/AkEr9zrTuuquaKyHhgKZ7uuPNU9QsRud27fhbwS+AOEckFjgHDNUK78EyZMoVhw4bRtm1b12JoWqcOT185yLXzR4JqMTH8rtfF/K7XxW6HAkD79u0ZPHgwU6dO5S9/+Yvb4QQt9V933MIf1MD3eH5Q3+C7gYg0B14DblTVr36OQX8QkR0i0k5VNwP9gCp54Yqrz3F4q5/eLLJsls/np4GnAx1XsMnKymLu3LmsWxe4njXGFHjwwQfp0qULd955p70crAT+GuTQ4Q/qPwENgBneCplcVS2ov74TeN5bi/MNcLNfAivChhwJAY888gi33norTZuW1kZmTNU466yzuPnmm3nkkUeYMWOG2+EEHVX/PgDo4Af1GGBMCfuuAaq8EdQSR5DLzs7m5ZdfZsuWLW6HYiLYfffdR7t27Zg0aRL169d3O5wgI+Q56zEVNiLrakPQc889R2pqKg2ty6txUaNGjRg4cCD//Oc/3Q4lKKmKoylcWOIIYvn5+cycOZNx48a5HYoxjBs3jpkzZ5Jf5Mn2SGfv4zBBZenSpdSrV4/u3bu7HYox9OzZk5o1a/Luu++6HUpwUU87h5MpXFjiCGIzZsxg3LhxiITPLxUTukSEcePGWQN5Mfw45EhIsMQRpLZv386qVau4/vrr3Q7FmEI33HADH3zwATt27Ch74wih3sZxJ1O4CJ8rCTOzZ8/mpptuombNmm6HYkyh2rVrM2LECObMKfrAc2SzqirjupMnTzJv3jxuv/12t0Mx5jR33HEHzz77LCdPnnQ7lKBhvaqM65YvX07r1q1p166d26EYc5r27dvTsmVLVq5c6XYoQcFTmrDEYVyWlpbGkCH2TisTvFJTU0lLSyt7wwhh3XGNq1SVtLQ0UlNt1FkTvAoSR4SOOXoaa+Mwrlq7di3VqlXj3HPPdTsUY0rUoUMHRIQNGza4HYrrFCE/P8rRFC7C50rCRFpaGoMHD7ZnN0xQExEGDx5s1VVe6nAKF5Y4goxVU5lQkZqayuLFi90Ow33WOG7clJWVxbZt27jooovcDsWYMvXu3ZvNmzfzww8/uB2K+yKsyGGJI4i8/vrrpKSkEBsb63YoxpQpNjaW5ORkXn/9dbdDcZ2VOIxr3n77bVJSUtwOwxjHUlJSWLZsmdthuEqB/HxxNIULSxxBJD093UbCNSGle/fuZGRkuB2GuxRQcTaFCUscQWLfvn0cOnSI1q1bux2KMY61bduWvXv3cuDAAbdDcZU9x2FckZGRQdeuXYmKsv8kJnRERUXRpUsXMjMz3Q7FXdY4btyQkZFBUlKVv2PeGL9LTEyM8OoqZw3j1jhu/C49PZ3ExES3wzCm3BITE0lPT3c7DHdFWIkjprSVItLNwTFyVHW9n+KJWBkZGUyZMsXtMIwpt8TERP785z+7HYZ7FDSMekw5UWriAFYAn0Gp7zxsBbT0V0CRyBrGTShr27Yte/bs4cCBA9SvX9/tcFxiicPXZ6rat7QNROQ9P8YTkTIzM61h3ISs6Ojowgbyfv36uR2OO0KwGkpEfqOqT5a1rDilflOVlTScbmNK9/XXX9O2bVu3wzCmwtq2bcs333zjdhjuCc02jpHFLBvlZMeyShyFRKQzniqpwn1U9TWn+5uS7dq1i4SEBLfDMKbCEhIS2LVrl9thuKPgAcAQISLXAzcArUTEd3jjM4BsJ8dwlDhEZB7QGfgCyPcuVsAShx/s3LnTnhg3Ia1JkyasW7fO7TBcE2IP960CdgENgcd8lh8GHP1HdFriuFBVzytfbMYpK3GYUJeQkMDSpUvdDsM9IdSrSlW/Bb4Felb0GE5bYz8WEUscVcQShwl1TZo0idyqKkDU2RRMRGSYiGwRkUMi8qOIHBaRH53s67TEMR9P8vgBOIGn75mqaucKxmx87Ny5kyZNmrgdhjEVlpCQwM6dO90Owx3B2fDtxFRgsKp+Wd4dnSaOecCNwHp+buMwfpCbm0t2djaNGjVyOxRjKqxx48bs2bOH/Pz8COxWHrIj3+6uSNIA54njO1W1lwtXgd27d9OgQQNiYhx3cDMm6MTFxVG3bl327t3LmWee6XY4gRdCJQ4RGeb9mC4iLwEL8dQkAc56yzr9ttokIi8Ai8t7AlO63bt307hxY7fDMKbSEhIS+OGHHyIzcYRWPcxgn89Hgct95h31lnWaOGrgSRjlPoEp3fHjx6lZs6bbYRhTaTVq1OD48eNuhxF4IfYch6reXNljOEoc/jhRcUQkGXgSiAbmqurkIuvFu/5KPJlxlKqG1cD/OTk5Vk1lwkJMTAy5ubluh+EKf/aYcvC9OAL4P+/sEeAOVV3rXbcdz/MYeUCuqpb4rgYReaqYxYeAdFVdVFqMpbZiicjY0tY73aaE/aKBZ4AU4Dzg+mK6/KYAbbzTWGBmRc4VzHJzc4mNjXU7DGMqLZITh7+GHHH4vbgNuNTbq/URYE6R9X1UtUtpScOrOtAF2OKdOgPxwGgRmV7ajmX91J0oIvtKWS/Abzg9cCe6A1tV9RsAEXkRGAJs9NlmCPAvVVXgExGpJyIJqho2HcZzc3OtxGHCQkQnDv8p83tRVVf5bP8J0KyC5zoH6Kuqud5zzQSWAQPw9KAtkZNh1QeXsc3bDoMsqimww2c+C+jhYJumeB6XP4W35DMWoHnz5hUMKfA0xMYqMKYkIkJ+fmi1EvtLOaqqGoqI71uv5qiq7w9vJ9+LvkYDS3zmFVgmIgrMLnLsopoCtfBUT+H93ERV80TkRMm7lZE4qqptw6u41qSit9/JNp6Fnhs0ByApKSlkvo3tV5oJFxFb7aqUZ8iRfWVUITn+zhORPngSx8U+iy9S1Z0i0gh4W0Q2qeoHJZxrKrBGRJZ7z9sb+IuI1ALeKe0i3KwjyQLO8plvBhR99NTJNiEtNjbWEocJCxFd7eq/n6qOvvO8o5XPBVJUtXBEW1Xd6f27R0QW4Kn6KjZxqOo/RORN7zYC/KFgf2BCaUG6+YjnZ0AbEWklInHAcKDoQ4ZpwE3icSFwKJzaN8BKHCZ8RHIPQT+OVVXm96KINMfzKMSNqvqVz/JaInJGwWc8j09sOC1WkXO9f7sBCXiqxr4DGjt8Xbh7JQ5VzRWR8cBSPN3O5qnqFyJyu3f9LOBNPF1xt+LpjluVVWeuiIuLi8y+7ybsnDhxgri4OLfDcIefShwOvxf/BDQAZnieWCjsdnsmsMC7LAZ4QVXfKuY09+JpD36smHUKlPlyvjITh7d7WH1V3eedj8Pzlqh7VLV9WfuXRlXfxJMcfJfN8vmswK8rc45g16hRI3bv3u12GMZU2u7duyPzqXHw65AjDr4XxwBjitnvG+B8B8cf6/3bp6IxlvUcx3BgP7BORFZ4G2O+wdPHeERFT2p+5js4nDGhqmCwzkhMHE6rqYJwWPWaInK/iMzxzrcRkUFO9i2rxHE/kKiqW711Xx8Dw1V1QeVCNgWqVatGnTp12Ldvn42Qa0LWnj17iI+Pj9g2jlB6kZOP54AMoJd3Pgv4H/B6WTuW1Th+UlW3AniH+thmScP/IvpdBiYsRPrLyEKxxAG0VtWpQA6Aqh6j+O7Apynr50EjEbnXZ76277yqPl7eSM3pCt6e1qVLF7dDMaZCIv5lZMGXFJw4KSI18EYvIq3xGf28NGUljmeBM0qZN36QkJAQ0a/dNKEvokscwVmacOLPwFvAWSLyPHARno5PZSorcXwFLPN9wMT4X5MmTayqyoQ0K3G4HUCF3AS8AbyCp9PTbwp6z5alrDaOFsD/RGSliDwoIj28Q50bP7IShwl1EV3iACTf2RRknsMzQm4q8BQwW0R+42THUhOHqk5W1b54HsJbC9wCZIrICyJyk4hEXt+7KtCiRQu+/vprt8MwpsK++eYbWrRo4XYYphxU9T1gEvAAnuFLkoA7nOzr9EVOh4EF3gnv+PApwL+AK8ofsvHVrVs3MjMzUVWsQGdCjaqSkZFBt26ORqsITyFYVSUi7+IZEfdjYCVwgarucbKvo7GqRORdEbmyYF5VNwLtVNWShh80bdoUESErK8vtUIwpt+3bt1OjRg0aN27sdijuCNEHAIF1wEmgI56XOHX09rIqk9NBDlsB/ycif/ZZVtbbpYxDIkJiYiIZGRluh2JMuWVkZJCYmOh2GO7y0xsAA0lV71HV3sBVQDaeNo+DTvZ1mjgOAv2AM0VksYjUrUCcphSWOEyossRBSCYOERkvIi8Ba4ChwDw8TRBlcpo4RFVzVXUc8CrwIWDjY/hRUlIS6enpZW9oTJDJyMggKSlyKyCEkO1VVQN4HDhXVfup6kPeBvMyOR1Yxndkxn+KyHrCfNTaQCsocVgDuQklBQ3jEV3iCM72izKp6rSK7uuoxKGqs4vMZ6jqLRU9qTmdNZCbUPTtt99SvXr1yG0YLxCCVVWV4eYbAI2PggZyq64yoSQ9PT2ySxsFLHEYt/Tt25dly5a5HYYxji1btoy+fct8YVzYC9HuuBVmiSOIpKamkpaWhufFh8YEt/z8fBYvXszgwYPdDsV9VuIwbmnbti1nnHEGmZmZbodiTJnS09OJj4+ndevWbofiLg3ZXlUVZokjyAwePJi0tDS3wzCmTGlpaaSmprodRnCwEodxU0F1lTHBzhLHz6yNw7iqZ8+e7Nixg++++87tUIwp0bZt29i9ezfdu3d3O5TgYCUO46aYmBgGDhzI4sWL3Q7FmBItXryYgQMHEh0d7XYo7nOaNCxxmKpk1VUm2Fk11c8Eq6oyQeCKK65g9erV9jpZE5SysrLIzMxkwIABbocSNCxxGNfVrl2b4cOHM3fuXLdDMeY0zz77LDfccAO1atVyO5TgYVVVJhjccccdzJkzh5ycHLdDMaZQTk4Ozz77LHfc4egNo5HDEocJBp07d6ZVq1bWSG6CysKFC2nbti0dOnRwO5Tg4bCayqqqTECMGzeOGTNmuB2GMYVmzJjBuHHj3A4j+FiJwwSLYcOGsWHDBjZt2uR2KMawceNGNm3axNChQ90OJejYkCMmaFSrVo3Ro0cza9assjc2porNnDmTW2+9lbi4OLdDCTpWVWWCytixY/n3v//NTz/95HYoJoIdPnyY559/nrFjx7odSvCxBwBNsGnRogWXXXaZlTqMq2bOnEn//v1p1qyZ26EEpwhLHE7fOW5c9PDDD9O3b1/GjBlD3bp13Q7HRJgDBw4wbdo0Vq5c6XYoQangyfFIYiWOENChQweuvPJK/va3v7kdiolAU6dOZejQoZx77rluhxK0JF8dTY6OJZIsIptFZKuITCxm/QgRWeedVonI+UXWR4vI5yLyup8u7zRW4ggRDz74IN26dePXv/41jRs3diWGIydPMn9NJm9u2UKtuDhGnt+FK9u0RURciSccqSqvf7WZf69bw08nc7iyTVtGdelKLZcapHfu3MmcOXNYu3atK+cPCX6shhKRaOAZYACQBXwmImmqutFns23Apap6QERSgDlAD5/1vwG+BOr4J6rTuZI4RCQeeAloCWwHrlXVA8Vstx04DOQBuaqaFLgog0uLFi0YOXIkjzzyCM8880zAz388N4dhL77Ajh8PcSIvD4Av9uwmY9dO/nRpn4DHE64eWvEe//tiI8dyPSMGfHNgP2mbN5F2/QiqxQT+n+tDDz3E6NGjrW2jDH6squoObFXVbwBE5EVgCFCYOFR1lc/2nwCF/3FEpBkwEJgE3Ou3qIpwq6pqIvCuqrYB3vXOl6SPqnaJ5KRR4A9/+AMvvfQSX3/9dcDPvWjTJr4/fLgwaQAcy83lhfXr2Hn4cMDjCUff//gjL23YUJg0AE7k5fH9jz+Stjnwz/J89dVXvPrqq0ycWNo/TwP4s3G8KbDDZz7Lu6wko4ElPvPTgfuAKn1qxK3EMQSY7/08HxjqUhwhpWHDhtx999088MADAT/3iu3bT/lCKxAbFc3nu2wUX3/I2LWTmKjT/0kezc3hg2+3Bzye+++/n9/+9rfEx8cH/NyhphzPcTQUkXSfqWj/5uLqfYtNOSLSB0/i+D/v/CBgj6pm+O/KiudWG8eZqroLQFV3iUijErZTYJmIKDBbVeeUdEDvf4CxAM2bN/d3vEHj7rvvpk2bNmRmZtKtW7eAnTfhjNpEi5CnRf8fVhrWrBmwOMJZSfcxJiqKhNpnBDSWzz77jA8//JDnnnsuoOcNWc6rqvaVUXuSBZzlM98MOO2XmYh0BuYCKaqa7V18EZAqIlcC1YE6IvIfVf2V4+gcqrISh4i8IyIbipmGlOMwF6lqNyAF+LWI9C5pQ1Wdo6pJqpr0i1/8otLxB6vatWvz17/+lTFjxgR05NwbOp1PbJG3vUWJUK96DS5oavXf/tCjaTPqVKtOVJHOBrFRUVzfqXPA4jh58iRjxoxhypQpNnS6E+rXIUc+A9qISCsRiQOGA6e81U1EmgOvATeq6leFYaj+XlWbqWpL737vVUXSgCpMHKraX1U7FjMtAnaLSAKA9++eEo6x0/t3D7AAT8NRxBs5ciSNGzfmr3/9a8DO2To+nieTr6RutWrUio2jekwM58TH8/zVvzzti85UTHRUFC9cfQ2t68dTIyaGWrGx1KtenadSBtKqfv2AxfHoo4/SvHlzfvWrKvnOCTv+fAOgquYC44GleHpGvayqX4jI7SJyu3ezPwENgBkiskZE0qvmykomelrVQwBOKjINyFbVyd5+yvGqel+RbWoBUap62Pv5beBhVX2rrOMnJSVpenrA72VAZWVl0bVrV9555x3OP//8snfwk9z8fDbv20fN2NiAfplFmm8OHOBYTg7tGjYstt2jqmRmZpKcnMyaNWto0qRJwM7rFhHJqGzHm9oNztKOyXc72vbTF35X6fMFA7caxycDA0RkC57+ypMBRKSJiLzp3eZM4EMRWQusBt5wkjQiRbNmzZg6dSo333xzQKusYqKi6NCokSWNKnZ2/fp0aNQooEnj5MmT3HzzzTz22GMRkTT8yQY5DABVzVbVfqraxvt3v3f5TlW90vv5G1U93zt1UNVJbsQazEaNGkVCQkJAq6xM+LIqqgqKwEEO7cnxECYizJkzh65duzJkyJCAVlmZ8JKZmcmsWbNYs2aNjQRQAeH0rg0nbKyqENe0aVOmTp3KqFGjOHnypNvhmBB08uRJRo0aZVVUlWAvcjIhZ+TIkTRv3px77rnH7VBMiFFV7rzzTs455xyroqooBVSdTWHCEkcYEBH+/e9/8/777zN79my3wzEhZObMmXz00UfMnz/fqqgqIdIax62NI0zUqVOHRYsWcfHFF9O+fXt69y7xWUljAHjvvfd4+OGHWbVqFWecEdgn08NOGCUFJ6zEEUbatGnDf/7zH6677jq2b9/udjgmiH3zzTfccMMNvPDCC5x99tluhxPS/PkAYKiwxBFmBgwYwMSJExkyZAhHjhxxOxwThA4fPkxqaioPPPAAffv2dTuc0KfOXuLk9EVOocASRxi66667SExMZOTIkeTnh1FXDlNp+fn53HjjjfTq1Ytx48a5HU74iLDnOCxxhCERYebMmezatYsHH3zQ7XBMEHnggQfIzs7m6aeftsZwP4q0qiprHA9T1apVY8GCBVx88cXUr1/fuuoa/va3v/HKK6+wcuVK4lx6FW1YUiCMqqGcsMQRxs4880zeffddLr30UqpVq2ZVExHs6aefZubMmaxYsYJGjUp6/Y2psMjKG5Y4wl3z5s0Lk0f16tW55ZZb3A7JBNizzz7LtGnTWLFihb07vIqEUzWUE5Y4IsDZZ5/NO++8Q79+/cjLy+PWW291OyQTILNmzWLSpEm89957tGzZ0u1wwlY49ZhywhJHhGjXrh3vv/8+/fv358SJE4wfP97tkEwVmz59OtOnT2f58uW0bt3a7XDCV5j1mHLCEkcEadOmDStWrKBfv34cO3aMCRMmuB2SqSKTJ09m7ty5rFixghYtWrgdTljzPAAYWZnDEkeEadmyJStWrGDAgAF8++23PPHEE8TGxrodlvGTkydP8pvf/IYPPviAFStW0LRpU7dDigwR9riUPccRgZo1a8Ynn3zCtm3buOKKK8jOznY7JOMHe/fu5fLLL2fHjh18/PHHljQCSFQdTeHCEkeEqlu3LmlpaVxwwQV0796dDRs2uB2SqYR169bRvXt3evbsyaJFi6hTp47bIUUOewOgiSTR0dFMmTKFTp060bdvX5599lmGDBnidlimnF577TVuu+02nnrqKa6//nq3w4lA4TUOlROWOAy/+tWvaNu2LcOGDWPDhg384Q9/sOEoQkB+fj6PPvoozz77LEuWLCEpKcntkCJXGFVDOWFVVQaA7t27s3r1atLS0rj22mvZv3+/2yGZUmRnZ3PNNdewZMkSVq9ebUnDTWqvjjURrEmTJoU9cTp16sTixYvdDskUY+HChXTq1InmzZvz/vvvk5CQ4HZIJsJeHWtVVeYU1atXZ/r06QwbNoxbbrmFl19+mSeffJL4+Hi3Q4t42dnZ3HXXXaxevZqXX36Ziy++2O2QTIHwyQmOWInDFKt3796sXbuW+Ph4K30EgYJSRqNGjVi7dq0ljSAj+fmOpnBhJQ5Tolq1avHkk09y9dVXW+nDJVbKCAGKPQBoTFFFSx/z5s0jNzfX7bDCWm5uLnPnzrVSRggQnD38Zw8AmohTUPp49dVXmT9/Pp07d2bBggVoGP1jCAaqyquvvkrHjh15/vnnWbhwIU888QQ1a9Z0OzRTmghrHLfEYcrlwgsvZPny5Tz22GM89NBD9OzZk+XLl7sdVlh4//33ufDCC3n00UeZPn067733Ht27d3c7LOOEJQ5jSicipKSkkJmZyZ133sktt9xCSkoKn3/+uduhhaTMzEyuuOIKxowZw913301GRgbJycn2EGaoKGjjcDKFCUscpsKioqIYMWIEmzZtYuDAgVx55ZVcd911rFq1yqqwyqCqfPTRR1x77bUMHDiQIUOG8OWXX3L99dcTFWX/LENNpPWqsv9DTaXFxcUxfvx4tmzZwoUXXsioUaPo2rUrc+bM4ciRI26HF1SOHDnC7Nmz6dKlC7fccgu9evViy5YtjBs3jri4OLfDMxXisJoqjH5MWeIwflO7dm3uueceNm3axLRp01iyZAktWrTgrrvu4ssvv3Q7PFdt3LiRO++8kxYtWrBs2TIef/xxNm3axN13303t2rXdDs9UhmKJw5jKioqKYsCAASxYsIA1a9ZQt25d+vbtS9++fXnppZciphRy+PBhXnzxRfr06UP//v2Jj49n7dq1vPrqq/Tr18/aMMKJtXEY4z9nnXUWjzzyCN9++y233XYb8+bNo0mTJqSkpDBz5kyysrLcDtGvduzYwYwZM0hOTqZp06b885//ZNy4cXz77bc89NBDNGvWzO0QTRXw53McIpIsIptFZKuITCxm/QgRWeedVonI+d7l1UVktYisFZEvROQhP19mIXty3AREXFwc1113Hddddx0//vgjS5cuJS0tjQceeIDmzZuTmppKamoqXbt2Dalf4qpKZmYmaWlppKWlsWPHDgYOHMiYMWN4+eWX7YVKkcJP1VAiEg08AwwAsoDPRCRNVTf6bLYNuFRVD4hICjAH6AGcAPqq6hERiQU+FJElqvqJX4Lz4UriEJFrgAeB9kB3VU0vYbtk4EkgGpirqpMDFqSpMnXq1OGaa67hmmuuITc3l1WrVpGWlsZ1113HsWPHuPjii0lMTCQxMZFu3bpRr149t0MudPDgQTIzM0lPTycjI4MPP/yQ2rVrk5qaylNPPUXPnj2JibHfYxFFFfL8Vg/VHdiqqt8AiMiLwBCgMHGo6iqf7T8BmnmXK1BQDxzrnaqkYcWt/8M3AMOA2SVt4DDzmhAXExND79696d27N9OmTWPLli188sknZGRksGjRItasWUNCQkJhIklMTKRz5840aNCgSksmqkp2djbr1q0rTBIZGRns3r2bLl26kJiYyKBBg3j00Udp06ZNlcVhQoTzEkdDEfH9oTxHVef4zDcFdvjMZ+EpTZRkNLCkYMb7vZkBnAM8o6qfOg2sPFxJHKr6JVDWP/wyM68JLyJC27Ztadu2LTfddBMAeXl5bN68ufDLe9GiRWzYsIHjx4+TkJBAQkICTZo0Oe1z/fr1iYmJITY2lpiYGKKjo8nLyyM3N5ecnBxyc3M5cOAAu3btYufOnaf8LZhq1KhBx44dC5PEn//8Z9q1a0d0dLTLd8oEHeeJY5+qlvbWreK+FIs9uIj0wZM4CgcxU9U8oIuI1AMWiEhHVd3gNDingrlMXa7MKyJjgbEAzZs3r9rITMBER0dz3nnncd555xUmE4CjR48WfsH7fvFv2rSJnTt3cujQIXJzc0+ZYmJiTpnq1atXmGzOOeccLrnkklOSkI0PZRxRwH/vHM8CzvKZbwbsLLqRiHQG5gIpqpp9WkiqB0VkOZCMp4bHr6oscYjIO0DjYlb9UVUXOTlEMctK/K/jLe7NAUhKSgqfDtOmWDVr1qR169a0bt3a7VBMxFNQv7VxfAa0EZFWwPfAcOAG3w1EpDnwGnCjqn7ls/wXQI43adQA+gNT/BWYrypLHKrav5KHcJR5jTHGVYrfGsdVNVdExgNL8XQKmqeqX4jI7d71s4A/AQ2AGd7q/lxv9VcCMN/bzhEFvKyqr/slsCKCuaqqzMxrjDFBwY9Phavqm8CbRZbN8vk8BhhTzH7rgK5+C6QUrjwAKCJXiUgW0BN4Q0SWepc3EZE3wZN5gYLM+yWe7PmFG/EaY0ypImzIEbd6VS0AFhSzfCdwpc/8aZnXGGOCS3glBSeCuarKGGOCnwJhNGS6E5Y4jDGmsqzEYYwxxjm/DjkSEixxGGNMZSio/57jCAmWOIwxprL89+R4SLDEYYwxlWVtHMYYYxxTtV5VxhhjyslKHMYYY5xTNC/P7SACyhKHMcZUhn+HVQ8JljiMMaayrDuuMcYYpxRQK3EYY4xxTP36IqeQYInDGGMqKdIax0XDsBuZiBwGNrsdRzk0BPa5HUQ5hVrMoRYvWMyB0E5Vz6jMAUTkLTzX7cQ+VU2uzPmCQbgmjnTvqxRDQqjFC6EXc6jFCxZzIIRavMHClTcAGmOMCV2WOIwxxpRLuCaOOW4HUE6hFi+EXsyhFi9YzIEQavEGhbBs4zDGGFN1wrXEYYwxpopY4jDGGFMuIZ84ROQaEflCRPJFpMRudSKyXUTWi8gaEUkPZIzFxOI05mQR2SwiW0VkYiBjLCaWeBF5W0S2eP/WL2E7V+9zWfdMPJ7yrl8nIt0CHWMxMZUV82Uicsh7T9eIyJ/ciNMnnnkiskdENpSwPhjvcVkxB9U9DnqqGtIT0B5oBywHkkrZbjvQ0O14ncYMRANfA2cDccBa4DwXY54KTPR+nghMCbb77OSeAVcCSwABLgQ+dfn/BScxXwa87macReLpDXQDNpSwPqjuscOYg+oeB/sU8iUOVf1SVUPpKXGnMXcHtqrqN6p6EngRGFL10ZVoCDDf+3k+MNS9UErk5J4NAf6lHp8A9UQkIdCB+gi2/85lUtUPgP2lbBJs99hJzKYcQj5xlIMCy0QkQ0TGuh2MA02BHT7zWd5lbjlTVXcBeP82KmE7N++zk3sWbPfVaTw9RWStiCwRkQ6BCa3Cgu0eOxVK99hVITHIoYi8AzQuZtUfVXWRw8NcpKo7RaQR8LaIbPL+CqkSfohZillWpX2nS4u5HIcJ6H0uwsk9C/h9LYOTeDKBFqp6RESuBBYCbao6sEoItnvsRKjdY1eFROJQ1f5+OMZO7989IrIATxVBlX2h+SHmLOAsn/lmwM5KHrNUpcUsIrtFJEFVd3mrHfaUcIyA3ucinNyzgN/XMpQZj6r+6PP5TRGZISINVTVYBxMMtntcphC8x66KiKoqEaklImcUfAYuB4rtXRFEPgPaiEgrEYkDhgNpLsaTBoz0fh4JnFZqCoL77OSepQE3eXv+XAgcKqiCc0mZMYtIYxER7+fueP7dZgc8UueC7R6XKQTvsbvcbp2v7ARchecXzglgN7DUu7wJ8Kb389l4equsBb7AU10U1DF7568EvsLT68btmBsA7wJbvH/jg/E+F3fPgNuB272fBXjGu349pfTEC6KYx3vv51rgE6CXy/H+F9gF5Hj/Px4dAve4rJiD6h4H+2RDjhhjjCmXiKiqMsYY4z+WOIwxxpSLJQ5jjDHlYonDGGNMuVjiMMYYUy6WOExIE5G3RKSpiCz3jjC7VkQ+E5EuJWxfMHpviaMSF7NPa++IqUf8FrgxIcwShwlZIlIDz/Mk33sXjVDV84EZwLRSdu2jqo6HfFfVr1W1S8UjNSa8WOIwQU1EHhGR3/jMTxKRu7yzl+EZmr6oj3E4qJ63BPIXEflYRNJFpJuILBWRr0Xk9srGb0w4ssRhgt0/8A51IiJReIbkeN67LgV4q5h9kvEMUufUDlXtCawE/gn8Es97JB6uUMTGhLmQGOTQRC5V3S4i2SLSFTgT+FxVC8YQugj4nc/mz3vHyIrG89IepwrGhloP1FbVw8BhETkuIvVU9WDlrsKY8GIlDhMK5gKjgJuBeQAicjaeksJJn+1GAK2AF/CMleTUCe/ffJ/PBfP248qYIixxmFCwAE/10wXAUu+yYqupVDUHuB+4UETaByxCYyKIJQ4T9LyliveBl1U1z7s4meLbN1DVY8BjnFqNZYzxExsd1wQ9b6N4JnCNqm4RkWrAR6rq+FkMn2NtxzPMd7lf0CMiR1S1dnn3MybcWInDBDUROQ/YCryrqlsAVPVERZKG117g3Yo8AIjn3SnGRDwrcRhjjCkXK3EYY4wpF0scxhhjysUShzHGmHKxxGGMMaZcLHEYY4wpl/8HOs66lXkW390AAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "for n in [4,7,9,21]:\n",
+    "    plot_rotor_avg_model(CGIRotorAvg(n), 'CGIRotorAvg_%d'%n)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Compare rotor-average models\n",
+    "In general, the compuational cost and the accuracy of the estimate increases with the number of points, but the distribution of the points also has an impact.\n",
+    "\n",
+    "The plot below shows the absolute error of the estimated rotor-average wind speed for the wind directions \n",
+    "270$\\pm$30$^\\circ$ (i.e. wind directions with more than 1% deficit) for a number of different rotor-average models"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x1f588717400>"
+      ]
+     },
+     "execution_count": 35,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "grid_models = [EqGridRotorAvg(i) for i in range(1,10)]\n",
+    "wd_lst = np.arange(240,301)\n",
+    "\n",
+    "def get_ws_eff(rotorAvgModel):\n",
+    "    wfm = IEA37SimpleBastankhahGaussian(site,windTurbines,rotorAvgModel=rotorAvgModel)\n",
+    "    return wfm([0, 200], [0, 0], wd=wd_lst, ws=10).WS_eff_ilk[1,:,0]\n",
+    "\n",
+    "ws_ref = get_ws_eff(EqGridRotorAvg(200)) # Use 200x200 points (31700 inside the rotor) to determine the reference value\n",
+    "\n",
+    "def get_n_err(rotorAvgModel):\n",
+    "    ws_mean_err = np.abs(get_ws_eff(rotorAvgModel) - ws_ref).mean()\n",
+    "    return len(rotorAvgModel.nodes_x), ws_mean_err\n",
+    "        \n",
+    "\n",
+    "plt.gca().axhline(0, color='grey',ls='--')\n",
+    "plt.plot(*zip(*[get_n_err(m) for m in grid_models]), label='Grid_x')\n",
+    "model_lst = [('RotorCenter', EqGridRotorAvg(1)),\n",
+    "             ('Grid_4', EqGridRotorAvg(4)),             \n",
+    "             ('PolarGrid_4,10', PolarGridRotorAvg(*polar_gauss_quadrature(4,10))),\n",
+    "             ('GQGrid_4,3', GQGridRotorAvg(4, 3))] + \\\n",
+    "            [('CGI_%d'%n, CGIRotorAvg(n)) for n in [4,7,9,21]]\n",
+    "for name, model in model_lst:\n",
+    "    n,err = get_n_err(model)\n",
+    "    plt.plot(n,err,'.',ms=10, label=\"%s (%.4f)\"%(name,err))\n",
+    "plt.xlabel('Number of rotor-average points')\n",
+    "plt.ylabel('Mean abs error (270$\\pm30^\\circ$) [m/s]')\n",
+    "plt.legend()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Deflection models\n",
+    "The deflection models calculate the deflection of the wake due to yaw-misalignment, sheared inflow etc.\n",
+    "The deflection models take as input the downwind and crosswind distances between the source wind turbines and the destination wind turbines/sites and calculate a new set of deflected downwind and crosswind distances."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### JimenezWakeDeflection"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The `JimenezWakeDeflection` model is implemented according to Jiménez, Á., Crespo, A. and Migoya, E. (2010), Application of a LES technique to characterize the wake deflection of a wind turbine in yaw. Wind Energ., 13: 559-572. doi:10.1002/we.380"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.contour.QuadContourSet at 0x1f588871850>"
+      ]
+     },
+     "execution_count": 36,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1008x216 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from py_wake import IEA37SimpleBastankhahGaussian\n",
+    "from py_wake.deflection_models import JimenezWakeDeflection\n",
+    "from py_wake.examples.data.iea37._iea37 import IEA37Site, IEA37_WindTurbines\n",
+    "\n",
+    "site = IEA37Site(16)\n",
+    "x, y = [0, 600, 1200], [0, 0, 0]  # site.initial_position[:2].T\n",
+    "windTurbines = IEA37_WindTurbines()\n",
+    "iea_deflection = IEA37SimpleBastankhahGaussian(site, windTurbines, deflectionModel=JimenezWakeDeflection())\n",
+    "\n",
+    "yaw_ilk = np.reshape([-30,30,0],(3,1,1))\n",
+    "\n",
+    "plt.figure(figsize=(14,3))\n",
+    "iea_deflection(x, y, yaw_ilk=yaw_ilk, wd=270, ws=10).flow_map().plot_wake_map()\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Implement your own deflection models\n",
+    "\n",
+    "Deficit models must subclass `DeficitModel` and thus must implement the `calc_deflection` method and a class variable, `args4deflection` specifying the arguments required by its calc_deflection method\n",
+    "\n",
+    "```python\n",
+    "\n",
+    "class DeflectionModel(ABC):\n",
+    "    args4deflection = [\"ct_ilk\"]\n",
+    "\n",
+    "    @abstractmethod\n",
+    "    def calc_deflection(self, dw_ijl, hcw_ijl, **kwargs):\n",
+    "        \"\"\"Calculate deflection\n",
+    "\n",
+    "        This method must be overridden by subclass\n",
+    "\n",
+    "        Arguments required by this method must be added to the class list\n",
+    "        args4deflection\n",
+    "\n",
+    "        See documentation of EngineeringWindFarmModel for a list of available input arguments\n",
+    "\n",
+    "        Returns\n",
+    "        -------\n",
+    "        dw_ijlk : array_like\n",
+    "            downwind distance from source wind turbine(i) to destination wind turbine/site (j)\n",
+    "            for all wind direction (l) and wind speed (k)\n",
+    "        hcw_ijlk : array_like\n",
+    "            horizontal crosswind distance from source wind turbine(i) to destination wind turbine/site (j)\n",
+    "            for all wind direction (l) and wind speed (k)\n",
+    "        \"\"\"\n",
+    "```"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.contour.QuadContourSet at 0x1f588636220>"
+      ]
+     },
+     "execution_count": 37,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from py_wake.deflection_models import DeflectionModel\n",
+    "from numpy import newaxis as na\n",
+    "class MyDeflectionModel(DeflectionModel):\n",
+    "    args4deficit = ['dw_ijlk', 'cw_ijlk']\n",
+    "\n",
+    "    def calc_deflection(self, dw_ijl, hcw_ijl, **_):\n",
+    "        dw_ijlk = dw_ijl[..., na] # add extra wind speed dimension\n",
+    "        hcw_ijlk =hcw_ijl[..., na] + .1*dw_ijlk # deflect 1/10 of the downstream distance\n",
+    "        return dw_ijlk, hcw_ijlk\n",
+    "\n",
+    "iea_my_deflection = IEA37SimpleBastankhahGaussian(site, windTurbines, deflectionModel=MyDeflectionModel())\n",
+    "\n",
+    "plt.figure(figsize=(10,4))\n",
+    "iea_my_deflection(x, y, wd=270, ws=10).flow_map().plot_wake_map()\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Turbulence models"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# methods to plot turbulence map, used below to visualize and compare the deficit models\n",
+    "   \n",
+    "def plot_turb_map(turbulenceModel):\n",
+    "    xy = np.linspace(-200,500,200), np.linspace(-200,200,200)\n",
+    "    X,Y,deficit = _map(turbulenceModel.calc_added_turbulence, xy)\n",
+    "    c = plt.contourf(X,Y,deficit, levels=100, cmap='Blues')\n",
+    "    plt.colorbar(c, label=\"Added turbulence intensity [-]\")\n",
+    "    plt.plot([0,0],[-1/2,1/2],'k')\n",
+    "    plt.ylabel(\"Crosswind distance [y/D]\")\n",
+    "    plt.xlabel(\"downwind distance [x/D]\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### STF2005TurbulenceModel\n",
+    "\n",
+    "Steen Frandsen model implemented according to IEC61400-1, 2005"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from py_wake.turbulence_models import STF2005TurbulenceModel\n",
+    "plot_turb_map(STF2005TurbulenceModel())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### STF2017TurbulenceModel\n",
+    "\n",
+    "Steen Frandsen model implemented according to IEC61400-1, 2017"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from py_wake.turbulence_models import STF2017TurbulenceModel\n",
+    "plot_turb_map(STF2005TurbulenceModel())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### GCLTurbulence\n",
+    "\n",
+    "Gunner Chr. Larsen model implemented according to \n",
+    "    \n",
+    "    Pierik, J. T. G., Dekker, J. W. M., Braam, H., Bulder, B. H., Winkelaar, D., Larsen, G. C., Morfiadakis, E., Chaviaropoulos, P., Derrick, A., & Molly, J. P. (1999). European wind turbine standards II (EWTS-II). In E. L. Petersen, P. Hjuler Jensen, K. Rave, P. Helm, & H. Ehmann (Eds.), Wind energy for the next millennium. Proceedings (pp. 568-571). James and James Science Publishers."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from py_wake.turbulence_models import GCLTurbulence\n",
+    "plot_turb_map(GCLTurbulence())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### CrespoHernandez\n",
+    "\n",
+    "    Implemented according to:\n",
+    "    A. Crespo and J. Hernández\n",
+    "    Turbulence characteristics in wind-turbine wakes\n",
+    "    J. of Wind Eng. and Industrial Aero. 61 (1996) 71-85"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from py_wake.turbulence_models import CrespoHernandez\n",
+    "plot_turb_map(CrespoHernandez())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Compare Turbulence models"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "turbulenceModels = [STF2005TurbulenceModel(),\n",
+    "                 STF2017TurbulenceModel(),\n",
+    "                 GCLTurbulence(),\n",
+    "                 CrespoHernandez()]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**turbulence intensity along center line**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x1f588915be0>"
+      ]
+     },
+     "execution_count": 44,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=((10,6)))\n",
+    "for turbulenceModel in turbulenceModels:\n",
+    "    X, Y, ti = _map(turbulenceModel.calc_added_turbulence, xy=(np.linspace(-200,500,300), 0))\n",
+    "    plt.plot(X[0], ti[0], label=turbulenceModel.__class__.__name__)\n",
+    "\n",
+    "plt.legend()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**Deficit profile 2D downstream**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x1f581aa44f0>"
+      ]
+     },
+     "execution_count": 45,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=((10,6)))\n",
+    "for turbulenceModel in turbulenceModels:\n",
+    "    X, Y, ti = _map(turbulenceModel.calc_added_turbulence, xy=(2*D, np.linspace(-200,200,300)))\n",
+    "    plt.plot(Y[:,], ti[:,0], label=turbulenceModel.__class__.__name__)\n",
+    "\n",
+    "plt.legend()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Ground models"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Mirror\n",
+    "The Mirror ground model lets the ground mirror the wake deficit. It is implemented by adding wakes from underground mirrored wind turbines"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.contour.QuadContourSet at 0x1f5885c2b80>"
+      ]
+     },
+     "execution_count": 46,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from py_wake.ground_models import Mirror\n",
+    "wfm = NOJ(site, windTurbines, k=.5, groundModel=Mirror())\n",
+    "wfm([0], [0], wd=0).flow_map(YZGrid(x=0, y=np.arange(-300, 100, 1) + .1, z=np.arange(-100, 200))).plot_wake_map()\n"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.2"
+  },
+  "toc": {
+   "base_numbering": 1,
+   "nav_menu": {},
+   "number_sections": true,
+   "sideBar": true,
+   "skip_h1_title": false,
+   "title_cell": "Table of Contents",
+   "title_sidebar": "Contents",
+   "toc_cell": false,
+   "toc_position": {
+    "height": "calc(100% - 180px)",
+    "left": "10px",
+    "top": "150px",
+    "width": "373.333px"
+   },
+   "toc_section_display": true,
+   "toc_window_display": true
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/docs/notebooks/exercises/Validation.ipynb b/docs/notebooks/exercises/Validation.ipynb
index 3301f8fe21939735a4444594c41f2150f5d34d12..d3ea827668876deaaa2ecdea6be7b4a3c919f2a6 100644
--- a/docs/notebooks/exercises/Validation.ipynb
+++ b/docs/notebooks/exercises/Validation.ipynb
@@ -18,7 +18,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 0,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -31,7 +31,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -42,7 +42,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -58,7 +58,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
@@ -88,7 +88,7 @@
     "    s = \"\"\"# insert windFarmModel code below\n",
     "wfm = %s\n",
     "\n",
-    "validation.add_windFarmModel('<name>', wfm)\"\"\"% get_signature(windFarmModel, kwargs, 1)\n",
+    "validation.add_windFarmModel('MyModelName', wfm)\"\"\"% get_signature(windFarmModel, kwargs, 1)\n",
     "        \n",
     "    # Write windFarmModel code to cell starting \"# insert windFarmModel code below\"\n",
     "    display(Javascript(\"\"\"\n",
@@ -113,7 +113,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -131,7 +131,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -166,13 +166,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "9af05710535d4740942b102204468f17",
+       "model_id": "dc06b5b254cf4ce4929c9168bd92a344",
        "version_major": 2,
        "version_minor": 0
       },
@@ -194,14 +194,14 @@
    "source": [
     "In the cell below:\n",
     "\n",
-    "- Replace '\\<name\\>' with a name for the windFarmModel\n",
+    "- Replace `MyModelName` with a name for the windFarmModel\n",
     "- Set unspecified arguments, if any\n",
     "- Run the cell below to add the windFarmModel to the validation"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -209,8 +209,8 @@
     "wfm = PropagateDownwind(\n",
     "    site,\n",
     "    windTurbines,\n",
-    "    wake_deficitModel=BastankhahGaussianDeficit(\n",
-    "        k=0.0324555,\n",
+    "    wake_deficitModel=NOJDeficit(\n",
+    "        k=0.1,\n",
     "        use_effective_ws=False),\n",
     "    rotorAvgModel=RotorCenter(),\n",
     "    superpositionModel=LinearSum(),\n",
@@ -218,19 +218,19 @@
     "    turbulenceModel=None,\n",
     "    groundModel=NoGround())\n",
     "\n",
-    "validation.add_windFarmModel('<name>', wfm)"
+    "validation.add_windFarmModel('MyModelName', wfm)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "dict_keys(['MyModel', 'Gaus'])\n"
+      "dict_keys(['<name>'])\n"
      ]
     }
    ],
@@ -248,12 +248,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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tExYWNrW5uXlVx3W33npr6osvvpgQFxfn9q/7+uuvC4KDg/Ull1wyKj8/P1RrraKiotyLFi3aGB0d7e2tNg9EEtgQQgghhBBCCCGA6mpsKSm4971nz5SVHfg19w033LDr7rvv3tVx3e9+97uUpKQk1zvvvLMFYM2aNcFBQUH6YNs50ElgQwghhBBCCCGEGABKS0vto0aNcvqfT5482RHI9vQXUmNDCCGEEEIIIYToZx5//PHk7OzsnOzs7JzZs2dnAlx33XWV//znP1OmTJmS/Ytf/CJ17dq1wYFuZ38ggQ0hhBBCCCGEEKKfueGGG3bl5+evz8/PX//tt98WAsyZM6dly5Yta2+55Zay6upq25w5c8avXLkyJNBtDTQJbAghhBBCCCGEEANEdHS094orrqh98cUXt/34xz+ufvvtt6MD3aZAk8CGEEIIIYQQQggxAHz88cfhFRUVVoDW1lZVWFgYMnr0aOe+XjfYSfFQIYQQQgghhBACMz3rwcxk0t3x9rVPa2urJTk5eZL/+U9/+tNdYGpsvPLKK/H+9W+//famwsLCkJtuumkUgNfrVSeeeGLdFVdcUdNb7R2olNZDfmYYIYQQQgghhBBD0Jo1a7ZOnjy5MtDtEPtnzZo1CZMnTx7tfy5DUYQQQgghhBBCCDFgSWBDCCGEEEIIIYQQA5YENoQQQgghhBBCCDFgSWBDCCGEEEIIIYQQA5YENoQQQgghhBBCCDFgSWBDCCGEEEIIIYTYD7feemtqoNsg2klgQwghhBBCCCGE2A8PPvjgsN46llJq+tlnn53uf+5yuYiNjZ183HHHjeut9+jP3n333chPPvkk/GCOIYENIYQQQgghhBAiQEJDQ70FBQWhjY2NCuDNN9+MSk5OdgWiLS5X37/tokWLIr/66quIgzmGBDaEEEIIIYQQQogeWL9+fdC4ceNyAcaNG5e7fv36oN447gknnFD36quvxgAsWLAgbt68edX+bfX19Zbzzjtv9IQJE8aPHz8+58UXX4wBKCgoCJo+fXpWTk7O+JycnPH+rIfi4mL7jBkzsrKzs3MyMjJyP/zwwwiAsLCwqf5jPvfcc7Hz5s0bDTBv3rzR11xzzfDZs2dn3njjjcPz8vKCjzrqqIzc3Nzx06dPz1q1alWIf79LLrlk5OzZszOHDx8+8b333os477zzRo8ZMybXfyyAN954I2rKlCnZOTk540899dQxdXV1FoC0tLSJt9xyS2pOTs74zMzMnFWrVoUUFBQEvfDCC4mPP/54cnZ2ds6HH34Y8eyzz8ZmZGTkZmVl5cyYMSOrJ/9+toP5xxdCCCGEEEIIIYaKM888M6OoqCgYoKioKPjMM8/M2LRpU97BHveyyy6rvvPOO4ddcMEFtRs2bAj7yU9+UrV06dIIgN///vfDjjvuuPpXX311a2VlpXXGjBnjzzzzzPrU1FT3V199VRgWFqbXrl0bfNFFF41Zt27dhmeffTbuhBNOqLvvvvvK3G43DQ0N+0xo2Lx5c8iSJUsKbTYbhx9+eOaTTz5ZPHHiRMeiRYvCf/rTn4785ptvCgHq6upsy5YtK/zf//4Xc8EFF2QsWrQof/r06S2TJk0av3Tp0tD09HTXn//852GLFy8ujIqK8t5+++0p//d//5f8t7/9rRQgISHBvX79+g333ntv4r333pv88ssvF19++eUVERERnrvvvnsXQGZmZs7HH39cmJ6e7qqsrLT25N9PAhtCCCGEEEIIIUQPbNmyJURrDYDWWm3ZsiWkN447e/bslpKSkuCnnnoq7sQTT6zruO2LL76I+uijj2IefvjhFACHw6E2bdoUNGrUKNdPfvKTUevXrw+1WCwUFxcHAxx22GFN119//WiXy2U599xza+bMmdOyr/c/55xzamw2G3V1dZZVq1ZFnHfeeWP925xOp/L/fPrpp9daLBamTZvWHB8f75o1a1YLQGZmZsvmzZuDi4uLgzZv3hwya9asbACXy6WmT5/e6H/9xRdfXAMwa9as5nfeeSe2u7bMmDGj8ZJLLhk9b968mksuuaSmJ/9+EtgQQgghhBBCCCF6ID09vbWoqChYa62UUjo9Pd3RW8c+5ZRTau+8884RH3/8cUF5eXnbtbrWmtdee23T5MmTO73XrbfempqUlOR6/fXXt3i9XkJDQ6cDnHrqqY2LFy8ueP3116OvvPLK9F/84he7brrppiql2uITtLS0qI7HioiI8AJ4PB4iIyPd+fn567trY0hIiAawWq0EBQVp/3qLxYLb7VZWq1UfeeSR9QsXLtyyt9fbbDbtdrtVd/v873//27Zo0aLwd955J3rKlCm5q1evzktJSfHs7d9OamwIIYQQQgghhBA98M4772wcM2aMA2DMmDGOd955Z2NvHfunP/1p5W233bbTnwXhd9xxx9U/8MADyV6vF4AlS5aEAtTV1VmHDRvmslqtPProo/Eej7n2LywsDEpLS3PddtttlZdeemnlypUrwwDi4+NdK1euDPF4PLz99tvdZkvExcV5hw8f7nz22WdjAbxeL8uWLQvt6Wc49thjm5YvXx6xbt26YICGhgbLDz/8ELy310RGRnoaGhrahpzk5eUFH3/88U0PPfTQztjYWHdRUdE+65hIYEMIIYQQQgghhOiBnJwcp7+mxqZNm/JycnKcvXXssWPHuu64447yruvvvffenW63W/mLgf7hD39IA7j55pvLFyxYED958uTswsLCkNDQUC/ARx99FJmTk5M7fvz4nLfffjv217/+9S6Au+66a8dZZ5017vDDD8/a26wrCxYsKHruuecSsrKycjIyMnJff/31mJ5+htTUVPcTTzyx9cILLxyTmZmZM3369Oy1a9fudbjOvHnzat97770Yf/HQW265ZXhmZmZORkZG7mGHHdZw2GGH7XMojfKPDxJCCCGEEEIIIYaSNWvWbJ08eXLl/r5OKTVda73iULRJ7NuaNWsSJk+ePNr/XDI2hBBCCCGEEEKI/XDLLbeUBroNop0ENoQQQgghhBBCiP3w97//fWeg2yDaSWBDCCGEEEIIIcRQ5fV6vd3OziH6J9//l7fjOglsCCGEEEIIIYQYqtZVVFRES3BjYPB6vaqioiIaWNdxvW0P+wshhBBCCCGEEIOa2+2+pqys7OmysrIJyI3/gcALrHO73dd0XCmzogghhBBCCCGEEGLAkoiUEEIIIYQQQgghBiwJbAghhBBCCCGEEGLAksCGEEIIIYQQQgghBiwJbAghhBBCCCGEEGLAksCGEEIIIYQQQgghBiwJbIghTykVpJSqVEpFKKW+UEq1KqUalFL1SqkVSqnfKqWCD8H7/k0ptdH3XvlKqcv3su+xSimvUqqxw3JFb7dJCCEOpQD2t39VSm33vU+xUur2vewr/a0QYsALYH+b16X/dCulFu5hX+lvRa+RwIYQcDSwWmvd6Ht+k9Y6EhgG3AZcCLyvlFK9/L5NwFwgGrgC+IdSas5e9t+ptY7osDzfy+0RQohDLVD97TNAttY6CpgDXKyUOmcv+0t/K4QY6ALS32qtc/19JxAJbANe3ctLpL8VvUICG2JQU0qNVUpVK6Wm+Z6n+qLXx3bY7TTg/a6v1Vo3aa2/AM4EDgdO7822aa3v1Frna629Wutvga987yOEEANOP+9vC7TWTR1WeYFxvfkeQgjRV/pzf9vF0UAS8PohfA8hAAlsiEFOa70Z+A3wX6VUGPAc8G9fh+53GvDeXo6xDVgOHNXddl8qX+2elp60UykVCswE8vayW5JSapdSaotS6kGlVHhPji2EEH2hv/e3vtc2AiVAOPC/vewu/a0Qot/q7/1tB1cAr3UJLHcl/a3oFRLYEIOe1vopYCPwLSb9rm1stVJqDGDXWhfs4zA7gbg9HP9erXXMnpYeNvNxYA3w0R625wNTfO0/HpgO/L2HxxZCiD7Rn/tbrfW9mLToacB/gLo97Cr9rRCi3+vP/a2vDWHAucC/97Kb9Lei10hgQwwVTwETgH9qrR0d1p9ON2l63UgDqg9Fw5RS9/vadr7WWne3j9a6TGu93jdsZQvwa8wfCyGE6G/6bX+rjVVAC3DXHvaR/lYIMVD02/4WOMd37C/3tIP0t6I3SWBDDHpKqQjgIUzxuPlKqY6R6b2m6flePwITQf5qD9t/36Wac6dlH8e+CzgVOElrXd/zT4UGeru4nhBCHJT+3N92YQPG9nBf6W+FEP3OAOhvrwBe2NNNuz2Q/lYcMAlsiKHgH8AKrfU1mE7+cWirazEL+KK7FymlwpRSxwBvA9+xh8i31vrPXao5d1r21Cil1O+Ai4Efaa2r9vYBfNNhjVTGCOBeX7uEEKI/6Xf9rVLKopS6XikV6+tDZwE/Az7bw/7S3wohBoJ+1992eI/hwHHAXmc4kf5W9CYJbIhBTSl1FnAKcINv1a3ANKXUJcAJwDKtdWuXl/1LKdUA7MJEwl8HTtFae3u5eX8GRgIbO0TAf9+h7Y1KKX9Bp2nAMswUsUuBdcAverk9QghxwPp5f/tjYDPQALwI/NO3+Nsu/a0QYsDo5/0twGW+Nmzupu3S34pDQu1fdpAQg4dS6lFgndb60UC3RQghBjPpb4UQom9IfyuGKlugGyBEAK0GFga6EUIIMQSsRvpbIYToC6uR/lYMQf1+KIpS6lmlVLlSat0etmcrpZYppRxKqV/1dfvEwKW1flJrXRrodgjRX0h/Kw4V6W/FUHUw/apS6hSlVIFSapNS6rd902Ix0El/K4aqfh/YwMx9fMpetldjxmL9rU9aI4QQg9e/kf5WCCF60785gH5VKWUFHsHMnJYDXKSUyjlEbRRCiAGv3wc2tNaL2cv8ylrrcq3194Cr71olhBCDj/S3QgjRuw6iX50FbNJaF2mtncBLwFmHrqVCCDGwDakaG0qp64DrAMLDw6dnZ2cHuEVCCNFzK1asqNRaJwa6HT0h/a0QYqDqJ31tGrC9w/MSYHZ3O0p/K4QYqHqzvx1SgQ2t9ZPAkwAzZszQy5cvD3CLhBCi55RSxYFuQ09JfyuEGKj6SV+rulnX7VSG0t8KIQaq3uxv+/1QFCGEEEIIIYaYEmBEh+fDgZ0BaosQQvR7EtgQQgghhBCif/keyFBKpSulgoALgXcC3CYhhOi3+v1QFKXUAuBYIEEpVQLcCdgBtNaPK6VSgOVAFOBVSt0M5Git6wPTYiGEGJikvxVCiN51MP2qUuom4CPACjyrtc4LwEcQQogBod8HNrTWF+1jexkmPU8IIcRBkP5WCCF618H0q1rr94H3D0W7hBBisJGhKEIIIYQQQgghhBiwJLAhhBBCCCGEEEKIAUsCG0IIIYQQQgghhBiwJLAhhBBCCCGEEEKIAUsCG0IIIYQQQgghhBiwJLAhhBBCCCGEEEKIAUsCG0IIIYQQQgghhBiwJLAhhBBCCCGEEEKIAUsCG0IIIYQQQgghhBiwJLAhhBBCCCGEEEKIAUsCG0IIIYQQQgghhBiwJLAhhBBCCCGEEEKIAUsCG0IIIYQQQgghhBiwJLAhhBBCCCGEEEKIAUsCG0IIIYQQQgghhBiwJLAhhBBCCCGEEEKIAUsCG0IIIYQQQgghhBiwJLAhhBBCCCF6zfz581FK7bbMnz8/0E0TQggxSNkC3QAhhBBCCDF4zJ8/vy2IoZRCax3YBgkhhBj0hmxgw+uFysrutym1+2PHZU/8f7c7PioFVitYLO2L3W4ehRCDi9amb/E/dkcp8/3vSZ8ihBBCCCGE2LchG9hoaYFvvzVBh46Uag9M9ER3+/vXdd3WcX1QEISFmSU8HKKiIDISgoMP/DMJIQ6exwMuF7jdZvF42heXC5xOcDjMo8tlfna5zLKnvmNv/UrX4KfVunsw1B8I2b3HEkIIIYQQQgzZwAZATAyEhATmvf0XTVVVUFZmLpq0hogISE6G+HiIjgbbkP4fEuLQcLtNcLO1FZqaoK4O6uuhuXnvAYiuQQibzSzBwR2DD/tH684ZHv6MD38wxb+9thbAKrleQgghhBBCdCGXzQHivyDqGlhxOGDbNti82WwfOxbS0iSTQ4iD5Xab4EBJCZSXm6ABmEBFcLDJooqP7/uhIf6Ayb6GpzU39017hBCiNxQVFTF37lwAcnNzWbhwIWPGjAlwq4QQQgxWEtjoZ4KD24MYbjds2gSFhTBypFkiIgLbPiEGmupqE8woLTXZEKGhEBsrdW6EEOJQmjt3Lvn5+QDk5+czd+5c8vLyAtwqIYQQg1W/D2wopZ4FzgDKtdYTutmugH8ApwHNwJVa65X7Om5xUwEnfx6N1WLFqmxYlBWrsvoebVjbHm3YLUHYlJ2nj/gaqzJD3B8ruIOylm1ck3EHI8LHAfBNxScUNeQRYg0j1BpOqC2CmKB4YoISiQlKIMoei0X1/GrKZjN3kL1e2LkTiotNcCMjw9xdFkLsWWurCQpu325q2cTF9U4ww1/dX/lSOwrqVrOlcT2tnmZaPS20eppx+B+97c8dnhYc3hZcXie/mfAI6ZHjAXiq8G4+2rmAazLu4JS0iwH4cMcCHlx/K17twas9eLSHc4f9+uAbP0DMnz+fu+66a7f1d9555yGdLjJQ7yvEYFRQUIDXN8bO6/VSUFBwwMeS76YQQoh96feBDeDfwL+AF/aw/VQgw7fMBh7zPe6VV3to8TSCp+cNsdB+VfTVrncprF/NRem/bFv3WemrvLntqb2+PjoonrjgZOKDk4kLSuaGrLsZHj4WgPKWHViUhbjg5E4BEIvF3GHWGnbsMDU5Jk6EpKSet12IoUJrEwhcv94M8UhO7tnwEq01Nc4Kylq2UdpSTFnLNipbd/KL8X9tC2Lc9O3JrKj6gqfnfE1uzEwA3tz2JK8VP7ZfbaxzVbf9XOusZGtjPrXOqrZ1Tm8rVY6yTq9p9Q6dsSjz58/n8ssvZ+7cuaxfv56cnJw+SWMP5PvKRZsYbLKyssjPz8fr9WKxWMjKyjrgY8n0sUIIIfZFDYQ/Dkqp0cC7e8jYeAL4Qmu9wPe8ADhWa126t2MmjMrRp//mP9isAF40GnyLV2uzTmu09qLxAl5SQkahAIuyUNKygVZPPRnhUwm3RWJVFvKbvmZH6zrcNOHSTTi8tTR5d1HvLqHeU06jp3a3drx42AbGRmdjt8P81Vfybsnz/GHSU5w98hoAtjRsYEdzEZlRU0gMSUUphcNhagWkpkJ2duAKoArR3zQ2Ql6eGX4SG2umVu5OlWMXG+t/YFP9D2xs+IGN9T9Q3JiPw9u6276fnVRFdFAcYAIb31R8zMOzPuDwxJNpdXl5q/i/fFuxmCCisBLmW0KxEIJVBWMlGAtBKOwo7FiwER+cht0SjEbT5G7A4W0hxBpOkCUEjcalXbi8DkC1LS6HlRd/OfsHrR2TD9k/4CEyY8YMvXz58v16TW5ubqeLouzs7N3S2HsaENifwEFP3vdQkos2MVj4a2z0VpCwN4+3rz5BKbVCaz3jgBsbQAfS3wohRKD0Zn87GAIb7wL3aq2/9j3/DPiN1nq3Xl0pdR1wHUBQyrjpw6546FA2u5Ngm4WwIBthQYpQu8ZudYFqITMqiyhrBJGWUD6svJ8VjQu4a9K/OTL1Ryhlhrw8s/FPAMQEJZAVNZWs6KlkRU0lVU1lWHAGkydZSEnps48iRL9UWwvffWeGaUVGmnVe7e2U/fTwht/w7vZ/U+0s7/YYkdZYEoOyibWOJ4x0gnQKI4Jn4vBAg9NJrbOJZreHVreHFo/bFwTtO8X3nTNkAhs2mw2Ppz2lzmq14na7d9tv48Yizjrrx2zYUEB2di6vvPIao0al4/W2zzTjz9hRCmJjY6itrW0r2upf/NsjIyPwej34A90Wi4XW1pa27Tbbocmw6O2LQCH6i70F6/pD0LG79klgQwgh+oYENjpvew/4S5fAxq+11iv2dszRWZP0bx99G/81j7L4/h2UxuMFr9ZobX72aI3H68Xt1Xg8GrdX4/J4fYvG6fHidHtpdXlwuLy0uDy0ujw0Oz00Od00tLrxeHv+7xwRZCc+OIzU8EgctvVsbv2AYsfn1LlLdts33BbFnJhzuXLSNZx32GHY7X08pYMQ/UB1tQlqREa2ZzA9WXgXb297mqfmfEVq2GgAHsi7hQVbHiLcGkV66JHEW2YR7M3A40qgwWmn1uHA4en5+LQgm4WoEBvhwTZC7VaC7VZCbBZC7FZC7BaCbFbsVkWQ1YLdasFmVdgsCqvF4ntsX5QCi1JYfI8Aig7fZ6245pj0AXmyPWHCDP3ss8vbpsTtuPjX+afQBfP89NNPo6ioCPACQYwZk8lLL72BywUuV/uU2ddeex3bt2/37acYMWI4Tz31NGCGJSllHsvKdnLnnfPZtm0rI0eO5q677iIlZVindioF1113Hdu2+Y9nYcSI4Tz55FOd9gkLg/Bw8zh+fBo1NTuIjDQz7ByoQGeKCHEgOk5N7V/830+Xy8z0NnbseFat2oDbDU5n+z7QHlS0WODYY49myZLFBAWZbDv/Y0iIeUxNTcLrbQXcgBuLRePxuA76M0hgQwghAqc3+9uBUGNjX0qAER2eDwd27utFCZFB3HBC+iFrVEdaa1pdXhpaXdS3uqhqdFLV5KSq0UFVk5Nd9Q521LZQUtNMSU0LjU4Xjc46ihvqgCjgAmK4gPQQO0lRDmxBW6lhGUVNX7GrtYRPKp/lk0XP8vtvxnPtjKu59cifEWoP7ZPPJkSglZfDihXgCdmFNSgWMJV1tzUWsqu1hM/L3uSi9JvZWltPoucyTgw+m5KGVhoa3TS0HcXlWyAqxMbw2DCGx4aSGhNKYmQw8eFBxEcEEx8RRFxYEJEhNiJCbATbDuJK9gBc06fv1ntcLlPM1WIxF0L+a4i9Pd5111Pcfvsf2LatmJEjR/KnP92Dw2GOERxsZrexWGDHjtV0LJa0Y0c1CQm7t+HGG3/J9u1bAS/bt9dw992/4NVXX91tv4cf/iO33HILW7YUkZ4+hgcfvJPExPbtXq+5aCss3MFvfvMHYAKTJl3H3XfPZ+LEVFJSIDraBD72Z+rg3iy0KERvam6GhgZoaWlfWlvN4nTu/bU2G0AydXXtwUt/0MKvpKSEX/3qV4CDiy++mPvuu5+UlDS83vZgidaQlnYW27eXYL7vVtLSRvDJJ+ZY/hnlQkLan9vtJthos5nHrj/31XS0B1MEXym1FWjwfWj3QA22CCFEXxgMGRunAzdh/iDMBh7WWs/a1zH7a0Tb69VUNjnYUtFEwa4G1u+sZ+32BjZVNOx2JzklPIz0OBtN1q9ZWvMwVc4yYu0prLpsOyOH2/brpFqIgWjHTg/PfvkJi2qf4quKd7h32iscN+zHAORVr2FFaTW76qJYW15Fk6vznb348CDGD4ti/LBIslOiyEqJZERcGNGheyjM0Q8M1LuIWVkz9H/+s5ynn36Cp556crft1157Hddff323r50xYzrLl+85Ae+8885j69ataO1FKQujR4/uNmAxa9Ys3xATw2Kx8t133+3xuPv7vqNGpfP886/Q0mKCH/HxkJkJMTF7PEQnkrEh+gu3G+rqoLLSTJPd6is91DE44A8Q2Hpwe6y3vsMlJSVdgo4Pkpo6vC344XbTKRgC7cFSP38Gl1Jw/fVXUly8CWgBPIwZk8qnn75PcDCkpQWt0do5pUf/YPuglDoaaARe2MN57GnAz2k/j/2H1nq2b9tWYIbWurKn79dfz2+FEKI7QypjQym1ADgWSFBKlQB3AnYArfXjwPuYPwabMJHuqwLT0t5hsSiSIkNIigxh9pj4tvVuj2b5xgYWflvFuooqCmurKGtqpqwJYBIjQ//D0fEtjIhpIG+tjaYGSBpZw9yXT+PqKVdzzbRr2mZ2EGKgK28q5/7Pn+CFtc9Q7iwGwKqsbGksIKasnMXFO/h2xy5fMNDMJjIsKpQjM+I5YlwCs8fEkRIVIt+JPnb99de3BTD2drHzxBOdAyAzZkwHug+APPjgg20XO6NHj+bBBx/s9pijRo3qEogYdVDvW1xcjNYmw0JrL9u2bSU83GRqgClk+7Ofvcj//vcA5s9TY9tru6sfsHDhwrYaG9nZ2SxcuHC39snsKeJQ8nigpAQKCszPdjtERLTXLDpUun6XiouLu91v+PDhvPrqq8yYMb1T4MOfBbI/tIZt2/xZUSGAjS1bnGza5A+KRIbv9wfZ43vpxb4bdHtyFibooYFvlFIxSqlh+yqCL4QQorMBkbFxKAzUiLbbDUVFULDRS5WnnnU1u1i8bQflTS1t+4yOjuLYYenUh73Bgxt+yY/G/IiPL/s4gK0WondorXl+zfPc8uGt1DpqAEgNHc2pqdcT7PwRS4prqHU42vbPiIll3sxUTpuSxIi40AEfyBjoGRtWa/d3XYcPH37Q77Gvu8K9/b49vcu8YcMOfv/7u9m+fQnZ2UG8995re01339esKFJkVBwKlZVmRqnmZoiL61kmxt50DRL6dRck7Ml3aX+O11N7e98ZM2I3al2TeUAH7saBFsFXSm0BajDVjJ/QWu/+j0Dn4vgjR46cvqfgkBBC9DdDrnjooTBQAxt+tbWwdi00NUFcnGZjTQ1fFu9g6fZSGn0p94mhoWQmV3HZscmckn00AGWNZSgUyRHJAWy9EPtvS80Wrn/3ej4p+gSAGXEncv6o/8fO6pF8uKmYFt+MGcPCw5mekMZZk9M4ZkZYp7HcA92hDmwczFjwvUlIT9Nz/+9KlII33niDurratnzw6OgYzjnnnE77R9vjuHTsbW3Pn974J1xeB1ePu51gq6kO+27JCyxc/Bor/P24Vqbep1bMnn04Rxx+BFZlw6qs5tFi45TUi5kzew7Ll69gfe1ymtz1ZEZNaZvOt9FVh9PrIMQaRrA1FKvacw2VngZKzjvvPLZs2Yqpl2QlI6OVwsLFnfbpDzNDiKGpsRHy82HXLlMbJrSXy3O5vS4a3fU4PC1m8bYQaY8lJdSURqt1VvFx4eu88OSLlC1tIj19DH/7+/1863kPj9eNBw9ae/FoDxovXu1Fay8ajVd7AY1GkxQynHNGXQeAR3t4vOCPWJSFn2b9X1tbXtryMFWOsrbn9fX1fPrpp9TV1RIdHcOJJ55IVFQ0AM9d+mhfBjb2WARfKZWqtd6plEoCPgF+rrVe3PUYHQ3081shxNAigY1eMBg6fo/HZG8UFpo7LEFB4PJ4+Gr7Tl7fsImyRpOCnxAays+OHcclR6Qy96XTWVW6iqfPfJozs84M8CcQYt88Xg///O6f3L7odppdzUTZ4rgm/R94HNP5cFMxrb7B1JOTEzh5xDjGRcUxebIieRDG7vogsHHAY8H3xppm1d7rvD1ux/Cwsbx1/Ka258d8GE2Tu54vTq4lwm4uPG5YdjzLqz7v8TEB+MtkcPiCFZdvhDENPDL7E2YnngiY6YBf2PzXtt0j7TFE2+OJDoon2h5HdFAC8cHJxPmW+KBkfn7Or1n+9Zo9vmXn2h52lEpg9ep3yc7mgIJuPZ0GV4h9KS+HlSvN72F0dM9f5/a6sVlMSkdZy3YWbn+Oakc5Nc5yap2V1LuqqXfVUO+sptnTuNvrzx99E7+e8E8AfqhZxtVL5jAhZjbrbnaxfPkKXF4nh78fvF+fZULMbP595Dcms+OZJ+CPq0y5zf+bBpjMji+yH2Vjww89O+D8mL4MbDwBfKG1XuB7XgAc23UoilJqPtCotf7b3t5rMJzfCiGGjiFVY0PsmdUKGRmmON3KlaYaeESEleNHj+CYkWl8vX0nr23YxM6GJu76YC0vrdxCc3gMFc0VnPXSWVwz9RoeOuUhwoN6bSipEL2qydnEOa+cw8ebzVCqE5Iv4LDQO3knv4R6ZxEAU1MSOS8ng0QVS0QETJ3aPuWr2D+Haix4hGUEc2J/BwpWrVhJc0tz27aw0FCmTZ/eaf9gayjvbdzS9vzYqAfwaDefFZVjs1QDkG67jrjYeWht7tj679z67+Zq7cWL/y6veTz1+UuwW+1YUHxc+hKlzVsorgrD3boTq1LUNaaQoI7D6W3B4W3E4XWyy+GijBI0W9DKgZdmUB0CCckZbbU4jv3FJBKnhnFi6vlMjz8G6Frbw8OoUaGUlZnU/8mTTZHR/ZGVldUpYyMrK2v/DiAEsG0brFsHsbF7DrDVOatRKKKCYgH4oOS/3LPiBlqXh8IHvsnohjXD9fmgFYpQLISitB1FEIpkQvQoQm3RBKkw7JZQ7JYQHC1ZfL1tJ16tqXQEMSP818RbhrF1Uh6fFG3Dq70cE3UvSlkACxYsKBRKWXxTYCuUUh2mw1ZE2GN4b+MWhh9/EncedyLfVX7K1199za8W3N32eSbVRDLObgItxcXFbN+2zf/yNiNGjGTkqJF8yG977x97394BblJKvYQJGNdprUuVUuGARWvd4Pv5JODuvR1ICCGGMsnYGCQaG2HVKjMNW8cTZY/WLN2+kxd/KKCypQWbRTEjs4K3tt+Iw9vMcaOP472L35PpYUW/tKVmC3OenYPH6+GWrKf5tjCV1ZW7AJiQGM9lk7IZFxdDdbUpcjd9+oHdBR8o+qLGxoGOBd/bMYOHZehhVzx0CFobGEp5sFicoFpJCx9GUlgUsaEhrKx5l8LGxZw/5jLOGXMWieFhvL/hv/z9/Ttp2OBhhGsC//zz4wwfPpzWVjPzRHY27E+JDKmxIQ6G1rBxo1kSEtpraWit2dywjm8rP+WHmqXk161gR/MWbsz4O3Pir2BXUzMrKlbywbaFpIRMID1sFqvWbyB5xAjqnc14vIPrPlnxfZf2WsZGxyL4wC66FMH3DfH7F3AKviL4vvoaY4A3fYexAf/TWt+zr/cbbOe3QojBTYai9ILB2PG7XOYOTGmpOWGxdhge3uxy8dzKfBb57lCkJ9opcP2BUsf3nDz2ZN6+8G2CbfuX+ilEX1i7ay1vLXWwYEU1zW4XoTYbl08ez4/SR6CUoqoKoqJg2rTBHdSAfhHY2ONY8G72bStmF5k8Zvq829/ptP3tt9/irLPORlnM1IsWcyO208+WPdR6NRkaXdbp3bf713l9P2jMBZxXm3Ve388erxePV+P2aDxa4/ZqXB4vbq8Xl9eDy/fo9HhocbvxdvP+3bFoTWvrNlwRW3CqYhyWdTgqtjMpfA43/ui3TIg+gtqqILKyYOxY9muK7n0VGRWiK4/HFAjdscOcI9S6ylla/gHfVn7Cd5WfUtviJcQ7iSBvBnY9giA9EquO7fHxQ2xWgq02giwW7BYrNmXBZrFit1iwKoVFKazKgkUpLBaFBbNOgXlUtGVhtD229Qmq7WfVsW9QvoSLDq/98MMPqa+vx3zjLURFRXHSySeb/sD3ldHa92OHR/96gH//4uhNWldlHOA/dUANxvNbIcTgJYGNXjBYO36tTd2N/PzOd2P8lhVV8sKGHyhvbsGioDX0v5TqBczNnMtr579GkHWQXxmKfq+kvoRPNn/CVVOvotXl4aYX1/BpgRnpMCU5kRtmTCQxzGQYVVebqQinT9//6f4Gon4Q2OjRWPCupk+fob/4Yjn33HMv9913P2DtsNj52c9u5frrf47LBU6nWVwusxzYZ+gc6NjTPlar6SPtdrMEBUFwcPujzea7iLK0Lx6PpqnVS02Ti5oGN1WNLkoqWymrc1DncFDnbKXG2cqu5kaqW1t3e18vzbRa8mi1rEEFbeT0USdzctTNHJYzgszMvQc3ZLpXcaDcbli92gyBKrct56Wt/+DTHe9i9+QS4plCiHcydp262+uCrVbSIiNICgsjyh5ClD2YV174LxXbtuNpbsLrcJOakMATjzxCeJgiLMwMBfQvdrv5Hvm/P/7vk//3XHcMNGjwek0Axv/o8dDWL7jd7f2Cf5+Oi68eMccddxxa++vQeFAKvvlmCRaL+c53XCyW9vb5H5WC1NSgNVo7p/TF/01vG6znt0KIwUkCG71gsHf827fDDz+YYSldL/h27HLzUVkB7xVuBcAZ/DGl6l+cm3sOC+YtaCsKJkRfa3Y1M+HRCWyp3cJTp73Mwm/SWLOjllCbjaun5HDc6OFtU7ZWV7dnagyFoAb0i8DG6cBNtBcPfVhrPWtfxzzQ/tZ/oeO/6PGv67pP5zbu/ee2O76W/W7OXnk8Zihgc7MZYlJcDPUtLupVIxWtjWyuqeOH8gp2NjR3ep1DbaLZ/jHTEpL55cxbOHP2xF5vmxjaPB4T1Cgrd3H7xuPJr6wkwnMa4Z4jUbTfzAiz2chNiicjJpak4EgSgiKICwnFZlXExEB4uJk1JSNjBF5vK+AGnFgsHtzu1v3KODqUemPmoIE6tTYM/vNbIcTgIsVDxT6NGGEu9lau3L04WFqyjdPJZcKwaB78ei04TmKYLZ7X8/7CFdYreOHsF7Ba9jzNoRCHSpg9jNsOv43nln/As5/FsbO2lviQUP5w9ExGRke27VdXB2FhQyuo0Rc6jgVXSpXQZSw48D4mqLEJ31jwQ9uezkPq+jOr1dR5iYiApCRTN6O83M7GjbEkW2OZlTiCa6dBVUsra8srWburim937gDXOIKd49i8s5mfvPs4E1d5+Oz6x7Ba+8lVohjQXG4P+RusbCt1kde0g6aK60hxxbVtz02MY3JyIhOT4hkRHk1DvYWwMEhONrOt+YMZHYNt2dlR5Ofv7BQ46C9BDYCFCxe21aHJzs5m4cKFgW6SEEKIPiAZG4NcRQUsX27ubHecKcLrNVO9WZKr+O17K6hrceG2FFEWNJ9rZpzHY6c/1nZnXIhDTWvd9vu2dHMlN/xnBfWtbkZFRnPHsTOI7fDL29ICDgfMmWNOuIeSgXoXcaj0t93R2mQXbd5shgHExbUH45weD9+UlLFwYwFFNS1trzlmdCp/vXg8yVEyvY84cK+vf4Pb3v8dx4Q+wopdXhqdZmxXVLCdE9JHcmL6SFIiwnC7oabG3ADJzoaUlL1nNA2UArYHU4dmoPa1MLT7WyHEwNOb/a0kvA5yiYlw2GFm1pSW9vNmLBYzTMVWE8+Cn8xhVHwYNu8Yhjn+zvMrPmJd+brANVoMKdvrtnPkc0eyvmI9b63aweXPfEd9q5vJ8cn86bjDOwU1XC5oaIAZM4ZeUEMMTEqZvnbmTJgyBerrobbWbAuyWjl6VBr3n3g8D550NCekJ2O3WPhy606Ou/9Lrn3pf9z24a+paakJ5EcQA9TClUU4qq7jy+0OGp0usuNjufWwqTx5xolcOjGb5PAwqqrM72R2Nhx9NKSm7nuY1pgxY9qGduTl5fWroMb8+fPNVLDKX3zU/Cw1aIQQYvCTjI0horYWli0zdws7FhStrTVDVUZlOrnuP8tZUVxDbDi89/PjSY2RK0dxaO2o38Ex/z6GzTWbOTr5Z2wvPhWvhpNHpXPpxPGEhbZnDXm9JgNp2jRzR3EoGqh3EYdaf7s3LS1mZoqKit37Y4DypmaeWbme5WVmWmOn2sJtp6Rx2zE/DkBrxUBT21qL0uHMf72At9YVo4HYkGCumpLDnOHD2i74PR7zOzhyJGRmmmK5+2swz8wzUPtakP5WCDGwSMaG2G8xMTBxokmF7ngeEhNjpod1NgTx32tmM3N0LDVNcPmz31HT5KTF1bKnQwpxUEobSjn+hePZXLOZibFnU1ZyOl4N5+WM49xxOZ2CGmBOwjMzh25QQwwOoaFmFp8JE0xguamp8/ak8DB+d9QMbps5g+hgK0E6nX9+EMQ/Pt04aC8ixcHTWnPXF3cx8eGTOeFvn/PmumKUUszNTOefpxzLESNS24IaTqfpT3Nzze/h/gQ1JCNCCCFEfyUZG0OI1rBunQlkxMe3r/en9x95JDi1i/OfWEbBrgbGJCnWe27gnYtfY1baPic+EKLHtNYc+dyRLN2+lAmxJ0H1LTS0ejh7wkh+FDuBlJTOQY2qKlPMbtKkvU+HOdgN1LuIQ7G/7YmGBvjuO5O1ERGx+/byKg+flGzirY2b8Go4bVIs5x3m5rgxR/d9Y0W/5dVefvnBL3n6m69JdP4eC2GMi43hxpkTGRUd1WnfpiYzc8+0aabIrejeQO1rQfpbIcTAIhkb4oAoBePHmzuGjY3t6+12M6Z2/XqICrXz/NWzSIsJpahc4625mhdW/zdwjRaD0nsb32Pp9qUkh4wnpOE2Glo9/Cg7mVOTJhAX1zly0dRkfmdzc4d2UEMMPpGRpgaS12uCHF0lxVs5OS2L24+eQbDNwvs/1HDJM0v4oOCLPm+r6J9cHheXvnEpzy3LJ8k5HwthzB42jP877rDdghq1teZ37YgjJKghhBBi8JHAxhBjs8HUqWact8vVvj4mBnbtgrIySIkO4fmrZxEbZifMO5OgxqskBVr0Gq01f/z8j1h0FMNc91DR4GJWehzXTpyK1aI6TU3s8ZjAxuTJu9ciEGIwCA+H2bNNRl19/e7b4+MhxZvMw2fPxm5vJcgziWufX8+beV/0eVtF/+L2uvnxy+fw/ioLCa6bUdg4ZeRYfnXEVIK6zJNcW2umyD78cBNQ66rjEJOOiwwxEUIIMVBIYGMIiogw1fmrqjrX24iLM0NVWlpgXFIEz101i1C7lTdW7eDhzzYFrL1icHkz/01Wla4hzXMXNY1BZKdE8udTZlC5y0psbOd9q6pMllFUVPfHEmIwCAszwQ2LBerqOm9TChISgKo43rnuJEJD6rF5R/GLF7fz1tplAWmv6B9u++hXfJM3lhj3RSjgwnETuHZ2NpYuqW11daaOxrRpe66nMX/+fLTWbTcx/D9LYEMIIcRAIYGNISolBcaMMReOfv4hKRs3mudTRsTw6KXTUAr+8Vkhd38sQ1LEwfFqL3d+cSfR7ouxuDJIjgrmqUtnsXWjnZiYzvvW1Zm71SNHBqSpQvSpsDCYNctkJnXN3LDZzNK0K5Kvbjub6MhyrDqOm18qoLi6IjANFgH1zMpneH5JBRGeHxFkgxtyZ3DOpFG77dfYaP6uT5++7yKhRUVF5ObmApCbm0tRUdGhaLoQQghxSEhgYwgbN84EMxyO9nXR0VBSYtJWAY7LSuKSw5LwanjqcxeFFTsC0lYxOLya9yobSxXR7vNRCh66YCo1O0PQuvNJt8sFbrep2G+RXkoMEaGhMGOGGYLV2tp5W0wMlJeDoz6UL2+9EFtQKXgSOeOxt3C6PQFprwiMJduWcMvb/yHGfTEKzU8nzOSoscl0GX1CU5PpR2fONL9b+zJ37lzy8/MByM/PZ+7cuYeg9UIIIcShIZcMQ5jdDjk57UEMMGnP4eGmkKh/mMqdZ0wnLGwXVp3IT/7zmdTbEAfE4/Vw56K/kuD8FQoLNx03jrGR8ZSU0GkIitZQXW2mJw4LC1x7hQiEsDAT3KivNxelHcXHQ14eBBPKC1cfiVfV0dCQygXPvtJpP6mXMHhtq9vGvP/dTIzj5wBcMTmHSYlJu2VjtLSYmxazZpm/6T1RUFCA1+sFwOv1UlBQ0JtNF0IIIQ4pCWwMccnJ5mS5Y0X+iAgT7Ni1yzy3Wy38eV4GXprYXh7Pc0s3BqStYmB7bf3rVJedho14po2M4cajM8jLM1lCHYeE19RAWpoZLiXEUBQTY6Y2rqw0s1j42WxgtZrgxuGjsrnppCA0LlYVRXHfx1+37Sf1EganJmcTc1+8BFvdz7AQwmnj05gRmb7bMD6XywxBmTmz+0Khe5KVlYXFlyJnsVjIysrqvcYLIYQQh5gENoY4/xSwLS2dT6BjYmDDhvY7hmfnHkVCyqcA3PNeAYW7upmbUIi9aK6bQZj3MELsmocvmsqOEgtOJ4SEtO/jcJihJ+PHy9SuYmhLS4OMDKjoUkLDPyRl50749XHnMikjD4DHFlWzqGB7235SL2Hw2Vi5hZrSc7HpRCamRXJGykTi4zt3lP6MtylT2C3gsS8LFy4kOzsbgOzsbBYuXNg7DRdCCCH6gAQ2BFFRMHq0uVPuFxxsLjK3bWtfN//UM2i0foLHa+Gm/62k1SXjukXPbCit5y8fmLTmB86bTmxQGBs37j4EpabGDEHpOOWrEEPVuHEmq666uvP6uDiTtdHSAq9cfitBUV8BVq77z3dsr24CpF7CYPTfJR4s7nEkRtq4beZsgqzW3frKykpITz+wjLcxY8aQl2cCZXl5eYwZM6YXWi2EEEL0DQlsCADGjjV3yF2u9nWxsWaGFH8RuzMyzyAh5XNcajuFuxp54GMZfyv2rdnZys8XLMfp9nLRrBGcPmkYBQUmeNGx2F1NDYwYAUlJgWurEP2JxWKGpISEmKEFfna7+e5s2gSh9lDevOYKnLZVuN0h3PzKd2itpV7CIPPZhl28uqKEULuVv595GE1VwbtNj11XZ4b2ZWbu//E71mUBpC6LEEKIAUcCGwIwF5k5OZ2zNmw2c2K9ebN5blEWfn3kL6kMegDw8tySrWyUISliH37x+utsKm8hOszFH8/IpaoKyso6p0k7nSawJkO6hejMbjfDCpqbOw8X9M9gVV8PuUnjee7y44kKsbFiazPvrS2VegmDyF+/eohfvLwEgJtPyMKxK5q4uM77OBxmNp3JkzsHjHtaSLZjXZaOiwQ2hBBCDBQDIrChlDpFKVWglNqklPptN9tjlVJvKqV+UEp9p5SaEIh2DnTDhplhKU1N7etiY6G42Jw8A1wy8RISoptpsH6I26v549t5MkuK2KPyhla+WGdK8p8zy0uQ1cq6deb3rCP/LChdK/sLIUwByLFjOw9JUcpM4elPxDg5cw6/PXU8AHcvXM+C19+SegmDQG1rLQ98mkdTazAj4xWzYkahdefhel6vuSkxderuM0lJIVkhhBBDRb8PbCilrMAjwKlADnCRUiqny26/B1ZrrScBlwP/6NtWDg4Wi8na6DhDiv/kubDQPA+2BXPz7Juptb+AxdrCsqIq3ltbGpgGi37vvg8KcHvszEgP5o6Tz6akxNx5Dg1t36e2FlJTZQiKEHuTnm4uZv1DA8EEPCoqoKrKPL9w5ggmj4iivMHBy/lNUi9hECivsxLhOhvQ3HP64ZSVWnYbglJRYbLdEhIC0UIhhBCif+j3gQ1gFrBJa12ktXYCLwFnddknB/gMQGudD4xWSiX3bTMHh9hYk7lRW9u+LirKVOH3r7tu+nVEhFiosDwNwJ/e3UCTw93nbRX924rial5fWUKQ1cLf5h2O02EhP59OKdQul7nbKLOgCLF3djvk5nbum8EEN/LzzffIYlE0hz6DxsP/vilhbUndPo/b06EKou95vZrb31yLxwuXzh5FUEMsYWGd+8raWhMU3lvcSmbIEQOR1maYanOzueHmXxob25emJrM4HJ2H6gkxEPl/55uazE0M/znyQNBfkvdtgW5AD6QB2zs8LwFmd9lnDXAO8LVSahYwChgO7OqTFg4ymZnw1Vf+E2WzLizMFKqbMQOiQ6K5YfoN/HXJ3xhhv4iy+gT+uWgTvz01O7ANF/2Gx6v5+UtLAAvXHzOG0QnhrFtnxn7bOvQ61dUmfbrjlK9CiO4lJZnspurq9ho1YWEm8FxebmbC+NXRF/GTze+hPCdz0u3PgrK0FYS88847u62t4F+nlJKhhf2Ex+vhb58t4futDSREBHHNrGzWrzGz5Pg5HOZkcsKE9r/V3eluhhx/No8QgaK1mdmppaU9QNHSYi7oWlvNBd7+Cg42GaHh4Z0fo6Pl5onoW16vqXvU8bHjz253++9+c7NZWlt3DxAoZRa73fx+BwWZ3+voaPP3Pyysb2cS9Hjav6PNzaZodV2dCTRqbdpqtZq/SV0f/bUb/dcC7dcEwb32CQZCYKO7rqjrmde9wD+UUquBtcAqYLcUAqXUdcB1ACNHjuzdVg4iEREwahTs2NF+dz0ysj1rIyYGfnnYLylvLueM0RO4bUEZz3xdxHkzhjM2MSKQTRf9xLNLCtlZY8GtypmZEU9DA2zfDomJ7fvU15vnBzItoRBDVXY2fPmlOSnyBwmjo2HDBjMU4aSxJ7HhjuM46cGvKCWT55ds5vLDR+/1mEVFRW3Twebm5rJw4UIZuhJg//rm3/zrs1CsRHP7aTnsLLYT0eHPq9dr/h7PmrXvwLDMkCMCzX8R19Jifm+rq805gMfT+cLNf7Hjv3A7kPdxu83xXa72i0j/bEHx8RLgEIeWx2NqE27atO9sC4vF/N7b7aYfDw/v/vezY1CktdV8d7ZtM+uUMoGNmBiTdR8RYQIg/iBIT3/fPR7znXG5zHfI/3PHYKM/+OinVPv7+L9bWpvF/9n9P3s85rheb/s6/74Q2msV9gZCYKMEGNHh+XBgZ8cdtNb1wFUAytya2uJb6LLfk8CTADNmzJDbUnsxZoy5EO148hwa2p61kRqZynNnPQfAdxt/4OXl25n/Th4vXD2r7e6gGJqqGh3c/1E+YCMxZTFHjb6SVatM5+f/1fB6TSc5c6acZAixP0JDzdCt9evb69IEB5sTnR07YNQoRWRIEPPPzOX6/6zg/g8LOCU3haSoPV/9yh39/qXJ2cRfPyrEztGMS/FwxPBUVqzoXIeoqgrGjetZXY2srCzy8/Pxer0yQ444ZBwO83fd4TAXP42N7UNH3O72u7n+O8+xsXvPNDoQNlvnrFC/pib4/ntz4ZiZaW6qdJw9SIjeUFUF69aZ3/+4uN77HbNY2jMeoHOdOjDfr8ZGqKxsDxaCeQwJMTenw8LMo8XSHmT0By1aWszr/PzfVX/2hT/gGBxMpwB7d/yv27/vttuz7316ZiAENr4HMpRS6cAO4ELg4o47KKVigGZfDY5rgMW+YIc4QCEhkJEBGze2nzh1zdrw+38nZ/LBulK+2ljJR3m7OGWC3IIfyu55fy1Ot40Wy0qePuMS6usVZWWdU6hraswsD/vqIIUQuxsxwkz12tRkTtTBXCQUFpoaSUFBMD7NSXzsTqpqUnl40Ub+dPbEPR5P7uj3Lw99/TJ2x9GAm8cuPJ6CAkVkZPv2+npzB3rs2J4db+HChcydO5f169fLDDmiVzU1meyIbdvM76X/gspiMf2Q3W7qtAU6iBAebpbWVli1ypzjjhtnMkbt9sC2TQx8ra3m729Jifl975id3Bf8AT3/+YCf1u1Bj5qa9gCjP1jhX2Jiej/IGCj9/mNord3ATcBHwAbgFa11nlLqBqXUDb7dxgN5Sql8zOwpvwxMaweXESPML7zL1b4uLMwEO/yWbV/G3FeOI2u0WfnAxwV4vJIMM1RtqWzizZVlaNyMHbWKE8acQGFh5ykIHQ7ze5WeHrh2CjGQ+WewamxsX2ezmUyokhLzvKqlih+a70bj5ZXvt1Ne39r9wTB39C2+sxq5ox9YWmue+3oHAIdleokkksbG9jt0LpepPTBpUs8vFseMGSMz5IheobXJwigqgsWLzbJ+vdmWlGQu6BITTVp6ZKQJIAQ6qNFRSIhpZ0gI5OXBF1+Yu9xCHAiv12S3L15sbvwmJe2eTRFI/gyp8HATvEhIMN/PuDgTgPHX5xgsQQ0YAIENAK31+1rrTK31WK31Pb51j2utH/f9vExrnaG1ztZan6O1rglsiwcHu91MIVdd3b4uIsJMLVfj+xfWaL4p+YZV9f8iNSaEjeWNvC/Tvw5ZD36yHo2i0foZ955yMzU1iooKOt1trK01F2Vyl0SIAxcba06i6jvkJkZHw5YtJqV06rCpnDNxDs2WZTg9mqe/3m10ZpuFCxeSnW2KP8sd/cB6ec1nuJono3HzpzOOZ8MGcwIK5qKyqgomT979zpwQh1JzswlmfPEFfP21GZZss5k+KCFh4BUADwoyF3jh4fDdd1BWFugWiYGmoQGWLTNDT6Kjzd9kGVodeAMisCECZ9iw9vQ9v/Bw80cNYM6IOSyYt4A1N6zgpuMyAPjHZxsla2MIKqpoZOGaXWjcZI4s4qiRR1NQ0Hm4ib9gaMdhKUKIA5OV1bmKut1u7ub7g9G3HnYr9fZXAHjxm2Jqm7ufZkDu6Pcf93+yGoWVzLRaQl3RtLS0XzTW1UFa2v4VXO44nS8g0/kOAV7duWJhi6uFJmcTHm/7MHaH20GTs2mvS0NrM9tKm/n62xY+/ryFgkIvoaEmmBEb58Ue5B3wsygFB5u71ytWmIKPQvSEywXLl5uhHUlJ3dd1GUi01ni0B7fXhdPjwOFppdXTTIu7iSZ3A42uehpddTS66nB6HG2vc3mdNLhqaXE3ta3zaA/1zpq9Lg2uWhpctW3H7E0D/L9CHGpWq7m7vnx5+8lVRIRJuaqpMRHKCydcCMC500N55PNNbCpv5L21pZw5OTWALRd97eHPCtuyNX57zLVUVZnfEX8QQwqGCtG7IiPNkMFduzpP/7pliwkgzkqbxbjkYCpLVoBzOs8t2cotP8oMaJvFnn23rZDKqnGAl7tPP5aCAvM3Fkz/6XSaugD7o+N0viIwlFLPAmcA5VrrCd1sV8A/gNOAZuBKrfVK37ZTfNuswNNa63v39X6rylZ1ej7n2TmsLlvNyutWMnXYVAB+9v7PeGbVM/v1Of571CqS7FMAuOeH63h7+zPcPvFJfjzqWgDeLH6K+/N+jkVZsSorFmXFghWbxYYFK3ZLEDZLEDaLHbsKwm4J4spxv+PYlLNMu6u+4qOdC5gWfwwnpV4AQIOrlhVVX5IQPIzk0OHEBSdjVb07tsVuN1kn69aZC9axY+UcRezdxo3mdyU+vu/ec2tjAZsb1lHt2EWTu54mdwMt7kaaPA00u83S5G7A6W3F7XXh1i7+b8qLjI+ZDsAj+b/n1a2P8tOsP3FB+k0AfFDyX/64+jL0bpON7tnNOQ9w6ZhbAfh056vcsfpSTkm9mD9N+y8A25s2cu4X4/fz0/VewT0JbIh9io9vz9rwBzfCwkzWxsyZ7fs5vc3MmxnOw5+08PBnGzl94jCsFvnrMBQUVTTy9pqdaDzEJ37P6RkP8c2y9hRqMHeRpWCoEL1rzBhTV8PjMYFof+C5sREiIhRXT7ma28ueI9Q5nX8v3cq1R48hIrj9T//8+fO566672p777+zfeeedckHcx25fuAjFCBLitpEeNpdVjvYpL2trzTTs0n8OSP8G/gW8sIftpwIZvmU28BgwWyllBR4BfoSZIfB7pdQ7Wuv1e3szhYXPPzdj/cPDAXcIobYw6uos1Pumk9TuIMJsYe2XM7r9wSRh6M4bYLcZ7xQKpdoTv13aidPrYH/UOavafi6sX8NrxY+hUG2BjeLGAn61/Oy2fazKSkJwKsmhw0kKMcvw8LHkxswiM2oydkvQfr2/n39YTUGBuWDNyhpcdQdE76mqgq1bO89SdbBcXmen39371/2C76sWMX/yv8mJmQHAa1sf5aWtD+/XcZvc7WNVnV4Hje46XB2+o0qptqCGBQtKWbAoi/luYzEZfigsygKY779dtbfTZrETYYsmxGoK6WkNHpeVCFsMe4qV+N+v7VFrWrD2WjxCDfQ0sgM1Y8YMvXz58kA3Y8DYtQtWruz8RS4vhzlzzInXytKVnPjCiYyJzSS4+s/sqG3h4YumStbGEHHLy6t5c9UOGqwf8ZdzJnDW8OtYsaI9W8PlMhdaxxwjtTUOhlJqhdZ6RqDbsb+kvz20CgpMGrX/7lF1NYwcaU7OdzXuYviDw0louYdgby6/OzWb64/p4XQaos+U1NRwxH2LUIRw3wWxpDXNaZuqz+Mx/6fHHjvwahkMVL3d1yqlRgPv7iFj4wngC631At/zAuBYYDQwX2t9sm/97wC01n/Z23uFpWbqcdc8AviuLXp6mq98ly77cT9qz7t2DIiYixfVdnzte63GZrGbjA6l8GgHrZ5GwmyhRAXFYLMoHJ4mtjVvwOltpNVbTau3Bq9qQdPqe2zBqxpxq0os1noyozM5f/TPOHX4JT3/EB1brc25bVoaTJjQvwqfisBzOk2NmeDgA++LPdpDft1KNtQuZ0PdCvLrVrK5fh1vHLcdtzuMyuYWHs+/j8K6DcxNu560sPG0ut0U1m5ge1MJdhWOhWAs2FC+BaygrYAFjQJtvpkWZQOt8GKGqJlr/vZvbXtg06zvmLmxz25Dd9+/KGXewqLaf+62X+nwulV3nrJKa8+0ff7j9YBkbIgeSUw0WRodszZCQkzWxvTpMD7BpB2tKP2WPx9m44nPkayNIaKoopG3Vu9A48Ye9RmXTvwr3y9rv9MI5m5jbq4ENYQ4FEaPNtMtut3mzmNUlAl0jB0LyRHJnJF5Bh/mvUyy826e+moLV8wZTYhdztj7k1+//SGKKILDNvGjUb/k22/bbyTU1Jjp1yWoMWilAds7PC/xretu/ezuDqCUug64DiAoZRz1zu7r6fQ/Dt/iF0wNXnbQoWo9Zgq1IN+yN7XNrbxUbeXbzd8QHxqCQ5dR6lrK+RmnMzu523+6TpQyN2RKS80NmcmT5bxFtCssNH9nO57f9oTWmvy6lSzc9jJflqyh1RGPTSdi1aOw6ukM0wn8/P2ON3+OJ57jWboVwD8VZQiwr7GI3i7P3fvX0IDxdm34AZPAhugRiwUyM2H16vaTq6gok8lRXw9RUaFcPfVqHlj2APnN/yYt5lI2lTfy7g87OWtKWkDbLg6tfy7ahNbQaP2Mmw+7kPrqEJqb20/KHQ4T3U6V5B0hDongYHPhm59vgtA2m7nLX1FhCkBfPeVq3tpwJspeQmXjcF5dvp3LDh8d6GYLn7oWJ0sLzNXT1UcNo6iofcpAt9v8/R05MoANFIdad3d/9F7W775S6yeBJwGysqfrx+ae2Hut24OuDdFtt3C7Gciizb1gr+9Ra41Xm9dobda7vV48WuPxenF7NR7txeM16x0eDy1uD60uN61ut/nZbX6ud7ioammhsrmFFncIjQ5YW17VoWWz+WtpJcMivmB8QizjE+LITohjWETYbsNr/BITzZCDNWvMzTupuSEqKswNg/0pfr+uMp83Nn/KmvKdOB2p2PVRhHAM3cWog61W4sNCSAgNJTI4iFCblVC7jRCbjVCblRCbjRDfo81iwWZRWJXv0WLBqhRWi8KizGKGkPgKRtP5Edo7l7ZfbQUeNzgcCoejvSi51Qox0RAVba77QkJ6fxrnxPt671gS2BA95p/723+hCuZ5URFMmQI3zLiBB5Y9wCvrF/DwMb/inne38PBnGzljUqpkbQxSmysaeXv1DqwWOH9WFDdMv5ENKzvX1qirg6lTJaVTiENp+HDTFzudZirDyEjzPCUFTs04lZTIFMrrXiCR3/P4l0VcOGskdqsMIu8Pnl2yCXQoBG3kumk/45ul7YHh6mqTEi93jQe1EmBEh+fDgZ2YBIXu1u+V1aKIDgnu1QaCCbJ5veaCx3/R4//Zv9hs5m+9zRaYYECzy0VVSytVza1UtrSwqWYH35dtprk1jtLGJkobm1i0tQSAsCCYmjyM0zPSyYqP3e1Y8fFmWMrOnWZoihi6nE744QdTpHtfv9fb6xv4b95ylpfuRHtiMBlH6QQBSnkZEW1jatJIUiLCiA8LJT40hISwUMLttj0G2g4Frc31XEuL+W6DubZLSTYzBYWHm0z94OCBFdiTwIboMavVZG388EP7SVdUlEnZGzcOxsWN4+SxJ/PR5o+o4QOGx05lc0WTZG0MYv9atAmvhotmjuAvZ53Orl3Q1NT++9HSYi6werPIkhBidzab6Z/XrTN3G0NDzUl5fT1ER9u4fNLl/HXJ/YSHNrCjFt5ZvZN504cHutlDXqvLw4vLdgDw3CUXUrrD3hbEcDjMzQPJdhv03gFuUkq9hBlqUqe1LlVKVQAZSql0YAdwIXDxvg7mdpu7y6a2hVmnlMn8sVj2fpGitXl9d+X3goNN0FQpcz7oP17HYzqdZshyff2+k8u7tqPj8bouNlvPinmG2e2E2e2MiIoE4MT0kdzA4bi9XrbW1rOhspoXC97E0ZpCszOGJdtLWbK9lOz4WM7OHsv0YUlYOjQsNhby8kyQQ4aCDV0FBSYLck+/A1prNlTW8FbBZlaUlvvWxuClmaiwWqYkp3HiyBlkxccT1Id3+bQ27fZ4zPfa4zHfUa/XfP+iosxQ1pgYU5h6MPyOS2BD7JeUFPMF998VVMo8btkCEyfCjTNv5KPNH/Hkyse4+9jP+P2b63hycRFnTk7t00ikOPRK61p4Z81OrBbFjceOw+s1vxsdszXq62HWLKkuLkRfSEoyfbLXa75zQUFmxpToaLhq6lX8delf2cV/ieAG/vfdNgls9AMf5ZVR1eRk/LAoDh+VzBdftBeBlWy3wUEptQBTDDRBKVUC3AnYAbTWjwPvY6Z63YSZ7vUq3za3Uuom4CPMdK/Paq3z9vV+ERFw2GHtFzRer7mocTrbsy723FYTFA0JMVlCHZf9/Tvu8Zg6FW53+0WV1p2zPvxLx327Prrdpvi4//U2W3s6fE/bZLNYGBcXw7i4GA4beRHvbn+Bd7Y+SkPjGCLcZ5BfBfcuWU5aZDhnZo3hmJFp2K1W7Hbz/duwwWQmy2ns0FNebmpYdTcExaM13+8o49UNG9ha2wJAkMXC8ekjSIrZwYkjTiXc3ntTWfm/012DFd19p/2/q0FBJigZEWEeIyPNeXpEhPkuDTaD8COJQ8mftbF2bftd+Ohoc/I8ZgycnnE6I6NHsrlmM1HRG4gLDyJvZz3Li2uYOTousI0Xveo/y4rxeDXW0NUU1gYT5DqhU7ZGY6NJZ+vLeb6FGMqCgsyQlLIycwcmKsr0zRkZkJ2QzUMnP8QRw4/niid3sKK4hk3lDYxLigx0s4e0h79YDtg4b/owdu5UbXfWW1tNKrBkuw18WuuL9rFdAz/bw7b3MYGPHrNYzPc/0KzW3gvKaW2+E01N5oZJdbVZ/Bd0SpmLNrvd9IN7C3gkhqRyVcZvuXzc/+ON4id4ZMPPUY7DiXb/mB0N8Njytby0rpDTM9I5eexIYmLslJaazKn9qa8gBj6Hw2Spx8Z2Dmq5PB4+L97BOwVFlDY2AeChjunDg/jFtLlEBwfjcEwArwnQKdWeNdXxOP7AhP/Rv+xpwlK7vT2oFxzcPjtLUJAJUnRdrNahF4yTwIbYbykppkidy2W+ZEqZx+JiyMmxcv3067l90e08tfoxLpp1H498vpl/L9kqgY1BpNXlYcF32wDY4fkvobYTdsvWaGqCSZOGXqc60CmlTgH+gblD+LTW+t4u22OBZ4GxQCtwtdZ6XZ83VHRr+HBzdwnMSZTWpsjziBHwy8N+CcDcyZqXvt/OK8tL+P1p4wPY2qGtuKqRzWU2NE6io4soKhrXdkHa0GD6T8l2E6I9kyQ0FBISzI00rc1w1+Zms9TVme9NdXXnC0O73dyl7hpksSor542+kWOSz+Kv627ii7JrCPccRZK+jJrWZF5cm8/HRcX89ogZpMREsW6ducAN2tfULGLQyM83v0vBHUrWVLW0ct+S5WyuqQMgKTyU9MRK6iwfcX3OnwnWwezaZTIirFaTKdVd0MJ/7RQS0p5N4Q9a2O3twQn/z/7hX2LvJLAh9pvNZu4AbthgxnKDydooLob0dPjJ1J8w/4v5vFv4Lndc9QBPfKn4MK+MnbUtpMaEBrbxole8s3onNc0uJqRG8egpf2Ns8GGsaGy/m1Ffb+40xu5ej0v0Y0opK/AI8CNMQbvvlVLvaK3Xd9jt98BqrfWPlVLZvv1P6PvWiu5ERZk7/f6puSMjYetWE/DwBxnPnzmCl77fzhsrS/h/J2dJEdEAeWW5iUDFxGzlsPhf8kNJ+4w2SrX/fe3O/Pnzueuuu3Zbf+eddzJ//vxD1GIh+g+lTHHDsLDO67U2F5MOh+kHq6pg+3bzvQoLM/1jxxsuSaFp/G3mm3xe+iZ/XXcTW1p/Qph1BunqV5Q3we8/W8ovZk9hXEgKmzZBTk7ffk4RGFVVJuOxY5ZOQVUNf12ynFqHkxB7KzdOP5zD0lKwWiy43edTXQ3uMJg50wTgurux5x+Ota96N+LAyNmMOCCpqeZL6a+k6y/uVFwMyRHJnJtzLl7t5c3C5zh14jA8Xs1/vikObKNFr9Ba8+ySLQBcfWQ6p4w7jcLC9nm9/SmjmZkBbKQ4ULOATVrrIq21E3gJOKvLPjnAZwBa63xgtFJKEnT7CaXM3cyGBvM8JMQMC/M//3zL51z/4clEhzdT2ejksw3lez6YOGQ8Xs0bK0sBeOzcy9i8ydKW8VZfb6Z33dtMKPPnz0drjfbd/vP/LEENMdT5h6VERZkbLOPHwwknmIvNyEhTWLWiwpyndHTcsB/z6rHrOW/0jbRYVrCey7GHrqXV4+GvS1fwWdlGirZoqqsD87lE3/F4TNHY6Oj24MOiLdv54xfLqHU4abGsoTL018xMjUdhoarK9Nu5uXDkkSYovaeghb/4rgQ1Dg0JbIgDYrebk+e6uvZ1MTHmzmBrqykiCvD0qqe5ZLYp6b7gu220ujx931jRq77dUk1+WQPx4XZOnzSMqipz4eSvplxXZ6ZG6zgsRQwYacD2Ds9LfOs6WgOcA6CUmgWMwkxD2IlS6jql1HKl1PKKiopD1FzRnY5FRMH01zs7TBK5vPR7HEFfAPDK8u27H0Accl9trKC0rpWRcWFkxsbT1NTeh7pcJsNGCNE7rFZzB33aNDj+eDOFMtA2k5tfhD2a30x8hGeOWMLw8JFcOWU0l0/KxgK8vL6Q5zeu5PtV7rabemJw2rnTnNeGhoLH6+WZVXk8svwH3F5NvfUdPJGP8M/D36ClMZjKShOIPvpo8yjFngNLAhvigA0fbk6c/SfP/mm5SkrgiBFHMCl5EikRKSRENzB5eDS1zS7eWrUjsI0WB+05X7ZGseu/fFb0CQUF5i4ItKeAjhkTwAaKg9HdPYSuZazuBWKVUquBnwOrgN1O87TWT2qtZ2itZyTuLade9LqgIBNcrK83zyMj21Oxjx51NK+f/zqfXn8Pdqvii4Jyyupa935A0evu/3QJAD/KDWf7NtUW1GhuNjcJIntQ07WoqIjc3FwAcnNzKSoqOkStFWLwCA42569HHGEWrxdqazvvMyn2cF45No9Thl/IWVlj+f1RMwmz2/i+rIy7ly5l6Q/NAWm7OPScTlNbIy4OGhxO/u+r73h/01Y0bqrs/yAs5lOeOWIxMa2TiYqCo46C7OzOdThE4EhgQxywkBATnez4ByE62kz96nIpPrv8M1Zfv5px8eO48ojRAPx76da21Fkx8GyvbuaT9bvQuGi1f0J60CwaGkxUG0y2xsiRphCSGJBKgBEdng8HdnbcQWtdr7W+Sms9BbgcSAS29FkLRY8MH25O0MAME3S7TVE9q8XKOePPYXhMDD/KScar4bUVkrXRl6oaHeRtt6DxEBe9lbKy9kBGY2PPA8Nz584lPz8fgPz8fObOnXuIWizE4BQdDYcf3j5EpVPRUUt7lVB78FZC458hJSKUHU0N/PSNr/n0h8oAtFgcakVF5vegtLmB33y2hLXlVWhVx66g35IaV84zc5YQ2jqWlBSYPl3Od/sbCWyIgzJqlDlh9v8xsNlM9HvnTkgIS0D5BpGdPjGVxMhg8ssaWFZUFcAWi4Pxn2+K8Wposn7FJVPOpGxLXFttDa/XXEilpwe2jeKgfA9kKKXSlVJBwIXAOx13UErF+LYBXAMs1lrX93E7xT5ER5sieQ6HeR4WZmogdfTjqSkAvLK8BK937wHn+fPno5TabZGaDvvvX19+B9hw29ZyfPKZbUXk3G7zNzQhoWfHKSgowOtLmfR6vRQUFBy6RgsxSAUHmwvUkSOhvJzdhplorfnL2htYWfcq2aMWMy0lkSa3i+sXfMfiQgluDCaNjebmbKO1gd8vWsqupmbcliJ2BP2S3MQknjz8S8K8KQQFmXoaUiej/5HAhjgo4eEwbFh7yjOYNNqNG9v/OBRWFfJx0ftcMnskAP9esrXP2ykOXrPTzYLvzJVRg20hF4z+Ba2t7el3tbUm0NW1QrkYOLTWbuAm4CNgA/CK1jpPKXWDUuoG327jgTylVD5wKvDLwLRW7I1SJsjo75vDw80dyZYW8/x3n/6OeW/lEB+h2FbdzDdb9h5wlmKVvUNrzWsrzJDMwzM1O4pD2qZ4rasz/2c9HaOdlZWFxTf/n8ViISsr6xC0WIjBz2o1RUYnTDCZbR0LiyqleGDmW1yUfjM/zb6d3x45k9PGjcajNb9YsIpd9TKUb7AoLARtdfP3b1bS4nbTav2OnUG/4shhR/Dw7A8JUdE0NMDUqTLtb38lgQ1x0NLTO/8R8E9XV1oKGyo2kPWvLK5860rOnZGM3ar4ZMMutlfL+MSB5o2VO2ho9dBq2cAxY9PR5Tlt07l6PCaQJdkaA5/W+n2tdabWeqzW+h7fuse11o/7fl6mtc7QWmdrrc/RWtcEtsViT5KSzKPXawIdFou5Iwng1V4aXPXExhYC8Mr3MhylL3y7ZRcNzZF4qOH6qWfgcpm/mVqbfjQ1tefHWrhwIdnZ2QBkZ2ezcOHCQ9RqIQY/pUzWxuzZptaNfyYpgJTQkdyW+yA2ix2rUlwwYSTj46OpbXFy0/9W4fZ4A9dw0Suqq6G0VPPy5nWUNDTiUtsot9/H3JGXct/01wi2hFJZCZMmtc8CKPofCWyIgxYdbVJnGxs7r9u4ETJiszlixBGclXUWwXYncyelojUy9esAo7Xm+aWmjEKDdSEXjbkZt7t9OsKaGjMu3F9rQwgReMHBpoio/wQ9MtKk2WoNF028CIC1DU8C8MG6MupaXIFq6pDxwKJlAEREryeyaUrb+OymJhOI2p+MtzFjxpCXlwdAXl4eY6RqsxAHLS4O5swxWRw13YTtm92N3Pr9GRRb/kBUUBDfb63mgU8K+76hotd4vbB+Pays3c6XxTvQOKgI+gvnjL6KOyY9jc1io7raBL7Sus4TJ/oVCWyIXjF2rIlw+wUFmbHd5eWKr676imfOeobE8EQuO3wUAG+sLMElEe4BY9X2WjaWN+GhhtTEcoY1ndyWPu3xzeA7enSgWieE2JPhw9vrbAQHm6EodXUwOXkyWfFZlDs2kJ2qcLi9vLNm516PJbNwHJwWp4flRWYoz7wpo6mpaQ9kNDdLHypEfxEebjI3rNbOGckADa5adrWWsKHxS5KTvsSiFI99sZlF+bsC01hx0EpLYUNpPf/xBYpHJq8hPSaO23IeQinVNvVrdrbU1ejvJLAhekVcnLkb6B+/DSZro6AAtG7vBaaMiCEjKYLKRief55cHoKXiQLy63KSpN9oWcfHYn2NRFmw2s622FsaNk6muhOiPoqPNDFYuXzJGUJAp7qyU4sIJFwKgwr4D4L0f9h7YkFk4Ds5rq9ejvcG4LBs5Y9j5bRlvLpf5P/IP7euJjsVcASnmKkQv8xeIrKvrvD45dDgPzHgLq7LxadU9zB5mTn5ufWUNO2pbujmS6M+cTli51sUz+Stxer2cmD6Ch46+i6fmfEWQNRiXy1zbTJnSnqUs+i8JbIheoRRkZHQekxgcbCLdFRXgcDt4ed3LPLPqGc6fYWaTfGV5SYBaK/ZHi9PDm6tMYMMW9j1TuLwtW8PtNv/3I0bs+fVCiMCxWExRX//JeWQklJSY764/sLGs4gnsVsV3W6qpaHDs8VgyC8fBef6bHwAYM6yeul0xREWZ9XV1JlvDsh9nZB2LuXZcJLAhRO9JTDRDxOq7zPs1LmoiV477LQDLWn/OxMR4aptd3PS/lTjdko08kGzZovl33lrKmpoYGR3O1VNNVmK4LRKtoarK1NXwT8kt+jcJbIhek5ho7jo5OpwXR0WZKsOrSldz4esX8rvPfsdpkxKwWRSfF5RT3iDVpPu799eW0uoCh8rnkqyLiQyOaKvaX1MDmZlSHVqI/iw52YwhBpNa7fFAZSVkJ2QzJWUKdc4yMoZ58Gr4eH3ZHo8js3AcuFanm02lpgjROdnT8HrbZz/xes3/kRCif1HKDD9obW3vQ/2uHnc7o8KzKG7ZQHD4RyRHhrBqWy33fZgfmMaK/dbUBM9+VcyKilKUcrDNcgelLRvbtldVmaL4+1PUWQTWgAhsKKVOUUoVKKU2KaV+2832aKXUQqXUGqVUnlLqqkC0c6izWEzWRse0vZAQk8UxNmQWk5InUdlcydclH3B8dhIer+bNlTsC12DRI09+be4y6tClHBl0U1u2Rmur+f8dPjxwbRNC7Ft4uBnm4K+DFB4O232ToFyYa7I2HLZvAPhw3Z4DGzILx4F7Yfn3oIPxWLcyyXZyW1X9piaIj5dpsoXoryIiTB256urO64OtIdwx+WkA3ir/E2eMjcJmUTzz9Za99qOi//jg21pe37zBPIl4lUa9kSh7HGD65ogIc/NODBz9PrChlLICjwCnAjnARUqpnC67/QxYr7WeDBwLPKCUknvIAZCSYsagud3t6yIjobBQce206wB4cuWTHYajbEdrHYimih4ormqioFSjlIu56YeRGBXZVjipvh5yctrvOgoh+q/Ro82JGpjARmWlGTd8wYQLAPi26ilsFsXSzVXUNDm7PYbMwnHg/vud+XfLSHHgbLW31SRqapKioUL0d+npZlpmZ5eucUrckZw36kY82s2LJT/jpqNMFtv/e20NxVVNAWip6KmSXS7+snglbu3l1HGjePFHz/Cv2R8TF5yE1mamx5wc2urJiYGh3wc2gFnAJq11kdbaCbwEnNVlHw1EKlNFKwKoBtyIPmezmUKStbXt68LCTBbHGSMuJdQWyqItixieWEdCRDCbK5pYua12T4cTAfbaClMH5aTM0ZwVf2vb1ISNjaZgbGJiABsnhOix+HiTVu1Pp7ZYoLwcRseM5vDhh9PkriA92YXHq/lkg1T3701Ot5eK6mEA/GjYYW39qMdjAsNxcQFsnBBin+x2c5Hb3fSvP8v+C8khwyls+p5N1e9wcm4yDa1ubn1ljdy468dufyOPqtYWxsZGc8Wk8YRYw8iImgSYa5bhw/evoLPoHwZCYCMN2N7heYlvXUf/AsYDO4G1wC+11lK9J0BSU80JtH8aUDB3CMuKo9uK1T296knmTTP/ja+t2N7dYUSAebya132BjYnhI0iIM6kZWpu7jDLtlRADh90OaWntRfAiI6G42Hyf/f2yfzjKB2tLd3u9zMJx4JZurqTZCWMTIpkSPqdt2ElDgym8LHcEhej/UlJMELKxsfP6CHsUv534GABPF/2BS2bEkBARxIriGhbJ7H/90opNDSwu3oFSHixR/8Opm9u2ud1mpqqMjAA2UBywgRDY6O7SqWsI9GRgNZAKTAH+pZSK2u1ASl2nlFqulFpeUVHR2+0UPkFBJm2vY2Q7IsI8vzTrRgCeXPEkJ080g4wXriml2SkJNv3Nw4s/ZGddK/FhNjJi4tqmuaqtNZFs/xhxIcTAkJbWnkodHGwClA0NMG/8PACWVz+LRcHXmyqpa3F1eq3MwnHgPlhrxttPTUghPLx9vdMpRemEGCiUMlkbTU27FxI9KvkMTkq9EIe3mds+/Sk3HDMWgL9/UojXK1kb/c39HxSigTrL+yyufJaylm1t2/xF8UNDA9c+ceAGQmCjBOg4meRwTGZGR1cBb2hjE7AFyO56IK31k1rrGVrrGYmSQ39IjRhhOv6OnX9oKEQ1zuCE9BNocDbw0dbnmTYyhkaHu+3ET/QfTy0xY8KjQ3cSH2fiix6PiWaPGxfIlgkhDkRMjCn46/LFLGw2KC2FtKg0HjntEZZc8yGz0uNweTSL8mU4Sm9oaG3i9dWmyn5WWHtgw+EwmYxRu92CEUL0V1FRpiZOd0NSfpX7D6LtcWxp2MCUYVaSo4LJ21nPR3lyftuffFNQxzc7ytA4qbe/wi/G38/YSDPFq8Nhgv4jRwa4keKADYTAxvdAhlIq3VcQ9ELgnS77bANOAFBKJQNZQFGftlJ0EhICo0Z1niElMhIqKuCmKb8B4KFvH+LsqSmAKSIq+o/aZieu5hxAc03umW1DTmpqTHVwqeAvxMCjVOd+OSoKtm0zAcsbZ97I1GFTOW2iqQXxvgSbe8XDX3+A2x2CslaSkRTZtr6+3mQ2ynA+IQaWsWPN99bVOamNuOAkHpr1Hi8cloezfBQ3HWfGMjz4aSEeydroN+7/sBCAetu7jI0eyfmjf9a2rbZWCoYOdP0+sKG1dgM3AR8BG4BXtNZ5SqkblFI3+Hb7P2COUmot8BnwG611ZWBaLPxGjTIdf8faScHBMNJ9ItOGTaO8qZxq/Qkhdgvfbqlma6VUkO4v3l69E5dHMz42kazkeMCkTdtsUsFfiIEsJaU9k85mMxlYHYs9n5ybglLwZWEFjQ4ZIniwqmvMrb/xsVFERpoohv9voiSOCjHwBAfD+PHdZ21MjD2M5OhoamvhpHEjSIsJpXBXI+/+0DXRXATC4rwaVpSWo2ml3vYaP8v+CxZlLoUbG02R7aSkADdSHJR+H9gA0Fq/r7XO1FqP1Vrf41v3uNb6cd/PO7XWJ2mtJ2qtJ2itXwxsiwWYNNvU1PZidWDuEO7apfjl9N8C8PD3f+XUCSZrwz8Dhwisr4q/4qXvzHjDH41tHwVWUwO5ubTV2hBCDDxhYaYAnn/q19BQ2O5LmHs171XOee0ERiV4cLq9fC6F7w6Kx6v5ssD8Abwg8/i29Y2N5uQ5JCRQLRNCHIzUVHM+29zc/XZvUC1//PjPnDfLjD176NONuD0yp0Gg/e0jf7bG20yJn8KcxFOA9qL448dLFt1A16PAhlLqfqXUrzo8V0qpWqVUmO/5E0qpI/a1nxh60tPNmDU/pUxx0Ym2cxgXN44ttVuIjzPjj99Zs1Omxgqw9RXrOeX5K9lQ1kCozcrhI5MBk7qelATJyQFuoBDioI0a1R7YiIiAsjKTkbW9fjtLty+FkFUAfLhOhqMcjBXFNVQ2OkgICSM3tb2YRkuLjOEWYiCzWCAra/cZUvxe3PFHntx0B99WPMbo+DC2VDbxxqodfdtI0cmnP1TxQ3klXpqpt73Jz8ff1zbLV02N+bsoNY8Gvp5mbEwAfujwPB2o0LptfpzZwDc92E8MMVFRJt22Y+cfHQ1lO638Yc6f+PtJf+fnR51KUmQw26qbWb29NmBtHercXjdXvnUldudhABw+fBhBVisej7nokUi2EINDfLw5Mfd627/TlZVm2teX5r3EU+eZMceL8stpcXr2ciSxN798698ATE6KaTuBdrtN1ltsbAAbJoQ4aPHxJjO5tXX3bRePuYXpMT/ipKQruPnETAD+8elGnG7J2ggErTUPtGVrvMHRKScyMdac67rdJmNj7NhAtlD0lp4GNibSOWAxyf9cKTUeKNRae/a2nxi6xo5tvzsI5kTabocZIRdwy+G3EB0SyRmTzJx3b6+WcYiBcv+S+/l+x/dEeU8E4MiR5v+kutpMfdVxmkIhxMBlt5upXxsazPOICCguhtTIVC6YcAEZSQlMHhFDi8vDl4UyHOVAbKzaxPZdpj7RkentqW61tWZWKas1QA0TQvQKpSAjo/Nwa7+0sHQem/MxwxzHcVJ2KhlJEeyobZFC+QHy4apKNlRV46GeRttCbsy+p21bdbXJvpGhgYPDPgMbSqlYIEhr3TEntWPA4lTgwx7sJ4aomBizdAxuxMSYE2n/+MRTJyYA8N7aUqkeHQBrd63lzi/uJEiPw+JNIiY4mAmJ8bS0mDH5o0YFuoVCiN6UltY+TDA01Fxwd+yjT8k1F+Mfr5dpXw/EA1++go0EbNZmJiaamWY8HnMxlJoa4MYJIXpFUpIpJtp1hhQwWXFKQfkuxc0nmhlS/rVoE60uyYLrS16v5oFP/Nkar3PayPMZE5kDmGybsDAYPjyQLRS9qScZG12zMKBzwOJk4MN97aeUCldKPa+UekopdcmBN1kMNEqZO/5dszaCgmDrVnhw2YOc+nIOyVEWKhocfFNUFbC2DkUuj4sr374Sl9fFhKCfAzBnxDAsykJ9PUyYIHcXhRhsoqPNHSr/CbnFArt2mSFpV719FX/5/mIAFhdW4JVg835xe928t24rABOTo9uGodTWmrpTQUGBa5sQovdYrSZro+PMUh3VWPO57N15fF76D8YPi6KsvpX/fbutT9s41L2zvJxNNbV4qMER9AnXZ85v21Zfb6Z3lXPcwaMngY0sYLP/iVLKAhwBfOUrChqjtd65t/18q84BXtNaXwuc2TvNFwNFd2MRo6Nh2zbYWV9BVWsVw5LMMJR3ZDhKn7r363tZWbqSZHs6Xtd4wAxDqakxBe7i4gLcQCFEr7NYzPfbn0YdEwNbtoAFG3nleWxv+p7YcE1lo5N1O+sC2taB5sNNH+JuyQLg5NGTAFPPxOvd953B+fPno5TabZk/f/4hbrUQ4kCkpJj+1N3N7Ngu1cjXVW/w+IpHue4Yk7n16BebaHbKVNp9wePRPPSZydZIjM3nvPRrSQk1lZtbW811SUJCIFsoeltPAhvFwEyllH/00e+BxVrrSuA44PMe7AcwHPAPLpM8rCHGn7XRcSyixWKipPNSfsXr57/O/XPPB+CDdaU43PIr0hdWlq7k7sV3A3Dp8CepaXWSFBbKqPCYtvGjQojBKTnZDI8AsNlMkeDqajg351xQEBRmZqz6PL8igK0ceB7/7kWCdCYW5WVisjlrrqszgaTQ0L2/dv78+Wit22YI8/8sgY2BSyl1ilKqQCm1SSn12262xyql3lRK/aCU+k4pNaHDtq1KqbVKqdVKqeV923LRE3a7qSVX1038NydmBjPjTqLJ1ciamv8yeUQMlY1Onl9a3PcNHYLe+K6MrXX1xIUE88hxd/GL8X9t21Zfb+odSVH8wWWfgQ2t9ceY4EW+UqoAyABu8G0+FTMMZV/7AZRgghs9el8x+CQmmtRnp7N9XUwM1JbGcVr6OWQkR5KdEkl9q5vFhZV7PI7oHa3uVi5/83LcXjdnpfyc+lYzpn7OiFRqaxWTJ5uxo0KIwSkiwmTOtbSY52FhZnjgeTnnAbCx6S0APi+QAqI9VdZYxpeFFSgsZMVHE2KzobUZ8iO1ioYepZQVeARzvpwDXKSUyumy2++B1VrrScDlwD+6bD9Oaz1Faz3jkDdYHJC0tPasrK6uyfo9AP/49h/ceKy5DHpi8WYaWrspzCF6jcerefhzk60xLyeDIKsVizKXn263ubGamBjIFopDoUcBBq31bVrr0VrrLK31FVrrGt+mOcCSHuwH8AYwTyn1GLCw1z6BGDC6G4voL6603ZfLM3OsCZ2+s1rm+z7U7lh0B3kVeaQFZ3LL5D+zrKQUgAmRqYwdKx2+EEPB6NHt03GHh0NFBSQHpzN92HRqvd9itWjWlNRS1egIaDsHiudXP0+IZxoAh6WNAMydwdTUns8sVVRURG5uLgC5ubkUFRUdkraKPjEL2KS1LtJaO4GXgLO67JMDfAagtc4HRiulkhEDRkiICVx2l7UxLe5ocqOOoNZRw9ra15g1Oo7aZhcvfy8zpBxK760qZ3t9IxZrHckxnYe419WZekd2e4AaJw6Zg8qc0FpP01r3KOSotW7SWl+ltf6p1vq/B/O+YuBKSTEdScexiLGxUFQE9U0OntlwIwAf5u2QMYiH0FfFX/HAsgewYOXuqf+hoLKZBqeL1IgIslMiZQiKEEOEf3yx1ibIbLFAWZnJ2tDKQUREKVrD4o0yHGVftNY8ueLZtsDGtGEmOuxwmJPonpo7dy75+fkA5OfnM3fu3F5vq+gzabQPwwaTvZzWZZ81mDp0KKVmAaNoz3DWwMdKqRVKqev29CZKqeuUUsuVUssrKuS7GggjR5rMLN2l1rJSimsyTdbGA8v+xqWHm//+V5ZvbxtyJnrf/5aZr12Vep2NDSvb1mtthmCmdf0WikFBhoSIPmWzmTFtHbM2rFZzQr1rZzB/P+12Wi0bcHksvLx8fcDaOdhZvKGkhWZwWfrvmJwwi6+3mWj2jIRUpkxRUiFaiCEiKMgEnBsazHN/EdELci5Godje+iEAXxTIxdK+fLXtK0qqFVaiSA4PZVhEOI2NJvstKqrnxykoKMDry2n3er0UFBQcohaLPtDdCP6uV7P3ArFKqdXAz4FVgP/OzhFa62mYoSw/U0od3d2baK2f1FrP0FrPSJR0y4AIDzeZWd1lbRyZfCpjwiZT1lTGdsf7xIcHUbirkTUlUpj5UNhW7uC7HeVYFFyQfQQ/Hnlt27aGBvM3LywsgA0Uh4wENkSfS0szgYyOWRsxMbB5M8xNv4BxqWYE0wOfL5Zo9iHg8YCtfAaPT1nFDePvwOH28N3OMgAuOSqViIgAN1AI0adGjGifscpfRDTCO4Lj04+nQX0DwJeFFXh6MO3rUJ7V46kVzxDqMWUQpg1LQilFc7MpLLg/srKysFjM6ZnFYiErK6u3myr6TgkwosPz4UCnvHitdb0vo3kKpsZGIrDFt22n77EceBMztEX0U+npnevI+SmluCrDZG38bel9nDXVzJAiw1EOjRcWl+DVmunDkrl+/K3YLe1zbLe2miGYYnCSwIboc3a7mSGla9aG3Q4bNyqemHc9Gi8NDcN57LsXAtbOwaiquYqNG83MBynxYdgtQawoLafV7SEjPoZZOT0cBC6EGDRiYjoPEfQXEb188uW41U6s9mpqm12s3l67z2MN1Vk96lrreG39q+2BjZQkmptNcdaYmP071sKFC8nOzgYgOzubhQulLNkA9j2QoZRKV0oFARcC73TcQSkV49sGcA1mRsF6pVS4UirSt084cBKwrg/bLvZTVJTJ0PLXLeropOHzSAvJZGvdViKifwBg4ZqdMuy6lzkcmrfztgBwQvqITttaWyEycv/7ZDFwSGBDBERa2u7zfkdHw44dkBoyknEpbhR25n/4JiX1JYFr6CDyWdEixv4jg19+dg0RsS1t67/YYgq1njczVaa9EmIIslo7F76LiDBFRE8ZdQ7hQeHUeL8G4AuZHWWPwu0R/CbjDYJ1BkEWC7lJ8TQ2miD+/varY8aMIS8vD4C8vDzGjBlzCFos+oLW2g3cBHwEbABe0VrnKaVuUEr5Zw4cD+QppfIxQ05+6VufDHytlFoDfAe8p7X+sG8/gdhfY8ZAc/Pu663KymWjzWy/z6y9h6kjYmh0uPlgbVkft3Bw+2RVDRUtDryqFm3L67Strk6meB3sJLAhAsJuNzOk1HSYN0cpE0ldvx6umzPdrHPM5Cfv/ESGpBwkraGqLJQmVyMOaxXBNnNzqL7FxZryChRw1rRhgW2kECJgUlLMMDU/iwUaqiKYlzOPFusKoOfTvg7FWT1qa6x4mnyfOSke7bISFgZxcQFumAg4rfX7WutMrfVYrfU9vnWPa60f9/28TGudobXO1lqf459R0DeTymTfkut/rejfYmNN5kZ3wY2zxlxCYtAI1lesJ3NEFQAvL5fhKL3F44Fnl5r6fE22RYyJap9Z2e02NaWkBM3gJoENETDdZW2Eh5up8SYnpmC1QIh3Ip9uWsZTK58KXEMHMLfXjdawcSOE1xzO04cv4f4Zr2NVVt9MB+W4tZeZo+NIjgoJdHOFEAHiT8/1n4z7i4heOuEKHJa1aJys21FPeUPrPo811Gb1cHs8FBRAYYMpsDptWBL19SZbw7KfZ1kda5QAQ6pGiRCDgVLmu9/dcBS7JYh5aTdjwUJQ2FpC7Va+21LNlsqmvm/oILSlxM3qChMwmpEaRkJIStu2ujqTTSPF8Qc3CWyIgPHX2uiYtQHmhHpHURBzxiSisBLqOYzbPr6NrbVbA9HMAWtj1UamPjGVxz5/i02bICkJJsTNxKLM176qCgpbTArkqRNT9nYoIcQQkJ7efjJus5mpCydFHcsfjvkNM0ZHAvBlD2ZHGWqzelz4yuX8avk5rKnYBcCkhCSCg02fu7861ijpuEhgQ4iBIz7e3Khr7SYOfEHGT/j3lK3cfuTtnD7JZMq+KlkbB83rhee+2IxX22i15HFVdvtMKFqb7ampAWyg6BMS2BABlZZmoqcdszaCgszzGcnmYnts6DwanY1c9fZVeLU3QC0dWN4rfI+ZT81kXfk6Hl55LwkJutOdw/p6sIe6WVFqUstPmSCBDSGGuoSEzv1xeDgUb7Vw93F3c9bkcUDPpn0dSrN61LTU8t7mt1hTvZlWt5fUyHCCXWFkZMidQSGGKovF3Lirr999W2RQNMmhIygrg/NnmOKWr60owe2R89uDUV0N724xRVmTYnaQETWpbVtdnbneCJHE5EFPAhsioPaUtREbC8O8yVgUNDWOIDFkJF9s/YJ/r/53QNo5UHi1l//78k/MXTCXOkcdc2J/zONHfILV2l4pyeEwFy51YRW0urxMHRnDsOjQALZaCNEf2GymiKj/ZDw83GR21dfDsZkm/WDxxgpc+zgBH1KzerTG8NTEzZyccBcAU5KSsFhMzRIhxNCVlGRmmOouayMqCjYXeanzrCI9IYzyBgdfFu47aCz27LMVNdS1huGlmStyTu60zemEkSMD1DDRpySwIQIuNdWcUHfM2rBaIT4imJyEeNxezTW5D3Pz/2/vvsOjvK7Ej3/PzKj3LhBVgCRAVGOwDbjiEtu4xUlwysYlcYmzPdk4ya6XJJv8kjib7KbaTnMcJy4bO7axcYsbptj0IoEEQjQh1LtQnbm/P+6MJISEBEiaGel8nmceRu+87zv3HctXM2fOOXfJP7Eqd5X/BhrgGlobufGPH+fh9/4DgHunf5f/veR5YkJjuvbp7LRBpPnz4Z0D3jIUzdZQPYjIdSJSKCJFIvJQH4/HicgaEdklIvkicpc/xqmGx/jxp2fQHTsGO6v+hiukisbWTrYfqe3/BIytVT0OHICJ8enUNNkuoVkxKUyfboP2Sqmxy+GA7Oy+szZCQuCbe27hmj+tYNYkuxzVc1qOcs7q6uB3u98FwBG+h0vTr+t67ORJW+IeF+efsamRpYEN5Xd9rZACdiLKjbMfuiuqM/jJdT8hMiQSgNqWM7+xHiva2uw3qm/v3M+8ny/htUMvEu2K4ycXvsK9Od/oakAHtlt0VRXk5kJMvJt39tl68I/l6mooyhIRJ/AL7JKDs4A7RGRWr90eBPYaY+YBlwP/LSKhIzpQNWx6NxGNjbWBjSM1pdT4ln09wzeLY6n55fbDRVRUddLubOVIfSNhTifT4xLJyPD3yJRSgSA1FSIi+s7aWJy8grTwCcyZ0oLTIby9r4LKxraRH+QosL/ITWFNBwDXZmZ29ZID2zdq+nR/jUyNNA1sqIDgq33rPflflZ2OAOv2V9LUZr9GbGhrYMFjC7jrpbtobg/uTtIej/12tL3dXvvJk3YSbmiwNYG1tTZwUVEBJ07A4cOwfz/s3g3vvgtr3qrjgecf4vo18zjcvI/MmNn8cflWlqVdf9rzVFZCTo5NNf/gQBXN7W5yM2KZmBjpn4tXgWgxUORdZrAdeAa4udc+BogR+8k1GqgBOlGjRs8mog6HvS1P+BR/v/wqANYfqOr32LHS/LLD3cH1z17JvXuyeP+YXQEmKz6R6VOdhIX5eXBKqYBwpqyNVdPv4zdzDvF3uXdwRXYKnR7DX3eUjPwgg1xTE/x++/tgonE7jvO57E92PdbRYT9bJCX5cYBqRLn8PQClwJai5ObC5s2nNvdJjAwnOymBgupaXt5SwaeXjWfz8c2UN5ezp3wPoc7g+aK4s7M7aFFebhsdGXP6fr4kC99jIt33HQ5bpuOWVl6t+CV/KP4u9R01AHws4zM8NOdXRLliTjmfMTaoMWOGXeoK4LU9J+wxmq2hTpUB9MyHLQGW9Nrn58DLQCkQA3zKmNO7+orIvcC9AJO0uDWo+JqIut3237g4qCpJ4KuXfYKnP3iTvNJ6apvbSYgKnvl3qP1x218obz3G5KhsjtTaCTo7LkXruJVSp0hLs+9r29o4JegZ5gojxElXE9G/7avgua0lfHF55inZturMjh6Fd0sLgMnMTHMT4er+sq6+3gaWznbZbRW8NLChAkZyMowbZz/wx8d3b794wjgKqmv5y0cnuGn+eFZkrmDHfTsQhBCnLWSubaklzBXWVaoSCDweG8iorbV/uOrq7DaHwzaUSkw898n2o8r1/LTwXwFYmHgZ/zDzh+QmLD5tP19QY+pUG9gQgfZOD291laFofw11ir7eTfUOv10L7ASuBKYBb4nIB8aYU76TMsY8DjwOsGjRoj5CeCpQ+ZqIHj1q5ynf0q9N9U4umJzApuJq1h0o5+b5E/09VL8wxvCjjf8NwKen/gtr91QDcPnMZCID50+QUioAOBw2W3bnztOXgI6Ph+2FFRTHPE1ydC5FFU1sP1rHBZMT/DHUoNPWBm/lFdDSOgHo5N65K7seM8betJHz2KIxLBVQcnLsG+iezeuWTLCzUl5NJRs/6qStDXKSc8hOtksIGmO45+V7WPDYAjYf3+yPYXdpa7NlI3l58M47sGEDFBTYa0pKsn/UkpNtYONsghqNHXW8Wfps18+Lk6/iE5Mf5H8ufJXHLn63z6CGx2PHMnGijVj7vgDYcNA2AMxJjyEzJfp8L1mNLiVAz0+rE7CZGT3dBbxgrCLgEJAzQuNTI6R3E9HYWDh4ECRsPwBPbvnITyPzv9f3rWNf/TYSQlOYG3srda1txIWGcek8nU+VUqdLTe3O2ujJ5YJv5N/A197+F2ZPsvV/z23RJqKDdeIEfFheguAkLrqcqbETuh5rbLRfluoSr2NLUAQ2BtGl/6sistN7yxMRt4gk+mOs6vxERNjgRk1N97aUyAhmJMbT7nazo7ySLVtOrVesba1lf/V+9lfv55LfXsLD7z5Mh7tjRMZrjM3KOHYMNm2ywYxt22yWRExMdyAjIqI7sHC2Ojzt3P5eDt/YvoqihjzANuT72pyfsyzt+j5TFpuabKPQzEyYNevUIIqWoagz2ALMEJGp3oagq7BlJz0dBa4CEJE0IBsoHtFRqmEXE2NLUHxNRMPD7bybmWwnk+1HTmL6qqUbA/7f+zZb4/bJX6Kwyn4YmT8umdhYTR9XSp3O6bRfMNXXn/7Y9ePvBOBg658AeGV3Kc1t2rZqIG43HDhgOFxniw/uyb3mlMdbW3WJ17Eo4AMbg+nSb4x5xBgz3xgzH/g68L4xpua0k6mgMHEiREV1v6EGuMibtbG7tgy322ZCHD5ssxISIxLZeu9WvnLxV/AYD99Z9x0u+u1FbDi6YVjeeHs8tqzkwAF47z1Yvx727bOTbGqqvcXG2kj8uWjubOSVY3+gpdM2Rg1xhHJl+u0sTr4KtznzH7v2dpulERoKS5faIFHPoEaH28Obe71lKHM0P0+dyhjTCXwZeAPYBzxnjMkXkftF5H7vbt8BLhGRPcDbwNeMMf13k1RBKzOzu4ko2ODGDam3Y6QZ05nEn3e+6b/B+cm6/Tv5oGINoY4wPjHlS+wqtyvErMhN9vPIlFKBzNdro7391O23Zn6WMEckG048z+yMcJrb3bzq/QJK9a+yEvZV1XKiuZnE8DAuzuiOYrS12czonmXtamwIhh4bXV36AUTE16V/bz/73wE8PUJjU8PA6bSNRDdt6s50uChjHH/cXcC2E+WEXugmIsLJ3r22d8WcORAVFc4j1zzCyuyVfP7Fz7P9xHaW/X4ZM5NncveCu/nc3M+RFp12zmNyu20wo7wcSkttaYnLZb/VjI09/2tu6WxmW/X7vFH6NO+WvUCr+yQOcXL9hM8C8K+z/weXo///XVtbobnZBjHmzbPpd31liHxUXEPdyQ6mpUQxI1XTptXpjDFrgbW9tj3a434pcE3v49Tok5xs57nOzu75rrIynCkpnRypgP9d9wafWXCtv4c5YtweD19+7UEAPj75AWJCksmv3A7A1XM1sKGU6p/TCVlZdlW7nr02okPiuDxpFW9U/o7wmB3ATJ7bcoxPLhqbPYwGwxgo2N/BM0deAZK4fMoEnD2+xWtogNmzzz1TWgWvgM/YoO8u/X2uEi8ikcB1wPP9PH6viGwVka2VlZVDPlA1dBITbeZGba39OT06kqnxsbR2utlVXoXTaaPfLS02Y+LoURsFv3Typey+fzdfX/Z10qLS2Fe1j6++9VUm/GQCtz57K8/mPUtNy+CSeTwe+/x798Lbb9sVW06c6C4xSUyEkJBzu75OTwc7azbw6/3f5t6Nl3HFGwn805YbeO34U7S6TzI/cRlxod3rU/mCGsbYDxktLbZcp6LCRq0Bpk2DSy+1tfH9TeZr87rLULTrtlLqTFwumDKlO31axG67evICAA6Vh7GrbJf/BjjCfrXxj+yp20hSWBr3Za1mf3UtbW43mUnRpMdpIbdS6szS0+3KKL2zNj457T4A3i//CeEhDrYeqeVEfYsfRhgc6urgtSMvUlJnl5m5fHL3x0KPx/6tSjv37zJVEAuGjI3BdOn3WQls6K8MRbv0B5fsbPvhvakJoqPt6iiH6hrYVHKCC8fbGSs21n7Q37vXloNMmQITJsTwvau+x7cu/xZrD6zltzt+y9oDa3mx4EVeLHiRyXGTOfSPhxARjDG4jbsrcNDZaSO9lZVQUmL/+ISG2nQ2p/Pcr6XD087u2k3sqF7H9pp17KndRIu7uetxBw5yYi5kccINXJH0WdJDpwHdQQsfEftHMSLCBjDi422gZTABFrfH8GZ+GaBlKEqpwcnIgKIiG1QVsX03JjdNAooJ98zlRxt/zB9v+4O/hznsak7W8fC6fwPg72f+kOiQOLYfLwTg0mzN1lBKDcyXtZGXBykp3dvnJl1IZuR8ik/uZHF6G3uPhfBGXhl3Lp3qv8EGsEOHQMxEHFQTH9FBRmxM12MNDTBhgn3vrsaeYAhsDKZLv88qtAxl1AgLg0WLbElKayssyUjnz3mFbC0tp9PjweVNO3O57B8It9s28SwuthkVkyeHcPWkm1mZdTPlzSf4854/s7ZoLTlJOV3ZCodqSpj9qywWp1/Kj+a9QU0NuN2GKncxqfGxJMTGEeIYeHb0GA8OseOpaavg5WO/x+UI4bOZ/wJAc2cD9226/JRjJkXmsDj5KpakXMXi1MtJikrA6bQ1mOHh9rp8t5AQ++/5BFe2HamlqqmdiYkRzBo3BPUzSqlRLzLSzqe+ALPTCamRkSRHhVDVHMvzuz/i/60oYUKPbvSj0ddeW01tRwXzEpZyQ8bnANhdblvLLJ+hgQ2l1OCkp8P+/d1fnIFtCH/LhPv48f4HKO98HVjJ6/ka2OhLc7MtC69siQSquXbqKW0XaW+3gQ01NgVDYKOrSz9wHBu8+HTvnUQkDrgM+OzIDk8Np+houPBCG9xIjY8mIyaK443N5FfWMC/t1DeTTickJNhvFhsbYetWu10EoqPHcV38v3Lrsn+lqcmwcaNtTrq5uoBWdysNjZ20ttolWU+6m7jh9eld5w11hBHtiiPCFUWoI5wwZwRhjgjCnOE0dNRS3nKMxckr+O7CPwNwsrOJnxc8RHrEJO6Y/C80NkJ7ezLLEj/OxPjxXDX9Uq7OXs6kxJHNk3vDm61x7ax0LUNRSg3alCm2FC/a25YnPl7IiU1nffMxQjrn8NOPfsoPr/6hX8c4nPLK9/G7vJ/jwMHX5vwCEaGmsYPDjfW4HMKSzKSBT6KUUtgvqWbMgPz8U7M2bpr6aX5Z9BV21D5FpmMlmw/VUN3URlJ0mP8GG4COHQNxeNhy3DbCXzKhOwO5tXXoet+p4BTwgQ1jTKeI+Lr0O4Hf+br0ex/3NbW7FXjTGNPcz6lUkIqPh4UL7TKqF45L53jjQTYfLzstsOEjYie2GG9mmjHdq4V0dkJoqOBy2Ynv2oSruWRyLQ0dtURG2v3b3C1kRE6lqaOBps562j1t1LRXQHufTwdAZevxrvup4Rl8cuK/kChTqKuzkePx4+H9a/9yygolI8kY0x3YyNUyFKXU4CUkdHfzDw21b8xnJiaz/sQxwj3zeWzbD/n3S/+d2LDR+W4ypi2L+yf/lNaQUrJi5wGw9Wg1HmO4YHIC0WEB/1ZKKRVA0tJsCbXH071yXXRILFemfJq15b8mKb6K8ppk3txbzh2Ldc1Sn/Z22FVUwQ/3f5OG9lsYFx3FpF5lKPPmadPQsSwo/hoP1KXf+/MTwBMjNyo1ktLS7EophxvSARvYuGfBbByDmL18fSnC+gl6x4TEExMS3/VzYlgqL11ZDNiAQJunlaaOelrdJ2nztNDmbqHd00qru4VoVxxpERNIDEujrc2ma7vdYfxr7n8zebLNADnXZV+H0t4TDZTUtpAcHcrCSQn+Ho5SKog4HDB9un0jnuyNJy+enMyv8yHC5FLZ2sovt/ySh5Y95N+BDoOODig64ORzOV/q6mXU3g4HGm0ZytLpWoailDo7oaG2QX5pqQ0c+3xy2n2sLf81h1r/SiRf5PW8Mg1s9FBeDmvLH+dQtZNY4KIJ3RnIbrfN3O6ZBaPGngD4yKXU4EyaBFe1xPH43nBqWlspqqkjK2l4P6SLCOHOCMKdEX0+7ms2Wt1ga9Gzs+2k6sv+CBRv5NuUvatnpeF0aChbKXV2UlNP/YYxMSqUidGxHGtqIMwzi2+//21un3U70xOnD3yyIFHXWse2Pc243RmnNGiuq4OiJhvYWKaBDaXUOZg4EY4cOXVbbuIFZEVdSFHTu0TJF9h4sIr6lg7iIs5xCb5RxOOxS7yurfgVke7/B8BFGd0ZyA0N9jU919UK1egQDMu9KtUlK0tYkWMnsg8OlftlDMbYzIyKCtvLY9IkWLrULrU6eXLgBTWArtVQrp2tZShKqbMXFmbL6hoaurfNH2c/1C9I/DRz0ubgMR4/jW543PP8g6x8PYetrc92bWtuho6QFo7WNhMd5mLexHj/DVApFbRiYmy2RnOvAvqPT/oSC5MWkz3OSYfb8PY+/7zXDTTV1fD2iedpaInFRRLJEeFMS4jreryjQ5uGKg1sqCAjArctsU03d1SUUVZmcLtH5rnb2qCqyi7BGhNjm5pecYXN0oiNDdyaviPVzRSUNRIT5uKSafrtolLq3EycaMswfBZ4AxuRnYvZcPcGspKyBn2u1atXIyKn3VavXj3Eoz43Dc3tVNe6MXiYGbcQ6A5q14TYbI2LMhMJcerbKKXUuZk27fTAxm2Zn+fb09/itrkzAXg9r8wPIws8Bw7AK5U/JdJzMWCbhvrKUE6etP34YmLOcAI1Jmgpigo6i6ckkhAZwonmZsLTmqiqiCE6GqKihv65jLHfULa12UyMmTNtSnZ4+NA/13DxNQ29IieVUJe+CVdKnZvYWIiLg5YWiIiAnOREQhwOiqqaqG3ykBJr+xI1dzQTHRp9xnOtXr26K4ghIhhjRuAKBscYOFAQyr/nPE1zaDEToqYBUF9vG0G/UaBlKEqp85eYaPttdHR0l1CICA4HzEtKB/J5f38lzW2dRI3hJsX19bDl+Bby6zcxwf1FAC7KGNf1eFMTLFjgr9GpQKKfclTQcTkdXDXTZm3sayjjkktsw6CKCvuGeyj4sjOqqmyzvIsusqUmkyYFV1ADuvtraBmKUup8ZWbaEjyAMKeTnGTb5+j17VWUN5Vz8zM3c9PTNw2qLKW4uJjZs2cDMHv2bIqLi4dt3IPlMR4OHmmjvBwSEqQrqOF22w8fM2YYNhR5AxszNLChlDp3TqfN2uhZ4gc2gLy1eCex0dW0dXp4f3+lfwYYIA4fhlerfkaImYrTpBIfFka2929PZ6dt0p+s07FCAxsqSPk+pL+RX058PFxyiS0NETm3AIcxNpWtqsoe394Os2bZUpO5c20dZKCWmpxJRWMr24/WEupycHm2topWSp2flJTupV8B5nqX3X5zdxUdHQ4+LPmQbSe2sb96/4DnWrlyJQUFBQAUFBSwcuXKYRv3YH3//Z9w7f8toS4075TttbUwYwYcbWikqqmdtNgwpqWcOStFKaUGkp5uG2P2TFoLCYHHD36DI60vAvDaGC5HaWmBvMNlvFv5DFHuZQAszkjD6X1T3tAAU6YExgqEyv/010AFpeUzkokMdbLneD3H61rIiI8gOdkur1pdDYWFNkDhcNg/EOHh3cu9GmO/eWtvt5kZHu8XiwkJdnJMSLBlLcEYyOjtrb3lGAPLpyeP6TRGpdTQcDrtB/y8PBvkmJuazJ8oZF9NFfWlc/nLJ/9CZkImE2IH7uJWWFiIxzsBezweCgsLh3v4Z7SjdDer132DDtNOZfsRsskF7N8Kl8tm7P3hw+5lXmU0/JFQSvlVeDiMG2ffu8Z198LkkxP/lX3Jm1m/F97ZV05rh5vwEKf/BuonJ07AG1WP02k6SJZr6MAu8wr2/Xxnpy0RVAo0Y0MFqfAQJ5dl2QwE34ofYIMRyck2g2PpUpg3z/7B8Hhs08/KSvvHo7PTNhrKyoJFi+DKK2HJEtscLzp6dAQ1QMtQlFJDLz3dBjg6O2FqQhxRIS6qWlvYVnCSObGXnhLUOFPvjOzsbBwO+zbE4XCQnZ097GPvT31rPZ967jN0mHY+Pvl+lqXd0PVYXZ3N4AsJgY0HqwFYqo2YlVJDZPJk+0VbT1dPvoHPj/sWs8fF0tzu7iqBG0s8Hth/sJ21Fb/C5ZlAR0cC0SEhzE5JAmzvjQkThqfHngpOGthQQau7HOX0FD0R2+guPd02/Fy2DFasgMsug6uvhuXLbdBjyhQbCAkNHeHBj4CG1g42HazCIXDVzFR/D0cpNUq4XDB9uv3A7xQhN9W+yTzSWkVenu1HYYzhB+t/wJ0v3dlvcGPNmjXk5OQAkJOTw5o1a0bqEk5R2ljKJb+5lAP1eUyKyuKfZv6o67GmJvstano6dLg9fFTsDWycZePQQF8FRinlP3FxdkWP1tbubb7g8fJM+153LJaj1NTAO2X/R3V7GRNdtwKwaHwaLocDY2w23dSpfh6kCiga2FBB64qcVFwOYfOhGmqa2wfc3+WynfwdY+S3/t2CCjrchgunJJIUHebv4SilRpGMDBtAdrthTqr9kF9QV01TExw7Bkfqj/Cddd/hyV1P8sMNP+zzHJmZmeTn5wOQn59PZmbmiI3fZ2/lXi76zcXsrd7NpMhsfr7kDSJc9us/t9v2XsrNtde6u6SO5nY3mSlRpMedXRfp1atXY4zpCvL47mtgQykl0ncT0YgIONb4HgBv5p+gwz1wU+bR5MgReL36UQDizZVAdxmKL1sjWlsdqR7GyEc8NRrFRYRw8bQkPAb+tq/c38MJOL5MFi1DUUoNtdBQm/FWV9cd2MirqCIhwVBQAKmhU3jqtqcA+PrbX+flwpdPOb5nBgPglwyG9UfXs/R3SznWcJRZMRfzu2UbGB85pevxmhqbmRIba3/eUKRlKOrsich1IlIoIkUi8lAfjyeIyF9FZLeIbBaR3MEeq0aPlJTuLA2f6GjYXvUK7XKUhlY3HxXX+G+AI6ylxfbKe+TCv3DnlEeoORlCuMvJvLRkzdZQ/dLAhgpqXeUoYzBF70xaO9y8V2iXB7tmdpqfR6OUGo0mTrRZDeOiokgMD6O+rZ3Sk42EhMC+fXBz9i1898rvYjB85oXPsKd8T9exPTMYet5GKrDxwr4XWPHkCupa67go/mYeX/Y28aFJXY+fPAmRkae+cfbVuC+dntT7dEr1SUScwC+AjwGzgDtEZFav3b4B7DTGzAX+DvjfszhWjRIul51v6uu7t4nA9SkP0OLcCMDaPaV+Gt3IKyuzgZ7k8DQmhdwGwAXjUgl1Oqmr02wN1TcNbKigds2sNETgg6Iqmto6Bz5gjPjgQBUn293MyYhjQkKkv4ejlBqFIiLsSiENDcIc77Kve8qriY+H8nJ7+/qyr3NH7h00tTdx0zM3UdFc4dcxt3a28pU3v8Ltz91Om7uN61Me4CcXP0+4M6JrH48HGhthzpzuJQRb2t3sOFqHCFyUqYENNWiLgSJjTLExph14Bri51z6zgLcBjDEFwBQRSRvksWoUycjw9Sjq3nZpxjVERR4FYM2eY7g9/TdkHi08Htixv4KIaFtm/uHxEwBclDGua2VDP1QuqiCggQ0V1FJjw7lgUgLtnR7eK/TvG+ZA8ro3g+W6XC1DUUoNn8mT7ZvMOSk2sLG7wmY1JCTA9u1QWyv89qbfcuH4Czlcd5h5j87j2bxnz7haynB64NUH+O9N/41DHNwz6ft8Y94vCHGeuoRibW330t8+Ww7X0O72kDs+jvjIc+s2XVxczOzZswGYPXs2xcXF53oZKnhkAMd6/Fzi3dbTLuA2ABFZDEwGJgzyWLzH3SsiW0Vka2Vl5RANXY20yEhITbVNi32ioxxcnXYDHVJGYwtsP1rrvwGOkNpaeKTgXj65fgbrT6ynsLqOUIeDBeNSqKuz2YK6EorqiwY2VNDzfXj3LW061nW4PbxdoMu8KqWGX3S0XTFkSqTNYthbWYPb4yE01Hb637IF2pojeGnVS1w84WLKmspY9fwqrv/z9RTXjvwH+28s+wbz0ubzi4Ub+OzUrxEefura3q2tNktjxoxTj9tw0AZsLjmPMpSVK1dSUFAAQEFBAStXrjznc6mg0dfi8b2jet8HEkRkJ/D3wA6gc5DH2o3GPG6MWWSMWZSSknIew1X+NmWK7S/R08fS76LN+REAz24tHPlBjbCCg82UtRdR21bBiTrb5GheegrhThcdHdpbQ/VPAxsq6Pk+vL+zr5zWDrefR+N/mw/VUHeyg2kpUUxP1QJEpdTwmj4dIolgXHQULZ2dFNXaIvHwcBv42LwZosw41t+9nsdufIz48HheL3qd2b+czfc++B5tnW39nvt8l0nddGwTD7/7cFeGSGb8DB5bsJ1p4UuIiTl1X2NsffvcuRAScupjG4egcWhhYSEej13VwOPxUFg4+j+gKEqAiT1+ngCc0ijBGNNgjLnLGDMf22MjBTg0mGPV6JOYaOfOjo7ubRMSUpiZbMvl1uaV+i3jbSS0tEBDdRTPXr6b3y/7kPyKk4BdDUWzNdRANLChgt7ExEhmjYulud3NRu+3amOZlqEopUZSTIxdqjAr1mYz7CnvnofDw20vjo8+gpPNDu694F4KHizg03M+TWtnKw+/+zDlzf1n253PMqmdnk4++ZdP8p113+H3O3+PMZCfb8tjepaZ+NTU2DfNyb1iF3Un28krrSfU6eDCKYkDvyD9yM7OxuFdb9zhcJCdnX3O51JBYwswQ0SmikgosAo4ZYkgEYn3PgbwBWCdMaZhMMeq0UfElvj1bCIaFgY3jfsEnVRzsjWc7UdH73vd8nLbNNTpcJAeNpP8yhqcIixKT9NsDTUgDWyoUaGrHCVvbJejeDyGN/d6Axuzx/l5NEqpsSIzE3J79dnwiYy0y8Nu3gzNzZAWncafbvsTb33uLb56yVeZFDcJAI/x8NU3v8rW0q2nHD+Y3hTGGA7VHuKPu/5I9UmbXeFyuHj40of5xrJvcFP2TRw4ACUlpwcuwH5LGBICOTmnP/ZhcTXGwIJJ8USEOk/fYZDWrFlDjvcJcnJyWLNmzTmfSwUHY0wn8GXgDWAf8JwxJl9E7heR+727zQTyRaQAuwLKP57p2JG+BjXy0tJsA82e5iUsJTRyPwA/XbfOD6Mafh4P/GrTE7SE2NYyW0vL8RjDnNRkOk6GaLaGGpDL3wNQaihcl5vOj9/az1v7yvmu24PLOTZjdjtL6ihvaCMjPoLcjFh/D0cpNUaEhMAtlyTxy11QWF1HW6ebMFd3ECA62jbE27QJLrjANuZckbmCFZkruvZ56+Bb/GjTj3j38LtsvdcGNzzGwxVfvIJjR49BJOyr3MdVd17Fz37zMyqbK8mryGNH2Q52lO2grrUOgP+87D9ZfflqAL54wRcBOHYMDhywjfmkV+cCt9uugnLxxaeXoABs8JWhTD/3MhSAzMxM8vPzERHy8/Xz6VhhjFkLrO217dEe9zcBM3of19+xavSLioL4eBtwjfAu2BQXJ1ySmsX6w7CusA63x43Tce6B1kC0pXg/P9p/D2EHI3htxXE2l9ovKy8cr9kaanA0sKFGhRmp0UxNjuJQVTNbDtdy8bSxuRzfG94ylGtmpyG9370rpdQwmjE5lKkJsRTXNlBQXcO8tFObGEZH2+acmzZBbq4t++g5Tc1KmcVXLv4KIc7u6MLBmoMcvfQoXGp/NhgOc5iVT5/eeDMlMoUF4xYwPXF61zZjbFBjzx6bqeHoI+ZdVWUzNeLj+74uX+PQpefROFQppc7G5Mmwe3d3YMPlgo9nfIoPjqyBznR+sek5/mHpHf4d5BD77rrv4cHDtePvIMQRza5yu8JPVlQakyZptoYamAY21KggIlw7O51H3z/IG/llYzKwYYzh9XxfGYr211BKjbzLZyZTvLGBXSeqTwtsgO254XLZQENjI2Rn258BJsZN5JFrHjll/6b2JiIrIzkZcxI8QAuEE84VS64gMSKRrKQsFo5byIL0BYyPGX9KQLejA/bt6y4/cfXxjqeuzj42ZUrf11NW30pxZTNRoU7mTog/p9dEKaXOVnKyDfx6PN0B2bioMDKThENV8OTmHaMqsLGvrJhXjz2FU5zcOf3r7C6vot3tYVpCHNHO8H7naKV6Gpv5+mpU6l72tWxUd4zuT2F5I0eqT5IUFcqi82hwp5RS5+qyHFuusbOs/+Z2LpetIT92zC4H23tpw54WjFvAnn/Zw6yXZ8EPYdbbs8j/p3zWfmYtT932FA9f9jA3Zt1IRmzGKUGNpib48EMoK7PlJ30FNdrb7YeGOXP6zuQA2FBkr2NJZhIhfZQ4DnbVlp77AWe9uotSamwJDbXzZFNT97aYGLg85UIApkXe4p+BDZNvvfP/8ODmYxmfZUJUJlu9ZSi5CZqtoQZPAxtq1JibEUd6bDgn6lvZXVI/8AGjjG81lKtnpeF0aBmKUmrkXTglgRCncLSxnvLajn73E4GUFBvUWL/edsLvy+rVq5k2bRp79+4FYO/evUybNu2MAYGyMntOjweSkk7vqQG2RKW21i7t6kv17ouvDOWSfrIAB7tqS8/9et40sKGU6s/EibZ8z8fhgNzEcTgdwtYjddSdbPff4IbQ4dqjPF/0Bxw4uGv6N/AYw9bSCsAGNiZP9vMAVdDQwIYaNRwO4drZaQBdJRljiS+wca0u86qU8pPIUBcLJiVggN1l1bS1nXn/uDjbe2PrVsjLs+UjPZ1NQKC5GXbuhO3bbb+M6Oj+n7e62pafpKX1v48xpitj43wbhyql1NlKSLANjTs7u7elJYSQk5iI22N4eXcxW45v8d8Ah8h33v0BnaaDa8avYnJ0FkU1ddS1tZEUHsEF02LOOJcr1VNQBDZE5DoRKRSRIhF5qJ99LheRnSKSLyLvj/QYVWC4tmvZ17FVjnKkupmCskZiwlz9frOolFIjYek0GwSoCamivv70YEVvvpTr0lKbaVFbe3bP19YGBQWwbp0NWKSm9r26iU9Tkw16ZGWd+bwHK5spb2gjKSqU7LSYsxuUUkqdJ4fDNhFtaOjeFhEBs+NtRPZrr/yJT/3lU3S4B5hkA9jxhuP8Mf83CMLdM74J0LUaypzENKZN0wxkNXgBH9gQESfwC+za3rOAO0RkVq994oFfAjcZY2YDnxjpcarAsHhKIgmRIRRXNVNU0TTwAaPEG94MlStnpp6yxKJSSo20ZTNsYGPrsSoWLLDBhp7fOPZFxJaNhITAxo22uWh5uc3C6CtG3dlpAxSHD8P778PRo7bZXnx836UnPY9raYF58/ruu9HT+gO2I//S6ck4tLxPKeUH6emnz5+LM2xgI8w9nxmJM6lpqfHDyIbGf733Qzo87Vw17nYyY+zHuy3ewMbyzDTi4vw5OhVsgmFVlMVAkTGmGEBEngFuBvb22OfTwAvGmKMAxpiKER+lCggup4MVM9P4v20lvJ5Xxowx8i1bVxmKroailPKzeRPiiAl3UVzVTEfoSebMiWTPHptJ0V+TTp+ICAgLs0uwHj9ugxoulw1aREXZby4bG+kqcRGxwYyBghRgz1VdbYMag0lt/uCALUNZPuPMZSjFxcWsXGmXn509ezZr1qwhMzNz4CdQSqkBREfbpqGtrXZVKYApKZFMiIqlpBm+vvj3pEWn+neQ52hP+R5+vfOXCMI9M/4dgBNNzZQ0NBHhcnHjEm2Er85OwGdsABnAsR4/l3i39ZQFJIjIeyKyTUT+rq8Tici9IrJVRLZWVlYO03CVv/lWR1mbNzb6bJTVt7L9aB1hLgeXZZ2+vKJSZ2Og0j8R+aq37G+niOSJiFtE9N2H6uJyOrrKUdYXVTFpEuTkQGVl39kXvTkcEBtrm4umpto+HA0NdhWVlhaIjLSPpaR0L+P62GOPsWjRBafdHnvssa7z1tTYZnzjxw88hvZOD5uKqwFYPuPM8+rKlSspKCgAoKCgoCvIoZRS50vElqP0XB1FBOan2qyNv+3rp/NygHN73Nz94hdxm05un/wAM2LnAt3ZGgvSUklNDoaPqSqQBMNvTF/5n73fGrmAC4AbgGuB/xCR06pnjTGPG2MWGWMWpaToB8DRatmMZGLCXOw70UBx5egvR1m75wQAV2SnEhUWDElYKlANpvTPGPOIMWa+MWY+8HXgfWNM8ObBqmGxPMsGNj7wlnNkZsLUqYMPbvTkdNpvLePjbVCjr+yM++67jxdffImpU22mxNSpmbz44kvcd999gC1pCQ+3AZYzlar4bD9ay8l2N1lp0aTHhZ9x38LCQjweDwAej4fCwsKzuj6llDqTlBS7ylPPuXPZVBvYeGtvBR+VfMTnX/w8bZ0DdGsOIOuOrGNr2Uckh47nwZzvdW3fctwGNm6YnzaouVqpnoIhsFECTOzx8wSgtI99XjfGNBtjqoB1wLwRGp8KMGEuJ1d7V0fxfegfzV71XuMNc8f5eSRqFOgq/TPGtAO+0r/+3AE8PSIjU0HlUm+Ww/oDVbg9BhHIzoZJk6Ci4uyDG4Pxz//8zxw+fBiAw4cP88///M+AbV7a1ATz55+5qWhPvoDMQNkaANnZ2Ti8NTYOh4Ps7OyzHrtSSvUnPNxmrzU3d2+bnhhLfFg45Q2t3P2X1Ty560l+u+O3/hvkWZoffwU/zPmA1QueIDrENtJoaGtnX1UNThFuuEC/gFZnLxgCG1uAGSIyVURCgVXAy732eQlYLiIuEYkElgD7RnicKoDc6P2Q/8ru0R3YKK1rYduRWsJDHFyZE5w1liqgDKb0DwDvXHsd8PwIjEsFmYmJkUxJiqShtZNdJXWALTGZOdOmVQ9HcOPIkSMYYzMnjPFw5MgR6upsGcuiRba8ZbDW7R9cfw2ANWvWkJOTA0BOTg5r1qw567ErpdSZTJoEJ092/ywiXDjevu+7OOV+AL77wXdp7Wz1x/DOijFQWAiL05dxUcrVXdu3n6jAABdMTCI+cpBRaKV6CPjAhjGmE/gy8AY2WPGcMSZfRO4Xkfu9++wDXgd2A5uB3xhj8vw1ZuV/y6anEBPuoqCscVSvjuLLSLkyR8tQ1JAYTOmfz0pgQ39lKNrTSPmyHT7wBgmgO7gxHJkbkydPRsT3tiaEjIyFxMXB8uX2287Bqm5qI6+0nlCngyVTB14+OzMzk/z8fADy8/O1cahSasglJNiyPLe7e9uSCban3OETCcxLm0dpYym/3vZrP41wcF4vep0Xd79DTc3pTZw/KrFlKNfPS/PDyNRoEPCBDQBjzFpjTJYxZpox5rvebY8aYx7tsc8jxphZxphcY8z/+G2wKiCEuhxdK4SM5nKUrjKUOYPohqfUwAZT+uezijOUoWhPI+XLdvCVdfg4HDBr1tAHN37yk58wZcoUIJqJE+fypz99nQsusCutnI0NB6sxBi6cmkBEqC6frZTyP5cLJkywq0L55KYkEu5yUVTVyN9f8C0A/uuD/6KiOTAXh6xrrePul+7mthevorD97VMea3e72VVu/1b4ysmVOltBEdhQ6lz4ek68OkrLUUpqT7LjaB0RIU6uyNEPjmpIDKb0DxGJAy7DlgEq1aeLpyXhcgg7jtXR0NpxymO+4MbEiTa40dl5fs/12GOPccstt3HoUCPQwbFjf+bSS6fwrW+tPutzfbB/8P01lFJqpIwfD+3t3T+HOJ0sSLfzVEvtXC6bfBkVzRXc+eKdeLxleYEkMiSSO2c/yLzYK1k24YpTHtt1opo2j5tZ42LJiD/LaLRSXhrYUKPW0mnJxEWEUFjeyIHyxoEPCDKv7bHL2V45M5XIUC1DUedvMKV/XrcCbxpjmvs6j1IAMeEhLJyUgNtj2HSw+rTHHQ6YPdveampOXc7wbK1adR+vvbaZQ4dex+3eiDFNGGNYvXr1KfutXr0aETnt5tvPGMMHB2zpzKWDCGz0PB9w2vmUUmqoxMXZRqI9gxu+Phtv5JXz1G1PkRSRxGtFr/HjTT/20yj755JQro/+Jj9d9BYOOfUj6MYjtgzl6lmaraHOnQY21KgV6nJwjXeCfHUUlqO80lWGoquhqKEzyNK/J4wxq/w3ShUs+itH8XE4bDPRZcvsiiUVFafWkA+kowPKyyEmxvbSmDLFnrM/q1evxhiD8da/+O77AhFFFU2UNbSSHB1GTnrMgM/f83w9bxrYUEoNNRG7bHZDQ/e2heNScYiQX1mDoz2NJ255AoCvv/11Nh/f7J+B9tLW2UZlcyWVlXbsUZGnTtIdnYZdVRrYUOdPAxtqVBut5SjHak6y65i3DCVbV0NRSgWm5VneBqIHqs64X0wMLFkCWVlQXQ319ad+K9lTZ6d9vLLS1pvPm2dXPYmKOv/xrjvQvRqKw9FXL12llPKfceNsgMMXAI4JDWVmcgIeY3jxowpuzLqRf1ryT3R6Oln1l1XUt9b7d8DA99d/n5m/mMlv1r9EXNzpj+8+Vk99exvj48KZPf4slq9SqhcNbKhRbel0W45yoKKJ/aOoHOW1PBuouWpmqja3U0oFrDkZccRFhHCk+iRHqs9cueR0wrRpcMkldhWTzk4bvKistJkcvvtNTZCWBgsXwmWXQUaGfaM/WMXFxcyePRuA2bNnU1xc3PWYL7NkMMu8KqXUSAsLs5lpdXXd2xaPt83y3ykop60Nvr/i+ywct5BDdYe495V7uzLU/GFb6Ta+t/57VLdUE9IZT3j4qY+73bCjwmZrrJiV1lXWp9S50MCGGtVCnA6u866OMpqyNnzXcuNcLUNRSgUup0NYNt1XjnLmrA2fuDjIzbWlJStWwNKlNogxd64tWbnyStuXIzUVQkPPfkwrV66koKAAgIKCAlauXAlAW6ebD4ttLxDfmJVSKtBMnAgej70BLBpvyzfyaio5csxDmCuMZz7+DNGh0TyX/xzP73veL+PcVrqNFX9cQbu7nRvT72XZxMtO26e2FgoavYGNmVqGos6PBjbUqNdVjrLnhF+j1kPlWM1JdpXUExnq5HItQ1FKBbiB+mycictly1TS0uyKANHRZ5ed0ZfCwkI83k8EHo+HwsJCALYdrqW1w0NOegy//PH3z9hkVCml/CUiwi6XXe+tMkmPjmRSbAyt7k5e21pNSwvMSJrBozc8yr9d8m/cnH3ziI9xy/EtrPjjCupa67h64s3cO/FnhIWduk9HB9S0n+RQbSPRYS4uykwa8XGq0UUDG2rUu3haEgmRIRRVNLG//Dza7gcIXyPUFTPTCA/RMhSlVGBb5g1sbCyqptPt/yUIs7OzcXg7jDocDrKzs4Hu/hqXZqUM2GRUKaX8afJkGxjwfV+3yLs6yq7qcnbutCUen5n7GX5w9Q8IcYaM6Ng+KvmIq/94NXWtdaycfisPpj5HWvLp6XW1tXDCYbM1LstOIdSlH0vV+dHfIDXqhTgdXJfrK0cp9fNozp+vDOUGLUNRSgWBCQmRZKZE0djWya6SOn8PhzVr1pCTkwNATk4Oa9asAbS/hlIqeERF2Sw2X9bG4gz7Pnd3VTl1dYbCwu6gB0DVySoe3fpoH2caWh+WfMg1T11DfVs9t+V8nH+d9CzxMaE4e30P19oKkZGw+bgNbFyjq6GoIaCBDTUm3DBnPAAv7SoN6nKUg5VN7DleT1Sok8u8qw0opVSgu3SGna/e3z+4PhvDKTMzk/z8fADy8/PJzMykqqmN/NIGwlwOLpySCJy5yahSSvnb1KnQ1mbvT0uIIzEinKqWVmoddRw+DCUl9rF2dzsX/eYiHnj1AV7Z/8qwjWfTsU1c88draGhr4BOzPsF3Fz7NyaYQoqNP37e+HtKmtLL5UDUhTtHSajUkNLChxoSLpyWRFhvGkeqTbD1S6+/hnLPnt9m/UjfMHadlKEqpoOELxL5TUO7XcaxevbqrXwbQdf8fv/9rAJZkJnXNrf01GVVKqUAQG2ubKDc2gkOEpRNtJu+GklKSkmDPHlvuEeoM5auXfJVpCdO4fMrlwzKWDUc3cM1T19DY3sinZn+KX634M4eKQkjqo21GYyMkJcGHJWV4DFyWlUpcxMiWy6jRSQMbakxwOoRbF0wAuoMDwcbtMfx1x3EAPr5wgp9Ho5RSg3fxtCQiQ53kHW/geF2L38bRs3dGz1tk1kXAqenQ/TUZVUqpQDFtGrR4p9SlE2128sZjJxCnIS4Otm2zj9+36D523LeD6FCbPtHU3sRvt/8Wjzn/vkcflXzEtU9dS1N7E3fk3sETNz3F3jwXUVGcVoJijB1PTg684i0PXzlPS6vV0NDAhhozbr8gA4BXdp+gpd3t59GcvY0HqzhR38rExIiuVGmllAoG4SHd5XN/2+vfrI3eWtrdXf01ru4R2OivyahSSgWK+HhISIDmZpieEEdqVAS1rW0UVNUQHg4OB+zcCZ2dEBMW03Xcv731b3xhzRe4+o9Xc7T+6Fk/b8+AyLTEaWQmZPKZOZ/hyVuf5OhhF83Ntg9Ib/X1MGECNJsWth6pJTzEocu8qiGjgQ01ZkxPjWHexHia2jp5c2+Zv4dz1nyZJh9fOAGH4zzXO1RKqRF2zWz75jXQ5t8PDlTS2uFh3sR40mLDu7b312RUKaUChQhMn24DGyLSlbWx/qjNhoiLg4YGKCg4tZnoiswVpESm8M6hd5jzqzk8sfOJQfege2TDI2T+bybH6o8BkByZzPt3vs8fbvkDTQ0uioroswTF7Yb2djteXyP8q3LSiApznccroFQ3DWyoMeX2hTZr4y9BVo7S2NrB6/n2w4CWoSilgtEV2ak4HcJHxTXUn+zw93C6vLm37678fTUZVUqpQJOUBDExdqWRZd7AxoclZbi9pXRJSXDkCBw71n3MbTNvI+9LedyScwsNbQ3c9dJdXPD4Bdz+3O186dUv8a33vsWjWx/lr/v+ysZjG6lorug6dnvZdo7UH+HpvKe7tiVEJGA8TnbtsmNx9PEJs7bWBjUiImCNtwzlRl3hTw0hDWyoMWXlvPGEOh1sKKqirL7V38MZtNf2lNHa4WHx1EQmJkb6ezhKKXXW4iNDWTI1kU6P4d3CioEPGAGdbg9v7zs9sNFfk9HVq1f7Y5gqiInIdSJSKCJFIvJQH4/HicgaEdklIvkiclePxw6LyB4R2SkiW0d25CpYiMCMGTYzY3JcDBkxUTS0t7Onorrr8eRkyMuDih5Tb2pUKi988gWevOVJ4sLi2FG2g+f3Pc+vtv6K1e+v5oFXH+C2525j6e+W8sstv+w67pvLv8kbn32Dr17y1VPGceBA9zKuvXV02H4bU6bAkepmdpfYFf6uyNHVUNTQ0dwfNabER4Zy1cxUXssr44UdJXzp8un+HtKg+DJMbtdsDaVUELt6VhobD1bz1t5yblmQ4e/hsO1ILbUnO5iSFMn01O41CVevXq1BDHXeRMQJ/AK4GigBtojIy8aYvT12exDYa4xZKSIpQKGI/MkY0+59/ApjjP/XSVYBLSUFwsOhvd2Wozy39wAbjpUyP932NnK5bD+OLVtg8mTIyoLQUBu0/dy8z3Fj1o3sKt9FRXMF5U3llDeXd//bXM6MxBldz5Wbmktuau4pz19TA8XFdpWWvtTWwpw5EBJie90BXDM7XVf4U0NKAxtqzLn9ggm8llfG89tKeOCyaV3fyAWqo9Un2Xy4hogQJ9dryp5SKohdPSuNb63Zy3uFFbR1uglz+fdN7VveMpSrZ6UF/N8CFZQWA0XGmGIAEXkGuBnoGdgwQIzYX8BooAboHOmBquDmcEB2NuzaBUsnjuO5vQf48HgZ9y7MJcS7NElYGKSlQWmpzdyYM8cGRMCWkpzrUrBVVbBjhw2c9FWC0tJiG4mOt1UyrNmlZShqeGgpihpzLs1KITk6lIOVzewqqff3cAb0/HabrXFdbjrR2mBJKRXEJiREMmtcLM3tbjYerPbrWIwx3f01Zqf7dSxq1MoAenQ2oMS7raefAzOBUmAP8I/GdC05YYA3RWSbiNzb35OIyL0islVEtlZWVg7d6FVQSU21WRvJoTFMiYvlZEcnO8tPTfYRsT03wsJg82ZbntLe3s8JB9DRAXv3wkcf2fKT8PDT9/F47Eooc+bYoMeB8kYKyhqJDXexfEbKuT2xUv3QwIYac0KcDm6eb99XPB/gTUQ9HsMLO7pXQ1FKqWDnW1L1zXz/Lvu6v7yJozUnSYoKZeGkBL+ORY1afaUB9V564lpgJzAemA/8XERivY8tNcYsBD4GPCgil/b1JMaYx40xi4wxi1JS9MPiWOVy2QBCXR1cMtFmQ2w4VtrnvuHhNnvjxAn44INTe28MRl0dbNxoG5KmpfUd1ACbzZGVZZekBVjjLUP5WO44Ql36MVQNLf2NUmOSL0jw8q5S2jrdfh5N/7YcruFYTQvj4sK5eFofa2cppVSQ8S37+rd95Xg8g1tecDi86V1p6qqZdrUWpYZBCTCxx88TsJkZPd0FvGCsIuAQkANgjCn1/lsB/BVb2qJUv5KTYeJEyI21dR9bjpf3+z5XBBITbVBi61bYvRsqK20D0P643VBUZIMaDod9vv6q+BoabHmKb0EpYwyv+MpQ5mkZihp6GthQY9Ks8bHMGhdLfUsHb+8LjO78ffE1Db1tYYa+8VZKjQqzxsWSER9BZWMbO0vq/DaOt/b5+mtoGYoaNluAGSIyVURCgVXAy732OQpcBSAiaUA2UCwiUSIS490eBVwD5I3YyFXQys6GlIhIpsXH0+p2s73szO9zw8NtGUtlJWzbBu+9B+++C/n5UF4Ozc1gDDQ1wYcf2tVPkpP7Xv3Ep6MD2tpg7ly7GgrA3hMNFFc1kxQVysWZ+mWdGnoa2FBj1scvsFkbz209NsCe/tHU1snaPTZl7zYtQ1FKjRIi0lWO4mveOdJO1Lewu6SeiBAny2ck+2UMavQzxnQCXwbeAPYBzxlj8kXkfhG537vbd4BLRGQP8DbwNe8qKGnAehHZBWwGXjXGvD7yV6GCTViYLUmZn2izItYf7bscpScRm12RkmJvERE2qLFjB6xbB2+/bUtWOjttEMR5hr7PxthVUubOtU1Dfdbssu9pr58zDpdTP4Kqoae/VWrMunVBBmEuB+8VVnKwssnfwznNc1uO0dzuZvGURKalRA98gFJKBYlruvpslPnl+f/mDagsn5Gsyw2qYWWMWWuMyTLGTDPGfNe77VFjzKPe+6XGmGuMMXOMMbnGmKe824uNMfO8t9m+Y5UajLQ0uHamDWxsP1FBS8fZLbQTEgJxcTbIkZoKsbG26Wj0IN6O1tbChAkwrke1iTGGV3braihqeAVFYENErhORQhEpEpGH+nj8chGpF5Gd3tvD/hinCi6JUaHcusA2Ef39hkN+Hs2p3B7D7zfaMd29bKqfR6OUUkPrwqmJxEWEcLCy2S+BZV0NRSk1monA8kURTI9LoN3jYUvp+WXHOZ1nztLwaWmxTUxzck7tvbHzWB0ltS2kxYZx4ZTE8xqLUv0J+MCGiDiBX2A7Qs8C7hCRWX3s+oExZr739u0RHaQKWr6gwV+2lVB38hzXuxoGb+0t51hNC5MSI7tStpVSarQIcTq4MicVGPnVURpaO/iwuBqH0DUGpZQabSIiYOU820R0fT+rowwlj8c2DJ0/H0JDT33MV4Zy49zxOLRnnBomAR/YwHaALvKm5LUDzwA3+3lMapTISovh0qwUWjs8/Omjo/4eTpffri8G4K6lU7RpqFJqVLrWmy3x0s7jGDNyq6O8uvsEHW7D4qmJJEaFDnyAUkoFqVVLxyHAzrJKGtuH9wu8qiqYMaN7aVcft0fLUNTICIbARgbQs7tjiXdbbxeLyC4ReU1EZvd1IhG5V0S2isjWysrK4RirCkL3eLM2ntx0mPZOj59HA7tL6thyuJaYMBefWDRx4AOUUioIXZmTSlJUKAVljew8Vjdiz/vMZhvE/qTOr0qpUS4tLowlU5JwG8OHx4avp5Fvaddp005/bMvhGioa25iQEMH8ifHDNgalgiGw0dfX1b2/2tkOTDbGzAN+BrzY14mMMY8bYxYZYxalpKQM7ShV0Lp0RjIzUqMpb2jrWoXEn3673vbWuGPJJKLDXH4ejVJKDY9Ql6NrdaqnN49Mxlx+aT27SuqJDXdx/Rz95lApNfrdstCWo7x/aHje4zY329VS5s4FRx+fLH3ZGivnjUdEs5DV8AmGwEYJ0PNrlQnAKYVixpgGY0yT9/5aIEREdP02NSgi0pW18Zv1xSOaEt3bifoWXt19AqdD+PwlU/w2DqWUGgmrLrR/3tfsOkFja8ewP98zm20C6G0LJ+hqKEqpMeG63HRcDqGgtorS6rYhPXd9PbjdcNFFpy7t6tPp9rB2j80UWTl3/JA+t1K9BUNgYwswQ0SmikgosAp4uecOIpIu3hCgiCzGXlf1iI9UBa1bFmSQGBVK3vEGNh+q8ds4/rDxCJ0ew3W56WTER/htHEopNRIyU6JZMjWRlg43L+8a3uZ2Le1uXtxxHIBVi7UMRSk1NsRHhrJ8RjIG2FBSStMQLURVUwNhYTaoERPT9z4fFFVR09xOZkoUM8f1s5NSQyTgAxvGmE7gy8AbwD7gOWNMvojcLyL3e3e7HcgTkV3AT4FVxp9fu6ugEx7i5LMXTQa6S0FGWnNbJ3/+6AgAX9AlXpVSY8QdiycB3dkUw+WV3aU0tnUyf2I8Oemxw/pcSikVSHw9294vP0SH20N9/bmfyxiorLRNQhcvtquv9OdX7x0E4PYLJmgZihp2AR/YAFteYozJMsZMM8Z817vtUWPMo977PzfGzDbGzDPGXGSM2ejfEatg9LmLJhPqdPDWvnIOVzWP+PM/v72EhtZOFk6KZ8GkhIEPUEqpUeC63HTiIkLYc7yevOPn8W57AM9ssYGTT3sDKUopNVZcOzud6anRnKhv4URYCSEhUFd39ufxeKCiAjIyYMECCAnpf98Pi6vZfKiG2HAXn/N+eajUcAqKwIZSIyElJoyb54/HGPjdhpHN2nB7DL/fcBiALyzPHNHnVkopfwoPcXLbQrvY2XA1Ed1f3si2I7VEh7m4cZ42DVVKjS1Oh/DlK6YD8OsNB1l4gYfISKg+i8L9zk4b1Jg+HXJzwTlAm6KfvXMAgHuWZRITfoYIiFJDRAMbSvVwz3JbAvL05qMcGsGsDd/zTUyM4JpZaSP2vEopFQh85Sgv7SzlZHvnkJ/fFzC5af54IkN1tSml1Nhz49xxTE2O4mjNSV7fV8qiRZCYaMtKzsTjsSufVFXZlU+ysmCgqpKth2vYUFRNTJiLO5dOGbJrUOpMNLChVA856bF8ctEEOtyG77yyd0Ses+5kOz96sxCAb3xsJi6n/m+plBpbstJiWDgpnqa2Tl7ZPbRLErZ2uHlhu20aeseFWoailBqbXE4HD3qzNn7xbhEOp2HBAkhPt5kYvu6EPQMZlZVQW2tXPFmyBCYOsu/yT98pAuDOpVOIi9BsDTUy9BOUUr189docYsJcvFNQwbsFFcP+fD9+az91Jzu4ODOJ63LTh/35lFIqEPmyNoa6HOX1vDLqWzrIzYhlzoS4IT23UkoFk5vnj2diYgTFVc28srsUp9NmYUyaBGVlNsBRUwORkTBrFlx8MVx1FVxwASQnD+45dh6rY93+SqJCndy9VJvhq5GjgQ2lekmJCeMfV8wA4Nuv7KW90zNsz1VQ1sBTHx7B6RD+86ZZ2jFa+Z2IXCcihSJSJCIP9bPP5SKyU0TyReT9kR6jGp1umDuOmDAXO47WUVjWOGTn9QVKVmm2hlJqjAtxOnjwcpu18fN3ivB4DA6HDWIsXgyXXAIrVsCiRTY7Iy5u4F4avf3sbdtb43MXTyEhKnSoL0GpfmlgQ6k+/N3FU5iWEsWhqmZ+P0yNRI0xrH45H4+xK7Lo8oPK30TECfwC+BgwC7hDRGb12ice+CVwkzFmNvCJkR6nGp0iQ13cvGA8AE9sPDwk5ywoa+CjQzVEhDi5ef74ITmnUkoFs9sWTiAjPoIDFU28nl8G2J4ZqannFsjoKe94PW8XVBAR4uQLyzVbQ40sDWwo1YdQl4OHV84G4KdvH6CioXXIn2PtnjI+LK4hITKEf16RNeTnV+ocLAaKjDHFxph24Bng5l77fBp4wRhzFMAYM/z1WmrM+PzFU3A6hGe3HGVPyfkt/erxGP7jxTwAPrFognblV0op7Hvc+y+fBtj3uB6PGbJz+1ZC+exFk0iODhuy8yo1GBrYUKofl2WlsGJmGs3tbn7weuGQnrul3c331u4D4CvXZhMXqW+4VUDIAI71+LnEu62nLCBBRN4TkW0i8nd9nUhE7hWRrSKytXKglutKec1Ii+HupVPwGPjGX/fgPo833H/ZVsKWw7UkR4fyr1dnD+EolVIquH1y0QTSY8MpKGvkrX3lQ3LOfScaeCO/nDCXgy9emjkk51TqbGhgQ6kz+I8bZxLqdPD89hK2H60dsvM++v5Bjte1MGtcrNZ9q0DSV5OX3p8sXcAFwA3AtcB/iMhpKUfGmMeNMYuMMYtSUlKGfqRq1PqnFVmMjwtnz/F6/rjp8Dmdo7qpje+9ZoPH/37DLA0eK6VUD2EuJ/dfZoMPP3vnAMacf9bGz9+1K6HcsXgSqTHh530+pc6WBjaUOoPJSVFdNYJf/b9d1Da3n/c5txyu4VfvHwRg9U2zcTq0YagKGCVAz8XcJgClfezzujGm2RhTBawD5o3Q+NQYEBXmYvVNthTwR2/up6z+7EsBv7e2gLqTHSybnqy9NZRSqg+rFttykbzjDbxbeH5VpQfKG1m75wShTgf3XzZtiEao1NnRwIZSA3jwiulkpUVzsLKZz/9+M42tHed8rrzj9dz9+y20d3r47EWTWDw1cQhHqtR52wLMEJGpIhIKrAJe7rXPS8ByEXGJSCSwBNg3wuNUo9w1s9O5elYaTW2dfPuV/LM6dtPBap7fXkKoy8F3bsnV1aaUUqoP4SHdWRv/+3bReWVt/PzdIoyBT104kfQ4zdZQ/qGBDaUGEBXm4o/3LGFiYgS7S+r54pNbae1wn/V5DlY28fnfbaaxrZMb5ozjWzflDsNolTp3xphO4MvAG9hgxXPGmHwRuV9E7vfusw94HdgNbAZ+Y4zJ89eY1ei1+qbZRIY6WbunjHcLBvdtYlunm39/cQ8AD14+nanJUcM5RKWUCmqfXjKJpKhQdh2r44MDVed0juLKJtbsKiXEKV1NSZXyBw1sKDUIabHh/Omei0iNCePD4hq+/OftdLg9gz7+eF0Ln/vNR1Q3t3NZVgo/+dR8LUFRAckYs9YYk2WMmWaM+a5326PGmEd77POIMWaWMSbXGPM/fhusGtUy4iO6Voz6j5fyaGkfOKD863XFHKxsJjM5ivsv1+Z1Sil1JpGhLr6w3M6V//1mISfbO8/q+E63h0feKMRj4PYL7DKySvmLBjaUGqRJSZE89YUlxEeG8Ld9FXzl/3YNaomsysY2Pvubjyitb2XR5AQe/ewFhLr0fz2llBrIXUunMHNcLCW1Lfz909spqT3Z536dbg9PfXiEn71jm9f91625hLmcIzlUpZQKSp+7eLLN2iipZ+XP1rO3tGFQxx2va2HV4x/yWl4ZoS4HD1w2fZhHqtSZ6acrpc5CVloMT9y1mKhQJy/tLOWuJ7bw1t5y2jtPz96oO9nOUx8e4VOPbeJQVTOzxsXy2zsvJCJU32wrpdRguJwOvn/bHMJDHPxtXwVX/vf7/L/X9lHfYnsdGWN4e1851/7POv79xTzaOj18eskkLpmW7OeRK6VUcIgOc/H0vRd19ZO75ZcbeHLT4TP23Hg97wQf+591bD1SS1psGE/evZhJSZEjOGqlTidDsbxPMFq0aJHZunWrv4ehgtTGg1Xc/cQWWjtsQCMhMoSV88Zz8/wMKhtbeWH7cd4trKDDbf//mpYSxbP3XUxydJg/h62CnIhsM8Ys8vc4zpbOt+p8ldSe5JE3Cnlpp12kJyEyhC8sz2T9gSo2FVcDMDkpkoeuy+G63HRtGKrOS7DOtaDzrTp3Le1uvv3KXp7efBSAa2al8cPb5xIfGdq1T2uHm/96dS9PfWj3uSonlUc+MY/EqNA+z6nUQIZyvtXAhlLnqKy+lb/uOM5fd5Swv7zptMcdAkunJ3Prggw+ljtOMzXUeQvWN9s636qhsutYHd9du4/Nh2q6tsVHhvAPV87gsxdN1jI/NSSCda4FnW/V+Xt19wkeemE3ja2djI8L53/vWMCFUxIpqmjky3/eQUFZI6FOB1+/Poc7L5migWR1XoZyvnUNxUmUGovS48J54PJp3H9ZJvmlDfx1x3FezysjPjKEW+ZncNP88aTF6pJXSik1VOZNjOfZey/irb3l/OaDQ8yfFM+Dl08nLjLE30NTSqlR4Ya545g7IY5/eGYHO47W8anHNnHbwgm8sruU1g4PU5Oj+NkdC8jNiPP3UJU6hQY2lDpPIkJuRhy5GXH8x42z/D0cpZQa1USEa2anc83sdH8PRSmlRqWJiZE8d9/F/Pit/Tz6/kH+sq0EgNsWZvDtm3OJDtOPkCrwaM6mUkoppZRSw0BErhORQhEpEpGH+ng8TkTWiMguEckXkbsGe6xSwynE6eBr1+Xw5N2LWT4jmZ98ah4//uR8DWqogKW/mUoppZRSSg0xEXECvwCuBkqALSLysjFmb4/dHgT2GmNWikgKUCgifwLcgzhWqWG3fEYKy2ek+HsYSg1IMzaUUkoppZQaeouBImNMsTGmHXgGuLnXPgaIEduBMRqoAToHeaxSSikvDWwopZRSSik19DKAYz1+LvFu6+nnwEygFNgD/KMxxjPIY5VSSnlpYEMppZRSSqmh19c6mKbXz9cCO4HxwHzg5yISO8hj7ZOI3CsiW0Vka2Vl5bmPVimlgpgGNpRSSimllBp6JcDEHj9PwGZm9HQX8IKxioBDQM4gjwXAGPO4MWaRMWZRSor2QlBKjU0a2FBKKaWUUmrobQFmiMhUEQkFVgEv99rnKHAVgIikAdlA8SCPVUop5aWroiillFJKKTXEjDGdIvJl4A3ACfzOGJMvIvd7H38U+A7whIjswZaffM0YUwXQ17H+uA6llAoGYkyf5Xqjnog0AoX+HscQSAaq/D2IITJarkWvI7CMlusAyDbGxPh7EGdL59uAM1quA0bPteh1BJagnGthVM23I2G0/L6OFH29Bk9fq8Ebsvl2LGdsFBpjFvl7EOdLRLaOhuuA0XMteh2BZbRcB9hr8fcYzpHOtwFktFwHjJ5r0esILEE818IomW9Hwmj5fR0p+noNnr5WgzeU86322FBKKaWUUkoppVTQ0sCGUkoppZRSSimlgtZYDmw87u8BDJHRch0weq5FryOwjJbrgOC9lmAdd296HYFntFyLXkdgCebrCOaxjzR9rc6Ovl6Dp6/V4A3ZazVmm4cqpZRSSimllFIq+I3ljA2llFJKKaWUUkoFuTEX2BCR74jIbhHZKSJvisj4Ho99XUSKRKRQRK715zgHIiKPiEiB91r+KiLxPR4Lpuv4hIjki4hHRBb1eixorgNARK7zjrVIRB7y93jOhoj8TkQqRCSvx7ZEEXlLRA54/03w5xgHQ0Qmisi7IrLP+3v1j97tQXUtIhIuIptFZJf3Or7l3R5s16HzbQDR+TYw6HwbWEbDfDta5qiRMprmwpEQzPPtSBgtc/pIGPa/G8aYMXUDYnvc/wfgUe/9WcAuIAyYChwEnP4e7xmu4xrA5b3/A+AHQXodM4Fs4D1gUY/twXYdTu8YM4FQ79hn+XtcZzH+S4GFQF6PbT8EHvLef8j3OxbIN2AcsNB7PwbY7/1dCqprAQSI9t4PAT4CLgrC69D5NoBuOt8Gxk3n28C6jYb5drTMUSP4eo2KuXCEXqugnm9H6DUaFXP6CL1Ww/p3Y8xlbBhjGnr8GAX4mozcDDxjjGkzxhwCioDFIz2+wTLGvGmM6fT++CEwwXs/2K5jnzGmsI+Hguo6sGMrMsYUG2PagWew1xAUjDHrgJpem28G/uC9/wfglpEc07kwxpwwxmz33m8E9gEZBNm1GKvJ+2OI92YIvuvQ+TaA6HwbGHS+DSyjYb4dLXPUSBlFc+FICOr5diSMljl9JAz3340xF9gAEJHvisgx4DPAw97NGcCxHruVeLcFg7uB17z3g/k6egq26wi28Q5GmjHmBNiJCEj183jOiohMARZgv30LumsREaeI7AQqgLeMMcF6HTrfBr5gu45gG+9gBN3/2z3pfBtQRuMcNVL09TqdvibnJljnjxEzHH83XEM2ugAiIn8D0vt46JvGmJeMMd8EvikiXwe+DPwnNhWxN78uGTPQdXj3+SbQCfzJd1gf+wf8dfR1WB/bAnkJn2Ab76gmItHA88A/GWMaRPr6zxPYjDFuYL63VvqvIpLr5yH1Sefb0wT8dfR1WB/bAnn+Crbxjmo6346M0TJHjZQxMheOBH1N1JAbrr8bozKwYYxZMchd/wy8in2jXQJM7PHYBKB0iId2Vga6DhH5PHAjcJXxFiURhNfRj4C7jgEE23gHo1xExhljTojIOOw3WQFPREKwk+WfjDEveDcH5bUAGGPqROQ94DoC8Dp0vg2u6+hHwF3HAIJtvIMRcP9vD4bOtyM6tlExR42UMTIXjgR9Tc5NQM0fgWQ4/26MuVIUEZnR48ebgALv/ZeBVSISJiJTgRnA5pEe32CJyHXA14CbjDEnezwUVNdxBsF2HVuAGSIyVURCgVXYawhmLwOf997/PNDfNxwBQ2zI97fAPmPMj3s8FFTXIiIpvq72IhIBrMDOVcF2HTrfBodguw6dbwOAzreBYwzMUSNFX6/Tjcb5diQEzfwxkob970bvbqKj/YaNEOUBu4E1QEaPx76J7fxbCHzM32Md4DqKsDVvO723R4P0Om7FRoPbgHLgjWC8Du94r8d29z2ITXX0+5jOYuxPAyeADu9/j3uAJOBt4ID330R/j3MQ17EMmyK5u8f/G9cH27UAc4Ed3uvIAx72bg+269D5NoBuOt8Gxk3n28C6jYb5drTMUSP4eo2auXCEXq+gnW9H6PUZFXP6CL1Ww/p3Q7xPopRSSimllFJKKRV0xlwpilJKKaWUUkoppUYPDWwopZRSSimllFIqaGlgQymllFJKKaWUUkFLAxtKKaWUUkoppZQKWhrYUEoppZRSSimlVNDSwIZSSikVwETELSI7RSRPRNaISPwA+68Wka8MsM8tIjKrx8/fFpEVQzTkMz3v/SLyd2d5zHsismiAfS4XkVe8928SkYfOZ5ze88SLyJd6/DxeRP5yvuf1nuuwiOzp67p6Xss5nvtdEWka6DVTSimlRhMNbCillFKBrcUYM98YkwvUAA8OwTlvAboCG8aYh40xfxuC856RMeZRY8yTw/wcLxtjvt97u4i4zvJU8UBXYMMYU2qMuf08h9fTFcaYrUN4PgCMMVcAQ35epZRSKpBpYEMppZQKHpuADAARmSYir4vINhH5QERyeu8sIl8UkS0isktEnheRSBG5BLgJeMSbCTJNRJ4QkdtF5GMi8lyP4y8XkTXe+9eIyCYR2S4i/yci0b2eK1VEtnnvzxMRIyKTvD8f9D53VzaJNxPjByKyWUT2i8hy7/YIEXlGRHaLyLNARF8vhIhcJyIFIrIeuK3H9jtF5Ofe+0+IyI9F5F3gB/29ZiKSJiJ/9b5Ou7yv0feBad7X6BERmSIied79w0Xk996six0ickWP537B+xwHROSHg/mPeoZriRKR33n/G+4QkZu92yNF5DnfayQiH2mGhlJKqbHsbL+9UEoppZQfiIgTuAr4rXfT48D9xpgDIrIE+CVwZa/DXjDG/Np7/H8B9xhjfiYiLwOvGGP+4n3Mt/9bwGMiEmWMaQY+BTwrIsnAvwMrjDHNIvI14F+Ab/sONMZUeD/wxwLLsVkDy70f1iuMMSd7PI+PyxizWESuB/4TWAE8AJw0xswVkbnA9j5ei3Dg197rLQKePcNLl+Udt1tE3u7nNfsp8L4x5lbv6xwNPATkGmPme59zSo9zPui95jne4MibIpLlfWw+sABoAwpF5GfGmGP9DW6Aa/km8I4x5m6xJUibReRv3teo1vsa5QI7z3D9Siml1KingQ2llFIqsEWIyE5gCrANeMubLXEJ8H89ggVhfRyb6w1oxGM/rL9xpicyxnSKyOvASrH9JG4A/g24DFu6ssH7fKHY7JHeNgJLgUuB7wHXAQJ80M9TvuD9d5v3+vAe+1PveHaLyO4+jssBDhljDgCIyFPAvf08x/95gxpnes2uBP7O+5xuoF5EEvo5H8Ay4Gfe/QtE5Ag2gALwtjGm3juuvcBkoN/AxgDXcg1wk3T3TAkHJnmf/3+9z5/Xz2uklFJKjRka2FBKKaUCW4sxZr6IxAGvYLMFngDqfNkEZ/AEcIsxZpeI3AlcPojne9b7HDXAFmNMo9hIwFvGmDsGOPYDbLbGZOAl4GuA8Y67L23ef92c+p7EDGKcg9kHoNn7r4PBvWaDcVrqSQ9tPe73vq7+9HctAnzcGFN4ysY+Ul+UUkqpsUx7bCillFJBwJsF8A/AV4AW4JCIfALsB10RmdfHYTHACREJAT7TY3uj97G+vAcsBL5Id1nEh8BSEZnufb7IHqUXPa0DPgscMMZ4sMGR64ENg71O7zk+432eXGBuH/sUAFNFZJr354ECLhhjGuj/NXsbW96BiDi95TRneo16jjELm0VR2M++AznTtbwB/L0vkCEiC7zb1wOf9G6bBcw5x+dWSimlRgUNbCillFJBwhizA9gFrMJ+sL5HRHYB+cDNfRzyH8BH2N4ZBT22PwN81duQclrPA7ylGK8AH/P+izGmErgTeNpb9vAhtoSi9/gOe++u8/67HpslUXsWl/krINr7PP8GbO7jeVqx5Rqvent4HBnkuft7zf4RuEJE9mDLYmYbY6qxpTd5IvJIr/P8EnB6938WuNMY08Y5GOBavgOEALu9jUu/0+P5U7yv0deA3UD9uTy/UkopNRqIMYPN5FRKKaWUUudLRA4Di4wxVed4vBMIMca0egNTbwNZxph27+PvAV8ZjuVklVJKqUCkPTaUUkoppUZWJfC2iNxzjsGHSOBdb4mRAA/0CGq8C2QCHUM2WqWUUirAacaGUkoppZRSSimlgpb22FBKKaWUUkoppVTQ0sCGUkoppZRSSimlgpYGNpRSSimllFJKKRW0NLChlFJKKaWUUkqpoKWBDaWUUkoppZRSSgUtDWwopZRSSimllFIqaP1/ojxoU0y03bUAAAAASUVORK5CYII=\n",
       "text/plain": [
        "<Figure size 1080x360 with 3 Axes>"
       ]
@@ -265,7 +265,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 1080x360 with 3 Axes>"
       ]
@@ -277,7 +277,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 1080x360 with 3 Axes>"
       ]
@@ -289,7 +289,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 1080x360 with 3 Axes>"
       ]
@@ -301,7 +301,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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CCCGE6CciIiKMa6+9tu7ll1/ec8EFF9S8++67Ef6Oyd8ksSGEEEIIIYQQQvQDn376aUhlZaUVoK2tTW3fvj0wPT3debTXDXTSPFQIIYQQQgghhMCcnvV4ZjLpan9H26atrc2SkJAw3vf8tttuKwezx8a///3vGN/yd999t2D79u2Bd9xxx1AAwzDUvHnz6q+99tranoq3v1JaD/qZYYQQQgghhBBCDEJ5eXm7c3Jyqvwdhzg2eXl5sTk5Oem+5zIURQghhBBCCCGEEP2WJDaEEEIIIYQQQgjRb0liQwghhBBCCCGEEP2WJDaEEEIIIYQQQgjRb0liQwghhBBCCCGEEP2WJDaEEEIIIYQQQohjcNdddyX7OwaxnyQ2hBBCCCGEEEKIY/DII48k9dS+lFKTv/vd72b4nrtcLqKionJOPfXU4T31Hn3ZBx98EPbZZ5+FHM8+JLEhhBBCCCGEEEL4SVBQkLFt27agpqYmBfDOO++EJyQkuPwRi8vV+2/75Zdfhi1atCj0ePYhiQ0hhBBCCCGEEKIbtmzZ4hg+fPgYgOHDh4/ZsmWLoyf2e9ppp9W/8cYbkQCvvvpq9IUXXljjW9fQ0GC5+OKL08eOHTt69OjR2S+//HIkwLZt2xyTJ08emZ2dPTo7O3u0r+qhqKjInpubO3LUqFHZWVlZYz7++ONQgODg4Im+fT7//PNRF154YTrAhRdemH7jjTemTps2bcTtt9+eunnz5oA5c+ZkjRkzZvTkyZNHrlu3LtC33ZVXXjlk2rRpI1JTU8d9+OGHoRdffHF6ZmbmGN++AN5+++3wCRMmjMrOzh599tlnZ9bX11sAUlJSxt15553J2dnZo0eMGJG9bt26wG3btjlefPHFuCeffDJh1KhR2R9//HHoc889F5WVlTVm5MiR2bm5uSO78/OzHc8PXwghhBBCCCGEGCzmz5+ftXPnzgCAnTt3BsyfPz+roKBg8/Hu9+qrr6657777ki699NK6rVu3Bt9www3VS5cuDQX4xS9+kXTqqac2vPHGG7urqqqsubm5o+fPn9+QnJzsXrRo0fbg4GC9cePGgMsvvzxz06ZNW5977rno0047rf7BBx/c53a7aWxsPGpBQ2FhYeCSJUu222w2ZsyYMeLpp58uGjduXPuXX34Zcttttw1Zvnz5doD6+nrbsmXLtv/rX/+KvPTSS7O+/PLL/MmTJ7eOHz9+9NKlS4MyMjJcf/jDH5K++eab7eHh4cb//u//Jv72t79NePjhh8sAYmNj3Vu2bNn6wAMPxD3wwAMJr7/+etE111xTGRoa6rn//vvLAUaMGJH96aefbs/IyHBVVVVZu/Pzk8SGEEIIIYQQQgjRDbt27QrUWgOgtVa7du0K7In9Tps2rbWkpCTgmWeeiZ43b15953Vff/11+CeffBL52GOPJQK0t7ergoICx9ChQ1033HDD0C1btgRZLBaKiooCAKZPn958yy23pLtcLstFF11UO3PmzNajvf+CBQtqbTYb9fX1lnXr1oVefPHFw3zrnE6n8j0+99xz6ywWC5MmTWqJiYlxTZ06tRVgxIgRrYWFhQFFRUWOwsLCwKlTp44CcLlcavLkyU2+119xxRW1AFOnTm157733orqKJTc3t+nKK69Mv/DCC2uvvPLK2u78/CSxIYQQQgghhBBCdENGRkbbzp07A7TWSimlMzIy2ntq32eddVbdfffdl/bpp59uq6io6DhX11rz5ptvFuTk5BzwXnfddVdyfHy866233tplGAZBQUGTAc4+++ymb775Zttbb70Vcd1112X88Ic/LL/jjjuqlerIT9Da2qo67ys0NNQA8Hg8hIWFufPz87d0FWNgYKAGsFqtOBwO7VtusVhwu93KarXq2bNnN7z//vu7jvR6m82m3W636mqbf/3rX3u+/PLLkPfeey9iwoQJY9avX785MTHRc6SfnfTYEEIIIYQQQgghuuG9997bkZmZ2Q6QmZnZ/t577+3oqX3fdtttVXfffXeprwrC59RTT234v//7vwTDMABYsmRJEEB9fb01KSnJZbVaeeKJJ2I8HvPcf/v27Y6UlBTX3XffXXXVVVdVrV27NhggJibGtXbt2kCPx8O7777bZbVEdHS0kZqa6nzuueeiAAzDYNmyZUHd/QynnHJK8+rVq0M3bdoUANDY2GjZsGFDwJFeExYW5mlsbOwYcrJ58+aAuXPnNv/lL38pjYqKcu/cufOofUwksSGEEEIIIYQQQnRDdna209dTo6CgYHN2drazp/Y9bNgw17333ltx8PIHHnig1O12K18z0F/+8pcpAD/+8Y8rXn311ZicnJxR27dvDwwKCjIAPvnkk7Ds7Owxo0ePzn733Xej7rnnnnKA3/zmN3vPP//84TNmzBh5pFlXXn311Z3PP/987MiRI7OzsrLGvPXWW5Hd/QzJycnup556avdll12WOWLEiOzJkyeP2rhx4xGH61x44YV1H374YaSveeidd96ZOmLEiOysrKwx06dPb5w+ffpRh9Io3/ggIYQQQgghhBBiMMnLy9udk5NTdayvU0pN1lqvORExiaPLy8uLzcnJSfc9l4oNIYQQQgghhBDiGNx5551l/o5B7CeJDSGEEEIIIYQQ4hj8+c9/LvV3DGI/SWwIIYQQQgghhBisDMMwupydQ/RN3n8vo/MySWwIIYQQQgghhBisNlVWVkZIcqN/MAxDVVZWRgCbOi+3HWZ7IYQQQgghhBBiQHO73Tfu27fv2X379o1FLvz3Bwawye1239h5ocyKIoQQQgghhBBCiH5LMlJCCCGEEEIIIYTotySxIYQQQgghhBBCiH5LEhtCCCGEEEIIIYTotySxIYQQQgghhBBCiH5LEhtCCCGEEEIIIYTotySxIQY9pZRDKVWllApVSn2tlGpTSjUqpRqUUmuUUj9TSgWcgPd9WCm1w/te+Uqpa46w7SlKKUMp1dTpdm1PxySEECeSH4+3/1RKOQ86hlqPsP0VSqkipVSzUuo/Sqnono5JCCFOJD8ebzcfdKx1K6XeP8y28v1W9BhJbAgBJwHrtdZN3ud3aK3DgCTgbuAy4COllOrh920GzgMigGuBR5VSM4+wfanWOrTT7YUejkcIIU40fx1vAf500DHU09VGSqkxwFPA1UAC0AI8cQLiEUKIE8kvx1ut9RjfcRYIA/YAbxzhJfL9VvQISWyIAU0pNUwpVaOUmuR9nuzNXp/SabNzgI8Ofq3Wullr/TUwH5gBnNuTsWmt79Na52utDa31CmCR932EEKLf6cvH22N0JfC+1vob7wnBvcACpVSYH2MSQogO/eh4exIQD7x1At9DCEASG2KA01oXAj8FXlFKBQPPA//0HtB9zgE+PMI+9gCrgTldrfeW8tUd7tadOJVSQcAUYPMRNotXSpUrpXYppR5RSoV0Z99CCNEb+sHx9nbvicAapdSFR9huDJB30OdyAiOOsn8hhOgV/eB463Mt8KbWuvkI28j3W9EjJLEhBjyt9TPADmAFZvnd//rWKaUyAbvWettRdlMKdDnGWmv9gNY68nC3bob5JOYX6U8Osz4fmOCNfy4wGfhzN/cthBC9og8fbx8DsjCvHN4L/FMpNesw24YC9Qctq8csqRZCiD6hDx9vfTEEAxcB/zzCZvL9VvQYSWyIweIZYCzwV611e6fl59JFmV4XUoCaExGYUuohb2yXaK11V9torfdprbd4h63sAu7B/I+FEEL0NX3ueKu1Xqu1rtZau7XWHwGvAAsOs3kTEH7QsnCgsSdjEkKIHtDnjredLPDue+HhNpDvt6InSWJDDHhKqVDgL8A/gF8f1N3+iGV63tenYWaQFx1m/S8O6uZ8wO0o+/4NcDZwhta6ofufCg2ciOZ6QgjxrfXl4+1BjnQM3QzkdHrPTCAA2H4M+xdCiBOqHxxvrwVePNxFu8OQ77fiW1PH9rsmRP+jlPoHEKa1vkQp9TQQ6X0cBJQAKVrrNu+2XwMva62f9ZbQTQEeARqAuVprowfj+jnwPeAkrXXZUbY9BdgJFAOpwIvAbq319T0VjxBCHK8+fLy9CPgYc4aTeZiN7M47aDy6b9sxwDLMK55rMWdIsWmtL+upeIQQ4nj11eOt9/1Sgd3ASG8/kMNtdwry/Vb0EKnYEAOaUup84CzgVu+iu4BJSqkrgdOAZb6Dfid/U0o1AuWYmfC3gLN6+qAP/AEYAuzolAH/RafYm5RSvoZOkzC/aDcDS4FNwA97OB4hhPjW+vjx9kfAXqAOeAi4qXNSo/PxVmu92fsZXgEqMHtr3N7D8QghxLfWx4+3YE6XvayrpIZ8vxUnilRsiEFLKfUEsElr/YS/YxFCiIFMjrdCCNE75HgrBiubvwMQwo/WA+/7OwghhBgE1iPHWyGE6A3rkeOtGIT6/FAUpdRzSqkKpdSmw6wfpZRappRqV0r9T2/HJ/ovrfXTR+ttIcRgIsdbcaLI8VYMVsdzXFVKnaWU2qaUKlBK/ax3Ihb9nRxvxWDV5xMbmHMfn3WE9TWYY7Ee7pVohBBi4PoncrwVQoie9E++xXFVKWUFHsecOS0buFwplX2CYhRCiH6vzyc2tNbfcIT5lbXWFVrrVYCr96ISQoiBR463QgjRs47juDoVKNBa79RaO4HXgPNPXKRCCNG/DaoeG0qpm4GbAUJCQiaPGjXKzxEJIUT3rVmzpkprHefvOLpDjrdCiP6qjxxrUzCnwPQpAaZ1taEcb4UQ/VVPHm8HVWJDa/008DRAbm6uXr16tZ8jEkKI7lNKFfk7hu6S460Qor/qI8da1cWyLqcylOOtEKK/6snjbZ8fiiKEEEIIIcQgUwKkdXqeCpT6KRYhhOjzJLEhhBBCCCFE37IKyFJKZSilHMBlwHt+jkkIIfqsPj8URSn1KnAKEKuUKgHuA+wAWusnlVKJwGogHDCUUj8GsrXWDf6JWAgh+ic53gohRM86nuOqUuoO4BPACjyntd7sh48ghBD9Qp9PbGitLz/K+n2Y5XlCCCGOgxxvhRCiZx3PcVVr/RHw0YmISwghBhoZiiKEEEIIIYQQQoh+SxIbQgghhBBCCCGE6LcksSGEEEIIIYQQQoh+SxIbQgghhBBCCCGE6LcksSGEEEIIIYQQQoh+SxIbQgghhBBCCCGE6LcksSGEEEIIIYQQQoh+SxIbQgghhBBCCCGE6LcksSGEEEIIIYQQQoh+SxIbQgghhBBCCCGE6LcksSGEEEIIIYQQQoh+SxIbQgghhBBCCCGE6LcksSGEEEIIIYQQQoh+SxIbQgghhBBCCCGE6LcksSGEEEIIIYQQQoh+y+bvAPzJ5QKtD7zBoY+7Wna4m2Hsv3e7weMxb263uczj2b9N530CKAUWi3mvFNjtEBgIAQFgtYLNZj4OCjK3E0IIIYQQQgghBrtBm9hobYUvvuh6nVIHJhwOt+xIlDLvLZb9SYjOjztv49N5/77kSOdESOfXhYZCdDREREB4uPlcCNE7OicwD3d/cALzaAnUrpKjB9+DVVKaQgghhBBCHGTQJjba3e1UqS3YHQYaA43G0AZaGxgYaK3RGOYy7/OJsXM6Xr+pdiVN7nrGRk4j1B4OQEHDRspai7yv0YAvG6HM/ymFBQugsCgLCsW4qOmE2iMAKGsposFVS0JQGpGOmMPGrjU4nVBWBnv2mCc8YWEwdCjExpoVHUKIQ2kNbW3Q1GT+DbW3m/fNrW5qWmpxeyDSHteRZNhavxaPx8DQGo9h4PGYxwlDa/Nv3HeP+VceZAtlWPDEjvfb0bwajWZ48GQsysxJlLYV0G60YlEKtMU8LigLCgsWZcHC/mXmTREbkExzs8Ks3RJCCCGEEEJ0NmgTGyUtO7l6+Zhjes2qcw2Ut8zigU23kV+/lhdnryI7MheA13f/lXf2PHNM+3xx9ipGR+SiNTy344+8U/wU94x5gouG3oZS8OHeF3lo0x2E2iIItUcSZo8kzB5FmM18HOWIY3z0TEYaM9m8OQitISYGsrIgKuqYQhFiQClpKGHxniWsK9lMZWMdlY311DTX0+Sqp9lTz9Soc7l+6G+xWqGgJY9b1uQyLHQ8L0zP6xgWduvqaXi0u9vvmRk2hn+fvKnj+XkrZ+LWLpae3YbDGgDAPYuvZmPd8mP6LEvPbsPjCTim1wghhBBCCDFYDNrEhsPiICFoKBalUN6rpKCwKiv7KyrMK6cKs7qivkGjMBMbWUHTCCIKZ1MYVW7z6m6iGs/UyHO99Rnma7X3iq6vgsPQBnifG9rA1RhBjcccXhJGMpnB4wl0x1Nfbw5DKautpdndSLO7kfK2kiN8ngDGR81kSsxpzFGXU708k9GjzSqOg4e8CDHQaK3ZXLmZhbsXsqR4CYv3LKG4Yc8RX5MZOYLoaPNxgi2SCHs04Y4IAgP3b5MdkYtLOw+ptDITnPsrsRQKjSY5KOOA9xgdMRm3dnVUawCkBGfS7GnsqPbwVXjtrxY7tGqs8+uFEEIIIYQQB1L6WBpH+IFS6jngO0CF1npsF+sV8ChwDtACXKe1Xnu0/Y4fn6tffHG1dx8H75NDlndu6um7mmu17m/q6eufYbXuf9zV84P3c6Skg9bgchvUtTRS3VxHdUsdFfV1FFfWUVpTR72zjvK2IjY1f0VB0/qO1z069SOmx5xNVRUY4bvIHRdBYkT00X4kQvQbWmvq2uqICjLLkorrixnylyEHbBNijWBc5EzGRucSYY8h1B7hrXwy72MCEokPSumheA7fQ6M7yzr30emqubBSZl+gCy4I2KB1e06PBN2LcnNz9erVq/0dhhBCdItSao3WOtffcXwbcrwVQvQnPXm87Q8VG/8E/ga8eJj1ZwNZ3ts04O/e+yNyOGDChJ4J8ERRChx2C/EREcRHRABDO9ZpDS0t0NgIu3ZBUWUV+W1fs6n5CyZGz8FqhYQEuHPZPSz54m2eP/d1rsm9yH8fRogeUt1SzbX/uZaCmgLy78gHIMqaxuToUwhXqUyKnc2UhFlkhmVjURba2sy+Gm5vZRUacJm3yqb9++2cZDy4WW9XzYQ7b+dLdnZ1U8pMcHbexrfs4G19y3xJ04NfB67uj4sRQgghhBBikOjziQ2t9TdKqfQjbHI+8KI2S0+WK6UilVJJWuuyI+13Z2UzV/9jBRalsFkUVovCZlXYrRZsFgsOm/nYbrUQaLcQaLMSYLcQaLcSaLcSGmAjJMBGaIDVe28jKthBsMPa0YfjRFIKQkLMW2IijK6LZeSui5i27yLaGiAw0nuCZHOjlAWjJJeKIRAff8JDE+KEchku1patpaG9gaqmOur2RbJ9Ozw09ivCw/cn/aqrzMfh4ZCSYjbYDQw0k5q+KZS7qpzqqqqis84VXV1VXRmGpqHNRX2ri8Y2N83tbpqdbpraPbS0u2lr89DmNmhzeWhzGbS7Pbg8Bi63xmUYuDwal9vAozUeQ+M2NIahcRsGxzY3kxBCCH87nspjpdRuoBHwAO7+WkUihBC9oc8nNrohBSju9LzEu+yQxIZS6mbgZgBH4nAW7ajq8WAcVguRwXaigh1EhzhICA8gMSKIRO99cmQg6bEhhAfae/R9IyNh4kRztoc9e8wqjthYeHjKOzS7G7EbYaxfDzNmelhTtYhT0k/p0fcX4kTy9aqxKAuJoYm8e9m7BLgT2LgqkvZ283ddKczhV4b5fPhws4Husc4SdLghYlprKhrbKapuoay+lX31bexraKO8oY3yhnZqm53Utjipb3VhSPpBCCGE6Z8cX+XxqVrrnv/CKoQQA8xASGx0VR7R5WmF1vpp4GmAUeMm6Ke/NxWPsf+qqNswcHs0To+By2M+bnd7aHcZtLnNq6ttLg+tLo95FbbdQ1O7eUW2sc1NXauTNpdBRWM7FY3tRww6LiyAzNgQMuNCGR4fyvjUCMYmRxDkOL7ZHENDITsbIiIgL8+8DwkMA8Bq1Vz37x/wdvHfefj0h7l75t3H9V5C9IYmZxM3vX8Tw6OG89u5vwUgI2AKqzaY1Rjh4Wb/iYYGczagIUPMiozjUd3UzvriOjaXNlBY2cTOymZ2VTXT1N69kSBhATYigu2Eequ5fFVdwQ4rQQ6z6ivQZiHAbiXAZsFhs3RUiNmtCpvFgs1qVpNZLN6qMqWY9eDxfS4hhBC960RVHgshhDjQQEhslABpnZ6nAqVHe1FogI2TRsT1eDBtLg+1LU5qm11UN7ezr968olvmvS+pbWVXVTOVje1UNrazYldNx2utFsXIhDAmDIlkYlokJ42IIyE88AjvdngpKeaV6lWrzNlVQkIgMlIRVTQMgP/57H8obSzloTMekhkXRJ/lNtyc+69z+aboG8IcYfxg2g9wuOJZvdpM2jkcUF0NdjvMmPHtpjjWWrO1rJGlhVWsL64jr6SO4prWLreNDLaTHhNCSmQQCeGBJEaYlVgJYQFEhziIDHYQGWzHbpW/KSGEEN1ypMpjDXyqlNLAU94LdEIIIbowEBIb7wF3KKVewyzdq/dnljvQbiUpIoikiMPXvxuGZm9dKzurmtlZ2cT28kbWF9ezbV8DW8rM279WmFNVjkkO59SR8Zw6Kp4JaZFYLd3v3xEdDTNnwurVUFdnDle5eezdRNuT+Mvu6/jz8j8THRTN/570v8f5qYU4MX73ze/4pugbkkKT+OKaLwj0xLNshdkvQymoqIC0NBg50kxydFdzu5slBVV8ta2Sr7dVUFbfdsD6ILuVcakR5KRGkBUfRmacWV0VHXIMbyKEEEIc3ZEqj2dprUuVUvHAZ0qpfK31N4fsoNNQ6yFDhhy8WgghBoU+n9hQSr0KnALEKqVKgPsAO4DW+kngI8yGSwWYTZeu90+k3WexKNKig0mLDubkTlUjLU43G0vqySupY8XOGpYUVrG5tIHNpQ387asCYkIcnD8hhcunppGVENat9woLM69kr1mzP7kxP+MKIoLC+OXm+fz2m99y2djLGBY97MR8WCG+pUVFi/jtN79FoXjpgpdICxrNsmUQHGxOsVxdDZMmmc1zu8MwNIsKqnht5R6+2FqB02N0rIsLC+DkEXFMHhrFhLRIsuJDsUnVhRBCiBPvsJXHWmvffYVS6h1gKnBIYqPzUOvc3Fzp8iSEGJT6fGJDa335UdZr4Pu9FM4JFeywMS0zhmmZMdx80jDaXB6W76zm622VfJlfwZ6aFp5bsovnluxi8tAoLpuSxrnjkwh2HPmfMTAQcnNh8WJz2sugIJgacR7fSbuaD4pf4o7/3sFHV3zUK7O5CNEdta21XPn2lRja4GezfsaMxNNYvtysyggKMis1xo/vXlKjrL6VN1aX8PqqYvbWmUNMlIIJaZHMHRXP3FHxZCeFYzmGaighhBCih3RZeayUCgEsWutG7+MzgPv9GagQQvRlfT6xMZgF2q2cMjKeU0bGc9952Wza28Crq/bw3vpS1hTVsqaolvvf38L1szO4cU7GEWdaCQiAnBxYsQISEsxeBJe3PMyi8vf5uOBj3tzyJhePubgXP50QXdNac9P7N1HcUMzUlKn8+uT7Wb3STEaEhpqVGkOGmH1kjmRnZROPfL6DDzeUdsxSkhYdxKW5aVw0OY3EiG/Xv0YIIYToruOoPE4A3vFedLIB/9Jaf9yrwQshRD+izIKHwSc3N1evXr3a32F8Ky1ONx9sKOO1lXtYu6cOMJsa3nryMK6dkX7EmVW2bjWng42NhfZ2eHPXUzxScCtJoUnk35FPeEB4L30KIbr2zJpnuPmDmwlzhLHulnUEtAxj40aIj4fGRrNR6LRp5nCUrpTUtvDYFzt4a+1ePIbGblWcMSaRy6cMYeawmH5dmaGUWqO1zvV3HMeqPx9vhRCDT3891oIcb4UQ/UtPHm9lEHk/FOywcUluGm/fPos3b53B1Ixo6lpcPPDffE566CteWLobV6f+AZ1lZZml/M3NZhXH3MibmBQ/nbKmMn711a96+ZMIcaCtlVv50cc/AuDv5/6dtNBhbN1qVhg5nWYybsKErpMaVU3t/Pq9zcx9eCH/Xl0CwOVT01j4k1N5/IpJzM6K7ddJDSGEEEIIIUTXJLHRz+WmR/P6zdN58XtTGZcSQWVjO/e9t5kFTyxle3njIdvbbOaQlOZmcxrYmGgLt6T8HYuy8NeVf2Vt2Vo/fAohzKldr37nalrdrVw9/mquHH8lO3eC1mC1Qm2tmdQICTn0tR9uKOP0Py/kn0t34zIMzp+QzOd3ncwfF4wnOfLwMxQJIYQQQggh+j9JbAwASilOGhHHe3fM4smrJpESGcTGvfV857HFPLmwEI9x4HCjiAhzesyqKrMZY5p9At/L/hGGNrjtw9sYrMOThH/9beXfWFO2hiERQ3j8nMdpbISdO81qjepqGD7c7A/TWW2zkzv+tZbv/2sttS0uZg6L4aMfzuHRyyaSEdtFBkQIIYQQQggx4Ejz0AFEKcVZY5OYNTyW332wlddXF/PAf/P5dPM+Hr44h8y40I5t09OhshIaGswTx/PUb9iZvoH/PekXMjuK8IuG9gasysrj5zxOqCOM1RvMqV2dTnP41LCDZiT+bEs5P397I1VN7QTZrfzi3NFcNW2I/P4KIcRBDMM8lmpt3mD/vc1m9i6yyKUuIYQQ/ZgkNgagsEA7D140nrPGJvLTtzawdk8d5zy2iAcvHM/5E8ypJCwWGDMGFi2CsDBwEMY/Tv6c9HT/xi4Gr1+d/CuuHn81GVEZlJebibeEBCgvN6crtnp74ro9Br95fwsvLS8CYGp6NA9dPJ6hMVKhIYQY3AwDmpqgvt68b242my77khpdUcpcZ7OZvbeCgswZqMLCzOniAwLMm/3wE6/1GK3NYbJuN7hc5n3nuI/0WKlDb77P1/n+SO+9/956+C7sQggh+iRJbAxgp46K59M7T+K+9zbz7vpSfvTaeoprWvj+qcNRShEaak6bWVZmVm3s2AHJyebwlJrWGqKDov39EcQgoLXuqLLIiMrA7YYtW8whU01N5u9mXJy5bWObizv+tY6F2ytx2Czcc+ZIrp+VgVWaggohBqmWFjORUV4OFRVmYsBiMRMRDodZ+RbejQnPDMNMJLS2mtWcLteByQOLxUx6dL7ZbOZyi2V/MsGXnOh8M4z91SKGsf+9fAkMXzLD6TTfq7sjYn3v9234Eh2+1x+4r/DQrl4jhBCi75LExgAXGezgL5dOYHxqJL/7cAsPf7qdouoW/rBgHHarhcxMKC42/4NuGFC428kfN9/Ie9veY8cPdhAXEufvjyAGsIb2Bs58+Ux+OuunfHfUdwFzOuL2dvOLeHk5jB9v/n6W1bdy/fOryN/XSHSIg2eumczkoZJ8Ez2r80kZ7D9h8937tvHd+7b3XV12ucxbW5t5gtjevv/+cFefO19J9r2Xb3iA7z4oyPybCAzcfxX9cFMei8GhvR0KC6GoyPy9CQqCyMhvX2tgsZiJEIej6/WGYf6ut7aaVSCdExY+vsoJOPTv5uBKis4JEV8SJizs6JUVvUOajQkhRH8jX4sGAaUUN8zOIDUqiB+9to431pRQWt/KE1dOJiLITkaG+cUoMhKKdzuobK6mxdXCoj2LWDB6gb/DFwPYU6ufYnnJcv64+I/MHzkfj9tCQYFZpVFXB4mJ5uPNpfV875+rKG9oJzM2hOevnyJDTwYQ3wlT53Jy30lPT/AlG5zOAxMPnW++db6ERuckhu9KbnevDitlnlxarWbywWo1S/s7f56uTt58+/adLPquajud5t/Dnj0Hvn9YGKSkQHR0XzohFCeaxwOlpZCfb/4+xMb2Tn8M399kbwxJEUIIIY6VJDYGkTPHJPL6zTO44YVVLCmo5qK/L+WF700lPT2IoqL92/1k7KM8fq6FzKhM/wUrBoW7ZtxFkD2I2UNmY1EWSsvNkzmLxTyZGzECFm6v5PaX19Ds9DA1PZqnr5lMZPBhLimKPml7VQG5fzsFQ2sMQ6O1Nh9rDRo05tm67z7GnsK9I99Ea/N34adb5tJmNPGXiV8SFhCK1QoPbbmdLfWrDnwjc3cHPDaM/asfGP0lwdYwAJ4o+j47mldz54jHGROVS1AQ/LfqCT4ufQWFmSGwKIv3sUIphQWLd9iU6lh3x6gHGBkxAYAPil/gq33v8J3Uazk19gIANtQu4/Vdf/Vub8GqrFi8N6uyYlU2bBY7NmXHZrFjVw6mxJ5GTvRMACrbSslvXEtKcCaZsdkHfNy2Nti2zfyMDgckJcHQoV1PiSwGhupq2LzZ7J0RHW0mzgxtUOesoba9kjpnFbXOStzaxRnJl3a87oWCP1HnrOL64T8n3BEFwBu7n2BL3SoMDAztwdAGBgZaGxjaQGN0LENrDAzuHf8PYgMTAXh2+29ZW7OQG7LuZXLMyQD8t+QV3t7zFBrz79z8m9Yds60d/LcO8P1Rf2Bq7GmA+Tf0791/45zUa7gs4wcAbKpdyZ82fb8bPx3VMazx3NRruCTdfM3mulX83+YfMSZyKneP+QsAze5GfrzyXN+rOl7r+58QQoj+RxIbg0xOWiTv3D6L6/+5ih0VTVz1jxW8ccsMhg8PYMcOs2qjqXo46eP9HakYDKwWK3dMvQMwT84KCsxy+7o68wRtU0U1N724Gqfb4PwJyfzpovEE2KSn24milHoO+A5QobUe28V6BTwKnAO0ANdprdcebb/NrkbWVC/sdhypwcOIjTUfGwbsaF5Ds7sBi9Usp3C7YXfjNrbWr+72PgFiYgxCvVebywq2kt+4EsPeQGCgd1nrLjbULj2mfV4z7J6Ox4WNm1hY/i450bM6lpW1FPFJ6avHtE+7JaAjsbGuZhG/WHsZpyYu4KHctwCoaN3LrctPZXjYeEZHTmZ0RC5ZjsmUlUWzdy9MnWr2qBEDS8leg09W7GYf69ndtp7tRXnsaMijvLXYTD50EmaPPCCx8faeJ9nbsovvJN6KskfhdMKS0q9YXPPmMcXQ5mnueLyjcQMrq77ggiE3dywrbytmXc2iY9png7Om43FV+z621K8mN3Zux7JmdwNbjvFvPTfm1I7Hja46NtQuI9C6P+PnNlxHiTPymN5PCCGE/0liYxBKiw7mzVtncNnTy8nf18h1z6/iheumYd1pR2vzSnlNDUTHGLyx+Q1Gxo5kQuIEf4ctBhC34cZtuAm0BXYsq601x24HBZkns62B9dz4gpnUuHzqEP5wwViZyvXE+yfwN+DFw6w/G8jy3qYBf/feH1FyUBY/n/p3rJYDr4r6qh+AjqukSikcloCO11os8PfpX2Bog/CgEGzekvuf5zxOs7vxmD5c5xObn459nCZ3PRmhozuWXZR+Oycnng9gVpOgMbSBeX1Ze69i778CbWCQFZ7T8fpzU68lJ3oWGaH7KyvGR83gdxNfwaM9aG3g0R4M7cGD995w49Yu82a4cBnOjqQGQLQjnplxZzEmckrHsqr2MvY072BP8w6+3PdWx/LU4GGcm3QjjYtv45QZEURLC5oBQWvNrz79E0+u+RtVrpIutwmzRxLliCPSEUekI5YoRxyGYTYWbW2F78bfg5MGIgOjiIs2q3p+HHsbl7ScjdViRWFWFFmwAgrtseJyWsybS+F0Kgy3Bd2YSGWL+Z4LYn7J3IibGcp4KivNoVBTAq/gT9kzQHsrHzr/vaPMP3ftq4hSaCCZ4VRVmcNqZgRdw/Axc4lxJFJZab5PgnsKfxmz8pDPbPMO97JYwWrVoLR3OJYmLjCpY7sxkVN4duZiQm37s30htjCenrHQ/Ls2vJVk3sceQ3Mnlxz/P5wQQohepfQg7Y+Um5urV68+tisAA01FQxsXPbmMPTUtzMiM4benT2FHvpXgYHM8+ELnn7n707uZlzmPz67+zN/higHk691fc9bLZ3H1+Kt5Zv4zAKxcaX4Bb2uDgNgm7v5oGdXNTs4dn8Rjl02UmU8ApdQarXXuCX6PdOCDw1RsPAV8rbV+1ft8G3CK1rrsSPuMHzpWX/Xrt3qlD8DBOpqBGmB4jt4j44DkWedGiB2JFzqK1ZVSWBTm6aDFXGpRCqtS2C1W7BYLNosFu8WCw2olyGonyGYj2GbHflCHR1/D0M59OazWrnsnuAwnRU3byK9fy9b6NWytX822+vW0G60AhNoiODfu+/zyjB8xNj3+2/7oRB9RVwdnvTCfFXXvE+2IZ1TEJLLCcxgRPoER4TmkhQzHZjFLkdxuczYpp9P83YmLM3sVhYebyYyucsMeQ9PY5qKxzU19q4sWp4d2t4d2l0G726Dd7cHlMXAbGpd7/83t0RiajmSA1uDRZiLGNxTsgMaiaPOv6KBmuQc3F/U99t13nknF99hjgNu1f2YVt9u7HtDG0f/OO1MKlAXzb9nbzPQvN+Ru1box++iv7nvk+60Qoj/pye+2UrExiMWHB/LyDdO48MmlLNtZzYPfrOPS1EnYbBYqKuDSaddx/8L7+Xzn53xW+BmnDzvd3yGLAWJR0SLaPe0E2YMAs8N+dTXExEBZXSuPfbqS6mYnc7JieeSSCZLU6DtSgOJOz0u8yw5JbCilbgZuBnAkDuftbQW9EmB/YbdaiAi0Ex8WSEJoELHBQUQHBBEVEERaSAShliDa2/f3CPH1GzGn2XQwPHwcw8PH8Z20awGzCmpV1Rf8s/AB1lR/zetlf+A/Lz3CFaNu5C/zf0d4QDfm+xR9Qru7ncvfupwfTP0BubGnsmoV3Dzi11zF95kWdzoWdWC2y+2GugYzmWG3mw1lfckMqxVanR42l9ZTuLWJvXVtlNa1dtyqmpw0tbv99En7sqYWf0cghBDi2EhiY5AbEhPMSzdM5ZInl/HZ1nIcaiPfiRuP1apwNURz14y7uO/r+3h106uS2BA9ZtEec2zznCFzAHPKYYcDSqudPL5lJaX1rUwcEslTV0/GYfPDZX5xOF1lmLq8Nqq1fhp4GmDIyHH6x6eNOODK6wFXX73Tq7o9+6sqDt6m873vJN83HarNDnbb/koHi+XA+6PpmL6100fRBzQiNR8Z3kanhvbFYV6p9njv3YbG49G4DAOn23e128Dp9tDq9NDY5qahzUVDqxunx6CquZ2q5na2UH9ITAnhAeSkRpKTGsn4lChGx0XR0mShqgqqqsyfl8Vi9kWy2cBmsTEj/kxmxJ/JhtplPF/wRxaVv8/zW/7K3uYiPr72PzKUq5/44+I/8k7+O2jDwg8STiUgAHKiJx2ynWGYQ/gA0tLMZEZEBOyta+GzwmryiutYX1xH/r5GPMbhSxiUgrAAG+FBdsIC7YQ4rATarQTYLATYLTisFuxWCzarBasFbBazQsmscDCrlBTm0BLlHW3iK7lQnd7DfK4OeN++6kcP+jsCIYQQx0oSG4JRieE8f/0Urnx2BR9uKcGaEcylY7PYtQvmDTuD+76+jxV7V/g7TDFAuA03y0qWATB7yGza281pLCOiDP7wxWqKG5oYmRDG89dNIdghh6g+pgRI6/Q8FSg92oviwwL48elZPRaEb+rV/qzN5aG2xUlpXRt7O11B31XVTF5xHeUN7Xy6pZxPt5QDEBcWwHcnJHPh5FTmTQinpQUqKmDXLvNKvW8IIZh9PR6Z8h759eu4bdlcWpsc1De3ERka5MdPLLrrf2b+DwXVhZwSdCdKdT3LTVOT2T8jIwMyM6HNcPHRhjLeXruXlbtrDtjWomB0UjijE8NIiQoiJTKIZO8tLiyAsAAbFqmKO8CP/B2AEEKIYyZnDQKAyUOj+fuVk/neC6t4f9d2sqKiGB4Wy6igiTisDrZWbqW+rZ6IQGm1L45P3r48mpxNDIsaRlJYErt3myepL2/YRmFDLYnhgbx4w1SZ0rVveg+4Qyn1GmbT0Pqj9dc4Efp7UgMg0G4lKSKIpIggJg+NOmCdYWh2VTezfk8deSV1LNpRxa6qZp5ZtItnFu0iOymcCyencvnUNIYOtVFTYyY4KirMoSph5oy2jIqYyMsnrSWwNZ2S3YrIQ7qmiL4o1BHKw7NeYt06czhJZy6XWaURGQkTJ8KWqmrufmsPn27eR7vbHLcUZLdy0ohYJg2JYkJaJONSIyRJLIQQvaShAYqKzKrS4GAIDDQf2+1mdbLdPjC+x/RF8l860eHUUfH8YG4Wj32xg6c3ruP+WXPYVxLIxMSJrNi7glWlq5iXOc/fYYp+bvGexQDMGToHj8ec4rWgtZwPC3diVYq/XTGRhPDAo+xFnAhKqVeBU4BYpVQJcB9gB9BaPwl8hDnVawHmdK/X+yfSgc1iUQyLC2VYXCgXTk5Fa8264jreXlvC+3llbClrYMsHW3hu8S7u/U42Z45JIC5O0dgI69ZBff3+6V5TgjPQQWZVVGxCO+GRHoLtwf79gOIQWyu38sjyR3j0rEcJtAWxffuhSY3mZrPB8rhxoEJa+fn7W/lw4/684ozMGBZMSuHscUmEBsjXOyGE6E0eD+zeDdu3Q4B3cjeX66Amyt6htKGhEB8PUVFmVV6QFFT2CPkvnzjAj07LYvXuGpYWVvP0xnXcYUwjN3E6K/auYHnJcklsiOPm668xO202lZWwr7GFJ9bmAXDX6SPJTZc5Kv1Fa335UdZr4Pu9FI7wUkoxaUgUk4ZEce93svliawWPf1XA5tIGbn15DaeMjOPX540hPTaEqVNhzRrvlN3RvtdDnXU7c168lJOH5/Ls+c/49wOJA9S01jD/tfkU1BQQHxLPnTm/o7nZ/NLr09RkfkGeMs3gjbxdPPrFDlqcHoLsVm6ak8ElU9JIjZKElRBC+EN9PWzcaB6rY2KO3N9La2hvN6s6CgvN5wEBEBtr3kJDD5wZzXffU1UeWpv/PWlvN29tbWYT/+ZmMzmj9f5b59dYrWYFSnCwmYzxVZ84HObNHzPfHaxfJDaUUmcBjwJW4Fmt9QMHrY8CngOGAW3A97TWm3o90AHAalH85bIJnPXIYrZW1/Bh0Q5Gj5oOPMrykuX+Dk/0c1rr/Y1Dh85h+1aD57eto9nlYkpKPLedkunnCIXo2wJsVs4Zl8SZYxJ5ZUURD32yja+3VXJG4TfcevIwvn/qMKZMsbJu3f6ZhgCsjnaKmrfyeWEjdW11RAZG+vVzCJPWmsvfupyCmgImJE7g57N/zub15hdHn6Ymc+YTe3INlz63kR0VTQCcNSaRe8/LJiVSLvUJIYQ/uN3mUNCCAvNkPy7u6K9RyhyeEtipONntNi9IlB6ha5nNtr9putXaqYF6p+dW64FN2Q++tbeb/03xJS5802z7hsocnJzwJVMsFvP1tbXmsFd3F5NpKbU/EdM5KeO7+fZz8H4huMf+I9bnExtKKSvwOHA6ZuO6VUqp97TWWzpt9gtgvdb6AqXUKO/2p/V+tANDfFggf7lkAtf+cwX/LSogMcIcmL28ZDlaa+msL761gpoCKporiA+JJyUwiwfXbaWwro6ogEAevihHGtgJ0U1Wi+KaGemcPTaJP/53K2+v3ctjX+xg3Z5anrp6MpMn28jLg8pK84vW8PBx/N/kD0jWU3EYMvVrX7G8ZDmfFn5KTFAM7172Lp62EKqr91drNDaaX1KrQvbyi5fz8BiaoTHB/Gb+GE4ZGX/knQsxSHk8ZnPd1lbz7yciQkr9Rc+rq4MNG8zftdjY46tYsNnM/li+Hlld8VVT+JIULtf+2eI8nWaU8yUYfEkL32OLxbxFR5+Y6gpfssQ3Tb0vNrf7wCE5B9+DvRvz13VPn09sAFOBAq31TgBv07rzgc6JjWzgjwBa63ylVLpSKkFrXd7r0Q4QJ42K5YrxI3hlw3b+vbWM+JCRVLRuo7C2kOHRw/0dnuinOoahDJnNO6vK+WLvLqxK8aPcSQxJlGahQhyruLAA/nzJBC7NTeP2V9ayaEcV1/xjJc9dP4UJE+xs2gTl5WblxszEedTVwdatMGmSNC/rC17a8BIA10+4niERQ9i40SzpBbMBHUCRvYj7392E1nDj7Az+58yRBPbc90AhDtG5FL2rsnTfCZPvsY/vZMt3IuN2m2XubW3m7E1ut3dq74PuPR7zand4uHliFxKy/4q23X5ofJ2nDfd4zP23tJhXk2trzZL6zrNnaW3uOyXFPBaGhsrxTxyf3bthyxbz97U7VRo9wVf1YOujZ++dEynHxmP0VAx99EdzgBSguNPzEsxu/J3lAQuAxUqpqcBQzGkID0hsKKVuBm4GGDJkyImKd8C466zhrC2uYWttFTHOH1Ghb2d5yXJJbIhvzdc4NDfhZB78YiMAF2SO4ozJUfIlQ4jjMC0zhn/fOoOrnl3B6qJarnhmOS9cP5Xs7ACqqsyTCofDnE1jQ1ERXzZ+xN0n34JF9YFBsYOU0+Pk9c2vA3B1ztW0tkJJifkl2ek0T9i2Usj/fZIPwE/PGsVtpwzzZ8iin/BdJfUlDQ5+7HSaJelO54GPXa79V36PRKn9iYOjbWux7C+V73z12Fc67zsZcrnM4XNlZfuv+GptbhMYuD82X3wHv7dS5jEuMLDrE822Nti2zdx3QICZ5IiPN4+J8v1DHIuGBvMCQWzskXtpiN7XHxIbXR1uDj6MPgA8qpRaD2wE1gGHjP7RWj8NPA2Qm5t7lEOxiI5S3Doxh59/s5CWliEEO2aRX5Xv77BEP+ar2NhSOJZGZytj4mKYl5bRa9luIQayYXGhvOFNbmza28ClTy/n5RumkZ0dyLp1kJBg9nT46fbZVLaXcHLWZKamTPV32IPWf3f8l5rWGsbFj2N8wnh27Nh/8ldXp1nWtJ0X1xSgFNx//liunj7U3yGLfmBzeT6ffGI+Vgr+uONySlq38bOsV0kNHAnAv/b+hqW173g38n0d1kc8wf/jpNfJCBsNwFPbfs3X+97hphH3MTdpAQCfl77BcwV/MHfp/equlNr/GGX+v3eZQnHd8J9zcuJ8AJbVvsu/dj7CSYnzuSrzLgB2N23joU0/RGkLVosVi7JgVVZUp3ubsmG3BGC3OHBYAsiJms285IsAaHDW8uW+t0kJzmBK7NyOngZut5lE3LnTPDnNzjarRIQ4Go/HbBIaHHz0pIZHe6htq6aypYKq1gqq28xbg6sGl9GORzmZHTefKXEnY7PBhvpveG3XY+REz+LKzDsB2NdazO833IShDTQGHu1Ba43GQKO9jzVae5+jmRF3JreOvB+A0pbd3LPmQpKC0nko962O2K5fPIN2oxXdKTuoDzm93i8paCiPTH2/4/l1i6fT7mnl+dnLCLSaTaHuz7uB/Po1nV6lOj1SHa0MfH//oHh65tdH/iEeo/6Q2CgB0jo9TwUOaK2itW7AO+2gMn9qu7w3cRyUgkmjA7mgZBSvbN/ESNuvuGfmqf4OS/RThja4dfKtfJa/m0XbW7FZLFyRNZYhQ1SXpaZCiGOXGhXMv2+dwdXPrmRbeSMXP7WUf904nejoYJqaIDRUMTfpAl7f/Vf+vfFtSWz40csbXwbgqvFX4XSaDegiI8Ht1ry5cytfFO/CalE8fPF4LpiY6t9gxbemlHoO+A5QobUe28V6hdkg/xzMabSv01qv9a47YvP8rrR5mg+4WFC2ZSuFLXkEh7cS550GuqG0mMLmvGP6HO1GW8fjirYSdjRuoMFV07GszlnF9ob1x7TPWmdFx+PKtr2srVlIZlh2x7ImVx0rqj49pn26DGdHYmNP8w5+t+FGRkVM4uU55gmXoQ3O/CKeCEc0iUFDGV8xj4l7zuKcyeMZMkT1iZkdRN+1c6fZ+6irC3J7mnbw0d6XWLLvU/a2FtLorj5isgAgPSaZmfaTaW6GwsoSvtz3FobLwRneXhtlbS0sq/zkmGJMC95fWe802sivX0uLu+mAbXY0bqDN09LtfTqN9gOeFzZuotXTjKH3jyIpaS5ge8OxHVc6v74nKH20GjI/U0rZgO2YzUD3AquAK7TWmzttEwm0aK2dSqmbgDla62uOtN/c3Fy9evXqExf4ANHeDp9/ofnz+mUUNtRy1fQh/O674/wdluin2lwezn50Ebuqmrl41AjmJmQxc6bZ2EscnVJqjdY6199xHCs53va+uhYn1z6/irziOiYOieTZy2ewYpmFuDhYW/MVty6fS0Z4FoU/3iYNof2grq2OxIcTcXqc7LlzD7o+lc2bzS/LH24u4bkteTisFv56xUTOHJPo73AHnZ481iqlTgKagBcPk9g4B/gBZmJjGvCo1nqat3n+djo1zwcuP6h5/iEyRozWb766teP5zsYttHtayQgb3XFldV/rHuqd+5MSna+kHk5aSBaB1iDv64tpcNUQH5hKpMOceqm2vZLythJ8RdW+K8lAx5VlOq4pm89TQ4YRE5AAQEXrXvY07yA2MIn0ULOypNFVx8ba5QdcrTa0B0MbGJj3bu3CbThxGU6cRjvDw8YxLW4eALsat/JC4YMkBg3puIJd56xi3qeHnpVG25OYEXcWF088i/ljTicqKOpIP2YxCNXXw9Kl+xuFlreW4DTaSAsxEwmflfyHn6+/oGN7hSI6KJr4kPgDbjFBMQTaAnFYHZycfjK5yeahpqhuD0uLVpAckk5O7BRcLqhrbmbRnkW4nBbcLgvOdoXLZQFt6ah8UMrSURFhUYpwWyzJgcPR2kxs7G7ZhMMSSHrw/sPPzua8jr9Ph111zK7i8Sja2g4dYmZXAaQFj+zYbnfrRiwWgxFRY7FZzNKVPU07aPU0AwdXf+iOypDOf/8AoyMnM21K5FatG7PpAX2+YkNr7VZK3QF8gpmxfk5rvVkpdat3/ZPAaOBFpZQHs6noDX4LeIAJCICUZMWVreP4/epFvLJiDxdMSGFyerS/QxP90BNfF7KrqpnE4FDOH5GJq91s6CWE6FmRwQ5euH4KZz+6iHV76nhh1Q7OSh9JSQlMiJ5DhD2GXQ072FK5hTHxY/wd7qDz5pY3afe0MzdjLsmhqSxcYyZ4yxqbeWWbOVv97747VpIaA4DW+hulVPoRNjkfM+mhgeVKqUilVBKQztGb5x+isd3CX1cefNXUBuw4aNmhSQyljnSxc3sXryhBqb2d9mb1DjUxWXwJE2U+tiiF1XtvUYptqh6LakBhwW6x4LBmUm+1UFxVit1qxWG1EGadQrDNTpDFQZDVjhUrbvf+GRe6Ullp3ocymh+k/ZPQ0P3rIuwxfHFGNbXOCgoaNrK08mOWVXxMZXspH5Y+z4elz2P5yMK0lOncNeNOLsq+6Ag/EzFYuN3mDCghIWZS4/3if/KbvOs5K/kKfjvxFWpqYHTAXL435gcsGH8Wk5MnERsci83S/VPtoZFDGBp5YA/IuLgQhqaeQV2Lk7pWF/WtLtpcHlrbDVqcBi1tHlqdBq3tHlpdBm3tBnVugz3N2zC09t6C0R7Y3bgZ0KBA+fprKcCt0Z1nLUF3zG7SMROL0cba+jzcvqlj3eD2wH89m9B0/ltUB90fqHNDX4D/somebIfa5xMbAFrrj4CPDlr2ZKfHy4Cs3o5rsEhNhbKyMIZFN7G9OoSbX/mK5T+7ALtV6vVE9/32i6f551cpAFw9ahxtLVbS0qRplxAnSmSwg0cuncDlzyznb18VMO36OJSKRntsnJx4Pu8VP8drG97mt/MksdHbXt7gHYYy7irq683GhsGhBn/+ej3tHg/njkvi4lwZfjJIdNUkP+Uwyw9ung8c2BzfkTicr4tKTkykfUCA1UJYoIPIIDsRQXZiQwNJjw5haHQI6dGhDI0KIdBunt5obU75umuXebXdZoPwcEWEI5oIRzTpoaOYl3wxWmsKGjeytOJjllZ8TF7tYpaVLOXiN5bys1k/4/en/V4aLQ9yO3eas+34hqCMi5pBsDUUiw6gogKGDIGsrHDOD3jsmPbb7vZQVN1CYUUTO6uaKaxooryxjboWF3UtLmpbnLQ4PSfgE/Ul9Q09tad+kdgQ/hURYZ58jo5vZnNNPdWNyTyzaCe3nyKzo4juqWut5/Evagk0UpiVnMTkIdHU1podyYUQJ870zBhuO3kYT3xdyD1vr+fZi+ewe7uduYkLeK/4Od7e8ja/nXevv8McVPY27GVh0UICbYFcmH0hZbvNmR/e2LKDnfV1JIYF8ocLxskQocHjcE3yu9M831zYqTl+csZ4fcPY8ebsIxawWrzTLx7t1+koI9MPKiw/ZKFhBoK7Y8pXjaF9Q1LAYtXYHRq7A2x2jcWqURbz5tEG7W7fzWPeu8z7NpeH+lZXx4leu8egvbmNquY2Dic5IpDMuFCGxYUwJSOaOVPiUC47ZWVQXGzGFxhoTvtqztKiyAofT1b4eK4dfg/N7kZe3/EMTxbewwNLHuA7I77DrCGzjvIDFANVXR2sy6/lv/V/4taY32C3OEgNHMFrk6qJCHUwdixEd6OQvc3lYWlhFUsLqimsbKKwspmS2haMo/zt2SyKyGA7kcEOIoLsBNmtBNgsBNgtBNqsBNgtBNjMZTarwmqxYFXK+7evvI99lVJ4h6wA3uoqpXzNPTvVW3Q6XnTUYB3lGPJt/4t1yYM91xZDEhviqOx2M0M5y30e4eN38FJeDY9+voNzxyUxNEbaSIuje2NNCYHGWOy2Ni5IH9sx/ZsMQxHixLvz9BEsKagir6Sex1ds4rIhE8h2nUawNZQttevZWbOLzOgMf4c5aCSHJbP+lvVsKN9AmCOcVSVQ3F7NW1sLUMAjl00gIlg6Kg8ih2uS7zjM8iOKDnGwYGIa7e1mJVB7u3ki75tCtaspWn3TsPqmYu1867yN1vunXPV4ut5XUJDZBDciwizbDwoykwg9UWyutabV5aG2xUVts5P6Vhdl9W3srGzqOFEsqm6mtL6N0vo2FhdU8cKyIuxWxbSMGOaNjufUCQmEqmBKSsypZW02iDqonUaILYzvjb6LERE5bKnaQHaYJDUGK7cb/rN0M7/MP5+9rYVoZfCDUQ9SVaUYPdJBRsaRZ0epbGznq/wKPttazuIdVbS6Dqy+sChIjwnuSMRlxoWSEhlEVLDDm8ywExpgk0R3N0liQ3RLUhJUVsYyKyqWuvHreH9DKX/4aCtPXd3v+hiKXtbU7ubvX5nfxe6aOZ1Ih4PmZnPqSZn/W4gTz2618OhlEznnsUV8sKGU3JQ4EtpSmZVwLp+Vvs6ree/wv6fe5e8wBw2lFDmJOeQk5lBfD7XNLh5ftx4NXDtlGDOGxfg7RNG73gPu8PbQmAbUa63LlFKVQJZSKgOzef5lwBVH21lgIIzpYnSZx2OepPmSEgc/bm8Hp9NMVPhuhrG/l4XWZuIjIGD/zddI0HcLCDix/11XShHssBHssJESGdTlNm6PQXFtK4UVTWwrb2ThtkpWF9WwuKCKxQVV/Pr9LYxKDGPe6AROHZGIpT6CsjLzivvBM7TNTj6N3OjTWLkSpk2DrY3LcBkuThp60on7kKJPeeLrt/npmmtoM5oZGT6Ri4feTk0NDB0Kww9TuL6rqpmPNpbx+dZy1hfXHZD8G5sSztyR8WQnh5MZF8rQmGACbPJluKdIYkN0S2Tk/qz8rdNG89nWfXyyuZx1e2qZOEQ6R4vDe+abndQ0O5k8JIosRzJhYVBTYybLhBC9Iz02hF/PH8M9b27goS828fNJUZySsIDPSl/n7S1vS2Kjl3gMD1bL/i+xlZXwesFGqlrbyAiP5OfnjfBjdOJEUEq9CpwCxCqlSoD7ADt09Iv7CHNGlALM6V6v967rsnn+t43Dah0cFxNsVgsZsSFkxIYwLzuB7586nJpmJ19vq+DzreUs3FZJ/r5G8vc18revCjhtdDzfmzSK+tIw7PZDZ2kLDDTvP1pUxp35F1DbVsNX134lQ1MGOEMb/PTjX/Pwyt8CcGby5dyb8yzaGYzLDiNHHvqaffVt/N+n23hzbUnHOZPDZmHWsBhOG53AaaPjSYroOiEneoYkNkS3BAebJYVL9n3GLz/6HcNTr2TTrhQe/DifV2+aLiVSoktVTe08u2gnAPNzgnA1KKxWs3w1MtK/sQkx2Fw8OZWF2yv5cEMZ/y3N5/LhZ+OwBLCuail76/eREiEzcJxoP/nsJywrWcaD8x5kzpCT+CyvmlUVZQRYrdx/9gQCHdKgcKDRWl9+lPUa+P5h1h3SPF8cu+gQBwsmpbJgUirtbg8rdtbw+dZy3lpTwhdbK/h6WyUXTkxjXkIWFRWBREcfOHQmMBBSIuOYFX4FNTEbmJoy1X8fRpxwbsPNRa9fzLvb/4MFCz8c/SeuzLwLrRUV9TBz5oHVPY1tLp5cWMg/Fu+izWVgsyjmT0zmjOxE5mTFEhIgp9u9Rf4LKrotNRU8hpu1Nd9QY/k3EUF2lu+s4ZsdVf4OTfRRf/uygGanhxbLSu5feSUOB7S0mD1bDi75FEKcWEopfvWdbAJsFpbs2UdpvcG0uDPQaF5b/66/wxvwtNa8v/19lpcsJ9AWSGOj5u3t2wE4PXUYU0ZLzyohTrQAm5WTRsRx//lj+fonp3LVdHN6zX+v2cOPP/+aFc3bKa1009R04OtCg23cNebP/CT5I1qb5QvMQPbyhpd5d/t/CLVG8di0/3LVsLtRSlFdDVlZ+3uyuDwGLy7bzSkPfc3jXxXS5jI4d1wSn991Mn++ZAJnjU2UpEYvk8SG6LaYGMgKNrPU68qXcMvJ6QD86eN8jKO19BWDTnFNC6+sKAI0dfYXGR00h9BQM7Ehw1CE8I+E8ECumj4UgA+LdnBy/AVYlY2tpUV+jmzgU0qx/pb1vHXJW0xJnsKnedXsqK8hxG7nsknpHSXvQojeERcWwO++O45PfnwSp2cn0OL08M/VO/j9uq/5Zu8eyiuMA7YPCoKIUAcrVsD20jL+tORPGNo4zN5Ff+Q23Pzum98BcNfox5gedwYATU0QFgbDhplJ6o83lXHGI9/wq3c3U93sJHdoFG/fPpPHr5xEeqwkqf1F0kii28LCICY4htTAEZS0bWdCZgOJ4YFsLm3gg41lzM9J9neIog955LPtuDyayKgdFLXtZnTIHGw2s1fLwR3IhRC959aTh/GvFXvIqyrnzIyz+GReBe7GKFwuqaQ60UIcISwYvQCtNU8u2QbAvNRMRmTID14IfxkeH8oz1+SyclcNv/9oK3nFdfxjw0aWxe3lRncuQ5P3/30GBYFhaE596SRK2woYFTuK+SPn+zF60ZNe3vAyhbWFJAdkcc6QywCzuW5zM8yZA27t4e5X8/hgQxkAmbEh/PTsUZyRnSDD8vsAqdgQ3WaxQGIijAqbBsDashX8eF4WAP/36TZcHslaC1P+vgbeWb8Xu1VR7HkSgHERs2lrM6d4DZLeSUL4TVxYANfMNKs2PiosJjIgCsOA2lo/BzaIfLKhkoK6OsIdDk5NSZeeQ0L0AVMzovnP7TP52xUTSQgPYEtlDX/ZtIzC0rYDtgsJUVyQcjsADy7+kz9CFSdA52qN7w2/F5vFvP5fU2PONKQcbm7452o+2FBGaICN354/hk/uPIkzxyRKUqOPkMSGOCYJCTAieDoAi3Yv46LJqWTGhVBU3cLrq4r9HJ3oKx7+ZBtaw1njQqlxbScuIJXhsUNpajJ7tQgh/OuWk4YR4rCyqaaSrRW1BAQabCmq9HdYA9qc5+dw4b8vpLK5kkc+N3trnJOZSVqSDYfDz8EJIQBzyNh3xifz9u2zyIwLYU99Iw+vW0p+SfMB212adROh1iiWlixhcdESP0UretIrG17xVmsM5ztDzZ6/9fXmUPyQaCdXPrOcxQVVxIY6eO3m6Vw9Ix27VU6l+xL51xDHJCICRoeZiY0Ve1dgs1r4yRnmnEePfrGDFqfbn+GJPmDV7ho+31pBsMNKemo+ANkhcwgIUBiGOVe8EMK/okMcXD8rA4Dn1q9l/tIobvj69I4p6kTPqmiuYPGexXxS8Alrd7vYVllPREAAM+PSSZZRnEL0OSmRQbx560xyUiOoaGnlT2uXsaG4vmN9sC2USzLMqo37v3zQX2GKHpQRlcGYiGlcm2lWa7hc4HJBdForlz69lLySetKizd+LsSkRR9+h6HWS2BDHxOGAicnjCLAEUdRYQFVLFWeNTSQnNYLKxnZeWCoN6Aa7hz4xx43fOCeTtRULARgbPhuXy5wyLTTUn9EJIXxunJNBqMPGzvo2PO1DaHLXUdcgyekTYVnxMgCmJE/lkc8KAVgwehh2i1V6DgnRR0WHOHjlpunMHh5LfXs7f1q9nJW7qjvWX5bxQwIsgXy2531W7trix0hFTxgfcRIPZi3jgsyrAHMISlhKI1f/cymFlc2MSgzjrVtnSnPQPkwSG+KYDU2zkxWSC8Di3StQSnG3t2rDnMPZ48/whB+tKaph5a4awgNt3DQng0VFiwDIjZ9DY6M5DEWGIQrRN0QGO/jebLNqY07o47w4aTfNjdJT/ERYVmImNlId55K/r4FIRwCzE4cQHY3MhiJEHxYaYOMf1+VyzrhEWt1u/rx2Jd8UlgMQHRDPeWnXA3Dfpw/hcvkzUnG8CgshOFhhURYaGqDeVsf3315GWX0buUOjeP3mGcSHywG7L5PEhjhmUVEwKnQGAIt3LQdgTlYsY5LDqWpq5+21e/0ZnvCjJxfuBOCaGenUtJVS3FBMqDWK7NgxuN0QF+fnAIUQB7jxJLNqY3tNI7uaqygv93dEA9OykmWgFQXF5kWA80cMx91ulZ5DQvQDATYrf718EldOG4LLMPjrujV8vM3sK3dV5t1YsPB5+St8taZEhvP1Q69seIVLXr+StUXbCAszl60treT+RcupbXExd1Q8L90wjYhgmb2qr5PEhjhmISEwPtrss7Gs2ExsKKW49eRhADz9TSEeQ47sg01BRSOfbSnHYbNw3ax0Fu9ZDEB22CwUFqxWc0YUIUTfER5o5+qpmQB8UbKbsgonHim661Euj4tVe1cRaIyjrFYR6Qjk7BFp0nNIiH7EalH87rtj+eHc4Rha88yGDSzatY/UkGGclnQRbu3iyfWPUCx99PsVrTV/XPxH3sj/FzvalqEUbCqt5++bV9Pq8rBgUgpPXT2ZIIfV36GKbpDEhvhWTs0yp3xdX7UCj2F+Cz57bCJp0UHsrm7hk837/Bme8IOnvNUaF09OJTY0gEV7zGEoE6Jm09IC8fHmlMFCiL7lujlpWIBVpaXckXcSjY3+jmhgySvPo9XdSpJ1AQCzktLwuKwy9bUQ/YxSirvOGMlPzjQrr55Zv4Ga1jauHf5TAD6peprlebXU1x9pL6IvUUrx1oKPuCTp5ywYfhVtbjePr12H2zC4NDeNhy/KkZlP+hH5lxLfypghyWSF5DIu7BTKvUdwm9XCzXPMK39PLSxESz3eoLGvvo3/rN+LRcFN3t+BJXvM6c+mJs6htRWSkvwZoRDicBIiAslNjQWs1DYlU1LR5O+QBpRlxctQOgTaJgAwNyOVpiYYMsS/cQkhvp3bTxnGSVlxNLtdPLI0jxHhE5kaO48WTxOf1/2dtWvB6fR3lKK7dN0Qbsz4A3arjX+s2UpFazMjEkL5zfljsFikMVx/IokN8a2EhsJjY1fxq6z3sLv319JeNDmN6BAHeSX1LNtZfYQ9iIHkuSW7cHk0Z49N6ugW/f6CRfxmxIdkR05GaxmGIkRfdmnuUABCPKezcPsaP0czsCwrWUaI5yQMbWNUZAxDY4NlGIoQ/ZhSiocvHk9UsIMtNVW8v20X1w4zqzbeKnmUFmcbW2SSlD6vuL6Y1jaDoiKIiIAVe/fx5Z492K0WHr1sIoF2GX7S30hiQ3wrdjtERoLWUFm5f3mQw8p1M9OB/UMTxMBW3+riXyv2AHDLyZkdy9vrI5kZdw7aHUBIiJRcC9GXnZUTj9XShkMPYeGezXK1sQctK1lGqPt0AGYkpuF0mhcHQmTGQCH6rfjwQP500XgA/rVpG/G2KVw89Pv8ftKrxEcHUFYGra1+DlIclsfwMO+leUx4Kofy9t00ONt4YvUGAH565ihGJ8nVuP5IEhviW0tMhDajia93rDhg+dXThxJkt7JweyVbShv8FJ3oLa+sKKKp3c3MYTGMT40EzIRXaan55b25GZKT/RujEOLIQoIsDI91A7Clyil9NnpIWWMZe2sgQI8gxG5jRloijY2QlubvyIQQx+v07AQunzIEtzb4y4r1/Dj7UabEzsViUVityCxTfdhrm15je/V2GltbyIhN5q+r8mhyupiSFsv3Zqf7OzzxLfWLxIZS6iyl1DalVIFS6mddrI9QSr2vlMpTSm1WSl3vjzgHm+AwJ1esi+OO9TPYV7s/gREV4uCyqea3tqe/KfRXeKIXtLk8PL9kN0DHrDgA81+5gF9tuoRq9x48HoiJ8VOAQohuu2BcBgCNLWmUlLn9HM3A0LlaIzc+hahwK4Yhx0QhBopfnZfNkMgQShqbeGnD1o7lgaHt7NoFhuHH4MRhPbH6CQAuTf4FXxbtJa+8ihC7nUcuy5G+Gv1Yn09sKKWswOPA2UA2cLlSKvugzb4PbNFa5wCnAP+nlHL0aqCDUEykg+EhkxgWPImdFQfOgnLjnEysFsX7G8oormnxU4TiRHtn3V4qG9vJTgpnTlYsAC2uFj7e+QFLat4k2BKBxSL9NYToD84fPxGnJR9FIG+ulaGEPUHhIFJ7h6EkpOHxQGCgWc0mhOj/ghxW/nblRKxK8d+CIr4qyucnqy/kR2vm0dYGdXX+jlAcbF/TPpYVL8OuAsiJOZeXNuYDcM8p40mNCfRzdOJ49PnEBjAVKNBa79RaO4HXgPMP2kYDYUopBYQCNYBcbjrBrFZ4bs4i/pK9mtD2EQesS4kMYn5OMh5Dd1zRFwOL1ppnFpknP7ecnIn55wdBtiBemL6R34x7HYsrgthY83dFCNG3RUfaCQ7eAcDnewplfHgPCHBPxjCCSY8MIysmvGNonpILgkIMGOPTIrjjZHMK2Bfz9rCsfBEbapbistZSXOzn4MQh3t/2PhrNhPCzeC5vO27DYHZSGpfNTvR3aOI49YfERgrQ+bBQ4l3W2d+A0UApsBH4kdb6kOIvpdTNSqnVSqnVlZ07XopvLSnRglJmA9GDZ3e9YbZZ1vzGmmJanJJnGmiWFlazs7KZxPBAzh23fy5Xp1MR5RnFOUMvprXV7MUihOj7AgJgTHwgBm2UNRls2dPs75D6vX+vNr++TItLIyxM4XRCbKyfgxJC9LgfnZHJuPgYGtpdzAh8ng9O20NydBRlZdDe7u/oRGf/2fYfAMJdV7CnoZGE4BDuPjWbgAD/xiWOX39IbHR1XeOgU2jOBNYDycAE4G9KqUOK37XWT2utc7XWuXFxcT0d56AUGQmg2Vm/naamA/9ZxqZEMHFIJI1tbt7PK/VHeOIEemlZEQBXTBuCzbr/UFJfv/9qpNa+3xEhRH8wPW0CLdbFALy+Si41Ho8NpXv4ZnslNosiNy4Fi8U8NsrQPCEGHotF8ZfLcwi22dhZA2v3ujq+C8m11L6jsb2Rz3d+TpBnEgXVIViV4vpRExgxzObv0EQP6A+JjRKgc//wVMzKjM6uB97WpgJgFzCql+Ib1EJD4bZNY7l540g2lBzaKPSqaUMBeHn5nt4OTZxA++rb+GxrOTaL4rIp+/88nR4nZ74+i+f3/g9tTg9BQRAc7MdAhRDHZE7mFJqsnwHw6Y4S3J6DryOI7nrgs68wNISHlhAd4qC1FaKizOnShRADz7CkIP7nZHMK2Fc2baOp3UloqGbnzkOrmoV/fFzwMU63mwTPjwE4f9gIZoyMlOm3B4j+kNhYBWQppTK8DUEvA947aJs9wGkASqkEYCQgnc96gcUCGeFZAHy1Y/kh688dn0RksJ2Ne+vJK67r5ejEifLaqj14DM0ZYxKID9/faGlFySrW1yxlZe1HtDZbSUo6wk6EEH3OxLRRYNuFS5VS197OZxvlUuO3YRiazXsiABgVHUhoKLS0yNTXQgx015yaxOjoGFpcbq7+7C4K21bR3AwNDUd/rTjx/pP/H0I8p6A90SSEBDM3KZOMDH9HJXpKn09saK3dwB3AJ8BW4N9a681KqVuVUrd6N/stMFMptRH4Avip1rrKPxEPPjOGTAdgZenyQ6a1CrRbuSTXvKL/0vKi3g5NnAAuj8GrK80KnKumDz1g3X/zvwBgSuxcXC6QEV9C9C8hwVZOS7iMtKhaAN5dL8MIv40Ne+upb7YTFxrA5WlXYrPJ0DwhBgObDX50mrehfuvJLCz7DIcD9u71b1zCrCr+YNt/iXBfBsD8zCwSEywyPHAA6fOJDQCt9Uda6xFa62Fa6997lz2ptX7S+7hUa32G1nqc1nqs1vpl/0Y8uMxJNxMbWxuX09R06Porpg4B4P28UupanL0ZmjgBvthaTnlDO8PiQpiRGXPAui93fQnAlNjTZJpXIfqph0/6Bz8YdTsAS3ZW4PYc0otbHMXnW8oBmDkkkQC7FbfbHIIi07wOPkqps5RS25RSBUqpn3WxPkop9Y5SaoNSaqVSamyndbuVUhuVUuuVUqt7N3LxbZ05KZqUcI2FYBYXNREWBiUl4HL5O7LBbeHuhXhaJ2PXySSFhpATlUxmpr+jEj2pXyQ2RN82OzMXCxZ2teZRVtVyyPr02BDmZMXS7jZ4c02JHyIUPcnXL+XKaUM7pngFaHG1sLZiGQrF6KCTiY42r1wIIfqX2FiItoeSFBpCo9PFmqJaf4fU73y82ax0yQpOICwMmpshIUGmeR1slFJW4HHgbCAbuFwplX3QZr8A1mutxwPXAI8etP5UrfUErXXuCQ9Y9Ail4McnTQSgrWkSZa37MAyoklpyv/rPlg87qjUWjBxOUIBFqugGGElsiOMWHhjK8PBxeLSbhdvXdrnN1d4hC6+s2INhSAel/mpnZROLC6oItFu4cHLqAeu+LFiCSzsZFTEJuztaxpIL0U+FhmrK23eTGNEIwMebyv0cUf9SXNNCQUULBi0sqvkrDoc53WN8vL8jE34wFSjQWu/UWjuB14DzD9omG3MYNVrrfCDd2y9O9GPnTkrB5tiNhWCe37CUkBDYvdvfUQ1u2QE/xK4TiQ9xMDYsmSFDzF6BYuCQf07RI6alePtslC3D7T50/dxR8SRFBLKrqpmlhdW9HJ3oKa+sMKs1zs9JISLowNb+n2w3h6HkxszFMCAiotfDEz3geMqmxcAQEKi5Y1MO/600//k/31KOlpb+3faZdxhKq3U1yYHpHcvlmDgopQCd500u8S7rLA9YAKCUmgoMxZwBEEADnyql1iilbj7cmyilblZKrVZKra6UuUX7hOBgmD7UPG5uKLXgsrZTV0eXQ7bFied0G/xz+W4ArhibDdpCgqQPBxxJbIgeMXvoDAA2NyyhsfHQ9TarpaPXxsvSRLRfanV6OoYSXT1j6CHrv9ptJjYmRs4lMBCZOqsf6qGyadHPWZSFWUlnMC5mKEE2C8V1LRRWyrfx7vp8qzexYVnJiIgc2trMfkMBAX4OTPhDV4OPDs4SPgBEKaXWAz8A1gG+S0SztNaTMI/J31dKndTVm2itn9Za52qtc+Oka3efceOMU2ixrMLQdt7NL8Rmg7Iyf0c1OL2ytJjKllZSw0LJjU8mOBjCwvwdlehpktgQPeL0EScDsLlpEVXVXTeau3RqGjaL4rOt5eyrb+vN8EQPeH9DKfWtLnLSIhmbcuClx+rmOrbWrcaqbGQFzCE5WcaS91NSNi0AeOm8N/jtyI+YFG+OKft0iwxH6Y76FhcrdtWg8dBmXcPomDE0NyNTXw9eJUBap+epwAFTDWmtG7TW12utJ2Ami+OAXd51pd77CuAdzGO06CdmDh+DCvocgI8KdqMD2ikqAo/Hz4ENMk63wf2fLAbgrBHxNDcphg6V76kDkSQ2RI/IiEonKWgIje4alhZs6nKb+LBAzhyTiMfQHdOFiv7DNwzlqmlDDln3Sf43GBiMi5qO1RMi07z2X8dbNi0GiLAwc3rS6WlmzupzSWx0y9fbK/AYmnbLJpKDUgkLCsTjgehof0cm/GQVkKWUylBKOYDLgPc6b6CUivSuA7gR+EZr3aCUClFKhXm3CQHOALr+giX6JIdDMWfoaFosK3EZmg8KduJyQU2NvyMbXJ5YuB7ticRtKea0ocMwDOR76gAliQ3RY2almVUby/d9TXt719tc4T0pfnNNiTQR7Ue27Wskr7iOsEAb5+Uc2hX0k+1fAJAbfRpWq0zz2o8db9n0/h3JmO9+LSgItL2Z4MAybMrCuuI6KhsPc2AXHXz9NVqsK8gMzsEwwGqVkufBSmvtBu4APgG2Av/WWm9WSt2qlLrVu9loYLNSKh9zyMmPvMsTgMVKqTxgJfCh1vrj3v0E4nidn3029fZXAPi4cDdOaxtFMiK717S7PfxrmTmz14JR6XicDsLDZbj0QCWJDdFj5maaiY0NDQu77LMBMCMzhpTIIPbWtbJ8lzQR7S/eWmv21jgvJ5lAu/WQ9Yv2mv01xoXOJTZWpnntx46rbPqg7WTMdz/m9Dg5f2kUN62czIioKLSGL/OlauNInG6DhdvMJF6rZQXDQnNoaTGnz7UeetgUg4TW+iOt9Qit9TCt9e+9y57UWj/pfbxMa52ltR6ltV6gta71Lt+ptc7x3sb4Xiv6l/PGnIbHWkSrdQVOj8FnxTuprITWVn9HNjj8e1UxFU1tpIaFcXX2mTQ1wdBD28SJAUISG6LHnDNyHpen/ZT5CXdwuAu0FoviwklmZftba/b2YnTi23J7DN5ZZ/5bXTT50BEHDU1u0gMnkBo8jAz7dBlL3r9967LpXo5TnGAOq4PMyOFoNKnhZkHOZ1sq/BxV37ZiVzWN7W7sAZW4LeWMjsqhtVX6awgxmEUGRTA5fia1NrNq49PCIhpdbVTLtb0Trs3l4a9fFgBw2dgsFAqtzWSzGJgksSF6zNDIodw36wFyIk5l377Db3eh9+T4v5vKaG7vYm5Y0acs2lFFZWM7mXEhTEyLPGR9U4ONe4a/xH/mFmBTDiIP3UT0E8dZNi0GmDFx5ky+IaG7AVhcUEmrU7reHY6vD0mjWgLAmNgctJZpXoUY7K6ZcBXzEk4nOz4Ap2HweWmhzI7SC15buYeKxna0dS+Vxic0N5tJjcBAf0cmThRJbIgeFRtrNpxrb4eWlq63GRoTwtT0aFqcHj7aKEf2vs43xetFk1NRXbSQLisz52tvbzfHkQcF9XaEoid927JpMfDkJJmJjUrPRjLCI2hzGSwuqPJzVH2T1prPt5oVLbX6G8JtsURakwgMNI+PQojB6/vTb+I3U57k8ixzUpuv9uyhoLQNl8vPgQ1gbS4PT3xdCECl9XkMPLS0wJBD+9+LAUQSG6JHtVkrea/8r7xT9shh+2zA/iENvpNm0TfVtTj5bEs5FgULJh46DMXlgo92/Be3vZamJkg+tK+oEKKfGpdgJjYKGzYxLkZmRzmSLWUN7K1rJTxI41Q7yAzOoa1NER/v78iEEH3B0KEQawtnekoiLsNgUWkRDTKI84T5YEMZFY3tONVO2iwrmB13HkrJDFUDXbcSG0qph5RS/9PpuVJK1Smlgr3Pn1JKzTradmLga3RX82TRD3mj7EH27Tv8rCfnjE8iyG5lxa4a9lQfprRD+N37eaU4PQazs+JIjDi0dm9j8W5+te0cFnw1HLfHICbGD0EKIU6IsfFmYmNn0yZyvImNL/LL8ciMVof43Nt/JDm2GpRmRHgO7e3IMVEIAYARWMWXNS+SFGX24162r4SyfYafoxq4Xlu5B4BG2/vkxMzC4YonMRHsdj8HJk6o7lZsjAU2dHqeAVRqrX1npNOA5d3YTgxwI2NGcvmIW7g65XeUlXvQh/n+Gxpg4+yxicD+GTdE39N5GEpXdpXVMT78JKbEzMNus8iUhkIMIMOihhFgDaDCuYfIQE1SWBBVTU7WF9f5O7Q+5/OtZiXL6dmJzE+6nZkJZwAypaAQwvRN8Zc8XHAtX1b+maTQEGrb2/h0U+VhvyeLb29HeSOri2pRykWzdRGnJHyXtjZI7fqrrBhAupvYGMeBCYvxvudKqdHAdq2150jbicFBKcUTZz/J2Qk3gmGjqenw2/pOlt9aW4IhVwD7nO3ljeSV1BMWaOOM7IRD1hsGRLRO4JlZC/l51mskJYFFBrcJMWBYLVZGx2YDUG5sYXKSt2pjqwxH6ay8oY2Ne+sJslv53uR53Jr2OLMSz0Qp6a8hhDCdnnk6p6efzZyoS5iXYc6q/vWeYpqb/RzYAPTaqmIAWqzfoFUbs+POx2qFqCg/ByZOuKOehiilogCH1rrzPBedExZnAx93YzsxSISFga/HZH394bebnhlDSmQQJbWtrNhV0zvBiW57y1utcV5OMoF26yHrGxvNHhtWKzidioRDcx9CiH7O12djd+smskLjAFgiDUQP4Pt5zBgWg6vNilLQ1mbOhmI99NAphBiEooKi+OSaj7g44zZmJqViVYpNNRXsKGnzd2gDSrvbw9veSvA66/tkho0h0hhOaqocjweD7lxfPbgKAw5MWJwJfHy07ZRSIUqpF5RSzyilrvz2IYu+Tis3G13v8M/iXx6xz4bFolgwKQWQJqJ9jdtj8Pa6vQBcOKnr2r3Ne8oobF2N2zCnf5QpDYUYeHx9NgoaNpEeEo3Noti4t576Vmnn77O0sBqA0cmKF9e9SoW7gNZWc5YwIYTwUQrS08HiCmBKcgKG1rzurS4QPeOTzeXUtrgIdjThVAXMijsbpxOSkvwdmegN3UlsjAQKfU+UUhZgFrDI2xQ0UmtdeqTtvIsWAG9qrW8C5vdM+KIvsigLf9h0E6+X/p6Ne3fi8Rx+W99J8383ldHc7u6lCMXRLNpRRWVjO5mxIUwaEtnlNq/kvcoPNk7hD+tvJyoKHI7ejVEIceJ1biAaYLUxLjkSQ8OKndV+jqxv0Fqz1Fux0WrZwE+WX8G/Sn+D2w2Rkf6NTQjRtxjaYFvbQl4p/h2npZvDUT4vLKa9XYZj9xRf09B2+0JQMDlqHg6HXHwbLLqT2CgCpiilfFMi/AL4RmtdBZwKfNWN7QBSAV9a8ginuqK/sygLs9NOAiCv/usjTvuaHhvClPQoWpwePtpY1ksRiqPxVdBcODkV5RtX1ElzM6yo+gyAUcFzZJpXIQYoX2JjT+tmlIKcRLMMwVelMNgVVbdQWt9GdIiDsUkJTI88nylxpwDSOFQIcair3ruYl/bei81SSVxwEFVtrXy+SYb39YSi6maWFlZjt1jY7XkRu8VBhnU2Q4ZID7jB4qj/zFrrTzGTF/lKqW1AFnCrd/XZmMNQjrYdQAlmcqNb7yv6t7nDTgZgY8NCao7SPsPXRPTttXtPdFiiG+pbXXy2tRyl6BgqdLB9Ve1salwIQE7YPGnIJMQAlRaexi2Tb+WSlJ9hc3gYHmbOX7q0UL6IAyzx/hxmZMZwStK53DfyP3wn+QYCAiAoyM/BCSH6FIuycObwMwFYUfk5p3mbiL62Uoaj9ARf09C0cBeGamZ81EzshEgPuEGkWwkGrfXdWut0rfVIrfW1Wuta76qZwJJubAfwNnChUurvwPvHEqRS6iyl1DalVIFS6mddrP+JUmq997ZJKeVRSkUfy3uInnVKupnY2NS4kLKjFGKcNTYJh9XC8l3VlDdIEyV/+2TzPpxug+kZMSRFdP3N/JPNS2k3WhkWOo7k8ES5MinEAKWU4snv/J0bx/wYq7ISb40i0G5he3kTFY1yvF5aYFauzBweQ329eVWwrQ1iYvwcmBCiTzp5qPf7ccMi5qanooCle/ZR1dju38D6OZfH4I3VZrWxDlgOwOTIeQQHm5MaiMHhuContNaTtNbd6iCmtW7WWl+vtb5Na/1Kd99DKWUFHsesDskGLldKZR+074e01hO01hOAnwMLtdYyzYYfjYsfR4QjkgrnHnZU7qbtCN9/I4LsnDoqDq3hgw0yHMXf3s8rBeD8CV2PL2lvh69LPgVgQtgZDBmyfxYcIcTAFBtr/u0bbgu5Q8zrBssG+XAUw9As8/YaGZNi45P8hXjstbS1SeNQIUTXThpqDtXe0rSIYBXIpKR4PFrz6nJpon88vthaQVVTO8mhoXwn8yQuGHIzOcHnMnSofEcdTPrDkJCpQIHWeqfW2gm8Bpx/hO0vB17tlcjEYVktVmalzQFgY+NCGhqOvP38HHPIw3vrZTiKP1U0trGkoAq7VXH22K5bSNfXw7p6s7/GhLDTiYvrzQiFEL2tuqWaRVXvsKLmQ7SGSanePhsFgzuxkb+vkZpmJ8kRgRTUreS2ladw/9bL0RpCQ/0dnRCiL8qKziI+JJ5aVwXbqnZweuYQAN5YU4zW0kT023p9ldk0dGZCGqeknsX/jn+KjKAJ8h11kOkPiY0U9jcdBbNXR5cD/72ztJwFvHWY9TcrpVYrpVZXVlb2eKDiQKcNOwWADQ1fsW/fUbYdHU+Iw0peST27q5pPfHCiSx9tKMPQcPKIeCKC7V1us3lXFYUta7ErB7nxc+QLvBAD3Pp967nmwwW8XvoHLBYYF+dNbOwc3H02fH1GZgyLZc3ePABGhOUA0jhUCNE1pRRzhpgX/jbUf8OkxDgiAwLYU9fMyl1SbP5tlNa1snB7JXaLhRlJZt++1lZzJhQ5Fg8u/SGx0VUB0eFSmucBSw43DEVr/bTWOldrnRsnKbwT7tT0UwHIa/iSsjKNYRx+20C7lTPHJALwnncohOh973p/9vMPMwzF44HPCr9AoxkbPoes9GAp8RNigBuXMI6zh5/N1NgzsFoh2hJOeKCN4ppWimta/B2e3/hmhpk1PIZ1pWZiIz1oPGFhYLP5MzIhRF/mG46ytXkRaAtzM8yT8X+tkCai38a/VxdjaJgYn8CK1uf4b8krlNfVk57u78hEb+sPiY0SIK3T81TgcGe+lyHDUPqMnMQcogNjqHQWs7e18IjTvsL+k+l31++Vcjw/2FPdwro9dQQ7rMwbHd/lNg0NsKZOhqEIMZjEh8Tz0ZUf8ZMp92EY0FCvmDFscM+O4vIYrPD215g5LJZNVWZiI82RI41DhRBH5KvY2NK8iOZmOC3DHI7y8eYy6lu61bpQeHkMzb+9s6FMi0vlmYJ7uXf9VdQ4y+VYPAj1h8TGKiBLKZWhlHJgJi/eO3gjpVQEcDLwbi/HJw7DoiwdVRvrG7446rSvs4bHEh3ioLCymS1lR2nKIXrc+xvMfOHp2QkEO7q+3FherlnfYCY2psWdLp2mhRhEYmLAMMwmotPSzeEoSwZpn40NJfU0Oz1kxoUQ6HCyt2UXdouDBOtIomVONiHEEYxPGE94QDh7W3ZR0rCXxNBgsqNjaXcbvLNOmogei292VFJa30ZiaDAjY8O5bvjPmRd/JROHZBEQ4O/oRG/r84kNrbUbuAP4BNgK/FtrvVkpdatS6tZOm14AfKq1lgYNfci8YacBsL7+C0qPMsLEbrVw7jizYeV76/vfcBStoaoKNm2C3buhosKscHA6/R1Z97zrbdx6uNlQtIYVBTuoaN9DhC2WudkTZBiKEINEs7OZrQ0r2dWyEa1hYrKvYqN6UFbYLfNWqswcFsOK3RsAyAwdg81ilzHdQogjMhvszwJgc+MiAM4YZhanv7pKmogei9dWmk1DZySkERcZyFWZd3FX+ssMGSJfUAejPp/YANBaf6S1HqG1Hqa1/r132ZNa6yc7bfNPrfVl/otSdOW0DDOxUda2k4YGjjjtK+w/qX4/rxTD6B8HdsOAfftg0SJYtcpMaGzfDmvXwtKl8OWX5rqjzQzjT/n7Gthe3kRUsJ05WV2PL6mvhxVV3mEo4fNIiO8Xhw8hRA94ecPLnPqvabyz7//QGhKDQ4kPC6CqqZ0dFU3+Dq/X+SpVZg2LZXWJOQxleFgONhsEB/szMiFEf+AbjrK9/RtaW2F6WgKhdgfb9jWyvrjOv8H1ExWNbXyxtQKrUkyLS8VmM7+TWywQFeXv6IQ/yJmJOKGGRw9nyy2FPDpmFXD0k/tJQ6JIiQyitL6N1UW1vRDht6c17N0LCxfCunVgtUJ8vNmFOSYG4uL237SGJUtgzx7zcV/zrrdC5uxxSditXR8WysrgvOSbeHzK11w29G4ZhiLEIDI2fiwAxe2b0Brq6xUzfX02CgZXn402l4c1e2pRCqZnxrDGm9jICDL7a0glmxDiaHwNRPc482huBrvVyoxEc9LH11ZKE9HueHNNCW5DMyUlnshQxVPb7mNJySKSk8He9cR+YoCTxIY4oZRSjE7MJCJCoRRHnfbVYlGcl2NWbbyXt7cXIvx2tIZt28yERkCAmdAIDDz89iEhEB1tDlNZv75vDU/RWncM/Tk/p+thKIZhJnGiIxwMt53MvOxc+fIuxCAyJn4MALubt+DyeKipMZtmAiwpHFx9NtYU1eJ0G2QnhRMR5GBLjbdxqD2H2Fg/Byf6HKXUWUqpbUqpAqXUz7pYH6WUekcptUEptVIpNba7rxX915SUKeTdmscXVy7qmDXw9GFmE9EPNpTS5vL4Mbq+T2vNW2vMfiS5UWnsdi/jmR338+iO75Pc9VdZMQhIYkP0irQ0aHY3sm8fR5z2FWC+9+T6ww1luDxH2dhPdu6EwkJITKTbzYlsNkhIMPtwLFkCdXUnNMRuW7unlr11rSRFBDIlveuud3V14HKZn8HjMRM5QojBIzIwktTwVNo8rVR7dtHUBDMyzYqN5Tur8fSToYM9YWmn/hoNjR52t2wEICM4RyrZxAGUUlbgceBsIBu4XCmVfdBmvwDWa63HA9cAjx7Da0U/5bA6zCaiYRYCAsDthszYUIaGRdDs9PBVfoW/Q+zTtpY1UljZTGSQg1FRcayq/hyAyVHziIz0b2zCfySxIU64FlcL576fw9XrUmh3uY467evopDD+v737Do+rPBY//p3dVe/dkmzLcu9VNqbbdDA91JBAQhJCEhJuKhDuTYdfIDe5AZJcQnIJBBJKQgdTjLEx4N7lbrnLklWs3rW77++Pd1eWbdmWbWmLNJ/n0WNp9+yeOWv76OzszLwjMuOpbmrn0+2hV+K8dy9s2WLf3HdVtXCiVpPUVFsit2QJVIdAt42/DeWqSTk4HF2XYZSUwKvlj3DP0svZ3LJAL96V6of87Sh7mjfg9UJqdCyDU2Opb3GzYX9tkKMLHP98jbOGpbO+uIhWbzNZ0QOJd6bq4FB1pBlAkTFmpzGmDXgRuOaIbcYC8wGMMVuAISKS1c3HqjAnAlkDvDQ02O+nZdgh+m+vLw1yZKHtbd9KfjOyB5AQ52B5pU1sXDL8IpzOYEamgkkTG6rXxUbE4qYND+3sa97GwRNULYtIxxDRN9eF1uooJSVQWAjp6XY4UWdutx0cWlkJFRWHfx1ZnRETA4mJdtjoiRI9vcnt8TK30P7yvPoYbShutz3ulbXvsLTyPeKSG7QNRal+aHyGTWzsbS3E64XmZjh7uK3a+GxH6CWhe0N9Szvri2twOYTp+aks2WXbUIbFTyI2FiIjgxygCjW5QOeBCcW+2zpbB1wPICIzgDxgYDcfq8JYUVURZz99Nl/7bHZHi/KZufZabP6WMhpb3UGMLnQZYzoSP+MScvBG1rCpZgVOcTFn/HlBjk4FkyY2VEC8detbrPxcDXkx4yjtRhL6yon2xD5vU1nI9BlWVNj5GOnptiWjs9paW30xejRcfDFcdBGcey6ccQZMmWKrNMrLD2/DiY62XytWQFNTQA+lw7JdVVQ2tJGfHse4nMQut6mutu0nv53+OvcMeZI542cFNkilVEjwV2yUuDfQ1gYNDXZ4JsDyXVXBDC1gVu6pxmtg4sAkYiNc5JozuG/ck1yWcZe26KmudPUxwJF1nb8GUkRkLfBtYA3g7uZj7U5E7hKRlSKysqKi4jTCVYGUGZfJ0uKlrC5bRrtpwRgYnB7D8OQUWtq9fLi5LNghhqT1xbXsrWoiPS6K4UmprK5aiBcvYxPOJCc9PtjhqSDSxIYKiOGpwxmYHYXDQbeWfR2SHsf43EQaWt0s2hb8X9L19bBqlV0+qnNSo60Nysps9cW550J+vl0dxeWyA0NTUuxcjUmTYPhwm9xobz/0+Lg4W3q4ciW0tgb+uPwZ7ysnZiPHKMMoLrYVJjGkcv3gr5Obrn0oSvVHE7ImALCr0c6UqKqCGfl2Ls+qPdX9Ys7Gyt02gTM9P5WmJkhz5XFj/teZnng1aWlBDk6FomJgUKefBwKHlaIaY+qMMV82xkzGztjIAHZ157GdnuMpY0yBMaYgI6PrJdtV6EmMSmThHQs58IMD5GRG09Rkrx+npms7yvH421CmD8gmPk5YVmHbUC7Mv0grivs5TWyogElMBCPtuL1uarvRjj1ngm+IaGFwT+xer20/iYk5vMy4qcl+Yjl1KkybxnF7qx0OGDHCblddbUu4/RITbbJj9erDkx69ze3x8t4G+9rOmZjd5TY2cWOIjnVTX28TN/pLQ6n+aUz6GBziYFfdNnC2UlMD2Ukx5CbHUN/iZuuBIPbVBciKXXYw0vS8VOrqDp0PjUFnD6murABGiEi+iEQCtwBvdt5ARJJ99wF8FVhkjKnrzmNV+Ds371ySo5PJyTlUvTs1IxsBPt5aQV1LAC8Mw4DX27kNJZu4ODrma8wZc1EwQ1MhQBMbKmB+9OH3uXFVKmtqFrC/Gyu5zplg32x/GOR2lL17batJfKfqtvZ2m9Q44wy7Mkp33+wPGABnnWWrMzond5KTbVXI+vUnXjWmpyzZeZDqpnaGZcQxKqvrK/KqKtjWsIo5Hw3k+b2/IisrMLEppUJPTEQMI1JH4DEe9rdtpq3NJj/9VRsr9/TtdpRWt4e1xTUAFAxJoai4mudKH2Be8atERdnkt1KdGWPcwD3A+8Bm4GVjzEYRuVtE7vZtNgbYKCJbsCug3Hu8xwb6GFRgJCcfGj6fER/NhAGptHm8fLBR21E6W723mtLaFgYkxDA0KYWyln3sadxKrDOBWSNmBDs8FWSa2FAB43K4aHI3UNgwn/JyOgYlHcvgtFgmDrTLXi3cGpx2lIYG2LzZzsjwMwYOHoTJk221xclKSrLJjcjIw5MbaWm2rWXHjtMOu1veWe+v1sg5ZhvKvn3wcc3fqWotoz2iUi/clern/O0oe1vsANGmJvsmH/r+nI3C4lra3F5GZsWTFBPJsr1r+efeX/Psjkd0voY6JmPMXGPMSGPMMGPMQ77bnjTGPOn7fokxZoQxZrQx5npjTPXxHqv6FrfXzc3/vpmJfx1ORHQbbW02STotw1Yt+9sulOWv1vC3ofirNc7OnY3L4TreQ1U/oIkNFTAX5F8AwLr6+R3JgRPxV20Eox3F64UNG+wvmM5zNSoqYNgwyO66e6NbYmJsW4qITZ74ZWTA9u12H72p3ePlvY0HADtfoystLXCgvJ0FFS8CcGfBF3s3KKVUyJuQaRMbpd5CWlttYmPGEJv5XbG7CnOi9a7D2IrdvjaUIak0NkKqayBfHfFfXJh2BzrWQCl1KlwOF+vL1rOjegfV0atpaICoKBibMACnQ/h0eyXVjSf4JLCf8HhNx/uBcQk5xMbSMV/jspHahqI0saEC6JzB5xDhiKCocRVNpprdu0/8mCt8iY35m8tobgtsO8q+fXYeRue+6ZoaW1kxYsTpP39MDEyfbitX/DM3HA5bjrhmDTQ2nv4+jmXxjoPUNLUzIjOekcdoQzl4EFbXvU91WwWDY8Yya+TU3gtIKRUWrhx5Jb+/9PfcNObzeL32nDgsI57k2AjK6loprm4+4XOEq47BoUNSqa+H3OgR3D3qF8zJ/OZhrYpKKXUyzh18LgCbGj/B7VvhNSEyihmD03B7TccHUf3dsl0HqahvJTcplryERMCw3JfYuFwTGwpNbKgAiouM48xBZ2IwrK/9mJqaEy9zOig1lkmDkmlq87Bga3lA4gSbVDiyBaW52VZYTJxoVz7pCfHxMGOGrdrwr4oSFWXbVNaupeMXXE97e50tbTzW0FBjYM8e24YC8LnhXyQiQqeGKtXfTc2eyr0z72XmkMlERNjkr8MhFOTZdpQVu/tmO4rXa1i5x1ZsFAxJoaLCLtft8UBEBMTGBjlApVTY8ic2VpZ/gtNpK4ZF4Nwh2o7S2VvrbLXGjKxs4uOFspZi2r1tDIjNYXT66CBHp0KBJjZUQF2YfyEAq2o+wOHoXsvFlf52lAAte2UMbNxoEwz+FhS32w73nDbNXsyejJL6Ehrbjl1+kZQEBQX2k0//qigJCTa5smXLoWFSPaXN7eV9X/bf3+pzpOpqKK6s4bPKNxGEr8y4rWeDUEqFtdhY+4a+ocG+uZ/e0Y5SfYJHhqft5Q3UNreTkxRNbnIspWXtvFX+BMtKPyE9XVeLUkqdunPzbGLjs32fkp7hpanJnmPHJAwgwiks2WErFfqz9k4r+fnbULKiB/HitEo+vuOzY86KU/2LJjZUQF058koAltS8ghE3e/ac+I375RMGADB/SxlNbb1UwtDJgQNQWXn4YNDqahgzxiYhTsTj9bBk3xIenP8gE/93Irm/y2X0H0ezrHjZMR+Tnm6Xja2qsm8SwFaL7NlDt1aQORmfFVVS1+JmVFYCI7poQzEGtm6FlU3/ps3byuTkWYzNHdSzQSilwtbC3Qt5dPnP2de6EY/HVrMVdJqz0Rct9x1XwZBUmppgZ91Wfrf5Ozy0+XYdHKqUOi15SXkMShxEdUs1dVEbaW627crtjRGcOyIDr4F3NwR+1lwoWbzDruQ3JCWe3Hh77drYCNlZTkZmDglucCpkaGJDBdSUAVMYkTqCqrZyVlUtoLHRVkIcz8CUWKYMTqal3ctHW3q3HcXtti0oKSmHbmtutpnzQcd5b1/XWscrm17hy298mezfZnPW02fx8KcPU1heiEMcFNcVc94z5/HUqqeOOVxvwAAYO9YmVYyxnwCmp0Nhoa3m6Clvd6yG0nW1RlWV3d+HFbYN5QsTbtdPI5VSHZ5b9xw///hnbG9fQGurPUdOyE0iyuWgqLyBqj446K5jvkZ+Kg0NsKtpHQD5MZMOm8OklFInS0Q6qjbW1XzScQ3o9cJFI+212tvr+ndi4y1fC/W0zGwSEoR2bxsH6xsYODDIgamQookNFVAiwq3jbwXgk+oXELFLnJ7InAC1o+zda4d5Rkban42xS7KOG9f1XA2P18Nlz19G+qPp3PCvG3hm7TNUNFWQl5THPdPv4f0vvE/t/bXcM/0e2jxtfP3tr7OiZMUx95+XB/n5UO7L37hcti1l1Sq7SsnpanV7+GCTbUO5oos2FGNs+0u9czdrqj4hyhHDF6d97vR3rJTqM64adRU/POuHzBhUQHs71NVBpMvB5EHJAKza0/faUVZ2rIhi52vsbbOJjWHxk4iLC2ZkSqm+wD9nY0nJImJj7bWoCEzPziLK5WDFnipKa/vucObjaXV7OlqoxyfmEBMDyys+4ubVqfx02beCHJ0KJZrYUAF36wSb2Fhc/Sptnlb27rVZ6ePxvwn/aEs5ja29047S3GyXWu1crVFbC7m5diWUrjgdTprdzXiMh7MHnc3/u/D/sf7u9ey6dxdPXPEElwy7hPjIeJ644gmeu+45fnzOj5mRO+OYMYjAqFGQk3NoOdyYGPvnunWH2lRO1afbK6lvcTN6QALDM48e419ZaY95QdXzAMwacC0ZSfpxpFLqkGtHX8ujFz/KrGEzcTptqx7AjPy+2Y6yv6aZ/TXNJEa7GJmZQHk57G62iY3JAybh0CsppdRpOi/vPAA+2fsJGRmGpiY7662pLoLZozIxJnCz5kLNJ9vstevw9ESy4+y169aqTXiNh7S4lBM8WvUnrmAHoPqf0emjmTxgMmsPrGVF7buc5biWmprDVyA5Uk5yDNPyUli1p5r5W8q5elJOj8e1Y4etyug8MLS9HUaOPHy7yqZK2jxt5CTYGJ6c8ySZcZmkxR4j++HzhYlfOOznbQe34fa6GZsx9rDbHQ4YP95WadTU2OVfk5PtoNWtW227yqny/1K8sos2FK/XVmtIbBWvb/gLAF+eevup70wp1afFxtphyjU1ttqrr87ZWNlpvkZrq9DaCkUNNrFxxpBJwQxNKdVHjEkfQ1pMmh04H7mLtrahpKbaD7munJTDexsP8Pb6Ur567tBghxpwb/lWhSnIyO5o/bsy7Xvce/6XSE7t/dl7KnyExecMInKZiGwVkSIRuf8Y28wSkbUislFEPg50jOrk+NtRFte9gNcLJd1YycrfjuJfqrQn1dXZNpTk5EO3VVfbpEbnZfw8Xg+3vXobU/88tWMY6JiMMSdMahxpT80eLnj2AmY9M4utlVuPut/lgsmT7aoD/hkk6emwa9epDxNtafcwb5Pt++mqDaW83K5wsKr2XQ4072VY3CSunajrgiuljra6dDXPb/4LjVTQ3m6Xq546OBmHQGFxLc1tp1leFkKW7/InNlKor4cadxkHW8uIccQzPjc/yNEppfoCEeGcwecAsLZ6EWCvBdva4KwhmcRGOlm7r4Z9VU3BDDPgmts8fOi7dh2bkEN0tP0gzuGA/AGpZMbp9GZ1SMgnNkTECfwRuBwYC9wqImOP2CYZ+BNwtTFmHHBjoONUJ+fW8bfy81k/52fn/RIRm9hwnyDp6n8zvnBbBQ092I7inysRG3toyb6WFvtJ5ODBh2/b2N6I2+vGYzzkJuae8j4z4zIZnzme0emjGZjY9eSjqCi7vKzbbdtk/MNE162z7SIn65PtldS3uhmbncjQjMPbULxeWw2SmAiXD7yNB4b9i5eve4uoCC3qUkod7Yfzfsjd79zFXs8yWlrsOSohOoIx2Ym4vYa1+2qCHWKP8c/XmDEklYMHYW+rb3Bo7EQSE0L+MkopFSb87ShLSz6xq6K029s9rU4uHJMFHBoA318s2FpOY5uHMZlJZMXZTxoP1FSTmWmIiAhycCrkhMNv5BlAkTFmpzGmDXgRuOaIbT4PvGqM2QtgjOndpTPUaRuUNIifnP8Tzhg+EofDvnmvOkH18oCkaAryUmhze5m/uRsTR7upstJ+dZ5sX1Nj20FcR7yvT4xK5IMvfMCnX/70mAmJ7oiJiOH1W17nnc+/Q1zksSfPxcVBQYGt2mhrs/EkJsLKlba64mTMLTz2aihlZVBZX0d0tK1euW7UDUwZqku8KqW6NiFzAgCl3kLa2qDJ9yHi9D7WjlLT1MbWsnoiXQ4mDEyivBz2tdvExpjUSV0OlVZKqVNxft75zMidwdiMsWRl2eVMIyJsO8pVvmu3t9f3fNVyKPMf79T0HOJ9n8n9YuNtXP5hLp/t/SyIkalQFA6JjVxgX6efi323dTYSSBGRhSKySkR0MECYiIy0wzm9XigqstUTx+Ov2vC/ST9dHg9s2gRJSYduq6mB7GxbHeF3sOkgbq+tEnE6nIxKH3Xa+452RZMQZbMpbq+bO9+4k8X7Fh+1XXKyrdyorrYJoJgYm+BYuvTES+X6tboPlfId2YbS1AS/X/B3vl44ig1VK2lpgdGj0SVelVLH5E9s7GosxOm0yWHoe4kN/wovkwcmg8dJczPsbLSJjak5Ol9DKdVzpuVMY9lXl/H9s75PWpqt2IiJsTPWzh+VQUKUi40ldeysOMlPtsJUQ6ubj7bYz6rHJmQTHQ1N7c2sr1tAWVMpw1OHBzlCFWrCIbHR1durI9/+uoBpwBzgUuC/RGTkkQ8SkbtEZKWIrKyoqOj5SNVJ++/F/83tnxbQZKqorT10cXwsl08YAMDCrRU9sjrKnj32jX10tP3Z47GVEaM65S3aPe3M+eccLn3+Usobe6cY6MmVT/K3tX9j9rOzeXzZ45gjMjyZmXbJ2cpKmwSKj7dJoaVLu9eW8sk224YyJjuR/PRDFSINDbBkieHjgy9ysO0AK0uXk59/ePWK6l9ONNNIRJJE5C0RWeebafTlYMSpgmtClk1sbK0pJDrafqJojF0OFWD1nmrcnhMsdxUGVvjaUPzzNYyBbXU2sVEwSBMbSqnekZBgzzdRUbZyQ7xOLh5n21H6y+oo8zeX0dLuZcKAFDLi7BKBi/cvpM20MC17GlnxWUGOUIWacEhsFAOda+IHAkfWYRUD7xljGo0xlcAi4KgrDmPMU8aYAmNMQUZGRq8FrLpv3s55rC1fxfL6V4mOhs2bj7/0a3ZSDAV5KbS6vczfcnpJhvp6O1ei81Ku1dUwYoRtAfF76JOHWLZ/GdsPbscpvVN3fHfB3Xyj4Bu0edq49717ueqFq6hoPDz5lpcHw4bZzD3YGGNibHLDv9zisfgrXDqvhlJfbx/rcgm/n/k6v5j4ItfkfJOh/W/gtvLpzkwj4FvAJmPMJGAW8FsRiQxooCroxmWMQxC2VW1BXG20ttrZRJmJ0eSlxdLY5mHLgW6WlIUwf+XJ9PxUqqrAOFvZ3bAFQThjyIQgR6eU6muMMWyq2MQnJR8QHX1o/lxj46FruHd6qGo51PmvXSenZXdcly+ueBeAy4dfHqywVAgLh8TGCmCEiOT7Lp5vAd48Yps3gHNFxCUiscAZwOYAx6lOwY/P+TFv3PIGXzvji7S12RN32QnGZ/hbKd45jT5DrxcKC+3AUH+PdGur7WXMyzu03aqSVfxq0a8AeO6650569ZPucjlc/GnOn3jlpldIjk7mne3vMOnJSczfOf+w7UaOtK07/sqWmBhbvbFsmf3EtCut7qNXQ6mthXcXleOIaCM+HiIckRRE38yYMbYSRPVb3ZlpZIAEEREgHqgCdL21fiYuMo6hKUNxe91UO7fS2npo7k9BXt9oR2lp97C+uAYRmDo4hfJyOODdgMe4GRg7gqTYY89HUkqpU7GpYhPj/jSOL73+JTIyDI2NdgWQ2lo4Z3gGCdEuthyoZ0cfb0dpaHWzYGsFwqE2FK8XVtb6EhsjNLGhjhbyiQ1jjBu4B3gfm6x42RizUUTuFpG7fdtsBt4D1gPLgb8aYzYEK2bVfecPOZ+rR13NkIFRiNg36Zs3H3+FlJ5oR9m92/6SiO+0OEhNjW338E9ZbnW3csfrd+AxHu49417OH3L+Ke3rZFw/5nrW3b2OcwefS2lDKRc/dzHffe+7VDXbNwgOh40xLe1Q5UZ0tB0ounSpHSpaUWFbavw6t6EMSYujqgo+/LSGBzZfyI83XEmju56GBjtnJPvouaKqf+nOTKM/AGOwlXOFwL3GmKPqrLT1r+/zt6OUmUI8nkOVYzPybTtKuCc21hfX0u4xjMpKIMYZQX09jEkdz2MTlvLzmY8HOzylVB80NmMskwdMZnb+bGKSGmhrsx9ilZdDpMvBJWPtNfDcPt6OMn9zGW1uLxNzUkiNsf3iWyq2U9JSREp0CmfknhHkCFUoCvnEBoAxZq4xZqQxZpgx5iHfbU8aY57stM1vjDFjjTHjjTG/D1qw6pRERUF87j4aG23lxP79x942OymGaafRjlJfb5d37dyCUl9vf87stBz2Txf+lI0VGxmROoKHL3z4pPdzqgYnDWbBHQv4+ayfIyL8ftnvGfb4MH796a9pam/C5YIpU2wSoqzMZrCjomDAAFvxsnIlLFgAO3bYFU5eW2l/+U1JG8D8+fDJ4lZ+VXQtOxs3UNayj+bWdhobYexYmzhR/Vp3ZhpdCqwFcoDJwB9EJPGoB2nrX5/nHyC6p6UQl+tQsnWar2Jj5e7qo+YFhZOONpQhqR3VKJHOKEbEnME14y4NYmRKqb5KRFjz9TX84/p/kJ2WgDE2sVFTYz+0mjPRJjb6ejuKvw2lIDO7Yw7eZ2W2WuOSYZfgdOiSVOpo+jZGBZ3b6+Ybb3+Dy94cxwH3FuLiYNs2O8TzWOb4V0c5yYy11wsbNtj5FP4WFK/XDhAdO/bQSiBLi5fym8W/wSEOnr32WWIjYk/l0E6Z0+HkJ+f/hOVfXc6F+RdS01LDA/MfYPjjw/nzyj9jxM2ECTB06OEVGvHxNjmTkGATGws/8TB/q21DmZSaTXyClz+W3M7amo9Jj8rm/417D5pTmTrVrr6i+r3uzDT6MnZ5bWOMKQJ2AaMDFJ8KIf7ExvbaQiIjbYLY7YZhGXGkxEZQXt9KcXVzkKM8df4VUQqGpFBTc2j5b391oVJK9aaYGPvBlcdjr1UbG/tHO4q/DQVgZFw2sbH2+FfV2cTGFSOuCGZ4KoRpYkMFnVOcVLdUU99Wz8M7rqeyrgGvF/btO/Zj/O0oC7aWn1Q7yt69tly680VpdbVNEPhXAmlqb+KO1+/Aa7z84MwfcOagM0/lsHrEtJxpfHj7h8z74jymZU+jtKGUJ5Y/gSA4HHb1lrFjbXKjc/uOy2UrUPa6S2nxuEmPMyxt+DP3rbmOeaUvE+dK4Bcj32VQQh7nnGOrPZSiezON9gIXAohIFjAK2BnQKFVI8LeibDpoKzb8F94icqhqY094tqN4vaZTYiOVsjIwkXV8c/GlvFLxK51FpJTqVdXN1byx9XVS0900NdmEakND/2hH8behTBmYQqIrGocDKmubWF+3AIBLh2nFnOqaJjZU0IkIf736r4xJH8P2ms38cd9XiYoyFBXZKftdOZV2lLo6O7+jcwtKW5ttv+i8EsiD8x9k28FtjMsYx89n//w0jqznXDT0IpZ/bTkv3fASj132WEcJXmH5em74oICtsU9TXW2Hii4qnsc3l17MnA8H8/Pl/wPA9tbn+P3mH7Co7E1cEsEDQ1/j/NGTOOOMw1eAUf1bd2YaAb8EzhKRQmA+cJ9vNSrVzwxPHU6UM4q9tXuJTKyludmeZ8FWOcCh5VLDTVFFA7XN7WQnRZMVH0NtLexoXsnyqg9YXvtWsMNTSvVxM/9vJte9dB2lrKKlxVZu+Nv9+no7ir8N5Zy87I7q6hUVC2nztuoyr+q4NLGhQkJ8ZDyv3vwqCZEJfFT+Ev/c+RgitiXlWMu/XnES7SiNjbB8ua3U8JcTGwNVVTB+/KGVQJ5f/zyPLXsMpzh59tpniXZF98Th9QiHOLhp3E1cOPTCjtteKHyBVaWrKGpayXnn2eqNVhpZXvkhZc2lxHjscKWhyQ6uyrqHr+f9nj9OXM1XZl/I2LGHXgul/E4008gYU2KMucQYM8E30+j54EasgsXlcDE2w64GXOkoBA5deBfk2cTGqjBNbKz0xT0tL6VjvsbopCk8OPwVfnDGj4MYmVKqP5iVNwuAZRXzEbFtKZWV9tq1L7ejNLS6WehrQxkTf3Qbii7zqo5H39aokDE6fTR/u+Zv3PCvG3i6+IeMS52Gu/hcROxKIEcOtrxiwgB++famjnaUuKiu/zk3N9ukRkSEXd7Vr6rKLu3qb8N4eePL3PH6HRgMj1z0CNNypvXSkfacn5z/E6ZkT2FcxjhiY+3xfSX1bEYNf5vikhx+O7+EoSmJPP/5F4iOtiuoREUdmi+ilFKn45GLHsHlcDEyfjJry+2y08bAhIFJRLocbCuvp7apnaTYiGCHelL8LTTTh6RSU2PLwBMjUzg79XoumBjc2JRSfd+FQy/kqdVP8UnxfM4daJOp7e32mjY21rajvLK6mLnrS/n2hSOCHG3Pmb+5jFa3l2mDU3C0RhOdAHV1htX1cwGdr6GOTys2VEj53NjP8cOzfojHuPn5ppuQhFKKi2HjxqMrNzq3o3x0jHaU1la7Sogxh8/VaGqyb/BHjTp025j0MaTFpPHzWT/n+2d9vxeOrufFRMRw07ibGJc5ruO2jLgMrhs3h13VdhLq9dMHkJMDqak28aFJDaVUT7l42MXMzp9NVko8Lped9dPcDFEuJxNzkzAGVu8Nv6qNzhUb5eX23NnWZlv3oqKCHJwKKyJymYhsFZEiEbm/i/uTROQtEVknIhtF5Mud7tstIoUislZEVgY2chVMs4fMBuCzfZ+RkNpMs28Oc2Oj/bOvtqP421AuGJGNMTap3NICv7/wSX501o+YkTsjyBGqUKaJDRVyHr7wYWYNmUV1+wF+sOIGktPajpnc8LejvNNFO0p7O6xebS9Gk5IO3e522wFMkyfbKg6/CVkT2PDNDfzk/J/0wlEFVqvbw7xNdjUU/2uklFK9xeWyA5hbW+lo3Zjmm7MRbgNEy+ta2FvVRFykkxEZCVRXQ4OU8LO1X2Jx49+DHZ4KIyLiBP4IXA6MBW4VkbFHbPYtYJMxZhIwC/itb3iz32xjzGRjTEEgYlahISMug0lZk2j1tLLbs5iWFnvNevCgvb9zO8rOPtKO0tipDWVqRjYREXZFGJdLuHbixTxy8SO6zKs6Lk1sqJDjcrh48XMvkpswkE31i/n1um+TkWFXSdmw4fDkxhWdVkdp6LQ6SmsrrFtnL7CPXMb04EEYM8YmO97Y8gZ/WfWXjvsy4zJ789ACZtG2Supb3IzJTmRohq5LqJTqHcYYHv7kYa576TqS0lpxu22bH0CBf2WUMJuzsdK3GsqUwSk0NznsMuE1S/mg/FneK9GRMuqkzACKjDE7jTFtwIvANUdsY4AEEREgHqgCur/cm+qzLhp6EQArKucDds6Gf47RYauj9JGqjflbyml1eynIS8FdH01srK1QGTBAq41V92hiQ4WkrPgsXr/lNaKcUbxZ8hT/2vVnsrJg/35YutQmORobbTvKjCGptLq9zNtYRk0NFBbCggV2GdfU1MOft6YGMjPtbI2KxgpueeUW7nr7LpbsWxKMw+w1b68vAeCqSVqtoZTqPSLCc+uf4/Utr1PiXk9k5KEL72m+AaLrimtocx9jCnQI8idiCoakUFVlL6g31iwHYOYgLYNWJyUX6Lx4fbHvts7+AIwBSoBC4F5jjP8/jAE+EJFVInLXsXYiIneJyEoRWVnh/w+owt6F+XZY/KJ983G5bGVcQ4OtRIZD7Shv95FlX9/xXbteMiabhgbb9lfb1MSP136Ov6z6C8aYIEeoQp0mNlTIKsgp4KmrngLgt5vvYVfddjIzbcXGpk2waJH9mplr37z/fWEJS5bYi+q0tKOTGi0tdtbG+PG2Zy8jLoPvzvwuD5zzADMHzgz04fWa5jYPH/raUK6ckBPkaJRSfd1/nvuf/OP6fzA2ZygRETbp3N4OqXGRDMuIo6Xdy8aS2mCH2W2rfK0zBXmplJbauRqFVcsAODvvjGCGpsKPdHHbke/OLgXWAjnAZOAPIpLou+9sY8xUbCvLt0TkvK52Yox5yhhTYIwpyMjI6JHAVfCdm3cuLoeLlaUriUqqobnZXr/62/36UjtK5zaUswcf+lBuXd0C3tn1Kk+tfgpb1KTUsemqKCqk3T7pdjaUbyDRM5SYphGYBFuKFxNj729thcGSjbCR9RUVxJ7ZTnzk0dP3m5uhqr6Z+Z6f0bTnbK4edTUAD13wUJ87US7YWk5jm4dJA5MYnBZ74gcopdRpuG3ibR3fb4u2F90NDZCSYpMDOyoaWbWnmimDU4IYZfc0tbnZUFKHQ2BMVjLLiyAtw8PmOju3UQfXqZNUDAzq9PNAbGVGZ18Gfm3sx9FFIrILGA0sN8aUABhjykXkNWxry6LeD1uFgvjIeGYOnMmnez+lqP1jspuvISICysrsh3eRLgcXj83i1dX7mVtYyj0XhO/qKJ3bUKQlmqgoe40/JXM6T418isSoxBM/ier3tGJDhbxHL36UBy+9myFDoLzCi9ccKmmOioL87CjGZ6bhMYbl+w8c9fiahlZe3/03vrttIo+vepRvzf0WbR5bx9fXkhrQuQ1FqzWUUoGVkWHLpOvq7M8F/gGiYTJnY+2+Gjxew9icRDwt9rOfXfWbafY0MCghj6z4rCBHqMLMCmCEiOT7BoLeArx5xDZ7gQsBRCQLGAXsFJE4EUnw3R4HXAJsCFjkKiT421GWVXyIMXZI8759dhA+wJUTbXVDuLej+NtQrpiQzYEDtlKusRHGDM7ka9O+xs3jbw5yhCocaGJDhQURGD0aGqK2ccW8wTy26b6O+xraaxmUYkvwPtt36IOQ2rYqntz4MDd9NoTf7riTnTVFjM0Yy79v/DeRzsij9tEXNLS6O5a+1dVQlFKB8ty65/jG298gJsmeiysr7e0FQ3wDRPdUhUV/9Cr/fI28VMrLITr60HyN6TlaraFOjjHGDdwDvA9sBl42xmwUkbtF5G7fZr8EzhKRQmA+cJ8xphLIAj4VkXXAcuAdY8x7gT8KFUz+AaKLiu2cDbArhVT7csV9oR2lcxvK+cMG0NZGx/LhaWlBDk6FFW1FUWGj3bTw30V3UNm2H9MaR2WlLXXeULOMP++5gYE8x5qyMm7/+AKy4lJYUv4eLd4mACZlTeL7Z36fm8ff3GeTGgDzN5fR0u5l+pAUcpJjgh2OUqqf+N3S37H2wFquGX4rMTHncfCgnYc0JC2WtLhIKhva2HOwiSHpccEO9bhW+FZEmZaXQlkZxMfDhl02sXHmYE1sqJNnjJkLzD3itic7fV+CrcY48nE7gUm9HqAKaTNyZxAXEcfmys0w9QDNzQOIjYW9e22FXF9oR+nchhKLvXY1BuaW/y9vL9nEPTO+yZiMMUGOUoUDrdhQYSPaFc3yu5ZRe38tj37uOwwdajPWNTUwOmks7c4NCE72Vkex4MCrtHibuGjIpcz74jzWfH0NX5z0xT6d1AB4a50tRbxyorahKKUCZ3rOdAA2HFzR8UlbU5Nt9+toR9kT2u0oHq9hjS/G0ekpHZ8a+geHnpGrg0OVUoEV6Yzk5RtfpujbRYwZlEVLi23TqKiwQ/HhUDvKO4VHt2OHg7m+NporJmRTVmbn6DU3w7uVf+JPK//AzuqdQY5QhQtNbKiwkxiVSHZKMiNGwOzZcNvMS/jb2Uu5b8btAMxMuZc/Xvw3Vn+1kHl3vMdFQy/qk7M0jlTb3M6ibRU4BC6fMCDY4Sil+hF/YmNl6QpSU+1FaWOjva8gz9eOsrsqWOF1y7ayeupb3eQmxxDlicHhgBZPEzsbC3GIg6nZU4MdolKqH7pixBUMSx1GUpLg9dr2bJFDS2v721E2l9aFXTtKY6ubBVttC/Wl4wZQXm4TGxsrC9nRsIG0mDQuGXZUQZNSXdLEhgprkZEwZAjMmAFfvnQAkU4HRRUebhh/C1Nyxwc7vID6YOMB2jxeZg5NIzMhOtjhKKX6kem5NrGxomQFmZm2jNg/Z2NamFRs+BMvBUNSKC2F2FjYUrsGLx7Gpo8nLjK022iUUn1bXBw4nbbNLz4e9uyxt/vbUQDmFobXEFF/G8q0vBQSnDF4vfYYP6r4JwA3jr2RCOfRqx0q1RVNbKg+IzE6gvNHZdi+vDA7sfcE/0RsbUNRSgXauIxxRLui2Vm9k3bXQaKioNx+CMf4nCSiXA6KyhuobmwLbqDH4U+8TBmUSnW1/dRw/UHbhjJzkLahKKWC5xcf/4LJf55IY/Q2mprsYOP6evsF4bs6ir8NZc6EbGprbSVKu9vLoqoXALh1wq3BDE+FGU1sqD7Ff2J/K8xO7KerqrGNT4sqcTqEy8ZrG4pSKrAinBFMGTAFgC31K3G5bP93S4v9NHHSoGQAVoVw1YZ/SdrRqSkYYy+wSxv2Iwhn5OrgUKVU8Gys2EhheSFb2ubT3GxvczrhgG+sxjnDM0iKiWDLgXo2l9YFL9CTUNPUxkdbyhE5tMxrbCysKF1CWeseBiYO5JzB5wQ7TBVGNLGh+pSLxmQRHeFg1Z5qSmqagx1OwLy34QAer+Gc4emkxvXtAalKqdDkn7OxpmwFiYnQ1gYNvnbvgrzQbkcprW1mf00zCVEuEkwCkb7T6J0Df8v2r9Rwy/hbghugUqpf+8GZP2DhHQv51pl3ArbdLynJtqN4vTaBfPUkW7H7r5XFwQy1295YW0Kbx8s5w9NJj4umqspWyr1fattQbh1/Kw7Rt6qq+8LiX4uIXCYiW0WkSETu7+L+WSJSKyJrfV8/CUacKvjiolxcONr2Gb7Tj6o23l5fAhyqWFFKqUDrPGcjPR3a2+3KVQDT8+0A0eW7DgYrvONavsvO15iWl0J5mRDnG6dhDOSmJxIfGR/E6JRS/d303OmcP+R8EuOiGDDAJo1drsPPszcWDATg9bX7aXN7gxht9/xr1T4AbiwYRH29Pd96TDufVv0LgM9P+Hwww1NhKOQTGyLiBP4IXA6MBW4VkbFdbPqJMWay7+sXAQ1ShZSrJtk392+s2x/kSAKjrK6FpTsPEul0cMk4bUNRSgWHv2JjxX67MorLdWjORkFeCk6HsL64lsZWdxCj7NrSnTbhMnVQGi0tEBEBVQ0NxMcbonUWs1IqhAwaREc7SnQ0FPsKNCbkJjEqK4GqRtviEco2l9axYX8didEuLhmbRXU1OByw+MB8at0VjEkfw6SsScEOU4WZkE9sADOAImPMTmNMG/AicE2QY1IhbNaoTBKiXWzYX8f2svpgh9Pr3li7H6+BC0ZnkhSjk6OVUsExIm0EiVGJlDaUUmv2ExUFdXX2E8WE6AjG5ybh9pqQnLOxdKet2BiblobDd2X0P5u+x+eW5PDm1jeDGJlSSlnzdsxjzj/n8OzW/yEyEtxuuzrKgQO29U9EOqo2/u2rhghV/naZaybnEh3hpLTUrvoyd59tQ/n8hM8jIsEMUYWhcEhs5AKd/3cW+2470pkisk5E3hWRcYEJTYWi6AhnR0vGq2v6ftXGq6vtMV43tav/FkopFRgOcVCQUwDAhqoVREXZC2//nI2ZQ207ir86IlQcqG1hV2UjcZFOkryJHRUauxoLqWg+QG6CnluVUsHX5mlj7va5PLPubwwebBPHDsfhy2tfOyUXl0NYsLWC8vqW4AZ8DG1uL6+vtdeuNxYMpK3NHgsRTXx28DUAnWukTkk4JDa6SteZI35eDeQZYyYBTwCvd/lEIneJyEoRWVlRUdGzUaqQcv1UX5/hmv14vUf+c+k7NpXUseVAPcmxEcwelRnscJRS/Zy/HWVr5VYyMuyniLW19r6ZQ9MAWBJiiY1lvrkfBUNSqa5yEBtrh/H9fsJi1n19A1OypwQ5QqWUgouHXUxKdAqF5YXURGzE7evqi4+H3bvt9+nxUVwwOhOP1/Da6tD8cO+jLeVUNbYxKiuBCblJ1NXZVagWHXibZm8D03NmMDx1eLDDVGEoHBIbxcCgTj8PBEo6b2CMqTPGNPi+nwtEiEj6kU9kjHnKGFNgjCnIyMjozZhVkBXkpTAoNYbS2paQ+3SwJ722xpbyXTUxh0hXOPx3Vkr1Zd+d+V0qfljBfefcR3q6/TQx1Ods+H9HTBqQhsdjY25qgowMYeKAcTqVXykVEiKdkXxuzOcAeGvXSyQm2lkbMTE2gdzYaLe7scC+bfrXqmKMCb0P9/610j80dCAiQmWlnWuUHTGG6wbdzd0FXw9yhCpchcNv6xXACBHJF5FI4BbgsIZXERkgvkYsEZmBPa6++25WnZCIcN1kWz7cV9tRPF7DG2ttjk/bUJRSoSArPov0WPu5QkKCHWxXXQ0ez6E5Gx6vCallX/3zNQZGpXW0oVQ3NDFAZzErpUKMv0XjxQ0vMmSI6Wj1czigrMx+P2tUBunxkRSVN7B2X01wAj2G8voWFm6rwOUQrp2Si9dLx3yNbMcEfn/R/3LnlDuDHaYKUyGf2DDGuIF7gPeBzcDLxpiNInK3iNzt2+wGYIOIrAMeB24xoZiiVAF1na8d5d3CUprbPEGOpud9VlRJeX0r+elxTBmUHOxwlFLqMDExBqfTJjX8nySG2pyNzvM14loTSUgAt7edL67J5eq3ZtDQ1hDsEJVSqsOsIbPIistie9V2ij1rELGtc0lJsGeP/T7C6eC6KfYDr3+tKg5yxId7bfV+PF7D7NGZpMdHcfAgHStRGQPJycGOUIWzkE9sgG0vMcaMNMYMM8Y85LvtSWPMk77v/2CMGWeMmWSMmWmMWRzciFUoyE+PY8rgZBrbPHyw6UCww+lxr662v6yum5Krk6OVUiHj0c8eJf+xfP61+SXS0uxFa71vgSr/nI1QSWz452tMzE7F6XAgAmsrl9PgqaGhvY74yPggR6iUUoc4HU5uHHsjAP/e8gLZ2XZAc0SEPdf6Zxr521HeWlsSMh/uGWM6Ei03TrMfPu7YYas1Ht90P/MPPosjqimYIaowFxaJDaVO1fW+jPWrITpA6VQ1trp5f6OtOfRn5ZVSKhQ0tzezu2Y36w6sIyPDfgrnn9cdanM2/AmWvNg04n05jM9K5wFw8dCLgxWWUkodk78d5aWNL5GT66XFt/hJZCSU+KYQjsxKYNLAJOpb3by/MTQ+3Fu7r4ai8gbS4yOZPTqTujqoqoImZwnP7XyUx3behdu0BTtMFcY0saH6tCsn5hDhFD7ZHrrLXp2K9zYcoLndw/QhKQxKjQ12OEop1eH2Sbez5utreOjCh0hMtHM2KipsgiPU5mz452vkRacRE2NvW1n9AWBXIFBKqVBz5qAzGZQ4iH11+9jcsITISLu0dmIiFBdDe7vd7oaOIaL7ghjtIf5qjeum5BLhdLB3L0RFQawrgXvyn+Q7Ux4gOTo5uEGqsKaJDdWnpcRFMntUJl4Db64tOfEDwsSrvtVQ/MvaKqVUqMhPyWfygMk4xEF8PDid9qK7yVdhHCpzNvzzNWIjXAxJSgSgrq2GrQ3LcTlczBoyK6jxKaVUVxzi4OZxNwPw8sYXGTLEtqA4HIdXyF3tWzFv8Y6DFFcHt8Wjpd3DW+vsdfiNBYNoaYF9+2wyJs6VwOUZd/HLC38W1BhV+NPEhurzrp/at9pRSmubWbzjIJEuB1dMyA52OEopdUxOpyExEdra6JjeHypzNvzzNYYnpZCSbC+HFpcuwIuHmQNnkhiVGMzwlFLqmPztKC9vepn0TDce3xiNhATYudMmOJJiI7h03ACMgVdWBfca+P2NB6hvcTNpYBIjsxIoKbFJb4fD/n6IjaWjak6pU6WJDdXnzR6dSVJMBJtK69h6oD7Y4Zy2N9aWYAxcNMYel1JKhZqlxUs5++mzufPNO8nMtBUbB315jFCZs+FPrAxLTCPCdypdWm7na1wy9JJghaWUUic0NXsqw1OHU95YzsqKj0lOtlVx0dF2WHPHEFHfkM5/r96H1xu8BSP/tdJWGt9QMAiPxyZfkpLgxV1P8JvC/6A5dlvQYlN9hyY2VJ8X5XJy5URb2eBfSSRcGWN4zVd5cv0UbUNRSoWmxKhEFu9bzLvb3yUp2UtkJJTZecchM2fDP19jfEZax22ra3yDQ3W+hlIqhIkI9519H7+95LeMzxzPkCGHquIiI+2sDYCzh6eTnRTNvqpmlu2qCkqsxdVNfLajkkiXg6sn5lBR4ZsD4nDzwq7/4bXSx6h37gpKbKpv0cSG6hf8syheWV1Mm9sb5GhO3Zp9NWwtqyc1LpLzR2UEOxyllOrSmPQx5CbkUtZYxu6mwo6lCP3T+4M9Z8M/XyPa6WJcjm052Vu3i5LWIpKjkynIKQhKXEop1V1fnfpVvnfm98iKzyI93bZ1eL2Hhoi2toLTIdzgq9oI1hDRV1btxxi4dNwAEmMi2LHDtszML/03+5t2kRM9nKvHXxSU2FTfookN1S9MHZzMqKwEKhvaQmbZq1Px/NI9ANxYMJAIp/73VUqFJhHh0mGXArBg3/tER9tP6EJlzkbn+RoRLnsuXVRiqzUuyL8Al8MVlLhU3yMil4nIVhEpEpH7u7g/SUTeEpF1IrJRRL7c3ccq5RcRAbm5tg3F4QARKC+39/kTG3MLS6lvaQ9oXF6v4d+rbULlpoKB1NZCXR1ERxue3fFrAO6Z/COiIp0BjUv1TfrOSPULIsIXZg4GDiUHwk11Yxtvry9FBG6bkRfscJRS6rguGWbnVHyw44OQm7PhT6iMzzzUhrLioF3mVedrqJ4iIk7gj8DlwFjgVhEZe8Rm3wI2GWMmAbOA34pIZDcfq/q5kvoSHpz/IA98+AC5ubZKA2xFxI4ddohoXlocM/JTaWn38kaAVwhcvOMg+6qayUmK5qxh6ezZY5d4XVzxHtvq1pEakc09594e0JhU36WJDdVvXDsll9hIJ8t2VVFUHn5DRP1tNOeNyGBwWmyww1FKqeO6cOiFCMInez8hJrGJ6GjYs8cmOII9Z2Nxke01n5JrExttbg/r6j4CdL6G6lEzgCJjzE5jTBvwInDNEdsYIEFEBIgHqgB3Nx+r+rmm9iYe/vRh/rDiD0TGNndUx0VFQXMz1NTY7b4w034g9sRH22lu8wQkNmMMv/lgKwC3zhhMW6tQUmJbZZ4tstUaXx33XRJiowISj+r7NLGh+o2E6AiunWKXfn1+6d4gR3NyvF7DP5bZmP2/nJRSKpSlx6YzLWcabZ421tUsQsT2f1dU2Pv9czaW7AhsO8qB2hb2VNn5GvnJdr5Gbb2bH0x6lG8WfJOhKUMDGo/q03KBzoMNin23dfYHYAxQAhQC9xpjvN18rOrnhqcO55ezf8mbt7xJdEQkgwbZdhSgI5kMcOWEbMblJFJW18r/fbozILG9vb6UdftqyEiI4s5z8tm/37bJrK9ezOqqRcQ5k/j+rK8HJBbVP2hiQ/UrXzjDJgVeWV1MU1vwlhk8WYt3HGRXZSM5SdFcMDoz2OEopVS3+Ns6Pi7+AJcLYmMPlUefNSwdgIVbywMak39/Y9JTcTrsZZBpj+Kes77KH+f8MaCxqD5PurjtyDU3LwXWAjnAZOAPIpLYzcfanYjcJSIrRWRlhT9zqPqN/zzvP5mdPxunw0lWlq2KA9uOcuCAHdrscAgPXjEGgCc/3kllQ2uvxtTq9vDo+1sA+O5FI4lyuti1C5KT4dkdjwDwhZHfIjMpsVfjUP2LJjZUvzI2J5Gpg5Opb3Hz1rrA9hmeDv9ckFtnDMbp6OpaRymlQo9/zsa8nR+Qnm4TGvX1UFtrKzbio1xsOVDPvqqmgMX0bqFdd/aMgVkAeDzgdNoLbqV6WDEwqNPPA7GVGZ19GXjVWEXALmB0Nx8LgDHmKWNMgTGmICNDV0zrz+LjIS7OztoQsV8HfDPzzxqezuxRGTS0unnsw+29GsdzS/awr6qZ4Znx3FQwkIoKm3DZ07yRRWVvEinRPHDBvb0ag+p/NLGh+p3bfFUb4dKOcqC2hXmby3A5hJunDzrxA5RSKkScOehM4iLi2FixEU/cflpabO/3nj0Q5XJy/kj7JuzDzWUBiaepzc2SnZUAFGTb6rdXdjzLn0u/yqbKwoDEoPqVFcAIEckXkUjgFuDNI7bZC1wIICJZwChgZzcfqxRghzTP+eccXtr4IoMHH2pHSUqCXbtsGyDAA1eMwSHwz+V72VHR0Cux1Da188RHRXZ/l4/G6XCwY4edrfH3HY8C8LmhXyEvXSuQVc/SxIbqd+ZMzCY5NoLC/bWs21cT7HBO6MUVe/F4DZeMyyIzMTrY4SilVLdFOiOZnT8bgJVV8/B67cVtSYktj75orL2wnbcpMImNT7ZV0ubxMjwlmZQYez59tfgJXt39fxSWa2JD9SxjjBu4B3gf2Ay8bIzZKCJ3i8jdvs1+CZwlIoXAfOA+Y0zlsR4b+KNQ4aCoqoi52+fy/Prnycg4lMiIiLDn2mrfjOaRWQncVDAIj9fw6HtbeiWWPy4sora5nZlDU7lgdCY1NTbRUu3dw3v7/4kDJw/O/n6v7Fv1b5rYUP1OdISTG31reof60q9uj5cXl9vZYf75IEr1JhG5TES2ikiRiNzfxf0/FJG1vq8NIuIRkdRgxKrCg3/OxqL9H5CUZC+ynU6b3Jg9KhOnQ1i2q4rapvZej+Xd9b42lFzbhuL1wn0jn+e+sx7g+jHX9/r+Vf9jjJlrjBlpjBlmjHnId9uTxpgnfd+XGGMuMcZMMMaMN8Y8f7zHKtWVG8begFOcvFf0HvtbtpGYaM+1YGcb7d59aNvvXTySmAgn728sY8Xuqh6NY19VE898Znf24BVjERF27oSYGFh44HU8xs1lA29hXG5+j+5XKdDEhuqnPu9LEry1viQgF9On6sPN5Ryoa2FoRhxnDksLdjiqjxMRJ/BH4HJgLHCriIztvI0x5jfGmMnGmMnAA8DHxpievTJSfcplwy/j+jHXM2fEHPLzoaHBlkfv3AkJUZFMH5KCx2tYuK13h4h23kdBjk1sNDTAjPzR/Prih4l2aUWcUio8ZcZl8qXJX8JjPPxkwU/Iy7PnN7AzN8rLock3yigzMZqvnWdXf3p47maM6XIm7Sn57w+20ubxcs3kHCYMTKKx0e47Ph5uyb+X341dwq8u/mmP7U+pzjSxofql/PQ4zh2RTku7l1dWFwc7nGP6xzJbUXLbGXnYJe6V6lUzgCJjzE5jTBvwInDNcba/FXghIJGpsDUibQSv3PQKt028jTRfftbhgPZ2OHgQLh47AIAPerkdZdWeampa2siKi2VQYjxe46WlBXJyenW3SikVED89/6dEOaN4aeNL7HOvxuu1A5tF7Dm3tPTQtl8/byjp8VGs2VvD3MIDPbL/9cU1vLG2hEingx9cMgqAvXvB5bIx1NfD+cNmMmXwiB7Zn1JH0sSG6rduO2MwAM8s3o3b4w1yNEfbeqCeT7ZXEuVy8LmpunS9CohcYF+nn4t9tx1FRGKBy4BXjnG/Lj+ojhIZCbm59gI3Pt5WbVw8xlZPfLy1gjZ3752L5661iZPpOVmICO8W/5Nvb5jKggOv9to+lVIqUAYlDeJb078FwC8+e5D09ENVGsnJdoiox2N/joty8d2LbYLh0fe3nPa51xjDw3M3A/Cls4cwKDWWtjab2IiIa2BL7RpaWmDo0NPajVLHpYkN1W9dPHYAQ9Pj2FvVxBtrQ2/p1yc+sktx3TpjMMmxkUGORvUTXZUFHatG9Srgs2O1oejyg6ozYwyf7v2Ue9+9l5xcL62ttu+7uhqSI2IZlZVAQ6ubpTsP9loM/pVXZvjma7y6+6/saFpDdWtlr+1TKaUC6YFzHyAhMoH3it6j2LmIxkZ7u8tlq+Q6f85wc8EghmfGs+dg02nPnPtoSzlLd1aRHBvBt2YNBw5ViLyx/ym+8MlUXqi4T5fVVr0qLBIbJxpm12m76b5BdjcEMj4VnpwO4Vuz7cn3DwuK8Hh7rsfwdBWV1/NOYSmRTgdfP1/T2ypgioHOawoPBI6V9bsFbUNR3eQxHm595VYeX/44yw9+QHS0vciOjIR9++DisTbZ0FvLvhaVNVBc10h8RASj01LY07CNdbUfE+uK5Zbxt/TKPpVSKtDSY9P5/pl2xZHfrH4AMPhHaCQmwsaN0Npqf3Y5Hdx/2WgAHv9oO7XNpzZzzu3x8v/etSusfPuCESTFRuDxwI4ddp6S29tGtCOOy8ede1rHptSJhHxiozvD7Dpt9wh2WSyluuWayTkMTo1lV2Ujb68PnaqNP3xUhDFwY8FAspNigh2O6j9WACNEJF9EIrHJizeP3EhEkoDzgTcCHJ8KUy6Hix+f82MePPdBJg+YRH4+1NbaC+29e+Hcob7ExqayHh1k5/fWGpswmZaTidPh4I29TwNw49ibSYxK7PH9KaVUsHzvzO+RHpvOkv2L2Wre7qjaiI62K0Ft2kRHsuPCMZmckZ9KTVM7f1pQdEr7e3llMUXlDQxOjeWLM+1w/spKm0CJiIAbs+/ntfP2ctOUK3ri8JQ6ppBPbND9YXbfxvZ69+5YddWnuJwOvjV7GABPfBQaVRs7Kxp4c10JLofwjVnDgh2O6keMMW7gHmyCeDPwsjFmo4jcLSJ3d9r0OuADY0xjMOJU4ekb07/Bry74FdkJ2WRm2gtsh8OWSMe3J5GZEEVJbQsbS+p6fN/zNh6ar+H2tvPWvmcAuKvgqz2+L6WUCqaEqAQePPdBAJ7a8SANjYfmZ6Sm2qW2/W0iIsKDc8YA8OdFO/nJGxtoaHV3az9tbi+Pz9/Oz97cCMCPLhtFpMuBMVBUBDFx9nkaG6FgXCpORzi87VThLBz+hZ1wmJ2I5GIvtJ8MYFyqj7huykByk2MoKm/g3Q2lJ35AL/vjgh14DdwwbSADU2KDHY7qZ4wxc40xI40xw4wxD/lue9IY82SnbZ4xxmj9vjplsbGQlmYveJOTYe8eYfZIW7Uxr4dXRymrbWVzRTUuh4PJWRm8ue9vVLeXMTJlDGcOPLNH96WUUqHg7oK7GZQ4iM1VhXxS/QLeTrNB09KgsPDQYNGJA5P58RWjcTmEvy/ZwyW/+5gFW4//OfG6fTVc/YdP+d28bbR5vNx+Zh5zJmQDthqv+OBBvrR8PK/s/BuxsYbU1N46UqUOCYfERneG2f0euM8Y4znuE+mUftWFSJeDb/qrNuYX4Q1i1caeg428vnY/TofwTd/wJaWU6iuMMTy+7HEmPzmZ5OxqGhtt1YbTCRNSe2fOxjuryzHAhMw0PDTypy3/CcAvLviZLqOtlOqTol3R/GzWz4hxxUBsJfX1h+6LiLBfGzbQkfC467xhvPXtc5iQm0RJbQtf/tsKvvfSWqob2w573uY2Dw/P3cx1f/qMLQfqGZwayz+/ega/uGZ8x/l0507DY3u+zJ7Grby25ymGDvegxRoqEMLhn1l3htkVAC+KyG7gBuBPInLtkU+kU/rVsdwwbSDZSdFsLavng009s573qfjTgh14vIbrpuQyOE2rNZRSfYuI8Na2t1hXto7X9/wfTqddfjA5GZJb04iNdLKxpI79Nc09ts+56w+1oTxd9DA17RUUZJ7NTeNu7LF9KKVUqLl90u3s+M4OfnT+vR0DQ/2SkuDgQTvjyG9MdiKvffMsfnzFaKJcDl5ds5+Lfvcxb68vwRjD4h2VXPbYIp5atBOAr52bz/v/cR5nDU/veI7GRvjzusdYUvUWCa5k/mvMi+QMcAXicJUKi8TGCYfZGWPyjTFDjDFDgH8D3zTGvB7wSFXYinI5O+ZZPDa/qFeG153IvqomXlldjEPoWK1FKaX6mnvPuBeAP638A9m5burqbMVGpMvJtFz7ocOHPdSOUl7lYV2ZrdDMTW7hhV2/B+D3l/+PVmsopfo0l8NFdkI2SUl2lpH7iNEZqamweTPUdRpr5HI6uOu8Ybz/H+dxRn4qBxvbuOefa5jz+Kd8/i/L2HOwiVFZCbz6zbN5cM5YYiKdhz3nu+tX8vS+HwHwH0Of5uzxeTgP30SpXhPyiY2TGGan1Gm5qWAQmQlRbC6t48PNgZ9B+78f78DtNVwzOZf89LiA718ppQLhihFXMDx1OHtq97C25Q3afSsMJiXB8GjbjvLK6uIeSTC/tLiUdq+XYSlJ/H3Xg7R727h68O2cPWT6aT+3UkqFAyNulrU9zctFfz3sdpfLzjtav95WznU2JD2OF742k4euG098lItNpXVEOIXvXjSSt759DpMHJR+1n4q6Wr7z8c24TTs35X2bc9KuIzu7Fw9MqSOEfGIDujfMrtO2XzLG/DvwUapwFx3h5Ovn26qN/35/K21u7wke0XOKyuv518p9iFZrKKX6OIc4+M6M7wDwl/WPkZYGDQ32IntqRjbJ0ZGsL65lyY6Dp7WflhbDC2t2ADBmQCsfHXiFKEcsv77k4dM+BqWUChef7v2U/1r5FZ7a9UPq22sOuy8+3p5/d+w4+nEOh3DbGXnM+955/PDSUbzznXO596IRRLqOfvtojOHO1++itHUnoxKn8MUBvyE/HyIje+mglOpCWCQ2lAqU284YTF5aLFvL6vnfhV2c5XuBx2v40b/X0+4x3FwwiOGZ8QHZr1JKBcuXJn+JxKhEPtn7CY2Jazqm82emOTk/ZwgAfzrNc/Bry8spaWwgLSaavNRGUiIzuS3vPkbn5J74wUop1Uecn3c+X558J/eO+CORJvGo+9PS7PKsVVVdPz47KYZvzR7OyKyEY+7jz6v+wtu7XibWGc9DU17CRRQDB/bUESjVPZrYUKqT6Agnv75+IgB/WLCdrQfqT/CI0/fM4t2s3ltDVmIUD1wxptf3p5RSwZYQlcCdk+8E4DerHiQ21tDSYqs2zsseQkyEk0+LKllfXHNKz+/xGP76WREAV48cygU5V/OXCdv58awfoqM1lFL9iYjw9DX/x5emfZ76OvvWr917aLUTh8O2Aq5ebQeKnqzCskK++56dnfTjiX8m2TOCQYMgJqZHwleq2zSxodQRzhyWxm1nDKbdY/jRv9fh9vReS8qeg4385v0tADx07QSSYiJ6bV9KKRVKfnDWD0iJTuHdondZ2PL7jgF2AzMjODsrD4AnPz61qo2PCqvYUVtDfGQEFw4dhMcD8RGJDM7WK22lVP80eLBd5vXTkvl8bsEottau7bgvOtp+LVsGa9bQUUV3Iq9tfp2Ln7uUFk8Lc7K/wqU5n6etDfLyeucYlDoeTWwo1YX7Lx9NTlI064pr+b9Pd/XKPowx3P9KIS3tXq6ZnMNFY7N6ZT9KKRWKchNzeebaZwB4aPl97GpbTnu7rdq4dkw+LnHwbuEBdlY0nPRz+9tYPFELebrop9TWmo6LeqWU6o8iI2HKFHhh5+OUNO/ma4vPZUn5+x33x8RAVpZtSVm0yM7dOHIlFT+PB+auW8b1L19HWWMpE5LO4YHJj9PQAJmZdnaHUoGmiQ2lupAQHcHD108A4Hfztp3ShfWJvLB8H0t2HiQtLpKfXjWux59fKaVC3dWjrubeM+6l3dvOr4tuYf/BGgCyk6M5KycXAzy5cOdJPeeqHXWsOVBBhAN2uP+Xt/b9jcrmCnJ1tIZSqp9LSYGnL3+ZWWmfp8nTwH+smMPrew9fLSU52S4Fu307fPIJlJWBf5GqtjbYvRsWLgQpOYMrsr/MD8c9wV/PWUi0M5bmZhg2LNBHpZSliQ2ljmHWqEw+N3UgrW4v972yHq/39Jce9CupaebhuZsB+Pk140iN07HRSqn+6ZGLHmFa9jT2NeziiV13dyw7eOOEoQjw6ppiSmtauv18T8y31RqXDBvCb6b/g0cmvMeQjEwSj56Zp5RS/c7o4VE8XPAcnx/0YzzGw6/Wf40/bfnPw5bYdjohI8NWeaxaBStXwlvLNlLwh/N5e/Vq4uJsZcYvpj3Nzfn34BQnTU12VkdSUhAPTvVrrmAHoFQo+68rx/DxtgpW7K7mmcW7ufOc/NN+To/X8OPXCmlodXPJ2CzmTNBFvpVS/VeUK4qXbniJ6166jrsnfoeaGjulPychnpkDs1lSXMpj7+7i17eeeLjy9pImPt5ZglOEq0cOJTV6HBUVMHZs7x+HUkqFA4cDJk10cEfdQwxKGMJ/b/4GTxc9xIrK+QyIzSPOmUCMK55YVzxD4kZz+cDbqK+HZ7f/H4X1i3ix7L84M++do563oQGmT0cHNKug0cSGUseRHBvJr64dz93Pr+KX72wiLsrJzdMHn/LztXu8/OBf61i4tYLEaBe/unY8or8BlFL93LDUYay9ey2tLQ4WLrRlzyJw3ehhLCku5bUNe/jKnuEMHRiB03n049vaYN8+uPuVuRhiGJvlID02hooKGDFCP0FUSqnOYmNh4kRoX/U1sgsG8uPVN1FYs5TCmqWHbXdmxqVcPvA2EhLg3om/IC4mgi8Pf+Co52tpsc+ZmhqoI1DqaJrYUOoELhs/gB9cMpL//mAb971SSGOr55QqN1raPXz7hTXM21RGXKSTp24vIDMxuhciVkqp8OMQBzExMHAg/GrZj4iNdvLVkf/FpKx01pVV8qs3tnLrqHEMyBJycmyyQsQmNFZuLuOvO35PUdUMBMhN20Njox1gN3RosI9MKaVCz4ABkJ8Prn2X8+rsbWyqXUmTu4FmdwNNHvtnduyQju1jXfF8Z8wjXT5XXR1MnmyrQZQKFk1sKNUN91wwgthIF794exO/eHsTja1u7rlgeLerLZra3Nz191V8WlRJUkwEz945g8mDkns3aKWUCkNR6ft5peR/MMbLJbm3cMOYEawvq+Tjkj1Uuxv5CpM5cCAKY6DNNPLvkt8xd98a4ltvR4hgQFI1Xxn9dSor4ayz6LLCQymlFIwcCZWVgCeb87KuOqXnOHjQDhzNzOzR0JQ6aZrYUKqb7jwnn/goF/e9up7fzttGQ6ub+y8ffcLkRm1zO3c+s4JVe6pJj4/i+a/OYPQAnWKnlFJdGZmdy5vXfsLrK5cxLG4SzkS4/+yp/M+ylawvr+T+6vc5b3g9sTEHeL7oT9BwEwnerwAwc1AC35l+GQcPwvDh2oKigk9ELgMeA5zAX40xvz7i/h8Ct/l+dAFjgAxjTJWI7AbqAQ/gNsYUBCxw1S+4XLbS4tNPISrK/txdxkBFha38GD9ek8gq+DSxodRJuGn6IGIinXz3pbX8edFONh+o57opOVwwOoukmIjDtt17sIn3Nx7ghRV72VnRSE5SNM9/9QyGZuji3kopdTxXTJzJ2MSZbNpkPwVsdKygyHUn6d4fQPsE3tucSL3zY2K8PybCDCDSCfdMn8LZg3K0BUWFDBFxAn8ELgaKgRUi8qYxZpN/G2PMb4Df+La/CviuMaaq09PMNsZUBjBs1c8kJsK4cbBxo10JpTvtJB6PTWoMHQqjRmkLigoNmthQ6iRdNSmH2Egn3/zHahZtq2DRtgoinMJZw9K5ZFwWVQ1tvLvhAJtK6zoek58ex3NfmcHAlNggRq6UUuEjLw+ammDPHiht3s2cwdfgNdspO+ikvGoMiZ5rABiaksj3Zk4lOz4OtxsaG7UFRYWMGUCRMWYngIi8CFwDbDrG9rcCLwQoNqU6DB5sB4Du2mVnF6WkHPsc2t5u20/GjbPnaZ2Br0KFJjaUOgUXjsnikx/N5t0NB3hvwwGW7TrIx9sq+HhbRcc2cZFOLhiTxeXjBzB7VCYxkXqVrZRS3SViPwlsaoJLXN/hlk4zm9eXVfL39ZuZkJnG58ePoq3FSXk5RETYkmhtQVEhIhfY1+nnYuCMrjYUkVjgMuCeTjcb4AMRMcCfjTFPHeOxdwF3AQwefOort6n+y3++zcuzA5l37bKtJsnJh7entLTYQaEFBZCVFbRwleqSJjaUOkWZidHccdYQ7jhrCAcbWvlwcxkfbSknMTqCy8YP4Ozh6URHaDJDKaVOldNplyRctswOuIuIsBfg+bHp/HTmubS3Q/VBSEuDMWPsUoNaqaFCSFefZZtjbHsV8NkRbShnG2NKRCQTmCciW4wxi456QpvweAqgoKDgWM+v1AlFR9slsgcPhv37oagIvF6b4GhttUtrn3mm/VmpUKOJDaV6QFp8FDdPH8zN0/WTEqWU6kmRkTBtmv0U0eu1t3m99ismxg6ui9fRRSo0FQODOv08ECg5xra3cEQbijGmxPdnuYi8hm1tOSqxoVRPi4qy8zMGDYKSEti+3Z6LzzoL4uKCHZ1SXdPEhlJKKaVCWmysLZNWKsysAEaISD6wH5u8+PyRG4lIEnA+8IVOt8UBDmNMve/7S4BfBCRqpXwiImx7Sm6u/flkVk1RKtD0n6dSSimllFI9zBjjFpF7gPexy70+bYzZKCJ3++5/0rfpdcAHxpjGTg/PAl7zLSnvAv5pjHkvcNErdYgmNFQ40H+mSimllFJK9QJjzFxg7hG3PXnEz88Azxxx205gUi+Hp5RSfYauOqyUUkoppZRSSqmwFRaJDRG5TES2ikiRiNzfxf3XiMh6EVkrIitF5JxgxKmUUkoppZRSSqnACvlWFBFxAn8ELsZOl14hIm8aYzZ12mw+8KYxxojIROBlYHTgo1VKKaWUUkoppVQghUPFxgygyBiz0xjTBrwIXNN5A2NMgzHGv253HMdeI1wppZRSSimllFJ9SDgkNnKBfZ1+LvbddhgRuU5EtgDvAHcGKDallFJKKaWUUkoFUci3ogDSxW1HVWQYY17DLot1HvBL4KKjnkjkLuAu34+tIrKhJwMNknSgMthB9JC+cix6HKGlrxwHwKhgB3AqVq1a1SAiW4MdRw/oK/+W+spxQN85Fj2O0BKW51roU+fbQOgr/14DRV+v7tPXqvt67HwbDomNYmBQp58HAiXH2tgYs0hEholIujGm8oj7ngKeAhCRlcaYgt4IOJD6ynFA3zkWPY7Q0leOA+yxBDuGU7S1L/wd9JV/S33lOKDvHIseR2gJ43Mt9JHzbSD0lX+vgaKvV/fpa9V9PXm+DYdWlBXACBHJF5FI4Bbgzc4biMhwERHf91OBSOBgwCNVSimllFJKKaVUQIV8xYYxxi0i9wDvA07gaWPMRhG523f/k8DngNtFpB1oBm7uNExUKaWUUkoppZRSfVTIJzYAjDFzgblH3PZkp+8fAR45yad9qgdCCwV95Tig7xyLHkdo6SvHAeF7LOEa95H0OEJPXzkWPY7QEs7HEc6xB5q+VidHX6/u09eq+3rstRItbFBKKaWUUkoppVS4CocZG0oppZRSSimllFJd6neJDRH5pYisF5G1IvKBiOR0uu8BESkSka0icmkw4zwREfmNiGzxHctrIpLc6b5wOo4bRWSjiHhFpOCI+8LmOABE5DJfrEUicn+w4zkZIvK0iJR3XgJZRFJFZJ6IbPf9mRLMGLtDRAaJyAIR2ez7d3Wv7/awOhYRiRaR5SKyznccP/fdHm7HoefbEKLn29Cg59vQ0hfOt33lHBUofelcGAjhfL4NhL5yTg+EXv+9YYzpV19AYqfvvwM86ft+LLAOiALygR2AM9jxHuc4LgFcvu8fAR4J0+MYg12/eCFQ0On2cDsOpy/GodhVedYBY4Md10nEfx4wFdjQ6bZHgft939/v/zcWyl9ANjDV930CsM33bymsjgUQIN73fQSwDJgZhseh59sQ+tLzbWh86fk2tL76wvm2r5yjAvh69YlzYYBeq7A+3wboNeoT5/QAvVa9+nuj31VsGGPqOv0YB/iHjFwDvGiMaTXG7AKKgBmBjq+7jDEfGGPcvh+XAgN934fbcWw2xmzt4q6wOg5sbEXGmJ3GmDbgRewxhAVjzCKg6oibrwGe9X3/LHBtIGM6FcaYUmPMat/39cBmIJcwOxZjNfh+jPB9GcLvOPR8G0L0fBsa9HwbWvrC+bavnKMCpQ+dCwMhrM+3gdBXzumB0Nu/N/pdYgNARB4SkX3AbcBPfDfnAvs6bVbsuy0c3Am86/s+nI+js3A7jnCLtzuyjDGlYE9EQGaQ4zkpIjIEmIL99C3sjkVEnCKyFigH5hljwvU49Hwb+sLtOMIt3u4Iu//bnen5NqT0xXNUoOjrdTR9TU5NuJ4/AqY3fm+ExXKvJ0tEPgQGdHHXg8aYN4wxDwIPisgDwD3AT7GliEcK6pIxJzoO3zYPAm7gH/6HdbF9yB9HVw/r4rZQXsIn3OLt00QkHngF+A9jTJ1IV389oc0Y4wEm+3qlXxOR8UEOqUt6vj1KyB9HVw/r4rZQPn+FW7x9mp5vA6OvnKMCpZ+cCwNBXxPV43rr90afTGwYYy7q5qb/BN7BXmgXA4M63TcQKOnh0E7KiY5DRO4ArgQuNL6mJMLwOI4h5I7jBMIt3u4oE5FsY0ypiGRjP8kKeSISgT1Z/sMY86rv5rA8FgBjTI2ILAQuIwSPQ8+34XUcxxByx3EC4RZvd4Tc/+3u0PNtQGPrE+eoQOkn58JA0Nfk1ITU+SOU9ObvjX7XiiIiIzr9eDWwxff9m8AtIhIlIvnACGB5oOPrLhG5DLgPuNoY09TprrA6juMIt+NYAYwQkXwRiQRuwR5DOHsTuMP3/R3AsT7hCBliU77/B2w2xvyu011hdSwikuGfai8iMcBF2HNVuB2Hnm/DQ7gdh55vQ4Ceb0NHPzhHBYq+Xkfri+fbQAib80cg9frvjSOnifb1L2yGaAOwHngLyO1034PYyb9bgcuDHesJjqMI2/O21vf1ZJgex3XYbHArUAa8H47H4Yv3Cux03x3YUsegx3QSsb8AlALtvr+PrwBpwHxgu+/P1GDH2Y3jOAdbIrm+0/+NK8LtWICJwBrfcWwAfuK7PdyOQ8+3IfSl59vQ+NLzbWh99YXzbV85RwXw9eoz58IAvV5he74N0OvTJ87pAXqtevX3hvh2opRSSimllFJKKRV2+l0rilJKKaWUUkoppfoOTWwopZRSSimllFIqbGliQymllFJKKaWUUmFLExtKKaWUUkoppZQKW5rYUEoppZRSSimlVNjSxIZSSikVwkTEIyJrRWSDiLwlIskn2P5nIvKDE2xzrYiM7fTzL0Tkoh4K+Xj7vVtEbj/JxywUkYITbDNLRN72fX+1iNx/OnH6nidZRL7Z6eccEfn36T6v77l2i0hhV8fV+VhO8bkXiEjDiV4zpZRSqi/RxIZSSikV2pqNMZONMeOBKuBbPfCc1wIdiQ1jzE+MMR/2wPMelzHmSWPM33t5H28aY3595O0i4jrJp0oGOhIbxpgSY8wNpxleZ7ONMSt78PkAMMbMBnr8eZVSSqlQpokNpZRSKnwsAXIBRGSYiLwnIqtE5BMRGX3kxiLyNRFZISLrROQVEYkVkbOAq4Hf+CpBhonIMyJyg4hcLiIvd3r8LBF5y/f9JSKyRERWi8i/RCT+iH1lisgq3/eTRMSIyGDfzzt8++6oJvFVYjwiIstFZJuInOu7PUZEXhSR9SLyEhDT1QshIpeJyBYR+RS4vtPtXxKRP/i+f0ZEficiC4BHjvWaiUiWiLzme53W+V6jXwPDfK/Rb0RkiIhs8G0fLSJ/81VdrBGR2Z32/apvH9tF5NHu/KUe51jiRORp39/hGhG5xnd7rIi87H+NRGSZVmgopZTqz0720wullFJKBYGIOIELgf/z3fQUcLcxZruInAH8CbjgiIe9aoz5i+/xvwK+Yox5QkTeBN42xvzbd59/+3nAn0UkzhjTCNwMvCQi6cB/AhcZYxpF5D7ge8Av/A80xpT73vAnAudiqwbO9b1ZLzfGNHXaj5/LGDNDRK4AfgpcBHwDaDLGTBSRicDqLl6LaOAvvuMtAl46zks30he3R0TmH+M1exz42Bhzne91jgfuB8YbYyb79jmk03N+y3fME3zJkQ9EZKTvvsnAFKAV2CoiTxhj9h0ruBMcy4PAR8aYO8W2IC0XkQ99r1G17zUaD6w9zvErpZRSfZ4mNpRSSqnQFiMia4EhwCpgnq9a4izgX52SBVFdPHa8L6GRjH2z/v7xdmSMcYvIe8BVYudJzAF+BJyPbV35zLe/SGz1yJEWA2cD5wEPA5cBAnxyjF2+6vtzle/48D32cV8860VkfRePGw3sMsZsBxCR54G7jrGPf/mSGsd7zS4Abvft0wPUikjKMZ4P4BzgCd/2W0RkDzaBAjDfGFPri2sTkAccM7FxgmO5BLhaDs1MiQYG+/b/mG//G47xGimllFL9hiY2lFJKqdDWbIyZLCJJwNvYaoFngBp/NcFxPANca4xZJyJfAmZ1Y38v+fZRBawwxtSLzQTMM8bceoLHfoKt1sgD3gDuA4wv7q60+v70cPg1ielGnN3ZBqDR96eD7r1m3XFU6UknrZ2+P/K4juVYxyLA54wxWw+7sYvSF6WUUqo/0xkbSimlVBjwVQF8B/gB0AzsEpEbwb7RFZFJXTwsASgVkQjgtk631/vu68pCYCrwNQ61RSwFzhaR4b79xXZqvehsEfAFYLsxxotNjlwBfNbd4/Q9x22+/YwHJnaxzRYgX0SG+X4+UcIFY0wdx37N5mPbOxARp6+d5nivUecYR2KrKLYeY9sTOd6xvA9825/IEJEpvts/BW7y3TYWmHCK+1ZKKaX6BE1sKKWUUmHCGLMGWAfcgn1j/RURWQdsBK7p4iH/BSzDzs7Y0un2F4Ef+gZSDuv8AF8rxtvA5b4/McZUAF8CXvC1PSzFtlAcGd9u37eLfH9+iq2SqD6Jw/xfIN63nx8By7vYTwu2XeMd3wyPPd187mO9ZvcCs0WkENsWM84YcxDberNBRH5zxPP8CXD6tn8J+JIxppVTcIJj+SUQAaz3DS79Zaf9Z/heo/uA9UDtqexfKaWU6gvEmO5WciqllFJKqdMlIruBAmNM5Sk+3glEGGNafImp+cBIY0yb7/6FwA96YzlZpZRSKhTpjA2llFJKqcCqAOaLyFdOMfkQCyzwtRgJ8I1OSY0FwFCgvceiVUoppUKcVmwopZRSSimllFIqbOmMDaWUUkoppZRSSoUtTWwopZRSSimllFIqbGliQymllFJKKaWUUmFLExtKKaWUUkoppZQKW5rYUEoppZRSSimlVNjSxIZSSimllFJKKaXC1v8HZPd3IkdeyYwAAAAASUVORK5CYII=\n",
       "text/plain": [
        "<Figure size 1080x360 with 3 Axes>"
       ]
@@ -313,7 +313,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 1080x360 with 3 Axes>"
       ]
@@ -337,12 +337,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
       "text/plain": [
        "<Figure size 1080x360 with 3 Axes>"
       ]
@@ -354,7 +354,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
       "text/plain": [
        "<Figure size 1080x360 with 3 Axes>"
       ]
@@ -366,7 +366,7 @@
     },
     {
      "data": {
-      "image/png": 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QyqCjRo3aVVBQ0Gb9+vWtYsfk5uZ+MWjQoL0V28XFxS3PPffcEzIzMwdlZWUNatmypW6++eYt9b+a8DJ3T3QMAAAAAAA0ury8vHU5OTlbEx0HjkxeXl73nJycvhXbzNgAAAAAAABJi8IGAAAAAABIWhQ2AAAAAABA0qKwAQAAAAAAkhaFDQAAAAAAkLQobAAAAAAAgKTVMtEBAAAAAAAQBif95tWcz/cebLDfkzu3a1X64e3fyqupj5kNGTdu3OYHH3ywUJJuv/329N27d6fcc889myRpypQp3adNm5YuSR06dCifMmXKhm9/+9u7JWno0KEDpkyZsmHEiBF7GyrmZMSMDQAAAAAAJDVkUSPo8VJTU33u3LldioqKDus7a9asox555JG0hQsXrlq7dm3+9OnT11955ZX9Pv30UyYpxKCwAQAAAABAgqSkpPjll19ecuedd6ZX3jdlypSM3/72t4U9evQolaTTTjtt70UXXbTt7rvvPrrxIw0vChsAAAAAACTQz3/+8y2zZ8/uum3btpTY9oKCgrannnrqlx4z+frXv753xYoVbRs3wnCjsAEAAAAAQAJ17dq1/MILL9w2efLkWmdiuLvMrDHCShoUNgAAAAAASLBbbrll85NPPtl9z549h35PP+GEE/YtWLCgXWy/JUuWtMvKytrX+BGGF4UNAAAAAAASLD09vey888777Mknn+xe0TZp0qTiW2+9tVdxcXGKJC1cuLDt008/3W3SpEkliYs0fFhJFQAAAAAARV7P2tCvez2S/r/85S+LH3300bSK7bFjx+4oLCxMHT58+EAz8/bt25fPnDlzbZ8+fQ5KUllZmdq0aeMNFW+yMvdm/28AAAAAAGiG8vLy1uXk5GxNdBx1sW/fPuvXr99X8vPz87t161aW6HgaU15eXvecnJy+Fds8igIAAAAAQBJ588032w0aNCj7qquu2tLcihpV4VEUAAAAAACSyIgRI/auWbMmP9FxhAUzNgAAAAAAQNKisAEAAAAAAJIWhQ0AAAAAAJC0KGwAAAAAAICkxeKhAAAAAABIGvjW0pzPSssa7PfkLi1TSlf8x1fyaupjZkPGjRu3+cEHHyyUpNtvvz199+7dKffcc88mSZoyZUr3adOmpUtShw4dyqdMmbLh29/+9m5JGjp06IApU6ZsGDFixN7y8nKdcsop/efOnVtQUlLS8j//8z8zP/744yNeYPStt95qd/XVV/f94osvWpx55pk7Zs6cuaFFi8PnRNxyyy0ZTzzxRPcWLVro7rvv/nTMmDE7Y/efeeaZJ2zYsKF1RQx33nlnWvv27cuvv/76bUcaU22YsQEAAAAAgKSGLGoEPV5qaqrPnTu3S1FR0WF9Z82addQjjzyStnDhwlVr167Nnz59+vorr7yy36effnpY32eeeeaoQYMG7evatWt5fWL+yU9+0ue+++5bv27dumVr1qxp89xzz3Wq3GfJkiVtZs+e3XXVqlX5r7zyyuobbrjh2NLS0kP7H3300c7t27f/0mtof/rTn26bMWNGen1iqw6FDQAAAAAAEiQlJcUvv/zykjvvvPOwX/qnTJmS8dvf/rawR48epZJ02mmn7b3ooou23X333UdX7vvEE090/c53vvN55fbly5enDhw4MPuNN95oV1ss69evb7V79+4WZ5111p4WLVpo7Nix21544YUulfs999xznb/73e9ub9u2rWdlZR3o06fP/vnz57eXpB07drSYOnVq+q9+9aui2DEdO3Ys79Wr1/7XX3+91jiOFIUNAAAAAAAS6Oc///mW2bNnd922bVtKbHtBQUHbU089dW9s29e//vW9K1asaFv5GEuWLOlw6qmn7olty8vLaz1mzJgTHn744bXf+MY39ubl5bXOysrKruqzdevWlPXr17fq0aPHwYrxffr0OVBUVNSq8rk2btyY2rt37wMV28ccc8yBDRs2pErSpEmTel5//fWbO3TocNjMkcGDB++ZP39+xyP5twmCNTYAAAAAAEigrl27ll944YXbJk+efHTbtm1rfJTE3WVmh7Xv2LGjZZcuXQ6N3b59e8sLLrjghGefffaT3NzcLyQpJydn/8qVK5fXdOzKqjpXNf184cKFbdeuXdv64Ycf3rBq1arUyn2OPvro0pUrV7ap/urqhhkbaJLMLNXMtppZBzObb2ZfmNkuM9tpZkvM7GYzax2H804xs4+j51ppZpfX0Pd0Mys3s90xnysaOiYASLRE5eSY83c1sxIze7uWfpea2Xoz22NmL5hZ13jFBACJkMB75PxK97ylZvZSNX2b7T3yLbfcsvnJJ5/svmfPnkO/p59wwgn7FixY8KVHN5YsWdIuKytrX+XxKSkpXlb272UtOnbsWNajR48D8+fP71DRVtuMjb59+x6MnaGxfv361IyMjIOVTqVevXodmqEhSZs2bUrt1avXwbfeeqvDsmXL2vXs2fMrI0aMyFq3bl3roUOHDqjo98UXX7SorXBTFxQ20FSNkPShu++Obk90946Seki6SdLFkuZaVeXH+tkj6TxJR0m6QtK9ZnZKDf03uXuHmM+jDRwPAIRBonJyhd9JWlFTBzMbJOl+SZdJSpe0V9J9cYoHABIlIfnY3QdV3O9K6ijpU0nP1jCkWd4jp6enl5133nmfPfnkk90r2iZNmlR866239iouLk6RpIULF7Z9+umnu02aNKmk8vh+/fp9sWLFikOFqVatWvkrr7zyyaxZs7rNmDGjq/TvGRtVfbp3717Wp0+fg+3bty//5z//2b68vFxPPPFEt9GjR39e+Vxjxoz5fPbs2V337dtnK1euTF23bl2b008/fc9//dd/lWzZsuWjjRs3Ln3zzTdX9u3bd/+//vWvVRXjVq9e3frEE088rChTXxQ2kHTM7Hgz225mg6Pbx0Qrz6fHdDtH0tzKY919j7vPl3S+pJMlnduQsbn7He6+0t3L3f09SW9FzwMATVKYc3I0npMlnSjpkVq6jpX0kru/Gb3h/29J3zWzBn8OGADiIez5OMYISUdLej6O56izLi1TSmvvFb/j/fKXvyz+/PPPDy0ZMXbs2B2XXXbZ1uHDhw/s16/foPHjx/edOXPm2j59+hyUpLKyMrVp08Yl6Vvf+taOV1999Uv/3erUqVP5vHnzCv70pz+lP/74452DxHDfffetnzBhQt8+ffqc2Ldv3/0XXnjhDkl64oknjrrhhhuOkaTc3NwvLrjggu39+/cfNHLkyP733HPP+pYta1/pYtGiRR3OO++8XUH/PYKyqp6NAcLOzH4kaZKkIZL+Kmmpu/8sZv9KSaPdfZWZzZf0uLs/VOkYb0p6x93/q4rj3yzp5urO7+6dA8TYVtIaSVe5+ytV7D9d0quSPlPkL4MvSLrN3fdU7gsAYRbWnGxmKZIWSfqRpK9IGufup1XT90VJC939dzFtuyV9w92XVHduAAiTsObjSseYKamFu19Zzf7T1Yj3yHl5eetycnK2xuPY8bZv3z7r16/fV/Lz8/O7detWtn79+laXXHJJ34ULF36c6NiqsmDBgrZ33XVXxgsvvLC2vsfKy8vrnpOT07dimxkbSEru/qCkjyW9p8jUuV9W7DOz4yS1cvdV1QyvsElSlc9Pu/tkd+9c3SdgmDMk5UmaV83+lZJOisZ/piL/Abon4LEBIDRCnJOvk/RewMJEB0k7KrXtUGTKNAAkhRDn44oY2kn6nqQ/19CNe+QA3nzzzXaDBg3Kvuqqq7Z069atTJL69Olz8Ic//OHW7du3h/L3/C1btrT63e9+tzEex+atKEhmD0qaI2m8u++PaT9XVUyxq0JPSQvjEZiZ3aXI1OczvJppUe5eLKk4urnWzH4h6W+SfhyPmAAgzkKVk83sGEUKG0MCDtktqVOltk6SGny6LADEWajycSXflbRd0hvVdeAeOZgRI0bsXbNmTX7l9nHjxn2WiHiC+M53vrMzXscOZSUHqI2ZdZD0B0kPS/pVpZXrz1Ek+dU0vrciN7tvVbP/1korMX/pU8uxfy1plKRvufuR/J/XJcVr4TwAiJuQ5uShivy1b7mZFUu6V9JQMyuOPqJSWb6knJhzHieptaTVNcUOAGES0nwc6wpJj1X3h79qxPseuby8vJx78CQS/d/rS29WobCBZHWvpCXuPk6RBD1DOrSuxVBJ86saZGbtzOwbkl6U9C9VU7V29zsrrcT8pU91QZnZLZIulXS2u2+r6QKir7I61iJ6S5ocjQsAkk0Yc/L/SeqryHTmkyTdLukDSSe5e1kV/Z+QdJ6Z/YeZtZf0G0mz3Z0ZGwCSSRjzccU5ekk6Q1KNbzhJwD3yspKSkqMobiSH8vJyKykpOUrSsth2HkVB0jGz0ZJGKrIQnBRZIOlDMxuryPPQ77j7F5WG/cnM/r/o9wJJz0m6290b+h3Kd0o6IOnjmLdk3enud0Zj3y1plLu/JWmwIjfSXSRtU2RhpFsbOB4AiKuw5uTo9OuKqcwysx2SDkanOFe0HcrJ7p5vZhMUycvdJP1D0lUNFQ8AxFtY83GMy6IxfFJF7Am7Ry4tLR1XXFz8UHFx8YniD//JoFzSstLS0nGxjbwVBU2Kmd0naZm735foWACguSMnA0A4kI/R1DFjA03Nh5JeSnQQAABJ5GQACIsPRT5GE8aMDQAAAAAAkLR4hggAAAAAACQtChsAAAAAACBpNak1Nrp37+59+/ZNdBgAENiSJUu2untaouNoaORjAMmGfAwA4XGkOblJFTb69u2rxYsXJzoMAAjMzNYnOoZ4IB8DSDbkYwAIjyPNyTyKAgAAAAAAkhaFDQAAAAAAkLQobAAAAAAAgKRFYQMAAAAAACQtChsAAABAIzKzkWa2yswKzOzmKvabmU2N7v/IzAbH7OtsZs+Z2UozW2FmJzdu9AAQPhQ2AAAAgEZiZimSpkkaJSlb0iVmll2p2yhJmdHPeEnTY/bdK+kVd8+SlCNpRdyDBoCQo7ABAAAANJ6hkgrcfY27H5D0lKTRlfqMlvSYR7wrqbOZ9TCzTpJGSHpYktz9gLt/3oixA0AoUdgAAAAAGk9PSRtitgujbUH6HCepRNIjZvaBmT1kZu0rn8DMxpvZYjNbXFJS0rDRA0AIUdgAAAAAGo9V0eYB+7SUNFjSdHf/mqQ9kg5bo8PdH3D3XHfPTUtLq2+8ABB6FDYAAACAxlMoqXfMdi9JmwL2KZRU6O7vRdufU6TQAQDNWstEB5BoGRkZ2rx5c0LOnZ6eruLi4oScGwAAIJ6+8vYylRwsbfTzprVqqaWnndjo5z0CiyRlmlk/SRslXSzp0kp95kiaaGZPSRomaYe7F0mSmW0wswHuvkrSNyUtb7zQASSjROVjqfFycrMvbCSqqJHocwMAAMRTom6iE3XeoNy91MwmSponKUXSTHfPN7MJ0f0zJM2VdI6kAkl7JV0Vc4ifSnrCzFIlram0DwAOk8i82FjnbvaFDQAAAKAxuftcRYoXsW0zYr67pGurGfuhpNx4xgcAyYY1NgAAAAAAQNKisAEAAAAAAJIWhQ0AAAAAAJC0KGwAAAAAAICkRWEDAAAAAAAkLQobAAAAAAAgaVHYAAAAAAAASYvCBgA0A2Y20sxWmVmBmd1cxf4sM3vHzPab2c9i2nub2etmtsLM8s3s+saNHAAAAKhZy0QHAACILzNLkTRN0tmSCiUtMrM57r48ptt2SddJuqDS8FJJN7n7+2bWUdISM/t7pbEAAABAwlDYANCkfOXtZSo5WNro501r1VJLTzux0c8b0FBJBe6+RpLM7ClJoyUdKk64+xZJW8zs3NiB7l4kqSj6fZeZrZDUM3YsAAAAkEg8igKgSUlEUSOR5w2op6QNMduF0bYjYmZ9JX1N0nsNExYAAABQfxQ2AKDpsyra/IgOYNZB0vOSbnD3ndX0GW9mi81scUlJSR3CBAAAAI4chQ0AaPoKJfWO2e4laVPQwWbWSpGixhPuPru6fu7+gLvnuntuWlpanYMFAAAAjgSFDQBo+hZJyjSzfmaWKuliSXOCDDQzk/SwpBXufk8cYwQAAADqhMVDm6GMDGnz5sScOz1dKi5OzLmB5srdS81soqR5klIkzXT3fDObEN0/w8wyJC2W1ElSuZndIClb0lclXSZpqZl9GD3kre4+t5EvAwAAAKgShY1mKFFFjUSfG2jOooWIuZXaZsR8L1bkEZXK3lbVa3QAAAAAocCjKAAAAAAAIGlR2AAAAAAAAEmLwgYAAAAAAEhaFDYAAAAAAEDSorABAAAAAACSFoUNAAAAAACQtChsAAAAAACApEVhAwAAAAAAJK24FjbMbKSZrTKzAjO7uYr9Y83so+hnoZnlBB0LAAAAAAAQt8KGmaVImiZplKRsSZeYWXalbmslfcPdvyrpfyQ9cARjAQAAAABAMxfPGRtDJRW4+xp3PyDpKUmjYzu4+0J3/yy6+a6kXkHHAgAAAAAAxLOw0VPShpjtwmhbda6W9H91HAsAAAAAAJqhlnE8tlXR5lV2NDtDkcLGaXUYO17SeEk69thjjzxKAAAAAACQtOI5Y6NQUu+Y7V6SNlXuZGZflfSQpNHuvu1IxkqSuz/g7rnunpuWltYggQMAAAAAgOQQz8LGIkmZZtbPzFIlXSxpTmwHMztW0mxJl7n76iMZCwAAAAAAELdHUdy91MwmSponKUXSTHfPN7MJ0f0zJN0uqZuk+8xMkkqjsy+qHBuvWAEAAAAAQHKK5xobcve5kuZWapsR832cpHFBxwIAAADJzsxGSrpXkT/gPeTukyvtt+j+cyTtlXSlu78f3bdO0i5JZYr+UbARQweAUIprYQMAAADAv5lZiqRpks5WZF25RWY2x92Xx3QbJSkz+hkmaXr0Z4Uz3H1rI4UMAKEXzzU2AAAAAHzZUEkF7r7G3Q9IekrS6Ep9Rkt6zCPeldTZzHo0dqAAkCwobAAAAACNp6ekDTHbhdG2oH1c0qtmtsTMxld1AjMbb2aLzWxxSUlJA4UNAOFFYQMAAABoPFZFmx9Bn1PdfbAij6tca2YjDuvo/kB0Qf7ctLS0+kULAEmAwgYAAADQeAol9Y7Z7iVpU9A+7l7xc4ukvyryaAsANGsUNgAAAIDGs0hSppn1M7NUSRdLmlOpzxxJl1vEcEk73L3IzNqbWUdJMrP2kr4laVljBg8AYcRbUQAAAIBG4u6lZjZR0jxFXvc6093zzWxCdP8MSXMVedVrgSKve70qOjxd0l8jb4NVS0lPuvsrjXwJABA6FDYAAACARuTucxUpXsS2zYj57pKurWLcGkk5cQ8QAJIMhQ00CxlTMrR5z+aEnDu9fbqKf1ackHMDCL+MDGlzAtJTerpUTGoCAABNAGtsoFlIVFEj0ecGEH6JKGok8rwAAAANjcIGAAAAAABIWhQ2AAAAAABA0qKwAQAAAAAAkhaFDQBoBsxspJmtMrMCM7u5iv1ZZvaOme03s58dyVgAAAAgkShsAEATZ2YpkqZJGiUpW9IlZpZdqdt2SddJmlKHsQAAAEDCUNgAgKZvqKQCd1/j7gckPSVpdGwHd9/i7oskHTzSsQAAAEAitUx0AADiI/d//66tuw8k5NzdO6Rq8W1nJ+TcqFJPSRtitgslDWvosWY2XtJ4STr22GOPPEoAAACgDmqdsWFm1wdpAxAuiSpqJPrcTV0dc7JV0eZBTxl0rLs/4O657p6blpYW8PAAkJy4RwaA8AjyKMoVVbRd2cBxAACCqUtOLpTUO2a7l6RNAc9Xn7EA0JRxjwwAIVHtoyhmdomkSyX1M7M5Mbs6StoW78AAAP9Wz5y8SFKmmfWTtFHSxdFjBVGfsQDQ5HCPDADhU9MaGwslFUnqLunumPZdkj6KZ1AAgMPUOSe7e6mZTZQ0T1KKpJnunm9mE6L7Z5hZhqTFkjpJKjezGyRlu/vOqsY27KUBQFLhHhkAQqbawoa7r5e0XtLJjRcOAKAq9c3J7j5X0txKbTNivhcr8phJoLEA0FxxjwwA4VPToyhvu/tpZrZLX14oziS5u3eKe3QAAEnkZAAIC/IxAIRPTTM2Tov+7Nh44QAAqkJOBoBwIB8DQPgEed3rcDPrGLPdwcyGxTcsAEBVyMkAEA7kYwAIjyCve50uaXfM9t5oGwCg8ZGTASAcyMcAEBJBChvm7oeeH3T3ctX8NhUAQPyQkwEgHMjHABASQQoba8zsOjNrFf1cL2lNvAMDAFSJnAwA4UA+BoCQCFLYmCDpFEkbJRVKGiZpfDyDAgBUi5wMAOFAPgaAkKh1upy7b5F0cSPEAgCoBTkZAMKBfAwA4VFtYcPMfuHuvzezP+rL7+iWJLn7dXGNDABwCDkZAMKBfAwA4VPTjI3l0Z+LGyMQAECNyMkAEA7kYwAImZoKG9+X9LKkzu5+byPFAwCoGjkZAMKBfAwAIVPT4qFDzKyPpB+aWRcz6xr7aawAAQCSyMkAEBbkYwAImZpmbMyQ9Iqk4yQtkWQx+zzaDgBoHORkAAgH8jEAhEy1Mzbcfaq7D5Q0092Pc/d+MR8SNgA0InIyAIQD+RgAwifI616vMbPTJGW6+yNm1l1SR3dfG//wAACxyMlAcsr9379r6+4DjX7e7h1Stfi2sxv9vM0B+RgAwqPWwoaZ3SEpV9IASY9ISpX0uKRT4xsaAKAycjKagowpGdq8Z3Ojnze9fbqKf1bc6OeVlJCiRiLP2xyQjwEgPGpaPLTCdySdL2mPJLn7Jkkd4xkUAKBa5GQkvUQUNRJ5XjRZ5GMACIkghY0D7u6KLIYkM2sf35AAADUgJwNAOJCPASAkghQ2njGz+yV1NrMfSfqHpAfjGxYAoBrkZAAIhzrnYzMbaWarzKzAzG6uYr+Z2dTo/o/MbHCl/Slm9oGZvdwgVwIASS7I4qFTzOxsSTsVeYbwdnf/e9wjAwAchpwMAOFQ13xsZimSpkk6W1KhpEVmNsfdl8d0GyUpM/oZJml69GeF6yWtkNSpIa4FAJJdrYUNSYomaW6cASAEyMkAEA51zMdDJRW4+xpJMrOnJI2WFFvYGC3pseijLu+aWWcz6+HuRWbWS9K5kv6fpEn1vggAaAKqLWyY2S5FnxmsirtTIQaARkJOBoBwaIB83FPShpjtQn15NkZ1fXpKKpL0B0m/EAuVAsAh1RY23L2jJJnZbyQVS/qLJJM0ViRSAGhU5GQACIcGyMdW1WGD9DGz/5S0xd2XmNnp1Z7AbLyk8ZJ07LHHBggJAJJbkMVDv+3u97n7Lnff6e7TJY0JcvAACyNlmdk7ZrbfzH5Wad86M1tqZh+a2eJglwMATV6dczIAoEHVNR8XSuods91L0qaAfU6VdL6ZrZP0lKQzzezxyidw9wfcPdfdc9PS0oJfEQAkqSCFjTIzGxtdfbmFmY2VVFbboJiFkUZJypZ0iZllV+q2XdJ1kqZUc5gz3P0kd88NECcANAd1yskAgAZX13y8SFKmmfUzs1RJF0uaU6nPHEmXR9+OMlzSDncvcvdb3L2Xu/eNjnvN3X/QgNcEAEkpSGHjUkkXSdoc/VwYbavNoYWR3P2AIlXl0bEd3H2Luy+SdPCIogaA5quuORkA0LDqlI/dvVTSREnzFHmzyTPunm9mE8xsQrTbXElrJBUo8grZnzR8+ADQdAR53es6VSpIBBRkYaQaTy3pVTNzSfe7+wNVdeIZQgDNST1yMgCgAdUnH7v7XEWKF7FtM2K+u6RraznGfEnz63J+AGhqgszYqKsgCyPV5FR3H6zIoyzXmtmIqjrxDCEAAAAAAM1XPAsbQRZGqpa7b4r+3CLpr4o82gIAAAAAAHBIrYWN6CKgdRFkYaTqztnezCpepdVe0rckLatjHADQZNQ1Jwd4S5WZ2dTo/o/MbHDMvhvNLN/MlpnZLDNrU59rAICmoB73yACABhZkxkaBmd1VxRtNahRkYSQzyzCzQkmTJN1mZoVm1klSuqS3zSxP0r8k/c3dXzmS8wNAE3XEOTngW6pGScqMfsZLmh4d21ORt1fluvuJklIUKVQDQHNXp3tkAEDDq3XxUElfVeQm9iEzayFppqSn3H1nbQMDLIxUrMgjKpXtlJQTIDYAaG7qkpMPvaVKksys4i1Vy2P6jJb0WHTBunfNrLOZ9YjuaymprZkdlNROR/BYIQA0YXW+RwYANKxaZ2y4+y53f9DdT5H0C0l3SCoys0fN7IS4RwgAOKSOObmqt1T1DNLH3TdKmiLpU0lFkna4+6sNcCkAkNS4RwaA8Ai0xoaZnW9mf5V0r6S7JR0n6SVVmo0BAIivOubkIG+pqrKPmXVRZDZHP0nHSGpvZj+oJrbxZrbYzBaXlJQEuBoASF7cIwNAeAR5FOVjSa9LusvdF8a0P1fdK1gBAHFTl5wc5C1V1fU5S9Jady+RJDObLekUSY9XPom7PyDpAUnKzc09ktd7A0Ay4h4ZAEIiyOKhl7v71bEJ28xOlSR3vy5ukQEAqlKXnBzkLVVzJF0efTvKcEUeOSlS5BGU4WbWzsxM0jcVWRAaAJo77pEBICSCFDamVtH2x4YOBAAQyBHn5CBvqVJk2vQaSQWSHpT0k+jY9yQ9J+l9SUsV+e/GAw1wHQCQ7LhHBoCQqPZRFDM7WZHpxmlmNilmVydFXvcHAGgk9c3JAd5S5ZKurWbsHYosigcAzR73yAAQPjWtsZEqqUO0T8eY9p2SvhfPoAAAhyEnA0A4kI8BIGSqLWy4+xuS3jCzP7v7+kaMCQBQCTkZAMKBfAwA4VPToyh/cPcbJP3JzA5b3d7dz49nYACAfyMnA0A4kI+B5Jb7v3/X1t0HEnLu7h1Stfi2sxNy7qaupkdR/hL9OaUxAgEA1IicDADhQD4GkliiihqJPndTV9OjKEuiXxdL2ufu5ZJkZimSWjdCbACAKHIyAIQD+bjpysiQNm9OzLnT06Xi4sScG2gKgrzu9Z+S2sVst5X0j/iEAwCoBTkZAMKBfNzEJKqokehzA01BkMJGG3ffXbER/d6uhv4AgPghJwNAOJCPASAkghQ29pjZ4IoNMxsiaV/8QgIA1ICcDADhQD4GgJCoafHQCjdIetbMNkW3e0j6ftwiAgDU5AaRkwEgDG4Q+RgAQqHWwoa7LzKzLEkDJJmkle5+MO6RAQAOQ04GgHAgHwNAeNRa2DCzVpKukTQi2jTfzO4ncQNA4yMnA0A4kI8BIDyCPIoyXVIrSfdFty+Lto2LV1AAgGqRkwEgHMjHABASQQobX3f3nJjt18wsL14BAQBqRE4GgHAgHwNASAR5K0qZmR1fsWFmx0kqi19IAIAakJMBIBzIxwAQEkFmbPxc0utmtkaRhZH6SLoqrlEBAKpDTgaAcCAfA0BIBHkryj/NLFNfXvF5f9wjAwAchpwMAOFAPgaA8Ki2sGFm361m1/FmJnefHaeYAACVkJMBIBzIxwAQPjXN2Divhn0uiaQNAI2HnAwA4UA+BoCQqbaw4e48IwgAIUFOBoBwIB8DQPjU+lYUM0s3s4fN7P+i29lmdnX8QwMAVEZOBoBwIB8DQHgEed3rnyXNk3RMdHu1pBviFA8AoGZ/VhPOyRkZGTKzRv9kZGQk+tIBJJ8/qwnnYwBIJkEKG93d/RlJ5ZLk7qXiHd0AkChNOidv3ry5WZ0XQFJr0vkYAJJJkMLGHjPrpshiSDKz4ZJ2xDUqAEB1yMkAEA51zsdmNtLMVplZgZndXMV+M7Op0f0fmdngaHsbM/uXmeWZWb6Z/bohLwgAklVNb0WpcJOkOYq8wmqBpDRJ34trVACA6pCTASAc6pSPzSxF0jRJZ0sqlLTIzOa4+/KYbqMkZUY/wyRNj/7cL+lMd99tZq0kvW1m/+fu7zbgdQFA0qm1sOHuS8zsG5IGSDJJq9z9YNwjAwAchpwMAOFQj3w8VFKBu6+RJDN7StJoSbGFjdGSHnN3l/SumXU2sx7uXiRpd7RPq+jHG+aKACB51VrYMLM8SU9LetrdP4l/SACA6pCTASAc6pGPe0raELNdqMhsjNr69JRUFJ3xsUTSCZKmuft7VcQ2XtJ4STr22GOPIDQ0NxlTMrR5T2LWmUpvn67inxUn5NxoeoKssXG+pFJJz5jZIjP7mZmRIQEgMcjJABAOdc3HVkVb5VkX1fZx9zJ3P0lSL0lDzezEwzq6P+Duue6em5aWFiAkNFeJKmok+txoemotbLj7enf/vbsPkXSppK9KWhv3yAAAhyEnA0A41CMfF0rqHbPdS9KmI+3j7p9Lmi9p5BEFDgBNUJDFQ2VmfSVdJOn7irzG6hdxjAkAUANyMgCEQx3z8SJJmWbWT9JGSRcrUhiJNUfSxOj6G8Mk7XD3IjNLk3TQ3T83s7aSzpL0uwa5GABIYkHW2HhPkYWJnpF0YcVCRwCAxkdOBoBwqGs+dvdSM5soaZ6kFEkz3T3fzCZE98+QNFfSOZIKJO2VdFV0eA9Jj0bX2Wgh6Rl3f7kBLwsAklKQGRtXuPvKuEcCAAiiTjnZzEZKuleRm+iH3H1ypf0W3X+OIjfRV7r7+9F9nSU9JOlERZ7x/qG7v1OfiwCAJqDO98juPleR4kVs24yY7y7p2irGfSTpa3U5JwA0ZUHW2KCoAQAhUceiRoqkaZJGScqWdImZZVfqNkpSZvQzXtL0mH33SnrF3bMk5UhaUYfQAaBJ4R4ZAMIjyFtRAADJbaikAndf4+4HJD0laXSlPqMlPeYR70rqbGY9zKyTpBGSHpYkdz8QXbAOAAAACAUKGwDQ9PWUtCFmuzDaFqTPcZJKJD1iZh+Y2UNm1r6qk5jZeDNbbGaLS0pKGi56AAAAoAbVrrFhZt+taaC7z274cAAAValnTraqhgTs01LSYEk/dff3zOxeSTdL+u8qYnhA0gOSlJubW/n4ANAkcI8MAOFT0+Kh50V/Hi3pFEmvRbfPUOSd2SRtAGg89cnJhZJ6x2z3krQpYB+XVOju70Xbn1OksAEAzRX3yAAQMtUWNtz9Kkkys5clZbt7UXS7hyKL0AEAGkk9c/IiSZlm1k/SRkkXS7q0Up85kiaa2VOShknaEXOODWY2wN1XSfqmpOUNdFkAkHS4RwaA8Anyute+FQk7arOk/nGKBwBQsyPOye5eamYTJc1T5HWvM90938wmRPfPUOS1g+dIKlDkda9XxRzip5KeMLNUSWsq7QOA5op7ZAAIiSCFjflmNk/SLEWmJF8s6fUgBzezkYq8JjBF0kPuPrnS/ixJjyjy/PYv3X1K0LEA0EzVKSe7+1xFihexbTNivruka6sZ+6Gk3LqHDABNUp3vkQEADavWwoa7TzSz7yjyuj9JesDd/1rbODNLUWQ63tmKPLu9yMzmuHvsFObtkq6TdEEdxgJAs1PXnAwAaFjkYwAIjyAzNiTpfUm73P0fZtbOzDq6+65axgyVVODuayQp+tz2aMU8m+3uWyRtMbNzj3QsADRjdcnJAICGRz4GgBBoUVsHM/uRIqvg3x9t6inphQDH7ilpQ8x2YbQtiPqMBYAmqx45GQDQgMjHABAetRY2FHnm+lRJOyXJ3T9W5PVWtbEq2jxgXIHHmtl4M1tsZotLSkoCHh4AklZdczIAoGGRjwEgJIIUNva7+4GKDTNrqWAFikJJvWO2e0naFDCuwGPd/QF3z3X33LS0tICHB4CkVdecDABoWORjAAiJIIWNN8zsVkltzexsSc9KeinAuEWSMs2sX/QVgRdLmhMwrvqMBYCmrK45GQDQsMjHABASQQobN0sqkbRU0o8lzXX3X9Y2yN1LJU2UNE/SCknPuHu+mU0wswmSZGYZZlYoaZKk28ys0Mw6VTe2DtcHAE1NnXIyAKDBkY8BICSCvBXlp+5+r6QHKxrM7PpoW43cfa6kuZXaZsR8L1bkMZNAYwEAdc/JAIAGRT4GgJAIMmPjiirarmzgOAAAwZCTASAcyMcAEBLVztgws0skXSqpn5nFrm/RUdK2eAcGAPg3cjIAhAP5GADCp6ZHURZKKpLUXdLdMe27JH0Uz6AAAIchJwNAOJCPASBkqi1suPt6Seslndx44QAAqkJOBoBwIB8DQPjUusaGmQ03s0VmttvMDphZmZntbIzgAABfRk4GgHAgHwNAeARZPPRPki6R9LGktpLGSfpjPIMCAFSLnAwA4UA+BoCQCPK6V7l7gZmluHuZpEfMbGGc4wIAVIOcDADhQD4GgHAIUtjYa2apkj40s98rslhS+/iGBQCoBjkZAMKBfAwAIRHkUZTLov0mStojqbekMfEMCgBQLXIyAIQD+RgAQqLGGRtmliLp/7n7DyR9IenXjRIVAOAw5GQACAfyMQCES40zNqLPC6ZFp9kBABKInAwA4UA+BoBwCbLGxjpJC8xsjiLT7CRJ7n5PvIICAFRrncjJABAG60Q+BoBQCFLY2BT9tJDUMb7hAABqQU4GgHAgHwNASNRa2HB3nhkEgJAgJwNAOJCPASA8ai1smNlLkrxS8w5JiyXd7+5fxCMwAMDhyMkAEA7kYwAIjyCve10jabekB6OfnZI2S+of3QYANB5yMgCEA/kYAEIiyBobX3P3ETHbL5nZm+4+wszy4xUYAKBK5GQACIc652MzGynpXkkpkh5y98mV9lt0/zmS9kq60t3fN7Pekh6TlCGpXNID7n5vw10SACSnIDM20szs2IqN6Pfu0c0DcYkKAFAdcjIAhEOd8rGZpUiaJmmUpGxJl5hZdqVuoyRlRj/jJU2PtpdKusndB0oaLunaKsYCQLMTZMbGTZLeNrNPJJmkfpJ+YmbtJT0az+AAAIchJwNAONQ1Hw+VVODuayTJzJ6SNFrS8pg+oyU95u4u6V0z62xmPdy9SFKRJLn7LjNbIalnpbEA0OwEeSvKXDPLlJSlSNJeGbMY0h/iGBsAoBJyMgCEQz3ycU9JG2K2CyUNC9Cnp6JFDUkys76SvibpvconMLPxisz00LHHHlt5NwA0ObU+imJm7ST9XNJEd/9QUm8z+894BwYAOBw5GQDCoR752Kpoq/x2lRr7mFkHSc9LusHddx7W0f0Bd89199y0tLQAIQFAcguyxsY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\n",
       "text/plain": [
        "<Figure size 1080x360 with 3 Axes>"
       ]
@@ -378,7 +378,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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3jh8/fvOUKVM2zp8/fweAzZs387vf/W4MwNVXX73dXnvtNf2LX/zi5De/+c1PPfDAA0vnz5//cGtra5ezSTqzsCFJkiRJUp2M23qL9np93qRJkzb94z/+4yPLli2795//+Z9XjRw5Mnvq/4UvfGHdmWeeOeWAAw6YVun+F+Uuu+yyFd/73vcm7L333tOnTp2671VXXTUOoKWlpf3aa69dfssttzz40Y9+9C8dsz0qFZl96i9JkiRJkqq0ZMmSlTNmzHi03nE0syVLlkyYMWPG7h3XztiQJEmSJElNy8KGJEmSJElqWhY2JEmSJEkaPJs3b94cvXdTV4p/dpvL2yxsSJIkSZI0eO5pa2vb3uJG323evDna2tq2B+4pbx9Vp3gkSZIkSRp22tvbT163bt2F69atey1ONuirzcA97e3tJ5c3eiqKJEmSJElqWlaHJEmSJElS07KwIUmSJEmSmpaFDUmSJEmS1LQsbEiSJEmSpKZlYUOSJEmSJDUtCxuSJEmSJKlpWdiQJEmSJElNy8KGJEmSJElqWhY2JEmSJElS07KwIUmSJEmSmpaFDUmSJEmS1LQsbEiSJEmSpKZlYUOSJEmSJDUtCxuSJEmSJKlpWdiQJEmSJElNy8KGJEmSJElqWhY2JEmSJElS07KwIUmSJEmSmpaFDUmSJEmS1LQsbEiSJEmSpKZlYUNDSkSMjohHI2LbiLgpIp6PiKciYkNE3B4Rp0fEljX43q9HxIPFdy2LiBN66X9cRDwUEc9ExH9GxPiBjkmSGkUdc/PFEbExIp4ue43sob+5WdKwUMe8vLRTTm6PiJ900/fNEbG5U/8TBzomDQ0WNjTUHA7cmZlPF9dzMnMssDPwOeAYYGFExAB/7zPA3wLbAycC34qIQ7vqGBH7AhcAxwMTgWeB8wY4HklqJPXKzQBfy8xty16buupkbpY0zNQlL2fmvh35GBgL/Bn4UQ9D1nTK4ZcMZDwaOixsqGlExJ4R8XhEHFBcv6qoNL+5rNuRwMLOYzPzmcy8CTgKeAPwzoGMLTPPyMxlmbk5M28DflN8T1c+CPwkM39d/MvkH4H3RsTYgYxJkgZDI+fmPjI3SxoSmigvHw7sBFxVw+/QMGFhQ00jM/8IfAH4YURsDXwPuLhIvh2OBH7aw2f8GVgM/HVX94tpd09096okzogYA/wVsLSbLvsCSzo910Zgr0o+X5IaSRPk5lOLH/i3R8T7euhnbpY0JDRBXu5wInBlZj7TQ5+dImJ9RPwpIv41Irap8LM1zFjYUFPJzO8CDwK3UZoq9w8d9yLi1cAWmXl/Lx+zBuhy3XRmnpWZ47p7VRjmXEo/jq/r5v62wJOd2p6kNB1PkppOA+fmc4CplP6L4D8CF0fEYd30NTdLGjIaOC93xLA18HfAxT10WwbsV8T/VuBA4Ju9fbaGJwsbakbfBV4LfDszXyhrfyddTKnrwmTg8VoEFhFnF7G9PzOzm25PA9t1atsOeKoWMUnSIGm43JyZd2TmY5nZnpkLgR8C7+2mu7lZ0lDTcHm5zHuLz/5Vdx0yc11m3lss9f4TcBqlYoj0ChY21FQiYlvg34CLgDM77Vjf45S6YvwulKq9v+nm/t932nn5Za9ePvufgJnA32Tmhh66LgVmlI17NbAl8EBPny9JjaqRc3MnCXS3EZ65WdKQ0QR5+UTg0h7+Q2BXesrhGuaib/+/JNVXRFwEjM3M90fEPGBc8X4MsAqYnJnPF31vAn6QmRcW093+CvhXYAPw1szcPIBx/R/gw8Dhmbm2l777Ar+jVC2/g9Iu/KMy85iBikeSBlMD5+a/A35O6YSTt1PaoO5vO60z7+hrbpY0ZDRqXi6+bwqwEti72A+ku35vBlYADwNTgEuBlZl50kDGo6HBGRtqGhExCzgCOKVo+ixwQER8EHgb8LuOBF3mOxHxFLCeUtX6KuCIgU7QwFeBXYEHy6rVf18W+9MR8dcAmbm0eIYfAo9QWr996gDHI0mDosFz86eA1cATwNnAR8uLGuZmSUNRg+dlKB2r/buuihrleRk4gFLB+Rngt8A9wCdrEI+GAGdsaEiIiPOAezLzvHrHIkkqMTdLUmMxL2uoGlXvAKQBcifwk3oHIUl6mTsxN0tSI7kT87KGIGdsSJIkSZKkpuUeG5IkSZIkqWlZ2JAkSZIkSU1rSO2xMWHChNx9993rHYYkdev2229/NDNb6h3HYDEvS2p0wy0vg7lZUuPra24eUoWN3XffncWLF9c7DEnqVkQ8VO8YBpN5WVKjG255GczNkhpfX3OzS1EkaRiJiCMi4v6IWB4Rp3dxPyLinOL+XRFxQNG+d0TcWfbaEBGfHvQHkCRJkjoZUjM2JEndi4iRwLnAO4BVwKKIWJCZ95Z1mwlMLV4HA+cDB2fm/cB+ZZ+zGvjx4EUvSZIkdc0ZG5I0fBwELM/MFZm5EbgcmNWpzyzg0iy5FRgXETt36vM24I+ZOeymb0uSJKnxWNiQpOFjMvBw2fWqoq2vfY4BLhvw6CRJkqQqWNiQpOEjumjLvvSJiNHAUcCPuv2SiNkRsTgiFre1tVUVqCRJklQpCxuSNHysAnYpu54CrOljn5nAHZm5vrsvycx5mdmama0tLcPqBEVJkiTVgYUNSRo+FgFTI2KPYubFMcCCTn0WACcUp6McAjyZmWvL7h+Ly1AkSZLUQDwVRZKGicxsj4g5wHXASGB+Zi6NiFOK+3OBhcCRwHLgWeCkjvERsTWlE1U+NtixS5IkSd2xsCFJw0hmLqRUvChvm1v2PoFPdDP2WWDHmgYoSZIk9ZFLUSRJkqQai4gjIuL+iFgeEad3cT8i4pzi/l0RcUDRvlVE/D4ilkTE0oj4p7IxZ0bE6oi4s3gdOZjPJEmNwhkbkmqq9f9ez6NPb6x3GANuwrajWfzFd9Q7DEnqs6Gal6Fxc3NEjATOpbScbxWwKCIWZOa9Zd1mAlOL18HA+cXfF4C3ZubTEbEFcHNE/Cwzby3G/Wtmfn2wnkVSbQzV3DxYedkZG5JqaigmaBi6zyVp6BvK+auBn+0gYHlmrsjMjcDlwKxOfWYBl2bJrcC4iNi5uH666LNF8ep8VLekJtfA+atfBuu5LGxIkiRJtTUZeLjselXRVlGfiBgZEXcCjwDXZ+ZtZf3mFEtX5kfEDgMeuSQ1AQsbkiRJUm1FF22dZ1102yczN2XmfsAU4KCIeG1x/3xgT2A/YC3wjW4DiJgdEYsjYnFbW1vfopekBmdhQ5IkSaqtVcAuZddTgDV97ZOZTwA3AUcU1+uLosdm4LuUlrx0KTPnZWZrZra2tLRU+RiS1JgsbEiSJEm1tQiYGhF7RMRo4BhgQac+C4ATitNRDgGezMy1EdESEeMAImIM8HZgWXG9c9n49wD31Pg5JKkheSqKJEmSVEOZ2R4Rc4DrgJHA/MxcGhGnFPfnAguBI4HlwLPAScXwnYFLipNVRgBXZOa1xb2vRcR+lJasrAQ+NjhPJEmNxcKGJEmSVGOZuZBS8aK8bW7Z+wQ+0cW4u4D9u/nM4wc4TElqSi5FkSRJkiRJTcvChiRJkiRJaloWNiRJkiRJUtOqaWEjIo6IiPsjYnlEnN7F/VkRcVdE3Fmcq/3GSsdKkiRJkiTVrLBR7Nx8LjATmA4cGxHTO3W7AZiRmfsBHwYu7MNYSZIkSZI0zNVyxsZBwPLMXJGZG4HLgVnlHTLz6WIHaIBtKB1VVdFYSZIkSZKkWhY2JgMPl12vKtpeJiLeExHLgJ9SmrVR8dhi/OxiGcvitra2AQlckiRJkiQ1h1oWNqKLtnxFQ+aPM3Ma8G7gK30ZW4yfl5mtmdna0tJSbaySJEmSJKkJ1bKwsQrYpex6CrCmu86Z+Wtgz4iY0NexkiRJkiRpeKplYWMRMDUi9oiI0cAxwILyDhHxmoiI4v0BwGjgsUrGSpIkSZIkjarVB2dme0TMAa4DRgLzM3NpRJxS3J8LvA84ISJeBJ4DPlBsJtrl2FrFKkmSJEmSmlPNChsAmbkQWNipbW7Z+38B/qXSsZIkSZIkSeVquRRFkiRJkiSppixsSJIkSZKkpmVhQ5IkSZIkNS0LG5IkSZIkqWlZ2JAkSZIkSU3LwoYkSZIkSWpaFjYkaRiJiCMi4v6IWB4Rp3dxPyLinOL+XRFxQNm9cRFxZUQsi4j7IuINgxu9JEmS9EoWNiRpmIiIkcC5wExgOnBsREzv1G0mMLV4zQbOL7v3LeDnmTkNmAHcV/OgJUmSpF5Y2JCk4eMgYHlmrsjMjcDlwKxOfWYBl2bJrcC4iNg5IrYDDgcuAsjMjZn5xCDGLkmSJHXJwoYkDR+TgYfLrlcVbZX0eTXQBnwvIv4QERdGxDa1DFaSJEmqhIUNSRo+oou2rLDPKOAA4PzM3B94BnjFHh0AETE7IhZHxOK2trb+xCtJkiT1ysKGJA0fq4Bdyq6nAGsq7LMKWJWZtxXtV1IqdLxCZs7LzNbMbG1paRmQwCVJkqTuWNiQpOFjETA1IvaIiNHAMcCCTn0WACcUp6McAjyZmWszcx3wcETsXfR7G3DvoEUuSZIkdWNUvQOQJA2OzGyPiDnAdcBIYH5mLo2IU4r7c4GFwJHAcuBZ4KSyj/hfwA+LosiKTvckSZKkurCwIUnDSGYupFS8KG+bW/Y+gU90M/ZOoLWW8UnSUBURR1A6NnskcGFmntXpfhT3j6RUWP5QZt4REVsBvwa2pPTb/crMPKMYMx74D2B3YCXw/sz8y6A8kCQ1EJeiSJIkSTUUESOBc4GZwHTg2IiY3qnbTGBq8ZoNnF+0vwC8NTNnAPsBRxRLBaG0ifMNmTkVuIFuNnWWpKHOwoYkSZJUWwcByzNzRWZuBC4HZnXqMwu4NEtuBcZFxM7F9dNFny2KV5aNuaR4fwnw7lo+hCQ1KgsbkiRJUm1NBh4uu15VtFXUJyJGRsSdwCPA9WUnVE3MzLUAxd+dugvAo7glDWUWNiRJkqTaii7astI+mbkpM/ejdAT3QRHx2r4G4FHckoYyCxuSJElSba0Cdim7ngKs6WufzHwCuAk4omhaHxE7AxR/HxmwiCWpiVjYkCRJkmprETA1IvYojsw+BljQqc8C4IQoOQR4MjPXRkRLRIwDiIgxwNuBZWVjTizenwhcU+PnkKSG5HGvkiRJUg1lZntEzAGuo3Tc6/zMXBoRpxT351I6ivtIYDml415PKobvDFxSnKwyArgiM68t7p0FXBERHwH+DBw9WM8kSY3EwoYkSZJUY5m5kFLxorxtbtn7BD7Rxbi7gP27+czHgLcNbKSS1HxciiJJkiRJkpqWhQ1JkiRJktS0LGxIkiRJkqSmZWFDkiRJkiQ1LQsbkiRJkiSpaVnYkCRJkiRJTaumhY2IOCIi7o+I5RFxehf3PxgRdxWv30bEjLJ7KyPi7oi4MyIW1zJOSZIkSZLUnEbV6oMjYiRwLvAOYBWwKCIWZOa9Zd3+BLwpM/8SETOBecDBZfffkpmP1ipGSZIkSZLU3Go5Y+MgYHlmrsjMjcDlwKzyDpn528z8S3F5KzClhvFIkprEpEkQMfRekybV+5+sJEnS0FPLwsZk4OGy61VFW3c+Avys7DqBX0TE7RExuwbxSZIa1Pr19Y6gNobqc0mSJNVTr4WNiPhUJW1dDe2iLbv5jrdQKmx8oaz5sMw8AJgJfCIiDu9m7OyIWBwRi9va2ioIS5KaXz9ysySpH8y/ktR4KpmxcWIXbR+qYNwqYJey6ynAms6dIuL1wIXArMx8rKM9M9cUfx8BfkxpacsrZOa8zGzNzNaWlpYKwpKkIaHa3CxJ6h/zryQ1mG43D42IY4HjgD0iYkHZrbHAY12PeplFwNSI2ANYDRxTfF75d+wKXA0cn5kPlLVvA4zIzKeK938DfLmyR5KkoWsAcrMkqQrmX0lqXD2divJbYC0wAfhGWftTwF29fXBmtkfEHOA6YCQwPzOXRsQpxf25wJeAHYHzIgKgPTNbgYnAj4u2UcC/Z+bP+/hskjQU9Ss3S5KqNqzz76RJQ3OfoIkTYd26ekchqb+6LWxk5kPAQ8Abqv3wzFwILOzUNrfs/cnAyV2MWwHMqPZ7JWmoGojcLEnqu+Gef4diUQOG7nNJw01PS1Fuzsw3RsRTvHzTzwAyM7ereXSSpJcxN0tSfZh/Jalx9TRj443F37GDF44kqSfmZkmqD/Ovms2kr09i/TNDb0rKxG0msu7zrh/Sy1Vy3OshETG27HrbiDi4tmFJknpibpak+jD/qlkMxaIGDN3nUv9Uctzr+cDTZdfPFm2SpPoxN0tSfZh/JanBVFLYiMx8aR1hZm6m59NUJEm1V1VujogjIuL+iFgeEad3cT8i4pzi/l0RcUDZvZURcXdE3BkRiwfsSSSpufjbWJIaTCWFjRUR8cmI2KJ4fQpYUevAJEk96nNujoiRwLnATGA6cGxETO/UbSYwtXjN5pX/FfItmblfcTS3JA1H/jaWpAZTSWHjFOBQYDWwCjiY0o9dSVL9VJObDwKWZ+aKzNwIXA7M6tRnFnBpltwKjIuInQc2dElqav42lqQG0+u0ucx8BDhmEGKRJFWoytw8GXi47LrjB3lvfSYDaykdb/iLiEjggsyc19WXRMRsih/5u+66ax9DVDNy530NJ/42lqTG021hIyJOy8yvRcS3eflZ3QBk5idrGpkk6RX6mZuji7bOn9FTn8Myc01E7ARcHxHLMvPXXcQwD5gH0Nra+ooYNfQMxaIGDN3nUnX8bSxJjaunGRv3Fn/dIE6SGkd/cvMqYJey6ynAmkr7ZGbH30ci4seUlra8orAhSUOUv40lqUH1VNj4AHAtMC4zvzVI8UiSetaf3LwImBoRe1BaG34McFynPguAORFxOaVlKk9m5tqI2AYYkZlPFe//Bvhyfx5EkpqMv40lqUH1tHnogRGxG/DhiNghIsaXvwYrQEnSy1SdmzOzHZgDXAfcB1yRmUsj4pSIOKXotpDS7v7Lge8CpxbtE4GbI2IJ8Hvgp5n584F/PElqWP36bVztcdsRsUtE3BgR90XE0uIUlo4xZ0bE6uIY7jsj4sgBfWJJahI9zdiYC/wceDVwOy9fd51FuyRpcPUrN2fmQkrFi/K2uWXvE/hEF+NWADOqjlqSml/V+bfsuO13UFrytygiFmTmvWXdyo/bPpjScdsHA+3A5zLzjogYC9weEdeXjf3XzPz6QDygJDWrbmdsZOY5mbkPMD8zX52Ze5S9LGpIUh2YmyWpPvqZf6s+bjsz12bmHUUMT1GacTd5YJ9OkppbT0tRAMjMj0fEGyPiJICImFCsz5Yk1Ym5WZLqo8r8291R2n3qExG7A/sDt5U1zymWrsyPiB26CyAiZkfE4ohY3NbW1ku4ktRcei1sRMQZwBeA/1M0jQZ+UMugJEk9MzdLUn1UmX/7e9w2EbEtcBXw6czcUDSfD+wJ7AesBb7RXQCZOS8zWzOztaWlpZdwJam59FrYAN4DHAU8Ay8d9ze2lkFJknplbpak+qgm//bruO2I2IJSUeOHmXl1R4fMXJ+ZmzJzM6UNnw/q89NI0hBQSWFjY7GZXAIUx/xJkurL3CxJ9VFN/n3puO2IGE3puO0FnfosAE4oTkc5hP8+bjuAi4D7MvOb5QMiYueyy/cA91T3SJLU3Ho6FaXDFRFxAaUNjD4KfJhSRViSVD/mZkmqjz7n38xsj4iO47ZHUtqAdGnHUdvF6VQLgSMpHbf9LHBSMfww4Hjg7oi4s2j7++KUq69FxH6UiiwrgY8N1ENKUjPptbCRmV+PiHcAG4C9gS9l5vU1j0yS1C1zsyTVR7X5tx/Hbd9M1/tvkJnH9y16SRqaKpmxQZGs/cEsSQ3E3CxJ9WH+laTG0m1hIyKe4pW7Nb8kM7erSUSSpG6ZmyWpPsy/ktS4ui1sZOZYgIj4MrAO+D6laXAfxJ33JakuzM2SVB/mX0lqXJWcivI/MvO8zHwqMzdk5vnA+2odmCSpR+ZmSaoP868kNZhKChubIuKDETEyIkZExAeBTbUOTJLUI3OzJNWH+VeSGkwlhY3jgPcD64vX0UWbJKl+zM2SVB/mX0lqMJUc97oSmFX7UCRJlTI3S1J9mH8lqfFUMmNDkiRJkiSpIVnYkCRJkiRJTavXwkZEjByMQCRJlTM3S1J9mH8lqfFUMmNjeUScHRHT+/rhEXFERNwfEcsj4vQu7n8wIu4qXr+NiBmVjpWkYa7q3CxJ6hfzryQ1mEoKG68HHgAujIhbI2J2RGzX26Cimn0uMBOYDhzbxb8A/gS8KTNfD3wFmNeHsZI0nFWVmyVJ/Wb+laQG02thIzOfyszvZuahwGnAGcDaiLgkIl7Tw9CDgOWZuSIzNwKX02kH6cz8bWb+pbi8FZhS6VhJGs76kZslSf1g/pWkxlPRHhsRcVRE/Bj4FvAN4NXAT4CFPQydDDxcdr2qaOvOR4Cf9XVsUSVfHBGL29raenwWSRoq+pGbJUn9YP6VpMYzqoI+DwI3Amdn5m/L2q+MiMN7GBddtGWXHSPeQqmw8ca+js3MeRRLWFpbW7vsI0lDULW5WZLUP+ZfSWowlRQ2TsjMm8sbIuKwzLwlMz/Zw7hVwC5l11OANZ07RcTrgQuBmZn5WF/GStIwVm1uliT1j/lXkhpMJZuHntNF27crGLcImBoRe0TEaOAYYEF5h4jYFbgaOD4zH+jL2IEyaRJEDL3XpEm1+KclqYFUm5slSf1j/pWkBtPtjI2IeANwKNASEZ8tu7Ud0Ov53ZnZHhFzgOuK/vMzc2lEnFLcnwt8CdgROC8iANozs7W7sVU9YS/Wr6/Fp9bfUH0uabjrb26WJFXH/CtJjaunpSijgW2LPmPL2jcAf1fJh2fmQjptolQUNDrenwycXOlYSVL/c7MkqSrmX0lqUN0WNjLzV8CvIuLizHxoEGOSJHXD3CxJ9WH+laTG1dNSlH/LzE8D34mIV5w2kplH1TIwSdIr9Tc3R8QRlI4nHAlcmJlndbofxf0jgWeBD2XmHWX3RwKLgdWZ+a5+Po4kNQ1/G0tS4+ppKcr3i79fH4xAJEkVqTo3F0WJc4F3UDp9alFELMjMe8u6zQSmFq+DgfOLvx0+BdxHaU25JA0n/jaWpAbV01KU24u3i4HnMnMzvPTDeMtBiE2S1Ek/c/NBwPLMXFGMuRyYBZQXNmYBl2ZmArdGxLiI2Dkz10bEFOCdwD8Dn0WShhF/G0tS46rkuNcbgK3LrscA/1WbcCRJFaomN08GHi67XlW0Vdrn34DTgM09fUlEzI6IxRGxuK2trZeQJKnp+NtYkhpMJYWNrTLz6Y6L4v3WPfSXJNVeNbk5umjrvE68yz4R8S7gkbL/YtmtzJxXHN3d2tLS0lt3SWo2/jaWpAZTSWHjmYg4oOMiIg4EnqtdSJKkClSTm1cBu5RdTwHWVNjnMOCoiFgJXA68NSJ+UF3oktTUqvptHBFHRMT9EbE8Ik7v4n5ExDnF/bs6viMidomIGyPivohYGhGfKhszPiKuj4gHi787DNAzSlJT6Wnz0A6fBn4UER0/fncGPlCziCRJlfg0fc/Ni4CpEbEHsBo4BjiuU58FwJxi/42DgSczcy3wf4oXEfFm4POZ+T/7/xiS1HQ+TR/zbz83b24HPpeZd0TEWOD2iLi+GHs6cENmnlUUS04HvjBAzylJTaPXwkZmLoqIacDelKYoL8vMF2semSSpW9Xk5sxsj4g5wHWUjnudn5lLI+KU4v5cYCGlo16XUzru9aQaPoYkNZ0qfxv3a/NmYG3x3U9FxH2U9j66txjz5mL8JcBNWNiQNAz1WtiIiC2AjwOHF003RcQFFjckqX6qzc2ZuZBS8aK8bW7Z+wQ+0ctn3ETpx7MkDTtV5t+uNmY+uII+kymKGsV37w7sD9xWNE0sCh8Up1ft1LenkaShoZKlKOcDWwDnFdfHF20n1yooSVKvzM2SVB/V5N+qN29+6WbEtsBVwKczc0PF0f73+NnAbIBdd921r8MlqaFVUtj4q8ycUXb9y4hYUquApJ5M+vok1j+zvt5h1MTEbSay7vPr6h2Gmoe5WZLqo5r825/NmztmiVwF/DAzry7rs75juUpE7Aw80l0AmTkPmAfQ2trauagiSU2tklNRNkXEnh0XEfFqYFPtQpK6N1SLGjC0n001YW6WpPqoJv++tHlzRIymtHnzgk59FgAnFKejHEKxeXNEBHARcF9mfrOLMScW708ErqnukSSpuVUyY+N/AzdGxApKU+R2w83kJKnezM2SVB99zr/93Lz5MErLXe6OiDuLtr8v9kw6C7giIj4C/Bk4esCeUpKaSCWnotwQEVN5+c7PL9Q8MklSt8zNklQf1ebfajdvzsyb6Xr/DTLzMeBtfXoASRqCui1sRMR7u7m1Z0TQaX2fJGkQmJslqT7Mv5LUuHqasfG3PdxLwOQtSYPP3CxJ9WH+laQG1W1hIzNdqy1JDcbcLEn1Yf6VpMbV66koETExIi6KiJ8V19OLDYokSXVibpak+jD/SlLjqeS414sp7eD8quL6AeDTNYpHklSZizE3S1I9XIz5V5IaSiWFjQmZeQWwGUrHVdH7Wd2SpNoyN0tSfZh/JanBVFLYeCYidqS0KRIRcQjwZE2jkiT1xtwsSfVh/pWkBtPTqSgdPgcsoHSU1S1AC/B3NY1KktQbc7Mk1Yf5V5IaTK+Fjcy8PSLeBOwNBHB/Zr5Y88gkSd0yN0tSfZh/JanxVHIqyhLgNOD5zLzHxC1J9WdulqT6MP9KUuOpZI+No4B24IqIWBQRn4+IXWsclySpZ+ZmSaoP868kNZheCxuZ+VBmfi0zDwSOA14P/KnmkUmSumVulqT6MP9KUuOpZPNQImJ34P3ABygdZ3VaDWOSJFXA3CxJ9WH+laTG0mthIyJuA7YArgCOzswVNY9KktQjc7Mk1Yf5V5IaTyUzNk7MzGXVfHhEHAF8CxgJXJiZZ3W6Pw34HnAA8A+Z+fWyeyuBpyhVwdszs7WaGCRpiKo6N0uS+sX8K0kNppLjXqstaowEzgXeAawCFkXEgsy8t6zb48AngXd38zFvycxHq/l+SRrK/FEtSfVh/pWkxlPJqSjVOghYnpkrMnMjcDkwq7xDZj6SmYsAj8mSJEmSJEl9VsvCxmTg4bLrVUVbpRL4RUTcHhGzBzQySZIkSZI0JHS7FCUi3tvTwMy8upfPjq6GVRJU4bDMXBMROwHXR8SyzPx1F3HOBmYD7LqrR4hLGtoGIDdLkqpg/pWkxtXTHht/W/zdCTgU+GVx/RbgJqC35L0K2KXsegqwptLAMnNN8feRiPgxpaUtryhsZOY8YB5Aa2trXwonktSM+pubJUnVMf9KUoPqtrCRmScBRMS1wPTMXFtc70xpU9DeLAKmRsQewGrgGOC4SoKKiG2AEZn5VPH+b4AvVzJWkoayAcjNkqQqmH8lqXFVctzr7h2Ju7Ae2Ku3QZnZHhFzgOsoHfc6PzOXRsQpxf25ETEJWAxsB2yOiE8D04EJwI8joiPGf8/Mn1f+WJI05FWVmyVJ/Wb+laQGU0lh46aIuA64jNIeGccAN1by4Zm5EFjYqW1u2ft1lJaodLYBmFHJd0jSMFVVbo6II4BvUSo4X5iZZ3W6H8X9I4FngQ9l5h0RsRWl5YBbUvp3x5WZecYAPo8kNYuqfxtLkmqj18JGZs6JiPcAhxdN8zLzx7UNS5LUk2pyc0SMpDRd+h2U9kFaFBELMvPesm4zganF62Dg/OLvC8BbM/PpiNgCuDkifpaZtw7og0lSg/O3sSQ1nkpmbADcATyVmf8VEVtHxNjMfKqWgUmSetXX3HwQsDwzVwBExOXALKC8sDELuDQzE7g1IsZFxM7FtOuniz5bFC83bJY0XPnbWJIayIjeOkTER4ErgQuKpsnAf9YwJklSL6rMzZOBh8uuVxVtFfWJiJERcSfwCHB9Zt7WTWyzI2JxRCxua2vr/WEkqYn421iSGk+vhQ3gE8BhlPa9IDMfpHTMlSSpfqrJzdFFW+dZF932ycxNmbkfpb2RDoqI13b1JZk5LzNbM7O1paWll5AkqelU9ds4Io6IiPsjYnlEnN7F/YiIc4r7d0XEAWX35kfEIxFxT6cxZ0bE6oi4s3gd2e+nk6QmVElh44XM3NhxERGjcPqxJNVbNbl5FbBL2fUUYE1f+2TmE8BNwBF9iliShoY+59+yPY5mUjoB8NiImN6pW/keR7Mp7XHU4WK6z7n/mpn7Fa+F3fSRpCGtksLGryLi74ExEfEO4EfAT2obliSpF9Xk5kXA1IjYIyJGU9rJf0GnPguAE4r/cngI8GRmro2IlogYBxARY4C3A8sG8HkkqVlUk39f2uOoKIp07HFU7qU9joqNmcdFxM4Amflr4PEBfQpJGkIqKWycDrQBdwMfAxZm5j/UNCpJUm/6nJszsx2YA1wH3AdckZlLI+KUiDil6LYQWAEsB74LnFq07wzcGBF3USqQXJ+Z1w7wM0lSM6jmt3G/9jjqxZxi6cr8iNihu07ufyRpKKvkVJT/lZnfovQDF4CI+FTRJkmqj6pyczFNeWGntrll75PS+vHO4+4C9u9v0JI0BFSTf/u1x1EPzge+UvT7CvAN4MNddczMecA8gNbWVpeVSxpSKpmxcWIXbR8a4DgkSX1jbpak+qgm/w7IHkedZeb6YmPnzZQKLQf1EockDUndztiIiGOB44A9IqJ8DfZY4LFaByZJeiVzsyTVRz/z70t7HAGrKe1xdFynPgsoLSu5HDiYYo+jXmLauazPe4B7euovSUNVT0tRfgusBSZQmtbW4SngrloGJUnqlrlZkuqj6vybme0R0bHH0UhgfsceR8X9uZSWCR5JaY+jZ4GTOsZHxGXAm4EJEbEKOCMzLwK+FhH7UVqKspLSnh+SNOx0W9jIzIeAh4A3DF44kqSemJslqT76m3+r3eOouHdsN+3HVxOLJA01ve6xERGHRMSiiHg6IjZGxKaI2DAYwUmSumZulqT6MP9KUuOpZPPQ7wDHAg8CY4CTgW/XMihJUq/MzZJUH+ZfSWowlRz3SmYuj4iRmbkJ+F5E/LbGcUmSemFulqT6MP9KUmOppLDxbESMBu6MiK9R2jRpm9qGJUnqhblZkurD/CtJDaaSpSjHF/3mAM9QOl/7fbUMSpLUK3OzJNWH+VeSGkyPMzYiYiTwz5n5P4HngX8alKgkSd0yN0tSfZh/Jakx9Thjo1g32FJMt5MkNQBzsyTVh/lXkhpTJXtsrARuiYgFlKbbAZCZ36xVUJKkXq3E3CxJ9bAS868kNZRKChtritcIYGxtw5EkVcjcLEn1Yf6VpAbTa2EjM107KEkNxtwsSfVh/pWkxtNrYSMifgJkp+YngcXABZn5fC0CkyR1z9wsSfVh/pWkxlPJca8rgKeB7xavDcB6YK/iWpI0+MzNklQf5l9JajCV7LGxf2YeXnb9k4j4dWYeHhFLaxWYJKlH5mZJqg/zryQ1mEpmbLRExK4dF8X7CcXlxppEJUnqjblZkurD/CtJDaaSGRufA26OiD8CAewBnBoR2wCX1DI4SVK3zM2SVB/mX0lqMJWcirIwIqYC0ygl72VlmyL9Ww1jkyR1w9wsSfVh/pWkxtPrUpSI2Br438CczLwT2CUi3lXrwCRJ3TM3S1J9mH8lqfFUssfG9yitF3xDcb0K+L81i0iSVAlzsyTVh/lXkhpMJYWNPTPza8CLAJn5HKVpd72KiCMi4v6IWB4Rp3dxf1pE/C4iXoiIz/dlrCQNc1XnZklSv5h/JanBVFLY2BgRY4AEiIg9gRd6GxQRI4FzgZnAdODYiJjeqdvjwCeBr1cxVpKGs6pysySp38y/ktRgKilsnAn8nNL6wR8CNwBfqGDcQcDyzFyRmRuBy4FZ5R0y85HMXERR8e7LWEka5s6kutwsSeqfMzH/SlJDqeRUlF9ExO3AIZSm2X0qMx+t4LMnAw+XXa8CDq4wrorHRsRsYDbArrvu2lUXSRpy+pGbJUn9YP6VpMZTyakoN2TmY5n508y8NjMfjYgbKvjsrtYaZoVxVTw2M+dlZmtmtra0tFT48ZLU3PqRmyVJ/WD+laTG021hIyK2iojxwISI2CEixhev3YFXVfDZq4Bdyq6nAGsqjKs/YyVpyOpvbq5gU+eIiHOK+3dFxAFF+y4RcWNE3BcRSyPiUwP+cJLUwAbgt7EkqUZ6WoryMeDTlBL17fz3LIoNlDb27M0iYGpE7AGsBo4Bjqswrv6MlaShrOrcXLYx8zsoFZAXRcSCzLy3rNtMYGrxOhg4v/jbDnwuM++IiLHA7RFxfaexkjSU9fe3sSSpRrqdsZGZ38rMPYDPZ+arM3OP4jUjM7/T2wdnZjswB7gOuA+4IjOXRsQpEXEKQERMiohVwGeBL0bEqojYrrux/X5aSWpy/czNlWzMPAu4NEtuBcZFxM6ZuTYz7yhieIpSbp48sE8nSY2rv7+Nq50xV9ybHxGPRMQ9ncaMj4jrI+LB4u8OA/KwktRkKtk89NsRcSiwe3n/zLy0grELgYWd2uaWvV9HaZlJRWMlSSVV5uZKNmbuqs9kYG1HQzHten/gtq6+xE2dJQ1l1eTffs6YA7gY+A7Q+TtOB27IzLOKYsnpeEKLpGGo18JGRHwf2BO4E9hUNCevTKySpEFSZW6uZGPmHvtExLbAVcCnM3NDV1+SmfOAeQCtra2VbhotSU2hyvz70oy54jM6ZsyVFzZemjEH3BoR5TPmfl0UlTubBby5eH8JcBMWNiQNQ70WNoBWYHqRZCVJjaGa3FzJxszd9omILSgVNX6YmVf3OWJJGhqqyb8DMmOuCxMzcy1AZq6NiJ36EJMkDRm9HvcK3ANMqnUgkqQ+qSY3v7Qxc0SMprQx84JOfRYAJxRrvQ8Bnix+LAdwEXBfZn6zv8FLUhOrJv/2e8Zcf0XE7IhYHBGL29raBupjJakhVDJjYwJwb0T8HnihozEzj6pZVJKk3vQ5N2dme0R0bMw8EpjfsalzcX8upb2NjgSWA88CJxXDDwOOB+6OiDuLtr8v9kOSpOGkmt/G/Zox14P1HctVImJn4JHuOrpMUNJQVklh48xaByFJ6rMzqxlUwabOCXyii3E30/V/TZSk4ebMKsa8NGMOWE1pxtxxnfosAOYU+28cTDFjrpfPXQCcCJxV/L2mitgkqelVcirKrwYjEElS5czNklQf1eTffs6YIyIuo7RJ6ISIWAWckZkXUSpoXBERHwH+DBzdn2eTpGbVbWEjIp6i63V9Qek/6m1Xs6gkSV0yN0tSffQ3/1Y7Y664d2w37Y8Bb+s5ckka+rotbGTm2MEMRJLUO3OzJNWH+VeSGlclp6JIkiRJkiQ1JAsbkiRJkiSpaVnYkCRJkiRJTcvChiRJkiRJaloWNiRJkiRJUtOysCFJkiRJkpqWhQ1JkiRJktS0LGxIkiRJkqSmZWFDkiRJkiQ1LQsbkiRJkiSpaVnYkCRJkiRJTcvChiRJkiRJaloWNiRJkiRJUtOysCFJkiRJkpqWhQ1JkiRJktS0LGxIkiRJkqSmZWFDkiRJkiQ1LQsbkiRJkiSpaVnYkCRJkiRJTcvChiRJkiRJaloWNiRJkiRJUtOqaWEjIo6IiPsjYnlEnN7F/YiIc4r7d0XEAWX3VkbE3RFxZ0QsrmWckiRJkiSpOY2q1QdHxEjgXOAdwCpgUUQsyMx7y7rNBKYWr4OB84u/Hd6SmY/WKkZJkiRJktTcajlj4yBgeWauyMyNwOXArE59ZgGXZsmtwLiI2LmGMUmSJEmSpCGkloWNycDDZderirZK+yTwi4i4PSJmd/clETE7IhZHxOK2trYBCFuShq5+LhGcHxGPRMQ9gxu1JEmS1L1aFjaii7bsQ5/DMvMASstVPhERh3f1JZk5LzNbM7O1paWl+mglaYgrWyI4E5gOHBsR0zt1K18iOJvSEsEOFwNH1D5SSRp6+llY7nJsRJwZEauLPenujIgjB+t5JKmR1LKwsQrYpex6CrCm0j6Z2fH3EeDHlJa2SJKq168lgpn5a+DxQY1YkoaA/hSWKxj7r5m5X/FaWNsnkaTGVMvCxiJgakTsERGjgWOABZ36LABOKCrUhwBPZubaiNgmIsYCRMQ2wN8ATn2WpP7p7xLBirhEUJJeoT+F5UrGStKwVrPCRma2A3OA64D7gCsyc2lEnBIRpxTdFgIrgOXAd4FTi/aJwM0RsQT4PfDTzPx5rWKVpGGiv0sEK+ISQUl6hf4UlnsbO6dYujI/InboLgCLzpKGspod9wpQTIdb2Kltbtn7BD7RxbgVwIxaxiZJw1C/lghKkqrWn8JyT2PPB75SXH8F+Abw4a4CyMx5wDyA1tbWPhWsJanR1XIpiiSpsVS9RHCwA5WkIaY/heWe9qRbn5mbMnMzpdnP7kknaViysCFJw0Q/lwgSEZcBvwP2johVEfGRQX0ASWpe/Sksdzu2Y3PnwntwTzpJw1RNl6JIkhpLtUsEi3vH1jY6SRqaMrM9IjoKyyOB+R2F5eL+XEq5+UhKheVngZN6Glt89NciYj9KS1FWAh8btIeSpAZiYUOSJEmqsX4Wll8xtmg/foDDlKSm5FIUSZIkSZLUtCxsSJIkSZKkpmVhQ5IkSZIkNS0LG5IkSZIkqWlZ2JAkSZIkSU3LwoYkSZIkSWpaFjYkSZIkSVLTsrAhSZIkSZKaloUNSZIkSZLUtCxsSJIkSZKkpmVhQ5IkSZIkNS0LG5IkSZIkqWlZ2JAkSZIkSU3LwoYkSZIkSWpaFjYkSZIkSVLTsrAhSZIkSZKaloUNSZIkSZLUtCxsSJIkSZKkpmVhQ5IkSZIkNS0LG5IkSZIkqWlZ2JAkSZIkSU3LwoYkSZIkSWpaFjYkSZIkSVLTsrAhSZIkSZKaloUNSZIkSZLUtGpa2IiIIyLi/ohYHhGnd3E/IuKc4v5dEXFApWMlSX1nXpak+qhF/o2I8RFxfUQ8WPzdYbCeR5IaSc0KGxExEjgXmAlMB46NiOmdus0Ephav2cD5fRgrSeoD87Ik1UcN8+/pwA2ZORW4obiWpGGnljM2DgKWZ+aKzNwIXA7M6tRnFnBpltwKjIuInSscK0nqG/OyJNVHrfLvLOCS4v0lwLtr/ByS1JBqWdiYDDxcdr2qaKukTyVjJUl9Y16WpPqoVf6dmJlrAYq/Ow1gzJLUNEbV8LOji7assE8lY0sfEDGb0nQ9gKcj4v6KIxzioqt/impocab/R2sm8S9VDdttgMPoC/NyAzA3NxfzcvOpIjcPRl4elPzbYwDm5m6Zl5uPubm5DMZv5loWNlYBu5RdTwHWVNhndAVjAcjMecC8/gYrScOAeVmS6qNW+Xd9ROycmWuLZSuPdBeAuVnSUFbLpSiLgKkRsUdEjAaOARZ06rMAOKHYBfoQ4MliGl0lYyVJfWNelqT6qFX+XQCcWLw/Ebim1g8iSY2oZjM2MrM9IuYA1wEjgfmZuTQiTinuzwUWAkcCy4FngZN6GlurWCVpODAvS1J91DD/ngVcEREfAf4MHD2IjyVJDSMy+7xET5IkSZIkqSHUcimKJEmSJElSTVnYkCRJkiRJTcvChiRJkiRJaloWNiRJkiRJUtOysCFJkiRJkpqWhQ1JkiRJktS0LGxIkiRJkqSmZWFDkiRJkiQ1rf8PsX8yPv93qN8AAAAASUVORK5CYII=\n",
       "text/plain": [
        "<Figure size 1080x360 with 3 Axes>"
       ]
@@ -390,7 +390,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
       "text/plain": [
        "<Figure size 1080x360 with 3 Axes>"
       ]
@@ -402,7 +402,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 1080x360 with 3 Axes>"
       ]
@@ -426,12 +426,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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rKlPex5l16NDBLltW9pbs0xg+EREREfGEjRs30qxZM0+HISUkv/fXGLO8oGXtNIZPRERERESkglLCJyIiIiIiUkEp4RMREREREamglPCJiIiIiIhUUEr4REREREREKiglfCIiIiIiIhWUEj4RERERESlW3t7exMbG0rJlS/r27cvRo0fzHG/Tpg0DBgzIs2/w4MFERUW519qLi4sjJiYGAIfDwV133UXLli1p1aoVHTt2ZPv27fle+4YbbmDbtm3F/ppKy9q1axk8eHCxnU8Jn4iIiIiIFKvAwEBWrVrFunXrqF69Om+++ab72MaNG3E4HMyfP5/k5OQ89by9vXn//fdPOt/06dPZt28fa9asYe3atXz55ZdUrVr1pHLr168nOzubhg0bFvtrKi2tWrViz5497Nq1q1jOp4RPRERERERKTNeuXdm7d697+9NPP2XgwIFceumlfPPNN3nK3nPPPbz66qtkZWXl2b9//35q166Nl5czfYmOjqZatWonXWvKlClcffXV7u1JkybRuHFjevTowbBhwxgzZgwAs2bNonPnzrRt25aLL76Yf/75B4CxY8fy0ksvueu3bNmSHTt2kJyczJVXXkmbNm1o2bIl06dPP+na7733Hh07dqRNmzZcf/31pKSkkJCQQExMDA6HA4CUlBTq1q1LZmYmS5cupXXr1nTt2pX777+fli1bus/Vt29fpk2bVrRf8Cko4RMRERERqeQW7l7I8wueZ+HuhcV63uzsbH755Reuuuoq977p06fTv39/BgwYwNSpU/OUr1evHhdccAEff/xxnv033ngjs2bNIjY2ln//+9+sXLky3+v98ccftG/fHoB9+/bxzDPPsGjRIn766Sc2bdrkLnfBBRewaNEiVq5cyU033cR///vfQl/HnDlzqFOnDqtXr2bdunX07t37pDLXXXcdS5cuZfXq1TRr1oxJkyYRFhZGmzZt+O233wBnonnZZZfh6+vL7bffzoQJE1i4cCHe3t55ztWhQwcWLFhQaExF5VMsZxERERERkTLJPGWKVM7beOPn7ccvg36ha92uBdazT9pTnis1NZXY2Fh27NhB+/btueSSSwBYunQpkZGR1K9fn+joaO644w6OHDmSp7XukUce4aqrruLKK69074uOjmbz5s38+uuv/Prrr/Tq1YuZM2fSq1evPNfdv38/kZGRACxZsoQLL7yQ6tWrA9CvXz+2bNkCwJ49e+jfvz/79+8nIyODBg0aFPp6WrVqxX333ceDDz5Inz596Nat20ll1q1bx2OPPcbRo0dJSkrisssuA6B///5Mnz6dnj17Mm3aNEaNGsXRo0dJTEzkvPPOA+Dmm2/m22+/dZ+rRo0a7Nu375S/56JQC5+IiIiIiJBts8nIzmDejnlnfa6cMXw7d+4kIyPDPYZv6tSpbNq0iZiYGM455xyOHTvG559/nqduo0aNiI2NZcaMGXn2+/v7c/nll/O///2PRx55hK+++irf66alpQFgbcGJ6f/93/8xZswY1q5dyzvvvOOu4+Pj4+5+Cbj3N27cmOXLl9OqVSsefvhhnn766ZPOOXjwYMaPH8/atWt58skn3XWvuuoqvv/+ew4fPszy5cu56KKLCo0t57qBgYGFlikqtfCJiIiIiFRgp2qRW7h7Ib0m9yIjOwM/bz96xPQoUr2iCAsL44033uDqq69mxIgRzJw5kzVr1hAVFQXA3LlzefbZZxk6dGieeo8++mieFr4VK1ZQq1Yt6tSpg8PhYM2aNbRu3fqk6zVr1oytW7cSExNDp06d+Ne//sWRI0cIDQ3l888/p1WrVgAkJCS4Y/joo4/c9WNiYtwtbStWrHDPBLpv3z6qV6/OrbfeSkhICB9++OFJ105MTKR27dpkZmYyZcoU9/lDQkLo1KkTd999N3369MHb25tq1aoRGhrKokWL6NKly0nj9bZs2ZJnTN/ZUMInIiIiIlKJda3blV8G/cK8HfPoEdODrnW7Fuv527ZtS5s2bZgxYwZRUVHuRAige/fubNiwgf379+ep06JFC9q1a8eKFSsAOHjwIMOGDXMv2dCpUyf3BCy5XXnllcybN4+LL76YqKgoHnnkETp37kydOnVo3rw5YWFhgHNyln79+hEVFUWXLl3cid3111/P5MmTiY2NpWPHjjRu3BhwLpVw//334+Xlha+vL2+//fZJ137mmWfo3Lkz9evXp1WrViQmJrqP9e/fn379+jFv3jz3vkmTJjFs2DCCg4Pp0aOHOzZwJsK5E96zYU7VnFjWdejQwS5btszTYZzEGHPKploRERERkeK2ceNGmjVr5ukwPCI1NZWePXvyxx9/4O3tTVJSEiEhIWRlZXHttddyxx13cO2113o6TAB3bAAvvPAC+/fv5/XXXyc9PZ0LL7yQ33//HR+fk9vn8nt/jTHLrbUd8ruOxvCJiIiIiEiFEBgYyFNPPeVeBmLs2LHuBeAbNGjANddc49kAc5k9e7Y7tgULFvDYY48BsGvXLl544YV8k70zoRa+EqIWPhERERHxhMrcwlcZqIVPREREREREACV8IiIiIiIiFZYSPhERERERkQpKCZ+IiIiIiEgFpYRPRERERESkglLCJyIiIiIiJS4jI4Pk5GSPXPvIkSMeuW5ZoIRPRERERERKzMaNG/n3v/9NkyZN2LJlCwAxMTE8+eSTtGvXjlatWrFp0yYAlixZwnnnnUfbtm0577zz2Lx5MwAffvgh11xzDX379qVBgwaMHz+eV155hbZt29KlSxcOHz4MwN9//03v3r1p37493bp1c593+vTptGzZkpdeeolDhw554LfgOUr4REREREQqueU7j/Dm3K0s31k8LWHJycl88MEHXHDBBQwdOpRmzZqxZs0a2rZt6y4TERHBihUruPPOO3nppZcAaNq0KfPnz2flypU8/fTTPPLII+7y69at49NPP2XJkiU8+uijBAUFsXLlSrp27crkyZMBGD58OOPGjWP58uW89NJLjBo1CoCRI0fy/fffk5qaSvfu3bnhhhuYM2cODoejWF5vWVY8y7eLiIiIiEiZE/PQ7BI5744Xriz0eO3atWndujUTJ06kadOm+Za57rrrAGjfvj1ffPEFAAkJCdx222389ddfGGPIzMx0l+/ZsyehoaGEhoYSFhZG3759AWjVqhVr1qwhKSmJP//8k379+rnrpKenu5/XrVuXxx9/nMcee4w5c+YwZMgQ2rdvzzfffHNmv4RyQgmfiIiIiIgUq88++4xJkyZx7bXXMmDAAG677Tbq16+fp4y/vz8A3t7eZGVlAfD444/Ts2dPvvzyS3bs2EGPHj1OKg/g5eXl3vby8iIrKwuHw0HVqlVZtWpVgXEtWbKEDz74gJ9++ol+/foxbNiwYnrFZVepJXzGmPeBPsBBa23LfI4b4HXgCiAFGGytXVFa8YmIiIiIVDSnaokDZ3fOWyYuIjPLga+PF1OGdqF9/Wpndd1LL72USy+9lPj4eD755BOuvvpqIiIimDhxIjExMQXWS0hIICoqCnCO2zsdVapUoUGDBsycOZN+/fphrWXNmjW0adOGH3/8kfvuu49atWoxZMgQXn/9dfz8/M7iFZYfpTmG70OgdyHHLwfOdT2GA2+XQkwiIiIiIpVa+/rVmDK0C/de2qRYkr3cwsPDufvuu1m1ahX/+c9/8Pb2LrT8Aw88wMMPP8z5559Pdnb2aV9vypQpTJo0iTZt2tCiRQu+/vprdxyzZs3ixx9/pH///pUm2QMw1trSu5gxMcC3BbTwvQPMs9ZOdW1vBnpYa/cXds4OHTrYZcuWlUS4Z2Tbtm10+d/DOALr47f7D35/8WMaNmzo6bBEREREpJLYuHEjzZo183QYUkLye3+NMcuttR3yK1+WZumMAnbn2t7j2leunP/kaALDBhLs1x3fc+6n89gBng5JREREREQqqbI0aYvJZ1++zY/GmOE4u31Ss2ZN5s2bV4JhnZ6gmBiyMi0GL8AXE30ZXcZ14YlmTxDkE+Tp8ERERESkggsLCyMxMdHTYUgJSUtLO638pywlfHuAurm2o4F9+RW01r4LvAvOLp25Z+/xtNQ3H8XnnEsAXwxeBDk6s/GfDVyXcB3P93qee7rcg3N+GhERERGR4rdx40ZCQ0M9HYaUkICAgDzrGZ5KWerS+Q0wyDh1ARJONX6vLPr9xY/J+vtljiZ8TNah7wBLtazbCUi7nnt/uJcGrzdgxX5NPioiIiIiIiWvNJdlmAr0ACKMMXuAJwFfAGvtBOA7nEsybMW5LMPtpRVbcWrYsCH7Zv6BMYYEa/ly5R7+PWM1VbNuxhDAzqPv0/7d9lzb9Fo+ve5TAnwDPB2yiIiIiIhUUKWW8FlrC529xDqnCx1dSuGUmmvbRuPv481dU1cSlnUdQd5h7OM1vtz0JdfPuJ43r3yTmKoxng5TREREREQqoLLUpbPCuqJVbd4d1B4/Hy9803vRvep7BPuE8t3W72j+ZnNe/P1F0jLTPB2miIiIiFQyY8eOxRhz0mPs2LFndV5jDAMHDnRvZ2VlERkZSZ8+fc4y4vJh3rx5/Pnnn54OA1DCV2oualqTDwZ3JNDXm50HanFj9Pfc2PxmUrNSeeiXh4j4XwT9Z/YnIS3B06GKiIiISCUxduxYrLXkrM2d8/xsE77g4GDWrVtHamoqAD/99BNRUZ5ZcS0rK6vUr6mEr5I6v1EEHw/pRKi/D79uPEpI8j3M6v890aHRJGcmM2PDDGq9XIs3l7yJwzo8Ha6IiIiIyBm7/PLLmT17NgBTp05lwIDjI7ySk5O544476NixI23btuXrr78GYMeOHXTr1o127drRrl07d9K0f/9+unfvTmxsLC1btmTBggUAhISEuM/52WefMXjwYAAGDx7MvffeS8+ePXnwwQf5+++/6d27N+3bt6dbt25s2rTJXe7OO++kZ8+eNGzYkN9++4077riDZs2auc8F8OOPP9K1a1fatWtHv379SEpKAiAmJoYnn3ySdu3a0apVKzZt2sSOHTuYMGECr776KrGxsSxYsICZM2fSsmVL2rRpQ/fu3UvmF14AJXylrENMdT4d1oWqQb78sukg036vxqoRGxnadigGQ1pWGmO+H0OT8U1Yvm+5p8MVERERkQpu27ZttGjRAoAWLVqwbdu2YjnvTTfdxLRp00hLS2PNmjV07tzZfey5557joosuYunSpcydO5f777+f5ORkatSowU8//cSKFSuYPn06d911FwCffvopl112GatWrWL16tXExsae8vpbtmzh559/5uWXX2b48OGMGzeO5cuX89JLLzFq1Ch3uSNHjvDrr7/y6quv0rdvX/71r3+xfv161q5dy6pVq4iLi+PZZ5/l559/ZsWKFXTo0IFXXnnFXT8iIoIVK1Zw55138tJLLxETE8PIkSP517/+xapVq+jWrRtPP/00P/zwA6tXr+abb74plt9vUZWldfgqjVbRYUwb3oVbJy7h961xjPx4De8Pfot7u97LdTOuY1PcJrYe3kqH9zrQv0V/3rziTcKDwj0dtoiIiIhUQH379nW3eG3atIm+ffuyfv36sz5v69at2bFjB1OnTuWKK67Ic+zHH3/km2++4aWXXgKci4nv2rWLOnXqMGbMGFatWoW3tzdbtmwBoGPHjtxxxx1kZmZyzTXXFCnh69evH97e3iQlJfHnn3/Sr18/97H09HT38759+2KMoVWrVtSsWZNWrVoBzuR3x44d7Nmzhw0bNnD++ecDkJGRQdeuXd31r7vuOgDat2/PF198kW8s559/PoMHD+bGG290ly8tauHzkKa1qjBjRBdqhwWwdMcRbpm4mNrB57Bh1AYmXDmBQJ9AAKavn07dV+vyxuI3yHZkezhqEREREaloNm/ejMPhHE7kcDjYvHlzsZ37qquu4r777svTnROcYwU///xzVq1axapVq9i1axfNmjXj1VdfpWbNmqxevZply5aRkZEBQPfu3Zk/fz5RUVEMHDiQyZMnA87JYXKkpeWdBDE4ONj9mqpWreq+1qpVq9i4caO7nL+/PwBeXl7u5znbWVlZWGu55JJL3HU3bNjApEmTTqrv7e1d4HjBCRMm8Oyzz7J7925iY2OJj48/vV/kWVDC50ENI0OYMaIrdasHsmZPAje9u4i4pAxGdBjB7n/t5vqm1wOQmpXKv3/4N7P/mu3hiEVERESkomnSpAleXs60wMvLiyZNmhTbue+44w6eeOIJd6tZjssuu4xx48a5J4tZuXIlAAkJCdSuXRsvLy8+/vhjsrOdDR47d+6kRo0aDBs2jCFDhrBixQoAatasycaNG3E4HHz55Zf5xlClShUaNGjAzJkzAWeyuXr16iK/hi5duvDHH3+wdetWAFJSUtwtjwUJDQ0lMTHRvf3333/TuXNnnn76aSIiIti9e3eRr3+2lPB5WN3qQcwccR4NI4PZdCCR/u8uZH9CKuFB4XzW/zMWDF5A3Sp1ybJZXD3tam767Cb2J+73dNgiIiIiUkHMmjWLpk2bAtC0aVNmzZpVbOeOjo7m7rvvPmn/448/TmZmJq1bt6Zly5Y8/vjjAIwaNYqPPvqILl26sGXLFncr3bx584iNjaVt27Z8/vnn7nO+8MIL9OnTh4suuojatWsXGMeUKVOYNGkSbdq0oUWLFu5JYooiMjKSDz/8kAEDBtC6dWu6dOni7gJbkL59+/Lll1+6J225//77adWqFS1btqR79+60adOmyNc/WyYnqy6vOnToYJctW+bpME5ijOF0freHEtMZOGkxmw4kUrd6IJ8O7ULd6kEAZGZn8uqiVxk7byypWalU8a9C+9rtufLcK7mr8134evuW1MsQERERkXJm48aNNGvW7LTrne7nV/GM/N5fY8xya22H/Mqrha+MiAz1Z9rwLrSJDmP34VRufGchfx9yTvfq6+3LA+c/wIbRG7jy3Cs5ln6MuTvmct9P99H0zab8uv1XD0cvIiIiIiJlkRK+MqRqkB+fDO1Mx5hq7E9Io/87C9l04Jj7eEzVGGYNmMXnN35O9cDqAGw7so1ek3tx3fTr2J1Qen2BRURERKT8Gzt2LMYY9+QnOc/PduF1KTuU8JUxoQG+fHRHJ7qdG0FcUgY3vbuINXuOuo8bY7iu2XXsuHsHYzqOweD8x/nlpi85d9y5PDf/OdKz0gs4u4iIiIjIcWPHjsVae9JDCV/FoYSvDAry8+G9QR24uFkNjqZkcst7i1m243CeMqH+oYy7YhzLhy+ndY3WAKRnp/PY3MdoOr4p3/31nSdCFxEREZEyQGPxKqYzeV+V8JVRAb7evH1re65sXZvE9CwGTlrCH1vjTirXtnZbVoxYwZtXvEmQr3OSlx0JO7h2+rUcSDxQ2mGLiIiIiIcFBAQQHx+vpK+CsdYSHx9PQEDAadXTLJ0lpLhmOcp2WB74bA2fr9iDn48XE25tx0VNa+Zbdn/ifu754R5mrJ8BQMsaLZlw5QTOr3f+WcchIiIiIuVDZmYme/bsOWkhcin/AgICiI6Oxtc37yz9hc3SqYSvhBTntLYOh+WJb9bxyaJd+HgZ3hjQlitaFbzOyA9bf2DUd6PYdmQbAEPbDqVxRGMaVm3Idc2ucw/KFRERERGR8k8JnwcU9zom1lqe/34T787fhpeBl/q14bp20QWWT81M5T8L/sOLf7xIpiPTvf/iBhfzxuVv0Czy9NdmERERERGRskfr8FUAxhgevrwpd/c6F4eFf89czZTFOwssH+gbyDMXPcOaO9fQvV539/6ft/9M6wmtuf/H+0lMTyyN0EVERERExEOU8JUjxhj+dUljHrq8KdbCo1+uY+KCbYXWaRrRlHmD5/HRNR+51+7LcmTx0sKXaDy+MVPWTNGAXhERERGRCkoJXzk08sJzePrqFgA8O3sj4375q9CkzRjDoDaD2DJmC0PbDnXvP5B0gFu/vJXuH3Zn1YFVJR22iIiIiIiUMiV85dSgrjH894bWeBl4+act/PeHzadsqQsPCue9q95jwe0LaB7R3L3/912/0+m9TuxP3F/SYYuIiIiISClSwleO3dihLq/d1BZvL8Pb8/7mqVkbcDhO3T3zgnoXsGrkKl7o9QIB3s51PIwxfLnpS7Id2SUdtoiIiIiIlBLN0llCinuWzsL8uP4AYz5dSUa2g5s61uW5a1vh7VW0pRd2HN3BmO/GMPuv2QB0iurEhCsnsD9pPxFBEXSK6lSSoYuIiIiIyFnSsgweUJoJH8BvWw4x4uNlpGU6uDq2Di/1a4Ovd9EacK21fLnpS+76/i72Ju7FYAj0DSQlM4UhbYfwn17/oUZwjRJ+BSIiIiIicia0LEMlcGHjSD66vRPBft58vWofYz5dQXpW0bpnGmO4rtl1bBy9kXs63wNASmYKAJNWTqLxuMaMWzyOLEdWSYUvIiIiIiIlQAlfBdK5YTifDO1MlQAfflj/D8MnLyc1o+hj8kL9Q3m196ssG76MDnWOf0GQkJ7AXXPuot077Zi/c35JhC4iIiIiIiVACV8F07ZeNaYO70L1YD9+23KI2z9cQlL66bXMtavdjkVDFjH+8vGE+oUCYDCsPbiWCz+8kFu+uIW9x/aWRPgiIiIiIlKMlPBVQC3qhDFjRBdqhPqzaNthBk5aTEJq5mmdw9vLm9GdRrN5zGb6t+iPxTke0WD4dO2nNBnfhO1HtpdE+CIiIiIiUkyU8FVQjWqEMnNkV6KqBrJy11Fufm8Rh5MzTvs8tUNrM+2Gacy5ZQ4NqzV0J37VA6sTFhBW3GGLiIiIiEgxUsJXgdUPD2bGyK7EhAexft8x+r+zkIPH0s7oXJc1uox1d67jsW6P4evly+5ju2kyvgmTV0/GWsvqA6vZcXRH8b4AERERERE5K1qWoYSU9rIMhTl4LI1bJy1myz9JxIQHMWVYF6KqBp7x+TYe2sids+/kt52/AdC9fncOJB1gV8IuHr7gYe4/734Cfc/8/CIiIiIiUnRalqGUjB07FmMMxjgXPc95PnbsWI/GVaNKANOGd6VlVBV2xKdw44SF7IhLPuPzNYtsxtzb5vLh1R8SERTB/J3z+Sv+L9Ky0nhy3pO0eKsF32z+pswkvCIiIiIilZVa+CqRhNRMbv9gCSt2HaVGqD9Thnbm3JqhZ3XO+JR4Hvr5ISaunAiAn7cfGdnOsYK9G/Xm9d6v0zi88VnHLiIiIiIi+SszLXzGmN7GmM3GmK3GmIfyOR5mjJlljFltjFlvjLm9NOOr6MICffl4SGe6NgznYGI6/d9dxLq9CWd1zvCgcN676j0W3L6AFpEt3Mmer5cvc7bOoeVbLXn454dJykgqjpcgIiIiIiKnodQSPmOMN/AmcDnQHBhgjGl+QrHRwAZrbRugB/CyMcavtGKsDIL9ffjg9o70aBLJ4eQMbn5vESt3HTnr815Q7wJWjFjBC71eINAnkExHJr5evmQ6MnnhjxdoOr4pW+K3FMMrEBERERGRoirNFr5OwFZr7TZrbQYwDbj6hDIWCDXOQXAhwGHg9FYNl1MK8PXmnYHt6d2iFsfSsrh14mIWbYs/6/P6efvx4AUPsn7Ueq449woyHc61/4J9gwnyDaJhtYZnfQ0RERERESm60kz4ooDdubb3uPblNh5oBuwD1gJ3W2sdpRNe5eLv4834m9tyTWwdkjOyue39Jfy25VCxnLtBtQZ8O+BbPuv3GXVC65CcmczWw1t54KcHSExPBGDvsb0cTTtaLNcTEREREZH8+ZTitUw++06cMeYyYBVwEXAO8JMxZoG19lieExkzHBgOULNmTebNm1fswVYWV9W0HI72Yf6eLIZ8sIQ7Y/1pX7N4botwwnmv9Xu8v+N9vtz7Ja8uepVPVn7CmHPGMHv/bP5K+ovhDYdzac1L8TKaMFZEREREpLiV2iydxpiuwFhr7WWu7YcBrLXP5yozG3jBWrvAtf0r8JC1dklB59UsnWfPWsvT327ggz924O1leOXGNlwde2Lj69lZsX8FI74dwbJ9zveqWkA1jqQ5xw52ie7C+MvH075O+2K9poiIiIhIZVBWZulcCpxrjGngmojlJuCbE8rsAnoBGGNqAk2AbaUYY6VkjOGJPs0Z3fMcsh2We6avYsbS3aeueBra1W7HoiGLGH/5eKr4V+FI2hH8vP0I9Qtl0Z5FdHyvIyNmjSAuJa5YrysiIiIiUpmVWsJnrc0CxgA/ABuBGdba9caYkcaYka5izwDnGWPWAr8AD1prlQGUAmMM91/WlPsva4K18MDna/jozx3Feg1vL29GdxrNxtEb6d+iPxnZGSRmJBIeGI6X8eLdFe/SeFxj3l76NtmO7GK9toiIiIhIZaSF1+Ukk37fzjPfbgDgwd5NubPHOSVynR+2/sCo70ax7YizEbdOSB32Je0DILZWLDNumMG54eeWyLVFRERERCqKstKlU8qJIRc04D/XtsIYeHHOJl75cTMl8cXAZY0uY92d63is22P4evmyL2kfoX6hVA+szoGkA9QMqVns1xQRERERqUyU8Em+bu5cj1dubIOXgTd+3cpzszeWSNIX6BvIMxc9w+qRq7mw/oUkZiRyOPUwUaFR7Evc5y6XnJFMZnZmsV9fRERERKQiU8InBbq2bTRv3twOX2/DxN+389hX63A4SqYLcLPIZsy9bS4fXv0hEUERLN+/nNZvt+aJuU+QmpnKgz8/SOw7sfyy7ZcSub6IiIiISEWkMXxySnM3HWTEJ8vJyHJwXbso/nt9a3y8S+67gviUeB78+UEmrZwEQIOqDch0ZLLn2B4A+jXvx8uXvkzdsLolFoOIiIiISHmhMXxyVno2rcGHgzsS5OfNFyv2cve0VWRkOUrseuFB4Uy8aiILbl9Ai8gWbD+6nT3H9tCqRisCfQKZuWEmTd9syn8W/If0rPQSi0NEREREpLxTwidFcl6jCD4e0olQfx9mr93PnZ8sJy2zZJdOuKDeBawYsYIXer1AoE8gaw+uxcfLh3a125GSmcKjvz5Ky7dbMnvL7BKNQ0RERESkvFLCJ0XWvn51Ph3WhapBvvyy6SBDP1pGSkZWiV7Tz9uPBy94kPWj1nPFuVeQmJHIiv0raBrRlIbVGrL18Fb6TO1D36l92ZWwq0RjEREREREpb5TwyWlpFR3G9OFdiQjx5/etcdz2/hIS00p+9swG1Rrw7YBv+azfZ9QJrcOmuE1sP7KdC+tfSKhfKL9s+6VEZhEVERERESnPlPDJaWtSK5QZI7pQOyyApTuOcMvExRxNySjx6xpjuL759WwcvZG7O9+NMYbfdv5GiF8Id3e+m3ph9dxlsx3ZSgBFREREpNJTwidnpGFkCDNGdKVe9SDW7EngpncXcSixdCZQqeJfhdd6v8bSYUvpUKcD+5P288IfL3DVtKvYeXQnAK8sfIVLP7mUjYc2lkpMIiIiIiJlkRI+OWN1qwcxY0RXzokMZtOBRPq/u5D9Camldv12tduxaMgixl8+nir+Vfh2y7c0f6s5zy94nvFLxvPztp9pPaE19/14H8fSj5VaXCIiIiIiZYUSPjkrtcICmD6iK01rhbLtUDI3vrOQ3YdTSu363l7ejO40mo2jN9K/RX9SMlN45NdHCPIL4qrGV5HtyOblhS/TZHwTPlnzibp5ioiIiEilooXXpVgcTcngtveXsHpPArWqBDBlWGfOiQwp9Th+2PoDo74bxbYj2wC4psk17D62m+X7lwPOpR7GXT6O2FqxpR6biIiIiEhJ0MLrUuKqBvnxydDOdIqpzoFjafR/ZyEb95d+N8rLGl3GujvX8Vi3x/D18uWrzV+x8+hOhrUdRo3gGvy+63fav9ueMd+N4XDq4VKPT0RERESkNCnhk2ITGuDLh3d0pNu5EcQlZXDTu4tYs+doqccR6BvIMxc9w+qRq7mw/oXEpcbx3sr3aFy9MYNaD8JgeHPpm/wV/1epxyYiIiIiUprUpVOKXVpmNmM+XcHPGw8S6u/DB7d3pENMdY/EYq1l8urJ3PfTfcSlxOHn7cftsbfTsFpDHjj/AY/EJCIiIiJSnNSlU0pVgK83b9/anj6ta5OYnsXASUv4Y2ucR2IxxnBb7G1sGr2JIW2HkJGdwTvL3+Hd5e/y098/uct9tuEzhnw9hIPJBz0Sp4iIiIhISVDCJyXC19uL129qyw3to0nNzOb2D5fy66Z/PBZPeFA4E6+ayILbF9AisgV/H/mbSz+5lJs/v5m9x/by0M8P8f6q92k8rjHjFo8jy5HlsVhFRERERIqLEj4pMd5ehv9e35qBXeqTkeVg+OTlzF6z36MxXVDvAlaMWMELvV4g0CeQqeum0uKtFtzS6hYuO+cyEtITuGvOXbR7px3zd873aKwiIiIiImdLCZ+UKC8vw9NXt2B494ZkOSz/N3UFny/f49GY/Lz9ePCCB1k/aj1XnHsFCekJPD3/aQ6nHubVS1+lQdUGrD24lgs/vJBbvriFvcf2ejReEREREZEzpUlbpFRYa3n9l7947WfnzJjPXduSWzrX93BUzri+2PgFd825i32J+/AyXozuOJpQv1BeWfQKaVlpBPsG88SFT3BPl3vw8/bzdMgiIiIiInlo0hbxOGMM91zcmIcvbwrAo1+uY+KCbR6OyhnX9c2vZ+Pojdzd+W4Axi0Zx+Q1k3ntste4tum1JGcm8+DPDzJn6xwPRysiIiIicnpO2cJnjCnKfPoOa+3RYonoNKmFr/z5eOEOHv96PQD/vqQxYy5qhDHGw1E5rdi/ghHfjmDZPuc91adxH25sfiO/7/qdCX0mlJk4RURERERynG0L3z5gGbC8kMea4glVKoOBXWP47w2t8TLw8k9b+O8PmykrXYvb1W7HoiGLGH/5eKr4V+HbLd8ycvZIzql+Tp6ZO5fsXcJT854iNTPVg9GKiIiIiBSuKC18K621bc+2TElRC1/5NWv1Pv41fRVZDsvg82J4ok9zvLzKTgvavsR93PvDvUxfPx2AljVa8k6fd+ga3ZXOEzuzdN9SYqrG8Nplr3FVk6vU+iciIiIiHlFYC19REr4Aa23a2ZYpKUr4yrefNvzD6CkryMh20L9DXf5zXSu8y1DSBzBn6xxGfzeabUecYw6HtRtG38Z9efTXR1l7cC0AvRv15vXer9M4vLEnQxURERGRSuisEr4CTljLWnvgrCMrBkr4yr/5Ww4x/ONlpGU6uDq2Di/1a4Ovd9maTyg1M5XnFjzHf//4L5mOTCKDIvnvxf/lWMYxnpj7BAnpCfh6+XJv13t5rPtjhPiFeDpkEREREakkSmKWzu/OIh6RPLo3juSj2zsR7OfN16v2MXrKCtKzsj0dVh6BvoE8e9GzrB65mgvrX8ihlEPc/s3tfLXpK767+TvuiL2DTEcmL/7xIk3HN2XaumllZlyiiIiIiFReZ5rwla0+d1LudW4YzpRhXagS4MOPG/5h+OTlpGaUraQPoFlkM+beNpcPr/6Q8MBw5u6YS8/JPYmqEsVvg3+jQ50O7E3cy4DPBzBl7RRPhysiIiIildyZdukcZa19qwTiOW3q0lmxbNh3jIGTFhOfnEHnBtWZNLgjIf4+ng4rX/Ep8Tz484NMWjkJgEbVGzH+8vHsPrabj1Z/xC+DftFC7SIiIiJS4oq9S2dZSfak4mlepwrTR3ShZhV/Fm8/zMBJi0lIzfR0WPkKDwpn4lUTmT94Ps0jm7P18FZ6T+nNr9t/ZcYNM/IkezuP7uTDVR/isA4PRiwiIiIilc0pEz5jzIriKCNSVI1qhDJjRFeiqgayctdRBry7iPikdE+HVaBu9buxcsRKnu/1PIE+gUxdN5Vmbzbj7aVvk+1wdku998d7uf3r2zn//fNZvm+5hyMWERERkcqiKMsypAJ/FVYECLPW1ivOwIpKXTorrn1HU7ll4mK2xyVzbo0QpgztTI0qAZ4Oq1Dbj2xnzPdj+O4v57xGnaI6MeHKCWw4tIH7frqPA0kHMBiGtRvGc72eIyIowsMRi4iIiEh5d7br8NUvwjWyrbV7ziS4s6WEr2I7mJjGrRMXs+WfJOqHBzFlaGeiqwV5OqxCWWv5YuMX3DXnLvYl7sPLeHF357v5d9d/89qi13ht8WtkObKoFlCN5y56juHth+Pt5e3psEVERESknCr2dfjOIpDewOuANzDRWvtCPmV6AK8BvkCctfbCws6phK/iO5ycwaD3F7Nu7zHqhAXw6bAuxEQEezqsUzqW7lyjb9yScTisg+gq0bzR+w2ahDfh7h/u5udtPwMQWyuWN694k/PqnufhiEVERESkPCoTCZ8xxhvYAlwC7AGWAgOstRtylakK/An0ttbuMsbUsNYeLOy8Svgqh4TUTG7/YAkrdh2lRqg/U4Z25tyaoZ4Oq0iW71vOyNkjWbbPeZ/2bdyXN3q/wfL9y7n3x3vZlbALgI+u+YhBbQZ5MlQRERERKYdKYuH1M9EJ2Gqt3WatzQCmAVefUOZm4Atr7S6AUyV7UnmEBfry8ZDOdG0YzsHEdPq/u4h1exM8HVaRtK/TnkVDFjHu8nGE+oUya8ssWrzdgm1HtrFm5Boe7/44UaFR9Gncx9OhioiIiEgFU5otfDfgbLkb6toeCHS21o7JVeY1nF05WwChwOvW2sn5nGs4MBygZs2a7adNm1byL0DKhIxsy/hV6aw5lE2gD/y7QwCNqpaf8W9x6XG89fdbzD00F4CGwQ3517n/onFoY/y8ji/jkJyVzObEzbSr1s5ToYqIiIhIOdGzZ8+S69JpjHnQWvtiEcr1Ay47IeHrZK39v1xlxgMdgF5AILAQuNJau6Wg86pLZ+WTkeXgrqkrmbP+AMF+3kwa3JEuDcM9HdZpmbN1DqO/G822I9sAGNZuGC9c/ALVA6sDcN+P9/Hywpfp17wfL136EvXCPDIJroiIiIiUA8XapdMYMyPXYyYwtIhV9wB1c21HA/vyKTPHWptsrY0D5gNtTjdGqdj8fLwYf3Nbrm0bRXJGNre9v4R5m8tX79/ejXqz7s51PNrtUXy9fHlvxXs0Hd+Uj1d/jLWWGsE1CPQJZOaGmTR7sxnPzX+OtKw0T4ctIiIiIuXMmYzhO2atvdH16Af8XMR6S4FzjTENjDF+wE3ANyeU+RroZozxMcYEAZ2BjWcQo1RwPt5evNyvDQM61SU9y8Gwycv4Yf0BT4d1WgJ9A3n2omdZPXI13et351DKIQZ9NYhek3txdZOr2TRmE/2a9yMlM4XH5j5Gy7daMnvLbE+HLSIiIiLlyJkkfM+dsP1oUSpZa7OAMcAPOJO4Gdba9caYkcaYka4yG4E5wBpgCc6lG9adQYxSCXh5Gf5zbStuPz+GzGzLqCkr+HrVXk+HddqaRTZj3m3z+PDqDwkPDGfujrm0ntCaSSsmMfnayfwy6BeaRzbn7yN/02dqH/pO7cvfh//2dNgiIiIiUg4UZeH124CXcSaH3wKjrbWJpRBbkWgMn1hreenHzbw592+MgReua0X/juVzzFt8SjwP/PQA7696H4BG1Rvx1hVv0SOmB+OXjOfJeU+SmJGIn7cf71/1Pre0vsXDEYuIiIiIp53tGL7Hca6d1xTYCfynGGMTOWvGGO6/rCn3X9YEa+HBz9fy4R/bPR3WGQkPCmfS1ZOYP3g+zSObs/XwVi795FJu++o2BrQawJb/28KgNoMwGDpFdfJ0uCIiIiJSxhWlhW+FtbZdru3F1trOJR5ZEamFT3Kb9Pt2nvl2AwAP9m7KnT3O8XBEZy4jO4NXFr7C0789TWpWKmH+YTzf63lGdBjBvsR9RFeJdpfNcmSx7cg2Goc39mDEIiIiIuIJZ9vCV9sYM9wY080YE4lznTyRMmnIBQ14/rpWGAMvztnEKz9uprTWmixuft5+PHTBQ6wftZ7LG11OQnoCo74bxXmTziMuJS5P2QnLJtDirRbc9+N9HEs/5qGIRURERKSsKUrC9yTQGngW2Ay0NMZ8Z4x53hgzoESjEzkDAzrV45Ub2+DtZXjj1608N3tjuU36ABpUa8Dsm2czs99M6oTWYfHexbR/tz33/nAvienO4bS7E3aT7cjm5YUv02R8Ez5Z80m5fs0iIiIiUjyK0qWzK7DIugoaY6JxJoCtgJbW2oElHmUh1KVTCvL92v3cNW0lmdmWWzrX45mrW+LlZTwd1lk5ln6MJ+Y+wbgl43BYB9FVonmj9xtc0/QaVuxfwZjvx7BozyIALqh3AeMuH0dsrVjPBi0iIiIiJaqwLp1FSfgmAJ2ALTiXTJhjrS0zC54p4ZPCzN10kJGfLCc9y8F17aL47/Wt8fE+k9VIypbl+5YzcvZIlu1z3vt9G/dl3OXjqBtWl8mrJ/Pgzw9yMPkgXsaLOzvcydM9n6Z6YHUPRy0iIiIiJeGsEr5cJ2kKXA5cBoQBc3EmgH9Ya7OLKdbTpoRPTuXPrXEMnbyMlIxsrmxVm1f7x+LnU/6TvmxHNm8ve5tHfnmExIxEgnyDGHvhWO7pcg8pmSmMnTeWcUvGkW2zCQ8M572+73Fts2s9HbaIiIiIFLOznbQFAGvtJmvtq9ba3sBFwO9AP2Bx8YQpUjLOaxTBx0M6Eervw+y1+xn5yXLSMj32HUWx8fbyZkynMWwas4kbW9xISmYKD/z8AO3fbc/6Q+t5tferrBq5ih4xPYhPjSc8KNzTIYuIiIhIKStyC5+7gjFPA97AKtdjq/Xg7BBq4ZOiWrsngYHvL+ZoSibnNwrnvUEdCPLz8XRYxWbO1jmM/m40245sA2BYu2G8cPELVAuoxsI9Czmv7nl5yh9JPUK1wGqeCFVEREREilGxtPDlsNY+AbwBJALXA++eXXgipaNVdBjTh3clIsSfP7bGM2jSEo6lZXo6rGLTu1Fv1t25jke7PYqvly/vrXiPpuOb8smaT+ga3TVP2W+3fEuD1xvwxuI3yHJkeShiERERESlpp0z4jDG3GWPijDGHjTGTjTGh1tp/rLVzrLUvWGuHlUagIsWhSa1QZozoQu2wAJbtPMKtExdzNCXD02EVm0DfQJ696FlWjVxF9/rdOZRyiEFfDaLX5F5sjtvsLjd7y2wS0hO4e87dtHunHb/t+M2DUYuIiIhISSlKC9/jwCVAU2An8J8SjUikhDWMDGHGiK7Uqx7Emj0J3PTuIg4lpns6rGLVPLI5826bxwdXf0B4YDhzd8yl9YTWPDn3SdKy0njryrf4+qavaVC1AWsPrqXHRz0Y8PkA9hzb4+nQRURERKQYFSXhO2atXWmtPWitfRznEg0i5Vrd6kHMGNGVcyKD2XQgkf7vLGR/QqqnwypWxhgGxw5m85jN3BF7BxnZGTw9/2lavd2Kn7f9zFVNrmL9qPU81eMpAnwCmLZuGk3HN+XF318kI7vitHqKiIiInI2xY8dijDnpMXbsWE+HViRFSfhqG2OGG2O6GWMiAd+SDkqkNNQKC2D6iK40q12FbXHJ9JuwkF3xKZ4Oq9iFB4Uz6epJzB88n+aRzdl6eCuXfnIpN39+MwnpCTxx4RNsHL2Ra5teS3JmMg/98hCt3m7Fr9t/LdL5y/sfQZEzpXtfKiPd91IZjR07FmstOfNU5jwvL/d9URZeHw60Blq5HiHAz8BqYI21dmpJB1kYzdIpZ+toSga3fbCU1buPUqtKAJ8M7UyjGiGeDqtEZGRn8MrCV3j6t6dJzUolzD+M53s9z4gOI/AyXvz494/c9f1dbI7fzEfXfMSgNoNO6/zGGDw4aa+Ix+jel8pI971URmX1vi+WhddznSya4wlgS2vtwLMP8cwp4ZPikJiWyZAPl7Fkx2EiQvz4eEhnmtWu4umwSsz2I9sZ/d1ovt/6PQCdozozoc8EYmvFkpGdwdS1UxnYZiBe5ngngGxHNt5e3oWet6z+ERQpabr3pTLSfS+VUVm974t7WYY91trvrLUvejrZEykuoQG+fHRHJ7qdG0FcUgY3vbuI1buPejqsEtOgWgNm3zybmf1mUie0Dov3Lqb9u+2594d7ycjO4LbY2/Ike6sOrKLpm035etPXZfKPnIiIiIjk77QTPpGKKtDPm4m3deDiZjVJSM3klomLWbrjsKfDKjHGGG5ofgMbR2/krk53AfDqoldp9mYzvtr0VZ7EbvyS8Ww9vJVrpl/DFZ9ewZb4LZ4KW0REREROgxI+kVz8fbx5+9Z29Gldm6T0LAZNWsLvf8V5OqwSVcW/Cq9f/jpLhi6hQ50O7Dm2h2unX8vV065m59GdAEzoM4Fxl48jzD+MOVvn0PKtljz080MkZSR5OHoRERERKYwSPpET+Hp78fpNbbmhfTSpmdnc8dFSftn4j6fDKnHt67Rn0ZBFjLt8HKF+oczaMovmbzXnf3/8D2stYzqNYcv/bWFI2yFkOjJ58Y8XaTq+KdPWTVM3TxEREZEySgmfSD68vQz/vb41g7rWJyPLwYiPlzN7zX5Ph1XivL28GdNpDJvGbOLGFjeSkpnCAz8/QPt32/Pn7j+pEVyDiVdNZPHQxXSs05G9iXsZ8PkAen7Uk0/WfAIXwMLdCz39MkRERETE5bRn6SxrNEunlCRrLS98v4l35m/Dy8D/bmjD9e2jPR1WqZmzdQ6jZo9i+9HtAAxvN5znL36e6oHVcVgHH6z8gId+eYi4lDh8vHzIysoi0C+QXwb9wm87f+NY+jEADMZ9TmNMnn33nXcfYQFh7uMv//kyiRmJp6x3d5e7qeJ/fCbVNxa/QWJ6Yp6yucvn7BvdcTSh/qHu428vfdvdNbWwesPaDctTb+KKicfrFRLn7W1vJ8Tv+DIfH636iOTM5FPWu6X1LXnqTVkzhZTMlFPG2b9Ff4L9gt3HZ66fWaR61zW7jiDfIPfxLzd+SWpW6inj7Nukb556s7fMLlK93o16E+gb6D7+w9YfSMtKO2WcvRr0ylPv1+2/kp6Vfsp63et3J8AnwH38912/F6le1+iu+Pv4u48v2rOIjOyMPGXXHVzHqKdH8faTb9OyRksAOtbpmKfe0r1L3fVyy31tgPa12+ept3zf8iLVa1e7HX7efu7tFftXkJmdecp6sbVi89RbdWBVvvVO1KZWmzz11vyzpkj1WtVslafeuoPrilSvRY0WeeptOLShSPWaRzbH1/v48sEbD20ky5F1ynpNI5rmqbc5bnOR6jUOb5yn3l/xfxWpXqPqjfLU23p4a771cv+bAmhYrWGeetuObCtSvQbVGuDj5ePe3n5kO9k2+5T16let7663cPdCzrv9PD4f9zkd63TE28sbL+OV7yPELyTPRGBZjiy8jBcGc9I9KVLWlcdZOpXwiZyCtZY3ftnKqz87Jyp59pqW3NqlvoejKj0pmSk8N/85/vfn/8h0ZBIZFMnLl77Mra1vxRjDkdQjXD/jeubvnE+2zcbbePNMz2cYv3Q8+xL3nfL8e/61h6gqUe7tqFeiVE/1VE/1VK8M11u4eyG9JvciNTMVipCvFXa9gpJEL+PFhlEb8tRr/257/kn6By/jVWiC+fPAn6kZUtNdr+/UvsSlxDnrmYLrTb52MhFBEe56I2aN4Ejakfyvx/HnL1z8AtUCq7nrPTXvKRIzEk95vf/r/H95vricuGIiyRnJp3x91ze7Ps8Xe7O3zCY9O/2U1+tat2ueL75WHVjlTr4Lq5c70Qc4mHwQa+0p4/T18q1wCf3C3Qs57+bz+PPTP+lat6unw8mjsITPJ7+dInKcMYa7Lz6XQD8v/vPdJh77ah1pmdkM7dbQ06GViiDfIJ7r9Ry3tL6FO2ffyfyd8xn01SA+WPUBb1/5Nk0imvDcRc85//NPT8XP348eMT0I9gsmKSMpz7dgFufz3Ptyt5oB3NvlXhIzEk+73l2d7uJY+jF32dzlc+/L3WoGMLL9yCLVy/2fK8DQtkNJSE84ZZwn1hvUelCR6uVuNQO4ueXNHE07eso4T6x3Q7MbOJp+9JTXy91qBnBNk2s4knbklNc7sd6V517J4dTDp6yX+0MHwKXnXOqsd4o4c7d+AfSM6Ul8avxp1zu/7vlFqpe7VQmca1bGpcS5y+5O2M3OhJ3u4/XD6hNdJfqkeh3qdCAuJe8EUPl94XpivXa121EvrN4p6+Vu5QFoW6st0VXy9kYoSr02NdtQJ7TOSeVOVa9VjVbUCql12vVaRLagRnCN067XPLJ5ng/mBcn9IRWcLXfVA6ufdr3G4Y2pGlD1tOs1qt4ozwf6otY7p9o5hPrl/RuX+99PQfUaVG1AsG/evzn51TtxTdWYqjEE+uT9t1xYvXk75jlbnl2f5av4VSHYLxiHdeT7yN26B3lbDnPK5OfEZGF/4n72J516eMWJrZXL9y0vUr0TW9NnbZlVpHpP9niSahxP+N5Z/k6R6g2OHZzn/nhy3pNFSrx7NeiV5/+WYbOGFel6JybeV0y5okj19t67N8/fhdgJsWdUr/5r9TmQdOCUCebKESupHVrbXa/rpK4cSj50ygRz9s2z8/w9uX7G9RxOPXzK673X9z3Cg8Ld9e76/i4S0hNOSuwPJh/k27++hYug1+Re/DLolzKX9BVELXwip+HjhTt4/Ov1ANx7SWP+76JGFe7bq8JYa/lo9Ufc9+N9xKfG4+ftx0PnP8TD3R5m5f6VZfZbL5GS4m7pSE8l0D+wXH0AEDlTxXXfW2sLTBId1kGof2ieZPFA0gGyHFlkO7ILrXdil9ycrtHZtvB6FzW4KM+XUbM2zyI1K/WU17u19a15ErAJyyaQlJF0ynoPXvBgnoTviblPkJCWcMo4X+/9ep4WxaHfDCU+Nb7QOg7r4LN+n+VJbHp/0ptDKYdOWW/hkIV5EqnWb7fmQNKBU9bbec/OPIlb7ZdrcyDpwCnvi3337ivz9XJ6Mz3c7eFTnr+0qEunSDGauWw3D36+BoeFkReew4O9m1SqpA8gLiWOB396kPdXvQ84v8Ue03EM99x/jxI+qXTKchcfkZKi+15OV2Z25imTRId1EBEUkacVesfRHUWqe+LY4j93/0laVtop611x7hV5Ev2cse+5y2TbbLYe3sobi98gMzOzTH7Bpy6dIsWoX4e6BPh686/pq5jw29+kZWbzRJ/meHlVnqQvIiiCSVdP4rbY27hz9p1sOLSBe364B3pBtw+60efcPtQKreUekH+6P4EzrluSPwGPx1Cefl+lHZuIiJRdJ3bNLqqYqjFnVO+8uuedUb1+LfoVeOz6Ztdz3s3n8cunZSvZOxW18ImcoZ82/MPoKSvIyHZwY4donr+uNd6VKOnLkZGdQd9P+/Ljth89HYpIqSeiGdkZzjF91mKMoUZwjZPGJ+Y3C2hh+4tap6jnK606RT1fWXutJRl3RX2tcSlxzNsxj2xHNt5e3lx6zqXUCqnlHieVM84q93Z+x4parqyew8t46cumSshols7Sp4RPPGnBX4cYNnkZaZkOrmpTh5dvbIOvd+Vb3nLh7oVcNPki0jLS8PXx5Z4u99CgagMsFmttsf8ESuzcRfpZ1uIpi7+jE34CJXpuERFPMJjTSiRPN8k843OU0yT6TM9RWsl3We7KrIRPpAQt2X6YOz5cSlJ6Fpc2r8m4m9vi7+N96ooVTFn+IygVn6cS0NkrZzPq11FYYzHWML7neK5oe0WeuNzPcyWnBe0vap2inq+06hT1fGXttZZk3BX5tS76axFvrHwDayxYGBU7inYx7dxjnRzW4Z6wJNtm53mec6yo5dzHSuq8Z3EOfeFUtuQkfiWVRMcnxrPh8AYATLZhRp8Z3ND5Bg+/6uOU8ImUsFW7jzJo0mKOpWXRvXEk79zankC/ypf0ldVuDiIlpUWLFmxM2oitZzG7DM1CmrF+/XpPhyVSonTfO1nXLKNnk0iebpJZJs5Rgkn0mZ6j1JPvbKixvgb/fP5P6V63EEr4RErBhn3HGDhpMfHJGXRuUJ1JgzsS4l855kXatm0bffv2ZcOGDTRv3pxZs2bRsGHlWKdQKjcfHx+ys4+v+eXt7U1WVpYHIxIpebrvpazJL/ku7gS4Z/+e2EsteAHZ4PWxF9k7s08ZW2lRwidSSrYeTOSWiYv551g6sXWr8tHtnQgLOrNZqcqTFi1asGnTJhwOB15eXjRt2rRSftsrlY/ufamMdN9LZVTWW7YLS/hKdXYJY0xvY8xmY8xWY8xDhZTraIzJNsaUnY6xIkXQqEYoM0Z0JapqIKt2H2XAe4uIT0r3dFglbvPmzTgcDgAcDgebN2/2cEQipWPWrFk0bdoUgKZNmzJr1iwPRyRS8nTfS2U0a9YsmoU0g9+hWUizcnXfl1oLnzHGG9gCXALsAZYCA6y1G/Ip9xOQBrxvrf2ssPOqhU/Kon1HU7ll4mK2xyVzbo0QPhnamZpVAk5dsZzSt71S2Wn8qlRGuu+lMiqr931ZaeHrBGy11m6z1mYA04Cr8yn3f8DnwMFSjE2kWNWpGsj0EV1oUjOUvw4mceM7C9lzJMXTYZUYfdsrIiIiUjaVZsIXBezOtb3Htc/NGBMFXAtMKMW4REpEjdAApg3vQsuoKuyMT+HGCQvZHpfs6bBKRMOGDd0teuvXr9eELSIiIiJlRGl26ewHXGatHeraHgh0stb+X64yM4GXrbWLjDEfAt/m16XTGDMcGA5Qs2bN9tOmTSuNlyByRlIyLa8sT2PrUQdh/oYHOgQQFVoxF2dfvnw57du393QYIqVO975URrrvpTIqq/d9z549PT9LpzGmKzDWWnuZa/thAGvt87nKbAeMazMCSAGGW2u/Kui8GsMn5UFyehbDJi/jz7/jqRbky8dDOtMyKszTYRW7stqvXaSk6d6Xykj3vVRGZfW+Lytj+JYC5xpjGhhj/ICbgG9yF7DWNrDWxlhrY4DPgFGFJXsi5UWwvw/vD+5IzyaRHEnJZMB7i1i+84inwxIRERGRCq7UEj5rbRYwBvgB2AjMsNauN8aMNMaMLK04RDwlwNebdwZ24PKWtUhMy2LgpMUs/Dve02GJiIiISAWmhddFSllWtoP7P1vDlyv34u/jxTsD29OjSQ1Ph1Usymo3B5GSpntfKiPd91IZldX7vqx06RQRwMfbi5f7tWFAp3qkZzkYNnkZc9Yd8HRYIiIiIlIBKeET8QAvL8N/rm3JHec3IDPbMvrTFXy9aq+nwxIRERGRCkYJn4iHGGN4vE8zxvRsRLbDcs/0VUxfusvTYYmIiIhIBaKET8SDjDHcd1kT7r+sCdbCg5+v5YM/tns6LBERERGpIJTwiZQBo3s24ok+zQF4atYG3pq31cMRiYiIiEhFoIRPpIy444IGPH9dK4yB/87ZzMs/bi6Ts0CJiIiISPmhhE+kDBnQqR6v3hiLt5dh3K9beXb2RiV9IiIiInLGlPCJlDHXtI3izZvb4uttmPT7dh79ah0Oh5I+kbJm7NixGGMwxgC4n48dO9azgYmUIN33IuWPFl4XKaPmbj7IyI+Xk57l4Lq2Ufz3htb4eJft72jK6mKkIiIiImdq7NixPPXUUyftf/LJJ8vMlx2FLbyuhE+kDPvz7ziGfrSMlIxsrmhVi9f6t8XPp+wmfUr4REREREpfYQlf2f3kKCKcd04EHw/pRGiAD9+tPcDIT5aTlpnt6bBEREREpJxQwidSxrWvX52pw7pQLciXXzcdZMhHS0nJyPJ0WG4azyEiIiJSdqlLp0g5sflAIrdOWsyhxHQ61K/G+7d3pEqAr6fDEhEREREPU5dOkQqgSa1QZozoSp2wAJbtPMIt7y3mSHKGp8MSERERkTJMCZ9IOdIgIpgZI7tSr3oQa/cmcNO7iziUmO7psERERESkjFLCJ1LORFcLYubIrjSqEcLmfxLp/85C9iekejosERERESmDlPCJlEM1qwQwfXgXmtWuwra4ZPpNWMiu+BRPhyUiIiIiZYwSPpFyKjzEn2nDuhBbtyp7jqRy4zsL2XowydNhiYiIiEgZooRPpBwLC/Llk6Gd6dSgOgeOpdH/nYVs3H/M02GJiIiISBmhhE+knAvx9+Gj2zvR7dwI4pMzuOndRazefdTTYYmIiIhIGaCET6QCCPTzZuJtHbikeU0SUjO5ZeJilu447OmwRERERMTDlPCJVBD+Pt68dUs7+rapQ1J6FgMnLeb3v+I8HZaIiIiIeJASPpEKxNfbi9f6x9KvfTRpmQ7u+GgpP2/4x9NhiYiIiIiHKOETqWC8vQwvXt+aQV3rk5HlYOQny/l2zT5PhyUiIiIiHqCET6QC8vIyPHVVC0Zc2JAsh+WuqSv5bPkeT4clIiIiIqVMCZ9IBWWM4aHeTfnXxY1xWLhv5mo+XrTT02GJiIiISClSwidSgRljuPvic3n0imYAPP7VOt6bv83DUYmIiIhIaVHCJ1IJDOvekGeubgHAc99t5I1f/sJa6+GoRERERKSkKeETqSQGdo3hpX5t8DLwyk9beHHOZiV9IiIiIhWcEj6RSuSG9tG8MaAtPl6GCb/9zdhv1uNwKOkTERERqaiU8IlUMn1a12HCre3x8/bio4U7eeiLNWQr6RMRERGpkJTwiVRCFzevyaTBHQjw9WLGsj3cM30VmdkOT4clIiIiIsVMCZ9IJdXt3Egm39GZEH8fZq3ex6gpK0jPyvZ0WCIiIiJSjEo14TPG9DbGbDbGbDXGPJTP8VuMMWtcjz+NMW1KMz6RyqZTg+p8MrQzYYG+/LThH4ZNXk5qhpI+ERERkYqi1BI+Y4w38CZwOdAcGGCMaX5Cse3Ahdba1sAzwLulFZ9IZRVbtyrThnchPNiP+VsOcdsHS0hKz/J0WCIiIiJSDEqzha8TsNVau81amwFMA67OXcBa+6e19ohrcxEQXYrxiVRazWpXYfqIrtSs4s+S7Ye5deJiElIyPR2WiIiIiJyl0kz4ooDdubb3uPYVZAjwfYlGJCJujWqEMHPEeURXC2TV7qMMeG8R8Unpng5LRERERM6CTyley+SzL9+54I0xPXEmfBcUcHw4MBygZs2azJs3r5hCFJF/tYb/LTVs2H+Mvq/+wv0dA6gWoPmdRERERMqj0kz49gB1c21HA/tOLGSMaQ1MBC631sbndyJr7bu4xvd16NDB9ujRo9iDFanMul2QxsCJS9j8TyKvrTVMGdqJ6GpBng5LRERERE5TaX5tvxQ41xjTwBjjB9wEfJO7gDGmHvAFMNBau6UUYxORXGqEBjBteBdaRYWxMz6FGycsZHtcsqfDEhEREZHTVGoJn7U2CxgD/ABsBGZYa9cbY0YaY0a6ij0BhANvGWNWGWOWlVZ8IpJXtWA/pgzrTPv61diXkMaN7yxkyz+Jng5LRERERE6DsTbfYXTlRocOHeyyZcoLRUpKSkYWQz9axp9/x1MtyJePh3SmZVSYp8MSERERERdjzHJrbYf8jmkmBhEpVJCfD+8P7kjPJpEcSclkwHuLWL7zyKkrioiIiIjHKeETkVMK8PXmnYEduLxlLRLTshg4aTEL/853TiURERERKUOU8IlIkfj5eDFuQFuuaxtFSkY2gz9YwrzNBz0dloiIiIgUQgmfiBSZj7cXL/Vrw82d65Ge5WDY5GXMWXfA02GJiIiISAGU8InIafHyMjx3TUuGXNCAzGzL6E9X8PWqvZ4OS0RERETyoYRPRE6bMYbHrmzG/13UiGyH5Z7pq5i2ZJenwxIRERGREyjhE5EzYozh35c24f7LmmAtPPTFWm57fwlzN/1DeV/uRURERKSi8PF0ACJSvo3u2Yj4pHTe/2MHv205xG9bDhHs503jWqE0iAjmnMgQGkYE0yAymJjwYAJ8vT0dsoiInAGHw/JPYhrbDyWz4K9D7D2aRrdzI7isZS2qBPh6OjwRKYASPhE5a+Eh/hggp10vOSOblbuOsnLX0TzljIE6YYE0jHQmgg0igmkYGUyDiGDqhAXi5WVKO3QREcnFWkt8cgY74pLZFpfMjrhktrseO+KTSct05Cn/zep93P/ZGqoG+VK/ehD1woNdP4OoXz2I+uHB1Aj11993EQ9SwiciZ61Lw3D8fb3IzHLg6+PF+JvbEeLvw/a4ZLYdSmLbIeeHhV2HU9h7NJW9R1NZ8FdcnnME+HoRE+5MABtGHE8GG0aGEBaob45FRIpTQmomO1xJ3LZDzp85iV1iWlaB9cKD/Qjw9WLv0TT3Ph8vw9GUTI6mJLB6T8JJdfx9vKhXPcj5yJUI1gsPIrpaIP4+6vkhUpJMeR9r06FDB7ts2TJPhyFS6S3feYRF2+Lp0jCc9vWr5VsmM9vB7sMpbDuUzLa4JLbHJfP3IeeHjbik9ALPHR7sdzwRjAymoSsZrFc9GD8fDUUWEclPakZ2nkRue64Wu/jkjALrhfr70MDV+yLni7iY8GBiIoIJC/Rl+c4j3DJxkftLvilDOlO3ehA7D6ewMz6FXfHOL/h2Hk5hV3xKodfK6flRt3og9as7k8D64UHu5/rCT6RojDHLrbUd8j2mhE9EyoJjaZlsd7UEbjuUxN9xye7t1MzsfOt4exnqVgt0tQYebxU8JzKEGqH+GKMuRCJSsWVkOdh1OOV418t459/OHfHJ7E9IK7BeTq+KBhGuxC7C+WVaTEQw4cF+p/z7WZQv+XIkpmWyy5X87Tyckut5MnuPpOIo5KNo1SBfd+tg7kSwfngQNUMD1FVUxEUJn4iUWzmTBGw75OoeGpfsbiHccySVgv6EBft5u1oDc3UPdbUQhvirN7uIlB/ZDsu+o6knjanbHpfMniMpBSZMPl6GeuFBNMhJ7CKDnc8jg8tMspSZ7WDvkVRXa6CrZTA+xf2zoC/8APxydxXNSQjDg6hXPZi61dVVVCoXJXwiUiGlZWazK1cX0W25WgiPpGQWWK9mFX93q2DDXMlgdLVAfLzVRVRESp+1ln+OpeeZICVnbN2u+BQysh351jMGoqoGulvqcrfWRVUt33/TrLUcSkp3tga6kkBnIuhMDOOSCu8qWrtKAHXdiWBwnlbCsCB1FZWKRQmfiFQ6R5IzXK2BSa4k0JkU7ohPISMr/w9Ovt6GetWD8iSCDSJCaBhZtC5OIiKFsdZyJCWT7XFJbI9LYXtcEjviUtgWl8zO+GRSMgpuzapZxT/PeLqc5K5u9aBKu9xNUnoWu+JT2HU4+YSE0DlBWHYhfUXDAn1PmETG2TJYPzyIWlXKRuunyOlQwici4pK7a1TuGUS3HUpiXyHjXaoE+NAgMoRzXB+yGkaGuD94BfpVzg9bIpK/xLRMVyLnTOi2xyWxPT6F7YeSOFbIDJjVgnxPGk+XM3FKsLqin5bMbAf7jqayM2fc4AndRQtLrv18vKhbLdDVIhicp7todLXKm2BL2aaET0SkCFIystwf0rYfSs6TFCamF/whLac7VUPXDKINXC2EUVW1tqBIRZWWmc3O+JR8W+sKm3U4xN+HmIggGkSE0CA8iAa5WuyqBvmV4iuovKy1xCVluFsGd8ansNs1q+jO+JRC3z9joFZOV9GclkHX2oP1w4P0HorHKOETETkLOR8O3N1Dc3UR3RWfQlYB3Yb8fLxoEH58cfmcVsGG+mAnUi7kLCVz4lp1O+JS2JdQ8KRROf/23Ymd62dMRBCRIZpBuKxLTs/K1RqYt2Vwz5HCu4pWCfBxtwrmdBet5xpDWKtKAN76ElBKiBI+EZESkpntYM+RVHcy+Peh4+MGDyYW/C1x9WA/Z2tgriUlzol0TjeumeVESo/DYdmXkOpeoy73TJi7C/lw7+NlqFs9yN3lMvcMmLU1BqzCysp2sO9oGjtzjxvM1W00ubCuot5eRFcPdCaB1fO2DFbmsZhSPJTwiYh4QGJapnvGvb9zjRXcHlfw5AxeBqKrBeVpFTzHNZ16rSoBahkQOQPWWg4lHp8BM/dadYVN5JSzKHh+a9VFVwvEtxzPgCnFz1pLfHKGu2XwxITwUCFfAoKzq2i9cNcSE7laButXD6JqkK/+/kuhlPCJiJQhOdOvn7iu4Pa4ZHYfLnhNrSA/b/cHz7wziQYTGqApxkWOpmTku1bdjrjCW14iQ51LteS00OXMhllPrS5SjFIycnUVdS08v+twKrvik9lzJLXA4QEAoQE+rplEj88mmpMU1g4LVFdRUcInIlJepGdls/twiqtraDLbXesLbotL5nBywWtORYb651lTMCcRrFs9SK0QUqEkp2flSeTcLXZxyRwtZP3NsEDnDJi5Z7/MabUL0QyY4mFZ2Q72J6S5ZhVNdi03cXzsYFIhE4f5eXsRXS3Q3TqYM7toToKoLy0qByV8IiIVQE7rxfYTFprfHpdMegFd0ny8ctYWPD5WsKGrhTAiRGsLStmUlpnNrsMpeRK7nJa7wsbG5rSCu7te5hpbVy1YEyVJ+WSt5XByhmucYO5F6J3dRgv7NwHONRzrVw/OtQj98aSwmrqKVhhK+EREKrCcSSe25ZowJqer6N6jqQXWC/X3OWkG0ZxWjyA/tXhIycpyTXiUp+ulazbMU82AWd81WcqJY+siQzUDplQ+qRnZrtbAvDOKOmcVTSEzu5Cuov4+x1sGw4OoX/14y2CdquoqWp4o4RMRqaTSMrPdH6Zz1hTMWV+wsAWg64QF0MDVPTRnjcFzIkP0AUBOi8Nh2X8s7aTZL3fEOT+YFjRmydvLULdaYJ6ulzmzYeoeFCm6bIdl39FUdyKYu7vorviUQteY9fU2RFfL3U00KM9i9IF+6ipalijhExGRPHJmk3MngjmTxxxKYtfhgr8R9vPxIiY86KSJYxpGhKjLXCWVs05lfssa7IgvuLsxHP9iIWfh8ZxHdLUg/Hw09lSkJFlrOZKSmadl8Pgi9Mn8c6zwrqI1Qv3dS0q4WwZdk8lUD9aQgdKmhE9ERIosd1e7v13JYM64wcI+AFQL8j1pXcGGkSGaNKCCSEjJdE2OksT2uJQ8k6YUNqFERIi/a+HxvMsa1K8erBYCkTIsNSOb3UdyEsFkdzfRXfEp7D5FV9EQf588rYK5u4vWDgvAR5OJFTslfCIiUiyS0rPY4UoEt+deUuJQwdPeGwPR1QJpEOFsETwnMtj53LW2oBaoLjtSMrLYEZczWUpOYpfEjviUQmeJrRLgQ4PIEBqEB9EgIoSYiCAaun5qyRCRiifbYdmfkOpeYzBn7cGclsLEQoYM+HgZ16yiwbkWoT+eHGoM+ZlRwiciIiXKWsvBxPQ8iWBOd9HdR1LJLmCsVqCvt7PVJzI4T/fQBpHBVFGiUCJylv7Y5lp4/PhMmCkcOJZWYD33exURTEyEM7Fr4Pqpmf5EJIe1lqMpma5EMNmdFOa0Dhb2dwacywzlrDF4vJXQ2ToYrq6iBVLCJyIiHpOR5WDX4ZTjM4jmWmg+LqngVqOIkFxrC+ZqFayntQVPKdth2XsklW1xSe5ul9tcY+r2HkmloPWdfb0N9cOPLzyee2xdzSqaAVNEzl5apvNLp505iWDOGMLDKew5nEpGdsHjfoP9vI+3DOZKCOtXD6ZO1crdVVQJn4iIlEkJKZnu5C+nVTCnlbCgyT68c9YWjMi7pERlm5bf4bD8k5h28iLkrhkwCxpf42Ugulr+yxpoBkwR8aRsh+XAsbS8LYPuReiTC51d2sfLEFUtMO/YwVzLTAT7V+yuokr4RESkXMmZzj9nKYncieDeowWv0Rbi7+NeRiKna2hOK2F5HBeSs+ByfmvV7YxPITUz/3GTALXDAvIsPJ6T2NWrrhkwRaR8OpqSkadlMPeag/sTCu8qGhHi72oNDDphEfpgIkLKf1dRJXwiIlJhpGVmO8eeHTq+wPy2OGdimJCaWWC9WlUCTlpovqFrCQBPt2odS8vM00KXe4mDwiY/CA/2cydyuVvs6odr4gMRqVzSMrPZc+T48hI5ieDO+GR2F6Gr6PEkMNi11IRzu07VQPcwguU7j7BoWzxdGobTvn610nppRaKET0REKrycNaVOXGB+e5zzW+CC/rP38/aiXniQqyUw19qCkcU7GUlqhjNRzW+tusLGMob6+zhb6SLyjq2LiQgmLFAT24iInIrD3VXUOZtoTithzljCwr4s9PYyRFUNpFqQL+v2HcPhsPj7ejFlaJcylfSVmYTPGNMbeB3wBiZaa1844bhxHb8CSAEGW2tXFHZOJXwiInIqWdkO9h5NdbcIbne1CG47lFzojHFhgb7uVsFzXMlgzkLhOWsL5v7Gt1VUGLuPpLDdNQNm7sSusO5GAb5eeSZIyd1ip1npRERKVkJKJjsPH+8iutPVXXT34RT2H0s7aRiBt4F7L23C6J6NPBNwPgpL+Eqtv4cxxht4E7gE2AMsNcZ8Y63dkKvY5cC5rkdn4G3XTxERkTPm4+1F/fBg6ocH07NJ3mPJ6VnubpS5ZxDN6SK6ctdRVu46mqeOMVAnLJCIED/W7T1GtrUY1/6CZsD08TLUCw9yj6dzj62LDKZmqNYjFBHxlLAgX1oHVaV1dNWTjjm7iqby66Z/+O+czWQ7LL4+XnRpGF76gZ6h0uzg3wnYaq3dBmCMmQZcDeRO+K4GJltns+MiY0xVY0xta+3+UoxTREQqkWB/H1pGhdEyKizPfmsthxLTT24VdM2CufdoKnuPph4vD1ibs8j8yTNgRlUNrNRThouIlEcBvt40qhFCoxohtK9fvcyO4StMaSZ8UcDuXNt7OLn1Lr8yUYASPhERKVXGGGpUCaBGlYCTvsnNzHauLfjzhn/43w+bcViLr7cXH97eka7nRHgoYhERKUnt61crV4lejtJM+PLrq3Jix5eilMEYMxwYDlCzZk3mzZt31sGJiIicribAQx392XQ4m6bVvUnfvY55u09ZTUREpNSUZsK3B6ibazsa2HcGZbDWvgu8C85JW3r06FGsgYqIiBRVD08HICIiUojSHEywFDjXGNPAGOMH3AR8c0KZb4BBxqkLkKDxeyIiIiIiImem1Fr4rLVZxpgxwA84l2V431q73hgz0nV8AvAdziUZtuJcluH20opPRERERESkoinNLp1Ya7/DmdTl3jch13MLjC7NmERERERERCoqzQ8tIiIiIiJSQSnhExERERERqaCU8ImIiIiIiFRQSvhEREREREQqKCV8IiIiIiIiFZQSPhERERERkQrKOFdCKL+MMYeAnZ6OIx8RQJyngxApZbrvpbLSvS+Vke57qYzK6n1f31obmd+Bcp/wlVXGmGXW2g6ejkOkNOm+l8pK975URrrvpTIqj/e9unSKiIiIiIhUUEr4REREREREKiglfCXnXU8HIOIBuu+lstK9L5WR7nupjMrdfa8xfCIiIiIiIhWUWvhEREREREQqKCV8xcwY874x5qAxZp2nYxEpLcaYusaYucaYjcaY9caYuz0dk0hJM8YEGGOWGGNWu+77pzwdk0hpMcZ4G2NWGmO+9XQsIqXFGLPDGLPWGLPKGLPM0/EUlbp0FjNjTHcgCZhsrW3p6XhESoMxpjZQ21q7whgTCiwHrrHWbvBwaCIlxhhjgGBrbZIxxhf4HbjbWrvIw6GJlDhjzL1AB6CKtbaPp+MRKQ3GmB1AB2ttWVyHr0Bq4Stm1tr5wGFPxyFSmqy1+621K1zPE4GNQJRnoxIpWdYpybXp63roW1Sp8Iwx0cCVwERPxyIip6aET0SKlTEmBmgLLPZwKCIlztWtbRVwEPjJWqv7XiqD14AHAIeH4xApbRb40Riz3Bgz3NPBFJUSPhEpNsaYEOBz4B5r7TFPxyNS0qy12dbaWCAa6GSMUVd+qdCMMX2Ag9ba5Z6ORcQDzrfWtgMuB0a7hnKVeUr4RKRYuMYwfQ5MsdZ+4el4REqTtfYoMA/o7dlIRErc+cBVrrFM04CLjDGfeDYkkdJhrd3n+nkQ+BLo5NmIikYJn4icNdfkFZOAjdbaVzwdj0hpMMZEGmOqup4HAhcDmzwalEgJs9Y+bK2NttbGADcBv1prb/VwWCIlzhgT7JqYDmNMMHApUC5m5VfCV8yMMVOBhUATY8weY8wQT8ckUgrOBwbi/KZ3letxhaeDEilhtYG5xpg1wFKcY/g0Rb2ISMVUE/jdGLMaWALMttbO8XBMRaJlGURERERERCootfCJiIiIiIhUUEr4REREREREKiglfCIiIiIiIhWUEj4REREREZEKSgmfiIiIiIhIBaWET0REREREpIJSwiciIhWeMeZVY8w9ubZ/MMZMzLX9sjHmyVzrSB42xmx3Pf+5mGOJMcakGmNWFXC8vzFmqzFGa/qJiMhZU8InIiKVwZ/AeQDGGC8gAmiR6/h5wBxrbay1Nhb4BrjftX3xmVzQGONTyOG/Xdc5ibV2OjD0TK4pIiJyIiV8IiJSGfyBK+HDmeitAxKNMdWMMf5AM2BlUU7kaqHbaIx5zxiz3hjzozEm0HVsnjHmP8aY34C7S+B1iIiInBYlfCIiUuFZa/cBWcaYejgTv4XAYqAr0AFYY63NOI1Tngu8aa1tARwFrs91rKq19kJr7cvFEryIiMhZKKy7iYiISEWS08p3HvAKEOV6noCzy+fp2G6tXeV6vhyIyXVs+llFKSIiUozUwiciIpVFzji+Vji7dC7C2cJ3Hs5k8HSk53qeTd4vUJNP50TGmNG5Joupc5pxiIiIFEoJn4iIVBZ/AH2Aw9babGvtYaAqzqRvoaeCsta+mTNZjKvrqYiISLFRwiciIpXFWpyzcy46YV+CtTauuC9mjOmQe+kHERERTzDWWk/HICIiUmkYY2KAb621LQsp0wO4z1rbp5TCEhGRCkotfCIiIqUrGwgrbOF14C3gSGkGJSIiFZNa+ERERERERCootfCJiIiIiIhUUEr4REREREREKiglfCIiIiIiIhWUEj4REREREZEKSgmfiIiIiIhIBfX/RK2+Rbb1Mw8AAAAASUVORK5CYII=\n",
       "text/plain": [
        "<Figure size 1080x360 with 1 Axes>"
       ]
@@ -443,7 +443,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 1080x360 with 1 Axes>"
       ]
@@ -455,7 +455,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 1080x360 with 1 Axes>"
       ]
@@ -467,7 +467,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 1080x360 with 1 Axes>"
       ]
@@ -479,7 +479,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 1080x360 with 1 Axes>"
       ]
@@ -491,7 +491,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 1080x360 with 1 Axes>"
       ]
@@ -503,7 +503,7 @@
     },
     {
      "data": {
-      "image/png": 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97Bz3NfBgLYVT49ztHHm2kR1vZ4KpiSuzVh/G989knunfoq5DE0IIIYQQQlwh6tOSzsvO42364F0QCwZFWSt3Pl22m69X7a3rsIQQQgghhBBXCEn4atg/ve7AUnoU7eWAOciJVxduZ378aWvRCCGEEEIIIYRVScJXwwKcXLnP1wRAWXMHLLYGnpgVx8qdmXUcmRBCCCGEEOJyJwlfLXijbV9cixNRto7oNibKzJoHvtvAttScug5NCCGEEEIIcRmThK8WKKWY26UPmIsp9WlIQAsLBaVmRn69nn1HC+o6PCGEEEIIIcRlShK+WtLaw4chnkUA7G5gS1RjJzLzS7l76nqO5JXUcXRCCCGEEEJYj9FoJCoqivDwcAYOHEh2dnaV+5GRkQwbVrWI/8iRIwkKCqKkpPx348zMTEJDQwGwWCw8/PDDhIeH06ZNGzp06MDevacvhnjbbbexZ88eq7+n2rJ161ZGjhxptf4k4atFk9v2wMV0CIN9A1a4LCbM3479xwoZ+fV68orL6jo8IYQQQgghrMLR0ZG4uDi2bduGl5cXn3zySeW9xMRELBYLy5cvp6Cg6mo3o9HItGnTTunvp59+Ii0tjS1btrB161Z+/fVXPDw8TmmXkJCA2WymSZMmVn9PtaVNmzYcPHiQ/fv3W6U/SfhqkY1B8VVkOFqbsQm4hZ0OHxPi7URCWi5jvt9Iiclc1yEKIYQQQghhVV26dCE1NbXy9Q8//MDdd99N3759mT9/fpW2jz76KJMnT8ZkMlW5np6eTkBAAAZDefoSHByMp6fnKWPNmDGDm266qfL11KlTadasGT169OD+++9n/PjxACxYsIBOnTrRtm1brrvuOg4fPgxATEwMkyZNqnw+PDyclJQUCgoKuPHGG4mMjCQ8PJyffvrplLG//PJLOnToQGRkJIMHD6awsJCcnBxCQ0OxWCwAFBYW0rBhQ8rKyoiNjSUiIoIuXbrw1FNPER4eXtnXwIED+fHHH8/vL/gcJOGrZT38gulqfwSljOQHD6N18+X4uNizatdRnpgVj8Wi6zpEIYQQQghxhVlzYA1vrniTNQfWWLVfs9nM4sWLGTRoUOW1n376iaFDhzJs2DBmzpxZpX2jRo3o2rUr3333XZXrt99+OwsWLCAqKoonnniCzZs3n3a8VatW0b59ewDS0tJ47bXXWLt2LX///TdJSUmV7bp27cratWvZvHkzd9xxB2+//fZZ38eiRYsIDAwkPj6ebdu20b9//1Pa3HrrrcTGxhIfH0/Lli2ZOnUq7u7uREZG8u+//wLliWa/fv2wtbXlnnvuYcqUKaxZswaj0Vilr+joaFasWHHWmM6XjVV6ERdkeqfraLZkGbi04Ns9f/DdoOt5aU4WC7ek4+Niz8sDW6GUquswhRBCCCHEZUC9cn6/VxqVETujHYuHL6ZLwy5nfE6/fO4JiqKiIqKiokhJSaF9+/b06dMHgNjYWHx9fQkJCSE4OJhRo0aRlZVVZbbu+eefZ9CgQdx4442V14KDg0lOTmbJkiUsWbKE3r17M3v2bHr37l1l3PT0dHx9fQFYv3491157LV5eXgAMGTKEHTt2AHDw4EGGDh1Keno6paWlNG7c+Kzvp02bNjz55JM888wzDBgwgG7dup3SZtu2bUyYMIHs7Gzy8/Pp168fAEOHDuWnn36iZ8+e/Pjjj4wbN47s7Gzy8vK4+uqrAbjzzjtZuHBhZV9+fn6kpVnn7G6Z4asDzjY2vNsiFACXkDE8unI8H98ZgZ3RwDerU/js3911G6AQQgghhLjimLWZUnMpy1KWVbuv43v49u3bR2lpaeUevpkzZ5KUlERoaChNmzYlNzeXOXPmVHk2LCyMqKgoZs2aVeW6vb09119/Pe+88w7PP/88c+fOPe24xcXFAGh95sT0oYceYvz48WzdupXPP/+88hkbG5vK5ZdA5fVmzZqxceNG2rRpw3PPPcerr756Sp8jR47k448/ZuvWrbz88suVzw4aNIg//viDY8eOsXHjRnr16nXW2I6P6+joeNY250sSvjpyR6MwWhoOo4yO5PmPYH7KJN4bGolS8PaiZGZvOFDXIQohhBBCiMuAflmf9Wv1qNU42jhWzvD1CO1x1ucuhLu7Ox9++CGTJk2ipKSE2bNns2XLFlJSUkhJSWHevHmnLOsEeOGFF6rspdu0aVPljJfFYmHLli2EhISc8lzLli3ZtWsXAB07duTff/8lKysLk8lUJbHMyckhKCgIgG+//bbyemhoKJs2baoc83gl0LS0NJycnPjf//7Hk08+WdnmRHl5eQQEBFBWVsaMGTMqr7u4uNCxY0ceeeQRBgwYgNFoxNPTE1dXV9auXQtwyn69HTt2VNnTVx2S8NWhHzv3QJnzsfe6hs92J+LrdYCXB7QC4NlftrIk6XAdRyiEEEIIIS53XRp2YfHwxbzW87XK5ZzW1LZtWyIjI5k1axZBQUGViRZA9+7d2b59O+np6VWead26Ne3atat8nZGRwcCBAwkPDyciIgIbG5vKAiwnuvHGG1m2bBkAQUFBPP/883Tq1InrrruOVq1a4e7uDpQXZxkyZAjdunXDx8en8vnBgwdz7NgxoqKi+Oyzz2jWrBlQflRCx44diYqK4o033mDChAmnjP3aa6/RqVMn+vTpQ4sWLarcGzp0KN9//z1Dhw6tvDZ16lRGjx5Nly5d0FpXxgawdOnSKktaq0OdazqxvouOjtYbNmyo6zAu2ns7Eng7tQxL6THsksazY9wGPlmyn0+W7sbB1sCM+zrTPuTUCkRCCCGEEEKcTmJiIi1btqzrMOpEUVERPXv2ZNWqVRiNRvLz83FxccFkMnHLLbcwatQobrnllroOE6AyNoCJEyeSnp7OBx98QElJCddeey0rV67ExubUkiun+/4qpTZqraNPN47M8NWxx65qRSCZGOy8KPAfxr7sfTzZtzm3RwdTXGbh3m9j2ZWRV9dhCiGEEEIIUe85OjryyiuvVB4DERMTU3kAfOPGjbn55pvrNsAT/Pbbb5WxrVixonLWcP/+/UycOPG0yd7FkBm+eiA5L59r128Hgx09S/9kZr9nMJktPPDdRhYnZRDo7sCccVcT4G6djZtCCCGEEOLydSXP8F0JZIbvEtTc1YW7/coz+L/NLfl3/1psjAY+vrMd7Rp5kJZTzIhp68kpLKvjSIUQQgghhBCXEkn46ok3WkfhoXOwcWzEiLV/sGTvEhztjEwb2YEwPxd2HM7nvumxFJeZ6zpUIYQQQgghxCVCEr56ws5g4KvINgAUeQ+g78+jWbRrER5Odkwf1ZEAdwdiU7J4aOZmTGbLOXoTQgghhBBCCEn46pWu3l70dStFGWxxa/YSI34dSVZRFoEejnw7qiNuDjb8vf0wL87bds7DGoUQQgghhBBCEr565uPI9jhYCrBziyDPvTsP/fEQAM38XZk2sgP2NgZmrj/A5H921nGkQgghhBBCnJ5SiieeeKLy9aRJk4iJial8/cUXX9CiRQtatGhBx44dWblyZeW9Hj16cKkXZaxPJOGrZ9xsjLzTsgkALo0fZmbyX/yS+AsA0aFefHxnOwwKPly8k+/W7qvLUIUQQgghhDgte3t7fvnlFzIzM0+5t3DhQj7//HNWrlxJUlISU6ZM4c477+TQoUN1EOnlTxK+eui2gAZEORRhsHHBNewZ7l9wPxkFGQD0aeXP/91SvtfvpXnb+H1rel2GKoQQQgghxClsbGwYPXo0kydPPuXeW2+9xTvvvIOPjw8A7dq1Y8SIEXzyySe1HeYVQRK+ekgpxbS27THqUhx8elPgFMnYhWMr9+3d0bERT/Zthtbw6I9xrNl9tI4jFkIIIYQQl7KN+7L4ZOkuNu7LslqfDz74IDNmzCAnJ6fK9YSEBNq3b1/lWnR0NAkJCVYbW/zHOse3C6sLdLDj6VBf3tyXg2vYs/y64VZ+2PoDd0XcBcCDPcPIyCth+pp9jJ6+gZ8e6EKrQLc6jloIIYQQQtQnoc/+ViP9pky88Zxt3NzcGD58OB9++CGOjo5nbau1RillrfDECWSGrx4b3ziUEJsijPZ+uISO58HfHySrqPxTF6UULw9szQ1tGpBXYmLE1+s5cKywjiMWQgghhBDiP48++ihTp06loKCg8lqrVq3YuHFjlXabNm2iVatWtR3eFUFm+Ooxo1JMi4qkd2wijoG3E6D34eHg8d99g2Ly0CiyCmJZs+cow6et5+cxXfB2sa+7oIUQQgghRL1xPjNxG/dlcddXaykzWbC1MTDjvs60D/G0yvheXl7cfvvtTJ06lVGjRgHw9NNP88wzz7Bo0SK8vb2Ji4vjm2++Yd26dVYZU1QlM3z1XGtXJ0Y2cEEpAwc8b+XHhJ+r3Le3MfL58Pa0DHBjb2YBo76JpaDEVEfRCiGEEEKIS037EE9m3NeZx/s2t2qyd9wTTzxRpVrnoEGDGDVqFFdffTUtWrTg/vvv5/vvvycgIAAAk8mEvb1MYFiLutQP8I6OjtaX+zkdRWYL7VasJ0s7oFO/JnHwy3g5elVpk5FbzK2freZgVhHdm/kydUQ0tkbJ54UQQgghrjSJiYm0bNmyrsO4KCUlJYSFhbFt2zbc3d3rOpx66XTfX6XURq119OnaS0ZwCXA0GpgSUfFNDbiT2+Y9wqh5o7BoS2UbPzcHvru3E97OdizfcYSnf96CxXJpJ/NCCCGEEOLKsWHDBqKiohg3bpwke1YkCd8l4lovd/p7GlEGe+Lsu/F13Nd8tO6jKm0a+zjz9T0dcLIz8uvmVCYuSqqjaIUQQgghhLgw0dHRJCYm8txzz9V1KJcVSfguIe+2aokjpdh5dMTBfyDPLn6W5MzkKm0igj2Y8r/22BgUXyzfw5fL99RRtEIIIYQQQoi6JgnfJcTbzoaJLZoA4NrkcUqUIyPmjsBkqVqkpXszXyYNiQTgjd8T+XXzwVqPVQghhBBCCFH3JOG7xNzewJt2zmCw9cC1yROsS13HO6veOaXdzW2DmHBj+b6/p2Zv4d8dR2o7VCGEEEIIIUQdk4TvEqOU4rM2LTFqE47+N2Ln2YWXl73M1sNbT2l7X7cmPNC9CSaLZuz3G4k/kF37AQshhBBCCCHqjCR8l6AQR3uealx+TonbVS9QhpHhc4dTai49pe0z/Vtwa9sgCkvN3PNNLHuO5Nd2uEIIIYQQ4gqjlOKJJ56ofD1p0iRiYmIqX3/xxRe0aNGCFi1a0LFjR1auXFl5r0ePHhw/dk1rTa9evcjNzSUlJYXw8PCLimfjxo20adOGsLAwHn74Yc50NN2bb75JWFgYzZs3588//zzl/qBBg6rE8PHHH/P1119fVEy1RRK+S9SDIYGE2pkxOgThEvIAcYfieH3566e0MxgUb90WwbXNfDlWUMrwaevJyC2ug4iFEEIIIcSVwt7enl9++aXKgevHLVy4kM8//5yVK1eSlJTElClTuPPOOzl06NApbX///XciIyNxc3OrVjxjx47liy++YOfOnezcuZNFixad0mb79u38+OOPJCQksGjRIsaNG4fZbK68/8svv+Di4lLlmVGjRvHhhx9WK7aaJgnfJcrWUL60E61xCv4fNs7N+XvP36cUcAGwNRr49K52RDb04GBWESO+jiW3uKwOohZCCCGEEFcCGxsbRo8ezeTJk0+599Zbb/HOO+/g4+MDQLt27RgxYgSffPLJKW1nzJjBTTfddMr1PXv20LZtW2JjY88ZS3p6Orm5uXTp0gWlFMOHD2fu3LmntJs3bx533HEH9vb2NG7cmLCwMNavXw9Afn4+7733HhMmTKjyjJOTE6GhoZXt6iNJ+C5hbd2cGBHogVI2uDV7iUHNbsbGYHPats72Nnw9sgNNfJxJTM9l9PQNFJeZT9tWCCGEEEJcWTbkFPDhvsNsyCmwWp8PPvggM2bMICcnp8r1hIQE2rdvX+VadHQ0CQkJp/SxatWqU9omJyczePBgvv76azp06EBycjJRUVGn/crOziY1NZXg4ODK54ODg0lNTT1lrNTUVBo2bHjadi+++CJPPPEETk5OpzwXHR3NihUrzuNvpG6cPjsQl4wXwxqxICOOY66tmLjzL4a03kWYV9hp23o52/HtqI4M/mw1a/cc4/FZcXw0rB1Gg6rlqIUQQgghRG1osDSuRvo91DPqnG3c3NwYPnw4H374IY6Ojmdtq7VGqVN/Jz127Biurq6Vr48cOcJNN93EnDlzaN26NQDNmzcnLi7urH2f7HRjnaldXFwcu3btYvLkyaSkpJzSxs/Pj6SkpDOOX9dkhu8S52Jj5P1W5QmefaPRjPz9aSwWC+l56adt39DLiW9HdcTV3obftx4iZn7CGTetCiGEEEIIUR2PPvooU6dOpaDgv5nDVq1asXHjxirtNm3aRKtWrU553sbGBovFUvna3d2dhg0bsmrVqspr55rhCw4O5uDB/86lPnjwIIGBgaeMFRwczIEDB05pt2bNGjZu3EhoaChdu3Zlx44d9OjRo7JdcXHxORPaulSrM3xKqf7AB4AR+EprPfGk++7A90Cjitgmaa3rd9mbeqCvjzv9vBz58xgkOPSgzZQIisoK2TJ2Cy52Lqe0bxngxpcjohk+bT3frd2Hn6s9D/W+qg4iF0IIIYQQNel8ZuI25BRwW9wuyiwaW4Pi56gwot2drTK+l5cXt99+O1OnTmXUqFEAPP300zzzzDMsWrQIb29v4uLi+Oabb1i3bt0pzzdv3pw9e/YQFlY+wWFnZ8fcuXPp168fLi4u3Hnnneec4fPw8MDV1ZW1a9fSqVMnpk+fzkMPPXRKu0GDBnHnnXfy+OOPk5aWxs6dO+nYsSNdunRh7NixAKSkpDBgwACWLVtW+dyOHTu45pprqvG3VLNqbYZPKWUEPgGuB1oBw5RSJ6fxDwLbtdaRQA/gXaWUXW3FeCl7u0UTHJUZe+/u7CWYvdl7eeqvp87YvnMTbz4YGoVS8O7fO/hx/f5ajFYIIYQQQtQX0e7O/BwVxjNNAqya7B33xBNPVKnWOWjQIEaNGsXVV19NixYtuP/++/n+++8JCCg/dsxkMmFvbw/AjTfeWCW5AnB2dmbhwoVMnjyZefPmnVcMn332Gffddx9hYWE0bdqU66+/HoD58+fz0ksvAdC6dWtuv/12WrVqRf/+/fnkk08wGo3n7HvVqlVcd9115xVHXVC1tZxPKdUFiNFa96t4/RyA1vrNE9o8BzSkPPELBf4GmmmtLad0WCE6OlofP6fjSjc9NZOndxzEXJrJsQ2DsZhyWXTXIvqF9TvjM9+v3ceEudswKJjyv/b0bd2gFiMWQgghhBDWlpiYSMuWLes6jItSUlJCWFgY27Ztw93dnfT0dIYPH87ff/9d16Gd1ubNm3nvvff47rvvam3M031/lVIbtdbRp2tfm3v4goADJ7w+WHHtRB8DLYE0YCvwyNmSPVHV/wK9iXKxwWjng3PjhwG4d/69ZBdnn/mZziE83PsqLBoemrmZ2JRjtRStEEIIIYQQ/9mwYQNRUVGMGzcOd3d3AAICArj//vvJzc2t4+hOLzMzk9dee62uwzir2pzhGwL001rfV/H6bqCj1vqhE9rcBlwDPA40pXyGL1JrnXtSX6OB0QD+/v7tf/zxx1p5D5eCVG3gKe2MRRnJjr+fkpwN9PXvy3MtnjvjM1prvk0oZdlBE0428HwnR4JdpZ6PEEIIIcSlyN3dvXLPm7j87Nq165SjLnr27HnGGb7aLNpykPLlmscFUz6Td6J7gIm6PAvdpZTaC7QAqpxkqLX+AvgCypd0nlglR0DqnjTe25eBy1XPY9p0J38d/ouxPcZyc4ubz/hM92s1Y7/fyF/bD/PxVs2ccZ0I8qi/1YaEEEIIIcTpJSYmVjnKQFxeHBwcaNu27Xm3r81pnFjgKqVU44pCLHcA809qsx/oDaCU8geaA3tqMcbLwiOhDWhkr7BxaoxD8HAAHlj4AEcKjpzxGaNB8eGwtnQM9eJQbjEjpq0nq6C0tkIWQgghhBBC1IBaS/i01iZgPPAnkAjM0lonKKXGKKXGVDR7DbhaKbUVWAw8o7XOPH2P4kzsDQY+aNUUAOdG9+Lo0pyMggzG/T7urM852Br5cng0zf1d2ZWRz6hvYykqNddGyEIIIYQQQogaUKsbtbTWv2utm2mtm2qt36i4NkVrPaXiz2la675a6zZa63Ct9fe1Gd/lpIuHC3cGeKIMdjg0fRoPB09GRI4453PuTrZ8O6ojQR6ObN6fzfgfNmEyS90cIYQQQgghLkVSmeMy9lLTIDyNYOfejhKPHng4eJzXcw3cHfh2VEc8nGxZnJTBc79spbaK+wghhBBCiNoTExODUuqUr5iYmGr1q5Ti7rvvrnxtMpnw9fVlwIAB1Yz40rBs2TJWr15d12EAkvBd1jxsbZjYIgQAlyaPMer3Jyk2FZ/Xs2F+Lkwb2QEHWwOzNx7knT+TazJUIYQQQghRB2JiYtBaV364f/zP1U34nJ2d2bZtG0VFRQD8/fffBAWdfCJb7TCZTLU+piR8otYM8vWgl5czBhtXMjxv4fXlr7N833JmJ8w+57PtGnny6V3tMBoUny7bzder9tZCxEIIIYQQ4nJw/fXX89tvvwEwc+ZMhg0bVnmvoKCAUaNG0aFDB9q2bcu8efMASElJoVu3brRr14527dpVJk3p6el0796dqKgowsPDWbFiBQAuLi6Vff7888+MHDkSgJEjR/L444/Ts2dPnnnmGXbv3k3//v1p37493bp1IykpqbLd2LFj6dmzJ02aNOHff/9l1KhRtGzZsrIvgL/++osuXbrQrl07hgwZQn5+PgChoaG8/PLLtGvXjjZt2pCUlERKSgpTpkxh8uTJREVFsWLFCmbPnk14eDiRkZF07969Zv7Cz0ASvsucUoq3mofgoDQOfv14d/tKenzTg1HzR5GSnXLO53u18GfirW0AeHXhdhbEn3yShhBCCCGEuJTt2bOH1q1bA9C6dWv27LFOkfw77riDH3/8keLiYrZs2UKnTp0q773xxhv06tWL2NhYli5dylNPPUVBQQF+fn78/fffbNq0iZ9++omHH34YgB9++IF+/foRFxdHfHw8UVFR5xx/x44d/PPPP7z77ruMHj2ajz76iI0bNzJp0iTGjfuvmGFWVhZLlixh8uTJDBw4kMcee4yEhAS2bt1KXFwcmZmZvP766/zzzz9s2rSJ6Oho3nvvvcrnfXx82LRpE2PHjmXSpEmEhoYyZswYHnvsMeLi4ujWrRuvvvoqf/75J/Hx8cyff/JBBTWrNs/hE3WkoYMdzzcN4qVdabg0fQaHomSyCw8xat4o/hn+DwZ19rx/SHRDMvNLeWtREo/PisPL2Y5rwnxqKXohhBBCCFGTBg4cWDnjlZSUxMCBA0lISKh2vxEREaSkpDBz5kxuuOGGKvf++usv5s+fz6RJkwAoLi5m//79BAYGMn78eOLi4jAajezYsQOADh06MGrUKMrKyrj55pvPK+EbMmQIRqOR/Px8Vq9ezZAhQyrvlZSUVP554MCBKKVo06YN/v7+tGlTPtnRunVrUlJSOHjwINu3b+eaa64BoLS0lC5dulQ+f+uttwLQvn17fvnll9PGcs011zBy5Ehuv/32yva1RRK+K8S9wb7MPnSUrQRQ3OAunA9MYWnKUj5Z/wkPdXronM+PubYJGXnFfL0qhQe+28iPozsTHuReC5ELIYQQQoialJycjMVSXpXdYrGQnGy92g2DBg3iySefZNmyZRw9erTyutaaOXPm0Lx58yrtY2Ji8Pf3Jz4+HovFgoODAwDdu3dn+fLl/Pbbb9x999089dRTDB8+HKVU5bPFxVVrVTg7O1e+Jw8PD+Li4k4bo729PQAGg6Hyz8dfm0wmjEYjffr0YebMmWd93mg0nnG/4JQpU1i3bh2//fYbUVFRxMXF4e3tfdq21iZLOq8QRqV4r0UIBjROQcMwO5af0/fMP8+w4+iOcz6vlOLFG1sxMDKQ/BITI79ez76jBTUdthBCCCGEqGHNmzfHYChPCwwGwylJWHWMGjWKl156qXLW7Lh+/frx0UcfVRaL2bx5MwA5OTkEBARgMBj47rvvMJvLz4Tet28ffn5+3H///dx7771s2rQJAH9/fxITE7FYLPz666+njcHNzY3GjRsze3Z5DQutNfHx8ef9Hjp37syqVavYtWsXAIWFhZUzj2fi6upKXl5e5evdu3fTqVMnXn31VXx8fDhw4MB5j19dkvBdQdq4OjGmoT9KGXEKex4/5wCKTEWMmDsCs+XcB6wbDIpJQyLoGuZDZn4pw6et50heyTmfE0IIIYQQ9deCBQto0aIFAC1atGDBggVW6zs4OJhHHnnklOsvvvgiZWVlREREEB4ezosvvgjAuHHj+Pbbb+ncuTM7duyonKVbtmwZUVFRtG3bljlz5lT2OXHiRAYMGECvXr0ICAg4YxwzZsxg6tSpREZG0rp168oiMefD19eXb775hmHDhhEREUHnzp0rl8CeycCBA/n1118ri7Y89dRTtGnThvDwcLp3705kZOR5j19d6lI/Xy06Olpv2LChrsO4ZBSYzVy7bjsHS8zk7ZmM7ZF55JTkMLH3RJ7p+sx59ZFfYuKOL9awLTWX8CA3fhzdBRd7WR0shBBCCFEfJCYm0rJlywt+TiklZy9fAk73/VVKbdRaR5+uvczwXWGcjUbeaV5xNl/IGMpsyouvvLTsJbYe3npefbjY2/D1yI6EeDuxLTWXMd9tpNRkqbGYhRBCCCGEEBdHEr4rUE9vN27180AZHbFr/DgN3RtRai7lo/UfnXcfvq72TB/VER8XO1buyuTJ2fFYLPKJkBBCCCHEpSQmJgalVGXxk+N/ru7B66L+kITvCvXKVUG4GxX2XldzxL41IyNH8tmNn11QHyHeznxzT0ec7YzMj0/jtd+2yzIAIYQQQohLSExMDFrrU74k4bt8SMJ3hfK1s+WVq4IBcG3yFAv3/EtWcdYF9xMe5M4Xw6OxNSq+XpXClH+tc1CnEEIIIYS4ePIh/OXpYr6vkvBdwYY28OIaDxcMdp6UBozg0UWPAmDRFsrMZefdzzVhPrx3exRKwVuLkpi9ofbKzAohhBBCiKocHBw4evSoJH2XGa01R48erTyb8HxJacUrmFKKd5o3pMf6RGhwE7O2jOa6uG/4bst3tA9oz9t93j7vvgZGBpKZX8IrC7bz7C9b8Xaxo1cL/xqMXgghhBBCnE5wcDAHDx7kyJEjdR2KsDIHBweCg4Mv6Bk5lkHwQcph3tybjqloP8bEB8ksSENrzYp7VnBNo2suqK+3FyXx6bLdONga+OH+zrRr5FlDUQshhBBCCCFAjmUQ5zC2kS/Nne2xcWxEgc9NtG3QFo1mxNwRFJQWXFBfT/VrzpD2wRSXWRj1TSy7MvJqKGohhBBCCCHEuUjCJ7AzGHi3eSMU4Bw8kvicHJp6NmV31m6e+ef8DmM/TinFm7e2oVcLP7ILyxg+dT2HcoprJnAhhBBCCCHEWUnCJwCIdndmZJAPymCDa7MXKbNYsDXY8knsJ/yz558L6svGaOCTO9vRtpEHaTnFjJi2npzC8y8CI4QQQgghhLAOSfhEpeebBNDAzgY7twiOOHXg6oZXAzBq3ihyinMuqC9HOyPTRnQgzM+F5MN53D99A8Vl5poIWwghhBBCCHEGkvCJSq42Rt5sVl71x6XxQ6xKTybcN5wDuQd47M/HLrg/T2c7vh3VkQZuDqxPOcbDMzdjMlusHbYQQgghhBDiDCThE1Vc7+vBDT7uGGxccA57CrM242DjwNdxX7MgecEF9xfk4cj0ezvi5mDDX9sP8+K8BDkTRgghhBBCiFoiCZ84xRvNgnA2Khx8erFHN+C6xtcR5BqEk63TRfXXzN+VqSM7YG9jYOb6/Uz+Z6eVIxZCCCGEEEKcjiR84hQB9nZMaBoEgGvYs/yVsop5d8yjd5PeF91nh1AvPhrWFoOCDxfv5Pu1+6wVrhBCCCFErVlzYA0Tlkxg1f5VdR2KEOdFEj5xWiMCvYl2c8Jo74d9yAM89udjWHT19t/1bd2A/7ulDQAvztvGH1vTrRGqEEIIIUStWHNgDb2n9+aNFW/Q/ZvuzNk+p65DEuKcJOETp2VQineaN8RGgVPAENZm5/L5hs8BWLJ3Cel5F5es3dGxEY/3aYbW8MiPcazdc9SaYQshhBBC1JhlKcsoMZcAYNEWhs0Zxqexn1b7Q3EhapIkfOKMWro4Mr6RPygDbldN4JnFLzBx5UR6T+/N6IWjL7r4ykO9wri7cwilZgv3f7uBxPRcK0cuhBBCCGF9PUJ7YG+0x6iMGJWRMksZD/7+INdNv469WXvrOjwhTksSPnFWj4b408TRDhvnMCx+t/L37r9xt3dn4Y6FfBP3zUX1qZQiZlBrbmjTgLwSEyOmrefAsULrBi6EEEIIYWVdGnZh8fDFvNbzNVbcs4LZQ2bj6+TL0pSltPmsjcz2iXpJXeol8qOjo/WGDRvqOozL2sqsPG6L2422lHJ04xDub30DUzZMwdXOla1jtxLiEXJR/RaXmRkxbT3r9h6jiY8zs8d0wdvF3srRCyGEEELUnCMFRxj/x3hmJcwCoGdoT6YOmkpjz8Z1HJm4kiilNmqto093T2b4xDl19XTljgZeKIMdbldNYNa2WVwfdj15pXmMmj/qoj/JcrA18uWIaFoGuLEns4BR326gsNRk5eiFEEIIIWqOr7MvP932U5XZvqE/D5Vzh0W9IQmfOC8vhQXibWuDnUcHCt274mDjgI+TD0v2LuGz2M8uul83B1u+vacDwZ6OxB/IZuz3mygzy1IIIYQQQlxabmt1GwnjErgj/A4+uv4jlFJ1HZIQgCR84jx52drw2lXlZ/O5NXmCubuXcV/b+wB4+p+n2Xn04g9T93NzYPqojng52/HvjiM88/MWLBb5VEwIIYQQlxZfZ19mDp5Jp+BOVa7/uetP2dsn6owkfOK83eLnQU8vV5StG65Nn+S7Ld8xpNUQCssKGTlvJGaL+aL7buLrwrSRHXCyM/LL5lTeWpRkxciFEEIIIerGnO1z6D+jP32+60NKdkpdhyOuQJLwifOmlGJis2AcDApHvxs4YhOCs60zAS4BrD6wmh+2/lCt/qMaevDZ/9pjY1B8vnwPX63YY6XIhRBCCCHqhp3RDl8nX5bsXUL4p+F8FvuZzPaJWiUJn7ggIY72PN04AAC3q17gm60/8mjnR3mv73vcFXFXtfu/tpkv7wyJAOD13xKZuzm12n0KIYQQQtSVgc0HkjAugdtb305BWQHjfh8ns32iVknCJy7Y6GBfwl0cMToE4hIyhq82fcWY6DEYlHX+Od3SNpgXbmgJwJOz41m+44hV+hVCCCGEuFgxMTEopU75iomJOeezJ1fylNk+UZsk4RMXzMagmNS8IQbAOfhu9pYaeeXfV6w6xv3dm3B/t8aYLJox328k/kC2VfsXQgghhLgQMTExtGrVCoOh/Ndng8FAq1atzivhO+54Jc8hrYbIbJ+oNZLwiYsS5ebE/cG+oAy4XfUik1ZPZlP6JvZk7eG66dexKX1Ttcd47vqW3NI2iMJSM/d8E8vezAIrRC6EEEIIcXGSk5OxWMpn5CwWC8nJyRfch6+zL7OGzGLWbbMqj7hauX+ltUMVopIkfOKiPd24AUH2tti6tsI+cAj3zr+Xj9d/zOK9ixn+63BKTCXV6t9gULx9WwTdm/lyrKCU4dPWkZFbbKXohRBCCCHOX0xMDGazGbvAFrh1HoJdYAvMZvMFzfCdaEjrIWwft513+rzDXW2qXwdBiDNRWl/a551FR0frDRs21HUYV6y/M3O4e+tesBRzJPZWXur8ADO2zmDnsZ08c80zTLxuYrXHKCgxceeXa4k/mEPLADd+eqAzbg62VoheCCGEEOL8LVizjYd+3YNWCmUx8dGtVzGwS7hVx4g7FMeaA2t4IPoBq9VHEJc/pdRGrXX06e7JvyJRLX183Bnk5wEGB9yuep43V77JKz1fwaAMvLP6HVYfWF3tMZztbZg2sgONfZxJTM9l9PQNFJdd/Jl/QgghhBAXY2eeLRiMKGUAox2r0607cWKymBg5d6Ts7RNWVasJn1Kqv1IqWSm1Syn17Bna9FBKxSmlEpRS/9ZmfOLivB4WhJuNAXuvruB1LZ/GfspTVz+FRVsYMXcEBaXV33vn7WLP9FEd8XW1Z+2eYzw+Kw6z5dKenRZCCCHEpeXa5n7Y2fz36/PM9fuJmZ9AYanJKv3bGGx4odsLlXv72nzWhikbpnCpr8gTdavWEj6llBH4BLgeaAUMU0q1OqmNB/ApMEhr3RoYUlvxiYvnZ2/LS02DAPAIe5ZVafEEuAQQ7hfOrmO7eG7xc1YZp6GXE9/e0xFXext+33qIVxYkyA9AIYQQQtSa9iGezLy/M4/3uYoh7YMwGhTfrE6h//srWLvnqFXGGNJ6CAnjErit1W3kl+Yz9rex9PmuD/uy91mlf3HlqbU9fEqpLkCM1rpfxevnALTWb57QZhwQqLWecL79yh6++sGiNbdu3sXanAIK039B75vMT7f9xE0/3oTJYmLx8MX0atzLKmOt2X2UEdPWU2q28GTfZozvdZVV+hVCCCGEuBDbUnN4cnY8SYfyABjRJYSn+7fA2d7GKv3PTpjNuN/HkVmYiYudC5P6TGJ0+9EopazSv7h8nG0PX20mfLcB/bXW91W8vhvopLUef0Kb9wFboDXgCnygtZ5+mr5GA6MB/P392//44481/wbEOaVqA8/gignFsfj7aGe0oZVrK77e9zX+9v5MjZ6Ks42zVcaKPWTi07gSNHBPazuubShFXIQQQghR+0wWzYLdZSzcU4ZZg6+jYlS4PS29jVbpP6s0iw92fsC/meU7ndp5tOPFli/iYedhlf7F5aFnz55nTPis8/HD+TndRxEnZ5s2QHugN+AIrFFKrdVa76jykNZfAF9A+Qxfjx49rB+tuCjpew8xKeUQHs1eYt2GIYzpNoatZVvJKMigUZtGtPFvY5VxegANQlJ4cV4C324v5er2EfRp5W+VvoUQQgghLsR1vWB0Wg5Pzt5CYnoub8UW87/OjXj2+pa4WGG275a+tzArYRYP/v4gJbYlXN/reuxt7K0QubgS1Lclnc8CDlrrmIrXU4FFWuvZZ+pXlnTWLyUWC9fFJrOzsIT8fZ/jkDGbP//3J1d5X4WbvZvVx3vvr2Q+XLILexsDM+7rRHSol9XHEEIIIYQ4H2VmC58u3c3HS3dSZtYEeTjy9m0RXBPmY5X+MwoyOFp4lJa+La3Sn7h81JdjGWKBq5RSjZVSdsAdwPyT2swDuimlbJRSTkAnILEWYxTVZG8w8E7zhgC4NrqXbOXOpDWTaiTZA3isTzOGdWxIicnCqG9i2XE4r0bGEUIIIYQ4F1ujgUeuu4r547sSHuRGanYRd321jud/3UpecVm1+/dz9quS7GmtuWfePVLJU5xVrSV8WmsTMB74k/IkbpbWOkEpNUYpNaaiTSKwCNgCrAe+0lpvq60YhXV09nDh7kBvtLLBo9lL/LjtJ+Yn/5fbxx2Ks9pYSileuymcPq38yS02MWLaetKyi6zWvxBCCCHEhWoZ4Mav467hyb7NsDUqfli3n/7vr2DFziNWHWfVgVV8E/eNVPIUZ3XOJZ1KqfNZI2fRWmdbJaILJEs666ecMhPd1ieRUWoid+freOavYfu47bz676u8t/Y9Zt02iyGtrXfqRnGZmbunriM2JYswPxd+HtMFDyc7q/UvhBBCCAHw1+6/iE2NpVfjXnRp2OWc7ZMO5fLU7C1sTc0BYFjHhjx3Q0vcHKxTcO743j6p5Hllq1aVTqVUMZDG6YuuHGfUWje6+BAvniR89df8jGxGJ6SgzEVkxN7EfeG30DagLWN/G4u3ozcJ4xLwd7FeoZWcwjKGfL6aHYfzadfIgxn3dcbRzjoVsoQQQggh1hxYQ7evu2HWZuyMdiwdvpSrG119zudMZgufL9/DB//spNRsIcDdgYmDI7i2ma9V4sooyGDcb+OYkzgHgOuaXMdXA78ixCPEKv2L+q+6e/gStdZNtNaNz/QFWOekSXFZGejrTh9vN7TREfewZ/hi0xc0925OnyZ9OFp0lNELR1t1vbm7ky3fjupIoLsDm/ZnM/6HTZjMFqv1L4QQQogr25+7/8SszQCUmku585c7WbV/1TmfszEaeLBnGAsf7kpksDvpOcWMmLaeZ37eQq6V9vbNHjKbHwf/iLejN//s+Yfwz8L5fMPnsrdPnFfCd+656vNrI64wSinebBaMk9GAnU9v7L2uZfTC0Xx8w8e427szP3k+3235zqpjBrg7Mv3ejng42bI4KYPnf90qP+iEEEIIYRX9mvbD0cYRQ8Wv0Pty9tH1664MmjmIbRnnLjvRzN+VOWOv5pn+LbAzGvhpwwH6vrecpUkZ1Y5NKcXQ8KFsf3A7g1sOJr80nzG/jWHYnGHV7ltc2s6Z8Gmti0++ppRqcK42QgAEO9jxXOMAALyav8junDS+2vQVH/T/AICH/3iYAzkHrDpmmJ8rU0d0wMHWwKwNB5n0V7JV+xdCCCHElalLwy4sHr6Y13u9zt93/83L176Ms60zC3YsIOKzCEbMHXHOwik2RgNjezTlt4e7EtXQg0O5xdzzTSxPzo4np9D6s32Dmg+qdp/i0nZR5/AppTZprdvVQDwXTPbw1X9mrblh4w7i84ooTJ1JwZ5JrL13La+veJ35yfPp06QPf/7vT6tvLl6ceJjR323EbNHEDGzFyGsaW7V/IYQQQojD+Yd5Y8UbTNkwhTJLGXZGO8ZFj+OF7i/g43T28/fMFs3UlXuY9NcOSk0W/N3sefPWNvRqYZ0aB1lFWXg4eFT5HSu/NB8XOxer9C/qj5o4h0/K/ojzZlSKd5s3xKjAKfAODC4tuW/BfXx8/cd4O3rz956/+Xzj51Yft3dLf968tQ0AryzczsItaVYfQwghhBBXNn8Xfz68/kOSxidxV5u7KDOX8f6692nyQRNe+/c18kvzz/is0aAY3b0pvz/cjXaNPDicW8Kobzbw+Kw4q8z2eTp6Vkn2NqZtpNHkRnyx8QvZ8nIFudiE70urRiEue+GuToxp6AdK4dvidbZkbGd6/HQ+u/EzAJ7860mrL+0EuD26IU/1a47W8PhP8azelWn1MYQQQgghmng24ftbv2fTA5voH9afvNI8Xlr2EmEfhvFp7KeUmc+cwIX5uTB7zNVMuLEl9jYGftmUSp/J//L39sNWjXFWwiyyirN4YOED9P2+r5zbd4W4qCWd9Yks6bx0FJot9FifxP7iUvL2fIAp/QfiHohj0upJRDWI4sGOD2JQF/sZxJlprXllwXa+WZ2Ci70NP47uTHiQu9XHEUIIIYQ4blnKMp7951nWpa4DoKlnU17r+RpDw4ee9fedPUfyefrnLWzYlwXAzVGBvDywNZ7O1T9fWGtdeW7f0aKjuNq5MqnvJO5vd7+c23eJq+45fOfcr1eXe/ok4bu0LDuWyx3xezBoExmxt9DJtxEr7llRI4neiSwWzcM/bmbhlnR8XOz5ZezVNPJ2qtExhRBCCHFl01ozN2kuzy95nqTMJADaNmjLm73fpG/TvmdMsswWzTerU3jnzySKyyz4uNjzxi3h9Gvd4LTtL9Th/MOM+30cvyT+Asi5fZeD6iZ8RcDOszUB3OXgdXG+xm/fx8+HsyB3M4fjRvHR9R8xvuP4Gh+3xGRm1DexrNp1lFBvJ34eezU+LvY1Pq4QQgghrmwmi4lv477l5WUvk5qXCkDP0J5MvG4iHYM6nvG5lMwCnv55C+tTjgEwKDKQmEGt8ZLZPnGS6iZ855Pqm7XWBy8muOqShO/Sk1lqotu6RLJMZnKSJmDMWkbCuARCPELYeXQn7615j49u+Agbg43Vx84rLuOOL9aSkJZLmyB3Zo7ujIu99ccRQgghhDhZUVkRH6//mDdXvklWcfmSzcEtB/NGrzdo7tP8tM9YLJrpa1J4a1EyRWVmfFzseP3mcPqHB1glppNn+6YNmsY9be+xSt+i9lQr4avvJOG7NP2UfoxHkvZjYykkbe2N9A3pxG93/kabz9qQmJnIaz1fY0L3CTUy9pG8EgZ/tpr9xwrpGubDtJEdsLOp2SWlQgghhBDHZRVl8faqt3l/3fsUm4oxKiOj2o7i5WtfJsgt6LTP7DtaPtu3bm/5bN+AiABeGdQabyusVjo+2/fFpi/4464/sDNWfwZR1C5J+ES9o7VmSNxuVmbnY878k8ztz/Ltzd8S5BrEdd9dh43Bhtj7Y4lqEFUj46dkFnDblNVk5pcyKDKQ94dGYTDI8gUhhBBC1J7U3FRe/fdVpm6eilmbcbBx4JFOj/DMNc/g6eh5SnuLRfP9un1M/COJwlIz3s52vHZzODe0sc5sn9a6ynLOw/mHKTGX0Mi9TnZuiQtQE+fwCVEtSinead4QB4PC6NMPO49OPPbnY4T7hTO+w3hMFhPDfx1OiamkRsYP9XHmm3s64mxnZH58Gq//lijn0QghhBCiVgW5BfH5wM9JGJfAba1uo9hUzFur3qLph015e9XbFJUVVWlvMCiGdwll0SPd6dLEm6MFpYybsYkHZ2wiM7/6vzOdmOxprRm9cDThn4bz5cYv5fekS5gkfKLONHay5/HQ8mpT/q3e4FhJIQ8vepiJ100kzCuMrRlbeeXfV2ps/PAgdz6/Oxpbo2Laqr18vnxPjY0lhBBCCHEmzX2aM3vIbNbft55ejXuRVZzFM/88w1UfXcVXm77CZDFVad/I24kZ93XitZvDcbIz8tvWdPpOXs6C+DSrJWbFpmJsDDbkleYxeuFo+s/oz/6c/VbpW9Suai/pVEo9o7V+y0rxXDBZ0nlpK7No+mxIJqmgmNLU78ja/R6/Dv0VP2c/un3dDYBVo1bRObhzjcUwPz6Nh2duBmDSkEhuax9cY2MJIYQQQpyN1pq/9/zNs/88y+ZD5b+ftPBpwRu93uCWFrecUkHzwLFCnpmzhdW7jwLQv3UDXrs5HF9X6+zt+ynhJ8b/Pr6ykue7fd/lvnb3SSXPesaqe/iUUrNOfAlEaa2vqkZ81SIJ36VvY04BAzbtBDSZG4fiq/LZ/uB23lzxJm+vfptm3s3Y/MBmnGxr7ty8aSv38urC7RgNiq+GR9OzhV+NjSWEEEIIcS4WbWFWwiwmLJnA7qzdAHQK6sTE6ybSI7RHlbZaa2auP8Abv22noNSMp5MtMYNaMygy0CqJ2eH8w4z9bSy/Jv0KQN+mffly4Jeyt68esfYevlyt9e0VX0OAf6oXnrjStXd35p4gHzSKwNZvkZ5/mKf/fppXer5Ca9/W7Di6g+cXP1+jMYzq2pgx1zbFbNGMm7GJzfuzanQ8IYQQQoizMSgDd4TfwfYHt/PJDZ/g7+zPutR19Py2J9fPuJ64Q3GVbZVS3NmpEX8+1p1uV/mQVVjGIz/G8cB3G8nIK652LP4u/sy5fQ4zB8/Ey9GLv3b/JXv7LiEXM8PXWGu994TXXlrrY1aP7DzJDN/lIc9kpvv6JNJLyijcM4m8gzNYPHwx7vbudJ7amUbujYgfE4+LnUuNxaC15snZW5iz6SCeTrbMHnM1YX41N54QQgghxPnKL83n/bXv8/aqt8krzQPgzjZ38lrP12ji2aSyndaan2IP8PpvieSXmHB3tOWVQa25Kcr6s30+Tj4kj0/Gy9Gr2v2K6qnuwesjgHcpnw1cCDyotc6zepQXSRK+y8eiIzmM3LYXW0ykrRtAqJMzW8duZenepXQP6Y6rvWuNx1BmtjB6+gaWJh8hyMOROWOvpoG7Q42PK4QQQghxPjILM/m/Ff/HJ7GfUGouxdZgywPtH2BC9wn4u/hXtkvNLuK5X7ayfMcRAK5r6c//3RKOn1v1f685vrfP0caRm1rcVO3+RPVVN+HbBQwBUoGHAA+t9UNWj/IiScJ3ebl3215+O5KDXd4mDmy+lye6PMGkvpNqNYbCUhN3frmOuAPZNPd3ZdaYLrg72tZqDEIIIYQQZ7Mvex8vL3uZ6fHT0WicbZ15ossTPHH1E7jZuwHlidnsDQd5beF28kpMuDnYEDOoNbe0DaqRoivfxn1Lz8Y9ZW9fHahuwrdJa93uhNfrtNadrBzjRZOE7/KSXlJK93VJ5Jkt5Gx/itKjS1h771o6BHWobHOs6FiNLx3IKijltimr2X2kgI6hXky/tyMOtsYaHVMIIYQQ4kJty9jG84ufZ8GOBQD4OPkwodsExkSPwd6mvFJnek4Rz/+ylaXJ5bN9vVr48X+3tLHqKqb1qevpMrULzrbOUsmzDlS3aEuAUmq0UqqbUsoXkKkOUWMC7O14oWkgAA1avoI2OHHv/HspNZdSVFbEvfPupc1nbThWVLPbRj2d7Zh+byf83exZn3KMR37cjNkim5KFEEIIUb+E+4Uzf9h8VtyzgmsaXkNmYSaP/vkoLT5pwXfx32G2mAlwd2TayA5MGhKJq4MNS5Iy6DP5X2ZvOGC1oish7iHc1PwmObevHjqfhO9lIAJ4HUgGwpVSvyul3lRKDavR6MQVaXigNx3cnClSTgS2mMDWjK28tfIt7Ix2JB1NIi0vjYf/eLjG4wjycGT6qE64OdjwZ8JhJszdJpWohBBCCFEvdW3UlRX3rGD+HfNp7dualOwUhs8dTtvP2/Lbjt8AuK19MH8/di29WviRV2ziqZ+3cM83saTnFFV7/OOVPH+49YcqlTy/2vSV/P5Ux85nSWcXYK2uaKiUCqY8AWwDhGut767xKM9ClnRenpIKiugTu4MyrTkWdw/kJxA3Jg47ox2RUyIpLCvk5yE/M7jV4BqPZf3eY/xv6jpKTRYe6X0Vj/VpVuNjCiGEEEJcLLPFzPdbvuelZS9VzrJ1a9SNt657iy4Nu6C15tfNqcTMTyC32ISrvQ0vDmjFkOhgqyzDPJR/iLG/jWVu0lwA+jXtx5cDv6She8Nq9y1Or7p7+KYAHYEdwCJgkdb6kNWjvEiS8F2+3tqTzuR9h3GxHGP3qv50CYpmxT0rmLJhCuP/GI+Pkw8J4xLwc675Q9L/TDjE2O83YtHw+s3h/K9zSI2PKYQQQghRHcWmYj6L/Yw3VrzB0aKjANzU/Cb+r/f/0cq3FRm5xTz/61b+ScwAoHszXybe2oZAD8dqj621Zua2mTz0x0McKzqGm70bH/T/gJFRI6vdtzhVtfbwaa3HVBRtiQE8gW+UUmuUUv+nlOqulJJKFqJGPBLiTxNHe/INXjRo+hBrDq7hk9hPGNthLL0b9yazMJMHFj5QK8sE+rVuwOs3twHgpXnbWLQtvcbHFEIIIYSoDgcbBx7r8hi7H97NhG4TcLJ1Yl7yPNp81oZR80ZRoo/w5fBo3h8ahbujLct3HKHv5OXMXL+/2r9fKaW4s82dJIxL4KbmN5Fbkit7+urIBR+8DqCUcgR6AtcDXc6UTdYGmeG7vK3KymNw3G5s0ByKvQV70xESxiVgUAbCPw0nrzSP7275jv9F/K9W4vngn51M/mcHdjYGpo/qSOcm3rUyrhBCCCFEdR3KP8Rr/77GF5u+wGQxYW+0Z3zH8TzX9TnMZmcm/LqNv7YfBqDbVT68eWsbgj2dqj2u1poFOxZwfdj12Bql/mNNqG6VzpM7exWYADgDHwIdzv6EEBfvGk9XhgV4YULRNOpDCsuKGL1gNA3dGvJB/w8AGP/7eA7mHqyVeB7uHcZdnRpRarJw//QNJB3KrZVxhRBCCCGqq4FLAz658RMSH0zkjvA7KDGX8O6ad2nyYRO+3Pwu7w1twYfD2uLpZMuKnZn0m7ycGev2WWW2b1DzQVWSvdTcVG6ffTsHcg5U922Jc7jghE9r/RLliV4eMBj4wtpBCXGil5oG4m1rQ45tI7wb3snfe/5mevx0RkaNZECzAeSU5HDf/PtqZWmnUopXbwqnf+sG5BWbGD51PQeOFdb4uEIIIYQQ1hLmFcbMwTPZOHojfZv2JbcklwlLJ3DVx1eRWjqP3x+5mv6tG1BQauaFX7fxv6nrrP77ztP/PM3s7bMJ/yycqZumSiXPGnQ+RVtGAO9SnhwuBB7UWufVQmznRZZ0Xhl+PZzF2O37cFRm9q/ui7tRs/3B7Wit6Ty1M893fZ7R7UfX2gGfxWVmRkxbz7q9x2ji48zPY6/Gy9muVsYWQgghhLCmJXuX8Ow/zxKbFguUJ4Sv9XgdZ0tXXp6/nWMFpTjZGXnuhpbc1bERBoN1KnmOWTiGecnzAOgf1p8vBnwhlTwvUnWrdO4ChgCpwEOAh9b6IatHeZEk4bsyaK25c8selh7Lw6MwjuQN93Bbq9uYPWQ2peZS7Iy1n2zlFJUx9PM1JB3KI7KhBzPv74STnU2txyGEEEIIUV1aa+YkzuGFJS+w4+gOANoHtOf5a95kcZw3v20tL1jXpYk3b98WQUMv6+zt+2HrDzz0x0NkFWfhZu/Ge33fY1TbUbX2If7lorp7+HK11pu11hla6xcpP6JBiFqllGJis2AcDQaynaJw8+3Nz9t/5tfEX+sk2QNwd7Tl21EdCfJwJP5ANuNmbKLMbKmTWIQQQgghqkMpxW2tbiNhXAKfD/icAJcANqZvZPDPfdlheYbHr3fH29mONXuO0u/95Uxfk4LFUv29fXdF3MX2B7dXVvK8b8F93PDDDbVWn+FKcD4zfOnAy0AikAT8WXFMQ70gM3xXls/2Z/DK7jTcVTE7V/TC38md7eO24+noCUBSZhLxh+IZGj601mLafSSf2z5bTVZhGdc286FjYy86N/GhfYhnrcUghBBCCGFNhWWFfLjuQyaunEhOSQ4AN1/1P9xL72dZUvnurk6NvXj7tghCvJ2rPd7pZvvmDp1Lz8Y9q933laC6SzpHAxFAm4ovF+AfIB7YorWead1wL4wkfFcWk0Vz/cYdbM0vwiNnMcnxT3Jv23v5atBXpGSn0PKTlgBsfmAzLXxa1FpccQeyuX3KGkorZvjsjAZ+uL8T0aFetRaDEEIIIYS1HSs6xsSVE/lo/UcUm4oxKiMDGr3IvgOdySow4Whr5On+zRnRJdQqe/vS89IZ89sY1h5cS8K4BHycfKzwLi5/1Ur4TtNZMP8lgOFa67urH+LFk4TvyhOfV8j1G8rXlmfHjaAodwv/3P0PvZv0ZuTckXwb/y0dgzqyatQqbAy1t6fuydlx/LwxtfK1i72RIdENGRgZSNuGHrIWXQghhBCXrIO5B4lZFsPXcV9j0RacDH5Eu77FvkO+AHQMLZ/tC/Wxzmxfal4qwW7BldfKzGXYGGzk96kzsGrCV99IwndlenlXKp8fOIIvOWxb3pvGHo3YOnYrZZYy2nzWhoO5B3mj1xs83+35Wotp474s7vxyLaWm8lm+E//LCvJwZEBkAAMjAmkd6CY/rIQQQghxSUo8ksgLS17g16RfAfAzXod32XgKS2xwsDXwVL8WjLw6FKMVZvtO9NRfT7HtyDa+HPhllURQlJOET1x2Ckxmro1N4mBxGS4ZM9md9DaPd36cd/u9y1+7/6Lf9/2wNdgSe38skQ0iay2ujfuyWLvnKJ0be2E0GlgQn8ZvW9I5lFtc2SbU24mBkYEMiAikeQPXWotNCCGEEMJa1h5cy7P/PMu/+/7FoF0I4lEMxZ0BiA7x5O3bImji62KVsXKKcwj7KIzMwkzc7N2Y3G8y90TdIx+gn0ASPnFZ+udoLv/bsgd7pUlbNwhLSRqrR62mU3Anxv02js82fEaEfwSx98fWWSVPAItFs2FfFgu3pPH71nQy80sr7zXzd2FARCADIgKs9kNRCCGEEKI2aK1ZtGsRzy1+jvjD8TiaO+JnehQsbtjbGHiyb3NGdW1sldm+43v75ifPB8rP7ZPZvv9IwicuW2MSUpibkU2QJY1NK2+ktW9rNj2wiVJzKZFTItmTtYcXur3A671er+tQATCZLazbe4yFW9L4Y9shsgvLKu+1DnSrTP6scbaNEEIIIURtsGgLP277kQlLJrAv6wieZffjYu4NQNtGHrxzWyRhftX/YPt0lTxltq9cvUn4lFL9gQ8AI/CV1nriGdp1ANYCQ7XWP5+tT0n4rmxHSsvoui6JHJMZhwPvs2/vt8RcG8PLPV5mxb4VXPvNtSilKmf+6pMys4WVuzJZGJ/OXwmHyCsxVd6LaujBgIgABkQE0sDdoQ6jFEIIIYQ4P6XmUj7f8DmvLX+N/LwQvEofwgZvbI3wZN8W3Neticz21ZB6kfAppYzADqAPcBCIBYZprbefpt3fQDEwTRI+cS4/pB3l8eQDuBks7FrZExtLEZsf2Exrv9Y8+deTvLvmXQY0G8CCYQvqOtQzKi4zs3zHERZsSeef7YcpKjMDoBR0CPFiQGQA14cH4OtqX8eRCiGEEEKcXV5JHu+teY93V3+KXcEwXMx9AGgZ4MhHwzoQ5lf9GgYnz/b5Ovmy95G9ONtVv0ropai+JHxdgBitdb+K188BaK3fPKndo0AZ0AFYKAmfOBetNbfG7WJNdgGNyhKJXXMnnYI6sWrUKsosZbyz6h0e7/L4JfMDoKjUzJKkDBbEp7EkOaOy6qdBQZem3gyMCKR/eAM8nOpuX6IQQgghxLlkFGTwxvI3mLZ2He4lY7HBB4MyM65nCI/2boON0VDtMY7P9nUK6lSr1dnrm/qS8N0G9Nda31fx+m6gk9Z6/AltgoAfgF7AVCThE+dpV2ExvdYnU6o1hp3PkZ6+iMn9JvNo50frOrRqySsu45/EwyyMT2f5ziOUmcv/e7UxKLpe5cPAiED6tPbHzcG2jiMVQgghhDi9vVl7eeGf1/krzgUXc18AfNwL+PJ/3WnbsEG1+9dao9EY1H8J5K5ju2jq2fSK2dtXXxK+IUC/kxK+jlrrh05oMxt4V2u9Vin1DWdI+JRSo4HRAP7+/u1//PHH2ngLop6bo+2ZjSMe5gKSV/fCQRmYFj2NAMeAKu3M2oxRGesoyotXUKbZeNjE+nQz24+ZsVT8p2ujoI2vkU4BNrT1NWJvc2X8YBNCCCHEpWV3/m4+SVxCxrE+2GhfNGW08t/LI21a42BjvZVLGcUZjNowinD3cJ5o9gS+9r5W67u+6tmzZ71I+M65pFMptRc4/tuqD1AIjNZazz1TvzLDJ44rtVi4LnYHOwqLCSlazfrYB7muyXX89b+/UEqRXZzNw388jLOtM58N+Kyuw62Wo/kl/LHtEAu3pLFu7zGO/2fsYGugd0t/BkYE0KO5Hw62l15iK4QQQojL26Id//LYz8spym1XfsF2Pw/18eCxbkOrzNJdrH/2/MOQ2UPILs7G3d6dyf0mMzJq5GU921dfZvhsKC/a0htIpbxoy51a64QztP8GWdIpLtD67HwGbd6FjYLirfdx9NhGpg2axj1t72Fbxjbaf9GeUnMpi+5aRL+wfnUdrlUczi3m963pLNySzsZ9WZXXne2M9G3dgAERAXS7yhc7m+r/ABVCCCGEsAatNW8tmc/nS/LQZk80ZTh6LGPSLX25sdn11U7O0vPSeWDhAyzYUV6074arbuCLAV8Q5BZkjfDrnXqR8FUEcgPwPuXHMkzTWr+hlBoDoLWeclLbb5CET1yEp5MPMD3tKCE2haxf0hUPB3e2j9tOgGsAb618i2cXP0uQaxDbxm3Dw8GjrsO1qtTsIn7bksaC+HS2puZUXndzsKF/eAMGRARydVNvq2ySFlWtObCGZSnL6BHagy4Nu9R1OEIIIcQlIbuwhHtnzGfj7vIziEvULhqHrOS9AU/QObhztfrWWvP9lu95eNHDl/1sX71J+GqCJHziZDllJrqvT+JwqYmG2fPYsCWGW1veypzb52C2mOn6dVfWHlzL8MjhfHvzt3Udbo1JySzgt63pLIhPI+lQXuV1b2e7yuSvY2Mvq5yHc6XKK8lj5f6VfL/1e2YnzMaiLdgZ7Vg8fLEkfUIIIcQFWJKUyiM/xZJXZIumjBybn+gZXsr/9X6dlr4tq9X3lTDbJwmfuOIszMjmvoQUnA2KI7E3kVewj5+H/MzgVoPZcXQHUVOiKDIV8evQX7m5xc11HW6N23k4jwVb0lm4JY09Rwoqr/u52nNDmwAGRgbSrpHHZfdpV01YuX8lf+z8gyUpS4hNjcWszVXuG5WR13q+xnPdnqujCIUQQohLU36JiVcXxjMr9hAApWo3x+w/5H/tehDTI6ZaB6ufPNs3ut1oPh/4ubVCr3OS8Ikrjtaakdv28mdmLi2NR1m29Dr8nf1JfDART0dPPlr3EQ8vehg/Zz+2jd2Gr/PlX70Jyv9etqfnsrAi+TtwrKjyXpCHIwMiAhgQEUh4kJskf0CJqYRScymu9v8dEDtk9hB+3l6+0tyojEQHRtPMqxmzts/CZDHJDJ8QQghRTat3Z/Lk7M2kZZeiMZFjM4sSh/k81Gksz3Z9Fi9Hr4vuOz0vneeXPM+7fd+tVj/1jSR84oqUWlxK9/VJFJgtBBz+grjkz7gn6h6m3TQNi7Zw3fTrWJqylMEtBzN7yOwrLsHRWhN/MIeF8Wks3JLOodziynuh3k4MiAhkQGQAzf1dr5i/mzJzGbFpsSzdu5SlKUtZdWAVr/R4haevebqyzZztc1hzcA09Q3vSLaQbbvZugOzhE0IIIaypoMTE24uS+HbNPgBK1V4y7Sbj5HiUZ7s+y8OdHsbJ1skqYxWWFTIvaR53hN9xyf7OIwmfuGJ9dfAIE3am4msDO1f2oqQ0i7/+9xd9mvYhJTuFiM8iyCvN44dbf2BYm2F1HW6dsVg0G/dnsTA+jd+2HiIzv6Ty3lV+LpXJX1NflzqM0vrMFjObD21myd4lLE1Zyop9KygoK6jSZkz7MZf8MR5CCCHEpWrtnqM8/fMW9h8rBCxk28wix+ZHAt38ePnal7kn6h5sjbbVGuOxRY/x/rr3L+m9fZLwiSuWWWsGbNzJ5rxCIlUKf/17C6EeoWwbuw1nO2embprKY38+xmc3fsZdEXfVdbj1gtmiWbfnKAu2pPPHtnSyC8sq77UKcGNAZAADIwJp6GWdT9XqyrKUZdz8483klORUud7cuzk9Q3vSq3Evrg29Fj9nvzqKUAghRH20IaeA1dn5XO3hQrS7c12Hc0UoLDXx9qJkvlmdAoDR9jAHDW9SathFM+9mvNHrDQa3HHzRs3Pfb/meh/54qLKS5/v932dE5IhLarZPEj5xRdueX0TfDcmYNXjtf43tKb/waKdHmdx/MlprDhccpoFLg7oOs14qM1tYtSuTBfHp/JVwiLwSU+W9yIYeDIwI4MaIAALcHeswyjPTWpOYmcjSvUs5mHuQN697s/JeWl4aQe8F0cSzSWWC1yO0B4GugXUYsRBCiPpsQ04BN2/eiVmDvUHxc1SYJH21aP3eYzz9czwpRwsxKA3Of7PX9CkoE9GB0UzsPZHeTXpfVN9peWk8sPABFu5YCFx6lTwl4RNXvDd2p/HR/gxC7TUbFnfGYilj9b2rq32+y5WkxGRm+Y5MFsSn8U/iYQpL/6tO2SHUkwERgVzfpgF+rg51FqPWml3HdrE0pXwP3tK9SzlccBgoL7CS9UxWlQIsqbmpl8wPciGEEHXv7T3pvLfvcOXr2xt48mHLkDqM6MpTVGpm0l/JTFu1F63Bx62MNMNbpJesBaBPkz5MvG4i7QLaXXDfpzu371KZ7ZOET1zxiswWesYmkVJUSjtLPH+sHEkr31ZsGr0Jexv7ynbbMrbhaudKiIf88D6bolIzS5IyWLgljSVJGZSYLAAYFHRu4l2e/IU3wNPZrlbi+S7+O/7e8zdLU8pn8k7UwKVB5QzeHeF34GJ3ee1DFEIIUXs25BQwePMuSk74/fkmPw9eCwvCz756+8jEhdmQcoynft7C3swCDAoimhxmaebT5JYeBWBo66G83ut1wrzCLrjvk2f7brzqRr4Y+EW9XgUkCZ8QwPJjedwevxt7g8I2aTy7D63k5WtfJqZHDADzk+czZPYQrm54NYuHL8agDHUb8CUiv8TEP9sPs3BLGv/uOEKZufxnio1BcU2YDwMjA+nb2h83B+v8jzA1NxV3B/cqiVvnrzqzLnUdAD5OPvQI7UGv0F70bNyT5t7N6/2nckIIIS4dG3IKWJmVx+FSEz+mH6PIYsHdxsiEpgHcFeCNQf6fU2uKSs2893cyX60sn+1r7ONIaMhKZib/HyXmEmwMNoxuN5oXr33xgrfvaK35bst3PLLoEYrKitj8wGayi7PrbUVuSfiEqPBQ4j5mH8qijaOJf/7sgK3Blo2jN9LGvw1HCo4Q/lk4GQUZfND/Ax7u9HBdh3vJySks48/th1i4JZ1VuzIxW8p/vtgZDXRv5svAyACua+mPs73Nefd5OP8wy1KWVS7T3HF0xylVVb/f8j1HC4/Ss3FPwv3CJVkXQghRK/YXlfDsjoMsOZYHQCd3Z95u3pDmznW3veFKtHFf+WzfniPls31DO/qQxpd8v/VrLNqCk60Tj3V+jKeufgp3B/cL6jstL421B9cS4BJA7+m9KTWX1sszdyXhE6LC0VIT3dYncqzMTPuSpfy+7nE6BHZgzb1rMBqMzE2ayy0/3YKDjQNxD8TR3Kd5XYd8yTqaX8KihEMsiE9j3d5jHP9R42BroHcLfwZEBNCzhR8OtsaqzxUe5d99/1aehZdwJKHKfRc7F17v+TqPdH6ktt7KWcXExPDKK6+ccv3ll18mJiam9gMSQghRq7TWzMvI5sVdqRwpNWGrFOMb+fFIiD8ORvkAsrYUl5mZ/PcOvlyxB4uGpr7OjO3tyvdJrzEveR4A3o7ePN/tecZ1GIeDzYUl5W+ueJMXl76IWZsxKiOv9XyN57o9VxNv5aJIwifECWYfOsZDifvxsDGQv3kYqVnbebfvuzze5XEARswdwfT46XQO7syKe1ZgYzj/2Shxehm5xfy+NZ0FW9LZuC+r8rqznZE+rfwZEBFIt2Y+fL/lG+5fcD+a/34uOdo4ck2jayqXaLYPaF/t83asrXXr1iQlJWGxWDAYDLRo0YKEhIRzPyiEEOKykV1m4o096XyXVr6HrImjPW83D6arp+s5nhTWtHl/Fk/Ojmf3kQKUgvu6NuaaVlm8tOw5VuxfAUAj90a80uMV7o64G6PBeI4ey605sEZm+OqKJHziQmmtGRq/m+VZ+XRxLGTun9fgaOPItnHbaOLZhOzibMI/DSc1L5U3e7/Js12freuQLys7MzL5bOV6libmkpX33/8E3RxsaNfYhjl7n6NdiDO9GvegV+NedAzqWKWwTn1kY2OD2fxf1VKj0YjJZDrLE0IIIS5X67LzeTL5ADsLSwAY2sCLl8MC8bKVD5BrS3GZmff/2ckXy3dj0dDEx5m3Brcho2wtzy1+jq0ZWwFo7dua/+v9fwxsNvC89vuvObBG9vDVBUn4xMVIKSqhx/okii2aqLxZ/Ln5TXo17sU/d/+DUoq/dv9Fv+/7VdnjJy5OUVkRaw6uYcneJSxNWcr61PWYLOXJkJ99KyZ0nMtvW9JJOpRX+YyXsx39wxswMCKQjo29MBrq7wZ4WdIphBDiZCUWC5/sz+CDfYcpsWi8bI28EhbEbf6eUkisFsUdyOap2fHszMhHKRh1TWMeuy6MX5N/4sWlL7IvZx8A1zS8honXTaRro651HPHFk4RPiNP4aN9h3tiTTrC9kX1rriczP5WvBn7Fve3uBWDswrFM2TiFtg3asva+tdgZa+eIgctBqbmUiSsnsjRlKWsOrKHEXFJ5z6AMtA9oT8/QnvRs3JM+TfpgNBjZlZHHgvh0FmxJY8+Rgsr2vq723NgmgIGRAbRt6ImhniV/+aX5LNi4gAc/eZDs4mxCMkJY/M1imjRpUtehCSGEqGO7C4t5Ovkgq7LzAeju6cJbzRrS2Kl+r1y5nJSYzHy4eCdT/t2D2aIJ9Xbi7dsiiWzozJQNU3h9xetkFmYCMKDZAN7s/SbhfuF1HPWFk4RPiNMos2j6bUhme0ExvRwzmflnH9zt3dn+4HYCXQPJL80n4rMI9mbv5b2+7/FYl8fqOuR6yWQxsSFtA+0C2lUmxVprgicHk5aXhkIR2SCyPMEL7Un3kO5nrZCltSYxPY+FW9JYsCWNA8eKKu8FujswIDKQAREBtAlyr/VPSUtMJcQfjic2NZbYtPKvxCOJp+w5rG/r+oUQQtQdrTU/HTrGK7vSyDKZcTAoHgtpwNhGvtgZpKhLbdlyMJunZm8h+XAeSsGILqE83b85Jl3Iu6vf5d0171JQVoBCcXfk3bza49VL6lxmSfiEOINNuQXcuHEnBqD5kY9ZmjiVm1vczC+3/4JSiuX7lvNr4q/8X+//w9HWsa7DrRfMFjNxh+Iqj0lYvm85+aX5rLhnRZWlENPjp+Nq58q1odfi5eh1UWNprdlyMIeFW9JYuCWd9Jziynsh3k4MiAhgQEQgLRq4Wj35M1vMJGYmVknu4g/FU2Ypq9LOxmCDr5Mvh/IPodH1snKXEEKIupdZaiJmVyo/Hy4vXtbC2YF3mjekg7tzHUd25Sgxmfl4yS4+XbYbs0XTyMuJt2+LoHMTbw7nH+b15a/z+cbPKbOUYWe0Y1z0OF7o/gI+Tj51Hfo5ScInxFlM2HmQrw5m0srJyIYl3cgrzWH2kNnc1uq2ug6tXrBoCwkZCZV78P7d9y/ZxdlV2jTzbsZ7fd/jxmY31lwcFs2m/VksiE/jt62HyMz/b5lomJ9LZfIX5udyll5OT2vNnqw95YldRYK3KX0TBWUFVdopFM19mtMhsEP5V1AHIv0jiTsUV68rdwkhhKg/lh/L4+kdB0gpKkUBdwd680KTANylqEut2Zaaw5Oz4yvrB4zoEsLT/VvgbG/Dnqw9vLj0RX7Y+gMArnauPHX1UzzW5TFc7C78d4zaIgmfEGeRbzLTfX0SaSVl9LdP4du/b8HP2Y/EBxMvembqcvLUX08xac2kKtcaezSu3IPXM7QnQW5BtRqT2aJZt/coC+LTWbQtnazC/2bdWga4MSAigIERgTTydjrt82l5aVVm7jakbeBY0bFT2oW4h9AhqENlgtc+sD1u9m6n7bM+V+4SQghRvxSZLby/7zCf7D+MSYOfnQ2vXxXMQN/a365wpSo1Wfhk6S4+WboLk0XT0MuRtwZHcHXT8tm8uENxPLf4ORbtWgSAv7M/d7W5C09HT3o37l3v/l8vCZ8Q5/BXZg7Dt+7FyWCgwf6XWLNnHiMiR/DNzd9UtjlaeJSHFz3MmPZj6BbSre6CtbLjs1vHl2i28mnFC91fqLw/Z/scHln0CL0a96pM8kI9Qusu4JOUmS2s3n2UBfFp/JlwiLzi/45DiAx2p1dLD/x9Utmds6EywUvLSzulHz9nvyozd9GB0fg5+9XmWxFCCHGFScwv4unkg8Tmlq8ouc7bjTebBdPQQQrF1ZaEtByenL2FxPRcAO7uHMKz15fP9gEsS1nGM/88w/rU9ZXPONg4sGT4knqV9EnCJ8R5uG/bXhYeyeFqVwO/L+pIibmEP//3J32b9gXgjeVvMGHpBJp4NiF+THy9ntY/l/05+1m6d2llkrc/Z3/lvagGUWx+YHPla4u2oFCXxCeOWYV5TF8fy+/bDrMzzRGL5b8D2osNCRQaV1BgXImLg4XowOgqCV5Dt4aXxHsUQghxebFozXdpR3ljTxq5JgtORgNPhzbgvmBfbOpZZerLVanJwmfLdvPRkp2YLJpgz/LZvmvCymf7tNbc/evdzNg6A6Be7teXhE+I83C4pIxu6xPJNVm40RjHtKX3EOIewrZx23Cxc6HUXEqHLzuw5fAWxkaP5dMbP63rkC9IRkEGLyx+gaUpS9mdtbvKPS9HL3qE9qBXaC96Nu5JK99WdRTl+Ss1l7Ll8JYqSzO3H9mORVsAUNoeR0s0rpYeOJijQZcnfwYFnRp7MSAykOvDA/Bylk9RhRBC1L3DJWVM2JnKgiPZAES4OPJOi4ZEup5+e4Kwvu1puTz1czwJaeWzfXd2asTzN7TExd6GNQfW1Ov9+pLwCXGepqdm8vSOg/jZ2WBMHENc6ioe7vgwH1z/AQDxh+Lp8GUHyixlVWb/6pvMwkzWHFjDwOYDK68VlRXh8ZYHpeZS3OzduDbkWnqG9qRX41608W+DQdXf0tBmi5nko8lVkru4Q3GUmkurtDMqI+F+4ZWzdh0COxDuF06JSbE48TAL4tP5d0cGZebyn3tGg+KaMB8GRgTQt3UD3B1tTze8EEIIUWv+yszhuR0HSS0pwwDcF+zLM40b4GxjrOvQrghlZgtTlu3mwyU7KTNrgjzKZ/sCjbn0HtmbfWofIbr+nbkrCZ8Q58miNTdv3sX6nAJu8IDpC6KxaAurRq2q/BTn/1b8Hy8seYFgt2C2jt2Kh4NHncYMkFWUxb/7/q1cprk1YysAex/ZW2W/3YwtM2jm3Yy2AW2xMdTPamBaa1KyU6pUzNyYvpH80vxT2jbzblZlWWZUgyicbM/+SWhOURl/JRxiwZZ0Vu3KxGwp/xloZzTQvZkPAyMD6d3SHxf7+vn3I4QQ4vJXYDLz9t5DfHnwCBYgyN6WN5sF09fnzOfYCutKOpTLk7Pj2ZZaPtuXF7eIrKVT0aX/nQ/88ssvExMTU0cRViUJnxAXIKmgiD6xOyjTmhssS/h65RO09GnJ5gc2Y29jj8li4ppp17A+df0phV1qS25JLiv2rajcg7c5fXOVw78dbBy4puE1vNv3XSIbRNZ6fBfiUP6hUypmZhZmntKuoVvDUypmVjfZPlZQyh/b0lkYn87avUc5/uPQ3sZA75Z+DIgIpGdzPxzt5FNVIYQQtS8+r5Cnkg6wJb88yRjg687rVwXTwF5WpNSGMrOFL5bv4YN/dlJqtmAqOEbR7o3kx/+J+fBOTCbTuTupJZLwCXGB3tqTzuR9hwlztCNj4xB2Zm7nxe4v8mrPVwFIykyi7edtKTYVM3foXG5qcVOtxnfLT7cwN2lu5Ws7ox2dgzuXV9EM7Unn4M7Y29jXakznI7s4mw1pG6okeAdzD57SzsfJp8rMXYfADvi7+NdobBm5xfy+NZ2FW9LZsC+r8rqTnZE+rfwZEBFI92Y+2MuSGiGEELXIZNFMTT3CW3sPUWi24Go08ELTQIYHemOQYmO14pGXJjI71R0730ZordGmMg7/+DzP3T9UZvhqgyR8oiYUmy30jk1md1EJQz1L+HBeZ2wMNmwcvZEI/wgA3l/7Po/9+Rh+zn4kjEvAx8nHeuObillzYE3lDN7Q1kMZ33F85f1PYz/l+y3fVx6TcHXDq8+5lLG2FZYVsjl9c2ViF5say85jO09p52rnSvvA9lUSvBD3kDqtmJmWXcRvW9JZuCWN+IM5/8XqYEO/1g0YGBnI1U29sTXW332PQgghLi8Hi0t5bsdB/j5avsQw2s2Jd5o3pKWLYx1HdmV49ef1TIs9DMoAFjP3dWrAhMEd6zqsSpLwCXERVmflc2vcLuyU4trCn/g+9k2iA6NZc+8abAw2WLSFXt/2Iu5QHHPvmEuP0B4XPVapuZTY1FiW7F3C0pSlrD6wmhJzSeX9gc0GMn/YfCu8q5pRZi5jW8Y21qeur0zwEjISMGtzlXb2RnuiGkRVmblr7tO8XheM2Xe0gIVbymf+jp/RA+DpZEv/8AAGRgbQqbE3RimdLYQQooZprVl4JIcJOw9yuNSEjYJxDf14LLQBjvIhZI3auC+Lu75aS5nJgq2NgRn3daZ9iGddh1VJEj4hLtLjSfv5If0Y0W4OxC/vx8Hc/bzT5x2evPpJoPw8O4MyEOwWfFH9b8vYxhN/PcHK/SspLCusci/SP7JyBq97SPd6URwGys/l23F0xykVM4tNxVXaGZSB1r6tqyR3bfzbYGe8dI9B2JWRz8ItaSyIT2P3kYLK676u9kSHeOLpZMfg9sH16n8AQgghLj+5JjNv7E5jetpRNBDqaMfbzRrS3cu1rkO7rG3cl8XaPUfp3MS73v2/XhI+IS5SVpmJbuuSyCwzMdIzm7fm9cTRxpEtY7cQ5hV23v1YtIX4Q/EkZSYxrM2wyuv7c/YT8n4IAC19WtKrcS96hvbk2tBrrbpE9GJprdmfs/+Uipm5JbmntA3zCquyLLNtg7Y42znXQdQ1T2tN0qG8iuQvnf3H/kvWHWzr36d+QgghLk8bcgp4MvkASQXlH7re5u9JTFgQPnZSafpKIwmfENUw93AWY7bvw93GSOTRj5kd/wU9QnuwZPiSU/aZ7Tq2i6aeTQFIOJLA0r1LWZKyhH9T/iWrOAtbgy3Zz2ZX2W83N2kunYM708ClQa2+r9PJKMioMnMXmxrLkcIjp7QLcg2qUjEzOjAaT8crM8HRWvPSvAS+X7sPDRgVPN63OQ/2PP8PBIQQQoiLVWbRfHYgg/dSDlFs0XjaGHkpLJA7GnjV6X54UbvOlvBJ+i/EOdzk58GsQ8dYciwPp8aP47PzF5alLOOrTV9xf/v7K9t9sPYDnvjrCULcQzhWdIzskuwq/TRyb0Svxr3ILcmtkvDd3OLmWnonVeUU57AxfWOVBG9/zv5T2nk5ep1SMTPANaAOIq6flFLc3DaI2RsPVK7r79zEu67DEkIIcYWwNSgeDvFnkJ8HTycfYHlWPo8lHWD2oSzeaR5MUyeHug5R1DGZ4RPiPOwvKuHa9ckUWSzc73aA1xcOws3eje3jthPkFgTAy0tf5tXlr1Y+4+3oTf+w/pX78Bp7NK6zT9qKyoqIOxRXZeYu+WjyKe2cbZ1PqZhZl3FfSurzun4hhBBXBq01cw5n8dKuVI6VmbFTikdC/Bkf4oe9QYq6XM5khk+IamrkaM8zjRsQszuN30uacEPzwfyePIdxv49j7tC5KKWwt7HHgAELFozKyONdHuf5bs/Xeqwmi4ltGduqzNxty9iGyVL1cFA7ox2R/pFVZu5a+LTAaJBz5i5G+xBPSfSEEELUKaUUtzXwope3G6/uSuPHQ8d4J+UQczOyeKd5Qzp7uNR1iKIOSMInxHm6L9iXXw5nsSW/iGvbvM7KlL+Znzyf2dtnc3vr2+kZ2hN7G3tKzaXYGe3oGdqzxmOyaAu7ju2qktxtSt902oqZ4X7hVWbu2vi1qZeHswshhBCierxsbXi/ZSOGNPDk6eSD7Cws4ebNu/hfgDcTmgbgYSspwJVElnQKcQG25BXSf8MOAO5z2sZri+7G18mXxAcT8XbyZs2BNSxLWUaP0B50adjFqmNrrTmYe7BKxcwNaRvIKck5pW0TzyZVkrt2Ae1wsZNP9YQQQogrTbHZwof7D/PRvgzKtMbXzobXwoK4yc9DtmxcRqRKpxBWFLMrlSkHjtDaxQFTwjiW71vK3RF3M/2W6VYdJ7Mw85SKmYcLDp/SLsAl4JSKmd5OUjRECCGEEP9JLijm6eQDrMspP0e2p5crE5sFE+Ioq30uB5LwCWFFBWYz165P4mBxGeMC7HhzTnuKTcX8cdcf9A/rf1F95pXknVIxMyU75ZR2ng6eRAdGV9l3d7xojBBCCCHE2Vi05of0Y7y2O40ckxlHg+LJxgGMDvbF1iCzfZcySfiEsLLFR3O5a8seHA2Ku4zLeWPxwzRyb8S2sdtwtXc967PFpmLiD8VXmblLykxCU/W/RSdbJ9oFtKuyNLOpZ1NZfiGEEEKIaskoKeOlXanMzcgGoLWLA5OaN6Ktm9PZHxT1liR8QtSAsQkp/JqRzbWeLuxafweb0jcyvsN4Prrho8o2JouJ7Ue2V5m523p4K2WWsip92RpsifCPqDJz19K3JTYG2VQthBBCiJqx5Gguz+w4yIHiUhQwKsiH55oE4GIjFbsvNZLwCVEDjpSW0W1dEtkmM88EwtOzOmCymLg+7Hrc7N1IzUtlU/omCssKqzynULT0bVll5i7CPwIHGzkYVQghhBC1q8Bs5t29h/n8YAZmDQH2tvzfVUFc7+tR16GJC1BvEj6lVH/gA8AIfKW1nnjS/buAZype5gNjtdbxZ+tTEj5Rl35IP8rjSQfwtrUh8ujHzIz7/JQ2jT0aVymq0i6g3TmXfQohhBBC1KZteYU8mXyQuLzyD6qv93HnjauCCHSwq+PIxPmoFwmfUsoI7AD6AAeBWGCY1nr7CW2uBhK11llKqeuBGK11p7P1KwmfqEtaawbH7WZ1dj6NS3eyds3toAANtza9lc8Hf46Pk09dhymEEEIIcU5mrfk6NZM396RTYLbgYjTwbJMA7gnywSg1BOq1syV8hlqMoyOwS2u9R2tdCvwI3HRiA631aq11VsXLtUBwLcYnxAVTSvFO82CMFjN77a7C1rUDmAET/PL8L3z89sd1HaIQQgghxHkxKsV9wb6s6NiC633cyTdbmLAzlQEbd5KQX1TX4YmLVJsJXxBw4ITXByuuncm9wB81GpEQVtDUyYEnm5b/U3YLeRUny/3YrorAmG4kJiamboMTQgghhLhAgQ52fN2mMV+HhxJgb8vmvEL6bkjmtd1pFJotdR2euEC1WQLwdPPAp11PqpTqSXnC1/UM90cDowH8/f1ZtmyZlUIU4uK00eBe4kCOdwNce43F2PMBhu9LkH+bQgghhLhkOQJvaJiFI39qOz7Zn8Hs/encSxGRylTX4YnzVJsJ30Gg4Qmvg4G0kxsppSKAr4DrtdZHT9eR1voL4Aso38PXo0cPqwcrxIWIiYkhPacMx4G3oZTCrIx86eTLzh37mDLyLnzs5HgFIYQQQlyabgA25RbwVPIBEvKLeRMXbvH14NWrgvC1s63r8MQ51GbRFhvKi7b0BlIpL9pyp9Y64YQ2jYAlwHCt9erz6VeKtoj6YkNOAbdu3kXpSf9NGRVc6+nKYH9P+vu642yUs22EEEIIcekps2i+OHiESXvTKbJo3G2MvNQ0kGEBXhikqEudqhdVOisCuQF4n/JjGaZprd9QSo0B0FpPUUp9BQwG9lU8YjpT4MdJwifqkw05BazOzqetmyOZpWbmHM5i2bFcTBX/mTkaDFzv686t/p5c6+mKrUF+OAohhBDi0rKvqIRndxxk6bE8ADq7O/N284Y0c5YzhetKvUn4aoIkfKK+yyw1seBINr8cyiI2t6DyuretDYP8PBjs70l7NyeUfDImhBBCiEuE1pq5Gdm8uDOVzDITtkrxUIgfDzfyx8FYm3UhBUjCJ0S9sa+ohF8PZzHncBY7C0sqr4c42HGrvye3+ntylXw6JoQQQohLRFaZidd3pzEj/RgATR3tebt5MNd4utZxZFcWSfiEqGe01mzLL2LO4SzmHs7mUGlZ5b0IF0du9ffkZn9PGtjLRmghhBBC1H9rs/N5KvlA5QfadzTw4qWwQLxspXBdbZCET4h6zKw1a7Lz+flQFr8dySav4nwbA3CNpwu3+ntyo68HbjZS7EUIIYQQ9VeJxcLH+zL4YN9hSrXGy9bIq2FBDPb3lK0rNUwSPiEuEcVmC38fzeWXw1ksPppbWfHT3qDo4+3GYH9Penm7YW+QtfFCCCGEqJ92FRbzdPJBVmfnA+XVyt9qHkyoo30dR3b5koRPiEtQdpmJhUdymHP4GGuy/yv24mFjZICvB4MbeNLJ3VnKIAshhBCi3tFa8+OhY7y6K40skxkHg+KJ0AaMaegnVcprgCR8QlziUotL+fVwFr8czmJ7QXHl9SB7W27x92SwvyctXRzrMEIhhBBCiFNllpqI2ZXKz4ezAGjp7MCk5g1p7+5cx5FdXiThE+IykphfxC8VyV9qyX/FXlo6O3Crvye3+HsS7GBXhxEKIYQQQlT177E8ntlxgJSi/2/v3oPsLus7jr+/u5tN9pbdQ7I5CdlAQC6iyABSQbDCgCgICmSnVWeqjq2lztAWxgIi2qGt13qtnXoZRB2ZWqUlARGpUixUFBC5CoKBcDMJ5GwuZy/ZbLKX8/SPc1hXRMxl9/x2z3m/Zs7knN/vzJ5v5pmc7Of3e57vM0oA716+mMsPXmaPgmli4JNqUCkl7h4YZk2hyPf6+imOT0yeO6Gzjd6lOc7u7iJndyxJkjQLjEyU+PzTm/jS+j7GE+Sbm/jYoT2c1d1pU5d9ZOCTatxoqcSt24ZYXShy85YBdpbK/67nRXDaog5W5ffj9EULaXEjVEmSlLFHt49wydr13DO4A4A3LlrIxw/rcYbSPjDwSXVkaHyCmzYPsKZQ5PbiEKXK8fbGBs7q7qI3n+OkXDuNXkmTJEkZKaXE1c9u5WNPPMvQRInWxgYuO2gpf9HT7e8oe8HAJ9Wpwq4xvttXZHWhyINDI5PH881NnLskx6qlOY5qb3EahSRJysSmXWN8+PEN3Lh5AICjOlr4zOErOKqjNePK5hYDnyTW7dg52ezl6ZHRyeOHtM5nVaXT54HujyNJkjJw85YBPvjYBjbuGqMB+MsV3Vy6ciltNnXZLQY+SZNSStw/uIPVhSLX9/WzdWx88tyrF7ayKp/jnCU5Fjfb7EWSJFXP8PgEn3pqE1/dsJkS5e2nPnlYD6cv7sy6tFnPwCfpRY2XEj8uDrGmUOSmLQPsmCiv+GsMODnXQW8+xxndnbQ1enVNkiRVx4NDO7j4V+t5aHt5Ocpburv46KHLyc+fl3Fls5eBT9IfNDwxwc1bBlldKHLbtkHGK18NLQ0NnNndyap8jpNzHcxrcL2fJEmaWeOlxFUbNvPPT21ipFRiYVMDHzp4f965/yIa7D3wOwx8kvbIltFxvre5nzWbivx8cHjy+KJ5TZyzpNzp89iFrTZ7kSRJM2r9zlE++NgGbtk6CMAfLWzj0y/v4eVtLRlXNrsY+CTttWdGdnFdodzp8/EduyaPr2xp5rwlOXqX5jikdUGGFUqSpFqWUuJ7mwf48OMb6BsdZ14EFxywhAsPzLvHcIWBT9I+Synx8PYRri0Uub5QpDD6m2YvR3W00JvPce6SnPPrJUnSjBgYG+djTz7H1c9uBeCglmY+ddgK/ni/jowry56BT9K0mkiJO4rbWV0o8v3N/QxVmr00AK/LtbMqn+Os7i46bKUsSZKm2c8Hhrl47XrWDu8E4E+W5viHly1nUR13GDfwSZoxIxMlbtk6yJpCkR9tHWS08p2yoCE4fVEnvfkcpy7qoLnBKReSJGl6jJZKfPnXm/ncM5vYVUrsN6+RK162nD9dmqvLHgMGPklV0T82zo2bB1hd2Mad/b9p9tLV1MhblnSxKp/j+M42u2tJkqRp8dSOXVz62HpuL24H4HVd7Xzq8BUc3Do/48qqy8Anqeo27hzlukKRNYUij1SmXEB5E9Xz8jl68zmOaLfDliRJ2jcpJa4tFLli3Ua2jU0wvyG46MA8FxywpG5mGBn4JGXq0e0jrKmEv427xiaPH9G2gFX5HOflc/QsaM6wQkmSNNdtHR3nn554lms2bQPgsNYFfPrwHo7vas+4spln4JM0K5RS4u6BYdYUitzQ10//+MTkuRM62+hdmuPs7i5y8+p30bUkSdo3PykOcenaDTw5Ut5O6p37L+JDBy+jq4Z/vzDwSZp1Rkslbt02xOpCkZu3DLCzVP4umhfBaYs6WJXfj9MXLXR/HUmStMd2TpT4wjMF/u3XfYylRHdzEx85ZDnnLOmqyaYuBj5Js9rQ+AQ3bR5gTaHI7cUhSpXjHY0NvLm7i958jpNy7TTW4Be0JEmaOWuHd3LJ2vXcPVBuJnfqfh188rAeDmipraYuBj5Jc0Zh1xjf7SuyulDkwaGRyeP55ibOXZJj1dIcR7W31OTVOUmSNP1KKfGt57bykSeeZXC8REtDA5cctJTze7ppaqiN3ycMfJLmpHU7dk42e3l6ZHTy+CGt81lV6fR5YI1doZMkSTOjb9cYf79uI9/t6wfgyPYWPn34Co5Z2JptYdPAwCdpTkspcf/gDlYXilzf18/WsfHJc69e2MqqfI5zluRY3Fy7i7ElSdL0+NHWQT7w2Ho27ByjAfjznsVcdtAy2psasy5trxn4JNWMsVLix8Uh1hSK/PeWAXZMlFf8NQacnOugN5/jjO5O2hrn7pe2JEmaWcMTE3zmqU1cuWEzEwn2nz+PTxzWw5sWd2Zd2l4x8EmqScMTE/xwyyCrNxW5rTjIROXrrKWhgTO7O1mVz3FyroN5NTI/X5IkTa+Hh3bwd2vXT/YNOKu7k48eupxl8+fW/sAGPkk1b8voODf0ldf73TO4Y/L4onlNnLOk3Onz2IWtNnuRJEm/ZSIlvrFxC5948jmGJ0q0NzZw+cHLePfyxXOmQ7iBT1JdeWZk12Szl8d37Jo8vrKlmfOW5OhdmuOQ1gUZVihJkmabjTtH+dDjG/jBlkEAjl3YymcOX8Er2lsyruwPM/BJqkspJR7aPlJu9lIoUhj9TbOXozpa6M3nOHdJjvz8eRlWKUmSZpObNvdz+WMb2TQ6RlPA+1Ys4f0rl9La2JB1ab+XgU9S3ZtIiTuK21ldKPL9zf0MVZq9NACvy7WzKp/jrO4uOuZwhy5JkjQ9hsYn+MSTz/GNjVtIwAELmnlvz2J2lhIndrVzXGdb1iX+FgOfJE0xMlHilq2DrCkU+dHWQUYr34MLGoLTF3XSm89x6qIOmhtm75U8SZI08+4bGObitet5ZHjn5LEFDcG1Rx8yq0KfgU+Sfo/+sXFu3DzA6sI27uwfnjze1dTIW5Z0sSqf4/jONhrmyKJtSZI0vcZKiXf94kluLQ4B0Ah84OBl/O2B+WwLm8LAJ0m7YePOUa6rNHuZeiVv+fx5nJfP0ZvPccQcWLgtSZKm1z0Dw/Q+sI6xUqLZO3zVZeCTNBMe3T4y2elz466xyeNHtC1gVT7HefkcPQvm1h49kiRp790zMMwd/dtdw1dtBj5JM6mUEncPDLOmUOSGvn76xycmz53Q2Ubv0hxnd3fxxI5ds/Y/AUmSVNsMfJI0DUZLJW7dNsTqQpGbtwyws1T+/mwEUuUxfxZO85AkSbXtpQJfVVvQRcQZEbE2ItZFxGUvcj4i4l8r538REcdWsz5JeinNDQ28aXEnV75yJQ+ddCRfePkBnJzroASUKAe+sVLijv7tGVcqSZJUVrXAFxGNwBeBM4FXAO+IiFe84G1nAodWHucDX65WfZK0JzqaGnnbsv245uiX8c1XHURTlL9Q5zUEJ3a1Z12eJEkSAE1V/KzXAOtSSk8CRMR3gHOAR6a85xzg6lSeZ3pXRHRFxLKU0nNVrFOS9sgbF3dy/TGHuoZPkiTNOtUMfMuB9VNebwCO3433LAcMfJJmteM62wx6kiRp1qlm4HuxXYtf2DFmd95DRJxPecon+Xye2267bZ+LkyRJkqRaU83AtwFYMeV1D/DsXryHlNKVwJVQ7tJ5yimnTGuhkiRJklQLqtml8+fAoRFxUEQ0A28HbnjBe24A3lXp1nkCMOD6PUmSJEnaO1W7w5dSGo+IvwZ+SHnbqq+nlH4ZEe+rnP8KcBPwZmAdsAN4T7XqkyRJkqRaU80pnaSUbqIc6qYe+8qU5wm4oJo1SZIkSVKtqurG65IkSZKk6jHwSZIkSVKNMvBJkiRJUo0y8EmSJElSjYpyn5S5KyI2A89kXceLWAxsyboIZcKxr1+Off1y7OuT416/HPv6NVvH/sCUUveLnZjzgW+2ioh7UkrHZV2Hqs+xr1+Off1y7OuT416/HPv6NRfH3imdkiRJklSjDHySJEmSVKMMfDPnyqwLUGYc+/rl2Ncvx74+Oe71y7GvX3Nu7F3DJ0mSJEk1yjt8kiRJklSjDHzTLCK+HhF9EfFw1rWoeiJiRUTcGhGPRsQvI+LCrGtSdUTEgoi4OyIerIz9P2Zdk6orIhoj4v6IuDHrWlQ9EfF0RDwUEQ9ExD1Z16PqiYiuiLg2In5V+X//tVnXpJkXEYdX/r0//xiMiIuyrmt3OKVzmkXE64HtwNUppSOzrkfVERHLgGUppfsiogO4Fzg3pfRIxqVphkVEAG0ppe0RMQ/4CXBhSumujEtTlUTE+4HjgIUppbOzrkfVERFPA8ellGbjflyaQRHxTeD2lNJVEdEMtKaU+jMuS1UUEY3ARuD4lNJs3A/8t3iHb5qllH4MbMu6DlVXSum5lNJ9ledDwKPA8myrUjWksu2Vl/MqD6+k1YmI6AHOAq7KuhZJMy8iFgKvB74GkFIaNezVpdOAJ+ZC2AMDnzTtImIlcAzws4xLUZVUpvQ9APQB/5NScuzrx78AlwKljOtQ9SXg5oi4NyLOz7oYVc3BwGbgG5Wp3FdFRFvWRanq3g58O+sidpeBT5pGEdEOrAYuSikNZl2PqiOlNJFSOhroAV4TEU7nrgMRcTbQl1K6N+talImTUkrHAmcCF1SWdKj2NQHHAl9OKR0DDAOXZVuSqqkyjfetwH9lXcvuMvBJ06Syfms18K2U0pqs61H1Vab13AackW0lqpKTgLdW1nJ9Bzg1Iv4925JULSmlZyt/9gHXAa/JtiJVyQZgw5SZHNdSDoCqH2cC96WUClkXsrsMfNI0qDTu+BrwaErpc1nXo+qJiO6I6Ko8bwHeAPwq06JUFSmlD6aUelJKKylP7/nflNKfZVyWqiAi2ioNuqhM53sjYHfuOpBS2gSsj4jDK4dOA2zQVl/ewRyazgnl29KaRhHxbeAUYHFEbACuSCl9LduqVAUnAe8EHqqs5QK4PKV0U3YlqUqWAd+sdOxqAP4zpWR7fqm25YHrytf6aAL+I6X0g2xLUhX9DfCtytS+J4H3ZFyPqiQiWoHTgb/KupY94bYMkiRJklSjnNIpSZIkSTXKwCdJkiRJNcrAJ0mSJEk1ysAnSZIkSTXKwCdJkiRJNcrAJ0mSJEk1ysAnSap5EfH5iLhoyusfRsRVU15/NiKuiIgHKo9tEfFU5fkt01zLyogYmbJn5wvPvy0i1kWE+zlKkvaZgU+SVA/uAE4EiIgGYDHwyinnTwR+kFI6OqV0NHADcEnl9Rv25gMjouklTj9R+ZzfkVK6Bnjv3nymJEkvZOCTJNWDn1IJfJSD3sPAUETkImI+cARw/+78oModukcj4qsR8cuIuDkiWirnbouIj0fE/wEXzsDfQ5KkPWLgkyTVvJTSs8B4RBxAOfjdCfwMeC1wHPCLlNLoHvzIQ4EvppReCfQDvVPOdaWUTk4pfXZaipckaR+81HQTSZJqyfN3+U4EPgcsrzwfoDzlc088lVJ6oPL8XmDllHPX7FOVkiRNI+/wSZLqxfPr+F5FeUrnXZTv8J1IOQzuiV1Tnk/w2xdQh/fkB0XEBVOaxey/h3VIkvSSDHySpHrxU+BsYFtKaSKltA3oohz67syqqJTSF59vFlOZeipJ0rQx8EmS6sVDlLtz3vWCYwMppS3T/WERcdzUrR8kScpCpJSyrkGSpLoRESuBG1NKR77Ee04BLk4pnV2lsiRJNco7fJIkVdcE0PlSG68DXwKK1SxKklSbvMMnSZIkSTXKO3ySJEmSVKMMfJIkSZJUowx8kiRJklSjDHySJEmSVKMMfJIkSZJUo/4f4HO/VmagwgYAAAAASUVORK5CYII=\n",
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\n",
       "text/plain": [
        "<Figure size 1080x360 with 1 Axes>"
       ]
@@ -515,7 +515,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 1080x360 with 1 Axes>"
       ]
@@ -527,7 +527,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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ERgNeANbad/OWZXgL50yeJ4A7rLXLz9Ruu3bt7PLlZzzN5YpblmHD7qN8uCiJb1bvIivHeaxFWBDDukRxVcv6vLb4ZT5b9xlXx1zN4KaDaVqzKduPbM8PfYkpiflhMDElkRNZJ057fy8PLyJCIortGYwOjSbQR7/1EREREXFHGzdupGnTphVdhpST4j5fY8xph3S69B2+8lCZAl9cXBzPPffcKftHjx5daPH1fanpfPr7Dib9vp2DxzMBqBPkQ6bPz6xJfZtckwpAw+CG+eGvS8MueHr81SFrreXP43/+FQQPbc3vKUxMSWR3arGjYfPVrFbztGEwLCgMD+PKFTtEREREpKwo8Lk3Bb4LSHpWDt+s3sX4hUls+vMYAF4OqFtrG1szPmBP+ur8c2v41WBAzAAGxw6mz0V98PH0KbHtE1kn2HZ4219hMCWxUCBMz04/7bXeDm+iQqKKDYNRoVEEeAeUyfOLiIiISNlT4HNvCnwXIGstC7cc4INfk/hl0/78/W0ivAiqvoLf/pzAlhTnpC4exoO9j+6lln+tc75frs1l77G9xfYObj20lT+P/1ni9XX86xQbBqNDo6kXWE+9gyIiIiIVSIHPvZ1t4KtMk7ZUWcYYujauRdfGtdiyL5XxC7fx9cpkVm3Pgu0XE1P3A+7v6s1RM5c9x3cUCnsHTxzkxq9vZFDMIAbFDCIsKKyEOzl5GA/qB9anfmB9ujTscsrx45nHSTqc9FfPYF7v4NZDW0k6nMSfx//kz+N/sjh58SnX+nr6FuodLBgGo0KjqOZV7fz+sERERESk0nM4HLRs2ZLs7GyioqL45JNPCAkJyT/eqlUrmjVrxueff56/7/bbb+enn34iMTERHx8fDhw4QLt27di2bRu5ubk89NBDzJ07F2MMvr6+fPHFF0RFRZ1y72uvvZZXXnmF6OhoVzxqmVu7di2vvfYaEydOLJP2FPgqmUa1A3nxmpY83ieGz5Zs56PF20nYm0rCXqgZcCk3d7yWA8cyqBngHNL53ebv+HHrj/y49UcemPUAHcI6cHXs1QyOHUxMzZhzqsHf258WtVvQovYpyyWSa3PZnbq72DCYmJLI/hP72XhgIxsPbCy27XoB9YoNgxdVv4g6/nVwzt0jIiIiIhcyPz8/Vq9eDcBtt93GuHHjeOaZZwBnD1Vubi4LFizg+PHj+Pv751/ncDj48MMP+cc//lGovSlTprB7927WrFmDh4cHycnJha47af369eTk5FywYQ+gZcuWJCcns2PHDho2bHje7WlIZyWXkZ3DzD/2MH5hEhv2HAXA29ODq1vXZ1iXaGoFZzEjYQbTE6Yze8ts0rLT8q+NrRnL4NjBDI4dTLv67VwSplIzUgvNKlpwZtFth7eRlZt12mv9PP2KDYMnewd9PX3LvX4RERGRC11lGNIZEBDAsWPOOSreffdd1qxZw9tvvw3As88+S2BgIBs3bqR3794MHToUcPbwXXzxxbz77rts2LCBw4cP5/fwvf766yQlJfHmm2+WeN+nn36aJk2acPvttwMwfvx4Xn75ZerXr0/jxo3x8fHhrbfeYsaMGbzwwgtkZmZSo0YNJk2aRJ06dYiLiyMgIIDHHnsMgBYtWjBz5kxq1arFddddR3JyMjk5OTz77LNcf/31he79/vvv895775GZmUmjRo345JNPyMrKolWrViQmJuLh4cGJEyeIiYkhMTGR1atXM2zYMPz9/enSpQvff/8969atA2DMmDFkZGTwxBNPnPKMGtLpZnw8Hfy9bTjXXBLG74mHGL8wiTnxf/LF8mS+WJ5Ml0Y1Gda1H18NuZW07BP8uPVHpsVPY+ammcQfiOfFhS/y4sIXebXXqzzW+bFyrzfQJ5BWdVvRqm6rU47l5OaQfDT5tMtMHEw7yPr961m/f32xbYcFhuX3BkaHRBfqHaxVrZZ6B0VERETO0eKdi5m/bT7dIrvRqUGnMms3JyeHOXPmMGzYsPx9U6ZM4aeffiIhIYG33norP/ABNGzYkC5duvDJJ58wYMCA/P3XXXcdXbp04ddff6Vnz57cfPPNxS4+vmjRovz2du/ezfPPP8/KlSsJDAykR48etGrl/Bm1S5cu/P777xhj+OCDD3jllVd47bXXTvscP/zwA/Xr1+e7774D4MiRI6ecc80113D33XcD8M9//pPx48czfPhwWrVqxS+//EL37t2ZMWMGffr0wcvLizvuuIP33nuPzp0789RTTxVqq127drz00kvFBr6zpcB3gTDG0OmiGnS6qAZJB44zYVESU5cns3DLARZuOcBFtfy5s0sU17QZyOCmg8nKyWLB9gVMi5/G9Pjp9G3Ut1B7/1v+P2r516LPRX3w9z61O7w8ODwcRIREEBESQfeo7qccP5J+5LRhcPuR7exK3cWu1F38uuPXU6719/I/bRiMCI4446ymIiIiIu7KPFe6X4o7jANvhzdzbp1DpwadTnudHX3mEYJpaWm0bt2abdu20bZtW3r16gXAsmXLqFWrFhEREYSHh3PnnXeSkpJCaGho/rVPP/00AwcO5KqrrsrfFx4eTkJCAnPnzmXu3Ln07NmTqVOn0rNnz0L33bNnD7VqOee7WLp0KVdccQXVq1cHYMiQIWzatAmA5ORkrr/+evbs2UNmZmax7wIW1LJlSx577DGefPJJ+vfvT9euXU85Z926dfzzn//k8OHDHDt2jD59+gBw/fXXM2XKFLp3787kyZO5//77OXz4MKmpqXTu3BmAG2+8kZkzZ+a3Vbt2bXbvLnmZtdJS4LsARdX051+DWvBorxg+X7aDj37bxtb9x3lm2jr+MzuBGzs05NZOkfSM7knP6J6M7TcWw1//wmblZPHUnKc4nH4YP08/el/Um8Gxg+nfpD81qtWosOcK9g2mTb02tKl36m9rsnOz2XlkZ7FhcGvKVg6nH2btvrWs3bf2lGsNhvCg8GLDYHRoNDX8aqh3UERERKq8HJtDZk4m87fNP+9evpPv8B05coT+/fszbtw4RowYweeff058fDyRkZEAHD16lK+++oq77ror/9pGjRrRunVrvvjii0Jt+vj40K9fP/r160edOnWYPn36KYHPz8+P9HTn8mMlvbo2fPhwHnnkEQYOHMj8+fPz18z29PQkNzc3/7yTbTVp0oQVK1Ywa9YsRo0aRe/evfl//+//FWrz9ttvZ/r06bRq1YqJEycyf/58AAYOHMioUaM4dOgQK1asoEePHhw9erTEP7/09HT8/PxKPKe0FPguYMHVvLjviosY1iWK79ftZfzCJP7YeZhx87by3oJE+l9cn2FdomgRFlzousycTJ667CmmxU9jya4lfJPwDd8kfIPDOLg84nIGxw5mUOwgGgaf/0uiZcXTw5Oo0CiiQqPoSc9TjqekpZw2DO44soOdR3ey8+hO5jP/lGsDvQPzw9/JQHhyu2FwQ7wd3i54QhEREZHycaYeucU7F9Pz455k5mTi7fCmW2S3Ul1XGsHBwYwdO5ZBgwZx7733MnXqVNasWUNYmHNm+Xnz5vHCCy8UCnwAzzzzTKEevpUrV1K3bl3q169Pbm4ua9as4eKLLz7lfk2bNmXLli1ERkbSvn17Hn74YVJSUggMDOSrr76iZcuWgHNI5skaPvroo/zrIyMj83vaVq5cSVJSEuAcHlq9enVuvvlmAgICip1BMzU1lXr16pGVlcWkSZPy2w8ICKB9+/aMHDmS/v3743A4CA0NJTAwkN9//52OHTsyefLkQm1t2rSJFi1OnUDxXCjwuQEvhwcDW9VnwMX1WLkjhfELk/hh3V6mrdrFtFW76BBVnWFdoujZtA4OD4O/tz9PdnmSJ7s8ya6ju/g24VumxU9j3rZ5+V8jfhhB/yb9mTF0RkU/XqmE+oXS1q8tbeu3PeVYVk4WO47sKDYMbj20ldTMVFbvXc3qvatPudbDeNAwuGGxYTA6NJrqftVd8HQiIiIi5adTg07MuXVOubzDB9CmTRtatWrFF198QVhYWH4QArj88svZsGEDe/bsKXRN8+bNueSSS1i5ciUA+/bt4+677yYjIwOA9u3b8+CDD55yr6uuuor58+fzt7/9jbCwMJ5++mk6dOhA/fr1adasGcHBzo6QuLg4hgwZQlhYGB07dswPdn//+9/5+OOPad26NZdeeilNmjQBnEslPP7443h4eODl5cU777xzyr2ff/55OnToQEREBC1btiQ1NTX/2PXXX8+QIUPye/3AOaHM3Xffjb+/P926dcuvDZxBuGDgPR+apdNN7Tx0gom/bWPKsp0cy8gGIKJGNe7oHMmQdg3w9zk166ekpfDd5u+YHj+d77d8z60X38o7/f/6y5yUksTeY3vpEN7BbRZXt9ZyKO1QsWEwMSWRnUd2Yjn9vyMhviF/zSYaEg3GuTbiwJiBDGgyQENFRURExOUqwyydFSUtLY3u3buzaNEiHA4Hx44dIyAggOzsbAYPHsydd97J4MGDK7pMgPzaAF566SX27NmTPzvnFVdcwcKFC/H0PPVn9rOdpVOBz82lpmfxxfJkJixKIjnFuWRDoK8nN7ZvyG2dI6kfUvzY4LSsNI5lHiu0yPtTPz/Fy4tepm5AXQbFDGJw7GC6R3V36yGPGdkZbD+yvdjJZLYe2srxrOOnvbaaZzWa125OTM0YYmvEElvT+dWoeiNNIiMiIiLlpioHPoDZs2fTtGlTGjZsyGOPPcbPP/9Meno6vXv3ZsyYMZXmF/JTpkzhxRdfJDs7m4iICCZOnEitWrXYvHkzu3btolu3bsVep8AnxcrJtfy43vme3/LtKQA4PAz9WtRlWJco2jQMPUML8MqiVxi3bBw7juzI3xfkE8RVja9icOxg+jbqS6BPYLk9Q2VjreXAiQP5AXDC6gn8nPjzGa/zMB5EhUTlB8CYGjH539esVrPS/EdIRERELkxVPfC5OwU+OaM/dh5m/MIkvlu7h5xc5+d/ScMQ7uoaTe9mdfB0nH64prWWVXtXMT1+OtPip7Fu37r8Yz4OH/4W/TfeuvItIkMiy/sxKp2iLzx/ed2XBPkEEX8gnvgD8SQcTCD+QDyJKYnk2txi2wj1Dc0PfwXDYHRoNF4OLxc/kYiIiFyIFPjcmwKflNruw2l8tHgbny/ZwdF053t+YSF+3HFZJNdd2oAg3zMHjC2HtuSHv8U7F+Pt8ObAEwcI8A7IP2fX0V2EBYWV0Ir7KM2ipRnZGWw5tCU/ABYMhEczip+i19PDk0bVGxXqDTz5fajfmXtnRUREpOpQ4HNvCnxy1o5nZPPVymQ+XJjEtoMnAAjw8WRIu3Du6BxFwxrVStXO3mN7WbVnFf0a98vft+PIDiL+G0Hruq25OuZqBjcdTMvaLTVssRjWWvYe23tKj2D8gXi2H9l+2utq+9c+ZWhobM1YIoIjcHg4XPgEIiIiUhko8Lk3BT45Z7m5lrnx+xi/MInFiQcB8DDQq1kdhnWJ5tLI0LMOat9v/p7rvryOY5nH8vdFh0bnh79O4Z0USkrhRNYJNh/cfEoYTDiYwImsE8Ve4+PwoXGNxqeEwZgaMVXqXUsREZGqRoHPvSnwSZlYv/sIHy7cxrd/7CIrx/l35OLwYIZ1ieLKlvXwKuE9v6LSs9OZmzSXaRun8U3CN+w/sT//WG3/2gxsMpBhlwyjY3jHMn8Od5drc0k+mkzCgYRTwuCu1F2nva5+YH1nAMybPTSmpjMQhgeFu82SGyIiIlWVAp97U+CTMrXvaDqf/L6dT3/fTsqJLADqBvlya+cIbmzfkJBqZ7ckQ05uDouTFzNt4zSmxU8j6bBzkcuxfccyvMPw/POstRr2eZ5SM1JJOJjwVxg8GE/CgQQ2HdxERk5GsddU86pGTI2YQktJxNSMoUmNJlTzKt3QXhEREalYlTXwZWZmkpWVhb+/v8vvnZKSQmioe8x7oMAn5SI9K4dpq3YxfmESW/Y5h2f6eTm4tm04d1wWSXStgDO0cCprLWv3rWXaxmnc2eZOGgQ3yD82ZOoQjmUeY3DsYAbGDKRuQN0ye5aqLic3h+1Htjt7AwuEwfgD8ew7vu+010UERxT7rmDdgLoK5yIiIpVIZQt8Gzdu5IMPPuDrr7/m66+/pk2bNkRGRnLbbbcxY8YMsrKymDp1KrGxsSxdupSHHnqItLQ0/Pz8mDBhAjExMUycOJHp06eTk5PDunXrePTRR8nMzOSTTz7Bx8eHWbNmUb16dbZu3coDDzzA/v37qVatGu+//z6xsbG8++67vPXWW9x+++3cdttt1KpV68yFV1IKfFKurLX8smk/4xcm8evmA/n7e8bWZliXKDpdVOO8f/hPz06nxis18t9NMxg6NejE4NjBXB17NY2qNzqv9uX0UtJSCk0Wc/L7LYe2kJ2bXew1gd6Bxa4pqAXmRUREKsa5BL4V21P4PfEgHaNr0Dbi/HvCjh8/zhdffMH48eOx1nLHHXdw/fXXExjonEcgMjKSRx99lOHDh/P222+zcuVKPvjgA44ePUq1atXw9PTk559/5p133uGrr75i4sSJvPDCC6xatYr09HQaNWrEyy+/zH333cfDDz9MREQEDz30ED179uTdd9+lcePGLFmyhFGjRjF37lwAdu7cycSJE/nss89o3rw5d911F71798bD48J6nUWBT1xm05+pfLgwia9X7SIz27muXNN6Qdx5WSQDW9fHx/PcJ2PZd3wfMxJmMC1+Gj8n/lxoCGKL2i0YHDuYwbGDaV23tXqXXCArJ4ukw0mnLCOxcf9GUtJTir2m6ALzBQOhFpgXEREpPwUDQeRT35XLPba9dFWJx4OCgrj44ov54IMPiI2NPeV4ZGQkixYtIiwsjCVLlvDMM8/w888/s3PnTkaMGMHmzZsxxpCVlUV8fDwTJ05k0aJFvP/++wA0bNiQxYsXExYWxocffsiaNWt44YUXqFWrFjExMfn3ycjIYOPGjYXuba3lhx9+4K677qJt27Z8++23ZfAn4jpnG/g8XVKVuKUmdQJ56e8X83ifGCYt2cHHi7ezcc9RHv9yDS//kMCtnSK4qUNDagScfS9Pbf/aDLtkGMMuGUZqRio/bPmB6QnTmblpJuv2rWPdvnVMWT+F+Afiy+HJpCgvhxdNajShSY0mDIwZmL/fWsuBEwdOWUYi4WACiSmJbE3ZytaUrXy3ufD/2VT3q37K0NCYGjFaYF5ERMRNfPnll4wfP57BgwczdOhQbrvtNiIiIgqd4+Pj/BnR4XCQne0cSfTss8/SvXt3pk2bxrZt2+jWrdsp5wN4eHjkb3t4eJCdnU1ubi4hISGsXr36tHUtXbqUCRMm8NNPPzFkyBDuvvvuMnriykuBT85bjQAfRvRszL1XRPPt6t2MX5hE/N5UXv9pE+PmbWFwmzDu7BJFkzrnthRAoE8gQ5oPYUjzIWTmZDIvaR7T46cTFRpVqJdo/rb5fPTHRwyOHUyv6F74efmV1SPKaRhjqOVfi1r+tega0bXQsZMLzBcNg/EH4jmUdojFyYtZnLy40DUnF5gvbikJLTAvIiJy9s7UEwfO4Zw3ffA7Wdm5eHl6MOmujuc9rLN379707t2bgwcP8umnnzJo0CBq1qzJBx98QGRk5GmvO3LkCGFhYQBMnDjxrO4ZFBREVFQUU6dOZciQIVhrWbNmDa1ateLHH3/kscceo27dugwbNowxY8bg7X12kw9eqBT4pMz4eDoY0q4B17YNZ/HWg4xfmMSc+H1MXraTyct20rVxTYZ1ieKKJrXOeTift8ObPo360KdRn1OOTV43mYmrJzJx9UT8vfzp26gvV8deTf8m/QnxDTnPp5Oz5ePpQ/PazWleu3mh/WdaYP7k90WdXGA+tsZfy0hogXkREZHz1zYilEl3dSzTd/hOqlGjBiNHjmTkyJEsXboUh6Pk/89+4oknuO2223j99dfp0aPHWd9v0qRJ/OMf/+CFF14gKyuLG264gVatWlGjRg1mzJhxSi9jVaB3+KRcJe4/xoRF2/hyRTJpWTkANK4dwJ1dohjcJgxfr7L7QT3+QDxfbviS6fHTWbFnRf5+Tw9Pukd25+rYq7k69mrqB9Yvs3tK2Sq6wPzJpSRKu8B8waUktMC8iIhUVZVtlk4pW5q0RSqlwycy+WzpDj7+bTt7j6YDUN3fm5s6NOSWThHUDvQt0/vtOLKDb+K/YVr8NBZsX0COzck/tnjYYi3yfoEpboH5k2GwpAXmwwLDCq0peDIMaoF5ERFxZwp87k2BTyq1rJxcZq3dw/iFSaxJPgKAl8MwoFV9hnWJonn94DK/58ETB5m5aSbT4qexbPcyto3clj8xiLWWlxe9TI+oHlxa/1LNHHkBOppxlE0HN/21rmDemoKbDm4iMyez2GtOLjBf9F3BxjUaa4F5ERG54CnwuTcFPrkgWGtZvj2FD35N5McNf3Lyr2Gn6BoM6xJFj9jaeHiUffjKzs3G0+OvV1fX7VtHy3daAs7eoKtjr2Zw7GAuj7hcs0Ve4AouMF80DJZmgfmiYVALzIuIyIVCgc+9KfDJBWfHwRNM+C2JL5bt5Himc+hlVE1/7rgskmvbhlPNu/zmFtp6aCtv/P4G0+OnFxoaGOobSv8m/RkcO5g+jfqo18fNFF1g/uTkMSUtMB/kE3TKzKEFF5hfvHMx87fNp1tkNzo16OTiJxIREfmLAp97U+CTC9bR9Cy+WLaTCYu2setwGgDBfl4Mbd+Q2zpHUC+4/JZZyLW5rNi9gmnx05gWP63QLJF+nn6MvmI0T3Z5stzuL5VDVk4WiSmJp4TB+APxJS4wXy+gHnuO7cFai6+nL3NunaPQJyIiFUaBz71V6sBnjOkLjAEcwAfW2peKHA8FPgQuAtKBO62160pqU4HP/WTn5DJ7/Z+MX5jIyh2HAfD0MFzZsh7DukTRqkFIudcQfyCe6fHTmRY/jaW7lvLR1R9xa6tb84+v3rua6n7VaRjcsNxrkYpXcIH5oktJJB1OItfm5p/rMA6e7/48o7qOqsCKRUSkKlPgc2+VNvAZYxzAJqAXkAwsA4ZaazcUOOdV4Ji19jljTCwwzlrbs6R2Ffjc26odKYxfmMT36/aSk+v8u9ouIpRhXaLo3bwujnJ4z6+oXUd3EewbTIB3QP6+yydczq87fqVtvbYMjh3M4KaDaVqzqd7xqoIysjP4csOX3PntnWTnZuPj8FEPn4iIVKizCXxxcXE899xzp+wfPXo0cXFx51yDMYabb76ZTz75BIDs7Gzq1atHhw4dmDlz5jm3e6GYP38+3t7edO7cuczbPtvA58qF19sDW6y1iXlFTQYGARsKnNMMeBHAWhtvjIk0xtSx1v7pwjqlEmnTMJS3bgxl1+E0Pv5tG58t3cHy7Sks355CeKgfd1wWxXXtwgn0Lb8JVsKCwgpt5+TmUDegLtW8qrFizwpW7FnBP+f9Ew7i/FWGyfvnThh9z/n9x1IqPx9PH266+CaiQ6P1Dp+IiFxw4uLi8n9WMcZQVp1B/v7+rFu3jrS0NPz8/Pjpp58ICws784XlIDs7G09PV8YeZ+ALCAgol8B3tlzZw3ct0Ndae1fe9i1AB2vtgwXO+Tfga619xBjTHvgt75wVxTaKeviqmuMZ2UxdvpMJv21j+0HnQtwBPp5cf2kDbu8cSYPqrptcJS0rjZ8Sf2J6/HS+TfiWg2kHCx0P9A7k6Kij+dspaSm0fKclIb4hhPiGEOoX6vzeJyR/X4hvCLX8azEwZmD+ddZacmxOodlFRURERE7nXId0lmXgCwgIYMSIEVxyySVce+213HrrrTRv3pxff/2VmTNncvz4cYYPH87atWvJzs4mLi6OQYMGsW3bNm655RaOHz8OwFtvvUXnzp3Zs2cP119/PUePHiU7O5t33nmHrl27EhAQwLFjxwD48ssvmTlzJhMnTuT222+nevXqrFq1iksuuYT777+fBx54gP3791OtWjXef/99YmNjuf322/Hz8yM+Pp7t27czYcIEPvroIxYvXkyHDh2YOHEiAD/++COjR48mIyODiy66iAkTJhAQEEBkZCS33XYbM2bMICsri6lTp+Lr60vHjh1xOBzUqlWLN998k7179/Lcc8/hcDgIDg5mwYIF5/xnW5l7+Iob61b0b9RLwBhjzGpgLbAKOGXKPGPMPcA9AHXq1GH+/PllWqhUbpHA6Hawep8Ps7dlkZCSzfiFSXy4MIm2dRz0ifSiUYiHS4ZXBhHErcG3ctOlN/HGpjf4bu93+cdCPUML/d3ck7aHXam7SlwoHKCmd02mdpqav30g4wBDfh9CNUc1AjwDCn35e/oT6BlIgGcANbxrMLD+X0ExOzebA5kHCPAMoJqjmhYaFxERqSKCg4NJTU0t9flJSUlcf/31ADRt2pQpU6YQFRV13nUMGDCAl19+mSuuuILVq1dzww03MG/ePFJTU3nuuefo1KkTY8aM4fDhw3Tv3p0OHTrg5+fH119/ja+vL1u2bGHYsGH88ssvTJgwgW7duvH444+Tk5PDiRMn8p/x5D/T0tLIysoiNTWVrKwsNmzYwLRp03A4HAwYMIA33niDRo0asWzZMu69915mzpyZf/4333zDrFmzGDBgAD/++CNvvPEG3bp1Y9GiRYSFhfHcc88xbdo0/P39eeONN3jxxRd56qmnsNYSEBDAL7/8wvvvv8+LL77IW2+9xR133JEfegE6duzI119/Tf369Tl8+PBZfT5Fpaenn1X+cWXgSwYaFNgOB3YXPMFaexS4A8A4f1pPyvuiyHnvAe+Bs4evW7du5VOxVGo9gEeAdbuOMH5hEjP+2M3yP3NY/mcOrRqEMKxLFP1a1MXL4ZqgU61RNeZ+PJe0jDT8fPyYfMPkQkP7snOz6dK5C4fTD5OSnsLh9MPFfgV4B1Dw73T8gXjM74YTOSc4kXOCfRnFryHXqHojXr/x9fztrYe20uvNXgAYDEE+QX/1Khb4ig6J5tkrns2/7kTWCZbtWlbo3ADvAAVGERGRC8TGjRsJDAws9flDhw5l06ZNAGzatImhQ4eyfv36866jU6dOJCcnM3PmTPr370+1atXw9PQkMDCQ+fPn88MPPzBu3DgAMjMzSUlJoX79+jz44IOsXr0ah8PBpk2bCAwMpEuXLtx55514eHhw9dVX07p16/z7nHxWPz8/vLy8CAwMxMvLi6FDhxISEsKxY8dYsmQJd9xxR/41GRkZ+eddeeWVBAUF0b59e+rUqUPHjh0BaNmyJfv37yclJYWEhAT69u2bX2unTp0IDAzEGMONN95IYGAgl112GbNmzSIwMBAfHx98fHzya+vatSsPPvgg1113Hddcc81ZfT5F+fr60qZNm1Kf78rAtwxobIyJAnYBNwA3FjzBGBMCnLDWZgJ3AQvyQqDIabUIC+aN61vzVL9YPl68jUlLdvDHzsOM+HwV9YJ9ua1zJEMvbUhwtfJdSL1Tg07MuXUOnW/szJzPTp20w9PDkwbBDWgQ3OA0LRQvtmYs2f8vm9SM1FPCYcHgWHBSGYCMnAwaBjfkcPphjmYc5UjGEY5kHDml/Za1WxYKfIkpiXT7qFuhczyMB8E+wYWGozav1Zyx/cbmn5OSlsJ3m787JVCG+oZSzauaJrQRERGppBISEsjNdc44nZubS0JCQpm1PXDgQB577DHmz5/PwYN/vf5ireWrr74iJiam0PlxcXHUqVOHP/74g9zcXHx9fQG4/PLLWbBgAd999x233HILjz/+OLfeemuhny/S09MLteXv75//TCEhIaxevbrYGn18fADw8PDI//7kdnZ2Ng6Hg169evH555+XeL3D4SA7u/j1fN99912WLFnCd999R+vWrVm9ejU1atQo9tyy5rLAZ63NNsY8CMzGuSzDh9ba9caY+/KOvws0BT42xuTgnMxlmKvqkwtfnSBfHu8Ty4PdG/P1qmTGL0wicf9xXvo+nrFzNnNt23DuuCyKqJr+5XL/xMRE7hpwF2yAu/rexYwZM4iOji6Ttj2MB8G+wQT7BhNBRKmuaVarGdsf2g44J5o5knGk2B7FoovKexgPujTsUuicY5nHSElPKbQW3bHMY4Wu23xoM7dMu6XYWjw9PPMDYPuw9ky6ZlL+sd2pu5mwakLh9xqLfPl5+ikwioiIlJOYmBji4+PJzc3Fw8PjlBB2Pu68806Cg4Np2bJloWGIffr04c033+TNN9/EGMOqVato06YNR44cITw8HA8PDz766CNycnIA2L59O2FhYdx9990cP36clStXcuutt1KnTh02btxITEwM06ZNK7bnLCgoiKioKKZOncqQIUOw1rJmzRpatWpVqmfo2LEjDzzwAFu2bKFRo0acOHGC5ORkmjRpctprAgMDOXr0r36rrVu30qFDBzp06MCMGTPYuXOn+wU+AGvtLGBWkX3vFvh+MdDYlTWJ+/HzdnBThwiGXtqQXzbtZ/zCJBZuOcDHi7fzye/b6Rlbh2FdougYXb1MQ8SAAQOIj3cu2B4fH8+AAQPKZDhEWXB4OKjuV53qftXPeG6zWs349Y5fC+3Lzs3mSPqRQr2K3g7vQucEegdyY8sb/+p9TPur9zEtO40DJw5w4MQBwgILz9C1+eBm5yynJfB2eNMjqgff3/R9oev+89t/ig2IRYOjr6fvGZ9bRESkqpoxYwYDBgxgw4YNxMbGMmPGjDJrOzw8nJEjR56y/9lnn+Whhx7i4osvxlpLZGQkM2fO5P777+fvf/87U6dOpXv37vm9dPPnz+fVV1/Fy8uLgIAAPv74YwBeeukl+vfvT4MGDWjRokX+BC5FTZo0iX/84x+88MILZGVlccMNN5Q68NWqVYuJEycydOhQMjIyAHjhhRdKDHwDBgzg2muv5ZtvvuHNN9/kjTfeYPPmzVhr6dmzZ6nvXRZcuvB6edAsnVIa8XuP8uHCJKav2k1mjnPIQrN6QQzrEsWAVvXx9jz/99M8PT3zfwsFJXfrVzUZ2Rn5PYwGQ+Maf/1eZ/PBzXy46kNnOMw4tQcyJS2FjJwM+jbqWyjw/bDlB/pN6nfGe/eI6sGcW+fkb6/Y7VxG4+Rw0+ICY4hvCHUD6tIwuGHZ/kGIiIi4QGWYpVPKT2WepVOkwsTWDeKVa1vxeJ9YPv19O5/+vp0Ne47y6NQ/eOmHeG7rFMGNHSKo7u995sZOozyHQ1zofDx9qO1Zm9r+tU851rhGY17824slXp+enU5GdkahfU1rNuWdq9457TuNJ79qVatV6LodR3bww5YfzljzVY2vYuaNfy0MOy9pHg9+/2DhYFhgSQ1w9oRqHT4RERGpTBT4pEqpFejDw72a8I9uF/Ht6t2MX5hEwp+p/OfHTbw5dwvXXBLOsC6RNKp99jMnledwiKrO19P3lGGZESER3NfuvrNuq3ODznx343eFhpzmfxXoYYypUTiw7zm2hw37N5y2XQ/jgcHg7fBmzq2nTtojIiJSGcXFxfHcc8/lb5983WX06NH5C7LLhU1DOqVKs9ayaMtBxi9MZF7C/vz9VzSpxV1do+jSqOZZv+en4RDuKTUjle1Hthc78c3srbNZtGMRFovDOHi++/OM6jqqoksWEZEq6lyHdMqFQUM6Rc6CMYYujWvSpXFNtuw7xoeLkvh6ZTK/bNrPL5v2E1MnkDu7RDKodRi+Xo6KLlcqUKBPIC1qtyj2WM+onvT8uCeZOZl4O7zpFtnNtcWJiIgUYa3VDNdu6Fw6FdTDJ1JEyvFMPlu6g49+28a+VOd7YzX8vbmpYwS3dIygVqBPiderh69qWrxzMfO3zdc7fCIiUuGSkpIIDAykRo0aCn1uxFrLwYMHSU1NJSoqqtCxknr4FPhETiMzO5fv1u7mg1+TWL/buY6Kt8ODga3rM6xLFE3rBeWfW3T8+0ka/y4iIiKulpWVRXJy8ikLkcuFz9fXl/DwcLy8vArtV+ATOQ/WWpYkHWL8wiR+3vgnJ/+VuaxRDYZ1iaJbk9p4eOi3ZyIiIiJSMRT4RMrItgPHmfjbNr5YvpMTmc4196Jr+XPHZVH8/ZIwqnnrtVgRERERcS0FPpEydiQti8l57/ntPuIcLhHs50WP2Np4OQzN6gcRUycIDwMeHgaD890+D/PXPz3yxtR7GIOHBxhOHj95jvM6D2Py9uWdW2T75DkexoAhv21T4J9/tf3XP0VERETEPSjwiZST7Jxcvl+3l/ELk1i983BFl3NW/gqQzkBoig2KzsB6Mlj+FRgLhEzAw6Nw+OQMbXs4G/srnFJSsD3ZzslzTraTF2Q9nOf8FXwpcE6B/R4ApsRAfGo4p8izF7h3kefZlZLG0bQsbu4USduI0Ar4REVERKSqUuATcYFnpq1l0pId+dvhoX7UC/bFWsi1llwLFuc7gbnW5u13bp88x0L+MZt3TdFtiz3lupLbOXWflB9fLw8m3dVRoU9ERERcRuvwibjANZeE89XKZLKyc/Hy9GDMDW0q7Q/9RcNkfjjkNCGzYKikmOvyg6ctEGqL7C82fBYOvkXvcUqQLRBwoYRnyKXYexSqL/fkfYoJz+Rt5xauhSKhO9d5Q1buSGH5thQskJWdy++JByvtZy8iIiJViwKfSBlpGxHKpLs68nviQTpG16jUP/AbY3AYcKB3+crCiu0p3PTB7/lhv2N0jYouSURERATQkE4RkTKxYnvKBRH2RURExP1oSKeISDlrGxGqoCciIiKVjkdFFyAiIiIiIiLlQ4FPRERERETETSnwiYiIiIiIuCkFPhERERERETelwCciIiIiIuKmFPhERM5DXFwcxphTvuLi4iq6NBERERGtwyciUlaMMVzo/00VERGRC09J6/Cph09ERERERMRNKfCJiIiIiIi4KQU+EZHzlJiYSPPmzQFo3rw5iYmJFVyRiIiIiJMCn4jIeRowYADx8fEAxMfHM2DAgAquSERERMRJgU9E5DwlJCSQm5sLQG5uLgkJCRVckYiIiIiTAp+IyHmKiYnBw8P5n1MPDw9iYmIquCIRERERJwU+EZHzNGPGDGJjYwGIjY1lxowZFVyRiIiIiJNnRRcgInKhi46OZv369RhjWL9+fUWXIyIiIpLPpT18xpi+xpgEY8wWY8xTxRwPNsbMMMb8YYxZb4y5w5X1iYiIiIiIuBOXBT5jjAMYB/QDmgFDjTHNipz2ALDBWtsK6Aa8ZozxdlWNIiIiIiIi7sSVPXztgS3W2kRrbSYwGRhU5BwLBBpjDBAAHAKyXVijiIiIiIiI23Bl4AsDdhbYTs7bV9BbQFNgN7AWGGmtzXVNeSIiZy8uLg5jDM7fU5H/fVxcXMUWJiIiIoJrJ20xxeyzRbb7AKuBHsBFwE/GmF+ttUcLNWTMPcA9AHXq1GH+/PllXqyISGl069aNbt26FXtM/20SERGRiubKwJcMNCiwHY6zJ6+gO4CXrLUW2GKMSQJigaUFT7LWvge8B9CuXTt7uh+2REREREREqjJXDulcBjQ2xkTlTcRyA/BtkXN2AD0BjDF1gBgg0YU1ioiIiIiIuA2X9fBZa7ONMQ8CswEH8KG1dr0x5r684+8CzwMTjTFrcQ4BfdJae8BVNYqIiIiIiLgTly68bq2dBcwqsu/dAt/vBnq7siYRERERERF35dKF10VERERERMR1FPhERERERETclAKfiIiIiIiIm1LgExERERERcVMKfCIiIiIiIm5KgU9ERERERMRNKfCJiIiIiIi4KQU+ERERERERN6XAJyIiIiIi4qYU+ERERERERNyUAp+IiIiIiIibUuATERERERFxUwp8IiIiIiIibkqBT0RERERExE0p8ImIiIiIiLgpBT4RERERERE35XmmE4wx1UvRTq619vD5lyMiIiIiIiJl5YyBD9id92VKOMcBNCyTikRERERERKRMlCbwbbTWtinpBGPMqjKqR0RERERERMpIad7h61RG54iIiIiIiIgLnTHwWWvTi+4zxtQ90zkiIiIiIiJSsc51ls5ZZVqFiIiIiIiIlLlzDXwlTeAiIiIiIiIilcC5Br73y7QKERERERERKXPnFPistW+XdSEiIiIiIiJSts4Y+IwxK8viHBEREREREXGt0qzD19QYs6aE4wYILqN6REREREREpIyUJvDFluKcnPMtRERERERERMrWGQOftXa7KwoRERERERGRsnWus3SKiIiIiIhIJafAJyIiIiIi4qZcGviMMX2NMQnGmC3GmKeKOf64MWZ13tc6Y0yOMaa6K2sUERERERFxF+cd+IwxT5byPAcwDugHNAOGGmOaFTzHWvuqtba1tbY1MAr4xVp76HxrFBERERERqYpKM0tnIcaYLwpuAq2Bl0txaXtgi7U2Ma+dycAgYMNpzh8KfH629YmIiIiIiIjTWQc+4Ki19q6TG8aYd0p5XRiws8B2MtChuBONMdWAvsCD51CfiIiIiIiIcG6B7/+KbD9TyutMMfvsac4dACw63XBOY8w9wD0AderUYf78+aUsQUREREREpOo4Y+AzxtwGvIbzfb+ZwAMFj5/FO3bJQIMC2+HA7tOcewMlDOe01r4HvAfQrl07261bt1KWICIiIiIiUnWUZtKWZ4FeQCywHfj3Od5rGdDYGBNljPHGGeq+LXqSMSYYuAL45hzvIyIiIiIiIpRuSOdRa+2qvO+fNcYsOZcbWWuzjTEPArMBB/ChtXa9Mea+vOPv5p06GPjRWnv8XO4jIiIiIiIiTqUJfPXy3pnbCMQDXud6M2vtLGBWkX3vFtmeCEw813uIiIiIiIiIU2kC32jgYuAmoCUQYIyZBfwBrLHWaukEERERERGRSqg0gW8t8L611gIYY8JxBsCWwJVorTwREREREZFKqTSB7zZgnDFmE/AD8ENxQzNFRERERESkcjlj4LPW3gdgjIkF+gET82bSnIczAC6y1uaUa5UiIiIiIiJy1kqzLAMA1tp4a+0b1tq+QA9gITAEOKdZO0VERERERKR8lWZIZyHGmH/hXFZhNTAWGFHGNYmIiIiIiEgZOOvAZ639f8aYOkAb4O/ARcDdZV2YiIiIiIiInJ8zBj5jzG3AaziHf84EHrDW/kneBC7lW56IiIiIiIicq9K8w/cs0AuIBbYD/y7XikRERERERKRMlGZI51Fr7aq87581xmiSFhERERERkQtAaQJfPWPMPcBGIB7wKt+SREREREREpCyUJvCNBi4GbgJaAgHGmFnAH8Aaa+3n5VifiIiIiIiInKPSLLz+XsFtY0w4zgDYErgSUOATERERERGphM5lWYZkIBmYVfbliIiIiIiISFkpzSydIiIiIiIicgFS4BMREREREXFTCnwiIiIiIiJuSoFPRERERETETSnwiYiIiIiIuCkFPhERERERETelwCciIiIiIuKmFPhERERERETclAKfiIiIiIiIm1LgExERERERcVMKfCIiIiIiIm5KgU9ERERERMRNKfCJiIiIiIi4KQU+ERERERERN6XAJyIiIiIi4qYU+ERERERERNyUAp+IiIiIiIibcmngM8b0NcYkGGO2GGOeOs053Ywxq40x640xv7iyPhEREREREXfi6aobGWMcwDigF5AMLDPGfGut3VDgnBDgbaCvtXaHMaa2q+oTERERERFxN67s4WsPbLHWJlprM4HJwKAi59wIfG2t3QFgrd3nwvpERERERETciisDXxiws8B2ct6+gpoAocaY+caYFcaYW11WnYiIiIjIGXy2ZDujv1nHiu0pFV2KSKm4bEgnYIrZZ4tsewJtgZ6AH7DYGPO7tXZToYaMuQe4B6BOnTrMnz+/7KsVERERESkg4VA2Ly7NAOCTxdt5sI03l9TxquCqRErmysCXDDQosB0O7C7mnAPW2uPAcWPMAqAVUCjwWWvfA94DaNeune3WrVt51SwiIiIiAsDqnzcBmwHIBcb9kcW9lzfgH90uItBXwU8qJ1cO6VwGNDbGRBljvIEbgG+LnPMN0NUY42mMqQZ0ADa6sEYRERERkWKFBu/FkoElB0sOObmWt+dv5YpX5/PRb9vIysmt6BJFTuGyHj5rbbYx5kFgNuAAPrTWrjfG3Jd3/F1r7UZjzA/AGpy/OPnAWrvOVTWKiIiIiJzO7vRF7Pf5FK+c5qR7rKVPo954H7+e5dtTGP3teib+to0n+8bSp3kdjCnubSYR1zPWFn2N7sLSrl07u3z58oouQ0RERETc3OKdi+nxcQ/Ss9Pz913e8ApuaPRvvliSSdKB4wC0iwjl6auacknD0IoqVaoYY8wKa227Yo8p8ImIiIiIlM7inYuZmzSXlPQUJq6eyMG0gxgMt158B21DRjJh4Z8cOp4JwFUt6/FE3xgiavhXcNXi7hT4RERERETK2OH0w7yw4AXGLhlLVm4W/l7+PNLhafwyBjLxt51kZOfi5TDc3DGCET0aE+rvXdEli5tS4BMRERERKSdbDm3h8Z8eZ3r8dAAaBDVg6jU/88WSNL5elYy1EOjryQPdG3F750h8vRwVW7C4nZICnytn6RQRERERuSDFxcVhjDnlKy4ujkbVGzHt+mnMvXUureu2ppZ/LS5t2IjXrmvFd8O70rVxTVLTs3np+3h6vvYL01ftIjf3wu50kQuHevhERERERM6CMYbT/Qydk5vDvuP7qBdYL3/f1kNbWbU9nQ9+OUj83lQAWoQF8fSVTel8UU2X1CzuTT18IiIiIiIu4PBwFAp71lru++4+bpnVjkta/sjzV8dQJ8iHdbuOcuP7S7hz4jI2/5lagRWLu1PgExEREREpJ+nZ6dTwq0F6djovLvw/nljUlWG9dvJo78b4ezuYG7+PPv9dwKiv17DvaPqZGxQ5SxrSKSIiIiJyFkoa0nk6v+38jYdnP8zSXUsBaFO3DXFdX2Ppppp8vnQnObmWat4O7u4azT2XR+Pv41kepYub0pBOEREREZHzlJiYSPPmzQFo3rw5iYmJpb62c4POLB62mE8Hf0p4UDir9q5i0NQebMgYzQd3RNKrWR1OZOYwZs5muv1nPp8t2UF2Tm55PYpUIerhExEREREphebNmxMfH09ubi4eHh7Exsayfv36s27nRNYJ/vPbf3h50cucyDqBl4cXM2+cSbBpy7+/j+ePnYcBaFw7gFFXxtI9pjbGmDJ+GnEnWodPREREROQ8eXp6kpOTk7/tcDjIzs4+5/Z2Hd3FM3OfYU7SHOIfiMff2x9rLTPX7OGV2fHsPJQGQKfoGjxzVVNahAWf9zOIe1LgExERERE5T2XVw1dUakYqgT6B+dt7j+1l+a7V7N3XhDfnbuFIWhYAV7euz2N9YggPrXbe9xT3onf4RERERETO04wZM4iNjQUgNjaWGTNmlEm7BcMewLNzn2XA5H5M2zmc9++szz2XR+Pt8GD66t30eO0XXpy1MT8EipyJAp+IiIiISClER0fn9+itX7+e6OjocrlPbM1YAr0DmbV5Fp0ntGYPb/Pl/RczsFV9MrNz+d+CRK54dR7jFyaRma2JXaRkCnwiIiIiIpXIo50fZcuILdzb9l4slreWvcUVn7YgKnI+X/2jPR2iqnP4RBbPz9zA317/he/W7DnrZSKk6tA7fCIiIiIiZ+Fc1uE7V2v/XMujPz7KT4k/AdC4emNe7fUfquW256Xv49m6/zgAbRqG8MyVTWkXWd0ldUnlonf4REREREQuQC3rtGT2zbOZOXQmMTVi2HxoM1dPGcSqlI+Z/dDl/N/gFtQM8GHVjsNc++5i7v1kOYn7j1V02VKJqIdPREREROQsuLKHr6CsnCzeXf4ur/72Kr/f9Tv1A+sDcCwjm/d+2cr7vyaRlpWDp4fhxg4NGdmzMTUCfFxep7ieevhERERERM5DXFwcxpj8BdBPfh8XF+eyGrwcXgzvMJzEkYn5YQ/A4ZGFR9D3/PBwJ65v14Bca/l48XaueHU+4+ZtIS0zp4RWxd2ph09ERERE5AL2fwv+j3/O+yeRIZG8/LeXubh6X176IZ75CfsBqBfsy6O9YxjcJgyHh6ngaqU8qIdPRERERMRNdQzvSIvaLdh2eBvXf3k9d31/JQ/0Nky6qwPN6gWx50g6j039g/5vLuTXzfsrulxxMfXwiYiIiIiU0ou/vkj8gXjuaXsPlzW8rKLLyZedm834leN5dt6z7D/hDHU3X3wz/9fj3yzfavjP7AR2H0kH4PImtRjVL5am9YIqsmQpQyX18CnwiYiIiIiUwsIdC7l8wuVYLAbDiA4j+Ff3fxHkU3mC05H0I/z713/z3yX/JTMnEz9PP5647AmGX/oIXyzbz9vztpCakY0xcO0l4TzaO4a6wb4VXbacJwU+EREREZHz9PwvzzN6/mgsf/38HOAdwB2t72B4++E0rtG4AqsrLDElkSd+eoKvNn4FwHXNr2PKtVM4dDyTsXM28+nv28nOtfh6eXB312juveIiAnw8K7hqOVcKfCIiIiIi52nxzsX0/LgnmTmZODwcNK/VnFV7VwFgMFzZ+EpGdBhBr+he+bN5VrQF2xfw2I+P8b/+/6NNvTb5+5MOHOeVH+L5ft1eAGoGeDPyb0244dIGeDk0zceFRoFPRERERKQMLN65mPnb5tMtshudGnTij71/MHbJWCatnURGTgYATWs2ZXj74dza6lb8vf0ruGKw1hYKoLk2l2fnPstdl9zFoaPB/N93G1m54zAA0bX8eapvLL2a1ak0oVXOTIFPRERERKQcHThxgPdWvMfby95mV+ouAEJ8Q7irzV080P4BIkMiK7bAAiatmcTN027G2+HNwx0fZlSXUfy2+QQv/xDPtoMnAGgfWZ2nr2pK6wYhFVuslIoCn4iIiIiIC2TlZPH1xq8Zs2QMi5MXA+BhPBgUM4iRHUZyecTlFd5ztvPITkbNGcWktZMAqO1fm+e7P88tLe9g8rJkxs7ZTMqJLAD6X1yPJ/rE0rBGtYosWc5AgU9ERERExMWW7VrG2KVjmbJuClm5zgDVqk4rRnQYwY0tb8TXs2Jnx1y6aykP/fBQfjBtWbslb/R5g0vrX87b87by4aIkMrNz8XIYbu0UyfAejQip5l2hNUvxFPhERERERCrIntQ9/G/F/3hn+TvsO74PgJrVanLPJfdw/6X3ExYUVmG1WWv5Yv0XPPHzE+w4sgOAAU0G8J/e/8Hf0YDXZicwbfUurIUgX0+G92jMrZ0j8PF0VFjNcioFPhERERGRCpaRncGU9VMYs2QMK/esBMDTw5O/N/07IzuMpGN4xwob7pmWlcYbv7/Biwtf5FjmMZrVasa6f6zDGMO6XUd48fuNLNpyEIDwUD8e7xPDgIvr4+GhiV0qg0oT+IwxfYExgAP4wFr7UpHj3YBvgKS8XV9ba/9VUpsKfCIiIiJyIbHW8tvO3xi7dCxfbfiKHJsDwKX1L2VEhxFc1/w6vB0VM3Ry77G9/HPuPxkYM5CBMQML1Tx/035emhVPwp+pAFwcHszTVzalY3SNCqlV/lIpAp8xxgFsAnoBycAyYKi1dkOBc7oBj1lr+5e2XQU+EREREblQ7Tyyk7eXvc17K9/jUNohAOoG1OUf7f7BvW3vpU5AnQqu0OnJn57k8ojL6XNRP75amcxrP25iX6pzGYq/Na3NU/1iaVQ7sIKrrLoqS+DrBMRZa/vkbY8CsNa+WOCcbijwiYiIiEgVk5aVxqS1kxizZAzr9q0DwNvhzQ0tbmBE+xG0rd+2wmpbvHMxnT/sDECv6F683ud1okNieX9BEv9bsJUTmTk4PAw3XNqAh/7WhFqBPhVWa1VVWQLftUBfa+1dedu3AB2stQ8WOKcb8BXOHsDdOMPf+mLauge4B6BOnTptJ0+eXO71i4iIiIiUN2stqw+v5qtdX/Hbwd+wOH9WbxHUgr+H/52uNbviMK6dMCUrN4vpu6fz0baPOJ5zHA886F+vP3dE3gE2iOlbsliQnE2uBV8H9Ivyom+kFz6eer/PVbp3714pAt8QoE+RwNfeWju8wDlBQK619pgx5kpgjLW2cUntqodPRERERNxRYkoi45aOY/yq8RzJOAJAeFA4D1z6AHdfcjc1qrn23bkDJw4QNz+Od5e/S47NIcgniH92/ScjOoxg56FMXvo+np83OmchrRPkwyO9mnBt2wY4NLFLuassPXxnHNJZzDXbgHbW2gOnO0eBT0RERETc2bHMY3z8x8eMXTKWhIMJAPh6+nJzy5sZ0WEELeu0dGk9G/Zv4NEfH+WHLT8AEB0azSt/e4Vrml7D74mHePH7jaxJdgbUmDqBPHVlLN2a1KrwBefdWWUJfJ44J23pCezCOWnLjQWHbBpj6gJ/WmutMaY98CUQYUsoUoFPRERERKqCXJvLj1t/ZOySsXy/5fv8/T2iejCi/Qj6N+mPw8N1wz1/2PIDj8x+hI0HNhLqG0riyERCfEPIzbXMWLObV35IYNfhNAAua1SDUf2a0iIs2GX1VSWVIvDlFXIl8F+cyzJ8aK39P2PMfQDW2neNMQ8C/wCygTTgEWvtbyW1qcAnIiIiIlVNwoEE3lz6JhNXT+R41nEAokKieLD9g9zZ5k5CfENcUkd2bjbvrXgPH4cPwy4ZVuhYelYOHy/exltzt3A0PRtjYHCbMB7rHUP9ED+X1FdVVJrAVx4U+ERERESkqjqSfoQPV33Im0vfJOmwcylrfy9/bm99O8PbDyemZkyF1PXc/OfwMB482vlRMrM8eXPuFj5evI2sHIuPpwd3doniH90uIsjXq0LqczcKfCIiIiIibiwnN4fvNn/HmCVjmJs0N39/30Z9GdlhJL0v6o2H8XBJLXuP7SXivxFk5mQSHhTOSz1fYmjLoSQfSueV2fHMXLMHgOr+3ozo0YgbO0Tg7ema2tyVAp+IiIiISBWxbt86xi4ZyydrPiE9Ox2AmBoxDG8/nNta30aAd0C51zAvaR6P/PgIq/euBqBDWAfe6PMGnRp0YvXOw/z7u40s3eZcaD6yRjWe7BtL3xZ1NbHLOVLgExERERGpYg6eOMgHKz9g3LJx7Dy6E4AgnyCGtRnGg+0fJDo0ulzvn5Obw8TVE3lm7jP8efxPAG5ocQMv9XyJhsEN+WnDn7z0fTyJB5zvILaNCOXpK5vSNiK0XOtyRwp8IiIiIiJVVHZuNtM2TmPs0rEs3LEQAINhQMwARnYYSffI7uXas5aakcpLC1/itcWvkZGTga+nL492epSnujyFj6Mak5fu4L8/b+bg8UwArmxZlyf6xBJZ07/canI3CnwiIiIiIsKK3St4c+mbfL7uczJznAGrRe0WjGg/gpsuvolqXtXK7d7bD2/nqTlPMXndZDw9PFl//3qa1GgCQGp6Fv/7JZEPFiaSnpWLl8NwU4cIRvRsTHV/73KryV0o8ImIiIiISL4/j/3J/1b8j3eWv8PeY3sBqO5XnXsuuYf7L72fBsENyu3ei3cuZuWelTzQ/oH8fdZajDHsOZLG6z9u4suVyVgLgT6e3N+9EXdcFomvl+vWGLzQKPCJiIiIiMgpMnMymbp+KmOWjGHZ7mUAOIyDa5pew4gOI7iswWUumUjl7WVv81PiT7za61UaVW/Exj1HefH7eBZs2g9A/WBfHu8bw6BWYXh4aGKXohT4RERERETktKy1LNm1hDFLxvDlhi/Jzs0G4JJ6lzCyw0iub349Pp4+5XLvnNwcLhp7EduPbMfLw4sRHUbwz8v/SYhvCL9u3s+/Z8Wzcc9RAFqEBfF0v6Z0blSzXGq5UCnwiYiIiIhIqew6uot3lr/D/1b8jwMnDgBQ278297W9j/va3Ue9wHplfs/dqbt5Zu4zTFw9EYCa1WryXLfnuKftPRgcTFu1i//MTmDvUecyE91jajHqyqY0qRNY5rVciBT4RERERETkrKRlpTF53WTGLBnDH3/+AYCXhxfXNb+OkR1GcmnYpWV+zxW7V/Dw7If5dcevADSr1YzXe79On0Z9SMvM4cNFSbwzfyvHMrLxMHBduwY80qsJtYN8y7yWC4kCn4iIiIiInBNrLQu2L2Ds0rFMj59Ors0FoFN4J0Z0GMHfm/4dL4dXmd7v641f8/hPj5N0OAmAfo368UafN4ipGcOBYxmMnbOZz5bsIDvX4ufl4O7Lo7n38mj8fTzLrI4LiQKfiIiIiIict22HtzFu6Tg+WPUBh9MPA1A/sD73t7ufe9reQy3/WmV2r4zsDMYuGcvzC54nNTOVebfNo1tkt/zjifuP8fIP8cxe71zUvWaADw/3asz17Rrg6fAoszouBAp8IiIiIiJSZo5nHueTNZ8wdslYNh7YCICPw4ebWt7EiA4jaFW3VZnda9/xfXy98Wvua3df/j5rLdm52Xg5vFi27RD/991GVu88DECj2gGM6hdLj9jaLplhtDJQ4BMRERERkTJnreXnxJ8Zs2QM323+Ln//FRFXMLLDSAbGDMThUfbr583aPIuRP4zk1V6vMihmkHPf2r28/EM8Ow6dAKBjdHWeubIZLcODy/z+lY0Cn4iIiIiIlKvNBzfz1tK3mLB6AqmZqQBEBEfwYPsHGdZmGKF+oWV2r6snX803Cd8A0D2yO6/3eZ3WdVuTkZ3Dp7/v4M25mzl8IguAQa3r81jvGBpUr1Zm969sFPhERERERMQljmYcZeLqiby59E22HNoCQDWvatx68a2M6DCCprWanvc9snKyeHf5u4yeP5qU9BQMhjvb3MkLPV6gbkBdjqRl8fa8LUz4bRuZ2bl4Ozy4/bJIHujWiOBqZTfBTGWhwCciIiIiIi6Va3OZtXkWY5eM5afEn/L394ruxcgOI+nXuB8e5vwmVzmUdoh//fIvxi0bR3ZuNgHeAYzqMoqHOz6Mn5cfySkn+M/sBKav3g1ASDUvHuzeiFs6ReDjWfZDTSuKAp+IiIiIiFSYDfs38OaSN/l4zcecyHK+Y9eoeiOGtx/O7a1vJ8gn6LzaTziQwOM/Pc6MTTMA51DSN/u9yYCYAQCsTT7Cv2dtZHHiQQAaVPfjyb6xXNWynltM7KLAJyIiIiIiFS4lLYUPVn7AW8veYseRHQAEegdyR+s7GN5hOI2qNzqv9n9O/JlHZj/C2n1rmTBoAre3vj3/mLWWeQn7eHFWPJv3HQOgdYMQnrmqKZdGVj+v+1Y0BT4REREREak0snOz+TbhW8YsGcOC7QsAMBiuanIVI9qP4G/Rfzvnnrec3By+3PAlQ5oPKTRk9GjGUYJ8gsjOyWXqimRe+3ETB45lANC7WR2e7BfLRbUCzv/hKoACn4iIiIiIVEqr965m7JKxfLb2MzJynAGsWa1mjGg/gpsvvhl/b//zvsfaP9dy2YeX8UinR3i88+P4e/tzPCOb9xYk8t6CRNKycnB4GG5s35CRf2tMzQCf876nKynwiYiIiIhIpbb/+H7eW/Eeby9/m92pzklWQn1DueuSu3jg0geICIk457ZfWvgSo+aMAqB+YH1e7PkiN198Mx7Gg31H03nj501MWbaTXAsBPp7cd0U0w7pE4+d9YUzsosAnIiIiIiIXhKycLL7a+BVjlozh9+TfAfAwHlwdezUjO4yka8Ou5zTc89ftv/Lw7IdZsWcFAO3qt+ONPm/QpWEXADb9mcpL38czN34fAHWDfHm0dxOuuSQch0flnthFgU9ERERERC44S3ctZeySsXyx/guycp0Lqbeu25oR7UcwtOVQfD19z6q9XJvLp2s+ZdScUfm9iNc2u5ZX/vYKUaFRAPy25QD//n4j63YdBSDUnCB+8oukb1tVqK3Ro0cTFxd3nk9YNhT4RERERETkgrUndQ/vLH+Hd5e/y/4T+wGoWa0m97a9l/svvZ/6gfXPqr3jmcd59bdXeWXRK6Rlp+Ht8ObpLk8zuttoAHJzLd/+sZtXZyew63AaAK3Cg/l1+if8NP4l2kaElu0DnicFPhERERERueClZ6czZd0UxiwZw6q9zh43Tw9PhjQbwogOI+gY3vGs2ks+msyoOaP4dM2njL5iNHHd4grfLyuHib9tY+yczZzIzMFai6+Xg8/u7lipQp8Cn4iIiIiIuA1rLYt2LmLMkjFM2ziNHJsDQPuw9oxoP4IhzYfg7fAudXvLdi2jWa1mhWYETT6aTHhQOAD/mZ3AuHlbsIDDwCO9Y3ig+/mtGViWSgp8HsXtFBERERERqayMMXRp2IWpQ6aSODKRJy97klDfUJbuWsrN024m8r+RPP/L8+w7vq9U7V0admmhsLf32F6ajmvKwM8HsungJmKCsrA5mdicbHKyM2nom15ej1bm1MMnIiIiIiIXvBNZJ5i0ZhJjloxh/f71AHg7vBnaYigjO4ykTb02pW7r+83fc92X13Es8xieHp4ExQdxbEttfKNakrFpLRdleLB+/fryepSzpiGdIiIiIiJSJVhrmbdtHmOWjGFGwgwszrzTpWEXRnYYydWxV+Pp4XnGdvYe28uzc59l/KrxzjYszq8c8PjEg5ztOeX7IGdBgU9ERERERKqcrYe2Mm7ZOMavGs/RDOcyCw2CGvDApQ9wd9u7qe5X/YxtrN67mvb/aU9WQBYYIAdqr6/Nn1/9Wc7Vl16leYfPGNPXGJNgjNlijHmqhPMuNcbkGGOudWV9IiIiIiLiPi6qfhGv93md5IeTebPfmzSp0YSdR3fy1JynCH89nHtm3MO6fetKbKN13dZMunYSJtdADhhrGPfEOBc9wflzWQ+fMcYBbAJ6AcnAMmCotXZDMef9BKQDH1prvyypXfXwiYiIiIhIaeTaXGZvmc2YJWOYvXV2/v4eUT0Y2WEkVzW+CoeHo9hrF+9cTOcbO/PbZ7/RqUEnV5VcKpViSKcxphMQZ63tk7c9CsBa+2KR8x4CsoBLgZkKfCIiIiIiUtbiD8Tz5pI3+eiPjziedRyA6NBohrcfzh2t7yDYN/iUa4wxVMZX4ipL4LsW6GutvStv+xagg7X2wQLnhAGfAT2A8Zwm8Blj7gHuAahTp07byZMnu+AJRERERETE3RzLPsasPbOYtnsae9P3AuDn8KNvnb4MDhtMg2oN8s9dsWIFbdu2rahST6t79+6VIvANAfoUCXztrbXDC5wzFXjNWvu7MWYi6uETEREREREXyMnNYeammYxZMoZ52+bl729kG7Hl0y2QCUQA24BkGD16NHFxcRVTbBEl9fCdeT7SspMMNCiwHQ7sLnJOO2CyMQagJnClMSbbWjvdJRWKiIiIiEiV5PBwMCh2EINiB7H2z7WMXTKWT9d+ypbsLXALGAwAvp6+zLl1TqV7j+90XDlL5zKgsTEmyhjjDdwAfFvwBGttlLU20lobCXwJ3K+wJyIiIiIirtSyTkveH/g+Ox/eyb97/Jsg7yBs3v8yczKZv21+RZdYai4LfNbabOBBYDawEfjCWrveGHOfMeY+V9UhIiIiIiJSGjWr1WRU11HMvHEm3g5vDAZvhzfdIrtVdGmlpoXXRUREREREzmDxzsXM3zafbpHdKt1wzsryDp+IiIiIiMgFqVODTpUu6JWGK9/hExERERERERdS4BMREREREXFTCnwiIiIiIiJuSoFPRERERETETSnwiYiIiIiIuCkFPhERERERETelwCciIiIiIuKmFPhERERERETclAKfiIiIiIiImzLW2oqu4bwYY/YD2yu6jmLUBA5UdBFSIfTZV1367KsuffZVkz73qkuffdVVWT/7CGttreIOXPCBr7Iyxiy31rar6DrE9fTZV1367KsuffZVkz73qkuffdV1IX72GtIpIiIiIiLiphT4RERERERE3JQCX/l5r6ILkAqjz77q0mdfdemzr5r0uVdd+uyrrgvus9c7fCIiIiIiIm5KPXwiIiIiIiJuSoGvjBljPjTG7DPGrKvoWsR1jDENjDHzjDEbjTHrjTEjK7omcQ1jjK8xZqkx5o+8z/65iq5JXMsY4zDGrDLGzKzoWsR1jDHbjDFrjTGrjTHLK7oecR1jTIgx5ktjTHze/+93quiapPwZY2Ly/n0/+XXUGPNQRddVGhrSWcaMMZcDx4CPrbUtKroecQ1jTD2gnrV2pTEmEFgBXG2t3VDBpUk5M8YYwN9ae8wY4wUsBEZaa3+v4NLERYwxjwDtgCBrbf+KrkdcwxizDWhnra2M63FJOTLGfAT8aq39wBjjDVSz1h6u4LLEhYwxDmAX0MFaWxnXAy9EPXxlzFq7ADhU0XWIa1lr91hrV+Z9nwpsBMIqtipxBet0LG/TK+9Lv0mrIowx4cBVwAcVXYuIlD9jTBBwOTAewFqbqbBXJfUEtl4IYQ8U+ETKnDEmEmgDLKngUsRF8ob0rQb2AT9Za/XZVx3/BZ4Aciu4DnE9C/xojFlhjLmnoosRl4kG9gMT8oZyf2CM8a/oosTlbgA+r+giSkuBT6QMGWMCgK+Ah6y1Ryu6HnENa22OtbY1EA60N8ZoOHcVYIzpD+yz1q6o6FqkQlxmrb0E6Ac8kPdKh7g/T+AS4B1rbRvgOPBUxZYkrpQ3jHcgMLWiayktBT6RMpL3/tZXwCRr7dcVXY+4Xt6wnvlA34qtRFzkMmBg3rtck4EexphPK7YkcRVr7e68f+4DpgHtK7YicZFkILnASI4vcQZAqTr6ASuttX9WdCGlpcAnUgbyJu4YD2y01r5e0fWI6xhjahljQvK+9wP+BsRXaFHiEtbaUdbacGttJM7hPXOttTdXcFniAsYY/7wJusgbztcb0OzcVYC1di+w0xgTk7erJ6AJ2qqWoVxAwznB2S0tZcgY8znQDahpjEkGRltrx1dsVeIClwG3AGvz3uUCeNpaO6viShIXqQd8lDdjlwfwhbVW0/OLuLc6wDTn7/rwBD6z1v5QsSWJCw0HJuUN7UsE7qjgesRFjDHVgF7AvRVdy9nQsgwiIiIiIiJuSkM6RURERERE3JQCn4iIiIiIiJtS4BMREREREXFTCnwiIiIiIiJuSoFPRERERETETSnwiYiIiIiIuCkFPhERcXvGmDeMMQ8V2J5tjPmgwPZrxpjRxpjVeV+HjDFJed//XMa1RBpj0gqs2Vn0+PXGmC3GGK3nKCIi502BT0REqoLfgM4AxhgPoCbQvMDxzsAP1trW1trWwLfA43nbfzuXGxpjPEs4vDXvPqew1k4B7jqXe4qIiBSlwCciIlXBIvICH86gtw5INcaEGmN8gKbAqtI0lNdDt9EY874xZr0x5kdjjF/esfnGmH8bY34BRpbDc4iIiJwVBT4REXF71trdQLYxpiHO4LcYWAJ0AtoBa6y1mWfRZGNgnLW2OXAY+HuBYyHW2iusta+VSfEiIiLnoaThJiIiIu7kZC9fZ+B1ICzv+yM4h3yejSRr7eq871cAkQWOTTmvKkVERMqQevhERKSqOPkeX0ucQzp/x9nD1xlnGDwbGQW+z6HwL1CPn01DxpgHCkwWU/8s6xARESmRAp+IiFQVi4D+wCFrbY619hAQgjP0La6ooqy1405OFpM39FRERKTMKPCJiEhVsRbn7Jy/F9l3xFp7oKxvZoxpV3DpBxERkYpgrLUVXYOIiEiVYYyJBGZaa1uUcE434DFrbX8XlSUiIm5KPXwiIiKulQMEl7TwOvA2kOLKokRExD2ph09ERERERMRNqYdPRERERETETSnwiYiIiIiIuCkFPhERERERETelwCciIiIiIuKmFPhERERERETc1P8HWHsDT+6heJgAAAAASUVORK5CYII=\n",
       "text/plain": [
        "<Figure size 1080x360 with 1 Axes>"
       ]
@@ -539,7 +539,7 @@
     },
     {
      "data": {
-      "image/png": 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KOpbXhcOvQlnTbEb7VagJqFcABfg1yppxsZQylGNuSU1dYR5DaUDfbzJ5zAHeafGhDZJS/r2dvsxHachTUa5hCwGM36+iXLqijI/vnhbHb4sSlFtdy2uGsd+JqOD2m4EIY79VTfbb1sewKfmoiV/TfbtQVpvjZSkQLVTM5W0cc+fE+PtzIEVKGQa8ROfnDurD3d65+6Gu71NAnHHuiznBczc0xSkoof9kmId63tpy56yjifZddJw9s7P+gxJ2JmK4LxvL1qGs3D53zi48J6Du39+A5eJYAoQcILPF8x8ipWw6IZwHTDPcpy7h2H2/HeVOOB0lXPb0nnYn51QAJHk19wY9mvzd2bvc0XUrRSXPaPnMd+WeH0Bdjxs7aPM34/jDjL7d2aRfSCnfl1JeZhxfojwiMPY7q8V19m9n/Gv53AahrI9N23Y0xnrJAVa1OGawlPLHqOtkp0W8sPc0Ojh/Ly+iEgj1M67DI3TtffeylyaeBEKV1PDDSIBkjM8vo569H4vmMbDNtjX+3ttkXW9xLCavrfVtHldKWYF6Njva97AWz+0wTn3MXjMMS+4dUsp4KeUQ1Dx0czttncBrKAWt1+1zF127p025HuVO31EplbEoYeuESgi1sX1H99W7zUghxH9QAu8fUC7LSVLKf59IHzSajtACn+aCRUpZIqX8j5RyGGpSFA5sEEK80aLpT4UQyYbL2SNA0xiORai4k4foevzTKpQg5Y1VWgn8DFhruGWBcqtpQCUaiAT+3MZ+nChBMwh4x3BreheYI1QqdrMQwl+oBBNtagyllDtQQtprwBIpZaWxKgj1US0BlWyEduIsWuzPjYqXeMywbAymeSbIEJSAVgJYhBB/orkWtAjoKdoIrjeYD/xSCNFLCBHMsZg/V2d9a6OvLpR19F8oN5xlLfpZLqW0CyHGoYSBrrAA+LnxvEQAv2+yzoaajJUALqGSazRNOV8ERIn2XQgXALOFENOEcsH8NSp2bX0X+9YeHxr9WNDGujRgiFDp2/1pki2vDTrrP6i+hqMEizUAxsS0xFjmfSc6e04wtv0nSmBbLoSIRk0cq4VKNhJgvANDjcmYd5ujqEnZfGCZPJYRNAR1PctQQu5fOziPpmww+vpzoUo83EBz1+fO3uUilPKpFcb7tAB4UigXuFTgV3TB9dawJPwK+KNQyYJChYpbvkwI4XUBD0FZIiqFiv/9jXd7IcQAIcRUQ1FhN87BOz69ZPQp1WgbI4S4tp2uvA/cazxDfqjruslwnfTyG6GS26SgxtK24uS+RMWmfU+oRD1WIcRYIcQgw9r9BvBvoZL2mIUQ443jlaBi+TqqaxgCVAO1QoiBwI9brG/3Hhm8hxp3JxoC7V+AT+Sx2LtHjP/vQyl85jVR0s0DfiVUEq9E1Hv9FoCU8iBKCfhnYyy/HiWULezicecBjxrXdiAqxvgtY91K1P38uVDlG7zxoyvAV1bAHzVuYRzfr4Nr0CWEShQUZdyjWahslm3WrDSu0b2oZ89bpuRN1PPUW6hkJ79DPRttbR9nnNefUW7RnjbahApVkuUD4F0p5e7jPJ/2tm/3vhrbrUC53duBy6WUE6Ryza4+nuNrNF1FC3waDb4Yjp+hXIlearH6fZQ1IcP4939NtmtAfXx7oQSdrrAKNcHwTm7XoiaYq5u0+S8qNqEUFWPYZsp4KaUDuAEVkP4GSmt+LWqCUYLSiv8G410XKjNny/Obj7Jq+CxcUsp9qFihDajJzkUoS0xXeBDlUlaI+sC92WTdElRijIMo1y07zd25PjL+LxNCbG9j32+g4iRXA5nG9j/rSqeEKuLcUnv9PurcP2ohNP4E+IsQogaVxr4tYagtXkWdYxoq6YfvmTAmYT839lWBEiI/b7I+HXUvMoRyWWvm1ialPIASip5DPRdzUKnBHZ11SgjRQ6gMgz1arpMq3vFb41luue4gahL5LcoFq13td2f9N9rUo1Ko+6Esxl7WoJ5h7zvQ2XPSdJ9PoBQv36Isc3NQLtOZqOv0mrG8KW+jrE5NlTTzjGPlAftoniiiXZq8g/eg7ustNB8L/kvH7/IzKCt7hRDi2TYO8TOUpTUDdf3fR70HXenbx0Z/7kNZzYpQ49dnRpPHUQqrKlSyp6b99kOlmy9FvcuxHBNcnkE9u0uNd2QjykOgrT4sR2WPXIiyOPXBiKlswmeo52Kn0Y+W6fG9788MY9t8o0//MPoJKkHVblT8ZLmxzmQ8c08C60TzWLKm/D/U+1iDeodbCpyPAW8b27eKr5JS7kW5fb+HsiSFYCR9EUKMRgnedxkC/D9QyjSvMuhl1MR/N+qd+IrmMWu3ohJ8VKDux1yp4i07PK7Bn1FurkdR351/SZUcy/vcXofyLqlEPSPXNRlPUlGClnfMbKC1hewL0bxO3actr00bjDbOtQZlYb7DOI+mpAkhao1zvhu4Xqq4ZKSUb6De1U3GeTWixtWmVAoh6ozjXAXcZGzXsu81qHHlD6j41XvpOp1t39l9/QPQQ0r5sDHOajSnFdG2O7FGowGV6h54QEr5bQdt/oTKxnZne200Go1Gc3wIIe4D7pRSTj3bfdFoNJruTFsZtTQaTRcxXLTup3nWPI1Go9GcPENQllqNRqPRnATapVOjOUGESkGdA3wtpVzdZPkdLdxcvP9OazC8RqPRnC8IIRahako+fZa7otFoNN0e7dKp0Wg0Go1Go9FoNOcp2sKn0Wg0Go1Go9FoNOcpWuDTaDQajUaj0Wg0mvOUbp+0JTo6Wvbs2fNsd6MVdXV1BAUFne1uaDpB36fugb5P3QN9n7oH+j51D/R96h7o+9Q9uBDu07Zt20qllDFtrev2Al/Pnj3ZunXr2e5GK1auXMnkyZPPdjc0naDvU/dA36fugb5P3QN9n7oH+j51D/R96h5cCPdJCHG0vXXapVOj0Wg0Go1Go9FozlO0wKfRaDQajUaj0Wg05yla4NNoNBqNRqPRaDSa85QzKvAJIWYKIQ4IIQ4LIX7fxvoIIcSnQohdQojNQoihZ7J/Go1Go9FoNBqNRnM+ccYEPiGEGfgfMAsYDNwmhBjcotkjwE4p5TDgLuCZM9U/jUaj0Wg0Go1GoznfOJMWvnHAYSllhpTSAXwAXNuizWBgOYCUMh3oKYSIO4N91Gg0Go1Go9FoNJrzhjMp8CUBOU1+5xrLmpIG3AAghBgHpALJZ6R3Go1Go9FoNBqNRnOeIaSUZ+ZAQtwEXCmlfMD4/T1gnJTyZ03ahKLcOEcCu4GBwANSyrQW+/oB8AOAuLi40R988MEZOYfjoba2luDg4LPdDU0n6PvUPdD3qXug71P3QN+n7oG+T90DfZ+6BxfCfZoyZco2KeWYttadycLruUBKk9/JQH7TBlLKauBeACGEADKNf7Ro9wrwCsCYMWPkuVhI8UIo8Hg+oO9T90Dfp+6Bvk/dA32fugf6PnUP9H3qHlzo9+lMunRuAfoJIXoJIWzArcDnTRsIIcKNdQAPAKsNIVCj0Wg0Go1Go9FoNMfJGbPwSSldQogHgSWAGXhDSrlXCPEjY/1LwCBgnhDCDewD7j9T/dNoNBqNRqPRaDRdo6SkBJPJRFRU1NnuiqYTzqRLJ1LKxcDiFsteavL3BqDfmeyTRqPRaDQajUajOT7Wrl1LamqqFvi6AWdU4NNoNBqNRqPRaDTdm7KyMjIyMggKCjrbXdF0gTMZw6fRaDQajUaj0Wi6Ofv27cPf35+Kioqz3RVNF9ACn0aj0Wg0Go1Go+kSDQ0N7Nu3j4SEBKqqqvB4PGe7S5pO0AKfRqPRaDQajUaj6RIZGRlIKbFarXg8HhoaGs52lzSdoAU+jUaj0Wg0Go1G0ykej4cdO3YQGRnpW1ZXV3cWe6TpClrg02g0Go1Go9FoNJ1SUFBAdXU1AQEBAEgpqa+vP8u90nSGFvg0Go1Go9FoNBpNp6SlpREcHOz7bTabqaqqOos90nQFLfBpNBqNRqPRaDQXMEeOHOG7777D6XS226ayspKsrCzCw8N9y/z9/SkrKzsDPdScDLoOn0aj0Wg0Go1GcwHicrnYsmUL27Ztw2w2U19fz4wZM7Bara3aHjhwAKvVihDCt8zPz08LfN0AbeHTaDQajUaj0WguMGpra/nyyy/ZuXMnycnJJCcnk5uby9KlS1tZ+hwOB7t37yYqKqrZcj8/PyoqKpBSnsmua44TLfBpNBqNRqPRaDQXEHl5eSxYsIDy8nKSk5Mxm80AJCYmkpuby5IlS3A4HL72WVlZuFyuVpY/s9mMx+PBbref0f5rjg8t8Gk0Go1Go9FoNBcA3rIKixYtIjAwkJiYmFZtEhMTycvL8wl9Ukq2b9/eLHavJbo0w7mNFvg0Go1Go9FoNJoLgC1btrBu3ToSExMJCgpqt11iYiL5+fksWbKEnJwcysvLO2yvSzOc2+ikLRqNRqPRaDQazXlOfX09O3fuJCkpCYulcxEgMTGRgoICioqKCAwMbLedEIKamppT2VXNKUZb+DQajUaj0Wg0mvOc9PR0gC4Je14SEhKw2WxERES028bPz4/S0tKT7p/m9KEtfBqNRqPRaDQazXlMY2Mj27dvbzNmrzM6EvZA1+LrDmgLn0aj0Wg0Go1Gcx5z8ODBNrNsngq8pRk05y5a4NNoNBqNRqPRaM5TnE4nW7ZsITo6+rTs32Kx4HQ6aWxsPC3715w8WuDTaDQaDQDrD5eyZE/h2e6GRqPRaE4hGRkZOBwO/Pz8mi33eGBPOdhdJ38MIYQuzXAOo2P4NBqN5gJnzaESfvfxLvKrVOHcN+4Zy9SBsWe5VxqNRqM5WdxuN5s3byYyMtK3zOOBjzNhQ5HAJQXxAZI/jJIntH8pJUIIpJTU1dU1O47m3EFb+DQajeYCprLewV1vbPYJewBPLzlwFnuk0Wg0mlNFVlYWNTU1BAQE+JbNOwRrCk24pACgsAFK7e3toX1ycnIoLDzmFaJLM5y7aIFPo9FoLmD+vewgUoLNbOInk/sAsK+gmsp6x1numUaj0WhOBo/Hw+bNm5tl2fR4IK1MCXr9wzwEmCUg+DTz+PZdWlpKZGQkHo8H0IlbznW0wKfRaDQXMF+k5QMwY0gcv505kACrGQn885v0s9sxjUaj0ZwUubm5VFRUEBwc7Fu2tQTDsif5/kAYH6dcOfdVCOrru2bma2xsxOVycemllyKEEh51aYZzGy3waTQazQXKrtxKKuqdAPzmygEAzBwaD8DnhiCo0Wg0mu6HlJItW7YQFhbWbPm3+UpASw4CfwvMTgGBxCUFy7Mbqays7HS/hYWFTJkyhfj4+GYWvvLy8tNyLpqTRwt8Go1Gc4Hy9NKDAMSF+pEaFQTAw7MGAlDb6ObbfTpjp0aj0XRHCgoKKCoqIjQ01Les3gUF9ervK5KVZa++tpJEP+XCv9cVj8vl6tA1s6ioiIEDB9KnTx+sVivBwcE4HA6sVit2ux2n03n6TkpzwmiBT6PRaC5APB4P64+UAnDT6BTf8thQf/rEKPefF1cdOSt902g0Gs3JsW3btmaunABfZwMIrCbJyChJQUEBZrOZP183AoC8qkYuv+IqPB5Pm0JfXV0dVqu1mStnZGQkdrtyBdWlGc5dtMCn0Wg0FyDf7i/G6ZYI4CdT+jRbd/s4JQDuzKnyuetoNBqNpntgt9vJzc0lPDy82fKdRrKWAaEesrOz6d27NzfeeCMzRvYm0GYG4J3tpVx33XVIKZsJfR6Ph7KyMqZPn94s42dMTIxP4AO0wHeOogU+jUajuQD5eFsuAMkRAQTampdk/d74npgEuD2SD7fmno3uaTQajeYEKSsrQwjhs8IBuDxQaSRfHmQpZtKkSUybNs1XjH1i32gAFu8uIDw8nGuvvbaZ0FdYWMiIESNITk5udqzIyEifG6eUktra2tN9epoTQAt8Go1GcwGy9aj6iF9mfOSbYrOYGJSg4j7mbcg6k93SaDQazUlSWFiI2Wxutmx7CYBAIPnp3OlcdNFFzQTCh6b3A6C4ppG8ynqf0Acq22dISAjjxo1rdazg4GDffmw2m07cco5yRgU+IcRMIcQBIcRhIcTv21gfJoT4QgiRJoTYK4S490z2T6PRaC4Eau0uyuuUqveOS1LbbHPvhJ4ApBfW4HBpt06NRqPpLmRmZhISEtJs2eYS9X+Mv4fU1Nbj/uDEMEL9lbfHM98eAiA8PJxrrrmG6OhorrjiCqxWa6vtgoKCkFIlgNGZOs9dzpjAJ4QwA/8DZgGDgduEEINbNPspsE9KORyYDDwthLCdqT5qNBrNhcCCrTmAKrY+NCmszTY3jErCYhJICa+uyTiT3dNoNBrNCdLY2EhpaSmBgYHNlmfXKivc5X2jm1n2mjJ1YBwAS/cV+ZaFh4czd+5cYmJi2twmKCgIIQQejwd/f38t8J2jnEkL3zjgsJQyQ0rpAD4Arm3RRgIhQj2JwUA54DqDfdRoNJrznsW7CwDoFxvcbhuTycS4XpEAvLku60x0S6PRaDQniVfgairUVTugwQ0g+dH0Ie1u+9C0vgBU1jtZe6jEt7w9ARHUtyIsLMxXmqGurg6XS0/dzzWE1wx72g8kxFxgppTyAeP394CLpZQPNmkTAnwODARCgFuklF+1sa8fAD8AiIuLG/3BBx+cgTM4Pmpra1ulw9Wce+j71D3Q9+nU8sNldTS64bq+Fq7r69duu7waD39Y1wDAb8b4MSTa0m5b0Pepu6DvU/dA36fuwbl2nxoaGnzlE7x8nSP4JteMzQSvzAjqcPvfra6nqF6SEiJ44tLADtt6qampweFwYLFYcDgcREVFYTKdW2lCzrX7dDqYMmXKNinlmLbWdfz1PrW0pR5oKW1eCewEpgJ9gGVCiDVSyupmG0n5CvAKwJgxY+TkyZNPeWdPlpUrV3Iu9kvTHH2fugf6Pp06csrqafzmOwAevXUS0cH+HbZ/Nf07ssrq+TLXxk/nXt5hW32fugf6PnUP9H3qHpxr9+nTTz/F6XT6sm8C7K5QU/AhiaFMnjyxw+3/GJHPg/N3kFMjGTDiYhLCAzpsD7Bjxw62bt1KfHw85eXlXHbZZSQkJJzciZxizrX7dKY5k+J3LpDS5HcykN+izb3AJ1JxGMhEWfs0Go1Gcwr4wIjfC/GzdCrsAfz2SjUE7y+sIaei/rT2TaPRaDQnjtPppLi4uFX8XpExdF89PKnTfVw9PNGXvOXPn+/t0nEjIiJwu92AKs2ga/Gde5xJgW8L0E8I0ctIxHIryn2zKdnANAAhRBwwANDZAjQajeYUsfawisvoH98115arhiUQFqA+/n/p4sdfo9FoNGee8vJypJTN3CkrG8Fl+NNdPzK5nS2bc6eRvXl5ejGuLmRpDgo65iZqtVp14pZzkDMm8EkpXcCDwBJgP7BASrlXCPEjIcSPjGZPABOEELuB5cDvpJSlZ6qPGo1Gc75zpFgVxW2r/l573Dq2BwCrDpXi8egSDRqNRnMuUlxc3Cp2bm1uIyAItJqJDO5a4vtfTO+PWQjcHsnr6zI7bd80Ns7Pz89XrF1z7nBGIyqllIullP2llH2klE8ay16SUr5k/J0vpZwhpbxISjlUSvnumeyfRqPRnM/U2J3UNiq3mxtGdU3TC/Czqf0QgMPl4dMdeaepdxqNRqM5GbKysppZ2wD2lqv4vV4xHSdraYrNYmJMzwgA3tl4tNP2/v7+WCwW3G43/v7+lJWVHUevNWeCcyuFjkaj0WhOG1+kqXIMNrOJ1Kiuf/yD/S0MTggF4OXV2steo9FozjVcLhf5+fnNrG1Op5NSl7LqTegTdVz7+9UV/QHIrWjoNH5bCEFkZCR2ux2bzUZ1dbX2BjnH0AKfRqPRXCB8u78QgJTIzrOuteSnU1R9poNFtVTVO05pvzQajUZzclRUVLSK3yssLsXuUb+vH9V5wpamXNw7ype85aklBzptHxUVhd1u99Xsq69vLSS6XC727t3b5jrN6UULfBrNKUZrtjTnKnvyVIWb0akRx73tVcMS8LeqT8Z/vj10Svul0Wg0mpOjpKSk2W+Px0N6rSrNYDEJBieEHfc+rx6mSiss21fUaduYmBgaGxt9v1tm6qysrOSzzz5j2bJlrFy5ssvzJKfTyb59+8jJyaG2tpYzVT/8fONM1uHTaM576urq+PjjjxkxYgSjRo06293RaHx4PB5KatXHeM7wxBPax5QBsXy9p5Cvdxfw2DVDTmX3NBqNRnMSZGVlNXPnrKioIN8UC0gSwjovwdMW/2/GQN7fnEO9w836w6VM6CDZV0hISDNhzCvwSSk5dOgQK1euxM/Pjz59+pCZmcmuXbsYMWJEh8eXUrJ27Vp27drlqyvo7+9PcnIyKSkpREZGEh0d7bMqatpHW/g0mlPIhg0bcDqdbNiwgeLi4rPdnfMSj8dDRkYGDQ0NZ7sr3Yr1R8qQEgRw6XHGcni5Z0JPAIpqGnF0IVW3RqPRaE4/brebvLy8ZgJffX09uQ3KrjOyx/F7dQBEBtuID1WC1gdbcjpsGxwc7BO8zGYzlZWV2O12VqxYwdKlS4mMjCQyMhKAhIQE1q9fT1FRx5bDnTt3snfvXnr16kVSUhJJSUmEhoaSn5/Pd999x4IFC8jOzj6hc7vQ0AKfRnOKOHr0KAcOHCAhIYHw8HCWLVuGw6FjnU4l5eXlfP7553zxxRd88803+vp2gX0l+7h94e38ZeknAMSE+LVK291VLu4dhcWkPuif79TZOjUajeZcoLKyErfbjdlsRkrJ10Vfs7RxJUU16hvpdc08ES7prax6mzI6zrwZFBTks/D5+fmRk5PDRx99REZGBj169PBZ6EDV6gsPD2fp0qXY7fY295eZmcm6detISkpqZsGzWq1ERESQlJREeHg427dvP+Fzu5DQLp3nOU6nk9raWmpra6murqaqqooRI0YQGBh4trt2XmG32/nuu+98rgVeDdSmTZuYOHHi2e7eecGOHTvYtGkTAQEB9O7dm4KCAr799ltmzJiBxaKHsrY4WnmUK965gvyafOLsY7EFmrGGruNgWQ/6R/U/oX2mRgVxpKSWz9LymTsm5RT3WKPRaFpTVFTEqlWrcDqdeDwe3G637/+AgADmzJlDWNjxx6idL3jj96SUzMufx8KihQS4LyEWgdlsZ/qg2BPe923jUli0M8/n2WGztK0wtNlsBAQE4HQ6CQoKIjMzk9jYWOLj49tsHxISQmFhIWvXrmXatGnNhLqSkhKWLFlCXFxch9/30NBQcnJyKC0tJTq667VlL0T0LOk8pKSkhB07dlBUVERtba3vJTKZTDgcDpxOJ5MmTTrLvTy/2Lp1K42NjURFHXOVi4+PJy0tjR49epCamnoWe3f6qbW7CLSZTthy1BElJSVUVFSwf/9+4uLisFqtgHIJOXr0KGvWrGHSpEmn5djdmdL6Uq5890oKGuqIHfI6hI7AYTWxO9fOgOcHcGWfK3lw3IPM6jsLs8nc5f1OGRjDkZJa0nIqT1/nNRqNxqCqqoovv/wSPz8//P39fWO9EAIhBOXl5axfv56ZM2desLFcR48eJSAggNdyX+OLki/wCx1NaOTvcARG4fBkct1Ht/LCrH+THNr1+qtevJ4dLo/k0x253DK2R7ttIyMjqampISQkhD59+nS677i4OA4cOEBSUhKDBg0CoLa2lsWLFxMaGoq/f+exhzabjX379nH55Zd3/aQuQPQM6TzC4XCwadMmFixYQH5+PoGBgSQnJ/v8nhMSEkhJSWHPnj2d+k1ruk5hYSG7du0iPj6eQ1Xw5VHweJSAHRMTw/Lly1tlqzqfmLchi6GPLaHPI18z7slveXXNkVOyX7fbzebNm1mwYAFSSpKTk33CnpekpCT27dvH5s2bdeauJtQ6apn9/mwOlB0gZsCfEFGjwMiwGZBwHf62MJYcWcKc+XMY/tJwVmWt6vK+7xinPvbVdhfltdqlVqPJqai/4GJa5zy3hr6PLGba06t4fsWh05aZuqGhga+++gqr1UpYWBh+fn5YrVasVisWiwWz2Ux0dDQZGRkXbCyXx+MhOyeb96vf54uSL7BaIwgb9jL06Ikn2h9L7CCWldcx6H+DeGbjM7g97uM+Rq9oVbf18535HbaLiYlp10WzLYQQxMfHs3LlSsrKynA4HCxZsgSPx0NISEiX9hEdHc3+/ft1XH8naIHvPCE/P58FCxawY8cOkpKSiIqKwmaztWpnMpkICwtjzZo1unTAKcDpdLJixQrCw8NpcJt4fo9gSa6JN42SNYGBgUgpWbVq1Xl5vavqHTzx5T4AJFBc08iTX6Uzb0PWSe3X7XazatUqtmzZQlJSEmZz2xYoIQRJSUls3bqVtLS0kzrm+YLT7WTugrlszttMSsRgROQUAGwbS7C6JcLsx8+u3cxTVzxFalgqe0v2Mvntydy96G6KajtXBPWKCSbAqu7H/C0X5gRLo/Eyf3M2E//xHZf+YwWuC0To+/fSA+zOq8blkRwpqeWppQe5/bVNp/w4TqeTpUuX0tDQQERE+0lHhBBERUWxevVqnE7nKe/HuU5ZeRlvlL3B0vKl2ISNYUP+hzCZEVUObIVKCApPuYtaRy2/WPILxr02jvU564/rGFMHxgCwK6+qw3ZRUVHHHVtvs9kIDg5m2bJlrFq16rjdM73zgyNHTo2y+XxFC3zdHLvdzpo1a/jkk08wm81tTo4PVcHWJgkjw8LCKCoq4tAhXUvrZNm1axdVVVWEhITw5gHwoNxJdpYL1hWoNjExMWRmZpKent5s29raWrKzs9mwYQPLly/vlgLhA/O24nRLrGbB63eP8WkB//zZXlYeaJ2ldP7mbH63cFeH2nCPx8Pq1atJT08nJSWlXWHPi/e5X7t27QX/THukh/s+v48lR5YQExjDxZe8DUJgKrPjV+tkSkwoAN9UOPj1hF+T/mA6j09+HD+zH/PS5jHwfwN5ccuLnWqAByYozevSvYUn3Ncau5MPt2RTWtt1bXBHuFwuSktLT8m+ujsul4fnVxyiuPrUXFtN27hcHv7yhVJ4ldQ0cv+8rWe5R6efnIp6nv/uMADDU8IY21MJYhszyvnZ/NbJMzZnlnHDC+v4n7FNV/F+BwoKCoiN7Tz+LCgoiLq6Onbv3n1cx+nuON1O7v3yXjbaN+Jn8uORvn8kP2QAAJYjNdwWqsZ8GTSAZ69bREpoCtsLtnPpG5dy68e3crTyaJeOc+f4ngDU2F0djitNM3W2RXYN7CtvvTw8PJzq6moOHTpEQsLxJ5iJjIxk+/btuN3Hb728UNACXzemqKiIDz74gP3795OSktIsHa8Xuwue2yN4+5DgjSbyRlxcHGvXrtUm8JOgrKyMTZs2ER8fT3YNHKhSg1ygRQKCDzMExfXHXBZWr17NgQMHWL16Ne+88w7vvvsuixcvZv/+/ezfv5/MzMyze0LHyfL9RWzJqgDgj1cPZtqgOJb84nKig21I4P63trB8v7IYvb8pmxGPL+XhT3bz4ZYc7nlzc5v79H7kV6cd4vWiHjy1y0RFF+asFouFhIQEli5dSl7ehZs98rfLfsu7u94lyBrE57d9xcZ6FaZtzq5jYr9ofttbfUiLHS4y6+34W/z506Q/sfcne5nVdxaV9kp+svgnjH5xNP837/84mtP2ZOCKwXEAHCyqPe4+bjtawbgnv+Wix5byu4W7mfC379ia1cYM4DhJS0vj/fffZ9euXRe8e++vP07jqaUHmfjP7zhYVHO2u3Pe8sii3TQ4j00wVx0sOWnvhnOdu1/fjEdCkM3MRz+cwEc/msANI5MA+CKtgJ/P3wFAZkktM/6ziptf3sj27Er+teQAaw+VdLRrXl+TwYz/rGL5/iK2bt1Keno6iYldrxkaFxfH5s2bqarq2Ap1vuDyuLjl41v46uhX+At/Hu/7OEcjJ+IRJkS9C0upnT9OG0CcTX0HNomL2PfTffxh4h/wt/jz4d4PGfD8AB5Z/gg1jR2PEykRgQTalPJ1wdb2yzMEBQW1ufytA/DL9YJ/7TLx4n4TL+5VoS9N8YYdnUgcpr+/P7W1teTnd+xyeiGjBb5uisPhYOnSpdhsNhISEtpNWLEsFyQCEOwoM/GfXQKPR6XM9Xg8bNu2zdfW4/Hw+poM9uVfGIPlydDY2MjKlSsJDg7GYrHwxgF1jcNskidGS/xMEongvcNq4LLZbISEhPDdd9+RkZFBQECAL7YyJiaGmJgY1q9fj8vlOrsndhw8s1xZ03pFB3KXof2zWUx884uJBPuZcUt44O2tjH3yWx75dDeVDcdcbdYfKePjFh8Nr7D33qajvFWYSFmjILtW8Odtgi+zO/8A2Gw2wsLCmj3TFxLPbHyGpzc8jdVk5dNbPmWLuwdOCTSoD/9Tc0cwNCSQCIv6aD+Vdcw61yeyD1/d/hXvXfMeMbYY0krT+GPmH+nzRh8GPT+I6z+8noe/fZi3d77NlrwtXDNcCY4NTje19q4/swWVDdz2ykaKaxp9yxxuDze/vIHPTqLMQ3l5OVu2bCEhIYHVq1ezZs2abvUunWqW7VOKlkaXh9nPriEtp6LdtjkV9SzZU9gtPQzOJkXVdj7elgvAHRf3YHiKyhD5ly/2nbfxfEXVdjJKVTz6s7eN9GVr/PctI7i8v3LB+zwtn/F/W87Up1f5FELeUi4/fHdbm9fG7nAx98X1PPHVfg4W1XL/21v5zVdZxCQkHdfk32KxYLPZWL9+/QWh9Hl317t8mv4pgSKQx3o/xuDgway0KMW/ObuOm8ekEOxvYW68ssKuKa8h2BbM/039Pw48eIDbht5Go7uRv639G/2e68dr21/D5Wl/3OwVpYS59UfaL8/gLc3Q9PrPPwzbSk24pEAFf8C+ShN/2yk4la9KSEgIO3bsOHU7PM/QAl83Zfv27dTX13ca1LqpxLA6mSUgyagRvLxfrYuJiSEtLc2XzvcXH6bxxFf7uerZtcx5bg05ZfWn8xS6JVJKMjIymD9/PuXl5URERFBmh7JGAMnd/SU2C1zbUw1qGTXgzWsRGhrqi69sWo8GVKxfbW0tBw8ePLMndBIcKFQawdvHNc/YFR3sz+rfTCU62A+JcnUCGJ0azqrfTGZIonIxefjT3T53Po/Hw9q1a1mwOYtlFVFIBH7mY4LzsjwTX3XB8yQ0NJS8vLzzOklOW1Q3VvPod48C8PZ1b3NFnyuYn6fcGy159Vw9KJrMA7vJzc1lRoT6aC8vO6bRdblc7N69m9ottfwp6k/cGHcjMbYY3LhJL0tnUfoi/r7u79zz2T2Me20cv1h2N1azGluW7C3oUh8dLg+zn1uLw+3BahYs/PEE1vxuCqH+FjwSfvHBTla14QbcGR6Ph6+Xr+Gtgnie3h/Af2NG8mh+I1999RX19RfeGLbyQDH1DmV18rOYcLolN728sU3XWbvDxfSnV/HDd7cx7PGlvLDy+NzuLmQe+3wvHgmBNjOPzxnC/O9f4stk+M8l6Z3voBsyb4MahINsZqYNimu+7r6LuWWsKtNSUGVHAqH+Fl753mi++/VkTALqGt18vw231xn/Wc3Wo0opEeKnFFJHG4P45y5LKytQZ1xICVxe3f4qADeG3MjgsMEUYKHebAa3JLC4gSevHQrAQ6lxCKBRSr4qrgSgR1gP3r/xfTbcv4FLki+hqK6I73/xfYL+GsTQF4Yyd8FcHl3xKO+kvcOWvC3UO+sZbbjvduQ1YDabCQ0N9cXxrS2A9UXqW3FRhId/XSyZnOABJIUNgn+mieO+x16W5cLj2wT/TLfwl7owrCFh5OXlUVHRvoLrQkYLfN2QkpIStm3bRlxcXMftGqDKASD56RDJlMRjmpVPMtWLGRISwtq1azlYUMXnacdM4bvzqrn2hXWn8Sy6H2VlZXz++ed8/fXXBAQE+GrLrMgDEPiboZ9RBujSOLCZlGvnx1301IyJiWHjxo00NjZ23vgssyevikZDNXfruNYpmiODbaz97WTG9YpkQFwIn/10Agt/fCmpUUG8/8DF2MxqIvrjd7fj8XhYt24daWm7+bYyGhBE+0v+Okby94slPUPUdfwmV7ClE3nAqw2+0Nw63tr5FrWOWialTuK2i24D4KgRZ2GtdjKGw2zevJkvvviCkM1rAahyucjMzCQ7O5uPPvqIdevWER0dTWpCKncn3c3rQ1/nw2Ef8ruw3/GfS//Dnyf9mVuG3EKoXygL9y/EY1WT2u8OdOym5eUH72ylvM6BAN6+dxyjUyNIiQhk/e+nERVkuAG/vfW4XRAPHTrEU2keChut5Nv8qI0N4mB0FMuO1vHJJ59QXn7y7qLdCW+sVM+oQJb+8nKsZoHD5eG6/61vZcX71Udpvve4ttHNP785wLvnuUviqWLdYaVQuX5kEhaLiUCbhVkXqW/Cexuzz0uL6bJ9yivgouS2693948Zh/OXaIUQH2bhlbAo7/3QFM4bEkxIVyC+mq7qfqw6WsCu30rfNy6uOkF2hQkt+dHEMP47L4MoEByAptQue33t8fbxQErjsLd7L+pz1BFuDGeU3CoC1HlXCQFQ7+M2UflgMC2yoxUKyv0ri93Vpcw+uS5IvYf1965l/43wGRA3A4Xawt2QvC/cv5Mk1T3LXorsY99o4ev63J30SKgEoq3N0+HxHR0fT0NBAtQMWZCjvp8RAyQ8Gg78FbuwNN/RURoiCesErJ6Af2VcOnx8VlNoFRxLDyIkL5Q/lYZjNVvbv33/8O7wA0AJfN8PtdrNy5UpCQ0M7TWbxVTaAINACPULghl4wOFy9pN/lC57cLkh3RJCVm899b6oMW+GBVv5z8wgAyuscbNmfydGjXQvqPV+x2+1s2LCBDz/8kMrKSnr06NGscP3uciVk9A095sJgMsH4OPV7Z1nX3Bb8/PxwOBzn9GDldDo5evQoTy5QQkOwRbJh9XesW7eOHTt2cPDgQQoKlMXH32ZhwQ/Hs+SXlzM85ViGtbBAG3++ZjAAW7IqeOvzFezatYvVjT1weAQCyUNDlaXUYoJfDpVE+Smh751DKi6yI0JDQ1slyDmf8UgPz21+DoCfX/xzAErqG3EbH/srYy3U11aTnJxMcnIyY2MiQCrL6TsrVvLll1+2W/YiwBLA6KTRBGcF8+vRv+aDuR/wzR3fEGQNoti9AoBduZ27gFfWO1hlCIY/n9aXCX2PZWAL9rfw9UMTCbCacXkkN7zQWjBpj7q6On738S4qXDZAYuljxDGbTXzWGEN2nYmPP/74gtD2g0oisj27ElBuhqlRQfzvdjUZzK1o4PoX1vsE6sySWr7eXehrmxwRAMB7my+Ma3UyHC2ro9pwZf7R5cdqjT1x7VAEytX5zXVZZ6dzp5GMEuU5ce2IpHbb3DW+J1v/eAX/uHFYs1CTn0/rR3yo8mx56IOdgKrf+tRSldJ6ZLwfIflbiI2N5ereFq5MVgLBoWoTH3WQfNHj8VBTU9PMhfBCSODy2vbXAJgSPYXwwHAANtSq8dvS6Ob7lzevgdcnQF379LrWln4hBLcOvZX0B9OpebiGbT/Yxns3vMcfL/8jNw+5mb6RfSmpL+E3K28APEgJO3LaH/ejo6Ox2+0sOKJCiqwmya+HN3exnZIEl8erZXsrTCxpPywQUOU5Ghsb8Xg81Drg1XQlSAb6STzxauxqCLLxaVkse/fuPa7SEBcKWuDrZuzbt4+SkhLCw8M7bbvHEERGRR170X44CJIC1eS5sEHw/mETz+SlklutNGGPTksm0ZmLv0lt889PN/LFF19QWHji2fi6M4WFhb5EEImJiURGRjZbb3dBheGyOblFbPk1PcGExC1Fp4OZl9jYWDZv3nxOJdORUlJSUsL69et5++23Wbx4MfvKlMtYz0CnL+Pr1q1bWb58OZ988kmn8Yh3XJxKbIjSOD63tZaKwBS2lKrn9bJ4SXgTj1eTCX47zI2fWQkpL6d3HNMREhJCbm7uBePO983hbzhcfpgeYT24ZsA1APz0q71gFmB3M6xmfzNvABPgZ8RRlCX2JCUlpUPXcG+hY29pkfEp4/ns1s+QliwAsis7d+n842d7kECA1cxD0/q1Wh8b6s/Cn4xHCKhtdPGPbw506dxf/XIdO2vUx35oVBUNUcceHE+kP29kheIfHM7ixYuprq7u0j67M+9tzsbtkZgE3DuhFwAzhsRz36U9AUjLrWLGf1bzo2V1zHpmDRIIC7DyxLVD+NHlvQE4dAKJeC40Xl6lJJCwACspUceUf+GBNsb3iQLgfyvPrxTxaw+V4PKojAA3jjr+4t2gLIAAmaV1fLYzj9tf24jTLTELuNSUTkJCgi/c4epUGB6pxqnVhYKCFl76tbW15ObmUlBQgMfj8YWmeImLi2PTpk3nZQIXu8vOvF3zABjNaEJCQqh2QJ1QU/rBkYGtthkWosbJPHvHJROCbcGMShjF7Rfdzl+m/IUP537I3p/sZWbfmZQ0lNBo3gPA13vaH/fDw8Opd7h8yvBJCRJbE2nDK5zf1Af6hirl3pLc9hXjpaWlPoGvsLCQp3a4cUmBCUmfQQKMGFFPpB/7qk2sLAkkKyurw/O8ENECXzeiurqa9evX+1wJOyKvDho9KkB2VhOPO5MJfj9Scv8AD0mBEhPHhMEUPzulu1eze/duegSpCf1RRwjh4eEXZN0+bxIRPz8/EhMT27SorikEEFiEZEC4WlZeXo7D4cBmgsER6vquKuha4LnVakVKec5oJg8cOMCHH37IRx99xN69e4mKiiI+MZkqlxo6Lk+2EB4erpbHx5OcnExSUhJpaWl8/vnn7U6yKyoquCqqHJBUuKy8dsCMcouVzO3Vur2/Be7przS+xQ2C1R3IGBeaW+ezm54F4Kdjf4rFZMHh8rCxUE1y/Dwe/PysrSx3YVK93xnm1rU6m/KiXxQ/DEomK74H2dnZ7NunUtBP6z2NN274PyROpCeER5b9td192B0unyXp9ot7tJtganBCGFcNVWPbm+uyOk18kZeXxytpDYDAZs1lqelJpDD5JhOeGH9cUvDeUTXRuRCsfAu2KM3SRclhPncugD/NGcJvrhxAdLC633Y32I3r+/cbL8JkMjF3tJrEuzyy02yKFzrL9yvf8gmGcNeUJ69TcVPldQ4W7+pafGt3YL5h+Y0P8/clazleJg2IpX+cssI/9MFOn3fA+NBy+vZo7WFw3wAIMrJev7Rf4HA4KCgoICcnB7PZzJQpU7jrrru44YYbMJlMzZR83gQu52N91kXpiyhvKGdYzDBi3bHYbDbmHwYZoq7fvRe1tsBeFqGUelWujssW5NkdDFyzm+lbjnnJ2Mw2Ft68kMtTL6dBKIFv7eHcdvcRHBzMysoIPAjMQjK7yRzU4XCQmZlJcbF6h74/CAQSp0fwWVbrfdXX1+PxeLjhhhu44447SB4/hzKXOs8/zkziUFST7PQWEzLMj/XVYazatO2Cm7N2hhb4uglSStauXYvV2nry1habjVinQAuEtjGnGxGtBL9nLpX8fZzk50M9/L9RNpKSkoiLi+PSRPVolNghJCSM4uLiC67GWX5+PiUlJYQadWzaYouRFCfFGHOKi4ux2WwUFhZSV1fHTb0BJA3uzuPPvMTGxrJ9+3Zqas5uOvWKigqWL1+OEIKUlBTi4+OxWCxsLQFQ2rUBbYRymM1mkpOTqa6uZsGCBa1cgvPy8vj444/pHdhIkk8RKYkPkPxqmMQrD9TX15OTk+PT4A6JkPQxDFGfZgocHSRhDAkJuSDcOtNL01lyZAkBlgAeGPUAAH9dvB93oErDHeOpJyYmptV2cUYmtnxT+2PJCksQ2y0BeIRggV848fHxrF271hcQf/NF12GxNCIw8e81H/C/zf9rcz9//+YALo/EYhL8bubADs/nHzcOxywEDreHx79oP3jH6XTyt4/XUe+xIHFyxPx7bFGqwLy96Aukx4En2IK0mjhQJSgzR57TrtKnCm8GxauGtq5j9dMpfdn66BV889BEbh9o475Le/LPucOYZbT1t1lICFMxQO9tOv+F4xOlst5BkZGI6oGJvVut7xUTzKB4NVD9/evz55nblKFiYS/r2/WC2G3x7K0jfX9bTTAutIqbBrcOUZFS0tjYwI1xFYCkvFHwRYabUaNGceutt3LzzTczcOBAAgMDCQwMZOrUqZSUlDSb5EdFRbF3797zLomXN1nL3N5zEULQ4II9VQIZZAEpuTK6dZH6S8JVsi4P7Vv5PB4Ps7cdpNLlZk+tne/KjilsA62BfHHbF8SEqW/H7qK9FNe1PakJDAxkV4063uhoiVc/4Ha7KSgoYOrUqQQEBFBeXk6gBUZFKyXdmkKBo4mM5na7KS0tZebMmT4vlD9+pr4LfWJN/G3v9yhHPTe2RqWk8sT5IxG8fcTfF16iUWiBr5tw5MgRMjMz25y8tcVBoyZcYmDnqYmDrCrZSFPF+4hIpXWRCHaVK/eIdevWXTB+0VJKNm/e3KHrrMcDhYZCcXycpKysjMDAQK699lpuuOEGamtrob6cFKMszVddKC0ASjNpsVjOenrhXbt24efn1yxeETAEPogJaP7MtCQqKoqQkBC+/PJLNm3ahMvlYv/+/SxatIjQ0FAiIiL41UWS6UkeHhkh+cMoSYJxqPr6eioqKrjyyisZN24coATF2WF5mJC4pOCb9hWMPrfOc8k19nTw/ObnAbhz2J1EBih344+25vg0vX1xtZnWvJdbffArRNtxwAVY+MAvAoxtK4WZbL8gAgICWLFiha+4bZ8oZZHz8/Tnwa8fZEnhklb7Wrhd3ahZF8V3ahkI9rdww2ilnf5wSw419raTLmzfvp0lhcpyV2X5CCmqCE68GYBURynO6jSEENTHHAYEb2TVU1xcel66d3kprbX7asJdP7L9GKuBCaHM6GnlT3OGcPOYlGbrJvZTk/lNmRdWopvj4Y21KguXv9XE6NTWE2uAx68dAkB2RQPbjnb/jIG1dheldWrM+N741JPa18CEUF6+YwRze7n4VUou37sopJnVv7y8nLy8PPLz85FScuWo3lxsaFQ3V4cyZsyYVqEVAKmpqQwfPrxZ+InZbMZkMnHgQNdcxLsDR8qPsCJzBQGWAMb6j8Vms/FVNniCbSAEViGIMOruNcVmMuFvuD6uLG/b8+aBvUcpbKJJfTKjuZdMqF8o7938LwDMnhRmzJtJpb2y1X4+2VWCGxMCyVxDJyKlJC8vj7Fjx3LRRRcxe/ZsX/zl7X3AJFT4S9N4zby8PC655BKSktR49sbaTMrrHICHfe5fcNQTickSjLM2naJDTwDgjlcSY77Djw9X7+n8gl5AaIGvG9DQ0MDq1auJjY3t8jbFxjx3SNvfo04xmSBKKXvZUKQSirhcrrMuhJwpCgsLKSws7NC6t6dCBSQLJP1tVQghmD17NoGBgSQkJHDTTTdhs9mYHFoCSMoaIauLRrvo6Gj27Nlz1tILV1dXs3//fqKjW2tzc2rVR8PrrtoRgYGBJCUlsX37dj788EO+/fZbEhISfEKkKmEBCU1qtdbX11NeXs4111xDnz59GDFiBBEREdx1111cP3sGAyOVkLKtuH13DZNJufadz26dVfYq3k57G4CfjfsZAMv3F1HncOMxBL5RJiUAuFwuX5psgEFupbhpEG1/Ap4LjEYKgZ/0EO5xgWHli4yMpKioiLVr11JfX8/IHmqASbDMBuDfh/5NWf2xGk1bs8qpMZJbPDJrUJfO64lrhmAzm3B5JD98p3VNxdLSUv797SGc0oSbSuosn3NLv8fBGgZS8qfIKxgWqOIEPbFOPNTidsfwbU0ZOTldDKbthny6XdUxDLCaiQ31P6F93GPE+pXXOais7zjW50LlK8M9eWRK+x/Xcb2iSApXCok/fdb9J52LdiiljdUsGJYcflL7cjgc2DO2MsBUTHJy88D3wsJCgoKCuO6667j33nu55ZZbuPTSS3nx7gkA1DvdHdaUvPjiiwkODm4WShATE8OOHTuajX/dmdd3vA7ATUNuoiyvjNDQULaWCDyhasyPbUPY8xJjU202Vba2eK6vqGGxkcHz4jD1Qd5Ta6fE0VzpNi61ByaTBxMB7CssY9Z7s6h1NI/7nbdReQgkB3oIMLpTWFhIv379GDt2LABhYWFcffXV1NTU4HY2MCFWzSc2FQvK7MpbqmfPnowcqSzCHo/Hl+Cn1raQwvqDRCbfCkAvq4eAmsNIjxOPXzB2v02A4M09DefNfT8VaIGvG7BlyxZcLhf+/l37iFc7MMziknFdlxFbMcSY0GfWqAl+bGwsO3bsuCDSnG/evJng4OAO22xUtY0Jt3lwOezMmTOnmYAYFhbG9ddfzyV9YwkxuwHBxxlds/KZzWb8/f3ZurV1zaIzwe7du7FYLK3irewuqDdCAMZ38dnyungCpKSkdOiS7LXsXXvttSQmNp8MBAUF0atXL34xW30Ayp1m8gvb95MNDg4+rzS7LfGWYpjScwoXxV0EwLMrDiGtJvA3g5T08yjXs8LCQioqKnzJbHp6HCpTpxAUc8zKJ6WkpKKCEqG+0jflHWSOQ02eMkw2ajCRlJTEgQMHeO+99xgQrARHR2MsV/SagcPjYF7aPN/+nlmu3MATwwNIMCbAneFvs/D7Wcr1c/2RMtY0iSc7evQoH32ykPW16rxqrB/zcN9f4omaDECox4UfcKlbCZm22Cn4+WUAsKXWzd69x5njvRuxIl1dp17RrRM2dJXBCWH4W9U7/7Yuz9AKj8dDluE2e+Oo9q2oAL+dOQCAvfnV3b6m7dd7lJDbKzqok5Yd43Q6Wbp0KUVFRc1yEUgpyc3NJSEhgTlz5hAfH9+sVm1ksI3YEPX71TXt1zmy2WxMnz6dyspKX9Iwq9Xqixvr7jjdTt7c+SYAdw66k5qaGgocftS58Cn5BgW3P872ClDxPW1l6nwtV5UZibdZ+GxUP4LMahx47HBeq7ZxIWqMiTJfwsbcjfx97d9962rtLo4UKwFwQoT6v6ysjIiICCZPntxsThETE8NVV11FSUkJc5Id+BuJ2V7cI7FYLEyZMsXX/qXVGdQ73Lipotz0IdcPvB5LhFIE/H7ETN4f8xpmRwVCmKmO3onETbXbxMZ93f++nyq0wHeO43a7SU9PPy7r3trcRkBgFZIgc8cBuh0xyQgDaXCrib7ZbCYwMJC1a9c2S4F8vlFUVEReXh4RER2bRzMMQTjVVs+cOXPadDPx9/dn5syZ3DpECY9HayGrqIz8/Hzy8vJ8ritZWVk+Nzkv0dHRHDp0qFX2sdONN511W9Y9b/yeWchmVrmu0FkpkYaGBioqKrj66qtbCXtNmT4oFotJpWROd0T6gr/bOl52dvZ56YbcVikGu8PF7twq34ffD4kFaGxsxM/Pj9tvv52pU6fidDopyMnBarzDey3+SKlcknNzc0mPSQIhsAgY6rYzuqYUm/SAECz0C8NkMpGQkEBkZCQNh7cBEo+EK3rcB8BL215CSonH4/HF/cztZHLckvsu60WqkWnux+9u5/nlB1m4ZBWffP4J/yleiVnG46aSn/Uby9iwsWQZyWeiGhvIycmhf0WRT6Cd1VtZ+0yuIazL333eunXuL1SC+fg+JxdjNShBKa2+S9eJW1qy+lApbqkyVV7TQWkCUKULwgPVu/jIonMjCdeJsidfPVuX9+9aSElbuFwuvv32W/Ly8khIOBZj6vF41Dvbvz8zZ85sJug1ZcpANQdaa9Q/bI+4uDguueSSZq6dkZGRbN26tdsn8fjq0FcU1hYyMHogAwKUQuGLowACItR1uzi8fUX1cCNTZ25ja6vX5iqlyJgSqd7/uXFq/vNVSevxcliSCt5PstwEwBs73sBlxIW/sPIwEhWf2dtW4yuZMXPmTGy21gklUlJSmD59OiVFBdza2wVIihpN7LIOIqvqmHXx38tV6bBqyyK+P/ouXrj2fZzGNHR6VChjRowh2a2uQXLqbTSYtiMw88SSne1ejwsNLfCd41RWViKl7LTmnheHw8EewwCXGGKhqKiI/Pz8EyrmHRMAFqEyZO0wvLSioqLIyck5r2vzbd++vVXcWkvqXVBnuLo/dNWoZmnvW2I2m3nktqkEWJWQsro2gQkTJjBz5kyuv/56br/9dsaMGdNKcBFCEBAQwM6dO0/yjI6PvXv3YjKZ2nzm0oxnK+bEPMbapaGhgbKyMmbPnu2zBraHyWRioJEU4ZArivDwcIqKitpsB5yXgdtfH/qaIxVHSA1LZU7/OQC8sPIIHgkyXE0yIz1KgVBaWsrYsWMJDAxkwIAB3HbbbcyaNYtQ4wO9x+EhNzeX+Ph45s6dS0a8itHpE+DHxIkTKS8tZbDhAnrEfGwyZrPZ6NEjmWCL+uru2BFAlC2Kg2UHWZm1ki93F+BwexDAjyY3rwnVFV6/ewwCVabhqWWH+PV3NbxcXkp1vbLw9gx1MC5CWTa9FsmZfVKZM2cOQX5+WKSa3PnFRiJNhZgI4IvKkvPSrdPucFFZryZHHcXvdYVLDYHxSIkuz9CSD4xMlYnhAV3KVOmt0bf2cClV3dRFtsbupKpBPVstYz67itvtZsWKFWRlZTVT5rlcLnJychg5ciRTpkzBYmnfHdFbNqSy3klORccW0xEjRhAbG0tZmZq4BAYGUlVVRV5ea2tVd8KbrOWBkQ9QUFCA2WzlcLVAAp4gde2uiGo/DGVCuJGp09lcuVzrclHqVN+De5JU5tk/9FFCud0jOdzCIjjrIrWuojaQAVEDKKgtYPGhxQB8YsRsj04OobGxkaqqKmbPnt1h6Z8BAwYwYcIEohtyibc6AMHCXSVc9cxaRvxlKbNefhqXMxwPtTxw2WBeuvolVpQrAdVPCMKtFmJiYuhtNiTAoP5EB6l7faDScV4qfU8ELfCd45SXl3fZmubxeMjPz6dSKtPLjOGpfO9732P8+PHU1dWRk5Nz3LWoIo353e5jYTlER0ezevVqnM7mvt2NjY1kZGTwxRdfsG1b69ib7kBpaSmZmZltWuuasirXBQhsZsGUUf073a8QgrvG9wRgR7GbAYOG0LNnT+Li4ggJCWH48OEAra5pZGQkhw4dOmOxfA0NDezcubPd5EDe+L0B4afOwtvQ0EBpaSmzZ88mJaXzCYWUkutHqUlDelEts2bNIiIios1akYGBgedlts5nN6tSDA+OexCzSQnmHxop+U0xhpbT48DpdGI2m+nX71jtO7PZTK9evRgWo57xmrBIbrnlFmbOnElsbCxpNWoyNT06lN69e5OUlERCTSWgkre0pIehUD5QLpkSpjJlvrTtJV5drVwp+8eFENhBXEl79IkN5uFJscRYHdhMHkBgb5iAv2cI4OYH/Y9ZsuqNWMQr4yJJSUnhxhtvJNKIV9lb38hFhtXT7ujP0u1Lj7sv5zpL9imFh9kkGJrURurc4+C6EerdqrG7qO8oFe4FyOYsNQ5f1q9rVtQfXN4Lf6sJKeGxL/adzq6dNj4xYkNtZhP949qftLeH2+1m5cqVHDlyxJd8A5RyOi8vjwkTJjB+/Ph2y7V46RUTTKi/GkdeWZXRYVuz2cy0adNobGz0xXCFhoayffv24+7/uUJOVQ7fHP4Gq8nKXcPvIisri12N4XikgCALmAQmYGAHLp3jDeufG8hvkqnzg0L1XNuEYHiomj+GWiwEGvdkZUXz5ANXGQKf2yOZ0/t+QBWCz6mop7BaGRd+MikVPz8/rrjiii55qI0cOZLhw4fzyPhgxvWMIMS415X1TvZnKhf/xOhqnp75GEII1hp9ivNTY7sQgmk91PNVL0z8qM8oXJRjkpH8dfGqTo9/IaAFvnOc3NzcLsfu5efnc9HwkdQYeW1vHJVMYGAgw4YN484772T27NlYLJbjchHsFaom9tl1x2LPAgMDfW5/brebvLw8VqxYwdtvv82SJUsoKSnptrFTO3fuxN/fv83Mhl7KysrYYVzCQYnta9Na8usZA7GYBC6P5OmlzYWQwMBAxo4d2+remEwmbDbbGavLl56ejpSyTU2ro4lVc3z7Bs3joqysjOrqaubMmUOPHj1arXe6naQVpvFN4Tc89PVDTHprEuH/COd368YDTlweyYajNcyePZuoqKhWQl9YWNh559a5v2Q/S48sJdAayP0j1ce2tNbuSxXvClUC3zBXAyUlJYwaNarNMWSE8WGvNFuJilJa3UK7gxq3Gj/uSYxGCMFll11GcoWyPtsRtHSKGmboRipdZqZHTMeEiU/2fcaefOUKdPeEnsd9jl73L2fGZn4/wsPT4yE8dDFulMKqX6gg3KuMqqr1ZRMdZyQbEEKQGmhMfJJ6cHW8QNKInxzIW9nfnXdunUv2quc+KezkTe9940IMl2lYsqe15fxCpareYWQIhLu7mKnSZDJxy1g1rn25K7/T2pLnIt8Y8Xu9Y7rmwy+lxOVyYbfbqa2tZc2aNRw4cICkpCTfd9VbQHv69OmMGjXKt/y7zO/45Te/5MnVT/JO2jusylpFZkUmDiOrsLfu4bf7O38uw8PDueyyy3zf1LCwMPLy8s54iMSp4s2db+KRHq4fdD0h5hDKy8vZXq4GQb9k9d7HdKJY8zeb8PNl6jwmxH1RXAlA/6Dm7rSxfmp/26qaJ3mxWUxEGO7Kwj4Rq8nKV4e+4rEvNgMQ6m/hskEpXH311fTt27dL5+f91lw9czoLfjSB3Y9dydc/vwy35SAAEifv3X2br/3eWpWZcEDQsTHvql5GLVEgJSgZm5+KIX9nx64u9eF85/jVrpozSk5OToemcC/FxcUkJydTGtgD2I3FJBiYcEwYMZvNpKamEhkZyQcffIDdbu+SIDkiCjYVq0QwHs+xNPxxcXFs3LiRtLQ0GhoaCAgIIDY21ucG6E0O0Zlr5LlERUUFBw8ebKaFbIrL5aKgoICEhATKPf6Ap816V+1hs5i4YnAcX+8p5KNteTx81eBm6wcPHsz27dt9MVdeoqOj2bt3LyNHjuzSs3CiNDY2sm3btnate9vKwBu/l3Rysfu+ejwJCQlMnTq1VTbU7Kpsbvni1+zIXUljYzsxG+Y1BLun8tHWbKYNGstVV13FN998Q3FxsU+j6M3WWVhYSM+ePU+u0+cIvlIMF91JRICKs3h9TRYApkATHpMAKRnpqKUMGDiw7dp3EyOC+c/RIipdbhweDzaTibfzlSk/yGwiJUA9g1FRUcwcOIBXGyUIQa7JQg/PMcvP6Bj4IEOl1BbEM8Q2hMMNwUgpsJlN3Dq2YxfdlngtAocPHyYlJQUhBKWOUva6XgH/D7k65F/cadQCczqd7LEprXWI2dTMStA30I8t1XUUe2D8qGEEHT5AvduPzEYHG9M3cuXFVx5Xv85ldmZXAjAqtWPPhK6SGOZPdkUDy/YXcv1xxl+er8zfrCzofhYTgxO7bkV9eOYA3t1wFKdb8u7Go9x3Wa/T1cXTwl5DcXNZ3yj2799PXV0djY2Nzf45HMqboKlFrSnJyck+oc7hcFBUVMSVV17pEwb2Fu/lt9/+1ucW2BKBICEkgVv6/xoYQGGVHY/H06lVsH///mzatMn3TfX392fXrl1MmzbtJK7Imcftcfuycz4w8gHKysqQUlBgeLa6YtVczqvw6ohoq4W8RifrKmu4PVEJ0LsN4enKqObPdZ8Af7IaHBxoI8nLkMRQ1h4uI+2og2sHXsvH+z5mxYE8IJxrRyRhMpnanUu1hxCimbI9z76FXMuviLBO5ekrnqNPzLH4xNxG5Q01vsk5JwUGIAApBJkmG1cnpfJ5BjhckRwo7p5GiFOJtvCdw9TV1VFfX99moGtTqqqq8PPzY/r06SzbpzTxyRFtm/VDQkKYMmUKRUVFXXIVHRgOGPX4spqEdFityioQGhpKSkoK0dHRzWK+hBDdLptnWloafn5+bX5EampqyM/P55JLLmHgxVNoNDS1t449vpiGn01VH7jyOge19ubuUn5+flxyySWtNJBmsxmz2XzaMwwePHgQp9PZbhbNnYbcFX2SRoS6ujpfPZ6WmU0BVh9dzai3riIj/lcED32ZPpH9mRQziSenPsni2xeT/6t8np7xNA6TGsCXHF5JraMWf39/pk6disPhaPZsn09undWN1cdKMVz8M9/yxXtUnKJ/ilKwhEo3FSUlDB06lKCgticBl4QFYRYggXcMQW9pmZrcDW3hFjR69Ej8jJi4/ebmD4C/BQKMV39TieCaxGsIcSlhatKA6E4nZU3xeDysW7fOp3jxfvw/LvoYl3RxScQg7usfjc3YZVFREdUJ6h1M8W8+TnoTFJQ5XSQlJRFvbGT19OTpjU93uU/nOh6Ph8JqNSG76qL4Tlp3jeE9wgHYlXt+WUJPhq+Nd2xgwvEp3fxtFl/MsXcf3YWqegfVxneqtyzk22+/ZefOnRw8eJDc3FzKy8t9tU79/f2JjIwkMTGRpKSkZv+877HT6aSgoIArrriCvn37kl+TzwOfP8Cwl4ax+NBiQiLHkTp2Afdd/Ci3Dr2VS1MuJSVUKX3ya/L5z9Zfg2hEojL4dobVamXMmDGUlqqPV1RUFAcPHqSmpov1kc4Rvs34luyqbHqF92Ja72kUFhZyyB6EipCW1BvZN2+K71zh4y25sKpcTeiONjRSb3h13G3E73kZYYyh+Y2t66FOG6TcfLLK6vj+qO9j8/RBusMRwP+b0XmYS2dIKXlk+SMg4DdTp3PvhGMKcpfHQ53R5xnRzYXUYCO76AEsTIqJReLCKuP53ddPnHSfujtnVOATQswUQhwQQhwWQvy+jfW/EULsNP7tEUK4hRCnRmXZDelK3Jbdbqeuro5Zs2YREBBAWm4lAGN7tn/Z+vTpw8CBA9tMdNESiwmCDTvw9haGlsDAwHaFUbPZ3K2SZbRXd84bF+nxeJg7dy6jRo3ia8PNKcTfQlhgx8J4SwYnhmEzBqRPdrSuHN6/f38CAwOpr28elB4TE0NaWlqr5acKp9PJli1b2rXuAeQYbr39Qo8JU263m9raWkpLS30ZR/Py8sjNzaWwsJDq6mpfXKKUkuLiYux2O9dffz1jxoxplRjmpa0vMW3eNBojpiHMAViCenPjjG95bPBjPDLxEWb1m0VCSAK/Gv8rfjHhXgAcjhAmvD6BzIpMnwKiqcteWFgYR48ePaHERecaSw4voc5Zx2U9LmNo7FAAHC4P2Ubad3e8+kD3djficrkYOnRou/symUw+wW5+QRkOj8eXrvua2PBmbf39/X31nTJMrbPoJRiG/INVJiJNY/D3jELiYMLgro8BUko2bdrE7t27m00SyxxlLC1dikBwS8ItvvZVVVVERERQYFYKipZCqjdbXYNHEh4eTs9Ao1SD7MN3ld9xIP/80Phuz67EI0EAUwecRB2eJlwxWE3mCqrOH1fok+VIiXJrmzrw+K/xtEFqm335xxdDf7b5LE3VMbWYoCI7ndTUVOLi4oiOjiYiIoLQ0FCCg4MJCAjAZrNhNpvbDYdwOp3k5+czdepUElIT+NN3f6Lfc/14fcfrmISJH4/9CRFDX8Qe0I+9Ybcx/8b5rL1vLdm/zKbx0Ub+d9X/QEC92AnAkr1dczfu378/ZrMZp9PpS0bW3RSAXiXffSPvwyRMHD16lLR6pSgNiVYF103A9MjOlRE/S1XvdqnTRZ7dwf+ylZEgxGwi1q/5fOayCDWGVrtaZ3u/wUgO1ejyMDBiApGeGwFIjKo77nlRWyxKX8SW/C3EBcX5MlF7WWfUETQBfYOaKyBjjdjtI25V59dqUoLh0iO7KGjoPnPS08EZE/iEEGbgf8AsYDBwmxCimU+blPJfUsoRUsoRwMPAKill9zITnUKKioo6zM7pdrspKipixowZREVF4fF4fHE8Vw9r39VQCMGll16KxWLpVIBwu93E+qkJ++GqrtWQAxUg3Z3q3rRXd85bLPSmm27yZeLcnKUeSW/a+OPFGwuxeHfrwcdqtTJhwgSfRtKLN6budH2ojhw50sqVtCkeD9QYSr5e5jJfSYmysjL8/f3p378/U6ZMYc6cOcydO5dZs2YxevRoIiIiqK6uJjc3l9zcXJKSkrj55ptblV1wuB38+Msf8+OvfowLM4GJt/rWzS8ox9WGMfq3U64FJFaZwp6iI4x9dSwrs1YybNiwZhpck8mkrCBtJHXpbnx9+GsAru53tW/Z/M3ZqFy6kmojgH1QeRH9+/cnLKxj17O7DJee/bV2Hj+cj1uCWcAdCVGt2g4JU5OJ3DY+G4ONmp15dfD2IQsCE3Xmdbyz/b9dPrcdO3awbds2kpKSmr2HXuvehPAJpAao2Cm32011dTVTpkyhxEgscllE88nOgMBjz3JWo4tpxkTd5umLS7r5x6p/dLlv5zKLdqikGlFBNixdyBzZFWYY2nu3R5Je0L2ElNOBw+WhtlE9Z7OPw43fy23jVBxfncNNQWXDKe3b6WS5ESsXZnI0c8s8XlwuF/n5+UyaNImAhACGvzScJ1Y/Qb2znhsG3cDen+zl0hGP02iMLVl2hy8pB4DFZOEnY3/Cbyf8lkbDs2PNkY4Tt3jx9/dn1KhRPs+Z6Oho0tLSuo0C0O1xs+TIEgBuHnIzDoeDkpIScurV3NDSQwk8iX7WLnlTDAoOINSitv1PViEfFqr5zIzo1vkIxhrWQA/KEtiUsEAbwX5qPz+ctx2bczwA/hFLjvcUW+H2uHn0u0cBePTyRwmyNfdSWV6mxqRIa+uotB6GtbPU6ofH4yHS+CZaZE/ezX73pPvWnTmTFr5xwGEpZYaU0gF8AFzbQfvbgPlnpGfnKNnZ2R0W//a6GPbqpWIC1h8pQxqa3omdZBELCAhg2rRplJaWtlubpra2ltzcXHr6KaGw5DiUvQEBAZSXl3eLQdXtdrNv375W1j2vRnDChAnNBKHDRlHRkT06rtPXHlMMLfzevLYnUr179yYyMpLa2uZp0WNiYnwxfqcSl8vFpk2b2qy75/24rDtSioqkkFwzfgjXXHMNd911F/fddx/XX389l156KQMGDCAxMZHo6Gh69uzJqFGjuOqqq7jnnnu49957ufXWW5kxY0aruM7iumKmz5vOS9tews/sx6yJ7yLMAfibBGbAISUf0tqPNNjf4sv+ODziJsoayrjinSvYVrsNf3//ZhlPAwMDu20iIS9SSr45/A0As/rN8i3/aKuKLYqINiOFit/rU17oy/zaEbfER2JCZW17I08pGa6NCcff3PrTMDJM3bcqk6VVzciLYwEkHgRVDjUprDcvY2XBSvZk7+m0H3v27GHdunUkJyc3U3J5rXsAtyYcUwIUFRUxbNgwbBFROAz33ZbpyE0mEwFGgoINlbVMHN4XgcSEHxYZz/zD8ylv6P76RK8CanBS1xNIdYa/zeLLiPjZzvxTtt/uyuqDygpiFoK+J5CpMiE8gCCbeq7f25R9Svt2OknLVs9W/0jzcblmN8Wb2O3SSy/FL9GPy9+6nMzKTEbEj2DtvWtZePNC+kf1579Hm5cl+u2B1uVT/jb9bwyKV8qog2UZFNR0zWLjjWN2u91YrVacTidHjhw5ofM50+wo3EF5QzmpYan0i+xHeXk5OQ1WnB7lzlkTrr6Nl0a0P1dsyWTDEvh+QTmNHokJ+Fv/1rHWliZj6Kry1m6wg408EfsLaxBYsZv2sabgHUrrO66V2Bnv736ffSX7SA1L5fujvt9q/c5qNSftFdBaQT3IsPjV+wVSVlZGUqD6Ptg8fVhStISMiq4pCs5HzqTAlwQ0fYNzjWWtEEIEAjOBhWegX+ckLpeL4uLidpOerMpdxXN1z7Hfst+37HPD/SImpO04tJb06NGDYcOGtbJ8SCkpKCjA4XBwww03cO+UoYDE4YGSLionvZrA7hDHV15ejtvtbpWZsrS0lOHDh7dKbuPN1OZ10zlebr9EaXtrGl2U1raWos1mM5deemkrl17vh+rw4cMndNz2OHjwIPX19a3O0+l0UlhYyIABA6iLUkVeY0L8GTt2LImJiQQGBnZZ4+uN72j5XO4u2s3YV8eyJnsNiSGJrLx7FfuEKiFwY1wEM2OUhWopbVseexhW1iFBP+Shix/C5XHxyHePMHjI4GZW0rCwMDIzM1uVvehO7C7eTUFtAQnBCVwUe5FveXqh+hD79VQf/FC3k16pqW0K8C2xmEy+LGcS9UH4+4C2k6xcbtRwcpjN5LcYM8L94Jbekr6hHqL8JH1CJSMjQ5FInvjqiQ4LHh86dIiVK1eSlJTUyqNhYdFCnNLZzLrnjWseM2YMywxNr00IItrIUOfVAKfV1BMbG0uA4d6TYpmG3WPnX6v+1ckVOvc5arjzTh90ilLnGvSLU8/TyoPFnbQ8/1m+X12D6JATd1UbYmR0XpF+7mY+dXvcLD2ylIqGCrZv306lXSl2xsZ2bZz3Zuh0OBw0NDT4lMbjx4/HL9mPSW9NIrc6l4k9JrL6ntVc2uNSAPbV1JNjlAn4U29lQc1ocLChRTkAkzAxb66KxbJ4ejD7/WupczTPINkWQUFBDB061PdNiIyMPOP1bU+UpUeUwmtGnxkIISgqKmJ7jTHW26DWoixYt3Uhfs/LL3qouYt3VJ4eFUpoOzUQYwwXyS1Vra/zc7ePYvZF8QxKCCExPIDUpDScHifz0uZ1uS8tcbgd/HnlnwF4fPLj+Flaf/szDGvjyNDW8+PRRvbpemGisbGRfoaTS4BnGG7p5snVT55w37o7ZzJLZ1sjRntZQ+YA69pz5xRC/AD4AahskStXrjwlHTyV1NbWnlS/XC6XrxZcy8lSVn0W/yv9H3aPnbs+u4t3N77LQ30fYrVR5ifR39XlY0spiYmJ8dXr8ng8uFwuEhISCA4O5uDBg0gpCTRDvVvwaabkgYFdSy0dHR3Nzp07z2nLSm1tLVu3biU6OrrVdY6IiGh1H7Or3XiMp9aVt4eVBSemM7GZweGGv32wmjl9255EJCYm+u6Ll/j4eNLT0ykuLj5h95qmeDweysvLiY+Pb3X+7xW8R5G7CGu5le3ZSgiI93eesvdtd9VuHt79MHXuOgaHDOYvQ/7C8sMu7EgEkikFShP3FWE0Inj1u9X0E837GG+xkw7szi7n6d5X877f+6SXpvNd9nf0jejrOychBJGRkaxcubLdpDTnOvOzlcPD8ODhrFql6gqV2z24PBKQVBqa3j5u5Zrb1fs0RvqxHxX/NhIH29eubbOdeu7DkAhITKax0d7sWk6IU/+87K65kvVVa1lWvozF3ywmOFBNUjweD263G5fL5cvs53XjbPoMljvLWVJquDLF3ezbzpv9bePGjXwsAwA/QmXbY16wDAYsbCkoZmNhBnFBgswaiJJTyORdnt/6PBMtEwm0dI9swuWOcgSCCJvyLiip9/gSSEXVZLByZVaX9tOV79OIUCfbgP0FNSz+dgWBp8hdtDuydr8SqmOsJz7+9fV3shk4WFTT5X2c7DzieJBS8o8D/2BJ0RIirZFcHfoLYBQCSa8gD23pbNxudzNrvzfLohACq9WKn58f4eHh7CjYwf9b8v+oclYxMnwkD/d4mG0bjtXqfUIGAVbC8TA4cz8xhFCCmd/uPMATorbVcU3CDdKPPfllzHhlBn8Z8hfMbdQIbYrH4yEsLAyPx4O/vz8Oh4MVK1acsOWyKafzPi3YuQCAJHsSK1eupKqqijKPGq+D4v2M+D2JPW0bx9ODQMKoN5K+3FCWzcqVbVueI2QQ2VjZUlTCyuLWYTo3JWGYbkysLR3I5lJ4du2zjLSPPKE5yqK8RWRWZpIamEpyRXKb17VMhgGC6NxMVuYdarbOLQHCcSEJj41lsMsFWDHJGEzSxls732KabRqJAYmt9nu+cyYFvlygaUrDZKA9X5Fb6cCdU0r5CvAKwJgxY+TkyZNPURdPHStXruRk+nXgwAEOHz7cKq1ttauaJw4/gd1jZ0LKBHYU7GBp0VIynBl47P8CrNw+aQiTx3Q9e2RhYSELFy4kICAAl8vF5MmT6devX7OXderh5Xx5xM6+SgGY6MoY6XQ6sdvtzJo1q/PGZwnvAOpwOJq5bRYXF9O7d2+mTJnSrP1/lh0ADhPib2H61KknfNzBe9exM6eSw/ZAJk++rM02+fn5fPrpp83q05lMJnJycrjooovo3//kM2GtXbuW8vJyEhKax6VsLN/IJ6WfALCuYh0pjW9hIpqbJwxislFA/mT46uBX/Hbdb7G77dww6Abeu+E9/C3+3L8nE0qqSA3w4+pLJgMQvXYPpU4XhxJ78f0BLZ7rhGJWvrmFGidMnzqd3/j9ht9++1tW2FfQP7A/dXV1vlIWNTU1JCYmcumll550/88Gj7/9OAD3XXYfk4dMBuDdDVnAXiwCKk1qOL+4sYZpV87q8sd2gsfDB6t340Hy1oSRPo1uWwSt3kWd24McMhK5fT2lpaXNiuo2TZU+LHQYSX5J5DXm8cXBL7iq11UUFxf7Jogmk4mgoCCCgoLajFX+tPhTn3WvZ0BPioqKCAoKYsaMGb7kQn/ZnA51di6KDGfy8NGt9jEmPZsDBeXU+gUwecIYFmWtJjO9hnpHLANCB3Cg4QCZoZn8dNxPu3Stzibppelc99p1ONwOnr/qee4dcS/PrjgEHCLIz8zsGV0fj7ryfbrc4+G9/Uuwuzxsqo/j8WuGnNwJdGPKV3wDuLlqbD8mT+5aXbGWjLY7ef+xpbg8EDtgJIMTOi/tcLLziOPh0RWPsqRIKVjKneUsLFpNNKMItnp8saGNjY1UVFTgcrkwmUykpKTQt29f4uLifO9xy3FnW/427njnDqqcVczsO5NPbv6EAGvzBEv3rEoDj+SHvRKZ3HMUd2cW8lRWIflmG5Mvb33+iZtWkFvRQKgYzvqyT/nc/jnPzHqm03P87rvvyMjIIDY2ltLSUkaOHNnlOnEdcbruU62jln1r9mESJn529c8ItYby+uuvU+VQ88KaOCNJV4A/ky8ZeVz7nnsgh3n5ZUyPCuO6Ye1vuyEjn7SjxVRZ/Jg8cUyH+7zUfSnPZz3P0bqj+PX1Y0LKhOPqU72zntueVbX2np79NNMGty6fcbjOjtyschn8ZNIELG1MRn/03U48CBqSe+JK24ZZJOKWgmH+17Kz8SOWO5bz+qzXj6tv5wNnUmW3BegnhOglhLChhLrPWzYSQoQBk4DPzmDfzjlyc3NbuXO6pIsnDjxBmaeM0QmjWfa9ZWz7wTaGxQ0jo6wYt8eKxMVVFx2fa098fDzjxo0jIiKCW265hf79+7catP9w7XAEqtbWmkJocDdQ0Nix/3xgYCDFxcXntBud1321aep6KSWNjY0MGzasVfvNmcrNsscJJmzxMmOIukeHiltrL70kJCTQo0ePVq6dUVFRbN68uVUc1fFSUlJCWlqaLxmNF7vbzks5LwEwrdc0/EzhCE8kEieby/9HRUPn2WM74p20d7j2g2uxu+w8MPIBFsxdgL9FWad21Sif4VEhx67vcOPvdRWtr9VlfZTbokfCrtxKvj/6+wRZg/g241v8U/1bZes8dOhQh+6F5yrVjdWszV6LSZiY3nu6b/naA+odtMb5IYXAJD3cO2LIcWlWbSYTuy8dws4JQzoU9gDiDLfJNLuT2bNnExQU1CrBkBchBDOjZwKwybWJuro6YmJifKnaExISCA0NbVPYa2rduyHqBnJycujfvz9z585tlknW6wbWXv0p77NT7lQJN2YOVwqDehfMilWKqM/2n/ufmurGaq7/8HqqGqtocDVw/+f3c9eiu1iRrnSmfWO7Hr/TVUwmE9ONbJ2fbm+dUfhCwe5wUedQY+3si44/YYuXEH8r4Uax6k+2552Svp0qXtr6Ek+ueRKzMPPn/n/m5oib8feonHrFYiHpdemUlJRQU1PDsGHDuPbaa7nvvvu46qqrfMmhLBZLq3FnY+5Gps2bRoW9gmsGXMOiWxa1EvYK7Q7shtvMXYlqPL89QXk31bk9lDhazx+GGu6xvfxux2a28ezmZ9mWv61Vu5YMHz6cxsZGpJQEBQWd84nlVmWtwulxMjZxLJEBkZSXl+PxgOFpS2WoupZzWmRV7gr/HJDC16P6MW9ozw7bXWq48le1kamzJVazlXtG3APAq9tfPe4+Pb/5eQprCxmdMJobBt3QZpulpeqbHmQ2tSnsAYQYSWkKQiJwu92EGJ+1RNPVmDAxb9c8ahq7V2mOU8EZE/iklC7gQWAJsB9YIKXcK4T4kRDiR02aXg8slVJ27ph9niKlJCcnp1XClpezXuZA4wHiguJYdOsiAq2BDIoZxKYHNjE69P8BYDft5caP5lBUe3xxAmPGjOG6665rN6tfQmw0vULVYP5pbhb37bmPH+79IV8Wf9nuPr1Fr8/lOD6XS00Em7p1VFZW0qNHD6KiWmcq9ApoI1PCT+q4s4aoeln1Dne7AogQgtGjR7dK3hIYGEh1dTXZ2Sce/O+tdxYSEtLKpWV+/nzK3eUMjx3ON3d+w6NjvkJgwiEyeG7rU/R5tg//3vBvnO7jF+T/u/G/3LXoLtzSzcOXPcwrc17BbDo24S9oVBN4b+wewNWx6u9se+uCvhaLibAANZp/vbuQcP9w7ht5HwAf5XyExWLx3WObzYbdbu9SuZNzjRWZK3B5XFySfImv2DrAPqMostOoixDrsJOScny1IQHCrZZOhT2APoFKMN9cWUtgYCBXX301fn5+lJW1XRNratRUrMJKWl0aNdaaDrMON2Vh4UIc0sHowNGE1Icwc+ZMJk2a1MwK7/F4qDFqMbVM2OLlkialGTweD9OG9sBbVzTePAKAdbnrcLhbP1vnCh7p4e5Fd5Nems6QmCG8fPXLBFoDeTftXbblKU33ZX3bL6dyMjx8lUp2UW13sfZQSSetz0++O6jO22wSpEZ1Xti6I1Kj1HvaXsKus8Fn6Z/x08XKwv3cjOeIr4rn9tTbCfVMBqBSbOJ3B37HVw1fcd2N13HxxReTmJjYoWu8lJL3d7/PFe9cQVVjFXMHz+Wjmz5qMx7rkyI1HgeYBFGGQinR3+ZLFvJBQev5wyQj8Vl1XRAPjn0QgGc2dW7hi4yMpHfv3pSXlxMaGkpWVtZJK05PJ03j90ApaYscFkAg/Uy4DMHmB8kn9v6PDAvq1KX1kvBjmToPtlGAvSX3j7wfgAV7F1Bl73odzyp7FX9f+3cA/jrtr+0qLTcYsYTJfu0/f74SQm6l6I3xU/e40h5BqjUVl8fF2uy2QxfOZ86oU76UcrGUsr+Uso+U8klj2UtSypeatHlLSnlr+3s5/6mrq8Nubx4fs7hkMUsqlmAz2Vh06yKSQ48lVnC6zJSVjALA7b+KpUeWMvHNiVTaK7t8TK/ffXsU1BQQlbQMAJczBZP9CoS08UruKywuWdzudiaTqVUh8XOJljFyoPzxR40a1Wb78joVLDz1JBMk9IoJ9gW17s5rf1BMSEggKiqqldAXGRnJunXrcDhObKKamZlJXl4eERHNM41mNWTxecnnCASvXPMKFpOFvTlqmOgX1YvJPSdTYa/g10t/zcQ3J5JZ0TUNqZSSR1c8yi+X/BKAp654qtWgfrDO7iu/MCPqmMB3fWwEIHFKyZ6a1mVE+saqD9Law+o5e+jihxAI5u+dT0yvmGYKB5PJRG5u97NW+LJz9j3mHu12uymuVUJ3fYQSxK4I7lrCphPlxylqYlHocPHXI/kEBwdz9dVXYzab2xSkQywhXB55OQCv5b6GlO2FbR8juyGbr0tV+Ynbk27nlltuoW/fvq3Gp83Gh18Ag1vUYvLSN+BYfOyB+kasVjMBFrWf7JpIkqxJ1Lvq2Zi7sdN+nS3+tuZvLEpfRLh/OItuXcQPRv+Ard/fSqr/dVg8KbipwBqyqkvX9nhJCg/0CSkPzt/B0n2ZuD3n7gT5dLAiXSVsiQ1pO3GUF6fTicvlwu1urcSz2+2UlJSQGKievQN5Zbz33nvs27fv9HS6i2zI2cBtC2/DIz08NukxpoSrEIayRhMeaQMkE4N6A/BJ6SdMfHciXx78ssNnraSuhJs+uok7PrmDWkctdw67k/k3zsdmbjtWfYWR/bF3YPPr2994p5eVthaOrxqqFKaNLg/X97sfkzDxwZ4PKKztvPTOyJEjqa+vx2w243a721VWnQsszWgu8GVlZZHrNr6Nicq6F2O1tJmw6lRhM5mIMATLO3d1nuGyX1Q/JvecTL2znvl7up5o/y+r/kKFvYJJqZO4ovcV7bY7YAidQ1rUXW1KqpG9M6PBwZAhQ4gzq29FWaOgv1WFwqzIXNHlvp0vXLhR2OcwLS1iu2t282qOMo+/MucVLkm+pNn6P3y6B7cEm8XE9p+/zrC4YRwqP8T3Pv0eHnly7mtHK4/y069+Sq9nevFx1jPUmJcgsBLpeoAU+/uEOW/llewP+Kb0mza3DwoKIisr66T6cDppbGwkNPSYdaC2tpbo6OhWMW0A6QXVvoQtl/ftPANiZwT7qUF6w5H2LaBCCMaMGUNlZWWz5UFBQdTV1Z1QprHGxkbWrFnTqsi6R3r439H/4cbNA8MfYFzSOADSC9UHd/qA/qy4awVf3vYlKaEpbMrbxIiXR/Dhng87PN6B0gPc/PHNPpeht659i19P+HWrdp8amt5Qs6lZWQB/s4lgI7/T/Da0vTMNa+nBIiUU94nsw3UDVazTmsY1zcpYhIaGcvDgwY4v0DmGlNJXf29m35m+5cXFxdg9AulvxmM1g5T8tO/xW/eOhwkRIVwVrSYcz2UXc7jOTmhoKNdcc40vqUpL7ky4kyBzEFurt7KmYk2H+3dLN88efRaXdDE7fjYP3fJQu14H3olimKX9lPEmk4lQ41n6pEg9O/GhajKQUwsXBatsp8uOLOvs1M8KXx/6mj9+90cEgvdueI++kSreaEDUAPzrVLryKuvH/HLZD7nz0ztpcJ76Gm+/u3IgIKmsd/L9eWn0euyvPP/dXlyu7ucafSLsylEKuQHxbZdjkFKybds2Xn/9dV577TVeffVVXn75ZV588UVeeeUVXnnlFd566y0WLlyIp0SVAqh2SCwWCytXrqS4+OxkQT1YdpA58+fQ4GrggZEP8KdJf2L37t2EhYWx2eiSTUh+NfRBlt+5nN4Rvdlbspc58+cw8c2JrDna+l3+LP0zhr44lIX7FxJsC+a1Oa8x77p5WEztCyT76tQzOyG8uUfT1MjQZuubEhZo85UNWbkfrhlwDU6Pk5e2vtSqbUvi4uJISkqisrISk8lEXt655V7rJbsqm/TSdEJsIVycdDFut5v8/HzyHWr8chnxe1O6UGz9ZHlpSE/VJ7uDJ450fr0eGPkAoKyudlfnVsEdBTt4ZtMzmISJp2c83aHxoahRKTlb1l1tyhgje+dRu4PU1FR6+ytFsd0Nw0JUqM6KLC3wac4BioqKfCUCChsL+XvG33Hj5qExD3H3iLsB2FdQxc/mb+e3H6fx1S4Vx3HX+FR6hCfz6S2fEuEfwZcHv+SJVU+ccD+WZyxnyAtDeGHrCzS6G7l+4PW8NPtyLg2txGqSCPwJd91Jsv0N3sjc4KuX1ZSgoCDy8/PPSbeJ+vp6XC5Xs1jJyspKxowZ0+aA881epT0M8bOckgLHsaFG3FpeZYftUlNT8ff3b1V/Ly4ujq1bt7YbQ9Ueu3btorGxkYCA5hqyZWXLOFB/gEhrJP+aqdLV2x0uKurVAHvtiESEEMzuP5udP9rJ9QOvp7qxmlsX3sr9n93fKj32/pL93PHJHQx+YTAf7/sYf4s/n9zyie8Zbsn6SiWw9W3DWtML9fysrWjtd3+rUdS40eXxuTj+8hJlSZy3bx7B4cHU1am+BQUFUVZW1spiei6TXppOdlU2MYExjEo4ZnlevfMgIHDHqAlAiMdFatzpce1ryitDUgk1m5DAZZvTGbx2Ny+U1XHttdfi8Xh819pLlC2Ke5LuAeDV3FepdrXvzvZZ8WccrD9IlDWKt25/q0MX0G1GLabUgI5T5Q82NMHflat73itGTRRK7ILR4SrRy7cZ33a4j7PB4fLD3P7J7Ugkj09+nKv6XcXiXQX885t0HvpwJ3anxCTgqWtuIMgaxPu73+eez+45aSVfU/Jr8vkq5/8oCvgBteZvATMmxyieWpLFyP9bSr1R9P58JqdCPWfje7d28Xe5XKxatYqNGzcSHx/vi09NTk4mOTmZuLg4n4CRlJTE+F7Ko8IlweYfSFhYGEuWLMFuP44it6eAwtpCZr47k7KGMq7qdxUvXv0iFRUVlJaWEhwczL4K9f1LCTUzY8YMpvSZwr6f7OO/V/6X6MBo1uWs4/K3Lmf2+7NJK0yj0l7J3Yvu5roPr6O4rpjJPSez+8e7uX/U/R1O3l0eD+VONbbfENvc28Qbx1fr9lDWxnM2okc4ACv2F/PQxQ8BKhax0dV5ndoxY8ZQU1NDaGjoOVuPz6uEmtprKlazlcrKSuXVYRdIs8BtlAj5UcrpH/MnRYYw2wizeCG7hIs37OP+PZlUOtt+/28cfCP9IvuRXprOI8sf6XDfbo+bH375Q9zSzc/G/YzRia2Tb3mpdrloNKzLV0a3n/ToVqNERb3bgyMgkCEJYaiiAILeYaOxYGFHwY7zog7r8aAFvnOQpvF7/876NzXuGiYlTeLpWU/jcHl48P3tXPXMWr5IK2DB1lyfde/3V6p4i94RvZl/43wEgsdWPcaXB9uPs2uPz9I/46r3r6LOWcc1A65hz4/38Mktn3Dd2GuZGmfnb6McXJPqIdgiEdiIcvySF4/O49uy5hMnb6mHczFuqqWrqd1uJzAwkNTU1Dbbb85Ug8PJJmwBlX0rOlRpLjdl7yatMK3dthaLhdGjR7dyPTGbzQQHB7Nq1aouC9SVlZVs3bq1WWZFgEpnJW/nvQ3AP6f+kzB/NZh+uUslBbGYBMNTjn2QIwMiWXjzQl6c/SL+Fn/e2PkGo18Zzc7Cnewp3sOtH9/KkBeG8P7u9zELMz8Y9QP2/WQf1wy4pt2+eV01xoe3jpMZhxI6MxocvJZbwoqyY26wIf5WIoPUx++dDUcBuKzHZYxJHENpfSlZYVnNnj8pZavak+cyXnfOK/teiUmoIdvlcrF0j9K0euLV83hJgPWUlOroDIvJxLyLeuHnrbXpdPPM0WKeK6snLCyMsrKyVomaroi6giHBQ6hyVfFm7ptt7jfXnst7+e8B8No1rxEd0rEV/Ui9el6Gh3T8Pl4ZrSwFh432gxLDAahqlFwUehEmTGzO33xcLvCnm1pHLdd/eD2V9kquHXAt9wz7FdP/vYqfvL+dF1Ye4Ys09V5eMSiOH4y9i/X3ryfEFsKCvQv4y6q/nPTxi+uK+dWSX9Hn2T5K4UchM0eX8ItZkgbbZ7iposbu5u43zl1X2FNBvcNFvZGw5aqhzb0+7HY733zzDfv37yclJaWVcqLR00habRpfl33NwsKFvJ//Pp+VvoGHOkDw90Ov0+jfSENDA6tXrz4tLrnt8cMvf0hmZSZjE8eyYO4CLCYLR44c8bk55tervtxwcT+f8tnP4sdDlzxExs8zeGzSYwTbgll8aDEjXx5Jn2f7MC9tHv4Wf56Z+QzL71pOz/CenfZjqeGuaUbFkzUlJcAPfyOOb0Fha7fLG0aqsJajZfVMTJnIsLhhFNUVsWDvgk6Pm5CQgM1mw8/Pj5KSEurrW4cKnG1aunN65ytVDvBE+oFJEGgSDO5k/DtVvDw4lUirGYmynH1VUsXETenUt2Hp97f4894N72ExWfjPxv906EHx0taX2JK/haSQJJ6Y0rGBYrlRd9UqjsV7tkW8v41Aw+tjfmE5w4YNxWx4CeXXB9LHrw8SycqslZ2c9fmFFvjOMZxOJyUlJQQGBpJrzyW9Lp0AEcCiOxZhNpm587WNvkl4WICVlIgAooP9ePyaIc2sTlf2vZInp6oCk3d+cieHyg61eby2eG/Xe9y44EYcbgc/HftTPr3lU4bEqpTcVquVESNG8KItjM8GJHHrxVb8zRILkUQ4f8xzWc+xvGx5q30erxXqTJCTk9PMFay0tJQxY8a0a1XwJmzxaha7SmFtIS9seYGr37+aoS8MJfzv4YT8LYTPcx4FILcmn4lvTuww/qBfP1WM3JuAxEtERASFhYWkp6d32g8pJRs2bMDPz69Vkfk38t6g1l3L6LDR3Hfxfb7li/eoZy2lDSFXCMGPxvyILd/fwpCYIRwoO8C4V8dx0YsX8eHeD7Garfx4zI85/PPDvDznZXpF9Gq3by6Ph0ojC9i1LTS9ABNRsYpOKXn0UB6378pk/MZ9HDUKsI5JVdusOVzq65vXyjc/U8UReIXioKCgU168/nTic+fsc8yds6ioiOx6K1KAJ1wJuz/pfebqCl0SEcLRycP5elQ/RhnuMy/klLDUEszEiRPJz89vNoE1CRM/7fFTrMLK8vLl7Kze2Wx/bunmv5n/xSmd3DbwNq4bel2nfSg1tMuTOnDtAbg5Xllm7B7J0YZGhicrZYbdLQg0B9Lb2huP9JwzH38pJfd/fj97ivcwIGoA/7niVab8axWHjfEnPMCKzWwiPNDKP+Yq96RhccP4cO6HmISJx1c9zgd7Pjjh47+09SV6PdOL/2z8D3aXnbmD57L7x7t5ctbrvGruxZir7qU+6HkkHjZnVfD+pqxTcdrnJCuMgusWkyAl6tgYWFNTw2effUZBQQHJyckIIfBIDxn1GXxS9Al/PPRHbk+7nT8f/jMv57zM2/lv80HhBywqXoTDpMaeXdW5vJD9AnFxcRw6dIi9e/eekXOqaKhg8aHFmIWZRbcuIsgWhNvtZs+ePURFRXEwrwSXVN/FW8a1dhEP8Qvhz5P/TMbPM/jFxb/AarZS3lDOxUkXs/OHO/n5xT/3KaY646vSSgDi20nA0ddIEvWPzEKu336IVeXHPDyuvigBAbilZM3hMp+V75lNz3QqPJtMJlJTU6mpqUEIcc7lGXB73D6vA6/Al5OTg80/EKcHPFHKq2Nk6MklEToeLCYTOycM4f/6JXFdbDgCKHG6mLwlHVcbiefGJo3lsUmPAXDPZ/dQVt9aaM+vyefh5Q8D8Nys5wjx63gs997/2C7ELPYLUtfo29IakpOT8TepPmbXwuhIZUVclLao0/2cT2iB7xyjsrISKSVCCF+8y+UxlxMeEI7L5WHrUWWpuHpsEmNv6EfMjB4kzkqlZ7/Wk+TfX/Z7bhh0A1WNVVz34XXUOjp3Y3thywt879Pv4ZZuHrnsEZ6b9Vyrwbs6sQd7gyNpFCZeCIrluqFmQBLknkiAZzzPHn2W9eXrfe2DgoI4evToSVyVU4+U0qfRBCVoW63WDmvylNUq4eLiPoHsLtrN/pL9VDRUtPlxKagp4PnNzzPprUkkPp3ITxf/lK8OfcXekr1UNVbhb/EnLlRdV5snlRpHDX9Y/od2jx0QEMBFF13UpuAcHx/PunXrqKnpOM1wdnY2GRkZREc3t5yk1aSxsnwlVqy8ePWLzaxEaUb8yoQ+rd2ZvAyNHcrm72/mR6N/hNPjxM/sx4NjH+TIz4/wwuwX6BHWo91tvSw3BnIzMKwNjaW/gKtjwgg2mwgxYrIyGxyM37ifFWVV3DJWTUzyKht8sUU3Db6JpJAk0svSqYyp9MVBhoaGcvTo0XO6XIiXOkcdq46uQiB8H36Aw4cPU+6yIcNtYBJYpIfxCbEd7On0MDIsiC9H9uX/s/ee4W2cZ/b3bwYdIMDeO9WoLlmSJUuyJVuucm+x41RnY6c62Za6m035J282u9lN3013EjvZJHbca+Ki3nulJIpi7xUAARBl5v3wzAwJdlKgSDk515XLEdEGg5nnucu5z5mv0XCfxM78hQspLy+nqSnetqXAXsADuQ8A8D+1/0Of0k+9eqH5Bc4Gz5LlyOJHd/xozM9tDIUNgZ9r04ZX6NSRbjWTpF0zv2/q5MpSQfdRgLAC5VbBjJgpc3zPnH6GP578I26rm+cefI4ndrUSVVTMssT77iln/l2zyLq9hOLbSnHa+wOfW+bcwn/f+N8APPz8w+xr2Dehz43EInzspY/xsZc/RiAS4Pa5t3P4I4d56v6nWJi1kA8cv0BnJMbBoIObbvp3ei0vISHzhed2Euyb+ffSZPD2GZHweVx9PPz8wxR9p4jS75Qy/wfz+ULVF/ie93t8pfIrfK3ya3zg+Af4+4q/51cNv+Ko7ygRNUKZo4ybMm7irqy7eDDnQT6Y/0FSLaLg4FBncdB7kIO+g+Tm5rJ9+/ZLkni8ePZFokqUDSUbyHOLIlFzczPBYBCLxcJRr1h/XTYTGUnDiyEBZLoy+c7N3+HcY+d47oHn2PGhHczLmDehYznYIzpryzzDd6ke0Kh5IUVld08vDxw9z6Mnq1EU4Q2Ynyro2r/fV8u7F72bdEc6B5sOsqtu17DvNxClpaX09vZis9lmnM7AoaZDdAY7KU0pZVbqLED8Rs2KG5CMhO+2zJFpjVMBqyzz4YJMfrywhP/SPHFrQ2H+oaJu2Od/fv3nWV+0nkZfI4++9OiQWOnvX/t7fGEft8+9nbvK7xrz80/4BStq7ggiXQOhz4Ce7g3idrtJdYg9oDnYP8f3ZtWbl5xOPZ34W8I3w6AH9Kqqsr1TJHz3z78fgD8erEdRwSRJHMiz8lJ7D7u6/ezz9vLuY1X4B3V/JEniV3f+ivkZ8znVdoqHn3941MrXv+/4dz7xyidQUfnW9d/iG5u+MSxF7J8vtIIkgaqiSBK/y85mQaZ4XkbkQ6ioPFH3hPFZSUlJ1NfXzyj/M6/XSyAQML5fe3s7y5Yti5N97w338rODP+Mzf/4Mm3/zHhQVFELc+cxclvx4CQv+ZwFp/5GG4xsOSr5bwlW/uIq7/3A31zx+Dfn/nc9jrz7GtpptWEwW7ph3B7++69cc/shh2j/TTuCLASr/XtChTKRglTw8fuRxDjUdGvGYFy5cSDQaHXIerVYrZrOZnTt3Dvv7hsNh9uzZw0svvURGRkbcbxpRIvy4Vgy6P5D3AKtmr+p/XVSho1d01u5bUcBocFqc/O9t/8vhjxym+u+r+cHmH8QpyY6Fv2jeOpmjVO5+vqiUymuWcO6aJTy5uBSXSUYBHj1Zw9Vz0pHFJckrJzVvOpOFT63+FACvdb9m0HZ0mvF0iSVMBFtrthKOhVmZt5JMl5jViEQinD17Fl/MJKg9QLFlfHYHUwFZlvnLyrnIgIrE211+rrnmGlJSUoYIUN2TfQ/F9mKaw838X5PovDYEG3iy6UkAfnbnz+JsJ0aC7sVklyWc45inne8SgeFbnV5SnFYEU0ziXGeExU5NuKVqZiR8vzr6KwC+uvGrlGeU89pJYbGzdH4GP+v18Xanj8pgH3t7evnQieq4135q9ad49IpHCUVD3Pn7O6nrGT4QG4z2QDs3PHEDPz74Y2wmG0/c/QQvvPsFluUsA+C5lk4qBkiyv9Xr4f133EdUakZSU7j7N1+/pJTES4G+aB9bzh8D4HzwCX515FfUeeuo9lbTEGngQvgCJ/0nOeQ9xAHvAXqiPWRYMtiUvol/Lvlnnlj8BN+d/10+VvAxHkx7kJvtN7MmtoZCkyjMpCnrATHXqppUPB4Pf/7zn6c8AH3m9DMA3FPe73NWUVGB0+mkp6eHuqhIIuZlj08MpCi5iDvL7xxVmGUkNGiFgpvSh09cHinM5KUr5vBIQQb5WhfwhdZuVu+tQFEU1mniafuru3BYHHxkxUeA8Vk0ZGVlIUkSycnJVFVVzaj4ZKAdgyRJ9PX10dvby/leM6pFRk0S5+LenLHXyqnCQ3np3K4lnPr8/WCYZBNP3P0EHpuHZ04/w+NH+un8L599madOPYXL4uKHm384rnGE2uDovqtxxzdoBnR2tkgAO0ISc5xzsMk2GiONvLZjeMHBdyL+lvDNMNTV1eF0OqkOVlPfV0+SlMRtC28D4P/2iS5ZXomHas2TbKXHiUkSFbD3HRsqke+2uXn2gWfx2Dw8fepp/u3tf2N33W721O9hb/1e9jXsY1/DPj77l8/yhTe/gITE/976v3x23WeHPb7fNrYbi/SdjeeQVZWwJBMssQAqkppDqmkeDbEGKnsFdcVsNhOJROJMsKcbra2txgKjqiqxWIzy8vK453zujc/x6EuP8u3d3+btyjMAhOXzOCw2yjPKmZs+F7fVTV+sj5qeGvbU7+G5iufYXrsdq8nKnfPu5Mm7n6TtM208/+DzvH/p+1mWs4x0ZzqSJGE2y9i0YHVz8WOoqHz6tU+PGDglJycza9asYechMzIyOH/+/JBKZUNDA3/84x85evQo+fn5cQI1ALu6d9HQ10C2KZuv3/L1uMdeHjC/t7xofBvLspxl5CTljOu5A6EHk2XOsSt3ANdnJLNl1TxkxIL+6TP1hnz8nw72q4g9csUjOC1OtjVso8PcYQjfzMSq7nB49dxQdc6uri4ikRhhBWJawndDZsp0HJ4Bsywbyfqf23uwWq3cfPPNhMPhuPkYs2TmseLHkJB4ruU5KgOV/FflfxEhwkOLHhp1xnMgtmsBxkhUsMG4PkMEr7qPlEtTyD3b1sf85Pk4ZSfnOs9R0z29TIT2QDuvVb6GSTLx0OKH8IUiNHaLqnZDsdZ5Mcms0qhcb3R4ebG1fz2QJIkfbv4h15ZcS7O/mTt+f8eYzI7jLcdZ9bNVbK3ZSm5SLls/uJX3Lnmv8biiKHzmjLAyWZRkZ5HW9XmqN4v5mv/jweoQ39j+jQSdhelFs7+ZL731JYq+W0SjV9DQZGsTDxY/yBeSv8D3Zn2P78//Pv857z/5xpxv8OVZX+YzRZ/ha1lf46spX+U+833MDs2mt62X+vp6WlpakCSJoqIi1q1bx3VLhc2BzTSbAlsBzX3NPNf6HB6Ph97eXnbs2DFlybM/7Of1868DcPf8uwExi1hZWUlKSgo+n4/WPrEnbbpI66ExjyUaJaJ9zxszRu7Sr0x28f/mFHBw7ULDb64uFOaxilret0bM23f0hvGFInx81ccxy2aeOf3MmMUOt9tNUlISiqLQ19c3RAl7OjF4fk+PnWp9oKQJCn+yWcZjnniSnUjohu8t4ZE7/CUpJfxos2BtfOrVT1HZWUlvuNfwfvzatV8bFwuoOxLFO4bv6kAMngFdViIKLb4IWGQLC5IWAPD8secvq5n+i8HfEr4ZBFVVaWhoICkpyaBzXuG4goy0DBRF4VSToL21lQlBl9kOGy+tmMtXZuUDwpDyT81DVYfmZczjibufAODr27/O2l+u5apfXMWaX6xh9c9Xs/rnq/nPXf+JSTLx5D1P8tGVHx3xGP/feZEErPQ42ey2MS8kjimWl09xmghC8k1iBuy1lvjKyUya46uurjaSn0AgQEZGRpzR/fnO8/zk4E+QJZmvbPgKq9MeA2BR5jJ6v9jL6U+c5swnz+D9ghf/F/xUPlbJ9oe388f7/sjT9z9N62daee7B53jPkvfgsY28OKVrYiOljtvJdGayo3bHqEPnS5YsGXbAXJIkMjIy2LJlC6FQiGAwyNatW3n22WcxmUzk5eUNO5u4u3s3AJuzNlOUH7/ovnxcqL8WpI7sd5Mo1GkFjPnjoGroKHTY+LAWADzb2s3CuYJ2eqi2PwBOdaTyoWXietwv7zc29eTkZM6dOzejqrrD4bXz4h4amPB1d3fTGLaiyrKgdKoqDxdPPMlONPQumq6emZyczE033URbW1vc7Olc11xuTr0ZBYV/OfMvVEYqyXJl8f1bvj/uz9qiUYCvSk4a45kC79aoYUFFpTEUJiNJ3HdNIRMuh4t5NkFFm261zqdPPU1UibKpdBMOxcEvd4ointllpjomzuH3y4t4ccUc5mq+ZZ88VRvH7rCYLDz9rqeZnTabI81HRrXneb7iedb+ci3V3dWszFvJ/kf2s7pgddxzflDXii+mIAGPLyrlpSuEj1VEVfnHzZtQUXHG1vBvb/07x1qOJfqUXFL4+nys/OlKvr7967T6O7GqYu74a6Wf4JrgNVxZciWlyaWUOEqY55rHYvdi5spzKQmWcP2y69m0aRObN2/mrrvu4sEHH+RDH/oQjzzyCO9617u49tprWbRoEZtXCIpeIKzwo1tFIPxU01O0hdvIycmhoqKC06dPT8n3e/Xcq4SiIa4quMqgc+rsG0VR6JMdhDSu9P1jsDouFju7hZqvWYIUy/gSl6/NyedD+aKr96eWbtrsklE0/c3uGvI9+dy34D5iaowf7R+dGi5JEqWlpXi9XiRJmjFBv6/Px666XciSzHWl1wEY+1Z7SDJYHWOJVV0K6H65URWqAiN3pt+z+D08uOhBeiO9vPeZ9/Klt79ETU8Ny3KWGSycsfCtC+L3scsSi8b53fUZ0NfbvayZJRK+Pk3fbkmSoHVWS9Vs2bJliD7COxF/S/hmEHw+H319fZjNZiPhu7ngZkwmEy8eayKmqKgeM93a2vi9+SJAf6Qw0zAe/tr5xmHf+455d/DLO37J2sK1rM5fzZX5V3Jl/pWsylvFyryVXF10NS+8+wUeWvzQiMfnj0YNYY0fzC9i8+bN3LFAiIk0R2J8cF2JeJ53HqgyO707CSsikHc4HDPG8FpRFGpqanC7RdXf6/UOmd370ttfIqpEef/S9/PljV8m0CuS6iuLc4ZQD1xWF7PSZrG+aD33L7yfexfcO2qSNxC6GEp1e9QQ2fnsG58d0U9Ll/n2eodK2zudTiKRCFu3buX3v/89Z86cobCwMC6RHYg+pY+D3oMAPLL+kSHf60hdNzC8HHmi0aVJc69Mntgm9pVZuWRqwcKRDPFfXyhKTUe/NcCn14hh/r80/8WwjrBarQSDwRmpHqujsrOSys5KUu2phiciiO50Q9QlxFpkCZssGUaz04n1qeI6q9GSd4CioiLWrl1LY2MjXq+XhoYGGhoaeCDzAXIduQRVcZ3/z+b/Id05vuvs9fYeerVK7xdnDfXLHA5ZNisubY7v8YY2ClLFddYVtWAymZhrEknMGxemN+H77XGhUroxbSNPPvkkT++rFg8sFB32XKuZW7Wq+p+Wz8YkQZ+q8mRjfKEvzZHGS+9+SZi1VzxHwX8XUP7Dclb8dAVXP341nz32WW793a3GbPdDix9i2we3ke/JH3JMb3WI5Hqp2ymq5iYZh1Y5b7ZLpDgsSFhxxdbz80M/n4Kzcunwg30/oMHXwKKsRXxj3XNIWJBR8SgxCgoKhhTNWlpaiEaj3HvvvVx11VXMmzePoqIisrOzSU5OxmazDVlXF+WJvUEFFmRdy81FN9On9vF4/eNIkkRubi7btm0b9zyfPxTljwfqCI3DIuNPp/8EwL3z7zX+dvz4cTweD52dnTTYRMfMZTUZtkFThT1alz5lgl2q/29uAYV2UbD5uxPVLMwX5/OFIyL20cVbfnrwpwQio6tvFhUVEQ6HSUpKmjFCXluqtxBVoqzOX02KPQUQ15ndbscfxUj4No9iS3CpYDfJxrr6Ylv3iM+TJMEc0/17v7PnO0hI/OS2n4ybCqw3M26ZwPe+Nk3sSSf8QZYVitepSPRG+uf4KkIVdHV1ceLEiXG/7+WKvyV8MwhdXUIA5FzgHC3hFpLlZG5ZeAvQLzfPvBQAFrjsrBjAY/77EkG/0APn4fDw8ofZ+aGd7PnwHvZ+eC97P7yXfY/sY/8j+9n28DY2z9k86vG93t4viVvqtGOxWIzBWF9M4X2rCzHLEqpqpsR+BwE1wL4eIRzgdrupqamZEXMenZ2dRKNRQ6kyFouRn98f6BxpPsL/nfg/rCYrX934VaBfsOW68sQKY5TnivNX3xXkQ8s/xNLspdT21PLtXd8e9vm6Eftw9NhAFLb05vLzAx04HC5yc3NHNKQGOOw9TJ/SR6mtlCvnXRn3WHcgTLtfBO6z56fxg5qWyX7FMRGKKYS162I0M9XhIMsy35grfrvKvjBJ2mzDz7ZVGc+ZnTabZTnLCMVCNMqNBq3TZDLNWNNd6LdjuGHWDXGbYmNjIy0RuzG4P2+cNNipxp1aIhKIKXEdp2XLllFeXo7b7Wbjxo089NBDfODdH+BX9/4Ks2zmPYvfw70L7h3hXYfiv7RK7xynjUzr+Cid0D/38XxrD3OyRCAQUK34fD7KbYLO/UbVGwn1sZsIarpr2FG7A4fZQVZXFnZnEnU9YVSzhD9FfM+vz+nvumRaLeTbROB7ehhz6nkZ83jq/qfw2Dw0+Zs403GGQ02H2FG7g/1d+3nl3CtISPz7pn/nybufxGEZvpNfGRD3y6oBxZhsjUq7r6eXWxeLpNsVu54njj0xJebvlwLePq+x7n7r2m9x7KRYO5OtKmlpaXHPjUaj1NbWkpeXx/3330929vjpj7Is49Bmbnee7+An9/wEm2xjR/cOjvuOY7VacbvdvP7666Pul63eEO//5V6WfPV1Pvv0MVZ84w2O1o1cwApFQ7x87mUA7pkv5vd6enpobm7G7XaLWe8Wce0vzBtfwfJicMInrpN8+/jvYR3PLZ+NDAQUhZQF4repbPWhKAprCtZwZf6VdIW6ePLYk6O+T2ZmJqqqkpSURFNTE+FweNTnXwoMnN/T0dTUhMXmIGw2ifk9VeW+aZzfG4gSzQd1Z9fo1PEUewpP3P0EEqIA8vFVH48rZI6GN9p7DDrnl2aNX4367/IFA8gfUzgd7MOk1V4qu2OUOctwmVw0h5uRUiX27Nkzo2i9U4G/JXwzCM3NzVit1n46p/0KcrIEVetEgwjwFY+4uR7Ki6+GL9da3GFVnTKa2ludIuEbODezWDM1VoGKYJjVmgKeKyLmDv/cJhYvi8VCKBQaU0nyUqClpT95UVUVi8VCenr/+dSNQj+x6hMUJRdR2eIjpu2718xNbMK3SrMT6AqEMckmvnezGDb/953/Tr13+I5oQUEBSUlJxnB/OArfPw6f2yuxq0Vmvy+Zb55y0j7G7P+ebiEac8ecO4ZUrr/7xjlUQC1L4l9a2vlGVRNPD0MXTgT29YiumwkmFMDruCMr1VDutMwX5/OtM/HV8etLrwegxdUSp9Z55syZSR711ENP+AbaMUSjUTo7O+kI9wu23DjN83s6Ch02w+tILw6BCHA3bdrEHXfcQXl5OR6PCCZvnHUjzf/UzK/v+vW4P8MbjXJcU2r7RNHEZow+Wiju3dpQmNlaQBuMgd/vJ9uUTZ4rj/ZA+6iemFOJ/zshRGxuKrmJsC/M2XAqIKF6LCBJOGTJ6O7pyNXW4prg8IHq9WXX0/RPTVR/uppTHz/F/kf2s+UDW/jmom/y1P1Pcfgjh/nc+s+NKJigKAqdmv3FQKPjOVqR4XRviH+8UXRH7cp8fAELz1Y8O+lzMJ343p7v0RXq4uqiq/Ee8XKuQyS6BYP0Ifx+P42Njaxbt46bb74Zh2PilPdMzTT7cG03RclFfH795wH43+r/JabG8Hg8BINBfD7fsPv53qoO1n/rbbadbUfR9qbevhh3/WgXv9ldPexn/uX8X/CH/SzPWW5Y5FRVVSHLslCrTM6kvlt85/ddU8I/VdSyr2dsZe/JQtchmEzBKt9uNdR5d0gRZAliKrx0XIyc6F2+7+/9/qhJs91uJysri0AggKqqM8KeYfD8nr7mt0QdKKlizU+1mEma5vk9HSu0eeKBok4jYUPJBr5/y/e5d/69BqNpPPgPrcg3y2EjT+vujgc5dis52mz5d2tbcGin7GxHBJNkYlHSInHsoQpsNtuUzs/OBPwt4ZtBqKmpwelysqNrBwArbStJS0ujoTtAKKqgAhGz2JjXpcTT9AoHULoqR9j8LxZHvSLQWjBAqlmW+2Xy3+70Gb49wWA2FsnCUf9R2sP9yqODzcOnA1VVVQadMxaLUVpaaiQ8W6u38mrlq7itbr6wXvjDvKx50SXZTFjHoQg4EaydJeYRIjGVQFhIZd+34D4CkQCff+Pzw77GZDKxYsUK2tvbqffDvxyQOOeVAQmLrAIqPWGJ/3dQonaE/DqqRo3u64fWfGjI488fbSSyJJW+Of1B3u+apibh261RezzmyStNvjtXJOxtqRZUoLE7SGAAxen6MpHwHfUdNewYXC4XHR0d9Pb2Dnm/6UYoGuKtC28B8fN7OpW3W5FFIqCqvDc3bdj3mA6kIoJT3SB3LKQ70zHJ4//dv32hBRWwyRLvyk6Z0LFtSHMbQ/ynHWJTjyigKEJYamXaSmD65vh0Ouda91osFgtHtNvNmi4CHHtfiNra2rjXFGnBT9MotghOi5PilGLmZ85nZd5KNpRsYE36Gu5bcB9Lc5aOekwnekPo4c/aAYwSnXrdEAqTkWQnI0nsP3ZlEb84/IvxfeEZhO5QN/+1+78A+Idl/0BXVxc9UREdaqQaQMyh9/X1cc8997Bs2bJRGRSjoSRDnMtzLWKB/vzVn6fYU0x9pJ4Xm14EBH2/r6+PY8fi5yL/sL+WB3+6h3BMwWKS+MxN8/jzP1xDilOsfV9+/iR7zg/dZ5+p0NQ5te6eoigcP36ctLQ0uru7OdAnCiimXCcfbW3lt02dwwrBJQrtmtDHFSNYMoyF/5gnut3emEJqsUj+/m+vEGq5b8F95CblcrLtpLGOjoSysjJ8Ph9ms5m6uvGp2k4VarprONtxFo/NY3S/9DW/0ttvxzCcddF04WZNcKd9HJRigE9e+UmeftfTJNvHR830DyjyPVY8cSEhXVhme5efZJtY/xs1pu9it1BoPuY7RkZGBjU1NTNm9Ggq8LeEb4YgHA7T2dlJtVJNR6SDDHMGq/NXY7VaefqguAAdSf3dj3nOoTM7ejBzxDs6b32yaOgTieQ1g2h3eVqV+YC3l5sXCnpPTJFYm30HKipvdYoF1263T/uCGolEaGxsNObaFEWhtFRUO1VVNUxA/3ntPxsy+H/YJ4557jhlqieCtCQrJu1323dBRHj/ecN/YjPZ+O3x37Knfs+wr5szZw5tiov/OCoRiklIqNxZrPDt1SqfXKhikVUUJL57QsI7TP5/wncCf8xPiauEJflL4h471dBNS5EDJdcJqmqIQxz1Tc11pXvrjFdxcTh8vjQXGYhKIGWJgsRv9/YrLq4vWo/VZOVo21EUm2LQOlVVnTHD+gOxvWY7wWiQpdlLyXX3z6n19PSgqiqBVBvIEk5JImcCFc+pRgmCUn7UNzW0vpe1OZFr09yTCrZ1dcu/eP3oPa2WiAW73c5823zx2DTYMxxvOc6J1hOkOdJIbksmLS2Ner84QlOq+H0zlCgvvvgi+/bto6OjA0VRmKfNbutduETj1TbBLEk2m+LOt95d8ceE2MeSAvFvh7qYty68xfnO81NyPFOF7+z+Dj19PWws2UixWswRv5uoKgEqKzTb0paWFtxuN/fffz+5ueObHR0JC3NFsNvYI+4Tu9nOd2/5LgD/1/J/dIW7kCQJi8XCzp07aWwU82k1Hb184ZnjqECK08KWz2zkE9fOZm62m31fvJ50lxUVeP/j+2j19ndcIrEIz1c8D/TP77W2tuL3+7FYLMiyzI7aIJFZbnqXpBqMlp5ojMZQ4gvIUUUhqLUmN6RNbl/Nt1tZpiU+3lKxn+tz51aTlUeueASAp049Ner75OXloSgKKSkpVFZWTmuHR197NpVuMmj8Xq8XVVWp8UMsQ+zF988QOif0x4MKcGwKYoTnW7tREaNEEy3yAXxKSxIDMQV7qogxemIWIpGIMcd3zHfMoPZOlWDSTMDfEr4Zgra2NlRV7e/u2VdSUlICwBaNnpaSLxY1pywPG+zoHZJT/sQHW92RqLFA3z7I7HOeRus81xvCapZJdYqbqtAuNpY3O95EVVXcbje1tbXTuqC2t7ejqmrc+dPnL1448wK763eT6czkH9b8AyCoM409YuP80m0LpuSYPJp5sp7wlaSU8E9X/RMAn37t08POFMmymT+2ZKIiYZNVPrdM5foCkGVRkf78UhVZUokoEt86IhEd9Ba6Oudws1MP7j2HUpQEiso35xbw9DKhKtcbU0ZV4posqrQZodnDFDHGC6dZZq3e9S4VG9Bzh/sFjFxWF2sL16Ki4svwGWItLpeLc+fOTfpzpwpvXngTgJtm3RT399bWVnzYUTJEoH9lyvCCPNOFpYjEo74v8UGioihGJ0s3ZJ4oPlIoijjVwTB2m1gvG/ps2O12iqJCBGt77XZC0Utrxqt39zYXbybaF0UyWfBrOVxMK/QVSWLW+PDhwzz11FM8/vjjhCtOAiKYmQoqvy6sUTpIFGiRy45Ih+C4P8gNC8TogVMRXdJfHv5lwo9lqtAZ7OS7e78LCO/DiooKdvaIPW6WG5KsYtwiPT2d2267DZdrbA+wsbC6TFy/3mB/on7nvDu5sexGgmqQn58X4jeSJJGens7rr7+O3+/nPT/fi6IKU/Q9n7+O/JT+To/VLPPCY+uwmCTCUYU7f7TTuCa21mylK9RFeUY58zNFYaOiogK73U5nZyeRrFl0zE4iNtsDqsrVKUlxIkeJxhGtICQBpRcxg/wtbX7bZwHVKhOMxDhW3w3AbXPFWMnr50efhUxPT8dkMmE2m/H7/dM6djLc/F5bWxsWi4VasxUcZoip3DWI2j2dMMsyyVrs+VJrd8Lf/zVtPKDYbp1UkU/MOos1tCNX7JchrLS1tVFkLyLZnExHpIPGvkZSUlK4cOHCO9aM/W8J3wzBiRMnsDls7OzeCcAV1iuMRESnfbhyxUYzkjm1/vfKYF/Cj0+/6aySRJYtvqOgiyE094nNa4EmRNLWlUeaOY2mviZO957GZrPh9XqnlSff1NRkLBqBQACz2YzL5SKmxPjiW2J271+v+VfcNpE0fPkFEVAVpTnG7UU3UeSliIT5RGO/EMsXrv4CuUm57GvYx+uVrw95zSd+dwh/WAFUPjkvQP6gGCTLCY+UC3qnNyLx41P9jymqwu4ukfA9tDxelfWEL0BrihlUleVBiYcLMsmyWY0F/Zf1ibfWaNWoPRcrM62b0EbcYnGvbI2fP9Hn+E73nTZonR6Ph9raWuPfMwW6vP1gifzGxkbqom5iWsL3Pk2ifKZgNSLR61NUOsZJ8Rkv9vX0oiCCxPH4MA2H6zOSsWrzanKeuGm6SRJFoKDMkqwlhKIhdtbuTNBRjw1FVfjd8d8BsMKyAqfTyZF2AAkZlaB2782KhQ2Llfz8fNLS0khqaQRVJaaq/PRXv+LEiRMJTfzOacWYlYNod7IskzSAyn/7EiGkIClpyKqHx488TlS5PGTO/3v3f+Pt83J92fUsTVnK/qYI/qgMqDwwW6WxsZGcnBw2b96M3Z4YgaQrtVn3mKrS7hfBpSRJfOfm7wBwoO8AnT2iAOhyuVBVlcd+8Rb1XSJR+sl7V2AfJg7IT3Hys/eLpLupJ8Sn/3AEgD+dilfnbGho4OTJk6SlpREKhfhhNAkl3wUxlX8oyeGp5bMNXYCB87iJwo4uEdPo19BksdTjIsVsAknCmieO94/7BSNnRd4KMpwZVHdXc7bj7IjvYTabKSwsNBK9gTP+lxKKqhh08sGCLU6nk55kESekKiLJmkmYpRVr93QnfjxC7xquTpl8oUUXFGt3i+PU6yxKTGFxUj+tU5ZlFEV5x9I6Z9ZV81cKv99PVVUVdeY6eqI95NvyyTeJDb0nEMavGYfEkkWiVTKCBHuBRu1qmAIKxpZhBFt0XKdRMgKKQlRRDCXL6o4Ad5XdBcAbHWIhs9vt0yp/W1lZSXKyqN729PRgs4lz+eSxJznVdoqSlBI+suIjAJxv81PRLDaBL2yeP2XHNCdLnL+a9n46RJI1iUdXPArAS2dfinv+9nNtvH5KbEoPLE7F1Dt8ErYoDW4tEpXNMz0SW7WG19nes3THuilIKmB5zvK41/zL0WqQJOT2EL+/rr+juVI3eu5M/Obv19S3Bs+lThS3ap3nmAyqWaIvqtDQ3X9Ob5h1AwA7m3bicrno6+vDZDKhKMqMGNYfiBOt4h5ZlLXI+JuiKLS3t3PY4gabCcIxbhnFsHg64JEwEqqd3YmtlD+jVY/TLeaLCniWa8lLKEvc+10xq1HRvabgGuDS0jp31u6kzltHgbsAW6uNlJQUDmsjWCl20HWX58XiC3lms5nc1GRBTZUketKz2Lp1K6+99lrC5lJ1quiNw0ih52v7zQFvgCS7GbfGVMizXkuTv4lXz72akGOYSrQH2vneXiGU9dWNX6WpqYm3u8R3zXWC0tVAQUEBN910k7FXJAJOqxmLJhm4s7J/3m5B5gIWZS0iqAQ52HHQ6Ewlp2aypUlc87ctyWX9nMwR33vjvCw+sLYEgBePNvHc4TpDSOee+fcQDAb5y1/+Qnp6OuFwGLvHQ7dWJFsXMfG5MkFX1QtoVVNQQD6mdfhyL4LGr6NcozVL2eK+3qsxZWRJ5oYysebrZvMjoaysjN7eXpxOJ+fPTw8d+ULXBbpCXeQk5VCWWgaIkYOWlhZhuaQJtlwzSQrsVEIvDtSEEnutKIpCq1Y4vDt78gX3xzSBr6hZRrXJRBWVRUuW0dbWFkfrBFEEPnXq1IjvdTnjbwnfDEBVVRWSJLGjW9A5r3JfRXJyMk6nk2cOC9l4m1mmPSa2/oGiKQMxS0sE2xJcWYf+Ksti91BFsjKn3biQ9vX0cvdyMUwdiijcM/9hAHZ07SAYC5KWlsaZM2emRSgjGAzS0dFhqKopioLVaqUv2se/bfk3AL628WvYzOI8fu1FcdOnuazcsujiZjZGw1LNH6bNH79Y6jYZL597OY6S8hWt61iY6uAbD6zG4/EMa8YOcHMhlLhVQOJPFySaArCtbRsA9y68d4g630FNmMfjj5Hs7O/kvkcTBqkNhhPaQbgQ6BeFWDrMtTUReMxmnLIMkoRZ64A9e6jfdmFF7gqSbcmc7zpPckmyQes0mUwzao6vJ9RDnbcOm8nGrNRZxt99Ph+xWIyGJLG5JoWUSYtGTCWSNcn5Az2JnefQ6YXDrUETwXs0gZ+A24wKeCOykfCtzhAd1Usp3GLQOQs3gyquxxptfi8jSyh0yqqKh+HvO5t2BzXYXBQVFdHU1MQf/vAHampqhn3+eHHCFzA+ce0w1fX5WqBdqanzleeIQDRTFjTknx+e+Z58/7Xrv/CH/dw06ybWFq5l17GzdEfNgMrGpBbKysq48cYbsVoTPyebpq2vB6rjrRRun3s7AG2pbQbz4Pka4R8mo/K5DWMLV3z1joXMyhQFtH966gAt/g5KUkpYlr2MXbt2EQ6HcblcdHV18WbmPLCZkHqj/HLDPOM97s1ORUKYam/rTGzxplIbDSi7CBq/jo1aAhRyi4JDTWf/uqMLXumKxyMhM1Mk0B6Ph7q6umkx4T7ZJvb1xVmLjb/5/X5isRgXwhbUFCuoKp8pH78twaWCLrwzmi3YZLC1y4+KSFQGikZNFKlWM9laR1zJEftHLKUAVVVZ6FoIwHH/cRRVwe1209jYiN8/dQq104WZFy38lUFRFI4cOUJyWrIxV7XUvNSY33vztOjklGa46NYWIV14YDAWarN0vmhibzqARm12ZsMIPmk65W9rl4+0JCtOq/h3VUcWs6yzCCkhdnXvwmQyIUnStMxNNTY2IkkSkiQRi8UM3v6PD/yY2p5aFmUtijOe12fqHlhZOOHPeqKhnY37Krgwjpm3dbMFLS8QjsUlUyvzVpLpzKSmp4ZTbSL5PN/m53ybSJb/312LMJvNXHXVVaOqnz62SMVuUlGR+PEpiT09QghmoPkuwOGeXqIOE8RU3p0fb/txc4YHGTGY/cIoBqsTxQ7Nu8cuSwlJXnRPIHOu2IC2ne3v3JlkE9eVXgfABS4Ym7rb7aaqqoqZAn3jX5C5IE7BUvdeDCWLQHuBeeaItQyELuJ0Zhwy3RNBtaY+fNMk6Zw67slOQQZUk4zqtuCPCCsbWZYpd5ZjNVk51HSIjsDUKwqHY2FDVGJ+ZD4ejwdFwRBacmVr6pejeAO6tMcaJXHes7KycLlcvPjii2zfvn3S3mIva4ItHrPJ6Kg2NTVx+vRpFEVhtRaAtWiU7A1zRdAcDBRils28fPZlmnxNk/rsS4HW3lZ+sO8HgOjuhUIhnj8bBCTsssKmJcVcd911WCzj70J95VzDuO1rCtPEGlXRHM+a0BO+PZ17sFgstLV1sKdVFAAWJ0fYvXMnsdjYe/yfPnYVFpNETLGSHL2fe8rvoaqqitOnT5OTk4OiiLnP7Rqb3dkVJnlAAmaVZeNefqIxsVR+fRZ3WQLUJu/X5nnDsoQqQziqUNchkj6dGrmlesuoc7kpKSnY7XbjnEyHH9vJVrHuL8xcaPxNX/NfVpwgS0i+CLOTZo5Cpw6dnRNWVcIJLAg/1yqKIVlW80XHB7pndExL+M60h1iyZAnmHjMZlgy8US81wRqjCH6xBbOZiL8lfNOM5uZm/H4/p8On6Y31UmwvJkPNMIzATzaKzWDFrFSiWitkberw1De9ytKXYC++QFQhpAm23JI5lNoDUKjRe45oHaLZmrHxtnPt3F18N9BP68zIyODw4cOXvIpWUVFhqHN6vV5KSkpQVZXv7BFzE9+47htGgH2wpougVq36yIYy4z3eaO+hdQxBCkVR+FJlAxW9Ie49MjY9ZHamy1AM1CmkICgpt8y5BYBXzr0C9Hf30lxWNs4T1NnS0lJSU1NHrEhZZXh0vpjn6+yT8EcKyHJmsbZwbdzz/u2EkHyX20P844bZcY/JsmxQhv8yTsn98eCQpiibYUmMp9AqLQiNpIhjPdMSX5nW7Rn2tu01aJ1Op9OQW58JGI7OCUJwqN3uEsa7MZUPlYxM65pO6OI7NQmkgl0IhAhrXe57LlKhzizLxjEqWXZCEbFW2mw2fJ0+1hWuE+rCY8i5JwKvV75OZ7CThRkLsfXYcLvdnOoW3RwJlV5NsCVFHTnA1x9rlfvvIafTSWFhIadOneLpp5+eVAf7oFcUlkrsVtrb23nllVd45plneOONN9i1axfXap2VoCKCvHuvEMyOYFjilll3EVNj/Pro+D0WLzX+c+d/0hvp5dY5t7K6YDUtLS2cC4hgcI47xrXXXot5Al5nv21s58f1bXzydK3R9RwN87SOaF1nfCf8yvwryXRmUt1TTbupnf2dZsKKkMh5cK6Z9vb2cRVMU5xWvnhLOQDJ0XeRa7qWLVu2kJ2djSRJIpkomU3YaQZF5Z70oXv7ei3WSORslqIoBo1//QgF5Ikg327FJkkggTVT/H5PHxJzfDlJOSzLWUYwGmRH7Y4R30OSJMrKygwVZN0K4VLiRNvQdb+zsxNZlqmyiSKfwz8z52Jz7FYjmTjUk7hrZb/2Xssmad0xEB8rygJUFI8V1SRR0eRj0aJFxGIxw4/vmF/QOlNSUqZ19Giq8LeEb5px8uRJnE4n2zoFze7qtKsBSEtLQ1EUugKiElY0W1SxzBKkjBAcFw+QZ69J4Bzffu/Yxtg6zVSnaqzXulZnW3y8f+X7sWLlpP8kjaFGbDYbwWCQhoaGYd9rKhAIBKitrTX893p7eykrK6MuWEdNTw2ZzkxD1QvgZ9tEopbjsZHitKIoCu86Usl7j1/guv0jD4CDmDXSE+TGvghfOTf695RlGaemGLjzfHwl9dY5twKC1hkIR9lZKR7/u/Wlca+/6qqrDIricJiTDOUp4pjSIp9g86y7h/if6cmXxx/FbR/6O+uD2Wd6ExfI60HlrItQahuIWzUT8qBFRgV6glFCw/jxvXnhTeYvmE9XV5fR9Z0JHpHQX+kdnPA1NjayP1UTx+jq48Y5WZf82MaDxVoFuj2BVgF/bBbXttsk40mA4fDt2nUSy7KjAr6IhN1up62tzZj7uRRzfDqdc1PWJmRZRpIkjmiXodus0mYSa3qOOvK5zNDEUboG3c+yLBuS88888wzPPvssNTU14+oOgaBvA7h93fzhD3+gtbWVwsJCioqKOHr0KLUH96N/4s4uP7kpDuwWEVLMdb4LgJ8f+vmMNDJu8bfwo/0/AuArG78CwIFTlQQUIdbywStzDW9WRVHwjqM4+eO6fjbBh09Wj/n8lcViT+/sjReMMskmYy/a07mH/UFR2ClJEoqhWVlZ7Ny5k2BwbDXuJWVd+EyvI2Hh528DyIbwjN/v54+2TEEZbgvxLxvnDHn9g1r3LJH38l86fYghA1h2kfRsHcU6s0MTYtp2rn8f1ZWOx6J1FhcXEwqFtK7qpZ/pNjp8Wf0dvqamJhwOB0Ht+5UoMzdk11Vd9yfQFqwuJO6NmzNSLvq95rrsOABkCSXDRk1HALfbzeLFiylVRTx13HccEEJJnZ2ddHZOjffwdGHmXj1/Bejt7aWyshJnstMwwb4q6Srsdjtut5v9GrdfkqBVy+WSRzGnlmVZVLqAIwn0QzmgVVmSRvnsNSkikdLNN3XhFm8oSll+GcvtQhxE9+RLTk7m0KFDCTvGsaAnlwNpAVlZWRzsOgjAprJNyFL/Yzs149obFgjqy80Hz7FNox+2R6K81dGvqDkYP6gRNFyz1rb7SX0bZ8eo+GZp6lHH6uPf98ZZN2KSTOyo3cHXXj6MooLFJPGxAV1HgKKiIjIyMkatTP7dHIWo1IBFzaWl6dq4x475AsTsJogqPJA/vOT9Yo0ynChRIEVROK+pAN57EQPZA7E+RXRLVQlkl0gMXj3Rr7o2J20OhZ5C2gPt+F1+o8ssy/KMmePTK70DqT368H6FRVTczd1hnCOo9U43rtLmvXpjiWMZbNVU/ea6ElMY+HCBCKJVjxXVJtNpSkGWZbq6ugza79vVbyfks0aCr8/HC2deAKDUL7r0AHXa/F62PYZewimMjXzP5SkiKOodYTtPTk6msLCQQCDAyy+/zJNPPkkoFBpWelxRFILBIJ2dnbRoAgyejhYKCgpIT09HkgT1uqCggGPHjuHSpvy2ab9PrkY3DvSWUuAp4HzXebbWbJ3Iabkk+N3x3xGMBrl1zq2szFtJLBbj/w63AxJWSeXqxWJ97Y5EWbLrFHO3nxh1ze8IRw1FU4CK3hAvjyFRv262oM2HY0pcUQr6aZ3bW4/S3iseu9bTCohOdDQa5ciRI2N+zz+d/hPdlsdRCRGKSdRK4rrv6OggPz+f85pcoccXJcU5lCKuMyZUEtex/22j2FsL7daEqU3qSuFhzbPyXEs/20VP+MYSbsnIyECSJJxO5yXfC6JKlNPtwv9tQWa/WFpzczMt7lRUmwkiyogjNTMBWVozIFFefBX+IBGtWHSHVqC7WJRrtkGxLAdNmt3W4sWLmWUSs/InfCeIaYwJk8lEdXV1Qj53puBvCd804sKFC8iyzMnekwSVILOds3GFXRQXFyNJEm9ViEA1xWHhpE9cnLm20ed23FpSdiKBXnynesV7ZY8SYG5KFwtRn6rij0a5oigFAFWF5oDKzVliePqtjrdQVRWPx0NTU9Ml66qcPn0aj0dwuIPBIKmpqbjdbg50HQAwqvoAlS0+fCGxMHx0YxkfOVXDMe18OjST9K+fH342pSsc5Yy28f/vgmKSzSZU4F/Oji7zW5IuNqzBVgIp9hTWFa0jpsZ4/milONYF2UP47LIss3bt2hFnD1RVpaLlGJ2WXwBwtjEpjvb76zNig5O8Ef5hw9BKL8A6bbPxJmhG9C+dPmKISu89kzBUHQ6yLJOqiYbYtWrv6yf7fytJkowu34HOAwatcybN8Q1H6ezt7aUvEsGrzRMl9yZ+TjdR0AsDiQwS9cLANQkKeAYO8ccy7XThNii9c5LmYDfbqeyspCs4ctf8YvFcxXMEo0HW5K7BGrQaYlId2inbvGoufSZtLq+zdcT3KdKSwZA0+nbu8XgoLCzE6XTi8/n4zW9+w/bt29m6dSsvvvgiv/3tb/nZz37Gr3/9a5566imCWmNumXOo/5UsyxQWFpIUEMXAI1pVXxcKqWzt5eFlQrDr54dmnnjLS+eE8rE+s93W1kZFr0hWS51hMjIy8EejrN9bYXS3vlrZOPybAd+uFuunU5YNMZt/PlM36jFkeexoQp3sr4m/zm6YdQNWk5VGr0jQUp0WSlPMBm0/Ozubw4cPj9qBUFWVP53+E4rkx20W7/+XBoloNEooFOKaa64hrB3AxtyUYd/DLMvYtT0vUcItOk1v00XO4g7EXVrBMGCWUAF/XxSf1h1aV7QOl8XFidYT1HtH3oddLpdRdNF9kS8VzneeJxwLU5RchMfWH6cEAgF2O1MAkLv6WFeWPsq7TC/0LuuFBK35b2ijI26TjNOcmFTlJsSxKZl2OjUGQ3JyMusWrSPLnEVACVAZEHFWWlpawm1upht/S/imCbpYS2pqqtFGXuZeRjAYpKBAzEIcqu0GoCTDRbV2E80ZQ9UqQ/fiCySOdqcbYxePYAcBguqpd7S2d/kFTVETbtl2to3bl9yOR/bQHmmnPiQWXZvNdknkb3t7e2lsbDTonF6vlzlz5hCJRTjSfQSIT/j+d6ugc6a5rAQtMi9q4gUfys/ge/OFOfOp3hDNw3S6vnlBJBdOWeb2rFTemye6ZUfHqHotzhfzE3rVaSA2z96MrHoIhEQC84/Xzx32PfLz88nNzTWSvkgkQnt7Ow0NDTQ0NFBpriQoH0Chl2gMfr+/f/P7ywVBgbHG1GErvYAh0hCDMecYx4MntEpvUQIrvQDzNHqolCUC6KODuqZ6wvfGhTdYuHAhnZ2dM2aOr7W3ldbeVpKsSRQlFxl/7+npodrpQTXLEI4xewpUAxMFeUCQuKs7MUpnuhDVuhHmlycDPXlUMux0Rq0Eg0FUVSUUCLEsZxkABxoPJOzzBuOPp/4IwPrk9YYKZFQBzYWHqxbmGgq2KzxOamtrh70+yxQtiAHGQ7yz2+1YrVYyMzM5d+4cFy5cwOfzYbPZyM3NJT8/H1tegaCWqCpFyvAelZIkMVurAVZ0e4lGo4ZXaVNPiA8t/xASEk+fenpKE+eJwtvnZVvNNmRJNlQcT56rwR8T+9W7Fotu78Z9Z+KojGcCfSOyG55tEd/vxgwPv1xUAkBXNEbFGIVXt0Mk9Huq4hO3JGsS15VehysmbEJuXpjD9ddfT2dnpyE45nQ62bVr14iJyam2U5ztOEuSKYkbtbWwKQDVjc2sXr2aN2oDwt5FUfnqMHROHfp8tU6/vxi0hSN0affywwn0EF2b3M/sMHvEOX1eUzi3mqxG1143Nh8Js2fPxu8XzI9LqSQ+XJHP6/UiyzKnJBF3SR19rJ7BCd98baxHF+S5WOhF9qwRxogmg2VSFJMKWGQCjv6YY+nSpcw2C92CM71nABGf+v3+GWfZdDH4W8I3TWhpacHr9eJwODjhFzf7YreQ401PFzd1labGuLwwxVBCG0vVaiq8+PTPHskOQkeatjHs1KiPOk3xUG0XBQUFzLGITUX/vunp6Zw6dWpcswgXg7o6UWnV1Zei0Sj5+fnsa9hHIBZgXvo8CpP7lTh3aPz/a+Zk8qETFwBIMZv4+uw87shKxa1x1f/t/NCK74sajedmzR/tvZoEvDemjGpErRvx+oJDF8tb596KM7YOCROpTguzs4fvckiSxJo1a+ju7qahoYHu7m7KysrYvHkzDz/8MGfkMyApFGaIa+MXO0RHS1H6j63YM/JvbDf1U4a3dF58IK9Xeidroj0SNmhiEn6nCOBavfFB8qbSTQBsr9lOdn42sVjMuDame45v4PzeQMuMzs5ODicLmrTc0ceCnJlL7QFI1ZgGRxIwz9HaFzbsAVaOoFA8GbxPU6JV0my09mHMtvl8PlbmCvPqqUr4FFUxRCQyujJISxP3/7keAAlZgnqzCOStksQdmzdzww030N3dTVNTE11dXXR1ddHT00PU60VSVZAkqhk/zddsNpOZmUl6ejputxubzWZcc2c0axoz6qjvqHsD9qgSb731FuvKxPfwh6IUeYq4vux6+mJ9/P7E7ydwdqYWfz7/Z6JKlLWFa0lzpKGqKn88UAtImCWFG66YwzfON1CvBa7/u6AIj3Y9/1vl0Hnsgz29dGtJzBfKcil12oUZOPD7ptFngPI0CuyJhqF00RWZt2JTFqIS5VOb5pCXl8cVV1xhGIOnp6dTU1NDbW3tsO/9+N7HAVhqW8q1pR4sspicOxDMYfHixfzgkHid1Bcje5S9Xff9rUjA7PavG8T66pTlhNGzQZtX1RRFTUVibRw4x6cn9mPROvPy8ohGo0iSdEmFW3Rl5oE0/u7ubmKqSrcmxmTtCQ87Wz9ToK/NPQliAFVpehAj+U5PFroVSCzVRrtffEZqaior8lZon9vP9LFardPmyzgV+FvCN004deoUTqeTQCzA+cB5ZGTm2OdgMplISUkBoCsgAvOFs9IIKuNTqJut3RytCfTi0yl8V4wRbJXYtTk0zVS1LFM8/2yzn/T0dMrtQjFMT/hMJhOqqk45le7kyZMGnVOvjmZkZBiiDHrHBzSjT5/Y2HLnpXJW625+b36RQWt6UPOk+3N7/CYdiilG9fJTxcIrqdRpN2igTzYNlbY+7Q+yZvcp/l93JyoQUzEkpXUszFyIOyaOcXnp6NWz3Nxcbr31Vu677z4++MEPsmHDBoqKiugId7C3YS8Os4Mv3rQOgPNtvXT6w7x2ogXFLgKUO8cQAknTOsj7eoYmfIqi8HcnLnD/4Ur+7VzDqHOLzaGwsTH8XUHiKr0AH8gT7xeWQbXJxFSVmo7+am12UjZLspcQjAY5GziL2+02TNine47PqPRmxgu2NDU1UeMUXWC5s48VxYmZeZwqFNh1gZ+Lt2bQu4RWScJuStyWdWVyEnJUAYtMs1XYxdhsNtrb21mVvwqA/Y37E/Z5A3Gq7RTdoW5ynbl4VI8h/X+8XaS2qU4rr2rrS7bNgizLzJ07lwcffJAlS5ZQWFhIXl4emZmZpKWlYdV6gUd9gXGLsoyGaln8fq5R7CAAFsWCoKooksTR8xdwhEQ1XAUqWnw8uOhB4NIa2Y+Fl8+9DPQLYnV3d3OqW1xXaZYopKbxo1rxPW7NTObu7DTDh/TP7d4hFK8nNaZCltVssGAWabRmffZ0MBRF4ZQvQHmuSE5ONQ1NLqrq5iMhEzIdIDVJ7CFXXHEFNpvN8F1NT09n+/bthl8fQDgcZseOHfz+qEiyr8sV3a0FmmjXCb8DWZa5oN2bHsvIs/kAC8aY3f5jUydX7z3NnYfO8ZkzdfhHEbh5RbP0uVgvzeFwS4ZYH4MZoug90O5Cn+P7y/m/EFNGvj8yMjKQZfmSWzMM1+FramqiJiUTVZagL0ZabGaH61dp1gxRVSi7Xyz0TuHCMRoNE8W1WoFZSbdxsLrb+Pvm5cL3eGDCl5aWRkVFxbT4Mk4FZvYV9A5FIBDg3LlzpKamctp/GgWFOa45xIIx8vPzkWWZsy0+tByPM1Zx8ySZ5BFVMnWUa4tzouasAlHFsINYPYbxpb6IV2vD/ksLUwBo6gliNpvZULIBEIOxOg0lLS2NQ4cOTRlP2uv10traGmfHUFhYiNlsNsyVB9I5t51rFwpiErweEYlrucvOTRn9ktX/WJwDQEhR47p2L2mbmUWSjN9BvF78/9fa4jf1b19o5rr9Z6gOhTnqDxK9Ih1Vgsd3XYh73rH6bizKXBT6SM8cveOgy0vrG5eO5yqeA+Cm2Tdx6+JSg277by+c4Kfbq1A1gZONA77ncCjROsinhwnkf1LfxsttPWzv9vPT+jau218x4u/6iwYRUCWZZEoTpNCpY+B8FgXimv3zyfhE7vrSfrXOuXPn0t3dPSPm+EayZKhrasJrEt9J7uhj/ZyZacmgQ7c9qEsA0+Cg1iVMGSMwnQzytHPq95hRFAW73U5rayur8kTCN1Udvp21OwGY65iL09nP2jjfI9btskyXIZZ11YB1NykpiTVr1nDttddy/fXXc9NNN3HLLbeQoSXYSlFpQoyjm2Sxz6SOYgcB4ESoNyNJtOUWsmfPHlya4vD2s+1cWyLEobbWbEUZI3m8FFBUxbC40ZUwm5qaaI2I77s408LfVTSgIOa1/3dBMQCfK81FBiKqyk/r4wt3OtVx0YA1/2bNvqhqmNGKtnCEK3af4roDZ3kty4RqlWnz9RkzZzoOV4t/+01v8/YFISBks9nYuHGjMWPmcrnw+XzGaERzczNPPfUUW45uoSHWgEN2sMy9DIDVDtEZ7AnFWP8fW1Cc4tpfkDY6TVrf97tGuKb+5Vw95wJ97O3p5YnGDj5dMfLs4rkEi3QNxMeLRLEyYpVRrTItA5gds9JmMSt1Fl2hrlGLOBaLxfAovJTFv+E6fM3NzRxN0VgdnX0UpCZ2n0w0UixmQ7V37zAF4YlCLwivvAjD9eHw/rx0UaRKtbGvvp9qfvXcq5GQqAvVEdFo7BaLhVAoNO2F4EThbwnfNODChQuG2tlxv5jfW5S0iN7eXsNwXQ9Qk2xmtmgUyQWusatiukJeSFGJJiCJ0m9cEyPbQejQzTc7tbmH9bNFUKoLoGxcuBG35KYr2kVjn6BDOhwOfD4fjY0jD8RfDOrq6gy5cxDzfLNmzcLb52VP/R5kZDaWbDSe/8IRcRzZbhtV2tzke3LjefOpVrNBbXx9QJdPr8jn2+KT8pszRUWporefuvpyazffrm5GBYMiGsu0E1mUyl9Oxws0fP/NSiQkgvIBttW/Mqnz8IeTfwDgnvJ7ALh1cS4ALx1r4nBzj5jlUFWWjlF5XagFNcMF8s+2dAMiiZMQlb7nRzBpf1VLfq9IgL/OcDBMVrPF8e69EE+tGjjHp9N4ZsIc33BeTMFgkP0mJ0gSUiCKORQjexTq7UzAcu137UyAnHuFRrvJG0OwajK4JScFgFiKDYvFhsVioaOjgzlpc0iyJlHnraPF3zL6m0wCO+tEwpfdl20wOlRVpSsi1tilhckGS0NnFIwG3Qe105HEhg0bqK+vj+v6TBTtmsVDrjL27+fRksILDjeBQIBUm1gbD9V0UZJSQlFyEZ3BTqOYMZ040HiA1t5WipKLjOD66Mkz9Gly9zevLOS4Njv07XmFWLWimd0kGwndYB9SfS28Nq2fmn6fltD0qapBTQOhYLhq9ymatd+2U1XoW5+NkmLld3v7qZk7zrURjMRQiRCU9/Pi2ReNx4qLi5kzZw7t7SLxzM7OZu/evezevZs//elPSJLEeZugoa1KXoVFtuD3+ylMsXHtPMF+aOwOGkW+pWOswfrcbFRliD1FQyiMT1Pj1W2htncNH+zv6vIZqovvyhn7mp4o8uxWMW8oScSy7PRFFXoC/fuUTuscy54hN1fsjZcqyA/HwpztOIuExPzM+YCYv+/p6eGCRVxzckcf80YY5ZhJ0KnP+y7Si88fjRqNhjUpiU34ZrvsyKEYyBJv9/R34F1WF2XJZcSIURPqN113Op2cPTu6Fdflgr8lfJcYqqpy5MgRY5M/4dMCPM34MSNDLMj7qkWAWpjq4Jy2YehzYaOh2GEzTLyP+C5+Nk6vrrtHsWTQcU1a/8bQFo6wvFBUOVWE8mV2djazrWIwVqd1gqhaj0diejI4deoUycn9XStJksjOzmZL9RZiaoz5nvkk2/sfP1AjzvvcohTDS+++YaqR2VpSt20AZUefV1qRHL+BvjdX/KZBReWC9lt+SxN3KbJbOb1+Ef85t0BUnfKc1BAlOoASsUuziOiz7GJ/w35ae0dW7BsONd01bK/djsPs4K7yuwD45t2LuXqOOC7VJb6L3SSPKZ6yWlt8uyJDK/961+/zZblGh+fJxqEzLIqiGMn0u8cRzE4GH9OqvdEkM6pJ4kxzPLXq6uKrscgWDjQeQHJKqKo67XN8qqoO2+Hr6emhyp0CgNQdxuOYuXMcOtZoxZ+gol509173FB1LsGoyeGxWDigqarKFVnc24XCYaDRKuC/Milwx0zEVtE494Zttm2104n0+HyEt8bDmJ6EiCm1rxlHh1ml39aEwS5Ys4YYbbqCpqWnSxQufJNZ7XQFUVVW6urqoq6ujtrY2br4pS0sKa01CCCYpJgL+yjY/kiSxoVgwO7ZWT789w0tnhTrnbXNuQ5IkAoEAWy74AAkTKhfSxFrvlGXuHZSU6EWMygEJXFc4aoxb3JnVv4+kWMx4tELe/zX1ryfvOVpFSFExS/CvZbli1tUiE1mQwvNH+4ue/7tFJGweWxBVCvPi2RcNVowkSaxdu5ZoNEokEsFisWCxWDh27Bj5+fm43W52de0CYG3KWhRFobOzk2uvvZbHH17NN+5ehFmWUJLEOrJ6jIA6xWI2BNl2DkrmflEvmBpuk8zTy4S0vTcaG1ad9zca9TXXZkkoNXsgdLVwJVf8Vm9V9AtujNeeITMzE1mW8Xq9F1U0GS/OdpwlqkQpSy3DaRHH7fV6UVXVuA/l7rAhiDSTocdFp3ovLvbc0y0SRrNEQnxXB8MTFvdSjRS/N63IF2t+ZW+l8beUlBQqKyunXdAtEbikCZ8kSTdLknRGkqRKSZI+P8JzNkqSdESSpJOSJE3/DpFgtLS00NPTY8zvVQYqkZEpd4r5Nl0WWPeRKSnwGBvKA4M6TSNB7xjt7L54GeVT/rEtGXQkmfs7X293+OKUOreebcPj8bAqQ1Cl9EQXxA1VW1s7qnH4ZNDT00N7ezsul9b1DIVwu914PB7+cl7MlKxMXRn3moZusZlbisXG4TbJpA7z3XUBmxMDkupmjXN+6yCT0HRr/+b/RGMHDaGwMRv49Tn5mGWZ9+VnGF5C0aIknj8qxAG2nmklqCVXV5Y5UVHHrFAOxu+O/w6AO8vvxG0T38tslnni71bzPw9dgV1TcBuLLgxwtaZsGFHVuGrv7gHV24dy0rlN8805NIyy26vtXhTE4nNngvx1BmOuyy7uA0lCybDH0XtAqOBdVXgViqqwr2UfKSkphEKhaZ3jq/fW4+3zkuHMIMvVP0vZ3d1Ni1UEArIvYnidzWTMdvR3485cpGKwrpQ4VidiMsiyWZF9EZAkttlSCYVCSJKE3++fMlpnk6+Jqq4q7JKdxVmLjb+fawugauW645L4zoX2oZYIw2FVst5RFWtFeXk5N998My0tLZMSxerTjqO0r5empiYaGhrIyMjgjjvu4L777kNVVZqbm1FVlRItKeyQzELp0yrW0Gav+K/OoNhSs2XCx5Fo6PN7Op2zpaWFc0Fx7tJtClu0bvK8YQRFdA+0jgFd6+dbxZ5lkySyBnWg9ST8bc3O4EBPL23aa19bMZdPFmez96r5SIqK6rZwQup/X92D99qCVHKScqj31nOk+YjxuNvt5qqrrjLWqoyMDPLy8jCZTLSH2zkbOItVsnKFR4i8LFiwwFD/fs/qYrb/y3XgEHvz1eNQvk3Rgu693fHrud7tvMLjotBhM3yCfzLAhF7HTm0W95oEKu0OxieKxOy8kmJFNUtsP9d/HNeWXotFtrCvYR+dwZHFdJKTkw1W0KUQbhmpyNdjtqBIEsRUpECU9XMSO+s+FSjTZlgvXOSav1+LGzzjaDRMBgvM4l4NOuPff2WeiAcreiqMv5lMJmKx2JSx0C4lLlnCJ0mSCfgRcAuwAHi3JEkLBj0nBfgf4A5VVRcC91+q45tq+P1+Dh48yEsvvWTMk+nze7Ods4kFY2RnZxvD+22acEhfjth43CaZ9HEaLefYdAPMi+/w6Z2Y0SwZBkK3hdilJZu6Uufhum4A3r3u3YDo8A2sWJrNZs6dO3fRxzsQNTU1ccFSd3c35eUisdZFBFakrjAeP1bfTUxLruu1r1s+Ao12nWY036DZExzu6UXved04TCd2qaau+suGdj59WlB3ks0mbhwwM/fvcwtAUVGy7PzsmEj4dIuIojQHd5bfAvQHLeOBqqo8efxJAN6z+D1DHt+8JJfSJYJ6q8/njYaB1d4dA5Q6H9ert1YzTrPMo5qxdVBRhxixPqlVvIsd4wtmJ4vVWpcplmUnHFPoDsTTUPU5vjeq3qCoqAifz4fb7ebChQtD3utSYODGP1Chs6mpCa9Fk+b2R5idNXUBU6IgyzJOWS88TX6eQ1EUAhplbG2CZzl02P0i0L4gmwmHw6Ky7vMZm3+iO3x6d6/EXILLoRV5olHO94nf1W03c1hbu8drQ7FeS0bCqkpIO1+zZs3i9ttvp6OjA6/Xa3y3kaCqKpFIhJpAyLBkcHW0sHz5ch566CE2b95MQUEB2dnZ3HfffZSWinnBOX3i9+3VfABX5os1s7cvhqIoRsK3tXp65/gafY0cajqEw+wwjun8+fM0h8W9taLQbdCHh1vDN2qUzajaL2DytsbwKBhm7bxJew/dIukbmqpzvs3CIm0/8JjN3J2VAkCkNIkt51p59UQT4ZiCBGwutRom7ANpnQALFiwgMzOTnp548bA93XsAuMJzBT3tPdhsNtasWRP3nL3+AEgSFkkiaRwdlHxNHfLkAJsJRVGMGcX7NTE5nX43WNDMH43SptFYP5RAO4bBmOuyiyRBllCy7Jxo7D+OJGsS64vWo6iKMb8/HNxuN6oqmAmXIuHTlZkHzu+1trZS7REFfqk3ggkoTJ2a8YdEQh/5aLlI0cAThu/01LBZ7slNFbGW0xzXjV6euxyAC4H4GMDhcLwjTNgvZYfvSqBSVdUqVVXDwO+BOwc95yHgGVVVawFUVZ0Yd20GoqOjgy1btvDkk09y4MAB0tLSjC6eTmtc5F6E1+tlyZIlAHQHwkS1xKPGIv67IGn02aqB0GVnKxOgkNdiKCWN7/NnaZ99Uts4dSPesy1iY7ym/Bo8Zg8dkQ6aw/2dlIyMDI4fP54wCoWqqpw6dcqgzoJQ6CwsLKSup44zHWdwW93Md883Hv/TIZFkpTotnNOEZ3SKyGBs1obyg4pKIKrwrGbHkGYxDUuL/MbcAsySmK3coQXADw2iMy5wO0mNAJLECauCoigc1Ax571tRyOY5QkXq9crXiY5jtgbgaMtRTrWdIt2RblBaBqMhNLHfOFULEPYM4Onv0qg+uiVCqtVMpjbz+dNB1V5djOKm9NEFYi4WetKpZNlRZXjjVPws1sA5voKCAsLhME6nk7a2tmmhb4yk0Nnc3ExIm6mS/FGWFaRc6kObFPTiz+GL8O+qDPYn6eUJlHEfiHRFm+/Vqvpms5mOjo5+pc6G/Qk1YdYFW+Y55xl/6+zspMsk9oX8VIfR1Xz3OFkdmVaLIZgwcH6mqKiIu+66SzBKAgGjWxeJRGhsbDT+19DQQGNjIz6fjxqXuC+tksQH3/9+Vq1aFUeLB+Hlt2nTJq677jqSG2tAVVEliVZMFLgtoKmGHm/ooTSllAJPAR3BDk61Tb3v6kjQxVquL7seh8VBNBrl3PkLBGLi97/uigICGv343cPMmDnNsqG4/JqW0OgMj+Fmkd+VI367kKLyvZpm9mq/yyMF8YJL355fjNQXQ3VZ+OyRGn62TQhHzcpKwm6WR0z4TCYTGzZswOv1ximz7u7eDcA8ZR6lpaXcc889OBzxa/veHk3lc5xCSLq3afWA2e23On3EAAm4S0taP5Qvvlt9XyROqVGn9tskiaUJtFYZDpu0PSiW66ShK77obdA6K0emdVosFlJSUlAU5ZJ4sA03t93U1ES9KwUQa36SLfG0xqmAriHhu0jRQN13uizBlgw6NpRlIPkFs2NnZz8TbnmOSPgaog1xMZbJZHpHKHVeyoQvHxgo31Sv/W0g5gKpkiRtkSTpoCRJ779kR5dgRKNRXnzxRf7whz9w/vx5cnJyyMvLMzp40J/wzbUKpbbiYqEItrtKdEAsJskIeMYzv6dD7yY1J8CawadtJCvGSafSK9L63GG/Uqf4tyzJXFMkzGSPe48br7NYLITDYRoahvocTQa6T5WugBcOh7HZbHF2DNeWXotZ7l9Id58XQ/CzCzxGV+HBEYbL8+1Wo9P1ZmePIR0/f4SO4FyXnWeWzzaCMhn4TEnukOf963xxS0Sz7Gz+8S4iMUHy+vDVpcxKm8W89Hn09PWwq27XuM7Dk8dEd++BhQ9gMQ1fLevWFrIrx9lB0X1xdEGfrnDUCFA/PCCY0ZO/rQMW1IFD/om2YxiMa9LcostkllEyHeyojJ/NW5W/Co/Nw9mOswQsgWmf4xtu4w+Hw1T1hlAlCaIKUijGutkzn9oD/Zv12Yvw79qldVAcsjRl3WD9OGNmMcvpcDhoa2ujNKWUNEcabYE26rwjKw9OFNtrtgOwPGO58bdwOEy3JthiyxP3oVmamEKdTn/aPaijmpuby91338373vc+Hn30UR5++GHS0tK45557uP3227n33nt53/vexyOPPMIHPvAB5DmiCJZmNcftV4MhSRLz58/noXe9C5vWudticSHLoLm88MaJBiRJ6qd1Vm8Z9/dJNPT5Pd2Ooa2tjQqfBZCQUKnWglWXSSZnBLaDLhykr/fNmkftcB3BdKvZEMH6ZlUzCuI3fXTQuuc0y8zqE+tOHTEO1XYD8O5Vwht2U9km7GY7BxoP0OiLp5VlZWWxdOlSw5uv2dvMCf8JzJKZL973RTZt2oTbPbRoeVJLVIvs4wuo9YS2PdxfkP2d5jFYYLcaRc4NaW4s2hr6RGO/munzWkF0/gQK15PFZ0tzxDx8ug2/pBIekHgawi3nXxu1iJOdLaih+nmdShgdvizR4VMUhfb2dpqtmmCLPzLjRbp06OuVwsV5Qbdq19nSMXynJ4vCVCdSUMS225v7u8DpznSKkosIE6ayq3Kkl1+2mFTZQJIkk6qOodc8zMuG+dvgO84MrAA2AQ5gtyRJe1RVjZPIkSTpUeBREDfmli1bJngoUw+/308sJmwWdAwULwjGglT29s/vZadks327CAReqBABkpRmpU9VAZXC86fZUnV6XJ9tV02AG280elHnJqRCFFHZDR8/zJbhfsFBmKMCJBNS4Kdvb8PuFTe9P9R/LCVSCQDHvMe4Pr3fAy87O5ujR48mpHUeDAbJzMw0zrmqqmRlZbFt2zZ+e+q34jhiJfj9fuO4qjWj+2BSGLBjRaVizy4qhvsAwKO66cTEb0+e5QxWQKK4u40tW+pHPK7PY+L7uLiaMPt2bBvyeD4gB5JQnGZO+oKYgLwkiX27hEnzYvtiznCGH7/5Y5Sy0elRMTXGrw/+GoAF0QXDXgv+Ab8xJ4+wZRwF+Dmqjf04OOULsGXLFp5WbYADKyrtB/ehf8pKVeZpPLRFIrz09haSJHhCtQN2nKic37ub8VqaDvydJoJFqpN9WInlOdh/tpEtW7rjHl/oWsjuvt38bsfvWJ69nGg0SkZGBkeOHLnkyly7z4vKfLghzBb/FkAUjpqyxBoi+aNIQOPpAzSfmZl6WwN/J7f2W1f7eye9Dr2mOgAbLuXi1rLRUBiIgJqBapXxZGTgMJkIhUJs3bqVMnsZncFOHv/z42zI3HDRnxWKhTjScgQJiXnOeSiK6ORnZ2fTXi/W/XP2KGAiW41N6Du7VTddmNhSU8/q2jOjPjcQCHDy5MlhH9unJgFm3OHQuD9/nuzkGCYOmx3c19dNstVEKAjbT1SzwtFOTkhY2Ty1/ykWBRaN8W6JR1gJ8/o50dVJ60hjy5YtouOpiq5qshWerWkEzOTFwiN+7wzVyXmsHGzr5Im364jhAVQcJ48Ou3Z+RoV/xk2zVupbpEbYtm3oun+XW+bbeAzlTAkojlTjDwTYt3Mfyz3L2d25m/9+6b+5Lfe2uNeqqkpGRgahUIhDgUOoqKxIXUFjVSONVcPPHZ1TPYBMsreDLVvGLrLaVRnwEFQUXnl7C04JtmvvMTfkiztfhWoSVZj51fla5lWJk3JCTQYkFvo6Lkm8liJ56EYmluPkx8+8xZIscV5VVSXNmkajr5FfvfIrSl2lw76+r6+PrKws+vr6xnW8k92f+mJ9VHaKOLD5ZDOdpztRFIWUlBQ6tWK05I/ikSIzMs4dDhaSiSDxs9372ShNjrHl164Xa9UZtlwYX9w7rvcd8DvJYTMKsLehjS2+/oJeobmQWmqpj9YzV5kLgMvlIhQa/3o4UzHZPvFPJUl6TFXVgCRJ16iqOnQFG4p6oHDAvwuAwatRPdCuqmov0CtJ0jZgKRAXeamq+lPgpwArV65UN27cOMmvMXV4+umnMZvNI1alz/rPEiPGbMdsIv4I191zHVarqB7+smov0E64TFQNlyQ5uW3V8mHfZzisVxS+uvUYKhJz1qwlf1C18vX2Hr5Z1URHOEpUVfnFohLWpg6tAr7Q2gUnazBLsHkC5zhn5wmaw1H2Zxbyg3WF/H97X0cFVqxZh9tuIbU5lR+e/6Hhx2cyaXQ1SaK+vp4NGzbEUTEnClVV+d3vfofV2j8j1tbWxp133klObg7H9h8D4OM3fZymE01s3LiRcFQh/NqrAMSKsiAYYl6Sk42jnPclR86zpcvHVmzCuw/4/NoVQ4b3B2Ij8NgYx1+4+yQ1oQiSxwJdYT53+1I2Ls3Xji3G0088zfG+44x13b9Z9Sbt29opSy3j43d8PG4uTMcrrd1wsnpCv/GySJTf7ThBBInslas5dOICBMOsSE5i4xXx5+urW48SVOBk8Tw+V5bLF/acgmCY1WkeNi4d/zW9ZcuWMb/vcMjxB9m4rwIlw077OdOQ97g2di27d+yGDMgwZ3D+/HkcDgfBYJDNmzdP+PMmi5gSo26n2HTed9P7SLGnAGLGqOKEmCeQ/RFcVhPXXXfdJTuuiWLg7xRu7+HF4xcISPKkfjuA/zx4FrwB5qYks3H5irFfMAkUtvl5cn8FOMxUmx2UhXx0dXVx2223cZNyEwe2HyCYGpz0dxiIt6reIrYjRomtBJdFVMObm5tZt24dfftqUE0SnS6xfnxxfikbJyBfv/TEBWrbevA6kti4ZlXcY4qi8P4T1ZzwBfBGFfJdSWzfuHLY9/n7nScgHOXK3Cw2lg//nMEItnXz8Ilq2mULiiyTalNpCUo0e8MsXbqUgiUFfPvstzkVOMWGDRuGXYumEq9Xvk5oe4hlOcu4/yYhDfD0009THxDnek62mwOyBRSV+8oK2Kh5rQ7G+fo29p5roEc2cyF/FtS14TGZuP6ajSN+9j5F4QbNb/WHKxczexhq8pVRhW9vPwZ2Eytnp3H7glyuX1ti3E8fdH+Q3S/t5gxn+PbGbw95fX19Pe3t7fzi+C8A+PC6D7PxipGPKbDlKKgqt5fPZeM4lZI/t+UofSrUzJrPfTlp+HaKgsGXVi2J8539UH0b/3qugXrJwsaNGznq7SVyUMznf/nqVVOiujgY7znfwI9q24jlOeiQMti4sX8+7vae2/n10V/TmdrJw2sfHvb1zc3NPP/886iqyi233GIIv42Eye5Ph5sOo+5QmZcxjxuvuxEQVlJnz54lkC4UzSV/hGuvnsXGjXMm/P7TgaxdJ2noi+DLLWRjedGEX98YCqPuFoWCD21YP6Zy+EQw8Hdy/nonXsAnm+N+uxu4gZ1bd3Kq6xTXZ4uGhNfrJScnJyF7wHRismfy34BfSJL0BLBqrCdr2A/MkSSpVJIkK/Ag8MKg5zwPXC1JklmSJCewGkhcej+DoKtUlkqlXHHFFUayB1DXGUC1yISSBZ3mX2flTei9zbKMXZs1GEin0/H3p2up6A3RFonSFY3x1fPDVwHfaBcDy9njUG8ciE3pIlHd2e3HbjVj0jb3o5pwy+LsxaTaU+lUOjnV2F8WlSQJi8Vy0eItukiB3S421mg0isViISsri2Mtx2gPtFPgKWBu+lzjNbs0OqdJkqjVKI5XpYwumKAPqOtt6s+X5Yya7I0XukDOvBW57P78ddyxtL9LfHXx1SRZkzjReoLantqR3gIgTqxlpADroE90NZMnoIaVYjELOXHEfN4FjXb80aKsIc+9QpvXeKmtm+5I1HjuB6dwcH8gypMcpJjEEH9vmm2IRcCCTKEbdar9FIWFhYRCoWmZ46vqqiIUDVHgKTCSPRCBR6tdnEPJHyU9KfFedFOF9ZqwUUyFjknSy3Va0FTN74GYM5ZCgrBy1irUWmVZnhKlzj+f/jMACzziutM7fOaUHFQglif8FpNMQ20BxoJOf2oND62q/765izc6vDSHowQUhXOY4/zhBkIX17g+ffxjBDelezBJgCTxdsxMhsYUDKhmDhw4wKzUWeS782kPtE/LHN9gOmcoFKKtrY2usAiBFpRlGGrYD40yN3lzRv/s9s80A/YVY9BurbLM1tXzqdmwdNhkDwSt0yJJIEl84I5yPrC2JO5xXVX0jao36AoOVbMuKCigpLyEt6rfQpZk7pw3WB6hH4qiaMwhWJk8fsqcTsd8rrWbn2lz2S6THJfsAbw3Nx0JoeT8doeX/6wWtMhsq/mSJHsAny7OhpiK6rGybZCAjD7H99r5kdWuPR6PQfGfSuGW4RQ6Ozo66LHaBY0/piIFY6wsnhr7oqlAkdZgqJikhoROl7ZJUkKTvcHI1jQGBksb6sItzTQTCAR4J2GyZ/P/AWcQse4fx/MCVVWjwCeB1xFJ3B9VVT0pSdJHJUn6qPac08BrwDFgH/BzVVWn3611CqAbrs+1zjWUI3W0+cLE8sXGn24xcU3axA0307WL+eAgwYRAVKFLG6hdrW1UZ0e4MY9o6ooTEYwB+EihCPw7IzGaQ2HDmuFko1g4ZUnmmmIxx3c2fDZuGDY9PZ3jx49f1IDshQsXjK4hCInjWbNmYTabDTuGG8puiEuCtp8Tm3eq00K3bhw/hkLezQMUNm/K8PDpEarCE8UCbQ6wORwhNyX+3FtNVm4ouwHoFyEYDsFIkD+d+hMwvDqnjvOaylqGZWIbsc7V/2NLJypC4OGmAedDx3vz0ozP+W9t43fIwz93qnCPVsGO5To50Ri/eRsJX9sp0tPTkSRpWub4htv4QVPo1CSkpd4IuclTPwOTKBhBLJO3iNFtBoYTxUgkTGFRCKiKWejr60NVVfx+v6HUeaDxQEIUJt8+/zYA811iTq6np4eSkhKONQdFwlcs1pwHJmFMvU4rUPljQ4/zpbZuQNznunrqE41Dr+/K3pChNrxpAgmfLMtGUr7L4iJH+7n6FJmzZ8/S3t4+bXN8qqoOsWPo6OhAUUAb40HW5ibtsjSqPc3A2e2IqmKVJH6ysDghx5miCajs7xkaZOa587im+BpC0RB3/v5OgpGhCtwvnX2JiBJhQ/EGMl2ZQx7XUdfXXxAYjzKzDl2YpcIf4uU2kUQNN9tvN8mGaukvG9rZrhWd35Vz6XzkPGYzKX3iPrgwaExxQ4mgZo8mxuR0OrFarUSjUbq7u6fsOE+2DVXobGpqoiZF/H6SP4IELCm8dPvlxUIXf6ub5AyfLm6UNk5BoclisW6DZY4vhuvCLXWRuin97acDk034Pquq6leAjwFfHu+LVFV9RVXVuaqqzlJV9Rva336squqPBzznP1VVXaCq6iJVVb87yeOb0QjFQpzrPYeExO3LbjeERXT4w1FiheJi/GDe5DohepdocJXlOc03yCJJ/HKR4K8PNAQfCP2G3TDBhHOuy06S5jv3k/o2UpxiA61s7RcT0M14O9wdtLb2i7FaLCLgmqx4SyQS4dixY4aBPYh5vtmzBT1CF2zRkyYdx+q7AcjNdBoBj96hGAnlSQ6uT/dwXZqbxxeWTOp4h4Nu3N49gtKVHrR8c8c3afEPP1T+4tkX8YWFtPy8jHnDPgegXlPozJvAxg/9m3dM2y9XjVDlvjMzBRkxxP3LBlEVnuj1dLH4p5IcUe1NsfLcuXjh33kZ85CQONdxDpvTht1uJxKJXHI/vuEUOmOxGG0dHYQ0uXvZF6EkY2oV7hINfdMe7N81HrSFI4S1gGxT2viTj8nApuVIrVGRIMiyTHd3N/mefHKTcunp66Gy8+KG+P29fk50i995QZIoNPj9fhYuXMixum6UNCuqy4wM/EvZxFgdgCEQosKQ7p1u0bM5M9kI0t8ehv2hJ4Zuk4x1gtX1u7PEmtBsTyLLKtaVsAI2m42qqipjzb/Ufnyn209zofsCGc4Mo2Pb2NhIh2JHlxZoNInrbDxslvQBxbFvzs1PWNcqX2OHnPIPTeYAfnPXb8hz57G9djsPPfMQMSV+f/jTaVHgu2f+PaN+ju6NapUmJoSkF+/6VJXzmori+/KG74bepBUL3uzw0qcK4bFPF2eP+7MSgbVJ4jrv88T/prlJuWQ4M+jp6xlVjCknJwdFUaZ0Hxhc6FNVlZaWFuqc4vxJ/igmWcI5TkuumYArNeZTV2RySp26qvPcEQTwEoXbSzNAVcEq4x/QYCjwFJDuSKcn0kN7pH2Ud7j8MNmE75OSJL0KfA84nMDj+atARW8FMWIUmgtZsyzeH6ehW9A5Vae4wT9dMrlFcoFWba0fVGXRK3PFdqswBNeoeYOrvd5o1KC43DaJboyeALza1mMoTNV29lcu9SrbCd8JTCYT4XD/cbrdbo4cOTLhzwTBf+/r6zPU5WKxGLIsk52dTSgaYnutEMbZVLYp7nUX2sWxubRKr02ScJrHvj2eXFLG75bOSqiC4NqUfnPzgdLWOh5a/BBrCtZQ21PLPX+8h1B0aLL+2+NCmOa9i9876mfpqmsTlT++NSM5ToXpI4XDV5RlWWa2ZtUR1ZLDz5UOVSedSqRbzZj94nu+0h3f4XNanJSmlhJTY1R2VlJcXIzX68Xtdl9S3x290jvYfLfVYheeaFEF+hTKcy5tsnyx0Cv9IwWxo+FVba2yyRKpUxzwZGrrYK92UdvtdkOhT7dnuFha55vH3iSgBsiwZJBpzaSvrw+Hw0F+fj7nWv0oGWKdXO5xjmvtGQxZ7rcN2NHVX1yLKoqhovuunDRu1zo154cxR9bpVMWOiVOHP5gvgv+oLNNGEFBRAZtL3EsD/fgSaXMxFl4+K7p7m+dsxqTZm1RVVVGviH0tyWbijHYu5oyDOqyzG5a6HbxnkgXZ4TBXWydrRuiMFKcU8/p7XyfFnsJzFc/x8Zc/bpzH3nAvr1UKiuLd5XeP+jn6vThRU+sks5msAfehCbEPDAd9P9B3r/ku+7j8/hKJfyjPg6iCmmThcE///SBJEkuyhQXWsZZjI74+N1fsU1Op1Dm4w9fR0UEgEKDRJO4/2R8hyTa1na5E4+oB8Yt/EkytGm3sQx+ZmSpsmJ0BoRhIEltb+2m/kiQZtM42y/RYNE0VJhulpgB7gG8AI7cP/oZhodsxXJl15RB/oz3nO4xkzylPvMqqQ6+ydA6qshzVaJq6fcISrf3+1qBq72ttIjC2StKIEtWjQZ/RqgmFyUvVKIre/sRkafZSkm3JVPdUU7ioMM7vxuPx0NjYOKl2+uHDh+POqdfrpbi4GKvVyo7aHYSiYnA/yxU/b9almXIr6WLDz5jGilq61WzYN+wfxsPMbrbz7APPUugpZFfdLh598dG4AKo90M4r515BlmQeWPTAqJ/Vo3URJzojJcv9tB2bJMUZyA/GHVn9VJ50i+mSSHMPRoYWQzWYhgaaA2mdA+f4WltbL9liPxyl0+v1UukU51XqFQqdyzSbk8sF87XrqnYS9J6tmiVD3hSZ7w7EAo+4JnV6j9PppL6+nkgkwspczYC9YfIG7Kqq8vzh5wGYnyTonB0dHSxfvhyTyUR9V9BY95dfhBR5htahOjDAi+9VbYbJhEhW7stOA1QiqsoxXzx98IzGCLliEl5pSWazYZR8ID1HKwhJdEQddHZ2UuAsIM+dR1ugjdPtl240/6VzYn7vtjmCGREIBOjs7KTaL1bZwlSnMSu6chzU4R/NL+b75UW8ekViRTSWD2N9MBiLshbxwoMvYDfb+emhn/KVLV8B4NXKVwlFQ6wpWEO+Z7DbVTzO6TT+Sexx6wfMtc9x2UcsdBY6bHFz4R8fZr57qrE4Oxm5S/yu/302XqdgafZSYPSELz09HYvFQnd3d8L8gQfCH/ZT3V2N1WRldppgIJ09exaLxUKnpPuuRkhzTY0X3VQh1WoW87zArgkyO6KKYtg23TLFYx9OqxlZm91+6UJ8w0OndfYm9b6jaJ2TTfg6EftHq/b//4YJQBdsuXPZ0MHqo/U9KJo088UkHQOrLG1hnV4TX+kFuGOEau9bnSLhy5lksHVDmhuzJOhFvjTxHl29/UGfSTZxdfHVADRaGrHZbEZwLUkSJpNpwuItHR2CHurx9NO/AoEA8+aJmsTA+b2BaOoOEtO6mV3a150qw8/xwq1tlvsGeWrpyEnK4YV3v4DT4uSJY0/wrZ3fMh576uRTRJUoN5TdQE7S6HOFIe17L53EjNT7NTqPfg2NhA8P8J26M+vSzXEMxDpNwCfiNOMdVHVckCESvtPtp0lPF9/pUs7xhWNhznScQUJifuZ84++tra00OcV9LPvEPbww7/KZ5YB+QQt93ZkIdFPrxVPkxTQQtxaLa1S1mfCkpKCqKn19fVRVVfV3+Jom3+FrbW3lhFes+/Nd8w2xFp1q3tkbNiT5V0xASGMw9HXr+ICOqu6Bpqs1O80ybk1q6reDmB3tmmDLjROY3xsI3fS63p2GRRKfUR8Qc7GdnZ39tM5LNMfXFexiZ+1OzLKZG2cJFcT29nYkSaJFO0XluW5j7vHacdDN7SaZd+WmJdwXcp2mlB1U1CHiUgNxdfHV/P7e3yNLMl/b9jX+Z///GHTOe+ffO+bn6DT+/EkIjH0wbi1PGfW5eofGKkncM8ZzpwqWbhFz7BmUeOgdvqMtR0d8rR5HSJKEzze5GeTRoIsXzUufh8UkfIhPnTolLDa0TrTUG6Ug9fKZ29aRonVz94wQv4yELVrjQYYhYkBTAZNGOzreFX+cesJXG6mdkmR/ujCpFUtV1a8BPwa+D/SM8fS/YQD6lD7O9Irg7rbFtw15/GyLz9j4iybRWdORajUbSp3PtXQD8Io2n2GS+gMxUe0VieHRAd0kvfK72D25m04M8YvXntW+RiAc323UN/+dDTtZtWpVXHA9GfGWioqKOKNgveuVkyOSnpHm9946I+a67GaZBi05XuKZ3kVWT7RP9I5MhVuWs4zf3iOom19884s8V/Ec0E/nHE2sBcSMlN7vWjAJFcTHirOpvHoRP1gwumhBisXMrZnJFNgswhR3GnBjUTqSNwwmiccb4nn5Azt8ycnJxrC+LMuXZI7vbMdZokqUWWmzcFr6g/36+np6bOLfUiCKWZawToLqN53YoAWxfYpKeJQgdjg0aeISG4exjEk0bp2VCREFzDKd7kyCwSBpaWns27eP5dli8z/UdIioMjkxqdOnT3MhKuw15ifNp6uri7lz55KUlISiKAQiMVSHWPfXjaEOPBo2ponXVgf7C3iHvGItXzUgkZytTSpv7+oPZCv8QWN+eeMk52w/qgl2+ZAwW8Xq0hwAk8lES0tLP62zZuuk3n+ieP3868TUGFcXXU2yXRRLGhoasFgs+KNah68o2bDVWTwN7AMdsx1WgyZ/agyFwzvL7+Qnt/0EgE++8kmePf0sMPb8HmAUgGc5J17UvDI5iWwttnh4DKXlb84pYJbDxpdm5SU8OR4vsgNizfHJxBX6xkPpdLvdSJKEoihTotQ5mNWhMwrCZrNQ6FRVpFCM0stsbhsgX4tfTvonptT5lw5xni8Vw8qlijuudZCKtE7pPNV1ypjrfydgUnehJEkLEP54X1ZV9TuJPaTLH//4hyO83mBmuPimwi/m9xalL4qTX9cxkNpzsVLkpVq1903tJnpRm4kpGFDZc5plYwj9t039zdqGBARb92anAFCripspqqhEB8ykDdz8y8rKUNX+yqbVaiUUCo1bvKWvr49Tp04ZHRoAn89HXl4eDoeD9kA7h5sPYzPZWF+0Pu61e6vE987y2OjRKLBjCbZMNfRK/YVh5mwG4q7yu/jmpm+iovLeZ97LcxXPsbNuJ06Lk7vnjz7LcVgLBM0Sk5Y/Hu9cxi8WlXJg7UJSJqgGmiisKUtHbhPn8nmtAKJjYMInyzKFhYX4fD7cbjd1dSMP9ScKw9E5Y7EYbW1t+E2a+W4oRpL98hnc15FntxqbzECa4VgYKNgy1dQeALvVjNQn7v0DiotgMIjT6cTn89Hb1ktJSgmBSIDTbfFUxHBU4cdbzvPJ3x3i3T/dw59PDi0Q9Pb2svfkXtpj7ThkByWOEgKBAAsXirmdyrZeVLsJTBIyXJS1y73ZooMeVFQ6wlEhOqGt5XcP6K6vR3Q+Bs6L6fPdbpM86fVg9gDBLgpEh6S9D5KSkuLm+LZUb7kkc3y6krFuxwBifs9sTzKS2740cb6TTPK0JSYgiqRO7dzt7Bq7M/LhKz7M16/9OioqfbE+luUsoyy1bMzX6TT++UmTiy+OrltE9YalY67leXYrO9fM55ER5rsvBeYm2ZF8EZAlft3QX1BekLkAWZI523F2WMVTEEWK9PR0IpEI7e2JF+842Ro/v3fs2DE8Hg/Vknb/9ylIKszPnVrBqqnAPC12vRCc2EiEHpPMdU6dDc9A5NpFYhoY5Fo1J20OTouTem89WSVZQ2idW8+0cqrp8ut1TXZ1+yrgBh6VJOnXCTyeyx6nGnt45nADf2my8K+HzBwZtE4c6jwEwKbZm4Z5NXT4+6k9E/HIGQ66j9wJjd5zUAu4Vg9SVNQlz7dp1d6OcJQ+jeq3OTNl0p//gTyx0EcA1SmqqRUt/RXlZTnLcFvdVHZW0hXtYs6cOXR19XsMud1ujh4dmXIxENXV1USjUcwDEhCfz2fQOXfW7gRgbeFaHJb4Km5Fs0iIC7P7g4B1Y1gyTDV0aeOWcfiXfW7d53jfkvfRG+nlnj+ICu9d5XeRZB39O5zUrguX6fIaCp8Msj12TB2i2njGH4qjTJVnCFuUMx1niCpRiouLCQaDOBwOWltbR6VXJQLDKXT29IjNJKApdErBGBlJl9cshw6dnrxlGFXIkfCyRkO0XwLBFh2miPidK/skIxlJTU1l3759xhzfQOEWfyjK2m++yb+/VsFLx5rYXdXBo08c5JbvbaOhu3827ujRo1RFqwCY65pLKBAiLS2N7GwhyLWnqsNY841kaZLIslkNZsezrV1s7+5FQXSvrhvQtVuNkHuPqbBbW/d3a/Sr0ouks+uCXaFs8d/uPgmXy0VrayvFScXkJOXQ2ttKRXvFRX3OeKCLdF1fJgyUe3t78Xq9nOgCkLCYJE72iaQ3/yIYNYlCppZEHR00WzkSvnj1F/nUlZ8C4INLPziu1+h7+8XMil4umJvtRm4T676uQAtiDn5e+jwUVRnVF1IXbmlqakr4sZ1o6y/0dXd309jYiNvt5oK23UhBsfevKJ6eMYiLgR5TDucJOhp0ZsLgGHWqcIUW58UGWTOYZBPLcpYB4HP54jp8uyrbefhX+7nzhzs51Xh5JX2T3V3+oqrqH1VV/TdVVT+Q0CO6zFGU5uKG+VmASiAq8YszEq9rTQK/388xn6AQXFt67ZDXGtQercO39iKoPQB3aR22jkiUhlCYZi15eHduvMeT3omrC4ZRFIWnmkXHyy5LpF9EsOU0y0ZrX9XUL4/V998gZtlsdNu21mxlwYIFcUaXycnJgtbWM/pNpaoqhw8fJjU1dcjf8/KEvPn+RiG4sDp/9ZDXN3aLDcGZJ863XZYmLZaTKFylzT/4RrBmGAhJkvjp7T/lqoKrNF28semcAJWadHvqFPvdzBS4AwpEFGJSPGXKbXNTlFxEOBamqquK9PR0VFXFZDIRi8WmZH5jIIbr8HV3d6OqKmE94QvFyE+5/GY5oL948cKAgEtRFH7T0M5NB87wweNVvN7eE5dYb9eSj0sh2KLDqdF72pT+zlNSUhKdnZ3McQmBDn0dCYSjXPdfW2jvDSMBZRkuitLE9zzd5GPTf22lqTtIT08Px44do8ksAsb5LkHnXL58uTEneryhx0j4ssZhCzAWirXE5c0OLz+uE3T1XJslrntlloQRNsD/acyO0xp9fCwj8bGgC3YFXGYxwx1Wje/a1dV1yWidzf5mqrurSbImGfeWPr93rlv8xukuK+e0teBiGTWJQImWbJ8bg9mhQ5Ikvnvzdzn/qfM8tvqxMZ/fGAobNP65k6B0Xm5YVpSC7BUJfWNffPKxNGds4Zbs7GxMJhNtbW0J70gbHb6shZw/fx6z2YwkSdSp2vyeZhI5O/Pyo3TemilYGSFFjWN2NITCfOxkNTcfOMs3qxppHsAwiCoKXm2WVn/9VOPeOaIpodpNhAfTOrU5vuq+alJSUgA4WNPF+36xD0UFh8VEzjSP/kwUk41q10qS9IwkST+TJOkfE3pElzmS7GZ+9oFVfG5RiHSbmAx4qVbi1TPdBCNB6mJ1SEhcXXT1kNdWtvWiOkwgXzy1B2Cl24mMEE55+LiYH3GbZK4aRNO8LTNFVHuBHd29PNMiumzlCfBB0dUbo5liMz3TEh88D5Tqzs7OxuPxEAyKwEOSJMxmM6dPj67o1traSmdnJy5X/8Lo9/vJzMzE7RbfdV/DPqBfYn0gevvEjR5KFsHWaMa7lwq69LcCtPaNrXCoK3fOTZ9LeUb5kDnF4VAbFBtg7gz4vpcCWW4rUkD81oPphQNpnampqUayB4xZcLhYDJfwNTU1oVjtIjhTVeiLMesy3PgBPlkkNtXqYJjuSJRtnT5Ktx/ns2frOeoL8lq7lw8cv8CqPaeNpO+4Jtiy6BJ2IXTJ+cG9leTkZGztIjje37ifaFThxu9so9UngvLvPriMt/55I9s+ex0/fPdyzLJEKKJw03e3sW3XPiwWCxUB0c2a65iL2WympKTEeP/KVr9R5CtJQBB+pc7s8AWNGb2Hcof6pemduN09vbSFI3RodPb3j+CtNl7ogl3IEmqKlZBubi7LtLa2srF4IzD1wi2763YDcGX+lYYdQ11dHVarlfaIWPMKUp1GF+JSdRVGwwKNZjk4ORkNkiRRllqGLI0dzumUOcsEPfguV6wpTTcSJ+8gxfIlWWPP8Xk8HsM2amAx+mLRHeqmwdeAw+ygyF3EsWPHjHGUDpO4NqVQDKt5emnGk0WWzWoU+/+7WtDcHzxynhW7T/FsazdHfAG+V9PKst2n+FW9UGjfrtGYZWDBJVr312QnG7PbL1fF0/H06/QgnwAAlkBJREFUhO9o61HmzJlDjVfhgZ/sJqaquKwm3vjHDaQlTT8rYCKY7JV0QlXVexDG628m8HjeMci0wxeWRkm3CkLNK+1pdBWkE1bCLM1ZSqpjaJv+7YpWo9LrnqBHznCQZdmo4h7T6HvDKWuZZZkc7Xm/b+rglFbpfSDn4qkEH9X9eNxmVJNETUd8oD3QjFeWZZYtWxZH68zMzGT//v0cPjyy3ePJkyex2+Ors16vl/JyQdVTVdWgYunGuzraAopR8WzSCJ3TrdAJYJVlrFpVfNc4la6yk7I58bETnPjYCSymsZO4Zi3QmYzn1uWIojSXkfANFkXQlTr1Ob78/Hz8fj8mk2lK5jd09IZ7qeqqwiJbmJPeL/Pe0NBAV3Ka8OALi1mOBZfhLAfAdenJBs3wB7UtPHKymj5FmDEvSXIY4lQNfRE+cboWbzRKo1bkuBSCLTpWZonPipol7Han4Q3q8XhI8okk6mjTUW75/lbqu8Qa+R/3LeHOZf0y+LctzeO3H16NLIE3FOUL2wM4k5OoClQhI5MZymThwoXYbP1rTF1nwEj4Fk5yrmogbtdo+G2RKFFVbPKfKh4qi3+/ptTcEArzU60T6DLJF22bIsuyMcMTy7ARQyIUCuFyuaipqTE8WKd6jm93vUj4riq4ChD7QFVVlZjNjInzXZzhNPxmr5+kMmkisUKzw/COg9kxGejjHe7LTPxpssjy2DFpFYc+TRlXx3iVOvVrNJFMD727Nz9zPi3NLYRCIaxWsQ76zOK/UjCK5zKc29ahzxPv6vbzm4Z2tmjFp2SziRUep+EZ+i/nGqgL9vGrRrHPpl3COX9ZlpE0McFnzrfGPaYLtxxuOowptYB/PxAlqqg4LCb+/I/XkOWZfkbARDHZu/42SZIeA8pUVR3fkNVfIdpbm/locTupDpG8/eCNXiTVZlQ4B2PfhU5j489O0NzKkkFy+18oyxv2eau1qvAr7T1EVTHz8Z6LrPQCFDtsuEwySBJKmo3G7vgB6Styr8BlcXG24yxNviZKS0sNyXIAs9lMQUEBO3fu5ODBg0MChEAgwLlz50hLi6epKopCQUEBAOe7ztMV6iInKYcCT0Hc8851iZvdZpap1aqqSyepTJpo6D5GR33jN622mCxGNXssdGtS+fNmAJXpUqA8J8mo9lYNokzpdgj6PEdJSQl+vx+XyzVu4aDJ4HT7aVRU5mXMw6qZ7UYiETo7O2lxiOBPP+bll+Esh451mgjSj+va6InGkIBdq8v586p57LtqAR/WaIDPtnazbNcpYw3afImoPQCbSzVxCauJbms6oVB/USDTk0m+LR9n+AHOtYpK/7/cWs67VhYOeZ/VZen88KHlgIpfMfODM15ixCh2FCNHZaMQpSPOkmES/neDsT7FZag9gujkDUdRvz7NjYxgEfxSE7RYmYDPB9ickQKgmclLVLd2k5SURGNjI7OSZ5Htyqalt4WzHWcT8nnDYU/9HqA/4fP5fAQCAfr6+ggq4nxbs8T+KCO846Ybi7S9JzJFifBZjcafMU3iWdMBlyxDVAFJihMpGqjUOVLhwW6343K5iEQiCfVjG8jqOHHihMFOikajBMz9Ql1Z7um/JieLT2pFppCi8sVz9QBc6XFx5urFvLxiLifXLcYpy8SA9XsreL1daClMViF4srBoP/2x9vjC+sLMhZhlM+faG3jkT+eIqiJOfOVT68lPuTznXyeb8D0AnAPukSTpZwk8nncMZFlm9uzZvPehB3nl0xuwmCRQkkmLfIJrS64b9jUDLRlKE8Svv3mAwt1cp23EmbwHtGqv7stWaLcmbI5tqdaeVzJsdPjj6YkWk4V1ResA2FG7A5fLxdy5c+O6fHrSt3v3bvbv3x+3OFdVVRnzVjqCwSDJycmGAbtB58xbZcyS6LjQIxJLh9tqVFUHzzhOF9K02brJmFaPBwGNL38pfM5mApYVpRqD8A2DaLIDKZ0gOsuqquJ0OmlpaZmyTsRwdM6enh4kSaIefZZDHHNp+uX7O/1DiRAoiWmn8dbMZEoHKLF9fW4BhVqnLxBTkIH/WVB0SVVd9eKYapc55nPEUbhSUlKwBO4nJfogKgof3ziLR66eNeJ7LUuHNW5BBW7w5WCPLWG2ZTb5+flxxanzbX5iIKj8qmp4l10MZFmOC+i/MIIViizLhlBJr7YWfCABRT7on+NTPRZUi0xTSMwQqqpKd3d3nFrnVCASixisjjUFawDhqamqKoFAgLDW6DlhE/8n+xLOio6GwgHH0TgF6359aOYI1FwqZLttRtFMtygBKPAUkGJPoSPYQZN/ZFGWnJwcoXabQIuek22iwzfbM5vq6mojVuno6CAyQJm5MPXyXfM9ZjOztCKKzjT4+aJ+CyenWeZXi0sB6NP2101pHr5fPrSINpVI0e65rr74GT6b2cb8tKVkhr9EOAoWk8SLj62nNHN6Bf0uBmNG9JIkfUCSpHZJkjolSfqNJEluVVVbVFV9TVXVf1dV9ZFLcaCXG1JSUti0aRMOh4PcFAdfvisXhRBJset468jwG3Crr8/o8C1KwPwcwO0DKuQfL8oe8XkbUpPiLoabEyiFfp/W2lcy7HgH3VTQL6RysOkgAPPnzzfm+HSYTCYKCgrYv38/u3fvNrqAR44cibNiACF4UV5ebiR3+xuE0MJgOidAY6/Y8CMFItBKt5jiAtHphC7g0DSBeY7xIhBVDEXSZTOkoznVWF3SP8/RMWhAe36G6PCdbj9NTImRmppqzE5Eo9EpE24ZTqFTF2xpoX9433aZznLoWJnswq0pUFolie+XD/VufHrZLByyRLLZxGsr53J39qUtvOTYraCoYJI52RMzZjgBflcpoYaF0mN2zm4+e3P5SG+Doijs3r2b24pVytwqEjIZ4c+QGpnFsmXL4p77l5MtYs2XJMyyhGecNidjQe8UpZpNrBmFFnvVgLk1kwQ3ZySG1phuNZNqNglmR4aNjpjd8FRtb2+Po/JPBY62HCUYDTI3fS7pTrE/1NTU4HA46I6Ic6wCR7Qu7kM5M6PIJ8syumCgTr9MJFq0veRilVgvJxSnO42i2cBzKkkSS7PHFm7RlTpbW1tHfM5Eoa/7adE0ZFms7Yqi0BeJENX681Iwxpzs6bWHuli8b0AB6d25aUN0Ka5Jc/OJokzsssSjBZn8dmnZJd/nZqWJpDpmkuLUlUPhKL6WD2JXFoIU5I8fuYq5l/nvMZ4z+yXgBqAcqAH+vyk9oncIZFmO6yZ1xLbRafkhAM8daWVXZfxcUE8gTF9UQdE6fFdepEKnjiSzmY8WZHJbZjLv0tQ4RzrewgFVv48m0DvnvpxUJBVUp5k+qzRE5l4fjj3cLOb0cnJycLvdcZQq6E/6Dh8+zM6dO2loaMDn88XN76mqSjQapbS01Pibrqx3Zf6VQ46tPajx89NEcpXIRPdika95xLSPw5phojjmE7OUMuP30rvckZZkxaR5rfkHzcikOlLJTcolFA1R01OD2WwmLy+P3l5xnqZKuGW4Dl9jYyN2u51ujZorhWK47TOjA3Ex+GhhFhZJ4suz83AOM0NU7LBxYcNSzly9mCXT1HXWeQKt0X5lyZ1NsKdV/P9Oy0/oNT8/6nvU1tbS0tJCcnIyn1gYo08+iYlUjvVsMoJHHfuqO4winycBc9s6vj2vkEVJdv5nwdDEeiAGshnKXfaEBlu6KEws3U7IkozX6x0yx7ejdkfCPm8gdMGWgfN71dXV2Gw2WhBrvCnDTkTrPDxWPHIx9FLDqf0GZ8cwX58MDA++vxIaP8CcrH4qf+UgKv94DNhTU1OxWq10dnYaRYuLhd7hizREjI5/Z2cnSXOEjRQRBSmmsjh/5sQjk8GHCjLIsJjJsZr51tyCYZ/zpVn5VG9Yytfm5A/7+FSjRLsXVLuJpw/WG39/4Gd7UMOlxPCxaN4WlhddviMVOsazuntVVT2sqmqrqqpfAoZGzX/DmHjuzHP0mrbgdgqq4iO/OUBoQCD/9pk2VBlwiM1/VYJmKQC+Miefny8qHXMz17nTaRYTeQmkfFhlmVyb+F5Khp2GnviNbOBwrKqqyLLM0qVL6ezsHPJesixTUFDAsWPHeOutt3A64wPD7u5uSkpKDIuGqBLlUJPwPlyZt3LI+3nDKqpVJmwT5+bvZ9DGr9N6e6ZggP+EFkw4LtL363KDKwqoKgqiyzkQOq1TN9fW5/hkWZ4y4RY94VuYtdD4W0NDAy6Xi8AAtbYs9+VPwfqn0hzqNi7l7wqmz4h5LCRpNOqoVaYjZqOuJ8wfqiRAIs8Zpdf8MhUdFQQiwyv2xWIxdu7caQRxZwInabP8FwpBgjEHX3kp3nvubIvfoPHnJpBWmG+38saqcq4dQ4jkqlQ3Jq0ueW9WYgMafQZcybDRo1oJBAK43W7q6uqYkzoHl8VFvbeejkDHGO80cQwWbPF6vQSDQYLBIH6L+J6RIrHHLnE7sc+gdTBZo+NO1LR6PNBHNpb8lbA6ABbkJRsdvrpBNNnxJHwej8co4CeC6dHW20Zrbysuiwtr0GoUrIPBILGiMkCs+QDLi1Iu+vOmE1ZZ5sT6RRxZtwjzDGWolOnjUzYTW84IxdBvv36Go3U9qKi0Wb9BY9+uaTzCxGE8v0CuJEmPSpJ0tSRJmcDlX2q+xGgPtLOtZhsWk4XffXgTsgS94RiPPHHQeM7Oynaj0muRpGEr4FONb8zJ597sFH65sCTh732Nlkwq6TaO1nbHPVacXEyqPZW2QBuNvkYAysrKUFV1WNNrPemLxWKGP4oOv9/P0qVLjX+fbD1JMBqkLLXMoPYMRCgKsWwHSBIZFvOMGNzXMcchNgJ91i6ROKMlfCkJ7CpcDkh3WCAUA0niiG9kawbon+NzuVw0NjYm/Fh6Qj2GNHdpiuhIh8Nhenp6sFqthOX+Gb7LeZbjckKqFmyrNhPnTcV8/5QFFQmbrPIPi2VKHCUoKPzw5R9SV1c3hIVQWVlJT0+PIcLwdufbxORW3Pa9APxuXx2Ha/vnk1u9/TT+6aLZfX12PrdmJieU1QHCnkGKKWAz0WgWAbPhben1sTh7MTC6SuJkYSR8hSLha2sTgVw4HKY9YkGVJSJp4nzr86UzBenaNVgfSiyVPxDtV6Sel6CRkcsBVxSnGh2+tkFG4ONR6kxKSkKWZaLRKF6v96KPR+/uFdmLcDjE7+D1esnJyaFB1op8QUHsvByVIC83zDU6fDJnW3xsP9fGj96uBGD9nGT6TCc40XqCcGxqtBQuJcaTVXwZWAJ8HTgDLJIk6RVJkr4pSdK7p/To3iF48cyLKKrCtaXXsjgvl3++SbTtt59r57nDQgHwRGMPqkO3ZJieSohZlvnRgpJRZz4miw9pVX0lzcaJpnh6nCRJLMtZBvTTOl0uF7NmzYoTbxkIWZbJzMyM61oGAgGSk5PjaFOj0jn9IVQgliMW3UupCDgeLJxCxTZ9eD8jQWqwlwtyUhzG5n/EG9+lMRK+dpHwpaamTqlwi55YlmeUG8qquhJcbzBITKMUSqEYsy/z2YHLBYYHp93EmxcChBQToPLJRSp2M6xPXQ/A78/+npdffpnHH3+cZ599luPHj9PS0sKuXbvIzBRrXZ/Sx86unQB8dtViMpJEgvHBx4WXX6c/TDimoDjFb7/wIu0QJouHCzL5xTgYIBOFLMukq+I9u5PMOBwOw+qio6ODZdnLADjSfCShnzvQcH1hpuic19TU4HQ6UVWVtkAMJdMGJgmnLHPTDKLxA+Rpnd6WcGITvjOa3ZIMM6qjOdUoTHUaHbPBXnwLMxciIVHRXkFfdPiOqh5rRKPRhCg265YMqdFUg4nU09PDypUruRAU94cUimGz/PX8RtOJRdq6q9pM+PtivO8X+1CBjCQrv/7AOuakzSGiRIz9+nLGeK6o48BjqqpuUFU1DSgDfgh0A5un8NjeMXjuzHMA3F1+NwAf3zib+bkigPvM00fpDoSp7woald6sd6AR9hK30zC4PNQ51FfOmONr6vfbW7hw4YTMTjs7O1mxYkVc4DJQoXMw9ld3oUqgpgi63McSXOG+WAxUbGtOsGKbPryfM0PU6S4VStKdRsJ3erAX36AOn81mIz09nXA4TDgcNub5EgX9cwbSOfUCR20oLDz4ogpSVGVR/vR7hP01IFeblVRtIgmzmuBdWa2UaPn2pvRNyMgcDR7FmeUkPz+fUCjErl27ePbZZ4lEIgZFa2/3XoJKkGJzMXdffRdP/t2VSEBPMMJjvz/MGxUt4rNc4jOXvQPVcnXxmKjdRFlZGT09PTgcDmpra40iX6I7fIMN1xVFoaZGzOWmp6fTFYigpIjke7ln5p1z3ZeyM5LY2e0KzZLBJktjPPOdB3tEE2cbxBpyWV3MTptNVIlS0V4x0svJzc3FZrNRUVERJ+Y0Geg0/lxTLiaTiUAggMfjoaCgwCjESqEYnnfA3PblgFy96G2W0RWTMt02XvzkesxmOW7k6HLHeBK+DwAHJUn6vSRJHwSiqqq+oqrqt1RVfd/UHt7lj95wL38+/2cA7px3p/H3/3tkDRaTRCSmcs1/vI0vFEXVKr3vVCNsc1R0SC4MU7k0bqrm/psqJyeHpKSkIbSp4RCJRDCbzXFiLdDf4Rsu4TtW14OaZAFZwiwxY9Q5dUylYluXFkwU2N6Z19pIKM/xIGvzHNXBka0Z9G5eYWEhvb29SJKUcOEWndqjm76DEGxxOBzUWcS1qCenK94BA+OXA0q0YFvyWFhVksqez21kXrJKX5+o/qdaUrky+UoUFN7seBNJkkhKSiIvL4/8/Pw4dsGWzi0A3Dv7XjweD+W5Hh69RszovHqimW++chpVArT54VXJMy/5uFhcnS26Z6rdRFpOHuFwGLfbTW1trUGnS3SHb/D8Xk9PD+FwmEAgwKxZswiGYyhake+atJknsT5LmynyJXh2u0pL+Fymvy4aP0CK2SwKzpJE5aB1f2nO2EqdOr2/r6+PlpaWizoWfd0vc4u1oLOzk5UrVyLLMq1abCQFY2Qk/XXtzdMFWZaxaGwa1WbihvlZ7P3CdeSmiGLVYFHByxljJnyqqn5UVdUrgK8AqcCvJEnaLUnS/ydJ0jWSJP31rR4TwGuVrxGKhlhTsIZcd38wkOK08l/vWooEeEMiAFW0Dt+8GZZ4JAq6HXCXOnQm7YrcKwAMgRUQN+KyZcuGFW8ZjI6ODpYsWYLN1j8HE4wEOd5yHFmSjfcfiDMtXhSPqKJlz9CuqkPrVp4LJFaxzafNBSbK7/FywdLCFGOAv3GQF1+GM4NMZyb+sJ96r1Drys3NNWhoiRZuGa7Dpwu2tNg00/VQ7G+zHJcQ+jyHOdXGUx9dS5rHxapVq+J++xsybgDgzx1/HpHm2xXp4pD3EDIyn77+08bfv7B5PgtzRbe2KxAR/nuShIl3plru1ZrNg+oy0xgUAazFYiEUClHsKEZC4lTbqRHpdJPBYMN1fX4vGo2iONNQJOEPiKpy3yW2/hgP5msUsz4lsRTyGm0mMNXy1xeyZbltxrp/0BvP1FiSNbZwS3JyMrIsY7PZqKysnPRxqKpqUDrnpc4jEolgsVgoKxPJn1cTEpNCMfJT/nrmLKcbunjdP75nKT/7wKo4lthfVcKnQ1XVClVVv6Oq6s3AdcAO4H5g71Qd3DsBg+mcA3HH0nze+KcNzMrUFDmT3rnUHoBsrXUesgyllMxLn4fD7KCmp4bOYH+CN2fOHFwu16jdFd2Kobw83hvrcPNhYmqMhZkLcVmHqp7WdgbFxk//JjvTkKyJqlQFE0vpDGq0lrnv0OLCSFicn4wUEJXzrmEoU4NpnfqMhcvloqlpZHPeycDo8GmfGQqF8Pl8yLJMl11L+IJRHNa/vgBturBAS/gGBtvl5eVYrVajy3eF5wrSLek09zVz3H982PfZ3rUdBYX1OespSi+Ke+zlT1/NR64pRQKDxp/0DhVPWuSyQ0wFq4l9HUGSk5MNj9WQN8Tc9LlElSin208n5POGM1yvqqrC6XQiyzLnvVqyJ0tYBxjPzyQs0ARVFCCcwJyvWUv4MmdocXMqUTSAyn9qEFvGUOpsHV2pU1VVUlNTOXPmDJHI5OYrW3pb6Ax1YpfsZNoyaWtrY/ny5fz/7Z13eFzVmf8/Z6p6r1ax3Hs3NsFARG/BkBAIZBNICJAY2Cy7JGQJKWzKJlnY8FsCCbAJoSSBQDDgGBZCAgJMdZONi9wlW81W7zOjmXt+f9x7R21GGkkjaUY6n+fxY82dM/eemXPLec/7vt/X4dDPQ/O5LLq8zMwMn1K7YnDMeVaFe+A867S80/j1pb/mgYseGO9uhZ3hFl5/0ii83mWEdf6zlHKg1r0C0B8+mw9uBgIbfACzMhP4x53FbLztDH/eyNow1eCLNBan6IasFmACa7VYA4b4xMbGcskll9DZ2TmgGLtJU1MTRUVFJCf3Tb4frOA6QH2bGy1Zv9GeFaG/ebrDVGwLn8GnaRo+YyKxIGFqGXwOmwWrR3/wdwVQP+1v8CUlJeFwOHA6nVRXV4dNuKXV3UplayUxthi/QmdzczNCCNrb2+mM6/HwpcROvQnaROFXbANajZpbDoeDNWvW+D1FVmHl/HS9CPsb9W8E3M8/6v8BwDdO/0bA9+++dCHvfPsclqzOASDDPvm8e6BHaViM6+3jhrY+eXyVlZX+cLpwhXX2L7judrupqKjAYrGQk5PDvtoOfzhnQQQaewBxNgvmkujx0Nfkh6TOMFKmTbG8behbi+9IkFp8u2qD55La7XaSkpLwer14vV5qa2tH1A/Tu5fvyEfTNKSU/oXqVq9XV1GVEtwa83MiS0xoMmPef6vdAw35tNg0Npy2IWBZr2hjuIXXj6MKr4dMSXkJza5mFmUuYk76nEHbepPsIPQBSZ+kyonn5+nhMzLWSkvnQAMmkHALQHp6OhdddBF1dXUBC592dHT0KcVgMphCJ0Crx4tM1B9+l2elhP5FxhFTVOVkgBvRSKnoZTxOxdXeRGkBTSKFGCDT3d/gE0Iwbdo0XC6XPw8oHARS6GxsbEQIQWdnJx29avBlJ08to3wisVks/uLre9t6Fpjmzp2L0+n0e/nOTz8fgeD95vdp8/atzXW86zjHXMdItCfy2UWBF/oACtLj8BqCLYWTNG8bwG7kbld4usnPz8fr9ZKQkEB5eXnYlTr7F1yvqalB0zQ6OjqYOXMmR061+w2+VREo2GISYwirHCd8nl+znuv0CDV0x5IleT21+Povnk5PmU6iI5GTHSc52R48Py83N5fOzk5iY2M5ePDgiPqxu1b3IhbFF9HQ0MDChQv9JVz2mPcbI4x/aYEy+MaLaTFjo4wbaajC62PIi2UvAnDl/CuHbLu9RY8rj5vEcsmfNooAyzgbW08MLLcQSLjFZPr06axbt46qqqo+KludnZ2kpKSQk5Mz4DN+hc68gR4+l8eLN84GFoEdwlpoPpwUOMOv2La/Xc8HNBOVpxqZCQ7/au+2lr75HAsyFgA9pRkACgsL/YZeuIRbTIPPNDBBz98z6zJ10FOSYXqaCu0ZT0zJ+n29VFwdDgdr1671e/myndksT1xOt+z2i7OY/O2kLtJ1zaJriLENbqzXGhOMOZM4tDpZ6L9nC5KMjAyEEDgcDjo6OpibPBcIn1Jnf8GWsrIy4uPjkVKSk5NDbavLH9VxWYQu8gEkGMIqNWE0+DqMiIaZUyxvG2BlYZr/nl/v6fsstQiL38v3yanAIdoA2dnZdHV1kZKSwpEjR/y53cNh+3G99vL02Om43W4WL17sf2+v8Vw2S0jMSI/cBYnJxlgp40YaqvD6GKFJjZcPvAwED+fszT7jYk+fpKE9YHguPT6wCP5eGcDgGyI5dtmyZSxevLhPEexApRgAml3NHGo8hNPqZEnWkgH72lvThpasn8o5EWrsQS/FtjAWXz/UpZ9rk3lxYTCmpcT6V3t3t/UNEw6k1Jmeno6UEovFEpKAUCiYoT1mnTDQFTrj4+MRQuAyc8hcPubmRGa48WQlybgujvYL/ZozZ04fL59fvKW+R7xFkxrvNL8DwA3LbxjyWC1GXbCliZGZQxwOigzvpccucDqdZGVl+ZVvCx16fmNpbWlYwqVNg+/0/NP94ZwJCQlYrVbS0tI46fVCrA00yXlpkVvb0hRWORXGkE6PcU9ZED95FxeCkZbgwOLW7/n9a/FBrzy+QYRbcnNz0TQNq9WKz+frMw8JFdPDl+ZLY/r06aSl9YgGHe7sMfjsVhH2upiK4MweI2XcSEMVXh8jytrKqG6rpiCpIKBCZH+OdumTiEhMIg8nVrduuOzs51kBWJK9BKuwUlZfRmf3wNA5IQTr1q0jNzeXuro6v8JV/1IMgD9xf3nOcuzWgWsUe6tbkEn6b70wgvPY5hsPZ1cYDb5yI5w2eZIKRQzFzMyefI6D/dRPcxJySIlJodnVzMkOPbwnNTUVIQQxMTFhKbwLPR5E08Ds6Oigq6sLr9dLcno65mNHuH0szVOhPeOJGVJ/vF/oV38v39rktSTZkqhwVXCwUw/x+rD2Q5q1ZopSilhXuG7Q42iahtswctYmT14v7toM3bDSjBz1GTNm0NbWhsPhoLuxm8y4TJpdzRxvOT6q4/QuuL44a3GfcM6CggKsVittRumjBAS2CJ5Qm6rRDWEy+Pz5YcDsKWjwAcQa0Xpe+tbig9AMvtTUVDIzM2lvbyc+Pp79+4cnNOT1ejnSekTfV3cqS5b0XYg+3qsGX4Jz8i78RyLz48dGGTfSCKUsw2NSyttV4fXhsaV+C6CHc4oQQufMZNHZkzzcwmmohVQHcJ3H2GJYmLkQTWpBb7x2u50LLrgAu91ORUUFy5Yt8ytc9cYUbAmWv3foZLu/JMNZqZG70muqh/oArxYeo6/GONcmszd5MBbmJvo9fMf7qZ8KIQbk8TkcDlJTU7FarWFT6uzv4Wtubgagra0NmVegN/L4EBosL1A1+MaTbON+Uhsgb3bu3LnEx8dTWVlJw6kG1sXrRt0b9W8gpeStxrcA+NKSL2ERgz9ey4yQUQEUxE7e+/5VMzIBM3fbTW5uLj6fj8TERI4ePdojmjHKsM7+BdcPHDhAfHy8P39P0zS8sbrBNzM+sn/vPCOnqIXwhN2b55oFcESwoTuWpDnteoSREP7fwyQUgw9gyZIltLS0kJycTEVFRVAhuUDsqdhDp+wk3hpPmj1tQBqK+VwWbh8ZCZF9fk42FvRSxg3n4nqkMewrX0pZqQqvD41p8IUSzgnQbBhASyK0PEC4SDUeNm0EXknx5/HVBA7rBF0i/9JLLyU7O5t58+YFbPNxtZG/F0Sh81hDh1+w5TMZketBSbHb/I/8Q53hqVVlJiZnT9FVxBWFqf7SDKcCJGmbhdBNgw/0AuxutxuXyzVq4ZZWdysnWk/gtDqZmdpTfNdiseD1emlK1MN8hMuHVUBCzNQcp4nCFFBpCLAoZbfbufLKK7n44otZtWoVVxZeCcDbjW+z//h+dnfrE8YvLxv60fixEeVgCnRMVuYnx4NHA5uFl4/Wk56ejtVqxeFw0Nrayuz42cDohVt65++53W7Ky8v9cvpZWVlUNbn8ZTAWR3iRe7M+ameYDL4DRspIzBQ19gBykpz+yI7trX3v4Yuz9Fy6vXV76fYFF+4oLCz0hx5LKYcV8fHOfj3Ue5ptGnPmzBmwUG3mjwmXj9yUqemFnSjibBa/MbS/PXQjPtqYulf/GLK/bj8nuk6QFpvGWdPPCukzXYYrefUkDu0BKDJWsj2OwKdeqEUu09PTueaaa0hKSgr4vr8kQwDBFoDyLjdYBHi1iM7hA3AYE8L+9YNGill/LlJlycea2Znxfg9fk2foWnzQtwD7aIVb9tfpoUC9FTqrqqqIi9MnoTUWfVIqXD7ipqhRPpHMNO5RrUHyOZKSkpgxYwYrV67kls/dwpmFZ+KWbv4v7v/o0rpYm7eWuelzhzzOHuN6TpsCnnaLW/8t/1HTjN1uZ9q0abS3t5OcnExMsz65Ha3B17vgem1trR4y63aTlpZGSkoKuyqbkbH6b70kwmvdmvVRXWEy+I4ZKSMJtqk75ZueHu83+Pb38/AlOZOYkTIDj8/DwYbgCpxxcXEUFRXR0tJCYmIi+/btC9q2N5qm8eFR/fzMFtnMmTNQtd3MHxMuH0Xpk3seGIk4jXlW/3NjMjGuV78Q4mIhxAEhxGEhxL8HeL9YCNEihCg1/v1gPPsXLkx1zsvnXo7NMvTD/FivPKJ5kzyk83R/PsfoDD4Amy3wb1vdVk1VWxVJzqSgE696dLe9zRf5MdvxhojE4TB5+EwBmJmTOIxsMCwWC/Zu/TfwyIH5HIEMvt7J9U1NAwWHhkN/hU4pJdXV1TidThwOB1XGOSlcPtLipqZRPpHMM3KcukIMob5pxU0AvH3ibQC+vDS0wBfzep7mnPxjbDOut4OGkTtz5kza29tJSkoioUMXJRpNSGf/gusHDhwgLi6O5uZmFi7Ur7Oy2ja/h++0CF9YXdwrlL///WkkmPlhKVM0bxtgXnZPKH9/QSbAXxNyqLDOBQsW0NHRQVJSElVVVXR0DNQj6E9jYyPHu/Qc1TxHXkBVcVOoS7h8zMuJ3DSTyUqCcW0c7lQG36gRQliBh4FLgIXAdUKIhQGaviulXG78+9F49S+cvFT2EhB6OOfWFj28wCkmvzLTNbOz9MKiTivNroHeleU5ywH45OQng4ZWDIbp3Vs9bXXQPJpOq76aExcktDSSSDUM24qu8Bh8Zoz6vCmavA+QbLGCVwMh+tQlhMAGX2JiIg6HQzfIRincsreub/5ee3s7Ho+Hrq4u8vPzqXar0J6JZL6R3+WToU22r150NUlOPdLAbrHzhcVfCOk4Zt72zClg1McbP2O98XtmZWX5Q+OKEouwCztHm47S4hqZ97x3wfUEawLHjh0jOTkZTdMoKNBzYvc1tIFDr8G5MMLvfXn+4uiCmgBRCMPFzEfNmoJ1V02W5if7PXz9a/EBLM0KLY9v2rRpWK1WNE1DCMGJEyeGPPbx48ep8en532tmrMFu7zsOflEdTS+6vkQJdY07qYbBVxnGmseRxnhaF2uAw1LKo1JKD/AscMU4Hn9cqO+sZ2ftTmIsMVw468KQPmOuKCROgdW36Ulx4NbAIni5/NSA95NjkpmZOhO3z01ZfdmIjmEWXA+WvwfgM0JK0y2Rn6CbaagGVoXhRqRpml8B0kxUnopkJwbP58hPyifBkUBdZx11HboioxCCvLw8gFELt/T38JmCLZ2dnRQUFFDv6Unen65Ce8adrF4et9oQJttx9jj+ack/AXDpnEvJiMsI6ThmaPX8CDc+wkG2TZ/gdhkzjrS0NOx2O16vl6z0LHKsusdjqMl2MHoXXA8Uzglw0BBosnRrEb+warFY/HVS94QhlN+sPTfNOZUNvhQwPHz1AXK3/cItpwY/Bx0OB/PmzaOxsZHk5GT27t07aHspJfv37/cbfOcsOmdAm71meSC3XnR9YU7gVBXF2GGG1p9SBl9YyAN6L4VUGtv68ykhxC4hxP8JIRYFeD+iyYjLoPbOWn66+KfE2kObUJ9wTS2ZfItHn2i/U9Mc8H2zjEUoYZ2BMA2+YAqdJ1tdyBj9ty60Rb7BZz6k6wI8pIbL0V6qlKmOyZ87FIz81J5afHv61eLrrdS5v75HerugoIDu7m46OjpwuUYe9mF6+Mxj1NXV+Seg6enptJi5Yy4fs7OUwTcR2IzUqVCFku4tvpfbTruN+y64L+RjmCFcsyZx0XWT+Yan2mdEVlgsFgoLC2lra0MIwXTHdGDkYZ296++Z4ZxNTU0sWLDA36Ze6vf6mMgP6gAg1gjlPxiGnCLznjJ9iobxgy5+ZTPKQrV5Bz73Q1XqBF2t1+12k5CQwKlTpwaNBGhubqaiqYIurYt4SzxLZgSoC2wq9rp82CwC2xTOtZwosox5ViCxrsnCeM74AmUf97/17gCmSynbhRCXAi8BA7JbhRC3ALcAZGdnU1JSEt6ehoG59rkh96tMJgA2bF0dEfldwo2lOwYNKK1pCPh9kzv1cIZNWzdR2FQ4rH1LKfmgQn/4eyu8lJwcuP+dp7zIWD1GPtfTFfm/uXQCsdR1uUbd1w+lDUjAhoz8792L9vb2sPbX7nIjpG5MfVRZTUnVoT7vp3n1nL2X3nsJ7Zj+MPd6vf4i7Fu2bAmaQzoYnd5Ojrccxy7sVH5SSY2ooaWlhYyMDHw+H3v37qWDFEAgXD68p45RUjJ0yFCkEO5xmihsMhkvgv/b9QlSDAz/CsTn4z5P1SdVVBFayG+3TAYETZ+UUiLG1woZ73HKa5WQlIp0WPzH1TSN2NhYNE1jfsp8tnRu4dUdr7K4c/Gw9//WYb0chq3GRqu7leTkZOLi4qirq/Mfr8MQSIr1eqPiHHXKRMDKe0fLWXJseDXf+tNmnGue8sOUVIwscmYy4HR7cQE+JH9/q8S/sAPgkz5iLDFUtlay6Y1NJNkH97JlZWXh8/nIyMgY9HpyuVx0JnRCAxTFFbFly5YBbd6WMUAMwu3DYYmuZ3M0Mdg4SWMM6jqjYE44QsbT4KsECnq9zgeqezeQUrb2+vtVIcSvhRAZUsr6fu0eAx4DWL16tSwuLh6zTo+UkpISQu3X9z7cD11u5mVlULxo9dh2LAKIfeFj2oBOu4Pi4rUD3u861MXvyn9Hna0u5N/Q5HDjYdreaSM7PpurL7o6YA3EPW8eQnr0U22h00px8dkj+RrjRtPJRjbuO45HWIf9e/RnZ3ktHKslwWaj+KzR7Ws8Gc71FArtqdVsek9XY+uMS6B4bd/w3632rbx28jW8qV7/cT0eD48//jgAixcv7uM9CJWPqz6G92B+5nzOO+c8vF4vv//974mPj8fhcHDWpz+N9ra+wixcGl+67NMkxkRPGFa4x2miSH5vDy6PF0f+dIrnBApEGR11nm54T/f0Xv3ps8Y9xHC8x2mNx8vD734CTit5S1czJy2BlpYW/vSnP5GXl8eshFkAHOs6Nux+VbZWUvt2LQmOBM5dfC6vv/Y6aWlpSCk577zz/O20qvcBWJCeTPEZA587kUb+toPUtXWipaZTvHz2qPble6sUgKvWrGbuFAghDkbOx2/R4vaB00rmqtNYltQ3gmLZkWV8VPURCbMTKJ5RPOi+tm7dys6dO0lOTqa7u5vp06dTUFAwYCHw+eefp7yzHIBVhasCnt+P7ToCjW0Il4/M5LhJcQ+NRAa775VX1vHXQ1V0W20Unx24TbQznk+ZrcAcIcQMIYQDuBbY1LuBECJHGDN0IcQao38N49jHCcEMtyiIoondaEgzQlc75OC1+EprS9Hk8EIuexdcD1bwft+pdnBaQZPMJPJDOucbuXaeIL/XcDCFX6ZK+HAwVk1P9efw1QXI01qUpUeT9w7vcTgcfrXOkebxmfl75v4bGxvx+Xx0dXVRUFDQE0Lo0bBKGVXG3mTCVDOsdofm3Rsuh4wQLitEfD5ZOIhz2PSi18BLh/W82OTkZIqKimhoaKAotgiAw62Hae9sH9a+Xz/8OgDnzjiXw4cO+8M5TXVOAJfHi2aE8a/Jig4FxGnGtX9ylDlFTR6vP5RqZuzkFwgajNyUGP99f0e/3G3olU4ySB1gk5kzZ+L1eomLi0MIwWuvvcbTTz/Nrl27/LVa29raqK+vp6Zbf16sLgy8oO8vuu7ykZM0dQ3yiWSmWQolDKq4kcq4PWmklF7gduB1YD/wnJRyrxDiG0KIbxjNPg/sEULsAh4ErpUyDLPcCKfdp9+ApopM/oxE/cLyWgMbZDkJOeQk5NDqbuVY07Fh7dvM5RhMsKWsU8/ZEl6tT0hHpDLHKNUhgeZRxpebyoDpUzh/DyA3JRZhqMQGqrfWO4+096JDQUEBUsoRG3x7Txn5e0Zx95qaGiwWC93d3eTk5LDXEGgQLi8x9qltlE8kGYaa4Sn32ORzmCUZnFPA2DOxdOuP8o/r/IE8nHbaaXR1dRErYsl2ZOPFy992/G1Y+33tyGsAnF90vl+dU0rpV+cE2F/bhozVr6cz0qNDEGO6USe1MUg9yFApbdOND6sA2xQ63wIxI72nBmugemvmfX9H7Y4h95WWlkZaWhqdnZ1YrVby8/NJTEzkww8/5Omnn+add97h4MGDCCE41qHPY8wC7/3pXXS9MD2ya0ROVoarzhyNjOvVL6V8VUo5V0o5S0r5U2PbI1LKR4y/H5JSLpJSLpNSni6lfH88+zdRuM3k/Sli8J2erefoSXvw02849fhMpJRsPrgZgHNmDFTCMjlpPEAdUXJN2ywWzKn/aIuvm/LcuVNYrc0k1lg490qJt98NPichh9yEXFrdrRxpPOLfPm3aNIQQtLa2+ldxh8O++r4evqNHj5KYqHscUlNTOdBhGnwaiTFT2yifSLKNBZGxSuAvNzzt8VNInMFu1Jcs7+gRwsnIyGDu3Lk0NDQwI3YGAK/tfI3u7tC8Wl7NyxtH3gBgecJyvzpnamoqqamp/nZbTzRDjBWkZGVidAghzTY8Du2jNPjMRaT4KW7sAczPTfJ7+ALV4jPnHTtqhjb4hBAsWbLEr7IM4HQ6mTZtGtnZ2Rw6dIgPPviApKQkarz6AqF53+9Pa6+i63OzEob1nRThobc686kwlEKJRNQdYILxapo/qHB+wtSQyb8oXw+LkzFWapoDGzDDCa0w2Ve3j2PNx8iIy+BT+Z8K2q7DOOsTo+gBGGMoth0YpWJbY7fpTZ7aoT0AqQ4ruH0ghH9S1JtV01YBfR/+vSeRdXV1wz6m38OXuRC3283Jkyf9BdcTExM5ZqioCrePjISpsQAUieQb3pWWUU62g2HWeppKhbDjjZqoTb6+v+mqVatwuVz+sM5jrmMcPXo0pH1+VPkRLe4W5qTNwV3rJjY2lubm5gH5te/Xt4AQCI9GXJQY2QuMXDtzQXikmGWfUuxqAWl5QbLfwxcoXHtx1mJsFhsH6g/Q7hk6tHj69OkECkKzWq1kZWUxffp0WmjBJV1kxGWQFZ8VcD+9i64vmqZq8E0UZtDZgRDVmaON6LjzTWJMmXzB1Lkhz0uM0f3mdgtvHA08aR6Jh++vB/8KwGVzLsNqCT6R8tr1qzovioyeRMPgOzLKG1GbMdmaN4Vr8JlkJw2Rz5GjLzpsr9nu32YWYLfZbBw7Nrxw43ZPOxUtFdgtdmanzaa+vh4pJe3t7eTl5SGE8IfcCpePvBQ1RhNFkRFt0eEbG4PPzMtKnyL3fIBsp/5d3f3C6FNTU1m0aBHpnnQATnKSrVu3huTle/2Inr93WtpplJWVkZKSgqZpFBb2VXc+2Kk/Z63dURLWASxIiAUkGtAZoIxAqBx36b9j9hQuum6yIDcZ4dKv6foA4dpOm5PFWYuRSHbVDl0iJCEhgWnTpuEb5D6xv0FXWF2UGdi7124WXZcSPJpeL1AxIcQYToCjnaMvhRKJKINvgjFDuOxBBEYmIxaLBWE8eN+pbgnYxhRuCSW0wmTTAV0DaP289UHbeL0amlM3BpemR0/ohJlzd9w1OhEJj7GSuHiKeJMHozA9zr/aWxbAcxrIw2cWYLdarRw7dmxYsf776/QH/7yMedgsNiorK7Hb7f6C69BLQMblY0aGyuWYKEwP+Gi9K8FoMMY5ZwqFVi9I1c9nn33gs27FihXkCL34+nHPcTo6Onjqqaf48MMP/Qsj/XG5XGzcvRGAlLoUsrOzA4ZzAjRo+oQ8TkbPczbGavHXstrfMfJQfnNxIV8JQOGwWfy1+DqCeO/Nhb5QF5sXLVo0qMFX6a7U2wUx+Px1YN0aVvR6gYqJIcFYWB/tPCtSUQbfBGN6bMwiq1MFq5HPcbAt8INsRsoMkp3JnOw4SU3b0AIZpzpO8WHlhzisDi6cdWHQdgfrepL3T0uLDrU2gCxjdfbkKIqv13m6/Wptc+NUuOCcrET/am+gG7w/gb9mR58JZ0FBAR6PB7fb3Sd/YyhMhU6z4Prhw4dJTtbDd9LTde+GP5fD7WNudvScn5MN0wOuMTYJ/GaoaN4UmoQXm6H8Diud/XJkkpKSKF5eTJyIo8XbQkxmDKmpqezZs4fnnnuO5557jrKyMrq6uujs7GT79u38+olfs695H3Zhp7iomJiYmIDhnACdRp3DrCjzcpkxKGWjMPhMQZBZcUr9ESDBMKN9IvC13fu+Hwr5+fnYbPoCXnV1Ne3tPaGgLpeLeoteVSxY/p6pzCzcPmKVUNeEYqqXV41SGTdSmVpWRgRSYYR0Jk2hXA4ApzF/rgsiiiCEYHnOciC0lbZXDr6CRHLujHNJcAT33H14uB4Zp6+grU6OHg9KgZFTVD+KZOJdRtiiTUwNKfihWJqfjHDrE+/aADf4vMQ8suKzaHI1Ud5c7t9uGmcAtbW1IR9vb52ev7cocxHt7e20tbXhcDgQQvjLPXT59AmI8PhYokJ7JozUXiq2FWOw2tthjHNRzNRZeFmXoatjyhgrpRVNA95fvnw5eTa95uGxzmPY7Xays7P9yrhvvfUWTzzxBE8//TTbtm3jhOMEEsmihEXEWHVjJlA4J4DPyNtbkBY993yAWGOJ7vAoQvnbjXNtwRSuv9ebrBgHdGsghD+lpjfDNficTiepqalce+21rFu3DofDQWVlJVVVVdTW1tJobQSCe/iOu3oMvuS46EkzmYykGSH2oy2FEqmoWd8EU2t4bNKm2MpOqnFhdRI8ZMqfxxeCcIuZv3f53MsHbfdedQvYLOCTFMVEz83VLNkRqIRAqJgy1HHWqXWuBWNFQUpPPkcAQ1oI4X/4987jM8PFEhMTOXLkyIDPBaO3h6+urg4pJW1tbRQUFGC3656HbsOTKNwaszOjQ01wsmKG2R8cgwR+t+FZmD2FPO15MQ7waWCz8OaJxgHvJyQksHKafr0d7eor2hIfH09+fr5fAXHatGns6tBzrFYk6c+Jzs5OkpOTSUlJ6fPZk60upEOf6pyeE12CGInG83GkIWaapvnvKcuTosvYHSvyUmP89/097QNzt5dmL0Ug2Fu3F5c39Fyu1NRUFi9ezFVXXcWXv/xlzj33XGbPmU15RzkQ3MNXaeRYCo9GVuLUuR9EIllGiH3jGKkzTzTK4JtgTnmmZkL1dEOB0DtIITwzj+/d4+/6t3m8GvtqWnj7wClONOk3a5fX5U/eH8rgKzO8XBafFlVerrlGjZiuUYSX+dXappg3ORjJcQ4sRj5HaxDP6arcgXl8DoeD7OxsAKqrq/F4QpuM9fbwlZeXExsbS3t7O7NnzwZ0YQYzed/mlVF1fk5GYiz6velYmA0+TdMwl23mTjHxJGHU4ttW3xbw/eIFxQAc7egx+I63wUN74Kc7BP+xw8rmE1a8Po2drfpC4Kok/Rptbm5m0aJFiH758FsO1SGNvO1FidH1e6cYGt7VrpF5HMp7GYp5UbTAOZbMzEjwR3Yc6Bh4bcc74pmfMR+v5mXPqT0jOkZCQgJz585lwekL6OjuICs+i4y4jIBtT5rPHrePgrToOj8nG/mGwTdW6swTjcoOnWBMmfz8KXYzXpmVxHtVdWh2C50eL3EBCoFfNOsiYmwxvH7kdXbV7uK9snjuf/0AvXUULliQxeVrT9HZ3cnynOUUJBcM2E9v6ozf20H0JO9Dj8iK1ygKOhJj4IRSaxtArAZuwBNAFAII6OEDmDdvHu+88w5SSurq6sjLyxv0OB2eDsqby7Fb7MxMmckHxz4gJSWFrq4ucnJ0sYpDnUaejkcjwaluzRNNos1Km08LewJ/7xDR9AD3vcmM3SfxACcChNIBrC1cC8Dh9sNoGjx7FD44KaDX/frvVYKSGjcd9mQynDYKYvR7vqZpfYqtm3x8vBGS9fvl4igz+DIMg69+hB6H3UbRdccUEoUbioXTkhD7m4Geepj9WZm7kv31+9lRs4PV01aP+FhmGZ5g4ZwA9Z4eD9+sougRkpuMFBrzcDMMerKhlpAnGLOoauEUM/hWpBjhajFWdp8IrNSZnZDN11d9HaSFz//vJv7rNd3YE4DVWH1/Y/8pvvn0SSwykfVzg6tzmriM5P3kKJto9S4KOtKcIqXWNpB0qxU0ibQIWr0DJ1W9PXy9hVtyc3ORUmK326msrBzyOPvrdYXOuelz6WjrwO124/V6SUlJISlJz20y83SERyM1To3RRJPiT+APr8FnhohOJWVmkzjjvt0cJFJhYeZCbBYbp7yn+NH2bj44aQEECTbJ8jSNBSkaIPFqseS4/4tCy6U0NjZy4sQJZs2aNUCdE6C0vgOEAK9Ggi267vu5hsE3Uo+DGcafECW1B8eDpXnJYIR0VgXxnI6kDnAgekd1BKOll1DXwtykUR1PMTpmxpm1L5XBpxgDuqZgLgf05BPIWCtvHzoVtN23PvUt0r3foLtjJRLJulnp7P/RRRz5z0v55rmzsQjAl02W+4ecXXDJoMdsc3X7k/cLorCotTlB3N8+shoxTYZBY+YDKiA3KUYvvk4veexeFCYXkhabRn1nPSdaT/i3p6SkEB8fT0xMDIcPHx7yOL3z906dOoUQgpaWFubOnetv07voenaSEliYaDINT3jdKISSAmHWeDJDRqcS04znXP9afCZOm5OFmQtJ8l5Hg8cJSJYltHPPog6+tgBuXQQ/WiXxWndjIZ765qsodWfx+c9/ngsvvHBAOCdAlbFAZhubChtjSr4R/Ns1Qo/DUWNxYSrVexyKudk9IZ01g3j4AHbUhl4WKhB+gy9I/h5Au1FjUbg1lhekjOp4itEx30id8cmxUWeeaJTBN8F4jYfQgilWF21ajEO/qqwWSioGJvCb3P2XKhK8lyLpJq/g//jjzacTY3jn/u3CefzsCyl4xUmccj7f+lMr7a7gk7MPjjRAjL5qXxiFBna8Ubrj4AiLgpoPlvkJypgwKUiL8yfw7wtQi08IETCPTwjB3LlzcblctLW10draOuhxeof2HD16lISEBHw+H/n5+f42lYZaG26NwihTE5yM5BhhtY1hNvjMQtiJUzCXdlmWXmpEc1g4eDJwHt80eTsp3i8i0fjimlR+ftVShJBUVlZSW1tLc9Mxauw/oN36dwRWXjomeWJH8GdIu9Tve7FRmBM7Hf3c65ZyRBNQUxAkdwrVexwKi8WC1cglbQxQfB3wK4Tvqt1Ft2/kio2hhHS6TGO+20eWWuibUHpHUp0K830/ElDLPhNIba/QvNwoCzEMB1Yp8SE42h54le3bz+/i3UP1SCSNjgc4Uf8uZfX/zPyM+f42+5vf4KTjf5nm/h+aOqH4vrd469vFJAYIW9xe0ehP3p8ehV6uJJuVZq8vaN7BUJh5aqroeg+zsxIQNbpW7KEABh/oq71vHH2D7dXbuXL+lf7thYWF7Nyph/ycOnXKH5oZiH31uodvXvo8Kg9Wkp6ejsvlIiOjJ5G/1ph8CI+PWfkql2OiyTce/q2DFFUeCabHKXWKKTMDzE+IhZNNyBgrm0qr+dZF8/q8/1+vlbG/IheARvvDlHXHMX/+C8yfP5/6+noOHTrEW7VvodV4mTdzK0ltn2V/bRu/LjlCm8vLj69c3Gd/Hq+G14jqyIjCMOl0AaaQ9dEuD7OHWVqhzsgPm2opI0MRp0ncgEsL7PZNiUlhVuosjjQdoay+jCXZS4Z9DE1q/lD+YB4+XcBJAoKYCdQJ6e7uprKyEpdrZIvJ0UJycjL79+8ftM3TKQIJ1Bw5RFMELxLFxMSQn5/vV/gOhalnZUQQZny9dYrWRYu3W2mVkk40PF4NR688g1/+7QDPb9dzoz6zJBdf8gIe3f4OP333pzz92af97f568K94LdXceA488RbUd3g4+7/eouRbxQNq2uyraUNm6pMsU/Uymsh02Dju8gTNOxiMql6LC9PVw9/PomlJiGM1QHDp82DhPZmZmVitVhwOB8eOHfOrbQbCXOmdZptGs9ZMW1sbs2bNwtqrREZdt5G879ZYkKuKrk80M4wogM4wJ/CbK8eZw3hQTxbmmgaL08oHR+uBHoPvjx9V8OuSI4BgaYGdktb3ebGsjT/v/TPXLr6WzMxMMjMzeWrzUwBcMudivnvmmVzz6Idsq2ji6Q8ryEuJ5RvFs/z73Fbes8g3LQoX+UAP/XVpko9bOoZt8DUb+WFzVNH1PmRYbTQBPktwEbQVuSs40nSEHTU7RmTwlTeX09ndSU5CDmmxaQHbnPJ49fxSn0bSBIbdVlZWkpiYSFFRUcCw6MlCW1sbiYmDP1u9bZ1oEvJi7GREqMCdlJKGhgYqKyuZMWNGyJ+belZGBGGKNERjqEk4SDPCTKTDyj/KTvq3/+GDch58U8+LWj09lYf/aRX/fua/Y7PY+NMnf+JQwyEAKlsr2VGzgzh7HHedexkPf3ElAmjq7OaSB7cMCIGpaOhAGiGdixKiL2TOLL5ePYKioGbRdbsQU3JxIRjLC1J68jmCGHyBQjoB7HY706dPB6CiogJfEE+QqdBps9iI6YzBYrHgcrmYOXNmn3ZNHiN53+NjmcrlmHBmGQaCJ4gXYKSYNZ5ypqASq1n8WzotHDzV7t/+ZtkpvveiLoE/MyOelzacz39f+N8A3P7q7Zxs158PUkpeO/waABfPvhiLxcJfNpzBsgK9vt7PXyvjzbKenPCPexl8eVEa1mjWrC1tG1gzbijM3L9oK0cx1hQkOMGrgUVQEyR0b2XO8Aqw9yeUcM4DplCXWyMrYeIWYl0uF+np6ZPa2AsVi/EbhPu+H06EEP4ooeGgZn4TSIURmpdgnZrDkGGGsTqt/G2v/kB/btsJvveyfqOckRHHc18/HYCilCJuWHYDmtT4zy3/CcDmg5sBuHDWhcTaY7l0aS4Pf1G/SVc3d3Hd/37U53h1nR6wW0BKZsdGn5drgZF7Z4bpDAfTmxw/Rc+1YKTEORBGLb5TXYF/15mpM0l2JlPbXkt1W3Wf92bPnk1XVxfd3d00NDQE/Pz++v1IJHPS5lBZoa+kSinJysrq067FnHh0a6TERd/5OdmYY0QBaIA3jAn8bYbXpSAmOj1OoyEnxgFSz91u7fbh8WrsqWrh5ie3IYGMeAevfvNMLBYLN628iQtmXkBDVwO3vnorUkoONBygoqWCjLgMv+cd4IWvn+EvWn3LU9uoataNoz1VLRCj3/NmRGHeNvSEFh8MEnIeDE+veo9LlcHXhxnp8f7c7d1BDOnRCreEotBpCjjh9pGXMrFjpIw9HTPmJlippkhhJOOlZn8TiOmpSZmiClrZpofPaaH0RBObd1Vz1192AzAtOYb/++ZZfbxRd595N1Zh5eldT3O06SibDmwC+hZbv3RpLnecPweAj441cu8m/aaraRodxq6sRKeX67QkvZTFSGrEHO3SHyxTMW9oKByGclJbEOlzIUTPw7/faq9ZQ89qtVJTUxPw83878jcAVues5uTJk0gpycnJITa27wPeZRgVzslZ8zXqSLDZ/NXfyoPUjRsJZojozClq1NuNe690WnlxZyWf/837+KQkzmHltX89yy/KJYTgt+t/S6IjkY37N/Lc3uf83r0LZ12IRfTcw202C6/+y5nE2Cx4NclVv34fTdPYV93q9/DNjdKwRlPBu2qYkR27DdVhASRFWTmKsWZeTmKv4uuBDekVuSsAKK0tRZPDf+aGotBZYSozezRmZsYP+xiTCSEEd955p//1/fffz7333ut//dhjjzF//nzmz5/PmjVr2LJli/+94uJitm3bFpZ+2AxDyhvBHr6REn2z3knEKcNTkzFFDb4CY+VSOq0cb+ziX54tBSAr0cnf7/y0/8FvMittFl9a+iV80sc9b97Dm8feRCC4bM5lfdrdcf5cLlyYDcAT75fz7qE6PX/PePDHRmlNopWGwacBTcNUkKpURdeDkmxM6webTvkLsFf3LcAeHx9Peno6Vqs1aHmGlw+8DMDZ2WcDeh5B73IMJqadl6hWWiMG8+F/ZIRCSYEwV46nal6VWY5COi3cvfETXF4Nm0Xw138+k4x+CsKFyYXcf+H9ANz26m08s+cZAC6edfGA/WYkxPDbG/Qi2bWtbhb+8HWqW1z+MP5oK7puYnrnGoZ5z/+gWQ+ZnaoRRIOxJC8ZXLoRZ5au6E9WfBb5Sfm0e9o53Dh06Z3eSCl5p+IdoEfxMxCV7p5SPPNzkod1jMmG0+lk48aN1NfXD3hv8+bNPProo2zZsoWysjIeeeQRvvjFL1JbWxv2ftiM+5M3wj18I0HdCSaQBiOXI3sK5nIAFMX2GHw+TfpXef9x56eJC6Ja+t2zvotFWHh2z7O4fW7W5q8lOyF7QLtHvrSSnCR9ZfSmJ7fx2V+/5y/JkBylcugxVgs2wxb4uLVjWJ+tNVaHC5RgywBynXbQJFgDF1+HXnl8AcJ75s2bh8/n49SpU3R19a3lV91WzcdVHxNji2GmnInD4UBKSW5ubp92rV4vWARo0u/5Vkw8pnFSHmRSOFw6vZopusjsKWrwJZn3X6cVcxH91/+0klmZgZVpb155M+fPPJ+GrgY+rvoY0D18gThzTiY3risCwNWtIa0CzNqrUXpdnZ6i/y6dmjas0gxmzp9a5BvIomnJ/pDOwa7tYJEdQ7GzdifHW46Tk5DD6mmrg7Yza3wKj8bSgqlt8NlsNm655RYeeOCBAe/94he/4L777vOrWq9cuZIbbriBhx9+OOz9MOsdT8ZAm6lpaUQIrUZdtPwpOgmfZybwx+oTAIuA577+qYAlFUzmps/lusXX8cdP/gjA+rnrA7azWCy8cOsZfPq/SnAbvzMJ+n6juQhtks1KY7eP0tZOLsoI/QFRbywuLE2MPrGasaYwNY7tbh/E2tjT1sUZqQNVvIJ5+ADy8vLQNA0hBHV1dRQWFvrf++uBvwJwwcwLqK6oJiYmBrvdTmpqap99HOwwJh0ejfwJzuVQ9BBvtdDm0/wr8aPlsBFaLdAXcKYiqXYbVe5uf8TFjeuKuHBRTtD2Qgh+e/lvWfKbJbR52liZuzLgIp/JDy5fxOG6dvZUtfKly+byXy1N2KJYCXter9zDcpeHmSEuFBw2QhVnRaEi9VjjsFmwePUcx8ogZaEAVuSsYNOBTeyo2cG1i68Nef8b928E4LPzP9sn9Lg/tWaouMfHjPTIeDYX/fsrY7Lf8p9fNmSb2267jaVLl3LXXXf12b53715WrVrVZ9vq1at58sknw9pHAIexyKcpD58inHQaqn7Tp2DyPvQqNu+wYLMKfva5JSzOG9qIueesexBGGN7l8y4P2i4vJY77r16Gw2phYW4iMxfpq0M5UbrSC5BlrNbu7+gaomUPmqbRYeQNnZmq6rv1Z2ZmwqDF1wHmpM8hwZFAVVuVXzHQJC0tDafTiRCCioqKPu+9dOAlAM5IP4PW1la6urqYM2fOgITrw361Nh9FGVM7lyOSMKMBakagjBsIs9ajOamYipgeJ0e6k0uX5PCDy4PnOJlMT5nOg5c8iEDwT0v+acj2T924lh3fvwBHum4cxUWpsQe6oWp6ms0wzVCoNbxHS6NQkXo8cBgLwc2DhMqO1MPX2+AbjCbjvmL1yahdkAgnSUlJXH/99Tz44INDtpVSjonQjMPY5+Qz95SHb0JxG/EsM6NQMTIc+MVqhOC1754bco2hBZkLePQzj9LkahpUAQvgyhV5XLkiD4Dl7+my39FchLYwxkFZh2tYIhIHeoWszItSpbqxZEFOImJvw6DF1y3CwoqcFbx7/F121OzgkjmX9LxnsTB79mz27dvH0aNHOfPMM5FScqzqGP848g8EAnFQkJKWQmtrq7+UQ29MxV7h0Zibr2rwRQppdhvg9odejZZjxnUbzQbIaMkzIjhS8xL59RlDG3smX1n+FdbPW09qTOrQjQ2OGddVchRHdYB+Hla7uylt62Joc1fHFKFal6IWkAKRhIUOwD3I1L63wReqgVFWX8b++v2kxKRQXFQ8aNsunwY2C7EychaAQvHEjSV33HEHK1eu5Ktf/ap/28KFC9m+fTvnnnuuf9uOHTtYuHBh2I8fY4pKTUKLb+o+dSYYTdMwo/HnxU/dEC5zNSWYUlYwbl51M3etu2tYKzythpdrdhQbPfMNo/jUMEozvNPYBujhaWoVcSDLClP8pRkqBzGkg9XjAygqKkLTNLq6uvjoo494+umn+flffk637GZe3DwWTl9IXFwcFouFzMzMAZ+vdPUk7y/OSwrH11KEgUwjGsCsnTdaTrh0AyQpSvOIw0GRseDWGkQVdzDSYtOGdc83xaqiOYwfIM8QOAu2INWfE11u//xidbIy+AJhLjz4BvG25yXmkRmXSZOrieMtx0Pa74v7XwR09XC7dfBoIvOukjqF7wf9SUtL45prruF3v/udf9tdd93Fd77zHX/po9LSUp544gluvfXWsB+/d/SFb5JZfWr2N0FU9CrynBpEoGQqEGvksRzqHJ7BNxJchsE3P0RPYiSyIkkPz2nzDj95P3MKn2eDUZAah+jWJ59VISTwb68ZmMeXlZWlh17FxLB7927i4+M5ZD0EwOmpei3J1tZWCgsLsdsHTgJOdPbk8M3NVB6+SGGaEX44EuMkELVufYqXFuUGyGgwIzlc4yB7ftJYGJsWxWH80LNIWekKLbLjnSZ9kS/GIrCpRb6AzE2KG1Ksa7CSPMF4sUw3+D634HODttM0DWkYF4Wx0bsIPRbceeedfdQ6169fz4033sgZZ5zB/Pnzufnmm/nDH/7gFz/zer04neH5DXsvKLnDWH81Epi6T50J5qAxwbNPcQn2ZJuVFq/PX49mrPD08qhGqzw3wOnJeg5et5S4fFpIwg+mMT1DPVSCYjHm8/VBiq8DrJoW3MPndDrJy8ujpaWF9PR0vNLLtla9LtDa5LUAdHR0MHv27ID7rjKEAyxeDVuUlg2ZjOQb4fYdI6h9GYg6wwDJmqLKzAALDIOvexxWz03PbDSH8QMsS4zlmdoeZe+h2NqiqzhHu2dzLJmXnQhdzeC0cqTDzYrkwL/VytyVvH7kdXbU7OCzCwbPyTvRcoKt1VuJs8cFVZL1t3V360p1Xo25acoL297ek5+anZ1NZ2dnn/c3bNjAhg0bBnzO7XZTUVHRRyxttAihh3S6NUncJHK+qpnFBHHMMPhipnDyPvSsdIdLFCEYZR096ngJUVyENtVh81+0O0MszVBt/LZLEqLX0B1rYoy5Z/sgnpx56fOIs8dR0VJBQ2fDgPfnzJlDW5u+sr63fS8dvg7ynfnkxeT525iF2vvTYuSI2SfXgmLUY+ZXu8K00ttknF9miN5UJK+Xt602RI/VSDEN9elRnie/1ijN0KXJkEozHDBUf4vUIl9QFk1L8hdfPzpInc0VOXoB9kAlefrzUtlLAFw8+2Li7IOL5ZjhucKtMS9biamNhG3btrF8+XJuvfVWkpPDV9bCnGN5JlnxdWXwTRAnjAfdVC+KatYgHE5O2kgoa9dvrs5JYGDHG+fM9tbOIVrqtBjhiqer5P2gpBi/6WBeB6vF6i+iG8jLl5OTgzQ+/3GzXi/stKTTaGlpobKykoyMDBISAj/Yu4xJXMIgEt6K8WeWIYHvDdNz31xQiHaP02iwWHrqie4fZu72cDEN9VBLGUQqvcW2drYNrdBshn4uUot8QVlekAoe/fw40Br8Nx1OSOfGMl2d83PzBw/nBDjiD+P3sSR/atfgGymrV69m//793H333WHdr8WIvPOoHD5FOKgy6jqlTPGQi3xjpbspTKIIwTDV2uIngYGdYeTi7W0f+sHf4PH6C4ienqxyw4JRlKBPCAdL4AdYmRM8jy85OZmkpCROnTrFew3vATBPziMtLY1Pf/rTXHTRRUH36zUOm+mYRPEjk4Dexbqbw3CPMvPWZkaxcFQ4MJXwDoepoH0wfMZ8bU6U/94Wi4U0u35vuKr0MMc6Xexq7eDeQ1XcfbCSuw9W8pvjJ9nS1IamaTQbCwtrlWBLUBJibAjjBPmkri1ou5mpM0l2JlPbXktNW03QdnUddbxT8Q42i43L5g6tdFluevg8GgtylcEXSdgMg697knn4pra1MYGYMt8ZU9zgm2E8iNvClCMTjGrDwE60Rv+EuiDGwbEuT88K4SC829QK6LmicSo3LCirspN4hy6wCryaFlToYLA8PoDly5dTUlZCY2UjWXFZ/OjrP8JuG1owwkzen65W5CMKi8WCBdDQV+RXBcnzCRXTgzwvioWjwkGi1UK7T6N8kFC60VLXK2okZxIIVj23bBaXbD+ES5Oc8VFZ0GICcRaL/zxbp+quDorNJ/EA5S3BPc1CCFbkrqCkvISdtTvJTcwN2O6vB/+KJjUumHkBKTEpQx77YKOekiG8Gg71bI4ozAgEr/LwjRwhxMVCiANCiMNCiH8fpN1pQgifEOLz49m/8cRMvs6OcvWw0TLHCLXpGmM1pJOGOl7qJDCwVyXpq7a727v4XWUdHk3joYqTfHNfBRv2lnP3wUqeqWmg1uVha4se9mmuDisCc1ZROnRrYBEcHySvqLdSpwzwMFi0aBH16bq62BXzrwjJ2PNqGlj1J8wSVXQ94jBluo+N0jjpbYAUTPH7fpphgJ0Ywxw+M0fKCpOiHM3ixDg2r5yNTfQUhU6zW8lz2pnmtJNotSCATuNZahMqgmgoTA2FxiFSSszIjpfLXg7axiy2PpQ6p4kp1GWdXDbFpMD08E22sgzjdjcQQliBh4ELgEpgqxBik5RyX4B2vwBeH6++TQRmUdSCKZzLAbAgXvfw+aQuUzxWD+b6bv2GPhlKE9xZlM2LJ5sod3m451AVPzhc5Q9d6k+cEcKaP8XPs6FYWZiCKDuGtFvY2dAeNOdnYeZCkpxJHG06ynf+/h1+cf4vBtQFe/mAPim4Yt4VIR37hMujy4J1a5w2I/Si0orxIdZiwaWNXkl4shkgoyHLYWcvLn/ZhLHAjIBwTqLfellSPO+umc/muha+mJtOer/nWZ2nm1v3VrCluZ0lCYOLhiggzWGnlaEXnL+w+As8+PGDPLbjMVbkruAbq7/R5/1ObydvHH0DgQj5vt/k8oLD5g9vVkQOdotp8E1wR8LMeJ5pa4DDUsqjUkoP8CwQ6Mr4Z+AF4NQ49m3c6TRCGAujXD1stGT1UqurGkOlzmZDuCRnEqys2ywW3lk7379Y4NNLCVEU62B2rJNchw2nYYR0ToLag+NBjMPmV+Z490RT0HY2i43H1z+OzWLjvvfv4/ZXb0eTPZOF4y3H2Vm7k3h7POfNPC+kY++sN+SouzXWzEgf+ZdQjAmJRlFkMyx8pByehAbISJnmL2gfnvqGgTC9h3GTIG+7NzPiYvjn6dkDjD2ATIed51fMpurTS/m/1XMnoHfRRVGSIco0hJbbmrw1PPaZxwC47dXbeOXgK33e/7DxQzw+D+sK15GdkB3SsbuMZ3PaFC7R0hshBHfeeaf/9f3338+9997rf/3YY48xf/585s+fz5o1a9iyZYv/veLiYrZt08sgSSk599xzaW1tpby8nMWLFw+7Lw5hYd/OnXz29NXMnj2bb37zmwEjegB+9rOfMXv2bObNm8frrw/0U61fv75PHx566CF+//vfD7tP4WA874R5wIleryuNbX6EEHnAZ4FHxrFfE4LbSAadFeXJ5OHArEW4bwwV28wcwcniUXVYLLy7Zj5XZafwraIcjp29lA9PX8iW0xewc91iKoqXcef0bDNSkM9kpkxof6MBq7Gct69x8HIXVy28ihe/8CJOq5Nfb/s1N758I15NDxnedGATABfNvogYW2hG9jvHGwGVyxGppBgGn1k0faSY+Wrxaoz95QLCVdA+EKYwWtIU/L2nugc5VFbm6GIpMoRFga+u+CrfP/v7aFLjC3/5Ature4S7ttTrxsdn5w9ep683XqE/b6Ynqbxt0GvZbty4sU/BdZPNmzfz6KOPsmXLFsrKynjkkUf44he/SG1t7YC2r776KsuWLSMpKWnkfbEIfvpv/8L3/+chDh06xKFDh3jttdcGtNu3bx/PPvsse/fu5bXXXuPWW2/F5+u5p23cuHGAMveNN97Igw8+OOK+jYbxXFoItIbS32T+f8B3pJS+/mFSfXYkxC3ALaAXaCwpKQlTF8NHe3t70H55JWgkA4JTO7ZREv2VAkaFXSbTjeD1T/bhFGOTxN8h9d+74+ghSo7t928fbJyigauN/9+vKBvw3mnA/0qow4L4ZAcl49mxMDMe42TVnHiBEy1DHyuBBH666Kd8b8/3eHLXk5RXl3PP/Ht44pMnAJirzQ25vx9XWiAvCYsmo/pchOi/ngIhZDxg51hjIyUlx0e8n50yDnBg97gn/Dea6HFySRuQQIfXO2b9KDPGzdrVOeG/90iZ6HGa7CRqgEhB2i1sfO1N0mIGN/zO4Rw+zP6QN06+wYVPXsjDKx4mzZHGhw0fApDbnBvyeEmLHnKb7m6c8DFOTk7215CdKGw2GzfccAO/+MUv+MEPfoDb7cbtdtPW1sZ//ud/8h//8R84nU7a2tqYM2cO1157Lb/85S/5/ve/j8/no6Ojg7a2Np544gm++tWv0tbWRnt7O5qm0dbWxrFjx/jSl77Egw8+yKpVqwbtS1VNLR1tbSxbs5a2tnauvvpqnn/+ec4888w+7Z577jk++9nP4vF4yMjIoKioiLfeeou1a9fS3t7Offfdx4MPPsgNN9zQ5/fNz8/nrbfeYvXq1aP6zVwu17DOnfE0+CqBgl6v84Hqfm1WA88axl4GcKkQwiulfKl3IynlY8BjAKtXr5bFxcVj1OWRU1JSQrB+He10wUf6BP0z5wRuM5VIfX8vne5u7NPyKZ5XMPQHRoDvrVIA1q9eycLEntyGwcZJETmMxzilvLyNk4DLYqW4+Mwh2xdTzOmrTufSP13K23VvE5MUw67WXViFlW+t/xbpcaGFZ7b/6QNA99pG+7k4Ga+nl/ZXsKu2CW9MHMWfGvkD+oEdh6Clg8LkJIpXDj7hGGsmepxy2rv4760H8CHGrB//8XEZdLiYlZFG8ZLRTawmiokep8nO8m4v/7FlDzgsyOQ5FK8eev6x7ux1XPyHi3mr/C1+fPTH3H3m3XRpXSzPWc51l1wX0nGP1LXDx/oc8ItnLOPM9Ikty7B//34SE/WyTTnGXCnc1J6zfMg2//Zv/8bSpUv53ve+h9PppLu7m8TERMrKyjjrrLP8fQRYt24dTz75JImJiVitVuLj40lMTOTjjz/m8ccfJzExkYSEBCwWC9XV1dxwww385je/Yd26dRw4cIAvfOELAftQUlJCe2sL2dOmARCTEM+cOXPYuHFjn+MD1NfXc/rpp/u3FxUV0dzcTGJiIj/4wQ+46667yMzMxGKx9Pns6aefzo4dOzjnnHOG+zP2ISYmhhUrVoTcfjwNvq3AHCHEDKAKuBb4Yu8GUsoZ5t9CiCeAzf2NvcnAASN00T6IF3MqkWSzUuXu9peqCDcun+Z3JUd7AV7F2JET7+QkPrqDCp4PZF3hOt68/k0u/MOFvH5Ej98vLioO2dgDaOs2iq7blJJqJJJn5Bm3+0YXfthg3N8mQx7xaDFDOiXg0TQcYxCCaNaim+acHGH8ivCTYreBTwOrhXerGrkqBIPPYXWw8QsbWff4OvbV7eOrL38VCK3YusmWQ/VIh37Oz4xXIZ0mSUlJXH/99Tz44IPExg7+u0gpBwimATQ2NvYxrurq6rjiiit44YUXKCwsBGDevHmUlpYOum8zJtFMvwp0rEB5fUIISktLOXz4MA888ADl5eUD2mRlZVFWNjAqa6wZN4NPSukVQtyOrr5pBR6XUu4VQnzDeH/S5+2ZmLkcMUMUeZ4qpBnS0fVjZPAd7TQKnAIxkyyBXxE+FqTFs6ulFc06vOty1bRVvP2Vt7ng6Quoba8dVh4H4DcwM+PVxDQSKTCMk85R1gptMQyQvBhl8MUYJQQkUN7lYe4YiEq1+5Ww1e+tCI7wSaQV9jZ2hvyZlJgUXv3iq5z+u9OpbdfzyEItxwDw0fEmyLaAJiOuRmQonrix5I477mDlypV89atf9W9buHAh27dv59xzz/Vv27FjBwsXLhzweZvN1kfxPTk5mYKCAt577z2/wTeUhy8/P5+TVXoAolvTqKysZJrh8etNfn4+J070SJOY7T744AO2b99OUVERXq+XU6dOUVxc7A+/dLlcQxq0Y8G4zn6llK9KKedKKWdJKX9qbHskkLEnpfyKlPIv49m/8eK4S1ejVCv6OqbaWLN3bAy+w4aBrTyqisFYlqknV0u7lWN17cP67OKsxXz4tQ/51SW/4uurvh7y5zo9XjRj4WdWqpJRj0RmxumGuEcbnUZ3h2EwFsUooS7oqXU1VsXXXcZ4md5EhSIQNsOVU+sankr49JTpbL5uM0nOJOYlzmNh5kDjIximMJjQpBLY6UdaWhrXXHMNv/vd7/zb7rrrLr7zne/Q0NAAQGlpKU888QS33nrrgM/PmzePo0eP+l87HA5eeuklnnrqKZ577jl/m9LS0oD/UlJSyM3NJT4hgd1bP8bj03jqqae44oqBRQXWr1/Ps88+i9vt5tixYxw6dIg1a9awYcMGqqurKS8vZ8uWLcyd2zen/+DBgyNSDx0tkbW0MEUw5b1TlMEHQLZh8I2VYptZPytWefcUgzDLDK1xWPjgaCMzMhMG/0A/pqdM5/Y1tw/rMx8caQC7fl4WJqiJaSQyK1b3PmmMrlao26j1NVspMwO6El63T45Z8XWvNJWwVRi/IjixVgvdQNsIQrZXTVtF+b+U8/H7HwcM+QvGSeOcVzOSwNx555089NBD/tfr16+nqqqKM844AyEEiYmJ/OEPfyA3NxcAr9eL06nfVy+77DJKSkqYPXu2//Px8fFs3ryZc889l4yMjIDGW3/u/X//w79/4xa+53Jx+aWXcskllwCwadMmtm3bxo9+9CMWLVrENddcw8KFC7HZbDz88MNYrUPP69977z1++MMfDus3CQfK4JsAaoyVpGyHCjWBnhyZjlGGTAXDnFAkKoNPMQhzjYm4dFjYVdnMF9cWjvkxPz7W6M/lULlGkUnvemcn3N1MH4HHyKtpmNPJ+SpnB9Dr47X7NKrGwOBr93p78raneK1bxeCkxdhp7e7GaxEjWtBJjU3FaR3ePaHDWPxxqjmJn/b2nqia7OxsOjv7hthu2LCBDRs2DPic2+2moqLCH6550003cf3113PTTTdRVFTEnj17AEhJSeHtt98eILwSjGWrVvPCh9tIsFn6LBqtX7+e9evX+1/fc8893HPPPUH307sPADt37mTRokVkZGSE1I9wos62CeCURzf4ZqiVXqCnNp57lCFTwagxCrqn2JVHVRGcLIcNNAk2C3tOto7LMffVtPo9fPmTpEbkZMQMB9/dFnqeT2/2tncBeh5xaoTl7EwUicZK+EnP8ELpQuFQhx4magFsKmROMQjZsfrCu3RY+PhY05gf71SrC2nUhkxS94JRsW3bNpYvX86tt95KcrKudJqbm8vNN99Ma+vonuFmyLk3SMH1kVJfX8+Pf/zjsO4zVNTZNgGYyfvzlMEHwHRjBbY7zBeWiSkGk2FXHlVFcCwWC0LqQhIHW7rG5Zjl9R3IfP1BNV0ZfBFLos1CY7ePPe1dXJ6VOuzP72zVDcVYZXz4SbZboQvqPeEP5T9q5m0rYTTFEGSZqrkOK3/edoLTZ4WusDwS3j1UhzQW+ZLUIvSoWL16Nfv37x+w/Zprrhn1vp0W0+Ab9a76cMEFF4R3h8NAPX0mADOZfFmiEmkAmGnkyEj00Kdw09StG3zZTrW+oRicGGPl1YXkRMPIvDnD4VS7x+/hU+ISkUuGoSR8uHNkAiP7jVI8Ksqgh3TjN23sDr9YV7mRtx2nDGzFEJgpJdJh4cOjDWN+vNf3ngQjjD/VruYkkUqMce/wjZEjYiJQd8NxpsnTk1uwKFHlcgDE2XpOw7FI4G/1qXpMitCIN4WUHFb+8FH5mB7rhe0ncCFBCJCqZEgkk2d4X090jez+dMzwOKm87R6yjHC2ljEQ66o087aVMJpiCPJjewy+2hYXXu/YaAkAVDV38sa+k34PX7oy+CKWeON5LGXgenvRiDrbxpmdbbocr1UwJsVmoxWb0F3n5V0eZoRZVa3LEIMZidiCYmqRZLNQ3w3SaeGtA3XcfenYHEfTNO7dtM//4FehZ5HNzFgnb9Hmz78eLlWGUNd0JSDiJ8cwfkdb0D4QZl6gUsJWDEWRGUrvtCKBzZ/UcOWKvAHtvF6N8oYOjtR10NXtw+vT6NYkPp/G0RPdtO+qJiHGRoJT/5cYayM1zkFcrzy92/64U1/wj9O3ZaocvojF0euZ7NEkzmHW541E1Nk2znxiJO/HhyDdOpVwWCx4fdqYePhMMRglh64YijS7jaNdHnBYOVrdtxbfzuNNvLC9ko/LGznV5sbl8dGt6Ul/0vDbS3RhDosQCKH/b7cKnDYr6QkO5mQlsLwghYMn22lzeyFVn2w4lMEX0SxM0BehRuqNajDCFueoEgF+TM9K1xioM/vzttWEWjEEc+KNlBKnPid7cWcVV67Io93l5Yn3j/HKJzVUNHTSOUSu6eN7dwbcbhEQ57CREmenskmf/8WkxdAB5DqVxz9SEcYzXEpdVXUyKKqqu+E4Y6qHpamVxz7EWSx0+jR/KE640DQNczqhDD7FUGQZXgfptODVJK/vqeWZrcf56GgjXd2hTfYloPlDQCRuL7S7fTR0eDh4sp1XPqn1t505K5UylJhHpGPmW7tGqCRserGWqDB+P6ZI0WgL2geiyTDM1YRaMRQF5jliFUgLbKtoZP1DW9hd2TKgrQBsVoFVCL9BIACvzwfCgiYlmgYaEvMRoElod3tpd+uLEPmpsVTaBWhSpZn0wmq1smTJErxeLzNmzODpp58mJSXF//6yZctYuHAhzzzzjH/bV77yFd544w2OHj2K0+mkvr6e1atXU15ejqZp3HHHHbz55psIIYiJieHxxx9nyZIlofdJCLxS4vJpMAluJcrgG2eOGzkg2epB1IcEI5Su1h1eie4TvfaXouLlFUOQY1yXIkH//+t/2N7n/Yx4BwvzklhRkEJRegKZiQ4cNgt2q/7PIqCrW6PL48XV7aPd7aOxw0Ndm5uDJ9s4Wt/BqTYXnW4fiTE2Fs3PoKyumQSbMvgimfnxPcJSp9wesoYxUfNqml/pbVVS/Bj0LjoxRYrCH9AJ7YbBp0qdKIbCYrFgAX1h2GGlw+XzG3tOm4Vl+cmcOz+bK5ZPIzcl8IJNSUkJxcXFA7Z3erx8UtnC7qpmDp5sp7Hdw71XLOL00oMAFMaoeaBJbGwspaWlANxwww08/PDD/vp2+/fvR9M03nnnHTo6OoiP77mPWq1WHn/88QE1+v785z9TXV3N7t27sVgsVFZWog1TFNAmwMvIF/oiDTUDHmdqjdwCJcHel2TD41kXZsW2Q4Y6nllHS6EYjALjASzie26NcQ4rXzmjiFvOnklKXHiv2y/uOgL0nP+KyMRmsWAXgm4p2d7aySWZoZ8HvWvwpasQQz85vX6LJo83rPUJO42JXaF6zipCwGERuDSJM9GOx+UjKcbGDy9fyFWrCka13ziHjbUz01k7s2+pB3ORY6aKOgrIpz71KXbv3u1//ac//Ykvf/nL7N+/n02bNnHdddf537vjjjt44IEHuPnmm/vso6amhtzcXCxG9Ex+fj5tbW3D6odDWHDho1uOnZDPeKKePuOMWSJgbrzK5ejNWEl0HzM8qk6VI6UIgekxxgPYaWVlYQpL81P4wWcW+B8a4abRCBNNU97niCfBaqHJ62NPWxeXZKaE/DlVgy8wvT0r5V3usBp8HpW3rRgGcVYLLs3H5y+cxZnSycWLs8fsnt/g6ZnjZETgfV/8x9jMleQPQ/OS+Xw+/vGPf/C1r33Nv+3Pf/4zb7zxBgcOHOChhx7qY/AVFhZy5pln8vTTT3P55Zf7t19zzTWceeaZvPvuu5x33nl86UtfYvbs2cPqc4xF0Ap0Tw57T5VlGG86jQT1JaoGXx9MtaqWEPOkQsUUgUmYBAm3irFntrEQ4wU23rqOe9cvGrMHP0CL1xCXiMAHv6Iv5qLUwU7XsD6navAFx1SnLXeNrL5hIDya5i99NEsZfIoQSDBE9DptgkuX5o7pPb/cKNFigTE9TrTR1dXF8uXLSU9Pp7Gx0V+gfOvWrWRmZjJ9+nTOO+88duzYQVNTU5/Pfve73+W+++7rE7KZn5/PgQMH+NnPfobFYuG8886jpKRkWH2KNeaNPXeU6EbNMsYRl0/zu/KXqeT9Ppi5U+1hVmyrdusGnwqZU4RCkVmTCej0an1qRI4F7UbNpxynuhVHOtNi7BzucnPCNbw8Y1WDLzixFgtuzUflMH/TwTCLrgsgwaauK8XQpNqtHHfBSU94I4wCcdxY3IhUZeZQPXHhxszha2lp4TOf+QwPP/ww3/zmN3nmmWcoKyujqKgIgNbWVl544QVuuukm/2dnz57N8uXLee655/rs0+l0cskll3DJJZeQnZ3N5s2b+3gBhyKuXy0+EeWpQWp5YRzZY+RyWFACIv3JN0QQOsNs8NUZN3AVMqcIBYfFgnlLP9w1PE/OSDBzjZRaW+QzwxAZOTnMWnyqBl9wzOLGNWEU6zpseFRtUT45U4wfGXZ9MaZ+HAw+c3EjRnn3ApKcnMyDDz7I/fffj9vt5vnnn2f37t2Ul5dTXl7Oyy+/3Eep0+See+7h/vvv97/esWMH1dXVgK7Wvnv3bgoLC4fVl961sieDcIs648aRXW16LkeMCi8cQKExmfKEOTnWzAlUqqiKUDFXXo8MM3RvJJi5RgVKXCLiWWCE+w437FzV4AtOohF5MVwjejDMkLnYCPWgKCIPM8KieYR1NoeDubgRr+aBQVmxYgXLli3jueeeIy8vj7y8PP97Z599Nvv27aOmpqbPZxYtWsTKlSv9r0+dOsXll1/O4sWLWbp0KTabjVtuuWXYfTHXjcLtjJgIlNtjHDlorDyq8MKBmKF03jAvorSoekyKYWKGmVV0hbcmZCC6jWJNpkS9InIxa/F1DVPaW9XgC44ZeRFOz0qlMaFOUM9ZRYiY5TvaxsHgM9NMktT52Yf29vY+r//6178C8OUvf7nPdqvV6jf2nnjiiT7vbdy40f/3xRdfzMUXX9zn/eGqdEKvWnzDvO9HImqJYRwxcwuylDT3AAp6GWSt3vA9/Dt8Sp5bMTxMr0Ola2wNvuZeirRFKtwv4llkGGySvkp7g6Fq8A1OuiFk0xxGdWaVt60YLub8YLiLOSPhlHHvyFI5vVGBWdJLGXyKYWHm8E1Xq/kDsPTKnSoPo2fFbVykM1U4lSJEUoyJYu0Y53OYao8W9DpvisjGYbFgM25S/2hoDekzDx0/BehjrGrwDcQUsmkNo2fFzNtWyreKUJlpzMm6xyFPq9E4P5VQV3RgpniMx7kx1qhZxjjx+8o6fy7Hv07PnuDeRCbmSkpFV/gkus3VdVWPSREqGcbEvC6MeUWBONKpn+eqRmT0MMuYGP7wcFUfCfBAeDWN/1dxEoDitMQx71s0khejG3wdYZxMNam8bcUwmROvX9ca+nU7lrQaId4FMWpOEg2Y9VPdmsQb5UafMvjGAU3T+OlRPeZ4bXI8CxJULkcgYoyJb7hC6XpP2HPV6roiRLKNc6U5zDUh+2OKS8RbVehZtPC/i2cA0OT18ZOjNYO2vftQFS5NYgUeXjB9HHoXfZi5U+4wCiK0ek3lW2XwKUKjd/mOcEYYBcJMM5mhwvijgkyHzS/cUh5GZ8REoGbBY0CDx0uVtLC9pYNjXW5eONlEu09DAL9ZqB78wYi3Wmj1aX4Z89FiynNbUQVOFaGTb6y8tvnG1uAzFzZUrlH0MDc+hvVZKWw61cwjJ+p4s7ENTUq8UuKT4JMSH6BJ6c/VuTY3jVS14BQQM73BFC8KBx3GdavKYCiGg10IuqXkSJeb2fFjlwJiKjPPGcNjKMKHRQhynXaqXd10+DRaur3EWS1I+pZtiAbUU2gMWPTeHiAJdhzqs/2ijCSmKfGQoCTarNR4vGGT6D7aFdkFThWRiSmgMtYyzLVu3SBIV7lGUcVDCwr5W30LLk1S1jF46Y4Yi+Bnc/PHqWfRx0zjWjND6cKRy2pOqGeqXHnFMIixCLp9kmOdY+fFcfk0zKWNuUpXIGrIdNip93jxaLKPB3hZUtwE9mr4RJd5GiXoP6rEAjiEIMdh47LMZB5bVDSh/Yp0TInuU2ESyzBl9VXInGI4mAW2PWMcr19vLGxkqeT9qMJhsfDC8tlclpnMZZnJXJmVwtXZqVyXk8YN09K5OT+DWwsy+dfp2bx52ryoWwUeTxJsNr9Y18EhjOdQ0DQN0y8/ll4axeTDrIs3lurMhw2hLoGqx9wfIQR33nmn//X999/Pvffe63/92GOPMX/+fObPn8+aNWvYsmWL/73i4mK2bds2pv0rinVClPsO1ExjDKg+ZzklJSUUFxdPdFeiirwYO7TAqTB5+KqNekxJNnVjVYRO/wT+sVLQNIv85juV1z/aWJUcz++SZ0x0NyYFTovApUn2dbhYmDi6FfOaXouFmUr2XjEMUuw2aj1easZQrOuQYfCpqKOBOJ1ONm7cyN13301GRkaf9zZv3syjjz7Kli1byMjIYMeOHVx55ZV8/PHH5OTkjEv/Yq0Wfy3WaEXNhBURQ5GROxUusYyThsGXqkLmFMMgqVcC/4kxXO1tN0JGVa6RYiqTYERghMPDZ+7DpubTimFiRhjVuceuHM/RTv15Eqe8/gOw2WzccsstPPDAAwPe+8UvfsF9993nNwRXrlzJDTfcwMMPPzze3Yxq1ExYETGYnpWOMOVO1Rvy3JlKMEExTMwE/kOdbmaMUa6FWch1lsrlUExhUu1W6ru9lIdhccVU0XOqCbVimGQZ84TG7rEz+I679PMzKYKFuor+/ZUx2W/5zy8bss1tt93G0qVLueuuu/ps37t3L6tWreqzbfXq1Tz55JNh7eNkR90VFRHD4gTdXe4Jk2KbGTI3TYXMKYaJWSKkYowkujVNw2ec5vPjlbiEYupiFl+vDoPBd9xl5m2rqY1ieJhlPFrGUJ3ZFOpKU1FHAUlKSuL666/nwQcfHLKtlBIhlCt/OIzrWSeEuBj4H3Sl/N9KKX/e7/0rgB9jpM8Ad0gptwzYkWJSMrNXaFudp3vUORgd/hwplcuhGB7xVgttPs2/IhtuegsTZakFCcUUxiy+XhcGsa4qI4xflTpRDJeCmLFXZzZrA2dHsFBXKJ64seSOO+5g5cqVfPWrX/VvW7hwIdu3b+fcc8/1b9uxYwcLFy6ciC5GLeO2DCaEsAIPA5cAC4HrhBD9R+sfwDIp5XLgRuC349U/xcRjsViwGgs2e9q6Rr2/LkNlsUjJcyuGSYqxAmsK/4SbA4b0t8o1Ukx1ZsYZudve0XtW6ozrVXlQFMPFnCe4tbEz+JqMczxPLfIFJS0tjWuuuYbf/e53/m133XUX3/nOd2hoaACgtLSUJ554gltvvXWiuhmVjOddcQ1wWEp5FEAI8SxwBbDPbCClbO/VPh4YW110RcQRZ9E9Kwc6XJyTnjSqfXmN0FAlz60YLuaEsT5MJUL6Y8pzx6hcI8UUx6xHFg7PSoPK21aMkLnGPME7hrPOdsPgK1T1mAflzjvv5KGHHvK/Xr9+PVVVVZxxxhkIIUhMTOQPf/gDubm5AHi9XpxOtbA/FON5V8wDTvR6XQms7d9ICPFZ4GdAFjCxvmXFuJNks9Lm0/xF00dKu9frXy0oUiqIimGSbUwYG8bI4DNzAxNUrpFiirM4IRaAbinRNA3LKBZBWlTetmKE5PZaJAhHSkkguvxCXco46U97e4+/Jzs7m87Ozj7vb9iwgQ0bNgz4nNvtpqKigsLCwjHvY7QzngZfoOClAWspUsoXgReFEGej5/OdP2BHQtwC3AL6iVFSUhLenoaB9vb2iOxXpOOQCYCNXdW1lNQcGfF+jkoLkIRA8v477wRtp8YpOhjvcZLSCcRysqtrTI67S8YBDuwe96Q6/9T1FB1E0jjpkffJgGDj2++QMYow51ap78dTWUFJ1aHwdHACiaRxmgpYSEZD8Jf3PmSBCD3EONRx8hrnZ9MnpZSIyAlgS05Opq2tbaK7MWx27NjBLbfcwte+9jUsFsuQ38Hn80Xl9wyGy+Ua1v1hPA2+SqCg1+t8oDpYYynlO0KIWUKIDCllfb/3HgMeA1i9erWMxALnqvD6yJj7yVGO1bfSHZ9I8ZrTRryfhtpG2H8ch8VC8aeLg7ZT4xQdjPc4eepbeOmTY3QJy5gc97+3H4LWDqanJFO8YtXQH4gS1PUUHUTaONlLdtEtJYlLVlCckTzi/XSXlIKE85csGtV+IoVIG6fJTsw7u+n0adhmz6e4IDPkz4UyTqfcHnhfz2C66tNnjcqTHW72799PYmLiRHdj2Hz605/mwIEDIbdva2uLyu8ZjJiYGFasWBFy+/E847YCc4QQM4QQDuBaYFPvBkKI2cLQWRVCrAQcQMM49lExwZix7aOthWPKc8dG0E1VET2ckRIP6PkczWNQl6mhWxeXyFEKsgoFcUZoc1nHyMW6NE3z51/NU3nbihFg1uLb3toR9n0fNIS6rIKIMvYUU4dxO+uklF7gduB1YD/wnJRyrxDiG0KIbxjNrgL2CCFK0RU9vyBlmIqyKaKCWYZSVqt3dAn8lYbBl6jkuRUjIMFmw27U+HmvqX2I1sOnxTi/C1TyvkLhL6NwrHPkudsft+iTdAEUKGVmxQiYFasvFBzocIV934c7lFCXYmIZVykrKeWrwKv9tj3S6+9fAL8Yzz4pIov5xsqsa5TSyJUuU55bGXyKkZFit1Ln8fJRSweXZaWEdd+dRnHf6WpiqlCQ6bBx3OWhyjXyMihvGwszqgafYqSsSIrjH42tY1KOp1wJdSkmGHXmKSKKxYm6YpsGeEZh9B00QoMWxseGo1uKKYhZK2l/++hrQvbHbdSInK3U2hQKphmhzSc9I59o72zVVf3ylddcMULONEL5W8NQE7I/lW7d4FMLEoqJQhl8iogiwWbzy7mWjSKs4pSRd3X+KGv5KaYu8+J1Y6zcCA8OFy6fhrmUMTdeGXwKhVk6p7F75BPtI0Ypn4Uqf08xQlYn6wafBI52hjes85hxfqq87cAIIbjzzjv9r++//37uvfde/+vHHnuM+fPnM3/+fNasWcOWLVv87xUXF7Nt2zYApJSce+65tLa2Ul5ezuLFi0fUn+3bt7NkyRJmz57NN7/5TYJll/3sZz9j9uzZzJs3j9dff33A++vXr+/Th4ceeojf//73I+rTaFEGnyLicFp0k29f+8huuMc6XfiMa/M8ZfApRsiqJP3hXz8Kr0Mg/lij61DZhSDJpgpEKxSz4vRIjHbfyA2+U8Z1enpKQlj6pJh62CwWYo35x9uN4ZXvP9ShG3wXTgL12LHA6XSyceNG6uvrB7y3efNmHn30UbZs2UJZWRmPPPIIX/ziF6mtrR3Q9tVXX2XZsmUkJY1u7rdhwwYee+wxDh06xKFDh3jttdcGtNm3bx/PPvsse/fu5bXXXuPWW2/F1+setnHjRhIS+t6PbrzxRh588MFR9W2kKINPEXEkWPWQhyOdIwule6WuBdCV32JUvLxihJyZqt+ouzS9IHS42HiyCejJV1UopjqLE/RrwQx1Hi6dXs3/2fPTJ4/sumL8yTIKrm9tCZ9S5562TjyGh+janNSw7XcyYbPZuOWWW3jggQcGvPeLX/yC++67j4yMDABWrlzJDTfcwMMPPzyg7R//+EeuuOKKAduPHj3KmWeeydatW4fsS01NDa2trXzqU59CCMH111/PSy+9NKDdyy+/zLXXXovT6WTGjBnMnj2bjz/+GNBrM/7yl7/ke9/7Xp/PxMXFUVRU5G83nqjlZUXEkWa3Ut/t5VjXyELp3m/Wk/cLVS6HYhTMjItBoIf37GrrYoUR7jNa9hg5gVeEWQhGoYhW5hqLHxJo9XqH7fl+t1n3xlgFZDnVfV8xcmbGOalweTgQxpDOp6r1qI50u5WECI/qyHmrdEz2W3vO8iHb3HbbbSxdupS77rqrz/a9e/eyalXferWrV6/mySefHLCP9957j0cffbTPtgMHDnDttdfy61//mtNOO40DBw7whS98IWAfSkpKqKqqIj8/378tPz+fqqqqAW2rqqo4/fTTA7b7/ve/z5133klcXNyAz61evZp3332XNWvWBOzDWBHZZ55iSpLlsHOw003NCJWyzNy/ZYlKsEUxOhKsFtp8Gu81t4fF4NvZ0uH3RFyflz7q/SkUkwGHxYJN6HUv/1bfyudz0ob1+S1NusGXZldTGsXoWJ4Yx1uNbaNSjO3PO0Z4qJkmoAhMUlIS119/PQ8++CCxsYPP36SUGGW7+9DY2NinuHpdXR1XXHEFL7zwAoWFhQDMmzeP0tLSQffdn0DHCtautLSUw4cP88ADD1BeXj6gTVZWFmVlZUGPP1aou6Mi4licEMuW5vYR18IxczlU/p5itGQ57LR1uSlt6wzL/n5XpecnZDpsKn9PoehFUYyTw11unq9tGrbBt7uty78PhWI0nJWawAMVJ8Om1KlpGscN4a+royCcMxRP3Fhyxx13sHLlSr761a/6ty1cuJDt27dz7rnn+rft2LGDhQsXDvi8zWZD0zR/cfvk5GQKCgp47733/AbfUB6+/Px8Kisr/dsqKyuZNm3agLb5+fmcOHFiQLsPPviA7du3U1RUhNfr5dSpUxQXF1NSUgKAy+Ua0qAdC1SCkyLiuLUwE4B2n8a2YcbRn+hy4zUWXc5PU8nRitEx0yibcGQUBaF7867hiThLCUsoFH24IENfoNvROvzcqXJDAXGJiupQjJI1RiSHBlR0jf6+/2ZjGxoggEuUYMuQpKWlcc011/C73/3Ov+2uu+7iO9/5Dg0NemhsaWkpTzzxBLfeeuuAz8+bN4+jR4/6XzscDl566SWeeuopnnvuOX+b0tLSgP9SUlLIzc0lMTGRDz/8ECklTz31VMC8wPXr1/Pss8/idrs5duwYhw4dYs2aNWzYsIHq6mrKy8vZsmULc+fO9Rt7AAcPHhyxeuhoUAafIuLIcjr8dZn+X8XJYX12c10zAHEWC3E2dXorRsfSBH0CGY5CvO1eLyc9ermQG/MzR70/hWIycWOeLsjQ5tOoHmYplAajDM+ZaiFFMUp6K3W+1dA66v09W9sIQJ7Tjs2i5iShcOedd/ZR61y/fj033ngjZ5xxBvPnz+fmm2/mD3/4A7m5uQB4vV6cTn1x9rLLLutjXAHEx8ezefNmHn74YV5++eWQ+vCb3/yGm266idmzZzNr1iwuueQSADZt2sQPfvADABYtWsQ111zDwoULufjii3n44YexWoeus/jee+9x/vnnh9SPcKJiihQRyZVZKfz6RB3vNQ1PGnlLk746XBCjat0oRs8lmcn8d8VJWrw+Or3aqBYRnqnR1TkdQvjrPSkUCp2CWCcJVgvtPo0nqur57qyBIVSBqOgV1XF2mjL4FKMn12nnaJeHvze28ZVRLs590KzPSUzVZ0Vg2tvb/X9nZ2fT2dk3jWLDhg1s2LBhwOfcbjcVFRX+cM2bbrqJ66+/nptuuomioiL27NkDQEpKCm+//Xaf/L7BWL16tf+zvVm/fj3r16/3v77nnnu45557gu6ndx8Adu7cyaJFi/yKo+OJWm5QRCT/XJgN6JL474RYD8eraf6QOVWLSREOFifG4TCStZ+rbRjVvkzvsyq2rlAEZlmirmj3Wn1LyJ/52dEaAFJska+AqIgO1qXqRkFp6+hyt2tdHr/3+esFWaPul6Iv27ZtY/ny5dx6660kJ+vhsrm5udx88820to7eOzsW1NfX8+Mf/3hCjq0MPkVEkuqw+csq/E+IYZ0/PVqDR0qswD2zcsewd4qpxCwjj++vdaFPQgNhlmO4IF3lcSgUgbgqWxe1ONLlDrn25euGcfjZ7MgXxFBEB9caokH13V5cvpHXYH3kRB2gqz0vSFD5peFm9erV7N+/n7vvvrvP9muuuWbUhdfHigsuuICioqIJObYy+BQRy3W5+k33veZ2fmGs4gbDq2k8biggXpaVohQQFWHjXKOQ8+5RKHVWuzx0GBOHL09T5RgUikB8PicVAfgkPFZZP2T7v55qossoc3JXUc4Y904xVViVHI/NUOF/8VTTiPfzirEYsTZZRRwpJh41K1ZELP9SmMX/1bWwu72LBypO8o+GVmIsFsxyKML4ZxGCek83bk1iAf5rbv4ge1Uohsf10zJ4+HgdbT6NOk83mY7h54c+bRTeTbBamBajCkMrFIFwWCwsT4xjZ1sn9x6ppjDGwaVZKUHb/0/FKQDmx8eQ6lDTGUX4mB7j5EiXm02nmrkud/iLdJ1ejROG+NAtBUqkSzHxqDukImKxWCy8tmoOF24/yJ52F7uNkLjBuCQzmRRVfFcRRqbHOom1CLo0yR+rG7hjBJ6EvzXoK72LVViPQjEoL66YzdoP93HS4+Vre8tJLNMDkfqXOLYKQbNRK+32QpUfpQgvZ6clcqTKza4RRnY8UaWHczqE4NNpoQmFKBRjiZoZKyIai8XC31bN5YdHqilrdyGh55+UmNH1UkKaw8rDC6ZPXGcVk5YFCbHsaO3ktfrWERl8hzr0ek6fGcRboVAoIMZqoeS0+az5cB9tPo3WIXKoYi2Cz6nrShFmrstN4/dV9TR2j0yh+fmTeijoUlUbUhEhKINPEfFYLBZ+PEeFaSomjksyktnR2sn+ji40TcMyjHpKe9o68UjdP3FtjhKWUCiGItVh45N1i3m2pgGXkaNnRPJjEQJNSjxS0unTuCIrZVjXo0IRCksT47ALQbeUvHCykS/nhS6j3+r1UtbhAvSUAMXQCCH40pe+xNNPPw3otfVyc3NZu3YtmzdvnuDejT0lJSU4HA7OOOOMMTuGMvgUCoViCL6Um85/Hq3BrUl+WXGKb80I3cv3H4erAci025RsvEIRIjFWy6hroCkUo2FmrIMDnW4eOVE3LIPvZ0drkUCMRfD57JQx699YsXHjRk6eDE0dPRSys7P53Oc+N2ib+Ph49uzZQ1dXF7Gxsbzxxhvk5eWFrQ/Dwev1YhvnZ3VJSQkJCQljavCpZTGFQqEYglSHjfPTdZnnX1WcxBOiZHydp5stzXpB2dtUnpFCoVBEDT+cPQ3Qy4S8PozakH+pbQTg0ozkqPQ+nzx5kvz8/LD9C9V4vOSSS3jllVcAeOaZZ7juuuv873V0dHDjjTdy2mmnsWLFCl5++WUAysvLOeuss1i5ciUrV67k/fffB6Cmpoazzz6b5cuXs3jxYt59910AEhJ6FFP/8pe/8JWvfAWAr3zlK/zbv/0b55xzDt/5znc4cuQIF198MatWreKss86irKzM327Dhg2cc845zJw5k7fffpsbb7yRBQsW+PcF8Le//Y1PfepTrFy5kquvvtpfWL6oqIgf/vCHrFy5kiVLllBWVkZ5eTmPPPIIDzzwAMuXL+fdd9/l+eefZ/HixSxbtoyzzz57BKM4kOg7ExUKhWIC+NWCQqyAW0ruOVQV0me+c6ASCcRZLdySr0J7FAqFIlo4Nz2ZeUYd1m8dOBHSZ/6vrpk2I+/0B7OmjVnfJiPXXnstzz77LC6Xi927d7N27Vr/ez/96U8599xz2bp1K2+99Rbf/va36ejoICsrizfeeIMdO3bw5z//mW9+85sA/OlPf+Kiiy6itLSUXbt2sXz58iGPf/DgQf7+97/z3//939xyyy386le/Yvv27dx///3ceuut/nZNTU28+eabPPDAA1x++eX867/+K3v37uWTTz6htLSU+vp6fvKTn/D3v/+dHTt2sHr1an75y1/6P5+RkcGOHTvYsGED999/P0VFRXzjG9/gX//1XyktLeWss87iRz/6Ea+//jq7du1i06ZNYfl9VXyRQqFQhECK3cY1OWk8U9vIH6ob6PD6+Pm8/IA1H10+jY9bOnjNWBW+OT8jKld6FQqFYirzyKIiztl6gDqPl28fOMEv5uQFvZfvbuvku8Zi4Nw4JzmqBM+wWLp0KeXl5TzzzDNceumlfd7729/+xqZNm7j//vsBcLlcHD9+nGnTpnH77bdTWlqK1Wrl4MGDAJx22mnceOONdHd3c+WVV7J8+XLa2toGPf7VV1+N1Wqlvb2d999/n6uvvtr/ntvt9v99+eWXI4RgyZIlZGdns2TJEgAWLVpEeXk5lZWV7Nu3j3Xr1gHg8Xj41Kc+5f+8Gd66atUqNm7cGLAv69at4ytf+QrXXHPNkOGwoaIMPoVCoQiRX8zL55W6Zlp9GhtPNbPxVPOQn3EIwbdVUWiFQqGIOhYkxHJWSgLvNrfzdHUDG082kee049YkbT4fnT6NbpkMJaX4etUOGU6et6KH9evX861vfYuSkhIaGhr826WUvPDCC8ybN69P+3vvvZfs7Gx27dqFpmnExMQAcPbZZ/POO+/wyiuv8OUvf5lvf/vbfPazn0WYhZzRjcbexMfHA6BpGikpKZSWlgbso9Ope30tFov/b/O11+vFarVywQUX8Mwzzwz6eavVitfrDdjmkUce4aOPPuKVV15h+fLllJaWkp4+/HqQvVFLzgqFQhEiDouFPWcu5ub8DGIsYtC2FiDFZuVHs6dhU949hUKhiEqeWTaTz2QmI4AOn8bBTjcVLg+N3T5cmsSH8Bt72Q4bd8/MYX2WUmQeCTfeeCM/+MEP/F4zk4suuohf/epXSEPxeufOnQC0tLSQm5uLxWLh6aefxufTa3NWVFSQlZXFzTffzNe+9jV27NgB6AIy+/fvR9M0XnzxxYB9SEpKYsaMGTz//POAbmzu2rUr5O9w+umn895773H48GEAOjs7/Z7HYCQmJvbxQB45coS1a9fyox/9iIyMDE6cCC2keDCUh0+hUCiGgcMoE/LjOfm0B1mdswkLMVZl5CkUCkW0Y7NY+O3iGdS6PPzsWA1dmiTOIsh1OpgR66S6bB+rly9jbpyTLKcK4xwN+fn5/Mu//MuA7d///ve54447WLp0KVJKioqK2Lx5M7feeitXXXUVzz//POecc47fS1dSUsJ9992H3W4nISGBp556CoCf//znfOYzn6GgoIDFixf7xVT688c//pENGzbwk5/8hO7ubq699lqWLVsW0nfIzMzkiSee4LrrrvOHgv7kJz9h7ty5QT9z+eWX8/nPf56XX36ZX/3qVzzwwAMcOnQIKSXnnXdeyMceDGFay9HK6tWr5bZt2ya6GwMoKSmhuLh4oruhGAI1TtGBGqfoQI1TdKDGKTpQ4xQdRPs47d+/nwULFvhfT0RZhvGgra2NxMTEie5G2Og/bgBCiO1SytWB2isPn0KhUCgUCoVCoYgI40wRflTMkUKhUCgUCoVCoVBMUpTBp1AoFAqFQqFQKBSTFGXwKRQKhUKhUCgUU5Ro1/OYaoxkvMbV4BNCXCyEOCCEOCyE+PcA7/+TEGK38e99IcToZWkUCoVCoVAoFArFAGJiYmhoaFBGX5QgpaShocFfczBUxk20RQhhBR4GLgAqga1CiE1Syn29mh0DPi2lbBJCXAI8Bqwdrz4qFAqFQqFQKBRThfz8fCorK6mrq5vorowpLpdr2EZSpBITE0N+fv6wPjOeKp1rgMNSyqMAQohngSsAv8EnpXy/V/sPgeF9G4VCoVAoFAqFQhESdrudGTNmTHQ3xpySkhJWrFgx0d2YMMatDp8Q4vPAxVLKm4zXXwbWSilvD9L+W8B8s32/924BbgHIzs5e9eyzz45dx0dIe3s7CQkJE90NxRCocYoO1DhFB2qcogM1TtGBGqfoQI1TdDAVxumcc86JiDp8IsC2gNamEOIc4GvAmYHel1I+hh7uyerVq2UkFryM9kKcUwU1TtGBGqfoQI1TdKDGKTpQ4xQdqHGKDqb6OI2nwVcJFPR6nQ9U928khFgK/Ba4RErZME59UygUCoVCoVAoFIpJx3iGdNqAg8B5QBWwFfiilHJvrzaFwJvA9f3y+Qbbbx1QEf4ej5oMoH6iO6EYEjVO0YEap+hAjVN0oMYpOlDjFB2ocYoOpsI4TZdSZgZ6Y9w8fFJKrxDiduB1wAo8LqXcK4T4hvH+I8APgHTg10IIAG+wWNRe+w34xSYaIcS2ofqumHjUOEUHapyiAzVO0YEap+hAjVN0oMYpOpjq4zSeIZ1IKV8FXu237ZFef98EDBBpUSgUCoVCoVAoFArF8BnXwusKhUKhUCgUCoVCoRg/lME3djw20R1QhIQap+hAjVN0oMYpOlDjFB2ocYoO1DhFB1N6nMZNtEWhUCgUCoVCoVAoFOOL8vApFAqFQqFQKBQKxSRFGXxhRghxsRDigBDisBDi3ye6P4oehBDlQohPhBClQohtxrY0IcQbQohDxv+pE93PqYgQ4nEhxCkhxJ5e24KOjRDibuMaOyCEuGhiej31CDJO9wohqozrqlQIcWmv99Q4jTNCiAIhxFtCiP1CiL1CiH8xtqvrKYIYZJzU9RRBCCFihBAfCyF2GeP0H8Z2dT1FEIOMk7qeDFRIZxgRQljRaw1egF5ofitwnZRy34R2TAHoBh+wWkpZ32vbfwGNUsqfGwZ6qpTyOxPVx6mKEOJsoB14Skq52NgWcGyEEAuBZ4A1wDTg78BcKaVvgro/ZQgyTvcC7VLK+/u1VeM0AQghcoFcKeUOIUQisB24EvgK6nqKGAYZp2tQ11PEIPQaYfFSynYhhB3YAvwL8DnU9RQxDDJOF6OuJ0B5+MLNGuCwlPKolNIDPAtcMcF9UgzOFcCTxt9Poj9wFeOMlPIdoLHf5mBjcwXwrJTSLaU8BhxGv/YUY0yQcQqGGqcJQEpZI6XcYfzdBuwH8lDXU0QxyDgFQ43TBCB12o2XduOfRF1PEcUg4xSMKTdOyuALL3nAiV6vKxn8Bq4YXyTwNyHEdiHELca2bCllDegPYCBrwnqn6E+wsVHXWeRxuxBitxHyaYY2qXGaYIQQRcAK4CPU9RSx9BsnUNdTRCGEsAohSoFTwBtSSnU9RSBBxgnU9QQogy/ciADbVMxs5LBOSrkSuAS4zQhPU0Qf6jqLLH4DzAKWAzXAfxvb1ThNIEKIBOAF4A4pZetgTQNsU+M0TgQYJ3U9RRhSSp+UcjmQD6wRQiwepLkapwkiyDip68lAGXzhpRIo6PU6H6ieoL4o+iGlrDb+PwW8iO6+P2nkUpg5FacmroeKfgQbG3WdRRBSypPGg1YD/peesBg1ThOEkcPyAvBHKeVGY7O6niKMQOOkrqfIRUrZDJSg54Wp6ylC6T1O6nrqQRl84WUrMEcIMUMI4QCuBTZNcJ8UgBAi3kiMRwgRD1wI7EEfnxuMZjcAL09MDxUBCDY2m4BrhRBOIcQMYA7w8QT0T4F/smPyWfTrCtQ4TQiGeMHvgP1Syl/2ektdTxFEsHFS11NkIYTIFEKkGH/HAucDZajrKaIINk7qeurBNtEdmExIKb1CiNuB1wEr8LiUcu8Ed0uhkw28qD9jsQF/klK+JoTYCjwnhPgacBy4egL7OGURQjwDFAMZQohK4IfAzwkwNlLKvUKI54B9gBe4bTIra0USQcapWAixHD0cphz4OqhxmkDWAV8GPjHyWQC+i7qeIo1g43Sdup4iilzgSUOF3QI8J6XcLIT4AHU9RRLBxulpdT3pqLIMCoVCoVAoFAqFQjFJUSGdCoVCoVAoFAqFQjFJUQafQqFQKBQKhUKhUExSlMGnUCgUCoVCoVAoFJMUZfApFAqFQqFQKBQKxSRFGXwKhUKhUCgUCoVCMUlRBp9CoVAoxh0hxANCiDt6vX5dCPHbXq//Wwjxb0KI9UKIfx/mvp8QQnx+iDZFQog9xt+rhRAPDvMrBNvvd/u9fj9M+y0RQhwQQqwP8J7/u4xw338UQjQO9ZspFAqFIjpRBp9CoVAoJoL3gTMAhBAWIANY1Ov9M4D3pJSbpJQ/H8uOSCm3SSm/2X+7EGIktWr7GHxSyjNG3LGB/JOUclMY9weAlPKf0AsRKxQKhWISogw+hUKhUEwE72EYfOiG3h6gTQiRKoRwAguAnUKIrwghHgK/5+5BIcT7QoijpkdK6DwkhNgnhHgFyAp0QCHEKiHELqNo8m29thcLITYbf98rhHhMCPE34CkhRKYQ4gUhxFbj3zqjXYIQ4vdCiE+EELuFEFcJIX4OxAohSoUQfzTatffq431CiD3GZ77Q69glQoi/CCHKDG+bGOrHG+S7WI3jbDX69XVju0UI8WshxF4hxGYhxKvKo6dQKBRTg5GsXioUCoVCMSqklNVCCK8QohDd8PsAyAM+BbQAu6WUngC2Ty5wJjAf3Sv1F+CzwDxgCZAN7AMeD3DY3wP/LKV8Wwhx3yDdWwWcKaXsEkL8CXhASrnF6Ovr6Mbo94EWKeUSACFEqpTyBSHE7VLK5QH2+TlgObAM3Zu5VQjxjvHeCnSjtxrdEF4HbBmkf4N9l68Z/TrNMJzfM4zXVUAR+m+UBewn8G+kUCgUikmGMvgUCoVCMVGYXr4zgF+iG3xnoBt8wXLfXpJSasA+IUS2se1s4BkppQ+oFkK82f9DQohkIEVK+bax6WngkiDH2CSl7DL+Ph9Y2MvwTBJCJBrbrzU3SimbhviuZ/bq40khxNvAaUAr8LGUstLoZym6YRbU4Bviu1wILO3lvUsG5hjHf9747WqFEG8N0V+FQqFQTBKUwadQKBSKicLM41uCHtJ5ArgT3QgK5n1y9/q7t/tPDnEsEUIbk45ef1uAT/UyAPWd6RZgqPszjx+M3t/Jx9DP5sGOLdA9f6/32SjEZUP2UKFQKBSTEpXDp1AoFIqJ4j3gM0CjlNInpWwEUtDDOj8Yxn7eAa418tdygXP6N5BSNgMtQogzjU3/FOK+/wbcbr4QQiwPsj3V+LNbCGEP0scvGH3MRPdKfhxiH/owxHd5Hdhg9kEIMVcIEY/uMbzKyOXLBopHcmyFQqFQRB/K4FMoFArFRPEJej7bh/22tUgp64exnxeBQ8ZnfwO8HaTdV4GHDaGTriBt+vNNYLUhgLIP+Iax/SdAqiHCsoseI/MxYLcp2tKvj7uBXcCbwF1SytoQ+zCc7/Jb9BzGHUaphkfRPYYvAJXontRHgY/QQ2cVCoVCMckRUg4nIkWhUCgUCsV4I4QoAb4lpdw2in0kSCnbhRDp6N7FdabRKYR4AtgspfxLOPqrUCgUishBefgUCoVCoYh8GoEnRIDC68NgsyEK8y7w417G3h+BTwOuUfdSoVAoFBGH8vApFAqFQqFQKBQKxSRFefgUCoVCoVAoFAqFYpKiDD6FQqFQKBQKhUKhmKQog0+hUCgUCoVCoVAoJinK4FMoFAqFQqFQKBSKSYoy+BQKhUKhUCgUCoVikqIMPoVCoVAoFAqFQqGYpPx/apZEAoflOhwAAAAASUVORK5CYII=\n",
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\n",
       "text/plain": [
        "<Figure size 1080x360 with 1 Axes>"
       ]
@@ -551,7 +551,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 1080x360 with 1 Axes>"
       ]
@@ -563,7 +563,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 1080x360 with 1 Axes>"
       ]