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+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "f3f8311b-9ed8-498b-9385-50186cb9957e",
+   "metadata": {},
+   "source": [
+    "# Bayesian Uncertainty Analysis vs MCMC\n",
+    "\n",
+    "_Camu Prins, TU Delft, March 2025_\n",
+    "\n",
+    "In this notebook, the Bayesian uncertainty analysis (Emcee) is compared to the MCMC uncertainty analysis. The Bayesian uncertainty method is further elaborated on in the example of [Bayesian uncertainty analysis](https://pastas.readthedocs.io/latest/examples/uncertainty_emcee.html) and the MCMC analysis has been conducted by Van Der Spek & Bakker (2017), which can be found [Here](https://agupubs.onlinelibrary.wiley.com/doi/full/10.1002/2016WR019704). \n",
+    "\n",
+    "First, for the Emcee analysis, a Pastas model is created. Then, the confidence and predicitive intervals are calculated using an EmceeSolver for comparison to the MCMC analyses.\n",
+    "\n",
+    "The notebook uses data from DINO loket, which can be downloaded from their [website](https://www.dinoloket.nl/ondergrondgegevens), and data from KNMI, which is automatically downloaded using HydroPandas. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "cdbe9f75-fa8a-4f27-b10f-317b9864ad8a",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Pastas version: 1.9.0\n",
+      "Python version: 3.11.4\n",
+      "NumPy version: 1.24.3\n",
+      "Pandas version: 2.2.3\n",
+      "SciPy version: 1.11.1\n",
+      "Matplotlib version: 3.7.2\n",
+      "Numba version: 0.57.0\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "DeprecationWarning: As of Pastas 1.5, no noisemodel is added to the pastas Model class by default anymore. To solve your model using a noisemodel, you have to explicitly add a noisemodel to your model before solving. For more information, and how to adapt your code, please see this issue on GitHub: https://github.com/pastas/pastas/issues/735"
+     ]
+    }
+   ],
+   "source": [
+    "import hydropandas as hpd\n",
+    "import pandas as pd\n",
+    "import corner\n",
+    "import matplotlib.pyplot as plt\n",
+    "import numpy as np\n",
+    "import glob\n",
+    "import scipy.stats as st\n",
+    "import emcee\n",
+    "from tabulate import tabulate\n",
+    "\n",
+    "import pastas as ps\n",
+    "\n",
+    "ps.set_log_level(\"ERROR\")\n",
+    "ps.show_versions()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "da66df23-a3c8-44b6-8c08-e4b4f087e9ad",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# Make list with all the ground water data using gobs\n",
+    "file_pattern = r\"data/B*.csv\"                             # File patern to look for groundwater heads\n",
+    "file_paths = glob.glob(file_pattern)                      # Find all files that match the pattern\n",
+    "gw_levels_list = []  \n",
+    "for file_path in file_paths:\n",
+    "    gw_data = hpd.GroundwaterObs.from_dino(file_path)\n",
+    "    gw_levels_list.append(gw_data)     "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f9411345-9aee-4bd0-8ca9-23fdfd6c1225",
+   "metadata": {},
+   "source": [
+    "Now, all the groundwater data is in a list with easy access. In this specific notebook, I am comparing the results from an MCMC analysis by Van der Spek at groundwater well B32E0031 to an Emcee uncertainty analysis and then looping over the rest of the wells for a quick comparison."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7b49ab9d-23fc-4d96-a9dd-368eb09279da",
+   "metadata": {},
+   "source": [
+    "## 1. Create a model using EmceeSolver:"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3237ce12-556a-4760-a337-5721558cf494",
+   "metadata": {},
+   "source": [
+    "First, let's create a model using the EmceeSolver. We start by gathering all the necessary data for the analysis. From the groundwater level list, groundwater well B32E0031 is chosen, and the corresponding evaporation and precipitation data are downloaded from the KNMI."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "4c5fc68f-8c94-48c9-979b-2931e1ff62c5",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# Load data\n",
+    "gw_levels = gw_levels_list[8]                                # No8 is B32E0031\n",
+    "\n",
+    "# Make sure all data has a biweekly sampling frequency.\n",
+    "series = gw_levels[\"stand_m_tov_nap\"].dropna()                                        # Get rid of Nan-values\n",
+    "ref_tindex = series.resample('2W').first().index                                      # Create a biweekly reference frame, select the first available value in each period\n",
+    "tindex = series.index                                                                 # Get original time index\n",
+    "sel_index = ps.timeseries_utils.get_sample(tindex=tindex, ref_tindex=ref_tindex)      # Find the index closest to the ref_tindex, and then return a selection of the index.\n",
+    "series = series.loc[sel_index]     "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "861fa0ce-ced6-49a3-bc74-525a9f366a42",
+   "metadata": {},
+   "source": [
+    "The series is resampled in a biweekly reference frame for easy comparison between the wells. In the past, and still in some wells, the head was measured every two weeks. Nowadays, daily measurements are not uncommon.\n",
+    "\n",
+    "Next, we set the start time and duration to ensure a 20-year simulation period for all wells."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "999c4705-e810-43db-a377-285c1f136b65",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "name: EV24_DE-BILT SHOULD BE De Bilt\n",
+      "name: RD_PUTTEN-GLD SHOULD be Putten\n",
+      "name: B32E0031-001 SHOULD be B32E0031\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Set proper time parameters:\n",
+    "time = str(gw_levels.index[-1].year - 10)                             # End simulation time is 10 year before end of timeseries, So that later we could validate over 10 years.\n",
+    "\n",
+    "if gw_levels.index[0].year < (gw_levels.index[-1].year - 30):         # Set start time to 30 years in the past, to make sure you have space for calibration and validation\n",
+    "    strtime = str(int(time) - 20)                                       \n",
+    "else:\n",
+    "    strtime = str(gw_levels.index[0].year + 1)                        # Pick the first complete year of the time series.\n",
+    "    time = str(int(strtime) + 20)                                     # If the time series is shorter then 30 years, make sure there is a calibration period of20 years\n",
+    "\n",
+    "    \n",
+    "# Load evaportation and precipitation data from KNMI using hydropandas\n",
+    "evaporation = hpd.EvaporationObs.from_knmi(          \n",
+    "    meteo_var=\"EV24\",                         # EV24; to get evaporation from the nearest weather station\n",
+    "    stn=260,                                  # Stn 260 is the Bilt: Normally, use 'xy= ...', however as we are comparing to vd Spek, we select the same wheather station as in her research.\n",
+    "    start=gw_levels.index[0],\n",
+    "    end=gw_levels.index[-1],\n",
+    "    fill_missing_obs=True,                    #  Fill missing values with values from the nearest KNMI station.\n",
+    ")\n",
+    "\n",
+    "precipitation = hpd.PrecipitationObs.from_knmi(\n",
+    "    xy=(gw_levels.x, gw_levels.y),           # Get nearest station\n",
+    "    meteo_var= 'RD',                         # RD; the daily precipitaiton from nearest precipitation station\n",
+    "    start=gw_levels.index[0],\n",
+    "    end=gw_levels.index[-1],\n",
+    "    fill_missing_obs=True,                   #  Fill missing values with values from the nearest KNMI station.\n",
+    ")\n",
+    "\n",
+    "\n",
+    "# A check to compare the data to vd Spek\n",
+    "print(f\"name: {evaporation.name} SHOULD BE De Bilt\")\n",
+    "print(f\"name: {precipitation.name} SHOULD be Putten\")\n",
+    "print(f\"name: {gw_levels.name} SHOULD be B32E0031\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "24063fa6-0072-4591-a7d8-49c1c8f06f63",
+   "metadata": {},
+   "source": [
+    "After all the data is downloaded, we can start building a linear recharge model with a Gamma response function. The model is first solved using a regular solver to obtain a good estimate of the initial parameter values.\n",
+    "\n",
+    "Here are some checks:\n",
+    "- Ensure the units are correct.\n",
+    "- Set the correct time frame for the solver.\n",
+    "\n",
+    "We also add a noise model to later calculate the variance of the noise. This will serve as an initial estimate for a parameter in the EmceeSolver."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "cb0e8f37-142c-4101-abc3-e39aafd452c3",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Fit report B32E0031-001           Fit Statistics\n",
+      "================================================\n",
+      "nfev    23                     EVP         83.75\n",
+      "nobs    749                    R2           0.84\n",
+      "noise   True                   RMSE         0.19\n",
+      "tmin    1969-01-01 00:00:00    AICc     -3403.68\n",
+      "tmax    2002-01-01 00:00:00    BIC      -3376.08\n",
+      "freq    D                      Obj          3.92\n",
+      "warmup  3650 days 00:00:00     ___              \n",
+      "solver  LeastSquares           Interp.        No\n",
+      "\n",
+      "Parameters (6 optimized)\n",
+      "================================================\n",
+      "                optimal    initial  vary\n",
+      "rainevap_A     0.875586   0.198992  True\n",
+      "rainevap_n     0.907259   1.000000  True\n",
+      "rainevap_a   253.646633  10.000000  True\n",
+      "rainevap_f    -1.047122  -1.000000  True\n",
+      "constant_d    10.766816  11.561566  True\n",
+      "noise_alpha   92.230241  15.000000  True\n",
+      "\n",
+      "Warnings! (1)\n",
+      "================================================\n",
+      "Response tmax for 'rainevap' > than warmup period.\n"
+     ]
+    }
+   ],
+   "source": [
+    "# BUILD MODEL\n",
+    "ml = ps.Model(series, name= gw_levels.name)\n",
+    "ts1 = ps.RechargeModel(\n",
+    "    precipitation[\"RD\"].resample(\"D\").first() * 1000,       # Mind the UNITS !\n",
+    "    evaporation[\"EV24\"].resample(\"D\").first() * 1000,\n",
+    "    rfunc=ps.Gamma(),\n",
+    "    name=\"rainevap\",\n",
+    "    recharge=ps.rch.Linear(),\n",
+    "    settings=(\"prec\", \"evap\"),\n",
+    ")\n",
+    "ml.add_stressmodel(ts1)\n",
+    "\n",
+    "nm = ps.ArNoiseModel()\n",
+    "ml.add_noisemodel(nm)\n",
+    "\n",
+    "# SOLVE MODEL\n",
+    "# In the loop we solve as follows:\n",
+    "# ml.solve(tmin=strtime ,tmax=gw_levels.index[-1], report=False)    \n",
+    "# However, we compare with vd Spek and use the same timeframe in the example:ml.solve(tmin='1969' ,tmax='2002', report=False) \n",
+    "ml.solve(tmin='1969' ,tmax='2002', report=True) "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a6fb858a-b63d-4ba1-b520-b0068df8e800",
+   "metadata": {},
+   "source": [
+    "## 1a. Set priors:\n",
+    "\n",
+    "For the Emcee solver, the first step is to select priors for the parameters. In this case, we are using uniform priors and setting pmin and pmax to ensure the parameters remain within a reasonable range."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "93a6fea6-5074-412d-a01c-069b4ce1f30b",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>initial</th>\n",
+       "      <th>pmin</th>\n",
+       "      <th>pmax</th>\n",
+       "      <th>vary</th>\n",
+       "      <th>name</th>\n",
+       "      <th>dist</th>\n",
+       "      <th>stderr</th>\n",
+       "      <th>optimal</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>rainevap_A</th>\n",
+       "      <td>0.875586</td>\n",
+       "      <td>0.218896</td>\n",
+       "      <td>3.502344</td>\n",
+       "      <td>True</td>\n",
+       "      <td>rainevap</td>\n",
+       "      <td>uniform</td>\n",
+       "      <td>0.070892</td>\n",
+       "      <td>0.875586</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>rainevap_n</th>\n",
+       "      <td>0.907259</td>\n",
+       "      <td>0.226815</td>\n",
+       "      <td>3.629037</td>\n",
+       "      <td>True</td>\n",
+       "      <td>rainevap</td>\n",
+       "      <td>uniform</td>\n",
+       "      <td>0.017344</td>\n",
+       "      <td>0.907259</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>rainevap_a</th>\n",
+       "      <td>253.646633</td>\n",
+       "      <td>63.411658</td>\n",
+       "      <td>1014.586533</td>\n",
+       "      <td>True</td>\n",
+       "      <td>rainevap</td>\n",
+       "      <td>uniform</td>\n",
+       "      <td>30.691962</td>\n",
+       "      <td>253.646633</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>rainevap_f</th>\n",
+       "      <td>-1.047122</td>\n",
+       "      <td>-4.188489</td>\n",
+       "      <td>-0.261781</td>\n",
+       "      <td>True</td>\n",
+       "      <td>rainevap</td>\n",
+       "      <td>uniform</td>\n",
+       "      <td>0.074679</td>\n",
+       "      <td>-1.047122</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>constant_d</th>\n",
+       "      <td>10.766816</td>\n",
+       "      <td>2.691704</td>\n",
+       "      <td>43.067264</td>\n",
+       "      <td>True</td>\n",
+       "      <td>constant</td>\n",
+       "      <td>uniform</td>\n",
+       "      <td>0.122070</td>\n",
+       "      <td>10.766816</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>noise_alpha</th>\n",
+       "      <td>92.230241</td>\n",
+       "      <td>23.057560</td>\n",
+       "      <td>368.920965</td>\n",
+       "      <td>True</td>\n",
+       "      <td>noise</td>\n",
+       "      <td>uniform</td>\n",
+       "      <td>12.787650</td>\n",
+       "      <td>92.230241</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                initial       pmin         pmax  vary      name     dist  \\\n",
+       "rainevap_A     0.875586   0.218896     3.502344  True  rainevap  uniform   \n",
+       "rainevap_n     0.907259   0.226815     3.629037  True  rainevap  uniform   \n",
+       "rainevap_a   253.646633  63.411658  1014.586533  True  rainevap  uniform   \n",
+       "rainevap_f    -1.047122  -4.188489    -0.261781  True  rainevap  uniform   \n",
+       "constant_d    10.766816   2.691704    43.067264  True  constant  uniform   \n",
+       "noise_alpha   92.230241  23.057560   368.920965  True     noise  uniform   \n",
+       "\n",
+       "                stderr     optimal  \n",
+       "rainevap_A    0.070892    0.875586  \n",
+       "rainevap_n    0.017344    0.907259  \n",
+       "rainevap_a   30.691962  253.646633  \n",
+       "rainevap_f    0.074679   -1.047122  \n",
+       "constant_d    0.122070   10.766816  \n",
+       "noise_alpha  12.787650   92.230241  "
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Set the initial parameters to a normal distribution\n",
+    "ml.parameters[\"initial\"] = ml.parameters[\"optimal\"]  # set initial value to the optimal from least squares for good starting point\n",
+    "for name in ml.parameters.index:\n",
+    "    if ml.parameters.loc[name, \"optimal\"] > 0:\n",
+    "        ml.set_parameter(name, dist=\"uniform\",pmin=0.25 * ml.parameters.loc[name, \"optimal\"], pmax=4 * ml.parameters.loc[name, \"optimal\"])\n",
+    "    else:\n",
+    "        ml.set_parameter(name, dist=\"uniform\", pmin=4 * ml.parameters.loc[name, \"optimal\"],pmax=0.25 * ml.parameters.loc[name, \"optimal\"])\n",
+    "\n",
+    "ml.parameters"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "fed8c7b8-3aca-41e2-9092-29bacdb8b86c",
+   "metadata": {},
+   "source": [
+    "## 1b. Create the Solver Instance\n",
+    "The next step is to create the solver instance. Here, the objective function, the number of iterations, and the solver method are specified. The GaussianLikelihoodAR1 and DEMove functions are used. An explanation of how the solver works can be found on [readthedocs](https://emcee.readthedocs.io/en/stable/)."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "e491fdee-f56e-4f19-9210-ad73919cb4b0",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# Choose the objective function of the Emce solver\n",
+    "ln_prob = ps.objfunc.GaussianLikelihoodAr1()\n",
+    "\n",
+    "# Create the EmceeSolver with some settings\n",
+    "s = ps.EmceeSolve(\n",
+    "    nwalkers=20,\n",
+    "    moves=emcee.moves.DEMove(),\n",
+    "    objective_function=ln_prob,\n",
+    "    progress_bar=True,\n",
+    "    parallel=False,\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "72ed6859-862a-48c7-ac53-7ef58a0d79b4",
+   "metadata": {},
+   "source": [
+    "The initial parameter of ln_var is set to the variance of the noise. This provides a good initial estimate and reduces the number of steps necessary to reach the optimal value.\n",
+    "\n",
+    "After the parameter is modified, the noise model is deleted again, as the EmceeSolver has a built-in function that handles the noise."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "093df2b2-0303-47ea-9786-296b1f62ebfa",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
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+       "\n",
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+       "\n",
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+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>initial</th>\n",
+       "      <th>pmin</th>\n",
+       "      <th>pmax</th>\n",
+       "      <th>vary</th>\n",
+       "      <th>stderr</th>\n",
+       "      <th>name</th>\n",
+       "      <th>dist</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>ln_var</th>\n",
+       "      <td>0.010629</td>\n",
+       "      <td>2.657264e-03</td>\n",
+       "      <td>0.042516</td>\n",
+       "      <td>True</td>\n",
+       "      <td>0.01</td>\n",
+       "      <td>ln</td>\n",
+       "      <td>uniform</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ln_phi</th>\n",
+       "      <td>0.500000</td>\n",
+       "      <td>1.000000e-10</td>\n",
+       "      <td>0.999990</td>\n",
+       "      <td>True</td>\n",
+       "      <td>0.20</td>\n",
+       "      <td>ln</td>\n",
+       "      <td>uniform</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         initial          pmin      pmax  vary  stderr name     dist\n",
+       "ln_var  0.010629  2.657264e-03  0.042516  True    0.01   ln  uniform\n",
+       "ln_phi  0.500000  1.000000e-10  0.999990  True    0.20   ln  uniform"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "s.parameters.loc[\"ln_var\", \"initial\"] = np.var(ml.noise())     # \n",
+    "s.parameters.loc[\"ln_var\", \"pmin\"] = np.var(ml.noise()) / 4\n",
+    "s.parameters.loc[\"ln_var\", \"pmax\"] = 4 * np.var(ml.noise())\n",
+    "\n",
+    "ml.del_noisemodel()      #                                         \n",
+    "s.parameters"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c57a2519-8569-4672-8553-8ce2d6359eab",
+   "metadata": {},
+   "source": [
+    "## 1c. Run the solver"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "4e5f9f68-0581-487f-af52-f64145d5c90c",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|██████████| 1000/1000 [01:19<00:00, 12.52it/s]"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Fit report B32E0031-001           Fit Statistics\n",
+      "================================================\n",
+      "nfev    nan                    EVP         83.67\n",
+      "nobs    749                    R2           0.84\n",
+      "noise   False                  RMSE         0.19\n",
+      "tmin    1969-01-01 00:00:00    AICc     -2448.00\n",
+      "tmax    2002-01-01 00:00:00    BIC      -2424.99\n",
+      "freq    D                      Obj           nan\n",
+      "warmup  3650 days 00:00:00     ___              \n",
+      "solver  EmceeSolve             Interp.        No\n",
+      "\n",
+      "Parameters (5 optimized)\n",
+      "================================================\n",
+      "               optimal     initial  vary\n",
+      "rainevap_A    0.895377    0.875586  True\n",
+      "rainevap_n    0.904578    0.907259  True\n",
+      "rainevap_a  261.966700  253.646633  True\n",
+      "rainevap_f   -1.051734   -1.047122  True\n",
+      "constant_d   10.738806   10.766816  True\n",
+      "\n",
+      "Warnings! (1)\n",
+      "================================================\n",
+      "Response tmax for 'rainevap' > than warmup period.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "ml.solve(\n",
+    "    solver=s,\n",
+    "    initial=False,\n",
+    "    fit_constant=True,\n",
+    "    tmin='1969',\n",
+    "    tmax='2002',\n",
+    "    steps=1000,\n",
+    "    tune=True,\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "bd3d7d8c-5d16-4e1a-86a2-b63ffc98e5e9",
+   "metadata": {},
+   "source": [
+    "## 2 Plot Parameter Distribution\n",
+    "\n",
+    "Below, a corner plot is created to check the parameter distribution and the covariances between the parameters. The parameters should form a well-defined cloud of points. If this does not happen, some settings may need to be adjusted."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "a9694def-1373-4e47-8022-d3713815f3aa",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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3hBBCCCGEuCbI7ltCCCGEEEIIq5KZkjpSqVSEh4crjxviejU9bkwNPQYhhBBCCCHqQ4KSOtJoNBw+fLjhrqdW1/i4MTX0GIQQQgghhKgPWb4lhBBCCCGEsCoJSoQQQgghhBBWJUFJHZlMJiIiIoiIiKhWj+SqrldYWOPjxtTQYxBCCCGEEKI+JKekjsxmMwkJCcrjhrheTY8bU0OPQQghhBBCiPqQmRIhhBBCCCGEVclMyTUqMTHR4nl9qsYLIYQQQghhTRKUXGN0Oh0ajYaxY8daHNdoNCQmJkpgIoQQQgghrjkSlFxjAgICSExMxGAwKMcSExMZO3YsBoNBghIhhBBCCHHNkaDkGhQQECDBhxBCCCGEuG5IUFJHKpWKwMBA5XFDXK+mx42poccghBBCCCFEfUhQUkcajYaUlJSGu55aXePjxtTQYxBCCCGEEKI+ZEtgIYQQQgghhFXJTMl1RLYJFkIIIYQQ1yIJSuqosLCQPn36ALBx40bU9VxyVVhYZPHYycG5zteo6zbBDT0GIYQQQggh6kOCkjoqLy9n9+7dAJw6dQqTyaS8dvFMRa2uZy6v8XFd1HWb4KpjKC+/ujaFEEIIIYRoKBKU1EN0dDSFhYUWxzQaDTqdrsn7ItsECyGEEEKIa5UEJfVQWFjIwoULCQsLU45JHocQQgghhBB1I0FJPYWFhREdHW3tbgghhBBCCHHNki2BhRBCCCGEEFYlQYkQQgghhBDCqmT51lXQ6XSUlpZy/vx5a3flqlkjGV8IIYQQQoiayExJHWm1WvR6PWvWrGmY62k0NT5uTJVj0Ov1aLXaJmlTCCGEEEKIS5GgRAghhBBCCGFVEpQIIYQQQgghrEpySuqosLCQYcOGUVBQ0EDXK7J47OTg3CDXvXybFWMA+OOPP1Cr1Y3ephBCCCGEEJciQUkdlZeXs2HDhoa7nrm8xseNqeoYysubpk0hhBBCCCEuRZZvCXGdWLZsGaGhobRr144vv/yyzueYTCYCAwN59tlnm6K7QgghhBAKmSm5ziUmJlo81+l0eHp6Wqk3oiHMnz8fgAcffFA5VlpaytSpU1m3bh2urq5ER0dzxx134OHhUetzZs6cSdeuXZtyKEIIIYQQgMyUXLd0Oh0ajYaxY8cSExOj/IWFhZGWlmbt7okGtnPnTiIiIvD19cXFxYXhw4ezatWqWp9z9OhRkpKSGD58uDW6L4QQQogbnAQl16mAgAASExOJj49X/hYuXIjJZCI7O9va3bumffLJJwQHB+Pk5ERMTAybNm267Pn5+flMmTKFwMBA1Go1PXr0YNeuXRbnbNy4kZEjR+Lj44NKpeKXX36pU58yMzPx9fVVnvv5+ZGRkVHrc5599llmzZpVpzaFEEIIIRqKLN+qpdTUVAwGA4WFhdbuSq0FBAQQEBBg7W5cVxYtWsSUKVP45JNP6NmzJ5999hnDhg0jISHhkp/1Qw89xKFDh1iwYAE+Pj4sXLiQQYMGkZCQoAQJRqORzp07M378eO68885q1ygrKyMmJgaAnJwcAObMmQNAfHw8ZrO52ntUKpXF80ud8+uvv9K+fXvat2/P1q1ba/9hCCGEEEI0EAlKaiE1NZWwsDBMJpPFcbVajU6ns1Kv6kfTRNXjG1O/fv2IjIzEycmJL7/8EgcHBx577DFee+21Rmvz/fffZ+LEiTz00ENARWCwatUq5s6dW+NMQ2FhIT///DO//vorffr0AeC1117jl19+Ye7cubzxxhsADBs2TNmmuSa2trbs27cPqDmnxNfX12JmJD09vVp+yKXO2b59O//73/9YvHgxBQUFXLhwAVdXV1599dXafzBCCCGEEPUgy7dqwWAwYDKZWLhwocVyqKSkpHrPRGirBAfaJgoU1Go1RqMRo9GIVqttkjYbyzfffINWq2XHjh288847zJgxg9WrV1/y/DfffBNnZ+fL/l1qOVZJSQnx8fEMGTLE4viQIUMuOcNQWlpKWVkZTk5OFsfVajWbN2+u42gv7aabbuLQoUNkZGSQn5/PihUruPnmm2t1zqxZs0hLSyMlJYV3332Xhx9+WAISIYQQQjQpmSmpg7CwMKKjo63dDVFFZGQk//rXvwBo164dH3/8MWvWrGHw4ME1nv/YY49x1113XfaaVfMuqjIYDJSVldGyZUuL4y1btuTMmTM1vsfFxYXu3bvz73//m7CwMFq2bMkPP/zAjh07aNeu3ZWGV2t2dna899579O/fn/LycqZNm6bsshYVFcW+ffsue44QQgghhDVJUCKuaZGRkRbPW7duTVZW1iXP9/DwsNgm92rUlKtx8bGqFixYwIQJE/D19cXW1pbo6Gj+8Y9/sGfPnqtqv+qyrapuvfVWbr311mrHK5d9Xe6cK11bCCGEEKIxyfKtOioqKmLEiBGMGDGCoqKiBrhecY2PG9P+/fvp1asXvXr1Ytu2baSmpjZJu43B3t7e4rlKpbpslfr6LN/S6XTY2tpWmxXJysqqNntSVdu2bdmwYQMFBQWkpaWxc+dOLly4QHBwcB1GemVXWzwxPz+fuLg4oqKi6NSpE1988UWD9ksIIYQQ4kpkpqSOysrKWLFihfK43tcrL6vxcWOorF0yYcIE5ViPHj3QaDQkJibeEDt11Wf5loODAzExMaxevZrbb79dOb569WpGjRp1xba1Wi1arZZz586xatUq3nnnnbp1/jLqUzzRzc2NDRs2oNFoMJlMdOzYkTvuuEOWdgkhhBCiyUhQcgOprF2SlpZGr169APjyyy956KGH2LRpE2FhYcq5Op3uugxS6rt8a+rUqdx///3ExsbSvXt3Pv/8c1JTU3nssceUcz7++GOWLl3KmjVrAFi1ahVms5nQ0FCOHTvGc889R2hoKOPHj1feU1BQwLFjx5TnJ0+eZN++fXh4eNTqe6haGBFQCiPee++9tTqncje2oqIiysrKatw+WAghhBCisUhQcoMJCAiw+AW8Z8+eSuX3qm6k2ZO6uPvuu8nOzmbGjBmcPn2ajh07smLFCgIDA5VzDAYDx48fV57n5uYyffp00tPT8fDw4M4772TmzJkWS892795N//79ledTp04F4IEHHlC2AL6c+hZPPH/+PH379uXo0aPMnj37mt3qWgghhBDXJglKbnD+/v4kJiZiMBiUY4mJiYwdOxaDwdCsg5L169dXO1bXSuhX4/HHH+fxxx+/5OuvvfaaRa2Uu+6664pLxvr163fF2YmYmBiKi6vnHf3555/1Kp4I0KJFC/bv38/Zs2e54447GD169GXzZIQQQgghGpIEJVTsTuTs7HzJ1xMTE5uwN03vUpXfazPu63WZV3MUHx9/ydfqUzyxqpYtWxIZGcnGjRsZM2ZMA/VcCCGEEOLyJCgB+vbte8VzNBrNDbOkpTIh/uIlXTWp7TKv1NRUi9mYmhQUFNSpn+JvVQsjurq6smLFimoFEC91ztmzZ1Gr1bi6upKXl8fGjRv55z//aaWRCCGEEOJGdEMHJZXLWT744AOioqIue66npyctWrQgLy9POZaXl1fvHbjy8/IoLTIpj+2bYJNmo9GoPK5pDC1atGDnzp1kZ2df9jrJyck88sgjrFq1itDQ0EueZzAYGDt2LIWFhbXqnyRZ1119iifGx8czceJEzGYzZrOZyZMnV6v/IoQQQgjRmFTmG/gOMD09HX9/f2t3Q1wkLS0NPz8/a3dDCCGEEEI0kRs6KCkvLyczMxMXF5fLVuSulJeXh7+/P2lpabi6ujZBD2vneumX2WwmPz8fHx8fbGykrqcQQgghxI3ihl6+ZWNjc1W/yLu6ujarm/9K10O/3NzcGrk3QgghhBCiubmmfo4uLy+3dheEEEIIIYQQDeyamSk5duwYmzdv5uabb6Z169YNcs2rWb5V9Z/NxfXSr5qWb9X1OxKNS5bYCSGEEKIxXBM5JQcOHKB///6MHz+eJ554gsDAQMxmc71vUiXRvXmqmugu31HzJJsRCCGEEKIhNfuZkszMTO68804eeugh3n77beV4cXExTk5OALUOUIqLiy0qYlfGY1ebIG42m9m2bRuHDx8mIiKC7t27Yzab+e2339i1axdxcXGMGjWqxv5VHisqKeUfc9YC8N1T/VE72ldr50aZIahMjHdxcVGOVT5ubkn8V1JUUsq9/1kDwA9PD8TJodn/p1YrNX1HQgghhBD11ezvlBITE2nZsiVvvvkmFy5cYPr06Rw8eBBHR0f69u3LM888g0qlqlVgMmvWLF5//fVqx682QdxsNnPzzTdz8803Wxw7cOAARUVFHDhwgPvvv/+SQcmePXs4mJCEnZO70o8bOSipVHW8lY+baxL/pTiUlGLnpAEq+n69BCWVbrR/J4UQQgjRuJr9ovDk5GTKysqwtbVl2LBhHDp0iJiYGAICAnj11Vd58skngdrdJE2fPp3c3FzlLy0trV59S0lJYfPmzaSkpFgc79atG25uboSFhZGYmMiePXvYtGlTtfOSkpIsChmKxmM2mzEajRiNxiYvzmjNtptTH4QQQgghLqXZ/3wbFxfH7Nmzefvtt7GxseHzzz8nICCA0tJSevXqxZNPPsnQoUMZPnz4Fa/l6OiIo6Njg/UtIyOD4uJiMjIyCAwMBCoSs++44w7uuOMOkpKSOHv2LIcPH6Z169bY2toSEBAAVNwkhoWFcSgxGQwV1/vt998Z0Lc3Op3Oop2aZlkAEhISOH78OG3btiUsLKzGwEx+0a5gMplwdnYGoKCgAK1W23RtFxaic3ezSttKH6w4fiGEEEKIK2n2MyU6nY7IyEiWLFlCfn6+clNvZ2fHgAED8PT0JD093Sp98/X1xdHREV9fX1QqFSqVChsbG+WxTqcjPz8fLy8viouLLc47cuQIGRkZdOrUSbleclIyer1eOafy71KOHz+O0Wjk+PHjTTFcIYQQQgghGkWzmilJSUlhy5YtnD9/ng4dOjBw4ECCg4O57777+Oc//8m5c+dYvnw5I0aMAMDb2xs/P78Gnf2oi6CgIIKCgi75upeXF926dcNgMJCZmclvv/2Gi4sL/fv3JyUlBZPJxMkTJwFbANq1b4eXl1et22/btq0yUyKEEEIIIcS1qtkEJQcPHmTgwIF0796dw4cP4+zsjE6n49dff+Wuu+5CpVIxbdo0XnrpJdLT04mOjmbx4sUcOnSIvn37Wrv7l+Tl5YWnpyd//fUX8fHxuLm50b59e4KCgoiPj8e+Sjx126hRNSa6X0p4eDjh4eEAkicghBBCCCGuWc0iKMnOzub+++9nwoQJvPXWW+Tm5rJ06VImTJjA0KFDWbJkCWPGjEGr1fLTTz/xzDPPEBwcDMCKFSsuO1vRVHbv3k1iYiJhYWHExsZWe93FxQVXV1fOnTvHypUr6d69O0FBQZRhA5xXztPr9ej1ery8vOo0a3KxZcuWsXPnTmJjYxk1atRVX0dcnbS0v5cUHjhwwIo9EUIIIYRo/ppFTklGRgZlZWU8/PDDALi5uTF48GA6dOjA0aNHGTp0KADDhw/n888/59ixY6xcuZKNGzfSpUuXJumj2WzGbDaza9cuvv32W3bt2kV5eblyvHInrZMnT5KSksK2bdtISUmhvLyc0tJS+vfvzz/+8Q8iIiJwcXFhx44d/P777+zdu1dp48KFUvbv38/OnTvZv3+/cu3a/lW1c+dOcnNz2bFjR5N8PuJvqampRMdEK88HDxqkPK7vjm9CCCGEENejZhGUQEVRtoMHDyrPCwoKcHBwYM6cOeTk5PDOO+8AFbtJtWrVCl9fX9zd3Zu8n4mJiRQUFJCYmGiRjN6hQwe0Wi1t27YlMzOTwsJCMjMzldf9/PyIi4sjLi4Oe3t79Ho9KSkp7KwSNKhUKoqKiigrK6OoqKhakrterychIQGDwVAtGb5qgr1KpSI2NhZnZ2e6du3a1B/RDc9gMFBoMinPV//1l/I4OzvbGl0SQgghhGjWmsXyLR8fH9q2bcu3337L0aNHiYiI4L777mP8+PHcc889/Pzzzxw5cgQAW1tbq/a1svZIWFiYxfHY2FhiY2MpLy8nNTWVvXv3smTJEubMmcOAAQPIzs7mf//7H0VFRZw5c0apT2Jr78jAV+5RrtOxY0fc3d3x9fWt1rZer6e4uFhZ3nU5o0aNkmVbVdja2jJ69GjlcVPqEtWFgQMHsmbNGmxsrPM7gDXHL4QQQghxJVYPSsxmMzqdjg8//JBXX32VL7/8ErPZzKRJk3jjjTeAil22Tpw4YeWeVqgMPuDv5PKUlBTS0tLw9/cHIDMzE4ATJ05QVFTE1q1b+euvvzhz5ozFtfz9/ck8k6U8n/vpXJ59+qlL5sh4eXnVKiAR1Tk5ObF48WIrte3IO++8Q0xMjNV2irPm+IUQQgghrsTqQYlKpaK8vJyOHTsyf/58zGYz58+fV4oRms1mzpw5Q2RkpJV7emlpaWkUFhaSlpaGra0tRUVFAERFRXHo0CEMBgNnzpzBwcGBzz//nMjISIKCgnB2diYlNYPJ3x8G4KUXX2TVimV8/fXXyvirulTyu8lkwmg0otVqpSieEEIIIYS45jRpUFJaWorZbMbe/u9tb8vLy5UlLa6urkBFojvAsWPHmDdvHuvWrWPmzJlN2dVqatpyt/KYv78/6enp+Pn5kZuby5kzZ2jTpg0jR45k7dq13HNPxfKsadOmcddddwFgNBoxmUy4urkq11NrNKxbt47IyEgmT55Mq1atCAkJoU+fPqjVaot2qy4DMhqNlJaWKoHJ5foMUuVdCCGEEEI0L022wD0hIYH77ruPAQMGMH78eH744YeKDtjYUFZWVu38rKwsvvvuOxYsWMCaNWvo0KFDU3W1Rhcnlq9du5YPP/yQv/76i6CgIHr16kVQUBCOjo60bdsWR0dHcnJymDNnjlIMctq0adja2mJra4u9vT12dnbY2f0dF65auYpu3bqRn5/PrFmzmDdvHvv378dkMl22wrvBYGDv3r3o9XqL4yaTCb1ej6lK0vWNymg0Kp9fZT5Pk7VtMhETEwNAYWFhk7at9MGK4xdCCCGEuJImCUqOHDlCjx49cHBwYPDgwZw4cYLZs2czfvx4oCLxtqSkxOI9LVq0YPz48Wzfvr3Jtv29klOnTrFlyxZOnTrFvn37yMvLs9jSFyrW7huNRoqKivjPf/7DypUrAZg7d+4V8wmCgoNYvXo1L7/8MjY2Nuzbt4+5c+eSl5fHH3/8wRtvvMEff/xBYWEhBoNBCTbOnTuHo6NjtZ2dqs6gCCGEEEII0Vw1elBiNpv59ttvGTx4MAsWLODVV1/ljz/+YOLEicTHx3P33XcD4ODgAMC8efNITU3FwcGBgIAAfHx8GruLtRYfH6/8RUVF4erqWi1g0mg0rFixgu7du/P2228D8PDDD9OjR49atWFra8uLL76oJPmnpaXxyy+/EB8fT25uLvHx8RQWFlJaWqoEJb6+vqjVaiXRvpJWq8XOzk7yTIQQQgghRLPW6DklKpWKjIwMi52nNBoNEyZMwMnJif/+979Mnz6dWbNmsXXrVt58803Wrl3L/Pnzm93WpcnJyRw4cIDIyEimT5/OgAEDqi2nmjNnDm+99RYAkZGR3Hvvvfzzn/8kNzeX3377jaFDh15x96zVq1crQUmbNm2ws7MjICCA1NRUYmJiUKvVfP/99+zfv59WrVrRsmVLOnbsqFS5r6TRaNBoNA34CQghhBBCCNHwGjUoMZvNqFQqoqOjSU5OJikpSckNUavVjBkzhiNHjrBu3TrOnTtHjx49mDZtGoMGDWrSgKSmiugXBxunTp0iIyMDR0dH5fzS0lKl4KHRaOS9997j3XffBeCpp57i1VdfRaVS8f333zNjxgzOnDlD27ZtWbhwIRqNhjZt2nD+3DmljeenTSM58TB79+6ltLSU8PBwBg8ezM6dO+ncuTNjxowBKvISjh8/TklJCdu3b2fAgAEkJydXm42p/Pz1er2ylbBsJ2xdSUlJFpsW6HQ6AgICrNgjIYQQQgjra9TlW5U39sOHD+fo0aO888475OfnK6+7uroyZcoUdu3axdq1a4GKpU4X/+LfHKSnp9O6dWs0Gg2dO3e2qKJeUFDA9OnTlYDkX//6F6+//jpFRUU8//zzPP7448pM0fHjx5k+fToAmzdvJjwiQmnjhx9+YNeuXZSWlhIYGMjzzz+P0WgkPz+fkydPsnHjRnbu3MmePXsIDg4mPz8fZ2dnEhISKCgo4PfffychIUG5XmVic9Wii7LzlnU99NBDxMTEKH9hYWGkpqZau1tCCCGEEFbVJFsCt23blh9//JFhw4ah0Wh47bXX0Ol0QEUuSZcuXfD09GyKrlw1X19fnJ2dcXd3t0hY37p1K08//TR79uxBpVLxzjvv8PDDD3P8+HHGjBmjFH28++67GThwIJMnT2b9+vV8+OGHZGdnU1Zaqlxr6LBhuLs606pVK/r160ffvn2xsbFhzZo1uLi4cOLECby9vTEajfj6+nLrrbeSk5ODnZ0dRqMRo9HI8ePHCQ8Pt+i7FF1sXKmpqRgMBuV5YmLiJc/dvHmzMlOSmJjI2LFjMRgMMlsihBBCiBtak9Up6d+/P4sXL2bMmDFkZmYyZswYIiMjWbBgAenp6bRt27apunJJX3/9NVu2bKFnz55MnDjR4rXK7X5btGjB4cOH6dy5M3/88QfPPfccer0eW1tbvvrqK0aOHAlUzHqcOHECtVrNW2+9Rb9+/QB49dVXefnll/nqq6+qBWIHDhygpc6D3NxcevbsSXJyMgUFBfTu3Ztz587h7u7OhQsXaNGiBRcuXMDR0ZEOHTpQXFyMk5MTJpOpxs/R29sbb2/vxvnQrhG2trYMHz5cedxQUlNTCQsLq7btsrOb+99t2/zddkxMDE5OThbnXhzENMaSrsYavxBCCCFEQ2jS4okjR45k69atTJ06lRdeeAE7Ozvs7e35448/qu0cZQ1btmwhNzeXLVu2VAtKADp16sTBgwcBlC169Xo9Wq2Wn376iUGDBpGXlwfAmDFj+M9//kNhYaFFsciRI0dy9uxZPvroI7Kzs3H3/DtYyMzIIC2lYmZl2bJljBkzhkGDBnHhwgW6desGVMzYnD59mn379tGpUyd69uwJ/J0/Imrm5OTE8uXLG/y6lVszL1y4kLCwMOW4i5sHk78//P9tO9bYtk6nQ6PRMHbsWIvjGo2GxMTEBg1MGmv8QgghhBANoUmDEoDo6Gh+++03cnJyKCgooFWrVspSLmvr2bMnW7ZsoU+fPhaJ7yaTic2bN3P8+HG6dOnC2bNnmT9/PseOHcPGxgYfHx+WL19Oy5YtUalUeHt74+fnx3333ce3337Lf/7zHzp16qRUYb/nnnvIzs7m+++/Jy8vV2nnkUceJdDfh927d/PTTz/x448/snfvXqZNm4aNjQ2tW7fG19cXg8FAhw4dsLW1VQpPFhUVYTKZWLt2LX379sXd3R2z2VztV3mQiu6NISwsjOjoaOV5UUkpcPiy7wkICCAxMbHa0i9Z0iWEEEKIG02TByVQkeDu6upqjaZrVJkQPnHiRCZOnFhtJy6j0UhCQgK5ubkcOHAAg8HAr7/+ClT8An306FGOHj3KokWLmDx5MpMnT8bW1pZXXnmFpUuXcvToUQ4ePKjsngUwefJktFotX8//Vjn2+eefUXahmNatW3P33XezfPlyjh49yrPPPssTTzzB0KFDMZvNnDlzhgsXLhAVFYVKpWLfvn189NFHLFmyhPz8fHQ6Hd988w3du3cnPz8frVYrWwM3UwEBARJ8CCGEEOKG1yQV3a91Wq2W4OBgHB0dycvL47XXXgMqgiuTyURoaCh+fn7o9Xr+9a9/0adPH44cOYKXlxdPP/00AG+88QaFhYXKNVUqFU8++STfff+9ciy4TRtsbGw4ffo0ixYtom/fvkRFRZGbm8sbb7zBM888w2effYZer2fFihU888wzxMXF0bVrV7755hvy8/Oxs7PDYDAwbtw4Vq5cydatWy+beH2jMBqNaLVatFptk1e4N5pMVmtb6YMVxy+EEEIIcSUSlFzGsmXLeO655/j2228JDQ3lgQceYPv27ZSWlhIdHU1eXh42NjZ8+umnLF++XKlOf/jwYf73v/8BcNdddwGQmZlJcnJytTZCQkKUx1988QWHDx/mpZdewtbWluXLlzNx4kSmT5+OjY0NO3bs4O233+bhhx9m6dKlrFmzhr1791JWVkafPn1YsmQJR44coXXr1mRnZ/PKK6/w008/ca5KLZQbmclkqpaQfiO03Zz6IIQQQghRE6ss37pW7N69m6ysLPLy8ujatSsnTpygvLwcgBYtWuDp6Ul2djbr16+nQ4cOrFy5EoDw8HAeffRRoKLCO1RUd4+MjLxim1qtlkcffZSCggI++OADPv30U/bu3ctDDz3EDz/8wE8//cS+ffvIzs4GKpKily9fTlxcHLa2tiQnJ3P27FmgIin+xIkThISEkJKSQnp6On5+fs2yDowQQgghhLhxSVBC9Yru5eXlqFQqYmNjMZlMtGnTBj8/P/bu3Uv79u2Bivokjz/+OO+//z4ffPABRUVFFBUVERERwaJFi3B2dmbfvn3MmzcPgMcff5y0tDSljRMnTuDi4sKFMqicsEpOSuZ8th6o2BDAycmJw4cP8+uvv3LzzTfz5JNP8uSTT5KUlMQff/zBpk2bmDx5Ml27dqWoqAgHBwf+/e9/U15ejq+vLyEhIURERODl5cXvv/9Ofn4+RqORoKAgpR8mk0lZ2lM176Sm3bwutcOXJM4LIYQQQoj6kKCkCqPRiMlkQqPRoNVqueWWW7jllluAihvy0NBQiouL0el0GAwGunfvTkBAgFKRe8CAAXz++efKbmKzZs1Sllb16tXLoi2tVouXlxclZWYgB4DSslIKCwtJSEigU6dODB06lF9++YX33nuPYcOGKTf/7dq1IzIykueff165npOTE7t37+bnn38GKoKaypwWvV6PjY0NxcXFFtsTp6SkcOjQISXY6Nixo0XAcil6vV4pxigFGYUQQgghRH1JTkkVJpOJzz77jLFjx/L666+TkJCAXq9n9+7dfP/99zg5OfHAAw8wcOBAADZt2sSbb76Jvb09o0ePZtGiRcpsw3fffceqVauws7PjiSeeqFX73377LQ8++CBvvPEGs2fP5rbbbsPOzo7t27ezefPmy753zZo13HzzzQCEhobi7OxMaGgoRqORtLQ0zpw5g1artSiumJGRAcDRo0cBSE9Pr1U/9Xo9xcXF6PX6Wp0vhBBCCCHE5chMCRUzJK6urmg0Gnbv3o3RaGT9+vXceuut6PV6EhISKCoqIikpiYCAAFq3bg1ULMF64403SEtLU4KRCxcu8NFHH/HKK68AMGHChEvOPphMJuZ9uxDa3glA/O7dlF0oAVD6MWTIEFasWME777xD7969LzmGr7/+msLCQmxsbBgzZgwBAQHcfPPNmEwmTp8+jVqtxt7enoSEBFasWEFkZCS+vr4AdOvWTcmV2bx5M2q1Go1GQ3p6OmfOnCEsLIzY2FilLS8vL2Wm5EaTmppara6IEEIIIYSoHwlKQNmqV6vVMmDAALZs2UJ4eDiOjo54eXkRHh5OcnIyHTp0wNHRkZ9++gmAESNGAFjkYmzYsIF//etfAEycOJEZM2ZY5JJUKisr48UXX2T3nn0MfKUiKOnZsxe33jKM7777jr1797J7927uuusuVq1axdq1a9mxYwddu3atcQwvvvgiO3bsIDMzk7feeosBAwbQvXt3goKCaNOmDfv37+f8+fNARSXxAwcO0LNnT4KCgpTlW5s3b6awsJCUlBQ6duzInj17cHV1JTExsVpQcq0FJDY2NvTt21d5fDVSU1MJCwurtoOVRqO5bAFQG1X9266vhhi/EEIIIURjkaAEUKvVyuMnn3yy2nIrnU6Hs7Mzhw4d4ptvviE9PR1PT0+GDx9OSUmJct6pU6d45JFHKC8vZ/Dgwdx+++3Ex8eTnZ1Ny5YtLa757rvvsmPHDhw1zsqxuJviKCkpUZLq169fT3R0NKNGjWLJkiUMHz6c8ePHM27cuGo7aLVu3Zq1a9fyxBNPsHr1av7880+6devGlClTePrpp/Hz86NFixYUFhbi6upKRESEktxfVlaGjY0N/v7+ZGRkEBERgZOTE9HR0cpMybVOrVazfv36el3DYDBgMplYuHChxWei0+kuWwBRrXaqd9v11RDjF0IIIYRoLPKTKeDs7KxUdb/U38mTJzlz5oxSyX3ixIlKsOLs7IyNjQ0TJkwgPz+fdu3aMWrUKIqKiigtLcXGxobWrVsrfxs3bmTbtm0A3H7bbUo/SoqLadWqlZIUf+rUKVQqFc8//zxxcXEUFRUxd+5cbrnlFr777jsA7OzssLOzw9bWlsDAQH777TdWrlxJTEwMRqORmTNnEhYWxp49e9i/fz86nY6HH36Ydu3akZSUhMFgwMbGBpVKRUBAAN27d2f//v28//77pKSkMG7cOOLi4lCpVMp5F//daMLCwoiOjlb+GqMie2JiInv27FH+KjdTEEIIIYS4HklQUktBQUGUlJSQlpaGjY0NjzzyiMXrkydPZv/+/bi6utK5c2cmT57Mww8/zDfffENycjKlpaUA/Pnnn7z11lsADBo0iLCw8GpteXl54evrS3l5OYcOHUKn0/HDDz/wySefEBgYSHZ2Ns888wz9+vUjISGh2vv79u3Lpk2bWLBgASEhIej1ej777DOgIucFKn71Ly4utsiPqLR161Zyc3PZuHFj/T40UWc6nQ6NRsPYsWOJiYlR/sLCwiQwEUIIIcR165oISo4fP86bb77JuHHj+Pbbb5Vdo5qSWq3m8OHDAPTv35/AwEDltTNnzvD999+jUql49tlnWbVqFQDnzp1jyZIl/Pvf/6Zv377ce++9PPvss5SVlREREaGs8a9JZaHFffv2ARW1QG6++WZWrlzJ888/T4sWLUhKSlLqoFxMpVJx2223sX//fm655RaKi4vZsWMHRqOR2bNnk5CQgKOjY425ED169MDNzY0+ffpc1WfVHBmNRiUXxmg0Nm3bJlOt2w4ICCAxMZH4+Hjlb+HChZhMphoDyFr3wYrjF0IIIYS4kmafU3Lo0CGGDBlCdHQ0xcXFTJo0icmTJzNr1izKy8vrlLRbXFxMcXGx8jwvL++K79Hr9Zw6dYoDBw4owZCtra3FOcnJyQC0adMGf39/8vPzAXjqqafYu3cve/bsIT8/n8OHD2NnZ8f999+Pu7t7xdInMzXq3Lkzf/zxB4cOHaKsrExp08HBgbFjx5KZmcmCBQsum2ANYG9vz4MPPsiyZctIT09nz549BAQEcOLECe68805ljLt27SI3N5eoqCgeeOABHnjggesuIbo+N/VN2XZAQECjLAmz5viFEEIIIS6nWQclaWlp3HXXXYwbN05Z8rRo0SImTJjAxIkTCQkJqdP1Zs2axeuvv37F86pWd9fr9eTl5aFSqZQtdA0GA6WlpRQUFGBnZ8ehQ4cAaNu2LTt27ADAzc2Nli1bMnToUCIjIzl+/Dg5OTm0bt2a8vJyjh07RlFREdjYQY9I5brHjx8HKmY6nJycKCgo4Pfff7dIrFapVJw4cQKoSHA3Go2UlZXh4uJiMY7i4mJsbGyUnbKKi4txdnbGbDbTvn17ZZw5OTmkpKRQWlrKyZMnCQ0NrdPnKoQQQgghRH0025/Cy8vLWblyJeHh4TzxxBOYzWbKy8u5+eablbyKupo+fTq5ubnKX01b9QIWSdxeXl5kZ2dTUFBAu3btgIplWXZ2djg4OGBvb68ECO3atasINAAfHx8lsX3Dhg2cP38eGxsbzp49y5EjRzhw4EBFP6rM1hSXlBAWFkZYWBgRERFERUUBcODAAVxcXJQ/Z2dnZdYmLCwMNzc33N3d2bp1K8HBwTz++OMUFhai0Wiws7PDx8cHqNj6ODAwkNGjR3Pq1CleeOEFli5dioeHB35+fri7uxMUFISNjc11N0sihBBCCCGar2Z752ljY0NwcDBRUVH4+voquz+5uLhQUlJS6+rjVTk6OuLq6mrxdyVarZaioiLKy8s5e/YsQLWAqLIiert27ZRzLt4C+Gp07twZqEg8r6q0tFQJqCpzW8rKypgyZQp6vZ5vv/2WyMhIdu7cadGX8vJyTp8+TXZ2NkePHiU3N5cdO3ZgMplwd3end+/ehIdXT7wXQgghhBCiMTXboAQqdqd68cUXAcslVU5OTha/5C9dupS9e/c2Sh+MRiMBAQFkZ2dz8OBBoCIAuHiJF4Cnp6eyu1VmZqZSJf1qRUZGolKpOHr0qBLsAJw+fZqysjKcnJxo1aoVUJFsX3UnrtOnT/P5558DKP0GOHLkCGfPniU6Oho3Nze6du1Keno6hYWFl5w5EkIIIYQQojE1q6AkJSWF7777jv/+97/89ddfQMWMSWlpKSqVivLyclQqFS4uLsosx/Tp03nggQdwd3dvlD5ptVrCw8MZPny4MvMwduxYi/ocHTt2BCp2yurXrx9OTk4cOXKEFStW1KttNzc32rRpA8CmTZuU48eOHQMgPDxcCc58fX159NFHgYoZofHjxzNjxgxKSkqU7Ys9PDwICgpCrVbTrVs3Xn31VXr37o2HhwdqtRp/f/969VcIIYQQQoir0WwS3Q8ePMjAgQPp3r07hw8fxtnZGW9vb5YuXYpWqwX+DlCMRiMlJSW8/vrrfPjhh2zYsIGgoKCrbttsNlvMfJSVlSlBxxdffMGWLVsoKSmhoKAAb29vXn75ZUpKSsjPz8fe3p7OnTuzYMECtm3bxpgxYxg9ejQLFy5k6dKlhISEUFxcrMygVG0jKysLlZ0Dbv9/rKCggM8++wyz2ay037p1a44fP87KlSvp0qULgDIrFBERodQ/KSws5K233mLEiBF07NhRmbX573//y+HDh/Hy8mLSpEkMHTqUZcuW8eeff9K5c2d69+6Ns7OzUrDRbDZTWFiI0WhEq9Uqn/21zsbGhtjYWOVxk7atsl7bSh+sOH4hhBBCiCtpFkFJdnY2999/PxMmTOCtt94iNzeXpUuXMmHCBIYPH87ixYvx9vZWlkNptVqeeeYZTp48yebNm4mJiWnQ/lStVL5x40YyMjLYs2cPAB9++KGym5Varcbe3p6ePXsCFTMlX3zxBXfeeSfZ2dn88ccf/PLLLwwYMKDazf3q1avx9PSs2H3r/6356y/KLhRbnNe1a1egIm9FrVbj7u7O6dOnAYiNjVV23LKxscHOzo7+/fsr7y0rK2POnDkA3HvvvfTv35/y8nLS09MxmUzs3LlTCUaqzvwYjUYl+LteghK1Ws2uXbus1LaT1dr+uw/WG78QQgghxJU0i59MMzIyKCsr4+GHHwYqli0NHjyYDh06kJyczC233AJU3HhX/op/+vRpdu7c2SABiclkQq/XYzKZlGPr1q1jzpw5tGzZkiNHjlBaWsrtt9/ObbfdVu39oaGhuLq6YjKZSE5ORqVSMWvWLHQ6HcnJycqyr5oU/v9uXZfi5OREu3btKC8vZ9u2bcDfy7cqE+EvZcGCBZw5cwY/Pz8mTZqETqejdevWdOvWDQ8PD/r06UPLli3JzMzku+++Iz4+HqgI+uzs7K6bgEQIIYQQQjRvzSIogYpChlUTsgsKCnBwcGDOnDno9XreffddAFxcXHj11VfZsmULnTp1apC2TSaTMjNQaf/+/eTl5eHu7s758+cBmDFjRo3vP3XqlLL8q/JcT09P7rjjDgCl9sjFzGZzrarTR0REKNcxm81KP0+ePKmcU15ezokTJ1i/fj2FhYUASmX5Xr168fbbb7N48WJSUlLo3bs3d955J46OjqSlpZGWlsbp06dZu3Yter0ejUaDl5eXBCVCCCGEEKJJXPXyrTVr1rBmzRqysrKq7TL19ddf1+laPj4+tG3blm+//ZajR48SERHBfffdx/jx47nnnnv4+eefSUpKUs4fPXr01Xa7RhqNhl27dnHs2DHi4uLo0aMHnTt3Zv/+/URGRrJ06VKSkpJYv369Uqukkslk4v777yc/P5+4uDji4uKAiuVW33zzDYBSb6SSwWDAkF9MRu4ZysodlOMurYIpK63IPblgyqMot2JXryNHjgAVWw6rVCrGjBnDt99+y1NPPcXWrVs5dOgQBw8epKCgAIAxY8bw9ddfo9FoAJQ6K6dPn8bT05NevXqxb98+XF1dSU5OJigoiISEBIKCgjhy5AgGgwGdToe3t3eDfs7WZDKZlO2OExISlM+mSdouLKRD+05WaVvpgxXHL4QQQghxJVcVlLz++uvMmDGD2NhYWrdubZGPUFdmsxmdTseHH37Iq6++ypdffonZbGbSpEm88cYbAHh7eysFChuDRqMhLS2NkpISDhw4QPfu3enXrx/9+vUD4OGHH+aZZ57hiy++4IEHHlDGm5OTw2effcahQ4fw9PRkzpw57Nu3jwsXLvDvf/+b4uJiOnXqhEqlYv369WRlZWEwGDA7ONPzyc+wtXew6MdND7+rPC67UMKWDx+ltLRUCch8fX05ffo0ffv2Zf/+/ezfv58vvvhCeY+9vT2lpaUsXryY4cOHY2trC1Qky9va2uLm5oaPjw+FhYW0bt2akv8v1uju7s6gQYMoKSnBxsaGkpISsrOzldyZqurzXVuT2Wzm1KlTyuMbpe3m1AchhBBCiEu5qqDk008/Zf78+dx///317kDlVr8dO3Zk/vz5mM1mzp8/rxQFNJvNnDlzhsjIyHq3dbk+dOrUif3799OpUyflZr7SmDFjePHFFzlw4AAHDx5UZkPs7e357rvvAHjttdcIDg5m3759/PTTT5w8eRKNRsP48eN57bXXKC4upri4IondpYVPtYDkYrb2Djz1zPNkHt3Pli1b8PPzo3fv3gBkZWXx7rvv8sknn+Du7k779u1p0aIFsbGxvPnmmyxZsoT33ntPybfx9PTkiSeeICMjA19fX/bu3Ut6ejrt2rWjc+fOpKam0qJFC1xcXDh69ChbtmwhKiqKgIAAJdldflkXQgghhBCN5aqCkpKSEnr06FHn95WWlmI2m7G3t1eOlZeXK1uUVtYecXOr2CT32LFjzJs3j3Xr1jFz5syr6WqtFJWUclO3HtzUrYfyvCqzjR0jbr2NX3/5hU+/+IpOnSu25v1t+R8Ycs7TysePIUNHUHyhjOUr/2Tj5q3YOjjxwPiHcHFzx2xjR2l5Mbb2jjip1bi18KhVv8qw4XhKKrb2jsR27U5JacUv3BfKoJXOm5defU05NzMjA7PKlocfe5xVf60lMfkoPv6B2No7kn0+j1Y+frTy8ePnJUuY9/XXuLi64qDWUlRSita1BTb2jmg0GjLOZKFxcSPzrJ7s83mUlZZSdKEMG7uKIKoxZ0ou/tyFEEIIIcSNQWW+irUczz//PM7Ozrzyyiu1fk9CQgKvv/46mZmZhISEMGTIEO69916gYuvai2cnsrKymDt3Ll999RW//vqrUqOjIeXl5eHm5saAF3/EzklmAqyttMjE2jfvIjc3VwlQK7+jqseuhtFoxNnZGajYROFqkvj37NlDTEwM8fHxREdHX/bcopJSRr1dsdHA90/0RufudtVt16XdS2mI8UPDfR9CCCGEEFVd1UxJUVERn3/+OX/99ReRkZEWMx8A77//vsXzI0eO0KNHD0aOHMngwYNZs2YNs2fP5s8//2TevHnY2tpSUlKCg8PfS5patGjB+PHjefjhh/Hx8bmabgpRL6mpqRgMBuV5YmKiFXtTvX2dTkdAQICVeiOEEEII0XCuKig5cOCAsqPUoUOHLF67eHmP2Wzm22+/ZfDgwSxYsACAZ599lnnz5vHZZ59x9913s2jRIiUgmTdvHgMHDiQgIKDJbrh+eHqgxa++NU0e5ebl8c033/DSiy9ia2fHov8tokNYBzIyMpg2bRr79+0DwMHRkd69exO/O57z58/Rs2cv9u3fR2FhIeVlZdjY2uLh357O979xxX61OPUnuzeu4lRKCg89/LCSeG8wGGjZsqXFuXm5uQT+f1X7r778ksWLF3P77XcQvyee1FOn+Ne/XsPB0YGOERF06tSJFi3cATh//hw7du4kMzMTNzc3wjp0wMHRkfbt2lFUXMypU6dwdHTE1tYWjUZTkV+iVl+x71ezzCsvL4+Wb9b5bY0iNTWVsLAwi9o1ULEpgk6na9K+6HQ6NBoNY8eOrdaXxMRECUyEEEIIcc27qqBk3bp1tT5XpVKRkZHBmTNnlGMajYYJEybg5OTEf//7X6ZPn86sWbPYunUrb775JmvXrmX+/PnVlnQ1FicHO5wcLv1RnDx5kszMTEbfPoovP5vLsWPHGDf2XtasWUPvHt3YumkDf/zxB6+99hr79+/nzz+W4+zsTHlpCRvXr6F37944OTmxdu1aLlwopqyk+JJtVeXr04pD9raUXSjGzVlDm0B/AMylJbTUWealuDlr6NCubcWT8lLKLhQT6O9DC1ctX375Je+/+zaDBw+mhYuWqMiOaJzs2b9/P0ePHsXf35++vXpgNBoxmUx4eXmhdrTHmJ+Lq1ZNcXEx+fm5nMlIw8vLS9la9nKuJigpucx3UF8qlUrpd236ZjAYMJlMLFy4kLCwMOX41cxO1LXtiwUEBJCYmFht1mbs2LEYDIZa9ae+fRBCCCGEaEyNdxdIxYyDSqUiOjqa5ORkkpKS6NChAwBqtZoxY8Zw5MgR1q1bx7lz5+jRowfTpk1j0KBBTRaQ1EZaWhq7d+8mNTWVjh07kpWVRV5eHrfddhvbt2+nZcuWDB8+nKFDh/LTTz8xc+ZMkpKScHBwoKSkhJ07dzJ8+HBuvvlmtm7dSnFJSa3brvwcSurwnnPnzgHg7u7O6NGj+f333zl79iyLFy9m8eLFODg4MGDAgIogpUUL0tLSlI0Lqs4MVOYdaLVaEhISKCsro7CwkPj4eBITEwkLC1N2+GruNBoNhw8frvP7wsLCrjqPQ2lbrb6qtquq78zh1Y5fCCGEEKIpNGpF98pfZIcPH87Ro0d55513yM/PV153dXVlypQp7Nq1i7Vr1wIVNUGCg4Mbs1t15u/vT2pqKiqVisDAQCZNmoSnpyeZmZn8/vvvynk2Njbcdttt7Nq1i9DQUEpKSvD19aW4uJjdu3fj5ubGkCFD8PX2oOzC5YMMlbkcO3OpsjNZaWntd6aqGsBER0dz8uRJ1qxZw5QpU2jbti0lJSWsXLmSlStXYmdnh5eXFyaTCb1eT3FxMXp9RdHGysruGo2GwMBAWrVqpfxqX1BQUC3HofIaFy95EkIIIYQQ4nIaNSip1LZtW3788Ue+//57pk+fbrEMxcHBgS5duuDp6dkUXbkqwcHBjBw5En9/f0aOHMkbb7yhzBBcnORfeawyMJg+fToqlYq0tDRSU1Oxs7MjOqIdh799nj1fT2PnF88q7yve+R0RFw4QceEAkRf24UiJEow4OjrWur+VNV12794NVMy29OrVi7fffpv9+/crGwf4+flx880306FDB4xGI15eXjg6OtZYNNHLy4uwsDDln87OzhbLmqBih6fS0lKMRmOt+yqEEEIIIUSjLt+qqn///ixevJgxY8aQmZnJmDFjiIyMZMGCBaSnp9O2bdum6spV6dq1K506dUKj0WA2m5UlUmq12mJmICcnh6KiIk6ePAlUjDs0NJSkpCR27dpFixYtcHJywlyUh8bRkXKbv5epXcjNJOuEZZxYeW2j0UhqaioA2dnZyvaulYxGI2fPngVQlsht3boVo9FokUOwdetWMjMzsbe355577sHJyYmioiK0Wi1qtdoiiXv+/Pls3bqVHj168MADDygbAERHRytLmhITEzl27Bht27YlKChIKbbY3JhMJqXo5a5du5q0GKSpsJCYLt2s0rbSByuOXwghhBDiSposKAEYOXIkW7duZerUqbzwwgvY2dlhb2/PH3/8gb+/f1N2pc5MJhOlpaWYTCa0Wq2yDM3Dw8NitsTOzo6kpCSgIg9Ap9Mxf/58HnzwQZKSkjh48CCzZs0iKioKFxcXSs0q/vz/FW0RERGEhrSxaHfHjh0AtGrVSvmM3N3dCQkJsTgvKysLd/eKHbV69+6Nvb09WVlZpKen06bN39f87bffABg4cCCDBg0CwMXFpcZd0zZs2MC5c+fYsGEDDz74IPD3kryUlBTS09M5cuQIGo2G48ePEx4e3mxvds1mMwkJCcrj66Xt2m4TbM3xCyGEEEJcSZMGJVDxK/tvv/1GTk4OBQUFtGrVqsm3WL0aWq2WU6dOKTMXeXl5QEU9lapSU1N59tmKJVmdO3cGKpZzvffee0ycOJHU1FTuu+8+evTowZgxY4BL74RUdSlUXZZvqdVqOnfuzO7du9m0aZMSlJSWlrJ06VIAhg0bRlJSEoWFhRQVFeHj40PQ/28pXKlLly7s3LmTLl26sGfPHo4cOUK7du2IiYkhPT2dwsJCHB0d0Wq1zX6m63oj2wQLIYQQ4nrS5EEJVCS4X2vVoCtnAGxtbdmxYwdFRUVARWHIyuAD4JdfflGWbk2ePFk53q5dO5YvX87bb7/Njz/+yNatWwkNDSUiMqpaW6WlpUryf+UysYuDn8tJTk4mJSUFQOkLwL/+9S+ysrJwdHSkvLycs2fPcujQIZydnTEYDNWCkokTJ3Lvvfei0Wj49ddfKSwsJDExkZiYGPz8/EhPT6dnz57V3icaX0NsEyyEEEII0Vw0SaL79UKn0+Ho6Ehubq5S82HGjBkWu13dddddyszPrFmzyM3NVV5zcXHhjTfe4LHHHgNg+fLllJWVKa+bzWb27NnDW2+9xc8//8y5c+dwcXFh6tSpSrHKKzl48CD/+Mc/MBgMhIaGMmnSJAB++OEHPvjgAwBCQkI4efIktra2uLi4YGtri5OTk8V1DAYDqampmEwmTCYTgYGBaLVaJbk9KCiIXr16ERgYWJePUDSggIAAJb8nOjq62sYDQgghhBDXCqvMlFyLzGYzOp0OnU5HSkoKdnZ2aDQaTp48yeeff84///lPoGJG46OPPmL8+PGsX7+eoUOH8vrrrxMREaFc695772X+/PlkZWWxYcMGiGsPwLLff+dMZjpQEcD07duXqKgo4uLiyMrKUt5vNBqrJbrn5uZy8uRJJk6cSEFBAZGRkXzyySd4enqya9cuZdYmOjqaDh060K9fPzp06EBAQADnzp3D0dERk8mkzAhlZ2dTUlLCuXPnCA4Opn379nTv3l3ZorihPtPLPRdCCCGEEDcGmSmpJZVKpfyVl5cTGBioBBrvvPMOJSUlaDQavL29GTFiBH/++Se+vr6cOHGCSZMmcezYMfz9/fH39yc8PJx7770XgPj/37YXQK/Xo9VqeeWVVzhy5AgLFixg1KhRhISEWPz5+Pjg4eFh8VdeXs6kSZMoKCigV69erFq1is6dO3Pu3DnGjh1LcXExYWFhPPHEEzz22GPcdttteHl5ERgYSHZ2NmvXrmXr1q1KX3JyctiyZQtGoxE7Ozu0Wi02NjYWn4NKparxmFQMF0IIIYQQdSFBSR0kJiayfPlyAPr06cPUqVPx8/MjJyeHV155xeLcqKgo1q9fz0033UReXh733HMPc+bMUZZ6jRgxAp1OZ5ET0K9fP9566y3+/PNPXnvttVpXcT979iyPPPIIBoOBLl268PPPP+Pq6kpSUhL9+vUjIyMDDw8PnnnmGVq2bImfn5/F+7ds2cK2bdvYtGmTcuzcuXN4eHhQVFSkFFC8llUWvgwMDGzyoMmabTenPgghhBBCXIoEJXVw4sQJMjMzSUtL45ZbbmH06NFKrsenn37KunXrLM5v2bIly5cvZ/To0ZSXlzNz5kzuuOMOsrOzcXR05OGHH7Y4/5lnn2X+/Pns2LGDzz77jMOHD1+xT6dOneLee+8lLS2N4OBgfv75Z7RaLfPnz6dPnz6cPHkSJycn2rRpQ3Z2NgaDgc2bNxMfHw9UzM7k5uZiNptxcHBQrtumTRu0Wi3u7u4kJCQoVd6vVRqNhpSUFFJSUpo8wNKo1VZrW+mDFccvhBBCCHElEpTUQZs2bSgrK6Nly5bKDIebm5tSIf3xxx+nsLDQ4j2Ojo689957fPDBB7i6urJjxw6GDRtGRkYGAwcO5Lvvv7c4v2o19Pbt21+2PwkJCdx7772kp6cTEBDAsmXLcHR0ZNy4cUyaNInCwkICAwPp168fAQEBODg4kJ6eTkFBgVLfQq/Xc9NNNxEVFcXQoUOVa3fo0IGRI0fi4eFBSUnJNR+UCCGEEEKI5ksS3WvJbDaj0WgICAggKyuLffv2oVKp6N+/P8XFxaxYsYJjx44xe/ZsXn75ZYv3FhcXM3r0aCIjIxk3bhwnT57k2Wef5eWXXyY0rKNyntFoJDY2lqSkJOzt7SkpKeH8+fPVEsCzs7NZsWIFn3zyCQUFBXTo0IFPPvmEc+fOMXToUNLS0rCzs6N79+488sgj+Pn5YWNjoySyp6am0qFDB8xmM15eXnTu3JkBAwag0+mUtsrLy7GxscHLywu9Xo+Xlxdms7nGIos1fVY1LRG60nu3bdtWi29CCCGEEEJcbyQoqSWVSkVqair29vacOXOGoKAgjh07Rrdu3QgKCsLd3Z0vvviCjz76iLFjx1rstmVnZ4eDgwPdunVj06ZNjBkzhl27dvHKK6/w/gcfARU5HuHh4fTu8S7vvvuu8t7Ka0NF7siXX37J119/rWw13KtXLxYvXsz27dsZO3YsRqMRDw8PbrrpJjp06ICTkxMFBQW0adMGnU6Hp6cnvXv3Vq7v5eWFTqdTAoZly5axa9cuPD098fDwICwsjJiYmDp9VoWFhRiNRlJTU8nMzKRt27bKFsoXf6ZVHThwoE7t1LVPffr0AWDjxo2o1WqL11NTU6vV/Gi4tovo3bP/JdtuClcavxBCCCGENUlQUgf+/v6kpaURExNDUVERbdq0wcvLi5ycHO6//37S09P5448/ePzxx1m/fn2NswUtW7Zk1apVjBs3jmXLljHlqacY+MrPAPz+22/cNfoOZc2/2WwmIyODjRs3snbtWn766SeKi4uBimKMTz31FGPHjuWnn37i0UcfpaysjN69e/Prr79ib2/P0aNHyc7OJiQkRCmmd/HshMlkwmg0otVq0Wg07Nq1i/Pnz5OUlET//v2V6uCVsyXe3t41fjZ6vV45ByoKQCYmJmJnZ8fx48drDEou1qlTp1p+E3VXXl7O7v/f6ay8vNzitdTUVMLCwjCZTBbHNRqNUnOmXm2bL912U7nc+IUQQgghrO2aC0outTSoKQQFBVlUL6/sS3JyMmfPnmXixImsWbOGHTt2cPz4cUJCQmq8jlqt5vPPP+ftt9/m408+VY6/9NJLzPz36wwbNoxz586xd+9ei1/vAeLi4vjnP//JXXfdhY2NDceOHWPSpEmUlZXRqVMnfvnlF+zt7UlNTcXNzQ1fX9/L3lgbjUZKS0vJyspCq9XSqVMnDh48SNu2bXF2diYsLAy9Xq/klVwuKCkuLkav1xMUFITRaCQsLEyZKamNHj161Oq8hmYwGDCZTCxcuNCiAKFOp5PK6EIIIYQQTeCaCUry8vIoLS2lsLAQX19fa3enRt7e3ri6umIwGJQZjUuxsbHhX//6F2MfGM9LyyoKJvr6+ZF68jg//vijcp6dnR0RERFER0dz55130q1bNy5cuICNjQ1ms5kpU6ZQXFxM69atue222ygtLeXMmTOkpaWRnp6O0WhUdtXq2LEj3bt3B/6e2dBoNGi1WoqLiyktLaVv376MHj3aIvi7eBakJlVzT9RqNRqNBi8vrzov/bKmsLAwoqOjrd0NIYQQQogbzjURlBw6dIgnnniCM2fO4OrqyiOPPMLEiRObtA8XL3uqzJvQarWEhobi4eGBl5eXUvG8qKhICUyKi4s5duwYH3zwAQ888ADdunWjuLi4ItFcpwMqgpKff/qJY0eSWLduHT4+PnTu3JmgoCCLIKy8vJzS0lLKy8v58ccfWbt2LY6OjvzjH/9Ao9GwceNGXFxc0Gg0mEwmCgsLOXz4MJ06deLo0aN07dqVoqIidu7cycmTJ7Gzs2Po0KF4e3sr4zGbzUqiO6BUsjebzZeswl55TuWxyoDm4uVhVV3uNSGEEEIIceNo9kFJYmIiffr04aGHHqJjx45s3bqVn3/+mXvvvRe1Wo1Kpar1kq7i4mKLGYy8vLxa96PqTXZWVhYGg0FJQPf29q62rMnW1laZodizZw933HEH586dY+nSpWzevJk2bdpgY2ND0YUy5T0+vr6Ed2jPrbfeqhwzGo18+OGHzJ07FwcHB3x9fWnVqhV+fn4sWbIEqCjEGB4eTk5ODn/++Seurq5ERkZSUFDA9u3b8fDwUJZT5eTkcOTIEQwGA5mZmZjNZn7++WeGDRuGl5cXKSkpSvL7qVOnSE9Px8/Pz2LZGsCsWbPYtGkTvXv3Zvr06crxqoGGVqtVlocZjcZqgcfFr128VE0IIYQQQtwYmnVQUlJSwltvvcU999zDO++8A1QsE/r444/Jzc3l7NmzBAcH1zowmTVrFq+//nq9+mQ0GsnPz6e8vJzi4mK0Wq3F65VJxGVlZZSXl7No0SImT56MyWTCzs6O/Px8Ro4cyYYNGy6Zn1EpPj6esWPHkpqaqhw7ffq0xTmtWrXigw8+4PHHH+f3339Xjg8YMICYmBgCAwNxcHBgxIgRSlK+ra0tnp6e9OjRg507d+Lk5ERCQgKtWrXC1taWnJwc9Ho9x48fx8nJiaNHjyqzGZXj3bRpE3l5eWzatMkiKKkaaFQNTC7+nIBqr0lQIoQQQghxY2rWQUnlzk2xsbHKse3bt7N371569eqFSqVi6NChfPzxx7WaKZk+fTpTp05Vnufl5eHv71+nPmm1WlxcXHBxccHb27vazbaHhwcGg4GXXnqJnJwcZZvbnj17ct999/H666+TmprKL7/8wiOPPHLZtp588klSU1PR6XS8++67hIeHk5mZSXp6OgsWLCA/P5+oqCiWLVtmEZAA7Ny5k9DQUAIDAwkICCA+Pp4TJ04QHh5O27Ztad26NZ6enrRu3ZozZ87g5uZGixYtOH/+PAAXLlzAyckJtVqNWq2mtLQUk8mkjLd3797KTMnFn0/VQKMyMKmpnkll7kmlhtjp6nIqr5+Wlmax01ZDbv97pbatqTn0QQghhBCiJs02KKnMnbjpppvYsmULr7/+Orm5uXz22WfMmzePli1bKjteRUZGXvEGHyqqqzs6OtarXxqNptpSpqpGjBhBWloa69evB8DV1ZWJEyfy8ssvs23bNrp06cLKlSuvOCtw5MgR9u3bh52dHR9//DH9+/dHp9MRExNDWVkZnp6e7Ny5k7CwMIYMGcKTTz7Jhx9+CFQEc5Vb8Pbq1QuAhQsXAuDk5ET//v05e/YsBQUFBAQEEB0dreTItGnTBqPRiF6vJyoqCi8vL2VJVtUAYvr06RYzJFU/H41Gc1U7pDXmTbNWq0Wv1zf69r81tq3RoNfrG+XaNbk4yKrcRawp+yCEEEIIURfNLigpKyvD1tYWGxsbHBwcGDNmDLa2thw/fpyjR48ye/Zs7rrrLqBiqVBkZCTHjx9v9H5V/tKfmJjI8ePHadu2rcX2sZUKCwvp0aMHBw4c4P777+eZZ56hRYsWODg4EBERoexglZOTQ0lJCSVVckpKiospVVcETYsWLQIgJCQEo9GIWq1W+vDHH3+wevVqHBwclIT2f/3rX4wZM4b9+/ej1+spKirC29uboqIiTpw4QXBwMCkpKXTp0gWtVouzszNQcbNeXl6uzIhAxQyGp6cnRUVF6PV6tFqtRbX3+li2bBk7d+7kpptuYsSIEfW+Xl1dz9v/6nQ6NBoNY8eOtTiu0WiUejNCCCGEEM1RswpKjhw5wuzZs8nPz8fd3Z25c+fSvXt34uLiMJvN9OjRw+LGuHIplZubW6P3rfKX/+PHj2M0Gi9ZEDA8PBy9Xs8rr7zCE088AVTM+phMJjQajXJjmJ+fX5Gob/t3UOLi6qoEHz//XFFQMTg4mGXLlpGcnIy3tzetW7dm9erVJCUlceHCBTw8POjSpQtubm6oVCqOHDnCuXPn6NmzJ7GxsRiNRkJDQwGUvBKgxnorF4/34kR0lUp11TViKt+3bds2zp8/z7Zt2xg5cmSN5zSF63H734CAABITE6tVph87diwGg0GCEiGEEEI0W80mKDl06BD9+vVj2LBhODo6snHjRl544QXeeustpSZHREQEiYmJ7N+/n6CgIN555x0OHDjAxx9/3GT9bNu2rTJTUlXlEqcJEyYowUilb7/9lt9++41WrVopN96pqamUlJQAttXa2LZtG0ePHsXJyQlPT0/S0tI4e/YsycnJjBgxAk9PT3x9fXF0dCQ8PNxi2VF2djZ5eXmcPHmS22+/XakdUllH5FI7YdXkcknqV6tr167s2LGDrl27Ntg1a6OwsJBhw4ZRUFDQpO1WtF3E0CG3ABWzXJUzUo0hICCgxuCjqKiIfv36NUkfhBBCCCHqqlkEJbm5uUycOJEHHniA9957j6KiIp555hnlxqmyXsagQYOYOXMmS5YswdfXF71ez/Llyy9ZOb0xhIeH1zhDcvGuU1Vt376dnJwcsrOzlb5u3LiRsLAwHnlsEhAJwMSJE0k/dZLDhw8D0L59e2JjY/H09CQ3N5fo6Gjs7Oz4xz/+QZcuXQA4deoUR44cwc/PD19fX/z8/Dh9+jTBwcFKEcfKwORSQcaltv6tzA9pSKNGjWLUqFENes3aKC8vZ8OGDU3eLkC5+e+2K3dna2pms9nqfRBCCCGEuJRmEZTo9Xry8/O57777gIpk7LKyMv7880+2b9+Ovb09n376KWPHjiUwMJCTJ09ib29Pr1696rx7VmO53KxCt27dyM3NBaBdu3Y8+uij/PLLL2RkZDBjxusMfKViqday33+n7EJFHRVfX18ef/xxysvLueWWW3B3d8fBwQEXFxdlzImJiSxfvhxPT09sbW3p2rUrU6dOZcWKFaSmppKUlERoaKiyZKsywDAajcrzlJQUVqxYgaurK8Blk/jFtSspKUl5vG/fPvz9/WU5VzPyn//8hy+//BKz2cygQYP44IMPUKlU5OfnM2DAAC5cuEBZWRlPPvkkDz/8sPK+5ORk7r77bovnP/zwA7fddtslrymEEEI0R80iKHFzc6OoqIhPPvmEt99+mw8//JD58+fz0ksv4ezszKJFixgwYAAHDx6kd+/e1bahtZaquRiXm1UYN24c48aN448//kCv19OpUyfeeustRo0axcHDf98sPvPssxjzzlNUVERcXJyybW+7du2U5WFQsRmASqXixIkTaDQacnJyaN26NWazGU9PT86fP8+5c+fYvHkzHTp0UJLUT506xeHDh9HpdLRp0waNRkNaWhqurq7k5+fj5+dnkbPTkDcwl0qSl5ukxlWZ/P7QQw8px3r16iXJ71Yyf/58AB588EHlmF6v5+OPP+bw4cPY29vTp08ftm/fTvfu3dFoNGzYsEHZ0KJjx47ccccdeHp6AhAaGsq+ffsAKCgoICgoiMGDB1/2mkIIIURz1CyCkhYtWjBt2jTefPNN0tPT2bhxI998843yC+Btt91GdHQ0S5YssfhVsCnVdPO8e/duEhMTCQsLs6ilcrHK5Wfh4eGkpaXh7+9PixYtmDp1Klt37GLf/583fvx4LhSZ2Lx5M+np6RQWFuLk5MRff/1FVFQUKpWK7OxsNBoNXl5eBAcHU1ZWRkhICAEBAUofIyIi2L17Nz4+PiQkJCi7TGVkZABw9uxZ2rRpg16vV25u/P39q82SSMBw7atMfk9LS1O2h/7yyy956KGHJPm9GSktLaWoqAioqBFUWVjV1tZW+bGjqKiIsrKySwb4v/32GwMHDkSr1WIymS55TSGEEKI5srF2BwDs7e156KGH2L9/P++//z5t2rShR48eQMUv7BcuXKB169a0bNnSyj21lJiYSEFBQa2L7wUHB9OnTx+Cg4OBivyK1197TXldp9PRsmVLzpw5Q0FBAVlZWZw7dw5HR0c2bdrETz/9xOHDh5XdlcLDw7n11lur5bgMGjSIRx99lM6dO9OqVSvluK+vLy1atCAysiKHpbS0FC8vL3r16oXJZOL3338nISGhPh/JJe3evZsFCxawe/fuRrm+uLSAgACioqKU5x06dLBeZ67CrFmziIuLUwqW3nbbbSQnJ1c7LyMjg7Fjx+Lp6YlGoyEqKor4+HiLcz755BOCg4NxcnIiJiaGTZs2XbbtjRs3MnLkSHx8fFCpVPzyyy/VziktLeXll18mODgYtVpNmzZtmDFjRq1zd7y8vHj22WcJCAjAx8eHQYMGWWykcf78eTp37oyfnx/Tpk27ZD2dH3/8UfnR5krXFEIIIZqbZhGUQEXBP3d3d1q3bo2Dg4OSlKtSqfjhhx9QqVS0b9/eyr20FBYWhrOzc431Sq6G9v9nQHr16oWPjw/9+/cHKm6M4uPjKS8vJyUlxeKmRK/Xk5CQUK0YY3R0NIMHD6Z9+/bo9XqMRiNBQUH07NmToKAgtFotdnZ2Sg5M1a2OG0NdA7iGkpqayp49e5QlLuLas2HDBiZNmsT27dtZvXo1paWlDBkyRFnOCCjbYNvb2/PHH3+QkJDAe++9R4sWLZRzFi1axJQpU3jppZfYu3cvvXv3ZtiwYaSmpl6ybaPRSOfOnS+7w9/bb7/Np59+yscff0xiYiLvvPMOs2fP5qOPPgIqlltGRUURFRXFq6++yquvvqo8Lysr49y5cyxbtoyUlBQyMjLYunUrGzduVK7fokUL9u/fz8mTJ/n+++85e/ZstT7k5eWxZcsWhg8frnwel7umEEII0dw06fKt0tJSzGYz9vb2yrHy8nJleRNULFcICQnhv//9L59//jm+vr6sXr2av/76Cx8fn6bs7hXFxsZedtlWXekNBgpyz9G5c2cGDRoEwHvvvYe9vb0yW1T5a2dl3RO9Xk9xcTEGg0FJaAdYsWIFe/bsISAggF69euHs7GyRhF81B8ZsNl9yq+OGEhYWpix1ayqXqt6uVqsbtXp8TRp6FzNr9+Hmm28mMTERW1tbunfvzgcffNBo/+6sXLnS4vm8efPw9vYmPj6ePn36ABWBgb+/P/PmzVPOu3g54vvvv8/EiROV/Jo5c+awatUq5s6dy6xZs2pse9iwYQwbNuyy/du2bRujRo1SioEGBQXxww8/KLOCtra2SlBcU07JX3/9RUhICB4eHkBFPaHt27crY6vUsmVLIiMj2bhxI2PGjLF47ddff+Xmm2/GycmpTtcUQgghmosmmylJSEjgvvvuY8CAAYwfP54ffvihogM2NpSVVRQQNJvNuLq6Mnv2bO68805at25NYGAgW7ZssVh+cq0xm83V/srLy5XHlXJycpQAo/K1du3a4eLiwqBBg3jooYeIjIxUth6GimUajo6O1W6yt2/fTm5uLtu2bePEiRNkZ2dfto9hYWHccssthIWFVetXQ4iNjeX+++9v0CDuSqpWb4+Pj1f+kpKSmjSXQqvRYDQaG7zmS5368P+7wxmNxgapUTJp0iR27drFmjVrsLGx4fbbb7/kcqU333wTZ2fny/5daRlVVZU72VXecENFPkVsbCxjxozB29ubLl268MUXXyivl5SUEB8fz5AhQyyuNWTIELZu3VqXoVfTq1cv1qxZw5EjRwDYv38/mzdvVmYtrsTf35+tW7cqOSPr169XCp6ePXuWvLw8oGI2ZOPGjcprVVVdunWlawohhBDNUZPMlBw5coQePXowcuRIBg8ezJo1a5g9ezZ//vkn8+bNw9bWlpKSEhwcHDCbzQQGBjJlyhTs7OyqzaQ0Jw2dCO7k5ERZSUVuSeW1Bw0aRPfu3dFqtdjY2FhsPaxSqfD29q4xgfWmm25i69atdOjQAa1WW2PV9qZkzbavx+rt1nbrrbcq20h/9dVXeHt7k5CQQMeOHaud+9hjj3HXXXdd9nq+vr61atdsNjN16lR69epl0daJEyeYO3cuU6dO5cUXX2Tnzp08+eSTODo6Mm7cOAwGA2VlZdXy0ipzuOrj+eefJzc3lw4dOmBra0tZWRkzZ87k3nvvrdX7u3XrxvDhw+nSpQs2NjYMHDiQW2+9FYD09HQmTpyo/FAwefJkJScsKiqKffv2kZuby86dO/n5559rdU0hhBCiOWr0oMRsNvPtt98yePBgFixYAMCzzz7LvHnz+Oyzz7j77rtZtGgRDg4OQMXyhoEDByq/ZF/rO0Dt2rWLpKQkwsLCiImJuey5Go0G/5A2pKSkkJycjJ+fH4GBgRbLbiqXXV3pc7n77ru5++67ycrKUoonClHVxfk9Op2u1jNIEydOJD4+HoPBoMyQpKam1hiUeHh4WMxq1MfkyZM5cOAAmzdvtjheXl5ObGwsb775JgBdunTh8OHDzJ07l3HjxinnXfzfTUME64sWLWLhwoV8//33REREsG/fPqZMmYKPjw8PPPCAxblVl21VNXPmTGbOnFnteExMzCXzoSqPu7m51ZhncqlrCiGEEM1Ro09BqFQqMjIyLH6N1Gg0TJgwgaeeeoqjR48yffp0ALZu3cqbb77JSy+9pCzputaDkoSEhBoTvL/99lseeughJVCDv9f8V24HfPDgQRITE9Hr9Vfdvre3NxEREZfcDvTkyZNs2rSJlJSUq27jWlBUVMSIESMYMWKEsk1q07VdbLW2/+7D3+N3dnZGo9EwduxYYmJilL+wsLDLJn1XlZOTwxdffMGOHTvYsWMHULFEqiYNtXzriSee4LfffmPdunX4+flZvNa6detqu9BVHY9Op8PW1rbarEhWVla9d/V77rnneOGFF7jnnnvo1KkT999/P08//fQl81RqYmdnpyS/V60pAxX/jfbv35/w8HA6depkkeCflpZGv379CA8PJzIyksWLFyuvLVu2jNDQUNq1a8eXX35ZrzEKIYQQja1RZ0oqf4WMjo4mOTmZpKQkZTtStVrNmDFjOHLkCOvWrePcuXP06NGDadOmMWjQIGxtbRuza00mPDxcmSkBlCKIGzZsIC8vj23bt0PgKAA0/7/W38/Pj/T0dACKi4vZu3cvarW6xloi9ZWWlkZhYSFpaWnXdTX3srIyVqxYoTxu0rbLrde20ocq4//xxx9JTEy02LEtMTGRsWPHXrF2SU5ODlBxIz5w4ECAarMWF6vv8i2z2cwTTzzB0qVLWb9+vbKldlU9e/astk3wkSNHCAwMBMDBwYGYmBhWr17N7bffrpyzevVqRo0addm+XYnJZKq2xNTW1rbWWwJDxQ5bl5oRefDBB3njjTfo3bs3OTk5ODo6Kq/Z2dkxZ84coqKiyMrKIjo6muHDh+Po6MjUqVNZt24drq6uREdHc8cddzTYjJUQQgjR0Bo1KKmc5Rg+fDgzZszgnXfe4YMPPsDFxQUAV1dXpkyZwrvvvsvatWu58847efjhhxuzS00uLi5OWbZlNpsxGo2UlpYSExPD3r176dqtGz+ftnxPUFAQQUFB6PV69Hq98ut6WlqacpMFfwc4Wq0WtVpd46zSlWaa/P39lYKO17rU1NRqN9qiZgEBAVeV7F+5xe78+fMJCQkhNTWVF1544bLvqe/yrUmTJvH999/z66+/4uLiosx2uLm5KUn7Tz/9ND169ODNN9/krrvuYufOnXz++ed8/vnnynWmTp2qbLbQvXt3Pv/8c1JTU3nssceUcz7++GOWLl3KmjVrgIoq6ceOHVNeP3nyJPv27cPDw0P5/EaOHMnMmTMJCAggIiKCvXv38v777zNhwoSrHnOlyorsvXv3Bqj2ObZu3ZrWrVsDFbOiHh4e5OTkkJaWRkREhBLsDR8+nFWrVtU6z0UIIYRoak2S6N62bVt+/PFHhg0bhkaj4bXXXlN2i3JwcKBLly5KZfHrUdXAoDJRffz48UyePJmiklJ+fnsVULETWdVzvb298fLyQqPRKIFD1dcrA5yLd1SqDGa8vLyuWMU5ODi4xl+erzWX2v5Xo9E0+fa/17Ir5ZlUzgjs27ePjh07Ehoayocffki/fv0arU9z584FqNbGvHnzlByNuLg4li5dyvTp05kxYwbBwcHMmTOH++67Tzn/7rvvJjs7mxkzZnD69Gk6duzIihUrLAJ9g8FgUatn9+7dSr0gqAhsAB544AFle9+PPvqIV155hccff5ysrCx8fHx49NFHefXVV2s9xry8PGJiYlCr1cycOZO+ffsCcPToUZydnbn11ltJT09n9OjRvPjiizVeY/fu3ZSXl+Pv78+OHTssZp/8/PzIyMiodX+EEEKIptZkdUr69+/P4sWLGTNmDJmZmYwZM4bIyEgWLFhAenr6DVNtuGp9kNqqnDm5WNWduKqqrF2i1+uvGJRcL6pu/1u1FkrlTXXVdfiiOp1Op+SZVKXRaFiyZImyUUJBQQEAO3fuVHbfAhp8C+mqanvtW265hVtuueWy5zz++OM8/vjjl3z9tdde47XXXlOe9+vX74rtu7i4MGfOHObMmXPJc2JiYiguLq52/M8//8THx4eUlBR8fHw4dOgQI0aM4ODBg7i6unLhwgU2bdrEvn378Pb2ZujQocTFxTF48GCL62RnZzNu3Dgld6SmPl/r+XlCCCGub01aPHHkyJFs3bqVqVOn8sILL2BnZ6dUYL4elg81tYsLIFby8vK67nfcutRSLdn+9+oEBARUyzPR6/XccccdDB061Io9uz7Ex8df9vXKwrAdO3YkPDycI0eOEBsbi5+fH3Fxccr/Pg4fPpx9+/ZZBCXFxcXcfvvtTJ8+nR49egAVOTpVZ0bS09Pp2rVrQw9LCCGEaDBNGpQAREdH89tvv5GTk0NBQQGtWrWS5TWXkZKSoizdqm0iupeX13UXkOzbtw9nZ2fg75tlWarVsGrKM7k4UImPj+eRRx5p6q5d186dO4dGo8HR0ZH09HQSEhJo06YNULEs7ezZs5w7dw43Nzc2btzIo48+qrzXbDbz4IMPMmDAAO6//37l+E033cShQ4fIyMjA1dWVFStW1Gk5mRBCCNHUmjwogYoE96pLP6ylcnahsmJyY7cDsHbtWg4cOEBkZCQDBw6kqKSU0iKT0o8SB8uvJCkpicLCQoxG42WThS9Vb+FaWrJR+T1U/bwqH1eusa+kVqv5+eefLYIQT09PWrRoUeP3WXX5Vl5eXqPvglX1e82v0p+maLsmVzv+Fi1aKMntgFIPozGXa91oEhMTefTRR5Wcsg8++ED5b93Ozo4333yTPn36YDabGTJkiLJELSoqio8//phFixYRGRnJL7/8AsCCBQvo1KkT7733Hv3796e8vJxp06Zd13l7Qgghrn0q8w18d5Geni7LxpqhtLQ0pQ6FfEfNU9XvSAghhBCivm7ooKS8vJzMzExcXFxqNaOQl5enbKHbHGZ6Kl0v/TKbzeTn5+Pj46Ps8lTX76ix+9gUmnOfUlNTUalUFt+REEIIIUR9WWX5VnNhY2NzVb/2NpflZxe7Hvrl5uZm8fxqv6O6ao6fXXPsk5ubW7PrkxBCCCGuffJTpxBCCCGEEMKqbuiZkqtZvlX1n83F9dIvay3fqksfm0Jz7lNubi55eXlN+h2JuqnpvyMhhBCiubuhc0okibp5kkT35k++o+ZPNiMQQghxLbmhZ0pcXFwArJpQXFRSyr3/WQPAD08PxMnh+vxK/ve//1FQUICzszN33303UH0b459++omHHnpI+V6gbt9RZXxdta177rmn2q/3VeNwg8GAwWBAp9NZ1HbZsmULhw4domPHjkpBukq1mQ24Xr/XyoT3q/2OGtr1+jnXR03fkRBCCNHc3dD/D155c2nNhGKHklLsnDRKP67Xm6ro6GgSExMJCwtTPuuLg5KcnBzA8qa/Lt9RZbBxcVuXC0pcXV2VQnVVzzt27BgXLlzg+PHj1Sqa1yYoud6/16v9jhra9f4514cspRNCCHEtkf8HF00iJiaGmJgYfv/9d3799Vfi4uKUInCVOnbs2CBtxcbGEhsbW+Nrv/76K7t37yYuLo6RI0de8hqdO3dWilyKhmE2mzGZKgpKajSaet80m81mjP9/vabU0OMQQgghhOy+JZrYrl27OH/+PLt27ar22sXLpBrDjh07Ltl+VX369GHSpEn07t270ft0ozCZTDg7O+Ps7Kzc1Nf3ei29vRugZ3VvtyHHIYQQQggJSkQTUalUqFQqYmNjcXFxITY2FhsbG+V45V9DtHG5a3bt2lVp/0pt1+Z6QgghhBCi/mT5lmhSo0aNYtSoUTds+0IIIYQQojqZKRFCCCGEEEJYlcyUiEZlNBoxGo1otVq0Wq21u1Oja6GP4sr27duHg50NOp2OgIAAa3dHCCGEEHUgQYloVEajkdLSUuWm/+LXmkMwkJWVRX5+Pi4uLgQHB1utH6Ju0tLSLJ736tWLsgvFaDQaEhMTJTARQgghriGyfEs0Kq1Wi52dXY1BR9WARYi6ys7Otni+efNmFi5ciMlkwmAwWKlXQgghhLgaMlMiGtXlZkG0Wm2NMyhNzdvb2+qzNTcCW1tbRo8erTyuLxsby99UoqKicLBr/N9ZGnocQgghhJCgRDSwuizJag6BQHNZQnYjcHJyYvHixQ12PUdHxwa7Vl009DiEEEIIIcu3RAO71pZkXWv9FUIIIYS4HklQIjCbzTX+Xe68GTNmMHDgQGbMmGFxTtUckitdryn6fKX3fvzxx/zjH//gv//971VfTwghhBBC1I8EJeKqbNiwgdzcXDZs2GBxXKvV4uXlhUajsVLP6mb79u0UFhayfft2a3flumc0GlGpVKhUqgaZmSosLGyAXtVdQ49DCCGEEBKUiKvUt29f3Nzc6Nu3r7W7Ui99+vTBzc2N3r17W7srQgghhBA3rGsi0f3IkSN89tlnnDt3juDgYMaOHUtQUBAqlcraXbvmnTx5krS0NPz9/QkKCqr1+1555RVeeeWVxutYLaSkpFxV36t66aWXeOmll2SplhBCCCGEFTX7mZKEhATi4uJITk6mqKiIDz/8kHHjxvHFF19QXl5ep2sVFxeTl5dn8XejS0tLo7CwsFohuoaQkJDAb7/9RkJCQp3eV9vvqLH6frX9FkIIIYQQV6dZByUlJSX8+9//ZsyYMSxbtozvv/+exMREWrduzbx58/joo4/qFJjMmjULNzc35c/f378Re39t8Pf3R61WX/Vncbnk8GPHjmE0Gjl27Fid+1Sb7+jivtcn+b3q+y/X7/q2IYQQQgghqmvWQYmDgwPnz59X6hGUlZWh0+n49NNPad++PT/++CMrVqyo9fWmT59Obm6u8tcYswPXmuDgYHr37l2r5U+Vyb0X/wHo9Xp2795NQkICJpMJlUpFSEgIWq2WkJCQOi21S0tLu+J3pFKpCA4Opk+fPgQHB1v05WrHoVKplErgFy5cICQkpNZ9NhqNZGVlSeKzEEIIIcRVaLY5JeXl5ZSVlaHRaMjIyAAqqidfuHABDw8P3n//fW699Vbmzp3LLbfcUqtrOjo6Wq3g2vVOr9eTm5tLQUEBGo0GrVZLUFAQERERdb6Wq6srrq6ujdDLK9Pr9eh0Otzd3euUp1K13okUYRRCCCGEqJtmG5TY2NhgY2PDs88+S8+ePfnPf/7D008/jb29PSUlJXh6evLf//6Xbt26sWfPHqKjo63d5WtaQkICx44dIyQkhPDw8Dq/38vLC5PJpGwFbM0b9PqMxcvLi+zsbFq0aFGn/mu1WglIrsDW1pbhw4crj+vLxsY6E70NPQ4hhBBCNLOgJDU1lYMHD3L69GmGDx+Oi4sL3bt354033mDatGk4ODgwadIkHBwcgIrZlKCgINzc3Kzc82tf1TyKutzIVw0AYmNjATCZTFa9Qb/asUBFUFKXAKPq+K9mVuhG4uTkxPLlyxvsetaa9WzocQghhBCiGQUlBw4cYMiQIfj4+HDy5ElmzJjB3XffzVNPPcULL7yAyWTiqaeeIiMjgwkTJuDq6sqSJUsoKyvDxcXF2t1vli5OwK4aLFQtbmg2mwkJCeH48eO0bdu22nurvu/iG/Vjx45hMpksAoDK5VsNPZaLx3NxDknl6yEhIUqgcKlxaDQai+dqtVo5T61WK88vbtNsNlu0WzUAkqBECCGEEOLqNIug5Pz580yYMIFx48Yxffp03N3dmTFjBqtXr+bo0aN8+OGHvPHGG4SEhDBlyhQWLFiARqPBaDTy22+/4e3tbe0hXBOMRiN5eXno9XqCgoIsApPw8PBLzipcLl+iagBg7boxle1XHUvVwKPqOCr//al8rlara9X/ixPqq45fCCGEEEJcnWYRlOTl5WEwGBg0aBDu7u4AvPrqqwQFBfHll18yffp03n//fR588EEGDx7MwYMHsbGxITw8HD8/Pyv3/tqh1WrR6/WUlZWRkpKiJHJfPHui1+vR6/V4eXkBFcvq1Gp1jYnfERERzXqG4OKAqvKfJpOJ1NRUcnJyaNeuHTqdDqg+m1L1s6j8PKpq7uNvToxGo/IDQlZWVr1n0woLCxuiW3XW0OMQQgghRDMJSlQqFWq1mszMTKAiSdrOzo5x48ZRVFTExx9/zKpVqxg3bhy+vr74+vpaucfXBr1eT1JSEgAdOnTAy8uLoKAgUlJScHR0xGg0curUKdLT0/H39ycmJkZ53/79+0lNTaVNmza0a9cOwGJmpbmqKag4fvw47u7ueHh44OXlhVqtxmAwUFBQQElJCenp6Xh7eyuzJ3v27OHEiRPcdNNNqNVqiouLLYI0cfVMJpO1u9AgrpdxCCGEEM2F1YKS06dPc+7cOcLDw/H39yckJIQPPviA2267jRYtWiiBySOPPMLq1av59NNPGTdunLW6e03Jyspi27ZtJCQk4OTkhL+/P56ennh5eaHRaAgKClJu3HNycrhw4QI5OTno9XoWL17MwYMHKS4uxtvbm+3bt9OiRQuioqKsPSzAchanpmV7VWdGUlJSWLZsGR4eHpw/f16ZKdLpdGi1Wry8vDh8+DC5ubkUFxczcOBAtFotv/32GydOnODEiRNMmzZNAhIrSE1NVWrGXEplwC2EEEKIa59VgpKMjAw6d+5Mnz59mDZtGt26dWPevHnExcVx1113sWzZMmWHLYCbb76Zr776ipKSEovj4m9VE7L1ej0nT56kuLgYAG9vb+Wm2mw2KzMeRqMRPz8/tFot7u7uJCcnEx8fT3FxMS4uLtjY2ODl5cX58+fR6/VAxe5Uu3fvJjExkbCwMGJjY5s0l0Sv1yszFxcHJWazWVmiBbB3714cHBzIzs5m4MCBODo6otFoMBgMaLVawsLC2L59O4WFhaSnp2MymTh16hRnz57lwoUL5OXl1bhs61LJ7/Hx8crnEtGpc+N+ENex1NRUwsLCajUbYWsvdYeEEEKI64FVgpIjR44oFbvnzp2Lra0tcXFx/PDDD9xxxx0MGDCAr776isDAQJycnNi5cycuLi7VbgZFzby8vDAYDBw8eJBBgwbRp0+faudUzihUzp4cOHAAe3t7QkJCyMrKon///vj4+JCWlsaFCxc4ffo0x44do3v37iQmJlJQUEBiYqKyDXBjq0ww9/LyuuTMxbJly9i1axdxcXF069YNPz8/zGYz3t7eFBYWKjMkVZPdIyMjlUDCaDRy9uxZIiMjycjIYMSIEZfc4asmiYmJZGRkkJGRgXdrWWJ4tQwGAyaTiYULFxIWFnbJ8woLC+nbf2AT9kwIIYQQjcUqQUnnzp0ZPnw4I0aM4LPPPmPOnDm8/PLLdOvWjZUrVzJp0iSGDx+Oh4cHrVu3Zv369WzatEmqsddS5Q27v78/p0+frvGcqknfycnJAFy4cIGnnnoKjUaD2WymsLCQwMBAjEYjBw4cUJY/hYWFKTfyTc3b2/uSu63t2rWL8+fPs2vXLgYOHEh4eDhxcXHEx8dTWFhIWloaMTExFruIxcbGEhsbq4zX29ub4cOHExgYWOclW2FhYWRkZODv73/FpUfiysLCwi5bFLVyRkwIIYQQ174mD0rKysooKysjKSmJTz75BC8vL2bNmsX7779PQkICISEhbNq0iY8++ojMzEzUajWzZ88mNDS0qbt6TbvpppvYuXMn7dq14/Dhw0oOxu+//86uXbto3769csPn5+eHyWTCw8PD4hpVE9sjIyMxmUzKciadTkdaWhopKSkEBwc36dhqkpWVRatWrTAajcTFxaHRaJTgyt/fn7S0NPz9/dFoNMr2v5VJ8UajURnblYotmkwmlixZQkJCAm3btiU0NBQ/Pz+CgoKIiYkhICAAvV6PSwsPILVpBi+EEEIIcY1r8qCkMk8hLi6OQ4cOcfvtt+Po6MgDDzxAUVER48ePB+CJJ55o6q5d81JSUkhPT8fPz4+RI0cycuRIEhISLHIwKmcT1q9fj42NDYWFhQwcOJAuXbpw5swZ4uPj6dChg7JFbuUyL61WS2BgoLKcKS0tTZl9aA5BiV6vp0ePHvTr169aYBEUFGSxnfGpU6c4evQoAG3atGHPnj3k5+fj5+fHkCFDLttO5e5c+fn5nD59moCAADIyMggKCrJIwndxc2/wMV7rbGxs6Nu3r/K4Ia7Xq1fvel/natptyHEIIYQQApr8/1Erb2ptbW1Zv349gFKZPSAggG3btrF9+3bl/Bs9j6SyknlNf0ajkaysLIxGI+Xl5WRmZqLX69m2bRt6vZ7y8nK8vLxwcnLCy8sLs9lM9+7d8fDwIDY2lvPnz6NSqcjMzESr1ZKbm4udnZ2y9KgycdzOzo7k5GR++OEHdu/ercw+qNVq/P39m/xzqDruSl5eXjg4OCjjvPhPr9eTmJiIXq/n7NmzFBQUkJ+fT0lJCfb29jg6OlJSUnLZz9tsNqNWq+natSv29va4urpy5swZpVaOXq+npKQEvV5v8e9t1fffyNRqNevXr2f9+vWo1eoGud7KlX80QM/q3m5DjkMIIYQQVpgpqdypaMCAAZw4cYLHH3+cFStWEB8fz759+3juuedwcHCgS5cuODo6Wr1KeHN2cUVyX19fUlJScHd3x2AwoNPplET25ORkVq9ejVqt5q677kKj0ZCens6uXbtYvXo1OTk5dOzYUUkIh4oAsnIZ1O+//47BYMBoNBIbG1tt9sFa467MDam6w1illJQUMjMz8fHxobCwkOLiYgwGAy1btlR2J0tKSiIlJQW1Wk10dLTFv2+VQUTl8q7Kz2LAgAFkZGQAYGdnR0BAgEUSvkajwZCd3USfhhBCCCHEta/Jg5LKm77g4GDGjx9Py5YtWbZsGcHBwQQHB6NSqejcubMktf+/lJQUJR/i4iCgarI6QGBgoLLlrUajYeHChezdu5dOnTqRm5vLjh078Pb25vTp0/Tu3ZvQ0FAOHDjA+fPnWbZsGY6Ojsqv/lu3bmXXrl2EhIQwYMAAAgIClMR3a9i6dSsdOnQgKCio2rgrXVw4MT09neLiYjIyMmjfvr0SqBmNRhITE8nNzaWgoABvb29KSkrIz88nJyeHnj17VrvuunXrSExMJCoqSpklyc7OxtvbG5PJhLOzs5KEn5WVRWpGzRsMCCGEEEKI6qxWPLF79+58+eWXxMbGEhkZqcyg3HbbbdbqUrNUNXcjKCio2o13ZTJ65a/6Xl5eLFmyhBUrVlBQUICXlxeFhYWo1Wrs7OwoKCigZcuW5Obm0rZtW/z9/dm0aRPOzs5KQrzBYODw4cOsXr2aefPmcdtttzF58mQ6d+5cLRBoKlU/g8pxXzyLlpWVRUFBAc7OzgQFBeHn56fMlFStN7Jnzx62b99OdnY2rVu3pk2bNhw7dozS0lK2bt2qBCXJycns2bMHR0dHNm3aRHFxMUajkeHDh+Pj40PPnj1ZvXo1CxYsoGfPnjzyyCNKX44cOQJoEH8zGo1KYJ2SklLvf5eMRiNtQtoT9fjnDdC7urXbkOMQQgghhBWDEnt7ex588EElUVSWaUGWXk/++RyLauVVd44Cy6VLGo3GIrnay8uL5cuX8+6771JcXIyHhwc+Pj4AZGZmYm9vzy233EJoaKiyrKtt27YMGDCArKws/Pz8cHR0RKfTERERweeff45KpWLv3r0A6HQ6q31PtclfSU9PZ+/evbi7u6PVagkKCuL48eP89NNPREVFUVxczK5du3B1dVWu2bJlS26//Xb+97//sXPnTlq0aKFc7+TJk5w9exZ7e3tat26NwWDg/9g787CoqjeOf2bYB9lkQNkRUAFRFFAQ19w1l8wtTXPJzLKfaVpmtqi5ZOWWlpmalmaLa+W+b7igoCKyKCi7LMPOzLDP7w+aGwjuqJj38zzzOHPn3rPcc0bOe8/7vl8XFxcaNGiAXC5HpVJx7NgxSktLOXHiRBWjRC6Xw7V7i/89b9R2quTMp+QmJ6Z8FhERERERqV2emlECYuaa21EoFFBWUkUc8PbYjdtdl7TB1ZmZmcjlcsLCwjA3NycvLw8PDw/c3NxQKBSUlpZSXFxMdnY2EokEhUKBQqHg1q1bqNVqTExMaNasGWq1moMHD+Lh4cHrr7/OkSNHaN269VN/GhwYGCgYE1BzAgS1Wk1paSkFBQXCPQwLCyM/P5/Lly+jVCrJz89HX1+fYcOGER8fj5mZGYcOHUKpVOLk5ISurq5QtqurqxA74uvri4GBAfXq1cPGxoasrCxCQkJo0aIF2dnZtGrVivLycqAilbKToxOcjgRg/YYNyAz0cHBwICAgoEqqZbg/g/xOQfKiMS8iIiIiIiLyX+CpGiUiVZHL5cJOCVSPkQCq6GxoiYmJQSaTCVojNjY2mJqakp+fT0xMDEZGRpSXl2NoaEh0dDQ+Pj4kJSWRn5/PqVOnsLKywsnJCY1Gw9mzZ0lNTSUnJ4dJkybx9ttvP5V7cTtaRfe70bhxY9RqtZBtTCKR4OXlxYkTJzAzM8Pa2ppr167RsmVLOnXqhEql4rvvviMrK4vU1FScnJxo1KgRarUapVKJvr4+NjY2yGQyysvLCQ4OJicnB29vb8zMzJBKpXh4ePDCCy8IY3bx4kWio6Nxbfyvrk7QqVO0bOFFeno6enp6uLu7P7Awo4iIiIiIiIjIfxnRKKlDWMnlONg2FD5rXbUiIiJQq9XVgt0jIiLYuHGj4FYkk8mwt7fnvffeY/fu3SgUCtLS0ujRowd6enqcO3eOxMREfvnlF3r27ElkZCQSiYRTp05x+fJl9PT0sLKyIisrq84vmmtKAODs7FxNM8XOzo6GDRtiYWGBh4cHo0aNQqPRCLtHjo6O5Ofn4+Ligr6+Pg0aNBDu+61bt8jLy+Ovv/6isLCQ7Oxs5HI5N27cwM7ODisrK/r06YOlpSUqlQqVSkVYWBglJSXExMYCFbtLDW1ssLS0BCpSYVfeCRMRERERERERERGNkjqN1lUrKysLQAj01hIbG0tycjI5OTnY2dlhamqKqakpYWFhhIaGUlBQQMOGDcnJyREW6+Xl5cTHx1NYWIiLiwvp6ekYGhpSVlbG1atXee+992jWrFmdXzTfngDgTsTGxqKjo0NqaiodO3as8l1OTg4BAQF4e3tz4sQJdHR0SEtLw9jYmPT0dAwMDCgsLCQzM5Pc3FyysrJQKpXExMRQVlaGjY0NZWVlNGrUiNDQUBISErCxscHT0xNXV1e4ngr8m2kuPj6ehISEau5bIiIiIiIiIiLPO6JRUodRKpVkZGRQv359YaekMkVFRahUKqysrHB3dyc3N5dDhw5x+vRpIiMjadCgAampqUgkEqKiopDL5ajVavLy8jh06BAtW7akZ8+eGBoacuPGDdzc3LCyshKMoZrS7tYVHBwcCAsLA6hx50HbfhsbG6AiPkR7TkJCAuHh4VhbW1OvXj3KysrQ09OjtLQUd3d3IiMjCQ4OxtXVlezsbM6cOUN6ejplZWVV6khJSSEkJAR9fX0MDQ2FuJy5c+eSmZMHVBglRUVFrF+/HkdHRzw9PdHVrfjZVXbPq6v3WURERERERETkSSAaJXWYjIwMSkpKMDY2xs/Pj7i4OIKCgrCxsRH0ROrVq0dISAghISFcv34dtVqNubk5Li4uNGvWDB0dHVxcXLhy5Qo3b97E09MTCwsLTExMSEhIICAggFdffZWSkhJMTEwExfTKGb4qI5FISE9PFwwBbZawJ42TkxMqlYqioiIyMjKQy+VoNBoheYK2D05OTvj6+gIVLl9JSUnk5uaip6dHdnY2Tk5OJCYm0qxZMwAsLS3Zv38/qamprFmzhkuXLgl1mpiY4OXlhY+PD66uroSGhnLgwAHS09MpLi4mLy8PtVrNjz/+SFFpOWAHgMxIRl5eHhkZGejq6iKTyQSV+YKCAiFTmBZteuzKVD5WOePa07r/D4NUKsXPz094XxvltfLxeeRyHqbe2uyHiIiIiIiIiGiU1Em0i2cjIyNkMpmgsJ6cnIxarSYtLY3IyEg++ugjYmJiqlwrkUjIyckhOjoaMzMzXnvtNZo1a8bff/9NRkYGkZGRyGQyioqK8PPzw8zMjOLiYiwtLTE2NkYikQg7JVCxAK4caK89pjUGntaiWKugfvHiRQoLCysyXlUSdtQG/lfWM0lKShIydFlYWGBra4tcLqdJkyZC6t9Tp06xePFi4uPjKSkpQU9Pj//973+MHDkSFxcXysvLq+xqlJeXExoaytGjR1m8eDFZWVl8/vnnjBv/JlqjpGHDhiTExQoaKyrVo6UKrgv3/2EwMjLi/PnztVreyRMnGLBof62Veb/11mY/RERERERERESjpE6SlJREdnY22dnZ6OjosHv3bvT09EhPTyc+Pp4bN25w6dIlCgsLkUgk+Pn50a1bN/r06YO1tTUTJkzg+PHjHD16FIA+ffqQnZ1NUVERcrkcPT096tWrB4Curi6mpqZVFtraDF/aYPDbd0ysrKzqRLC2lZUVRkZGQEWMiZOTE4cPH+bPP/+kpKSEDh060L17d6Fv9vb2rFy5ktTUVDp16oSbmxv79+/n3LlzlJSUEBwczOnTp1Gr1QB069aN+fPnExMTQ1ZWFg4ODujo6FRpg1QqpUWLFvj6+tKuXTt69+5NQkIC+/bvw7SnNwC+fr74t/YhLS2N48ePY2VlhbOzM3K5HJlM9sCuW3Xl/ouIiIiIiIiI1BaPZJRERESQkJBAcXFxleP9+/d/pEY972RnZ/PXX39hbW1NUVERhoaGnDhxgtTUVBITEykqKgKgV69erF69WsgYpa+vD8Cff/7JkiVLmD9/PkePHhV2R0xNTfHy8iI6OpozZ87QuXNnwe2pJqKiorh8+TLe3t5VFsDW1tZ15gn97eKSly5dIi4ujvT0dNLS0pDJZPTo0UPY+YmMjMTAwIAzZ84gl8vZs2cPUVFRREVFCUJ8Li4uLF68mE6dOjF37lyWLVsGVAh+Nm/eHH9/f9q0aYOXlxeNGzcWDJW2bduyadMmhg4dyvngYLr2rGhjclISZibG5OTkUFRUREREBPXq1SM4OJiwsDBatWrFyJEj79nXCxcuEBkZiYeHh+A+JFIzkZGRVT7L5XIcHR2fUmtERERERERE7sVDGSU3btxg4MCBXLlyBYlEIixqtW4ytwcEi9wfp8+cISUxnri4OIyMjMjPz0cul/PLL79w/fp14bzmzZvz+uuvM378eCFoujI6Ojq8//776Orq8umnn5KZmSm4ZUVFRQmxDH/88QfGxsa0bt2aXbt2YWFhwaBBg/D09AQqFM2lUik3b96kQ4cOT+w+PAjOzs5YW1ujVCpRKBQ0atSImJgYCgsLsbS0JDk5mfj4ePLz8zl9+jTGxsYUFxfTtm1bFAoF169f5/LlyxQUFFC/fn2++OILhg8fjqGhIcHBwaxcuRIACwsLsrOzCQ0NJTQ0lFWrVgEVc97JyYmmTZvi6enJ+PHj+e2333hj4r/6LitXruStN9+gYcOGhIaGcunSJS5cuEBqaipmZmYEBQUxcuRItmzZwv79+9HR0cHe3p4XXniB9u3bC+VERkZSUFBAZGTkM2mUqFQqYW5FREQ8chYylUpFsxYtaTJ6qXBMu/t0u5Enk8mIjIysFcOktvshIiIiIiIi8pBGybvvvkujRo04dOgQLi4uBAcHk5mZybRp0/j6669ru43/SbSGXOVdips3bqArrUgFbG9vT3x8PKtWrSItLQ1dXV1eeeUVhg0bhouLC3K5XHj6D5CZmVnNDWjQoEGsXLmS9PR0bG1tadOmDTKZjIsXL5Kfn4+FhQUXLlzA1NSUtLQ0FAoFN2/exMrKCoVCQcOGDUlNTRUWYHUVbVB7Tk4Obdu2pUOHDpw/f56QkBDs7OzIysoiKCgIhUKBtbW1ENuxefNmTpw4AUD79u358ccfhQQCRUVFTJ48mdLSUrp37863335LUlISx44dIyYmhoiICG7cuEFeXh5xcXHExcWxf/9+1q5dy9KlS/n1119Zdq5iR+v3P/4gPzebxYsXY2pqir6+PoWFhcjlciHIvbS0lPDwcIqKioQYmaioKAIDA4GKeWJjY8PFixdp3LgxGo2mSmB/ZeqqyrtGoyE+Pl54XxvlJSYk0KTSMUdHRyIjI1EoFMKxyMhIRo4ciUKhqBWjpLb7ISIiIiIiIvKQRsmZM2c4cuQIVlZWSKVSpFIp7du3Z+HChUyePJmLFy/WdjufCxwcHUlLScLb25slS5Zw/PhxlEolVlZWdOnShcDAwAr9CypciSqjr6+PgYFBlWO6urp88MEHTJ8+ndjYWEaNGsXZs2fR19fHyMgIS0tLWrVqRXl5ORkZGTg7O+Pi4oJCoaCoqAh7e3t69uz5xPr/IFReeGsD87UJAYyNjTE1NaVp06YUFBSQn5+PWq0mLi6O8PBwbt26RW5uLlARE/Lpp5/y3nvvVbl/GzduJCQkBJlMxueff46hoSFubm6Ul5czYMAAoGJBmp2dTVRUFEqlkq1bt3LhwgXGjx/PpP9NAatu/HMif//9t6ADo32y7uDggLu7O7q6uty8eRMTExMMDQ2xs7PD3NwcT09PoZ+ZmZkUFhbi5+dHWVkZQUFB2Nvb31Wj5XnF0dFRdNUSERERERF5xniofJZlZWVCoLRcLiclJQWoSNMaHR1de637jxMUFMSatWuFzx7u7ly9epWhQ4eyZ88elEolXl5elJeX8/vvv/P222/j6+vLe++9x5UrV+6rjjfeeANnZ2dycnL4+uuvKSsrw9HRkbfffpu9e/fy7rvvUlxcTMeOHWnVqhUeHh7I5XIMDAyemUBqY2NjrK2tsbKywsrKSlC2Lyoqwtramt27dzN//ny2bt1KVFQUubm5GBoa0qdPH44ePcqsWbOqBLArFAo++ugjAN577z1sbW1rrFcikVC/fn1atmzJqFGj2Lp1K6+//joA33+/Sjjvl82badiwITdu3GDy5MlcvnyZBg0acOjQISZPnsyrr75K06ZN2bRpE927d6dLly7Vdr20O2GZmZmkpaWRmprKkSNHOHDgAHFxcbV8R0VEREREREREniwPZZR4eXkJwnX+/v58+eWXBAUFMXfuXFxcXGq1gbdTXl7+WMt/koSFhVGQny98PhcczPfffy8ouL/99tvcunWLzMxMnJ2dsbe3R61Ws2/fPjp37sw777wjBGffCT09Pdzd3YGKxXZMTAwFBQXC9yqVisaNG6Ovr0/z5s0B+Pvvv/nqq6/YuXNnLff4yeHs7EyvXr1wcHDgzJkzlJaWYmBgwIQJE9i+fTtpaWn8+eefgntUZT744AMyMzNp2rQpY8eOve869fT0mDt3Lt988w0GhobCcYVCwfnz5xk6dCjl5eWcPHmSTz75hIMHDxIfH09OTg5QMR8WLlxIWFgYqamphIeH89NPPzFx4kSOHDlCw4YNadasGY0bN6aoqIiysjJycnJITEx85PslIiIiIiIiIvI0eSj3rY8//liIZ5g3bx59+/alQ4cOWFpa8vvvv9dqAwEhs1RpaamQAva/QIsWLQi5FAbZFZ+Hv/IKZSUV2baWLVvG2rVryczMxN3dna1btyKTybhy5Qo//PADu3fvZvPmzVy5coVdu3bdsY5Vq1axb98+dHV1sbCwoKSkhPDwcAoKChg1ahQqlYrmzZvj5eWFWq0mIyODU6dOkZuby4kTJ5gwYcITuhu1i1ZgUBv4DLB+/XqGDBlCaWlpjQkCAPbv388vv/yCRCJh4cKF1dzk7odBgwbh4taEby6UAjBlyhQaWlmybt06GjduzPz585FKpQQEBNCjRw/atWvHuXPn+Pjjj7lx4waNGjXi+vXrFBQUcPPmTWQyGWfOnMHR0REbGxsaNWpEo0aNSEhIIDMzU8g89qySkJBQLQZERERERERE5PnioYySynEGLi4uREREkJWVhYWFRa0H2YaHhzNp0iTUajUKhYLp06fTo0cP3NzcHrisoqIiIZ0uQF5eXm029Y5UDoY9dOgQu3btoqioiMzMTM6HXqLpmGUA6OnrM3b0KN5++20WLVokBKF//fXXlJSUkJubi6OjI5MnT+bll1/m/fff58qVKwwfPpzPP/+82i5Veno6c+fOBcDOzg57e3uMjY2Jj49HR0eHhIQEzM3N0dXVFeJIFAoF7du359SpU7Rt2/aJ3J/bqTwu2veHDx/mpZdeEo5rNBo2bNhAUFAQ7dq1Y+zYsdVUz3Nzc8nMzBQMC6lUSmlpKWq1WkifrEWr4/LWW28BFW5vdnZ2wi6GlpycnGpzPD8/X3Bn1KKnrw9UGCWa8nJGjRrFjz/+yMyZM+nZsyfOzs5YWloKKZ9dXV35+OOPyc/Px93dXRB6LCwsFNzTCgsLSU9Px+cfFXNLS0uhLZXnWF0NdK+JhIQEPDw8qglKVhYNFREREREREfnvU2viifXr16+togRu3rxJx44defXVV/Hz8yM6OpoFCxYQFBTExIkTHzhN7cKFC5kzZ06tt/NBuHjxIvHx8aSmpnL58mVKyjQ0/ee7A/sP0NjVmQ0bNvD7778jlUpZsmQJvr6+VcrIy8vDx8eHb775hvHjx3P69Gm+/fZb1q9fX2VBOmfOHHJzczEwMEBHR4fOnTsjlUoxNDTEycmJo0ePYmpqio+PjyDIJ5fLGTduHOPGjXtqi9uanvxfvny5ilECFTE5OTk5BAUFMXbsWCQSidBmKysrkpKSBGMOKpIB6OrqoqenV00E8datW4wfP57k5GQcHR2ZNWsWxcXFmJiYVDlPIpFgbm5e5Vh6enq1Y5k5/xpWAW3bEnTiGJMmTcLb25vWrVsL3+np6aGrq4u9vT1eXl6Eh4fz448/kpiYiLGxMf3798fd3Z3c3FwiIyMpLi7m9OnTQIUY5B9//MGJEyfo2LEj77///r1v7lNEIpEImdy046RQKFCpVGzatAkPDw/h3PvRFZFIJIJr4pOkpn6IiIiIiIiIPBoPFVPypNi5cydeXl6sWLGC0aNHs2DBAlasWEF8fDzLli0jODj4gcqbOXMmubm5wutJ+OKfP3+eX375hZCQEKBiZ6mgoIDLly9TWFiIm1tj4VypVMry5cv55JNPgAo3uZpiHrQ0a9aMBQsWIJFI2L59O99++63w3eXLl/npp58AaN26NR07dkSlUgkpbuVyOSUlJRQWFpKVlYWVlRWenp51Irg9MTGx2hh5e3tXOUfrdlZYWIiOjo5wf7VYW1vTpEkTGjRoIOjm1JQ+FypiOXr37k1YWBiWlpasXbv2gVXW78aiLxbh7u5OVlYWAwYMuGMcULduFdm6du7cSVJSEkqlEnd3d4qLizE3N6dJkyZYW1tz5coVbt26xdmzZzl06BB5eXlCauO6jEwm4+rVq1y9erWatoeHhwc+Pj7C636yZ8lkMi5cuHDf9UdGRgo6M6GhoSQkJDxwH7T13qkfIiIiIiIiIg9HnTZKysvLycnJIT8/XwhwHzhwIDNnziQ+Pp5NmzahUqnuWyvAwMAAU1PTKq/HTUREBAUFBURFRQEVi6/k5GQKCwtp0qQJv/3+m3DuC11e4IsvvqC0tJSBAwcyceLEe5bfsmVLQVvjjz/+ACpceT744AM0Gg0uLi4cP36c3Nxcjhw5woULF3B0dKRPnz54enrSoEED4fq4uDhOnjz51LM51TRGXbp0qXKOSqVi6NCh9O3bF19fX+H+Vsba2prY2Fjh8yeffMLx48ernbdx40YyMzMxNDTkwIEDgntUbSEzlrFq1SpsbGy4fv06Y8aMqVFgtE+fPkDFDuGlS5dIS0vjxo0b/P3334IuRkxMDFZWVoKh0qJFC0xNTenYsWOttvm/RGVBRV9fX+Hl4eHx0IaJiIiIiIiISO1Sp40Se3t7rl+/zrVr15BKpRQXFwPw4osvMnnyZFavXk1kZGSddqHw9PSkXr16gptJcHAwUVFR6Ovr8+GHH9KrUnxOeVkZfn5+LFmyhG+++eae/YqPj2f06NEkJiZSr149FixYAMC2bds4c+YMRkZG7N69m4SEBLKzsykrKxPctywtLenevTv9+vUTtC4SExNRq9XPRDYnmUyGrq4uzZs3x9jYuEY3HmNjY27cuEGLFi0wMDDgypUrdOvWjd69e1fZWXjjjTeQyWQUFhaydevWx9Jea2trVq5ciUwm49ChQwwaNKha+uzOnTuzYsUK5HI5hYWFnDx5kk8//RRdXV1SUlJITU2loKCAvLw82rVrh5OTEx988AF///13nXfdeppoBRVDQkKEl/aBRuUAexEREREREZGnh0RTxyWJBwwYwMWLF7lw4QLW1tYUFRUJInfNmjVj9OjRfPDBBw9Vdl5eHmZmZuTm5tbarklNt7O4uJjs7GySk5Pp378/KSkpDBo0iIMHD6JUF9H1k20AvGAQSdPGrlWuLS0trebKok0TPG3aNHJzc7GxseHrr7+md+/eKJVK/P39SUlJoXfv3owfP54TJ04Iu02enp54e3tjZGRE+/btq5QbFxdHYmIiDg4OODs7P3Fjr6bx0B7LycmpMkaVg9orc/uxffv2sXXrVlJTU4mKiiIxMVEwbjt06MCyZctwd3dn1apVTJ8+HalUytatW2nTpg3x8fHV3LiuX7+OkZER+fn5GBsbI5VKycnJoUGDBlXOS0xJ5bd4CwD+56uDno6EsrIyYmNjmTp1KmVlZejo6DBkyBA+++yzKm5z2dnZ/PjjjyxevJji4mIcHByYOnUqenp6FBcXI5fL6dmzJxYWFtWyiN1J5b0mHmZ87zZG9/odqVQqIZ7m/PnzyGQyQkND8fX1JSQk5IF3qFQqFW0CArEbMh+AP2f0xFD//sLkHrXe2/tRl3gc/6+JiIiIiIg8burMTkl0dDTvvfcer7zyCl988YXgK7506VJsbW0JCAggMTFRMEi0WYmehQw9EomErKwsFi9eTEpKCo6Ojly4cIG8vDyaNm0qnJehUPDrr78yf/589uzZQ1lZGcXFxRgbG1d5paSk8L///Y/c3Fx8fX0JCgqib9++1KtXj1WrVpGSkoKJiQn9+vXjyJEjwhP2t99+m8GDB2NoaIi9vb0QGK59NWrUiI4dO9KoUaM6t/t0e1ulUmm1YzW1uWfPnvTq1QtTU1OcnJwYM2YMPXr0QF9fn5MnTzJw4EAKCgp48803GT58OOXl5Xz11VeYm5tjbm5OvXr1qryKior48ccfGT58OKNGjWLx4sUcP36cwsLCaudqsbKywtraGplMRt++fdm3bx/dunWjrKyM3377jTZt2rB06VKKi4vR0dHBzMyMTz/9lD179lC/fn0SExNZuHAhSUlJSCQSEhISiImJua97kJGRQUREBBkZGY99jO6FRqMhIiKCiIiI+3a5vFd5NbntPW5qux8iIiIiIiIidcQoiYiIwN/fn+vXr6Onp8fy5cuZOnUqy5cvx8XFhXXr1mFvb0/z5s1ZtWoVv/zyC7NnzyY2NpZOnTo97ebfF3/++SdbtmwBKlx54uPjqV+/Pv4BAcI5y5ctY8uWLYSEhLB27VqmTZtWzZXq4MGDvPvuu6jVanr06MHevXuFp/RxcXEsWbIEgICAANRqNZ6enuTn56Ojo8OlS5ewtrYWDI/nBQMDAxwcHDA3N8fExISFCxdy9OhRzMzMSEhIEIyRzz//HF1dXc6cOSOIg1amuLiYBQsWsH37dgByc3M5evQoa9asoV+/fowcOZJFixaxadMmzp49K1xXVlZV8NPV1ZUffviBX3/9FS8vL/Lz85k/fz7t2rVj+fLlnDlzBpVKRbt27Th27BguLi5kZGSwevVqwsLCuHXrFkFBQWRmZgp6QXciIyODoqKiOmGUiIiIiIiIiIjciVpLCfywlJSUsGjRIgYPHszatWuBCu2ChQsXsmHDBgoLC5kxYwb79u1j1qxZfPPNN2g0GurXr8+hQ4dwdXW9Rw1Pl/j4eKZMmcKff/4JgJOTExcuXEBPTw9ra2t+/uknun7SHwB9AwO8fVvh6OjI3r17SUhI4Ntvv6Vnz56C1sbGjRspLS2lb9++bNq0qYq43/r166vsIOXm5tKzZ0/y8vJIT08nIyMDpVJZq5ml6jpxcXEkJSVx8+ZN7OzsaNmyJd7e3uzcuZNXX32V7777jiNHjpCQkECjRo146aWX2Lp1K99//z0zZsyoUtbx48eJiIjA0NCQadOmYWFhQUhICOfOnePmzZvExsYKgfU6egZ0/aQiZXXHjh3Q05FgZGSEiYkJpqamDB48mJEjR/Lbb79x+vRpZs+ezc2bN5k9e3bF9To6eHt78+mnn3Ls2DGGDBnCuXPn2LRpE9bW1vj7+zNs2DAkEgnGxsbs3r2b8+fP07p1a1588UWgwti/cOEC5ubmT01zRkRERERERETkfnjqRomenh63bt0StCk0Gg2Ojo58+umnfPnll2zfvh0HBwdGjBjB0qVLef/995HJZEgkEszMzJ5y6+9MXl4eI0eO5ODBgxQVFSGRSGjVqhWhoaEANGnuS8KtDCyd/tVmmP7ZIuxtGwLQoVsfZk2fTFJSEps3b2b06NEANG/enIsXL2Jubl5NbfzIkSMAmJmZUVxcjI+PD87OznTt2pVLly7h5OT0XBkkAMnJyejr69OyZUssLCyqxA+kpKQAFTsXTk5OALz55pts3bqVP/74gzfffLNKrIhWSLFFixZCtqvmzZvTu3dvrK2tOX/+PNFxKaRl5pKa/m8AtUnDRpSVllAKpOfmkZCQQHh4OH///TezZ89myJAh9OzZU9hhCQ4OJi0tjdDQUAYNGsS6devYvXs3kydPZvPmzaSkpLBjxw6OHTtGv379GDFiBMHBweTl5XH+/HnBKImJiRHmSF1I9SwiIiIiIiIicieeulFSXFyMvb09WVlZFBYWYmBgQHl5OTY2NkydOpXo6Gh+//13RowYAYCNjU2diXeoyZ88Pz+f06dPM2rUKCGzT6tWFbsf2t2SFq3bYdVrGnZ6VVXFz6kdOKfNYFtugUfLNpw7cYiVK1fSpEkTLC0tBdX2ffv2kZOTIwQ15+TkCHE4jo6OdO7cGS8vL+Li4vD09KwmwPhfpKbx0KqyX7t2jStXrlBSUoKdnR2+vr588cUXAAwbNozi4mJ0dXXx8/OjRYsWhIWF8csvv/DGG28IZWmNkqKiIq5evSocv3LlCjdu3AADE/TbjkfipItNpTa0eePrf9tYVkL89nnERlwiJCSEl156iVGjRjFs2DD8/f3x9/cX6vnhhx84cOAAY8eOZcaMGXz//feMGjWKbdu28eeff5KRkcHPP//Mzz//TLt27ejZsyc+Pj7CfWjcuDGxsbG4ubk99P2D/7ZAYGRkZJXP9yPaKCIiIiIiIlL7PBWjJCsri/T0dHR0dGjcuDETJkygffv2/PDDD0yePBmJREJ5eTmOjo7MmTMHf39/Ll26RMuWLev8AmnhwoWsWLECpVKJq6srb731Fj/88INgkHh6enIzKZWGtxkk1ZDqYFDPXFBa//XXX/nkk09o27YtMpkMhUJBZGSk8OQ/JCREyOiUnJzMoUOHKCkpwdnZmaNHj+Lv74+fn9/j7n6dw8nJCWdnZ7Zu3UpOTg6nTp1CIpFw7tw5Ll26BMCIESMwMjISMlm98847TJgwgT///JOPP/5YOK6vXzFmpqamVXZQ3nvvPQBMbFxp2/7uPymJjh5pWblC9rCysjI2bNjA8ePHCQwMpH79+pSXl+Pu7s6YMWMwNDTkr7/+4osvvsDMzIzJkyfTsWNHlixZwtGjR9m1axc//fQTQUFBFBQU8MILLyCRSIiLiyMzMxMvLy9hF0jkXyprl1RGJpMRGRkpGiYiIiIiIiJPmCdulISHh/Paa69RWlpKVFQUs2bN4rPPPuOLL75g6tSpGBkZ8cYbbwg7APXq1cPT0/Oxpt0sLC5Fv7j0ga8LCQklOjqKpk3dMZIZcfDgQb5bvYbC4lJe6NqdAS+9xKxZsyhUqzG3tKK1nx9HjhzBxMblvsqXSPVo07Yd+/fv58Sp0wSHXKRly5b4tg7g9Okg9h44hGfzCqXzg0eOoaNngIGhISVlGlLSMti6408sLCxo3rw5V65G4tWiZUW5ddSwK7zLGNzPGFV+0h8aepHo6Cjc3T1o1aolAYEdOHHiOC1btSL08hXCI6PRSHRwcHbEqZErhSUl6JZX3Jf+Awcx65PPSE1XsPOv3fTt1xcApboIHT0D9AyMKKkUu66jV5ERTke3qjvdnZBIdZHo6CGVSmnapAkpKbdISEoh4Y/qGildu3Zl6Cuvsm3bVj7+dDbKwmKmTp0KQOuAQDp06kLb9h154403CI+IYvWadfi29udGfCIJ8fFcDAunR48eONWwyL59HuzevYcLIRfw8/WjT5/eNZ53tzG6Z78lEsFAqo05KJFIcHhI40GrXVJZpyQyMpKRI0eiUCjuapTUdj9EREREREREnrBOSUREBB07dmTs2LGMHTuWvXv38v777xMfH4+NjQ3z589nzpw5fPjhhwwaNAgnJycWL17MH3/8wenTp6tpQTwq2nz+XT76A13DuqU18DxSWqjiyIKhNWpgiGNUN7jbGD2MLsaj6IVAhZE0YNF+4MF0Sh5HW+oKok6JiIiIiMizyBPbKVEoFLz11luMHDmSr776CgAPDw8OHjxIUlISWVlZjB07Fh8fH958803Wr1+Pubk5+fn5/P3337VukIiIiIiIiIiIiIiI1A2emFEikUjo1asXgwcPFo7NmzePAwcOkJqaSlZWFh4eHqxatYqQkBCuX79OUVERnp6e2NnZPda2/Tq16z2fKGo3lCKjorh08SJ29vZ4eHggt7QEYMvWrbw+bhxOzs74t2nDH3/8gYOjIz/99BObN2+uSHes0TB8xAjcvNtyusD2nu26tX8FUSEnKS8rw9ramvT0dABe7NuXlwYM4NPPPuNWSgoyY2P69+vHpEmTaNGihXC9Sq1GrVZjbGyMzMhIOF5XXU7y8vJosKDm7x5kjCpTXl5epb9R0dEkJyVh/0+2ty8XLeLIkSPk5edT8o/Se+PGTVi4cCGenp58//0qvvnmGwDMzMzp0aM7Obm5HDxwQDiWm5sDVGTZqhzUfieC132AMi0OiURCu8BAAm5L11tWVoalpSXFRUV8vXgxBfn5DB48mLcnTeKVV14hPS2Nnr16MW/ePOzt7QHo168fF86f5803J/Ji3xfx8vJCpVJx+PBhDh8+TFpaGt27d+ell14iPi4OJ2dn3CsJd2rvVU1UVoi/2xiJiIiIiIiIiDwsT0w80dLSknfeeYfGjRsD8Ntvv/HZZ5/x66+/cuTIETZu3EhWVhY//fQTNjY2dOzYke7duz92gwTAUF/3vl9J8TeRaMpIuBlLWXEh5aXFGBnosX/PLspKigho7cv2rX9QVlLExzNnUFZcyKaf1lNWXEhAGz/at/XHQE/nvtpVqCqgpFCFmYkxt5ITMTE24osF81Dm5TBuzGskxd+knsyQls2bQXkp16IiMDYyEF6a0mJ0JRrKigsxMtATXg/S3yf9epQxqtxH7UtmqF/lc2LcDZT5uSTG3aCJayPaBwYwoN+LWNU3x8hAD4mmjKiIKwwc0JcZ77/HpLfe5NiRQzTzaEqWIo3fNm8iMz2VpYu/wtnRnixFGmUlRXRsH8iypUvua1x/XPMDJ48d4cTRwzRv5oGelCqvgtxsLEzr0cDKkr69e1JWUsTuv//ERGbI0q+/hPJS9vz9J7v/2om5iTGa0mLOnz1NWUkRpvWMuB4VQfqtZOqbmfBCx/a0C2hD/xd7Y21pQWLcDQpVBSTG3biv+1fTfHlY1Go1rVu3pnXr1qjV6ocup3J5Hf5Jzfwkqe1+iIiIiIiIiDzhQHcTExPhfdu2bblw4YLgu92pUydsbGy4ePHik2zSA6MVazQ3N8fAwICEhATy8vLYuXMnAAUFBRQVFdG8eXNat27NqFGjUCqVODo68sorrzxQXampqejp6ZGVlYWhoSE9e/ZkxowZlJeXo6+vT69evWjXrh3h4eE0aNCgmkq7sbHxcyeWeC/c3NyIjY3F1dWV9PR0rKysaN26NRYWFkRHRxMQEMCtW7f49ttv2blzJ/v27eOzzz7j7NmzfPfdd8yePZvz588TEhLCxIkTMTQ0ZPny5Rw9epSr8Rm0HPNFrba3Xbt2HDp0iLS0NNasWcN7773HtGnT+PLLL/n888/p2rUr8fHxQhptOzs7TE1NUavVJCQkkJaWRkJCAtnZ2fTo0QNXV1diY2OxsbEhPT0dY2PjJzY/ysvLhbTVd9qVedDyLoaG0vXFRy7qgeutzX6IiIiIiIiIPEWdEicnJyGDjUajobi4mHr16uHl5fW0mnRfeHp64unpiUqlQqlUolKp+PPPP1Gr1VhbW3P8+HEAJkyYwN69ewkLC8PIyIgJEyYIQnYG0nIoLwPpnXdMykqKKVHlCYueFi1a8PvvvwPg7e3NpEmTaNeuHVlZWXTp0gVbW1shda2WJ7ngrOtox8vZ2RkPDw8kEgmnTp3C3Nwcc3NzBgwYIKRa1qZUTkxMJD8/n5kzZwIwffp0+vTpw8cff8z27dv57rvv6NChA8uXL2fVqlXEJqVRVlKMzl3SPetKQaZ3/+5zurq6vPTSS6xevZrVq1fj7e3N66+/zvnz5zl69Cjdu3dn4MCBQIVBbGRkhJ+fH/r6+oI+i0ajwcHBATMzMzw8PPDw8CAjI4PS0lLRaBURERERERGpEzwx9627IZFImD9/PkFBQQwZMuRpN+eeREREcPjwYRQKBTKZTNAgCQwMJDc3FysrKzp37szGjRuBil0guVwuXC/TKaNB0n5alEfgVf6veFuDtBP46lwnfNPHBH3zJhTlU1ZWhpeXF8HBwUilUhwcHJg9ezbOzs4cP36c4OBgsrOz0dXVFReXd0GpVAqLcC329vYYGRnRuHFjLC0tkclkJCcno1ar6dq1Ky+//LKgjr548WIKCwuxtbUV4oTq1avHyZMnWbBgAbNmzSLQtzlB37xJ5K+fkXH4O6Ge/NPryT+5Bov4/UxuZ4G50f2572nx8fGhffv2lJeXM3XqVC5dusTixYsJDAxEqVSyefNmbG1tyc/PZ8aMGSiVSkxNTbG0tMTDw4P69euj0WiwsLAQyjQ2Nr7nnImIiOCvv/6qIhRZW1y6dInQ0NBq4oUiIiIiIiIizydPXdF969atHDt2jN9++42DBw8KMSd1jcpB1Ddu3ECtVnPlyhWysrKIiooCKp5UQ4XLze7du7l69Sp6enoYGRkJhosWXV1dKMpHI9EBNw8A1BmJbN71Oynx8RgYGFBUVISZmRnF/wRg29ra0qFDB4yNjcnNzSU1NZWSkhJyc3ORy+VVApJFqlKTK5uzszPOzs5ARXA5VCjAJycn895779GwYUPKy8vx8PAgISGBzZs389JLL6Gjo0OPHj3Yt28fI0eOJC4ujvHjxzNz5kzi4uK4ERlCdooFVl3fBkCVHg9lJWgsDEhLiCGtUrvi4uKqxSVYWlqSlJRU5Vjnzp3JyckhPDyckSNH8vrrrzNx4kQaNmzI9u3bSUlJQS6Xo1AoGDRoEEePHhX66uzsjKWlJZaWlpSWVuiM6OvrC9o/2rl9e6KAmJgYlEolMTExNGvW7BHufgWJiYnC+/bt2wvvZTJZFaNdRERERERE5PnjqRslHh4ebNmyhRMnTuDp6fm0m3NHKmdwcnFx4bfffiM1NZW9e/ei0WgIDAzkxIkTAPTt25dffvkFgO7du3P58mXBdUuLg4MD7du3p0wjIb3C5uDq1avEx8cjk8lQqVRIJBLeffdd5s6di7GxMZMmTUJXV5eCggLKysqEJABadySR6mjvy71c2XR0KnYvKrsVlpeXs2/fPtzd3UlISGDlypW8+uqrgvHn4+PDyZMnGTFiBCdPnuTTTz/l008/ZdmyZRSoVELZ8+fNQ09HQmxsLNbW1lXqTUhIwKhSZjSoUBtv06ZNlWNhYWG8++67fPfdd1y8eJHvv/+ehIQEFixYgEwmY9OmTWRmZlK/fn0SExNp3749fftWiD7q6+tTUFCAr68vGo2GJk2aVCk7IyODjIwMrKyssLKyEo67ubkRExODm5vbvW/0fZCZmSm8P3XqlNBvuVwuKqiLiIiIiIg85zx1o6RZs2Zs2rSp2qK9LhIRESEESWs0GoKCgkhOTsbY2JgOHTpw+vRpnJ2dMTU1FWJLXn75ZRYsuL8cqteuRWNkZCTEkbz33nucPHkSqFhc79mzh6FDh5KTk4OzszNt2rQRnvSLPB5OnDiBVCpFJpNx5coV9u/fT+/e/6qdW1pasmPHDmbOnMmaNWuYP38+8+bNY9ans2u9LUZGRkydOpUtW7bw999/s2fPHlQqFUuXLqW8vJzNmzeTnZ2NXC4nNTW1Ig11JTZu3Ii9vT0jRoxg3rx5wvGMjAyKioqIioqqYpxo46ceh8HbsmVL0d1QRERERERERKBO+Ps8CwYJQGxsLFlZWWzdupWdO3cSGRmJjo4OGzZsELJvde/enWvXrlFeXo5UKhVcuu6EstITdYlUikQiobCwkLZt25KZmcnRo0eRSqXUq1eP1NRU3N3dsbKyIi4uroo7jMjDoVQqSU9PR1VpHKDCAP3222+Ji4sjLy+Phg0bAjBixAh++OGHKq5Oenp6rFixgiFDhlBaWsrJkycZPny48L26sLDW2ltcXIypqSmGhoYAHDt2jLi4OD788EOGDRuGRqOhrKyM1157jU6dOuHp6Snszmg0Gm7dusXBgwerlGllZYWBgQEARUVFZGRk1Fp7a8Lc3LzWyrL8RyfoSSOXy0WXMxERERERkVrkqe+UPEu4urqSnZ3Nb7/9RlRUFFKplDVr1pCenk50dDSWlpa8+OKLGBsb4+/vz7lz55g5cyYWFhY1Gl7Jycn89sdWWr7tB1QsGlUqNX5+fjRo0IANGzYgkUhwdXVFJpPRpUsXunTpwpEjR5DJZKJGQi1QOQBeG2MBFfEUcXFxmJmZ0aBBAxo0aMCuXbs4e/YsU6ZM4eTJk6xcuRIzMzOgYidrypQpbNmyhaCgINb8uIE14RVlTXhjAvq6EsrLyzE0NMTAwICWLVvSo0ePGttUXFzMgQMHCA4OpqCgQIgbAsjNzRXG3cLCgsmTJ+Pq6opEIuHDDz/k4MGDZGVl8fLLL9OnTx+gIl5GKpUyZMgQ/vrrL2JjYwkODsbb2xuZTCbsjFR243ocaN21Dh8+XCu7JMbGxsTHxzNg0f5HLutB633chpuIiIiIiMjzhmiU3CfZ2dmYmppy8OBBwSBZuHAhrVu3plu3bgBMnDiRvLw8SkpK+N///odSqSQ8PJzCf56Ua59Gl5eXExUVxeHDh5HqVkofq9HQv39/iouL2blzJzo6OnTv3h1fX1969epFYGAgUOHrr6+vj8M/quQiD0/lAPjKi3I3NzcSExMpLS2lefPmeHh4MH78eH788Uc+/fRTtm3bxrlz51i1ahWBgYGUlJTQrFkzTExMKlLxRkcDFcHheXm5lJUUVak3JiaGrVu3IpPJsLa2xsLCgoKCAjIzMwkODhYC72vCysqKF198ER8fH1q1aiUYLABdu3Zly5Yt/Pzzz3T8R1hQpVJRr149li5dytmzZ0lPT+f9999nzpw5dOnSRbjW0tKymkFye/D77Z9FRERERERERGoD0Si5D27evElkZCTLli3j4MGDwg5JQEAAM2fOJC0tDXt7e0aNGkV6errgUrJ+/XrefPNNQkNDKSgoYM6cOcTFxfHdd9+RnZ0NgG0lxfoxY8dy4dwZLl++jL6+PgMHDsTDw4NGjRoRGRnJ3r17adOmDf379xdjSWoJbQC8RqMhLi5OcF/y9PQUEggcPHiQjRs30qpVK2bMmIGzszNTpkwhKSmJfv36MWHCBL744gvq1atHYGAg+/fvp0CphH/szW3btkF5KQqFAmNjYxQKBTt37uTYsWOoVCri4uKIi4ur0i43NzdefvllnJycMDAwQFdXl4YNG2JsbIyXlxe6urqkpqZWC5IfMWIEW7ZsYc+ePUJqYB0dHaRSKVZWVqxYsYJhw4Zx5swZ/vjjD8Eo2bt3L6Ghobi4uDBgwAAx3kNERERERETkiVInYkrqOomJiWzatEnwxV+9ejWvvPIKM2fO5K+//kJXV5d58+YJOyFaZDIZq1atws3Njby8PN544w3mz58vBCNbWlqSkpwsnP/7779z+fJlwQ2sR48e9O3bl1GjRhEXF0dOTg7BwcFPtO/PE9rYisq7BRkZGZw8eZK8vDzOnTvH6dOnCQgIYNeuXbRs2RKAH374AV9fX4KCgujQoQMAp4NOC2W4u3vg7e2Nt7c3AQEB9O3bl7Vr1xIUFMTkyZNp1KgRAPXr12fcuHFs3ryZw4cP884779CvXz969OiBv78/Z86c4f333+ejjz4S0kTfjpeXF40bN6awsJBdu3ZV+753796MHDkSjUbD9u3byc/PB+DIkSNERUVx/PjxavE1tYV2x3DChAm14nqoVqvp1av3vU98QCIjIwkNDRVeCQkJ1ert3LkznTt3Fl0oRUREREREagnRKLkPHBwchCxYo0eP5tVXX0WhUPDXX38BsHTpUjp16lTjtfXq1eOjjz4S9Ff09fXx8/NDoVCQmZmJ4z/pZwHUKhX169enRYsW3Lx5k71797Jjxw4A2rRpg7m5ebVUsSK1hzbjlDaRQFBQEJcuXaJRo0ZIpVLq16+PWq0mKSkJJycn3nvvPcaPH49cLufmzZt069aNa9euAXDq1Ml71tegQQPGjBnDiRMnOHPmDCEhIcydO7daxqubN28ybNgw5syZw9mzZ1m1ahX79u2rsUyJRMLgwYMB2L+/5liLL774AkdHRzIzMwW1eltbW4yNjbG1ta0SW5OQkMCpU6eq7eQ8DFrXr5CQECHD3KNQXl5+X/f5fpHL5chkMkaOHImvr6/w0urUVK73+PHjHD9+vFb6ISIiIiIiIiIaJfdFo0aNhKDksLAwoGIBY2trC4CJicldrzc2Nmbx4sVMmjSJNm3acOHCBQDGjh3LZ599Jpzn4urK3LlzadSoEVZWVpSVlQkK5P3792fevHn079+/1vsnUp3ExETUajWFhYX4+/vzv//9jz59+mBkZIS9vT1WVlaMHDmSZcuWsWfPHnr37k1ZWRk///wzFhYW6Oj+6xk5e/ZnrFu3jqCgIBITEykvL6ewsJCkpCTCwsLYv38/QUFBBAcHk5WVJVyn0Wj47bff6N27N2FhYVhYWAjuWto5VBOtW7cGuKMSu6mpKStWrABg1apVHDt2jICAACwtLYmMjGTBggVs376d3bt3c/r0acLCwli3bt1d6/wv4OjoSGRkJCEhIcJr06ZNqFQqFArF026eyFNi165dNG3alMaNG1dLs61l4MCBWFhYCA8EKqNSqXBycmL69OmPu6kiIiIizzRiTAkVi7/KAbwajUZ4Uv3ll19y7NgxOnfujIGBARcvXiQ4OFh4ipqSksLRo0fx9vYGIC8vT0jXqtFoSE9PF2JKDh06RHR0NFKplLfffpvmzZszadIk2k3fBEBgYCBvvfUWUOFOc+nSJcFFSOTJ4uDgQFJSEo0bNxbid6ysrHBycqqyi6FUKrGxsWHFihWcOHGCd999l+zsbHT0/nXl27JlS5VAd11dXUFZvSbkcjmenp7/7AScAip2ytasWcORI0eYOnUqwcHBjBgxQnCJ0qJWqwXxx9jYWNLS0pBKpcKc1BIQEMC4ceP48ccf6du3L0OGDMHa2ppr166Rk5NDeXk5vr6+lJSUkJaWhqGhIVFRUcKO338VR0dHUcjxOWXDhg0AjBkzRjhWWlrKe++9x9GjRzE1NcXHx4eXX36Z+vXrV7l28uTJjBs3jp9++qlaufPnz8ff3/9xNl1ERETkP4FolNyDY8eOkZ2dzblz5+jTpw87duxgw4YNtG/fnh49evD3338TEhJCgwYNAEhLS2PHjh0cOHCAqKgoYadDS/369fn666/55ZdfWLlyZZXFq52dHbt27SI4OJg2bdowbdo0AFGt/Qlw+z1u1KiREOtxt/O0AeElJSX07NmTLVu2sHLlSg4eOSac4+HhgcxQn7y8PG7cuCHEgxgYGNCgQQMaNmyIubk5sbGxxMbGolAoOHHiBFBhwMyZM4eJEydiaGgoGCGXL1+mfv36VVytoMJIMjc3Ry6Xo1AoSEhIoGXLlpiYmJCUlISNjQ06OjoUFhaycOFC9u/fT3JyMvv372fo0KEYGBigo6ODj48PBgYGgoBiZGQk7u7u4lz8D6DRaHjzzTfZunUr2dnZXLx4UXz4cQeCg4Np1qwZdv8kJOnTpw/79++vokME8MILL3Ds2LFq11+/fp2oqCj69etHeHj4k2iyiIiIyDOL6L51Dzp37ky9evXw8PAQUv9u2bKF3Nxc2rdvD0B4eDjTpk2jW7du9OrVi4ULFxISEoJSqURHRwdXV1f69evH+++/z/jx45k0aRKHDx/GwMCAgQNfFupq3749R48eFQPanyGMjY2xtrbG2toaXV1d2rdvzxdffMEPP/wgnBMZGUlwcDDXrl3Dx8eH5cuXEx4ezr59+/jss8/o2bMnTk5OfP7552RkZHDkyBFWrFjBjBkzOHXqFNOmTUNHRweoMHCMjY0pKCjg/PnzNbZJIpHg6ekJVIhAAixatAhnZ2d8fX05dOgQUOHG9c033wAVAf2tW7fm7bffZs6cOQwZMgRXV1du3LiBTCZj1KhR+Pn5Pbb7KPLk2LdvHxs2bGDXrl3cunULLy+vp9qeEydO0K9fP2xtbZFIJIIQ7f3w3Xff0ahRIwwNDfH19RVi/7TMnj0biURS5aUVQr0fUlJSBIMEwN7enuRKyUnuxfTp01m4cOF9ny8iIiLyPCPulNyDDz74gMDAQP7++2/i4uKwsLAgOzubfv36sW7dOry8vAgPD+fXX38FKp5sd+rUif79++Pn54eLiwtQ4d8/f/58jh49CoCzszP+/v7YOTqifX4mlUpxdXUlNTVVDGh/xtCmFoYKN6/mzZvDjXgAuvfowcULwaSlpXH27FnOnj1bYxlr1qzB0dGRiRMn8vrrrwvCjJXR0dGhXbt2HDhwgBEjRjBw4EDee+89dHV1iYiIICwsjBs3bhAaGgqAQqHg888/Z/ny5UCFAd2rVy+6dOnC/Pnz8fPzw9zcnJycHK5fv86cOXOEumJjY1GpVMTGxgpGjsizT2xsLDY2NoLu0dNGqVTi7e3N2LFjGTRo0H1f9/vvvzNlyhS+++472rVrx+rVq+nduzcRERFVXPCaNWsmGOKAYOBDhbCor68vgBDPtWzZMqAiIUNNujz3u1v4559/0qRJE5o0acLp06fvfYGIiIjIc45olPzDyZMnuXz5Mt7e3sIOiJbo6Ghu3bpFZGQkNjY2lJeXc/r0aUaMGMHs2bNZtmwZdnZ2BAQE0K5dO1xdXQGIiopi0aJFbNu2jcTERKAiTfCECRNo164dwcHB+LRuTXhURT1Xr15l5PBhj01RW+TJYG1tjYmZBVBhlIwaNYrRI0dw8+ZNtm3bxqVLl9BoNNjb2yOXy1GpVOTn55OZmUlCQgIfffQRCxYsYNSoUXh5eWFsbIyuri4mJiaYmpry9ddf8/HHH/PXX3+xbdu2Ch2UGvD39ycsLEx48hwYGIiNjQ1//fUXR44coW3btjRs2JCcnBzMzc15/fXXq1xfWFjI+fPna90f/vb4lkfB6Db3tSfF7W5zzwpjxowR4h4kEglOTk61klntUejduze9ez94auclS5bw+uuvM378eKDCmNi/fz+rVq2qsjuh1fipCR0dHS5dugTUHFNiZ2dXZWckKSnpvn8PZ8+e5bfffmPLli0UFBRQUlKCqakpn3766QP0UkREROT54ZkwSq5du8bq1avJzs6mUaNGjBw5Emdn51r1b798+TJ5eXlcvnyZdu3aVflOKpWSl5eHSqXCwMCApk2bEhMTw8WLF5k7dy6//PILFhYWlJaWEhQUxO+//86BAwe4cuWKUIahoSEvvPACo0aNolmzZpSWltKwYUOsGtiyPioSoJpGhsh/A0MDQ/R0KhTTX3vtNcaNG8fo0aPR19dHoVAwY8YM0tPTKSgowMTEhLCwMFJSUli1alWN5ZmbmzNo0CC+/PJL9u/fz+HDh9HX18fNzY3GjRvTqlUrXFxcWLt2LTt37kRHR4cePXowePBgPDw8eP3111mxYgV79+4lNTUVS0tLjhw5gpWVVZUnw0VFRXh4eFBSUiIcfxRFd23msKCgoFoRZzQ2NiYjPZ0Bi2pOffy4MDY2rhYr9qywfPlyXF1d+eGHHzh//nyVXYPKLFiwgAULFty1rL179wq6PE+a4uJiQkJC+PDDD6sc79GjR7VdievXr2Nra4uBgQH+/v4sWLBA2MG+F23atCE8PJzk5GRMTU3Zs2fPfRsVCxcuFIyjDRs2EB4eLhokIiIiInehzhslERERtG3blg4dOgg+8AcOHGDUqFGMHz8eqfT+w2KKioooKvo3C1JeXh5Q8cTQ29tb2CmRSqUcPHiQ0NBQfHx8qFevHkqlktzcXACaN2/OyJEj+fXXXwkLC2P48OE0btyYI0eOCOfAv0/oXFxc6NSpE927d8fHxwelUik8LS9MShTOb+ndUgwk5t9xuf39s0TlcTQ1M8XV2RFzc3PCwsIoLCxkxYoV+Pj40K5dOzw8PCgoKEAul+Pu7k7Lli0pLi7m7Nmz6OrqkpKSglKppKysjNLSUrKysli3bh1Qofz+/vvvY2trS2FhIUqlkry8PL766iuuXLmCsbEx/fv3FwLXMzMzuXDhAt26dSMwMJB9+/YxcuRIGjZsiKGhYZV2u7u7c+3aNZo2bSocF+fns42ZmRkmJibo6OjcNbZi4sSJDB069K5lVY61eNIoFArKysqEBCNaGjRoQGpqqvDZ39+fn3/+mSZNmpCWlsa8efMIDAzk6tWrWFpa3rMeXV1dFi9ezAsvvEB5eTkffPCBcF3Lli2FXZaePXsSGhqKUqnE3t6eHTt2CKm5RURERETujzptlBQXF/P5558zZMgQIT+8QqHg7bffZv369ajVav73v//dt2GycOHCKj7zlenYsSMdO3YEKp4Gh4aGkpeXR2hoKP369cPf3x+1Wo1Go6FVq1aoVCqGDx/O6tWrCQ8PFzKrGBkZ0bRpUwIDA+nduzfR0dGkpqbSsGFDbt26RWhoKPb29jRu3JjExESsbeyACv8tH59Wj3jH/hs4ODg87SbUKu3btcNQXxdnZ2fat2/PokWLyM3NJTQ0lG7duglPeyMiIoiJicHS0pLs7GxatWqFj48PoaGhHD16FCsrKzp16oRKpWLHjh3s3LmTmJgYvvrqqxrrtba25oUXXqB79+4oFArc3d05cuQIZWVl5Obm0qBBA/r164eBgQEKhQK5XA5AXFwcSUlJ2Nvb4+TkhEKhICMjQ9zFe46oX79+tbS3D8Ls2bPv+H+tlvPnzz9y8oTbjeTK6dyBKm5hzZs3p23btri6uvLTTz/x3nvvVbm2sttWZfr371+jPpTWIIE7C5Xeq2wRERERkX+p00aJvr4+OTk5wh/HsrIy5HI533//PVOnTuWPP/7A1dWVvn373ld5M2fOrPKHKC8vDwcHB5RKJYWFhVWClbWLQR8fHzw9PZk5cyb169cnOzublJQUDA0NycrKonXr1ly7dg0jIyN69+7NpEmT2LRpE2lpaVy9epXWrVtTXl5OVlYWZ86cwc3NDajItOXs7ExhcSlao0SkgsTERExNTYF/x+i/hKenJ8HBwdWCx7XpdzUaDbt370ZPT4/Y2FiKiorQ09NDo9Hg7u6Os7MzL7/8Mvn5+ezcuZMvv/wShUIhBNinpKRQUFDAoEGDeP3118nMzMTS0hKZTMbNmzeJjo4mICAAFxcXwsPDMTQ0FAwSgEOHDhETE4Obmxvt2rWjqKiIzZs3k5ycXBHAf58kJCRUER28fPkyUKHpcOjQoUeOLSksLOTlIcOgzYRHKud+iIyMFN4XFRUxa9YsjIyM2LZtW63GyNQVHtV965133uGVV1656/Va/Z+HQS6Xo6OjU2VXBCA9Pb3a7klljI2Nad68OdevX7/vunbt2sW0adMoLy9nxowZQgxLZQYOHMixY8fo2rUrW7duFY7fvHmTcePGkZaWho6ODmfPnq0V10URERGR/yJ11igpLy+nrKwMmUwmBBrq6OhQUlJC/fr1WbJkCf3792fVqlX3bZQYGBhgYGBQ7bhKpcLIyAilUin8wejevTvdu3cnIyODiIgIJBIJ5ubmnDlzBoVCgZOTE3l5eVhYWNCrVy++/PJLQRsiJyeH4uJi4uPj6devH3K5nH379mFhYcGtW7fo06dP7d2o/yCmpqaCUfJfJCAgAD8/P3R1a/75aRfyJSUluLq6EhkZiYGBAfXr18fZ2ZmMjAwyMjIwNjamV69euLq6kpmZiZ2dHd7e3kyePJns7GwSExORy+VYWlqSmJhIcHAwjo6OdOzYEblcjkQiERaGISEhHDx4kCZNmpCfn09JSQn5+fnCnL5+/TolJSX3reqekJCAh4cHKpWq2ndBQUGUlZU93M2rRFlZGQf276frYzRK5HI5MpmMkSNH1vh9SEiIECsjl8v/M8KLj+q+JZfLqxi6tY2+vj6+vr4cPHiQgQMHCscPHjzIgAED7nhdUVERkZGR9x0L86jiiWPGjGHevHl06NCBrKysGv/+iIiIiIhUUGeNEqlUilQqZfr06bRr146lS5cydepU9PT0KC4uxtLSkm+//ZaAgABhR+NhMTIyQldXF5lMxrJlyzh37hz+/v5MnjyZxMREcnNzkclkWFpaYm5ujlKpJC4ujiZNmhAdHU1JSQlr165lxIgRyOVyWrduzeXLl+nQoQPu7u5oNBo8PDyACp2JR3lCKPLsow2UrvzEVKVSCccUCgX29va4urri4eFBREQEOjo6NGrUiBUrVrB//36aN2/OSy+9hKOjIxkZGWg0GnJycgT3r5KSEsHVS5vWVyqVolAoBLX4xMREwU1LK/SpXbBFRkbi4eGBpaUlcrmcF154geDg4PteVCkUClQqFZs2bRLmvlqtrpbZrq7j6OhIZGRklR2fxMREXnrpJYAq/ZHJZERGRv4nDJNHdd96EAoKCoiJiRE+37x5k0uXLlG/fn3hXq5cuZIdO3Zw+PBh4bz33ntP0M9p27YtP/zwAwkJCUycOFE4Z/r06fTr1w9HR0fS09OZN28eeXl5jB49+r7a9ijiiVevXkVPT08wgJ7U/RQRERF5VqlTRklCQgJXrlwRdhNMTExo27Yt8+bN44MPPkBfX59Jkyahr68PVOymODs716jn8CAYGxsLT+ZPnjyJSqVi//79dO/eHZVKhVQqJT8/H4VCgYmJCRqNBhcXF8FQ0f5RTUxMxNnZmXHjxlUpXyKR0Lp16xoDHyv7P4tBxP9ttONb2U1Qi1KppLS0FKVSiVwuJyMjQ0gXrDVkHR0def3118nIyODcuXO8+eab6Orq0rhxY7KysrC3t+fq1at4eXnRpk0b+vbtS0hICLdu3QLAwsICOzs7jI2N0Wg0JCYmolarSUxMpGnTpkRERODh4VFlrt68eZPExER8fX0ZNGjQHeNX7oSHh4fwwOBZzVjl6OhYxdBo2rSp8P7UqVMYGRkRGRnJyJEjUSgU/wmj5Ely4cIFXnjhBeGz1sV29OjRQppehUJBbGxsleuGDRtGZmYmc+fOFUQg9+zZg5OTk3BOUlISw4cPF9wbAwICOHv2bJVz7sajiCdev36devXq0b9/f5KSkhg8eDAfffTRfV0rIiIi8jxSZ4ySsLAwevToga2tLTdv3mTu3LkMGzaMd999lw8//BCVSsW7775LcnIy48aNw9TUlO3bt1NWVoaJiUmttaNDhw6cPn2aRo0acfDgQa5cuULnzp1p2LAhDRo0oEGDBvTu3Ztbt26hVCpxcHDg6tWr+Pj4CLEPcXFxJCYm4uDgIO6KiNwXlXdPtCrxUOEjb2FhgZWVlRAzolKp8Pf3x8nJiV27dnH+/Hlat25N+/btUavVxMbGClo52dnZFBcXo1arsbCwqFKng4NDlXnq5+dXzTCubLg4OzvfNabk0qVL1KtXD6gag/FfpmXLls9cjMCUKVOYMmXK026GQOfOne+Zanr27NnMnj272vG3336bt99++47X/fbbb/es39fXt0pWRi0HDhx4JPHEkpISTp48yaVLl7C2tqZXr160bt2a7t2739f1IiIiIs8bdcIoycnJYdy4cbz22mvMnDkTCwsL5s6dy8GDB7l+/TrffPMN8+bNw83NjSlTprBx40ZkMhlKpZK//vpLWMA9LEqlUtgpeffdd5k8eTIKhULIKX/16lU8PT3ZuXMnt27dolOnTvTu3RuFQoFCoWDQoEFVjI/bF3IiIveipt0T7XGlUinM95EjR/Lyyy8LT+PPnz9PTk4O58+fp2vXrsjlcpycnARxPzc3Nw4ePMj58+e5du0aDRs2pHfv3jg5OeHs7HzP+VnZcAHuqgLeqVOnKp9lMtljjSuoi9yPMfZfij35LxASEnLH7x5FPNHe3p7WrVsLv50+ffpw6dIl0SgRERERuQN1wijJy8tDoVDQrVs34Wnup59+irOzM2vXrmXmzJksWbKEMWPG0L17d65cuYJUKsXT0xN7e/tHrl+tVlc7ZmVlRZ8+fTh27Bjm5uaC0J1Go+HSpUuMHDlSCBa+ndsXciIiD4vWWNFoNGRkZGBubo5cLheEDps0acLp06dp0qRJFRcwrVGiNTosLS2JiYmhcePGJCcn37f7yv0YLlp++OEHfH19hc/P0+L7XgHxlZHJZGzfvv2eKZbv9/7dnuWsoKDg3g0WuS8eRTyxdevWpKWlkZ2djZmZGSdOnODNN998zC0WEREReXapE0aJjo4ORkZGpKSkABUZT3R1dXnttdcoLCxk5cqV7N+/n9deew07O7taE+3Sbs2XlpaSl5fHunXrOHv2LIGBgYwdO5ZOnTrRoEED8vLySElJoVWrVoSFhdGiRQvy8vKq5cTXUjlItLJAY00UFpdSWqgSzi3WrxND8lTQ3qvKLhPa98+aiGJtj6tGo6G0tFQwoPPz8zEyMqJJkyY4Ozujr69PWVkZarWaP//8k9DQUAICAhg1ahTOzs7k5+fj6emJtbU1pqam5OXl1Tgna9J9qMzdxsje3l5IeX37+VA1piQvL++RM3AplcqK+/KEfz819cPc3Jzg4GAyMzPveq1CoWDkyJH06tXrnvUYGRmxadOmu+42acur6cHKvVyiRO7No4onLliwgI4dO6LRaOjRo8d9Z4oUEREReR6RaOrIX67+/fuTmJjI0aNHMTc3FwwTgCFDhpCcnMzp06drtc6kpCRxN6MOkpiYKOyAiWNUNxHHqO5TeYxERERERETqOk/FKFEqlZSXl6PRaIRYDoVCQZs2bXBzc2PXrl1Chi2AtWvXsm7dOo4fP17l+KNSXl5OSkoKJiYm9xW8qBXyqyzuVxf4r7RLo9GQn5+Pra0tUqkUePAxetxtfBLU5TYlJCQgkUgeeIzqWp/+y+2p6XckIiIiIiJS13nivkIRERFMnTqVjIwM0tLS+PLLLxk+fDhyuZzNmzczdOhQevTowerVq3FycsLQ0JDg4GAhFW9tIpVKH+pJYl0V9/svtOv29M4PO0YPSl28d3WxTWZmZtXa9CBjVNf69F9tz6OmSRcREREREXnSPFGjJCIigo4dO/Laa6/RunVrLly4wNixY/H09KRVq1YEBASwZ88eRowYwYsvvoiFhQU2NjYcO3aMkydPimq4IiIiIiIiIiIiIv9BnphRkpWVxdSpU3n11VdZsmQJAMOHD+fixYts2LCBVq1aodFo8PLyIiwsjG+//ZakpCSMjIz46quvqgiW1RYP475V+d+6wn+lXU/LfetB2vgkqMttys3NJS8v76Hctyr/+7T5L7fnafyORB4M0cVOREREpDpPLKYkLS2N/v378/XXX9OhQwfKy8uRSqWMHz+ewsJCNm3aBEBZWRk6OjpPokligG4dRQyirvuIY1T3Eceo7iMmIxARERH5lye2U9KgQQM2bdpE48aNgQrjQyqVYmdnx82bN4XzdHR0yM/PF1TatWl309LSiI6OxtDQEGdn50cWTASEOp5msGthcSnDlx4GYPOULhhWSmkaHx9PcnIydnZ2z4UIozbYVzsuUDfG6GGoPK6/Tu1aZVwfJxqNpsq80eqR1NbT8Sc1RpWfldztd/C07nNd5r/0O4L/5hjXNEYiIiIizztP9H93rUFSXl6Onp4eUGGcpKWlCecsXLgQAwMDJk+ejK6uLhKJhCtXrjB48GD09fWJj49n3LhxfP755w/8H3pRURFFRUXC5/z8fODpBrvqF5eiaygT2lH5D27z5s1p3rz5c+dukZ+fL/S5LozRw3C3cX2caDQaYd5Uprbn0OMeo8pGSeX+3N6Pp3WfnwUq3yvt+2ftdwT/7TF+3v5vFxEREbkbT8WZVSqVCosOiUQiuGt9+umnzJo1i65duwoaJTdu3KB79+4MHDiQAwcO8OWXX7J+/XqysrIeuN6FCxdiZmYmvER3hrqJg4ODOEZ1HHGMnh80Gg1KpVIQq3zidatUT7a+p9RXERERkeedpxZhp/0PX0dHBwcHB77++mu+/PJLLly4gLe3t3DeL7/8gp+fH1988QU2NjZMnDiRdu3aER0dzbFjx4iKirrvOmfOnElubq7wSkxMfCz9qulVl+t4Em1+EBITEx/rGNV1ahoLra7PvY7VNG6PY3xrGqO6PCfr2hx/llCpVNSrV4969eqheoIGgrbuBrXgqvsg9T2tvoqIiIg87zy1fXBtxhE9PT3WrFmDqakpp06dwsfHp8p5hYWF5ObmCj7ln3/+Ofv27SMjI4OcnBzMzMxYtGgRXbt2vWedBgYGdTqtsEQiEbfzeTZdTOoKT2oOPe4xEn8HIiIiIiIizxdPPRdhz549ATh9+jR+fn7VvndxcSE1NZUxY8YwcuRI5syZw7Zt2zh58iR//PEH9vb2bNmyheLiYvHJp4iIiIiIiIiIiMgzyFOPGPTz8yM/Px9jY+Mav3/99deRSqUolUpCQkIYN24cAwcOBKBVq1Y0bNiQ8PBw9PX1n1ibtT7HxsbGd2z3s0hcXByJiYk4ODg8F9m+ngVUKpUw19LT05+J8anc5rr0+xDnt4iIiIiISN3lqRslwB0XLlotk7FjxwIVgfAKhaLKORqNhiZNmlBcXPzEDBOlUklpaamw8HrSPK7FVWJiImq1msTERHHRVkeoPNfuND51bbFdW7+P2u6XOL//GyQkJFT7OyCXy3F0dHxKLRIRERERqQ3qhFFSGa0uCVBN6dbU1JSlS5fSp08fZDIZR48e5Y8//uDUqVNPdKfE2Nj4rguu2xdTdwo+lkgkVb67X/ez+11c3am8O/nrOzg4CO0WqX0edDyg6lyrPD7aQG2JRHJf8+F+FvgP076a6rl27Rr169fH09OzxjJvL+9Ov4/K/XpUvRWNRlPt/j1KeSJPh8TEJFq2aFYtCF0mkxEZGSkaJiIiIiLPMHXOKLnbImH69OlcvHiRESNG0KBBAywsLDh27BjNmjV7gi3krm4pty8SGzVqBEBISAiRkZF4eHjg6+v7SPVXXlzVxqJKW0ajRo2E9oo8PSqPqXauaTQanJ2dqxgU2qD2e82HO83JO3HhwgVhrtYU53W3dmszcanVamQy2UOXBbU7zyUSSbX7J/LskZmpQKVSsWnTJjw8PACIjIxk5MiRKBQK0SgREREReYZ56kbJ9evXWbt2LYWFhdjY2PDOO+9gbGws7CJU/hcqUgSfPn0aS0tL6tevj5WV1VPuQXVq2nGIjIykoKCAyMjIRzZKRONBpDL3Mx8eZBes8lx9FEPiUcsSjYi6gY6ODoMHDxbeP+m6X3ppIPm3Hffw8KiWqbG26ntafRURERF53nmqRklERARt27alffv2SCQSNm/ezPbt25k5cyYvvvgi+vr6QlwJQEZGBlZWVgQGBj7NZt+TmhaJHh4ewhPjykQ+gM6KiEhERASxsbG4urri6el539c9iCF7p7n6oPVoNJqHLisyMpKYmBjc3NweqJ8itY+hoSFbtmx5anVv2rSRAYv2P7H6nlZfRURERJ53nppRUlxczMcff8zQoUNZs2YNAHl5eQwcOJD58+ejUqkYNmyYoOw+bdo0EhIS+PrrrwX/8mcJX19fLC0tSUpKIi4uTujDjRs3eBLDUDmmQNxleXrExcWRlJQkfLa3t3+g8YiNjUWpVBIbG/vYFut+fn4PvKvxKGXVFO8SExODSqUiJiam1vpZ1xICiFTlTgHs1g1tn1KLRERERESeJE9Np0RfX5+8vDys/1HrLSkpwdTUlF27dmFjY8PixYu5ePGicH67du04cuQIenp6T6vJD402KDkpKQm1Wk1SUpJwzMXFRTivvLy8xtedynsQJe/KMQXPO09C3fv2BAa3z4GwsDDUajXJyckPpNTu6uqKsbExrq6ud+zH41aDf5B7cD/1JiUlUVhYSGJionDMzc0NmUyGm5tbrSnYV/4NiIrudYuEhAQh3q7yy8PDg8TEpHsXICIiIiLyzPPUjBLtAiM6OhqoUHYvLi7GyMiIbdu2UVJSwrx584TzX375ZeLj47G1ffaemmkDku3t7TE0NMTe3l445uHuXuU8LQqFgqioqCpPDpVKJenp6dUyz9yrXm0wtJGRkZhZ6ymgUqvJyMhArVYLc6B58+YYGhpiYGBAREQEGRkZdy1DO47NmjWjf//+NGvWrNYzR1WeL5Vfj7s87T3RBrRLJBI8PT3p378/np6ewrGEhAROnTpFXFzcQ7Wn8m/gUfv2PKFUKoX7pVQqH0sdCsW/AewhISGEhISwadMmVCoVHh7u9y6glngSfRURERERqZmn4r6l0WiQSqV88sknvPjiiyxdupSpU6eir6+PWq3GyMiIb7/9lsGDBxMeHo6npydSqbROCbE9DNbW1tUyd90ppuTatWtkZGSQlZUl7CZV1n+QyWQPVLcYNPz0UCqV6Eo0KJXKarEdV69epaioSIiX0vIgsSMZGRnC9XdK/KBUKlGpVMhksjrxO6ossOjk5FRlbtbU94yMDE6dOoWBgQHAQ81l8TdQ93lcAewiIiIiInWfp7JTon1C6evry9SpU/nmm29YuXIlAEZGRhUNk0oxMzPDxMRECHR/Vp9sZmRkEBERQVxcnGBUaKmIKalApVYLTwxrwtjYGF1d3QdeVMbFxXHy5MmHfsIs8mjcbdxUKhXh4eHVxrxy7Mi9yMjIEAwbbZkZGRlVylSpVJSWllarRzs377VT86ho69Hu/FU2sCujUqkICQkhMzOTmJiYKtdbWFhQVFSEvb39A9cfHx8v/gZERERERETqME8t0L20tBQTExPGjBlDYWEh8+fPJzU1lenTp1NaWsqBAwfQ09N74B2Buoh20VhWVoaVlVWVxamLiwuEJwAVC7ITRw9z5coVWrRoQatWrZDL5cK5lTUrtJw6dYqwsDBatGhBhw4dUCqVwhNo7b0TlayfLjIjIwzNTGr8rrCwkIYNG1JYWFjluKurq7BbcCe0uw3acdbukty+o7ZkyRKOHTuGn58f06dPr1JGZYPmcabX1tajUCiE38COHTsIDw+nffv2vPjii0LbtWmF3dzchOu1bWvTpo3w/tSpU4RevgJUJI1Iz8jA0ty0xv8zxN+AiIiIiIhI3eapGCVlZWXo6uoSFxfH6dOneeutt2jUqBGzZs1iw4YNmJqakpOTw65du+qMDklNQbHl5eU1qlNXTmGckZGBRCLB0NAQuVwuGBllZWVIJBKaNG4MVBglp0+f5sSJExgaGpKSksLQoUNrDMitXK/2Kfv169cJDAykoKCAsrIyCgoKMDQ0RCqVikrtNXB7JqYHCXq+X0Xy2yktLa12rYODA8nJydjZ2QnXaOeMv78/lpaWlJWVodFohEx0WvLy8igrK8PQ0BA7OzugImFEZRV4gODgYEpLSwkJCSEsLAxbW1thLlhZWQkGSWU9IID09HThO+28vdt9un2uVp6nVlZWXLt2rcqOTmhoKDk5ORw+fJhmzZrh5OSETCajWbNm+Pn5VTHA5XI5ZmZmSKVSSktLgQqNo8qU/WOIGRkZkZCQQFJSEvb29jg6OuLo6EhiYiL29vZV2vis7r4+69yeaSsyMvK+rov6JwZRREREROS/xxM3SkpLSwWDpEmTJgwfPpzXXnuNSZMm8fLLL3P8+HFMTU3x8vJ65tV5MzIyKC4uxsDA4L50GoLPncPCwoKCggIhkDkpKUlYXGmf8EokEuLj4wkPD6ewsJDy8nLc/wmYl8lkqFQqwf3F1tZWFFu8jQdVOH9U4hMSUKTdws7OrpphaGRkhIWFBTKZTFggZ2VlkZCQQFhYGP7+/tWuiYuLIzk5GQsLC3bu3Mk333zDW2+9xUcffQRUzIHKuwV+fn6cOHECKysrIiIiyMzMxNHREYlEctc4lKNHj3Lt2jWaNm3KkCFDgIdfxMvlchQKBRERERw4cAALCwusra1JSkrCw8OD5ORknJ2dhd3AmrLOXbx4kfDwcDw8PPD396dp06ZERl+H7IrvdXR1hX6Hh4eTlpZGTk4OTk5OODo6Vkklrk3N/KApmUUeHW2mrdtdCWUyWZWdYblcjpGREcWl/86F8a+/Xu08EREREZH/Bk/UKKlskPj4+DBq1Ci+//57oOKpqo2NDa+88sqTbNIjoVarq/xhlclkQkwM/PsUuqY/oElJSWzYsIG163/C641vAfj9jz+wbWCFg4OD8HT81q1bQhphZ2dnYXcpPDwcmUyGvb29sEBbvnw5QUFBtGvXDn9/fyHNqrjoqk5t7x5VDty+3X0oJSWFsuJCLl26xPfff8/69evp0qULS5cuJSwsjLNnz2JsbCwkdjh37hyhoaFcvnwZFxcXZsyYQY8ePYTykpOTUavVLFy4kD179gAwZ84c9PX1q7lnAUyfPp3333+fQ4cOkZSUhKGh4X31KT09neLi4oeON9H+PrRGklwuJyUlBbVaTVlZGf7+/rRv3578/Hzq169fYxkJCQkkJydjaGjI8ePHCQsL448//mD06NF06dKFxu6ebPnuNABWcjk3Y69z4MABQkNDcXBwIDU1lQsXLtCmTRt69+4tlFs5DbH4+3iyVM60VflhjVwur/IgytHRkdDQULxatBSOnTp1CtuG1s/8AysRERERkeo8MaPkdoOkf//+rF69WnBJ0bo81WVOnTrF6dOnsbW1pWfPnkBFvyIjI1GpVNja2tKyZUvhfO1T6Li4OKKjo6vsdmzYsIHPP/8cqa4+Xv+cn5aaSkpiPBcuXGDHjh00bdqU8ePH4+/vj729PSqViitXrnD9+nUKCwvR09MTgn63bdvG5s2b0dXVJSgoiIEDB5KSkvJMplB+EtT27pE2jkObsjk3/19jNToqmu9WLiciIkLYAfj99985fvw448aNQ6lUUlRURFJSEsHBwezdu5eQkBCgwgC5desWGzZsoHHjxiQkJHDhwgUkEolgkEgkEjQaDWvWrKnRKDl9+jRXrlwRDFitkXwvMcGAgIAHUmM/c+YMsbGxtGjRAnt7e86dO4dUKsXLywt3d3fkcjkdOnQgODgYuVxO69atgX//bzh06BCXLl2iZcuWdOnSBagwHs6ePctvv/3G1atXhdibgwcP4u7uzjvvTgUqXNcy/tmJiY2NpbS0FD09PXJycigpKSE0NBQTExNOnz6NnZ2dsLP4MEHzzxs6Ojr06dNHeF9b3E+mLWdnZ3r07EnZP59btmyJof7j+7P1uPoqIiIiInJvnohRUjmGRGuQrF27tpqPfF0nLCyM1NRUsrOz8fHxwcnJiYSEBJYvXy70bd26dURERHD16lVsbGzw8fEhOTmZsLAwdu7cSUBAAAUFBcyfPx+NRsMrr7yC9jn0Tz//jCo/lytXrrBmzRqio6N5//336du3L/PmzcPY2JgGDRrQsGFDzMzMcHNzw9vbG4VCQXR0NJaWluTm5tKmTRtkMhktWrTAxKTmAGuRquzatYvg4GDatGlD3759q31feSekpixa2jiOoqIi0tPTKarkcvK//71DWUkRAJ07dyYwMJBffvmF+Ph4Vq9eTefOnQkICKC4uJitW7cK/vXOzs6kpKQQExPDSy+9xIIFCyrcWYqLARgzZgwbNmwQYiSaNWtGZmYmWVlZVdyyrly5Ql5eHklJSULfbhcTrMkoad269QMpu4eHh1NaWkpYWBhQsUOUnZ1N/fr1+fPPPzl58iRt27blhRdeICEhgUOHDtG0aVMsLS1Rq9Vs3bqV6OhoNm3ahIODA7m5ucTGxnLr1i2hDhsbGzp37syuXbuIiori3cmT6frJNgCKi4pp2LAhrq6uWFpa0q1bN3Jycrhw4QI+Pj5cuXJFcOny8fHB19cXlUpFenr6HcdVBAwNDdm9e/dTq3v7tm0MWLT/idX3tPoqIiIi8rzzRKwCHR0d4uPjadasGcOGDWPNmjXP3FMojUZDixYtUCqV2NraYmVlJbjBJCcnU1RUxPXr1ykvLycuLo78/HxKSkpo2rQp9vb2BAUFUVJSwq+//squXbsoKyvjlVdeYcGCBbyxvkK53r+NP/L6ZgwZMoSJEyfy5ZdfsmnTJnbt2sXu3buZNm0aL730El27dqWkpETIZiSXy/H09KR+/fr4+vrSqFEjysrKUKlU1KtXr1pf7idQu6bz/ssEBweTm5tLcHBwlYW79h7cTSNGo9FgZGSEkZERxsbGqFQqLly8DJgBUL9+fV4ZOpiRI0fSokULAN544w0GDRpEaGgou3fvRi6X880335CYmIhMJuP777/npZdeIjw8nHHjxhEVFcWECRN46aWX6NSpE6GhoWg0GiFLl4WFBQqFgr1799KqVSthXigUCmHR7+3tTVxcHLdu3cLW1hZHR0chyF67gyOVSqvsoDg5Od33PPDy8uLGjRs0b94ce3t7rl27homJCXl5eezdu5eSkhKuXbuGj48P8fHxQpvT09OZPHlylRTAWsMGKgy+AQMGMGTIEHr06IGOjg7Z2dl8++23fLvqB+G8SZPe5qf162jZsmWVMerTpw/l5eWcO3dOyHYml8spLy+vcVyfp3kvIiIiIiJSV3hiOyWLFi1i+PDhfP/998+cQQIVC5X27dvTvn17IiIiOHPmDG5ublhZWeHu7s6lS5fw8/OjqKgIMzMzcnJyMDQ0JCwsDDc3N7p168aSJUvYs2cPJSUlDBgwgOXLl1NSXrmOf93Y7O3t+eabb3jzzTf5+uuv2b59O19//TU5OTlMmDABJycnIV7F2tqagQMHCuWoVCrBl/9+uR8Bvv8yfn5+nDt3Dj8/vxoXpdHR0UKqZu39qRwsrd1pkMlkGBoaMvPDD2n+5ioAzp8/j4WZCeXl5cLuoL29PYcPH+bVV19lz549rF69GqjYHdm0aROtWrUCwNvbm1OnTvHhhx+ydu1adu7cKWQtkkqlSKVS2rdvz7Vr1yguLubkyZMUFRXRvHlzJBIJCoUCU1NTrK2tsbGxEeJRbt26hb+/fxXffK1xevsOSuX7cbcFe9u2bQW3xoiICPT19TEzqzDMGjVqRGhoqLBjKpfLyc7O5uuvv+bw4cNoNBqMjY1p06YN9vb22NjY4OzsjIODA/7+/hgbG1NWVoa+vj5QEX/w2WefMW78BCb+XGHAHD58mNGjRzNr1izBJS0kJISoqCg8PDwIDAwkMDBQaG9GRgbx8fHIZDIxTbCIiIiIiMhT5ontlCxYsABTU9NnInbkdm7X/oiJiUGlUhETE4OnpydLly4V/OJVKhUuLi4YGRlx9OhRNBqNkDVo586dFBUV0b9/f7799lv279/P10uW0fDluXes29XVlY0bN+Lk5MTSpUvZsGEDAKNGjaJjx47CeQqFQnhSfvr0adzc3HjrrbeQSCR3DMCuzJPSq6irDBgwgAEDBtzx+/j4eKRSKQkJCbRr1w74N1hamzlKG3O0cOFCClT/6o4Y3eG+16tXj99//53p06ezevVqOnXqxK+//lrNjcjIyIjFixfTs2dPxo4dy6lTp2jQoAGenp707t2bWbNmceDAAc6fP4++vj5qtZozZ85gZ2eHXC7n8uXLGBgYCLsiycnJ2NjY3LGvD5sEQKVSUVRUhLGxMbGxsejp6QHQvHlzLCwsuHXrFoWFhZSUlBAdHc2PP/5IZmYmAEOGDGHBggVCDFRhYeF9BeSbmJoK7/X09Tlw4ABlZWW8++67qNVqzp8/j1Qq5cyZM6jVauzs7Ni3bx+nTp3C2dmZF154AeA/oYf0uFAqlVhbWwMIrm5Psu6Gdg4ETtv4xOp7Wn0VERERed55YkEd5ubmT6qqWud2Fw83NzdiYmIEcbfKuhAajQaVSkV2djZxcXHExcWhUCg4f/485eXl9OjRg/nz5zN27FgOHjyIjp4BDV++dxvmzp1LYmIiW7duZfPmzchksmpGifZJeU5ODkqlkuTkZGQy2R3djipTWa9CpILIyEhBwNDd3Z2oqCiKi4tZtWqV4KKUlJSEnZ0dKpWK06dPc+zYMXJzc3Fycbt3BYCuri4rVqzgww8/xNbWFolEglqtrvHcXr16sWzZMqZNm0ZaWhoajYbJkydTWlpKjx496NGjB9HR0Rw8eBADAwP27dtHr169CAgIEAwSZ2dnnJ2da0y5q0V7zoOiUqkwMjJCqVTi6urKjRs3cHFxEcqLi4vj3LlzLFq0iIiICKDC5eurr76qMpcflvXr1/Paq8M5fPgw/fv3JzMzk4sXL2JjY4OrqytqtZrk5GROnTpFbm5F7Fa3bt1Eg+Q+uD1975NE/YTrfpp9FREREXmeebYizZ8St4vReXp64unpWeUcrf++1pdfa7CkpqYKmZRGjBiBs7Oz4Oalq6vL/Ur2SaVSfvjhB3Jzczl48CDr1q1j6NChwlN7tVpNdHQ0Xl5eREZG4ubmhp2dXbW234nn1W3rbsTGxqJUKomNjaVv3774+vryww8/kJ+fz5UrV2jfvr0gvKhQKGjatClbtmwBYNiwYVyqoczz588zevRo5s6dy+DBg4XjWvHD28nOzmb//v3s2rWLQ4cOkZ+fT6tWrQSjd9iwYcyZM4dmzZpx4cIFzp07R0hICAqFAj8/P5ydnenZs6dgZGg1TrSiglOnTuXMmTO0bduWJUuWPNL9kslk6OjoYGxsjJWVFR4eHlXcvdRqNR999BE3b97E3NycBQsWMHbsWEEM8XY0Gg03b97E0tJScAO7Gz179GTAgAFs3bqVkJAQnJ2dhcQQHTp0EAyz9u3bc+rUKVq3bk2zZs3Ep+H/EW4XYLw9xbCIiIiISN1GNEqorkRdOcC5ctYlIyOjKufl5+ezdOlSPv/8c5ydnenUqRMdO3akYcOGeHl5kZSUJBgkQ4YM4eTJk2zevBmANm3aMG/ePKJjbvD3P8LGObm51JNVdVnJysoiNTWVHTt20K1bN1auXMm4ceMICgqiV69e9OvXj+HDh2NtbS08aW/ZsiWurq7Y2Nigp6eHkZERKpWKjIwMQaRPqVQKddzLtetZ4X5V2W9XLr/TMTc3N2JjY3FxcRHK9vb2Jjw8HE9PT2G3obS0FCMjI0xNTQV3JDdXVy6lIHxfKtFQWloqxDS8+eabDBw4kPT0dKAixW1iYiI5OTlkZGSgVCoFjY2ysrIq7bp48SKNGjXC39+fc+fOMXPmzBr7eeHCBcaPH893331Hly5dMDIy4tatW5SUlJCRkYG9vT0RERHo6ekRERFxX8r0d7vHhoaGmP7jTqVUKikoKBC0e44dO8bQoUMFMcOffvoJNzc3MjMzUSqVWFhYVCnr2rVrzJkzh4MHDyKVSvH09MTHx4cXXniB1q1bC0ZKfiU3ueKSYl588UW2bt3K0aNH2bBhA1evXsXd3R1ra2vMzc05deoUw4YNw9/fn2vXrnHp0iXatWt3137VpEFT03wBMUj+aSCXy5HJZIwcObLKcZlMRmRkpGiYiIiIiDwjiEbJPYiLiyM9PR1ra+squyNlZWV88MEH/PBDRfafGzducOPGDdavX0/Dhg2xtLTk6tWrSCQSxo4dy5YtW8jPz6dBgwbMmjWLjh07Ymtri66BEX8fzwXAzNSs2lPb69evM3bsWGJiYli1ahU7duzgxx9/5I033uDEiRP8+uuv/P3333Tr1g0TExOSk5NxdHTE29sbW1tbkpKSiI6OFtqvdU0oLS0lOzsbCwuL+9pJeR5p2rQp7u7uZGRkEBkZiZWVFa1bt6ZNmzZVzpNKpchkMm7dukVycjIArXx82JqSBEA943oY6usILktQ4balq6uLRCJhypQpbN++/Y7tcHd3p1mzZjRo0IDTp09z/fp1bt68SVFREdOmTePHH3/EwsICX19fvLy8hPZNnDiR+Ph4hg4dyoQJE5g6dSoGBgao1WrkcjlSqZRmzZpx5swZmjVrhlQqfaRF9fXr13F2dkYul6NSqYQMcFu2bGHixImUlpbi6+vLyJEjGTduHD4+PowZMwZ3d3cMDAyEckJCQhg1ahTJyclIJBLKy8sJDw8nPDycn3/+GalUyujRo/n444/R1fn3vzADfQNefPFFDAwMSExMJDo6Gm9vbwwNDVm6dCnffPMNGRkZtG/fnokTJ5KdnU1GRkaVbF01GSd3y7wm8vRxdHQkMjJSSAABFbsmI0eORKFQiEaJiIiIyDOCaJTcA5VKRXl5eRU/f41Gw2uvvcavv/4KwLx587CxsWHHjh0cPHiQ1NRUUlNTMTAw4JNPPmHhwoUolUr8/PxYs2YNJiYmwk6Fo4MDUGGUHD9+jMEvv4SOjg7FxcXs3r2b6dOnC0/T09LSGDJkCDt37mTbtm0sXbqUH374AYVCwc6dOzEyMsLGxoby8nK6dOnCzZs3iYqKoqSkhNjYWGxtbZHL5SiVShITE7G0tERXV1c0SO5BRkaGoGwuk8mEzGarV6/m5MmTdO/eHTMzMxYuXEhJSUmlbE5JVcr5/vvvhfe6uroUFRUxf/58tm/fjo6ODi+++CL169fH0NAQW1tbLCwsaNOmDU5OTgwfPpxt2yr0OKRSKaampqSkpPDrr79y8uRJXF1dAcjLyxMyVB0/fpxJkyaxe/duVq5cSWRkJBs2bCA+Pp69e/fStGnTR3bZqkxxcbHgviiTycjIyGD69OmCwTV06FD8/f2ZNm0a5eXl3Lhxg61bt+Lt7c3w4cNp3bo1+/fvZ+nSpZSUlODo6MjKlSuxsrLi3LlzHD9+nEuXLnHz5k3Wr1/PhQsX+ObbVVXaYGJiQpcuXdi7dy+7d+8mKiqKn3/+mZycHOGcU6dOYW5uTmBg4H25LN6vC6TI08PR0VE0PkRERESecUSj5A5oU+TKZDJkMlmVxUt6erpgkMyZM4fJkycDFS5a2dnZHDt2jBMnTjB69GimTZuGUqkkICCAZcuWVRMz1K/0hPjNN99k5oz36dChA8ePHxdcgdzd3Vm2bBmTJk0iNjaW33//nTlz5jBr1iymTZvGli1b+O677wgLC+PGjRsEBgai0WjIzs7GysqK3NxcMjMz2bNnDx4eHjg7Owv6JWIcSc1UdtmpnARApVJRWlqKSqXiyJEjZGRk8NNPPxERESEYmq1atUJHWj3t9ZUrV4T3eXl5NGvWjLi4OAAWLFgguJ/k5eVhaWkpnHvjxg2OHj0qfC4vL8fW1pb69esTFxfHV199VcXg0WJmZsbGjRv57rvvmD17NocPH+bUqVPEx8cDcPnyZSH7VG2gr69fJbYqKiqqyg7Qzz//TKdOnSgvL6devXp06NCBQ4cOcfnyZS5fvlylrB49evDVV18J7mADBgygY8eOWFtbc/jwYaZMmcKVK1d4ZdgwvN9aXeXafv36sXfvXk6ePCkI4TVt2pQZM2ZgZGTE8OHD2bVrF+Hh4cJv924YGRmJOyQiIiIiIiKPmWcvP+9jZvny5QwbNoyvv/6aoqIKFW5PT0/kcjlxcXGcOnWK4OBgQen6zz//rOLzb2pqyvDhw1m1ahU6OjqcP38ePT09evXqRbt27Rg/fjxZWVk11m1mZk5GRgbbt28nMzOThg0bMmnSJHbu3Im3tzcjRowAKtxktBgaGjJq1ChOnTolLLCOHj1KXl4eUKHyHRgYyMWLFzlz5gzBwcFYWVlhYGDw3Bgk2ngaretafHw8J0+eFAyCmvj555+ZOXOmkIJZi0wmQ1dXF5lMRsOGDbl27Rrnz59HqVTi7OzMW2+9xbx584TdLYDo6Cj27NlD586dad26NZaWlhQWFhIXF0eDBg1Yvnx5NX/4yjRq1EjQ/9AyePBg3nrrLQD2799/VwHMt99+W5g7v//+O46OjpiYmODt7X3HOm9n+/btzJgxg8WLF9/xHCMjI65du0ZYWBgLFy7ku+++o1GjRsL348ePZ8qUKRgbG1NQUICFhQXBwcF8+OGHdOrUCRMTEzp06MC6dev46quvBAM8ISGhSj1du3Zl//79eHh4VHHZ0fLiiy8ilUqF38CQIUO4cOECr776Ki+//DI///wzFhYWxMXFMWPGDJYvX05xcTFQkcXuwoULREREPNB8+S8jlUrp1KkTnTp1euIp3St0eDo80fqeVl9FREREnnfEnRKqBrqfO3cOtVrN5cuXGT16NFZWVmg0GsrLy0lJSSEiIoLjx4/ToUMHrl27RmhoKN9//z0TJ04EKjIMacUhv/nmG6Ai7emiRYsoKyvj2LFj9OjRg7feeot+/fpRXPbvYnLNmjWkJMVz8eJFmjVrRrt27cjMzCQrK4usrCxhdyMqKqpa8HNxcTFTp05l48aNJCcnc+jQIbp160b9+vWJiIjA0tJSWGQplUo8PDyEvt/Ohg0bCAoKok2bNkyYMKE2b/UTRatMbmRkhJ2dnRATkJycTFFREcnJyTg5OQEVuw+V4ymioqLQ19cnNDQUZ2dnjI2NkUgkuLq6YmhoyGeffcbPP/9MaWkpBgYGeHp6cvHiRVatWlVhkOoZ0PWTCnertm3bUlZSVKVtRkZGvPrqq/Ts2RMnJychFgUqkhvcnpZ0yJAh6OjosGfPHrp27YqPj48QYJ+amkpQUBBeXl4olcpq6bdLS0sZMGAAP//8Mzt37sTExIQmTZrw/fffC0rxGzZsIDg4mKZNmzJ9+nThWu38OH/+PAUFBdV2NCpz69YtdHV1KS4u5tq1a5ibm6OnpydkhNu0aRMpKSmsWLGCcePGsWXLFiZPnkxAQABt27YlKSmJixcvsnr1aiZNmkRhYUUQu66uLt27d6dv377CvAVYtGgRn82dJ3xev2E9A/r2AaB9+/acOHECqVTKJ598QllZmZDla9CgQQQGBvK///2PvXv3smDBArZs2cKePXuIjIwkODgYJycnrKysMDIyEgQnExMThflS0zxzcHCoYoT9V9AmKnhade/bt5cBi/Y/sfqeVl9FREREnnfER0FUPE3Wvtq0aYO+vj7du3fH09MTKysrJBIJUqkUOzs7UlNTkUqlxMbG8uqrrwIVMSVZWVmYmJhQr149dHR0UCgUgutKTk4OarUaGxsb5HI5OTk5LFq0iK1bt6L/j8AcVCwAAwMDmTRpEp07d0ZPT4/y8nLBhczd3R2oeHJrYGCAkZGR8JLJZNja2vLll18CFU/PS0tLWbt2LXPnziUjI4OmTZvi5uYmBBBrX7cTFBREbm4uJ06ceNy3vlap3CeJREJiYiKFhYVkZ2dXiZ2xs7MTDBXtuUlJSZw9e5bExEQkEgkqlYpLly6Rm5vLjRs32LZtGzdu3ACgU6dOLFmyhNLSUvr06UNAQAAXL14EKgQRtTEdWozr1aNZs2a0bduWIUOGMGzYML755htGjRqFvr4+JiYmVV76+vrCmGtfrVq1YsOGDVy8eJHNmzfTvn17fH19BX2PI0eOoKenh6mpKWZmZtVe/fr144MPPgBg8+bN7Ny5k7i4OI4cOYJUKuXo0aPcunWr2oJMe398fHwwMDDA19f3jve/YcOG6Onp4eHhgb+/P4mJiZSWlqKvr8+QIUMwNDTkyJEjrFu3joCAAEpKSvj9998pKSlhz549TJo0ibVr1xIcHExhYSEymQxHR0dKS0vZu3cvM2bMYO/evUJGOSsrK2Z/9plQ/8cff8z169fR0dFh1KhRQIXIqIeHBwYGBujr6wsvJycnNm/ezPr16zEzM+P69eu0PXHF6QABAABJREFUbduW48ePAxW/WW2mOnt7e4yMjHBwcKg2x7TzTGu0iIiIiIiIiDwcolFyG1OmTGHbtm1Mmzat2neOjo507doVCwsLGjdujLu7O7a2tiiVSnr27FnFzWT9+vWUlJTg5ubGzZs3kUqlDBs2jP/973+0aNGC8vJylixZwqxZs+67bba2tujq6lJYWMj27dvR09NDT09PSDsMFYuwLl26UFhYyKRJkzh69Cj5+flkZWUxZswYTE1NSU1NreKKolQqhTS0AO3atcPMzKxWBO2eJg4ODoIq+NmzZ4U+Ozk50a5dO4KCgnjnnXf45ZdfSElJEcT1AIqKinByckIikZCZmYmJiQmHDh1i8ODBXLp0CV1dXX7++WfUajXHjx9HV1eXRYsWce7cOS5evMihw4eFdlw4f4EdO3Zga2vL/v37+f3333njjTcYOnQoS5cuJTw8/L77pDWktPTpU7EzsGrVqiouY+Xl5dV2wT7//HNGjRpFWVkZERERghGuUCho3Lgx+vr6dO7cucZ6hwwZwpIlS5gxY8Yd2+bk5CRotyxfvpyvvvqKkSNHMnv2bNauXcuCBQswNzcnKCiIW7duARW7gxEREaxbtw6ocJV89dVXeeONN1ixYgWzZ89mypQp2NjYUFBQwFdffcXo0aM5efIkGo0G3UpGfVFhIW+99RZ5eXmMHj2aoKAgVq1aVWNbocLgGjx4MMeOHaNp06YoFApWrFhBTk4OL7zwgmDEOjk50aFDB0HrResOqP29ODg4CEaLiIiIiIiIyMMhGiX3ICMjg4iICMF3vUmTJgwZMgQTExPkcjlvv/02ADExMYJwXmFhIatXVwTfap+ad+rUCRsbGwwNDRkxYgQDBw5ET0/vvncjcnNz0dXVFUQZK2tTaN3EoGKh9e2332JoaMiJEyeIiYnB0NAQLy8vHB0diYqKYtOmTUKshFKpJCkpifz8fMFlaMyYMaxZs+aZdt2CiliMDh06UFhYKIggVubMmTPk5ORw5swZbG1thd0TAD8/PwwNDWnbti2FhYX89ttvLF++nF27dgEVsUfbt2/n6NGjyGQyVq1aRd++fYWyKxsOKbdSePnll9m2bRt5eXmYmZmho6NDWloax44dY8iQIUyZMoX169fzyy+/sGfPHv7++28OHz58R3V3LcOGDaN58+bk5OTw22+/ARU7XSYmJnh5eTFr1izOnz8vGCht27YFKtwMAwICGDNmDJmZmQwcOJB58+ZVcd2qDbQLdZlMxpQpU9ixYwdQsdtnZ2dHQUEBe/bsobS0FFtbW+bMmcPAgQOxtbUVUhR7e3szd+5chgwZgqmpKTdu3OCDDz5gzJgxnDt3TqiroY0NN2/e5M0336S4uJg2bdqgV8louRNubm4cPXqUvn37UlxczPr166vF26hUKuLi4oQU4doUwVAxzzp27PifdN2Civ8jtOKqlfWNnlTdNbnMPc76nlZfRURERJ53RKOkEj/++CPjxo3jxx9/FI5lZGRQVFSEQqEgISGBkydPkpGRQdeuXWnUqBE+Pj5ARYDkSy+9BMCyZctIT0/H3t5eSEVaWeNEIpEQGBjIqlWrqojGrV23lvz8fOFzcXExx44dY/To0XTq1ImPPvqI999/H2NjY+Li4rCzs2PcuHGCy5YWFxcXevToAUBmZiYffvgh7du3Z926dYSEhKBWq7l58yZQsdiKjY1lx44dXLt2rfZuZh3C1dUVY2NjIW2uFq1Lko+PDw4ODrRt21ZIK/rKK68wb948jhw5wqJFi7h58yYSiYTOnTuzefNmEhMT2blzJ/r6+nz33XeCKGJNDHp5EOHh4ZiYmPD555+zY8cOdu3axZIlS+jcuTMSiYT9+/fz5ZdfMm/ePL7++ms++OAD3nnnnXvupOnq6jJ8+HAAwcDds2ePENfx5Zdf0rFjR1xcXOjWrZtgRAcGBjJhwgRkMhmWlpZkZmYSFxcnzIvKXLhwgY0bN3LhwoW7tmXjxo1VPufl5XHjxg1yc3OFYz///DNQYQhod2UsLS2RSqWkpKRUMxwr97NTp05s2bKFUaNGCUH18+f9G1OycsVK6tWrx5kzZ3j99dcFccv7wcTEhI0bN2Jubo5SqWT8+PEEBQUJ3yuVSvLz84Xf5/OWSlubUe1poM1C+KR4mn0VEREReZ55JgPdy8vLH0tmlGPH/s/eeYc3VfVx/JMmHUm6995AW6CFlrK3CCobGaIgCA5EX1BZrxsXKgjixoGoKIoDlPmyN8WWsumAlm5om3Q36U7eP2KuSQcUZKn38zx9KMnNveeec096fuc3vnspLi5m7969TJs2DUAoB2usvCWTyWjbti0uLi4EBAQIFZBGjRqFv78/n332Ga//sVCaOnWq8DtgFl6j1+uxsLDgySf/w+E/XtuxfTvxcYd44IEHyM3NZdeuXUIFIYCtW7eiUqmYPXs27733Hnl5eWzfvp0uXbqYLagB+vfvz4YNG9Dr9Zw+fZpDhw7h5uaGs7MzarUaDw8PVCqVkFys0+nIysqiV69eQvsaK1nf7irWzSXt63Q6wsPDhQRp4z0pFAqCgoKor68nKCioyTOl0Wh45JFH2LVrFzKZjP/+979MmDCB1NRUvvrqK8FjYgxJys011yQ5nZQCGIyg0tISQkJCePDBB2nTpo3wHHh7ezN69GgGDx7M3r170Wg01NXVCR6rs2fPsnXrVrp370779u0FFXMj+fn5aDQaIdfImBNjDFPz8fFBoVCQnZ1NXl4eeXl5yGQyhg4dyssvv0xFRQVFRUX4+vqiUCiQSqXk5uYKYUpgMMp37doljHGbNm1a7P8DBw7wxBNPCP93dnYmLCwMS0tLUlJS+Pjjj1m1ahUSiYT333+fgwcPAgbjpUePHhw6dIjPPvuM559/HpVKZfbsA0KOVWxsLOHh4ezZs4eDcX96SpYvX86TTz7JkiVLWLt2LQ4ODrz44ouAIRzP2dnZ7HxFRUXI5XKz1/r06cPGjRs5dOgQfn5+uLi44OzsjK2tLWVlZVy6dAlHR0cUCgU+Pj5mfQXmc0Gj0TRRgm/uOBEREREREZG/kVGi0WgMMeQymZAncL0wJqxGRUVx+PBhoqKihEWDu7s77u7u7Nu3j4aGBkpLS+nTp4+wu7x27VoAZs+ezblz53juuefQ6/WMHz9e8I44ODgwYsQIs2vu+iPnQK6Qwx+FlpydnVEVXOKDDz4QjnNycmLYsGFC6dijR49SV1fHe++9x3PPPUdubi4zZ87kjjvu4MMPP8Tb2xtAKCFbXFzMwYMHqampIT09nZCQEMLCwqitraW+vp5Lly7h7u5OVlYWbdu2bbKoMoapJCUlkZKSQnh4+GWTnY2fMy7GbvVucuNkfuM9GcNxKisrSUxMxNraGm9vb5RKJdnZ2cyfP1/QBvnggw/w8PDgP//5j1ki+H/+8x/GjBlDRkaGoCui0Wj4+uuvWb3mB/rMXwPAwIEDmTnjUTQaTZNFfXFxMW3atDF7PTMzk7Zt2/LBBx+wc+dO1qxZw5IlS5oYJRUVFSgUCjp27CgYz8nJyUJuk7u7O23atGHAgAF4enqyZs0aXFxccHFxobS0lIaGBnJzc/H398fLy4u8vDzh+UlKShK8Fj4+PuTk5BAeHn7ZxXTHjh3N3m/Xrh1SqZTy8nLy8vIED+SMGTPo06cPFy9eBAwewQ8++IA777yTCxcukJqairu7exOD4eLFi8LiXqFQGELXojpjzMg5ePAAdkobZsyYwUcffcRnn31GUVERTz75JH5+fkJVPCPW1tZNvkvuuusuNm7cSGFhIRqNhpqaGoqKinB3dwfA0dGR8+fP07ZtWzMDLjExkeTkZMLCwoiNjRWehcspwd9O8+RGkp2d3URtXUREREREpDF/i/CtM2fOMGjQIPr06UNoaChvvvkmp06duurz1NTUUF5ebvZjyuOPP86KFSsE74cpHTt2JCAggNGjRxMVFYVSqeSLL76gpqaGLl260L59e8aNG4dGoyE6Opr58+cLO9ZeXl6tat9//jOLKVOmYGNjQ2xsLG+99RZvvvkm9913HwMGDODll1/G2tqakydP8tlnn/Hjjz8yadIkpFIpu3btIjY2Vqj45evrS0REBDqdjuLiYvLz8wkMDGTgwIHY29vTrVs3ZDIZQUFBdOjQgUceeURYTBlRKpVCmEpSUhKVlZWtWlCYLsauhcuN0ZXYsWMHixcvZseOHcJrpjolxntSKBRERUXh6emJi4uLUCJYrVbz66+/CgbJ7NmzWbFiBWPGjGHv3r1IpVJGjBjBpk2bePrpp82uvWXLFoYPH85nn31Gbc2fJYCffPJJrE1EMlvLAw88gI2NDampqYJXoTkkEomQK3Lo0CHhubvvvvtwcXHBy8sLnU5HcHAwLi4udO3aleDgYGxsbDh27BizZ8/m0KFDdO/eXVhkp6eno9VqKSsrIzo6mocffljQ5oHmx2j69Olm7fL39ycyMpK2bdvy0UcfodVqCQwM5OU/KmYZczBycnLw8vJi4cKFALz77rtmXsXLIW+02N+0aRMVFRVC2Nsvv/zCgAEDeOKJJ8xU3VvijjvuQCKRUF5ezq5du1i5cqVgcBqrcEVGRiKXy/H19RU+l5ycTGVlJUlJScJrpvOnOf7qPPk7kJ2dLWxkGH8mTZqEQqHA1dX1VjdPREREROQ24rY3SjIzM+nfvz8xMTG8/PLLPPTQQ6xdu5b58+eze/fuqzrXm2++aVYmtXG1HKVSibu7e7OLiN69e9O/f38KCgpISkoiIyOD9957DzAsOrdt28a5c+dwdXXlnXfewdLSUsjRMO4+XwlLSxkzZsxg9+7dvP/++/Tr10/Y3U1KSmLXrl1CnHx8fDwqlYo5c+bw3Xff0bFjRyorK3n66aeFMKZBgwYBkJubS5s2bdDpdFhZWeHm5oa7uzuurq6EhYXRo0ePZpN0TZXsTcu9GpP/VSpVs/dxpcXYlfDz82txjK7E8ePHKSsrE0r0QtMda1dXV5RKJe3ataNXr160bdsWMHgEXF1d+fXXXwF47LHHkMvlgjbHo48+yubNm1m+fLlZjhDAvn37eO655yguLsbPz49HH32s1W2uqalhz549lJSUmL3u7OzM8OHDAa5YEKFPH4PA3Ndffy3oeyxYsICvv/6ad955h6VLl5KQkIC1tTUPPPAAvr6+9OzZk/Pnz1NWVsaRI0fMzhcSEoJCoSA6OloojW1Kc2PU3HgrFAoKCwuFcLf3338fpVKJXq9nzRqDJ8mouXPvvfcSHR1NXV2dmUBoaxk3bhwAP/74Iw8//DC//fab4DHctm0bS5YsueI5XFxchPyg7OxsTp06JeTbKJVKoqOj6d27Nz179jQL3QoPD8fW1tbsuVAqlbi5uZl5SUwrd/3VefJ3QK1Wo9Vq+fbbb0lMTBR+kpOTzcJNRUREREREbnuj5H//+x/h4eF8+OGHjBo1itdee4033ngDKysrXnnllcvuIDfm2WefpaysTPi5Wl2B9PR0IeRl0aJFlJWV0blzZ8aPHy+cKyYmRthZNXpzGidYX4nGITJ79+5l3rx57Nmzh7q6Ovz9/XnllVeE87Zr144VK1YgkUgoLS0VQiWMicSFhYU4OjoSGxtLeno6FRUVnDx5kuzsbOLi4pooZjdGo9HQsWNHRowYQUxMDCqVitra2ssaJS0Zd60hJyfnmseoc+fOODg40LlzZ8BQZWr//v2sWrWK/fv3k5ycLPSPVqslKyuLoqIivLy8CAwMxM3NTcgtueuuu8yU1B9//HGhOpcpDQ0NgoE6evRo1q1bR0xMtPB+1R9GQnPodDreffddPv74Y1544YUmholx4dZYTLExw4YNo1evXmi1WsH4NH5Oo9FQVVVFSUkJGzZsYOfOnYBh0e3q6oqFhQXdu3cHEHKnFAoFw4cPNxMrNKW1Y6RQKEhOTqa+vl4oM63X6/nvf//LypUrkUgk/Pe//wUMOUHGc3l6el72fptjyF13YWdnR3V1NSdPniQmJoaVK1fy+eefAwaDrTWet3fffRdra2tKS0vR6XTU1taSm5t7Wa+G0QPQ2NvYGFMD+a/Ok78T4eHhREdHCz+iQSIiIiIi0pjbPqdEr9eTm5tLYWGhENc9dOhQrK2tWbp0KZ999hlt27YV3rsc1tbWrQqjaZwwnZycTG5uLpaWlnh4eFBQUMD333+PRCJhyZIlVFdXC4spOzs7ioqKqK+v5+zZswAUFBTwxhtvoNFosLGxQSaT4eLiwrlz59BbyKCTYaf+fFoa6edTza7t6Ogo7Ch37dqVMWPGYG9vT1BQEAUFBWZt9vHxITc3l1OnThEbG0tERARWVlaUlZXxwAMP0KFDB5KSkjh58iRFRUW89tpreHt7ExMTY+YVMZ7PaBwplUphEaXX64X8BaPa/fVO2rW3t8fe3t7sNb1ebzYuzV1Xp9MxaNAgwUOk1+vRaDRkZGRQX1/PyZMncXFxoba2FicnJ7RaLXl5ecJC0ag1YfRG1dXVER4eTv/+/dm7dy/vvfce06dPp7a21uy6P//8MxcuXECpVDJ06FDOnz9PfEICeN0NwKz//Ichd94hKMObsmLFCkGnpLCwkKeffpqxY8cKpWyNIUfGpHRTysrKzEreLlu2jMmTJ3Pu3DkCAgJ45ZVX8PX1pbKyEisrK1atWsVPP/3Efffdx5tvvkm3bt3o27cvd955J926dUOn05Gbm0t1dTW5ubkEBAQ0mQvG/7dmjBoaGpBIJEJ/GbVAfv75Zz7++GMA3nrrLSIiIsjIyCA5ORmVSoVCoaChoYETJ06Ynb+2tpYzZ86gUqlwdHQ0CCh6eEGoIazs4MGDuLq6UlFRwfbt2wVPRkxMDIGBgWRmZvL555/zyCOPAFBZWdnk+0Cj0RASEsJrr73G/Pnz+f333zly5AjW1takpaXh5+dHZGQkzs7OTYptGItXXA7TufR3wcLCQgjduxEFRq507c7R0Vc+sAUah5u6urpe1iC6lfcqIiIi8m/ntjdKfH190Wg0nDlzhoEDB9LQ0IBUKmXQoEEUFhbyxBNP8OSTT7bKKLlW0tPTqa+vx9ramgEDBgiJ3tOmTaNr167An5W1goODCQoK4tSpU9TU1ODg4MCGDRuanNPV1ZWoqChk1n8m8/5+5Ajenub3kZ2dzcWLF7Gzs+OHH37Azs6O9PR0bG1tzY6rqakhODiY3NxcISHYxsaG7t27s3//fh5//HFCQ0Opq6ujsrKS1NRUQkJCKCwspE+fPqjV6iYhOkaM4SfGXWJjHf/bjeYU6o1hWmlpaYAhP6l9+/aCartMJiM5OZnIyEg++eQTLl26JIylra0t9vb2LFiwgL179/LDDz/w+OOP4+HhIZy/vr6ejRs3AjB27Fi8vb2pra3ll59/IeY/BqOkqKiIXbt2MWzYMLP8ogMHDjQRTtRoNKxfv54RI0ZgY2NDZWUlYDC4Go+5n58f1dXVrF69mhEjRtChQwdWrlzJxIkTycrKYurUqVhZWdG2bVtiYmLo0aMH5eXlbNu2jRdeeIE333xTeF4lEgkWFhb4+vqSk5ODr68vEomErKwscnJy8PPzIzAwsFUGaGZmJnl5efj6+uLv7y+U0Q0PD8fCwkIwSObNm8f999/P+fPnsbW1FUoO9+jRA5lMZna/DQ0NfPfdd4InyDi2AUEh+IaOFcbC09OTjIwMjh8/blZt66GHHuLll19m1apVzJw5E5lMhrW1tVlJbgCpVIqFhQUPP/wwBw8eZMOGDbz66qs8++yzVFRU4ODggFqtxtXVVeiLxlXqGmPaZ3/HpHa5XE5CQsItu/aB/fsZ+fa2q/qcq6srCoWCSZMmmb1u9Ny1ZJjcynsVERER+bdz228FDR8+nH79+jF16lSysrKQSqXU19cDcP/99+Pl5SXEq19vNm3axMsvv0xOTg5yuZzjx4/Tp08fkpOTcXd3F8qNgqE8KyAYR0aV9egWdvnUajW7du0SEqoBUlJS2LlzJ4cOHRJ2xU+fPg0YlNrt7Owu297g4GAALly4ILxm1Cs5ffq0oI+xd+9eLl26xPHjx7njjjuwtLQkPT3dTOXdiDEGvrFg3K0mKyuLAwcOCG02Vp5qHFIml8sZPnw4Tz/9NB06dBDCgkpKSnj//fdZv349EomEqqoq0tLSKC0tFe7RuJjs27cvsbGxVFdXC6KTYNgZ/+qrr7h06RL29vYMHz4cnU7HG2+8QWmpSRiWRMLFixeFsQTIy8sTErsbU15ezltvvYVerxd28mtMEueN/Pbbb3Tv3p233nqLgQMH8uGHBp2O7777TihoYPQufP311zzzzDPk5+fTt29ftFotL7/8Mv/73/948cUX+eyzzwAIDAw0Uy/Pycmhqqqq1WF0mzdv5vXXX2ffvn2CartxtzosLIxNmzaRnZ2Ns7Oz4LEwcuDAAaG/TVGpVKxdu5bKykqz0s0ajYbUVHPPotHoS0xMFHJrAEaMGIGLiws5OTl88803zZaPNsVYttjf359Lly7x5Zdf4uTkREFBgSBoqdVqOXr0KJs3b+bChQtoNJor5luJ3Bz8/f1JTk42y2P59ttv0Wq1ogaJiIiIyG1Kq4ySU6dOXZUQ2fXCeM2PP/6YgIAABg4cSHJyMjKZwcFj1B4wrYJzPUlISKCsrIz8/HzatWtHXFycIC735JNP4ujoKBxrXDQaY9aNeRot5ZPIHd2x8wpB4fpnIredZxC2nsFIHbwoLKtCr9cLC7vGO37NYbyWqQjiyJEjWzxeo9EQGxuLWq3m5MmTZmJxpscYjUDTpNzMzEwzo+Bm03ixbBS5vNxisE2bNpw6dYqff/6ZGTNm8Omnn/LDDz+wbNkynnjiCeLi4jh8+LCQv2E0AiUSidCPxgT6jIwMpkyZIhgWY8eORaFQcCFPRUpuMXaefxYOaNu5J3ZeIeQUV1NaZUjqPnz48GUNPOOzZyzL27ic7YoVK3jmmWeoqKjA1dWV6upqnnvuOfr378/PP//M4sWL2bx5MwsWLDArtHDy5Enuv/9+If9o3759lJWVCYZw4wW1n5+fENbWGhISEqisrOTgwYOUlZWh1WqFPJm1a9cKhoeVlZVZ+CEgPEuNr3X27FkhjE0ikeDs7Iy9mw92XiFm/VxSJ8PG1R+PkA5YyB3MjEAbGxtBe2j+/PmMGjXKrBhCczg4OPDcc88J/SaXyykqKiIlJQUwzI3c3FyqqqooLCxEqVRy4sQJjhw50iT0TOTm4+/vb5bH0lJ+lIiIiIjI7UGrwrc6d+4s6FkEBweTkJAgJHPfSIw7om5ubnzzzTc88sgj9O3blzlz5uDh4UFSUhJJSUkMGDDghlw/NjaWhIQEYmNjyc/PJygoiJSUFIqLi9m/fz+zZs0Sjh09ejTx8fF8++23TJkyRQgPaG6H2cbBjZ7/WYHU0srs9a6PvCP8rm+og8TV2NjYUF1dLezOXo4OHToAmIUE/fjjjy0e7+7ujpWVFYWFhWRnZwvJ0cbwGx8fH5RKJSUlJbi5uZmFrJgaBc1V7rqRaLVa5HI5VVVVwgLWNM+lOTIzM8nNzeXChQvY2dkRFxcHQJcuXYT7NxqA1tbWvP7660RFRQEGj4ixH/v27cvOnTt57LHHqKmpwdLSkqFDhzJ69GjKa/RsLXSjx+PvmV3bb+gzGJfZ7x8qYVYvJ+6++242b94sLHAbM2XKFPR6vaCSbqzCpdfrefvtt/nwww8Bg3H8yiuvsHr1at577z0yMjL44IMPzLRuTBk6dCivvfYaer2e4OBg7r77bjIzM+nVqxdqtZr8/HzS09Pp3r07bm5uBAQENBEIvByxsbHk5uYSHBwshFy5uLjg7u7OiRMnKC4uxtfXl9zcXMaMGcPq1auF565v377s2LGD3377zUyTpWvXrjQ0NJCamoper6eyTkKvWR80mT/VbYZRDURNGURDXS1n0zLNEs+ffvppqqqq+Pzzzzl06BBDhgxh3LhxvPbaa81uHhg9YWB4TqqqDBsFxg0IpVKJr68vJSUl+Pj4oNFoyM/Pp6ys7Ipezb8TWq1WqCqWlJTUbIjajbx2+8hOtJ3y7k273q26VxEREZF/O60yShwdHcnIyMDd3Z3MzMwb4jUx5oq0RFBQEDt37mT+/Pls2LBBqJi0e/fuy6pM/xWGDRvGsGHDAEhNTaVXr15YWVmxbNkydu3axYULF4QF28SJE1m0aBEXLlxg8+bNQpWm5nQ9LBX2TRZUjZFILSmqqEKhUFBdXc2xY8eE+PfCwkKhjKoRrVYreIwyMzPJzMzE3t5eqAA2YMAA2rRpQ0lJCcXFxRQWFtK9e3eSkpKws7PD0tJSUG2/dOkS9fX1pKen4+3tLQjMmYa8+Pn5CbkGzYXC3EjFao1Gg4+PDwEBAYIR0thoMqLX68nOzmb79u3Y2dkRFhZGQ0ODkDfy3Xff4e/vT1paGidPniQjI4PBgwfTpk0b1Go1CoWCuLg4Tp06hVwuRyKRCAZJu3btuO+++9DpdCQnJ1Ous6FBH3zZttfrIOH4aRxktUydOlWoPGVKWFgYAwcO5JNPPkGj0RAQEEDPnj3RaDQsXLiQ77//HjBoqDz33HM0NDRw//33M2HCBH744QdWr17NsWPHhBLO4eHh9OjRA29vb+bMmUNeXh7+/v68/PLLREZGYmVlRVhYGGq1mgsXLmBrayvkTVxtIYOhQ4fSvn170tLScHFxYdOmTdTW1tK1a1fi4+PJzs7Gw8ODkJAQ0tPTGTduHM8++yw9e/ZkxIgR7Nixg61btzJo0CAzT1KHDh0oKCigtrYWS1uHK84fqaUVZ1IvCAKNVVVVWFlZ8fTTTzNhwgTeffdd1q9fz08//cT69euZN28eU6ZMoba2VggB27x5M0eOHEEulzNu3DgiIyMpLS3F0dGR1NRUXFxchPBMY3ELLy8v7O3tkUqlHDp0qFnV95b69HZVedfr9WRlZQm/3+xr52Rn0/YmXu9W3auIiIjIv51WGSX33nsv/fr1w8vLC4lEQpcuXVo0IEzzGVpDQUEBHh4eSKXSFg0T0zjyxYsXU1RUhKWlJRKJ5LrsSFbX1mNVW9/i+xqtlqraeuwcnCgpr8TRxY2K8nLW/baReXPnAeDkYsO0hx/lww8/ZO3P63jvvfeQWlqTl1/IA5On8Ht8PBl/9I2jc+u8TJ2jY6ktzaesQsOlQjUWlob8AmdXD7x9zLVPSkpLcXZywj8ohLzcXM5fyKR7t24kpZ5HammNjdIObU0dvfr2J8A/gLNnz1BUVERdgx4HRweCQtvi4u5JTV0Dzm4eJCQkcP78eezt7YmIiKBr165U19YL4+Dp7Yunty96vZ7qZvruWhZYzZ3H9D3jGEmtbKiu02BtZUNNXUOLnwHDwuJCVg7WCluKSssZf98DnDh5AixktGnTDi8fP+oa9Di5unPH4LuEz9XU62jQS9BJpKz86hukltaMGDWGL7/6hnodhLYLZ8pDD2EhlVKQn09gcCiSWikUtNwWI1JLa2SWUuyt5Lz2xpt8++13pKWdx9bOjldffRUnJycOHz7MkfijSK1sePWNNwkPD+e7H37kx5/XIbWyYfHixYwfP96sUIIUmDx1GtMfeYyt//sfGo2GyspKSopLyMrJ4/2PPuFifiFBoW355JNPcHNzQwfYOjhRW68j4dgJ4uKP4u/nT2i7cKFvJZI/F2eX6++augZq6hrw8vHDy8dgrIa178jOnTvxCwhm9L3jWPjKK1zMy0MvkRId242TJ07w2qK3eHfZuwwbMYrPvviSpKQkZNZyBt91j9n5IzpGERYWRlG1hE2Xr2INgLq4BLntHxXCLGRY2hh2vQOCQ1n+wUcMHzWGL1d+yeHDh1j8zjI0VTVMf/hhrOVKauvqeOOtxUgtrenStQfRsd0Ia98RhVxOckoKldpqqusKycsvJCszCw8Pd3x8fWkXYfBWnj51irIKDVm/J5CemY2vry8Bf3hPb7RRcrl5JCIiIiIicrsi0bdyO+h///sfaWlpzJo1i1dffbVFY2D27NmtvnhKSgqRkZHcddddQoWqy3lMLheecy2Ul5fj4ODAwOd+RGYjuulvNfXVWnYvGk9ZWZlQblYco9sLcYxufy43RqavtRaNRiNUQqusrLyq6mHHjh0jJiaGxMTEFot+XOnaDk4u3PHiLwD8tmAINlbXVjSyNW35K/d6NfyV8RARERH5p9Lqb/e77jLsIicmJjJ79uy/7KG4dOkS06dPJyYmhrNnz3Lvvffyyy+/tOgxmTNnDtnZ2bzzzjsEBAT8pWuLiIiIiIiIiIiIiNw+XPWW06pVq67Lhffu3YunpyezZs1CrVYzd+5cM8Okvr5eqLIF0LNnT7766iszsbjrxfdP33HF3arklBSys7JIPXcOhULBU394hNLS0nD+Ixxrz57d3HvvvVhaWdG9W3cOHNhPhw4d6BgZaSbSVmtpT4FH32avY4p/STzll9L55Zef6dChA19/8w0AlRWV+DQTvuXk6Ej/AQPIzcnh448/ZsiQIcydO4/169cRGtqGt956C4VSwbp168jOzqZXz548/fTTnDt/ns2bNiGTyZArFHTr2hVrGxuWL19OSUkJTk5OfPzRR4I43LFjx0lNTaFduzDkCjkXLlwgODiY8LAwoT3XEopSXl6Ox6Lm33usswXOLrb06tnzqq6h1+upra1jyTtLWLp0KXW1tVhZWzNv3jzmPDMH4ynKKyqaGMK/rv+VJ598AomFBUOHDmXTxo106tyZcePGmR1XkJ9Phw4dKK6VsqPA8Yptiv98LlZ15bz40ktCyd5vvv4agC6xsdx5552MGjXK7P4yLmQwYcJ4rKytOXfuHNbW1uzft59vVn/Dtm3bmDNnDnPmzOHnn35i5syZgKHCl6WVFS4uLri6uJCTk8vOXTtJTkrG2cWZIYOHmCnPN3aaqtRqioqKDInqf3goLzdGjedRExHSlBSys7JJTU3h+eefRyqTsW/vXj744APWrl3LA5Mm8eorr/Dgg1M4dOggD0yaZDbeuXl5JuFbcq5E/Odz+fGrT/Dw8KBKq8X7jzwvI9lZ2djaGXbFi4qKGHznnQAUF5fw4Ycf8NJLL9G1WzeWLV3KiRMn8fPzxcnJmbLyMqysrPhy5UrS0tORyWQ88MADTHnwQTPBvePHT5CamkLbtu2Iju5s1g/Xa840x+XGSERERERE5Hblloknjhw5EqVSSb9+/aivr0en0zF//nzBMJHJZDQ0NGBhYYFer+fee+9lyJAhTQTkrgfWllKsLc0XpI0XCI52SmrcXKivNdS/b6gzVOBxtLdFZmFQsl70+qs01NUQEdaWvbt3IJVKmTDuXuLi4syMkga5Djy4IjnZGSh0WhrqalAVXEKVb0jaLS4upr7WvBpXbW0t+Xk5ZF1Iw8rKih7dYtFWlvP2m69zcP8eUpPP8NEHy5k7dy6ebi6EBPrj6OhIZXkpjnZKunaJpqysDE9PT+yUclxdXYnpFElCQgIxnSKxtpSi1+uRSqWkn0+hWltJ+vkUHB0dqavWkpN5gU4d2wvtuRY15NrLhGXYKRWEBPqbhW40l9RuxChoZ2FhwYwZM/jlF0P4x6BBg1i8eDFBQUGs/HwFo0ePxsvLCwt9AzLJn20uKSnh+Wfn01BXw4MPPsiWLVtoqKvB18uDosJ8s+tWlJWQeSENDQqwdLzifTbU11GYf5FVX3xG3759Ofp7HA11NcycOZORI0dSUFBAWbG5loKDnQJXZ0cKCgp4/ZWXOXTokFmVtUWvvYKvlwd33HEHsTGdOXLkCM8umMfChQux0DdgYyklNzuDsDYhdOrYnu7duzerSG5KZVkJNNRRUVqMv48h+ftyY2RjJTMbn8YFMTp1bE9aajJvvPYKDXU1zHl6NmFtQ9n+P0Pf9u7RDU1FGf6+Xuyvq+F8ShLBAX+WB64sK6O0SEVFvRVwZaOkob6OU8cTad++vUF/pqLM7P3CwkJBCLOivFyY0xJ9PRPG3cuLzz9L3MH9nD55HCuZlIqyErpEd2Ljxo2kpqZSUVaCvVKOv78/nSM7YCWzMDNsU5PPUFJSwtnTVfTs/mcVsJzMC9dtzjTH5cZIRERERETkduWW/PXS6XQoFApGjBhhaIRMxvDhw5FIJMybN8/MY/L555/Tt29f2rVrd0uVkC9evMj58+c5deqUUBXIxsZGaNP//vc/4uPjBSFCMJRx9fT0pGfPnkK5XoBCLaxNbXqNxni4u2Ndb6h8VV5eLggzVlZWChWxjFhZWbF161bAUGnL399fiI9esWIFo0aNYufOnbi7u3PPPfeQkpJChw4dUKlUODk5ERUVZZavo9frmTZtGhMmTECpVAoLJolEQnh4OElJSYSHh6NQKEhLSyM0NPSGVg/q1avXFb1Zv/zyC0eOHKF79+707duXuro6nn/+eX755RcsLS35/PPPGT9+PHq9ntdff50333yTVatWcfToURwdHc0WlE899RTFxcUEBQXRu3dvvvnmG2xtbRk5cqRQWc3IyZMn8fX1pajagjO5V74XVxcXKi6lk5SURHBwsCAAeN999xEcHIyDg4OZBg4YdHB69+7NL7/8wqeffgoYShePGjWKhoYGfv75ZxYsWMD69et599136dGjB7t372b06NH4+fmxf/9+HBwcCAoKwtvbm6KiIiFHyzjuVVVVZsrkrq6ufymPy/R5UKlU5OXlMXfuXCoqKujRowf//e9/SUxMRK1WY2dnx+DBg7GysiIyMhIwGNpdunQRzlFSUoKdnR37N+6CAK9WtUGr1eLs7IxaraawsJDCwkLatGmDQqFALpcLlbYae3j8/f0ZNGgQ27dvZ//+/dxzzz3o9Xp2795Namoq2dnZVFVVMWDAAGbNmoVSqTRLYN+0aRO7d+/G1ta2idcrNDT0psyZ64VEIhHK5N7s9kokEsJMvEk343q36l5FRERE/u3cEqOkuR1BGxsbhg4dikQiYe7cuYwdOxZfX1/ef/99YZF/o/5IaLXaKy54vb29iY+Pp6ioiLNnzwIIWgp6vZ5XXnkFAGdnZwoKCvD39+eee+5p9lxyGaCrB4vLdL++AQtdLXK5YUe4srKSurq6y4avGY2Su+++2+x148Lp/fffZ+vWrQwbNoxp06aZGXnNGXwKhaLZOv2xsbGC/oNeryciIkJQsjZd5N5sjhw5QmlpKUeOHOHuu+9m0aJFfP3110gkEr788kvGjh0LGBa777xj0IQ5ffo0X3zxBQ899JBwni1btvDdd99hYWHBK6+8wrZt2wDo16/fZfvfWqpHKtHToG/5OdU31OGgtMbCwoLq6mrOnTtHbW0tHh4eV9R7GT16NL/88gs+Pj5Mnz6dQYMG4ePjQ11dHRkZGSQmJvLkk08SHx/PxIkT+f7771m5ciVz5sxBo9FgY2ND7969AYMGg1Fs0jheRqFMjUaDQqEQxrK1806j0VBdXY1SqWzyPKlUKpYsWUJOTg7Ozs58+eWXyGQyNm/eDBieUaNeSdu2hgKwRgFSI6dPn2bx4sXYOLjR56k7kEgvM3909dRpy3nppZf47rvvyMjIoLa2FjAYINOmTaN///7C4aYGaV1dHXK5nAceeIDt27ezfft27r77bvbt20dlZSWWlpZ4eHjg5OREZGRks3MnISEBe3t75HK50OdGIiIihIWvSqUSxsC46XC7oVAohO+8W3Hto0ePMvLtbTfterfqXkVERET+7VyfeIFrwKgSbopcLmfo0KG89dZbrFu3jtWrV3P06NEbLs5nVPC+HMad0+TkZEHwzriIyMvLIzExEQsLC0ENe/jw4WY5MabYWQGJq5Gn/kbx3k+F12viv8Pz0h48L+3B++JOZA1VZoulywkoxsXFcfToUSQSCUOGDGny/rPPPotCoaCkpITTp08TGBgoLEZVKhWFhYWoVCqzvjh69KgwBleiNYrqjdFoNBQWFl5W2fxq6N69O46OjnTv3h2FQsGaNWsAeOyxxwSDBCA/P5+6ujrh/zt37jQ7zyeffAIYtGciIyMFT0bnzp25HLaWekb7VzLct5JQ7Z9q4fGfz0VzaCUXtyylZOf76KvLBePG2F+enp5XXPzffffdJCcnc+zYMWbPni14UywtLVmwYAFgqGh39uxZQfjx9OnThISE4O3tTadOnYRzubm5YW1tbWZAKpVKZDLZNXsktVqtYNQ0xs3Nje3btwMGYUijtykpKQkw79t27doJc8moAA8In68uU3H+hxd4vIcj8Z/PFd6P/3wucZ/MpmT3x/jk76a6zNC3qampBn0TS0scHR0pLy9nxYoVZu0zGvSWlpbC2AwePBgwhHkdP36cgoICqqqqkMlkPPPMM7z66qv0798flUpFcnIyarUarVaLSqUiMjISFxcX+vXrd9n+vJp5c73ni4iIiIiIyO3ELTFKGhoakMlkZGZm8sknn5gtEG1sbNi5cycKhYIDBw5cUxnJa6Hxgrw5du7cSUJCAhqNhm7duvH5558DCDuwcrmcmJgYAOLj4y97LkltJekn4zh+YLvwmr6yEKu6MqzqypA1GAyQkpISwOCVaaniWWVlJW+99RZgWIAbQ1JMWbNmDVqtFmtrayZMmGB237W1teTk5DRZUCYnJ1NZWdmsAGRjmlvkXgnTnfnrwb333suSJUu49957AcPiF+DXX3+loqJCOM7Pz4/33nsPb29vxo0bx5IlS8zOYxScvPOPxGdj+EhL6uum2FrqcbHRIasu+fN6znLuHzGIupKLNGhLycrKoqamBplMRocOHbCwsODkyZOkpaVd8fzu7u5NjF29Xs+77xoUr2NjY6mqquKFF14AYMiQIRw4cABHR0ezUChXV1ciIiLQaDQcPHiQzMxMwTtyrSrWCoWiiVFjXKQrlUpBKHLFihWcO3cO+NMYOXbsmPAZBwcHRo4cCcAHH3xAfr4hh+f+++8XlNdjI8Pxd5ZTkZ8hfK4iP4OKS+nYNFRw/73Duf/++5kxYwaLFy/mnXfeYevWrcydazBivL3/LBRx9uxZFi5cCMCMGTME76TxObCzs0Or1XLPPfcQFhZG9+7dqaqqws3NDaVSiVqtpqamhqKiIuGZ7tu3L6+88oogvtoSVzNvrvd8ERERERERuZ246eFbxqpamZmZtGvXjokTJzJjxgzh/S1btrBv3z727dsnhDjcrHYZw1aaIzU1lWXLlgHw/PPP89xzz6HRaNBoNIIxI5FI6NevHwkJCRw9epRz587h4eFBWVkZOTk5ZucrKioSwtKMVNdUC2rCRozK7f7+/hQXFwNQUVEhhI4BLF26FJVKRWBgIHPnzhUWLVqtFrlcTnl5OYsWGcrxjB49mo4dOwpJzW5ubhQVFeHk5ERpaangjXFxcSEiIoKUlBTCwsLQ6/VC9a3muJawLaVSKeQw6PV6Dh8+3OrPNievo9PpzLwN06dPFxa1b731Fq+++ipgWNxNnTqVqVOnCscWFxejUChQqVTk5+cjkUiwt7dHrVYL4URHjhwhNjaW0tJSs+vm5+cLhqmxbRs3baLNgwMBCA4JYf/+/dTU1FBYWCh83t/fHzs7O2JiYkhISOCVV15h1qxZ1NTU0KZNG7NrGBP3TamsrEQqlfLjjz8SFxeHjY0NL730ErNmzaK+vp7OnTtjbW3N2bNnuXDhgtkC2dh/ubm5VFVVkZubi7+//19KtlYqlU1yM0wX0rGxsQQHB3PhwgWmTZvGjh076N+/P2+99RYHDhxArVYL1x80aBBnz57l3LlzvPHGG7zwwgvodDrmzp3L+fPnCQ4ONjNkTLGwsODUqVPCBgFAdXU1eXl5JCQkAAajpLi4mIKCAv7zn/9QW1tLv379eOihhwQv7p49ewCDUTpu3Dh69epFcXExxcXFpKWlsW7dOhwdHbGyssLV1ZXw8HCys7NRKBQEBARccc6A+bxp7pk2fZ5N54spxs8dPHiQU6dOCYbb9UKr1QrhmgkJCddstF7rtbt274nPuDdu2vVu1b2KiIiI/Nu5qUaJqUESHR3NpEmT+PTTT83+8A4YMID9+/fj6el509qlUCiQSqUolcpmQ2gSEhL48ssvyc3NxdLSkieeeAKpVCr8GD8jkUiYPHkyJ06cYOfOnaxYsYLp06fTqVMnfH19zc5pTJSVWppU5WpoaBIiZPS4dOjQgcDAQMCwW27sn507d7J161YkEgmffPIJrq6uwmflcjl2dnYsWrSIoqIibG1t6du3r9k9urm5IZfLKSoqIjk5mbq6OqqqqujZsycxMTHCwk6lUqFWq3F1dW1ifFxrrk/jnBXTalLXgkQiMWtLfn4+gwYN4scff+SDDz7g4Ycfpm3bttTX1zdZKMpkMmQymeANCQoKom3btsjlclxcXFi4cCG5ublYWVnh5+dn9lmtVktwcLDw/927d5OdlYXRrNDr9VRUVFBfX09JSQkSiYSXX36ZkSNHcvToUVQqFUePHmXPnj20b9+eIUOGCGNtRKPRkJSUxOzZs9HpdNja2iKXy3FwcBBCnF5++WWSk5M5c+YMzs7OREREkJSUhJOTE507dzbrG+Pvvr6+5OTk4Ovre91ztiQSCUqlksLCQmpqakhMTMTPz4+ysjJOnTrFsmXLeOWVV7C1taW0tJS8vDwhyb1r16588cUXjBw5koyMDHbs2EG/fv2wt7c3Mza6de9uds1u3bo1602SyWQEBgZSWFgIQHR0NKGhoSxdupRLly4RGhrK999/j62trRC+dfDgQcDwnFpaWrJ//36Cg4Np27YtGzZsoLCwkGPHjjF48GA0Gg06nU6oFmgcr3PnzqFSqejSpQu9evVq0v9GWqNh21yujimnTp2ivLz8L8+jxuj1eiHMrpVau9f12ikpKfhc+dBW09jz6+rqir+/v3C9W3WvIiIiIv92bppR0tggGTFiBJ9++qnZ4kGn0yGXy4XwiZtF4x3exiQlJQmL1bvuugtnZ2ez941/vIwLjQULFpCenk5GRgZLly7Fzs6O6dOnCyEpYKimBCA1uf/cRt4UQFhENd451+v1/Pbbb7z44osATJs2jR49ejT5fEZGBu+//z5g8JJ0N1nEHTt2jIMHD2JpaUlISAharVbwzDRGpVJRV1eHWq2+YYnsphXKWkNmZiaJiYkAxMTENBHVvHTpEuPGjSM1NZWTJ0/y+OOPs2PHjsue07ig69ixo/Cavb09ERERnDlzhuTk5MvmOOXl5bFy5Urgz0VndVUVhw/uF6qmhYWFcfHiRVJSUtDr9bRv357777+f7777jhUrVhAaGkpPE30OgIKCAiZPntxi7kG3bt0YNWqU8AyMGzcOZ2dn/Pz88PHxEca9sXEZGBgoGEA3YhGmUChQKpXU19cTGhpKhw4duHjxIkVFRSxdupQHHniAHj16sGPHDvbv3y8YJQBeXl4sXbqU6dOn88MPPyCVSpsUj7D+IzkeDHPpSsni58+fBwzJ9Lt27eK3335DJpPxzTff4ODgIDz/Wq1W2BCwtbUVPCSJiYk4OTnh6OiIVqslKCgIpVJJWFiYWbUylUpFeXk5x48fRy6Xc+rUKTOjpDmysrLIzc3F19f3mgRiIyMjb4in5J+Cq6srCoWCSZMmmb2uUChITk4WDBMRERERkVvDTTFKTHNIjAbJF1980WQ383rV6b/eREREoFYbdCO6du3a5H1j3odRi8Tf35/NmzezefNmPvroIzIzM1m+fDk1NTWMHz8e+DMsy/SeSxqFBWVmZgrGUONQtvfee4/XX38dMOzqz58/v9m2z58/n9raWrp3787ixYuprq7m0KFDODs7k5CQQGZmJkqlEg8PDyFc68yZM2RnZ9PQ0EB4eDgxMTG4ubkJi9kbRXNG1eXIy8sjN9dQg9fT07PJQs7Ly4v09HQeffRR5s+fz759+/jxxx9bjPNXq9VCArRpUjgYShKfOXOGHTt2MGTIkCZCi0aOHz9ObW2tmQcsIeEolZWVKJVKXFxcOHHiBCdOnOCzzz7DxcWFnj17CoZefX098fHxTJ482ey8a9euRaVSERERweLFi6msrDTo1dTXU1tbS48ePRgxYgSlpaVERUXx8ssvY29vT2FhISdOnCAzMxMXFxeqqqqoqam5ocZlY4xhR3fccQdDhw7lxIkTTJ06lTNnzvDDDz/Qr18/duzYwc8//8zMmTPN5kSfPn148skn+eCDD/juu+8oKytj/Pjxzfa/h4dHi+MChtLNarUaqVRKSEgI69atAwxhfsbCAEbS09Opra1FJpPRo0cPvL29SUtLIzU1FZ1Oh7u7O+PGjTPz2hjDOI3eDK1WS+fOnTl+/Dj5+fkkJiaaHd+Y3Nxcqquryc3NvSajpHfv3vTu3Zvy8vKr/uz1Ijs7W/iuhKZeiVuJv7+/UJDASHJyMpMmTUKtVotGiYiIiMgt5qZYAVKplKysLNq3b8+oUaNYuXJli5WpbkdiY2OFMru//fZbk/eN4TOmBotUKmXEiBFs2bJFUAD/5JNPhDh1o85InUkuQlDgnzvwhYWF/Prrr+h0OoYPHy7EOYPBCFq+fDkAkydP5rfffmvWu7Rjxw5+/fVXpFIpPXv2ZNGiRaxZs4bExER27NghLOCqqqqEClNgMJTi4+PNktzd3NwICwu7ZeV+m8PHx4fa2loyMjIEw9CUgIAA+vbtS2BgoLAD/+KLLwpeqsa89NJL5OTkEBISwvTp083emzp1KnZ2dmRkZAhlbJtjwIABTTw+5X8ogAcHBwtlbrt3746NjQ1FRUVs3LiRL7/8EjB4i5orJX3ixAkAHnzwQXr16sWQIUMYNWoUU6dOZfDgwTzwwAOcP38eBwcHfvzxRzw9PVEoFOTl5QnGW15eHq6urmbegMuRlJTExo0b/3KJVNME+pycHKqrqwUjoLS0lNGjR+Pg4MD58+fZuHFjk88/+eSTPPzww4BB/2Px4sXNLrxb8rTp9XqOHj0qGO59+/ZFoVAIBQyaWzgbK5vp9XomTpxIp06dsLW1Ra/Xk5qayoULF1i9ejXJyclkZmYKFeyMxgdAly5dhM96e3tfsVCCr68vNjY2TUI9/y5kZ2cLmxjGn0mTJgmaN7cD/v7+REdHCz/h4eG3ukkiIiIiIn9w0zwlb7/9NhMnTmTFihWX3c28HWgujGXSpEm8++67HD16lDNnzhAREUF5uaG0665duwCDUVJUVNQkOfLOO+9Eq9WyefNmvvnmG2GBbGNjQ13Dn9dydHKksrKSyspKfvnlF2prawkICGDOnDkUFBQIx3300UdUVlbSoUMH3n77bSwsLNBoNGahVzU1NUK1o0mTJgmx7jk5Ofj7+2NpaUloaCjOzs7k5ORQUVHBuXPnCA8PJzU1le7du1NXV0d4eLjQH6bicIsWLeLAgQP06dOH5557DvgzGdsovteY65mzoNfrUSqVWFpaEhgYaBbTb0SpVFJZWcmFCxeIjY3l1KlTZGRk8MUXXzBz5kyz8x08eJDvvvsOgDfffJOamhry8vKwtbUVjpk5cyZvv/023377LaGhocJCq7S0lEuXLgnHTZ8+nSXLlpudPygoSAgNe/XVVxk4cCDV1dX8+OOPnDt3juTkZPr378/YsWOpr683Ox/8aZR06NBBSKqvq6vj1KlTTJgwQTA4XnvtNUJDQ4Ux8/HxQaVSkZWVRWpqKs7Ozvj7+7dY2MH02c/MzKS6upq0tDTat2/P1dLcPCooKKCurk4wyisqKrCysmLq1Km89957vPjii0RHR1NeXm5WlW/atGlotVp+/vlnzpw5w/z587n//vupravDqBxTX1dHfU09SqVSKApRU1PDli1bhEpakZGRTJkyheLiYsEwOnjwIOfOncPV1RWdTodMJhOMkoaGBrKysnjnnXdITk7Gz88PPz8/PD09qa6upq6ujtLSUgIDA5FIJJSWliKVSlGpVLi6uqLX6wkLCxMKRjTGWCxDoVDg7+8v7Na/9dZbHDx4kNjYWKEy2O2OsSTyt99+a7bYN83ZEBERERERaYmbYpRIpVIWLVqEvb39bRuidSUiIiIYMGAAO3bsYM2aNSxevBhbW1vq6uqEij6DBg3C2dnZbCELhsVZZGQk27dvJzMzEysrK6ZPn46NjQ1nklIxFqsdPWoU/fr0YsqUKWg0GkJCQli+fLlZ+dJLly4JYSeLFi3CxcUFMJQtNRX2+/DDD8nIyMDa2poXXniBhIQEDh06hL+/Pz4+PoIae0VFBQUFBchkMtq0aUPnzp3p3Lkzer1eUPiuqqpCoVCYJZJv376dsrIytm/fLhgljcX3rkRjI+VqjBaJRMLnn3/Orl27cHNzY/78+VhYWJidQ6FQoNfryc/Pp6KigrCwMBITE1m2bBmPPvqomfjl0qVL0ev1jBgxQsi/cHBwMMsfeuihh9iyZQunT59m48aNfPjhh0gkEpycnMzGCOCVhQv5Kc/w+4wZj7N546/o9XpGjRolGER6vR5ra2vi4+Px9/dnwIAB3HPPPeTm5pp5EvPz84XKVD169BDu64cffmD+/PnU1NQQHBzMO++8Q6dOncxyE4w5Ixs2bECj0XD+/HkCAgIE4/FyfR4UFMSFCxeuWSeouXO7u7tz8eJFwaDTaDR4eHjw4osvsmvXLsHg+OSTT5p4/+bNm8e0adN44oknSE1N5dNPP6Vnn37C+3PnzcNKKqGgoICQkBBSU1N57rnnyM7OxsLCgqeeeorHHntM2BSprKykU6dOQmGKBx98EJ1OJxS9sLW1pbKykvj4eBISEqiqqsLCwoJJkyZRUVGBnZ0daWlplJeXk5qaSmRkJGFhYUJeiXG+dOnSxawcsynGOaPVas2S2I3za8+ePVc0Sv7KPLoRhIeH37RS7iIiIiIi/xxumoXg6Oj4tzVIjHTr1g0waH4Yy4YmJCRQXV2Ns7Mz7dq1a/Gzjo6O9OnTB4ANGzYAhopApgnVZeXlTJkyRdi1XbFihZk2iV6vZ9myZdTW1tK3b19B3K0xWVlZgm7JsGHDsLOzY/z48bz44ouMHDmSu+66iy5dugh5KlFRUcTGxjaJd7+cLsKAAQNwcHBgwIABwmuNxfeSkpL46aefOHDgQKsEKq+W5ORkrKyssLS0bHERpNVqsbOzo7q6mt69e+Ph4UFRUZGg6A4G4by4uDisra0FEcLmsLCwYPbs2VhZWREXF8e8efNYv3496enpLYaEAeTm5ZKZmYmjoyNvv/021dXV/Pe//6VTp0706dOHOXPm8M033/DQQw8RHR0teN6MGBOuIyIiUCgU6HQ6pkyZwuzZs6mpqSEmJoYHHngAV1dXAgICzMr8GgkNDUWpVAr/uru7X1EkMTw8nKFDh16Tl6Ql/P396d69u2AQVlZWAoZKcatXr8bW1pb9+/fzwQcftNimrVu38tRTTyGTyfj9yBHhveqqKhISEvj+++959NFHmTp1KtnZ2bi7u7N06VJmzpzZxEs7YsQIwJCj1fg5N4YqOjk50a5dO/z8/Bg3bhxTp07liSeeoFu3bjg7O6NWq2loaCA/Px83NzciIiJaHeZonDNZWVls2LBBqPzUv3//JvMLbo2AokQiISAggICAgJtu8EgkEvxuopflVt6riIiIyL+dv09ix01mx44dHDt2jOjoaO68806qqqro2LEjNjY25Ofnc+LECUJCQgT9keLiYkaNGsWsWbNaTNgeOXIku3fvZtWqVdxzzz1NkuY/+/QzilT5uLq68tlnn+Ht7S1UW6qpqeGFF14Qclpee+21Fv9orly5kqqqKnx9fRkzZgyAkNzp4uIiLEYzMzMpLS2lrq7OzDgyHp+VlYVCoWhSnhZg4cKFLFy40CxEx1ji1/haeno6xcXFaLVawsLCrlkpvCUGDhzIoUOHmq1qlJmZSU5ODq6ursjlciIjI3F0dOTZZ5/lqaeeYtu2bbz22mvAn3oU1tbWXLp0qUnJX1P8/PyYMWMG77//Prt372b37t2AwRvo5+eHg4MDVlZW1OnAfeTLAGz6I0/iqaeewsXFhe+//54vvvhCuGavXr0IDw/n+++/JzU1lZkzZzJkyBDmzZvHDz/8wKpVqwCE+8zMzOSnn34CDDlFoaGhaDQajh49Sq9evfD19RU8JUbat29/RePi/fffF0LyZs2adYXevzqM86lr167069dPeK5Nn+G2bdvywQcf8NBDD7FixQqcnJx45JFHhPcrKyvZu3cvhw4dYtKkSdx99908/uSf7Rw3fjy1VeaL9b59+woV6kzR6/WcOnVKEHHMzc0lKSlJMMzLysqEPKWgoCCzdhhxdXXl4sWLWFtbC0b3gQMH8PPza3bONIexzG9cXBxarZa0tDQiIiJ46aWXeOmll5rMcdONgus9n1pCoVCQmZl5U67V3LWTk5IY+fa2m3a9W3WvIiIiIv92RKOkBY4dO0Z5eTnHjh0TckIiIiLw8vIiIyODpKQkQkJCuPfee0lJSeHzzz/n4MGDHDx4kGHDhrFgwYImC5M777yT0aNHs379ejZt2oSVlRUdo/7c4S8tLcHPz48vvvhCWFDW1tayb98+PvzwQ06ePIlUKuWFF14wK+3bmJ07dwIGA+SHH37AxsYGPz8/0tLShFwIpVLJ+fPn8fT0pKysjOLiYjIzM4U2q1QqYVf5WgXEQkJCqK6uxtPT84YsoB566CEeeuihZt/LycmhqqqK4uJievXqRUpKCg4ODmzatAkweA6MPP3000Lo0MSJE3n00UdbPC8YlOJDQ0NJSEjg3LlzJCUlUVFRYbaYkVpac8cfFaBt5HIe+88TQpnfrVu3Aobck+eff14I/Xr55ZdZvHgxy5cvZ9u2bWzb9udCbPDgwbz00kuAYZE8ceJEvv/+ezZs2MAbb7wh5AgBQshWZmYmBw8exNfXt1UhWAcOHKC8vJwDBw5cd6PEOJ9OnTpFhw4dBKNs2rRpZseNHz+etLQ03njjDd58803q6+sJCQlhw4YN7Nq1S/BIbdmyhTVr1vDmm2+y0uBcoKG+Hg8PD9q1a0e/fv2IjIwUdryNgpXnz59nw4YNbNq0yUzQdOjQoWbetnfeeYfS0lL8/f2xsbEhKytLCHszipK6uroK1c3kcjnW1tYEBgaSk5PTaqPESGhoqDA/L0dLAooiIiIiIiJ/d0SjBATlZSM6nY4uXbpw8uRJ0tPTGTNmDIMGDWLs2LFER0eTkZHB2bNn6d+/PxYWFsydO5eJEyeybNky1q1bx6ZNm/jf//5HUFAQXl5e2NnZERAQgLe3N3PnzkUikbBu3Tp++eUX8vILsR9iSLh1d3dn5cqVyOVyNm7cyJ49e8xCnxwcHHj33Xfp1q2bED5mpKamBolEglqtFqr/+Pv74+LiwoEDB5DJZMLusJ+fH71790Yul5OamkpeXh7V1dWUlpai1WoFlWljbLxp31wppME02T0iIkIIEWvcxy2NQ2sxLg5NBRhN81/8/f3Jy8tDJpNRU1ND7969ycvLE8JjOnXqRHV1NQDOzs6sXr2aF154QSjj/PnnnzNkyBAefvhhswW9RqPBxsaGqKgoIVHamLuTmZlJVVUVtbW15F7Mp/CPz3zwwQd4e7hRW1tLUVGR4JkZM2YMtbW1VFRUCH27YMECunXrxuuvv87Jkyfx8fFh4cKF9O3bF0dHR3Q6HYBQajouLo7FixezadMm/Pz8qKurE3KLjOOal5fXKqOkT58+gqekpTG5Vi2T6Ohojh07RufOnfn444+pqKggKiqKYcOGodFosDLRG5k3bx5qtZpPP/2UJUuWmJ3HGH528uRJJk+ezIJnnwcMVbc++OBDfLzcKSgoEIwCozFSWVnJkiVL+PTTT4VzyeVy7r77bkaOHMnAgQPR6/XU1dWRk5MjhI/dddddaDQa0tLSKCoq4ujRowQGBtK5c2dB3yInJwcHBwekUilyuRw/P78mBQNycnLMPCiN55HpXDHFmAhv9Kg0J6B4vcZIRERERETkViIaJc0gkUi44447uOOOOxgxYgTl5eWsX7+eqqoqYVc7JSUFe3t7YXERFhbGZ599xuOPP87ixYvZvn0758+fF8TajLRv357ffvsNS0tL1q5dS0J8PHcMMbz3/Q8/cPbUCebOnUtVVZXwGU9PT0aMGMGcOXMICQlpVpFcIpEgk8nYv38/er0euVyOUqnEy8sLjUaDVCrl9OnTtGvXjvz8fMrKyvD19UWtVlNbW0t5eTkeHh7U1NQIehitiYtvbXhJYmKiUIHocloNrUWr1QoJwhKJBI1Gg1qtRqfTkZWVRVlZGe3atSM+Pp4TJ04QERHByJEjhdLHXbt2NUsmb9OmDb/99hu//fYb77zzDnFxcWzcuJFNmzYxbNgw5s+fT1RUlKCkboqPjw9OTk7C/y9dusSmrdvY/ccQPvHEE0gxVHWSSCRCaF3Pnj3RarVmBQrA4FGLjo7mtddeQyaTERcXx969e6mpqcHCwoKHHnqIO++8k7Vr19K/f38uXLjAgw8+yFdffYWdnR0eHh4oFAqKi4tJSEgwKyd9OWbPns3s2bOvZTiaxfTZGDx4MIMHD6ampkYotzxr1ixkMpmgmG7K22+/jZubG6+//jre3t6MGzeO8ePH07FjR7Zt28by5cs5dOgQy5a9S5dZKwEYMmQw1pZSCgsLzQoU1NbWMm/ePCH08Z577mHChAkMHjy4iRBqXV0do0aNoqqqitDQUIYMGUJdXR0uLi6cPXsWrVbL+fPnqaurIzk5mYsXLwqGcc+ePZuUmDVWvKuqqrqsB6UlY/9qw7USExM5fvz4FY+7Gqqqqujbty8A+/fvv6nitlVVVfQdcAfOQ5+/ede7RfcqIiIi8m9HNEr+4ODBg5w6dYrIyEizHIW+ffuyf/9+rKysyM/PF4yFlkTBIiIiWLduHRcuXCAzM5Pc3FyysrIoKChgy5YtnD17lnvuuYf33nvPkNz73ffCZ9esWcNnn3wEGEKfhg8fzp133sn333/P6tWrWbduHX5+fnh7e9O7d28effRRs0R4+DN0KywsDH9/fyZNmkR6ejoJCQlCGFp9fT02Nja4u7vj6+uLra2tsANt9I5cKy2Fl6SkpKDRaEhJSbkuRonpdYwLt6qqKqytrblw4QIWFhYcPXqUS5cuUVNTQ2FhIVZWVhQWFmJhYdFEHDEjI4MFCxawb98++vfvz7Zt23jvvffYsmULGzduZOPGjYwbN47nn3++xYXKxo0bee+99zh+/LghfOvFXwCoramhoc48EX7ChAktLkQ///xzXn755RaLA/z444/MnDmTGTNm8NtvvzFgwABOnDjBww8/zBdffIGtrS0KhYKysjK8vb0pKyu7yt69cXz55Zekp6ejVCoZNWrUZY999tlnmTZtGq6urkilUtatW8eYMWMoKCggKiqKmJgYTpw6c9lzVFRU8OijjxIXF4dMJuOjjz7iwQcfBDArOWxk0aJF7Ny5E4VCwQcffCCUspXL5QQGBlJTU4O9vT27du2iurqa6upqBg8eTFRUVIuaF35+foKn5Gq52nAt4zy7nuh0Oo4ePSr8fjPR6XQcP3aMO4bevOvdqnsVERER+bcjGiV/cOrUKSHm3dQomTt3Lo8//jjr168nKSmJnj17snLlSi5cuEBCQkKzCu8AwcHBBAcHA1BdXY1cLic9PZ2hQ4dy7tw5JkyYwJIlS3jgwaksOWioQLTyjzj7efPm8eKLLyKRSFi6dCnffvstYNjFU6vVHD9+nM2bN7NkyRKWLVvG/fffL1z38OHDgCHx+tixY1hYWDB58mRhcSORSLCysqK6uhqFQkGXLl3M9EeaM0hUKpVgrLi7u1+2H5sLLwEuq9VgxFRp+UqYhm2BYUfZuOiLjo7myJEjSKVSHBwcCAwMpFevXoLWi5WVFVqtVijdXF5ezpgxYwSv1ubNm+nduzfff/89586dY/Hixfz000/89NNPJCcns3bt2iY77GAQX8zOzkYikdCpc2fh9ZOnTmGhb6C0tBS9Xo+FhUWLldo2btzIvHnzAEO1t+joaBwdHSksLCQlJYXKykpOnjzJxx9/zMcff0zfvn2JjY1l69atHD16lOLiYiEvITw8nOTk5L8kENdc6NFf4eDBgwBYWlry+eef4+/vj5eXF4GBgc0qsnt4eAi/L1q0SBjDkydPsnbtWl59fVGL1youLmbKlCmcPn0apVLJDz/8wKBBg1o8/rfffmPRIsP5/vOf/+Dr68uRI0dIT0+nQ4cO3HHHHYSFhXH27Fn8/Pw4e/Ys3bt3JyoqqomRC+bzxjQk7mpoaT61RFhYGPv377+ma4mIiIiIiNxKRKPkDyIjIwVPSWO0Wi29evUiJiYGf39/Nm3axLp16/jvf//Lzp07W13qOCQkhJ07d3L//feTmJjIY489xqh7x0HUFADkCgVLF79vZmQYE7P79euHg4MD5eXleHt7s2fPHi5dusTUqVM5e/YsL7/8shC6BIYkd5lMRmJiIpMnT6a4uBhnZ2d0Oh3W1tZmlZmMeiQtiR6qVCohrOtKRklLGBWeN23axMKFC+nSpQvDhg0zO+ZqjBJTjAaKTqejqqqKNm3acOzYMY4cOUJYWBjjx48nPDwcnU6Ht7c3Fy9e5I033uC9995Dr9czY8YMzp8/j7OzM23btuXIkSPs27ePmTNn0q5dO1auXMljjz3GhAkTOHPmDPfeey9r165t0hfGJOxNmzbRsVM0D6805Pb4+fphYyUVxDZbIiMjgyeeeAIwPI8PPvggPXr0wNraGolEQmZmJomJidx1113s27eP+Ph4swXo/Pnz6dWrl3ANY5//FVoTenQ1TJkyhUOHDpGVlSWIexqxsrLi/vvv5+WXXzYLhzMyevRoMw9lr169ePiRR9ha2vQ6Fy5c4LHHHhPGddWqVZc1SE6fPi0UN+jduzfh4eEUFBSQkpIiGPjdu3cXyin369ePu+66C0AoHNEY47wxzsmW5tdfZfPmzUKY3tChQ8UdfhERERGRvyV/b+GQ60jv3r2ZOXMmvXv3bvKeQqHA1tYWf39/FAoFH374Ifb29pw8eZJvv/2WhoYG4aeqqqrJT3FxMWVlZZSVlWFnZ8fPP//M2LFjAdj4h2YJwDdff8O4ceOoq6ujrq6O7OxsIZRg8ODBuLm50bZtW7p160Z6eroQ+7xkyRImTJhAWlqakHcwcuRIgoKC6NGjB46OjkRERODp6SmEpwUEBAjJ583pkZgmy7q5uWFtbf2XwrqMHD16lNLSUuG+TDEK6jXH7t27hfa2lDSv1+uF8LT8/Hzs7Oyor68XlLUlEolQtWzlypWcOXOGZcuW8euvv2JpacmyZcv4z3/+A8ChQ4eoqKgQxrBjx46sX78eNzc3UlJShPyUqqoqysvLKS8vF4oPSKVSs75899130el01NbWCmNr/KmtrUWn06HVapkyZQrl5eX4+/szaNAgMjIy0Ov1uLq64uzsjLW1Nf7+/vj5+fH444+zfft2fH19sbGxITg4mFdffRWdTtekn1r6aa7/Gv/4+fkJydvXg379+nHkyBGh6pi9vT22trZIpVJqa2v56quvaN++PW+88QZlZWVmc+vhhx82O5erqyttTKpVqdVq8vPzWbp0KUOGDOH8+fN4eHiwZs0a2rVrZ3auhoYG6uvraWho4NKlS4wZMwaNRkN4eDht2rRh48aNJCQk4ObmRlVVlTAHwOCBioqKIiwsjLCwMOH5amwMuLm5YWNjg0KhEOZXawo+XC0JCQmUlZUJIq5GQVUREREREZG/E6JRAoLysvHHqAxu/LG1tcXNzU1QwPb09OS+++4DEMI9HB0dcXR0xMXFBblcbvajUCiwsrISfuzs7Pjoo4/45ptvzEJr+vbrK+z6KxQKQQMjICAAW1tbnJycKC0tJSAgAGtra1xcXPDx8cHa2prNmzcLO8EeHh488sgjvPvuu8yfPx+ZTIZcLhcWQ43v11T00PR1I1crCHe5Po6OjkapVBIdHd2kHZc7/8mTJy87ZhKJRFDilslkdOvWjaCgIPr06YNWq2XLli3s2rWLoUOHEhYWhk6n46GHHuLllw1aIs8++yx3330348ePx8bGhoqKCi5cuGA2Hp07d2bTpk34+/uTmZnJXXfdxRdffIGdnZ1Zbo+tra3Z/1977VW+//57nJychGONPx4eHtjb27Nw4UJOnTqFq6srs2fPxtLSksjISGxsbFCr1UIhA09PT8HjotFomDx5Mh07dmTYsGHU19djZWXVpF+qqqpQqVTXJGAZGBhI3759CQoKavJcXAtWVlZ4eHgwa9Ys7rnnHkJDQ5kzZw5VVVU8++yzODs7o9VqWbJkCdHR0axZswZLS0sUCgVeXl6CuOWMGTOwsLCgQ4cOwrm/+WY1w4YN47vvvqOuro4hQ4awf/9++vfvj5+fHzY2NqhUKs6ePUtCQgKHDx9m69atPPDAA2RnZ+Ps7EzPnj05c+YMpaWlHDlyBHt7ezp27Iizs7PZHCkuLiYlJUUYm+b6xs3NjbCwMAIDA5vMr+tJdHQ0CoVCmFPXY/OgNWRnZ3Ps2DHhp6U8OxERERERkdYghm9dI2+99RY//vgjKpWK119/3UwhvDkOHz7M7t276dKlixD2cd999zFqzFjGLtvd7GeM1YKio6NxdXXFx8eHIUOG4OLiwvHjx+nZsyc1NTXIZDIOHTpEfn4+YBDke/vtt+ncuTN33303CoVCCCVRq9VNFi0KheKm6R6MHDmSkSNHXvXnjOV3r4TRgBg+fDjDhw9Hr9dz+PBhCgoKkEqldO/enXXr1hEVFcXZs2cBQ+6GURxPKpUSGhrKmTNnOHjwIJ1NckPAsEjftm0bjz32GPv372fRokWsXr2aWbNmUVRUBBiU3/NM1NQBHn30UTw9PRk4cKDZ63l5ecybN49ff/0ViUTCwoULGTp0KGlpaTg5OVFVVYVUKkWtVuPn58f58+cJCQkB/iyG8NRTTwk78c0l4Zt6wm5E+NC1oFKpePzxx7G2tiY8PByJRMKjjz5KaGgoK1asICkpifz8fGbMmMFLL73EzJkzmT9/Pq+88gq9e/cWBEpNF/grVnxCQ10N/v7+vPvuu9xzzz3C+3q9nrlz57J8+fJm22Nvb8/YsWOxt7fHyclJKBfcpUsXzp8/T2hoqNm8KSoqYteuXZw7d44hQ4YwdGjLmdiN85+uN9c6p/4K2dnZhIeHNzF0FQrFZT2eIiIiIiIiLSEaJddIaWkpkZGR7N+/nw8//JBx48bRrVu3Fo9fu3YtgwcP5uuvvxaMksuxZs0aMxHEgwcPMnToUBwcHNi3bx+pqamEhISwatUqXF1duXDhAsOGDSM1NRULCwv27t1LRkYGd999N4CgO3Ls2DFWr15N+/btGT16dLOLpcLCQiFB92btul6JAQMGXNXxiYmJJCcnExERga+vL6WlpVRXV1NcXEybNm2IiYnhyJEjuLq6smrVKioqKtBoNBQWFgq6IdnZ2c2e29fXl02bNrF+/Xqee+45cnJyhOR0ADs7Ow4fiQcMSdqdo6M5+nscEyZMYMeOHUJS9OHDh5k4caKQvH3PPffw4IMPEhcXx/79+8nJyWHAgAF07doVV1dXwVtXX1+PTCYTxuZKFZpaU8EpIyPjuia0XwlTHZzs7Gxy/zDi2rZtS3BwMBERESQnJ3P27FkKCwtZuHAhfn5+TJ48mSFDhjR7Thu5nP/MeZoZM2bg6elp9t6KFSsEg8Te3h6ZTIa1tTV1dXXI5XJGjRrFyJEjOX78OL169cLDw4OQkBDkcjkODg7Ex8dTVVUlhHe6uLhw8uRJNBoN+/fvF4ySTZs2CfkdpjlTxkp8vr6+N6V/rzeNDQ21Wo1Wq+Xbb7818/a6uroKFcuuFzc7HE00qkRERERuDaJRcpUYF7s1NTUMGDCArKwssrKymDJlCvHx8WbaF6YsWLCAb7/9VggXuhyHDh1ixowZAIwaNQq5XI6trS0FBQV4enpSWVlJVVUVFy9e5Ny5c6jValxcXPjll1/46quvOHToEJcuXUImkzUp8XvixAnKyspITExk8ODBAGbibGCe2H67GCVGVCoVarUaV1fXZpPujRWPfv/9dywsLDh37hz33XcfCoWC+Ph40tLShKppUqmUfv36UVxcjFwup6KigjFjxpCTk4O/v/9lNTskEgljxoxhyJAhfPTRR6xbt46zZ8/yyCOP4OXlRdt27eBSKWBIRO7fpxfJycmMHDmS3bt3s3v3bp555hnq6upo06YNb7/9NiNGjECtViOVSjl+/DgSiYQ9e/bQv39/YWHWnIFh3IlvqVJWa3bqr3dC+5UwNXgPHTpEdXW1oGgeEhKCSqUiOjqaWbNmsWvXLlatWsVzzz3HiBEjcHBwaPacu3ftIiQooImw6OHDh4Wk+kGDBnHfffdx8uRJbG1thZLRPXr0oH///vTt25effvoJjUbDyZMnkUql7NixA61Wy+nTp3FxcREW4c7OzhQVFeHu7o5KpeLMmTOsWbMGGxsbAIYNG4ZarRZCxvR6PVVVVX87o8RYKrw5wsPDiY6OvqHXzsrKYuTb227YNRpfr6V7FRERERG5sfwtjRLTErY385pg0CfRaDSUlZXRq1cvIQ/hwoULPPHEE4IStCl1dXV4enoyd+5cwFD/vr6+3pDsXN9gdtzRs6eZMGECtbW1REZG8sEHH1BRUUFqaio1NTXk5OQQGRmJo6OjUEK1srISjUZDZWUlnTp14tSpU9TW1uLg4IBKpcLV1ZUTJ06Ql5eHq6srlpaWtG/f3kzjwzS0x83NTVj4326o1WohDK2xUaLX61GpVNTW1uLh4UF1dTXt2rVDr9dTVFSEra0tJ06cQC6X4+vrS58+fXB1dcXBwYHMzExmzpxJTk4OHh4ebNy4EWdnZxoaGsyuodPpzBKa5XI506dP58knn6SoqEj4TIC/P1AKGAzBxYsX8+STT5KVlUWPHj0oLy8HDIvkMWPG4OnpiV6vR6FQYGdnR5cuXYiPj8fHx4eLFy8K1dJMDYzGRoipYREQEGDWL1eqEPdXtDT+Kr6+vpw9exZ7e3tqamp45JFHKCgo4Ny5c2g0Gh577DE2b95MQUEBCxcuNFN5r6mpFX53d3cXigkYxy0/P5/777+f+vp62rdvz/Tp00lJScHS0hJXV1d0Oh1vv/02SqWS7t274+DggLe3N3l5edTU1PDbb79ha2tLfn4+7dq1Iz09nbCwMIqKioiIiMDPz4/OnTujVqvJy8vDzc2NiooKQbCyqKiI2tpapFIpMplMqIDX3Hjc7O80ERERERGR24m/jVFSU1ODlZVVqxZYlzuHsWwrICwMW4OpcntSUhJBQUG0b9+e0tJSFi1axJQpU1i7di133HEHU6ZMMfusMcHdlLq6OqRSKQ36Pxciby5axIfvL0en0xEUFMRLL72El5cXPj4+FBUV8f333+Ph4UHXrl2ZOXMmAMePHycxMZHg4GAcHR1xcHDAxsYGiURCUVERxcXFSCQSqquraWhoICQkhH79+pl5RhrnGtzqsC3TcTH+bkwQdnV1FQytxhiTfFUqFX379sXNzQ2tVotarcbGxgZbW1uioqIoKCigtLSUiooKgoKCSE5O5pFHHqGsrIyAgADWrVtHaGgoDQ0NZjkaWq2WgwcPsmHDBuLi4oiKimL8+PEMGTIEpVJppl1ipf3zOTt8+DCPTJvKhg0bGDx4MAUFBVhYWDBs2DCcnZ05deoU+fn5ODg4EB4eTmBgIDExMbRp0wadToelpSWpqalNdGIaezdMDYurXeAGBQURFBTU6uObG6PW0Fy7AgIC0Gg0grGZk5NDaWkpNTU1BAYG4u7uzltvvcW0adP45JNPeOihh4QcI2eXP/vc0dEJGyspDQ0NWFlZUVdXx9SpU8nPz8fPz48FCxYwcOBA8vPzKSoqorKyUii5/cUXX9C/f39sbGxwc3Ojc+fOrF69mvr6enQ6HVOmTCE/Px9PT08kEgkuLi6CDlHbtm0Bg1F0xx13EBkZKfSli4sLarXazJtg1AgSuX1onKR/I8LQREREREQuz9/CKElJSWHhwoVCqMWKFSvo1KlTizuOLfHmm2/yyiuv/KW2dOnShYiICDIzM7lw4QKlpaUEBwczdOhQNmzYwFNPPUWPHj2EhQrAxYsXWbBgAXv37sXLy4vOnTszf/78JgJ6H330ETqdjoiICJydnTlx4oSgen369GnkcjkFBQUEBASwZ88eTp48SV1dHU5OThQXF+Po6AgYEl8PHTqEr68vJSUlAHTs2JHc3FzkcrngGTEaJrfbAulyu/Xu7u6X1UppbFBpNBoKCgooKyvD2dmZmJgYZDIZCQkJaDQaXnzxRbZv305DQwM9evTg+++/b2KQZWZmMm/ePLZt20ZVVZXwelpaGr/88gu2traMHDmSF198UUhCN+Xtt99m3U9rGT9+PD/++CPLli2jU6dOZGRkUFhYSHl5OUOHDuXYsWMEBASgVCoJCQlBq9USEBDQok5MY+9GYGDgTQsNut4eFTc3N7KyssjPz8fR0ZHy8nJiYmJoaGggNzcXpVIpaAkZQ7paCpUEg3dowYIFHDhwADs7O1566SUh7Kp3795C3pRpqM6PP/7IpEmTyMvLQ61WU11dTW1tLXfccQcdO3akvr6ekpISkpKSmhVEHDx4cLMVuIzPk0qluu0KDrSGqqoqITdt69atzRZTuKHXHjoC6wFP3ZDzu7q6olAomDRpktnrFhYWJCcnm32Pi4iIiIjcWG57o+Ts2bP069eP8ePH06FDBxISEhg4cCDnzp276vCiZ599lmeeeUb4f3l5+TUtrjQaDQ0NDeh0Ouzt7WloaOD5558nJSWFc+fO8emnn7J06VLh+CeffJL//e9/gCGc48yZM2zZsoVff/2VkLZ/Kpxb29jQrkME7dq1o7y8nLS0NOLj4zlx4gRgqLbk5+dHXFwcP/74IzY2Nuj1enr16oWjoyN79uxBLpcTGBjInDlzyMjIEBapxgWrVqttkpNgmqfReEFuqkp9s7wnOTk52NvbA9c+RkaUSiVlZWWCAF5FRQVRUVEEBQWRkZFBfHw8DQ0N2NjY8OmnnzZ7j8uXL+fXX38FDOV+Q0ND6du3L0VFRezdu5e8vDy+++47fvnlFwIDA7GwsMBCZoX32NcBqKutJS8vjxMnTvDcc8/Ru3dvsrOzefXVV7GwsCA8PBxfX18sLS3ZvXs3Xl5eeHt7N1nQNm7blYwQrVbLzp07SU9PJzY2tlkNnmvleo4RINxbQ0MDhYWFhIWFCd7FnJwcampq8PPzIy0tjcOHD/PAAw/w9ddfN3sunU7HU089xccffwwYCghMmTKFkpISwbAoKCgQwheNnDt3jqqqKqqrq0lMTKSsrIy2bdsyYMAAQWBUq9UilUoFY6a1c0OlUpGdnY1CoTALrfs7oNPp2Ldvn/D7zb72wYMHuOMGGSX+/v4kJycLwq3GYgY6nQ6VSiUaJSIiIiI3kdvaKCksLOTRRx9lypQpwiJfq9XSrVs31q5dyxNPPHFV+SXW1taCANpfQalUYmdnh0wmE0pgKhQKZs6cyVNPPcWRI0eEY48cOcL//vc/JBIJc+fOpUuXLjzxxBOo1WoGDx5Mrz79sOj9JAADBw6kQ3g7vL292bFjBz4+Phw+fJiGhgbs7OyYMWMGiYmJbNmyBQsLC1QqlWCQ2NnZ4ezsTHFxMcHBwYSHhxMWFtakb5or/6tWq0lJSRGqQOXn5wvq0Lci6d3e3l5Y8F4NRoMrKyuLS5cuERISQnh4OG3btkWtVqNWq6mtrSUtLY1JkyYRFhbGY489xueff45KpWLQoEH88MMPTaqoGTVS+vXrh729PRqNBpVKxbRp05gxYwbbtm3j008/RaVSkZKSAoDU0hrvPz5vZ29Pm9BgunTpAkBcXBxnzpzB19eXdu3a4erqyujRowVdmtLSUvz9/YVxMi56rzYkS6PRcPr0aaqrqzl16tR1NUqudYwuh1KpJDg4mI4dOyKXy5FIJGi1Wqqqqrhw4QI9e/ZErVZz/Phx1q1bh1qtZtXXq83OUVtby/Tp0/n555+RSCR06dKFCRMmkJubS1paGnK5nLNnz+Li4oJUKmXYsGGsXbsWhUJBx44d8fT0JC0tjQsXLuDi4iIYRqa5PMa5kJWVRVlZGVqttsW5YazG5enpKZQxlsvlJCUlCYn9ERER17UfbyTGnKx/kiaJv7+/EKplaqSK/L3YtGkTc+bMQafTsWDBAjOx1ZycHCZPnkxhYSEymYwXX3yRcePGAVBRUcHAgQOFXLRZs2YJJeJFRERuLre1UZKamopGo+HBBx8UXlMoFHh4eHDx4kXg1iSHKhQKAgMDzZSZ169fT3x8PPBnhSu5XM6LL74IGLQwIiMj8fX1ZfTo0WzdupXc3Fz27NnDHX8YJXPmzMHGUkqXLl2IjY2lrKyMixcvUl1dLYSrKZVKoqKisLGxISIiAm9vbwIDA5HL5djZ2eHj42Om1m6KcbfXNJ8EDCEMBQUFyGQy9u7di5ubGwkJCQwdOtSsdOvtjjFpPzk5GUtLSyEp2dXVFVdXV44cOcLRo0fx8/PjyJEjJCUlMXToUAYMGMDkyZPJz8/nrrvuYtasWTz22GO4urpSV1fH6dOnAZg4cSKXLl0iLS2Ndu3aoVAo8Pb2Zvr06XTs2JH4+HhcXFzw8vKirFLLFkPkHGvXrqV/n17U19dTX19Peno6DQ0NODg44OXlRXl5OVlZWXTo0IG8vDx8fHwEL6BxDJvLpbqSQa5UKunYsSPp6elERkbegB6/vpgu/I078nK5nOjoaMLDw0lISKChoQF3d3f27t3L/v37GTFiBD7j3gCgvLyMh6ZMZvfu3VhaWtKvXz8mTZpEQEAAGRkZNDQ0kJWVhY2NDTKZjDZt2jB+/HgGDRpEcXExnTp1IiAggOTkZMGA7N+/v1mYqHHeGMMeKysrLxuKZVRb12q19O/fH7lcjlqt5syZM+h0OtLS0m57oyQnJ0f43dSwFTVJRG4FX331FQBTp04VXquvr+eZZ55hz5492NvbEx0dzZgxY4Q8P5lMxvLly+nUqROFhYVER0dzzz33CPN43759KBQKtFotHTp0YMyYMTe9FLWIiMhtbpT06dOHBQsWCEmtdXV1WFpa4unp2aQqUkNDA1Kp9Ia1pbnFn0QiQaPRoNFo2LVrFyqVCmtra2pqajhz5gw1NTXs378fKysrJkyYgEaj4ffff6dTp05oNBqOHj1KekaWcL70tDR6dIuluLiYyspKioqKaNu2LdnZ2Rw9ehSdTkdUVBSjR49ukguiUqlwcnISVKON7TMNvwLM8kmMuLu707dvX9LS0ujevTuXLl0S1KGvlMNxO2EMxwkPD+fixYuEhISYLeSNi3RLS0tOnjxJRUUFe/bsISoqitDQUGpqaigpKeGdd95h+fLljB07ltGjR1NWVoZMJsPJyQkvLy/atGlDWFgY0dHRqFQqdu/eTXFxMUFBQbRt25aoqCi27dwNfxgl8b//jsLakq5du3Ls2DFWrFhB165dGTduHOXl5UgkEtLS0hg+fDiBgYGoVCqSk5MFD8mBAwc4c+YMHTt2JDo6Whg/hUJxRaPkZovqXQvGezDOJaVSybFjxzh16hSRkZH07t0bhUJBXl4eZWVlWFhYMHr0aNasWUNKSgo+f5zn3rFjOfp7HEqlkvHjx+Pn50d9fT15eXloNBp0Oh379+9Hr9dTW1tLaGgoycnJTJs2TWiLXq9nxIgRZpoier1eKO1bVFQkGEaBgYGCdkxL4xATE8Pvv/9Ot27diIiIoLCwkPr6ery8vCgpKSE0NPS2r7plFAUFOHjwoJBTIiaD33z69+9Pp06dWhQB/bcSHx9P+/bt8fExfBvcc889bNu2jYkTJwLg5eWFl5cXYPh7Z4wqUCqVSKVS4W+psSBM4w09ERGRm8Nta5QYd4GNXyrGKkRgUN02JnADLFu2jLZt25qJld0sjLvznTp1QqvV4u7uTk5ODnFxcWzYsAGAhx9+mMGDB7N37178/f0FI6V///6oikrYV2c4V3VNDT/88APp6enExMTQr18/YRcnMTGRX3/9lcmTJzN58uQmu+YthVmZvh4YGNiiiF779u1p3779jeuom4DRA2RqRJn+cenQoQNpaWm0adOG4uJiTp8+TXFxMenp6bRt2xY7OztcXFxISkri2LFj/PDDD/zwww8AeHt7U1lZiVarpVOnTkJYj7FsbUlJCTExMYLyd5vQUEg3hMOdPn0GNxcnoqKiGDJkCOXl5RQVFfHOO+9w7tw56urqzBLkG4/lyZMnBZ2Mdu3a/S2TpVuDaXnqU6dOUVFRYRZ2FhYWRkFBAfb29nh7e2NjY8MPP/0ifP74sWO4uLiwbNkyLCwsBA+HpaUler2eb775hm3bDHoXw4cPRyaT0a5dO55++mni4uLo0aMHTz/9dLMih8Yxyc/Px8XFBa1W28Tj2ByN1daNhnNMTMwVP3s70qlTp79lu0Vax/79+1myZAmJiYlcunSJ9evXC8VWTPn4449ZsmQJly5don379ixfvrxJ4QcjgYGBZGVlNXl95syZfPTRR8L/8/LyWLBgAVu3bqWqqoq2bduycuVKYmJirtjuixcvCgYJGMqM5+XlNXuscYPPNA+utLSUfv36cf78eZYsWSJ6AEVEbhG3rVHSePfQwsJCMFR0Op3gFXnppZd4/fXXhbj/m4Hpjq5xkfHAAw/w6KOP8sgjj/DFF1/w5ptvUllZiVwuZ/78+fj7++Pq6oparSYuLo6srCw6d+6Mg7Mr+5IM562urhbyUc6cOcNdd92Fi4sLUVFR/Pbbb9TX17N582YmT54stMW0gpC1tXWTMCvT8CtjeMztvjN7o4iIiCAiIkJ4jnr16sUvv/xCXl4eHTp0YMCAAYSFhRETE8ODDz5IfHw8GRkZ1NXV4ebmxqVLl+jVqxdWVlZcvHiR48ePU1tbi5ubG/7+/sjlchITE6mqqqJjx46wzWCUFBQUEBISwokTJ4TyuefOnUOv19O2bVszRWygSchcVFSU4CkxislptVqAv40XqzWYCkNGRkayd+9ewFD9LDAwkM6dO5uV1p0+fTqPzXySZzdkA4a++PGHNbi4uFBUVCRsXGRkZFBWViacDwx5Qv369QMMOT4ajYa4uDgmTJhAVVUVR48eFYyTgIAAYUyMhvu1hjO2xpAREblVaDQaoqKieOihh7j33nubPWbt2rVCIYlevXrx6aefcvfdd5OUlNSs58wYdmnkzJkz3HnnnUJOB0BJSQm9evViwIABbN26FXd3d9LT04WKkg0NDYJxUlxcDCB4ixITE5v1bDT3d66oqIgHH3yQL774wux1R0dHTp48SUFBAWPGjGHs2LF4eHhcpqdERERuBLetUdIcDQ0NQhlQDw8Pli9fzpIlSzh69KhhEXiTMN3RdXd3N1tkPPTQQ/z888+UlpYChgWlp6cn8GfC8saNG7G2tiYzM5N6vQRoA4CPjw9OTk5cunSJtm3bCl/Id999N1u2bCElJUVYhCYlJZGeng4YdoWsra2bjU2/1ZojtzMajYagoCAcHBxITU2lsrKSlJQUYmJiGDlyJCEhIVhZWREfH09wcDBubm54eHig1+tJS0ujoKAAtVrN3XffTVRUFL///jsNDQ2kp6cTEPSn5+OBB+4nMjKSN954Ay8vL2pra5k0aVKLxmHjKmh9+vShd+/eZsdLpdJmBST/zpgu2I3ekaqqKnJzc1usMvb1V1+B80DAoAxfpamgtrYWZ2dn2rZty/bt26mpqcHFxYVhw4Zx8OBBIeb84sWLpKamEhYWxtGjR/H29iYtLQ2JRIKNjY1wbaNR8m+fR0al+puN/CZ7BG1sbKiuriYlJcWs/PHNDlfTaDQ8/vjjrFu3Djs7O0F890Zy9913C+WfW2LZsmVMnz5dSCRfvnw527Zt45NPPuHNN99scnzjefPWW28JellG3n77bfz8/Fi1apXwmumcl0qlQhXK5nJKfHx8zDwjubm5TQqW1NTUMHr0aJ599ll69uzZ7L15eHgQGRnJ/v37zYwmERGRm8NtY5S0JifEaJDY2tryyiuvYGtry4EDB8x2T28UpjsxWVlZJCcnEx4e3uQLNygoiJkzZ7Jo0SKcnZ2xtbVFp9OZfT46Oprk5GTat29PUWk5/OEpCQ4KomfPntjY2HD69Glmz55Nz549eeSRR5g2bRrnzp0TSlSmp6ej0WiE0J9/+4KpJZrbQTO+ptVq8fLyws/PD1dXVz788EMuXbpEaWkpM2fOZPDgwWzduhWZTEZJSQlyuZzff/8dZ2dnPD09ycvLIzg4WFAHDw0N5cKFCwQHB5td9/7770ffUEdycjKOjo5IpVImT54sFCO4WjFQo8ftnx5i4OvrK3grwKBXZOzfsDBDKe3zaWnQ1WCUuLq6orWxoqSkBGdnZ9RqNU5OTlRUVBAaGkpwcDBjx46lsrKSjIwMFAoFQUFB3H///dja2nLy5EmOHj3KnXfeSYcOHYRrtxRf3hqP41/57K0iOztbKJELBk8VGIy+m+3lUSqVqAoLGfn2tpt2vdTUVMLDw82qN4EhsT85OfmmGSbz5s1jz549rF+/Hk9PT5577jkSExPp1KlTi59ZtGgRixYtuux5t27d2mKo1ZWora0lMTGR//73v2avDx48mMOHD7fq899++y3PPPOM2RzYsGEDQ4YMYdy4cezbtw8fHx9mzpzZ6ipYXbt25cyZM+Tl5WFvb8+WLVt46aWXhPf1ej1Tp05l4MCBZpEGYPBky+Vy7O3tKS8vZ//+/Tz++OOtuq6IiMj15ZYbJQUFBXh4eBjUzVswTBpXGTL+YTxy5MgtqVxz8eJFLC0thQpgpri7u/Pqq69y7tw5zp07R2hoKNbW1mbtHzRoEIMGDQIg52I+K5OOAeDp5cWdd95Jeno6P//8M7W1tezcuZMHHniAmJgYs9jakJAQoaSoMVdEq9Wye/du4uPj6dq16y3JsbndaKlAAZiHC0VFRVFWVkZ9fT179+7liSeeoLq6Gg8PD2pqahg6dCjp6emoVCouXrzImDFjaNu2LRcuXMDX15fNmzeTkJBAbGwsYWFhVNXUCderrqnB2cEOf39/0tPT6dOnj2BIG59tU/2Y5kLsTP//dyo+cK1IJJImKvPp6elotVrS09OFkLeAgAAu/PG+TCYTks6N3xF6vZ7Y2Fiz/tJoNGRmZmJjY4OdnR3Z2dkcO3aMqqoqjh8/zmOPPWZ27Q0bNghjO3z48JvTAbeI7OxswsPDhfBAI/+mSluNtUvAoPg+adIk1Gr1TTFKKisrWblyJd988w133nknAF9//bVgoLfEjBkzGD9+/GWPMc29uFrUajUNDQ1NQps8PDzIz8+/4ud//fVXSktLzbwcABcuXOCTTz7hmWee4bnnniM+Pp5Zs2ZhbW1tVn2zJWQyGUuXLmXAgAHodDrmz58vVM/q1KkTH374IWvXriUyMlLQnFq9erUgKjx9+nRhk+jJJ5/8W1QrFBH5J3JLjZKUlBQiIyO566672LBhQ4uGiXFBZtwdfv3113n66af/0pfrXyE0NFQwCJpj7dq1eHl5MXr0aO67777Lnsut0R/68PBwwsPDSU9PZ8+ePXTt2vWKienGij4ajYb4+HjKysqIj4+nW7duN1348HalORFI0xK0er2ePn36cODAAWEXUaFQEBERQWxsLAqFgo0bN/L777/Tq1cv4Tzh4eHo9Xq+//57SktLSUhIaGIMajQanB3s+Pzzz1tsn2lI4D8tgf16ERISQnp6ulAU4LvvvsOykaq7Vqs1C61sznhTKpWCIa9QKPD39+eee+4hISGBO+64o0nBh4SEBGFsr8UouRUCpNeKWq1Gq9Xy7bffmuU6/dsqbZlql9wK0tPTqa2tFbRtAJydnWnXrt1lP+fs7CyUwb2RNN40aa1e2MqVK7n77rvx9vY2e12n09GlSxfBy9O5c2fOnj3LJ5980sQoaWzQGBkxYgQjRoxo8rox7Ksl4c+YmBjhGBERkVvL1cWNXEcuXbrE9OnTiYmJ4ezZs0JSndEwacycOXOYMWOGsMN5qwwSMCRMjxgxolkvTVxcHKtWrSItLc1MRLE5tFotKpPdOFPjY/bs2axZs6ZV7mulUinsEnft2hUHBwe6du2KWq0Wqjj92zGtaNUSs2bN4qeffmLWrFmAwSgxVVQ/f/48Dg4OzVaSiY2NRalU0rZtW7RaLUd+/114rzUhL6ZjKNI84eHhDBs2jOLiYj755BPWrVtHeUWF2TEKhaLFftRoNBQWFpp5pIwegRkzZvD9998ze/bsJp+LjY3F0dGR2NjYa2p3a569243w8HCio6OJjo4mIiKCxx9/nKFDh1JdXX1T21FdXc2YFhKub9T1hg4dekvu1ZRrLUm7aNEibG1tL/tz4MCBa26Xq6srUqm0iVeksLDwionhWVlZ7Ny5s0lYHBhK9jb+exoeHk52dnar27Zp0ybatWtHmzZtmiSy5+Tk0L9/fyIiIoiMjOSnn34ye18mk9GpUyc6derUbPtERERuDrfMU7J37148PT2ZNWsWarWauXPncu+99/LLL78glUqpr68XckgAevbsyVdffSWUYr1daLwLevbsWWxtbbl06ZKZJ6VxeA4YFkkN9fXCMfJGiaSmu+eXW6yannPYsGEMHDhQqBCm1+tv+93Zm0FLIpDGcWlO6d6IcRyio6M5deoUAQEBQriPr68v/v7+DBs2jG7dugnjlZSUBBhCLRQmybLNXds4fqKH5PKoVCrUajWHDx9Gr9fj4OCAnZ0dl/54PyU1FU15KT4+Ps16SBrPJ6NXRSaTXXaODB8+XPCQmI5Zaw3Iv5MAaXM0NDSwZcsW4febfe3t27ZxR9dHb9r1btW9mhIaGoqlpSVHjhwRPDYlJSWcO3fOLEG8MTc6fMvKyoqYmBh27NjB6NGjhdd37NhxRU2kVatW4e7uztChQ5u816tXL1JTU81eO3fuHAEBAa1q118RTwRD9S3RWyIicuu5ZUbJyJEjUSqV9OvXj/r6eiEO1GiYyGQyGhoahFLA9957L0OGDMHW1vaWtLelnavGmhLt27fnwoULDBgwwCwB37ggKiwsFBY0SqWS6ro///BVVVdTWV6KUqlELpeb5TwcOHDATEzucq5y47WMYSr/FoxjdPDgQU6fPk3Hjh3p1asXYK7EbRpqYOwro+5EcxjHYerUqWRlZVFbW0tycjLu7u7k5eXh6+uLhYWF2XhFRESwcX95i23VarVkZmZibW0NcE0Gyd8xibo5WnsfRs+ft7c35eXlTJ8+neguXRm9ZAdgCAeVSfRUVVWZ5aIYMR0fo9EOYG9vL7TBWHjg4MGDwnzr2bNnk+elpTC75vr+7xC2JXJ7YWtry/Tp05k3bx4uLi54eHjw/PPPX7Eoxl8N36qsrCQtLU34f0ZGBidOnMDZ2Vkwjp555hkmT55Mly5d6NGjB5999hnZ2dnMmDEDgA8//JD169eza9cu4Tw6nY5Vq1YxZcoUs81GI08//TQ9e/Zk0aJFjB8/nvj4eD777DM+++yzVrX7r4gnioiI3D7cEqNEp9OhUCiE+E+ZTMbw4cORSCTMmzfPzGPy+eef07dvX9q1a3dLv0BaWuiZ7oJKJBJ69+6Nj48POTk5+Pj4CH9EjAuhmpoas5h3qaW1cC6NRoNMohcWPAqFArlcjkQi4dSpU5SXl5uJybXUPtPFV3Memn86p0+fpry8nNOnTwt9ZbqYlDfyXJSUlAjjZ4ppQrzx2XN1dUWlUtGmTRuqqqrw9vbGwsICiURi5u3o0b077N8unKfxuTUaDdbW1tTU1FxWEVzkT4x9P3jwYMETUl37p6fRzc2N8pIioZR2Y0zHsbCwEGtr6xZDvUznW69evZotjtAaJBJJE12j24nGlbaSk5NvYWtETFmyZAmVlZWMGDECOzs75syZQ1lZ2Q295tGjRxkwYIDw/2eeeQaAKVOmCKV4J0yYQFFREa+++iqXLl2iQ4cObNmyRfBqqNVqoVy9kZ07d5Kdnc20adOavW5sbCzr16/n2Wef5dVXXyUoKIjly5fzwAMPtKrdf1U8sby8nJiYGORyOW+88cZlvVEiIiI3jltilDS322NjY8PQoUORSCTMnTuXsWPH4uvry/vvvy98wd2OC7fmkmkbVw2CPxdEpguUxqjVairLSvDz82uysxoZGSns3F4J47X0ej0qlepfk0BtDO/x8/MjJyfHTLvG2Pdg6GdTI83JyanV12hu1/ta4r9NPTe320L1duVKVcc6d+5MQ211q3N4TOdhY+O9pflmNDxVKhWZmZmt8oK0NgzzZiNW2rp6GhttN7IAgK2tLatXr2b16tXCa/Pmzbsh1zLSv3//Vn2fzZw5k5kzZzb73sKFC1m4cKHZa4MHD77ieYcNG3bZipExMTHU1NQ0eX379u1/WTwxMzMTb29vzpw5w9ChQzl9+jT29vaXba+IiMj155aFbzXOGQGQy+UMHTqU+vp6Jk6ciJOTE0ePHm02FONmkpGRQW5uLvn5+ahUKjp27Nist6I1XG4RWlxcjNxKRk5ODu7u7mZGRO/eva/pmle7s/t3xhjeExIS0uSPm+li0jSMDriuCeaZmZmG8fO6fNz29TBGTEOMrvV5vN34+eefiYuLo0ePHlctXqZUKLBxbN1CorHnsLCwkIqKCuzs7AgMDDSbb80teBqHbV7pWrfLHDxx4oQQApucnCxW2molrq6uKBQKJk2aZPb6zdYu+TeTmJjY4nt/VTzRWA2sQ4cOREREcO7cObp06XIdWy8iItIabolRYlRmz8zMZOvWrTz88MNYWloCBo/Jzp07USgUHDhw4JbokDQmJyeH6upqjhw5gpubm1lY0PXE19eXwkt5ODo6XjfPxr8pgbo1ooKNw+iulOR8teTk5AhK4DeaK4X0/R2Ji4ujrKyMuLi421pR+WqS128nb1jjsBSFQkGfPn3ERfUVuJx2yYEDB8yMuuYQDb0by18RTywpKUGhUGBtbU1ubi5JSUkEBwff7FsQERHhFhglxoVgZmYm7dq1Y+LEiUKCHMCWLVvYt28f+/btu+EGiXEHtLy85YRkMFTmuHjxIpGRkajVaoKDg4XP/NWQsuraeuqrDeETTo6OONgaypQ2NDRQXl7eYv33K1330KFDnD17lg4dOpjVur8ebb5RGPvUdGe6tWMEYG1tLcQVX+54KysrGhoa0Gq1KBSKVo9lS31qOkZGg9LF0YH66kKhLbVW13+qhYSEcObMGUJCQszu90aO718do+YwPVdUVBTx8fFERUW16nym8+dq+9n0ujY2Nuh0OmxsbJpc13R84+LiOHPmjNkzcLP6vrVcbozee+89M0VwFxcXHB0dL9vXxrBH47lvZlUqYwXBax3ja7mekcb36ujoaJavZG1tjVwub+I9aQ65XM63334rbJgYr3OtpX9FzPkr4onJyck89thjQm7ge++9d1O0XkRERJoi0d/Eb0VTgyQ6OprRo0fz6aefmoVxVVVVUVZWhqen5w1vT25urlmym8jtQU5OjqBcLI7R7Yk4Rrc/4hjd/piOkYiIiMi/nZtmlDQ2SEaMGMEXX3xhZpDodLorljy8nuh0Oi5evIidnV2rdjjLy8uFJOrbKQnun9IuvV5PRUWFUNEKrn6MbnQbbwa3c5uys7ORSCRXPUa32z39k9tzo+fR7dZ3pvxd2mZnZ9dkjERERET+7dyU8C3THJKWDBJovirXjcTCwuKadqns7e1vuz948M9ol4ODg9n/r3WMrpbbse9uxzY5ODg0adPVjNHtdk//1PbcjHl0u/WdKX+HtjUeIxEREZF/OzfFCpBKpWRlZdG+fXtGjRrFypUrmxVQEhERERERERERERH593HTPCVvv/02EydOZMWKFUil0ptx2StyLeFbpv/eLvxT2nWrwreupo03g9u5TWVlZZSXl19T+Jbpv7eaf3J7bkb41vVq6/Xm79K2W/FdJ3J1NDdGIiIiN5abllNSWlqKvb39bTW5xeTP2xMxQff2Rxyj2x9xjG5/xDG6/RGLEYiI3DxuWgyVaSnFa+FGJMHb2dkBtCopUq/XC+VAQ0JCiIyMRKFQkJ2dTU1NDdbW1oSFhQFXVxa0uraeie/uAuD7p+/A5gaWu7zdMSaCGscFrm6MbgbJyclNxru5ss3VtfXcv3w3YBjXhroaoQRxY92Ya90VPXz4cJPytH/lfK3hRoyR6b6IacndqKgooc+USmWzfd+4n//N88fI5cbo559/JiMjQ3hmUlJSmvQpGBTuTfv+VvJP/I78O3zXXU/+jmPY3BiJiIjcWG7/bwYgPT2drVu3Mnbs2L9UKrimpoaamhrh/xUVFcCVkyKNiu7t2rVjyJAhgiq4VColKChIEFEznuNqFoVWtfXIbBRCO/4OX9Y3moqKCqEPWztGN4vmxtvUKDFVdDcd1/LSYuRyOVKptMl9XKsRMWTIEIYMGdLk9ZsR+nE9x8jUKGnXrh1KpRJfX1+kUqlZnzXX9+L8aZnmxqhNmza4u7vj6+vbYp+C4buypef1ZvNPHmPTuWr8/Xb5rrue/J3HUAylExG5edz23wznz5+na9eu1NbWUlNTw+TJk3F3d7+mc7355pu88sorV/05o6J7bm4ugYGBgiq4UqlEoVBcV0VwEW7rEAY3N7fLjndLiu6mz8w/gRs1Rrm5uUL/RUdHm/XZlfpexJzmxujixYtYWFgI32Ut9ek/7XkVaR69Xo9WaxCmVCgUN2UBrtFqaaiT3tDr3Yr7EhER+evc1kZJRUUFzz//PMOHD8fJyYn333+fhoYGpk6dek2GybPPPsszzzwj/N/onr0Sfn5+5ObmCnGlxhAc4xefRqNBpVJRXFyMr69vs+dsKbm/OdXlfzum4QutHaOroaV+bvyHq7njdDpds8cZXzPqELh7+QApwjFKpRJra2vAUPghJyeHixcv4u3tTWBgYIvna/ya8XlTKpXI5fJb9sf2Wsfocn1aVVVFaWkpaWlpxMbGmoW6tTRmdXX1wu+1tXVYoAPAysrqmtoC/5yd0ebGyNvbm7KyMnx9fdHr9ej1+iZhsTqdDrlcjlwuR6vVUlhYaBbGZfQG+vn5NXl24Z/Tf/8GtFottra2AFRWVt4UI9TD3Z2Gupober1bcV8iIiJ/ndvaKGloaKBr164EBgYyduxY7O3t+eijjwCuyTCxtrYWFoZXQ1BQEEFBQc2+p9FoqK+vZ+/evRQVFREWFnZb7/T/HbhdwheSkpJIT08nJCSEiIiIFo+TSCTCQsz4rFTX1mNqlDTm4sWLVFdXc/HixWYXdi1hfN40Gs0t3QG8nmNk7D/jvXl7e1+TwbDozUVMvv8+2rRpc13a9XenuTEKCAi4qnHTarWkpKSQl5dHZGQkERERguc4Jyfnqp5dERERERGRy3H7lMJqBkdHR6ZMmcK9994LwGuvvcbkyZP56KOP+Oqrr1CpVIBBLb6kpOSmts3oHQEEzRW9Xk9tbS1Lly7F09OT//73v1d1Tm1V1XVvp4g5xnEzuvYvR3p6OhqNhvT09CbvZWdnExcXR3Z29jW1w9vbGxsbG7y9vQHD4q817VIqlchksn/szp/RA9TaajenTp0Sfn/nnXd45513moTOtYbW9v8/AdN7zcrK4uDBg2RmZjZ7rEKhIDc3F51OR3p6OlqtFrlcDtzeYZYiIiIiIn8/bmtPCSDEO9fX1yOTyXj99dfR6/V89NFHSCQSJk6cyPvvv09GRgZr1qxBJpPdnLjYP3Z1ZTIZbm5u9O/fn/T0dKqrqwVjZOnSpcybNw8XFxch7MaIMR+l8TltLKVCeM4/deF5KzGOW2FhodDHjcfBSEhIiOApAfj22285duwYsbGxODg4UFBQQGlpKf7+/lfdDhcXF+F347Nh9IAYF31GDhw4wJkzZ+jYsSO9e/dusb3/BDp06IBMJiM1NZUtW7YQGRlJ7969mz3266+/5oOPV+Ay7AXDC3o9Bw8e5NChQ9ja2l6VJ7WwsJCKigrs7Oxa9Ir+E9BqtRQXF2NtbY1Go+Ho0aPU1NSwefNmysvL6dmzJxMnTkStVqNWq8nIyOD8+fPY2trSqVMnNBoNPj4+BAQEiPk9IiIiIiLXldveKDEik8mEssBvvPEGFhYWfPLJJ6xZs4bk5GTi4uKwtLS84e3QaDSCcVFSUkLVH96NiIgIIiIi+PLLL3FycqKkpASpVMr8+fNZuXKlsOgsKSnByclJOEdR6Z8iX8bkUuPiVDRKrj/GPq6pqWlinDTub+OYGneW9+7di16v58iRI4wYMQKpVHpV4YBz5szh4MGDSCQSli9fjoODg9CmlhKLVSoV27ZtE+L+W1qg/91QqVRC1SdXV1fAPLn69OnTqNVqDh06RHR0dLOG2MGDB6k1qaYHMHjwYGxsbFCpVE2MEuPc/Tcb/FqtFmtra2pqalAoFNjZ2VFaWkpSUhI2NjYcPnyY+Ph4du7cSfv27enQoQNKpRI7OzthLhj70PR3owfSzc3tmguRiPz7yM7ORq1Wm73m6up6TRs9IiIif3/+NkYJgIWFhWCYvPbaa/z6669kZ2cTHx9PZGTkNZ/XmPBp+v/G3haNRiP8EdbpdJSUlFBeXo5cLketVuPq6kpWVhY2NjaMHDmSDRs24O7uTl5eHjqdjuzsbFJSUoQdRoVCgUajoaG+3uy6pgszY7ua8/y0xhv0T0/kbUxz99u4/xQKBTY2NkI/l5SUUPl/9s47PIrq+8PvZlM3vSeQSkmFBBJCDyBNmoAoKIoiTYqFJiAqCIJIFRAB6VKl995JQk2DEJIQ0nvvyabu/v5Yd0xIKPpFRH/7Ps88hN3ZmTt32j33nPM5JSXo6ekJL8KHDx+SkJCAo6Mjzs7OgqHYrl07kpOTadGiBR4eHjRu3BhTU1Oio6OJjY3F0dFRqPVQVVUl7DMrK4tGVhbk5OTw6NEjiouLWb58OT/++CPwR8hSbQ+J8liys7Np2rQpKSkptGzZst4xvsrn8mlJ7Tk5OVRVVZGTk4OJiQlqampCH0ilUhwdHSksLMTNzU0wHLW0tMjLyxMEAnr06EF8YrKw7d6vv46npyfV1dWCEEXttjyej1P72rCwsBCMlcfb/aR7sCFe5fMBiutfLBbXMcrMzc0pLS3l3r17eHh4cOzYMfT09EhPT2fs2LFcv36dsrIyLl++TLt27QDF8zAnJ0cQFMjOzqaiokJ4Ftauc6Kjo9NgjalXva9U/L0kJyfj7e1dL2RSIpEQGRmpMkxUqPh/yL/KKAGFYVJZWcnnn3/OgwcPuHfvHi1btvyft+vv709YWNgTw0XKysqo/t2AqKioQCaToa6uTnV1NWZmZoSEhHD8+HFkMhlWVla89tprxMfH4+zsjFgsJj09HXV1dTIyMnB2dgYUD9/AkLvCPnJycjAx1H9qSJGKv8bjqlVKZafS0lJKSkrqrJuQkEBZWRlJSUm4uLgQHR0tFPQbO3asMJhShq+EhIQICcFmZmZIJBKOHDsBKBKKc/PysLIw49atW0K9iLCwMCFv4nEPX+1BsLm5Oe3atWPAgAH/iXCZW7duER4ejo2NDY6OjpiZmdURCgDFgNfT0xMXF5c63sMHDx5w8+ZNSkpKUFNTo2/fvjg7uxDz++/ee+89pCVFVFdXN+gJiY6O5v79+7Rs2RKJREJZWZlwr9VW1PsvI5FIhER35fHfv3+fiooK+vXrR6dOnbh79y4pKSmCF6u8vJzc3FwKCwtp2bIl1dXVpKenU1NTg0gkwtraGlAYJkqv17Vr14iIiMDNzY0+ffr8Y8er4tVFaezu2rULV1dXQFGcdsSIEeTk5KiMEhUq/h/yjxslWVlZaGpqPrXi++PV3DU0NLC3t+f27dsvxCABxSCxqKiIsLCwOkbJ8uXL8ff3x9fXl5EjR2JgYEBUVBTh4eFYWVlhYWEheGu0tLQIDg5GX18fGxsbli1bhr29PXK5XMhPMDIyIjMzk6KiIpo3b05WVhZgLOyv9kxuba5fvy4MqDp16vRCjvm/SkBAQL2+elLORllZGfHx8TRr1kz4zMHBgYSEBOGlmJiYiJqaGjdv3qS4uBh7e3vhJQqKWfa8vDzEYrFgmISGhIBRNwAkOhKmT59OXFwcGhoaVFVVER8fz48//kh4eDju7u5PFEVQGiJKUQVzc/M6oU//tlCZBw8eUFxcTEpKCn379uXHH3/k1q1b+Pj4MHPmTEDhOUpMTCQ1NRUAY2NjTE1NuX37Nnv27CEiIoLmzZtTUFDArNlfM25rCKCQ3TY2NsbKyqqOUZKdnU1OTg73799HTU2NxMREnJycnnivgeIaUk5S/Ffvt8uXLxMVFUVcXBz29vYkJycTGxtLnz59MDExoby8nOPHj5Ofny+Ee4GimGxmZiZmZmbY2toKBp25uTkymUKSWSkSsWXLFrZs2YKPj8+fFv5Q8fcjFot5++23hb//LpKT64tPjB07FolEgq+v7ws3QF7WcalQoeLF8o8aJZGRkbRq1YqBAweyZcuWJ0pVKg2SpKQk7OzsEIlEzJ49+4W2xcPDQxiEAFy6dInQ0FCOHDmCpqYmd+7c4YsvvgAgIyMDXV1dCgoKkEgkVFdXo6OjQ0lJCVZWVkRHR5Obm8vevXvp06cPDg4OuLq64urqKoRBlJaWIpfLFYPKxD9CfWJiYrC1ta03K37//n2Ki4u5f//+MwdJpaWlXLx4Uaj34Ovr+0L76lVFOfi8ceMGQJ2+elLORmpqKhUVFYIHq7KyEicnJ5ydnYVZcxcXF6KiooiMjOTRo0cYGhoyY8YMzM3NhbCgmJgYrly5gra2NhYWFlTVyMFIsY/er/cmKV6h4LV+/XoWLFhAYmIiBw8epHHjxly9erXOgC0nJ0cwOpRGSGVlpfCZMlSmobyJV5ULFy4QEhKCnp4e+vr6uLu7A4rBv1Qq5erVq4JRohz8FhcXU1RUhKamJoWFhaxatYrMzExA4fWIjo5mx+7f6DBtBwDaWtoMHthf8DQpjbfc3Fz09fUxNzenoqICFxeXOp6Shqg9SVH7flMeR5MmTXB3d//XFXS8efMmXl5e5OTkcO/ePcrKyqiqqkJTUxMfHx/y8/MpKCgQapxUVVVhb2+PTCajf//+gEKqXVnt/UnXn7e3N+Hh4Vy7dg2xWMzBgweFz3v16vXSjlfF09HW1ubAgQN/+35yc//IGwkICEBTXfFO/7vyR17WcalQoeLF8o8ZJZmZmYwbNw5fX1+uXr3K2LFj2bx58xMNkxUrVnD27Fl++OEH2rRp88Lb4+vrKwze5XI5oaGhFBUVCeEIHTt2BBSGVHKyIo69bdu2QptqK2spOXXqFF999RUAJiYmNGvWjJEjRyKVSomIiMDS0pJOXboJ60ulUvT09IQYW2XIkUQiITk5WfDYPIvS0lLu379PWVkZgYGBQhjMfz0kLCcnh4qKCho3bkxRUVEdL5pEIhEMATU1NXx9fXFzc0NHR4f09HTOnz/PZ599RmRkJFZWVrRv35727dvTsWNHvL29cXNzIzg4mNTUVFJTU9m8eTPR0dFcuHCBtLS0em0Ra2jRY847AKSmpGBra8uCBQsYPnw4165dY+fOneTl5aGrqyuoeyl53AhRGiLKwe/j//83EBISIhgYkyZNEj7v3Lmz4CmpTX5+PrGxsZiYmLB37162bt1KZWUljRo1YubMmcTGxnL06FHSMrKE34wZM4aAkSMYP348zZs3F4w3UNQo6tKlCzk5OcTFxREfH09paSmNGjUiJiaGwMBAOnXqxKhRo4D6kxSPH8etW7do1qzZc52HVynB/sGDB9jZ2VFQUICJiQlisRgPDw9atmwpeAizs7OxtbUlKCgIqVRKTU2NkNjer18/goKCkMvl1NTUsH//fvT09Ojbty/t2rXj0aNHxMfH4+joyLhx4ygpKeH69euIxWKKiooIDg5WGSX/z2nVqhXamv94kIYKFSpeQf6xJ0NoaCgODg5MnjwZuVxO3759n2qYmJqaUllZiZWV1QtvS0OJ7q1btyY0NJTPP/+c9u3bc/bsWb777js0NDRwdnampKSE9evXs2XLFuF3RkZGmJqaYmlpKUjGJiYmkpubS15eHnfu3OHOnTs0bdqUvn37oqamRmFhIaAwFkyMjXlw/x6FhYWIRCJMTU2pqakR1J+srKzIzs6uF86mbLMyLl9XVxcPDw9BzvbxsKX/aoKpmZkZOTk59O7dWzAma/dVfHw8qampQniQstCltrY2x48fJykpCblcTnp6OkeOHOHIkSOAor8ezzU4ffq08Lempibe3t5YWVlhY2OjSALOL6T89+/nzJnLp5PGIxKJqKqqwtfXl507d1JRUcH7779PWVkZNTU1wvZMTU2Ji4tDKpWSlZWFqakpRkZGqKurI5fLMTMzw8zMrN51C09Oyv6nz7mXlxchISF4e3sLIT5lZWV88MEHvP/+++Tn57Ny5UoSEhJo27YtZWVlpKamsm/fPoKDgwHo27cv69evF87tokWLuHTlGuvuKvZRVFTIjz/+yI8//kjv3r157733aN26tVBMMTc3l/DwcDQ0NAgPD8fe3p7ExET8/PwoLCzE39+fDz/8ELFYTKdOnQQPSe1ryNvbm9DQUBwdHdHS0nqmQdJQgj38c+fD3d0dMzMzcnNz8fX1RV9fX1DkKi0tFby5Dx8+RCQSIZFIyM/Px97enqNHj7J8+fI616qSRYsWYWhoiKenJy1atMDLy4uUlBQkEglTp06luLiY4OBgPD09kclkyOVyVVjNf5jHVbWiHj5EcB2rUKFCxRP4x4wSb29vtLW1hRnSU6dO0b9/f8aOHcumTZsEudSamhrEYjEfffQRQ4YM+VsqfUulUiorKwVvgkgkomfPnvTs2RNQ5L3cvn2bkpIS1NXVcXNzY9GiRURHRwMwbdo0Zs2ahaamJpWVlejr69fZfkZGBhkZGVy6dInFixcTGxvLhg0b6NGjB5rauoBiNlZaXs7hw4fJzMwkKiqKL774Qggxadu2Lf7+/rRt2/aZAxqJRMIbb7wB1E3w/qcHpn83DYXSqKmp1am2npiYiKamJuXl5ezbtw9tbW1KSkoICAigpKSETp06MW/ePG7dusXNmzcJDAwU8jnEYjEmJiaYmppiZmaGt7c33t7eXL9+nf3793Pz5k0sLCxYvHgxHTp3YfJeRUX3KVOmoK0ppqqqCg0NDXr06AEorov79+9TU1PD1KlTcXFxoV+/fpiYmAiDttzcXCEZ/N+Gskp7aWkpnTp1onfv3nUGtMpZ+OzsbI4dO8a6desoLCxk7dq1guECCi/H0qVL+eijjwS1JyWtWrWCu3cB2LJ1K7u2b+PSpUucP3+e8+fPY2dnx4cffkj79u3R1dWlpqYGdXV1DA0NiYqKomnTpkJekZaWFikpKaSkpGBjYyNUK699DdV+LjzvOXlS6OA/QceOHTEwMBDapDSSlEpZIpGIvLw8LC0tycjIQCqVUl5eTkREhOAN1tfXx8TEBENDQ4yMjKisrCQyMpLCwkL8/Pzw8/NDJBLRokULhUJafDyDBg1izJgxT60jVftZ9V/36r4qlJaWoqenB0BJSckLuUaTkpIE41aJwnN8CAA9PT1qqipe2P4a4u84LhUqVPz9vFSjRGlgAELBQVDMRLZv357Tp0/Tr18/xo0bx+bNm9HR0WHz5s04OjrSp0+feoP9F4VSNeZJSa+6urq0atWKyMhITExM+Oqrr4iOjkZNTY1ly5YxevTop25fX18fMzMzWrRowZtvvskXX3zB2bNnOXv2LLcCg2k7eRsAN65fJzMzk5KSEq5du8ajR4/o1KkTkyZNYuzYsYwdOxaoL7X6tJe5MglVBUJej0wmY9++fUIuSGBgIFlZWRgbG7Nt2zZsbW3p3Lkz5eXlaGhokJmZiY6ODgYGBpSVlaGtrY1cLmfBggVMmDBBePlqamqSlZXF6NGjeXvYcGjxfoPtsLGxoXnz5jx69IigoCD09fWprKwkPT2dyspKOnTogJ+fHzdv3sTOzo5Ro0bh4eFRR2b13r17RERE4OLiIggzJCQk1BtQv0xKS0spLy+vE6b0tLo7R44c4ZdffiEmJqZe+KOxsTEtWrTA3d2d8ePH4+bmJoRi1ab2veDn58euXbtITExk7969bN++naSkJBYuXIi6ujq+vr4sXboUW1tbKioqMDU1RUNDA3NzcxITE4mKimLjxo289tprpKSkvLA+fBXvwcflj5VGyqJFiwgNDcXa2hoHBwciIiLIyMigqqoKCwsL1q1bx4ABA5DL5cyZM4ctW7aQn5+PkZERo0ePxsDAAD8/P0JCQrh//z6FhYU4OztTXFxMq1ataNGiheDpSkhIIDk5GVtbWxwcHP5UYVMVry45OTn1VLUqq2V8ey7zH26ZChUqXnXqi8f/TURHR7Nq1SrS09PrN+L30Ih27dpx5swZLl26xLhx4xg/fjyTJ08Wwi/+ztlidXX1J86m6OrqMnz4cL777juCg4OJjIxER0eHnTt3PtMgeRw7Ozv27dvH9u3bsba2prjoj+KJv/66HU1NTRwcHKisrCQlJYVLly7h7+/P2rVr8ff3b3CbtQd+tcnOziYiIkKY6f//THZ2NpGRkUJfGBoakpSUhLGxMXfu3AEUeUVKmV4lIpEIKysrDA0N61x/eXl5LF++nLKyMkxMTFizZg2hoaGMGzcOkUjEkSOHn9qe3r17AwqJ3AsXLnDt2jXCwsKorq4mJyeH2NhYCgsLiY+PFzxySlnqsrIywsPDKS4uJiwsTNhmSkoK5eXlQs6TMuzv8ToAfxfK9tW+DnV1dZ94bx08eJB79+4JVcJnzJjBqVOnSExMJDk5mYsXL7J69Wrc3NyeuM9rfn7C39t//ZX169fj4ODA4sWLiYuLY8uWLbRr147q6mquXLnCunXrWL16NcePH+fWrVuA4rzLZDIkEgkxMTEUFhaSkZFBQkLCC+mXf8N9mJ2dzd27d7l27RpVVVVkZGTQu3dvkpOTqaqqwsPDg+DgYAYMGCCsv3z5cvLz89HW1qagoICtW7fi5+fH9u3bWb9+PSKRiKSkJC5cuMDmzZuZP38+O3bsELxgycnJSKVS4XpVXitAg88zFf8uXF1d8fLywsvLS+HRVKFChYpn8FKMkpiYGDp06MCMGTNYs2ZNvQqutWnbti3Hjx/nwIEDHDt2jFu3btVLBH7RKMN+njUrV1BQwNmzZwFYvXr1E/X3jx8/Tt++fYVB6+OIRCIGDRpEeHg4U6ZOFT6/ceM6169fx8XFhY4dO6KlpUXz5s3rKAEpiYiI4Pjx40RERNQZ+J04cYI5c+Zw4sSJOipN/98IDg5m165dhIaGAn8kwSuvPSMjI1q3bo29vT3Tpk1DJBJx/Phxfvjhh3rbaqh2hampqaCYlZeXJ4QIfP3112zduhWNWmFGtUORlMyZM4fvv/+eYcOG4e7ujkgk4tGjR+zduxcrKytatWqFsbExurq6QiijRCJBXV2dLVu2sHfvXoKCguokYtvY2KCtrY2trS3wZGP170LZvtoGiK6urlCYsDZyuZzYWIUi2aeffkpMTAzff/89vXr1wtra+rknIPbs2VPn/0uXLhWMCR0dHUaMGIGfnx+LFy8GFPUz0tPTyc7OFto0ZMgQ3n//fSwtLWncuDHl5eUYGhqSkqKQMT19+jRz587lxIkTf75T4F9xH+bk5Ah1dAoKCjA0NKRVq1ZCXo1SUVCJubk5pqamABw4cIA1a9ZgYGBASEgIbdu2FeSER40ahb29vVDbZOPGjdja2rJ27VpAcY6U16tSVtjCwuKpk0QqVKhQoeK/yd8evlVaWsoPP/zAwIEDadOmDZ999hnV1dXMnDlTcOPXprKykl27dqGnp4e/v/9TZ0lfFM8TIlBZWcm8efPIy8vD1dWV4cOHk5OTI8zsgSJHYObMmVy5cgVQDIB+/vlnPv74Y8aNG1dn3YqKCszMzJg1axYj1l5XtENXl8zMTL788kvGjRvHjBkzsLOzIzc3lwcPHuDu7i5Ulo+IiKCmpobY2FhcXV3R0tJCTU2N4OBgIam0ffv2/zqVpifRUFL34wPX2mFsDx8+pKysjNjYWFq3bo2ZmRnXr18nJyeH6upqGjVqRFVVFYaGhrRs2ZKqqirmzJnDggULsLe3Z/jw4eTm5nLjxg0+++wzunXrxrx589DU1MTExASAzz//nMLCQtavX89XX32FWCxm4MCBdOjQgW/nzuXK79FGLVq2oE1rTzw8POjevTvOzs6oqakxevRo8vLy0NLS4tKlS0yZMoWQkBBGjx7NwYMHcXJyAsDAwICKigo0NTXR1NTk0aNHmJubY2VlRYcOHYQ8DVtbW2xsbBCLxcjlckH29klFAR/vv4bWeTxx/mnFBXV1devkfDW0rrLg3vXr10lISEBTU5OxY8eSn5+PXC4nMTGRsLAwAgMDiYqKIjU1lV69ejFlyhTEYnGdZ0Z6ejpXrlzhtQ4TAWjbrh03A/yYMmUKx48fr9Pufv368eWXXxIfH0/v3r2xtLTEysoKFxcXdHR0mD59Oq1atRI8Vcqq56WlpYSFhVFYWEhgYKDgKZDL5ZSXl9cLm2zImPo3qKWZmZmRkJCAh4cHYrEYR0dHrl69ysCBA0lMTCQ2NpaPPvqIK1euCHk9Pj4+nD17Fn9/fz799FN8fHyYMmUKt27dYurvky1K8Qd3d3fhuZSRkcHkyZNp3749P//8M40aNaKyshJQhEDWDndrSITkSWIOKlSoUKHi383f7ilRU1PD29ubPn368Mknn7B3716WL1/O0qVLG/SY3Lt3D39/fy5duvRSDBJAqChde6lNYGAgP/30E+vWrQNgyZIlaGhooKuri56eHhKJhP3799O9e3euXLmCuro677zzDo0bNyYrK4uFCxfSo0cPzp8/j7a2Njo6Omhra6OmplZHRevOnTtMmzYNgG3btqGtrU1SUhLh4eE0btwYbW1t7t27R3FxMVZWVkgkEoyNjYmMjCQvLw+RSIS3tzcGBgZ4e3tjbm6Ou7s7FhYWiEQiIZznvxoWUdsz4OzsjEQioVmzZohEIszNzcnMzCQtLY3Q0FCsrKwoKCigUaNGSKVS2rZtK+TsLF68GE1NTdTU1Jg7dy6FhYUcO3aMXr16ce3aNWHQpKuryw8//MCoUaOQy+V8+eWX3Lhxg0aNGtH/98ErQGZGBsePH2fhwoWCUeLm5ibUumjWrBkTJkygS5cumJiYcP/+fXr16iVUJre0tEQsFpOamsr27dspKiqiqKgIZ2fnBq9dkUjEjRs3+OGHH5g9ezZLliwhICDgqX0XHx9PQEDACwtZaojr16+za9cu9uzZI1znH3zwARYWFvj5+dGqVSs6duzIhAkT2LJli2C4bNq0iddffx1/f3/BMNPU1OS3335DVitxfsniJWhra3Pz5k0OHjyIurq6sNjY2NC2bVvBmPD09EQul2NsbCzch7a2tojFYnx8fLC2tqakpISkpCQ8PDzQ19enTZs2dfr4eT1R5ubmuLm5YW5u/srdg8pjsbCwoFevXpiamtKiRQuhwKuGhgZr1qzBxMSEu3fvCveGpqYmXbt2BSAoKAgDAwNcXFzYvn0733//PcbGioKwGRkZBAUFcfr0aSH8tH379ojFYkEK+oMPPmDlypVCoVoVKlSoUPH/k7/dU6Kjo8PIkSMFV/ywYcOQy+UMHz5cGMiZmpoik8lITU3Fx8cHf39/4aX2KvDgwQM2bdpETU0NQ4YMEfIBAAoLC3nnnXe4ffs2AC1btmTx4sW4uLhQUVHBnj17WLt2LTExMYwaNYrOnTszduxY3Nzc6lQFB0UtkyVLlvDw4UNOnTrF7NmzGThwIBUVFWRmZuLr60tVVRUVFRV4eXkhkUiIiIioU9PijTfeEJS3HudpScf/BWqrHCmVsWrPspqbm5Ofn09SUhLt27cnLCwMW1tbZs6cib29Pd26dWPfvn3ExMRw+fJlbt++TUJCAmZmZpiYmBAdHc2kSZO4cOECX3zxhRB2tXDhQmpqatixYwdjxoyhsrKSjr5dhf1u3baNu8GB3Lx5k3v37lFSUlKv7XK5nHPnztG2bVsyMjJISkriww8/xNvbm+TkZLKzsykqKqKqqormzZvz2Wef8dFHHz2xL8LDw4mPjychIYHq6mru378vJMQ3RHJyMuHh4Vy4cIGBAwfi7e0NIOR3KJOR/xeUOTM3b97k7u+KWVOnTuX+/fuMHj2asrIyNDU1cXV1xcnJCW9vb3R0dFi2bBkpKSmMGzeOM2fOsGzZMrKzs9m+fXud7ds72DN9+nS+//57vvrqK5o3b16nptGgQYO4c+cOR48eJSsrC2tra7Zv387EiRMxMzPDxcVFMPRCQ0OpqalBKpXSr18/oXBgbW/cX1HVepXvwUGDBtGzZ09KS0vx8/MjLS0NAwMD1NXVeeutt9i0aRNLly6lT58+dO7cWQjtunXrFhUVFYK39qOPPmLkyJHk5+eTkJAg5NNcvnyZkJAQbt26haenJ5aWlpw/f54DBw4QHx+Pl5cXYWFheHt7C/2jlDFXoUKFChX/fV6K+pby5VtTU4OamhrvvPMOcrmc9957D5FIxJQpU1i+fDnx8fHs2bPnlTJIQKGeFRMTI0iT1mbnzp3cvn0bXV1d5syZU0clTEtLi1GjRvHGG2+wa9cu1qxZQ0BAgDBrbW5uTpt2HaDtx3W2uWTJEs6ePcuNGzfo3bs3eXl5mJqa4u/vT25urqBgo4zBVsaqR0RECCEiSiOldsXlV0ma9K+irNL9+LHBk1WOEhMTCQ8PJzs7G2NjYyGpHBSD8c8//xxfX1/69u2Lm5sbt2/fJjAwUAjD69+/P3PnzmXlypWsW7dOqGGiqamJmZkZxsbGmJmZoa6uTnV1Nb/++msdo6Rjh4681qUzY8aMwcjIiNjYWEQiETo6OpSXl2NpacmNGzeYOHEid+7cYfz48QQHBxMUFMT58+frHU90dDQHDhygR48e2NjYUFZWRm5uLvn5+TRu3Bh7e3tatGhBcnIyOjo6NGrUqE4hyYawtbXl4sWLaGpqEhUVJRglKSkpQjLy/2KUZGdnY2BgQH5+Prm5ucjlcvr374+LiwuTJk2irKyMrl27sn37drS1tcnKyhJyaXr37s3KlSvZsmULhw8f5syZM0ilUgAsrBrV2c/EiRM5dOgQUVFR9OzZk8mTJzN//nwA3n33XebNm0dBQQHnzp3DysoKR0dHvL296devH0lJSURFRaGuro62tjalpaXU1NRw48YNGjduLBQXzMrKwsLCAjc3t2eGfta+Xs3NzV/5e1BpNLm5ueHm5kZsbCyxsbG4u7vTtGlTYmNjmThxIsHBwbi6ugrPn6VLlzJnzhxhOyKRCBMTE0xMTHB0dMTY2JjJkyezfft2Fi1axL179zA0NOTdd98V8qNAUYsmODhYUGp0cXFB3/DVeh/8lxCLxfTr10/4+2XQ+/XXEcmq/9b9/RPHpUKFiv+dlyoJrIx1l8lkvPvuu4hEIj744AOOHz9ObGwsd+7ceSVnxpQDfWXMfm2UybqTJk1i/PjxQnJsbfT09Jg/fz5dunTh5MmThIaGCrOH58+do8djRomzszPdu3fnwoULhIWF8dZbb5GamsrFixcxNTUlJiamzkDH3NyciIgIoqKiuHr1Kra2ttja2pKdnV3PKHlVB0PPS+2k4ceNktooVdLc3d0pKysjMzOT5ORkmjRpws2bNwHFAMjMzIydO3fi5+fH3bt3qaqqAqB79+4YGRlx5coVjh49yqxZs5g9eza9evVi27ZtnDhxgsrKStLS0upUdLewsGDhwoVPbJeGhgYuLi7C/3Nzc9HV1aVXr16sXLmSCRMmsG3bNq5fv05YWBgymQwTExOMjY0xNzcnKCiIUaNGcf36dc6fP09qaiohISHY2dnx/vvvk56ejr29fZ3if8o8JGV+SUM4OjoycOBAoqKi6rTPxsZG8JT8L+Tk5KCjo0NpaangVZwwYQLx8fH4/a6gtXTpUrS1tev9ViKR8PXXX9OvXz+++eYbwsPDUVdXp3///owZN56fQ/4QEtDQ0GDr1q2sWbOG3377jdWrVwuyynZ2dpw8eZKFCxfi7+9PamoqqampJCQksGvXLsRiMdnZ2SQkJJCUlCTUo2nVqpVglCkLXT6volnt61UppqGsB/IqojSa8vLySEhIoKKiAgMDAzQ0NBgxYgSLFy8mKiqKtWvXMmbMGBYvXsyYMWNYtWoVgwcPfmpxWzU1NUaNGkWPHj349NNPCQ4OZu/evXTr1o2rV68SFBTEgQMHmDBhAjExMVhZWZGYmEgLjz+MksioKFp7tHgZXfH/Am1tbU6dOvVS93n40KFnVnSPjIys838zMzPs7Oyeex//xHGpUKHif+elF09UvozlcjnvvPMOGzdu5O7du4SEhDxzNvdl8XiCblZWFqB4MNaulaCUbFV+V1RUJGjs16agoEAIu1EmgKamppKdnc2WbTuE9dasWcMXUycDisTcCxcucPfuXXx9fYmJiREGRbq6uuzevZtOnToJCmDm5uZcv36dqqoqYmJiMDU1pXHjxn85wbmh9f5JLl++zKBBgzA3NycnJ0eoaF4bmUwmtDk6OhqpVEp8fDze3t6kpKRgbm5OQUEBSUlJAHz99de4uLgwdOhQvvjiC0F6t3nz5nh4eGBkZISTkxPR0dH88ssvTJ06FSMjI+bMmcOMGTPIz8+noKCAtLQ0ZDIZFRUVvPbaa5ibm3PzdiCgSIi/fuM6GmoKz9njg+7U1FQKCwsB8PDwoEOHDty8eZNp06Zx+PBh4XikUil6enrY2Nhw8OBBTp06xbZt27C3t0dNTY2MjAyqq6uFgX9t46O2VG9to//x86sMeauNvb39c3tIGkpKVu7DzMyMzMxMQkJCKCoqwsbGhi5durBo0SJAIQeuoaEhGHh5eXl18q1AIeP866+/cvPmTdzc3DAzMyMrNx9QhMPl5OSgpa5GTU0Nc+fOxcLCgtWrVzNz5kx0dXV59913adeuHSdOnCA8PJyNGzdy8OBBUlJSGDBgALNnz6Zjx47ExcUJRQTt7OzQ1dXFysoKuVyOvb19g9dfTk5OnYkCJbWT3J8mEgCvxv2mDJk6f/48JSUllJeX4+zsjJmZGSkpKTRt2pSIiAgWLFjA66+/zqBBgzh69CgnTpzgs88+Y+PGjULSupLExETy8vLqfPb9999z+PBhNm7cyNWrV2nXrh23b99mz549SKVSpkyZQmhoKCEhIaSmZwm/S0pMwsPdtd61ATT4mYp/F8oIgBEjRtT5XCKREBkZ+acMExUqVPz7+Eee4iKRCJlMxrRp07hy5QpXrlx5ZQyShlAaJebm5nUSbfX19YW6K82aNUNPT08IK6q9SCSSOr/T1NRELBbj6ekpSJUC/LBoEWvWrEFNTY033ngDkUhEXFwcBQUFmJiY4OPjw+TJk1FTU6O8vJyzZ8+yd+9ezpw5A0Dnzp3R1tbGwcFBCCl6vEZCWVkZWVlZr0yi7fMSFhYmJKy7uro2qNxWOwnZyckJiUSCtbU1ZWVlqKurY2dnx+nTp5HL5QwYMAB3d3fEYjG+vr5cuXKFhQsX4uTkxLx58xCLxVhZWTF37lxAITygrq6Ojo6OoMxkY2NDixYt8PHxYejQoYwYMYLGjRujqalJca28kYrycmQyGTU1NRgZGdVZ9PT0hEVfX5+5c+eira2Nv78/Bw8eRCwWIxaLUVNTE/5etGgRmpqa3Lt3j9zcXIqLi2nWrBlmZmZYWFhQVlZWpy9qS0Y/Sczh8f5TLspq5k/73ZOoLa6gq6tL165duXz5MgAjR45ELBazc+dOQBFaVbsvzMzMsLS0rLNIJBJ0dHTo3r07VlZWqKuro6GhIezPQN8AAwMDtLW10dLS4vPPP+ett96ipqaG6dOnExUVJSS1e3h48OOPPxIbG0u3bt0oKSlh1apVSKVS4dy4u7vTrVs32rVrh66uLlFRUXXEOWr3yZNkf2snuUulUnJycoTQs1cVkUiEs7MzOjo6WFtbU1VVhUwmIzExEZFIpLi+i4tZunQpBgYG/PzzzxgaGnL37l1OnTqFqalpnUXpHaq9iMViZsyYIYTW3b59m3bt2v1e4+cI7733HidOnKCoqIjAoEChbZaWFuTl5b202jsqXi52dnZERkYSHBwsLLt27aKsrOyppQRUqFDx3+AfnVpyd3cnJCSkTq2Ff5LS0lKysrLqvfCUA43HJT3lcrkQrvVXwltKSko4dvxYnc/mzJnD119/jZmZGR07dgQUA/KuXbsKCcheXl7k5eURGxuLv78/9+/fJzU1FYlEgo2NDQYGBsKg/fHB0suuXfGi+LPXiLe3N++//z7NmjUjOzsbNTU1oTgcIHislGhoaDB9+nTu3bvHkCFDhM8HDRpEy5YtKS4uZvXq1c+9/8KCQuHvlStXUV5e/ly/s7GxYdy4cQB88803QmG52jg6OvLZZ58BChGGiRMn8vHHH6Ojo9NgfYesrCwePnwoGNd/Fw0NFGtfb1paWsTHxwthmxcuXCAtLQ1DQ0N69er1wtsjEon4/vvvadeuHaWlpQwdOrSe0WBkZMS+ffto3bo12dnZjBo1Ci0tLbp06cLnn38uiFEkJSWRkZHBgwcP6tS7UaL0iMTExDxRwezfdO+1adOGDz/8kCZNmggJ/2ZmZkilUoyNjRGJROzevZvr169jbW0t1PdZunSp4Il8Ht577z1++OEHRCIRt2/fplOnTujo6JCamsqlS5c4duwYOrW8i0nJyUIB0aehfJb/G/r6n+Rx0YaXgfnvdYuetD87Ozuh6KKXl1c9QZjn4Z84LhUqVPzv/GNGiVgsZvTo0a9UpdcnDRqUIVsPHjyoUwivpqZG+E4ZgvNn9jVp0iRWLF8ufDZx4iRAEcY1evRooSbCqVOnOHv2rJAb0KdPH1q0aIGDgwN5eXnY2NiQkZHBunXruHTpEpmZmYIBZW5ujpaWlvD/hipsZ2dnc+LECXbu3ElERMSfOo6XRffu3ev8/2nSqpGRkZw8eZLIyEhBDMDW1parV69SU1PDa6+9hpeX1zP3WVZWRmhoqCC88DxypaWlpaxatYrvF30vfPboUTTz588XvGrPYsSIEbi4uJCbm8sHH3xQJ2RQyfTp07G2tqagoICZM2dy7NgxtLS0hJnp2iiT1RvKd3qRNDRQrH29/fLLLwD07NkTe3t7IblZKXn8v/Le++/xxRdf8Ouvv3LmzBliYmLQ1NRk/fr12Nvbk5yc3KBhaWBgwJEjR2jatCmZmZl888039RTSJBIJampqWFlZoaWlVc8LaW5uLkh9N2RIPt4XtYufvsrY29tjbW1NeXk5EokEIyMjIb8JFB6u2NhYRo8eja+vL1Kp9Kk5VQ3x9ttvs3z5csRiMQEBAXWM1NjYWA4eOiSse/LECVavXs1PP/3EkSNHnmgA/ZsMwH8aZb7Zy0L6kvb3so9LhQoV/zv/qKfkVYihrs3jA/YTJ04wd+5czM3N0dPT4/bt22zZskVYX11dnTfffBOgnjzp0ygtLWXu3Lncv3+/zueOTRzZsGEDGhoaHD58mFOnTtGvXz8qKytZvXo1I0eO5Ntvv2XVqlXExcUhFosZNGgQjo6O5OTkUFRURG5uLhEREWzYsIEbN26gq6srqP6AYnD1eIXt7OxsYmNjyczMFBL3X3WUeRKPv3TKysoICQkhISGBkydPEhYWhpmZGQ8fPsTf3x91dfUnDppKS0tZsWIFw4cPp2XLltja2tKlSxf8/PzQ0dHhu+++e2J7qqurOXjwID179mTNmjVU/54wD2BgoKgO/tVXX3H27NlnHpuGhga7d+/G2NiYe/fusWDBgnrr6OnpsX//fpo1ayYMpFu0aMHw4cOFJPyEhATBkNLR0cHGxqZeON+LRCKRCPeMsvq5sqK7XC5n8+bNgCLBHRQhXPr6+kRHR7Njx44nbvdp1FYnCwkOZv/+/axdu5ZPPvmE3r17M3/+fIyMjJg1axagUMtrKHzK0tKSkydPYmlpSW5uLt9++y2hoaFkZ2dz8+ZNzp07R3FxsTBzq/SM1PZC2tra1qlQrkRpQAOC8RITE0NZWRkxMTF/6bhfFsrws8LCQtTV1fH19aVHjx6MHDkSS0tLMjMzGTBgANnZ2axcuRKRSMTx48cJCQmps52MjAxmz57Np59+ysSJE5k+fTrvvvsu77//PocOHeKNN95g8+bNODg4kJGRQUBAAMuXL0dXV5fwWs9JNbGYlJQUrl27xsGDB1m0aJEQvlqbhiZfVKhQoULFq81LT3R/FZHJZMhkMnR0dNDR0UEmkyGXywkKCqKoqIiamhrGjRvHypUr+eabb+jXr59QdK9///4cPHiQoKAgysvLSUtLEyoeK0lPTxdmu8vLy5kzZw4PHjxALBbTosUfSjIzZ87kyxnTWb58ObNnzyYgIICmTZvywQcfsHPnTvz9/YVBprLgmba2NoaGhojFYoyNjWnevLlQyyQmJgYnJ6d6Sc6PG4Pm5uY0a9aMgoICUlJS+Pbbb/Hx8XlivZNXAYlEwpYtWwgJCaFr16589NFHyGQySktLsbOzIzMzE4lEQmFhIRcvXuTTTz8F4IsvvsDR0VGogq4kPT2dqVOnCjkPSkxMTHBycmL8+PFYWlpy586dOnkMJSUlHD16lMDAQIqKigBFSFD7Tr4ofWoffvgBhw/uJzk5mREjRvD666/Tr18/Ib/h8UTy/Px8LCwsmDJlCt9++y1r167F1tZWCOtSYmNjw/nz59m8eTMHDhzg0aNHHDhwgAMHDmBiYsK7777LwIEDKSwspKamBl1dXaRSKVVVVeTk5DQYjvikXJPnQVtbm/DwcCorKwkPD6dv376CB2THjh0UFhbi6OhI165dhXCg+fPnM23aNFauXEnHjh2FAX1UVBQHDx5k06ZNeHp68t5776GmpkajRo2Etu7bt49t23fSY45iJt3NzY3S4kKhkn18fLwgMdy9e3caN25Mamoqy5cv59NPP0UqldbxfJqamrJ7927eeustoqOjmT59OnPnziU1NZXKykqSk5PrVBqvLboADYsCnDhxgqtXr+Lh4UG/fv2E3zdr1oyYmBiaNWv2XH37T5Oenk5AQABWVlb06tULKysrvLy8GDduHLGxscyYMYNt27YxZMgQDh06xLfffsv+/fsRiURERESwY8cOQXXtce7cucOWLVsYMWIEGzduZM6cOdy+fZs5c+bw8ccfs2HzVmHd48ePI9HSQEtLi8TERBo1akRubi6Ojo51wnyU+UcikeiJ4gu1edUmyP5NJCUl1QlnfFw5S4UKFSqeF5VcSQMok1fbtGmDvr4+jRo1wsjICB0dHYqKipg+fTqampqYmJgIsqvR0dGoq6tjaGhYbzEyMsLKygpjY2N++OEHoXBcTU0N4eHhf+xYLuf7778nIiKCtWvXYmJiQmxsLFevXuW3335jxYoVvPPOOzg6OiKXy8nMzGT58uXMnTuXO3fuYG1tTfv27fH19UVbWxtnZ+cGk5wfx9zcnAEDBjBixAjS0tLIy8t74gDin+LxZGtdXV0CAwPJzc3l8uXLQlK2rq4uLi4uDBkyBE9PT7S0tJg3bx6FhYU4Ozvz5ZdfYmBgUO8cbdmyhcuXL6OpqcmsWbPYsWMHBw4c4MqVK2zYsAEvLy9EIpFQZT0/P5/du3czffp0Ll26RFFREdra2vj4+DBo0CBh8AzQqnVrFixYIIg5nDt3jmXLlvHgwQOKi4vrJXTX1NQgl8tp3749gwYNAhRV5ouLi+skg2tra6Orq0v37t05d+4cFy9eZNy4cVhaWpKXl8e6deuYMWMGcXFxxMTEsH//fvLz84X6Kn/HOfL09ERPTw9PT0/hWktISGDZsmWAwkuira0tCD6MGzeOzp07U15ezpIlS7C1tcXe3p7o6GiWLl1KZmYm58+fZ9KkSZw5cwYzMzOsrKzYvn274HlRkp6eTkFBAZaWlnz77bcMHDgQUIgUJCcnM3bsWACWLVtGv379uHHjhpAsr1w8PDzYt28fIpGIq1evsn37dlJSUsjJyaFFixZ1rkGl6ILSuGtIKCAwMJDy8nLCwsKEWXuRSIS7uzuDBg0SCnC+SoPiho4jMTERuVxOfn4+qampXLt2DX19faFPDx8+TFFREQsWLEBHR4fAwEBu3bqFqakpBQUFBAcHA/DWW28xZswYfHx86N27Nz4+PqipqfHo0SN++OEH/P39+e6772jTpg1SqZSNGzfy1eyvhLYVFxWRlpZGfHw8ycnJ3L9/n+Tk5H9FKNx/kaSkJFxdXQXlPm9vb0aMGIFEIvlbnjEqVKj4b6MySmqxfft2xo8fLygCvfHGGyxYsAA7OzsMDQ3x8PBAQ0ODY8eOsW/fPgCsra2xtLREJpMJ4VhyuZzo6GgCAxVVvAMDA7l48SKjR4/mxo0bT6zF0vj3GigbNmzg9OnTbNiwAVtbW5KTk5k0aRI+Pj788ssvBAYGkpycLMz+h4aGcuLECaKiomjcuDGJiYlERESQlJQk5FRkZWVx/fr1ekm4paWlZGdnC2FQbdu2xcjIiLZt277w/n3RdOnSBSMjI7p06SJ8pjxeBwcHOnXqxPTp03n06BEGBgb8+uuvaGlpUV5ezqRJk9DV1WXz5s2cP3+eNWvWALBgwQI+/vhjOnXqhImJSYP7PXv2LNOnT+fixYtUVlZiYGCAr68vw4YNo2XLlg3mR6irq9O5c2eGDh2KpqYmKSkp/PLLLxw8eLCehGptxo4dS5MmTSgoKGDUqFF1ZvYLCwt577336NmzJ66urixfvpyRI0fy8OFDfvrpJ/T19bl//z7fffcdgYGBwgDRxcXlbxkw/Pbbb/Tt25evv/6avn37Cp8fP36chIQE9PT06kl9ikQiVqxYgUQiISAggJ07dxIXF8fSpUuprKykRYsWNG3alLKyMn777Tf69+9Py5Yt2bVrFwBatZKga2pkdbY9ePBg3NzcqKysZNWqVYwcOZKvvvoKfX19Hjx4wOjRo+nbt2+9vIRu3boxceJEAA4dOoSGhgYtWrSoc50B7Nmzh88++4w9e/Y8sU98fHwwNTWlQ4cOQk7YvxEfHx+hCKeycntoaCht27bFzMyMyspKtm/fTuPGjYXwPGVInr+/P9XV1Tg6OtKrVy98fHxo3LgxTZo0wdvbm7fffhszMzPKy8tZsGABixYtYvLkyXh5eSGVSlnx4wqhHX5+/uzfv5+VK1eiq6tLWVkZampq6Onp1QuF27p1K6NGjaoTcqvixZKTk0NZWRm7du2qo5ilku9VoULFX0FllNTixo0bFBYWCsX1lDRt2pTmzZuzcOFCoUrs119/TXV1NQCenp6AIhEeFDPhw4cPZ8KECXz66afMmzePqVOnEhYWhpaWFj///HOD+3d0cGTatGmIRCIOHDhAcnIy69evx9vbm/z8fKGmAyiK9K1YsYJVq1ahpqZGXFwc69evZ8yYMZw+fZrMzEwuXrxIdnY2169fZ/ny5Zw+fbquZ4b6CaFKQ+xVDt1SMm7cOHbu3Mn7779PdnZ2nVyB4OBgli1bxt27d9HQ0ODQoUOCqEJkZCSbNm2isrKShQsXsn//fuRyOSYmJnTr1u2p+ywsLGTnzp3I5XK8vLyYN28er732Gs2bN0dd/dnRkK1atWLq1Km0bt0agKCgIBYuXPjEGhaamprMnj0bbW1trly5IoSXpaamMnjwYC5dugQoxBjOnj3Lxo0bEYvFjBo1ilu3bmFjY4NUKiU6Oho3NzccHR2FbT8rv0T5/fOqdt25c0f4u6ysjLy8PHbs2CHkW/Xt2xcDA4N6v1Oq7QBcu3aN+fPnU1JSQrNmzfjqq69YsmQJn376KUZGRqSmpiKXy1FXV2f58uVoa/1hlBQVF9XZrpqaGuPHj8fQUJHTs3//fqZOnUpQUBCffvopWlpa9fLElHz33XcYGxtTUlLC2bNnhdC82n1z5MgRYmNj64X81eaNN97gu+++o2vXrv/qxOsBAwawatUqZsyYQYcOHYRw11u3bgkFE7/++msOHjwoCHScO3eOy5cvC7WcNDU164VNgiJE8s0336RDhw6oqalx7do1xo4di5ubG56enpQUFwvrGpsY07dvXyZNmiQo6EVFRaGurk6zZs2E/J2ysjIuX75MSkqKcI+o+PtwdXWto5ilMkhUqFDxV1AZJbXo2LEjqamphIeH8+OPPwJ/yAG3adMGDw8P3n77bXR1dUlISODIkSMANGnSBEB4+V65cgVQhEU5OTnRrFkzPDw8aNeuHevWrXuqF2Lo0KG88847APz888/o6+sLbQkICBAqjiuZOHEiFy5coG/fvohEIi5fvsyZM2fIz89HLBZz+/ZtITcmMTGxXvG+/0JCqNKwysrKEjTu79y5I6hdNW3alM6dOwvrt2rViv79++Pu7s7q1auZNWsWFhaK+gfvv//+Uwfhly5doqqqCicnJ2bNmoWbm9ufDr0xMDDg7bff5sMPP0RNTY3Tp0+zbdu2J65vZ2dH7969AcXsb1RUFN26dSMqKgpLS0suX77MkiVLgLrx3EFBQYLi1hdffEHfvn3rVGt/Um2N5/3+cWpf1z///DOTJ09m/fr16OnpAX8Y7Y/j5+dHQEAAoPBSKJPkP/nkE7S1tVFTU6N79+6sWLGCzz77jObNm7NkyRJhgkCgAcPOyMhIMLC3bNkiGJ/ffvutkPyuvG9ro6OjIxi5Tk5OFNcaGIMiXFNfX5/q6mqaNm36RCU4Jf+F+6w2pqamQiFXHx8fHBwcqKqqYsyYMQQFBTF8+HBkMhkffvghHTp0QFNTk4cPH7J582ZhMqc2YrGYjh07sn79ejw8PKioqGDXrl2kp6fTs5ZcdIcOHdi4cSM1NTXMmDGDTp06UVhYyIIFC4iOjiYiIkIw/lxdFUUWlaIEoFA2fPPNN1m5cuVL66tXGTU1Nbp27UrXrl1fWvHJzp19//b9/RPHpUKFiv+df22i+5MSFv8XRo4cyZkzZygpKeHatWtMnTpVGJjl5uZiY2NDUVERbm5uBAYG8uOPPzJkyBAhOTchIYFHjx4J+RgTJkzAycmJoKAgYaB78eJFLl68+MQ2XLhwAUdHR3R0dIiLi2Pjxo3MmzcPExMT8vLyuHz5Mt7e3nUGNx07dmTHjh2kpKQwZMgQ4uPjiY6OpmPHjmRnZ9OsWTPy8/Np1KgRnp6elJaWCjrutRNCH+/fhniVYt+VKLXoKyoqyMrKQiaTYWBgIMi6Ghsb1wmbqaysZO/evXWOZdu2bYwZM4aYmBgmTZrE7t276w00i4uLhTonLVq0IDBQUdQtPz+/niS0tq4+/C7CNHbsWGRVf8j6qqmp0aRJE2xtbenUqRP+/v6sW7eOzMxMOnXqRHFxcb26Jj4+Phw/fpzjx49z+fJl8vPzsbW1ZfXq1UgkEiGHJSoqiurqaiIjI5k0SSExPWzYMFq0aEFJSQkhISFERETQsmVLnJ2d61Unr33eG6pG/rSq5O+++67wfVhYGDKZDA0NDRwdHQkICBBCCi0tLYXfFBQUCDVXhg0bxq1bt5DL5djZ2XHv3j3u3bsnrKssDvnhhx9SVlbGoUOHqKqua6SXlZVRU1NDXFyc8JmNjQ1aWlo8evSI/fv3C8aTvr4+AHFxccJ5VuYMxcfHU15ejlgsxtTUFCcnJ0pLS4VEdXV1dXr27ImGhgYtW7YUlOAeNzpkMlmD99areB89jdrnPS4ujoSEBFJSUmjSpAlDhw7l66+/5osvvuDo0aPMmjWLKVOm0L59e27dusWJEyd477332LlzJ6Ghoaxdu5bGjRvXM/7FYjEnTpwgMTERQ0NDpFIpWVlZXLxwgR7tFSFhJcXFTJ8+nT179rB8+XK2bNlC//79iY2N5fPPP2f9+vXY2tqira3NuHHjaN26NRKJRLjOb9++TUlJCQEBAUyZMkXY97/tfLwodHR0uHr16kvd59mzZ9DW/HuHHv/EcalQoeJ/518zhZCWlsbZs2c5c+YMaWlp9VRV/heUKkhqamq0bdsWNTU1unTpIiSzKus/6OnpkZmZiZeXF3p6ekRERODv74+TkxMAycnJ5OXlUVxcjLa2Nl5eXhgZGXHu3DkiIyPrLC4uLlhYWNRph45Eh+rqajQ0NPD19QUU8fgikYiuXbsCcOvWLXR1desk52poaCAWi3F0dGTbtm1oamqSkJDA6dOnad68Oe7u7ri7u2NsbMyJEyeYM2cOp0+fFgZiDSW2Kl/Sf6eE7ItCmUdiYWGBubk5+vr6tG7dWlA2MjU1FRKrlYu6urpQIV0sFtO1a1euXLmCgYEBoaGh7Ny5E3t7+zoJ6FevXqWqqgorKys8PDzQ19dHX18fXV1dnJyccHJyonnz5gCcP3fujwbK5chrLTU1NTx69Eioo6I8t4cOHWLTpk1IpVKaNGlSZ2nbti2tWrWiqqqK/Px8WrVqxdq1a3FwcEBTU5PmzZsjFospLi4mJSWFDz/8kNLSUho3boyenh6nT59GKpUKMrf379/HzMwMf39/ZsyYwaZNm4C614K5uTkSiYSoqKgnFgSsjfIeSkpKwszMjMLCQnx9fVm+fLkQ4hMYGCio3Ono6PDll1+SlZWFg4MDn3zyieB9tLCwIDc3t84SFhZGcXFxnaXsMe9EeXk5MpmMFi1aCIu3t7fgKTt06BBaWlpoaWkJoWzJycno6uqip6eHgYEBmpqaglFjaGiInp4e5ubmHDlyRPBENWnSBAcHBxo3bkxeXh6hoaHk5OTUk0RW9mVCQgIPHjwgISHhXzkAFolE5OTkEBkZiaGhIUlJSRQUFHDs2DG2bdvGzZs3OXTokOB9WrVqFT4+PjRp0oTc3FyioqLYs2cPEomEyMhIEhMT6dGjBwMGDGDAgAH06tWLAwcOEB0dTUVFBYWFhVRWVqKjo4NarRytFr/ntAQHB9OrVy9Onz7N/v37MTMzIyUlhSVLlhAQEMDatWuFnBdLS0vMzMwQiUT4+PggkUjo1KlTvWedChUqVKj4Z/lXGCX379+nW7duTJ8+nQkTJjBmzBiysrL+9MukoqKCoqKiOsvjfPHFF5w4cYLp06cDf+j0KxODfXx8sLS0FPITli1bJsiAJiQkEBYWBiiq1dfOMaisrCQxMbHOjLqbmxuWvw/WHsfHxwdjY2OKi4tZv369kGR7+fLlpxpjrVq1EqorK2fFy8rKKC4upqCggBs3btRTA3oafzaE50XwrHP0JHR0dHBzc6NNmzY4ODgIff2khPXaPHjwgNdee03Y3+LFi+vUWigrKxPEDXx9fRu89oqLizl69KgQvvc4RkZGNGnSRCjGmJGRQUFBAYMHD2bw4MGoq6sTGRnJ6tWrBbWi2owfPx6A1157jcOHD2NkZCR8p6mpKcRxL1myhJiYGKytrYWik+np6UgkEiE0pqqqiqioKG7cuEFRURE3btxosM3JyclIpdJ6BQGfdo5SUlJ44403mDNnDosWLcLc3Bxvb28AwdMEikTxgwcPIhaLWbFiBUeOHKG8vBx3d/fnOmd/hh49egj7T01NBRQiFcpjebxCe1RUFKC4/z08PEhOTkYmkwl1fExNTTE2NkZXV5fExES0tLQoKCggMDBQ+Lc2ZWVlyGSyl5ro/lfvoyehfBaYmJjw/vvvY2pqipaWFoWFhTx48ACRSMQ333wjXKdr1qzhs88+w8DAgFu3bnHkyBEOHjyIvr4+jx49Yvny5UilUkpKSurky9Xm8Zoy4eHh+Pr6MmDAAKqrq/niiy8ICwtj586daGtrExAQwOTJk3n48CEBAQHC81upkDZ58mSOHTvGtGnT/uf+UKFChQoVL5ZX3iiJj4+nV69eDB06lMuXL7N06VISExPJzc0V1qmtSPQ0fvjhhzoysI8XOXsWCQkJGBkZ8dFHHwmKOwEBAcIsXG5uLomJiQD1apUUFhaiqalZZ1Cira0tyMQ+jlgsFgZSW7ZsoWPHjojFYsLCwpg+fXq93JLajB49moEDB1JdXc2CBQsE70FVVRUtW7bE1NRUSOiurbzVEI9XhH8Z2NraPvc5Cg4OFpRfaiORSISk6lOnTtUJA2qIjRs3kpGRASgKE8rl8jphdvv27aOoqAgjIyPc3Nwa3EZcXNxT81HU1NTQ0NDAzMwMsViMXC4nPT0dNTU1XnvtNWbMmCGErRyqVcVayZAhQwgODua3335r0KBU5osowxb09fVxdXVFW1ubtm3bEhYWRlxcHObm5piamuLv74+HhwcGBgZ07NixTpKwkicVBGzoHCUmJgq5Idra2nVkkZXGkdIDcezYMUHhasKECXh6egqFJT/66KMXPnvdqFEj2rdvj0wmY926dUIb7e3tAeolu/v5+QHQunVr4b4uLS3F2tqa7OxsTpw4wfbt27l9+zbOzs7o6OjQqFEjfHx8MDIywsfHp8727O3tsbKyEvb3Mvgz99HzUPtZ0KtXLz766CM8PT2xtramY8eOgGJiwMnJSdjfihUrBPGFvXv3UlxczIkTJ9DT0yM+Pp4jR44Isr5PQlY7Of73+9LBwYH3338fmUzGqFGjOHz4MFu2bEFdXZ20tDSuX7+Onp5evWdbYmIi/v7+z+X5+/9AaWkp5ubmmJubvzQRBnt7+799f//EcalQoeJ/55U3So4fP07btm35/vvvsbS05J133sHa2pqQkBAOHjxITEwMampqz2WYzJ49m8LCQmF52ovw8bClxMREVq9ezZo1a9izZw95eXnCurq6urz22mvAH8bIzZs360hUGhkZoaamJsySPw8uLi4YGBhQUFBAZGQkixcvRk1Njb179zJ48GAhZ+JxRCKREP5VWFiIubk57u7udOjQgV69evHdd9/xxhtv1FPeUpKVlSUc++MzjS+D5OTk5z5Hly5dIi0trcGCXW+99RZNmzYlNzeXAQMGcPz48Sd6mebOncuAAQOYMGGC0K9KFSGl4hYgKAQ1hIuLixCm9DRycnKoqalBTU2tjkpNdXW1kFD9JPUzGxubJw7YP/roI9TV1UlJSUFDQ4Po6Gj27t0rhJSdOnWK5ORksrOzycjIQEdHB09PTz7++GNef/11ysrK6l0P9vb2+Pr61isK2NA5SktLo7y8nOjoaBITE7l27Rq//PILu3fv5rfffgMUXqYrV67wwQcfUF1dzdChQxk/fjxyuVyQ5lWq2b1oPvnkE0QiESdPnuT69euAQjEKYO3ateTn5wvHoawS7u3tTWRkJFlZWejr62NnZ0d1dbVQMPPWrVu0bt2aDh06YGtrK6htvQrqdc97Hz0vjz8LTExMePvtt3nrrbdo166dsJ5yokZ5LaalpQkG6E8//YSnpydjxowBFJ7fZxlr4loe5w6/Gz8///wzpaWlQkHRTZs2sWTJEpYtW4ZYLCYmJgY/Pz8uXrzIhQsXOHHiBBEREUJ7/P39X+mQ1JdJTk5OPU/h30lubu5L2d/LPi4VKlT877zyRklxcTFhYWHCDPQPP/zAtWvXWLVqFd9//z3u7u4EBwc/l8KGlpYWBgYGdZYnoQxVSExMJDs7m9OnT3Pv3j0yMzMpLCwUPCKg8NQMHToUgHv37gnx6zt37qSkpITy8nKKi4vR0NAQpFLR0qewWpOimj88KhXq+kQk5RCRlENkXAoxMTHCgHL79u106NCBRYsWoaWlxblz5+jSpQv37t0jIyOD7OxsKisrhUVpHJmbmwvJthkZGUIujlwur6MIVDvnoXbIlvyxfIiXQUPn6PF2yGQycnJysLW1RSQS4erqilQqFWb65XI5jRs35sMPP8TCwoKCggLef/99fH19OX36NNXV1dTU1AiLXC7nl19+ETwub7/9NpWVldy9e5fly5dTWlqKjY0N+vr6RERE1FmKiop4+PAhCQkJOLX0wt69DfpWf0jv6ls5om/dFPQsSMkuFAa/xsbGQs2SpKQkdu7ciUwmw8nJCUtLS+Li4oQlNTWVjIyMOktWVhb5+fnCYmZmxvDhwwGFF0BdXZ2wsDAOHDhASkoK1tbWaGpqCjkWVlZWyGQyqqqqyMjIQEtLC3V1dSQSyTPPeUPnqFGjRmhra1NUVERubi537tyhpKSEW7duCZ4qLy8vJk6cSE1NDf3792fevHkkJiZy//59ysrKEIlEyGQyiouLycvLq7NUVlaSlpZGWloayVkFJOZKG+xnkb4lqTlFdfomJycHbW1toX7K3LlzefDgAe3bt8fZ2Zni4mIWL15MRkYGR44coaamBm9vb3r06IGDgwOWlpaYmJggkUhQV1fH0tISfX19IYm6tLT0qRMj/0QY5PM+6/4qZmZmgmCGcvAnl8tp06YNxsbGQnjcypUrGTlyJCKRiOvXrxMTE4ONjQ0tWrRAJpOxdetW3n///Xrb1zY0x9TehZ6DhgufNXZqRbcBQzFs3IyzV65z9uxZBgwYgJ6eHmFhYcyePVvwtJ09e5Zly5Zx4sQJzpw5w4kTJ9DV1UUqlWJmZkZOTg7Z2dmC0Vmbx583L/P5p0KFChX/X3nl1bfatGnD2bNnad++PR07dmTPnj0cP36cbt26UVFRwcSJE5k+fTqnTp16oXKbSuWh3NxcHjx4QGxsLIaGhoIq0uHDh4V1NTU1efvtt5kyZQppaWksWLCAgIAAQkNDsbGxwdnZuU5+iVxTj2rP4aBWt/s1vN9DGfktkstoURGCkZERwcHB3Lhxg+rqanr27ImhoSFff/01YWFh9O7dmx9//JFu3boJakLwRx6FtbW1MLOuDKdR/l8ikQgD0IaO3dzc/JVNAhWJRJiZmeHp6UnPnj2FNitn+pXH1q5dO6Hy84MHD7h37x4ffPABrVq1ErwjIpEIsVjMpk2bhETs2bNnExoaSnl5uZAjMnz4cDIyMuqoR4GiZoilpSUyDQmFzQbjrFa3eGLbccuFv2uqKrn+03jaerrStWtXysvLad++PSdPniQjIwOJRMIHH3xQzzMhlUoFaV0ldnZ29dry+eefExQURGRkJM7OzkRHRwsFO0ePHo2NjQ2PHj2itLRU8KalpaVhaWmJrq5unWtI2c+1r4GnXQ9SqRRnZ2e0tbW5desWTk5OJCcnEx0dTVVVFe7u7ly6dInk5GQsLS1ZuHAhmpqaaGtrU1BQACiuPUtLS15//fU6OTOgmPl3d3entFqNk+kmyBDRdtzrDfbz+VwwiT9JZ59WdO3alfv372NiYsKkSZMICQkhIyODffv20b59ez777DM+/fRTdu3axdixY4XQnpYtW+Lh4UGjRo3Izc3FzMwMXV1ddHV1ef311zE3N8fR0ZHq6mqkUim6urr1+kf5/3/DPfU0GmqzhYUF7dq1Izs7WwhhFYvFDB48mL59+7JkyRKOHDlCcnIyoaGhdO/enUuXLnHs2DGGDRuGl5cXw4YNIzU1lTt37vDpp5+ybds2SktL0TY0x3fKRkRiDWoLCOfb9kDTFtq1HSncS9evX2fIkCEkJCTg5+fHr7/+yocffsj27du5fv060dHRODo6kp+fj42NDTk5OcJ1fufOHeEZ+LjwiAoVKlSoeLm88p6SPn36MG/ePGbPno2trS0TJkwQZsZMTU1p1qyZUMjrRaIMVdDR0aGmpoaWLVvSp08fvvnmG4A6nhk1NTUMDQ2FuglBQUH06NEDuVzecP0Jde16BsnjyEVqVIs0sLa2xsHBgYqKCmFw7ObmxtGjR3F1dSU3N5eRI0fy3Xff1TEulAaaMk/CzMwMTU1N8vPzhVCGZx37ywzZ+is83s7Ha0GUlZXRunVrVq1axa1bt4iPj2f27Nno6elx9+5dhgwZwuLFiwFFTsH8+fMBmDZtmjDLe/LkSaqqqmjcuLEgbvAkZGJtUKtfzb02Yg1NRo6dIChugSLMQBne9MEHH2BoaPjnO+N3NDQ0WL16Nbq6ujx8+BBXV1dAUV/l4MGD5OTkUFJSQmZmJqAwbNq3b4+dnR2XLl1iwYIFnD59GlAke58+ffqJ9UUeR+kJaNOmDaNHj+a9996jZcuWwr66devGxo0bAfjmm2/qGFnKeiqNGzd+9n5kash4+sC+WgbHTl8QCphGREQgl8vR0dERiu6dPn2a0NBQevbsiYuLC6WlpWzdupW0tDQAwTA0NTXF1dVVuM6ys7Oxtrbmww8/xNvbm7i4uGcmsFtYWODu7v6fG/g2dFxmZmaUlJTQpUsXIddkyZIlvPfee4DCg1xVVYW1tTU//fQTGhoaXLx4kaCgIMaMGYOTkxP9Bg5BJNZ46r7FGppo6xmRn5/P8ePHWbFiBcOGDaOmpobdu3cL4ZfZ2dnExMTg6OhIREQE2traVFQoJLolEgllZWWv/LNOhQoVKv4/8Ep7SmQyGWpqavTs2RNQVFm+f/9+nXWKi4uxsrKioqLiLxsm5ZXVaFb+MR9Xe3Bv2cgGsaY2Tq7umP+uwJWSnom/nz9iDS0AquUiyiur6TdgIMdPniYw5C6TJk3iql8AFy5fxdXVFXktI0T+jIGrcPyIkInEOLm4kZyazqPYeCqrZVTWyGni6MDBI8f48ccf+XXbNn7dsYsZs77C0tKSquoqNm39FbGGFjn5hVwLuEG7tm2JjU/k8FFFXkVqehZWjW2R6Oggl8uRlpf/UbvkKf34d87yllfWL6pW+7vHz9HjbVFT10TfUFNYP7egiJrqasqrahBraKFnYIRbS0/GjBvP7Tt3CLxzh+++/wHrxrbs3rsfsYYWtnZ2vP/hR1RU1VAtExETn4hYQ4uMrBw2bNqKrp4u5pbWdRsn1kAuUkcuer7zqi3RowbFILYGNe6GPaCqRo5E35COvl3Jzc2lqqau96pKBhXVdcODKqvlVFQ9/pmMps2dWb9xM6M++oiHj2KZPvNLVq1cyfGTp+nc9TV0dPWxsXekolpWp89D7oaRlplN1rmLeLT25uGjOMqkZURGx9C0ubPQr09ErIG+kQnlldWoqWuiq6+Os6s7CcmpiDW00NLRRYYanl5t6Najl3A8FdUyzpy7iFhDCzvHplRWy6hBjWp53fMrQ41qGdQ8n64FYnUNxBpaXPUL4KpfAJZWVrRt25agoCDh3vW/fgu3lp609vbhUWw8twKDkZZJEWtooaktITU9Ex2JhFOnTnH61GnMzMzw7eJLs6ZNKa/KIiwsjPDwcBwcHHjnnXfQq+WtLS0rE+4p3d/rm7wM/sx99KKRy+XoGxoj1tCmsa09bi08uR0UQkJSCtt27MLEzJKUtAw+mzKNZUuX4dbSk2/nL+Dbb78lMDiUuIQkBrzxBo2dWnFb+uz9oSZG38iE4tJSZn75FZs2baKyRs6J48c5c+4CEn1DKsrLKSwu5ef1G+jevTvFpeXU1MRQKq2gZcuWNHN2xeD367b2cTTEi3r+PfU+UqFChYr/p4jk/6JA2V9//ZXVq1czcuRIXFxcuHLlCps2bcLf3x93d/c/vb2ioiIMDQ3p/tV+1LVf3qBBRcNUl5dxedEwCgsLhRh41Tl6tVCdo1cf1Tl69XnaOar92d9NaWmp4LEsKSn50yHQISEheHt7ExwcjJeX1xPXK6+sZtASRe2mSwveoqaq4rn397z7qM3/elzwz5wPFSr+v/PKekqUXpLafPTRR/j7+7N+/XoqKipo1KgRV65c+UsGiQoVKlSoUPH/GTU1Ndq0aSP8/TJo7eUFNVV/6/7+ieNSoULF/84/bpQ8fPiQDRs2kJaWRqtWrejduzdeXl6CzG/tf0ER+x8ZGYmmpibGxsYvpMjab1N7PHUmRBmGcT8sjFOnTlNVrXigbtm8mQFvvMG2rYq8keUrlrNk8WLeffddvv/+ezw8PSktKWH4e+/VSUiWqukSI2n9zHa5Vj1g8+ofKJdK2bJ1K3369AEUidWS38NBLl68yJTJk2np4cH06dP5aORIAHzatqV58+ZoamoyetRobGxtBKWglJQUbGxssLezIzEpidTUVBo3bkxZWRmVFRVoamkJ6jRmZmZC2Br89fCF5wmHKCoqwrLhGmp83kEXZ2dnHB6TDk1ITKxzPLU5ffoMaelplJWVMXjQYGxtbQBFDkduXp6gYOXn58f2X38FYNTo0RgYGLBu3TqqKitRE4sZNWoU06ZOw9zCnJCQEE6eOMHRY8dIeUxmtZGTJ67vzH1mX/Q0z8dYUxG+sXv3HgyNDJHL5dy+dYucnBxsbG05cuRInb7ZsGEDhw4erCNF/XsHYmZqyqDBg/Hw8EBHW5vX+/TBx8eHrMxMdu7aRVsfH/T09Tl18iQff/wx6hoaCoWp6mrOnz9PZmYWzi7OxMfFUV1djYmJKZ9//jm2tjbI5fI6L/WioiKsnnCOJniJiY4Op1WrVnTv3p1rfn6EhYXx3XffUS6VcvfePYYNHUZ09EN++eUXer/+OnPnzmXXzp2Ymir2qa6hyCNYsGABYnHdcDhHBwe827ShUsOQLKsuz+xnH+1EPh4+GICKikrKK8q5du0a9+7dIywsjAcPHlD+e3E+CwsL/Pz86fZaNzLS05k0aRKZmVlkZ2dh7+DA2p9/5uq1a4SGhNCseXN69OhBWVkZv/32G9nZ2bRq1Yohb75Z7/44c+Ys8QnxlEulvPX228I1+iLDIB+/t552jp71rHvRbbl8+TKJSUmoidRo3LgRn0+eTPLv0s8GBoYUFSkKnFo3akTfvn0ZNHAgLVq04FxAKIdint1HvkaZGKlXERcbK5wLbR0dmjVtipW1Nd26dsXc3Jzly1fw6FE06hoaNG/WTJAQn/Xll4wZPZrCoiIkOhJ0JDpIJBJ0tLU5e/YcQcFBtPFuQ79+CtW2F3Xenvase5no6OjUK/T5d+Pv54e25t879PgnjkuFChX/O/+oURIREUHHjh3x9fXFyMiI1atXc/r0aQYPHsy0adNQU1OjurpaUK6Kj4/H0dFRSN59UWhrqj/1IVlUUI66SE7Y3RBsGlliYGBAbGwsNVUV2Ns0QltTMXgqLsijpqoCbU11tDTEmBoZUJSfS3lpMWL+SKRU4/ki5qIiwiktKsDe3p7ZM7/gYUQ4M2fOREtdDS11xUAxKz2VmqoKGlmas3vHr9RUKeKk335zEOrq6tja2pKWkkhUxH1BPlcmk5GVnoqWuhq7tm9DKpXi6elJnz59BIUgc3NzbBvVr7nxrJdyaWnpH3H0tVzmz2OUVD7lHLzWpXODgymX5k1xad60wX24ODUlMT6GksJ8tm3ZiIeHB4aGhjRp0gQPd1c83F25e/cuxQV5JHX15eLFi2zesB4vLy9+27WDrVu3cuLECTauX8uObVsYP348o0eP5pOJ4/lk4nihENuZM2cIDw+nIC+3XvsaQqwG6spxvqyKnMx0Hjx4gK2tLdmZ6STGxXDl4nlBvjYxMZGdv26ltLQUIyMjbGxsBK3/qsoqMtNT2bZ5I7Nnz6Zp06Y8CLtLekoS+vr6dO/qS1VVFdoaYoYMHsj+vXs4d+4cc7+ezbJly5g6+TMhoVupjGRvb0N2ZhrNmzrUM0qedo4e3A+jsrKS+/dC6denN507tMO5WRO++3YONVUVaKmr0cbLk8gHYdwNCaKxtSU7tm1BLpfz5qA3fr8H5b93SwWyKkXtFrFYjLq6OvKaKtTkNajJa57Yhtp07tAOLQ0xR48eZcKECQ2uo6enR+vWrVmwYAFxMQ9JTUpQSIfrSTAxaoaeRIvXunVBW1OdyPAwCvJyCA3K57UunbFtZMWoD0dw8+ZNCgsLCfC7ira2Nra2tkKfOjdvQnTUAyzNzcjOSMO5WRPg+Qe3T7qfavP4df+0c/SsZ93/yuNtKSspoqq8TDh/Ez8ey8GDBwkMDCQ/NwtHR0fFREliPJt+WcemX9ZhbW3NzPnLAKNn7k8dOeoiOZrqaoz+6EN++uknSooKuBcazL1QOHf6JJqamowYMQIDPR3u3LnDg/v36Nu3L6dPn2bRgvmcOHqYHTt2EB4WioaGhiBqkZGWjLaGmEcPI5D17oFEInlhRsnTzpEKFSpU/H/luZ+M06ZNe+6N/vjjj89cp6qqiiVLlvD222+zefNmAJKSkvjhhx/YvXs3UqmUr7/+WjBIVqxYwdmzZ1m8eDHe3t7P3ZYXga6uLqWlpXh7exMdHY2Hh4dQGPH8+fNMnz69jtTnli1byMvLw9LSkvj4eEJDQ3F0dPzTL7Ss31WLGjVqhJWVFWfPnuWzzz6rs05lZSWgqJStrJPw6NEjzpw5Q58+fTA3Nyc8PJzS0lKkUint2rWjrKwMW1tbkpOTKS0tJS8vj5ycHHR1dRtUocnOzhaMlWepB9UuyPgiJZr/Cm5ubujq6vLLL7+grq7O7du36dy5M0lJSTg5OQGKyt1BQUE4OjrSu3dvzp8/T0hICMePH2f37t34+/szZ84cQkJCWL16NX369KFpU4URZG9vj729PV5eXujr6zNu6tfP1a6DBw7wWtsWQg2asLAwiouLqaiooGnTpjx69IjTp08LRsmlS5eEgoZ2dnY0adIEGxsbsrKyqK6uJiwsjKqqKu7fv4+9vb1QELB3795oampSVVUFKAbCS5cuxd/fn6CgIHbu3MnIkSOFAXT37t1p1qyZ4HlqiJs3bz7xuDw9PXn48CFeXl4EBAQQHBwsVAEvLS0lPj6edu3asXPnTg4cOICamhpyuRxNTU3B81eb6upq1NTUqKysrCOp/bwoC5UuX768zuc9e/Zk+PDhuLm50bJlS8HoUirlGRgYYGpqSmFhoRACsmPHDkAx6G7atCk5OTmC8Q4K1bOQkBC8vLxITk7GwcFBqEnSs2dPpFLpE/v0abxK99PzUFZWRmJiImVlZdjZ2eHo6IimpibZ2dlkZWWRkpLC0KFDadasGfv37yc+Pp47d+6QkpLCvn37OHjwIOnp6az48Ufc3vvuT+27efPmrFq1SpChVnrDKisrOXbsGFu2bGHjxo2cPn2agIAAVqxYwRdffMH9+/e5cuUK0dHR2NraCteih4cH169fx9nZWZAZV6FChQoVfx/PHWwZGhpaZ9m8eTMbNmzg6tWrXL16lY0bN7Jlyxbu3r37XNvT0NAgPT1dmFmTy+XY2dkxd+5cunTpwsmTJ9m9e7ewvpmZGZWVlfXqMrwMlIP1Xr168cknn+Dr68uUKVOwtrYmKiqKgQMHkpOTw4wZMxgyZAgikYgjR46Qk5ODpqYmsbGxQgVpAHV5FbLqqqfuUw0Zdo0UBkBCQgKlpaVMnTq13otxyJAhGBkZERUVJQxyy8vLuXTpEjNmzKBLly4sXLhQqLNSUFAgzOTa2trSunVrWrVqhZeXV73K7kr+TOG3x2V5H+fEiRPMmTOHEydOPHNbLwJllW1bW1vatWtHZGQk165dY/fu3YwbN47Lly8jlUoxNjbmww8/FOR4lRWqu3Xrxueffw4ojJAnSdZqaGhQnJdFTVXlU9sjq64iNPAmmzdvprpaEcKlrOIulUobHPgMGzYMNzc3QGHAHD16lLNnzxISEkJYWBgAVlZWdOrUiT179hAUFCTUsnkce3t7QQZ5+/btgmS0Ejs7Ozp27EhZWRmnT5/m4cOHdb4PDw9/4rF1796dWbNm0atXL8LCFF6TlJQUXn9dUUtk69atvPHGGzRt2pSsrCxu3bqFs7MzlZWVrF+/ntjY2Drb09TURC6Xo6WlVedzNVklPMNbIquuRE9LYcisWbOmjvzwxYsX+emnn7h48WKda/qNN97AzMyM7OxsTp48SXp6Orm5udy+fZvw8HCioqLo2LEjnTp1wqxWSGOzZs2QSCR4eXkJnhJAKGiqo6ND586d69WeeR6edT+B4p6aO3fuS7unnsbhw4dZvHgxZ8+eJScnB1dXVzp06ECrVq3Q0tLC2dkZiUTCsGHDhD6sqalhwIAB/PLLL8I1kJOejIb46ZM4asjRVKsrxSYWi3FwcKBnz551Qnv79++PWCzmk08+wcDAgKKiIjp27CgYnQsXLiQiIoLCwkKaNWsGQOfOnfnss8/o1KnTv8Ig/CuUlZXh4OCAg4PDM2WtXxSubm5/+/7+ieNSoULF/85zTz8qa2SAwhOir6/P9u3bhdnI/Px8Ro0aJRRkexo1NTXIZDJsbGzIz8+nvLwcLS0tZDIZ1tbWTJ06lQkTJrB//36h0u/IkSN58803/zEVjMfDEuzs7Dh8+DBvvPEG9+7dw8nJibfffpuRI0fy8ccfM3z4cGJiYujWrRtXr17lxo0bGBoa/j7LXkbiqQXoGZmBWB3zHpMAqAreg7WlwhBRq6kATYWOfnp6Op9++ikuLi5ER0eTm5sreCzU1dWZMWMGX3/9NefOnWPLli3k5OQQGhpKcHAwMTExpKWlsXHjRmxsbLCxsSElJUWY5be3t0cqlQozsbWPs6HCbw2FYdX2AOnq6goD69rrKiV879y5Q0FBAXfu3BHqCDypjx//rqHt1UZZub42jx49ori4mC5duuDk5MTSpUsxMDBg4cKFPHr0SFjP2NiY1q1bU1hYiEgkok+fPhQUFKCurs727dsBePPNN0lNTa03SI6NjeX+/ftkp8Rx4+cJfPnNfFauWi0U87uz6QtqqqswNzcnLTGW8sJsylHE2ysNEiW1K2PXHjD36dOHtm3bcuvWLUARM11dXU3jxo3R19fHy8uLe/fucenSJQB+/vlnrK2tqaioQCqVoq2tLWzr3Xff5erVqxw+fJjx48fToUMHzMzMyMvLo7CwEDMzM6H2RnJyMs7Ozpw4cYLAwMA623naOfL09CQ2NpacnBzBIDh8+DBffvklS5cuZcSIEQQGBmJsbCxcX5s2baJ79+7CQBEUxl7tbaenpwOgnrUH1LVR19ahvLniOmpaGgKyavbs2UNFSSEJbbdRbmWFubk5x48fJzk5me3bt+Pn58e9e/e4d+8e8+bNo2vXrnzzzTc0b96cb775hilTpnD9+nU6dOiAsbExLVu25Pr16+jq6nL37l1cXV0xNDQUPJMuLi64uLjUCXWTy+WYm5sLeVnP4knV4J8WtqUkMDCQgoICAgMDGTBgwD9aefzBgwfIZDISEhIwMzNDR0dHuF8aNWqEuro62dnZ1NTUCH1VVVVFdXU1ZWVlSCQSjIyMKCjIZoKPLqmZuYjEmkJ+ifJe6tu3L3bW5uSlV5IHFBYWkpqaKmzv0KFDggH97rvv8vrrr1NcXIxYLMbb25srV65w6dIlvLy8CAwMpLq6msrKSgYNGoStrS25ubnCM095/hp65vzbkcvlJCYmCn+/DJKTkqipqvhb9/dPHJcKFSr+d/5SYOuKFSs4f/68YJCAYlC3cOFCevfuzfTp0xv8XU1NDWKxWFhGjhxJjx492LhxI59//rmQ72BnZ8f8+fNp164dd+/exdPTE5FI9I/K8tV+GUVERBATE4OJiQnr169n8uTJpKWlsWvXLnbt2oW3tzfDhw9n3bp1XL16lR49enDp0iWuXbtG27ZtadGiBT179qRx48ZUVsuZfyELAG8Xe8yM6xbOy8jI4OLFi+zbt09IdNfT08PK6o98j5EjR3L16lUuXLjAqlWruHDhAmPHjhWqz8+aNYtdu3Yxf/58unXrxpw5c4Tjyc7O5v79+5SVldGiRYs6s7nKdSwsLLCwsPjTD/eIiAjCw8OxtrbG29sbXV1dfHx8uH37Nj4+PvVe8MoB+V/lzJkzBAYG4uPjQ//+/QFFHlJRURGxsbG4uLjQsmVLduzYwaNHj9DR0aFHjx5cu3aN/Px8Ll++DEDHjh1p1KgR+fn55OTkcO3aNQDee+89qqur6w0SNTU1Sf496d3CQIfm1oYM7u1L2u/fV+Sn0adXD44ePYpcLq9zPTRr1kwQcwAEg87AwKBOuM/HH39M48aN64g+FBQUCLV5Hjx4wHffKcJdvvzyS4YMGSL8Vltbu14Nn59++onw8HCio6MZNmwYx48fJz8/n8rKSrKzs3F0dCQmJkbIQ7p16xaFhYVPNUpqV383NjZGQ0ODGzduIJFIBMPjzJkzTJs2jZs3b/LBBx8IdYccHBxISEjg/PnzXLlyha5du/Luu+/WuU6OHDlSr7Bkdl4BynTWbj4t0FCD43u2UFiYTWpqqhBqV1JSQrt27WjXrh35+fmcPn2aI0eOEB4ezuXLl4mLi+PixYsMHTqUM2fOcO7cORYvXkzHjh355ptveOedd9i2bRsFBQUsWrSI4uJitLS0+Pzzz2nevPkfohC/h3OdPHlSuBaVXq6nERUVRVxcHE2aNMHFxeWJ6zWUY9KmTRtu375NmzZtEIlE5OY+X27T30GHDh24fPmy4G0QiUQkJyfz6NEjMjIyqKiowN7enszMTGEGW5kzpPQK2djYUFBQQFVJHt3btfzdKFEYGP26tmXPrh1cPbmfNWvWCPdLcnIyzZo1o6ioiHnz5hEeHo66ujorVqzgzTffFNpXVlZGp06duHLlCmfPnmXMmDFs2LCBiooK+vTpg5GREWfOnKGoqAhNTU1SU1Np1apVnckWFSpUqFDx9/CXtPKKioqEKs21ycrKqjfzqyQ6OppVq1YJM50AXbt2ZcmSJUydOlXIK1EOuPT09HBzc3uhyYUvipiYGEpLS0lPT8fS0pLvvvuOLl26YGFhgaamJsHBwaxbt04YEAUHB+Pt7U1ZWRnz589n6NChDBkyRKHStej7p+6rQ4cOiMViwsLC6hWOVCISiZg3bx7Gxsbcv3+fFi1asHbtWkAxuP3555956623qKqqwt/fn2PHjhEcHExkZCQPHz4kKCiICxcu1Akxexbff/89r7/+Ot9//0f7S0tLycrKEgYbMTEx5OfnExcXJ4SGDRo0iEWLFjFo0KB62/wzRokyyTwhIUH4LCgoiMLCQgIDAyktLSU7OxsLCwt0dXXR0tLi+vXrWFhYcOHCBQDmzp3LgQMHSE1N5ezZs3z55Zf069ePBQsWCNvctWsXMpmMJk2aCOfzceRyOSdPngRoUA3u9ddf5+LFi8jlcoYPH87atWuxtLQkLS2N1NTUOipTNTWKsCRNTc0627h3T5Gca2Jigo2NDR06dGDUqFFs3bqV/Px8PvroI6RSKd26deOrr756Zv/p6emxZ88ejIyMuHXrFh07diQ+Pl6YHXZzc2PgwIE4OyuKJrZt2xZDQ8PnzueKjY0lKysLQ0NDNDU1eeONNwBFCFdlZSUuLi74+/sLCegJCQnY2tri6elJVVUVFy9eZOzYsQwaNIhDhw4J/fI8KI05Zd7X4xgbG/P++++zfft2AgICaNy4MQkJCXz77beIRCI2bdrE66+/Tk1NDf7+/vTp04fFixcjk8m4f/8+QUFB5OXl8ejRI86ePcvOnTsJCwsjJSWF7OxsysrKCAwMJDc3l2vXrj0xLBL+uGciIyMpKysjLi4OUFRAHzBgAPPmzau3vjLHRMnAgQP5/vvvGThwIPC/G/f/CwMHDuTjjz+mU6dOgqcvJSUFULwDqqqq+Pnnn1m5ciXS35XPlDlPSpThb7U9mUpmzJyJubk5WVlZrFq1ijt37nDx4kXOnz/Pxo0bmTJlCuHh4UgkEubPn1/HIFEydOhQxGIxAQEB6OvrC20wNzcXPITKsMby8vJ6/a3inyEyMpKQkBBhSfpdxU2FChX/Hf6SUfLmm28yatQoDh48SEpKCikpKRw8eJAxY8bUmaFVEhMTQ4cOHZgxYwZr1qyp89KcOHEi3377LR9//DHffPMNwcHB5OTksGPHDqRSab2Z0VeBZs2aoauri7u7O87Oznh6erJu3Tri4uK4efMmw4YNQywWExsbi4ODAwUFBdTU1DBhwgQ6deqEsbExMpmM2NhYzp09K2w3OSmpjjciISGB3bt3CwOyBw8ePLFN5ubmrFy5ElAMSr777jvBUyIWi/n5558xMjKivLyc0NBQ7ty5Q2RkJImJiWRmZiKTyaioqHjuPvDz86OwsBA/Pz/hs8cHTM2aNcPY2JgmTZo8V0z284S5gGK2MywsjPz8fMFDAYoZY0NDQ3x8fCgrK6O6uhpbW1v69++Pjo4OUqmUDRs2UFBQgEQiYeLEiYAiRKhTp0589913HD16lM6dOwvbVCZ2x8XF8csvvwh5ILUpLy8XYuFDQ0OZOnUqt2/dFr5XhmmZmZkxZ84ctLW1BcGC2NjYOkaJ8kX7eF9s3bqVgIAAampqKCwsJDw8nIsXLzJz5kzatGlDfHw8tra2/Pzzz/WkdJ+Em5sb69atAxT36N69e4XkdCW5ubkcPXqU7Oxshg4dWi/k7kk0bdoUCwsLhgwZwvTp05kwYQIGBgbExMQwePBgweuyatUqtm3bhqGhIcnJyXTo0IGrV6/y5ptvIpFISEhIYP78+QwfPlwIx3gacrmcwkKFzGxRUdEz12/WrBlz5swBFOFlcrkcKysrTpw4wc2bNxk8eDByuZyDBw/y8OFD9PX1MTU1xcTEBHt7e4qKiigrKyMhIYHy8nJB2MLJyQkdHR1atmz5TKOkuroaS0tLJBIJTZoo1Ln8/f0pKiqqEzYLz5dj8rz30d+FUtxAeR3Z2Nigo6ND27Zt0dPTIzExsY4hMnLkSDZt2iRMZig9S7Nnz2bRokWUlJYI6+rp6vHxxx8DintzwYIFrF69mqNHjwrvIzMzM1auXImnp2eD7bOxsRFyxmJjY7GyskImk3H69Gmsra2pqqrC1NSUzMxMtLW1n9nfKv5ezMzMkEgkjBgxAm9vb2FxdXVVGSYqVPzH+EvhW7/88gtffPEFI0aMEF4u6urqjBkzhmXLltVZt7S0lB9++IGBAwfSpk0bPvvsM6qrq5kxYwbm5uZIJBK++eYbHB0dmTlzJtu2bcPAwIDi4mJOnDjxjyS2Pws3Nzfc3NyEGOPS0lJSUlKQSCTY2NgwcOBAysrKOHnyJGVlZUIsupeXF1u3bkUul3Pnzh1ycnLwu34TZRrewYMHuXUjgHbt2nHv3j0hyVhDQ4MhQ4YwePDgp7artpdq4cKFQqiNXC7niy++oKCgACMjI8aMGSPE6gP4+PiQlJT0xJd4Q3Tp0gU/Pz+6dPmjXoRSpUz5Alf20/PyvIOp0tJSLC0tyczMFGZVAfr16yeEbZWWlgox6gCNGzcmJiYGIyMjoZ27d+9m9OjRT93XwoULmTRpEmFhYXz99dfY29sza9YsOnXqJKyjo6PDlClTOHXqFDExMWRmZpKTV4CyZaUlJZibmzNq1CihPcOHDyckJITDhw8LOVWVlZVUV1djamrKqFGj6rRD6aXx9vbml19+ITk5mVu3bvHTTz9RWFiInp4eO3fufO66PcrB+8aNGwEEj5IyLl9JTk4Ojx49oqqqiocPHz7RW/Q4EokEe3t7GjVqhFQqRV1dnWXLljFt2jQuX75M9+7dOXbsGDY2NvTr1w+ZTMaYMWO4ePEiixYtYtasWcycOZNDhw6xYcMGoqKiiIqKonXr1gwcOLBO6Ghtrl69SlRUFFpaWrz11lt1vqusrOThw4fY2tpiZGQkfB4SEgIoEvVre2W9vb3Zt28fFhYWFBYW0rNnT7Kyshg+fDhvv/02jx49IiwsjISEBJycnDA0NCQuLg5TU1O8vLx48803n6mapbwWW7VqVSc8yNfXF39/f9q2bVtv/UvsGJsAAQAASURBVGcNkF8Fo6S2YWtvb18nLDQ6OpoLFy7g5OREYmIiiYmJfPLJJ3zzzTeMGjWK4cOHk5CQwKFDh/j11185d/EyLT9eJ/ze3d2dGTNmcOjQIUQiEYaGhmhoaGBra4upqSndu3fH2NhYUCZ8nOrqaiHfxNPTE2NjYzIyMrC3t8fW1hZra2uuXr1KdXU1ISEhNG/evEFVQhUvBzs7OyIjI+tMZkZGRjJixAhycnKwe6w+lQoVKv69/CWjRCKRsG7dOpYtW0ZsbCxyuVzwHjyOmpoa3t7emJqa8s4772Bubs67774LIBgmampqfPDBB/j6+pKUlIRUKqVFixZPVDp6VVB6NdLS0qioqCAtLY3GjRsjEokYOHAgwcHBpKenCwP4rVu3oqOjwwcffICenh729va0bOXFsgDFTKCaWCy8pEHRd61ateKzzz7DwsKCgoICgDqDbSXl5eXs378fgM8//5wRI0ZQXl6Onp4ea9asYffu3YjFYhYuXAgoZGadnJzw9PQkJiYGR0dHTE1NCQkJISoqCpFIRHV1Na6urkLice1Ez6+//pqvv/5aSECuLRv8eP5C7b56Eejq6tKkSRP09fUFT4m9vT1lZWVC3ygXmUyGXC7H3t4eXV1dysvLSU9P57fffmPBggUMHToUiURCZWVlvcq/VVVVODs7c/78efbs2cP3339PYmIikyZNokuXLgwdOpRWrVpRXV1N69atad26NVKplKioKM5duCRsx9XVlV49XkNHR6eOwtTEiRO5ceOGEGsPYGRkRI8ePeqp2JmamgKKa61Ro0Y0btwYFxcXevfuzbZt23jnnXdo3rw5lZWVXLp0ienTp1NUVIS2tjYaGhro6OgoFMKKi8nPzyc/P1/wwOno6LB48WIKCwtxdHSss18zMzOaN29Odna2EMr1PKSkpFBdXU16ejrNmjUjNzcXX19fNm3axCeffMKDBw945513uHLlClKpVAhTjImJ4eHDh+Tn56Ojo0P//v3p2LEjW7Zs4dSpU4SGhhIeHk63bt3o2rUrZaWl8LszNTYmhq1btwKKHBxzc3MSExMJCAjg0qVL3L17F6lUikgkwsnJiZYtW9KtWzcOHDgAKJTsiouL6zzH4uLiKCwsRFNTk/Hjx2NgYEBYWBiHDx9GQ0OD5s2b4+HhIRiVLVq0QCqVCkne2trahIaGEhkZiaura73wN2WYoTIpXinHPGvWLGbNmvWfrEa9YMEC+vfvz9GjR4mNjUUqlXLv3j1SU1P58ccfWb16NcOGDWPNmjUsXbqUtIw/QoX9/f0QyWto37497du3Fz6Pi4sTwvZkMhm5ublUV1cLz0wlUqmUyMhIioqKMDY2xs3NTZi8kclk/PTTT4Bigic1NZUuXbqQlpaG/WNFW2vzqoUX/xexs7NTGR8qVPw/4H+q4KSrq4uHh8dT19HR0WHkyJHCi37YsGFCbL1cLmfWrFmYmZkJNQlqz7y/SjT04lEOGBo1akRqaiqNGjWirKwMFxcXtLS0WLx4MSNHjiQgIIARI0awa9cu1q5dy44dO/jwww+ZOHEixmYWEHAHgGtXr7Jrx6/s27eP7t27M3v2bORyeb3k4pycnHphbZWVldy4cQOAUaNGYWioqBJ+5swZITylc+fOmJmZ4efnR0lJCbGxsbRt2xZ9fX2kUim5ubmCelNSUhLu7u5ERkbSpk2bZ9YqqS0bXLtmy5/p16f9pnYStTLpNCoqCqlUKtSFUIZsKb1TgBCulpGRgaOjI+3ataNDhw7cvHmThIQExo8fz/Lly2nUqFGdAaBMJiMqKor9+/fj5+dHmzZt2LVrF6dPn2b9+vX4+fnh5+eHuro6Xl5edOvWDV9fX7y9vRkyZAifT5nG+O33ALhw8SLaGmLu3btXz2D77bffOHbsGKtXr6Z///6sXr2aY8eO8eDBAw4dOkTPnj1p164dtra2gox2ZmYmjo6OqKmpYW9vT4cOHYTt3bx5k3feeUeI138W+vr6zJ8/n5EjRwLUGwQrQ7CUPC0kqvY5srGxEe4J5cy5cmD+zTffsHDhQoKDg1m8eDGzZs3CxMSEtm3bcvPmTe7cuUOvXr2EvnJwcODnn39m1KhRLF++nFu3bnHhwgXu3bvHu++NEPbvHxBAaWkpTZs25b333mP06NGEhobWaaOhoSGFhYU8fPiQhw8fcvDgQQCsra0ZNGgQNTU1dWqiKPO47OzsiIuLw9vbmwcPHpCeno62tjadO3cWvB1K75xyVj0yMlI47pKSEiIjI+sZJbXvm9zcXKRSKUlJSU8dBP/bqH1dKPHw8GDjxo3k5+cjk8kYPnw4OTk53L59m8jISH777Tf27t3LkCFDMDazQBmkM27cOFp7thSkp5XbjY2NrXdvlfzuoaxNZWUlS5YsAaBXr16YmJgIAipRUVGYm5uTmZmJsbGxEBLZs2fP/6zhIRKJBG/28xxjUlJSPY/Fn8XFxQV5TdXf2qd/9rhUqFDxavBSysoqB4hKGch33nkHuVzOe++9h0gkYsqUKSxfvpzExER27NjxSia3Pw2lHjrULTTo7e2Ns7MzDx8+JCoqik2bNrFy5UoiIiJYu3YtmzZtwqO1Nyb9FfUkJk6cSF5OFjU1NVRUVGBsbExeXt5zteH8+fPU1NTg7u4uKN+cPn2a999/H7lcjpOTE+Xl5Vy7dg1HR0cSEhJo1KgRQUFBSCQSdHR0OHToEKWlpRgaGtKhQwdkMhmurq7CcSkHTw0ZJbVlg18WygKQyhAuiUTCuXPnePjwIW3btqVHjx5C8nBFRYVQvyUlJYXBgwezatUqjhw5wqlTp/jss89YsGABYrGYLVu2sGTJkjo5DFFRUezatQsPDw+2bNnC1atXuXz5MomJidy5c4c7d+6wdOlSYX1jUwt8Jitm7U+eOMHbQwY3eAwikYgZM2YwYcIEIek2KyuLn376CZlMxrZt27C1taVp06Z4eXlx+/Ztrl+/Xs+jAYoB9Ntvv41UKsXX15d58+bx448/kpCQgI6ODi4uLoKcdPPmzenXr9+fCtn7Mzg6Otary2FmZkZubi59+vRBJBIxbdo0Fi9ejK+vL506daJ79+7cvHmTs2fP0rNnz3rbdHd356effmLGjBk8evSItLQ01q5dS4853QE4f+4cIpGIqVOnMmrUKMHj5+PjQ+/evXFwcCA0NJTWrVujp6fHxYsXuXHjBg8fPmTy5Mmoq6vXS6hXGjXa2trk5eURHBxMQkICVVVVeHp6CgayRCIhOzubgoICcnNz0dHRQSwW8/DhQ7S0tCgqKhLupdrUvm8kEkmd6/m/jEQioUePHvz222/k5+cTFhZGixYtGDp0KNHR0dy8eZPExEQOHTqEWFObHt8owjK1tLUJCgoSvJQ//vjjnyqmGxgYyOHDh1FTUxMKAiu9zoaGhhgYGGBhYUFSUhJmZmaIxeJ/PBzu70QikTw1V7E2SUlJuLq61qv7IZFI/lQfBQUFof03V7T/M8elQoWKV4eXYpQoEYvFyOVyZDIZ7777LiKRiA8++IDjx48TGxtLYGDgvzKh8PvvvxfyK7766qs6A/MJEyYwd+5cgoKCaNq0KXfu3OH8+fMsWbKE27dvExoSQg/F+5bw8HBqqhRhPMePH6d37951ZsGfxOHDh4WwrNqz2itWrBAKk7m4uBAZGUlGRgYtW7bk22+/5fz584LRU1FRIeQH9e7dm06dOgn1S5Szv08zOh6PI38Z1DYGQfEiiouLQyqVEhoaSo8ePYTk4YyMDLS1tTl+/DiamppYWlpy+vRpvvnmG0JCQlixYgWVlZUsX76cOXPmCLKqurq6TJ48mXXr1lFQUEBYWBjHjx9nz549gEJy+Pz589y4cYNbt26RlpZGZWUlRUWFQrsmTJxIdWV5g4NSJUqDBBTXQe26FWFhYTRt2pS2bdty+/ZtoWBibaKjo3njjTcoKCigefPmbNiwAVtbW6ZMmUJaWhr5+fnY29ujr69PWFgYBgYGpKWl/W1GyeP88MMP+Pn58dprrzFz5kxcXV0JCwvj119/FcLYlGpuZ86cQUtLix9++KGel3DevHmCYb148WIWL1tR5/vBgweTnp5OVFQUFhYW+Pn5CVLKY8aMQUdHh19++YVbt27Ru3dvQY75SWFSd+4ovJjq6uo0b96cgIAAzM3N0dPTo3fv3pSVlZGdnS0UWM3NzcXIyEgQGygtLaV58+a4u7s3mF+lvG+UdU3+SoHFfxO1JY2VNahCQ0NJT0/HyMgIqVRKq1at6NKlC3Z2dixfvhz/6zeF398PC2PVj8vZunUrd+/eZeDAgezbtw9ra+vn2v/t2woBis6dO9OiRQvgjxyc7OxsPvzwQ1xcXFi3bh2XL1/G2tpaJQX8Ozk5OZSVlbFr1646zzIzMzNVaJUKFSpeCC89YFnpypfL5bzzzjv4+vqSnZ1NSEgIrVq1etnN+Us8Ln3bkBIVKAYckydPZvHixairq7Nv3z6mT59O//79OX78ONu2baNxrVoUGzZsYMeOHcL/n1WIsrq6moULFzJz5kyqqqro378/n376qfB9fn4+oJCkdXNzw9zcHFtbWywtLcnJycHFxQUNDQ0cHByws7OjSZMm+Pr6CrkDtdW0lDKxDXlJnoegoCB27txJUFDQX/r989K6dWtKSkooKCggJCQEiURC586defvtt2nXrh1t2rRBW1sbU1NT7O3t2bFjhyC7umbNGn766Sf27NmDu7s78IdQgzI2vUuXLoIBCAqPwIgRI9i0aRP3798nJyeHpKQkzp4790ej5HI++eQTITTuWSjld0ExQ680TJWDp8dDqOLj4+nfvz/Z2dnY2tqyefNm5HI5Dx8+5N69e0ilUiwsLNDX10dbWxsHBwcMDQ1xdHRk+/btTJgwQSgQ+SJQ3h+1VacuXbpEVlaWoCZ18OBBdHV1MTU1JSEhgblz59KqVSsWLlyImpoaR48eZejQoYKcrJKrV68Kxzx+/Hg2b9osfKenr8+ECRM4+7ui3YQJE+rkpf3www/Y2toKctlKnmSQFBUVCYPYYcOGoauri4ODA7q6ukItkYiICAICAoiIiMDMzAxvb2+srKxwcHDAzc0NZ2dnNDU1X5rBHhQUxN69e1/Kvp5FUFAQO3bsqHPPP67Q5+LiQtOmTXnzzTcZP348/fr1w8DAgJYtW6KpqcmUKVPo/frrwu/LKyqYP38+9+/fp1u3bpSUlPD2228LoavPQqmsd+vWLUHWfuzYsQDcuHGDbdu2ERERQWpqKnp6eiQnJ9fxDGRnZxMREVGnsGlDNHQP/FdwdXXFy8tLWFQGiQoVKl4U/0gWpbJI4rRp07hy5QpXrlyhZcuW/0RT/hKPv1jbt2+Pjo6OkHgpl8spKysjIiKCoKAgwTgRiURs2LCBX375hcrKSvr27Yt/LUPGy9tbKODXvn17jI2Nyc3NpaCgoM5SUlJCVlYWH330Eb/++iugSOzdsmULIpEIqVQqeDlAEQ70+uuvs2TJEr7++mtcXV0xMzOjdevWfPDBBzg5OdG8eXNGjhzJW2+9hZmZGTKZjEePHnHixAkePXqETCZ7YtXp56F2XP3fSY8ePWjTpg329vZERUUJifhyuRwzMzNmzJjB+PHj6dSpE0VFRTg5OfHVV18JEr0zZ86kuLiY27dvs2HDBpo2bYpcLqdRo0b8+uuv7N27F0tLS2HGt7S0lOLiYiorK6msrKSqqgpdXd06g+F3330XmUwmeAGU50d5jh5fRCIRH3/8MV5eXowePRo1NTVKSkqEyujp6ekUFRVRUlJCamoq/fv3Jy0tDX19fUaOHIm5uTkVFRVcuHCB6upqxGIx1v/H3nmHR1XlDfjNpEwyk94gPSFACgmQRkkBFFCRpogUxcWu2HZt6+q6rm1XxdW1+6nYARcr0hQpKiFACAkhgSSUwKRByEx6ZiZtZr4/4j3OpECABALO+zzzQGZuOfe0e37n1/z8RGQuLy8vYmNjiYiIYM+ePej1evbs2SOCAnT+9BbpeGl86HQ68d3o0aNxcnISkXR27NhBW1ubWCQuW7aMn3/+mfvuu4/vvvsODw8P9u/fz8yZM/n888+pr6/v4iPQ2NiI0fR7n3z88cepqqoS0bSuvfZaWlpahNmhs7Mz999/P8HBwajVauHPYP5pa2sTny1bttDe3k5wcDC33XYb7e3tREREMGfOHIKDg9FqtdTX12M0GsW/Tk5OwsndZDLh6ekpxtvZ1OmZIo2zgUBBQQFNTU0UFBSI7zqHNE5ISGDJkiXMnTsXLy8vHB0dcXV1xdHREQ8PDxwdHZk2bZo4/8UXX6S1tRVXV1eWL1/O1KlT0ev1PPjgg/z44480NzeLj16vt/i7ubmZIUOGkJCQQGtrK++++y6NjY3CBwk6hJXCwkIuv/xy3NzciI+PF9ndpQhwUn/qCfMxoNVq+73NzwWdTseIESMYMWJEF7Os/iIxMbHf73chnsuKFSvnzgUN7TJixAhycnJO6yw/0DB/sdrY2HDfffexcuVK7rvvPqEJ0mq15OXlkZGRQX19PWlpaSKR10MPPcS+fft+s2H+3WG9RFUidqwffvhhHB0dCQgIICQkxOIjmb/t2rULpVLJF198wYsvvoizs7NF5CnJ2dnW1pbW1lbhO+Ll5SX8dhQKBcXFxaxbt46MjAxRfplMxvLly1m5ciXLly/v1lkVftd8df50JioqCqVSSVRU1CmP6y3d3VMmk4nISnK5nOHDhyOTySgqKmL9+vXCx8DX1xd7e3sGDx6Mra0ttra2PPjggwwZMgSTycTSpUuRy+UsWLCA7OxsfvrpJ/bu3cvcuXOxs7Pr8jH3K5A+5iFn//vaa9x0000YjUaef/55ysvLGTVqFKNGjSI2NhZvb2+Lz+zZs7n77rv56quvePjhh5kzZ44wZwGEuZCrqysPPvggJSUluLu7M2bMGGxsbPj111/JzMzEzc0NvV6PTqcjOzubrVu3cvLkSVpbW/Hw8EAmkxEfH4+9vT3x8fFCY6BSqbokpjwTOo+PkpISJk6cyMyZMwkNDSU9PR1nZ2c0Gg0REREiZ8T999+P0Whk+vTp7Nixg4SEBOrq6njqqae47LLL+OSTT1i6dClDhw7lk08+EQlWJRbMn09hYSEmk4m0tDSRK8TJyQmZTMaqVau47rrrWLNmjej7rq6uFh8vLy9xzq+//grA9OnTLZ5JWnB+9NFHwoxo6NChov9Jz7x9+3bKysp6HCPd9d3TjaPTjQVpnF0ozMsSHR3dpY2USqUIP91dHRQUFFBfX09BQQFRUVHExcVZJNz94osvOHHiBM7Oznh7e/PNN99w7bXX0tbWxqOPPkpubi6+vr6cOHGCLVu28Mgjj3DttdfyyiuvoNPp8Pb2FvmJPv74Y4xGozAV9PX1RaPRsHLlStra2njkkUe47rrrMJlMZGVliYSKkt+RTqfrsY16k09mIGAymSgoKKCgoOC8CU5FRUX9fr8L8VxWrFg5d86rT4k5tra23HrrrReVQ7tE51wBnfNzSN+1tbVhZ2eHr68vM2fOFCY1Bw4cYNGiRaSnpxMY/LvD8j/+8SQmk4m5c+cyceLEbu+9evVqHnroIVpbWxkyZAirVq0SYUg7I2lK4uPjxWJZo9HQ3t5ukaSvvLwcnU7XJRHVyZMnaW9vF2YO50JSUhJJSUldyifVW1++vM3vZTKZKC4uRqvVsmPHDqqrqwkKCmL8+PFoNBqKiopE3SxZsoTHHnuM3bt3k5mZSWxsLHZ2diQnJ59TeWQyGW+99RY6nY5vvvmGW265hdTUVOzt7bGxscHJyUkkBzMPc9qZwYMHA4j22LBhA+vXr8fe3p4HHniAcePGsW/fPkpKSqitrWXq1KlMmzaNffv2UVhYiMFgwMPDg5KSEg4cOEB0dDS33nqryNUivbzLysosopqdKVJ9StcrLy8XviEeHh7U1dUxduxYfHx88PPzo7a2lvz8fEpLS7n66qtZvnw5QUFBbN68mffff593330XlUrF22+/zbvvvsvMmTMtElxKmEwmEd534cKF4nspp0FRURHQEaHMZDIxe/ZsiouLufrqq3nooYe46667LK63efNmAKZMmSKeSUKr1bJ3714xPjqbsJxrHXZHb8ZLUlISERERYuF9IeluzJ+O0NBQ8vLyCA0NRaFQ4Ojo2CGU/BaMzGQ08swzzwgTNQcHBz7//HNuvvlmvv766y59WSI3N5d33nmH6dOn8/zzzxMSEkJJSQkrVqzglltuYfDgwXz00UfMmDGDoqIitm7dip2dHS4uLri6uuLp6YlOpxPPI2lBemqHzv3FihUrVqycnguqKbkYBZLuMN/9k1AoFKSlpYndcIBhw4bx2GOPMWTIEOrq6rjzzjstzE8k06bDhw93CWUKHc7MkkAyffp0MjIyhLNmZ0wmE3K5HOiwv5dekE5OTtjZ2aHX62ltbUWj0RAbG4u/v7+FT09RURGhoaEEBAQwc+bMc6ugHuhsBtdfhIeHo1Qqkcvl6PV6jh8/DsDnn3/O888/z2effca2bduora0Vjt9paWnceeedHDt2rE/KYGtry2uvvcacOXNoa2vj559/5qeffmLjxo2sXr2alStXMn36dJ599lmLbNfmSOZb9fX1mEwmVqxYAcBdd93FLbfcQkhICKNHj8ZgMBAVFcWgQYOEE2psbCxjx46lpKSE77//nqKiom77GHRENXNycuqzKFBSRu+UlBRiY2OZPHkygwcPJjIyEjc3N4YPH05UVBQuLi7s2rWLhIQEvvnmG+RyOffffz/5+fl8+eWXpKWlYTQa+f7775k3b16XyHS7MjM5fPgwcrncItHop59+KgQS6Bgby5cvBzqE/PDwcH766SeLa2k0GtH2nTcIpGhDUvhyFxcXi+tD39chnL/xciGJjIxkzpw5wmcHIMV8U8DGhtWrV/Phhx+Kr+zs7HjnnXdYvHixMJUKDAxk+vTpPP300yxbtozLL78co9HI2rVrmTx5sjADNPdFmTp1Kn/5y18A2L59Ox988AG5ubloNBoGDRpEUlKSmOcvBi2IFStWrFxsXDBNyR8BKTqUtGsnZTgfM2YMiYmJ7Ny587dkbx0hfJ9//nn+/fyz7Nu3jyuvvJLrrruOu+++Gzc3N9rb24VAMmnSJL788stTJlaTQq4+++yz/P3vf6ehoYGqqiqUSiVGo5GKigpcXFy47rrrGDp0KKGhoSJBH3QIMuPGjUOhUHD11Vf3S/10p2HqD6KiooiKikKlUlFeXo6/vz8ABw8epLm5WSw+9Xo9qampBAQEsG7dOlatWsU333zDzTffzJNPPnnOoUHt7Ox4//33WbRoEWq1mra2NhoaGrC1tWXPnj189dVXvPbaa/z000+89tprXbKnSyGKg4ODsbGxEcLV1VdfLXbqIyIiiIyMFEn4dDodgwYNIiAgAG9vbz744AMGDx5MU1MTcXFxQIc5mEajwdvbW0SA6ssoUObXM0/AKTFs2DAMBgM7d+4kJyeHsrIyFi9ezJYtW/jPf/6Ds7MzM2bMIC0tjZycHG666SZycnKYPn0677z3gbjO/737fwDMnz/fIo/Pww8/zMGDB4Xg4eDgIMLBPvTQQyxYsIDDhw9blEnyGZDL5bz99ttMmzYNb29vEbI3JCRE5HY5fvw4mZmZFgvpzmO/Lzhf4+VC0t0z3nDDDXz18iYARkRHk5ebw5///GeGDx8ugoHY2tryxhtvcPvtt+Pn54evry/Nzc1iM2bBggXk5+dz++23c+DAAZFr484777S4f3JyMq+99hoGgwGtVktxcTGjR4+2CHvb15pdK1asWLHSgVUo6QekxW9gYGC3C5Nhw4Zx11138corr/Dcc88x7sEOP5I5c65j2pVT+de//sVXX33FN998w7p164Szc25uLi4uLvzzn//EYDBY5FRoaWnpsthbsmQJW7ZsISMjg5deeknsVKtUKlpbW5HL5dTW1lJZWUlzczPl5eUiaVtYWBiZmZm0tbVRWlpKcHBwtw6b3S0yoXdasL5+uXe3ADT/TvLJMRgMmEwmJk+ezObNmxk8eDARERGUlZURERHBmDFjuOOOO8jLy6OkpIRly5axdetWvvvuO+Esbk53tuV6M+dKg8GAQdaRuM3W1tbC9Eij0eDs7MzChQuZPHkyjz32GAUFBcyaNYuHH34YX19f9u/fT25uLgcPHgQ6FrxarVbY2g8ePFgEITCZTCL7sWSS19bWhtFopLi4GE9PT0aMGEFsbKzY6ddoNLS0tKDRaLpEiequvU+FSqWyWLifqj0kAgMDueeee5g6dSrV1dV8//33vPPOO3z22Wfs3LmTlStXEh0dTUtLC3FxcXz33XcsWLCAgwcPsnjxYqJvexOA7dvTsbW1Ff47El5eXiLh5eeff87ixYsZO3asCDbg4eHBmDFj0Ol0tLS0oFQqhVDi6OiIVqslPz9fRJ6rqKgQgqGDg4P4t7tnKykpEfVhLph1x+nGzB9hMdzZ7KnznDN8eATaxnqKi4tZuHAhL7/8MsOGDcPX1xdfX1+hlTYajbS0tFgkwoyIiOCrr77iueee44svvuhIxBgXh1arxcHBAUCEcnZ0dGTkyJFMmjSJkJAQjh8/TlBQ0Bn1/0s9vPNAoHPgFGt4YitWLm6sQkkfY2NjY2FPLmXeBssX1j333MNPP/1EQdEhce6GHzYwf+4cvvjiCx555BEeffRRtm3bxrvvviuOefHFFxk1alSX/A0ymcziBQwdL9hPP/2UWbNmUVBQwNatW3FwcMDb25uKigrs7OyEKdmePXtISEgQC6OoqCg0Gs1Fn2HaxsYGnU4ndl8VCgW2trbY2NgIE6DS0lKamprE7jl0LGTd3d0ZOnQohw4d4ujRo0yZMoVvv/2W+Pj4LveQFjUSyt9MrQDkDnIUTg7Y2tp2aSOTyYS9vT3QEXY2NTWVJUuWkJ6ezr/+9a8uz+Po6MiNN96Ik5OTMF8KDAy00JpJbShluN+4cSM7duwgJiaG8ePHM2fOHOzs7MRx3t7eqNVqvL29zzn4QOe+35nutHvl5eVUVFQQEBBAXFwcU6ZMYcaMGdxwww0cPnyYa6+9lszMTLy8vLCxsSEhIYHNmzcza9YsVKXlmGf/mDNnDvHx8VRVVfHkk08yatQobrzxRgIDA1m0aBGLFv2eAV6n03Upj4ODA/b29tTXd+SZkcvltLa2UlhYiEqlor29ncsuu0w4ZycnJxMUFERQUFC3zunl5eWnrA8rv9Nd38vNzSW/oAjwADoE8LS0NE6ePIlGo+GWW24Rx3p5eTF06FAWLVrE7bffjr29vRAyJPz9/Vm2bBkvvvii6E8tLS1iDJoLfYsWLSIhIYGKigr8/PwsyiclydXpdOj1eiGEnK7/X0z0Rfb2/sLb21v44ZmjUCgoLCy00PpbsWLl4uGC+pRcqvRkT27+wgoJCeG7775jsFnSr0cefpjAwECuuuoq6uvr2bJlC8uXL2fIkCFAR74RKeFYbwkMDGTbtm1cd911tLW1sXbtWoqKikhJSSEiIoKgoCBaWloIDQ2lubkZtVrNnj17KCgoEBO7k5NTj2EVCwsLWbNmjUXYzwtBVVVVj/kDerLFz87OZs+ePZw4cYKmpiaKiorES9jJyYmYmBhCQ0OF07tareaqq64SDtCnoqW5Wfw/NTWF3NzcXj2Hv7+/iKYWEBBAbGwsN998M0uXLuWXX36htLSUuXPnikhAtra2eHp6Cqd980WEUqnExcWFgwcPIpPJOHz4MGFhYdjZ2VnsRvv6+jJixIizzkFjztn4Uhw/fhy9Xk9FRQXQ0aeMRiNXX301zs7OlJeXc80111gEcwgJCeGnn36yMJkC+POf/0xrayt/+tOf+OKLL/jb3/5GSEgIs2bNYvny5ULYOB1SPQYHB5OUlISDgwMqlQpXV1dyc3PZsWMHarWa0NBQ0tLSxK64SqVi+/btInKZ5E9jXh8FBQUDYsxcDGzdutUi/1NySjJ+fn5MnjyZIUOG4OHhgZOTEwDV1dVkZmZy//33ExMTw7p163q8bk8CuOSH19LSwq5duwgNDSUlJcVC61FQUMCXX35JQUEBhYWFYk6H/vEl6k9sbGyEBtm8PqTs7QkJCeKzaNGiM87e3h1BwcFd7nemSKHFs7OzxWf58uXodDo0Gk2Pz2XFipWBjVVT0g+EhYV1u0sWFBQkNCXScbfddhu7fvs9JDSUo4cPsnnzZjZv3syiRYv45z//SWZmJpmZmSLkK3SYAu3bt08kATwVCoWCmTNnsn79epqbm9m5cyeurq40NzdTXFzMnDlzUCqVhIeHo1arRQ6MESNG4OPjIxb00svfnCNHjqDVajly5Ei3GavPF2q1WuQP6GyC1JMtflFREUFBQWi1WiIiIoTjv7e3N+Hh4WRnZzNs2DAGDx7Myy+/zJ133klpaSnXX389K1as6NbXxmAw8L///Y9/vbiUqFvfADoW2XPmzCEjI6NXC3+ZTMZ9991nkQizqalJaMek0MKAyGWze/du8XzS8ysUCkJDQ5k8eTK7du0iLi5O7DD2V2Sgnvr+qfD39xeaEoDi4mJaW1sJCQnhqquuYuvWrWRlZbFkyRI++eQTMQYGDRrE8hUreGy1CoApU6cSGBjIvHnzyMjIAMDT05Oamho2btzIxo0bcXBw4MYbb+SJJ57oti3a2tpYvnw5//znP4GOnXlnZ2ccHR0JCgrCYDCgVCqpqqrCw8OjS1+TNCPl5eXCr6RzfRw5cgSdTnfBx8zFgIODA60tLeLvQYMGcdzLC7lcTlhYGEFBQbS3t+Pu7o6npye+vr589NFHFBcXM3/+fObMmcOrr74qItedCo1Gw+OPPw50CPuBZoltzTly5Ai2tracPHlSmAFKc7rU5hfLQlihUHQb+rs/s7cXFhTg6HDuSw/JTLU7enouK1asDGwuSqGkJz+GgY65w69k837NNdew6/sOB+ZFixZRXVXJunXrKC0tZfny5axbt47nnntOqKnT09P56quvWLt2rTDfkcvlDB06VGRHBkRSP71ez8GDB8nLywM6Ijilpqai1+sxGo2oVCocHR25/PLLAYRJgrRolbQL5o7D5gwdOpQjR44wdOjQvq6uM8LHx6dbgQR6Ds8p7bJHRkYSHBwsBBKASZMmkZCQICJeSckqv/jiCw4fPszChQuZNm0agYGBDBo0iLCwMIxGIy+//DIFBQXY2suRXuVDwsM5XFTAfffdx6pVq8657z7zzDN8+eWX2NnZidDGkuDV3S7m/PnzWbBgAXv37mXXrl3CTOp0ZGVlUVRUJHZM+4Ls7GwKCwvFNVUqFcePHycgIIDq6moyMjJwdHSkrq6OoKAgpk2bxoIFC1iwYAHffPMNkZGRYuEI4N7JoX3atGkUFhbi7OzMxIkT0ev1DBs2jMrKSvLy8jh27Bgff/wxn3/+OYsWLeKxxx4jKCgInU7HZ599xhtvvCFCY4eEhPDAAw/g5eWFp6cntra2Fn5cCoVC5IyR+ldgYKDwJ+uJgTJmLgZSU1OxdXBkXXXH3/7+/rRER+Pv78/GjRuRyWQcOnQIuVxOcXExrq6u3HTTTaxfvx6VSsW3337L1q1bmTRpEn5+fvj4+BAYGIiPjw9NTU1oNBoqKyupra1l06ZNHDt2DHd3d8aNG0d5ebmIcKfRaHB1deWyyy4T7TZ06NBLXqiUsrdbsWLFyvngohFK9uzZwxtvvMFnn3120Qkkp3LAHj5sGNAhlKir1Lj+lhRMJpNx8uRJ6urquP/++/nwww+pqqoSEZcAXF1dhXPugQMHOHDgQI9lkJKYTZo0CZlMRmlpKXK5nNDQUPz9/UV5pAR+JpOJ6upq5HK5MPeRjtmzZ4/FwvJsX8xn6kR9Knx9fbsVSLoTYKX7xMfHixeu0Wi0WNAHBQUJIcVkMhEdHY1MJuO2227j9ddf58SJE6xdu7bbsri7uxOfOEb8vWzZMqZcNpE1a9bw3nvvcdttt4nfSkpK+OCDD1i1ahXQEV7W2dkZd3d3XF1dCQ4OJjw8HD8/PyIiIti6dSuvv/46ADNnzmTu3Lmi3N7e3nh5efVYr/X19RgMBhFS+HRBC4qKitDpdBQWFop6OtMM7505dOiQEJTj4+OpqKigpaWFiooKVCoVWq2WlpYW3NzcaGtrQ61Wk5aWxmuvvcZ9993Hv/71L4YNG8acOXO63OPmm2/meFkJSqWSq6++Grlcjo2NDXZ2djz99NPExMSwY8cO/v73v7N9+3Y++eQTVqxYwYwZM9i2bRvV1R0rXymZZHx8PAcPHmTu3LnIZDLRH8zHh7kW0WQyWWw8SAJYZGQkiYmJopxRUVF9upjty3F0vuits39tba2FIBgSHMzQsBCqq6uxt7fn4MGD+Pn50dDQQGtrK+Xl5VRVVTFx4kTuu+8+/v3vf6NWq1m9enWvyuXo6MiIESNEss19+/YRGxuLQqGgsbGR8vJyUlJShPbAaDSeMgqiFStWrFjpPReFULJv3z4mTpzIzTfffE7XaWlpocXMFKChoeEcS9Y7bGxsLBbyiYmJIoOz+QvN1taWlpYWqqqqaG5uxsPDg5SUFHbs2CF8EpRKJZMnT2bRokUMHz6ctrY2fv31V/Lz82lsbEShUODh4SEi9bzzzjvU1tZiY2NDXFwcaWlpZGVlsWDBAmbMmIFarWb79u1s2LCBsWPHWuyIdzZ7khx5CwoKaGpqoqCg4IyTo/UG83Y5kzY6kwzYnaMiSc7vEp2FHGmRmpGRwYsvvohSqcTBwYE77riD0tJSysrKOHr0KDExMURHRxMQHMrm31xYQkNDeeGFF3jkkUf429/+xoQJE3B2dubll1/mk08+schL0tvnvffee3n99deRyWSo1WqxyJPayDwCnGRXHRYWJr471UJKWkxDhzYgMjJS1I30b2/bqHO/Hz58OIWFhURERGBjY0NAQADl5eUEBAQgl8spKChg8ODByOVyysvLiYiIQKvV4ubmRkxMDPv37+fuu+9m/fr1NDY20qhrRjnlEQBOVlbi4eHByJEjGTJkCPb29jg4ODBx4kRGjRqFjY0NEyZMID09nbi4OA4fPoxWq+W7774DOkzP5s+fz7Bhw/jxxx+pr6+nsLCQQYMGieeRfJa8vb0txkd3WdgPHDggxom5UHIm2drPhbMdRwOJY8eOoW1qEn/b2Nhga2uLs7MzEyZMYNq0aWi1WtRqNQcOHOCVV17B0dEROzs70tLS+M9//kNtbS3Lli2jvr4eGxsbIiIiqKqq4uTJk5hMJoxGI0ajEQcHB6ZOnUpsbCxvvfUWbW1tFBUVceWVV1JVVSWCVGg0GgsBVcK8r/fHvNgf6PV6EYVv27Zt3Zro9jVpEyaAoa1f73chnsuKFSvnzoAXSvbt20dycjL33HMPL7/8crfH9Ha36oUXXuCZZ57p6yL2isLCQpqamigsLLRYoBSaJV0LDgmmolSFt7c3zc3NpKamsnDhQhEm1cvLC1dXV6KjowkLC8PPzw+1Ws2wYcM4efIkI0eOJCkpSYScNZlMnDx5kjVr1mA0GqmtrWXXrl3U1tZSVVWFWq0mMzOTzZs3Y2tri6ura6/MdKKjoykoKOhz0wUpkdn5cBItKyujubm5x4zb27ZtIz8/n5EjR1qE8E1OTubyyy8nIyOD4cOHc/fdd4tF/4cffsj27duJiYnhhkV/YvNvuRUe++tfSUsZz+WXX87WrVuJj4+3MAVKTU3lH//4ByEhIXzzzTcUFhYKM7rGxkbs7e1pbGzk+PHjNDQ0MGvWLIuM3eb+NNIiydy34cCBA+zevZukpCRmzJgB0CUimTlSX3V2dubGG2/sdgHd2zbq3O/j4+NFH1u3bh27d+9mzJgxpKWlERYWRlJSElqtlpycHOF0XF5ezrFjx5g+fTqVlZVoNBqRud3WXs7kKR33ioqK4sqpk/H396eurk4IDd0tSK6//np27txJU1MTarWa5ORk3n77bVauXElWVhYnTpzAw8OD1NRUYc4o1fPevXtRKBQi5HdP9Nc46Ynt27eTl5cnTDgvFmdr6DBLzcvLY+TIkWIxCRAXF0fe/gIo7/hbq9PR0NqMUqkUmwYqlYqWlhZGjBjB7bffTnp6Ov7+/rz22msUFhZiY2PD8OHD0ev1TJ06lbS0NIqKioTvnKOjI+3t7UCH+V1kZCR79+4lJyeHIUOG4O3tTW1tLa2trXz00UckJSUJs0lvb28KCgooLi6moKAAV1dXCgsLLxqhxGg0smfPHvH/88HenBwMbS39er8L8VxWrFg5dwa0UHLixAmSk5OZN28eL7/8Mi0tLfzjH//g0KFDVFdXM3v2bBYsWEBgYGCv/Ewef/xxi7CvDQ0N5+3FHRUVJXbRzDl69ChSM8TExFCQv48xY8bg6enJokWLKC0txc3NjVmzZgEd5gwymQwnJyd8fHzw8fHhl19+wc7Ojh9//JEdO3Zw6NAhbr31VgDeeOMN3njjDV566SUaGhrYvn07AQEBZGRkMG3aNOrr63F0dOT48ePCb0QKdwkdjtSSX4m0iE1KSuqXl+7+/fuBDoHB1dUV6L826hx0oDP79u1Dq9WSl5dnIZQAvPvuu2RkZNDW1maR26W1tZXIyEgaGxvR/GYKBKDT68nOzuaZZ54hPz8ftVqNwWAgPj6eJ554grS0NLRaLWVlZUydOpWJEyfyxRdfYDQacXJyYs6cOezdu5esrCxMJhMTJ05EpVIJn5ju/GnMfRu2bt1KXV0dWVlZQigxj0jWWSiR+uqgQYMoLCwU/cyc3rZRT/1erVazYcMG2tra2L17NzNnzhS/KZVK6urqMBgMFBcXExMTQ1hYGMXFxTz//PMUFBTg5OSEUqnEd3AA33YEImP+/PlkZ2WiVCqZOnUqmzZtQi6XU1RU1EXYfuKJJzCZTNx+++14eXlRX1/Pxo0bqamp4fjx40RGRjJs2DBmz54t6kiq5+bmZmxsbIQzu7mAZx5MISkpyWIDor/Jy8ujoaHhvI6jvkIq+759+yyEkqSkJGJHxfHlSxuBjn57IC+Xo0ePMmbMGCHwGQwGfHx8mD17NtOnT2fz5s3k5+cLfytXV1feffddvL29WblyJU1NTezduxeDwUB0dLRwmJaCe7z33nvCdDEzMxN7e3syMzNxc3OjuLiYSZMmiQ2A4uJikevE2dm5S1+3YsWKFSu9Y0ALJcePHycpKYk9e/Zw5MgR/vznP9PQ0EBiYiKOjo58+eWXZGZm8tZbb1mYWPSEXC4Xu6/nm8TExG4XKEOGDIH9HY61SqWSkSNHUltby7hx44iIiMDJyYny8nJx7pEjR/D09EShUFBQUICPjw8jR47E1taW3NxcjEYj27dvZ8GCBRY74dHR0WRlZTF27FiampqIj4/Hzs6O+Ph4ampqGDJkiIjupFaraW1tpbGx0SIUsIeHhyhnfxATEwN0+MpIi6m+RlpASsnWtFqthWO/xKhRo4SmpPO50CHU1NTUWDg0x8bGkp+fT1BQEE1mJieDBw8mbmQMQ4cO5auvvuKLL75g3rx5JCYmotPpUCqVFBUViZC38fHxlJSUsG/fPkaNGsWoUaP46quvqKmpobW1lfr6ekaPHn3KZ1QqlcTHx6PVahk0aBANDQ0WguSpsoNLIUALCgpobW3tNoBAb9uop36v0WiIjIykqKiIMWN+97/RarVotVr8/Pw4ceIE4eHhwk9DcoqPiYmhubkZd3d3nF09+PZ/HaZmRb9pHauqqoQgmZ+fT0hISI+CQ0pKChkZGQwaNIiTJ0/i4uLC1KlTxc67nZ2dRVQzqR6Ki4vx8PBArVaj1WqRy+Vd6lN6FnNtVE/l6AtGjhxpoSnpz3HU10hlNx9v3aFUKjl69ChtbW3k5uaiUCiQy+X4+PiIqGjQYTI5cuRI2tvbaW9vt9BWRUZGsm/fPsrKyrC1taWtrY0lS5aINlKr1ezbt08k1kxOTubw4cPY29ujUqmIi4sjJCRE+NmFh4dTXFzMlVdeeck7vluxYsVKfzKghZKEhAReffVVHn/8cYYPH860adNYvXq1yJ/x4Ycf8uKLL5KTk8O0adMucGnPjqjISFjTIZQYDAamTp2Kj4+P2IUzzwycnZ0tkoHpdDqxYExJSWHs2LE4OzsLc5impiYMBoMwX4mNjUUul9PS0kJsbKzY3ZdMxUpLS0W2cmlH2MvLC4PBQHV1NU5OTiLbdWcn1b6yj09OTj6n8zuXq7vsyp1zlpg7Kps/x4QJE0hLS7O4nnSuJMxJGAwGZDIZycnJJCcno9frOVpSJn5/7rnnMLW34uDgwPjx4xk/frz4TS6XY29vj5eXF8XFxQQGBiKXy5k3bx5Tpkyhvb0dnU5HSkoKjY2NBAcHc8UVV+Dr6yuc1c3Nt7y8vCyeUa1WM27cOCZMmGCxg9ubsMCnimh2rnh7ezN16lQWLlxocX2p7MHBwV20G9LCs6ysTPj06Jt/z10yadIkdu/aQUpKCiaTiYiICMLDw7GzsxPjwTy0slarZcaMGVx//fVUV1dTWFiIk5MT0dHRFmXq3K98fHzw8PCgtraW9vZ2ysvLqa2tJTw8vNtnMddGmX/X10JJamoqqampF6X/SFpaGmlpaafPaq9QMGbMGAoLC4XvkTQvScKhnZ0dkZGRDB06VPiBtLe3U1ZWRnFxMYMHD+byyy/n5MmT5ObmMn78eAszP41GQ01NDQaDQUSqGz58ODU1NRiNRtzd3amqqhKCZXR0tFUYsWLFipU+YMAKJZI5Vnx8PM8++yyjRo3iqquuEgtlW1tbbrvtNh5//HF27do1oIWS7l60nR2HoWO30PCbvXTnTMTQkdCvsbERR0dHiwWjjY0NtbW1xMfH4+fnR1FREWvWrCEhIQEPDw8Rc/7kyZPs27ePlStXct111zF37lwAIiIiCAwMFA675lqEqqoqbG1tUSgU+Pr69ml+i8710tfOv91lV+6sITB3VD5d+To7NkPHrqpGo2H37t1s27YNDw8PbrjhBpxdPcR5zXo9drIO8y53d3eLa0r9XFro2tnZUVFRQUVFBR4eHiKvyJw5c5g7d67FTrsULMG8L8hksi7P2Nts7Z1/l/rBqY45k+uZf9fdtaH7OpaQMtRLQoW3tzfNbQZABcCNN97IbbcsxmQyodFoKC0tRaFQEBISQmlpKceOHSM0NBRvb29yc3PZuXMnjo6OJCcnExUVRXZ2Nj///DMnT55k/vz5PT6XVEZJANHpdMjlchG961TPcioN1dnS3+OoPziXMkraN/OxIAkU0t/ffvstGRkZjB8/ngkTJlBWVsaJEyfw9PQUOXFmzpwphI1Dhw5RWlpKUVERgwYNwtPTE5PJJLK+S1oy6Z4tLS39JlxeKHJzc0U9DqTs7VasWPnjMGCFEhsbG7FgGzt2LH5+fvj9lv1cchKuqalh+PDhp1X5XywoFQoc3Xs2twgNDRW7xZKNu0R1dTWtra3k5eVRXV2NnZ0dMTEx6PV6WlpaqK2tRaFQUFJSgkwmY+fOnUIoUSgU3b5YlUqlReI38x1jcy3EmSbLO1905zfS2bH7TISszueqVCrS09Px8fFhx44dVFRUcPLkSQ4ePEh07ChxnJNCgbGt5ZT3Ml+sHjlyRJhySX4jUt1LGg61Wo1KpRKLJfO+YG4apFQq+yRT+/niVGZNUh2FhoaKutS3tHV7rEajEYK9QqGgtrYWuVwuEqplZ2dTX19PZWWlyNmSmZlJfX09O3bsOKVQolAoLDRrw4cPF/2ss3ZOoVBYLMD7w2zrj4h5Pfv4+GAymSy0f3v37qW1tZWcnBwSExNFmO2WTokYs7KykMlkol9IZpc33HBDt4KTdI/+EC4vNJ195/oie/uFoLCwUMyf0LE5Jc2jVqxYGdgMWKEELHfTOmdutbW15e2336aqquq8OpNeSKQFzYEDB9ixYwdyuZy0tDRCQ0Px8vKiurqasrIytm/fTnBwMLNmzcLb25t9+/bx008/0dzcTEhICK2trURHR3frS9FbutNCDDR6yq7cnVnX2VBWVoaDgwN1dXUkJyfT3t6Oh4cHhYWFbPllGwR1OG/rdTo83FzQ6XSUlpZaCBGFhYUUFxcTHh4uTEDMM5zv3LmT/fv3ExsbK8y+VCoV27dvx8nJierq6m4jaF2KVFVVnbLd1BoNJ4+Xc/LkSRG0QYqu5efnx6ZNmzh8+DB1dXWUlJQQHh7OlClThNA6duxYMjMzu5iNSdGVzNvIHKmfmUwmtm/fLsbFufQtK6fGfP7prp7HjRvHrl27GDt2rNAkxsXFsW/fPn7++WfWr1/PlClTcHBwQK1WExkZyfr169m2bZuFo31hYSE7d+5ELpcTHx8vQkH3xvzxYsHd3Z26ujqWLVtmkVS1L7K3d4eXlxfG9tY+v66kVZYSDUvEx8dTVFTUL89ixYqVvmXACiWnCvP7ww8/sGHDBj7//HN++eUX4R/xR6G4uJjy8nJsbGzEgujIkSMUFBRQWFiIq6srra2tODk5oVAoaGlpobq6Gr1eT1JSEosWLeox8lJvUKvV6PV6mpubGT58eD88Yf9yugVNb5EWs8HBwQQHB/OnP/0JgFtuuQWjze/mdwaDgfT0dHJzcxk0aJDQ7CmVShG5p7i4WCx4g4KCxAt048aNNDY2cuDAASGUSBG82traGD58+Fm348XG6drN0N5OYWEhcrlcOCC3tLSg0WgYPnw4KpWKo0ePcvjwYUJCQjAYDKSlpYm6mzNnDnPmzLEQYquqqvjll1+E1uV0vgOni+pmpW/orp6lqIE+Pj5cf/31XH/99eI3aROgpaWF8vJy7OzsyMrKYuLEiYSEhDB8+HDeeOMNFAoFxcXFAGRkZLBy5UpaW1sJCQnBzc0Nd3f3S2q8KZVKtmzZQkJCAnFxcecle3tJSQmODn2/9AgODqawsBCNRiO+KywsZNGiRWg0GqtQYsXKRcAFF0oOHjzIe++9x/Hjxxk9ejRXXHEF8fHxyGQyIZh0FlDy8vIoLS0VOSH+aISHh1NVVYVcLufkyZMsXbqUqqoqSkpKOH78OC4uLkyaNAlPT090Oh2+vr5ERUXR2trK2LFjLUwPzJPunYqsrCyKioqIjIwUpmNyufyiFAh7u3DsLuu00WjExsaGnJwcUR9SSGqJkSNHcqDokPjb1taWkpISbGxsOHr0KOPGjRNCoRS5Jzw8HJPJREZGBocPHyYyMpL6+nr27duHk5OTcN6GjqzTHh4eeHl5MXjw4NOakJjngDA30bgYfA/MCQoKEmGOpbrKzT8AdLSjrZ0dUVFRbNu2jcbGRmQyGeXl5Rw9epQpU6ZgZ2eHvb09gYGBeHp6Mnr0aBFIoKdFplqtFpG5pKhWEuZtLiWcjIqK6hIgwUrfI23GmCNFDfzll19oaWkhKiqqi9ZrxIgRjB8/npqaGkaNGoWrq6vQQCcmJrJz504SExMxmUxkZmaSl5dHZWUlKSkpDBs2jE8//ZT4+HiuuOKK8/i0VnqLtEFkxYqVi5MLKpQUFBSQnJxMWloa7u7uvP7662zYsIFrrrmGhx56CJlMJqIdQYfZSmhoKI899hj19fXCROOPhnm0l3feeYcTJ05QV1dHfn4+crkcpVLJnXfeKRarki+KTqdDp9ORnZ1NUFAQSqWSkpISoMPx+FSL24KCArRaLYWFhVx11VUWTvYDhd6WJSws7IxMztRqNSUlJSgUCuEnYJ4UMCEhwcLp9qqrriJ1wiSe+rEjgYaPjw8xMTHk5+eTkpJCaGioRVhYyU/IxsZG5Edpbm6msrJShKQdO3asyELv4eFBQEAAPj4+vfIXycvLo7GxsducKxcTnReieXl51Nc3Igklvj4+BAf4kZWVRVtbGyUlJZw4cQK9Xs8PP/zA0KFDqaur44orrmDcuHF4e3uLdpVMcsx3283N7CZMmIBSqUStVp8y4WRBQcFFkzjvYqWncS6ZaZ08eRKZTMaBAweIioqioKBA+B8qlUomTJjQxXEd4N577+Xmm29GqVTS3NyMk5MTlZWV2NraotFoqK2txWQycfjwYatQYsWKFSv9wOnToPcTbW1tvPTSS8ydO5e1a9fy+eefk5mZyYgRI1ixYgX/+te/AIRA8sorr3DHHXewe/dugD+sQGKOWq3GxcUFZ2dnpkyZwvz58wkKCmLs2LEcO3aMrVu3UlVVJV6+LS0tFBYWikzmWq2WxsZGGhsbxYu5J6Kjo0ViMB8fny5hUy9l1Go19fX1VFVViXqKioqySJRmHurVx8cHB7N8OCWlHSGfp02bJha3khCoUqk4cOCAcLQdOXIkrq6uxMbGkpSUhLu7u1jkSuZLer3+jOp/5MiRuLi4XDIBISRGjhyJSzd5OGJjY7GxscHFxYXhw4fj5uaGv78/Q4cOZerUqYwbNw6dTkdmZqZIZCm1q3l4ZUD0dSkanXk4aXOk/mANDXvhkNpq3Lhxoi2kpKS1tbWUlZV1ad/OIZqlcanVaklLS+OKK67Azc0NFxcX5HI5rq6ul9Q40uv13HnnnQA0Nzefl3teddU0Jk2aZOGM3tfo9XomTZokns2KFSsXBxdMU2Jvb8+JEyeECY3JZCI4OJinnnqKpUuXsm7dOkJDQ7nxxhuBDie21tZW/P39L1SRBxxqtZqYmBgSEhKIiooSO4g6nY6tW7cCCPt7aRcxKiqKEydOAB0vZBcXF+D0CRHPd3bqgYQk1JlHKZMSDEqYm8QpFAqcXd2BDi1URUUFNeqTqFSqLtGwdDodBoNBJKlMS0sjNTVVtKWUgd1kMp21v4KUv+JSIzU1lcQx49iw9Kcu33t5edHS0oJcLmfRokWoVCrKy8sZNmwYoaGhrFu3jrKyMux+M/kyT5DYU26WU0VcksLUDiTN4R8VqS1MJhN6vV4kOpW0w5JAUlBQIMZ05zZVKpUMGjSIl19+me+++46mpibkcjm33HLLhXikfsNoNJKdnQ10b67aH2zfno6hrQWj0dhv9zAajfz666/9dn0rVqz0DxdEU2IwGGhrayMwMJDa2lqxQ2M0GvHz8+PBBx/Ew8ODL7/8UpyzePFi1q5da5FB+4+O5NfReQGlUCiIiYnB3d1dLGClXcSEhATCw8Px9vZGp9MJk5hLKbRlX+Pj40NiYiLR0dEijn9nJD+b7nwTAgICaG5uxtPTUyyIJEJCQvDz8+uVb05oaKiItmbl1Hh7eyOXy0VI05CQEFJTU0XdyeVyHB0dCQkJsQgxfCotoPlOupWLA4VCQWJiIldccYXIUSNps1paWtDpdMJ8svN50niOjIzE2dmZiIiIC/EIVqxckqxbt46IiAiGDRvGsmXLzuiY3pxr5eLkvGpKpKSH0mfx4sVMnjyZ999/nwceeAAbGxuMRiPBwcE888wzjB07ltzcXEaNGoWNjQ2u3ZhqXEpIGbo703n3VTrG29tbLLqknC4SoaGhhISEdLtz23k3uKcdsj/Srm93ddC5Ts+WkOBgPN1c0Gg0eHt7W9zLy8vLog2h+8hz3ZWlt2Xuq+c4n5xre3TO3dL5eqNHjyYoKAgvL69zK6iVAU1Pc9upNGKdkbSiRqOxz7QJ50srYcXKheSTTz4B4Oabb7b4vr29nYceeoiff/4ZV1dX4uPjmTNnDp6enqc9xtXV9bTnWrl4OW+akkOHDvHaa68J0yGAiRMn8tJLL/Hggw8KaVdajEk2wZ2Tj1npEBY6f6Ts3p0/3Z3r6+vLiBEj8PX17fa4Dz/8kFtuuYX333//tPft7h5SJvjT+akMVHQ6nQh73Nt67u44CanOJX8cc07Xlp988gl33HEHn376aa/qvjt6224Dnd4+R2/Gh4+PDxEREaxdu5Zbb72Vjz766JTnn21ZTsXFPk4GEuZt0NP4/eijj7jlllv44IMPusyBp7remc6xVqxYOTW7d+9mxIgRBAQE4OLiwtVXX83GjRt7dUxvzrVy8XJehJIjR44wfvx4Hn30Ud58802LOOJLlizhn//8J3feeSdPPvkk2dnZaDQaPvvsM/R6vdWhvQ+QMo9LztSnY/v27dTV1bFt27azut+pHIIvBs5n+UtKSk7ZNhkZGdTX15ORkdHvZbmUkRJOdq7n7du3U19fz/bt2897mS72cTJQ6ale09PTqa+vP+t5Dc58LrVi5ULyzjvvEBYWhqOjIwkJCaSnp5/zedu2bWPmzJn4+/tjY2PD6tWrz7hcx48fJyAgQPwdGBhIRUVFr47pzblWLl76XSjRarW88MILzJo1izfffJMXX3yRpUuXCtt6hULBk08+yaeffsqHH37IrFmzSEtL4/PPP+frr79m0KBB/V3Ei44zfTGWlZWJiFu9ITU1FXd3d4vMxmeCUqkUoWwvRs5n+c0TAnZHSkoKbm5upKSk9HiNS3Wh1JMgcTaUl5ej1+spLy+3+D41NRU3N7cLEgjgYh8nA5We6jUtLQ03N7ezntfg9OMVLt3xaKV/aG3t++z2AKtWreIvf/kLf//739m7dy9paWlMmzaN0t+iQZ7teVqtllGjRvHWW291e77BYGD06NGMHj2ap556iqeeekr8bTAYgO7NF3tjnmxjY9Orc61cvPS7T4lMJiMhIQEvLy/mz5+Pj48PCxYsAODRRx/Fx8cHmUzGTTfdRFpaGqWlpej1emJiYiyk4T8iKpVKRFsyz6txphnJzzRq02233cZtt9121gO9u2g2FxMKheK8ZWw+Xdvccsstp434Y94fQkJCLPrNxewULwkSWVlZImnimeSXMScwMFBcw5xbb72VW2+9tS+Ke8Zc7ONkoCLVa+fFy7nOa9C7ubQ387OUH2og4OjoeN7CAQM4KRQY22z7/T4KhQKj0dinz/bee+/x7LPPUlZWZmGiO2vWLDw8PPj000/58ccfef7559m/fz+2traMHz+e119/XSRfnTRpEjExMTg4OPDZZ58xYsSIfokU9uqrr3Lbbbdx++23A/Daa6+xceNG3n33XV544YWzPm/atGlMmzatx/NtbW3Jzc0FevYpCQgIsNBulJeXM3bs2F4d05tzrVy89LumxMnJicWLFzN//nwA5s2bxxdffMF//vMfli5dKky52tvbkclkTJgwgSuvvPIPL5BAz7tyQUFBODk59VrICA0NFS/T7nbvJAf7zh8rfYvJZLLYRZXCYJ9rRK3O/aE3u7kXA4GBgSLaWXdajjMhNDRUCCbSGLD2eytwZv2gcwS87rQivZmfB4q5iVKpFKahPUUW7GvUv/lR9adALoXvlp6tsLCQnJwc8TmdtqAnrr/+ejQaDT///LP4rra2lo0bN4r0BVqtloceeoisrCy2bNmCTCbj2muvtQiB/Omnn2JnZ0dGRgbvvfdet/f697//jbOz8yk/PZljtba2kp2d3SXJ5xVXXMGOHTt6fL6zPe9MGTNmDPv376eiooLGxkY2bNjAlVde2atjenOulYuX8xJ9S5p8DAYDMpmM+fPnYzKZuOGGG7CxseEvf/kL//nPfygpKeGzzz77wzq3d3ac7GlXrrcZyc2vZb5Q7XzuH7GuO3M+6sDGxqbLLmp3zrJn4sAOXfuDeb+5WNvWxsZGPNexY8coKys7p3Dgnes+LCysS4QzK5cWfd33u7ted/Nqb+Zn66bb+cHb2xuFQsGiRYssvlcoFBQWFhIcHHxG1/P09OSqq65i5cqVTJ48GYCvvvoKT09P8fd1111ncc6HH36Ir68vBQUFxMTEADB06FCWLl16ynvdfffdzJs375TH9NSPNBoNBoOhi/n7oEGDqKys7PF6Z3vemWJnZ8crr7zCZZddhtFo5K9//auIhDh69Ghyc3NPeUxP31u5+DmvIYFtbW0xmUwYjUYWLFiAjY0NN910E2vWrKG4uJisrCyrOYMZvRU+esPpzA7UarUIkflHydR+IXBycuLYsWP9mvm7L/vNQKCvnqfzGLD2eSudMe8T5klOe+JsE5peSLPK0tJSi2AzhYWFF6ws/U1wcDCFhYVdnnfRokVoNJozFkoAbrzxRu68807eeecd5HI5K1asYMGCBdjadpikFRcX849//INdu3ah0WiEhqS0tFQIJb1JROzp6XnOYW7PNjx8X4WV72y2Zc6sWbOYNWtWl+8l069THdPT91Yufs77VqG0M2wymZg/fz5paWmo1WpycnIYPXr0+S7OH4awsDAmTJjQ4+JOrVbT0tLSJbmflb5FoVAQGxt73nxWrPxO5zFg7fNWOnOmfeJ08+pAo7S0lKioKJF7JSEhgUWLFiGTyXB2dj4vZZhz3XVMnz69X/1YmpubmT59OtOnT8fX15f4+HjxiYqKOqdrz5w5E6PRyPr16ykrKyM9Pd1CEzNz5kyqq6v54IMPyMzMJDMzE7B0aO/N5uu5mG95e3tja2vbRbtRVVV1yuBBZ3ve2WBNnmilO86rpkTCxsYGg8HAo48+ys8//0xubi6xsbEXoihWfuNMkolZOXus9TxwsLaFlc5c6n1Co9Gg0+lYvnw5UVFR6PV6UlNTMRqN582k7KeNGzG0tYhITP2BwWBgw4YN4v99iZOTE3PmzGHFihUcOXKE4cOHk5CQAEB1dTWFhYW89957pKWlAZx1uPFzMd9ycHAgISGBTZs2ce2114rvN23axOzZs3u83tmed6ZYkyda6YkLIpRIjBgxgpycHEaOHHkhi2GFrhmwrfQPZ1vPPTneXqw+I+eb7urP2uetdKYv+sRAGqs9mWpFRUURHx9vzZFzltx4443MnDmTAwcOWGhJPDw88PLy4v3338fPz4/S0lL+9re/ndU9ztV866GHHuKmm24iMTGR8ePH8/7771NaWsrdd98tjnnrrbf47rvv2LJlS6/Pa2pq4siRI+L4Y8eOkZubi6enZ6/N4cwTIAIiAeLChQtPe0xISMhpz7Vy8XLBhBJbW1tuvfVW66LKyh8Ga18feFjbxMql2gckUy2dTmfxvUKhwNvb+wKVauDQ2ZfG29u714vqyy+/HE9PTw4ePMgNN9wgvpfJZPzvf//jgQceICYmhoiICN544w0mTZrUl0XvFfPnz6e6uppnn32WEydOEBMTw4YNGwgJCRHHaDQaiouLz+i8PXv2cNlll4njH3roIQAWL14sQgCfjnNJnmhvb29NnngJc0E1JZfqy8CKFStWrFi5kHQ21ZI4k8X3pUhfROSytbXl+PHj3f42ZcoUCgoKLL4z15798ssvZ17os+See+7hnnvu6fH3p59+mqeffvqMzps0adJpQ6cnJCTQ0tLS5fuffvoJf39/a/JEKz1yQYUSK1asWLFixcqZ0dksqzs6m2pZ6aA/InJZsSQ7O/uUv1uTJ1rpCatQYsWKFStWrFwk9GSW1R1WU63uCQ4O7lb4MDfpampqOp9F+kNhngDR1dWVDRs28NRTT/XqGDc3t9Oea+Xi5Q8tlEhqwIaGhgtWhubWdtqbdaIcrQ7nv0mkeigpKaGiooKAgABCQkLOu0pUagdz9exAaKOzoa/b1WQydWkfOP9q64HWRr2t54FSf+eDgdZG58pAmCPPhN70tVO1UUZGxilDxh48eBCdTsf7779PRETEKcvi5eWFu7t7j+1u7uje0NDQbxGxzNvQvC/21/3O9LnkcjlOTk5dTLqg58AFVs4ea/JEKz1hY/oDj7jy8vIzTnplpf8xz95tbaOBibWNBj7WNhr4WNto4GPeRlasWOlf/tBCidFo5Pjx47i4uPRqx7ShoUFk8HV1dT0PJewdl0q5TCYTjY2N+Pv7I5N15PU80zbq7zKeDwZymUpLS7GxsTnjNhpoz3Qpl6e/x9FAqztzLpayubi4nPe57nRlupD1NRDL0V0bWbFipX8Z2HrwfkYmk53VDoirq+uAe+HBpVEuNzc3i7/Pto3OlIFYdwOxTG5ubl3KdCZtNNCe6VItz/kYRwOt7sy5GMp2oea6U5XpQjPQytG5jaxYsdK/WMV/K1asWLFixYoVK1asXFD+0JqSszHfMv93oHCplOtCmW+dSRnPBwO5TPX19TQ0NJyV+Zb5vxeaS7k858N8q6/K2tdcLGW7EHPd6cp0IRmI5RgobWSlZ7prIysXN39onxKrY+HAxOr8OfCxttHAx9pGAx9rGw18rG008LEGI7h0+ENrSlxcXAAuqHNdc2s7C/+7BYAvHpyMo1m4S61Wi06nQ6FQnDJE5KWC5GQotQv0TxuZTCZ0Op2oW4VCAfRteNhTtevFzPlqo95yvuv5YhiT59pGnfepzMfKhXjmS3EsDbRx1N/0RxtK/bTzXN5X8/jF0EaX4tg4E7prIysXN3+sHtwJafK6kM51Dq3t2DkqRDnMJ5WBMOldCMxfKv3RRiaTqdtr9aVQcqp2vRTo7zbqLee7ni+mMXm2bdRZKJGOv1DmKpfyWBoo46i/6Y82lPpp57rq6346kNvoUh4bZ4LVlO7S4Y/Zg61YsWLFihUrVvoZSTMP9KkmZ6Dcb6CXw8rFhVUo6We0Wi1arRalUnla0weTydRt9ljrYD4/mLeVZNLVGZPJ1G17nG0b9eTSZW3z3qH97aV3Oqz1fH44ExfFvhgzOp2u1/Orlf6hN23e0zj9I4xLnU6Hs7MzAE1NTf3eT8/3/QZ6OaxcXFjDFfQzWq2W9vZ2tFrthS6Kld+wsbHp8gFrW12MWNuq7+lufAzURaJ1zF4c9Ef7XEz91IoVK73DqinpZ5RKpdjJ6yvORPtyPq5zqXC6tjLfle1Jk3Im9EYzY+XUnEm/PZv2s46Rc6Nznfe1ZqM/5lcrfc+p2kfqE+bHWtvTipU/JlZNST+jVCrx9fXtc6GkL3YHrbuMligUCnx8fHpcsPZ1fVnr/9xRnoEwdzb1bW2jc6Nz/fV1fZ5uzFoZGCicnHr8TeoTarXaOtasWPmDY9WUDGDWrl1LVlYWiYmJzJ49W3zfV7uD1l3GM0Oqr23btpGXl0dSUhIzZsw45+tZ6//8oFQq+fbbb9m/fz8pKSnMnDmzV+dY2+js6Vx/fV2f69atIysri6SkpF61p5X+Zd26dezevZsxY8b0em6U+oSPj4/420rvKCsrF//Pzc3FwU5mFdCtXNRYNSXnAcmB3fxjNBq7OLabf6fT6fj111+pq6tjz549mEwmtFotVVVVAF20L93d43QOiP2hxbmY0el0qNVqETGkc/0pFAq8vLwoKiqiubmZffv2odVqUavVaLXaLu0r0VPbKBQKvL29rS+RXtJdHRoMBvF7lVpNU1OTxTjqXN+HDh1Cp9ORlZWFTqejqqqqS9uZ09MYOZvxdqnRm+fvrMmQ/nZycjrlnGgymWhqaupoHzMn6c73ycrKor6+nr179/Z4PWne1Gq1PfaNS5W+7qfS+T3VaXZ2Nk1NTWRlZVnMpacqk5OTE97e3uLj6Oh42r5xqbdbbygtLSU+IV78nZqaSkJCAvHx8ac4y4qVgY1VKLkA/PTTT7z66qts2bLF4nsbGxv0ej0ajYaqqipiYmJwcHAgKSkJsJqS9De9qd+ff/4ZlUrFyZMnGT16NDqd7qzbRKfTodFoun1xWzlz1Go1a9as4b///S8//fSTxW+SE2xiYiIuLi4kJiZax1M/01nIP5vzu2sfc6fmhIQElEolcXFx4vfNmzezdOlSMb9a27nvMa9T8/aIj4/H2dkZo9HIG2+8wYYNG/r0vufapy4lNBoNerN62L59O8uXL0ev11/AUlmxcm5YzbfOA50d+Xbu3InJZCI3N5eUtIkWx0qTPcD06dOZN2+e2GW0mpL0L93Vb2dH3dzcXPz8/HB1dWX69Okiw3fnc6rrGk57P/MXu1Vb0jtO56yel5eH0WiksbGRK664osvvs2fPFqaQ5k7sVvqezv3bvO2cOvkYSL+ZZ42XzpE7OPZ4D6k9zXfNc3JyaGhoICcnhylTpljnzX6gpzqdOXMmM2fO5IUXXqCqqoqioqI+uZ9erxdaaYPBgIuLC6GhoX1y7f7G1taWuXPniv/3F6NHj8bBrmOfefLkyXh4ePTr/U7H+XpuK5cWVqGkn9FqtahUKuRyOS0tLXh4eBAVFUVZWRmRkZGoNRqL46XJ3s3NDYVCgclkYvv27eTl5TFy5EhSU1Mv0JNc+igUCnJycsjPzyc2NpaUlJQuC6vRo0eze/duhgwZ0uPOq1arxfCbYHkqrIulM6eqqorGxsZuFyUymYzIyEhKSkqIjIw87bUUCgUKhcI6vvqJzv27O6d3SbiUfjMX8KXfWtp+N9H7YNky4kbGkJaW1uN94+PjycnJEWYsUjvD7wndrFHvzo3OdQodguWWLVs4cuQISqUSPz8/Cw3WmdC5jcz7h1wu77PnOB84Ojry1Vdfndd7Ll269IKbcV2I57Zy8WMVSvoZrVYrBBLJkW/GjBk4OTmh0WjQ6lvEsYsX38zYpHgefvhhi2vk5eXR2NhIXl5erxdNarUatVqNj48Pvr6+ffdAlzj5+fk0NjaSn59PREQEJSUlKBQKsQC+/PLLGTlypHhBAl20HUqlkmazhdSHH31E5o7tpKSkcNddd1m8cL29va2x9c8QnU5HS0tLR7+W/T6F/bRxI1mZOxk/fvwZBSA4m/EFlmNMGtt/JE73/OYLV7AUUjoL+9J35se/99577Nq1i/iksUAwAI0NDeTn559SKJkyZQpTpkyxWCyba2isGsq+w7xutVotBw4coKmpiaCgIB544IFeX+f9998nIyODlJQU7rjjDlQqFVVVVfj6+hIdHS2uHxISAlid4a1YuVSx+pT0MUaj0eIj7b5/+umnbNq0CYVCIZw8FQoFtna/L6pa21pJT0/v4sw3atQoDAYDMpkMlUrVrdNfZ9RqNS0tLajV6i6OiX8kh8GenKM7t1N7eztGo5HRo0fj5eXF6NGjqa6uFmpnqc10Oh06nY7W1lYUCgUajYa8vDw0Go2F46aHu7soQ35+PkajkX379gHd27ifzlb6dMESTCYT33//PU8//TRr164dsO3buVxr1qzhqaee4vvvvz+tY6vRaMTHxwd7e3tMJhNqtdoioEBBYSF2dnaUl5eL9iopKSEjI4OSkpIu15PqfNiwYbi6ujJy5Mgzcqg1H2M9Pd9Aqvve0lvn6M5zzOme19zpXalUYmdnh0ajISMjg6qqKjw8PHBychJjcu/evTg7O7N//35xDR8fH0aPHn1Kp/bOgSc6j7dff/2Vl156ibVr16LT6S7KNjpbpD7fG/+a3vSDzgKewWBg//79tLe393ieebuo1WoaGxvZv38/bW1tpKenU1ZWhk6nw2g0ivZxdHQUwq/Uh/raid+KFSsXHqtQ0sfodDreeecdbr31Vt555x0Ajh49SklJCd9++y25ubnCKVCpVLJ69WpxrsFgICIiAo1GY+E8mJKSwoQJEwgPD6e8vBwbGxsKCgpYu3YtBQUF4nzzc3x8fJDL5WIH84/u7Ll9+3beeecdtm/fbvG9Tqfj7bff5i9/+QufffYZ+fn5bNu2jfz8fLy8vEQdSvWq0+lwcHBAoVDg7OyMRqPBzs6Ompoai/qXyX4fWnIHB/R6PXFxcaLd7ezsUCqVyGQybGxsujiOng27d+8W0doGokOotAgxL1NWVhZ1dXXs3r37tOfb2NiICGiST4J5Pbc0N1NSUkJeXh7vv/8+RUVFfPXVVxw8eJDy8vIu18vOzmbDhg04OjqyZMkSUlNTqa6upqCgwELQ6Kks5mPsj6jtMn9+jUZDYWFhl7mrp48koOTk5PDzzz+TkZFBS0sL1dXV6PV6bGxsaGtr48CBAxaCp9FoYtmyZbz44osW/ch8fLa3t5Obm8sPP/xAYWGhxXiDjk0CvV7P/v37z2m8XQx0rvezfQ9I75vCwkKL60l1K2nFDAYD4eHh1NfX95hp/c477+T9998XbbVixQqOHDnCsWPH8Pb2Jj09ncLCQqqrq1EoFOj1ejFPdv6o1epejdcLiXkwgPP1/k1ISDiv9+uOC/HcVi5+rEJJH3Pw4EF+/PFHKioqRNjR0aNHY2NjQ2BgIJWVlRbH78jIEP9/7rnnWLBggVi4qdVqEUkjMDAQJycnAgMDO87bsYOcnBx27NjRbTkktbd57HfzF/MfDXMTHXOk9jp58iQ7d+4kIyOD+vp6MjIy8PLyEnUotQdgUY9BQUE4OjoSGBhosStvzvjkZG6//XZuu+02oPsws33RPmPGjMHd3X3ARpbqrkxJSUm4u7szZsyYXl/H29ubQYMGdYT23bNHfG9ra0tQUBDe3t5s376do0ePolAoqKmpEeNGQqVS8fPPP1NWVsaJEyfE99Luf0lJyWmFOl9fX0aMGHFJmkf2Rqj18fER46M7rVFPHDt2jIyMDFQqFS0tLZhMJlpaWsQiVafTUVpaSl1dHUFBQdjb24tzd2d1CN47duzotm8rFArs7OyorKxEq9Vy5MiRLmGJk5KS8PLyEpG7/kic7TxTXFyMVquluLi4y/XMw5onJCTg5uZGUFAQ27dvR6VSdblWfUMDGRkZoq0yMzMpKyvD29ubqVOn0tTUhL29Pc3NzXh4eJxyDsvNzSUzM5Pc3Nwz0gJZsWJlYGL1Kelj6urqGDp0KEeOHCEpKQmFQsHUqVMJDg7m6NGjyOVyMjIyCAwMJCQkhOSUFNbXdJzr5eVFY10NPj4+XdTioaGhwq/BZDIhl8uxsbHptdOftEsNHS/uP5o9/MiRI4Uzszm1tbUEBARQWVlJTEyMaJ+UlBTgd7t5AA8PD+zs7CwWoWFhYaJdMjIyaG5upry8HJ9BfuIYhZPTaSPFKJXKXi8UVCoV5eXlBAYGWlx31qxZzJw5U+wYDzQn+u4c+2fOnMmMGTOwsbFBpVJRVlZGUFCQsB3vDmlX9tChQ7S0tIrvExITsbMxsX//fuLj4xkyZAgAQ4YMITg42OIaZWVl+Pn5UV1dTUxMjPheWmBDh6+QtKjqrW/WpTKueuN30flZpf+fjrKyMk6ePIlKpSIiIgJfX1/Cw8NFtC2FQsHhw4cZPnw4VVVVJCUmcrSs49wxSWPYvSuDYcOGddu3pXHk5uZGbm5ul/EOHT5955L09GLmTOYZc8LDwykuLiY8PLzb3zUaDRqNhjFjxnD11Vezc+dOdDode/bs6ZgPB/uLY91cXUlJHodCocDBwYFDhw5RUFDAkSNH+Oijj/Dz86OiogI/P7/TClDNzc0YDAaam5st+uxAmvesWLHSe6xCSR8zZMgQrr/+evz9/fnuu+9YvHgxkyZNYubMmbi7uwtNSUVFBSEhIdxx++2sX9qRU8Hby4sg/8GoVCoOHz6Mh4cH0dHR7Nmzh8LCQqKioggJCUGtVhMVFUVYWFiXHeCeMN/J7LyzeTEvnnpLamqqcGI2NwcZOnQokyZNwtvbm8DAQCIjI7njjjsAhN9CS0sLBoMBHx+fU77sDh06xI4dO0hOTiYuIUl8P2XKFN57923+8Y9/kJCQwBNPPHHG5TcXRMrLy9Hr9ZSXlwuhpPMCsbOT8UDgdNGOysrK0Ov1lJWVib+DgoIIDQ3lhRdeYPfu3aSmpvKnP/0JjUaDk5MT7SYboEObOHr0aPRNDQwePJjw8HCioqKIiooCuibCDAoKEv+aC3be3t5CMyaFe7a1tUWtVvdaKLkUxlVvIsOZP6u5VvZ0BAUFUVpaioeHB56enmIDwGg08t5775GRkcGIESMYM2YMDg4ODI2IYtX/OkLLLlp0I7ffulj4ekmCbHBwMCEhIeTk5FBUVERLS4vII1RQUHDRC4kXGqnueqrD9PR0Dh06xPDhw7n22msJCAigrKwMtVpNeXk5g/wDgY6x//7771NVeZwdO3YQGBiI5rcIlK2trTzwwAOkpKRw//3396pcsbGxeHh4EBgYaI1maMXKJYBVKOmGnpzlOtsemx+XkZFBfn4+cXFxjBs3Duiw8W9ubiYrK4uwsDBxrJOTEwEBAV0c89rbDRjsZBw/fhxbW1taW1vFTpJer+fQoUMolUrhZJ2QkCDKYTKZLOzrpe+lMnfeyTyTnc0zRXomafdr6NChREdH96ntdndtZP68EkajsdvvpLoKCgpiypQpVFdX4+Xlhclk4uDBg6hUKsLCwoS9vJRtWHKUN6e1tRVbW1tqamoICAigpqaG1tY2i3Lt3bsXDw8P9u/fT2trq8X5Dg4Op3224uJiamtraW5uZujQofz44480NHTkQklJSUGj0dDa2kp1dfWAWXx19xzm7bFjxw7y8/MZPnw4sbGxeHt7izo8fvy40DqFhISQnp6OTCYjMzOT6dOn09bWhkKhYFhENPyyFejQbBQUFBAaGsrRo0cZPXq0RVnMx0dISAjBwcHY2NhYlFPqG05OTsJvRRonnZ11u+vPZzuuDhw4YDFWJPra36E7Z+Du7tGdUNv5PPNnlX7rXM8ZGRkUFxczdOhQ3N3dKS0tJTg4mMmTJ1NXV4eXl5fYJDAYDOzatQutVktRURHTpk2jvb3dwuRVp9ejbWwVAm5FRQWtra1UVlYSHBzM4cOHaWlpQa/X4+LiInxTpDHcXbv1di7piYHsk9LbZzvd3KlWq2ltbUWj0XTp2yaTidraWqBjY2bjxo0MGTJEzEsVFRXY2VkuNcrLy2lubqaqqgofHx+OHDkCdPiIHTlyBK1Wa5HLxmQydcl1YTQaCQkJsdCqOjo6IpPJLMJ8Jycnd9tGA7ndrFj5o2L1KekjpFCyeXl5yGQyZDKZiBMeFhaGt7e3CGkYFxcnFkTmE6ONDRQWFvLf//6XnTt34uHhAUBERARKpZKIiAi8vb27OF93vk53SPbf3t7eFn9rtVrS09M5duxYn9fJkSNH0Ol04oVzIejOOdLW1la0kUwmw8fHh4iICHx8fGhubiY7Oxu1Wk1xcbGwmVYqlRZ1XFpayq5duygtLRXXjY6OxtHRkejoaIsXqEwmY9SoUZhMJsaNG0dlZeUZR4mRTMc8PDwIDQ0VC4b8/HxsbGxEv/Dy8ur2mQcK5mXat28fdXV17N27l/b2dry9vUlJSSE0NBR/f3/hQ2VjY8PEiROxtbUlMTERLy8v7O3t8fLyQib7/dns7e0JDw9Hq9Xi7+8v7qPX66mpqREO1Kf6dHao9fHxISoqymIhplKphE9EZ8z9LM6EgTBWJHrbf7y9vcWz9nRsfn4+TU1NZGVl8dprr5GXlye0JNJ8Zj4uExISkMlkJCQk4Ofnh0wmY/DgweJ6NTU1GAwGdDodNjY2YnPHwcEBnU7HsGHDkMvlhISEYDQa8fDwwMHBQcx7PbX7HxGVSkV6enq3/Ri6Bk4xr8fOx0nvNIVCQUNDA0ePHhXfR0ZGEmSm0dc3NxMQEICDgwM+Pj7iPQcIPyKpfU/VRqdqy558CK1YsTKwsWpK+ojY2Fjy8/MZMWKE+M7f31/s5AwZMoRBgwYhl8stdoH27s0Vx7/55pssffHf1NfX880337BhwwZWrFiBl5eXMDGRdvw6L3o0Gs1Z2bKbm8yYa3P6Asm3ZujQoX16XcDC/+B0/hpncqxWqyUoKIiysjKRIPHkyZPU1dURERGBl5cX33//PWvXriU8PBx3d3fs7OzIycnhgw8+4IUXXmDq1KnoW35Pnnjw0CH+9Kc/sWLFCl588UX+/Oc/M2/ePD7//PMey2HuE6JSqTh27BiDBg0S5kgjR47kwIEDor9djOYpkp9PREREF9vxkJAQ0VZ79uzB39+fp556ioSEBL7++mt27drFuHHjmDZ9pjhn3759DPL2ZMKECXz11Ve89dZbpKSkMG/ePKqqqqipqSEyMrJLPUmmb3q9Hr1e38VXR0LqR5WVlXh4eFiYz50r/TlWzgc9+TnFxsayefNm3nrrLaqrq4EOE9fU1FQqKyvR6XSkpKTw73//G71ez6233sr9998vtDS+vr5U1zVY3EuK9qRSqaioqMDDw4PBgwej0WgICgoiIiKC3NxcWlpaUKlUuLm5AXS7oP4jU1ZWRnNzM2VlZaf04YLf55fOmyk6nY7c3FxOnDghzBu1Wq3w5QkJCelIfqhvAaoA2Lt3LyNHRJGWlkZjY6PoFwCNjY3CbPK7775j9+7djBkzhtDQUA4cOEBUVBSJiYni+J76XU8+hFasWBnYWIWSPkCr1eLp6UlSUpKFQ+2OHTuor68nOzubW265Rdi8QocQoVQqWbd+HTh0RB5a9uGH1NfX4+zsTFNTE7t27eLEiRMYjUb0ej0qlYq2tjZUKhWTJ08mISFBLFwl++6ioiIhnEgv4c7Jw8yRFuCSjX1fEh0dbWGK0peYC1OnWxie6tjOmYOVSiXR0dEkJSXh5OSEXq+nrq6OhoYGMjMzGTNmDHv27MFoNFJcXExwcDAuLi4sW7YMhULBc889R2hoKKPNfEpysrNZU6pi/fr1ItLTl19+yYsvvkhAQEC3ZVapVKIdi4uLMRgM1NbWisVaamoq8fHx4gU+0PxHeoP5M2g0Gg4dOkRAQECXNiosLKSpqYmioiISEhLYtWsX9fX17Nq1C7nT74JMTk4OUcOHYm9vz7fffouDgwMZGRncfPPN1NfXC98Qc58Raey0trZSWFjIoEGDeuxTUqQuKQ+KJED0RYbw/hwr/UFnHybJz+n48eMWdZeSksILL7xgsfA8evQo3t7eVFRU4OPjQ8ZvEQh1Oh2VlZXU19cLzaVWq8XQ/ruA7+Pjg4erMzY2NuTm5gpBMjg4mNbWVhG9KzAwkO+//55t27YRFhYmyhcUFNSjb5C5yY/k53IpZ3/vPPdv376d/Px8YmNjSU1N7dVGl1arRaVSodPpOHbsmNg08fLyYuXKlezZs4fQ0FAmXDZZnNN5HJprlevq6jh48CAVFRX8+uuvHD16lH379pGamoqnpyeFhYUWQkl3/nXQ0e9SUlJQq9UcPHgQLy+vC7ZpY2try9VXXy3+fz5ISUnBzc3tvN2vOy7Ec1u5+LEKJX2AFIpQSgI2fPhwsSuvUqlISEhArVajVCqFHbYUJaStrQ1+cymQdvQkwcXPz0+ERNTr9URGRvLee+9RU1ODTqcjMjJSXEe6blNTE5WVlRQXF+Pn58eJEydobm4mMjKSwYMHdxFKpKheF5sJQ+cX6qmiHp1K8NJqtRQUFFBRUcHo0aOJjo4Wiw+TqSPBZUREBD/99BNtbW0UFxeLl2JiYiKNjY0UFBSQnJxMfn4+oaGh5OTkUFvfBHRE4CopLUX227XMcXZ27vbZJOdcyU8kPDyco0ePimhS5mW/2DNTa7VafvzxR3788UdGjBjBxIkTuwgEUVFR5ObmMnjwYHQ6HePGjSM9PZ3o6Giyc3LAJg7o8LtJHT+W2tpagoKCOHHiBKNHj+bgwYPA7747Um4fDw8PCgsLOX78OI6OjkRFRQlNibk/lLTQCgoKEhGjzKOumbeDFOXuYtRcnQnSJsjBgwdRq9U4Ojpy7Ngx2tvb8fDwEHUGHdqSjRs3Cl+soKAgYmNjcXd3F5oS6PBjMRcepU2coyVl4loKJyeKioooKCgQPlUjR47E29tbJDZNT08nPz+f8vJyXF1dKS0tZdSoUTQ0NKDRaHoUSvLy8mhoaCAvL0+UqaqqisbGRlxcXPpMKzZQkMKSm+dvOX78OCdOnBD5sk4VtGHTpk1kZmYKTVVoaCgtLS0d2q3qavbu3YtKpeLEiRPEjo4X57m5uYnrKRQK7rnnHmpra7G3t8fe3h6lUomrqytDhw6loKAAX19fWltbcXZ2tuhX0BEqPz8/H+jok97e3hQWFlpECuvJF+Z84ejoyPr168/rPd944w1hPn6huBDPbeXixyqU0NX502QysXnzZnJycoiPj2fq1Knd+gAYDAaRCMzX15djx45hMBjYvHkzCxYsIDo6mkceeUQIIU1NTTg6OuLk5CQm/Msuu4y83R2Oz2PHjiU3O0vc6/7778fDwwM3NzdhrytltHZzc7MIoeno6Ii3tzcajYbdu3fj7OwsYst3OF634uLi0q0JQ0+7gQNZUDF3cJSiZFVVVXHs2DHGjBkjntNkMnU51tzRXalUUl5ejq2tLSqVyuKlp1arqampEXXb1NSEyWQiOTmZyZMn4+joyK+//oqfnx8ODg5ERkZiZ2eHj48Pbu5ukrUCUVFRVJSqGDduHL/++qu4/oEDB0hMTOziBCqZ97m4uODs7ExkZCRDhw5FJpPRbrZr7OjoSHNzM0ql0qJ/9saRt7vjzpXuxpF0j02bNpGTk0NiYiKXX365CCHq5OREcXExCoWCsrIy4SPQ3t5Oc3Mzer2eiIgIgoODaWpq4uDBgyQlJZGUlISDgwOZWTns+s1s3FmpJDQ0FE9PT+zs7PDz6xAKT5w4gaenJyEhIWLcSdHU6urqxPiJj48XZd6wYQPNzc0cO3aMiIgIZDIZISEhKJVKES1ISsTp6ekJ/O743Xkh1139X6ixJY0Vc21qb8rSnZO7RqNBr9fT2trheO7p6YnBYKCkpARvb28RPGLGjBls27aNnTt3EhYWxsqVKxk+fDjt7e0ioIBGo6GmpgYvLy+gY6e9qampw9y1qUnc12AwcOLECXQ6HY2NjcTFxaFUKmlpacHBwQGj0UhBQQFtbW14eXnh4uJCdHQ0kZGRNDc34+3tLTKFS3OntKkUHBxMeXk5sbGx3Y4n8/5sPmdeTNGezMttLkzL5XJiY2OprKwkNDRUmAmbBwiAjvqXyWTo9Xr27NlDe3s7tra2TJgwQWx46fV6TCYTY8eOpaWlxSzqZMe7ZfiwYTg62GEwGDAYDISFhfHf//6XVatWYWtrS0xMDPv27eOpp55i4cKFJCUlER0dLXIZmZclKChI9EGNRoO7u7vIf6NSqUhMTKSmpoaMjAw++ugjxo0bx5w5c4CB/X6zYuWPilUo6QYbGxv27NlDfX09e/bs4YorrujxOEkoiYiIICIigqKiIkJDQ3F0dCQsLAwbGxuqq6tRqVSEhoaKRFNS9tuYmBjYnQPA/Pnz+ebL/4lFz5w5c1AqlVRXV9Pa2opOpyMgIICmpibCw8PR6XRiYdDS0oKfnx+hoaGMGTMGjUaDm5sbFRUVmEwm/Pz8hPNg5xdqdna22IlPS0vrk/rrbzrfw8fHh6NHj4pFo/muWOdjpZeqVAdxcXEi2pb5sTU1NbS0tLBv3z4KCwtpbGxk8uTJGAwG9Ho9CoWCwMBASktLmT17NsHBwSiVSqqqqjhUfAwpVG1OTg4hgf74+/tblGPfvn2MHz9e/C0tlKDD7l4yN+nJ2VMSXAYq5mWWxlN2djaTJ08WwgF0JH3MzMwkKSlJaBcrKyuRyWSUlJQQGxsroppJwr2zszN2dnbEx8dBXu5v98gGYNiwYSQkJFBYWCjyYZw4cYLq6mrCw8ORy+VUVFRw6NAhXFxccHd3JyAgQJTVxsaGIUOGiDEhOb933oGVokKZTCZhymUekco8stfpzIDO1wLJxsbmrMIWdzfevL29KSkpoaKiAnd3d4YMGYJKpRLCn7RQlBaC4eHhDBo0iCFDhnDo0CGKi4sJDQ1l/Pjx5Ofno1araWxsxNnZmeHDhwMdZox2Do7ivvrmZvz9/amvr8fe3l4smqU20ul0hIeHU1hYyKRJk7jqqqssym3eHpKpl1TWIUOGiPwlkgDSWZsgcbHkxOjcbp3LLf0rk8lITU0lIiJCaBy8vLy6bGJJY1qn0+Hh4cG+ffsIDQ2lvb2dvLw86urqCAsLw8vLCzs7O6HdNU+AqdPraWpoQaFQ0NLSgouLC8XFxTg7OwtT24ceeoj6+no++ugjrrnmGuLi4ro8i1QWLy8vIQDLZDIRfS80NFRoLN99913q6upIT0/nuuuu66faHriUlpaKdYWEt7d3l/xNVqxcaKxCSQ8kJCSQnZ0twu52Zs2aNeTm5pKYmMi0adPQaDTC/CcqKkqo+gsKCti0aRNGo5HMzEzGjRuHv78/Dg4OHeEz7X9PfjgkLIxhw4ah0WgIDQ3Fzc2NPXv28OuvvxIVFcXYsWPFy+DEiROUlZVha2vLoUOHGDx4MF9++SVarZakpCRmzJiByWQiPj7eYmcUur6YTpw4gV6vt8hsPdDpvMjz8fFh7NixrF27ll9++YW0tDSmTJnS4/nmdSC9vKTFouSn4eTkhMlkorW1lYMHD3Ly5Elqamr49ddfqaurY968eUycOBFPT09qajoyYEqJLr19B/Pqzo5QtcXFxbg5K7oIfFLSvh9++IGcnByGDh1KbGwsTU1NDBkypMuCQKfTodfrcXJy4vDhwxw9epSwsLAe++jp6u18Lqak8RQdHY1arRa7qt7e3kRGRjJp0iRR76tXr2bHjh3s2rWL8vJyHB0dmThxIjNnzsTPz4/4+HjRVss+/BBsO56/vr6OkpISRo0ahaurq6g/SVuo0Wjw8/PDy8uLAwcOYG9vj9FoFAvRwsJCsXmwa9cukUQzMjISsMxqPXbsWAYNGgR0mCNJjvpKpbJb86CBZGp3LuHACwoKhGAWFRWFUqkUAlxtbS1Dhw6loqKCjIwMBg8eTGJiIuXl5URFRWFjY8OoUaPw9vYmMzMTvV7PyZMngY4keEajkby8PNrb2zl06BAxMTFdtIiffPIJacnjmD17Nhs3bvwtgWYLRqORXbt28dVXXzF48GAmT55MXFxcj/5W5lpmb2/vbn2NFAqF8HcCLExfL9acGObllp5PpVKJxbu52aF5PidzdDodW7ZsYc+ePQwfPpywsDDs7OyEP1B5eTmjRo3iwIEDIjCEgW2QeDsAky+/nGHhYSQlJTFx4kTCw8NJTU0lMDCQHTt28P3334sEpq2trTz66KNkZGSQl5cn8nUlJiZy6NAhMV4jIiKAjnEmLbZ37drF+vXriYuLIzk5WeSQOt9otVoxJ1RVVZ2XPpOSkoJMJqOqqorq6mqioqLEhpeEQqGgsLCw3wSTC/HcVi5+LhqhpKKiApVKhUajYcqUKcjl8i4vrL7gtddeIz09neTk5FMmucvMzKS5uZldu3aRlJREWVmZMA1QKpUUFBRQWFjIF198QXZ2NiUlJeJchUJBbGwsl19+OaFDhgIdi5sxY8ZQVXkc6NghTE5OJjQ0lODgYEwmE9OnTycsLIyioiLc3d3Jzs6moKCAoUOHEhISQkVFBQBZWVkWGYt9fHzIzc1l3bp1xMXFkZKSYvFCjYmJuegi/3S3yJPMDQwGAzk5OacUSiSNRktLizBf0Ol0KJVKsYvq5OTEzz//zN/+9jeqqqq6XOODDz7glltu4c4770QulwsNjdFo5LPPPwc6nNh/+ukn5s+dw8iRI7njjjv44IMPSE5Oxs/Pj4KCAvES3rlzJ76+vsLB1NHRkccee4yrrrqKX375hW3btlFVVSWCIYwePZqGhoYzEkrO1w7v66+/Tnp6OuPHj+eRRx7hyiuv5Morr6Sqqor29naUv5laQcciR9pxX79+PZ988gn19fXiWs3NzWzcuBGNRsPMmTNFEsxdu3bxn//8hwmPfSGOfeyxxwBYuHChRSLJgoIC7O3tUSgUNDU14efnR11dnRA4oEPoaG5u5ujRo2RkZFBfXy8c5eH3rNZVVVV8/PHHjB49ukctamcG0iL2XPxdzAUzSSjRarUdC0+DgWPHjlFQUIDBYBDfVVRUMGLECKZNmyau09jYSFZWFmPHjmXXrl388MMP/PTTTxw+fFgcY2Njw6BBgxgZlwDjlwAdJnPFh4ooKytj+/bt7Nq1i2PHjolFLICrqyvu7u5Mnjy5ixD4zjvvsG3bNlJTU7nvvvuADmFDqo/s7GyRjDE+Pl5o9CSNjITkOwQMiDbtLZ01dd1pzTqb95WWlooIV4GBgeh0Og4dOoRcLmf37t00NTWh1WqJioriww8/pLa2lgMHDvDDDz+IENe29nIm/yaUFBYWsj8vl++++w6AwYMHExkZSU5OjvATsrOzY+XKldxyyy3k5+czffp0Fi5ciMlkEs7uhw4dEtpsKYywXq8X4aH37t1LQ0MDe/fu5ZFHHmHevHnns6ot6CwQ9DfNzc3i/xqNBp1Ox/Lly4V5cmFhIYsWLUKj0fSrtuR8P7eVi5+LQijJy8vj6quvFtE3oqKiWLhwIffeey+urq69vk5LS4swGQHEBGhOeno69fX1/PLLLzzyyCM9Xmvs2LHk5uYSEhLC22+/zaFDhzh8+DBqtRq5XC5CLUpIMduPHTtGbW0tmZmZZGZmdkzW//gGgOrqauRyOVFRUezfv5+jR49y9OhRAAYNGkRCQgITJkygoaGBw4cPc+TIEWxtbWlra+Pmm28mNzeXrVu3EhAQIHb6pZ0/aWdy7969XHHFFRYv0oEW+ce8XbprI+h5kRcfHy98gSTMo+pIC1op0lZDQwO1tbXs37+fw4cPk5yczJgxY6ioqODZZ59l3bp14jp+fn4MGTKEYcOG0dbWxooVK/j4449ZvXo1jz32GDNmzCAzM5OHHnqI3XtyRLs26/U88cQTREdHc+2116LX6xk3bpyI+LR792727dvX7XPu3LmTa6+9Frlcjr29Pfn5+QwaNIiGhgaSk5Npb2/n4Ycf5tprrxXPdir6anF8ujbqaRwplUrq6up49dVXycnJob29ndraWo4dO2YhiDg7OzNv3jwefPBBiouLmTNnDtnZHeZZU6ZMob6+nltvvZU2s0SU/gEBlKmO8tJLLyGTyTh58iRjxoxh3LhxJCYmimeuqqoiICBAbCL861//EuY69vb2xMfHk5KSIjQlElKG+KVLl9LY2Eh2dnavhJILFcHpVG10thozSTCTTNjMkyxmZWURGRkptMCJiYkiJ9Cbb77Jtm3bhGbs559/pqqqis8//xy9Xm9xD3t7e+RyuQjaod68mcm/CSXr163D0NbCe++9Z3GOTCYjMTGR0tJSKisrKSgooKSkBD8/PwsBbMeOHTQ0NLB9+3YhlJhTU1NDW1sbGzduZM2aNQwbNoz4+PguWkvzxXxPjvO9oTdzXX/SndZMejaNRkNWVharV69myJAhJCUlibaOjY3F0dGRlpYWGhsb+f7773n88cc5ceIEmzdvFgKbXC4nOjoa/6AQpHSyjzz6KFUnKtizZw8FBQVUVlYKU0hfX1+uuOIKbrnlFlJSUli1ahULFy4UubT+8pe/kJSUJI5dtWoVJSUlpKenc++992JraytCRru4uLBv3z6SkpJE4IQLraW8kERFRV1w53crVk7HgBdKqqurWbhwIYsWLeKBBx7AxcWFv/71r6xdu5ZDhw7x3//+F3d3915d64UXXuCZZ5455TFpaWlCU9ITOp2O8ePHM2nSJG6//Xa+/vrrbo+zsbFh/PjxzJw5k+uvvx5/f3+MRiMHDhxg8+bN7Nq1i7wDheL4L7/8issnpeHo6EhdXR0//PADq1evZvPmzZw8eZLrr7+eN954A7lcjlKpxNbWFicnJ/z9/dFqtQwZMkQ47aanp1NdXY27uzuRkZEEBwdz8uRJYmJihCpVmqC7y3oulb+vOBNn696EJ+4u4zR0LFjNNSR6vZ7du3fT2tpKQUEBKSkpwllToVCg0WiE+ZW9vT1FRUU4OTlx1113UVxcjEwm4/HHH2fJkiU4OzsLXxKAm266iQceeIBDhw7xt7/9jRUrVnDgwAGMRiMu7p6iDIP9/Dh69Cjz588nJSWFuro68vLyiIqK4rnnnqOoqAhbW1uSkpIICAjAw8OD4OBgMjIyxOJo4cKFKBQKLr/8cmpraxk1ahRDhgzhpptuoqKigk8++YTPP/+c5ORkEcXNvO4lx36p3oxGY7fmGb3tB921kbmje1paGtu3b2fcuHFdjrv33nv5/vvvu3wPkJyczKJFi7jyyiuFeVRYWBj/+Mc/eOaZZygoKODgwYO8/PLLVFdXEzNytDj3ww8/ZPaMqykuLubtt98mJiaG5uZm4Rw9ePBgLr/8crRaLV9++aUwCWlvb8fX15cZM2Ywe/ZslEolixcvZvHixUCHQ60U0nLnzp2o1WqR0LE32dEl7ZQ07vradK5zGaS/u2ujnTt3cuWVV57SnOxUWc8l01QpIqBk0tTW1kZkZCRarZZRo0Yhl8tJSkoSTuTffPON0Bb/+OOPFtd2c3Pjsssu49ChQ8JJva2tjeHDhzN79mwULm7s/O3YyVOmoG9qoL29nfb2dkaOHMlll11GYmIigwcPZtOmTVx//fVs2bKFm266CXd3d3bu3Cly+kybNo2MjAwSEhJob2/n+PHjVFZWMmjQIEJCQhg2bBjl5eXs2bMHg8HA0aNHueGGG7rU47mYwJnTH6HYzTldRnfz/CPSsVIQA29vb77//nscHR3Zv38/9vb2IqDHrFmzANiyZQuZmZkYDAamTp1KcXEx0KF9uummm7jzzjvx9fWlpc3IvSv2A7Dk7ruR23eMp61bt/Ltt9+Sl5dHXFwcd9xxB0qlkmHDhtHY2MjYsWNZs2YNN9xwA+Xl5SxdupT4+HiOHz9OSEgIdXV1yGQy8vLyOHnyJOHh4UKAdHNzY+LEiQBkZGRw8OBBUlJSxObNQApA0V/k5ub2mBzTipWBiI3pTFNLn2cOHDjA9OnT+e6774iL6wj92drayttvv82qVatITExk6dKlvdoB6U5TEhQURH19/Wk1LlVVVRYq/Pb2dlavXi12Z+655x48PDyQy+W4urri5ubGuHHj8PPzo62trUv5Ghsbsbe356S6hvu/6AhR+tEdSfh4ulsc19raSltbG7feeiurV6/GxcWF//znP9TV1eHv78+gQYNEduT09HQ2bdqEq6srNTU1DB48GBcXF2HuJjlFt7e3iyhR0P0iBPpHKFm7di1ZWVkkJSUxc+ZMi3s0NDTg5uZGWVmZaI8zaaPuqKqqYufOnRw8eJDk5GShFRk5cqQwu3NycuLo0aPk5eVx/Phxli1bJgIHfPzxxxYCanNzs0VbtrS08OKLL/Laa691hHemI0DBQ488xrObO3YL70+w5eY/LaK6uhpPT0/CwsKQy+UcOXKEqqoqvLy8+OSTT0hNTcVgMLB27Vo2bdrEjh07cHBwEA7Z999/PzfeeCORkZGkp6dz7bXXUltbi0wmw2g0Ym9vzwsvvMBdd91lUUZzoUTiTATR3rZRXV1dlzbqfL1//OMfPP/889jZ2XHrrbcyZMgQfH19hQmidH5ra6vFtYxGI7Nnz2bz5s3Y2dmJDPA/bNzE39d3mC0uvzeFDWu/F+ZWkr+XnZ0dv/zyC4cPH6a5ubmLw6eDgwOtra14enpyww03MH/+fIYPHy7Gu+RAC/B///d/NDY24uHhwe23396r+pNCBUtmgnZ2due0u96ZNWvWWIyphoYG3N3du22jl19+mYcffviU2pue5gMJKZqg+Ryybt06srKyhOYrLi6OqVOnUl1dzaJFizh48CB2dnZMmjSJsLAwAgICGDJkCGFhYfj6+nLzzTezc2eH6CGXy2lvb8dgMODp6ckXX37NKzs6zEBW3JeKqb21S2hzcwHpzjvv5IsvvmDIkCH8/PPPLFu2TPge/P3vf7cYC7t376a5uRl7e3sLn69169aJxH3mprB9NSf2x1zXHb3dDOpJeNmwYQPfffedyCnj7u7O/PnzLebEL774gnvvvVeYlS5ZsoR58+bR2trK8uXLcXR0JDgsnB/qQgF496ZYMtJ/5X//+59FqGjoMOW6/fbbeeihhyzaSaVScdNNN5Gfn4+bmxuvvPIKTk5OfPPNN6hUKpKSknjkkUdwdXW1MMUrLCwkLCyM7du309LSgre3N/fcc0+P9dXdXGfeHt19dzq0Wq0I/97U1NRnGxI5OTmMGZcsNPLfP3YlVZXHiYyM7KJ97Ow/kpOTI/z8+kt70l/Pbc7ZtIeVgc2A15RIUTvKysqIi4ujvb0dBwcHHnjgAfR6PV9//TVbt261eHH0hFwuRy6Xn/a47jC3LQ4JCeHw4cPC5+Txxx/nqaeeAuiSDKonsrKyeOCBBzhWUiYmlZ5QKBR88sknzJw5k/T0dJ544gl+/PFHoqKi2Lp1K2vWrCE5OZkvv/ySzz//HFdXV6ZMmYK3tzfx8fEEBwezceNGdu/ezaBBg5gwYUKXeO/ni6ysLOrq6sjKymLmzJndHuPq6tpnE4xSqWT8+PFMmTKFrVu38uqrr+Lv7097ezthYWHY2tpy4sQJXFxc+PHHH0lPTwfg6quv5vXXXxe79T0hl8t5/PHHWbBgAR988AHTp09nypQpfPv9WqQQmI899hiffvopN9xwAzU1NdTU1IjITDExMaxYsYKAgAD+/e9/8+mnn3bxX5Ecid9//31sbW05duwYq1atoq2tjfj4eD788EOeeeYZVq9ezSOPPMLevXt5/vnnqaioYP/+/cTGxoooX2q1Wiy2dTodFRUVBAQEnLFd8enaSMp+HhQURFhYmNBOPP/880CHz4kkPDQ0NODo6NjjtaDDPOeDDz4gJSWF48ePY2dnx6pVqwgMCgIqxHFz5szhwIEDvPzyy+Tl5XHs2DGLxH3QMadMmDCBqVOnMn36dBwdHVm4cCF79uzh3XffxcXFBU9PTxE9SgpTCx1mK/n5+TQ1NfH000+TmJh42rlH0oxIgklfv5x7GlPdtZEUXKEnTWNv6M4E0MPDg5EjR7Ju3TqcnZ1RqVR8+eWXQqPl5ubGF198wWWXXQYgbP+Lioq47LLLOH78OLa2thgMBrFx5ODgQE1NDbNnz7bwGzodL774Ilu2bOHo0aM88cQTDB48WIy3Q4cO8eWXX7Jy5UpCQkKoqalh2LBhLF261OIaY8eORS6Xi9Cy/ZWjpC/nunNl8+bN7N27l7i4OKFtnj59OuXl5bi4uJCfn8+wYcMoLS0lMDCQI0eOoNFoePDBB6mvrycmJoYffvgBX19f1q5dy2233SZMMs3NlIcPH46h7ffNwZCQENzc3Dh27BiVlZU8//zzrFmzhvfee0+8p/z9/dm0aRPXXXcdGRkZ/OUvf+Gqq67Cx8eHa665htTU1C4ayISEBBISEoQW6I+Q4T04OLgjiexv9bZ9+3acnJyskbasXDTITn/IhSUkJAQfHx/ef/99sTsnmVM88cQTyOVyPvvss34vh7e3N3K5XIT0feedd6ivr8fJyamL74nJZKKoqEgkQeyODz74QDgB9gZHR0e+/vprRo4cSXV1NX/961/RarViQfLSSy/x6aefYjQaqauro7S0lMWLF5OcnIxCoWD//v0cOXKE3bt3k5mZ2a3j9vkgKSkJd3d3YRfc30iRuRQKBXv27MHFxYXGxkZhJ+7g4EBzczM5OTlCIPnzn//Md999Z7EYPR3R0dH897//xcPDg5kzZ/Knm24Svx08eBCdTseKFSvEdyaTiblz57J+/XqCg4M5ceIEL7/8MlVVVbi5uXHDDTcIx0wbGxtGjBiBRqNhx44d/PLLL7S1taFUKvnf//5HaGgoH3zwgYhAs379esrLy9m/f79I7ighCdfV1dVUVFSg1+tFgASNRkNBQYGF0/DZIoX2lPyqJKEEOhYLkkByOprMclT4+Pjw5ZdfMn78eD7++GMmTJjQ7TmPP/4411xzDa2trVRXV2NnZ8eYMWN46KGH+Pbbb6msrOSHH37gnnvuITw8nICAADZu3EhwcDAGg4GvvvpK9I3OvgQpKSncfffdaLVa6urq2LNnT6/rRIrM1ddCyZmMqc4hqNVq9Rk7o0pjylxbERAQQHNzs1gMpaen8/jjj1NdXU1ISAg///yzEEjMWbFiBcePHxf5aQBhjtva2kpAQICF31Bv8PT05NVXXxXXP3ToEDqdjg0bNhAfH8/zzz/P0aNH2blzJ21tbZSUlHQROjQaDeXl5VRWVlJeXn5G9x+IqNXq045tc8dw6Agjm5GRgY+PD5GRkdx4440i9H15eTkajYZHH30UtVrN0KFD2bBhg9AA/u9//7PwEeuO+fPn88477xAXF8c999zDiBEjhPlWXl4eixYtsuibrq6urF69mkmTJtHU1MSWLVsoLS3Fw8MDnU7XpU+ak5qayj333GPhd3e2/X+gY24SOHr0aLExacXKxcCAE0okEyvpBSWXy/noo49IT08XaldbW1vx+6xZs9BoND2GL+wrfHx8iIqKErbEhYWFODg4oNfrefvtty2OXb16NUlJSURFRfHUU0+JRZ85jz/++BmbcLi5ufHRRx8B8Msvv1BYWMjQoUPFQtWclpYWMjIy0Gg0FBUV4eHhgbe3N3Z2djQ0NIgsuJ3Zs2cPn3/++Rktts6EmTNn8uyzz/aoJelPEhMTiYuLY8mSJcTExPDWW2/R3t6Ou7s77u7uIjdCdna2hUlBbyguLmbBggWkpqayefNmbDtFhvPx8SEpKYm33noL6Hghr1y5UixQAwICxMLoiSee4KWXXuLee+8F4OTJk2Ln0tPTk5kzZ+Lq6opWq+XGG2+ktraWe++9l4MHDyKTyViyZAmBgYHExMTg4OCAs7Mz2dnZZGdnU1xcLHb/AwICcHJyIiCgI0qYeQbncyUoKAgnJyfxglQqlSxZsgSZTEZ2djYrV6487TVef/11Bg8ezH333SfG+9ixY9m2bRsLFizo8TyZTMbnn3/OsmXL+Omnn6iurmbbtm28+OKLzJgxo9vcLv/+978pLS1FJpOhVCpZv349kZGRQiiRxrxarSY7O1tE+klMTDyb6ulTznZMmfuV9MTpFrNSvSiVSq644gqmT5/OoUOH2L59OyaTiYULF/LLL7/0qJmVzICMRqMQWurq6oCOfDOnW9ias2nTJi677DI+//xzZs+ezcMPPwx0mIx+/fXXIrCChJ2dnUia2R1GoxFHR0cCAwN7XYaBirljfk/ExcVha2uLl5cXarWa48eP09zczKBBg7jrrrsYN26c0Oo0NzfzySefUF5ejqurK2vWrLHQKt91112n9bfJzMzE1taWG2+8kaKiIu666y5uuukmVqxYgb+/P8XFxV18QJVKJZ999hlyuZza2loCAgIICwvr9l5S3+1srinRm/7fF8hkMiZOnMjEiRO7mNFeCvcb6OWwcnExoMy3CgsLeeKJJ6isrKS5uZlXX32Vyy67jNjYWD799FMWLVpEc3MzS5cuFRNgYWEhnp6eFlm6+wOVSiVMXZqbm3Fzc2PkyJHs2bOHf/3rX8ybN4+goCCamppYv349ALW1tfz3v//lzTffZNasWdx9993iBejr68vevXvZuHkr//stWnBTYxNyOxlHjx4VWeL1er2wywQIDQ1lxowZrFu3jhdffBEPDw8RleiNN95g1apVZGRkCGd3e3t7QkJCSExMZOrUqRw5coTq6mpaWlooKCjAx8fHQiMgaXiKiop6tfN6obKFd3eP7gTT9vZ2cdxVV13FVVddxapVq4iLi6O2tpZXX32Vp59+mri4OB544AH+9re/sX37dv797393G52noaFB+I5Ax4vt3//+NytWrKCtrQ0bGxtmzpzJwkV/4uOijmNs7ewYNGgQdXV13HTTTYwdO5bw8HD0er2F4/z8+fN56aWX+Prrr5k8ebK4R1NTkzBp0Wq1XHXVVULgzcrKYtSoUTQ2NmJra8tjjz3GokWLRPjOYcOGUVxcTFNTEyqVCmdnZxQKBR4eHnh5ebF582Y+/vhjxo0bJwR88wzO3dVzbwgNDSUkJESYzSgUCmbOnMnixYv5+OOP+ctf/kJ8fDwRERG0t7db1Cl0+G7885//BDoc2B0cHLj33ntFMjaJxobG3+upsZE2e1uRy+eaa64BOpywdTpdF2GktbUVmUzGG2+8wSuvvALAZZddhlwuJz8/X/Sn4uJi1q9fj1wuZ/To0ZSWlhIREUFISAjh4eEi2Vx3vjvd1d/5GjPdYT6OThWJTTqmp0SLKpWKgwcPUlRUhFwuJyIigokTJ/L888+zadMmHB0dhbmWTqejtZO2QzLZGzNmDC4uLpw4cYJrrrmG4uJiVCoVrq6uDBo0iMOHDxMRFSPOa2lpoUXX1GWs/9///R/PPfccBoOBPXv2oFarWbx4Mc3Nzbz99tt4eHhwww03sGDBAuzs7Bg/fjxKpZJNmzb1uLuekJCAXC4nJCRE1Fvn9j0f/njd0VtXUHPndakNuzvXYDAwbNgwampqcHd3p7q6msbGRnbt2oXBYECr1fLZZ5+JMPyxsbFs3LgRgGeffZbKykoh9I8cORIXFxdWrlzJq6++ioeHB+HDI8n87V6rV6/m7jtvR6VS8eCDD/L3v/9dhIvW6/UYDAb+/ve/c++99/L++++TkpLCyJEjxdh3d3fn+uuvZ/ny5Rw9elRsJrW3t1NeXi7e0zqdDpVKJZLUhoSEWDxz5/7fU8CIc8XJyanLpmF/cr7vN9DLYeXiYsCIrwcOHGDChAn4+/uzaNEiwsLCmDdvnkjoN2vWLFavXs3GjRuZMWMGV155JQsXLuS7777jn//8Z7/kLDGnvLwcnU5HeXk5Xl5eXH311VxxxRUEBwej0+lYunSpyIMgaSHuvfdeUlJSaG9v59tvv+WKK65g6dKl2NnZ4eLigo+PD3PNsssqnZW88847jB07ltjYWIKCgrjsssuYO3cujzzyCMeOHcPe3l7kYvjxxx/54osvkMlkLFu2jHvuuUfsMlZVVXHy5EmOHz9OW1sbQ4cOJSIigrFjx5KUlMTgwYNpbW0VkYSkT2RkJEql0iJ/Q19gfo+eMpT3JVKm5ubmZmxsbIQz5pVXXslNN91EbW2t0DY89thjrFq1iiFDhnD33XcDHTvn+fn5FtGSlEolzs7OyOVyHBwcWL9+PRMnTuSTTz6hra2N1NRUVq9ezYsvvsiQsDBRliFhQxg0aBAuLi7IZDIiIyOxt7dHJpPh6uqKo6Mju3fvZtGiRUCHtqq5uZnAwEDxwpT6d2VlJTU1NTg4OPD444/j7e0tgibcd999REREcPToUWQymYgw5u7ujrOzMwEBAdjZ2eHm5iZCtW7ZsoXjx4+zZcsWYZq4bt063nzzTfbu3XtGbdRd+2ZnZ7N8+XIhOF9zzTVERESg1Wq5/PLLWb16NT4+Pri5uYnPjh07ePbZZwGEJuLdd9/l+++/x9bW1uLj6PS7L4qqpET4KkjPL32kUKHmHycnJ1599VXhG3b//fcL88iTJ0+yb98+bGxsKCoqorKyEpVKhdFoZNiwYdjb2+Ph4SEW7P3dn0/FmYwr82MkMyylUtnj+PTx8UEulwuBRDJ5OXz4MJWVlZSVlVFVVUVlZSUffPABb775JgBvv/02l19+OTY2Njg4OAh/PumjVCpxdHTEzc3NYkH63Xffcc899/D222+ze/duAJ597llRfoVTR6hXJycnnJyccHR05P/+7/94+umnMRgMIlTx008/LTZusrOzOXz4MC+99BKxsbFit1+v19Pa2tolzwl0LEhLS0uF0NGb9s3OzmbFihWirw8UpHaMjo7uolGQypyXl8cvv/zC+vXr+eyzz6ioqCAvL49ly5bx3HPPcdVVV7Fy5UpWrFjB119/LXzD7rnnHuLj47nlllv47LPPWLx4MXv27MHd3Z0JEyawevVqPv74Yx55+HcT5/HJySKHkU6n4x//+IdwuE5ISCAwMFAkSzWZTDz33HNAhwmz9Ln//vsB2LZtG6+//rponxMnToj3tI+PDzU1NdjZ2VFWVtalb0th4aWkrQOd0tJScnJyxKewsPD0J1mxcpExIIQSjUbDPffcw4033sjbb7/Nvffey7fffsvgwYP58MMPgQ5V4JQpUygoKGDGjBkEBwfj7+/P7t27iY2N7fcyBgYG4uTkRGBgYIcwMXcu9957L2PGjAHg22+/pa2tDb1ez8GDB4GOCXv9+vX8+OOPwj9g6dKlrFmzptt7/LRxI08//TTQ8SKRXpi//PILn3zyCUuWLBHO0XPmzAE6nHa/+OILbvrNh6G2thboyNch7ZR7enqSnp7Od999h06nIzo6moiICBwcHLosNqKjo7npppvO2CylNzbL5xMpAaIUhWTz5s2sWrWKn3/+GYCHHnqI4uJi/vSnP2E0Gvnggw/49ttvueyyy0hNTcVoNHLLLbcIIc+c6upqrrnmGu68805OnDiBv78/b775Ju+99x7Dhg3rcvzhw4c4duxYtztv1dXVpKWlMW3aNJ566ilSU1MxmUwiZK7UPtJOs6OjIy4uLsTExBAQEMDChQsZP34833zzDXPnzsXd3Z0wM4EIwMvLi6ioKJKTk0lOTrYwpUlLS8PNzU1EHiovL+fw4cMcP36coqKiM632LhQWFtLU1CReoCNHjuSll14SUYYWLVrEbbfdJna+9+3bxw033IDBYGD69Ol8+OGH3HbbbQD885//FO0nYV6nU6dMYejQoQwbNoxRo0Zx9dVXs3nz5m7L1dzczOzZs0WAiuuuu4677rqL5ORkEhIScHNzs0jk19bWhr+/PxERESQkJDBlyhT8/PxoamqyWOidqZ36QBs3YFkmaTErmbFJJi8eHh74+voyfPhwlEolxcXFPPDAAwA8+uijzJ07t1f3am1tFWPmxx9/xMfHhyeffJIvv/yS1tZW0tLSTpkE9cknnxRz5m233cbatWu54YYbMJlMPPnkk3z//fdERERYBFKQNJNarZbq6mqxOdOZMw3XW1RURFNTU5+Mm75EpVKRnp7eJTSsTqdj9+7dVFdXc/jwYRobG9FqtdjY2LBlyxaee+45ysvLcXd3Jzw8XAQi0Ol01NfXExcXxzPPPMNdd91FSUkJMpkMvV7PHXfc0WPeJQlfX1/WrVvHvHnzMBqNPPHEEyxZssTCvO6vf/0r7u7uHD58mE8++cTifClLe3t7Ox9++CFff/01+/btw8/Pz+I9nZqaKr7rbpydLxOuc6W0tJSoqCjhvJ+QkMCiRYtwOse8K4WFhRaCTmlpaR+V2IqVs2NACCWHDh1Cr9db5AWAjkRd5jbFBoMBLy8v/vnPf7Js2TJefvnl8xJF6tixYyKjrVKppLCwkNLSUlQqFSkpKdja2lJdXc2RI0fIycnBYDDg6+uLv78/0KHqfv/990UI0T/96U889dRTFuGJAe686y5MJhOLFy8WO7VfffUVfn5+QEcYP2mR/d///pfbbruN9evXc52ZtkXazaupqSEyMpKkpCRqamrYv38/GRkZ5OTksHbtWt58802Ki4tRKpVoNBqRaftsJ+fe2CyfTxQKhdgN37dvH8eOHaOhoQGlUsnq1at57rnnRMACaVGzbNkyduzYIUynysvL2bVrV5drr1+/noyMDORyOX/729/43//+x+TJk0+5k5qYmMjIkSOZO3cuL7/8stAA/vTTT+Tk5AAdZg2ScLlq1Sra29stIhFBh739HXfcwfjx44mPj2fcuHH8/e9/Z+zYsSQnJ3P11VdbaLmkRfKOHTsoKSnpEgJ2yZIlrFy5kiVLOpLTSYKsv79/n2jLoqKicHZ2ZtCgQRQUFKBQKJg1a5aIpAUdzsjHjh0DOsKL6nQ64uLieO6555DJZDzwwANMmzaN9vZ2brjhBo4ePSrClc6ePbvLPVtbWykrK2PXrl289tpr3ZYrKytLCCyOjo4MGTIEHx8fsZgJCAigsbGRV155hfz8fIYOHSp8CyQtnLOzM56enhZCyZkucs73uJESzZ0qd8GpyqRUKrGzsxMmoYmJiSQnJ7Ns2TLa2tqYNWuW0DydjoyMDIYPH86//vUvoEMLKM1v27dvBzoWY9t/C0DRmaysLOGj9fDDD/Poo48ik8l48sknmTp1Kkajkffff7/LeVIeH4PBQGtra7e5WjpriFQqFdu3b0elUlkIniUlJeL7yMhInJ2d+1zL3Jljx46dtg2lMur1eg4fPsyJEycshGz4PWRraWkprq6uJCcnk5SURExMDDt37hQa2F9//ZWCggLq6+vJze3IxP7WW2+xdu1aCgsLxYbDSy+9hEKhQK/X97jxZo5cLufOO+8Uf3/99ddiQw86IrpJgu4PP/zQ5Xzp3BMnTnDy5EkOHz4szFbLy8tF1LSUlBQUCkW3fVrqz5JGuicB7lzQarUiH8zZvl/Ns7JL/oHZ2dnkZOec1f0krfiiRYssBJ2oqKg+E0z64rmt/PEYED4lycnJ3H///SIPidFoxNbWFn9/fwtbc1tbW5qbm8Wu1/kylygrK+P/2Tvv+BrP//8/T3ZO9o4MCRIZZoSIvfesVYpaLYrWqNpadFulLVqzVLVFVe0ZK4JIEFlEkL33nuf8/jjuS04Sq9Pn+/N6PM6jlbPuc1/3dd3Xe7xer9zcXHJycqhTp46Qka1bty4dOnQQGSS5XI6fnx8AnTt3rnF8n332GUqlkm3btrFhwwYuX77M5ytXP36BUsmECRP44osv0NbWpm7dukRFRZGamgogNtIKhQJ7e/sarsagIhh++OGHXLt2DRsbG+RyuZBBlNoWqkqI+vr6iuxU1cX5RfF3mYn9FRw/fpzAwEDc3d0F6TcxMZEbN24IM7/i4mJcXFzEe2QyGR988AHXrl3j+PHjnDx5UvSNu7u716oYJL3fzMyMuXPn8uDBg6cel1eLFty+GUxWVhYnT57k5MmTfPvtt2zatImhQ4cSGhrKhg0b+OSTTxg5ciTz5s0jLi6OTz75hOTkZAwNDRk1ahTfffcdERERhIWFibaiwMBA4uPjiY6OplGjRsTHx2NiYkL79u3FjSc3N5eysjLS0tIEQdvBwaFWmVMnJycmTJjwZ4egBqSbXUREBGVlZWIMbGxsxOawU6dOol9cCuRNTEyEHLiGhobI2oaGhjJkyBDkcjnBwcEqqdFHccmDhw/R0ZQJ5+fAwEAhgVsd7du3Z8WKFXz55ZcUFhayc+dO4aExefJkHj58KJShiouLad68OQ0bNhQBh6Wlpdr1np6eTnp6umgJuXDhArdv36ZVq1Z069btie7p//a8SUxMRENDg/j4+CfK3D7tmCQp4fT0dFJTU0lJSSE2Npa4uDh0dXVZs2bNc3H7CgoKmDJlCjk5OVhaWtK5c2f69Okjzs+GDRuYM2cOsbGxDBkyRMjJxifEY21hBiAUtsaMGSOCeVBdL1LFuCo3S4KhoSHOzs7ExMRw//596tatK1pupXNiaWmp9vvj4+MpKSkhPj4eAwMDcR0kJCRQUlJCQkIC7du3x9vb+5m//a+iqrLdk8awanBsZmYm/lsVBgYGmJmZ0blzZ0xMTPDy8hL34G7dutGjRw9yc3OZNm0af/zxB0ZGRri6uuLp6Sk+w8LCgtatW3Pt2jUWLVpEeXk5JiYmauNRG9LS0vjkk0/UKiCLFi3C09NTbT2V7llVeZUSJCW5goICysvLRcUtISGB4uJiEhISsLa2Vgs6q1/TVaWxlUql2jibm5vzd+FJZPsXRXVX9pKyCiD8hb+vbt26REZGqr0uMjKSMWPGkJGR8bepdf1dv/sV/v/Bfx6UlJeXo62tLRYxyQQOVJmsqtK1X331Febm5owdOxYNDY1/LSiRCOxaWlqkpaWho6MjFiwrKyvRWmNkZMSpU6cAlUynNCELCh4TM5ctW0bbtm15//33uXXrFv379RM33E8++YQ3Ro6gpKSEkpISUlNTmTp1KgqFgpEjR/LOO++gUCgoLS0VmXMJxcXF6OnpMW3aNLZv305MTAxxcXGEhIRQWFhIbGwsrq6uFBYWEhUVhZaWFr1790YulxMXF0dYWBhlZWU4OTmJ7G9tm5InnfMnvf6fQFXjt7S0NEFsvHnzJklJSSQmJiKTyTAyMqJu3bro6+ujra2Nh4cHkZGRbN26laVLl6p95tChQzl+/DhhYWGUlJQAsGbNGhQKhZoRVW5uLi4uLmhqapKSkiLaHqq2HQDEJSYDKk+cTz75BCrLCQsLIzk5mcOHDxMVFcXrr7/O66+/zurVq1m6dCmampqUlZUxaNAgdu3axY8//gioPFMMDQ3p1KkTZ8+epVmzZjXOybFjx+jTpw+dO3cmLy9PGDVevnyZW7duoaenR48ePUhKSiI+Pp7r16/Tu3dvkdWNjY0VrWjSDSkjI4PMzEwsLCyeSymuuhiBZNCYkZFBVlYWoJoLSqWSo0ePcuzYMTQ1Nfn888/F+ZOCiMjISPEeCQsWLGDmzJkiM6uvr8+g14YivSopMREdLQ0x9qBygy8uLq7VwHTq1KkMHz6cESNGEBoaypgxY3jrrbdwcXHB0NAQfX19srOzqVevnvgt0uasXbt2wvkaVBvFwsJCSkpKcHJyIiIigoKCAm7fvi0Cf2lzpFQqiYyM5P79+zRo0EBtk1f9fNaGv7Lu2dvbk5OTg6OjI0qlkuLi4homiiYmJujq6lJUVEReXh76+vqEhYURGBiIlZUVHTp0EBlxKysr0fP/xhtvoK+vX6N1raKigqKiItavX8+YMWNo2LAhs2fPJiEhgTp16rBt2zb09fUpLS0lLy8PULWfHj58mM8//5w/jhwTn9XCywuZshIHBwdiYmKQyWSMHz+e9PR0sXFNSkoiKCgImUzGsGHD1JT0ysrK0NLSolmzZsTExBAWFoaZmRkaGhokJCQIMnT1c+/o6KhWLZfOmZSVf5ZC199JonZ0dBQeQE8S/5COUS6X4+HhgZOTE2fOnOG3336jXbt29OvXD319fRo3bkxSUhJ2dnZUVlZy4sQJgoKCcHNzY8aMGXz77bdcvnyZTp068fPPP1O3bt0a198nn3zCG2+8QXp6OpqamqxZswYDAwPCwsI4cOAAxcXFaOnqg74qiFixfDnbt24Wct+dOnVi2rRp2Nvbc/fuXVJSUsR6I0mKGxsbi3VZgoWFhZB4z8nJoby8nPLychwcHPDz8yM7O5uCggKRlJP4U7WJpkhj4ujoyL1792q9jv+voW7duq+kgl/hpcMLt2+Vl5czYcKEZ2aHn4bk5GRBBtTW1lZbICR3aun/parIhx9+yPvvv4+3t/e/Li9Xr149OnbsKFSLlEqlML1KSUkRrystLSU8XJW16NGjhyBjVidLv/baaxw/fryGz8KgwYPFa3R0dHj33XfJzMykadOmbN68GWNjY4yMjDA0NKyVyCsRmz///HNARWKUjKxu3rzJqVOnuHLlCnp6elhbW9O3b1+RmUxKSiIlJYXbt2+r9Vg/q+f93yawg3oW0M/Pj2PHjuHn50e9evUEgbykpITMzEw0NTVxcnKiU6dOotXnp59+EteW9Bg4cCCmpqbixjdlyhTat2+Ptra22sPY2BhbW1vRNhgVFYWTk5NY4KWHtpa22jnS1dXFwcGBUaNG8cMPP/DGG28Aqjatvn378vDhQ3Hupk2bpibcMG3aNGxtbdWyj8bGxrRo0YKRI0fSuXNnSkpK+P333zl69CgODg5YWFhw7do1Nm/eLGQxLS0tUSgUPHjwAE1NTe7duye+U9pUVyWEXrt2TVwzfwbS56Snp2NgYIC5uTmNGjVCU1OTffv2AarAwMvLCx0dHXR0dASXKTU1FRMTE5ycnMTD1dWVzZs34+XlxeTJk7l48SLjq1R1tB6NkZ6enlifJCUgExMT8R3SQ0tLC3t7ew4ePEjDhg3Jzs5m8+bNXLlyBRMTE/T09ARnolWrVuTn5ws1n/DwcCGhHBISQmRkJCkpKejr6yOTyWjRogVGRkY0b94cAwMDsrOziYuLE6T46OhoCgoKiI6O/ldJ8k5OTnTo0AFnZ2dkMtkT280yMjL45ZdfuH79Ovfu3SM0NJTAwEB27tzJb7+pkiiWlpbExMQIQvp7770nKkVVH0ZGRgwaNIg1a9Ywf/58rl27xsGDBwFV25Wenh5KpRJNTU3Mzc3Fw8nJicWLF6tl07W0tamoqBDtNf3796dRo0bY2tqK1p2AgABA5Snj6uoqhCOkY9PS0hIVjYiICJydnTExMcHBwUGMRUlJCRkZGRQXFyOTyXB2dqZ9+/bUq1dPzW+mXr16dOjQgXr16v1r65/0ndIY1vaoeowGBgZYWVlx69YtsrOzuXr1qnids7Mzbdu2xcHBAQ0NDa5cuUJiYiLXrl2jY8eOzJkzBz09PcLDw2nXrh1Hjx6tIRjh4+PD3r178fX1ZcuWLYwaNYq8vDyGDRvGp59+ytq1a1mz+nFHwIYNGygoKKBx48asXr2alStX4uzsLNZYMzMzsY5KyQoHB4ca36urqyvW4YsXL3L16lU0NTWpW7eu6LZ48OCBWEul67y4uFi0Q1WFTCajXr16NG/eXKh3vcIrvMK/ixeulGhra/P777/XyDQ/L+7cuUPbtm3x9fVl2bJl+Pj4CNlQaTGX5H21tLQwMzNj9erVrFq1iqCgoCe2Y/zTMDAwoGHDhmRkZJCYmMjdu3fx9PQUrVVGRkaidatRo0bPrBrY2Niwd+9eboSEsu5aaY3nV6xYwbVr1zAyMmLv3r0v5L48cOBAunTpwrlz5/D398fW1lYET9IiX9XZ1tLSkvr165Obm4uzs7MaAf5JkqBPQlXX6me1gr3Ia69cuYKbmxsGBgbExcUhl8txcnIiPz+f8vJy8vPzGTlyJD169CA2NpakpCT09PTIzMxEX18fCwsLZsyYwffff096ejp//PEHw4cPF5+vq6vLiBEj2Lx5M3Z2dkJdpjYUFBSQlJQEqAI/X1/fpx57SXExOoaPx09HR4c5c+bg4+PDsmXLCA0NpVu3bnTq1Alzc3O0tLSoX78+UVFReHh40LRpU8rLyxkxYgReXl4YGRlha2tLUVEROjo6VFZWMn/+fDZv3sypU6fQ1tbGzc2N8PBwLC0tyc7OplWrVmIMmzRpQmlpqWiVAvVMsITc3FwqKipqJfs/CxEREURHR+Pi4qLWDmRmZsapU6dITEwU/LCqMDExEQ72ERERwsdCQvPmzcWmGCAzJ6/Gd5eVlREbq9LZrk14oDqsrKw4dOgQvXv3JiYmhpMnT+Lp6cmdO3dwdHRk7NixuLu7ExERgampqQhoLS0tCQkJwc/PD4VCIX6fvr4+/fv3p3///qSnpxMTE0NWVhaGhobiPLi4uIjz8zRUrQoCzz1fnhe1yQJXVlYyceJELl68iKmpKStXrsTW1pbS0lL09PRITEykqKiIBw8esHTpUpRKJT179qRRo0ZqZpcSgoODhSHfqVOnRMDYpk0b1q5dS8+ePXnzzTefeIzNmzfnx0dGs9euXSMh9qFYk6q3VyqVSvbv3w/AsGHD+Oabb4RfyXfffScCe6lNKTAwEHt7e9E+KFWwzMzMqF+/fq18k/9VtG7dmtOnT2NiYvJEl/omTZoQEBCAvb09eXl5InBYu3YtDx48YPTo0dy6dUvwgCT4+Phw9uxZIdIxZcoU8vPzqVOnDu3ataO0QoF0l+vUqRP9+vRi6NChahyS2iAlw2pr3wJVO1NgYCBhYWEYGBiQmZmJtbU12dnZWFhY0Lx5cywsLDA0NBTXeWFhoSDs1za2VatMr/AKr/Dv4k+1b7322mscPHiQOXPmvND70tLSmDx5Ml5eXty/f5+VK1cyb968GoGJlNnQ1tbmiy++wNDQkEuXLj3R5OrfgtSucePGDfT09MjPzxdZOWtra77++muAWnkItUFDQ0MVZF2rKSEpuV/Pnz+/1o1LSUkJZ8+epVOnTjUWbJlMxqpVq2jdujXHjx9nxYoVmJmZUVFRgYGBAUlJSaJXF1RBSdW+96qL8Yv2vFfNvD5PUPK8r5V6hM3NzdHU1ARU/cDt27fnzp07uLu7o6+vL2ROQeUqLVU+pMyolLU+fPiwWlACKkPL3Nxcpk+fjomJiVrbVmZmJseOHeP333/nwoUL4nOfVEGKjYsFVCpYH374IWtWfVnjNe3bt2fXrl2sWrWKS5cu1UrmjImJ4bfffmPgwIHIZDKhyV8VmpqarFq1inr16rFo0SKOHj2Kvr4+U6dOJTU1lXbt2uHr60thYSFZWVnUr18fOzs7tWpMVV+RmJgYEhISBO+jujfI8yA6Opri4mLCwsKoX78+WVlZaGtr89lnn7F+/XoAtetSwtatWwXR8kXJ32vXrGHh/A8oLCwU1db8/HxsbW2f+V47OzsOHz5M7969SUxM5PPPP6dFixbk5eUJL5mWLVvi5OQk5oOVlRV6enpoa2uTk5NDRUUF165dY8+ePQwZMoSuXbsSFRUlKrtVg/1GjRrRqFGjZx5X9UrG886X50XVnnoJ0dHRXLx4EVAJK/z222/s2LFDSFe7ubkhl8tZt24dUVFRGBkZsbpKJrw6qlbatLW1iY6OxtLSkoqKCpKSkvjhhx8YPXr0cx2vpqYmderUUQuoq0JyaAdVoF21yvLRRx+JoKRFixZoamoSGxvLxx9/LJIQkk/K2bNnBWfwv+TJ/Z0YMmQINjY2lJWVkZiYKIKSyMhIzp49S25uLi1atGDhwoXcunULuVzO3bt3KSkpYf78+fz444/4+/uzdu1aPvrooxotxPfv32fu3LmihblFixZs3LgRS0tLSisUzN4bBcD3329GV/v5uh2ktWHTpk2kpqayZMkSNSEBb29vdu7cSXZ2NidOnODEiRPiuZYtW+Ln50dUVBTR0dE0aNBAjGVBQcETgw4p6JdaCV/hFV7h38OfCkpcXFz4+OOPCQgIwNvbu8YNUlLMqI74+Hjs7OxYsGCBUNKpHphUha6uqif/2rVr/4rK1vPgwYMHWFpakpuby/3794X6S7t27di1axdGRkZCwlRCeXk5p0+f5vz582hra2Nubo6enh516tTBwsqmtq+hf//+7Ny5kwsXLrBgwQK151JSUhg5ciRBQUF06NBBbSGW4OnpyZQpU9i4cSPfffcda9euxcDAgP3795Obm4u/vz9DhgwhNjaWxMREdHV1sbOzq5EhelGuyNMM2f7KayWZRwMDA2FWB4+J1FB7H7jkTC9lBqVrqroSDaj67Tdt2qQW5MXGxvLuu+9y/vx5td50Z2dn+vbtK/TyJSiVSn744Qc++fxLOi34BYCwsDD27dtXa7BqZWXF/v37uXz5MtHR0eTl5ZGbm0t5eTnnz5/nzp07vP3225w9e5Zvv/32iedKJpMxffp0jI2NmT59Ovv378fGxobhw4ejVCrFRrpBgwaUlpY+VdRAIu/q6enRvXv3P9WOIlUCzMzMiI+PJz09nQULFnDr1i1AJRsrqdGBqiKwePFiNmzYAKhcyiX/iidBqVSye/duaKBSn9u7dy+uDerx2muv0bNnT06dOkXnzp0ZO3YskydPfiJ3Q4KTkxOHDx9m4MCBJCQkEBQUxODBg0VfOzyeD9K15uDgICTJJX4EqMQkWrdujampKZGRkaJ970U3uNXnyN8ZkDwJ27dvx9DQUFQ9fH19kcvlNGvWjEaNGqGlpcXDhw85ffo0AOvWrXuq4tSkSZMoKCjgu+++IycnBxMTE1asWMEXX3whXiOJhTwPkpKSOHz4MIGBgYwePZquXbuK53R0dBg8eDAHDx7kk08+Yfv27cyaNYuPPvpItLWCio+waNEiPv74Y9asWcPgwYNp2bIlDRo0ICIiAlBVCiWVvL8bUuD0ZxETEyN4JU8iu1dHeno6JSUllJWVERQUxPbt22nXrh3W1tY8fPhQKLONGzcOJycnysvLyc7ORqlUcvPmTaKiVEHFpEmTOHbsGBEREcTGxnL//n3i4+OJi4ujsrISHR0dxo8fz8yZM8V6+yQolUquX79OYGAgAwcOrCHDPG/ePMrLyzl8+DAHDhzg4MGDvPfeeyxfvhwNDQ0mTJiAtrY2SUlJ5ObmkpubS35+Pn5+fgQFBdGiRQtGjx6Nm5sb9+/fx9PTE7lczqJFi7h8+TK+vr4iSfIKr/AK/z3+VFCydetWTE1NhSxdVchksicGJW5ubixcuFAQdXfv3s3o0aNZuXIlH3zwAa1btwYek98///xzpk2b9sJ68f8EpE1IVlYW0dHRWFtbs3jxYgAmTpzI77//DsC4ceMoKCgQ8olnz57Fz8/viZJ4mtq6guh+LyoKeRNV9nT8+PHs2rWL06dPc+PGDXHTv3nzJiNGjBBtY5cuXWLlypWMHTtWuNxLmDdvHvv27SMpKYmvv/5atJVJLu9KpVKYKxYVFVG3bl01IqCGhoZa+0htmaXqgYCUeX2ejWx15ZOnkT99fX1Fdae64/iTjsXJyYnk5GRKS0tJTk7GwcGBsWPHsmzZMqKjo4WjN6haftavX8+yZcv4/PPPee+994iOjmb06NHCd8DNzY2WLVvSrVs36tevj0wmIy0tTUjt5ubmsmHDBqEKVRVbt25FV1e3hqt4eno6mZmZ6Ojo4OnpSVJSEjt37uTmzZsUFRWJzeEvv/xCUFAQGzduFJvrgoICTE1N1T5vwIABpKSk8PHHH7NhwwbCwsJYuHAhcrlckDctLS3R1dVFU1NTzRlb6sN2cHAQ4gFPcqyuDVXH0MPDA1dXV4qLi/ntt99YvHgxmZmZGBoa8vXXX9O/f39yc3O5c+cOmzZt4siRI+Tnq9zZZ82aJZ6vCqltSPqubdu28fOv++i29LEk9ieffEJeXh4LFizg4cOH3Lt3TwTmvXv35u233xYJkPz8fKEAJsHc3JzDhw/TtWtXsrOzuXfvHr6+vsLcreq50tDQEHwX6ZiSk5O5evUqTZo0EX39UqtfQkICzs7OL0Rgr17JqG1uvQiJuqioiNLSUjGfa3ttQkIC7u7u3L17l06dOgmiupGRkWgZnDhxImVlZXTp0gU9PT3u37+Pnp4eZWVlNdahkJAQjh49Sk5ODoaGhqxcuZKKigpatWpFXFwcDRo0IDExkfLycjU/EVAlgXTlhkiiEYMGDeLBvcctP8ePH6dPnz7069dPtFFOnTqVU6dOcfPmTc6fP8+YMWPE+pyUlCTO5+TJk7l69SqnT59m6NChBAQE4OLiwvDhwwkLCxOiFlUredVNemubH8/zt8TExCeO0fOgqgJX1euvOt9SEmgAVbXX0tISfX19Dh06RGJiInv27OGtt96iadOmXL58mcDAQG7cuMHWrVtxc3PD19eX2NhYAgICSEtLw9bWlujo6FqllkHVxjVz5kzu3bvHu+++y40bN7C1taV5i5bgPhKAiIhwykuL8fPz48CBA6K1WHoPqILLDRs28Prrr/PFF1/Qp08ffv75Zy5dusS6deuEj0q7du3UPHGysrKQy+UEBgbyxhtvEB0dzalTp2jVqpUQrAAEJ+nWrVtPbOP6u6ChoSG4cv8GH/bf/r6X/The4X8LfyookTwFXhSGhoaCE1JeXo6Pjw979uzhjTfeYNWqVcybN4+WLVuqHLHr12f06NEvRUACjzcMDx48ID8/nx9++IGSkhJ69epFRUUF2dnZNG7cmOHDhxMbG8ucOXPUlMOMjIxo1qwZ2traFBYWkp2drWqViX98c1IolGLj3axZM/r16yfctTdt2sSBAweYMmWKkLXt1asXGzZs4Msvv6Rbt241Mma2trZ8/vnnvPXWW8Knwt3dXbSEyWQy6tSpw5EjR0hKSkKpVNKjRw+1z6jaPvJf9thWJ5DWRiitbeGrU6cOSUlJ1KlTh5KSEiZNmsTHH39MUVER2dnZgkPx1VdfCb+SkydPMmfOHFatWsWdO3cwNzdn165duLi4EBkZKao0Eu7evUt0dDQnT54kJycHbW1tWj4KsAEauLgQFRnO3r17mThxolrbQ3p6OhUVFQQEBHDixAlu376t9tkFBQUiUIyOjmbAgAHMnTuXKVOmoKenV2NMNDQ0mDdvHiYmJsyfP58LFy6QkZEhlHMCAwMJDQ1V42xIvI6q5Nfnzb5WRfUxycrK4qeffmLhwoWUl5fj7u7Oli1baNiwIQcPHmT79u1qPjAODg4sXLiQbt26kZWVVeM85+fnY2pqilKpZP369ezevVst+HNwdCT2QTRbtmxh7Nix+Pn5cf78ebZu3cqFCxc4duwYx44dw8vLi+nTp9OlS5dar+kGDRqwfft2sVE1MTEhMTFRVGurBun+/v7cvn2bpk2b0r59ezp16kS7du1EJcrAwABXV1fi4+NxcHB4ZpBf/Xz+3SgqKkJfX18cg1KpxM/Pj5CQEJo1a0bXrl2pW7cu0dHRtG3bFldXVxwdHSktLSU7O5vs7Gz++OMPgoKCMDY2xtTUlNGjR9O8eXN++eUX9PT0yMrKYvHixbz77rt4eHgwd+5c0fO/atUqXF1dSUlJYebMmTRt2hRfX19MTU2Jj49XmxtKpZKwsDBOnT2HzeBlAMQ+2kzWqVMHHR0dYmNjOXbsGHl5efTu3RuZTIaZmRmzZs3is88+45NPPmHAgAFCDreyspKQkBBCQkLo168fGzZsoHfv3jx48IAxY8Zw/PhxHB0dsbOzIzc3l8zMTLKysrCwsPhL57363LC3t/9Ln1dVgau260SSqK5a6bawsCAjIwMzMzNatWpFWFiYUGN7/fXXmT17NqASORg7dixLly6lUaNG6OnpceTIEUBVAfXz80NTU5NevXqJNlBPT09sbW2JjIxk5cqVauaJOTk53Lv/kG5LVUHJ2rVfERR4RSTqJHGbpKQk0Wq5Zs0aDh48iJ+fH3fu3KF+/fp8/PHHXLx4kS+//JLQ0FDGjx/Ptm3b6Ny5s/iukpISrl27xvXr11m0aBHLli3jypUrhIWF0adPH/H/enp6FBQUiMTJkzgrfwf09fW5fv36P/b5//X3vezH8Qr/W/hHJYEfPnzI2bNnKSgowMPDg169eonsrLa2NgqFglatWvHzzz8zatQoVq1aRXl5OadOnXrpLubCwkKRUTlx4gTFxcV4enoybdo0oeq0du1a4amQlpaGiYkJXbt2xdTUlBYtWqhtmjMzM2nevDmXAq4iLd8///wzHdr5itfNmDGDI0eO8Msvv5Cfny8Uazp16sSGDRswNDTk1q1bXL58mTlz5nDp0iUhpyzhzTffJCwsjHXr1pGamoqNjQ3NmjXDysqKmJgYEhMTSUtLQ0NDg5s3b9YISl6kxeplhKOjowhsQ0JCuHDhAsbGxiIL7uDgwLp160RAAqps9L59+/jll1+QyWSsXLmyBq+nqKiII0eOcPz4caIfkXBBtbGePXs24XeiSHj0t969epEQ+5CUlBTWrl3L/PnzkclkFBQUcOHCBUH8BtXmxcrKijp16pCSkkJ2drYwOWvXrh2XL1/m008/5ddff+Xbb7+tQQSXPmPq1Km4ubkxduxYwsPD6dOnDwcPHiQ0NJS8vDxu375NSUmJ4ET9E9i9ezcLFiygsrKSIUOGsGXLFkpLS3nzzTc5efIkoGrb6dChA6NHj6Zdu3bPlVH75ptvBFeg8aPWKYDWPq3JyUwnNzeXKVOmsH//frp06UKXLl0IDg5m79697N+/n5s3b/LWW2/h7OzMhg0bhJt9VXTr1o0PP/yQZcuWcfbsWYyNjWvwOuRyObdv3yY/P5/bt2/Tvn37WudLvXr1qFdPxS+qalL6XwT5crkcTU1NteMLCQnh6tWrHD16lLS0NFatWqW20c3IyKCiooIbN24QHx8v2l0GDBjATz/9BKgyzosWLWLt2rUMHTqUmzdvcvnyZRwdHcUm0NbWlg0bNgiTyr59+9KrV69aqwrXrl1j27Zt3L59G01tXWwGq56bPn06MQ+isbGxQalUChK9v78/S5YsEQTscePG8euvv3L//n3eeustevToweXLl7l06ZKoyO3YsYMTJ06wbds2+vfvL9aGOnXq4ObmhrOzMyNGjAAQQcmfaZuqDX/lvdL7Ja+VS5cu4ejoKCom8FigJCMjQwQlVVsPJ06ciJubG6GhoTRp0oTt27eTk5ODs7MzdevW5eLFi8yfP59mzZqJRImXlxf+/v7IZDKWLFlCUlISW7ZsEZ8tJedAFWi0bt2arl27kpKSwo2QUHFs/v6XqCwvxd7eno4dO9K9e3cmTZpEQkKC8CWT7nVpaWmi1fbKlSts376d1157jatXrxIdHc2wYcOEJPGSJUv4448/RNuhtbU1s2fPZu3atSxYsIB69eqRnZ1Nfn4+Pj4+NG7cmPDwcI4cOfK3ejO9wiu8wp/Hnw5KEhISOHToEHFxccKnQ8LatWsJCwujU6dOeHl5ERkZiampKTY2Nhw+fFhk6KQMScuWLfnxxx9p27YtpqamBAQEPBcJ9N/C9evXCQ4OxtnZmdOnT4uF/pdffhGcEmdnZ3x9ffHz8xOKIlOnTmXEiBEcO3bsiZst39a+SOv1b7/tJzE+hg0bNlC3bl18fHzw9fXl6tWrYpF+9913mT59utjQrFq1ih49ehAUFMSoUaPYs2dPDQLi9OnT2bx5s2h9kYjEiYmJFBcXY21tLVy0JWRkZNTItP0vQ3L4DgsLw9TUlOzsbO7evUuXLl3EjVVCZWUl06dPBx5LA1fF3bt3mT17ttjcaGho0Lx5c9q1a0ebNm3Q1dUl/E6UeL2BoSH9+vVj37597Nq1S1TJTp06JQjzRkZG9O3bl549e/LHH38QFhZGy5YtCQ4OFn4R6enprFq1ii+//JLo6Gjmz5/PxYsXn5hR79KlC+fPn2f48OHcu3ePzp07s3z5coyNjWnatGmt6lZ/Jw4fPkxlZSWNGzcWMswREREiIGnVqhXbtm2jrKzsuTOVxcXFIiBZtGgRkVHRSI2RGhoyOnXqxMmTJwkKCuL06dOCl+Li4sKaNWtYsGAB27dvZ8eOHcTExDBlyhTCw8NrPYezZ89m//79hIWFCVljUOd1ODo6cv36ddFS9yxlrP86yDcwMFATuQBVVfbo0aPo6upy7do1vLy8ePDgAfXq1cPd3R25XE5RURE2NjYcPXqUsrIy9PT0avAijhw5whdffCGUtuLi4oiLi8PAwABbW1vu37+v9voff/wRMzMzLCws0NHRQaFQYGxsTE5OjuAvaGlp0btvX6Q7TPfu3flxp4rjI5PJaNmyJYaGhvj7+/Pzzz/z1ltvCWnwxYsXM3HiRM6fP8/58+fVzoHk1xQYGEjHjh3ZuXMnEyZMID8/n/j4eMEj2rdvH8eOPfZJeR7jwn8TtbVxwWOBkurVxqpo164d7dq1AxDr3fvvv8+ECROYPXs2W7ZsERwwExMTMa6zZ8+mRYsWLF++XHxWVVGKN998kwYNGqjdw7v36sMOVRcsI0eOpLGnOy1btiQuLg5nZ2eMjY3Jy8vj4sWLNfhJt2/fxtHRkW+++YakpCShkPf1119z9OhRPvzwQ+zs7ESALCEtLQ0bGxvGjBnD7t272bJlC8uWLSMsLAxbW1t+/fVXysvLuXHjxqug5BVe4SXBn2r0O3v2LG5ubmzcuJE1a9Zw7tw5duzYwfbt20WP5tSpU3n99dc5c+YM4eHhrFmzhvT0dFq3bk1qaioymYzKykrhKbFnzx6MjY3x9/enefPmf/PP/Gu4efMmOTk5bN26lTNnzqClpcX+/ftxcnKiZ8+egOoGHBQUhJWVFaNGjQJUGd0XITTq6ulx+fJlocqkVCrZunUrc+fOZcCAAWzfvp3PP/9cqE+BKjO/adMmdHV1OXjwIK+//jqlpY8lhuPj4+natStFRUWYmJgwefJkTp06xaxZswgKChLypQMGDKC0tFQY00keDM9SQIqIiODQoUOCHPpX8He7vxYVFZGZmSkUkQoLC6lTp45Qk5KCx59++omlS5fywQcf8O6771JWVkZ2djaenp7MmDGjxud+99135Ofn4+DgwPvvv89nn33G4sWL6dy58xOJnW5ubvTv3x8NDQ0OHz7MoUOHKCkpoU6dOkyYMIGtW7cyZswYYRrWuHFjYmJi8Pb2pmfPnhgaGhIVFcWlS5c4c+YMurq6hISEcPny5aeeAxcXF86ePSvU1VauXMmIESNYtGgRX3/9tdiM/F2QMrcxMTHMnDkTmUxGWFiY2Ni5uLiI7LNMJnuiilJSUpIgKe/du1f09aenp6NQKNDX1xefI+H27dsi4AL4448/anyulZUV8+fP5/r16+jp6ZGQkEBYWFitxxAVFSWu69mzZxMZGcmBAweIi4tDX18fULV6DRkyhAYNGjzX+ZGEGs6cOfO3zJna8CLzqKioiKZNm/Lmm2/SsGFDWrduTWxsLIWFhWzdupUpU6awb98+ioqKuHTpEkqlEgcHB0pKSnjw4IFatWfRokXo6Ojw4YcfAghuycCBA0VA8s477/DWW2/RpEkTdHV1yc7OJjo6moiICO7cuUNgYCBRUVHo6uoyatQoVq5cyeS3337qb3B3dxffVbVq2bp1a7755hs8PT3p0qULS5Ys4cCBA0RFRQnTOOn4Bw4cSHJyMhERERw7dowvv/wSa2trcnNzWb16NVFRUWRmZuLo6Ii+vr5aW3FERASHDx8mIiKCmJgY/P39BWfhn0Ztx1O1datqUJKenq7m4h0ZGcmRI0e4fPmyqIYMGjQIbW1tvv32W/bv38+CBQuEISvAhAkTGDZsGFZWVmrVZQkmJiaMGTOmBtetKsaMHYuPj49I1MlkMoYOVfHCtm7dWqNVTkqcVOWY6erqMnfuXOrUqUNlZSUWFhbMnj1brVNAV1eXHj16iHNTUFBAmzZtGD16NM2aNRPy6v+0qmdRUZGobD2v90lcXBw3btwQD+m+/E993z+Bl+U4XuF/C3+qUrJw4ULef/99VqxYgZGREb/99hvW1taMHj2a3r17C2deqRXI1NSUXr160aBBA0aOHEnv3r25efMmmpqaKJVKUlJSOH78uPAH+K9RG2FaUnwBFZm2ZcuW5Obm0rlzZ4YMGSL4HuvWrWPq1KlERkZy69Yt5s2bR//+/WtUkzIzM7ly5QqVaAin2/HjxnPy+BHu37/PrFmz2Lx5M1OnTmX8+PHifTExMeTk5Kg5bPv6+rJ69Wrmzp3L4cOHGT16tGix+Oabb4iPj8fS0pLx48djY2NDQEAASqWShw8f8t5776FQKDhx4oTwHnB3d8fS0pK4uDiKi4uJiYnB2tpaGMNVRXR0NEVFRURHR//lsXvaZurcuXOiTQ5qJ/NWJ5NKfJjo6GiMjIxITU2lcePGyOVyzp49S2RkJBUVFTRu3BhbW1u0tbUFh0dLS4u5c+fWcBE+d+4cQUFBaGhoMGbMGMzMzEQLXFWkp6fDo33CnTt3kCkqsLe3Z9iwYVy8eBFbW1uaNm2Kubk5BgYGalwSicDu5uYGqMiqnTp14vjx4xw6dAhNTU1atWqFv78/a9asEWRCUPVUnzp1io8++oipU6cydepUdHR0+Omnn+jatSsRERFMmDCBNWvWkJWVRVxcHF5eXlhYWBAQEEBQUBDNmzcXfdrVybNPI1ErlUoSExOF5Gi/fv149913+frrrxk3bhynT5/G0dGRRYsWsW/fPgIDA3n48CGJiYloaGhw//59rly5wrVr19SC+T/++IO1a9fSp08f4TsieS2kpqYi1Vju3r2Lvq626Es/deoUQUFByOVycnJyamSNW7RoQUBAAIcPHxaBanFxsQgsP//8cxQKBV27dqVz5878/PPPlJeXEx0dTbNmzcScljxKJPL7s/B3zpna8LR5VF1QoqioiIqKCvr27cuYMWO4d+8eISEhQj4aVEmZxo0bk5CQgJaWFmPHjmX79u0kJSVRr1495HI5b7zxBqNGjaKwsJD33nsPR0dH3n77bTQ0NMjMzARU1WQpeHN0dMTQ0JCkpCRKSkqoqKggLy9PGCm6u7tjYmJCZGQkkVHRYNcXgMNHjpCZmSmqlBKkSltwcLC4RgoLC9WqAaCaWwUFBSLZIpfLyc3NFQIUUrunr68vLi4uDB06lBs3blBeXk5mZiYeHh41KiT379+nsLCQ+/fvCwPWf6uSUpX/JZG4MzIyKCsrIyMjg/v37xMaGkqjRo0wNzcXcxNU41pcXCyqSB4eHhgYGIj2J3t7e65fv46/vz9KpZIRI0bQp08fsSZ27NhRcD4MDAyYM2cOmZmZ7NmzB3t7e7W1s1IpA1TX+vx58zCUq6S0GzduTHR0tHBnT01NZdOmTYwYMUKlpufqiqamJklJSbz11lusX7+eQYMGkZycjEwmw9PTk+TkZK5du8b06dNp06YNmzZt4ty5c0ycOBEjIyORfCotLeX06dMYGxvj5OREv379GD16tBAveBHBiBeBUqkU69nzfGZcXBweHh41NvJyufypla8/+33/FF6W43iF/y38qaAkMjKSn3/+WfUBWlqCKLZixQoGDRrE5MmTUSgUnDt3jtdeew1QZUNcXV3ZsWMHw4cPZ8aMGXz77beCWBsSEvJSmRVVzTY1bdqUKVOmUFZWxoABA3j33XeRyWTo6+ujp6fHN998Q0BAAPfu3ePQoUN88cUX7Nmzhw4dOhAdHc29e/eYNWuW2ucfOnQIPT098gofe2HkF+QzceJE/P39OX36NBEREcyfP5/ly5fTv39/seE2MTGhTp06ap/Xq1cvzMzMGD9+PAcPHqRp06ZMmjRJEBQHDRpEvXr1cHNzo3v37gQEBNCyZUtkMhkaGhrUq1eP+/fvC2diafFLSUkhNjaWhIQE3Nzc1IIhQM0ErrYWmKcZJFZ//dMW3Bs3bjB48OAnPl8bpDYNFxcXwsLC0NDQEC0loMqESzckDQ0NsrKyWLhwIaBqk+vQoYMgyEq4cOECoDJ0k7KzaWlpIvMqoaqqlb2dPRpUEh4eTr169ejfv794LiEhoUZlsFu3bnTu3Jm0tDSsrKzQ0NDg999/F1WWgwcPMnz4cGQyGWfPnuXBgwdCQEIyLlMoFHzwwQeYm5szbNgwZDIZ27dvp1OnTpw6dYrff/8dLy8vNcOxmzdvkp2dTXBw8HN77VTFtWvXCA4ORltbGy8vL3Jzc1m5ciXh4eGcPXuWQYMGce7cOTw8POjYsaPg07Rp04YLFy6otYNoaGjg4uKCk5MTV65cITU1lR9++EG0HllbW2Nra6vi21Q778bGxjg4OJCQkMC3335L/fr1KS0txcnJCTMzM7y8vNDU1KRt27YEBATg5+cnxl1PTw9DQ0PCw8OFYtOwYcOEOl1MTAyurq5oaGhQWFiImZkZWlpaajLBEqQ1RILUCvmsOfM01DafXmQeVYfUmlVUVERGRga3bt0S56BTp074+fmhr6/PwYMHiYyMRF9fHzc3N9555x2+/fZbHj58SNeuXZk1axa6urrk5OSgoaEhFOu6dOkiOAFVFfRSU1MFd0NCTExMDen3iIgIjM0s4FFBLTsrG319fbVWU1BtOKOjo0lJSRGKaqWlpTUqlwqFAh0dHeFB1KBBA3R1dWuoagHiWOLj4zl37hwdOnSoca5lMhkNGjQQPhhyufypBPS/C7V9thQQW1pakpGRgaWlJf7+/gQFBXHq1ClGjhwpguCKigqMjIxEkA3QuXNncR7Cw8N5++23CQ8PB1T3lw8++ACFQoGJiQk7d+6kT58+NGnSBCMjI/T19ZkxYwbLly/n8OHDLF++XO0eVa6A84+S/eHh4VSWq6r5WVlZotugXbt2nDhxglOnTnH27FkcHBwYMmSIqAQ1bdqUjh07Ym9vL/YdLVq04OzZswQEBDBjxgx8fHzo06cPGRkZWFhYIJPJRCueZAgpmZlaW1tjaWmJgYHBPzpWLwrJbX737t1q88HS0rLGfeYVXuH/Gv5U+5aBgYFoEbKzs1PrFc7IyEBTU5Phw4cTFBSk1o8LKsfYUaNGcfv2bTWZ3JcpIAF1J/OZM2cSGxtL3bp1+e6772osYObm5mzatAmAzZs3ExAQQJ06dfjuu+8AOHr0KP7+/jW+Izg4mHVffSX+veenn1i8eDEXL17kjTfewN7enuLiYubNm8esWbPUMk8ZGRksWrRIjajcsWNHli5dCsCnn37KgQMHiI6OFnKzTZo0wc3NjTFjxrBx40bGjBkj3uvp6cmAAQPUMrcGBgYYGRlRVlaGpqZmra1cjRo1YtCgQU/kAFU3f3sansZd+TMtfXK5HAsLC9q0aUOHDh1o0aIF2dnZItBISEgQGdeCggKGDx9ORkYGbm5uNYJIUHkLSBWNqt4IfzcqKyv56KOPeO2115g8ebJwVG/Tpg0tWrRAqVRy5MgRcc6/enQN7d27VyQEpJvX5MmTOXv2LKAa4xUrVgDw2WefkZOTg42NjdjENmnSBGNj4xobvudFREQEWlpaFBYWYmFhQWZmJmFhYbz++us4OjqSlpbGwIEDycrKEq1Xv/76K4A4xiZNmrB48WLmzZvH+++/z7Bhw/j0008ZNGgQ+vr6oo3E3NwcAEU1b4vCwkJkMpmo0p45c4bNmzezc+dOVqxYwezZs4XaWJs2qgrl9evXRTZfwieffIJSqaRdu3aiauTo6Mhrr72Gl5cX165dY/fu3QQFBT2RHyKtIdHR0WqtkJ6enk+dM0/D88ynp82jK1eusHHjRrEeSYajCQkJ5ObmYmJiglwup379+owbN46FCxfi6elJXFwctra22Nvb4+7ujq2tLQsXLsTAwAA/Pz86duwoMvAKhUKMa8+ePXn48CEymexPtclUVlbif+mS+Pep06dqNbWTruHnaZeVqpq1qddVhbOzM1paWigUCu7fv1+jaiqh6hpYr149OnbsKIQN/gtYWVnh4eGBlZUVjRs3JisrC0NDQx4+fIiHhwd169ZFS0sLX19f+vbtK9oIO3bsCKjWk44dOxIeHo6BgQHz58/n448/RkNDg5SUFLp3787nn39Ox44d1XgcgwcPxsHBgczMTM6dO6d2TEVPuF6ltj1QzQtra2tKS0vZsGGDqLhVhZOTk1oAKSWqzp07p9aGaWlpKQyZpaB4zJgxyOVyjIyM0NXVFXzKJ83fqqaf/wU8PDxo0aKFeLwKSF7h/wf8qaDE19dX9LL369eP999/n08//ZSJEycKrfixY8eiVCrZsGGDGslQKrkmJSW9NH2Gtd3grays0NXVxdTUlAMHDgCwdOnSGplzCb1796Z3794olUrhaNu9e3fhIHypyo1VgkQirO14YmJieOedd+jTpw9aWlqcOnWKjRs3itds376db775ht69e7NkyRLRSjJ+/Hg8PT2prKwUhGBra2tSU1MJDQ0lNjaWI0eOcPr0abFJio2Nxd/fn+DgYCIiItRaG5ydnWnevDkmJiZ/ivBuYGDwVKO+50X37t2f+FxRURHp6elqDuzBwcHs3r2bkJAQ4uLiePjwITo6OnTo0AEXFxeRsZXG6uTJk0RERGBhYcHmzZtr5YaEhISgVCoxMzN7IheiNlzyv/RC5eu0tDTOnDkDqG7a0rUjk8no3bu38I+RZEUPHDhATk4OO3bsQKlUYmJiwsKFCzEyMqKyspJ9+/aJzx42bBj6+vqUlJRw+PBhsrKyxDzs3Lkzc+fOpVu3bs99rFUhebdIfAELCwvu3LmDQqFg+PDhGBgYcP/+fc6cOSOyo7dv36a8vFxsHN5++2169uyptlnU09Ojb9++fPjhh4wfP546deqIYywrK1c7BmnjOGLECKZMmUKvXr0E/0OCv78/JSUlREREiI1L1cRKYWGhmPP29vZinhYUFHD9+nXi4uIIDw+nrKyMyMhIYmJiagTsMTEx3L9/n4yMDFxcXNDV1f1bBCP+6nwKCwsT6msSJL5ZZWUlrVq1okePHoJsbGlpib29PQ0bNsTExEQEFl5eXowePVqcp+DgYBGIZGRkkJCg0p6TAghNTc0/5ZCdk5OjFjAWFhSISmdVSOf2ebgcksJTSUkJffr0ITQ0tNbXPXjwQHCZkpOTa1SnX0ZIvJH09HSOHDnC2bNn8fLyolGjRhgaGrJnzx7u3r0rqnYGBgaiUuLr60tlZSXLly+noqKCdu3asW/fPkaMGCF4jOfPnxdjCwihFwBtbW3eeecdQCV6ULWlNfJR4FEdlZWVXLt2DVCtb506dQJUSpS1tc9WR1WeSWBgYI3ns7KyRFKnWbNm9OnTh7Zt29bg4dSGJ3HNXuEVXuGfw58KStauXSuMDpctW0aPHj349ddfcXJyYtu2bSiVSurXr8/mzZuJi4tj5cqVYoNcWlpKYGAgdnZ2NTYL/xVqC46srKzw9PTEzs6O4cOHA4jfVhsUCoW40bdq1Ur8XTJOk3rWq6Jt27bIqvSga2ppoaenR5MmTejYsSOampr06NGDVatWAfDLL7+IAEpyKpc8G4YOHUpkZCRBQUFisyVtAlq3bk1FRQVNmjQhMTGRa9eusW/fPi5cuEBRUREnT57k5MmTnDlzhrKyshobLOlc/Nmg5GnZqL8DtWWPIyMjKSgoICoqSjjW37lzh+vXr2NsbCyCHEnVTHqvr6+vWktJVbRt2xYtLS2ys7Of6dVTXoVDFBYaKpRrngc2NjZqJnKS+pdUIVEoFJiZmdG9e3c8PT0pLy/n0KFDLF++HDMzM3Jzc5kxYwb5+flYWloK/4HS0lLGjBlDcXEx+vr62NnZUVJSQkJCArGxsXzzzTfMmTOHo0ePiu+Oi4sTxPVnoX79+vTu3RuAixcvEh0djbu7O4aGhri5uYnAuUmTJmJe2Nvbo62tLXr6n7YJkcvlTJ06ld9//11UQrS11dtupGAyNzeXgIAATp8+rRas6ujoMGPGDAIDA1m2bBlKpZJRo0ap8XLCwsIEmV5bW5szZ85w9OhRDh8+TFBQkFAHNDIyws7OrtY5Ex8fj56eHnp6enh6ev7p+VMdf3U+NW7cWE0MAFTn1cbGhubNm4uKg5+fH2vXruXSpUvY2dnRvXt3Xn/9dczNzTExMUFDQ4OysjK1jZ3E3bC2thZiHzt37sTV1ZWKigq+/fZbIRn7vDAzM8O6ihmjtbW14IxUhVQ5k1y9nwY3Nze++OILDA0NuXHjBn369GHOnDk13idVv62srHB1dRWeRi8zJIGSjIwMrl+/Tl5eHuXl5cydOxdjY2MKCgoExwJQM4aU5KKlZMfo0aNrGGH26dNHTdShOtl9wIABeHt7U1payrfffivaWKteb1Whq6srEhQAdevWFYIg+/fvZ/LkySKIrI7Tp0+L9nAvLy9xn66KqlWxo0ePcuXKFeRyOW3atHlmNUtqiX2FV3iFfw9/ilPy8ccfM2bMGOG8XjWDLznIKhQKmjRpwq+//ir045csWYKLiwu3b9/Gz8/vHzUsehFUdzauTpheuHAhhw4d4urVqxw4cEAshFXJ65cvXyYpKQkjIyOaN29ORkYGBQUFXLx4EVDp3FfNyGVmZmJiYsKbb74p/CwG9B+Ag53qJpCfn09+fj56enqCy5GWlibcsG/cuAHA3Llz+eGHH7h79y4DBgwQyiW9e/fm+PHjaGpqMmTIENq0aYOTkxNRUVHk5eUhl8vJysqisLCQyspKsQnT1dXF0tIShUIhJHQbN26Mvr4+d+/exdXVVW0DB/+MyduLQOKOVB3HRo0acefOHdzd3TE1NSUpKYni4mIqKyvJy8ujU6dOHDhwgAcPHlBZWSnauBQKhdg4ZWdnq10XGhoaeHh4EBoaqnZDLCwsJDk5We2YQsPCaFJFbdff35+GDRvW6F3X0tKqQZLX0tLi/fffR09Pj5ycHOLj48nMzOTChQvcvn0bmUzGa6+9RkVFBT179iQiIoK5c+eyYcMGdu7cyTvvvENiYiKmpqb88ccfODo6olAomDVrFleuXMHY2JjWrVtjZmaGXC7Hzs6OpKQkHjx4QGpqKkFBQfTr1w9QyUZLgYuTk9NzVXzu3r2LlpYWUVFRvPnmm3h5eXHw4EHKy8uxsLDA0dFRtHc0bNiQpKQkkaB48OABDg4OQja5KrKzs2ucq5IqSnOgCmpKSkrYu3evmG8ODg6CS9W0aVOCg4P58MMPhX/Kl19+KRITCoVCvM/c3FxURo8fP05ZWRm+vr6Ul5fTqlUrmjZtSlxcHCUlJaSkpBAaGkqDBg1o2bKlmrnd8+BFXN7/Cnx9fcUmUPpOyTX++PHjBAUF0bp1a8LDw8nPz+f69es0aNCA3Nxc1q1bJ+Scqx+fvb09zZs3JysrC21tbVasWIG/vz/x8fE0b94cW1tbUlJS2LZtG9OmTSMpKYm4uDhh5iiTyTA0NBR8EAmlpaV4VJGIbdSoESgqagTJVlZWmJubk5WVxdWrV3F1dRXrZ1Xk5+ejoaFBz5498fLyYs2aNZw6dYpNmzaxf/9+NmzYQMuWLamsrBScoq5duwqOUm0b2f96/ZOgVCqxtLQkMzMTCwsLrKysBI9NoVDg4eHBvXv3aNiwoSAh36lSwSgpKUGpVNKwYUMSEhK4fft2jd9bVFTE+vXr+eGHH+jduzcNGzbk4cOHauM2c+ZMJk2aRHi4yjC2S5cuVChlQM37vZubGwqFQs3h3sbGhgEDBnD06FEuXLhAv379GDNmjEjOKBQKtm3bxp49ewAVB++rr74SraNVA3bpcw0NDUlNTSUrK4vMzEzMzc1r9cep+jepvfMVXuEV/j38qaAkMzOTvn37oqmpiZmZGd7e3owaNYpRo0ahoaFBZWWlMEn09PRk8+bNxMTEcPz4cRwcHEQLzcuC6n3F1d13GzRoQO/evTlw4AAffvghQ4cORVdXV+110g2sd+/eQg7Rz8+P8vJyUWmo+pnu7u64ublRroBdqs4VWvm0orGHepb+9u3b6Ojo0LNnT3bv3s3Zs2dp06YNqampaGpqsnTpUmbNmsXkyZM5duwYycnJmJiY0LhxY44fP46JiQmDBg0Sv9Hc3Jy+ffvy4MEDDAwMhG+MVOKXiHVKpVLNGE4yj4uMjKwRlEh4Gqn9n4S0qap6UzE3N6du3bqYmpri5OSEk5MTlZWV3L59G09PTyEdGRsbi7a2tvB20dfXF+OnVCpFBl/ClClTmDFjBlFRUXh5eWFtbY2ZmZlaa8eDBw/Y88veGscZHR1Nx44d1V5bUVFRw7wvNDRUzXMgLi6O06dPC8LmkiVLePvtt0lJSUFfX59r165x5coVJk+ezBdffMHZs2eFI7mnpycKhYJPP/1UeIVoa2tTVlZGixYtsLOzE+0Yjo6OlJeX4+XlJc6j9LyDg0ONeVEdlpaWaGpq4u3tTVRUFA4ODmRkZCCXy0V7Vps2bdDW1hY+FI0aNaJu3bo4ODgQGhqKpqYmDRo0QCaT1chMb9++XU1AAGryJ1q2bImDg4MI2ufPn8/YsWOpqKjA2dmZEydO8PHHH1NZWcngwYPZsmWLmsS2QqEQVQ8TExNGjhzJ/v37SUlJEeR2KQBxcHDA1NQULS0tIiMjKSwsJCIiglatWgnDxGcFcVXnzL/Bq6s+hlX/ffnyZXJycrh06RIdO3bkzJkzYjOnp6cneuytrKwoKCiguLhY/L5x48ahpaWFiYkJ2tramJiYsGPHDnr27MmtW7f49NNPWbFiBVFRUcjlctLT00lLS+PWrVs4OTmJylPVKjOo5qC1rR2/POrYeuONNwgNuVlD2aq0tBRnZ2eRaLG1tUUul9e4hqoGwHXr1mX9+vWcPHmS9evX8/DhQ+bNm8fp06cJCQkhKSkJExMTRowYgba2tlAbe1khGa9Kc8LU1JRWrVpx9epVJkyYQLt27Xj77bfFOpmQkKBWRTQ0NERHR4cmTZrg5+dHTk5OjQp/fHw8NjY2gpclfU/VdlZ7e3smTZrEd999x6FDhxgxYgS2do4cOatShRs5ciRNG3vi4OBASEhIjXO6Z88ezM3N8fb2JjAwkLt373LgwAEmT55MQUEB06dP58SJEwDMmTOHDz/8UMxhqQosQWrdMjMzw8PDAzMzM/T19cnKyqox52qbG38HpJb1v/MzX6bve9mP4xX+t/Cn2rdWr16Nnp4eTZs2RUdHh8OHDzNx4kS8vb2JiYlBU1OTsrIyNTWQli1bsnTpUiZMmPBSBSTwmJMgPaq2c0mbhhUrVqCtrc3Dhw/54osv1N5fVlYmgpKBAweKv58+fRpQla7/6qTs2LEjenp6JCYm4ufnB6iIgVLrxd69e9m4cSONGjViw4YNIqP51ltvqS28BgYGtGjRgnHjxgGqPvnS0lL69u1bQ/kmLi6OP/74g7i4ONGGU/01VfEipPZ/EpcvX2bjxo0EBwerZeDat2/PtGnT8PHxUXPYlo4bqFWFpyqcnZ1p2rQpCoWCjz/+WM0TBlSbWqlVUeDR2CsUCn755ZcacqZPw8WLF1m8eLGQdf7hhx94u4pvg1wuZ9u2bfTt25fy8nLef/99jh8/ztKlS8UN4cMPP2TlypWAKuv79ttvs2fPHnx8fEhISBAtU++//z4bN25Uk152dnamffv2zy1vam1tTa9evZg4cSJ2dnakpqYSFxcneGVS9lHS3ZeuJ6nCJ8nQPi+qt3ZIHBGJvNusWTPx3IkTJxg5ciTl5eV4enoyf/588vPz1VpY4DEPQiaTkZaWRq9evahfv77gsZiYmIiN0vz58zlw4ADu7u4YGBg8UeJXWmOqt4r+l3PG39+fTZs2iWpu69atMTU1xcfHh549ezJgwAB8fX3R19dnx44d5OXl0aJFC6FelJqaysOHD4mMjBTeJFXRrl073n//fUB1z5AM6pYtW0ZFRYUITGNjY1943GuDFIBUN2l8Fnx8fDhy5AhWVlbExMSwZ88e0cLYpk0bsX5KbU3/K7CxsSEvL4/Y2Fhyc3NreBo5ODioVZKke5Q0J6t6vrwounTpgp6eHqWlpSxevJiy8sddBT169nyuVjhbW1shcHLz5k2++uor+vfvz4kTJ9DV1WXdunUsX75cLalQHVJl1cvLC1dXV8LCwggLC6sx5yR/pWe15f4ZyOVywsPDCQ8P/1cSD//2973sx/EK/1t44aBEqVSya9cuevbsydWrV3n48CFRUVH07t2b8PBwkVmRMs87duwQGd6XFZJWf3p6eo3FSto0yOVyQf7ctm2b2vuPHz9OVlYWNjY2gugPKvIn8MSNSkVFxXNzDaQ+WEBsuKreJGUyGRMnTiQ4OJjXXntNbPo0NTUFz0RqlbCyshK/Jz8/n+Li4lrNmVJTU7G1tSU1NVVUw55UJYG/j9T+vKhq1FcVYWFhaGlpkZiYiL29Penp6YLAX1RUxMWLF/nmm2/E6wsKCkTG91nBY1lZmdj0hIaG1iDJpqSk1LixSRk4PT09CgoKxHXxPJDangAmTpwolKCqQldXl/Xr1wtRhffff1+osikUCjZv3gzAkCFD6NixI61atUJLSwu5XE5YWBg7d+78W0id1YN5XV1dcnNzqaysFNe5j48PgNiQSvwdqSL1PAFbTk4OwcHB7Nu3j5uPKiKg4mRJPhxSBlgi0QJCDQ9Uc6hNmzY4Oztja2vLjh071I4dVBWBjIwMunfvzkcffUTnzp3x8fHBwMAANzc3goODKS0tJTg4GC8vL0aNGlUj01/1M2sLPqrOmSddz383pAApKCiI/Px8QkJCAJVs+GeffSYSK1WN+aTM9JgxY0SySeIlSQIHVaFUKjl+/LgQbMjOzqZx48bCcyI3N1fteqnelvdn0LBhQ0DFvVuzZs0LCakYGhoK1blLly4JKdxmzZphaGhI165dXwoH9xeBg4MDbdq0EdLfEucnMzOTyMhIDAwMxHyEx5LC0v3q3r17zy3QUVhYyHfffcf06dMF/0hKdkRFRfHwwYM/9Rvq1q0rjmf16tVq97WrV69y9erVpx6jVDG1t7cnLCyM/Px87t+/L+acNBfu3bsn/GVe4RVe4b/DCwclMpmMxMREUlJSAFWmUlrAFQoFWlpaQvM/ICCAzz77jEWLFlFZTbrzZYJcLicoKEgQWatuqqVNg5WVlVjUJZKthO3btwOqG3bVrI1kQiUpPVVFXqmSNd//yLafD4q/+d+8y73kXNKKIL+sxltEf7t0fAEBAWqZYknFSCaTiTH46quvuHnzJunp6Vy+fJk9e/aITbGHhwdubm5YWVkJHsWRI0f46KOPOH78OO3bt8fExET08kqousmvin+D1F4V8fHxFBcXixuJdINxcXGhbt26DBw4EEtLS+7evUtKSgp3794lOTmZ7777TlQOevXqhY2NjcjkPG0jU1hYyLJly8TGcvr06TVkTvPLwKhOA4xsH7ckGNrWw9iuAXU9W6JnYvVCm8533nlHZBVXrlzJ4MGDaw0gNTQ0+Oijjxg0aBAKhYJJkyaRnZ2NhoaGqIqFh4fzwQcfMHjwYCwsLDAwMBCu3A/+5KahKqpX5IyMjGjYsKGa8pK1tTUlJSU1BCCkYKR6u1x1RERE8MMPP3D99h3yFHpq51lu6UhaEZRpmzDxnfcAWL9+Pbt27QJg8eLFNG7cGHt7e8zMzETipKKignXr1onNjRTQSG1uGzdu5N69e7Rv357+/fszZswYmjdvjre3N7q6unh7ez/xeA8fPsyHH37IhQsXag3YpTkj+VtUvZ7/KUgBknRdSZv56nB2dqZDhw44OzsLVaR169aptfzUhvDwcDp16sSQIUO4efMmBgYGzJo1i4qKCiorK7G1tRVtNBJqcwDPLVGQr9Ajq+zxmppVpkmRhiGXbt7lq41b1VQN+/btK6p8Bw8eZNq0abWqHlaHUqlky5YtnDp1Cg0NDSZPnkyTJk0AVbWgYcOGws+ltmrXywjpGJOTk/H29mbatGmMHj0aUEmhJycnc/LkSeE3JpPJxL1Lam/Nzc1VqzQ/CWVlZbzzzjusX78ePz8/8R4rKyvadO7JrCWfYVTnMTk+q1SDzEePMllNlcPqcHFxwd7enoqKCpo1a4aTkxNFRUX88ssv9OjRA29v71ol91NTU0UHw6hRo2jcuDFJSUlER0cTGhqKXC4Xc8HMzAw9Pb3n5oC9wiu8wj+DF+KUSL2oLVq0IDAwkOHDh3P27FlBGN23bx+XL1/m3LlzZGdn07ZtW+bNm0f37t2fWmL9r6Gvr09SUhIaGhokJSUJV2F4zFcoKSnh0KFDgEobXXIgTkpKEtnA4cOHk5aWJkriUlCSlZWlpniSU1zBXcPWWHb3pqrNWZn7QI4nA8mAooJ6Wf5oVRaLLGTVLKtE6vz222/Jy8vjwoULBAcHU1RUxLBhw1i/fj3+/v74+fnx8ccf88UXX3D58mXMzc2FEdy9e/cwNTWlqKgIMzMzioqKCA4OJi8vj1u3brFw4ULRcqFUKoVjdVUPF0kPvir+LW5JdTKxVPFq2rQpTZs2JTMzk4MHD3L79m0sLCxo0qQJc+bMEcplXbt25dtvv1U7r9nZ2WIDfe/ePTGWeXl5LF26lDt37qCtrc3QoUMFObiwsJCcnBxK0SFUx4s276xXO06fSSsfH3N5GQHfTOXmzZtis75t2zaysrJwcHDAyclJmPOBSjVmxowZnDlzhkuXLnHr1i369etH79696dmzZw2vi/Hjx3Pr1i1iY2N55513+Prrr5k8eTIHDhzg7t27jBkzhp07d6JUKtHT06Ndu3bcvHkTLy8vKisra7SvVc9CXr169YnjUVVo4MaNG0RHR+Pm5oabm5vYyEr8C1BtyHV0dEhISBAbGaVSKeR0pcBFQnh4OEFBQeiZWNF+5vdoaOmon+e3VwMQA8iUCjp078ulM8dYuXIlUVFRfPTRR/z444/i9dI12r59e2JjYzl58iQtW7YUGzqJ8KxQKAgICMDBwQFLS0sKCwtJS0ujefPm5Ofn0759e9ECJnGVJNy8eZO8vDzCwsIYOnSo+I0ymawGn+RFyfF/FpIwRMuWLWnXrp3w4gCVxGtkZCQuLi706dMHc3NzLCwsaN26NcePHycuLo5Vq1axZMkStbZHCVu2bGHZsmUUFxejp6fHyJEjad++PdbW1sL7p2fPnkRGRtZIVOXk5IhNcoWmPol1uoHMBVIev+ZUigmYtAYTaODYnSNfT8Hf35/+/fsLMz1TU1MOHTpEeno6EydOpGvXrowfP16s41IwCqqAdOXKlRw+fBhQmaa2bNmS/Px8tm3bxuXLlzExMSE1NZWYmBgMDAzUkhj/FarOy6KiInEdSYFeYWEhpqammJmZkZeXR0lJiaiUS+OfmZkpxFp0dHTE/0tcgJCQEK5cuaJmpJqVlaW2RkgmrWFhYejq6tKxY0dsbGwwMjJCqWPIQ/P2RMg0ibj+WNnsRFKVxIO+Nw/P7Uej/PEanJ+fXyPw8/T0JDExkdDQUFavXk1BQQF+fn5cvXqVe/fuMXLkSH799VdsbGxEa+6OHTsEd05KHEiKZBERETRp0oS4uDjkcjmenp7o6emhoaEhzu3f5UJeVFQkKqjXr1//x6+df/v7XvbjeIX/LbxQpUTafH766adEREQQGBjIunXrSE1NZceOHQwaNIjZs2dz/fp1wXt4++23X2pyIKh+l6Tj3qhRoxqb7IiICDZt2iTUtbp3746GhgY6Ojr88MMPKJVKOnToIJSezM3NMTU1FeVre3t76tevT/369TE2NuboSb8aG6oa0NAiKS0LTU1NvLy88PLyEuRnAwMD0cYzb948PvnkEy5duiQW8v3797N79242bdqEk5MTCQkJLFy4kNzcXKE8cvHiRc6ePUt8fDyurq7o6OiQlpZGixYtMDQ0pEmTJqLtSCaTUVxcTFZWFsXFxVhZWZGenk50dHStZmX/Rp+8TCZTMyqTxkwiNmZkZFBSUkJISAhlZWVcuHBBGHoaGBiwfv16Dh48iK2tLRoaGsKpvrS0FHNzc8zNzdHQ0EBLS4u8vDzmz5/PnTt30NHRYeDAgZibm4tNZXFxMXXr1sWyjiNoPD341tTWQUvfiKioKC5cuMC5c+dIS0ujokKlKHThwgXu3btH8+bNxcPb25s6deowZswYnJ2dqaio4MiRI3z33XdoaWlhamoqHhYWFmzYsAFNTU2OHj3K6dOnsbCwELLSv/32G3369CE+Ph6ZTEb//v1ZunQp/fv3r7V1LTY2lsuXLxMbG4tMJnuip0N1hIaGkpOTw+3bt9U2n9bW1qLK6uTkhFwux9raWlT8JNK7QqEQCQG5XI6uri6BgYEoFAq05cbPnD9KmQZujZuL9pSDBw+yfft2tLS0xENDQwMrKyuhNHb48GH09PTEvDU1NcXKykpc81Igfu/ePZKTk1m2bBnz5s1j/PjxgptTvQWrRYsWGBkZ4e3trTafQH2e1HY9/xPkUJlMJqoz1tbWoo1Pgr+/P3l5eVy5ckXMm507d6KjoyM4NatXr+bevXvo6+urncvPP/+c+fPnU1xcjI+PD4cPH2bmzJmUlpbyyy+/8ODBA3R1dYUTeNu2Knm6unXr0r17dx4+fEhISAh+fn7cCI0E2bPnkrbcmJSUFPbt2yfUo+rVq8fUqVNp2bIlMplMyBvr6OhgbGwshC/MzMxYsmQJhw8fRiaTsXLlSlauXImDgwODBg1CR0eHlJQU7t27R3h4OHfv3uXOnTv/qojH86D6dSSNsZaWFs7Oztjb26NUKjl9+jS///47RUVFyOVyNTM+HR0dtfkmtekmJiZiZ2cnHvXq1cPZ2Vk8fvrpJ8LCwtDQ0KBHjx7Ur18fAwMDbt26RVpWHspnjCEaWsQlpREZGUlCQgJZWVnC7Lfqw9nZmZYtW6JQKFiyZAmRkZGMGjUKPz8/GjVqRG5uLgsWLECpVCKXy9HR0REtme+++644Ly4uLlRUVFC/fn1h9AyqhMo/RcaWOG4RERF/W6DzMn3fy34cr/C/hT+lvrVixQpsbW0ZMWIEgYGB9O3bV2SUdXR08PLyEsTV/wWUlFXQ0seXlj6+4t9VF6jIqGguXr6CprYuvfsOQCnTpKSsgoTkVHbs2o2mti5Tp79LSXklpRUKNMsVFBUXiY2Tlo4eFQrVRnnNmrUo9Gs3YKyOq9eDMe3gTXml8tHn6KOprUtZpZLhI9/gj8NHMTc3x6d1a7y8vOjUqROXLl3i008+4cPlH9OoaXN27/mV4cOHkZSSxoE/DjN+/HgaNHTHz8+PSjQoLClDU1uPopI8SisU9OjVh3YdO1NYWEhWbj7yR5m3u9EPSE9PV7kFu7ujqaOHZqWS+zFx1LFXz+xq6uhRUl6Iro4eJWUVNX7X08bhac/pPOOzsnLzKSotJys3H0MTM+5cD0Lf0Jij+/YTFaWqVHXq0p1Vq1ZSr359SiseKznp6Bugqa1LUUkZJeWqTXR5JWRk5/L+3HkkJyVhaW1LKx8frGztqKoBpZBpUqGUUal8vpuappY29x/xTjS1a7YvJKdlUFapJD8/HwO5HA1NTZQyTfQNjOk3YDC3Qm5x7do17t67z5hxE1i7di0Oj/hFZZVKPBo1YdqM99i4cSOLly6jmZc3g14bxsbiMmbNnkXA1UDeGDuOs2fP8vuBAwRev45Pq1aMHDkSTU31m8eD2HhKiot5EBuPrZ0DDT2e7EJedYzcPBsTdTeKhu5upGZkoamti5GxMeUKeBgbj6a2LnXrNaCkvJKySiV5BUVoauuirSenrFJJJRqPZERVOON3XpwrTS3tWr+/OpQyTVq1bouGti7XAwPZ+N1mNLR0GPvmm+JclZZXMvC1ofz2+x8cPXGKRUs/ori0HE1tXXT0DfBq6UOzFi1JTk4mKSUNPX19yiuV3A6LFMd063YY+w4cZOTrr3M/Jo7SkhJu3AolO68AfUNjvLx9cHCqp3Z9y2SyPz1PnoXnnUea2roYGmurvce3XQciIyN5GBdOSx9f7Oztae3TmiZNmvDTz78y6o03OHb0KG9NeYeDBw+io6NDRUUFb731FidPnEBTW5fXX3+d6dNnoKWlyY8//czmLVsoLlKNb+9+A9CTG6GQadKipQ+GJmbY29tz8owfYaGPeU1GZdrY1Dz8GtDU0kZTW5eCohJ+2LWb0WPGqIIlXX269ezNa0OH88mnnxIaHsn+3/9g0MBBlJZXkpSUzKRJk7h3LwoDY1O2bt1Kz549uXPvPvFxcTyMicG6jj3JSUns2LWbjh06oJBpoqmth4aWTo2x/KfG6Emousmr7TrS0NLByEQHQ2NTbOrYc+XqVVLSVSaUuvoG2Nnb41TfRXW/0tZFV9+AkrLHyYMmzVugqb2b0Ig7lJY/Xu3KKpTi37t/2s0Pj+5/nTt3po5D3cfroqb2swOSR3gYG0d+ymMenr2DA65uGmrnVSHTZOz4iWRk5xIfF8fe/Qc4edqPj5Z9xGdfrGTsm28SGh7Jhu8289Xatfxx6BApaRkYm1nQb+BgtfNiYW2LTEuHO1H3uXHzBi28WlCvgWsNSeC/c07+L6F6e7ClpeUrN/lX+NcgU/6FEPbw4cMMHz6cvn37Mnz4cJo2bcqPP/6o6vm+fv2l78/My8vDxMSErov2oqX3qrT4X6OipAi/z0aQm5sreDivxujlwqsxevnxaoxefrwao5cfTxujqn97FgoLC4UnW0FBwTMrbTdu3MDb25vg4OAanMXqKCmrYNCXKqXNP+b3Qk9H64W/T0JcXBweHh41WufkcjmRkZEvHJj82eN4EfyZ8XiFlxt/qlIiYcCAAQQEBDBnzhwWLFiAlpYW2traHD9+/KUPSF7hFV7hFV7hFV7hFV5B1UYZGRlJRkaG+FtkZCRjxowhIyPjVbXkFf4V/KWgBFQ904cOHSIrK4uCggJsbW2xtLR89htfIuyZ1RVjY2N27txFwJUAOnfqxOuvvw5A5iMHWDNTU3r17s396GjGvvkm69etJycnm9y8PD779FP+OHSIskeeFSYmpgwZOgRTU1O+WruWOnZ2Qq4V4E5cBoUufZ99YCF7qWOiw7Wr17h3LwpTUzM+/OhDzMzMaOjqqvbS8vIKVq5aybGjR3FxcWX3T7sxNjLGxPSx0+6kSZM4cfw4Xi1a4NPKh/kL5nP61CnyCwowMTamW/fuZGRkYGlpiUUVx9vikpLHhNwqijkSnqd9obaCXPVyeV5eHraf1f7+n2d3U8uEVDfRk/6WlZ1NZmYm+vr6yOVytmzZQnx8PP7+/sQ8apmaNXs2c+fOVfvu9PR04uPjGdC/P7p6egQFBeF/6ZIgAR85epTDj4QObGxtade2Hbq6qva80tIyrKysKNEyIsHct8ZxVYdm+AGSokK4c/cuFdV8NgDatm1HaFgo+Xl5dO3aldDQ0BpKZ1ra2nTp0oUFCxYAEBkRyYUL5zl//rx4rY2tLb/+8isGhgZqJoPvvPMOx48d44N581i8aBEA586d4/z581RWVjJixOt4eTVXnZeMDHFNWFlaPnWMBttlMGnSJPHvjMxMfv31V248ku8FCLl9m/nz53Pi+HEWLV7M2DFjuX37NnIDOevXr+fM6dPUb9CA7t26i/MrQZJxNrKtJ0jtT8O93z4jLkKlNOfi4srCRQsxMX48HwoKC0Ty5OqVKyxevBhra2uOnzhB//79SU5KQqahwZTJU1i4aCGVFRUUFRdTXFzMqVOnOHb0GHfv3sHCwoLGjZsw+LXBDKriU1RcUkJsbCwlxSU4ODpgaWGhNpcM/ibiZ/W59SLz6Nz58yQnJVHHzo6Oj0w8L1y8SHR0NNpa2piYmqBQKAQH5eLFiwReu0ZEZCS3Q0IwMzPj5KlTHDx4kM8+/ZT6DRqwfv16tbnl5+fHr7/+SuIjk05ra2scHB1p2rSpmgBKYGAgykdz2Mi2Pg59Zz3ztwdumUt+ykN09fQYO3YserqP2yHLyyto4NKAS5cucfjQIZo0bcrYsWP58MMPKSkuZueuXaSmpjJv3jxQKhkyZCgdOnYgLi4OHR0drKyscHRwJDUtlcaNG/PgwQOSHgky9OnbV+WaXovQx5OaD6qvdTbPOUbP28xQ9XXFJSUqHmFOLnWd6rJ82TLxXH5BASXFxYwbNx5//0vYOzjgd/YsBobqjuujRo7i0qWLTJ48hQkTxgOq9UDi3wGcPXOGxUuWgFKJh4cHzR8Zr969exdzx4YoGg995nEHbpmLdlku9R5JS1dVhpN+V0ZGBiEhIZQUF6OhqUmfPn3wbuHNkaNHuBEcjIamJh+vWEFoaCi//PILMg0Npr3zDi6urjg7OSGTybB3cKC8rAxtHR1kMhmlJSVkPLpX6OnqUaeOLZpaWlhZWhJ55w7ZmZn4PWGM/k7ExcXVCAT+K9StW/dV8PEK/yn+clACKsnbf7N0Vn0z+1ehr6uNvq42UydPYurkSWob3g1fr+P69evUq1ePFs2aEBUZzg/bttC7RzcGDRqErbUlO3dsIyMjgx9++IHvv/+euLg4tn6/iX79+qGoKCMh9iH2ttZiMXdsKONgzLOPa8hrg9m67jPuRIRiamrK4T9UJm3R0dHI5Xpqr7179y6HDx5AJpOxZ/dOmjT2pKioSO2m387Xh6OHDpKcEEfjcWPRkinR1dYkrSAPLZmSmPv3MDQ0JD8ni4LcbO7fv0+DBg3w8PDA3ESlmPJnz/vzBCXngwKf+H49HS30dNRVX3bu3ElAQABt27Zl3LhxKJVKHO1scbSzFZ4zjna23AkPpX+fXiQlJbFv3z7WrPyC9JQkNm7cKJR4dLU0cHKww9TYkMzMTBJiH+Le0EU839jTHR9vL5YvX05SfCxXAxSsWrWKBg0asH//fszMzMhX6JHwHG3InTt2wKybL7m5uXz33XfC90RfX58PPviAgoICLl3wQ09Pj2UfLkFDQ4PTp09z8OBBbty4gY+PD19//TUKhYLDhw+ze/duNRlZAwMD+vTpw9KlS3FxcaGgoADdKps1YwN9KstL0ZIpMdBX/b1/397k52aTm5vL/Xt3aNNaRXR1tLOlrv1jB/py3SfzOd4c8wb6VZ4vzMvhWoA/xcXFVJarAnYtmZLigjwqy0uxsTTHwsyYVt7NMTIyosFXa2jVqhX37kTQolkTunbtqvb5G75ZT4cOHbiXlMPGK9nPPM8ZaakY6Ovy5Zdf4ubmVqN9ID0dLExV61bXzh3R0oDkxHgU5aUEB15l9uzZ7Nmzhw3frOPi+bMsWrSI/Px8HB0dsbe1pp4NOzfnAAEAAElEQVSTA4nxMRTk5RAXcx9DfV2131+Ql0NediaVlZXk52ThaGeLvq425iZGf+v6Jc0tf39/QkNDa7hwV0X1eVReUkRFWQnlJUXI9VTXurOjPVnpqZiYmNC4cWOh6iSXy/n6qzVkpqdiZ2NFqWsDIiIieHfaVPbu3cuqLz7j3p0ISgrzhecHgKG+LqNGDGPHjh3s2rWL5MR4khPjiXt4n7FjxzJo0CD09fXxatpYrJHpxTIOPIdKdWVFOfq62rw1aQKDBw9m//79eHp64uPjQ0hICDY2Nly+eJ7K8lKcHOyIDLtNYV4OTZo0oay4kLmzZ6JUKhkxYgS7f/yBhIQELl68SG5uLvWc69KgQQN6du+Cvr4+mijIz8miWbNmeDVt/MzxqI6qY16m8+Rbb/Uxep7Pq/66grwcevfoRlRUFO3atVO7LrU1jcgoL+VmcCCV5aUsW7oYKwuzGsp73bt24rzfaUJuBlF3qSp5YWpsqCbfPHH8mxQV5LFixQrCbt9CR0uD9u3bM2TQAJwbtWL7zafLRwPY2ljx9WdfC+Wwhw8fio1xSkoKq1evFoqJTZs2ZdWqVTx48IAFCxaQm5srDGTv3LnDTz/uBFReYuPHj2fnzp1cunAOpVLJkSNHMDU1ZdCgQYwbN46srCxSkooplykpLynCpb6T6lrX1cahjg3lJf+89PPTWqb+15K7r/AKfwf+lqDk30JWVhbmVTL4/wbCwsIoKSkhMjKS7t274+LiQnR0NJMnT6ZZs2ZiA2BpacncuXOZMWMGhw8fZsyYMRw/fpzWrVtz9epVAgICGDx48At994HffiMoKAh9fX1+/vlnYd5YG7799ltAJUssaexXh2S+mJ+fz5gxY7h79y6lpaUolUpsbW0BxOb1woULIqB5mov734kXNfALCAggNzeXgIAA4cUhwcDAgLS0NHr27En9+vXJz8/HyMgIHx8f5s+fz65du0hKSuKPP/4QMq4ymYwOHTpw8OBB/P396d69u9pndu3aFR0dHVavXk18fDzjxo1jxYoVf/r3mpiY0Lt3b4qKiggICKBTp04YGxtz69YtAJo3by6OrXPnzrz11lskJyejqanJvHnzOHPmjAigDQ0N6dOnD/3796dfv35qHhDVIW3Oq2923N3dCQ8P/8vjLUmU6unp0apVKyIjI4WqVW5urvAkSU9PFxlCQ0NDrKysWLhwIQsXLuTw4cP4+PiInmRQOXVv2bKFqKScGrLLtWHAgAEsmDERe3t7bt++/dTX6uvr4+Pjw6VLlzh+/Dhz585lx44dDBgwgOnTpxMaGsqoUaMYO3YsHTp0YODAgYwePZqVK1dy+/ZtbG1tqVOnDpcuXcLR0RFnZ2cMDAyEeheoVPysrKzUqlZ/J0JDQ8nPzxe+Uc+DJk2aYGpqqtZu6+7uXuMakBTU2rRpw6VLl/Dy8qJLly506tSJgIAAtm3bxuuvv87OnTvZuXOnWlACqvM7bdo0xo0bx759+9iyZQupqamsXr2aTZs2MXr0aOHe/SLQ1tZmwNChaGtr8+677wp1OHt7e1q1akWfPn3ENWZhYSFk3du0acOkSZNEQNK7d28++ugjWrZsiY6ODiUlJZw7dw47Ozsxl1q3bi28qp6FqjK9/4UUqiR13atXr1q/f82aNeTl5dG4cWPeeOMNSh9V+atC8qcKCAjgk08+oby8nIyMDB4+fEh0dDQLFy5k0qRJvPbaaygUCj799FNu3LghDAstnT1pMXFljc+tjmnTptW6Xl24cIEvvviC4uJidHR0eP/99xkzZgwrVqzg119/BcDb25udO3dy/vx5li9fDqi8uUaMGEFGRgZJSUlcuHCBwEBVwktfXx9TU1PmzJmDra2t8AdydHTEyspK7C2sra3V3O7/CmQymVDOrL53ycjIoKioiN27d6vNub9CLn/a9/2beFmO4xX+t/DC5on/FUJCQmjZsqXImPxb6Nq1K9bW1vj6+mJsbMzSpUvx8PAgLy9PGBRWhaamJsOHD6dz584oFAqx2T9+/LjYnOhpggZPL8lroOSi3ylAlfVp3br1U18vLbqTJ09+4mukTb+0cQkJCRGbdSlTI22YbGxsiI+PJz4+/m8pJwcFBfHjjz8+dfwaN35y9rE2tG3bFhMTEyEtKiE4OJgDBw5w7949scFITU1FT0+PqVOn8v333wNw5syZGptVySRuz549NTwYQGUot3PnTpo1a0ZpaSk7d+4Uz2nLKtGgZltZVWigRFdD/TWNGjXi7bffpmHDhpSWlgrDt+pjLpPJsLOz48SJE5w6dUoEJO3atSMyMpLt27c/MyC5evWqaKUyMjJiz549vPvuu+zZs4fmzZszZsyYp5oBPg8kiVIDAwPmzZvHjh07xM1py5Ytovq0fPly4WNiY2ODu7s71tbWInP4yy+/iM8MDAzkq6++Ijg4mPKiPCrLa3EXrQItDRkfLZqH/SNVsueBlKWXKlcAQ4YMUTNmCwwMpH79+pibmwOqwGfw4MEMHjxYSGZXrVpJUtqJiYmUlZXVaMP7O9GkSRNycnJeyB29qkFiVaSnp+Pv74+/v7/aMU+cOJEFCxbg5uaGrq6u8CE4efIk06ZNA+Do0aNPNAg1MDBg/PjxbNu2jYULF+Lo6EhhYSGbN29W83LS01SiKXv6GqmsLKdnlw4UFhayadMmNbnqxMREDh48yJQpU7h48SKgSgJI5+bOnTsolUpMTU1ZunQpERER5Obm4ufnR1lZGdnZ2djb25OamkpmZiZRUVFkZmY+30nln5FFf5JpbW2Qy+VYWVnVuhZkZmZy4sQJQOX6LnkiVYezs7NIun377bd8//33/Pbbb9y4cYO8vDx2794tXjt+/HjOnTvHJ598Qt++fTEyMqIgO/2Z81RZWU59R7tan/vmm28oLi6madOmbNiwgSFDhjBixAh+/fVXZDIZ06dP5+LFizRs2JDNmzcD8Nprr/Hee+8JzyotLS1xb3R2dqa4uFgtGfOk6//vhFwuJyYmhpiYmCcGqB4eHrRo0UI8/koL1fN837+Bl+U4XuF/C/8TQUlISAi+vr6MGDFC6Kf/GdGw0tJS8vLy1B5Pg2SM9/bbb7Nq1Sp8fX0pKipizpw5aGhocPDgwSdusvv06QOoNiXW1tZkZ2ezf/9+AAy1lQy0z2F2F1umd3gsfNnFIpPhLhUMd6mgi0k8JbnpGBkZ0bt372f+tqZNmwJPNrc7f/48s2fPBmDWrFmUlpair6+Prq4uHh4eODs7Y2hoKGR/3d3dadiwIebm5mqbtD+LyMhICgoKnhrgSMHF845Rv379mD17tvCZqP5dcXFxaGlpCe+Re/fucf78eZHJc3FxqZGdHTFiBObm5kRHR3Py5Mlav9fc3BwzM5Wss3Q9AujJynHKuMidX5YRuGWu+Hvglrlc2TQTrbD99LZKQ65ZWeMzJRw5coTs7Gzq1KnzxMrayJEjeffddzExUfEjLl++zIwZM545J44dO8bgwYPJycnBy8uLt99+mytXrpCbm8uVK1ee+t7qqG2MYmNjWbVqFcuWLcPPz4/MzEwVlycmhi+//BKArVu30rJlS1xcXNRuVBUVFaSlpbFnzx6+/vprNDQ0uH79OtevX+f48eNs27aNiooKunfvzuH9e5jua4Tm7b01zvPtXYsY0VDBV2O8sDR6tlu0hLS0NGGgN3z4cPH3kpIS3ntP5Q6vq6tLjx49RPAsbQ4bNWpEgwYNMDc3R19fX1QdCgsLSUhIICcnR5j2/VNVElBlths1aiQSIS+y1gHCsby4uJiMjAzS0tJIS0vjp59+YsWKFaLKcPv2baKjowkJCeHBA1WPVaNGjWjRogWdO3emoqKCr7766qnfpaOjw9ChQ/ntt9/o21fFrwsODhbPG+nA6y5lNFNG0MMmR/y9i0UmZrEncSkIwjXvKlGhwezfv5+CggLq1avHL7/8wuXLl1mxYgWNGzcW1d5GjRrRsWNHXB9x8VxcXDAyMiInJ4dx48ZRt25ddHR0sLW1xcHBgZYtW4p1UTIZfJGgRPIJeZbi0IuMUVXT2heBv78/GzduFMF1VlaWcHc/ffr0E+9hMpmMHTt2MGbMGMaOHcv06dOZPXu2WPOqi9k4ODgwcuRIvv76a3788Uc2fvUlpQFbuLJpZq3r4fUt76MM2oWJXs1tSGlpqahwffzxx9jb2zN//nzCw8MxNzfnp59+4oMPPhCV5JEjRwJw9uxZ3nnnHX7//XeuXLmClpYWY8aMwdDQkJiYGCwsLOjevftz+y29ggqRkZGiCnbjxg3i4uL+60N6hf+jeOnbt8LCwvD19WXevHmiPJuVlUVaWtpT25lqw+effy4+43kQHBxMbm4uwcHB9OrVCz8/Px4+fIiNjQ2jRo3ip59+YvHixRw7dkyUJyVXXKlV6urVq4wdO5Zvv/2WY8eO0apVKxwcHCjJzaE43QCV5PsjwnRmAsWVKufbxPvRgCrbUP1mlZ+fX6Mc2rFjR65cucJvv/3G9OnTAVVAZGhoKJy8KyoqqFu3Lq+99hoymQwdHR06deqEm5sbmZmZIiCxtLTEwsKCoqIiIiMjqVNHxSl43t7m2uDh4UFkZORztQY9r3JbRkYGZWVlgoitVCpRKpV4enpy584d3N3dMTMzw9PTk9jYWMrKysjNzRWl/3fffVeMV0lJiXA7njNnDkuWLGH79u20b99ezQE6OTmZjIwMcYN3d3cXC/S1a9e4ePEiCoUCE/PH/cA923mz95efOLb3PgbKQrX2uvz8fGEmGBsbK4KDOXPmoFAoRKtTSUkJGRkZnDhxgo4dOzJz5kz69+/PhQsXWLlyJX/88QebNm2iV69eNGjQgJSUFEJCQggNDeXWrVvcvXuXu3fvolQqsbKyYs+ePaSkpNC4cWPCw8Np06ZNrVyt6mMu/bu2MUpOTiY0NJTS0lKioqKoV68excXF+Pv7Y2pqysSJE9m+fTubNm3i0KFDeHt7U1lZSUJCAqGhoUyYMIGIiAg8PDzo3Lkzfn5+bN++XVSEOnbsyOLFi9HQ0MBEo4Lr54+Rn5svvl9fUUhy9B1++HYlbZp8T0qVJHVWVlaN31JQUCAqhN9//z1lZWU0a9aMjh07UllZSUlJCSNGjODMmTPI5XIcHBxISUkhMTERc3NzMjIyyMnJoaCgAH19fZHdlDaiBgYGODg4kJWVhaur61OzsX9lblWFu7u7qMi+qAJi1ey+paWlCG5+//13DAwMuHTpEv369SM7O5s7d+5w7NgxHj58iKWlJfPnz6esrIx33nmH8+fPc+jQIcaNG4eHhweZmZnCHFNCamqq+Fvr1q05duwYwcHBxMTEqPHgsuLucmTvbhxfVzGOl8yajKZMibGxMWVlZWJtbNGiBR9++CF6enrk5+fj4+ODqakpJiYm3Llzh8aNG6NUKunXrx/r1q3j4MGDbNu2jYkTJ3Ljxg10dXXZuXMnBQUFlJaWEhwczPnz52ndujUDBgwQ/Lra5kNtc0YyIXwWahsjaR2r/h2Sae2zAtuYmBjRklS3bl1u375NXl4et2/fpl27dpibmzNo0CACAgI4cuQI48eP5/Tp0zV4oWVlZbi6urJy5eMWrOTkZIqLiwkKCsLKyors7GwiIyNJSUnhp59+okmTJvTs2ZOMjAxsbGyY/tab7Nq1i1Nn/MRnFKTFoqGspEJTE2WJA9HR0Wrfm5aWRmpqKqAKXnNycggMDMTPzw9tbW1+/vln3NzcKCwsJDdXdb984403WLt2LRkZGdy6dQtTU1PS09NJTEzExsaGpUuXEhgYKPYMDx48qNFiCK/ajKrD0tISuVzOmDFj1P7+Z2WCX+EVnoWXOijJyspi7NixODk5iWBi7NixhIeHc+fOHby9vZkzZw79+vVT2zg+CQsXLmTOnDni33l5ebXeFKRydrNmzbh27RrNmjVDU1MTbW1tioqKkMlkzJ49m3379nH+/HkuXLhAjx491N7v7e2NoaEhubm59O3bl3v37nHy5ElWr17NihUrcHFxUd1YK5WAavdkZ1eHBvVUbS7Z2Soir6WlpVpfPSDeWxVvvPEGK1eu5ObNmyQkJODkpCLtFRQUMHz4cHJzc0VW6cGDB7Rs2RK5XI5SqSQuLo6ER8o4WVlZFBYW4uzsTN26dbGzs0NLS6vGYv3ZZ59x4cIFOnXqxOLFi5957lu1aiVaPSRU/0zp3/Hx8Wq68E8aI0tLS9LT07G0tERD47HZVosWLYSbbGxsLLq6upiamlJUVMSxY8fIysqiTp06jB07VpA7DQ0N2b9/P6tXr2bePFXbT2JiIsHBwWqKUjk5Ofj7+1NRUYGzszNOTk7cuHGD/fv3i8xejx49eGf6e3z3qDNs2fJl6Gpr8OOPP3LgwAG8vb3FubC2tsbJyYnCwkJ27doFqCpA1W8CGRkZvPXWW1y7do1hw4axZcsWMjIyGDlyJFlZWXz33Xd88cUXtG7dmnPnzjF48OBaFcqMjY3p378/lZWVlJaW0qFDB6ZMmVLrmKSlpYm+7NTUVNzd3XFxcXniGNWpUwcPDw8SEhLw9vbGzs6O+Ph4iouL0dTUpGnTpnTp0oVz584xYcIEAgMDsbOzQ09PT2y0kpOTUSgUrF69mjfffFO4RS9ZsoQ+ffqIFquTJ0+SkZGBocljI9LeffqwY+tmLl++THR0tFrw5+rqKjbZEvLz8zE1NSU5OZk//vgDgKVLl4qWv5EjR4qAxN3dnZycHLKysjh9+jReXl5YWlqSkZGBra2tCESkTb2BgQEGBgZqlbQXwWeffcalS5fw9fVlWRXlpNpQdcxatmxJw4YNmTx58nPNo6rvNTAwoLCwELlcLvgwAPv37ycpKQkTExM0NTVFO6RUSdy6datQS+rWrZuogHz66aecPHlSBPxVUVZWJsbSzs6O9evXk5WVRWlpKT4+PpSXl7N37152796NAg0cq71XmmuWlpZ89dVXuLi4qBGwQcUrMTMzQ0NDAycnJ5o0aYKnpye//fYb8fHxhIaG8tNPPzF69GiuXLnChAkT2LdvH5aWlnz66afExsaSlZUlnOwjIyNxcHB4rmpX1cDgacFobWMUGxurdu1KbuSSAtqzIM25+Ph4nJyccHBwIDAwEE9PT/E5iYmJdO7cmStXrhAVFcVnn33G+vXqPC17e3vByejXr5/43QUFBQDY2tpibGxMcXExa9asEevlqVOnGD58OL6+vshkMlasWIG7Z2MkppOPjw+LF8zD2dmZkJCQGkbLMplMJGOsra1FZQRg+vTpdO7cGS0tLbKzs8W92tjYmJkzZ7J06VIiIyN5++23iY+Pp6KigsrKSurUqcPMmTNJSUkhLS2NevXq/WsBSHFxMR07dgTg4sWLT22vfdm+76/IBP/bv/sV/m/gpW7fksvl9OjRA1tbW+bMmUPbtm3Jzs5m5syZnDlzBl1dXVasWKHW8/006OrqCqWw51EMGzRoEJ999hmDBg0CYODAgQwZMoQ+ffrg7u7O1KlTAVi8eHGNDJqWlpaolly7do3PPvuM5s2bk5eXx6xZs/j0008pKSl54ndLQcmzjlGpVJKens7Dhw/FMUhtFnl5efTt25eYmBj09PRwdnamWbNmeHp6YmVlha6uLlZWViQkJFBcXMzt27cpLi4mNDSUiIgICgsLn9iCcOHCBfLy8rhw4cJTj+/P4HnHyNramkaNGtV6o5ZauIKDgykqKiIsLEwl93r8OKCqkkik/oKCAmbNmsWECRMIDw/n3XffZe5cVbvBN998I27CEqR+7JiYGMaNGycCEmtraz7++GNWr16NkbGReL1MJuOjjz6iXbt2VFZWsmzZMqKiotQ+c9u2baSlpWFra8uECRPUngsJCWHChAlcu3YNUG0Sq/IGJD5KdnY2n3/+OXv27EGhUAiypKenJ926dePWrVvk5OSwbds2tfF/EtLT0ykrK+PWrVsUFhZy584d8VxtY+Ts7MyiRYvYuHEjgwYNEv3a7dq1w8DAAC8vL7788ktcXV1JTk6mQ4cOREREAGBqaoqdnaq3/M6dO2hra/PNN98wZMgQtmzZwpuPXNgl/Pzzz4A6D8mprhNNmzZFqVTy0UcfPXeL55o1aygtLaV169Z07NiRiooKhg0bxqlTp5DL5XzwwQd8//33zJgxAxcXF8rKyigqKsLa2hpvb28RlDxvy87z4NKlS+Tm5nLu3Lk//RkvstaBKiixtraucfzt27fH0dERS0tL4uLiqF+/PufPnwdg5syZNdpLly9fjqmpKTdu3GD+/Pm1BsdVoaWlJTb+v/32GydPnmTKlCns2LGD8vJy2lThjAUEBLBv3z52797Nxo0bOXfunHhvdfj5+dGoUSPGjh1L+/bt8fDwYM2aNYJ398knn5CUlMRPP/2EoaEhly9fZtasWeLaKikpwdvbG3Nzc0pLSzEzM6vROhUbG8ulS5dqcGiqBgZPQ21jlPhIdvjPwtHRUa2N0MXFhaFDh4qEAsD169dJS0sTbcbff/89p0+fFs+fOXOGjh074uLiwqRJk+jQoYPYmGZlZQGI9tFdu3aRmJgoKlNJSUmsX7+eGTNmiJa3YcMet0Reu3qVfv360aZNG7744gvB+ZBQXl4uWmytra1Zt24dOTk52NnZsW7dOlq1alXreZ0wYQI2Njbk5+dTVlbGwIEDadeuHQMGDGDIkCG0b9+eYcOGMW3aNDVTwoiICA4fPizWor8bCoWCoKAggoKCnjkXXsbvq1u3rhrfRep2eFZL17/9u1/h/wZe6qBET0+PZcuW0bFjR37//XeMjY3Ztm0b48aNo23btpw6dYrKykq2bt36rxyPp6cn/fv3x93dXW1Bv3HjhigjV4WUDb979y42NjYcPHiQBQsWoK2tzbVr19RI0lVx7do18Zuk1qny8nKioqI4cuQI33zzDZMnT6Zz5844OTnRsGFDNf7BzZs3USqVvPPOO9y6dQtra2u++OILvvrqKw4ePEirVq3UNvQODg7o6+vTtGlTlWa7np7axqu2TZakFCURw182eHh4YGhoiLe3N3K5HCMjIwICAkhKSgLg1q1bFBUVcfr0aVq1asW2bdvEe/Py8kS1KDMzk88+eyxWr1AoRB89qDLjrq6ufPnllxw/fpxBgwbVmoHT0NDg3XffxdXVlZKSEjW+SnZ2tgh0Zs+ejb6+Pkqlkl9//ZXevXvTu3dvgoKCMDJ6HOj4+Piwb98+Kioq0NbWFtfauXPnRHva8uXLeeONN2jdujXjxo0TvCNQZZil4PRJSEhI4MyZMxgaGmJgYPDC7ZISPD096d69O+7u7qLFx8zMjJiYGPr27Sva1xo1agSorl9Qba5WrlxZ6zUmCRRI7XcSpPkiBWASSkpKiIuL4+rVq/z4448sWbKEN998Ew8PD3bs2AHAvHnzkMlkhIeHc/LkSTQ0NOjUqRPl5eVERkbSq1cv2rdvT4cOHQSBuepG/kmb+j+DDh06YGJiQpcuXf7yZ/1VpKeni/bBpKQkQd4HVWWr+kbd0dFRiEls376dWbNmqY1FbajKK1m1ahVxcXGYmpry/vvvs2XLFvE6ExNTXF1d6dq1K4MHD66RZa+KrVu3qq3LSUlJbNmyRainKZVKtm/fjre3N2+99RagUjALDAzE2dkZX19fpk6dSmJiIvn5+RQVFSGXy0lPTxdtf08KPqoHBi+CFxFnqA3VydvVExBxcXFkZWVRVFREp06dmDhxIgDvv/8+FRUV3Lt3jxEjRqhxTe7du8eRI0eAx50EV65cQalUCh7jqFGj2LRpE0OGDBEE8yVLltTYkLZs1Qo9PT3RUvbRRx9x+vRpQkJC+Oqrr5g5c6aYk0VFRZw9exYNDQ0x1rdv3xZrXFVoa2uLit3q1asJDQ3lzTffpFOnTmqtdBERERw9elQEIffv36ewsPBv4U7+/4CqLV3e3t7i4eHh8Ypr8gp/GS9d+1Z+fj6lpaXI5XJ0dXWRy+XMnz8fc3Nz3NzcRFZcUtZo3br1M7NRfyekvuvAwECRxfTw8BBZo6qo6g0BqozgjBkzcHNzY8KECezdu5duPXoBKv7Bg4cP+XHnDvz9/VE+MqMaPnw4q1at4uuvvxa94tUhk8mwt7fHxcUFV1dXZsyYwfr16zly5Ag6OjqsX78ebW1tTExMKCoqqtEO5uzsrNZikJ6e/sze5UWLFrHokfHeywhpoSwsLBRtW7q6ugwaNIgjR46wd+9eLl68KDbEFhYWfPHFFxw7dozff/+dr7/+mi+//JIJEybw448/4uDgwKhRo9DQ0GDx4sUcOXIEOzs7unXrhq2trdhQPw0ymUxs4KoqXJ06dQqlUomrqytNmzZFoVDw/fffi5ZFHR0d+vTpw/z586msrGTGjBmEhISwZs0ajhw5Qtu2bUV7Q0VFBUqlktGjR9OpUyeioqJITEyktLSUmJgYMc7FxcXPlCxNSUnB2NgYAwMD3njjDYDnIkzXBmnehIWFYWhoyKxZs9i2bRtxcXGMHDmSY8eO0b59e06fPs358+fFJvVJWLx4MfPmzSPk1i26DVD9LTw8nFOnVIp1o0aN4oMPPiAmJob09HTRDlIbNDQ0mD17tlDMkzaSCoUCPT09EhMTee211/Dw8BCtdn9H4PE0SHPrv+5xj42N5cGDBygUCrS0tLCzsxNz68aNG+zdu5czZ84wadIkBg8eTMOGDQHo3bs3mzZtYvbs2fj7+zNs2DDWr1//xHnSrFkzZs6cSUBAAFFRUfj6+jJlyhS0tbWR8efOwVtvvcXMmTPFv3V1dZkzZw6urq6Cz+LrqzI7ldaBhg0b4uPjw61bt2jUqBG5ubnEx8ejoaFBaWkpBgYGokVPLpfj6Ogo2rSqovqa+iKQlOr+LlSXoU5ISBAiJu7u7nTp0oVffvmFqKgofvjhB3bs2EFRUREtW7Zkw4YNvPbaayQlJQklrilTpnDkyBGOHj1KUFAQHTp04MyZM5w+fZoePXrw5ptv4uXlxaeffkpQUBD79+9n8JDHlZLvvvsOTRRERUXx9ddfc/HiRVavXl3jmJ2cnERgNGvWLFEphsdCMhKUSiXz5s0jODgYAwMD6tWrx9WrV+nUqRPJyckiWZGQkMDdu3cxMjLi/v37eHp60qBBA8EZeoVn45Xz+yv8k3ipghKJ7FpaWkpubi6vv/46I0aMoFWrVkybNk2NVKilpYVSqSQnJ0dkgP8uU8Xa2j4UCgUlj9yYQVXClloYhg4dKuRjS0tLBb+l6t8k4h6olLKaN2/OrVu3WLduHXbDPgFg1cqVwmRuwIABdOnShUWLFvHwkRO5XC6nYcOG1KtXjyZNmtCwYUMaNGiAk5MTlZWVIpN+4cIF0Yc+cOBArKysaNKkCRUVFRQVFdXYUCkUCrXzdvToUQICAvDx8REZxKqvu3HjBnfv3sXNzY0WLVr85xsnCbWNmyQNqaenR1paGq1ataJbt258/PHHpKSkIJPJqFevHlOnTsXb2xuZTMa5c+dIS0sjOjqacePGsXPnTj7//HPWrFlDy5YthTGhlDHMyMgQ7XYSVO1Vqs1+QkICOpoyTp06RU5ODoaGhoKAGxYWJqQ127dvT3JyMgAbNmwAVK1Z06dPV+NdnD59ml27drF8+XJBYAfVnKioqKBfv36sXLmS0tJSysvLKSoqori4mOTkZHHDqEpqlnp9lUqlmjyop6cnDx48wNXVVZzbp7VEVSXoFhUVcefOHbKzs3FxccHS0pKioiKaN29OfHw8ZmZmLFmyhEWLFnHr1i0mTZokWub8/f2JjY2twRPLz88XHKAuXbowZ84c1n+zQTz/+8HfUSqVNGvWjDNnztTI4Ovq6mJtbU39+vVp2LAhTk5OeHt707BhQ4yMjKisrKSiogIzMzNBKi4oKKBTp06Cp6Svr09AQAC3bt2iadOm9OzZU+33V50LwcHB3LlzBzc3txrckpd1zkj+GhJROykpiUaNGlFWVibauABWrVrFzz//zE8//URWVharVq1i1apVODg4MGDAAAYMGMDIkSNp1KgRo0aNIjExkTfeeINmzZphYWEhstqWlpa0bNkSW1tbmjZtWsMbqLi4mKLix8ZyRcVFpKWk1Gh9TU1NrfFbPDw8mD9/Pl9++aXYJJuYmJCSksLZs2cB6N69OwUFBWoJptdff52ePXuSlZWFpaUlenp6Yhwl3o20hjo5Of2jcrJPQtXfun37di5fvkyHDh1q+DXVBqmaUK9ePerUqUNERAStWrXiwoULzJw5k8rKSszMzES1Xqoue3h4UFJSgpeXF6+//jq//vorixYtYvTo0Vy6dIno6GgOHDhA586d0dbWZsiQIezZs4dDhw7h0bgpoOJ/9ezRgwH9+vDee+8xatQo9PT0RKukj48PzZo1Q6FQCO+tN998U3DkLl++jLa2Ni4uLmRnZ4s1YtOmTezcuROZTEbr1q1xdXWlbdu2JCcnU1ZWJlriJH6ToaGhGDdPT088PT3/+qD8f4RXzu+v8E/hpQlK/h975x1XVfnH8fdlcxmiXJANAjJdCCpuzVXOTMvM7KcNV8MyM7NSK0eZpZalmZWrZamZlrkH4GQoIhvZoOwhl839/XE7x3sZiso0Pq/XfSn3nnOe5zz7uz7fxMREHnnkEZ5++mkef/xxAgICOHnyJMeOHWPt2rUMGzZMbSGurKxk6dKlBAQEiO41jbHRC1aD3NxcEhISsLW1xd3dHT09PdHc+9RTT4mMMTo6OmrJ+EDphlY9CHPJkiU899xzREREILC0a2ppMXXKk8yePZu9e/fy1ltvUVlZKQZzPv3000gkEqqqqtQYaoT20NDQICUlhRdffJGqqiqcnJzo3LkzgYGB+Pr61qnhFQIpBZw5c4bCwkLOnDmjJpQI14WHh3Pr1i3Cw8MfOKdFQ6K2/hcOEX369EEqlVJWVoaenh5Hjx7lu+++IyYmRqRCLioqwtXVlfnz5/PBBx/w/fffc/XqVby8vPj+++8JDQ3l7NmznD17lk6dOvHCCy8wY8YMiouLa1jFyioVEK2MRTExMUFXS0NMijhkyBBsbGwoKyvjwIEDVFRUMGDAAObMmYNEIhFjVOzs7Pj888/R1tamsrKSkydPsm/fPiwsLPDx8eH06dN89dVXbN++HS0tLUpKShg8eDC//fYbJ06c4MKFC0ilUpHBRvXQLJVKRQE1KyuLrKwskX1MsJ74+PiIgtqd2lhAZGQknTp1wszMjKKiIjE3R0pKCnZ2dpw+fZpr165hYmJCTEwMkZGRjBs3jp9++olDhw7h7OxMhw4dyMnJISUlpQY7jra2tlqw+htvvEH+LTmCnVRRVcXw4cOJiooiMzMTBwcHVq5ciZeXFx06dMDExESt/pWVleJcFVBRUYGmpiYuLi5kZmaSnp5OZWVlDWGjoKCAoKAgNaGkOiIiIigqKiIiIuKuAe8tRUgRhFVhbFhaWlJVVYW1tTUGBgZcvnwZqVRKr169GDx4MLa2tvz++++iW2NKSgqbNm1i06ZNDBo0iK1bt3Lx4kVRu37p0qVay+3bty9jxozB19cXc3NzKisruXLlCidPnuSz9V/Q7tHFgDIovrKsZuB8x44da1gr0tPTeemll5g0aRLt27dHIpFQUlLC6dOnKSsrw8nJiQEDBhAREcHNmzfR1tamR48eBAYGYmVlJR5Uzc3N1fpPdQ2trd8etC+rr8d3Q0BAAPn5+fj7+zNjxoy71sfe3h57e3tRAI2Pj6dPnz4EBgaKSrdNmzaho6MjCms2NjaYmpqK8+Ozzz7jn3/+ISwsjKKiImbPns0XX3zBrl270NbWZtCgQQwdOpSffvqJ+Ph42hnf9iTIycnh+++/R1tbmzlz5jBkyBDi4+OxsrKivLyc999/X3RnnTVrFhs3bqS8vBxXV1e0tLSYOXMmGhoamJiYoKOjw8GDB1m2bBmg3ItffvllevbsSVFREVlZWeTk5GBtbU1xcTFxcXF4eXnh7u7eYuZcG9rQhttoMUKJn58frq6urFu3Tgx8HDJkCF9//TVz584V6VkB9u7dy9atWwkJCeHvv/8WuecbAwI3fGhoKIaGhiQnJ+Pj48PNmzepqKiga9eudfraC1mQa4OlpSXz5s1T0/QeOHCAdoZKX02BJnHSpEls3LiRW7dusW7dOs6fP09KSgopKSncvHkTY2NjLCwsMDc3FzNKZ2ZmYmhoiJubG7m5ubi7u4uaz8zMTBITE5HJZHW6Zw0YMIADBw6gpaVFYGBgjQPVvdD7NhdUXdCET3Z2NhEREXTq1Ilu3bqxYcMG9uzZw/nz59XoNt3c3DA2NiY9PZ2ffvqJ2bNnM2vWLEJCQti6dSt79uwhPj6e9957j1WrVjF58mSWL18uavFrQ0FBAVeuXAGU7RccHMzx48dJSUmhQ4cOvPfee0gkEioqKkTLyRtvvIG2tjaHDh1iyZIlteZ4sbGxwcTEhKysLJycnPjyyy8pLCzkwoULot97WVkZYWFhaGtri+QLggACSoVAaWkp2dnZtGvXjry8PNzc3O45p4aQQ8HMzAwDAwOsra3Jzc0VNbOBgYGUl5eLJAqVlZVUVVXx5ptvsmrVKr788kt8fHzIycnh4sWLtVJ2Vsdzzz3HyhPK+Ia+/fqJCT+FvATTpk3D09OTuXPn8tJLL9X7XVxdXQkICBDnjyp69uxJcHAwXl5eauNMJpOpXefu7k5kZCRVVVXs3LkTd3f3+2bjaipUtwQICeciIiJITEwkIyMDU1NTxowZg729Pe+99x6jR4/mypUrZGdnExwcTGhoKAkJCZw5c4YePXrw5Zdfsnv3bi5cuEBiYiI3b94kNTWV7Oxs4uLiuHDhAufOnePcuXMsXboUb29v4uLixLgVTW1dhv0bS3/kyBHcOt+bm42Q6BIgPj5ezJkjKHkElz8PDw8lXXtJCWlpaXTq1OlBm7NJ0L9/fwICAuqdbV6AsCf06NEDY2Nj3nrrLZYvX87QoUO5cOECly9f5uOPPwaUQp8qzM3NWbZsGQsWLODLL79k7969FBYW8sMPP/DDDz9w7tw5kSCmrKyM+IR4QNlvHTp0ICvjBt988w0ZGRksX76cTp06ERcXx8svv0xiYiJaWlp88sknvPrqq6Lw0K5dO1asWKFWj507dzJ37lwUCgXjx49n4sSJ6OvrU1RUxM2bN8nLy0MqlZKSkoK+vj7e3t53XKfb0IY2NC9azOwsLS0lMjKSjIwMkYVn0KBB6OrqsnbtWlasWMGWLVuws7PD19cXf39/Pv/88/sOvq0vhMNqt27dyM3NFf1OBSvJrVu31HxWVSEcUvbs2UOXLl2YMmWKmnbmpZdewru3L9v/JWIyMjRk2rSpxMXFYWFhwfr163nsscc4evQoU6ZMqVXIyc3NFbniBZiYmIguJ76+vmpaxezsbEpLS/npp59ISUnB19eXJ554AlAe5LOyshg3bhx6enrk5+fXquX18fFp8Ycr1URjwuG6uLiYjh07qrl+CD7Fqtmk8/Ly8PX15ciRI6xevZqpU6diaGhIz549+fzzz1mzZg2//fabmEV6x44djB07VvRPrw0CPSUoXV9U8e6774oHp++//560tDTMzc2ZPn06q1at4sMPPwSUGdgnTZrEzZs3CQ0NJS0tTaRylslkLFq0iIqKCiIjI7GxseHmzZv07NmTw4cPU15eXmeWbYHa1sTEhOTkZDQ1NWvEFAnCm2qwfHWoBtMKh50//viDTZs20bt3b3x8fLh27Ro+Pj4i3aqXlxc3b97E0dGR69evi33z448/ipaaO0E13kAmk+F/+qRobRFw7do13nrrLV588cUa2tHIyEjmzZtHcXExWlpaIvW3EATbsWPHGoe9ESNGiBTg4eHhagntVAVhb29vevbsya5du8TEoS193kilUvT19cV2ksvlBAcHI5FIuH79Orq6ujWylEdGRpKdnY2WlpboPpSXl8fatWsJCgrilVdeEa0gwhwRkkmC0j1oz549/PLLL1y+fFm0phgZGTFgwABGPDqaf/6NV585Ywbdu3ry+uuvqzEoVVRUEB8fT0pKCiYmJtjY2KhZ1oODg/n22285duwYCoUCS0tL/ve///HOO++IQfmGhoZYWVmRlpYm7kGtAc8//zzPP//8fSUUTkhIoLi4mN69e6Ojo8OcOXPEQHhBiQJK66CgtBAwZ84cvvvuO65du8bs2bPZsmULnp6evP/++0RGRqqx9f3888+Yjn0PgA1ffMGt/FzmzJnDvn37iIqKYs6cOSxbtkxMHLt79+47rqcC3nzzTUpLS/Hw8GDQoEFkZGRQVlaGu7s7eXl5aGpqEhkZiZmZGcXFxdjZ2TV6PFhtqK6weNjKqwstpR5taD1oMUJJ586dMTU1JSAggEmTJom+7X369GHatGm8+eabXL9+XcydsXbtWjX/98aCcMAQXF+CgoLYvn07PXr0wMLCgvj4eEaNGsWxY8dqUNPOnDmT48ePc/DgQd59912CgoL48MMPRSFBIpEoKU2jlWxOmzZvJi4uDisrK/z9/TEzMxMzyFdWVmJhYcGAAQPo3Lkz+/btIzIyEmtraxYtWsT169dF4cTa2pphw4YxZswYUlJSRE01ICZEDAoKQldXl/Pnz4tCSVZWlphJ19XVVUxk1xpRW6IxGxsbUlJS1A4cwoG8e/fuKBQKZDIZ+vr6lJeXc+XKFdLT0/nss89E9wBQHtz+97//8dxzzzFx4kSOHj1KVFTUHTdRDw8PZsyYwcWLF4mIiMDc3BwPDw+6d+/OwIEDASWrjMA6s2rVKl566SX27dsHwMiRI5k3bx6XL1/Gzc2NtWvXEhsby4EDBygqKsLHxwczMzPy8/O5ceMGOjo6PPvss9jb21NcXIyGhgZ9+vQhMTFRPHSpsvMkJSUREhKCTCarNRfD+fPnyc/Pr9P9BhAtTAIuX77Mzp07RRep1atXM2rUKHJycqioqCAvL4/c3Fy+/vprMdheSPj2999/s2DBAtavX18viwnAgT//RCKR8Pbbb/P222/Trl07Jk2axPfff1+nu8aCBQvw8/Or9XlOTk5899136Onp1Vmm6jgTKJSrj7vWYFmsjoSEBFJTU9HT08PW1pa0tDQGDx4skoqokm6UlpYSFhZGz549cXNzIzs7Gzs7OzZt2sTYsWPJyMhgz549IstTdVhZWfHqq6/y7LPPkp6ejr+/P87Oznh7e1NeXo6u1JB/NimTimrr6BAcHMxzzz1Hv379kEqlxMfHk5SUVCNBo76+PtbW1mhra6spbUaPHs3EiRMZPXq0aJF2dHRk0KBBYr8JcRStxVpSHap5Uu70DgJ7WFpaGoGBgVRUVKChoYFUKmX+/Pn4+fmxa9cuysrKePzxx/nrr7/E2EUtLS1++eUXhg0bRmxsLDNmzGD+/Pl89tln/PHHH0RFRZGYmEiHDh24HBLCsLHKMkeNGoWetiYdOnTgxRdfJDw8nNdeew1QMvBt3bq13sK7QGCxbNkysrOzRTIPqVSKq6srly9fFmNUhTWyqWFgYFAjvu1hKq+l16MNrQvNLpRUVVWhoaHBoEGD6N69O2+88QZOTk5qWrDHH39cZDwaMmQIQJMIJNWhUCiIiYmhqqqKnJwcNm3axJw5c4iMjMTX15cdO3bQu3dvUSOuq6vLr7/+ynvvvceGDRvYu3cvgYGBfPDBB9jZ2SGXyymruE2X+NNPPwGwbt062rdvT0VFBd988w1JSUkYGhqyadMmcnJyyMrKEjfTmzdvMnToUMaNG0daWhrbtm2jpKSEuLg4bGxsRCYXhUJBcXExN27coF27dri6upKfn0+fPn1EgUs4oMtkMmQyWYuKF7lXCMJkVVUV4eHhXL9+HUdHR/r3768WkC28qzAOr1y5QmxsLN7e3sybN49ly5axfv16/ve//2FnZ0d5ebna2OvSpQtHjx4lNDRUTTtfWFAI/2rxp06dioOtNTo6OowcOZL//e9/2Nvbo6WlRXZ2tjKYVy5n2bJlVFZWMmLECKKioti3bx/a2tq88sorvPTSS/j7+5OUlIS+vj4JCQmMGDGCRx99lJycHOLi4qiqqkJXVxeFQoGRkRFpaWmYmZkxaNAgRo0ahb6+PoGBgZSVlZGRkaEWoBsZGYlcLqeqqkq0AgjtJJFI8PX1vaulpDpiYmLELOjCOBOCxYuLiyktLcXIyIhhw4Zx8+ZNwsLC0NfX5/vvv2fkyJFcvHiRBQsW4OPjo0YyUVpair6+PkZGRmjrStEd+rpY5owZM0ShU19fX6QX7tu3b41D6+nTpzl69ChaWlpMnz4dLy8vkpKSuH79Ok5OTrzzzjsYGhrWqoFWzbKtetCpjbWuNVgW4XaQu4GBAampqeJ6YWFhQd++fbG1teXChQuUlJSQl5dHZWUlmpqaVFZW0qNHD6RSKdbW1mJsR3Z2NiNGjODHH39k+/btTJ8+XSxLNZmrgMLCQmxsbHj66afF78rLy9FSsRD7+fmx4oNlHDx4kLNnz6rdr6uri42NDfn5+WRlZVFcXCyuk9ra2owbN44hQ4bg5+fH7Nmzqaqqol27dnzyySdiHha5XE56ejqlpaUkJyerzZG6iFRaYmyCKlVxdaFEdTzb2tqKippevXpx/vx5Bg4cyMSJE9HS0qJz587079+fhQsXcv78eaZNm8bu3btFFygnJye2bNnCyy+/TFJSEm+++SYAmpqa2NjYYG5uTkZGBvqGt5UVFRUVVEgUjBgxgl9++YWlS5dy8eJFevTowebNm8X1QRV1JeAU9tr8/Hx0dHR45JFHxDkrk8kwMDDAwcEBbW1tsS9Vx3lzWE3a0IY21I1mEUrS09NJS0vD29sbDQ0NysvL0dbWZvfu3QwePJgnn3xSPOBra2tTUVGBlZVVg1Ml1oXaNhl/f3+uXr0qZgd3dXXFxsaGffv28fjjj5OSksKIESNYvnw5ixYtUju4fvzxx/Tq1Yv58+eTlJTEzJkzmTRpEitXrsSygwxQ0lGiUIhMI6B0zVq3bh2gzGQvk8nQ1NRk6dKl4mJcUVHB+vXrWblyJf379yclJYWzZ8/i6+tbw3c2IyODgoICUlNTGTVqlNpBqT4Zg1vi5quKuvKDqPLQC1mNVSG4rclkMjHeoaKigunTp/Prr78SHh7OsGHD+Pjjj5k8ebIayYBwSE9KShJN1bGxsaxYuQLZuPcBiL9+ndgopab277//BpQH5l69euHl5UW7du3Yv38/qamp2NjYsGbNGjET7uTJkxk2bBg5OTmie5S+vr6YSf7atWs4OTlhaWnJxYsXxaBOMzMzrKysRAYpIyMj7OzssLCwIDU1lY4dO6q1g6urKxEREbi5udUIbJdIJEyePJnJkyffkRK4eoCus7Mz5eXluLu74+7uzl9//UViYiJeXl6iS1RWVhZjxowhICAAUB4sDQwMOHz4MJMmTeLEiROcOXOmzjI1tXUZ9q9Q4ubmxrp16zhx4gSgPIgKbpaDBg1SOwQrFArRP93BwQFPT0+GDRsmKguqUyVXz3Sv6qYlwMzMrMb8aU1zRpWRzdramuTkZIyMjJBIJKSkpCCTybCyshIPsRoaGmRlZSGVSsnLy8Pd3R1NTU2R+jorK4vp06fzyy+/cPHiRRISEkR3Wz09vRpkHe3bt6d9+/Zq37Vr145Kxe06mpuZsXbtWmbPns3+/fuxtbXFy8sLJycnHBwcxHW3uLhYtPZkZmbSoUMHvv/+e+bPny8eyrt27crSpUt54oknRIpsUI4bYc6Eh4fX6OeWgLsJR3VRFVe/zsHBAXNzc4qKihgxYoQYBwKIa4epqSlr1qzh1Vdf5Z9//mH+/Pls3rxZfM7IkSMJCAhg5cqVhISEiAQPiYmJgDLz+6+/7xVjv/T19NDTUe5NgwcP5syZMwQHB9O9e3d0dHQoLi6uMTZ0dHRqsPGpKhmEZLHGxsZYWloikUgoKipCT0+P4uJibGxsxPqqjvM2oaQNbWhZaHKhJDIykn79+uHr68vy5cvVBA8tLS3++usvJk6cyJNPPskzzzxD586diYiIIDAwUKRJbQ5cvXpVNBULbgiC5mzKlCkcOnSI2NhY3n//fU6fPs3vv//OoUOH2LJlC1euXBG16IaGhsjlcvbs2cOxY8dY98VGBKpE844dWbNmjVjmJ598Qm5uLq6urnz88ccYGRnxww8/kJqaiqamJi+//DJffPEFBw8eZPDgwQwcOJChQ4cyduxYDAwMuHTpkug2Igggurq6uLm51Zmb4mHE3XjoMzMzKS8vx8/PT9xITU1NiY6O5umnn+aLL74gLS2N5557jk2bNrFs2TKGDBmCRCIR8y5ERUWhUCjYtm0bK1asoKIKMX/G7t2/ERcTSXh4ODExMVy7do28vDzOnDnDmTNn2LBhA6A8LGzatIndu3dTWFiITCbDwcGB4OBg+vXrR8eOHXn00UcxMDAgIyODH3/8kaqqKm7dukWfPn3E/DYZGRk89dRTADXiSOqicuzVq1eDa/OFfBZCG4eFhYm5Svr37y8e9iorKwkKCgIQs07r6+uzf/9+9u3bx61bt5BKpWhpaWFoaCjGNeTn55OZncuJf0OEdv34I3p6eqLLQGlpqShEqVpeAX777TfOnTuHnp4e9vb2HDt2jLKyMkaOHEliYiK2trZ1tkdt8UoPA1SD3M3MzHBwcCAzM5PIyEjat29PVFQUu3fvJjY2lpEjR/Liiy+SlZWFh4eHyGgkHPgFV1BbW1tGjhzJoUOHRGrt+kKgy/Y/d4H2o5V5WxwdHUXadAGCZn3x4sW899576OjooK+vT+fOnbGwsGDmzJmiMgCUAvj69evp2bOn6JorlUpJSEggKCgIOzs7evTo0ar7uVOnTvV2PRMY4hITE/H29hZZx4T31tXVZfz48chkMiZNmsQPP/yApaWlSDsPyoSPX331lcgOGR8fT1RUFDdv3uTRRx/FpIMM/lUWqOLy5ct8++23ZGVl8dxzz6kJRXdCXl6eWgZ6QYixtLQkOzubgIAAOnbsiIeHB7a2tmrKgupkDo2N4uJiMa/Kli1buHXrlvhbbeQlDVneoUOHaliYmgotpR5taF1oUqEkIyODWbNm4eXlRVxcHGvWrGHRokX07t0bLS0tqqqqMDQ05OjRo7z//vsEBgZy8OBB7OzsOHnypJiYqznQtWtXrl69SteuXWv8JrhsGRsbEx4ezrFjxzh58iQffPCBWrAfKAPjx44dS0JCAmFhYWzYsIGOjy8HYMVHH4mawp07d4pWkqlTp/Ljjz/Sq1cvMZO1lpaWGOSclZVFVFQUDg4OODs7iwtuRESEWoCtubk5rq6uyOXyVrfJPgjuxkNvZmZGVlYWmZmZoslfV1dXjMVYsmQJ+/btIygoiHPnzvHoo4+KicXc3NzQ09MjLy+PadOmiVr9IY+MEJ8/YsRwxo15lPLyck6dOsUTTzzB7Nmz8fLy4tSpU1y6dIm4uDgWLVpE//79RcYbLy8vLC0tcXR0RE9PDysrK7HfkpOTsba2JiYmhs6dOyOXy3FycuLKlStq88Tc3JxffvmFwMBABg8ezCuvvNIYTXxXGBgY0KVLFxITE9HV1eWnn34iKyuLjIwMevToIQrtqvEj+vr6YtJGULpwVHfbLCgq5sS/8QZ2dnZs3LiRpUuXAqhpW/v168e8efOYNGkSa9asERnO7O3tKSsro6CgQIxxKS8vV3PFq47a4pUeBgjuLKruPQKTWlFREaGhoYSEhFBSUkJAQAATJ04U26l6FnJVV9CZM2dy6NAhvvrqK/r27cvYsWPrrENWVha//vorO3fuFF3vNLV1GaaSS1NLSwsNDQ3KysqA2/EtH3/8Mc8884wa+clff/0lCiRCvJKOjg49e/ascSgVXCCTkpLo1asXoO6O99dff3Hp0iV69ep1x3doLTh48CAXL16kW7dulJaWUlVVJVqToeY4HzFiBPPmzWPjxo2sWrWKX375BW1tbQoKCigoKKCiooKvvvpKdE8Vki0ClJRVqJWdkpLCsmXL2LVrlzjeDh06JMbb1Ybc3Fw+/fRTjh8/zpUrV8T79PT0cHV1paysjKioKK5evQoo3bu6detWQwHX1G5bVVVVnD59GoAePXrUcE2TSqUNGhCuWl5VVdVdrm48tJR6tKF1oUmFkuTkZKysrFi8eDEVFRU888wzaoKJqivXRx99hFwuF/9ubs3+gAEDREri6hg5ciQymQyJREJiYiIlJSVIpVK2bNnC3LlzuXbtmtr1r732Gr/++ithYWF4uLuT/e/3vv/Stf7xxx/MmjULUPrIV1ZWcvPmTS5dusTrr7+On58fwcHB7N27V3mfry+6urrY2tqipaUlLrjVA2ylUmmtAb//VR9b1feWyWQUFxcTGRmJm5sb+vr6JCcn4+vrK7Kvde7cWaQwDQwMZNy4cfj7+7N8+XIWL14sCiSvvPIK899YyMs/hqmVV1lZycKFCyktLeWbb75h8+bNfPnll2hqalJWVia6J0ybNo2AgAAuXLjAhg0bkMvl3LhxQy3Xja2tLZqamgwdOhSZTIZUKqVr1664u7urue1JpVKuXLmCXC4nICCg3kJJeHi4aF2qT7b6u0EqlTJu3DgUCgWff/45SUlJxMTEYG9vz+nTp8XA4u7du993GWPGjOF8gDJo3cPDg2eeeYabN2+yZ88e0tLS+OCDD/jggw8ApVXKw8ODp556SszmPWLECJydndHR0anh9lJUVCSOFXNz84dOIFGF6rwQaGP19PRwdnbGy8uL2NhY+vfvT3Z2NrGxsaI1TiqVilmes7OzxUSg/fv3x9vbm6CgICZPnkynTp145plnePbZZ5HJZJSXl3P8+HF+/vlnjh49KrrlaGtr07lzZ559bganlPIHWVnZfPXlevbv309ISIjoxgqISgJVCLFUxcXFDBs2jIKCAry9vWvtP8GS6uTkhL6+PlKpVO26wMBA8vLyuHTp0kMhlFy8eJH8/HxCQ0OZOnUqsbGxatbk6rTxRUVFzJo1ixs3bvD7779z/fr1Gs/cvXv3XRM4rli5ki/Xfy4eznv37s3169fJyspi1apVrF+/vsY9hYWFTJw4UczwDkqriMBqGR8fj46ODhYWFshkMhISEvD19W1x87S4uJhdu3apkV7IZLK2RIRtaFE4ePAgb775JlVVVbz99ttq+erqe51cLsfd3Z0nn3yStWvX1rvsJhVKXF1deeedd8SDx65du5g2bRpr1qzhrbfeok+fPmhra7cYQaQ6VGMPhENV586dcXd3V/OXBiWdpZeXF+fPn+fbb79l5cqVZGdnM2zYMAYMGCC6gLm7e+D/rxJBQ0OD8+fPM336dKqqqpg2bRoLFy4kNDSUqKgoTE1NuXr1Ko8++ihGRkYEBwfz+OOP069fPywsLMjOzhbrBErN8sCBA2tkHK4euKvqY1uXH31rRV1ByhoaGuJ7C7SuNjY2apr5zp07k5OTw/Xr18nLyyMvL48pU6aQnJzMhx9+SFJSEpMmTWLXrl1iVutJkyaxYMECCuW3s1AXyeVUlmvyyy+/EBERgYaGBlVVVbzyyiu0b9+eoUOHoqGhIR6wxo0bJ9INjx8/npdffhlXV1fOnz9PYmIiDg4OuLi40LFjRzVrgK6uLtnZ2aJ7gKB9GzRoEOfOnaNv375qmdmr96/qd6pxOPcrlNTV9tra2mhoaGBvb4+pqSmlpaVUVlZiYmKChYUF5eXltQZCFxcXi8w/AgRtOcClixcxMjJixYoVzJkzh9zcXHJycnj77bdZs2YNu3fv5saNG1hbW+Pl5YW3tzc+Pj4MGjQIuVwuHr7t7OwICAjgn3/+oUuXLvTv3/8/5Yde23pQUVGBpaWlSE8NiAllb926xbFjx+jQoQMRERHExcVRWVmJs7Mz8fHxIrNVfn4+ycnJxMfHs3LlSj799FMGDx5MSEiIKMyA0uI1dOhQrKyscHV1xdjElFNKAzF/HviTS5cuERwcTGVlJf369eO1115j6NChGBoaqsUZCG5///vf/9i8eTNhYWEcOHCgRs4NYZwKsU91oVevXgQFBeHt7a02tlvbOinUvU+fPqLlx8XFRdy/VN9N+L8Qc2NgYMA333wjkhEYGxujo6PDmTNnWLp0KdHR0VRVVZGZmalm1Swtv01W8NnatVSWl9KlSxdeeeUVunXrRkZGBo8//jjbt29nzpw5arnHiouLmTJlCoGBgZiamvL666/TtWtXOnbsiIGBARcuXKCgoAAzMzNcXV3R1dXFx8eHrKws9u7di6OjY70Z/BoSSUlJIuGCKtzd3Wu4k7ahDc2Bbdu2AaglXa2oqGDBggWcPHkSY2NjevbsyRNPPKGW76k+161cuZI+ffrcc52aVCgxNDRUUuCiDFLr3bs3P/30E8888wyffvopixYtwsfHh48//hhXV1fRL74lQAjeFHyMr127RlFRkZjV3MPDg9DQUNGHvUOHDmhqaqKpqcmsWbN45plnOHToEI899hjR0dGkpKSgq6tL9+7d8A9RLvzGxsa89vJc0ez80ksvYWZmhrOzM87OzuTk5JCZmUl+fj42NjZMmjSJsWPHiknyoqOjxQzaQJ3sK9XR1D62TYnqmbgFy5G3t7f43oILSlJSkpoAJ7Bj6enpMWjQIDEZXkVFBc8++yzfffcdV69e5d1332X37t288cYbovtddl4BoNQkampqUlVVJeYnGThwIGlpacTExDBr1izOnDmjJtCWlpayfv16xo0bR2xsLG+99RZPPPEEAwcOJC8vj9DQUGxsbKisrKS0tBSpVEpMTAwxMTHo6upib2+v5nYxZ84c5s6dq9YuwmGjepJJob2cnJxqaE4fpO1Vyxk+fDixsbEiecVnn30GKEkDBCuPhoZGDVctHR0ddHV11b7z++cIoDw4u7i4snXLJnEhFLLa9+nThylTpmBhYYG2tja5ubkEBgZy9epVPD09yczMRFdXVxRMJBKJGEN29epVBgwYUGOOtLaD6L1A9V2F95RIJBw4cIB3332XkSNHMnv2bDp37swjjzzCP//8g42NDUVFRSQkJFBSUoJCoUBXVxcHBwdMTU2JiopCW1sbR0dHfH19uXr1KoGBgWJcgFQqZdCgQUydOhUDAwPatWsnsmulpacBSvew3bt3c+zwP1RWVjJt2jQ2bdokCvTVhVhtbW00NTWZP38+3333ndjnRkZGapYgiURCQEAAoaGhdOvWTbSIV+/jMWPG0Lt3b1E51dK08PWF8F5jxoxhzJgxQN3MYgKKiorQ1dUlLy+PGzduMHDgQPH9MzMzxfUkMTFRpBUGCAkJoUuXLkgk6oHrkydPpm/fviQlJVFYWMhzzz3HoEGDOHPmDOvWrROp0cvKynjhhRc4e/YsxsbGvPrqq0ycOFHNrTA/P59r166JShgNDQ127dpFt27d6NSpE9HR0U0ulCQlJeHu7i7uzQL09fXbcne0AAwZMoQePXrUapW7l2seRly8eBFPT0/RJXf06NEcPnyYqVOn1vu6mJgYIiMjGTduHGFhYTXKuBMalVc3Pj6erVu3sn79eg4fPgzcPqBpa2tTVVVFr169+Pnnn7ly5QqffvopTzzxBKtXr24Ql5GGhhD0Z2ZmhoeHB4aGhqJmzc3NjWHDhomaOlVXG+HvqVOnYmJiwqFDhwCln7tcRYty7do1jh49ioaGBl5eXly8eBGZTIa9vT3W1tbY2NhgZ2fHiBEjePLJJxk8eDAGBgZ4eHjg4OCAra0t7du3x8bGBhsbG/T19Wu4oRw9epRPPvlELUhQX18fMzOzFmeZamgIMTZCnI/gnuHi4lJrWwFidmAhSO/KlSvs27cPHR0dlixZgo6ODgcPHuStt97C0NCwzrJ//vlnrl+/jqmpKR999BHvvvsu9vb25Ofn8/jjj9cISO/Xrx8hISGMHz+eiooKdu/ezcqVK7l+/TrW1tYUFxdTUlJCZWUlcrmcmJgY5HI52dnZakkMBRw8eJBly5RUqqpQFbRV4enpyYQJExpsHqqWIzzb3t6eiooKLl68CFAjXsvf35/Ro0eLye2q49SpU7zwwgvi388+O42+ffuyd+9e3nzzTX7++WcKCgq4cOECvXv3ZvHixbz55psYGRlhYWFBZWUlAQEB+Pv7q7k9CnUxMjIS6yS4bT2Mgnt11PWur7zyClFRUXz55Zds374dUFrhXn/9dfr27Yu9vT2DBg3CwcGB0aNHM27cODw8PDA1NWX8+PEYGBiI+XHOnz/PpUuXGDJkCEOGDGHUqFG89dZbovAvZN+WSqX0VDlQ+vv7U1paypgxY/jqq69qCK5VVVU1LHTW1taiBXThwoUcP35ctAQJEBRKQsxeXVDNRfMw4cSJE3z66accO3as1t8NDAzQ0tJCLpeLuawE7Nixg7Vr14p05AIN87Jlyxg3bhxPP/10jZiC/v37qx3YZTKZyIb3yy+/EBwcTFVVFS+88IIYJP3cc88xevRoPDw8RBZCQZni5uZGfn4+RUVFvPLKK/z555+sWbOGPXv21Opm1tjIyspCLpcriRr8/cXvg4OD21y1Wgn27t3LRx991KhlfP3113Tq1Ak9PT28vb3rzJkloKKigvfee49OnTqhr6+Po6MjH374odr8Wr58uciEKXwsLCzqXae0tDS1GEEbGxtSU1Pv6bqFCxfeE6mJKhrNUhIWFsbgwYPx8vIiIiICExMTOnbsyIEDB8RgSsGNxcfHh507d9KvXz9MTEw4e/ZsixRKVClzzc3N1dh5DAwMSElJEXn7BZax2iDQlAYEBHAzMxubp1YB8MbrrwPKYDgTExMxS7ygEXJwcMDDw0PMOaKquRU2cVU4ODjU0H4FBweTn59PcHCwmI9C1YLQGvIp3C+EGJvqfucODg61thUo297R0VHU4AuuKTdu3ODJJ59k3bp1vPzyy3z11VcEBATw/fff1xpUf/LkSUAZm1RSUkJGRgbz5s3js88+Iz4+np49ezJ69Gi6du2Kq6srPXr0wMzMjDFjxnDu3DkyMzO5ceMGP//8M8eOHcPX1xeZTMbx48fx9fVl7NixoutebeVfunRJTH6o6g/fVEHbtZWjqukU6ihYKwC+/fZbzM3NWblyJbNnz67xzGXLllGu4r7V49/Da2BgIAUFBSgUCoyNjWuYkIcPH461tTXnz59HoVCQkJAg1is4OFgcI9WtS/9llJWVibE3oM4apLoumpmZ1bqGvPTSSyIRg+C+6+3tzYIFC7h06RIuLi6Ym5tTWFhIx44dxTlaVVXFpaAQ8Tm3CgvR0NBg5cqVarFTCQkJrFq1it9++w1PT0+ef/55JkyYILJrCfFa0dHRREdHY2lpSW5uLp07d8be3p5u3bqJlpI74WEjOQgMDCQiIoKQkBAMDAwICQlh+PDhNa4TYosA0YVZoFwWBEVDQ0NKS0t55513+Oqrr/jxxx8BuHDhAmlp6WrP69+/P2VlZaSlpYkB8aWlpbi4uBAdHc2IESMYNmwYf/75J9ra2qxbtw4XF5daFWfe3t7ExcXh4OBAQUEBGRkZgHLMampqivFqzQF3d3dcXV3Fv2tTfD1MUF0XqruttTZUd1dqaPz666+8/vrrfP311/Tv359vvvmGxx57jPDw8DoF108++YTNmzezfft2PD09CQwMZObMmbRr14758+eL13l6eqopGFTdvCsrK8WzouAlIliDgoKCanW7ru1sVNd1+/fvx8XFBRcXlxq5pOqDRhFK5HI5c+bMYcqUKXz99dfk5eVx/vx5MW7k+PHjdOzYUUy+VVJSwk8//YSxsTH+/v53ZEpqqUhISCAmJobRo0dz4MAB3nzzTfz8/EhKSiIsLIzo6GjS09MZM2YMS5YsIS4ujpMnTxIVFYWQb12g3ly7dq2YVwKUrGUC57yDg4PIFKVq3VD97k4bZs+ePQkODlbzaY2MjFRj6XpYIVDU1jaZ6oKqK8uxY8fEpHJ9+vRBKpUyevRolixZwubNm7l8+TJDhw5VHoy69VB7zuzZs9mzZw/79+/HwcEBd3d3AgICmD59Ovv37yc2NpbffvuN3377TbxHENpBGS/y5JNPEh8fT0lJCYGBgVhZWYn/X7JkCd26dSM7O7vW3Aq9evUS/cdV0VQ5GGorRyBWmDNnDosXL+bixYu4ubkxffp0Jk+ezEcffcTXX3/Njh07ajyvoKBASSOscXsJc3J0oqioCDc3N4qKinjmmWcwNzfnypUrnDlzhqFDhwLKcSAkwoyPj1cTWoS5EBkZ2aqThzY0dHR08PHxITAwEG1tbQYOHFiv+8LDw8U4qEceeYRHHnkEuL2hjR07VnRB3bZtGxcuXMDHx4fnn38eqVTK1atX+f6HH8Ba6WZkZW1NcsJ1Jk+ezD///IO2tjZr1qxhy5YtopU6LCyMBQsW8M477zB+/HhMTEz49ttvASWTYe/evcUDU3JyMvb29nckMlGFIJScP38eJyenVrlXqUKwHkulUoyNjTE1NeXgwYM4OTnVGl8juB5lZWURFxeHnp4enTt35vr16zzxxBPs3LmTv//+m+XLl/Phhx/y/vvv8+yzzxIVFQko5/+jjz2Gv78/3bp1Y+LEiWK+m0uXLjFx4kR+//134uLi+PPPPwHYtGkTkyZNoqysrFZLpSq7Ynl5OefPn2f79u3Y2dlRVlbWZPnN7oSm9kJo6vIEspVnn322xm/NQQU8ZMgQMVRg165daGpqMnfuXD766CPxgF1VVcWiRYvYunUrOjo6zJkzR43murHdtz7//HNeeOEFMThc8CjatGlTnVaGc+fOMWHCBNHt0sHBgZ9//lmNAAKUrud1WUc0NTW5fPkyUHtMibW1tZplJCUlpdbYkLquO3/+PL/88gu//fYbt27dory8HGNjY5EV825oFKFEyA8gaOJNTEwYNWoUTk5OPP300zz66KOEhISgqamJQqHgxo0bHDp0iMOHD7eqRV71cBsbG0tVVRXPPPMMp06dIigoCBMTE7VAXIAvv/ySxx9/nFWrVhEWFsb2XT+Jv2lpazNkyBBKSkqwsLDA1NSUqqoqtey8QryA4AojbBKqbgV3OmQOHz5c1IQpFAqysrLQ1dUlPz//jkGeDzuqqqpqaAOqqqooKioSXRUuX76MlZUVjo6OvPjii2RnZ1NRUYG3tzezZ89m165dJCcnM3bsWDZ8+TWgXBQqKirw8fFhxowZbNu2jd27d7No0SLat29Phw4deO+99zA3NyckJISwsDDOnj1LcnIyVVVVmJubM2PGDMaNG4e1tTXfffcd58+fx9fXF3Nzc/Lz8/H19SUlJYW0tDRKSkpo3759jXEgHP5aImbMmEHnzp2ZMGECN2/eZO3ataxdu5aBAwfyv//9TwzQr6ioEA+ep0+fprKyEnOz20HLqWmptG9nyKhRoxg9ejQymYxNmzZRWlpKdHQ0Q4YMEa/NzMzE29ubPn36qK05bm5utVrTqkOhUNSIx4GHI9akNqG9qqqK3377jblz5zJixAi6dOlSJ5GBKuLi4igrKyM+Pl6tTbOzs0WNu0wmQ19fn5ycHAwNDUlKSuLq1asUFBSQkpKCttbtWJEvNnzB3NkvEhsby/Dhw8nNzRUtbb6+vsybN4+cnByWL19OXl6empA/f/585s6di4uLCwkJCXUmF7wbqidjrU/7QcOOjYYqQ7AeT5w4EW9vbw4ePIhcLicuLq7W/SAxMZGAgADat2+Pnp4e+vr6zJs3T8yLZW1tzQcffMD27dt57733CA8P58qVK0x7bgYDFyn3Ok1NTWJiYqisrGTgwIFIJBKys7NxdnYmPT2dV199lSNHjnD8+HEWLlzItGnTAGXMpeq7V1VV1XDfUygUbNq0iQkTJhAUFIREIqFbt261UtJWv7exICi2mgpNXR4oySkiIiLU3PoiIiJ49tln8ff3bxa31+3bt/PCCy+IbJmzZs3C3t6el156Sfx9wYIFXLhwgXPnzjFjxgz69+8vnlvvhlWrVrFq1ao7XnPo0KFaFThlZWUEBQWxePFite9Hjhx5R+vCgAED2Lx5M9HR0bi4uHDlyhX8/f1rCE4xMTFYWVmhq6tLnz59WLVqlRpF953Qu3dvwsLCSE1NxdjYmL///rtWgaKu65555hlRqNq2bRthYWH1FkigkYQSY2NjqqqqOHnyJBMnTgSUi2Xnzp354YcfePLJJ3nllVfYuHEjEokEBwcHrly50upiGiQSibi56enpAUrGpuXLl/Pmm29SVlaGlpYWJiYmtG/fHlNTUy5dusQff/zBoUOHWLBgAbNnz2an0gWXvr59MTY2prCwkLi4ONHsq5qdVyKRIJfLRXcrYRNSdSu408ZUWzZzZ2dnPD09W6TL3IPibpmP7/adqgDYrVs3goOD6dq1KxoaGuLiL2S6XrlyJb/++it//fUXr7z6CsPe+x0AA6kBejqarFixgiNHjpCWlsbZs2cZMWIExcXFDBo0iE6dOomJpgIDAzly5AhyuZwpU6ZgaGgoMmoJfteg3IBfffVVEhIS+OuvvzAyMhIZrFTHQX3ft6FR3zK0/xXGs7KyOHjwIKtXryYoKAg/Pz/8/Pywt7dn8eLFPPPMM2Kgu5AB3trGRnyOlZWV2CdSqRQNDQ3c3Ny4fPkynTt3VqtPXfNFNeHj3dCak+vdK7S1tbGzsxPdDW1sbGoElkPNPhcIE1SzrYNSwE9JScHGxkY8BLi6uoqC/saNG7G3t8fGxobOLp2JU8od2NnbsXnzZmbNmiXGYXXv3p0lS5bQqVMnpFIpDg4O9OjRg7///pvIyEhCQkKYMGECo0ePJiMjA1dX13tKLlj93VRJIGob46oCT3Xmw4bE/ZajWudevXqpWU8dHR2JjY3F0dGx1ndLTk5GS0uLrKwsHnvsMczNzVEoFISHh6Orq0uPHj1Yvnw5y5YtY8WKFUilUj799FPKSm8nvDQyNCQ7O5uhQ4eipaWFRCLB1NQUT09PBg8ezA8//EBZWRlLlizh/fffB2oG4guuY9bW1mrvrqOjg0QiwdHRURwfNiprRBsaD3Ul5m0u2Nrasm7dOiQSCa6urly9epV169aJQkm3bt1YtmwZoDy3bdy4kePHj9dbKJkzZ85dyZiq528SkJWVRWVlZQ0mwI4dO6q5yVbH22+/TX5+Pm5ubmKowMqVK9WC0Pv06cOOHTtwcXHh5s2brFixgn79+nHt2jVMTU3v+l5aWlp89tlnDB06VLQmCff16NFDtLLc6boHQYMLJQqFAk1NTZ588kkOHz7M33//zejRtzNfde3alalTp3LixAm1mIjWJpAIEKwY+vr6uLi4cPjwYUpKSpg6dSp5eXmMHDmS1157TdyQw8LCmDdvHn5+fqxevVqZGOz9PYAykFRXW3mdqlQrxDwIKC4upmPHjqILgqrGtq7EU3XhYfORvl9s3LgRf39/BgwYoJbLQ7V9HBwc8PLyUhuzwrh1dnZGS0uLqVOnMn/+fL759jvxGWXlZejp6NOuXTs2bNjAk08+yZ49e/Dw8KhVGykcjAMCAvDz86Nz58507969Tm1TcnIyxsbGFBQUiAJOa4K/v7/ozy8w6yQlJbF161aCgoJITExk7ty5rFixgo8++ohnnnlGjNFRPRjb29mhp6OFvr4+EomEoqIiunXrhq+vL1KptIZl424C/N3wX5k769atIzAwEF9fX9Edqr7rteBaU72dhUSVquQQjz/+OIaGhsyaNQtLS0tKSkoYM2YMPX1688+aI4Ay2WX3Lh6cPn2aVatW8cgjjzBt2jQ0NDREgaaoqIhBgwaJWnh/f39Onjwputc+KO6mwFG1bDemUNIY5dzt3QTLUvUs6cIcMDMzY9y4cdy8eZOvv/6aJUuWAODueTtWZ/SYMdhaWai5EKtaG/Pz80USEKiZNweUriIlJSWkpKTU+u6q7/HBBx+Ia7sg5LSh6VA9a31T5WXx9fVVW3f69u3LZ599RmWlkp66evyYpaWlGI9UH3To0OGB407uRMtfG3799Vd27drFTz/9hKenJ5cvX+b111/HyspKzA8kKDdBed7u27cvTk5OomVIFapuW6oYP34848ePr/G9IJDc7bq7Pf9OaHD7pdCg06dPR6FQ8NVXX3Hq1Cm13z08PEhLS6tBl9caYWtrKzI3JScnExMTQ1pampgduLoprkuXLvz999+8+uqrtGvXTu03J2cnRo8ezejRo+/oPqJaJtTNoFQfCExi9yrMPGzw9/enoKBAjSkFbrePmZmZWv4GVQjMNAYGBmhqavLll1+KPP4AFh07isxEO3bswMjIiKqqKhISEpDJZCQnJ9dap7NnzxIXF0dISIhIgVkbBE3pmDFjGvUQ1FioznxkY2ODvb09CxYsYP369UydOhWZTEZqairPP/88vr6+hIaGoqmpeUd6TblcTkVFhbjONDRzkurYeJhx+vRpCgoKCAgIEGOqamNjuRc4OjqKH1X88ccfzJgxg8zMTAYPHixSbAt47733GDRoEFu3bmXbtm0899xzaGpqkp2dTWJiIrm5uTXmSWhoqCi8NsX8qL4+t/ZyVNGpU6daFR+qc0EikfDZZ5+J7pLVYwqE4O+6BNtevXrRrl07fH19AWpddwV2yfpYQfz9/SksLKyxtjcVBOF6zJgxlJSUPHTl1QVDQ0M0NDR49tlnRUWbt7c37u7uJCUlNVu9BFS39EokknvKPL9q1SoMDQ3v+KmLTUsmk6GpqVnDKpKRkVHDeqKKt956i8WLF/P000/TtWtXpk+fzhtvvHFHpisDAwO6du1KTExMvd/t4MGDuLq60rlzZ7Zu3Xpf18nlcuzt7Vm4cGG9y4VGct9SKBQ4OjqyZcsWMWt7QkICM2bMoLS0lIsXL2JlZdUsAVANjepWjM6dO5Obm4uOjg4pKSm1Bk8aGhqybt06Vq9eTZ++/cXvS/9dQN555x1RsyP4LAosKUKODdUy/ysa28bEgAEDxDavC6pB76pad0A86Ap5D77+ehNPrjsh3nvjxg1u3LhBSIiSSahjx47MmjULhUKBlZVVreVZWVmRl5dX5+8Cqo/B1obqzEcODg7Y29sTGRmJjY0Ntra2vPDCCxw8eJAvvvhC1NY89dRTaOtJqW7sXrduHWfOnKFLly489thj6Ovri77OOjo6pKamEhwc/NCzzT0IVNebwYMHi5YSIbixLreE6qjLiuvu7o6dnV0NAcLa2ppffvmF8ePH4+3trbSmqPip+/v5oUFNZU9WVpbIMFP9sFtfZq2GQlPNx5Y87zU1Ndm2bRuff/45R44cQUvrNvvPjRs30NXSENfOzz77DD8/PwYOHMibb77JhAkTePzxx8XrDQwMSExMFJULgtU6OzsbPz8/srKy7jiP67O2PyiERIkCVK0DlZWV/P333+L/GxtNXV5dsLa2Fg/5/v7+6Ovri3EmWVlZjW4tOX/+fI2/O3furMZE9SB4EPctHR0dvL29OXr0qBjiAMqUDRMmTKjzeXK5vEYslJBmoy6UlpYSERFRb3KSVp08saKiQszQLEAIPquqqqJr1678+uuvvPfee6xcuZL33nsPZ2dnQkNDOXHixB3zOrRGODg4MGvWrFp/qx6YqFAo0NPTY9SjjyKkltHV0yMyMhI/Pz+Ki4vVNl6BJSUiIqKGz7uZmRkymQyJRCL698bGxoqxIm24O15++WVefvlloO4gUqlUKgrSCQkJlJaWcv78edLS0sQNVtDcqz6jb79+dHZ0IDMzk4iICBQKBW+88YbovqCrq0tGRoZ4eBP6cuTIkfTs2fOhT7ZVG/ORQqFAJpORlZVF9+7dkclk9O/fnxs3bvDPP//Qq1cvPvvsM/QNjJmy4ZR4j0Kh4OzZs+Tn53P+/HmefPJJUlJSsLW1RUtLCw8PD4KDg++Jba76nGpNZBz3C9X15o033lAjghAOE5GRkWJshdAm1eeOqhVXVShRdX0UoFAoiIqKwtnZmaysLNq3b09ZWZnaYW/QoMFcvRJM79691e6VyWQ1FDMCI6Grqyv9+/cXy3gYyAhaEgTCFNX1S1C2rF27lqVLl3IxMFi8vlheLF5TVVWFv78/t27d4siRI7i7u+Po6KjmKSCME01NTbU+joqKoqioqAZTXvX+bWyXrboSJUql0od+7a4vevTooaaAaAqXruTkZDFuNzg4mC+//FJM1NsQeFD3rQULFjB9+nR8fHzo27cvW7ZsISkpiTlz5ojXbNy4kX379nH8+HEAxo0bx8qVK7Gzs8PT05OQkBA+//xznn/+efGehQsXMm7cOOzs7MjIyGDFihUUFBSI7l13Q3MnT7xvoSQ8PJwPPviAtLQ0nJ2dGTlyJFOnTkVDQ0Ok+q2qqsLDw4MtW7aQkJDAoUOHsLGxYeDAgTg7O99v0S0G9Q0grm2jFhbXFR99xOP/+ktXVVVRUl6Ok5MT165dw8fHBw0NDSQSCe7u7oSHh+Pu7n5X1pDY2FjkcjmxsbE1hJK2Dbl21NWmdbWXYJ3Ky8tDLpdz+fJl3NzcxOt1dG4L6kePHEFPR4vVq1eTkZGBra0tffr0EZONQc2gaYlEopb/4V7q1tpQ23toaGjUoBHW1dXlp59+Ijw8nNLSUnJycujU/nZgXVZ2NoV5Obi7u3PhwgV69eqFtra26GoitKubmxvh4eF3ZdhSheqcEg7gD0v7V0f19UYikdSqXYyNja3BQlWdmrwuK25tbaejo0PXrl05deoUXbt2FQUNI5MOgNLdY+3aT9HT0apxf21zpbmICFoSiURToDohiJmZmRjADko3l5KyCnGf8+nlI/aHhoYGffr04dSpU5ibm1NQUEBMTEyNWDtVoVN4rouLi8iUpzruqo+DxmbZUk2UqFpv4aDd1ExYLRl1UQdLpVIiIiIaVDB57rnnKC4upnfv3mhqavLqq6/WqTRuDkyZMoXs7Gw+/PBD0tPTRdd+VQprgXpbwJdffsn777/PvHnzyMjIwMrKitmzZ6uxW6WkpDB16lSysrIwMzPD19eX8+fP15sau6GSJ3766adNl6ckOjqafv36MW7cOEaMGMHx48f59NNPOXLkCD/88AOampqUlZWJCasE2sc2VwklVBfwnPxC8fvLISHIOpjw2Wef1dhEq7Ok3AnOzs6iVrcNjQPVA/OZM2fECR8eHk5cXBw29jWDzRcvXixSACYkJODn5yfGg7S54N0ZqkxDdbXVpYuX6GRvw9SpU2vNxCscZu5lLgn4r82p+rSRk5MTcXFxODk5id9VP5zeK6GAMEcSEhKIjIxU9reKtvnvvw/h5uJULwtw25xqOtytrSMiI8X/R0dHU1lWIrqeCX0urJ2q40lAbUKnj4+PeKYQFBXVLXJNCXd3d7Xg/TbUxJ2og/38/GoV6u4X2trarF+/nk2bNtX4TTXOWcAff/xx12saGvPmzWPevHl1/r58+XK13ClGRkasX7/+jrlTfvnll7uW6+3tTakKI56AI0eOtL7kiQqFgh07djBixAh27twJKKWiH374gW+++YYpU6bw66+/igLJDz/8wPDhwx/6TKb3AtUFPPTabTOm1r9ucA+6iaomk2pD40II7hT68/z588jlcuKvxwN1+65WZ85pqiSGrRWq7TVw4ECxrYpLy8Vr8vPz0NV1apR2bJtTNVFbmzSUIKDa3xZWt4OZi+RKy0x9hZK2OdU0uFtbq66HJXUwhj3IHGsTQFsPqlMHN6X1pA1KBAUF1flbq0ueKJFISE1NVWMNkEqlPP/88+jp6fHVV1/xzjvvsHr1as6ePcuqVas4ceIE27Zta7AAo9YO1bgBG5tCQKlFMpAa1KolakPLhkwmEzdDQXtsY98JwupmGFHNPdOGu6M+7dXDy6tNcGhmqM6FB0Fd/d22RrZOdHK8vR7qNQJjWFMLoJcvXxZjYqvHR7Th3tCU1pM23B2tKnmiECTYs2dPoqKiiIyMFP2y9fX1efLJJ4mOjubkyZPk5ubSr18/Fi1axPDhw1ukQCKYnwoKCpqknKysLDGLsampKRKJhPYmJlSUKAPk+vcfir6udo361Mf1oSmyCDc2hPdWfZem7iNQ76fqG11dWayFdraxscHGxoaSsgoqSpTCZkFBAWU6Wmr3CkFyCoWi1ndrqf3WVH1UvZ1VgwpVyykuLRfnj7WVVY063Kkv77cuAtr6qPa5UD1bO9z7GlZ9fgh9PGDAI+jpaNXrPVpyvzXnWtfQuNuaCMq5KayHXbv4in1YF/FAfceL6vy+l7FWH9ypjwYPHqx2rb6+Prq6urX2nWpMSUFBQYMyYin3Gbn47DIdrUYt715wL/UwMTHBxMRE/FtXVxd9ff0a1hN9fX127dol9rVQRvUx2BSuVw8rmjt5Ior7QGxsrEImkylmzpypKCgoUPstLS1NoaGhofj999/v59FNiuTkZAXQ9mlhn+Tk5LY+auGftj5q+Z+2Pmr5n7Y+avmftj5q+R/VPmpD68Z9Bbo7OTmxe/duHnvsMaRSKcuXLxclVx0dHby8vBpGYmpkWFlZkZycjJGRUb20KwUFBaJbgbGxcRPUsH54WOqlUCgoLCxUy8txr33U2HVsCrTkOiUlJSGRSO65j1raOz3M9WnsedTS2k4VraVuRkZGTb7W3a1OzdleLbEeLaWPaqtbSxvb0Dz1q22ta0Prxn1TAg8dOpTffvuNJ598krS0NJ588km6devGzp07SUlJaRV+vxoaGvXKCFsdxsbGLXJReBjqVT3L/f320b2iJbZdS6xTu3btatTpXvqopb3Tw1qfpphHLa3tVNEa6tZca92d6tTcaGn1aEl9JKCltFFdaOr6Ve+jNrRuPFDyxHHjxnH27FkWLFjA4sWL0dLSQltbm0OHDrUF8LahDW1oQxva0IY2tKENbagXHkgoAejZsyd//vknOTk53Lp1CwsLi1aTxbSqqoq0tLR7ct9S/bel4GGpl6opVkh4da991Nh1bAq05Drl5+dTUFBwz33U0t7pYa5PY8+jltZ2qmgtdWuOte5udWpOtMR6tJQ+qq1uLRHNUb+W1kdtqIna+uhuN/xn0Ra01jI/bYGFLf/T1kct/9PWRy3/09ZHLf/T1kct/9PWRy3/U18ygge2lLRmGBkZATRr4FhJWQVT1x0H4Oc3hqGn07q6RFEL3bGQg+VeIQTKCf0CTddHD/IeilooMUvKKnhm/QmgdfZrXWjOPqoNrXH+qI6XhqAsro6W1kf1RV1zsLS8stX18d3Q2vtIQH3Hb2ucp62hj5qiXRtyj29otIY+qg9a4/yoL2rrozvh4Xnz+4AwqZozcEynrAItPalYj9Y2GIUFy9jYGEdHR/H7B1mwVO9tqj56kPeoTShp7f16NzRHH9WG1tjOquNFdbw19CbfUvqovqhrDpaWV7a6Pq4vWmsfCRD66m5jtzXOUwEtuY+aol0bY49vaLTkPqoPWvP8qC/qO17q4eDVhjbUD3K5nMzMTORyeXNXpcnxX373Ntw//ovjpqioiIyMDLXkam1o/Wjr15aHtj55MCgUCoqKiigqKqozGWuDlNHI639TvEdDoU0oeUigUChq/TQlioqKqKio+E8ugM3x7i2hz5sbqu/bGtvgvzhn7vWda+vjNrQsCIceoV/b+qhl4H7m2n95P6kOuVyOoaEhhoaGjaY4ksvldDQ3b5Rnq5bR2O/RUGgTStrwQJBIJOLHwMAALS0tDAwMmrta9wzV91D91Pde1Xe/l3vb8N/DwzJn7hd1vfP9zr82NB3u1Ef/xbHc0tFQfdI2N9vQVHj4HNfa0GwwMDD4z25I/+V3b8P94784bv6L7/xfgFQqRSqVNnc12qCCtrnWhtaGNktJG9rQhja0oQ1taEMb2tCGZkWbpeQhQ3h4OLGxsTg7O+Ph4dHc1WlDEyE8PJy4uDicnJzw9PRs7uo0CyIiI0lOuI6zs/N/tg0edkRERuLVrUtzV6MNKmjbcx4utPVn4yMpKYmsrCwAiouLm7k2LQttlpJmghBEFhQUXOO7Bwk0i42NRS6XExsb29BVbnA0V1BdXe3ckPVRvTcoKJgdO3Zw6dKletflXhEXF0dRURFxcXH3XeeWjtraKTg4RPz9+vXrFBcXt4qx35BoScGpjU2+cP36dfGZly5dEufVg87VltSGrQ2xsbHivLvX9mvovmyNeJA2eBCij7rGfWs6Q7RGJCUl4e7ujre3N97e3gwYMKC5q9Si0CaUNDOioiIb5DlC8JmzszNSqRRnZ+e2YLQWgqioSG7dukVERESDPlc16NDJyQmpVIqTk1ODltHSoTp/HB0d0dfXx9nZuRlr1IaGRPWgWtWcGBEREY0yr9pwb3B2dhbn3f0GQrf1Zctog9rOEG3niIZFVlYWcrmcXbt2ERQUhL+/f3NXqUWhzX2rmeHq6gbJmWrfZWZmkpmZiZmZ2T1nefb09Gy1riuCObMp8SBtXV+4uroRFxOJu7t7o9WhNfd7fZCRkVFrG6nOH3c3tzbXHppnHqmiMeeUh8occnd3JyIios55dS9oinXgYURGRgYAffv2xczMTK0dze+B5rQh+7K14kHbICIyEhvLjvUev3WN+Yd9L7kXaGpqMnnyZPH/DQl3d3d69uxJSUkJQ4YMadBnV0djvkdDo00oaWb07OkFx46ofZeZmUlpaam4YDQFhMQ6zcnW0VxCidDWBgYGYhs0JItMz55e9PPtVa86tB2IakddbeTl1QOOHW2+it0BzTWnWoJQci/j+X7bycfHBx8fnwepqoi2OXh/qN5uqn/XJZRkZGZiamKs1tcN2ZetFQ/aBmX3OH7rGvMt4SzQUqCnp8dvv/3W6GWsWLGCZYdvNmoZjf0eDYU2960WCDMzM3R1dZt0c2wJSdxkMlmTl6na1s3VBs3R360NrbGNmms8Ncc8UsW99lVLWHta4/hqCajebvVpx8r/WLLQpoLOPY7fuvqqJczHNvx30WYpaQJUDzxTZUpydHapcX11c2ptgWsN7eepaiWoC6r1WLVqFadPn2bw4MG8++674vfVtSyqf9/N+vCgh6m6Avyqt1VVVZX4/2+//RY/Pz98fHx47bXXmjz5l0KhICsri+vXryORSO7YBg+rb29t/aZQKIiIiFBjgbnbhqsa5NkS2qo+c0pA9TYQ5pePjw+vv/56rfOprue2BKFE6KuioiLkcrlY16KiItavX09wcDCDBg3inXfeQSqVIpfL622drG28VB8rAuo7Dtrctmqirnmp2qZmZmaYmpoikUhYvXo1p06dolevXrzzzjsoFArkcjkhISEkp90A9AHQbEuweFeotv3q1as5c+YMQ4cOZdGiRXXe4+7mhp5O7Uc61efJ5XJxDaltzBsYGBAQEEBiYiI9evTAx8enxjyq717bhjbcK9osJc0AgSkpNjZWbRI3Z9ZUAwMDzM3N671ZnD59moKCAk6fPq32fXUtS/W/Dx48yLJlyzh48CBQ850bG/v37+fjjz/m8OHDAAQEBFBQUMCFCxcA5SbbEK5bdfVrbdfFxcUhl8uJi4trW9RVUBsLzJ3mSEvLNnyvc0oVwvw6efLkHecT1JxTzYm//vqL5cuX89dffwHKA5BQX6HuJ0+epKCggDNnzgCIh6P6tlNtY0CYQ22MQU0PoQ/OnDlDXl4eZ8+e5eDBgyxfvpx9+/Zx/fp18nLzxOvNVfq6tr5sKfO3qXC3Njhz5gwFBQX4+fnV+zl3guoaUluZUqmUGzduUF5eXq+g+wMHDrB06VIOHDhQj7dtXVBto8ayHBUVFakxcF2+fJng4GCCg4NJSkpqsDIa+z0aCm1CSTPAyckJAwODVs0SNHjwYIyNjRk8eLDa9wYGBmrWhup/X7p0iby8vFrpcZsCFy5cID8/n5AQJZVs//79MTIyonfv3s2mvfuvMmfdDaosMP81CPNr6NChd5xPoJxT+fn5zTanVFG9LlKpVKyvUPehQ4dibGzMoEGDGqxcYQ79F8dKS8HAgQMxNjamb9++REREkJeXx7Vr13B0dMSkvUlzV6/VYtCgQRgbGzNw4MAGeV5ta0h1uLu7Y2hoWK+g++be0x82DBgwQKQLdnd3bzDBpLWgzX2rGeDh4YGHhwcSiYSSsoomKbOhg9eWLFnCkiVLanxf/fnC34K5t1evXly6dIleveoO/G5M9OnTh7CwMLy8vABYvHgxixcvBkBDo3lkdHd391oXf1Uze0MG3rcWCPPkftGaAzaF+VVd61nbuzT3nLpTXarXVyqVsnLlyhpuQA8Kd3f3+xor9+Je+rCgseaF6p5w6NAhLly4gI+PD/3796ekrIJta47c5QltqA3vvPOOmjvcg45XqVR613vvJei+Ja0/DwP8/f3R0dIgIiKCZ599lqysLOzs7Jq7Wk2GNqHkLmiIBbwh6CYDAwNFusD7YehQNdk25wFt7NixjB07ttnKnzBhQrOWXx1BQUFERkbi4OCAi4sLBgYG6Osrfa+FPktISAC4Z5rN5sS9zpuGmCPBwSEi9XKvXr1azJhvbDT3nFLFmDFjGDNmTJOUpboment739czwsPDSU5OxtbW9j/D/nQ/80Joaw8PD7Gt7zRnH330UR577LG71qO1Kg2aC6p9V1RUREp63YxNwjWRkZEkJCTc99nhbhg3bhzjxo1r8Of+V9GjR486Y4P+C2hz36oFqtlNG4KJQpV6T3huVVVVjeyrqt9Vz86qmljpfjIQq5psq993p3Lvpa3udG9QUBA//vgjQUFBd7y3IRAYGMjOnTsJDAx8oOcIbaP6qaysrFe9a8u0W1s7R0VFUVRUxNWrV8VxJvwm9FlxcTFlZWVq4+dO5baE7NSq86Y+dVGdIwLutZ1jYmPUMkvfacw/6BhvijlTX6g+IygoiN27d9/3sxoStc15VdSnTYXvVO8RvouMjBQPXffbRzk5OZSXl5OTk9OobdGSUNu8uFPbC+uUXC7n8OHDYtK3zMxMysrKyMrKqlfbCxD+vtMa0RLWsOZE9X1H2HtiYmI4cOAAMTExZGVlUVFeXuPe6u175cqVWpMyPsi61tZHbWgstAkld0F9/C/vBlXqvXsJ5jtw4ADLli3jzz//xN3dHQMDA9zd3SkuLiYzMxO5XH5P72Fubv5ALgoPEpR47do18vPzuXbtWqMFNArPDA8Pp7CwkPDw8FrL0NTUrPXTWMGWK1aurDMI2cXFBT09PTw9PcVxpqGhQXFxsahFtLOzQ0dHp1WxA93LvJFIJHXOkbv1iep3Lp1d0NLSwszMDLlczokTJ/jyyy85ceJEg75bY+BB5pbq9eHh4RQUFDRybetXl7rm/J0+QoD0nYL2hWvd3NwwMDDAzc2txnOKi4vJzs6+6xrp4uKCpaUlLi4u/5lga6lUWi9CD9W2sLe3p7KykpKSEgoKCrh27RpmZmbo6Oggk8lqtJ2GhsZd29PAwIBTp07x+eefP5RB0g+C6uP4jz/+4NNPP+WPP/4AICEhAZlMhraOTp3PENbg7t27i2eH+qyn9V13/+sEBW1oHPx3bUT1RH38L+8GVfN2QkKC6C7g4OBwx/uEALILFy6watUq0WczPj6ewsJCjIyM7vqMxkZ4eHitVJzV4eHhQXh4+APFCNQXTVmWKr1zXVlw8/OUgb+1ubX4+PjU8MVVKJR0uMI48fb2Fjf+u6GlxKHca/nm5uaia1p8fPxd54jgmqCpoyd+5+XVA2dHe1H7evHiRfLz87l48WKLcW+C+s+Z+4GgtGgJuJ95GBgYSF5eHoGBgYwdO5aoqCgiomKprj9LSEigpKSEgQMH4uDgIGpphfFfVFSErq4uRUVFdxyHnTp1olOnTvf1fg8jVMemapybq6srTk5OhIWFkZ6ejoeHhxr5wr0gMSmJzBtp2NjYEB0dTVFREZcuXWpzAaoFAnvdxYsXkUgkFBQUYGhoiJubG2ZmZhi1aw8k1nqvcHYxMzNj4MCBNfYP1b3rXuao6vpsbm7eIvabNjw8aDVCiWBW1NTUFL9TKBo2WLI2qPrNNoQ/f3JyMsXFxaSkpNxVoBACyO7mB5qQkEBKSgodOnQQqTWbykdXlbb1Tgtbr169miwQrinLUqUirUsokRpIxfrURyjNzMzk8uXLogvSvUDVJaK5N4n7jRNJTk6mpKSE5OTkOwolFRUVlJSru1Wq5gbp3bs3R48exdDQkISEBPFZqoJbc/iy13fO3A98fHxwcXFhzpw5Dfrc+8H9zEMfHx8CAwPFNe/69evIi+WAodp1KSkpta6jwrgQ3PjS09OxsLCgR48ercrS2FwQxubZs2fJycnBxsYGBwcHcV716NGDHj16iH/fz1qTmppKVXkpKSkp+Pj4cOHCBbVx0hDxZa0dcrlctPJpaWnRu3dvoqKiGDBgAGPGjCExMZG//voLiVbdlpK7QUhNEBcXd0/rkHCGSU5OxsDAoMXsN40BTU1NRo8eLf6/scoYOWoUlY3y9NtlNPZ7NBRahVASERHBhg0biI2NpW/fvvj4+DBhwgQkEkmjCyaqvu4NIZTY2tqSnJyMjY3NXa8VAsiqv5+Q+8DAwICEhAT+/vtvjIyMyMnJoX379nUGMNZHA32vcHZ2FjVrD4qzZ882QI0aBmfOnCEiIoIuXbrQt29fAJKSkkhLS8PS0lJsPycnJ1HbVBdeeeUVbK0sUCgUagv6nYQSCwsLcnNz6dy58z3VW/VQrioANYc2WHXu3MvhQpgjtra2dV4jvKeuiqUkMSkJV2dH9PX1kUgkjB07FhMTkxqH1/sNgFdtT3t7+3rfVx0NOWdU4efnR2hoaKuklvb39yc8PBxPT09mzJhBamoqCQkJODo6/mspUYeNjQ0pKSniOpqYmEhKSgqmpqbIZDL09fWRy+VkZmZSXl6OtbX1f/aAWxf8/f0JDQ2lW7du9O/fH7g9NsvLy9XmjaB1z8zMVJs7qmtNSkqK+GxBmKkN1tbWoqWkf//+NSzI97tuPEwQLCRaWlrIZDImTpyIQqEQGSJ//PFHAgIC6OTkAuYjxPvuZY+vz95VG1TX53tJENsaoaenJ+Zcaswy9u7Zw4RPDjdqGY39Hg2FFi+UREZG0q9fP8aMGUOnTp0ICAjgxx9/JDAwkI8++uieBJPS0lJKS0vFv+vje21mZnZPi2P1YK/qBxnhIwSGJapwUK9fv55uXZQai6CgILy9vRk1alQNqlohI7lCoSAtLY327dtz69YtcnJyOHv2LL6+vowfP57k5GRx47azsyM1NZWysjKSk5PVDlWJiYk1FrK6gtaqt/OD0raqIiwsDFDvl3vxj68rIK96nev6TjWO49KlS8jlcn766SdOnDiBnZ0dpaWltG/fnqqqKuzt7fn7778JCgqiT58+uLu7q2WKLyu7HYCop6dHRYWS+rn6gbu2OgtxFTKZDFNTU6qqqtQEIuEgtnfvXk6cOIGrqyu+vr5YW1tja2srsnfdzeLwIMJ8ffqotrmj+r51WY2E/6empgKIY7Wqqkqss56eHnp6eshLysT7vv7qK3S1NUlJSaFLly4sXrwYW1tb0tLSsLKyUqtbXl4eMplMrc/gtoZSKpWKG61QZ1WBUpjDqnPH3t6+Xm3akHNGFaGhoRQUFDzwPGoKVB/3QUFBlJaWcvXqVTQ1NSkrKyM+Pp4uXbowaLAV31z1B2Dt2s+YPu1p0tPT0dTUJD09HYCMjAwCAgK4evUq3t7ePPbYY9jZ2ZGVlUVZWRklJSVUVlaKB73qdantu7vFMDUEGrKP6rv+CfNIGC+hoaGiZaqkpIShQ4eSmZkpkqskJiZiZ2dHUlIS8fHxGBsb4+rqKgoqlZWVpKenc+vWLaKioggODiYtLY3evXvz0ksvkZqaiqyjpVh+eno6yQnxnDlzBm9vb0aOHKlWv3vdcxsbjbEfqVprBSWKINjZ2NiIcXFSqZR//vmH4OBg+vTpw9ChQwHIzs7GyMiIsvIytWenpKRQUVFBWlqaGo1sVVVVDQ25i4sLbm5u/Pnnn2zevBlbW1ueeuop7OzsaqxrAv766y+OHTuGvb29uNcI+019zwxtaMOd0KKFEoVCwZYtWxg5ciS7du0ClGb733//nSVLllBaWsqaNWvqPehXr17NBx98cNfrVJ+n6ut+P7jTwVAikZCWlib+nZKSSmmx0h1FSEb06KOPAsrDknAoKigooKCgAGtra6ysrFAoFEilUn744QeRvWj8+PGkp6dTUlJCSkoKKSkp+Pn50aFDB0aOHKn2jqqHLVWNen1oiB9kwal+b5cuXQDuqCG/H9wtzkLYDPT09LC2tqaoqIjOnTsTFhZGUlISOTk5hIaGMm7cOLKysvDx8UEikXDx4kXy8vIICQmpsbGqvtu1a9dwsLUWLRZ3slpkZmaSnZ2NTCZDJpNx7tw5wsLC0NfXJy8vDz8/P/73v/8xcuRIQkJCyM/Px8/Pj+7du5OamoqdnZ1Ydn0sDveL+jzzbu4Xd7IapaamUlxcTGpqqvhb9fGSlZVFekbW7XvS0kiKj0NXV5f4+HimTZuGnZ0ddnZ2KBQKAgICCAsLw8bGBnt7e+Li4gCQyWSiMFJUVERUVBRBQUFYWloydOhQsfzq7SmRSOpl+aqOxiB4AOjWrRtXrlwRLTCN0e8Nhept4OjoSExMDBUVFQQGBmJkZISOjg7x8fFY2tw+XJ05c5oRw4ZQXFzM9evXcXR0FIXOmJgYcnJyOHPmDCYmJowZM4aEhATS09NJSkqie/fugDKBqrCu9enTp0nfuzqaoo9ULSIDBgwQg5K7du3KlStX6Nq1KwqFgvnz57N161Y8PT3Zvn07pqamStrZlBRkMhn79+/n+vXrGBgYMGvWLLWs7JaWluTl5WFmZsaVK1fQ1dXl9OnTjB49muLiYrV9LiY6Gv8zp5DJZFy8eJFRo0aJv6kqKloK/XlD9VFgYCBRUVG4ublhZ2cnWpyEQ72qS6K9vb3YvocOHSI9PZ3Y2Fji4+Px9PRkwIABBAYG0sO7F9+F3y7DxsaG9PR0TExMyMrKQiqVEh0dTUJCAu3atcPKykrcW4RxcOHCBdLS0sjJyaF///7Y29vXUMCovsONGzcoKCjAx8en2WNa/wuozpomk8ke6rwlLVookUgkxMbGoq2tLX5nY2PDCy+8gI6ODu+//z6Wlpa88cYb9XreO++8w4IFC8S/CwoKGn1TuNPBMCEhgZs3bwLKRUlLS1M8/At+1cXFxeKBKTs7m8rKSlJTU9HT0yMhIYGEhAQyMzPp0aMHFhYWFBUVYWmp1EpZWlqKmpd//vlH1AZWX0jqqqMqDXFTcPgLLgTJyckYGxsDDdNHd/N9TklJoaSkhOLiYnEzGDZsGL6+vujq6hIWFoaDgwMODg5qWn0h5sfd3V3cAGp7/sWLF7kSrMGECRPu6kaVlZVFeXk5WVlZyGQywsLCKCws5OzZsxw4cIDc3Fz+/PNPZs6cyeDBg8nNzcXV1RV9fX2sra3VniXUuTGoGhuij+40N6ytrUlNTa3xToLFyMrKiuLiYsrLbmsKe/n4YGdtKR7MU1NTyc7OJioqCgsLC44fP05ZWRmFhYWYmJigra0ttrPgLgFKF4isrCyKiopwcXER+1toT7itFWxMwe9eMWjQIAYNGiRqcxt6HjUm2rdvj7GxMenp6ZiamopW7YqKClJTUgDlAdX+3/YXFAgZGRm4uLhga2vLxIkT+fPPP9HQ0EBPT69Oml/Vda25hZKm6CNVi8iAAQPE7wcOHChmCX/jjTfYunUroFSi9O/fnzVr1tCzZ09sbGyQy+UUFBSQm5tLRUWFeHAWYGdnh0wmIzQ0lF69ehEdHY2rqyt6ekr3yoysXASyAk1NTSwtLcnJyaFbt25qdY2OjiYvL4/i4uIWQ0DQUH0UHh5OcXExkZHKXErV3Z6quySqfp+Tk0NFRQW3bt3i2rVrvPDCC0yYMIHi0nK+Cz9eo6yrV69y/PhxOnbsiIaGBra2tiJjl7DmCejduzcFBQVYWFgorc9yeZ3rmo+PD3l5edjZ2WFjY0NQUFCtuYIaOha3uVBUVCTWPyMj477c1JKSksjKuq08qy5kFBUVYWFtS783d6p9L5PJkEqlPPvss2rfS6VSIiIi7kkwaYj3aCq0WKFEMHMOGjSIffv2ER0djYuLCwBGRkY89dRTJCQk8McffzB16lQsLCzu+kxdXV10dXUbtd7Vg/QcHBzU3DoEbaxUKiU1NfXfxU7p6jPv5ZfJupnOjRs3GDFiBB06dCAlJYWEhAQWLVpEYWEhnTp14u2338bQ0JDAwEBOnTqFqakppqamPPPMM+KBbfPmzVy+fBlXV1eee+450Ve4tmBs1RgVVbi7u4sLTlPC2NhY3ATuBXVZRJKSksT3qE1zL2wGHTp0EL+TSqXo6+szffp0sT8F/1nBrC4krfvss8/YsWMHffr04a233uLcuXNcDAoBlJvqli1bmDvrRdLS0urcaIODg4mMjMTc3FzcMORyOV26dCEsLIx9+/aJh+m8vDy++eYb3nrrLbp37y5qvupCVlZWgweO3k8f1TY36tK02dvb1/gtKyuLF154gfj4eFxcXNi8eTNllbcFLgtLS0YMG8r8+fM5e/Ys0dHRREZGUlpaipGRERYWFiQmJuLu7o6LiwvZ2dkYGhpy+PBhFAoFP/zwA3K5HA8PD+zt7TE2Nq4hFIGyXzIyMgDl3Gmp2sL7nUcNjfokyYuPjyc3N5cbN25w48YNNDU1MTMzo2PHjjh37gxp+QA88cQTAPj6+hIVFUVZWRk6/9KijhkzhiFDhnD58mVu3LgBwKlTpzhz5gy2trbY2dnh6ekprmv79u1jw4YN+Pj48P333zdBS9REU/RRt27dREsJoOamKpVKqaqq4ocffgCUipbg4GBKS0tZtWoV6enpBAcHc+LECSXbk5ERxsbG2NjYEBERwfnz5zEyMsLHxwc7OzucnZ1ZsGABeXl55ObmcvHiRTp37kxKagqgPERpaWvTu3dvFAoFJiYmanXt0KGDaD0QDk/NfYBqqD7y8PAQLSWCAisiIoLr16/TqVMniouLSUhIQF9fX03ge+qpp3B3dyclJUVUnvzzzz+kpqbi4n57P09MSuKc/xn279/PwYMHqay8HTqtqamJnp4ev/zyCxs2bFCr1+OPP87IkSNJSkoSGescHBxEZi25XI6BgQGJiYmYmJjw+uuvixZ5f39/ioqKiIiIqCGUNGQsbnPiXlIvVEdSUhLu7u41niGVStX27OJayrCzsyMiIqKGQHO/Wd4f5D2aEi1WKBEO8d27d+err77ixx9/ZP78+eLBUSaTMWHCBDZs2EB8fHy9hJKmwN2C9BISEsjIyEBbW1uZFK+0DFC+a0lJCZGRkVRVVZGZmYmvry9VVVWsWLGCsLAwtLW10dbWpl27dvj6+nLu3DmMjY0pKSkRXTaSk5OJjY3lyJEjVFRUEBoaSteuXfHy8uKRRx4RNbzCARGU/qkmJiZYWFiobQA+Pj6tKstxXRaR9PR0tLW1uXz5MsXFxWpBmAItYvv27UVLlIWFhXi/6kFeNchT9fkhISHcunVLTNZ44cIF9h/4G71HlBa8xIQEDhw4wJAhQ2qtd1hYGPPnz8fS0pIhQ4bQvXt3KioqkMvl9O3bl759+7J06VIKCwuRyWTk5eXh6OhIaWmpmLxM1QWpulDWUgJH71aP6n7Wf/zxB5988gkzZ85k4sSJBAcHEx8fT3l5OfHx8Uq6y46WQAIAN2/eRFsDnn76adq1a4dcLqewsBAdHR3atWtHv379GDZsGHZ2dhgYGFBWVsaTTz7J+fPnsbGxoV27dmKA9MiRIyktLVWj1xXmTHZ2NllZWbRv376NCrMeqA+xgLu7u+hiFRMTQ3Z2Nunp6UybNk0ZiHs6GICy0jJCQ0M5d+4crq6uaGlpERAQQGxsLFFRUcTFxTFy5Ejmz58PKLX+JSUlxMfHExISgqenJ3369KFPnz5s2LCBkpISrly50mRt0RwYMGCAmoWkelbwzMxMFi5cyNKlS7l06RKg3F+FPdXf319Udk2dOpXDhw+zevVq0tPTKSoqwt7ensTERCwsLHB3d6dHjx4kJSXh7+9PRkYGFRUVmFlYwb+Gq1u3btHF3ZXU1FTat2+vVldBIXC/ZBQtGT4+Pnh7eyORSAgKCiIyMpKsrCysra2Ji4sjPz9ftOD17NlTvM/BwQG5XE5paSkrV67kypUraGpqYm9vj2+/AeDyFAC//PIL69auES2lY8eORVdXl/Pnz5OamkpRURGBgYE89thj/PrrrwwfPhxQxu1evnwZmUyGjY2N2O9CHwh7iuBeFhMTI8bc1aW4bGlxQc2FrKws5HI5u3btUmuj+rpgCe7H/yW0KKEkISGBgIAA8vLycHV1Zfjw4YwYMYL58+ezcOFCdHV1mTFjhhi02rlz5ybX4quiriBlYTIKwdOJiYmkp6ejp6dHSUkJRUVF5ObmoqenR2DIFTBQui39uf9PKstLsLS0pFOnTujp6bFv3z6Rlaq8vBy5XI6pqSmRkZGUlZXRvn17hg0bRvv27fHz8yM5ORldXV2srKzIz8+nrKyM7du3k5eXx+jRo5FKpSgUCjEbb3JyMh07dqSwsBBHR0e1IPragsGrB91Dywlkq4sJRGAZERhl0tLSRE3U9evXKSkp4eDBg+Tn5+Pi4sKsWbNECmrh3aKiojh58iT6+vpoa2tz9OhRJk+ezIABAxg+fDhHjx6lS5cuJCUlUVJSQsjlEPo+8m8FJBLOnDnDjh07cHV1FS0tcrmcHTt2sHz5clGLsXfvXjZv3sywYcNYtGgRiYmJ3Lhxg0GDBvH7778TG6tkIpo4cSImJibk5+eLwfCCy5Gg6RJQfUzWhbqoOBuqf+uqhzBPBE0dwLfffsuiRYsoLy/nwoUL/PHHHzz55JN07dqV5ORkUeu7/88/AWV/r/v8c1at+JCgoCCkUilFRUX4+PiQlpaGhoYGBQUFYlzB/v37efHFF8nOzgaULnyWlpbY29tjaGhIaGgotra2xMfH4+rqioaGhhg0ffPmTQwNDamoqBDnk/Ae1edHUwVMNzbqG0QtWPzc3NzEsQ6oZRAHpSAfGxuLk5MT3bp1o0ePHshkMlJTUyktLSU6Opri4mK+/fZbvv1+G/SeBcBHKz6irFh5WNLQ0CAhIaGGBnD37t0EBQXx1VdfMWzYME6ePCkesisrK8WAX19fX65evYqVlRUvvfQS/fr1Y8aMGQAcPHiQCxcu4OPjQ48ePcRDeX0IIx404Lc+2bHvFMCemJhITEwM7du3x8PDQ4xZEKC6TgYEBJCSksKAAQN45JFHOHHiBPr6+nTo0IFevXpx9OhRTp8+TUpKCrm5ubzxxht11k1TUxMnJyceeeQRHBwcKC4uxtjYGJlMhpGhIfxLenrgwAFMjAzw8vLC0tJSjWxCT08PXV1dcX2USqViXJCgNMvKykJfX1+0oqgqBVrSfKtrzoCSelkg3TExMUFDQ4O8vDyqqqrw9PSkvLxcLTB9z549fP755+Tn56OpqUllZSXXr18nMTmVYe8rhZIVH31EZXkpLi4urF27lkceeUS8Py4ujtDQUDZu3MiFCxcYO3Ysr776qmgJbt++PbGxsbi4uFBUVERiYqJozdHX1yczM5O4uDiSk5Px9PSkoqKCpKQkDAwMRIF348aNBAUFMXjwYGbMmCGu89XboSX1UVPB3d1dTdBsQ91oMULJ1atXGTZsGH379uXatWsYGhpiamrKn3/+yeuvv05FRQUffvghiYmJjB8/ni5durBx40aysrJalPuETCZTO9AVFRURHx/P1atXiY6O5sKFC2Lwe3l5OZraugx7XymUxMbFoqulwWOPPYaxsTGhoaEsW7YMgBdeeIGff/6ZtLQ0VqxYwZQpU9DQ0MDAwIDk5GTkcrk4+fX19enevTvl5eX8/fffaGlpER4eztChQ8Vs8AA6Ojo4OTmJTE/C4r5jxw4uXLiAp6cnTz31VKvRBtcW0yGRSES2I4Eu0crKSlwAHR0diYuLo6CggLKyMjIyMpBKpSQlJXHjxg20tbXR19fnypUrJCcnc+7cOfz9/amqqmLnzp3Mnj2bhQsX4uLigoaGBoGBgWzduhV50e38Ge+/9z7Ll77LV199ha+vL0OGDKGgoIAJEyYQFBQEQN++famoqODSpUuEhYURFhbGd999h5WVFfr6+vTr1w8NDQ1xAx87dixmZmaUlZURHR0t+iHXthFWH5Oq16kKIo1pUblT7gGFQoFcLkdXV5eSkhK2bdvGihUrAKXiISYmhn/++QeA7du3iweWvLw8PvzwQxymfgIotVLvvPMOr7zyCn379qVLly6UlZURFRWFlpYWly9fZtCgQWzdupX58+dTWlqKm5sb/fr14/vvvyc6OpqJEyequRwIlkjB3J6VlYWFhQWFhYVYW1s/NFrchkJ0dDS3bt3i4sWLFBcX065dOzp27Fijzy9evEhaWhppaWnk5eXh7+/PsWPHCAoKqpH8UVNbl2H/CiVXLl+msrxU7XdjY2MGDBjAsGHD6NChA4sWLSIuLo4nnniCzz77jJ07d5Kdnc3Jkyd577336NatGzNmzGDLli0AzJ07lxs3bnDmzBlmzpwJKBPX5ucrk56am5tTUlJCWloaBgYGLS6Hxvfff4+/vz8DBw5k5syZJCcnk5ubK1oxqq+J+vr64hy6efMmcrmcW7ducfToUfz8/Pj2228pKCjAxsaGjRs31si23rVrV4YOHUpJSQkJCQnEx8eTmJgorkXR0dGAUhB1dHSkpKSE1PSbDHt/DwDHjh7F79QJhg8fjo6ODu3bt2fJkiWiRlggbhHqLQiqqampdOjQgdLSUnJycnB0dGzR+TFUD9nV1z/Bcu/s7CxaB4W1PjQ0lO3bt+Pi4sJzzz3HoUOHWLNmjdifv/32G4aGhuzbt4+9+2/3jYGhIe8sWs6LL76IoaF6Xh9bW1ucnJwYPXo0r776Kj/99BPr16+nR48eGBkZUVRUhKenJ0OHDkUul1P2b6yeQBKSnJxMfn4++vr6VFZWoqWlpUxeq6lJdnY27dq14/jx4+Tk5FBSUiIK921ow72iRQgl2dnZTJ8+neeff56PP/6Y/Px89u3bx/PPP8+oUaPYt28fCxcuxNTUlJ9++omnnnoKBwcHioqKOHDggBjY3VzIzMwUXWiq+/YbGBhQUlLC999/T0xMjNpvOjo6mJp3FP/+9ddfsbO2JDc3FysrK3799VcqKip46qmn+Prrrxk3bhyTJk1i586dZGZmIpPJKC0tJT8/n3bt2hEZGUl2djaPPvooI0eOpLCwkA4dOpCYmChSOCYlJVFWVkZlZaXoxqKnpydq2NLS0jh27BiFhYWEhobi6emJp6dni13460JtCfIE5ivVg7sgsGhpaREYGCj6xaampopuQs7Ozhw4cIADBw5w69Yt4HaSt2+++YaAgAA+++wzpFIpmzdvVjIGWd8OEJw1exZxMZHs3LmTOXPm8OGHH7Jz506Cg5UuKfPnz+f9999HS0uLuLg4fvnlF3777TcSEhLEDV4w2QMYGhri6+sL3A7ST0lJoUePHqJZXWAUKy4uprS0FEdHx1ppaAWLmapg0hiHLUHgiYyMrPVQJ1gcVqxYwbZt2wB47bXX+OCDD1i2bBlffPEF//zzDz/++CPTpk0jPj6ehQsXEhcbi8O/z+jStStXggNZu3YtS5cuFbO5S6VSDA0NuXnzJv379+fChQuAMgbhu+++Q0dHh9OnTxMXF8ehQ4d48cUXcXBwwNXVVc1dT6hzREQERkZGAKJPuKOjI25ubmrvfDfWt4cRLi4uREZGoquri6amJvn5+bXGURkaGnLt2jUOHz5MkYoAD9CuXTtcXV2xs7PD2toau05OHP6XifXbb7+ltLiI8vJyysvL6dmzJ71796awsJBvv/2WNWvWMGHCBKKjozlz5gxz587l8OHDbNy4kWvXrlFWVkZAQIDaoalv376cPHlSzcXJ29ubixcv0qlTJzF+yNHRsd6Ce32SpNaFxMREunbtWu/r/f39yc/PJyAggJkzZ2Jra0tJSYnoXlgXBCKHmzdv0qVLFzGGs7S0lJCQECoqKjh06BAAI0eOZMKECQwePLhGjp6Kigr09PSIj4/Hz8+PkydPcvLkSW7evCmuX5rat2M5+/brh//pkxw6dAh7e3t0dHS4du0adnZ2nDhxggsXLlBZWUmXLl3o2bMn1tbWNSwlJiYmovWtpUMulxMZGYmmpiYSiQQzMzN0dXVxcnJCQ0OD7OxsNWKP7du3U1ZWxsWLF4mKiuLLL78EYOjQoezatUs8YyxcuJBZc19m2kYlXfbFCxdxsLNWS3tQHbq6unzzzTe4uLiwfPlyLl++LM635ORkOnTogEQiUQuGz87OJjU1FW1tbQwMDPDw8BB/u3LlCvn5ynivTp06UVJS0irzJLWh5aBFCCWpqalUVlby0ksvAcpNacSIEbi5uREbG8ujjz5KUFAQM2fOZOzYsdy8eZPy8nKsrKzo2LHjXZ7e+BDcOpKTkwHEQ2FcXByWlpZ88sknxMTE0K5dO+bMmUPXrl1xc3PDzc2N8kqYsuEUAJUVFcTGxoouOqDUSn3zzTdIJBJGjx7N119/zezZs0XNcW04d+4cQUFBODo6oqury+DBgxk2bBig1JoLlpKKigoiIiKIi4ujuLgYXV1dzM3NcXR05MqVKzg5OZGcnEzv3r3V6AxVA9paKurrk3z06FFCQkLw8fHhvffeE7+3trbmxo0byOVyxo8fLwbOWllZ8cUXXzB69Gj+/PNP5s6dS1hYGFOmTKF///4cP34cLS0tNm3axNeXlc96/vnn+fTjVVy/fp2AgACRLU4qlfLll18yadIksVwnJycWL17MRx99RHBwsBioGxAQQGFhIaA80O3evZvQ0FAsLCzw9fXFxsZGNLVraGiIAklISAgGBgaEh4cjlUrFA5IQ7KoaO1ObRaWhIAg8t27dqvVQJ5VKOXv2LNu2bUNDQ4NPP/2UF198EYAPP/wQPT091qxZw5IlS3jiiSfYs2cP/v7+6Ojf7ts/9+/nmaefIiAggHfeeQdfX1+MjY3Jy8sjLS2N+Ph48dp3332Xt99+W2SkW79+PePGjcPPz4/Kykq+/PLLGu6Awly5ePEiycnJ9OnTB1tbW4qKijhy5AghISG4uLiIcVj3m/G6NcPLy4uePXuqKWqqv7tCoeDy5cvs3bsXUK5JQ4YMoV+/fgwePBgPDw/RDa6srIxKhQaH158E4IknJqGloRCD2wUcOXKE999/H4CtW7eyefNm+vXrx5o1a/jjjz8oLi5m7NixxMXF1WB8mj59Os8995z493fffceVK1fw8fHB2dmZkpIS9PT0sLOzIzs7u16C+/1QRQtITU29J6FkwIAB+Pv7i+yFAoFEYGAge/fuxc3NrdbYwKSkJKKjo3F3d1cTNKytrcnOzmb+/PmiUmzHjh1ifo3aoKGhgZOTE05OTsyYMYPy8nLi4uIIDAzExsYGN8+uvPS9Ugmzb98+Xpk7m19//ZXY2FgkEgkLFiwgKSlJHDdC/q2OHTvSt29fbG1txTEhtH1jJ05uKBQVFYkEJcJh3tHRkXPnznHz5k3s7OwYN26caCnq0KEDgYGBpKenEx6u5Pt94403+PDDD2uMe1XcLa5WSCvg7OzMwoULcXR05KWXXiI/P18kxVmxYgW6urpER0ejra3NyJEjGTRoEJqamnh4eIhkMQqFAjMzM9E1sLi4mOnTp5OTkyPGt6oGyQtueA2dvLkNDx9ahFACSqq9q1evilL2rVu30NHRYf369bzzzjt88sknvP322416cLpXJCYm8tNPPxEdHY2XlxcjRowQDyHnzp0jPj6ePXv2EBUVhYmJCYcPH8bLywtQxodoaWlRqbjNkHHk6FH+2PMbAQEB2NjY4OPjw/PPP692qJ45cyaWlpacPHmS69evk5+fL8YRCLTBhYWF7NmzR7znu+++Y8yYMeTl5TFo0CBeeeUVUWhKT08XKTIdHBxIT08XN3Bzc3OcnZ1FlhC5XC6ybKgmerpf6sb6sPLcL+qbaTYkJITMzEz8/PxwcnJCJpNx+vRpgoKCMDEx4b333qOwsBBzc3NmzZrF3LlzxeDM8ePH4+XlxfTp07l48aKYMXXdunX/0pEqSRmOHjnCkPNnWbFiBZaWlvz+++/4+Pjw3Xff1UkvKZFI8Pb2xtvbmzfffJOSkhJ+/PFH5s2bh1wu54cffsDCwoKkpCSee+65GhY6gVHMy8uL0NBQkcmtelZzAwMDHBwcSEhIICoq6o6ZmB8EgpVB2Jjat28v/l8I5hPouufMmcMLL7yg1hZLlixh586dpKen4+fnJwrl06dPJ/nf64yN23HgwAFeeOEF9u3bh5+fn1oddHR0GDJkCK+++iqPPfYYJSUl4m/Dhg1j48aNvPnmm5w9e5YJEybw22+/0adPH9GyFhcXR1FREUFBQXTs2JFLly5ha2srau2Lioo4c+YMxcXFYp6Fffv2ERYWRr9+/Rg3btwDtWFjzpe74eDBg5w6dQonJycmT55cYw0+cOAAR48epVOnTjzxxBPY29urHR5BmSAxMDCQ/fv3i/33+uuv8/HHH6OhoSGuifeKzMxM3nzzTbXv3n//ffz9/fHx8eGpp54SLTI9e/YUGaX09fXVrNvCmvbPP/+gqanJn3/+ybPPPouuri6Ojo7A3XPvCHgQqujaGN/uhOeff57nn3++hutmRESEyIwkk8lITk7G1NRUZBJMS0tDS0uLtLQ0NX/3uLg4vv76azIzM+nUqRNfffXVPR/+JRIJ7u7uYsxnSVmF+JuOtg7btm1j8ODB7Ny5k3PnzhEdHc28efNEly9PT08KCgoIDg4mODiYwsJC7Ozs6NmzZ51ngAMHDojW7vHjx6sdgpuTXtjAwAALCwucnJzQ19enqKhIHHM6OjpERESorQ1mZmZYWVmJpAPr1q3j1Vdfpby8vNbn14bKykpOnDhBcHAwV69eJTQ0lLi4OKqqqpg6dSpbtmzh8ccfJz4+nmXLllFWVsbVq1e5evWq+AwdHR0yMjJE5q6ePXtSVFQkKhvMzMxEC4+enh4WFhZi4ke4nZVeUMoIgrqg1BGEk9q8GloKNDQ0GDx4sPj/xipjwICBjfJs1TIa+z0aCi1CKLGyssLJyYkdO3YQExODp6cn06ZNY+bMmTz99NPs2bNHdH1qLs1Ibb76N27cICYmhqKiIuLi4ujevbu44BQXF/Pjjz+SmJiIkZER+/fvp0uXLuLCIphYK1Ro+5wcHWskdxQOPKro2bOn6L6jep2xsTGVlZUEBwdz9OhRDh8+TEhICOnp6Xz33Xd4enrSrl07QkJC0NPTIy0tjYiICLS0tEQt+82bN9HU1CQvL4+pU6eKC4aHh4caLbNqoqfqC359Az0bk2FF1Se5en0qKirEuvTq1YuLFy/i7OwsLp5hYWEkJyfz+eefU1hYSL9+/dixYwdFRUVs2rRJFFomT57M4sWLlcG4337Lpk2bmDVrFi4uLkx4YjKD3v4ZgE6OjsRGRTB37lwmTZrEiRMncHZ2Fk331RloqruzgLJ/hQSNgi+vjo4OZmZmZGdnY2pqKr6r4FJkaWmJq6srNjY2ZGdnY2NjI7aFqtCmUChITU2tNclnbUGKDwKJRCK6CKSmpnL9+nViYmKwsLAQtYJz586luLi4RgbiAQMG8Ntvv7F9+3auXbsGwJQpU1gboGyvgsIC9LQ12bBhA87OzqxduxZLS0tGjRrFoEGDGDZsmDjOBKYb1XH39NNP07lzZ15++WViY2MZNmwYK1euxN7eXqQ7PXbsGDKZDF1dXSwsLMjNzcXa2hoPDw9iYmLQ1NQU3ens7e2JjY2lqKiIS5cuMXbsWLV2qE+7ql7XGPOlvv0ZEhJCVlYWubm59OnTB5lMJgabg5Ll6tatW+Tl5REYGEhgYCDGxsZ069YNIyMjtLW1CQsLY8OGDURGRqKhocGKFSuYMWOGmE+ktLS0BkVsRkYGR46fBJQxU2FhYcg6tFMb77NmzSIzM5POnTuze/duJk+eTFxcHO+88w7ffvst69ev57XXXsPf3x8NDQ06deqEsbGxmCROoNVOT08nPj4eIyMjFAoFpqamSCQSHBwc7siAU9scuRPd9d1Q3T1KgGpcgkwmq1FuVVWV2oHD3d1dXLMFN0+BabCoqAgnJyeuX7+OlZUViYmJhIaGEhwcTFBQEP7+/mhqarJlyxZ0dXXF/aqoqKgGrX5+fr6agA9QWFgoujgClJbf3ufy8nLR1dbkiSeeYPjw4eTn57N//372798vxl5GR0fz999/M3PmTDQ0NOjYsSPbt2/n7Nmz+Pj4MGPGjBrvGxwcTFVVFUFBQfTt21dMjpqent7oiU1rm0cC8YBq1vOqqirxsG5qakp+fj7W1tZq93t5eXHgwAEKCgro1q0bL730EmVlZWRnZ9cQ2nMLbon/v1V0i4oyTc6dO8fSpUsJCQmpta4///wznp6eTJ48mfnz52NqakpOTg5lZWXcunWL8vJyjh49KvZDQUEBRkZGuLq6Eh0dzbVr14iNjcXY2JhHHnmEvn37ivnU9PX1xbhHIWapY8eOKBQK7OzsSElJobCwkOvXr3PlyhXGjh2LgYFBi2Va09fX59SpU41exj//HGLCJ4cbtYzGfo+GQrMLJQqFAplMxhdffMHSpUvZunUrCoWCl19+WQx2NTc35/r1681c05ro2LEj5ubmVFRUoK+vT0VFBYmJiURFRfHNN9+QmJiIgYEB+/btqyFEAGhra1OpuL0Iampp1VgUNTU1ayxEGhoatS6eGhoaaGhoiJSXCxcupLCwkJUrV/Ltt98SFhZGSUkJgwcPZtSoUWKeFGNjYzp27IhUKqW0tJT09HQ8PT3FxVMul4tae6FcGxsbkpOTayR6uhfU15pRX9TWJtU3i4CAAJH+cOjQoQwePJhevXqJLExSqRRjY2P++OMP8vPz8fLyYujQoTzzzDNcunRJ7Xk7duwgIiKCdevWsWrVKt5//31SUlIYPny4WlK/DRs28NPO7fz888/s2bOHc+fOsXHjRnr37o2enl4NDnyJRFLjQA7KNm/fvj25ubmUlpZiZWUlBiJGRUWJWt+4uDjkcjl+fn506tQJa2trBgwYQGZmJhEREeKhRtWtxtraWrR8NYXgn52dLTJulZeX8+abb6JQKBg9ejSurq6UlJTUGPfDhw/nt99+49ixYwAMGTJEmXcn4CKg1OzpaGuiUChYtmwZr7/+OsbGxkgkEgoKCsREbgK0tLRqHLC6devGyZMnmTlzJseOHeOtt97ixRdfpH///kybNo2goCD69euHiYkJlZWVJCQkoKGhwdChQ+nRoweJiYlq7dizZ0/Onz+Pj4/PA7drQ8+Xe4GXlxc3btzA1tYWfX19JBKJ2jpkZWVFeHg4RkZGxMXFcfr0aUpLS7G0tMTAwIDi4mJOnTpFcnIyUqmUr776CiMjI8aPH8/AgQOZO3cuurq6an1eVFTE+++/z559+8Ug6REjRzB54gTefvttrKys2L17N3/99RdaWlps3rwZa2tr0RVv7969zJgxg+nTp1NcXMzbb7/NmTNnkEgkPPbYY9y4cYPOnTuTm5uLmZkZlpaWHDlyhI4dO2JjYyO6eclkslrnIyCSZ6i6pAiZsu8Xdd0vxLOEhISgr69fww2m+r6gSkErWIGsra3FWAwzMzM8PDzIzMzk5s2bXL16lStXrogWxrffflstzgaU62N1F6LaFAgKhYKSkhIxR5BERXjQ0NRUu97KyooZM2bwyiuvEBsby759+zhw4ADR0dH8+OOPvPXWW+Tk5FBZWUlGRgbXr1+vMf5AGQd09epVjIyMOH/+PJqampiYmIhsnU2J8PBwEhIS6NSpkxhrlpWVpcYcNmjQIHr27Im5ubmacOXs7Mz58+cBWLFihTgnNDQ0+PPPP1mxYgXe3t48//zzuLp3Ee+TSCR89dVXrFy5krKyMgwNDRk+fLjoctWnTx/27t3LZ599xooVK/Dy8sLR0ZFZs2aJz8jPz0dLS4s33niDxx9/nLCwMFavXs2cOXPIy8vDxsZGJIG5ceMGUqlUVCZ5e3sjl8sJDQ3F2toauVwuJmOUSCTY29uL9NEHDhzA2NiY5ORkvL29W6RA0obmQbMLJRKJhKqqKrp06cK2bdtQKBTk5eWJ2iKFQsGNGzdq+AE3J4TcFjKZjI4dO3L48GGOHTvGhg0b1ILM9PT0+OOPP+jbt2+D1yEgIID58+czbtw4li5dWud1ZmZmrF+/HldXVxYtWkRsbCzr16+nU6dOIsOGkLU3KytL9GXOzs5m+/btnD9/HkdHRyZMmICLi4vISiQEjT8ImsNce+7cOVJSUkRNe58+fbCzs0NPTw9NTU0uX77M0qVLxbYwMjJi5cqV4v0eHh6MHj0ac3NzPvzwQy5dusSkSZPYu3cvFhYWPPHEE+Tm5uLueXu86ujoMGvWLHx8fFi/fj2JiYlMmTKFNWvWMHny5HrXXSKR0KVLF/z8/HB1dcXV1RVnZ2fkcjmamppcuXJFJC4AZZLRsrIy8vLyAPU8IdXdvQTN7t0OU+fOnatXXc+cOcPVq1fp1q2b2sFGEIZCQ0NJT08nMDCQI0eOUFpaioeHB1988UWdz6ye5+Xll1++Yx3atWtXr7pWh5GRET///DMvv/wyu3fvZvPmzXTo0IHMzEz09PQoKCjAxcWFX375hYsXL+Lm5oa9vb3o+iYcFDMzM3FychIVEuHh4Q/E2tQU8yU8PJzY2FicnZ3ViBHGjBlDly5dSE1NVaOYPXz4sEjY0L9/f3bs2HHHMdKxY0f27dtHZGQkzzzzDGVlZQQGBrJt2zbmzJnDq6++ipGREVeuXOH5558nOjoaTZ3bwmRZaSk7d+7k119/ZdSoUaLL5GuvvSauXX369GHGjBls27aN119/HT8/P2bNmkVhYSErVqzg9OnT2NnZsXjxYpHpSy6XY2dnJwb8mpqaMmjQoLu214PEjtwrhLgswSpxL2WqjkuFQkFWVhYJCQmiK5ehoSHu7u58/fXXFBQU4Ovry1tvvVXvuu3du5fPP/+cnJwc5HI5xcXFogJHIpEgM7fA6+VvAaUl9FZ+rigM5eTkUFVVxfDhw1m/fj0LFixgxYoVDBo0iEuXLnHhwgVWr17N0aNHycnJqbNfxo4dy+jRo/n000/59ddf6dq1K4sWLRLrIezbTk5OaqQejeEOHhsbKxKlqAolZWVloiVNUDKoKocKCgpYsGABpaWlDBw4kBEjRoi/bd26VWTjTE5O5o8//sCjSzdsnloFwLhx4wi+pCTxGDx4MKtXrxYFsrS0NGQyGS+99BIXLlzA39+f+fPnc+nSpVrXFIH5dOLEiVy5coWvv/5ajLsaMmQIZ8+eRaFQxnYJ7GgGBgaiAJWamkrnzp3VrPgC7OzsGDt2rCjMC14NrSE+qA2NjyYVSioqKlAoFGhra4vfqZpgBY2xcJiIjY3lhx9+4OTJk2oHw+aG4FuemprKP//8UyP5lo2NDa6urixZsoSBAwfW2xf06NGj7Nn9CydPnmT27Nli4GZt2LFjBzKZjI0bN/Lyyy/fNePs3LlzcXR05H//+x/BwcFs2LCBUaNGiexgv//+O127dhWTIZWVlXH+/Hlu3bpFSEgIffv2pUOHDq0+O6upqSk3btygqqoKHR0d0tLS1Fwzvv32W7KysvDw8GD16tWiy82SJUuYOHGiqH0DpTA3e/Zs4uLiePrppxk6dCiJiYk4Ojry/tL32RalXranpydHjhzhzTff5ODBg7zxxhvk5uaqBdjfDT169MDPz4+AgAAWL16MVColLy9PpCru2rUrvXv3Zvjw4SQkJIiMLlB7QivV2KD6HHDCwsLqVc8rV65QVFREaGiomlAi5HnZtGkTf//9t3jAGjNmDNu3b68xjpOSkkQ6XsFNKjw8HFtbW8aNG0d2XkG96nOv0NbWZvPmzZiYmLBlyxa++eYbfH196dChAw4ODqKlUF9fn8TERCXtaWqqmuuNKrMZ0CISWN4NsbGxyOVyYmNjRS26UOfi4mLR6iEkkfT396ewsJCMjAzS0tJEgWTEiBH06NFDZBwSqLWnTJmCubk5EydOpKysjKFDh5KSkkJMTAyrV69m8+bNjBw5kj179lBRUYG5uTlr121gl9ITh+++/56NG9YRGBgoUtX6+Pgwe/Zstfd47733+Oeff7h+/TozZ85k165dvPnmm9y6dYv169ezc+dOTp06JQZ529vb0717d7y8vLCzs6u3dv1BYkfuFebm5pibm4v++Q9SpjA2T506xe+//45cLsfe3p709HQMDAzYvn17veN7zp49y7x589TyjahCoVCILnoAh/7+uwatM8CxY8cYN24cO3fuRCaTsWHDBvr3789ff/2Fg4MDU6ZMES2+goAv7MPW1tZqygAhF5dgnRAsyIKrNTTufHR2diYhIYGSkhJ++eUXXF1dsbW1VWO1Eg7jguJ13bp1bN26ldzcXAA++ugjtYP6N998AyiZ0Dp27Mjvv/+ujAP89/cr/zJpvf3220ydOrVOb4pPP/2U8ePHExsby8KFC9m0aVOt79C+fXv279/PE088QXBwMN988w3vvPMO9vb24rsIWegLCgq4efMmsbGx2NjYMGrUKGQyGaampmRnZ4txTUJbP4h7Y1NCNedXQkJCoyiFioqKcHR2oce8LQ3+bNUyGvs9GgpNJpSEh4fzwQcfkJaWhrOzMyNHjmTq1KloaGioJbQSkJGRwY8//sjOnTs5fvx4DbrN5oJcLqd9+/aUlJTg4OAgWhsGDhzI+vXrcXBwUPOlvRMUCoXaIe+lF18UF+t169ZRXFzMRx99VOu9Cxcu5N1332Xz5s3IZDKxHnfCqFGj+OKLL0TXlEcffRQXFxdOnDhBXFwc2dnZDBgwAJlMRnZ2NgMHDuTSpUvY29tjbm5eQ7t+N9SldW1qCC41oPQ7vn79Ojo6OmRnZ4vEA6DUZKWmpgJKrVP37t2xtLQkPT0dJycnkZFLgKOjI3v27GHChAkkJiayY8cOQGlyVwrWNfvEwMCAr7/+Gmtra7755hs+/PBDKisrWbp0qbiJ/J+9t46vuvz//+/n7KzHemPFNljQI0Z3d0kpjaCiIiGigIqESiglEoIoIIqAlKR0M2BjxFh3d29ndeL3x/F1ucMGom9RP9+fj9uN242desX1uq7rmY+H1DAdEBCAkZERtra2WFlZ4erqSt++ffnpp5+IiIhg7ty57NixAw8PD06cOIGFhQVJSUkMGDBAaG2UlZURGhqKUqmkSZMmNZqPq/cGPcsm0axZs9/9DECLFi1EpuRxzJ49WzAv1atXj3nz5vH666/rrQGVlZXMnDmTPXv2ALoSj+bNm9O5c2eaNWvG2LFjn8gE9FdBLpczbdo0tm/fTlFRkWA/c3JyQqVSCfG9Ro0aiezU9evXRUljbGwsJiYmtGzZEuCpBtC/Za54e3uL84DfsmuSMfXgwQPhgElGaHl5Of7+/sTHxwuB2Lp164pA0uMN7EePHiUzMxN7e3t2796NXC7n4MGDbNy4kbi4OPbv3w/AiBEjWLhwIXYOTnwfq1snO3fqTMd2bYR2jb29PVOmTKlhEFtaWrJp0yYmTpzI2bNnGTt2LJs3b2bx4sUYGRnx2WefkZycLBgTJUydOpVVq1Y9kS3tcbKBf8K4ql+//h865uOBByk7pFaryc7OJjQ0FCsrK0HfO2bMGKEv8ntIS0vjrbfeQqPRMGzYMObNm4eZmRlVVVU4OTlhZGREQUEBqRlZrAvQHXfJkqXYWFng6OiIsbEx9evXJycnh6lTpxIfH8+wYcNEyfPbb7/NunXr2LdvHz4+Pri5uXHt2jVsbW25f/8+ly9fxszMjK5du+Lp6cnZs2fJzs7G0NCQXr16ieyElLWsLVPyPCCttXv27CExMZHLly8zZcoUOnTooFeqpdVq2b9/P/PmzRN7S8OGDVmyZEmNku9x48axdu1awsLC+Prrr1m8eDFrN2xE4hS0srLm4vkzGBsbPzXrYGdnx5o1a5g6dSrffPMNvXv3fmLG3srKisOHDzNs2DAePnzIRx99xEcffUSDBg2EE+/t7U1RURGXLl0iPT2dyspK5HI548aNw9TUlJycHLGG5OTkEBcXR/369f/Rde6PICcn57kfQyoff574O67jr8Df4pRERUUJ9pm+ffty4cIFPv/8c86ePcvOnTsxMDCgsrJSr1bV2tqal19+mVdfffW514Q+rjr6JLXcyMhI7t+/j52dHc2aNRPGIiBeKygooKhIP3qbl5cnIiLx8fHcvHmTixcvcu/ePfIKikS9tJWVNQP69cba2potW7bw1VdfkZOTw9atW/XOR6lU4uXlxb59+8S5FRYWoq7WNA+6zJQk0uTj44OFhQVDhgyhUaNGREREEBsbS69evbC0tMTIyAhHR0fR42Nra0vDhg1rvVeP40kL4ONR1+eNJzUbpqWlUVFRQVxcHBkZGSgUCmEoSRGfgoIC7t69S1paGoCICA8YMICdO3eyf/9+unfvTmZmptAqkfDhhx8ye/ZsysrKcHR0pHXr1ly+egPQ0VUnJiSgkENBQQFJSUnEx8fTpk0bcnNzOXjwIJ9++inJycn4+Phw/vx5AgICnupktmnThpycHE6ePMnmzZuZNm0a1tbWqFQqunbtipmZGVlZWVhYWJCQkIBWqyUpKUlvPLVaLfn5+aLu28fHp9bn/vF7WltvVPXPSp/v2rUrnTt3RiaT6al8x8XFCdG6tWvXCvrQ6oJ5BQUFjBkzhrt37yKTydBqtUJoT8KBAwcAsLFzpO2cbwGdonDXTh1wdXWtYaRKXPrVIQk2Pv5a9XtQvRxTpVLh7e0tyhGmTZumZ7wGBgaiVCqFYys1uEqGT3UD6PH7+nfPlSfB09NTlPSA7pwlh6S0tJSkpCRKSkpQKpU4OzvTsWNHjI2NqVevHg8fPsTZ2ZkTJ07w/fffM2jQIEaMGEF5ebne2i5FfAcMGEBiYiKgq0eXtEROnz7NgAEDGDBgAFlZWcgMftuw8/JySUvRKUkPGzYMgOjoaFQqVY1y0nr16rF582ZmzpzJ5cuX6dSpE0uXLuW9997jxRdfJDo6msTEROLi4khNTeXEiRPs2bOH4cOH07Zt2xoCdFqttgbNc21z5knUp39leYpWqyUxMVEcx8PDQ+9cJCdX6pmpqKggODhYCEA6Ojri4OCAXC7nzp07gh4eECySSqVSr6oBftvLQBc4GDduHDk5Ofj6+rJw4UJR2ldSUkJZWRllZWVCmwOSAOjfvx9GCp1hLtGum5mZsXXrVubPn09ERAT9+vXjyy+/5M033+Ts2bM8evSIffv24e/vj6WlpWCbjI+PJzJSl5Lu3bu3TiPqV90yKXhoZmaGra0t9vb2gg0M+EsdkurzWRoXqUzr+vXryGQyzpw5g5eXF3l5edja2hIdHc28efMICgoCdHPv/fffZ8iQIVRUVNQIukyYMIEff/yRlJQU1q5dyzvvvMPLU6fy0S86Z2bDFxuoU6cO4eHhNda1rKwsEVQBXWBl7Nix7N+/n9dffx1PT0/q1asngq7VIZPJ+Omnn1i1ahXXrl0jJiaGuLg44uLiOHLkSK33Y9WqVQwaNAgDAwMePnzIrVu3BEV7WVnZH1rn/knWwf/w9+O5OyVarZbvvvuOvn37iqjn/Pnz2blzJ9u2bePFF19k//79YtPauXMnvXv3FjSh/xbIZDLi4uJQqVTcvHmTevXqCVEh0EUDpab0xynXoqKiOH78OMeOHSM9PV3vPWOz3za+7du3U99DF2W1t7fn448/5uDBg9SpU4c1a9aI37WxsalRL69Wq4mOjmbBggXMnj2bXr16YWRkxLZt23j33XepW7cuS5YsYfLkyXz44YdMnDiRTZs20b9/f6ytrUVpjLSp5eXl/emaW+k3qkdd/6l6UZlMhrOzM6mpqeTn55OTk4NarcbX1xcfHx+hSCvV/0rMV5aWljg4ODBjxgx27tzJ+fPnKS0txcHBoUbDdNOmTVm/fj3z5s3jrbfewsLCAjt7O/g1qeLq5kZqUgL79+/n4cOHlJaWUr9+fd5++21MTU3Zs2ePyLJIcHd3p0ePHhgaGpKfn09KSgpKpZLIyEiCgoJo2bIl9+/f55NPPiEuLo5p06bRtGlT2rVrR2pqqtgkPT09SU5OJjMzk02bNtG8eXOcnZ1JTEykqqqKevXqYWRk9MTI6+Pj9kfGsby8nNLSUu7du0dVVRU3b94U7HJvvfWWKLmRFIJB1zg8ZswYoqKiMDMzY+XKlbRs2ZKYmBgCAwPJysoiJiZGqFYXFf3mbKxauZJPqyqwtbWlS5cudOvWjdGjR1OnTh2srKxqlIYZGxvr9UdI11d9Q5c2QYVCIdjrQEdvK7G2tWrVCnt7e5ycnKiqqhLlclJj8bMwbf1Tc+VpjHjVBSM1Gg3R0dGYmZkREhKCr6+vyOK5uLhgZmZG9+7dSU9PRy6Xc/ToURYvXswLL7wg+rVAlz26ePEiMpmM0aNH693r4uJiBg8ezODBg8Vr5ubmvzqBunXTzs6O5MT4WhmvaithHTp0KI0aNeLNN9/kwYMHvP322wQEBLB69WpRr19ZWYmVlRXDhg3j/PnzrF69WvSqVKcrle4P/FZiXFtT+t/RZyKTyWocp/q5SKxvcXFxWFtbC/ZKS0tLKioqUKvV5Ofn4+3tza5du1i8eDEFBQXI5XJ69+6NgYFBDeIB0Dna0ph99NFH3L17FwsLCzZv3qzXO1BZWak3HhVVvwUJTExNMf7VKTEwMBBz0M3NjZ07dzJ//nxu3LjBjBkzWLt2rdinbt26xaZNm3jxxRe5dOkSBw4cEKVOW7duFaWVUtlfaWkparWali1b1jqn/sp5Vv23kpOTKS8vR61W07hxY+rWrUt2djbFxcXk5OQQGhrK2bNn2bNnD1VVVRgbGzNjxgzq1q2Lq6srcrkcAwODGg6hq6srq1atYvLkyWzatInBgwdTz7MB0kbTpXNnjA1133vcoS4sLMTW1lbvtRkzZhAVFcW9e/eYMGEC+/btw8XFpYZtIZUsb9iwAdBF9W/cuMGDBw8IDg5GpVJhYGCAXC5HoVBw9epV4uLiOHDgAG+++aZwkO/cucOYMWPw9vamQYMGz3z/nydL51+NpKQkvYyE5Oj/h2fHc3dKJOrP6mUvZmZmTJs2DRMTEzZv3syiRYtYuXIlN2/eZMWKFVy8eJFdu3Y9kfHkn4LEVR8REUFISAjx8fFi0a6tb+T27dssWLBAr+fEyMgIf39/GjVqRNeuXWnYuBnLzukUgxWK3653+PDhyOVyli1bxs6dOykvL+fzzz8Xk/LevXtcuXKFRo0aMWDAAACmT59OTEwMt27dIi0tjfz8fFH+lZmZyZtvvsmGDRv4/vvvad26NcHBwXz77beMGjWqRtRCSrnWluKuXmf+NIdFUoP/pyGVWJw7d44WLVrg6OjI+++/L96XtEny8/NFNF7aUBs3bkzPnj25dOkS27dv5+WXX671GEOGDGHw4MG1LrTvzJtH2KOHeq/Fx8fz+eef8/777+Pv78+yZcvw9vamT58++Pv7065dO73fiouLw8bGhsuXL/P2229z//590f/z888/06lTJwYNGiSuR6pXloSrzp49K5zaiooKQeEolTI8D0ibibu7OyEhIWzfvp3c3FyaNWvG0qVLa3z+/v37jBw5kpycHBwcHNi4caOgoG7ZsiWOjo56dfSlpaXExCfyw6/EfD169ODWzevk5eVx7Ngxjh07Jho0fXx8aNOmDS4uLn/IGJE+K2XVQLd+nThxgujoaB49ekTTpk3JycmhYcOGej0lf8QgbdKkyT8yVx6PQj6N4UvKWDs6OhIUFCSceSkL1bZtW8rLyxk3bhzXrl0jNjaW77//nvHjxwO652716tWALuP2v2TAL1++zA8//EDfvn0ZO3bsUz/r4+PDyZMnWbt2LV988QUHDhwgICCA7777Tq+8cOHChZw/f567d+8SGhpKly5d9AwiQBjqTxPD/Lv6TJ52HMnJtba2JioqCiMjI0JCQrhx4wadOnUSAT+JulrKVLZp06aG8VobDhw4wI4dOwBduepfFUA0NTVlxYoV7Nixgz179rBgwQL27dvHkiVLeP/999m/f78o7wNwdnamQYMG3Lhxg5UrV/Lll18yffp0TE1NRcnak/BXRuCr74nVx8Xd3Z0xY8bw1VdfcejQIbZt26aXFR40aBDjx49nwYIFIsDp7u7O6NGjmT17do0m8WHDhuHv78/du3eZNm0ah48e+9PnLDHWjRo1ivj4eEaMGMF33333u32jdnZ2DBw4kDFjxui9XlVVhZGREV9++SXz58/no48+wtfXl7Zt23L+/HksLCyIj49nwoQJf+h+/5Osg38ESUlJNG7cuEaGS+qJ/A/PhueqoiJFs1q3bo1arSYiIkK8Z2pqypgxY+jbty+XLl0iPz+fTp068d5777F8+fJ/nUMCOgPV2tqaxMRE8vLyaNCggTD0Ho/cqdVqpk2bxoMHDzA0NGTQoEHs3LmT8PBwDh06xPTp02nbti3GJsa1HQrQRfmWLFmCXC7nxx9/pGPHjpw7dw6Ab7/9lmnTprFz505AF5WurgSfkpJCcHAwRUVFgj4RdFmbLVu2iMxUUFAQzZo1w9raWm8Bl7QYajNYq7M4/V9BdnY2Tk5OGBoa0qpVK0pLS8nOzubGjRt8//33bNq0ia+++kqU3lVfmKWIqsQy9CQ8ydiNjIwUirhz585l6dKlgg7x4sWLjBw5kgcPHnDo0CHeeOMNvLy8nvhbPXr0EI5mRESEMJzeeust5s+fT1BQkKD7lBbxyMhInd7D2bMAgv65devWwhkNCwv7y8dTYmPp3Lkzrq6uQiV4586dNbJN+fn5jB8/npycHFq0aMGOHTuEQ/K03/f28hZ/f7dnDzExMRw8eFDXi2BnR1xcHEuXLmXChAk0bNgQd3d3XnnlFS5duvTExtzqkM5TKnOT7quZmZkQFUtJSSEvL4+oqKgn3sPS0lKysrJq1aD5J/G40S09O5IC8/fff88333xDVFQUHh4edOzYkZ49e2JoaIhGo+HUqVPExMSIxvecnBzS09OFYXv16lVA1wzdpEkTkREcOXLknz7nW7dusXr1apKSkvjmm29E+cvTYGRkxKJFi9i3b5/QJ3nllVf0+iY6deoktKQk2mnpGZYMV+n/T4Onp6focXieeNpxmjZtyvDhw7G1tcXU1JTy8nJRehUbGyvWN2nNz8rSBcZ69epV67HS0tI4ceIEq1evZtSoUbzxxhsAzJs375lYyqpj7969NXp5qkOhULBy5UoGDx5MVVUVEydOpF69enoZND8/P7Zv305ERASnT5+me/fuVFRU8OOPPwqdsKioKG7cuCFKBB/H48/+/4Lqe6I0LpKz2LZtW44fPy4yWxJV76FDhzh69ChXrlwhNTUVIyMjzMzMSEpKYt26dTRt2pT33nuPxYsX89JLL9G1a1ccHR25e/cuoGO4epxk54/Czc2NI0eO4O3tTXp6OsOGDdNz+v4MJEeqpKSE/fv3M2TIEN5++22aN29OixYt/vA9l8oN/+1OSU5ODkqlku+//567d++Kf+Hh4f+qqp9/O545U/Lw4UOaNWuGXC7n4cOHT/2sFH2SDKtBgwaxfPlyPvvsM7744gvRCG5pacncuXNZs2YNFy9eZNSoUbz66qt/9lqeCz7//HOuXLlC7969efvttwkJCcHZ2ZmysjJmzJhBSUkJAQEBNSIyV65cIS0tDWtra3755ZdnfigrKyvJy8sT3OUDBw6kWbNmzJ07l+TkZMaOHcuoUaN4//33+eKLLwRD1+M1pLa2tkKDQ9LXqFOnDuPHj6e8vJxbt25Rp04dunTpQnR0NNnZ2ZiamooNTmLKUCqVZGdnC0MMamdx+rfg/Pnz3L9/n5YtW9KnTx/xek5ODh06dKB79+7IZDKOHDlCfHw8+/bt00uxOjk5MXfuXPr160dpaSlarZYff9SJIErihaDbxG1tbZ+ZoWb16tWUl5eLemcpKnXnzp0nfqesrKxGeRHosjJfffUVSUlJvPXWW1hZWXHy5EkOHz7M4cOH8ff3Z8GCBcTHx3PixAlu3LghDPDly5ezYcMGxo0bJ869OktUdWcsKyvrf6LNNDU1Fc+MlEls0KCBXl036Az+CRMmCCHOkydPkpSU9IePBzrjs02bNkJb5scffyQ8PFzQgebn57Nv3z727duHm5sbEyZMYOLEiXh5edX6e+7u7tjb25OTk8OWLVtQq9W0b9+eF154QZS+SQwzJSUl7Nixg6qqKvr27asnlvh4WdS/BU+LQqakpJCQkCD0WOzs7AgMDCQ1NZWqqioqKytRKBScP3+enj17YmRkRE5ODhcuXCA6Ohp7e3sWLFhAQEAAI0aMoKSkBFdXVxYsWICHhwdhYWHk5uZibGxMnTp1UKlUWFtbU6dOnScGpW4GBLBhwwY9h/KLL75g8+bNz3S9bdq04eLFi3Tu3JnY2FjWrVvH/PnzAV3/mRStVigUhIWF0aRJE8zMzMjOzubgwYPExcXRvXt3vbH9N8Pe3h5fX19MTU2xtrbm/v37NG/enMrKSiIiIrh69SotWrTgzBmdcNvj9PVXr17ljTfeqNWwHzVqFAsXLhQkIs+KNZ9/ztZNG1m7du0ThSJlMhlffPEFpaWlXL58mWnTprF582a6dOlC69at6dmzJxUVFWINk2wNX19fzM3NOXv2LHFxcZiamgpigDVr1nD16lW6devG/Pnz/9II/JP2xPv377Nu3ToqKipo0KABe/fupUWLFnr7xujRo9mxYweVlZXs3buXrKwsNm/eTGhoaK3MWCYmJnTs2JFhw4bRoWNHDh7SsYmlpqbRwPPJ2bmgoCA2bNiAs7MzrVq1omnTpnh6euLi4sKRI0d48803uXbtGpMnTyYgIIDPPvushibN7+Hnn38W1QSS4rtSqWT06NGMHj26Rjnk/4to3LgxrVu3/qdP4/8sntkpadmyJRkZGTg6OooazerZAelvmUxWo+Hay8uLAwcOMHDgQMzMzFi6dKlIZxkZGdGqVasaacq/E0qlUpTrfPHFF9y5c4f27dsza9YsLl68SF5eHteuXcPBwYH09HSKiopwcnKivLycY8d06dNBgwahUqkoKCjAwMBAZDCGDRtGamqqXpMu6Mp3ysrKeBASBk115Q3Tpk0nPzcLrVaLs7MzAwcOpEWLFnh5ebF+/Xq+//57jh8/zqFDhzh//jzvv/8+VlZWpKamCsYRyfjTarUUFxezc+dO1qxZQ6tWrRg5ciTp6el06tQJ0CkHl5eXc/v2bSoqKggLCxP1sA0bNqRly5Z6xpQkmva8uN3/CJ7U1P7w4UPi4+OJjo7G1dWVnJwcHjx4gLu7O76+vtja2nLt2jXWrFkjnGuZTEaXLl0YP348zs7OJCUl8cEHHxATE0N6ejohISGYmJgwfPhw7ty5w+XLl9m3bx/W1tZ07NiRDh060KJFC71z0dFO/tZYLpfLSUlJITMzE9A99zKZjMTERK5duyb6EADu3LnDsWPHuHHjBv7+/owdOxZzc3M9BjofHx+SkpIICQnh+++/JywsjE2bNvHTTz9x9+7dGiUtTZs2JTMzk5ycHHbu3MnIkSPFRi6xrdna2qJWq0lKSiItLY3y8nLs7Oye2QE9c+YMKpWKli1bcv78ee7cuYO5uTkNGjQQAluurq560Wkpo3j9+nXMzc1Zs2YNhYWFxMbG1nC0CwoKatRZh0ZEAbqyyimTJ9OtSydR0gE6wcU+ffqQmZmJmZkZ0dHRXLp0iStXrpCSksLq1atZvXo1s2bN4p133qGysrJGqr1z5878/PPPnDhxgmbNmhEWFkbr1q3Jzc2lfv36FBYW4uXlRXh4OMnJychkMgIDAxk8eDBarRa5XK5nAGm1WsLDw/8Rtq2bN2/Sv39/8Xd1x1FqYJdK/9zc3HBzc6O4uBiNRsPJkydJT09Ho9Hg5OREr169hOF48+ZNunbtilwu5+LFiwCsWbOGzMxMBg0aRGVlJSYmJhQWFjJnzpynKsnL5XJatmypq5mvVw+n3Hzx3htvvIFKpcLPz4+XXnqJNWvWkJWVxcaNG2vsIdnZ2TUU4ktLS6lbty6zZs3igw8+YMOGDfj7+zN48GCio6PJz88XNfSnT58GfjM4Q0JCKC8v5+7du3pR+2fpGartc38HJEFVgEaNGonG9MjISEJDQ9FoNFy5ckVk+Jo3by7IHU6cOMFrr72GUqlELpfj5eWFt7c3/v7+NGvWjMaNG5ORkUFkZGSNzGdRUZHo99BqtRw88jO46Rw5mVxOUVERr732Gv379+e1117Tuzf5+fmiJPDtt99Go9Fw9epVZsyYwSeffCKOq1KpcHBwoKioiBs3bgC/rYtOTk5kZGTg5OSEi4sLAQEBgvHv5s2bItD2OBvhs47R4+Q4dnZ24j5LOjC5ubkEBwcL6uqFCxfSuHFjNBqNHpGJt7c3Y8aM4cCBA3z++eccOHAAf39/goODOXnyJJaWlnh6eqJQKAQRhUajITAwkLFjxuL+0kpAJyzav08vOnXqJNY/CWfOnGH37t1UVVURGRkp1L3NzMzw9fVl6NChTJ8+HQcHBw4fPszWrVs5ceIEs2fPpnfv3jVKugoKCoiIiODatWuMGTMGDw8P1Go1K1boNFOcnJxo06YN3t7eFBcXi3Xb0NAQKysrjIyMasyTf6NOiVwup02bNuL/z+sYrZ6zE/N3XMdfhWd2SuLj48UEjo+P/51P10TPnj356aefGDNmDGlpaYwZMwY/Pz/27NlDSkrKEyOVfweqM+6cP3+e4uJiTp06RZ8+fXB3dyc/Px9TU1OSk5MFI4mRkRHff/892dnZ2NraCqYJc3NzioqKRJnV5MmTycrKEot2aWkpAQEBnDhxguTkZOQKI3r/6pQUFhYIxy49PZ1vv/0WT09PZs2ahbe3N9OmTaNbt25s2rSJ+Ph4FixYwJo1a+jZsyddunQRrFKga4aXnC2pQQ1gzpw5qFQq6tSpg52dHWVlZcTFxZGcnEybNm0ICAjA29ubiIgIWrVqVWs0KSgoiPDwcBo3biwe9H8S1aMvzZs35+HDh7i4uBATE0N8fDxpaWmkp6fToUMH7t27x2uvvSbGdObMmUydOpWUlBQ++eQTrl+/XusxJkyYgJOTE3FxcRw6pGNLKygo4PTp05w+fZoWLVrQr18/fH19sbOz0433r6XD5hYWNGnShPj4eL3FvUGDBsTGxhIQECCiS9HR0axevVpQBAYFBZGXl8e0adP0ooodO3bkwoULBAcHI5fLadasGV999RXvvvsuu3bt4ueff8bb25tBgwbRp08fGjZsyOHDhxk/fjw3btwgODgYe3t7fvnlF0JCQujYsSNTp04FEA5JRUUFRkZG2Nvbi/nxtI0jLi6OoqIiwsPDuXDhAgYGBhQVFaFWqwXdqCRUCbrNe/78+Zw/f15ol0gCeObm5jVq2w0NDfXq5/Pz8/lmxw4hHnbp0iUunj9LkyZNeOONN0RGRqvVEhcXh0ajIT8/n7FjxzJ16lRu375NUFAQV65c4csvv8TKyopXX321RnaqR48e/Pzzz6JESWIUU6lUgmUoOjqaBg0a0KpVK1JSUkTdd2RkJI0aNcLf318vQyI1IsfExPytvSSPHj3Sc0qqQ6lUCtYlie528ODBqFQqjh49SkpKCqWlpbi7u2Nra4uHhweWlpZERkaK8bp16xbFxcU4Ojri6urKiBEjqKysRCaT6TmjMpkMGxsbrK2tqaqqorS0lOLiYqqqqtBoNAQHBxMcHIyvry8vT38V0I1leVkZ3t7evP322xgaGvLaa68JVqCIiAhBvwy6TOPjz5BSqUShUNC7d2/OnDnD1atXWbVqlRCJA12WuaKigsrKSr2+umbNmhETE0Pr1q2fOA9qU3h/HnhWA67656S+BzMzM+zs7KhXrx5JSUnCeahfv77I5EZHRzNr1iyUSiVt27bliy++wNzcnJycnBo9LFKD86VLlzA3N8fFxQWNRoOHhwfFxcWsWrWKW3eC6L1Y55TUrVuXyjJd+ewvv/yCRqNh4cKFIgghOSWJiYk0adKERYsWYWFhwalTp/jggw8oKipi5syZonzyl19+oaqqCisrK2xtbYmPj6ewsJB27drRsGFD7Ozs+OWXX7C2tiY5OZmePXv+5VnLxwkPJI2Uy5cvU1xcjJeXF5MmTUKr1dbIAtrZ2fHJJ59w9OhRbt++TUhICB4eHvTq1UuvnC4gIACZTMZ3333H+fPndQ60oTFSDUZVZSU///wzDx48YP369SLQde3aNXbt2oVKpaJ169Y0atSI8PBwQRV///59Hj16xJQpUxg6dCgDBgzg/fffJzk5mXfffZcGDRrwwQcfMHz4cHJycti3bx+7d+8WduDVq1c5ceIEt27d4v79+0KLys/Pj0aNGnHy5EmWLl3KxIkTmTNnDqampnoZmOPHjxMYGEibNm0YPnz4XzIefxVMTU0JDAx87se4dvUqw1efea7HeN7X8VfhmZ2S6gbRk1Kuv4ehQ4dy8+ZN5s2bx8KFC1EoFBgaGnL69Om/RXzqSai+MPXo0YOrV6/SsGFDKioqxERKSEggJCQEFxcXLCwsiIyMFJGXUaNG6U2yEydOUFFRQdOmTfHz8+P8+fMUFBSwY8cOAgMD9Zri61eLaAwYOBC/po2Ry+VcvnyZW7dukZCQwDvvvEOPHj2YOXMm3t7erF69mgcPHrBx40ays7M5cOCAoEh9Gu7du8fhw4eRyWR8/PHHjBkzhn379vHo0SMUCgVxcXH4+vqi0WgEfawUNYXfoknh4eGUlJQQHh7+r3BKqmdz+vbti6urq9CIMDQ0JDc3lwYNGvD+++/z7bc6+timTZuye/duGjVqxJYtW/jwww8FLbWfnx/16tXDwcGBxo0b4+npib+/P1VVVfzwww9UVVXRpEkTOnXqxI0bNwgPD+fBgwfCqJHJZNjYOdJm9jcAuLrUZGACneZHbGws586dY+rUqRw+fJg1a9ZQWVmJubk5HTp0EEwmW7ZsYfDgwaL0USqRDAwMFNz7oMtErFy5kpUrV4rjSM/bCy+8wMCBAzl9+jTz589n27Zt3LhxA61WS0BAAJ6enty5c4d69eoJnQqJUvhZRDM9PT0JDQ0VzkNhYSG+vr40aNBAlMhVn+dffvkl27ZtQyaT8fnnnz+Vbvhx3L59m3fffZeCohIhHubh6UlcdCSPHj1i5syZWFtbY2NjQ2Zmpl7zYZ06dZg7dy5dunTh7bffZsuWLaxYsYJPPvkEOzs7Xn/9db1jde3aFdAZS4MGDeLWrVuYmJgIZqiUlBTi4uKQyWQsXLhQfG/Pnj1kZmaSmpqKu7u7XrbpcT2QvwuP68wkJSWJhmB7e3uRKZEgBSUsLCywtLQkJSVFkJYMHz6cgQMHolAocHV1pWPHjqLcpH///owcOZLi4mKRRa9bty5dunTBwsICc3NzevfurXcuoaGh1KtXj7S0NE6fPk1AQABRUVF8+OGHgjbdx8eX8S+NEZHXZs2a0b17d65cucKqVavYvXu3MG4rKipEg/GIESOYNm2aOJZMJhM9WA8fPuSbb74RmdN27drRsWNHjIyMRF+do6Mjb775pvh+9cbm6nPj71R4/6PIzs4WBnunTp14+eWXKSkpEc+stJZnZ2czZMgQ8vPzady4MRs2bHhquY1Go2HJkiU1eu5sbGwEXX11lsmM9HQ0qkqcnZ3JyMjg7NmzREVF0bZtW3Jycnj48KEIynh7e/P555/zxhtv4OPjwxdffMHq1aupqqpizpw5ACKj5evrK+aYlZUVERER5OTk0LhxY5o3b05JSQm+vr74+fmJ3qAn0Tc/C6p/19zcvEY/WUxMjChDHTBggF7Q8HG4uroyffp0tm7dyscffyxIBKrjyJEjnD59WmRZrKys8Kj/WzC3Tdu2BAfeJiEhgfHjx/P+++9jbGzMokWLUKvVdOjQgdmzZ6NQKBgxYgT379/HwMCAkydPEhwczDfffENeXh5r1qzh0qVL7Nmzh+3btxMXF8f06dN5++23BaMZ6GwDtVrNvXv3OH/+vOgXs7GxYfr06Xz00Uc8evSIuXPnUlJSwqpVq7CysmLq1Kl6zGyBgYEUFBRw+/btf51T8h/+fvxp9q2oqCguX75MVlZWjYbRjz766Infa926NceOHSMvL4+SkhKcnJz+cWaC6gvu/Pnzeeedd8Sm4+bmhrm5OZcuXSIjI4OWLVvSv39/NmzYQEJCAgATJ04U31epVMLw7devnzBGz507x82bNwGdYdagQQN69+6Nla09J38Vu61bt66g8hs0aBAdO3bkl19+4dGjR1y+fJm+ffvSrFkzDAwMeO2115g6dSp37tzh/PnznDt3TtT21ibeqFareeeddwBd412fPn1QKBQ0a9aMvLw8ysrKsLGxwcnJiW7duj1VrFJifXq8N+CfQEJCAjExMdjY2IjzadKkCU2aNOH69es0atSIjIwMgoKCBKf69OnTWbVqlYiIf/zxx1RWVtKuXTtWr14tNqfCwkI9g+PixYukpqZiZmbG5MmTsbKywt/fn+joaFJTU7lx4waZmZm/MhIViO951ves9dwbN27MiRMniIyMZOrUqUJIs379+owaNQoLCwvc3d3ZuXMnaWlp3Lp1SzTdN2nSBBMTE3JycmjdujUff/wxs2fPfuq9kslkrF+/nl9++YXAwECio6OFEdixY0cuXrxIZGQkmZmZTJw4kTNnzgjtjGeJ5g8cOJD27dsTEhJChw4daNmyJQ4ODqhUKqFNUV1L4vPPPwd0c05iDnsWlJeXs3DhQnJzc3F0+o3BaeqUqWSmp3Djxg0ePnxIQUEBBQUF4tqdnJzQaDRkZmZy+PBhUff75ptvkpuby7Zt21i3bl0Np6RRo0aiHCQxMZG+fftibW3NCy+8QGJiIjt37qSwsLDGvJPKTCwtLQVPv2Q0/VPMdNV7BpRKJaGhoWi1WgoKCoRz1aNHDxwdHYW2jL+/P926dSM1NZXbt29TWVkpmm29vLxwc3MjLy+P1157jZs3b2JgYEBoaCjFxcW4u7uTlJSEsbExQ4cOFcGbJ5UQKBQK3N3dmTFjBqNGjeLw4cME3futmXfpsqUkxsXofWf8+PEEBQWRlJREeHi4yJYkJCSIrObRo0fp2rUrdevWFd+zs7Ojfv36hIaGcvLkSVHnHxgYSE5ODsOHDxcMTdWj6mFhYVy+fFn8VvU14u9UeP+jcHBw4O7du5iZmfH111+TkpJCq1atRMS7Xbt2gG6dk4zpjz/+uAa97OPIzs6ulQREysBYW1uzYtXnHM367T2pvHjQoEFcv36dhIQEsZ/Cb+XgMTExXLp0iX79+vHOO+8ImvB169bRpEkTpkyZIr4XGBjIiBEjcHBwwMfHh0GDBmFra8uVK1ewsLCgY8eO+Pr6ikBbWVmZXn/sH3VKqjugdnZ2VFZWirE3MjKitLRUEKeEhob+7u9NmDCBrVu3cvv27Rol8BkZGfz888+AzvkaMWIE7dq14/ipX5BEBmJjYpg0aRIXLlwgMTFRiJeq1WratGnDnDlz9LI0crkcT09P3njjDY4cOcKpU6c4cuQI8+bNw8XFhRkzZjB+/Hi+/vprduzYoae/1qpVK3bv3s2CBQs4ffo0d+7cEc/AokWL6NmzJ6CbdyUlJRgYGKBWq9mxY4cgSZAg9b3+GwKc/+Gfx58qLvv6669p0qQJH330EQcPHuTIkSPi39GjR3/3+1KNZLNmzf5xh+RJcHBwEKqspaWlJCcnU1paKmhlJYGi9evXix4NgC1btvDo0SOsra31InMSM9a4cePYsGEDHTt2/N0+GhsbG2GEAjU2OiMjI7p06cLSpUs5c+YMp06dQi6XU1xcrKcUDzoNlODgYCwtLfniiy/EtXXu3Jnx48czevRo/Pz8qF+/PmVlZdy8eVMwMj1OcdemTRsmTZr0r1hELl68yMWLF0WWQjpfpVIpyoTMzMxEQ/krr7zC+vXr9Up0JIPYxcXlqRvTtWvXAN2CXJ3L3cbGhgkTJrBlyxZ++ukndu/ezZy5c8X71Z3W6jA3N2f06NHI5XIxXq+++irDhw8XhoC04VpbW9OlSxfxXRMTE7Zu3Sqa+ZcuXfq77GCgY1uRMl5xcXG0a9eOOXPmMH36dCwsLETGKSkpCU9PT8zMzP5QNN/T01OIpEpz+6effiIpKQk7OztRi1+95vxJasJPwoEDB8jKysLZ2ZkJEybovefi4sILL7ygF3EzNTVl0aJFbN26VTAFOTk56X1v1qxZAEL/pDpkMpmYyydOnBB9MtK86N+/P8OGDavBQtSmTRumTp2Kq6srVVVV3Lp161/FWCfp7oDuebp//z5ZWVlC7LKkpISIiAju3r3L1atXuXfvHiEhITx69IiioiIOHjwodEfGjx/PxYsXMTU15b333iM4OBhDQ0P27NmDgYEBFRUVz1T2q1KpCAoKIj8/H3t7e0aNGiX684AaGgqgm0fSfKlep+7r68v06dMBXSBCKg2UPrdixQpCQ0MxMTHhgw8+YOXKlTRv3pysrCxGjBjBoEGDyM3NrcEWFBsbi1wuJzMzs0avVf369f8W5q1nhURUolQqcXBwoGvXrjg5ORETE0NJSQnnz58Xe5nUhzZkyBAR4Fm9enUNA/lxODo60r59+ye+36lTJ7x9aq4h9erVw8XFhW+++YZx48YxYcIE3nrrLd59912OHDkizkfXn6fDG2+8wSuvvALoghkpKSls3bqVWbNm0ahRI9RqNRkZGVy7do1Vq1Zx6NAhkpKSKC0tJSEhQY+VUOovks7lj6JevXqYmpqKrLqRkRFeXl4YGRmJ4/j5+SGTybh8+TIhISFP/T2pP7V79+41SryqO3ifffYZnTt3xtDQkPRqvar5+fnExcUxZcoUnJ2dKS8vp7y8nHbt2jFp0qQnkkfI5XJGjRol1nmp9Bx0Ac4333yTBQsWAIigwr179+jRoweXLl0CdOX5kiNy+vRpMS9GjBih12dsYWHBoUOH9Mqkhw4dyvLly/+VWRKlUikkBR63g/7KYzR+zn2Ff8d1/FX4U5mSTz75hE8//VQ8qP+v4fEGLHNzc7p168aPP/7I3r17AV1D4Jdffomfn59QSo2MjBTR3wULFmBgYEB2djaxsbFCddbc3JywsDDScovJq0xHixysdVWhueVyyhJ0jdBydSUGKqUwYurWrUtRURFFRUUolUq9+mzQCRw1bNiQPn36cPbsWTZu3Mj777+PhYWF6JcAmDJlCk2bNkWlUgG/Kb36+/sLhrCAgAAqKioICAjAzs4OOzs7GjVqpMfA9W9BUVERVVVVpKenc+fOHaEnYWZmhqurK1lZWSQlJZGamoqxsTELFiygsrJSr2H69ddfZ//+/Zw4cYKZM2eKyGf1emtA0ITa2NjobZRKpVKk1CswQoWC3HI5/Bo4P3n5NjKthqLCUuJSQ5FV/qYI7+bmxosvvsjZs2dp27YtHh4ehIeHi34FyRHq1asXKpVKT5XXxMSE119/HaVSyc2bN5k0aRIbN27Ey8uL+fPnM2HCBEaNGkVFRYXI2EmZA/itdt7V1ZVz586hVqtxdnamffv2pKen065dO3x8fFAoFGJOPK1B+fHmz6qqKpRKpaAwnjVrFhqNBqVSSVycTlzE0tKSkpKSGgr2qampNVTYCwoKyMvLY+vWrZhYOdB3xHjCknLgV1vz0C9XMDMxwsfHh5xiXbOulZUVhYWFbN68GWNjY9Fwb2NjQ1paml50VsqGBAcH6zkYVVVVTJgwgRUrVhAXF0fTpk1xdXUlOTmZM2fOkJ2dTZcuXahXr56oJZcajCWjMCYmhubNm4sI9D+lTlx9jCSqTel5b9mypXBU7e3tiYqKwtfXl6ioKBITE1m7dq0Yk6SkJCEwKKFBgwaMGTNG9LANHDgQa2trmjVrxoMHD7hx4wZ169YV5VXVKeJBx1S0fv168vPzkclkuPs0pX3n7tRJzAUbndF78PQV0KjIrZCjQIUJunIY6fnJzc0VTFG5ubmC6ED6Wyr13L59OydPnsTAwIBly5aJsrZz586xZMkStm3bxunTp+nXrx8fffSRUHg3MTERlN0NGjTAzs6uViHH5920W9s8rO24jxOVeHh4YG9vT69evQgJCeHWrVsAQmS0rKwMuVzOt99+S69evQgMDGTjxo0ie5ienl7DqMnIyODll1/GxsaGsrIysU6VlpaSmlNEWlEVD2PTAJ1DWcepPsZGCmzqeZORX8q7775LcnIydevWxcvLixYtWpCamirmR2hoKKmpqcKBePnll7l+/ToRERFMmDCBgwcP8uGHH/Lhhx+SkJDAnTt3WLVqFampqVy6dInu3btjZmZGnTp1uHfvHm5ubtjZ2YngQvPmzTE1Nf1D46bVavHw8BCl7FqtVsz3qKgoQkJC8PHxobS0lKCgICIiIli1ahVfffVVDecgNzdX3HPQZf5SUlL0iD6k9dLIyIi4uDjKNArKVPAgNo0Wv8ZE6zjV5150Cg71c/Br25n0YwextrZm4sSJJCUl1QiIZGRk6DnbUh/msWPH9NY/rVYrqmH69+9PmzZt2LZtmyDvady4Mf7+/shkMg4fPixITqQAZ6tWrQgODsbY2Bh7e3vUajWhoaF07txZHCMnJ0esm9Ud/X+6+V2r1Yr15Gl73/96jOSkJJ5OgP+/H+N5X8dfhT/llOTn59cQzvl/CTKZjHPnzhEcHEzr1q3p27cvvXr14q233gJ0i+IXX3xBZWWlKENQq9XMnj2bqqoqQUdavTlY0gtp1aoVaoUZmRo/tDL9xanMZ7DUG41Mq6G19pEwfv39/UW5h9SXkpCQgIeHB4aGhpSXl2NiYsKkSZM4e/Ysp0+fZsGCBdSpU4eFCxeKqKgk9Aa6RtDIyEi9qJ+ZmRkuLi6kpKRgZGREZWUl6enpeHt7/6uo/KR726VLF8LCwjAxMSEjI4Pk5GSysrJEY3F6ejr79u0DdM6Hu7s7arVazynp0qWLSCGfPn1a1FhnZ2eLbEteXp4Yi759++rVxAYFBWFpaUmZRkFghRca5FAtgJrjoosg4QpoVCge/Cgck8TERMFSAro6+Pr169O9e3dWrVqFSqWiadOmzJgxowbt9L179ygsLMTV1VXU+3/77bf4+vpy7tw5zp07R2JiIu+8846ecCLoomMNGjTA29sbDw8Pdu3aRWlpKSYmJmi1Wm7fvk1sbCwGBgb4+vri7+//TGNSfRORy+WsX7+eiIgIEXFTKBQoFArxDLq6uuLg4FCDvcfZ2Vk0KUsMcceOHSMsLAyZiSVd5mwjQ2EEzr99p24/3fzMAEwcu2ISGMi0aRM5ePAgycnJfPPNN2Ij7datm17UFH4rtwoLC9PLUBoYGAjxxaCgII4dO0avXr24ffs2t2/fxsTEhODgYPz9/YmKihJGh4ODAykpKRQUFGBiYoJKpcLU1PQfVScuKysjNTUVpVKJh4cHZmZmqFQqFAoFkyZNElnh9PR00agaFRXF+vXrKSwspGPHjowYMYKwsDBCQkKIjIyktLSUIUOG0LlzZz744AM0Gg3t27fnvffeA2DVqlXMmjWLmJgYAgMDWbRoESUlJXrMWJWVlaJHD8DY0h7vF5dTYGhEQbXzT/7VOUkGDGRaxjQox8Lwt03Wzc1NBFcsLCxqEKioVCq+++47du/eDcDmzZsZO3asKN2ysLBg7dq1dO/endmzZxMZGcns2bOZNGkS48ePp02bNqI8FPQ3+OoEIG3btv2fxul/RWlpqXAepP4JaW6mpKTQtGlT7O3t+eqrrwBdwKC6Eezn58e6det444032LVrF4MHD6Zv374UFRXVYMWTetCqlwZGRUURnZTBhQJXDAyNOPubdjLtXl0j/q+sqiT93DlUKhWpqamkpqaiUqmEI7lz507S09OxsrLCxsZGfG/Tpk0MGzaMmzdvsnHjRlGa7ObmRrNmzejcuTP9+vUjMzOTr7/+mhkzZnD+/Hl8fHwYOXJkjQqNP2r8Vl/rwsLCSEhIoH79+tjb25OcnIxKpcLJyYmhQ4diaWnJyy+/zE8//cR7771Xo+zZ2NiYnTt3kpOTQ926dRk6dChJSUl664O0plhbW+NYz4sfIuSotTJaTPqkxn0tBOQNtAwxNKRf9454enqSnp5eIzucm5urx/poYmLC1atXefjwIVqtVsxPlUolMiSmpqbMmjWL6dOnc/HiRU6ePMnMmTOpW7euEP69e/cuixcvplOnTlRWVuLt7U1WVhZ169bF19eX0tJSQbMu9axt2rSJu3fv0rZtW5YsWfKHxuL/j3hcKd7e3v7/GS2UP1W+NWbMGCHE9v8CahM2Cw4OprCwUJTEHDx4kISEBGxtbfn8889rLMxbt24lMDAQc3NzVq5cqbfISR6qk5MTJiYmVGjkNRySx6GVyalCISKrUumBVqsVjdFLly5l6dKleuft7++Pr68vZWVlHDlyhJ9//plTp05hZGTEmDFjxGJcUlJCbm4uFhYWVFRUULduXSEoqFQqadiwIV27dsXZ2ZlmzZo9k2jYP4G2bdsyZcoUoZNgZmZGZWUlSqUSe3t7fvrpJ/Lz83F3dxe9TlqtltWrVwv6Q4DXXnsNgN27d+sp7kqQngMnJyc9h6Q6qlDoHJKnQa4gIOg+0dHRTxXve/ToERcuXAB0PQ+1bZr5+fksWbKEn376SThZJ0+e5MSJE+IzS5Ys4e233xZ/S5kWExMTevfuLSJ9NjY2pKamUr9+fYyNjTE1NeXmzZsolUrOnDnDDz/8IPoIfg9SduD8+fOsWaPbKN966y09I1RyDp6m6p2WlsbHH3/MyJEjWbZsGffu3aOiogInN0/kiqfz58sMFBiaWeLm5samTZuwtbUlKSkJlUolotyPQyJ3eJIgmVRO8t133xEfH4+5uTmurq64u7vTrFkzcnNzsbKyQq1Wi3km0eo2atRIlPX8k3NJqVSSlZVFYWGhoEWVzkeKqkdGRooSmKCgIGbPnk1+fj5t2rTh0KFDzJw5k82bN3P27FkyMjJITU3Fz8+PRYsWodFoGDZsGJs3bxY9NoaGhqxcuRJra2uio6OZNm0aO3bsENletVqtxxAIYGhmiYHh08dYrZVR/mtlkZT5ffjwofj/46isrOT1118Xz+SyZcuYMmVKrZ/t168ft2/fxt/fn9zcXHbs2MGpU6cAXbCiNrHR6gQg/7RYplKpJDMzk+joaHbt2sWrr74qSAjKyspQq9V89913aDQaevfuXWt/08iRI0Wp1Ouvv/5EEcLaoFarSc3K+90xNDA0wtBMfz29f/8+RUVFODs7Y2RkREVFhaBSl+Dp6cn7778PwGeffSYyPhIaNmzI0aNHsbS0JDg4mM8++wyVSkV8fLyYm/+reGJYWBjHjx/n8uXLgsVSotK2srLC1dUVT09PpkyZwvDhw9FqteLZq46jR4+KvWnmzJk1aM/ht3Xb3NyccpXu2X8aNFoZI8aM+0NlhHZ2doI5TRI9fRxxcXEEBgai0WgYPXo0O3fuFGXcMpmMRYsWAbox/Oqrr7hy5QqFhYUsXLiQDz74gLfeeov+/fuL4Kg0BhIT2ONl5/9BH/b29piZmTFx4kT8/f3Fv8aNG/9pba9/G545U7Jx40bxf29vbxYvXsytW7do3rx5jUn0ew23/zbkFRZjZmpKeZUaA0NjtFotzVu00glNtWhJeaWKI8dOYGBozNARIzE0NqO8Uk15lRqFVsaDBw/4ZOVqDAyNeee9hdg5OFFRpTM4r1y5zN79P2FgaIy3b2NUGlA/Y/ZMg4yC4lIMDI1xdfekUq2luKiYi5evYmCoc4pS0jIIDY/Ez8+PCpWGqspKTM3rYGBoTPCDEI6fPI2BoTGNmzYjIiqG0vJKNm3ZRklpCd27d+eVV16hYWNTkMnIKywm9FEoZuZmVKg0NG7UCCcX/eh8eWXtG/5fgaf9dnmlCqOnvG9pbUvbDp1E746FlQ3llSrOXbyMgaExRqbmxCel4OPtQ15eHpu3bsPEzILvf9zPoCHD6Nm7L24e9UlPS+P8xcv07dePSrUWw18HKz4pBQNDY1zqeaB6zJfQYIBaK0PzjOOqRUZsfALZuQU0adoE9WOOjBYtF6qNsaeXD5VqLeVV+rXdQcH3yckrwMDQmIKiEvzbdeD+vXskJKdiYGhMHUtLiouK2LN3H0uWf4KZqRmJyWkYGBpjZWtPcloGDr9u0Fa29nTr0RtjYyO8fBoRGRlBuw6dkBsYoNbKKSxREhIWQT2P+jwJV67fJD4+HjdXN1q3bsWxk6epVGkwtbBk9tvvUF6pEnMmMUV3Hs5u7lSoNMgeu6mBwffZunUrpSW6jJJLPQ+aNG5Mv/79sXRqwOHY2s5AHwYKQwxNzLBzcGL+ewtZ/dlnlBQX4+HpiYGRCVUlSiqrHdfWoS4GhsakpmdRXvnbvVap1aRlZHP0+EkMDI1JSk3nTlAwtrZ2TJg8FXd3d0pLS8nLyyMvrwBXF1fq/Pr8OTq5MGyEvnp5HSudRs3zmktP+11p7MuUZdSxtkWuMMLSWvecGRipKa8qpb6XD1evXSMmJoZtO74lr6AIh7rO7DtwECNTc/EcllepkSm0mJjXYf3GTRgYGjNu3Dhmz56NViYT97ZSrcW3cVOOn/yFt2a9xaOQEELDI4mMiaNpkyakpGYQHhktnnfQjd2zQKWBKg2YmtdBWV7Jl5u3EnAniE8++YQqNVRUG997D0K4HXgXA0NjvvxyE+PGjRPruEamP7fKq9RY2zlw+OgxJkycSMDNm1y7EUBkTBw3b9zAxsaWCpUGC0trETCQ5o2XTyNyC4pQq1RiT/kjY/R7ax38lqFJrMae5l6vnjgXuaEx2XkFKBQKLl/TMexduxHAy9Nfxd7RCZnCiEfhkRgYGmNqYYmyoqqGEGx5lZrFS5cTePcejx49om//gbz73nt6tMugu/+VKg0qlYrge/e4dPESFy5cQGtmS7tXfz/DaqAw1LtHFVVqgoLv07VrNxp4NyQ6Ooqbt+7Qp/9Ave/1HziYByFhHD58iPnvLeKXX06j1f62TjZu5sfe/T8xevRoEpJSaNehE81btqa8Sk15pQoDIxPKq0oxNjIR41E9+PN7YxQRFYuyTIlKK0NhZIqruwcGhsY0aaZjRoyMiiL45xN41vekjrUtBobG3LwdqLeO5+Xm8eGSZcgVRkyaPJmp01+lvEpNpUqL4tdnV6vRcOrMOQwMjbG1d6yx/zwJKg1Ih1IjR/WYI6ORGei9pqqqAgPdWMTEJVCp0j1jKrUWszpWGBgac+9BCIOGDMPYxAT/1v506NiBV6a/oiM0Uavp238Ql6/dYOXKlZw/d464hCT69BtIfW+dgKeFlS7bVV6VS0FRKfdDdAQA/m3bExoaSoeOHfXu++9lsJ6nPfJvhLu7O+Hh4aLSAHTBkIkTJ5KTk/P/RLZEpn3GArPqrDlP/UGZTNQ//ttRVFSElZUVvd4/gMLk39Ur8f9HqMqVXFwxlsLCQpGN+G+M/l34b4z+/fhvjP79+G+M/v34b4z+/XjaGFV/7c9CokMHXXXJ0zLcUgnv3bt3/5Cie2lpKVY2doL2/OcF/TExevbOimc57h+5jr8af3Q8/pB4Ym34o0qo/+E//If/8B/+w3/4D//hP/yH/1Adf1qn5JtvvmH9+vVER0cD4OPjw9y5c0UN6v8l7J3bi9CwMEJDQ2natCkd2rfX7wlJSuLRo0d89tlnBN+9y7Tp01m/bh3p6Rn069+PpMRE1qxdy/Bhw9iydauusTYpCQOFgsGDB+Ps5EzTZr/V7BZUGXIl36G2U9FDwdUdaEuyCL57l+Z+fnzyK4uRWq0W4nlarZajP//M8uXLKS4qwtjEhE2bNpGaksLSpUsxMzfnww8/JDs7G0dHR1q1agXo6qLDw8OxtbWldevWovZUMGD8WtaTnZODWqUi/1fWJnt7exwdfv/c/wyKioqou6L29/bO7YWlpSXhERFUVlRgZGxMk8caBk+ePEXQ3SDa+Ldh0CBdqj8xKYnDhw5x+MgR7t+7R6NGjTj9yy81GFCUpboa7O7du2FiakpERARhYWGYmuiog7VoGTp0KKUlJXy6YoVera5EgaiUmxNj2vJ3r/PO1/MpztA5+XUsLSktLUWjVmNoZISvjw9u9erRv39/YmNi2Lx5MwYKBcuWLmXYY5SJUZFRREVH8cEHH/D6jNcZOWokgwYNoqqykg1ffMGggQOxtLJCpVJhZmqGskxJ/fr1qfq1qbhlq1ZinBOTkkhPT8fF2QV3dx09ZnZOjlBC9/b2xsHenqKiIpyeMEY/zOmJpaUlyckppKWnUVlZSZmyjNGjRyGTy4mLi8PQ0FAQPmRlZnLy1CmKioooLCjgoyVLyMrMxNDI6DeRMSmRK5Ph7eVNq1YtURnbUFS/dlXyx+9zC2835s9/B7VaTYsWLfTez8nNxebXPpdHjx4xatQozH4VVDMyNOSXM2eYOnUq5WVluLq58eorr+Di4kLdunVp7ueHg709p0//wt3gu/i39mfgwAGER0SQnZ3Nndt3SEhMoEH9+vTp04eS0lIa1K+PgUKBg739cw3iPG0erR7tQ0FBIW5ubni4u9fKOKRWq5HJZOzbt4+r164RGxvL7du30Wo0XL58hRYtdGtPWXm5KPnJz8ujSdOmqFUqzp0/j1e1np0vNm5k06ZNqFUqBg8ZwoD+A0hNS9XTQgoJCWHtmjUYGhnRo0cPZBYOqJvql73VBvv0yxSlxXLj+g0qqyopLyvD3MJCV/Ynk7FhwwY9Ku3iomKmTJ1CUmIib8+bpys102hqKL9XVlVhINetESNHvsCVK1eYM2cOHp6eNG3alE6/NnU/ibHp8dceL0h42jz68e3evxtRfBL7VkRkJJUVFaSmpnHx4kXCw8Po06ePXl9ZdnY2uXl53L51m8LCAn46eJD79+6BTMaePXsYOkSnvF5VpdJbJ7VaLStXrWTNrwyTEydNYv269axdt5ZVK1eCTMbyZcswMDDggw8+oI5Tfb2m9ifhztfzURVlUqZUYm1tQ5euXfSejbjYOA4fPoSRsTF7f9gr2JkKiwqpX78+arWacS+9RHh4OCNHjmLL1i16vz93zhz27dtHw4YN2bR5M+Hh4TRo0IAmTZroGCV/pYfXarUkJSeLcjgba+snjpG0Hz0+Hl9t20bAzQD8/Pz4/ofvif21nHjZsmW8+eZMKiorMDbSlarNnPkmBw4coGnTprz73nuc+eUXHemEoSFlyjKcnZ05cfIEyUlJtG3XjhEjRuDm5kZuuZyTyaY1T+oxdLFMx0qhW0dDQkKo/1h/iUqlpkPHDjx8+JBFixah1WiYPGWKIA2QUFJcXKNJ/uHDh5hbWBAREcE777xDVWUl48aNY+vWrWRkZNKkaRM0ajXf//AD5mZmmFtY0KJFC8xMTdFoNOTm5ZGbm4udnR32v0ojPMs8ehxPW+v+CshkMkFq8bzWbJlM9lRduL/qGM/7Ov4q/CmnZPHixaxfv55Zs2YJxo2AgADefvttEhISBP3s88DzoFs0MVIQGfaIspJiIsMe0aNrZ71jJCfEYSgHl7oOBFZVEHjrJiZGCiLCQoiPicLU1JTBA/phpJBz9NBPJMTGYGJiwtQpk3BzcyMjIwOF7LdNRM4zFoVqVFjXMUddVUFsVAQKue6BkiPD2NCAsrIyZs2aJRow27Zty7fffoujoyMNGzZEXVVBp/Y9iI2KoF27diiVSmQalW4xsLbmrTdmiAZXiaLU3VVHZyQtsnbWOqPZ3FRHx2hubv6HUot/BJVP+V0TIwUmRgrcnOsKJeXHz2PkiKGMHDFU7zVfr/osWvAuY0a9QPv27QkNecDxo4d56aWX9D6nNpTTuKE3ZiZGFBcVEBcdiZGBDCOF9BzI8PWqT1BQEIlxMfg08BTflWvVGKDB4BnHVa2qQl2lY8EyMpDh6lWfqKgoykuLSU6Mp56rMwqZFl/vBri7uRAfH8/F82cZM+oFvd8xNIBunTty/sxpjIx0fQr1XJyIjo6mrr0tjvY6Q0sl02JiZEDAjSDKS4uxt7fHzsaKrPRUTAwNcHBwoKF3A1KTEjh29BAtW7bUGdKF+RTm5aBWqzl87y6pqal6Wg9PGiMfL098vDzJyclh//791DE3paCggAtnf2HEiBGUlZWRnpIkxufBgwfs+nYH6SlJ1K1blw8//FBnLD5meMXFRGJtaY57k9+vU5fuc9CdANCoMDSQY2yo74gaK3577eb1q6irKujQthuW5qbs3buXadOmoVar6dmzJxs3btSdd3o6jva22FlbYmKkICMtGRNDA6Ijw+jftxcNvRvg5lyXLh3bY25uTlZWli4gYG+LuamxmD/Pc2N42jzKzkhHLpeTlZ5KQ+8GaLVaoetjZmaGubk5arWMqKgofj6iKyewsjCjnX8rbt68yeerV3Dw4EEAtGoDFArd/XOu60CPrp05e/Ysv5w8zrx58wBdw/WeXd9SWVZKy5YtGTygHzKZFgM0GFZrpfJr2hiZVk15aTGZaSlozMqp+wzakmdOnSA3UZ9auCi/QqxrC+bPY9++fYLdTm1iyIL583j99dfZuH4twwYPxNfXl3JlCStXrqR+/foMGTIER0dHYZCnJCWgrqrAQKZFWVxIZNgjenXvqrsHf9IpeZa17ml4klMirY+NfL24d/cOXTt3xNrSQu/3nOs6YG1pQV52JtevX8fG0oK6DnakpaUxbcokLl26RJs2bTCQaWsEb95f8C7NmzRi0qRJ7P52BwP79eHS+bOoqyrw9/enuDCfjRs3oq6qQK2qXb38cahVVZQU6qjXu3RqX2Mt9W7ggatzXZKSkvhu1zeimdrIQIaxQg4KOR++v5CXXnqJgwd+ZO7smSJoJ12vuqqCkqICbly9rLt36irquTiRmZaCh4cHDg4OaLVastJTUVeWk5WeirPjkzXUHh8jrVZLTk4OA/r2pk2rFkyYMIGUlBQsLCzYvn07I0aMAECmNcDYyICHDx+yb+/3aLVaJk8cz6Yv1nP79u1aj2Vtbc07c2eTlJSEoe5ynwkGMoTdIdeqMZDpPzNamYaSwnxWfLwMVUUZvXv35oVhQ3T3tBoqFTXXTkMDGUYGMvyaNmbB/HksW7aM77/bxYB+fUhKSqKqXImPjw/t27QWtoUkJ5CYmEhqaiqurq5cOPsL165do2XLlkyfPr2G5MDvrZP5v+6jzwtmZmbPJHz5vx4jKCiI4avPPNdjPO/r+Kvwp9i3tm7dytdff83KlSsZNmwYw4YNY+XKlWzfvl1QDP7VyMzMJCsrSyi9/tVo3rw5jx494uTJk+zZs0fvPRsbGxQKhXDAoqKiAIQAUK9evTA3Nxd6BKAT2HucwlVCeS3sTk+CRCJQXFz8W/T4V3z22WecOnUKQ0NDFixYwJUrV2jYsCFffvklBQUFgv3D1dWV1NRUYmJiePDgAdbW1piYmAhhyOzs7CcykJiZmYnI1P/CVPJX/bcFeAAAtLFJREFUobqo5R9BeHi4aAKTBJ8eh1wuF1SeEyZMEOMsQWKoOXr06F92H1QqFWq1WjAVFRYW6pVEStS0TxNGNDY2Fou3xCp15cqVGp+7d+8eoNPd+PDDDwkKCtJrmAsKCiIuLo6TJ0+SnZ0tOOMdHR2Jjo6msLCQoKCgJ57Hjz/+qPe3ra0tqamp4r5fvHgRQBxToVAIbYObN28COrYwLy+vWud4VVWVngLz70Emk1FaWkpubu5TP1dYWCgoYnv06EFVVRVvv/02arWaDh06sH79eszNzUlJSSEjI4OUlBQx/s2bN6eqqgozMzMSExOF9odUsys9r56enoJy+5+Eq6urEHyToFQqUalUevoTFy9eRKPRCA2jfv36ATyRlQd0bE0Ahw8fFuMX8WvmCKBFixZPNDIUCoVgRbp3794z9yVWVv62JioUCkFdqtVqkcvlKJVKwWIn4YUXXqBXr15UVlby008/AfDll1+ybt06Zs2aRf369enUqRMff/wxH330EVFRUchkMjp27IilpeVTHfN/GtLz1qRJE/r3749SqSQ2NlZPrA50DFxlZWXCmG7SpAlWVlaUl5ezZcuWJ/y6DiNHjmTmzJmAjolO0uDq2rUrV69e/cPibD4+PoCuifdJbFGSaOaT1h8zMzOhNfL4+i7pmxgbGyOXywWdanZ2NkVFRXosatUFEf8ocnJyqKysZPPmzaSkpODl5cWVK1eEQ1Id169fR6vVYmhoSGJi4lPXVXd3dz065L8St27dIj8/H1dXV+bPn/+ngiWdOnXC2VkXzPz+++/ZvHkzoGNIu3nzJkuXLuXIkSPi82lpaZSVlXH37l1+/vln0tLSCAoK+lN76r9dCPA//HH8KadErVbXqubt7+//RDrG/wWJiYk0atSIGTNmkJycjEwmeyqd6p9B586dBfe4JFh34sQJlixZwsWLF0lOThYpfslRSE9PBxBROEdHR6HuHhAQ8MSFxtrCBHVVZa3vSdCoqtBWKgXNW8uWLcWGCzra0q+//hqAr7/+mlmzZqFQKCguLhaLwhtvvKFT0/X2JiMjg5ycHKKiojAxMRGLbnZ2NhUVFTXoLYOCgtizZ4+4hurUof8EAgIC9ITufg/S+UvGfGhoqFDUnTx58hO/t3r1ary8vEhJSWH27Nl61Nfjxo3DxsaG9PR0vvjiixrPoEKrQqZ9+nOprqqkSlkk/s7LyyMiIoK8vDxAR5FbfWOQDPr8/PzfVVYGhBOzd+/eGgt2dSHI3NxcoqOj9fj6fXx8kMlkuLm5kZOTg4ODAx06dKBz58707NkTKyurWue9hCtXrrBv3z6WLFnC119/zYULF3BwcBDPmkT3KB1TpVJRWFhIamoqWq0WGxsbYZTUtjmamprq5qmqAjRPvxcyrYbK0kKcnZ2FUfIkLF++nMzMTCH+d+XKFfLy8jA0NGTIkCGCvtjNzQ0nJyfc3NzEPHBzc8PDwwNbW9snbpB3797l+++/f2ZK5ecJDw+PGorjZmZmKBQKPYepqqoKX19fhg0bxrvvvitef5pezYgRIzA1NSUmJkZca8uWLcUzs2fPHu7fv//E73t6egrjRqGtRKt+eqRdq1ZhY2EiNHhUKhWVlZVCQVqj0eDq6sqoUaP0vieTyURDaFGRbi5Kzpa1tY5N68GDB3z66ad89tlngG7uGxgYMHDgQL1yMNBRw0oaOs+KP0KvWxsSEhK4du3aU9fELl264OXlhUKh4OjRo9y9e5fw8HDy8vIwNTXl1q1bxMbGYm5ujoWFhaAHrx6oeBIkBq7KykqxL5aUlDBkyBAxhlXKot/d59CoaNeqOf3792fQoEG1zvtLly4REhKCXC5n1qxZNd4PDg5mwoQJlJWV0axZsxrru3R+9vb2mJqa0q5dOywsLHBwcMDS0hIHBwcSEhK4ceMGQI358aywt7cXFMYAr7zySg1NEgmTJk2ib9++VFVV8eWXX9K8eXMsLS2FYy3RsoMuoFZ9fzYx0NbIejwOORqMZL+/X0jOjomJSQ2tqGeBUqnk3XffJT09HQsLCwwNDYXwZY8ePQgJCaGwsFAEnUC3x1VUVIiAlZGREW3atMHc3FzQyT+rs/FPB3n+w1+PP1WHM3HiRLZu3cq6dev0Xt++fTsTJkz4S06sOqS6drVazaJFi1i5ciX16tX7w6VcFRUVYsGA3zYkCa1bt+b27dtiwQ0MDKSwsJBHjx4xcOBA4YSYmJig0WhITk4GEFkSgPbtdeJeN2/e5MSJEzg5OZGXl8e5c+f0jnXj3BUdF7/CUNTd3tnxLuamxlhYWCBTVaAqzRfHbN++vTiGgYEBX375JRqNhuHDh9O9e3cqKipQq9Vs376d/Px8fHx8mDJlCg8fPsTMzAwbGxtUKhWNGzema9eu4jwcHBxEOVT16HR1zv02bdpgZmaGmZnZM93v0tJSvZKwP4rq4yL9v6ysjJSUFLFZ1BZJ12g04vyio6MpLi4mIiICb29vTp06Je5Xbc5zcXExGo1GaJfMmTOHy5cv89FHHxEeHs6MGbpSt/Hjx7Nt2zbu3r3L3r176dWrF7m5ucLgNzaMBYUJ6dk52HR7VXde9/ajVlUSFBRElbKI8sLfNhjJoALd5mlqakpVVZUwWqRr0mg03LlzR8+JSE9Pr3EfGjRogJubGykpKezcuZOxY8ei0WgwMjIS52htbY2Pjw/NmzfH3t5e/Ea/fv1o1KgRZWVl4jjSeyNHjmTkyJFiPGobo0aNGvHgwQNKSkpITk7G2dkZd3d3Fi1axMmTJwkLC6O0tBQjIyPBxpGcnCwcXxsbG71MSPWsqEwmw/3XHojctATI3QmGpqRnZuM2aK7ufpz5EtRVeHl7U5CdTnlhNi06DiAzMxO5XF5jvhcUFLBr1y4OHDiATCYT+kKHDunKlry8vKhXrx516tRBqVTqGeQajQatVktKSgp16tShsrKyVjpGrVarN5ckY1jK4vwv8+T3UNsYVVd0l/6W5jboxAQlh6J169Z06dIFU1NTEX3u27evWEPLysr0DBkTExP69u3LsWPH+O6774Tui5RBCQoKYseOHcyZM0coXVeHWq2madOm+Pj4YGhoiDboO+QmFtg5OAoBUvu0S6QkJeoCQ1Vl+Lg7Ud/FntDQUNRqtdAYKi8vFxnk3NxckS3TarV69zo/P5+srCxROjNjxgwSEhKorKwkOjqaxMRE+vfvT/fu3cnKyiIlJUUY79LvxcTEoFQqiYmJEXXbv4fU1NQnjtGzIDk5mbKyMpKTk3F0dBTPkWTISmjevDlxcXG4u7sTGRlJ06ZNycvLw8fHB3t7e+Li4mjdujWTJk3izJkzPHz4kPz8fJEVf5wmuKSkRGhBgW7MJP2hiIgI6tWrx7Rp0/j0008pL8zmxsYZNfY5+7RLIniTnZZEvpkCa2trsT6Vl5dT8GsP471794QGyezZs2nWrJme+G9AQACvvvoqZWVltG7dmrVr14rgnATp2c7NzaVHjx7Ex8fToEEDPYchOjqayspKvfGV5snTxig7O5vs7GyOHj1KcHCwnjixQqEQ1yGhqqpKqMkfPHiQjz/+mDVr1ujkB5o3Z/78+djY2BAbG4ubm5vYf3bt2kXz5s3Fc9wEI1QyQ65ev4FD7zcBXW9OHQtz/P39cbKzIim7XBy3oKCghiNsbGwsnJKkpCTCwsIwNjamqqqKpUuX0rZtW1577TWqqqpqXHd5eTklJSUsX76ckJAQzM3NadmyJcePH0culzN//nxeeOEFXVlyeTnt27cX99PV1ZWysjIUCgV169Zl3rx5uLm5IZfLycnJQaVSkZWVVaPsS0J1G+R5B0mVSqWonggMDHwuTpBSqaRdh064jvn0L//t6sd43tfxV+F/anQ/e/YsHTp0AHRpwOTkZCZPnizqiYEajsufgYuLCw0aNKB9+/acOnWKhQsXsmHDBhwcHKisrNTLIDwNK1euZNmyZTVelzIkr7zyCuPGjRPqt/7+/ty+fVtkP6oLz8nlchHd9vT0FAvz1KlTeeedd5gwYQJXrlzhxo0bWFtb1zjHNs0bolAouHYjQLzWpVUjWvk1E38nJSWxe/duzMzMmDZtmniQAgICuHnzJkZGRqxevRpHR0c0Gg0ajYYvv/wSgEGDBuHk5ISRkRHZ2dl0796dzMxMGjdurDepHR0day2Faty4MWFhYTU+/yyoLkr1ZxaN2lLnJiYmuLm5iXNJTEwUDYnSJlJdZdfS0pJ79+7h6urKq6++yvXr1zE0NGTFihVYWlrWGA+NRiM2YHNzc/bt28cnn3zCpk2b+PHHH6mqquLbb7+lqkrH5//FF1/w4MED5s2bR3BwsCgvkODlYotUwTlr2kuUlRbj37AeaWlpREToenymTJnChQsXBFWfhKysLL2mbDs7O3JyclAqlXrNlS4uLiJLJ6GoqIgpU6bw6aefsmXLFsaOHYuxsTGGhoYUFhYCOmGxHj16YGdnx969ewkICKBjx45MmDChhlFV3WmS7vGTxmjSpElcv36d0NBQGjVqhIGBAQ0aNBAlQ2VlZWRlZdGoUSNcXV0pLCykoKBAbNweHh7CGVq8eHGNcwkMDKxh+B899ptQZENXW2RaFU42xoTd0ZWU9OzZk2bNmlFZWYndrw2VoMs0zp07V2Rv5syZw5AhQ6iqquLYsWOATshswIABgvzh/PnzBAcH07p1a/r06SOySlqtlnr16tU6j6QmxrCwMBo1aqQ3l/7XefJ7qG2Mqs+R6q9JuHjxIunp6UJ8VKPRUFpaKqLIQ4YMEfPE1NS0hojslClTOHbsGKdOnWLNmjWYm5szZswYJk+ezMSJE7l8+TI//PADL774op6YJsDo0aPx8/Pj559/pkePHjRq1IjvvvsOc0srpNi9l5MVJWmVeLg76323U6dODB8+nI0bN7J3714MDQ157733apRaVVZWYmlpKYwxlUpFQkICZWVl2NnZMXjwYEJDQyksLKRr164igHPt2jXq1Kkj1iClUinGzdvbm5iYGLy9vZ+4Vj7+uqSk/WfKhKTvJScnU69ePb3nyMzMTBjKDg4OdOzYERcXF0JCQigvLycrKwtXV1cqKiro27cvZmZmGBsbY29vL/bywsJCFAoFhoaGNXpKjI2NxXoCuvWhdevWBAYGUllZKQyf7du3ExUVxQ8//EC3bm2YNOVlNgbpAkH2Jlrk6AxUCxd7EciTUFJSgr+/P8eOHSMgQLc/Tp8+nTfffFPvc+Hh4bz11luUlZXRs2dPfvzxRzQaTQ3HTMqU5ubm4ufnh7e3t+ijkuadVOJcPVP9tLUuJycHS0tLUWlw6NAhiouLiYyMFGumjY0NSUlJzJ8/n9mzZ9OzZ08MDQ25efMmo0ePpl69enTr1o25c+fy9ddfExISwqxZs/joo48YPHgwxsbGLFmyhJdeeomLFy/i5+dXI+t7OisRadUpzogHc1PqyJrQqL7+2mlkZFRDIDMtLY2GDXV2SFVVFQYGBtStW5ePP/6Yhw8f8vDhQ44cOcKcOXN45ZVXMDIyQqvVEhAQwLfffsupU6dQq9VYWVnRvXt3jh07hlwuZ968eXz00UcolUrs7Ozo06cP9+7dY9u2bTRv3pxOnTphZ2eHVqulVatWIiAqk8lEL1hFRYVeuXj10q7nFcSpDVqtVmRAn0fbgPS7ERERuD6XX//tGM/7Ov4q/Cmn5NGjRyLiFxurUzFzcHDAwcFBT5Hzr2jmVKvVWFpaYmtry8yZM3F2dmb37t0sWrSIlJQU/P39Wb58eY3FszYsWrRIz2EqKirSW3Aef9iHDx/O8F8ZjzIzM4WCrBQdlFRmH18o5HI569evp3fv3oSEhODu7i7qZqujUaNG1PNsgKRV+3hUSuoB6Nevn3BI1Go1mzZtAnQLdfXz379/P2lpaRgZGREZGcnXX39N27ZtcXd3JzU1FTMzs1rVymtDmzZtxAbzR1G9ef7PIDk5WY9zvF69enTu3FnPIE9JSaG8vLxG5LK0tJTLly9z/Phx6tSpw+HDh0U53ty5c/Hy8qrRm1MbDAwMWLRoEW3btuWVV17h4MGD2NnZ8eKLL9KvXz82bdpEXFwcKSkpv/tb8955h7joSL3FIDg4mG+++QZ/f3/GjBnzxOe3oKBAOFCZmZk0a9as1s9Vx5QpU/jmm29ISkpix44dvPHGGwB6TkmdOnXw8vJi8+bNFBQUEBAQUGuW8/r16zx8+BA/Pz+9spXaxsje3p7JkyeTkJBAcnIy7u7uwolo1KgR9+7dEw6Li4sLYWFhpKWliWygVPbxv6Kqqkr0dj1+v7RaLatXr2bDhg2o1WpsbGxYtWqVuPaAgACysrIwNDTkzJkzGBkZMX36dORyOcHBweTm5nLt2jV8fHxQKpU4ODjoZR5rQ5MmTfDw8KgxH/7XefJ7qG2Mbt26RVxcnDDWpcCDNLZdu3blwoUL4pwuXrzIN998g0qlwsfHBy8vr6ces2PHjnh4eJCYmMiJEyd48cUXAd3atm3bNgYPHkxMTAwHDhzglVde0RPeffDgAcuWLUOpVLJjxw7mzp37zNeq1WpZt24dBw4cAODDDz986rlK66lSqeTOnTvi2rt06UJoaCjnzp3D3t4ee3t7/P398fPzE0asUqkkISFBOGRNmzatVRH9aZAyvrWN0bOgfv36QjusesYN9Ety7e3t8fT0RKlUUllZSUlJCTY2NpSWluqd9927dwkMDBTf/73ymdpKTKsrSstkMgYPHszgwYMBnYAmPHtp9969e4UC/cSJE2uU4OXk5DBjxgwKCgpo164d+/btw8zMTC9DIkEKRhQWFrJ8+XJUKhU9e/YUzfD3798nIyND9H5JkByi2sYoJyeHBg0aiEoDDw8PoqOj8fDwEL2IderUYcGCBVy/fp3r16+Tnp5OeXk5s2bNoqioiNDQUL3mYyMjI4qKipg/fz5bt25l+/bttGvXjs6dO3Pjxg3OnTvH1KlT9e7949dbUlLyh4xOAwMDnJ2dSU5OJjU1lYSEBO7cuYO5uTn16tUjIiKCJUuWsHPnTsaPH8/PP/+sd849evTA1taWw4cPI5fL6d+/v+iPVCqVREVFkZCQQHR0NGZmZoSEhNCpUydhL3711Vdcu3aNTp06MXbsWED3PEt2ipWVlXC68/PzxbP7T5WR/4fnjz/VU3Lp0qVn+ic1tv5ZaLVaMWlMTEx48OAB06ZNY/r06Zw6dYrLly/ToUMHDAwMnqnHxNjYGEtLS71/z4q7d++KcgNp0kmLw6FDh2osBE5OTqxcuRJA1MzXhsejOtJ1X758WZSySI1yarWaxYsXi5Ks+fPn631P6n+wt7dHLpeTkJBAeHg4KpWK8nJdKleKVlePPEibbEJCwl/SOPZ4s+8fxbOMkZubm8ieVIdSqSQ0NJSysjIyMzPFRtu9e/das2S/h9GjR4sene3btwsnWaJWXr58+e86OQnx8SKaPmXKFD7++GNatWpFVVUVt27dEkZ5daSlpbFs2TJef/110dMglUz8HszNzRk0aBCAaPKVykxApzk0YMAAGjduTMeOHbG2thYkDo/j4cOHFBUV1Wgwf9oYSaUlKSkp7Nu3j7lz5woDTiohkIzRkpISsQH9XkP6syI9PR2NRoOjo6NewECr1bJs2TLWrl2LWq1m2LBh3L17l4kTJ4ro93vvvQfoopw5OTl6tdCtW7fGxMSEJk2akJKSIgy/6nXQpaWlNeaXtKlKTFzSHPtf58nvobYxCg0NpaioiJCQEEJCQsT/JcydO5djx46JDKybm5sw2jMyMjhz5ukMMXK5nHHjxgG6hvfqsLKyYs+ePVhbW5Oamlrjty5duiTujUql+kOkKcnJycIheeutt+jf/+mU0dLzrFAohAaXr68vADdu3EAmk5GUlETjxo2xt7cX7GQSKYixsTEVFRX/89j92f2oOqTnSHK0HBwcMDY21svcOTg4YGRkhJubW629gdHR0WKO5uTk0LhxY3bv3v3EHlHp+xEREbi4uCCXy8nIyHhqw/azQqvV8tVXX6HRaOjYsSOvv/56jc9cvXqVjIwMDAwM+OGHH55ajrJ3715AN9YJCQkkJiYSEaFjbFMqlcTHx5Ofn19Di00KsNY2RlJGVzKux48fzxtvvMGiRYtEsNLOzk6vZOrSpUv06tWLyMhI6tSpw5AhQ/Dy8hJZs8rKSrGfxcbGivkjBVLv37/P7t279UrQy8t+K9EC3bz5I329Go1GfL6kpIRffvkF0GWO7969y5YtW3B0dCQhIYEVK1YQGhqKqakpkyZNIjg4mOPHj4vz7NGjhygVlhARESGc+dpIIq5du0ZhYSE3btxApVKRk5NDSUkJarValG5J/awODg7/aF/rf/h78KeckueJ6s28MpmMyspKYdBLHvrFixdRKpU0bdqUI0eOkJiYWKPM5K9GZGSkqBWVNryFCxcik8n47rvvat1ApaZjtVr9zAuFRqPhxIkTIrrfq1cv/P39hUNy/PhxDAwM+Prrr2twh0vGRaNGjbCzs8PR0ZHGjRujUCho3ry5KJt5nEWrtLSU4uJiiouL/3F2rWeFFJn65JNP2LVrl3jdzMyMpk2b0rBhQwYMGCA2tCtXrvDiiy+yfPlyjh49SmRk5DM1jsNvG5CPj4/IaMyePRsrKyvCw8M5f/78746vsbEx8+fPZ/HixYwbN45t27aJ96qXFYFuc1ixYgVhYWFotVq8vb0ZNWoUffr0+d1zLSsr49y5c+zfvx/QRRlBN3diY2MxMjKitLRUNH9OmDCBTZs2PbEXzM/PD0tLSz2Kzd+DxGDj5ubGrVu3KCwsJCsrCwALCws0Go2oE/f396d3796Azqm+fv16rdHOPwIpYvt4WciBAweEg7lu3Tq2bt0qnBatVstbb71FSEgIDg4OdOvWDRsbG7y8vISz1LdvXxYuXEjv3r1xc3OjpKSE3NxcEhISxJyqXkojQdpU4Z9nsGvatKkwDqTm2ubNm/PDDz8wc+ZMfvjhB0DngE2ZMoUWLVowdepU6tWrR3FxMSNHjqzBsvY4hvyqc3Ht2rUa11q/fn0xBrdu3RLGoXTM6pAc62eBxADVt29f8czXhoqKCnbt2iXY1qZPny7KBCVSjM6dO+Pm5sbEiRPx9/fHwcGB9u3b4+zsjIODgzCwPD09/5W12bUxFDo4OFBWVsb169dJSkqqYdj5+Pjg4uLC6NGjMTQ0JC0tjTlz5tC2bVuOHj1aI6jWp08fnJycSE1N5fbt2wwdqqNi/+KLL/7n+Vtdt6Fbt261Vlz06dMHOzs71Gq1cDpqw86dO1m9ejWgK8d0c3PD0dGRBg0acOjQIRYvXkxsbCw2NjYi8yThaVnp6r192dnZeHt706NHD2JiYiguLqZ+/fo0b96c9evX06ZNGwYPHsyUKVOIj4/H0dGRpUuXMmTIELZv367X2yL1s1paWorMQatWrfj444+Ry+Xcu3eP9evXizXJxES/fFKhUNSouKioqCAzM5ObN29y6NAhduzYwdq1a9m4cSNTpkwhPT0dMzMz/Pz8BDPZmDFjUCgUTJ8+nZs3b9KuXTtA57g/ePCANWvW0Lx5c0xMTASRRWVlpSiVjYiIICcnB09PT9RqNb169eL111+nc+fOeufWtWtXFAoFrq6unD59mhMnThAZGYmFhYV4RiUGUOnff07J/9t4PoITfxJRUVF8/vnnFBcXY2dnx+bNm4XXPWLECKqqqpg+fTpnz57l6tWrBAYGsmHDBlasWMHmzZtrTMa/Era2tqSlpSGXy5k8eTIVFRX079+fJUuWsHTpUtasWUObNm2wtrbW24htbW3Jy8sjOztbbwOTy+U6J8LAEHNnndCfUqnk3Llz3L9/H5lMRu/evencuTNlZWUsW7aMkydPYmBgwKeffsrgwYP1IvSlpaViY/b398fe3p6uXbuK1Lqjo6Oo6388/Wlubi6yP//WCf94g25paSkXL16kpKSEGzduMGXKFDQaDWZmZgwaNEgYNL169SI/P5/du3dz/Phxjh8/Ln7D1NSU119/ncWLF1NVVVVj8ysuLkYmk4loefPmzcnOzhYZtw8//JDFixeTkZHBzz//TM+ePYVzrEYOv7aZuLq5kRQfy6effoqHhwcmJiYiomhlZSUyIaBb2A8fPkx2djZ169blvffew8HBgby8PMrLy0XGS7oHZWVlxMTEcP36dQICAggODhbPRcuWLRkwYADl5eXiuu3s7OjXrx9VVVW1OvKPz6EuXbrUYBv6vTHy8PAQzbf+/v7cv39flDwaGBhw7do18vPzBeOPl5cXrVu3Jjg4mF27diGTyXB0dMTPz49GjRrRoEEDZDIZeXl5NbJFyrIy6TbrIpSaKsFI1KxZM9H3pVQq+fhX8dF33nmHsWPHCnIIgC1btrB//34MDAxYunQpo0ePJjc3l0ePHvHTTz/h5+dHw4YNMTc31+m82NmJkpiysjK9zfLx+SU1kj/vcq1nQYcOHQS9L+h6MWQyGT/++CMFBQXcvHmTF198EZlMhq2tLba2thQWFrJ48WI+/PBDsrKymDNnDl26dMHc3Fwvagu6OSMRBCQnJ3Px4kURnZfg6upKy5YtuX//PocOHWLq1KlYWlrSuHFjTp48qXduDx48QK2Vwa+MqEWFhZSWlupFoKWabNA5FFKPkjQ+oCu7OXHiBEePHhVljCNGjKBTp06ityUgIIDy8nKmT5/Oyy+/jEqlIjs7W4y5fTXRy3+jM/IkVKdnLi0tJSIiogaLnp+fH35+fowaNYrjx4/z1VdfcevWLWJiYpg0aRL9+vVj27ZtGBkZUVlZiYGBAW+//TYLFixg//79rFmzhjt37pCens7GjRvp16+fXnO0SisDdJmoUqUSuVY378rLy2swiGk0Gnx9fQkNDeXChQs0adIElUpVo2/v1VdfZdWqVaxevZq+ffvi4uJCWVmZsBlOnjwpqgkGDRrEW2+9hampKdHR0WRnZxMQECDWlZEjR9ZwvJ6UPX4cDg4O5OTkYGtrKxgxX375ZcH+ZmdnJ57r5s2bs23bNkxMTFAqlcycOZMHDx5gbGzMG2+8wYYNGwBd0KuyslKUx3fo0EGUT6WnpwvGTYPH1muFQkFpaSkpKSn88ssvpKamUlBQ8LslXUOHDiUmJoaKigrs7Ozw9vYW+4iBgQE7duxg+/btjBkzBnNzc8rKysTcHzp0qKCXt7a2RqFQcOfOHTQaDT4+PvTv35+KigoiIiKws7PD2tpa7D2vvvoqLVu2pKqqipMnT2Jvb09ubi4eHh7/+t6H//B88K9xSh49ekSPHj0YOHAgxsbGXL58WTBtgW5izJgxA2dnZ44fPy4WUblcTs+ePZ+rQxIYGCiiMYMHDxaGvpubG++//z6RkZH8+OOPvPPOO3z33Xd6G5aLiwt5eXl06NBBr3n522+/1aXLqxnCCoVCGKtr1qxh6NChFBUVsXjxYk6fPo2BgQHfffcdgwcPrlH2FRkZiUqlwsTEhPz8fKKjo7G2tsbc3FzUYVY3jqrD3Ny8RpTo3wylUkliYqKI2rRr104nKimX13As6tatyzfffEPv3r3ZuXMnBQUFFBUVkZKSQllZGevXr+fcuXN88803oiRLgkwmw8DAgAcPHgC6Phtvb2/RmN64cWPq1q3L9OnTSU5OJj09nYULFyKXy9m8dbv4nc6dOpGdkUZWVhbbt2/nww8/FL0o7u7uIiKnVqvZsmUL2dnZ2NnZcfjwYUE0IBlH1REREcGiRYs4ffq03useHh706dOHBQsW4OTkhEajEexvEyZM4MUXX8TQ0JDk5GR++uknkpOT6dWrF8OGDatxr5/WFF3bZ6X3w8LCSE1NpWnTpkyePFkwV9na2gomp/bt22NqasqAAQMYOnQoX375JRcuXCAiIoLMzEzOnTvHuXPnGDt2LG+//TaFhYV6EUqAguJS0ZPVrXs3SosKuHbtGjKZjLFjx4qG5g0bNpCZmYmnpycffPABxsbGaDQaTExMuHr1Kh988AEA7777rsiE2tnZER8fj1wu58GDB3h5eYl5BLrI+s2bN+nUqRONGzcWDoejo2Ot9+vvbNB8Eh5vdJf+3759e65fv0779u2Ry+VERkaSkJCAp6cnjx49orS0FB8fH4qKiiguLubtt9/mu+++q+HYWllZYWlpydChQ9myZQuXL19m2rRpNdbnxYsXs3jxYsLCwvjhhx+YNWsWHh4efPLJJ5iYmAidJXNzczKycuDXpOaLL76IQo5ek3xqaqpghRo3bpxwgL29vYVuxK5du0SwyN3dnblz5zJ9+nSMjY2xtbXFxsaG/Px87t+/T9u2bYWehUSmYWdnJwTf/q1r5e/1cDZs2JDw8HDBilYdKSkppKWl4eLiwogRI2jUqBHp6ens2rWLgwcPcvbsWbp168aePXtEBnLGjBls3LiR1NRU0tLS+Prrrxk+fDg3btzA29tbLyqu0sjg18rggJs3adO6JVOmTCE2NlZkbSWkp6djb2/PkSNHiIqKwsnJiYqKiho9Z2PHjuXixYvcuXOHNWvWsGnTJgwNDbGysuLatWu89tpraDQa/P39mTNnDikpKbRs2VL06bm7u5OdnU2bNm3EvKjOive0THr1eeTo6IiNjQ3h4eHcvHlTEHy8/vrrHDt2DK1Wi5GREf7+/nz22WcolUqOHTvGjz/+SGJiInXq1GH16tWiZ/W1116jZ8+eNQhQZsyYwfz58+nTpw/p6emkpqZi/ZijZm5ujru7O1evXtXr77WxsaFhw4Z4e3vj6upK3bp1MTIywtvbm7p162JpaSl6eLp27apXgmVnZ4eTkxOff/65eK2iokJUDbzwwgssWbJEkD2Ul5cTHx+Ph4cH8fHxJCYmYmJigpeXl3DepHsXGRlJVFQUxsbG+Pv7k52dTZMmTf71quP/RkhZLgn29va1MkL+2/GvcEoKCwuZPn06U6ZMYe3atZSXl/POO+/o0U1OmzaNgoICunfvjr+/PxqNBrlczssvv/zcz+/u3bui6e3x+laZTMamTZu4c+cOsbGxguJPmlQuLi48evRI1Jk+DQE3A9BoNAwbNoyhQ4eSmZnJ9OnThbbIzp07GTZsWK09DFK5l7OzsxCMu3btmuhH+aeNob8SUk33yJEjmTdv3hOjltnZ2YI5ycbGhv79+5OXl8dLL73E3r17CQwM5M6dOzx69IguXbqwevVq3nrrLb3f0Gq1gnDgcaYr0Blz77zzDp999hnnzp1DoVAIYTEJpmZm9OrVi1OnTnHq1Cn8/f1FZFcymrVaLT/++COPHj3CyMiIyZMn061bN2xtbQXpwLBhw3B2diYhIYHdu3eza9cuKisrUSgU9OrVS2TW/Pz89Bb1nJwc8fy2aNGCtLQ0XF1dSUtL49GjR5SXlxMYGFirU/JnIWU1pCyhRGdtbm7O999/DyBIJKTXFy5cyMKFC8nIyGDfvn08fPiQc+fOceDAgRqlPU+CFFn08/MT91YymACWLl2qxxgVExPDuHHjRInB6NGjqaiooE6dOjg4OIga8Hr16tWoZ46KikKhUBAVFfXcmbSeJ0pLSxk4cCCjR4/+VdFdLfrLzpw5Q1RUFEqlkhkzZmBlZcWYMWM4efIkhw8fZvTo0bX+5qBBg9iyZQunT59m4sSJNZwSQ0ND1q5dy9y5c4mMjOTTTz/F1dWVl19+GV9fXxwdHTl//jzHjh0jKyeP3ot1NM1Hjh6t0T8o9Yf07NlT7BmJiYmsW7eOEydOiNLK5s2bM2vWLMaPH693PnK5nI4dO3Lq1CmuX78uCD7y8/OpqqoiPz+f8vJyQcH7b3VKfg9t2rR5os5QWloa5eXl7Nq1i1u3bqHRaOjRowfTp09n+PDhvPvuuyQkJNCnTx/Wrl3La6+9hrGxMQsXLmTWrFl8+eWXXLx4kdmzZ7N+/Xp++uknYfACpKalgkLnVERGRhL26CF79+6lY8eOTJo0qYZjIhHDFBUVkZCQUCsJhkwmY/ny5QwYMIAjR44wa9YsfH19CQkJ4YUXXqCiogJfX18mT55MUVGR0BcyNjbm4cOHdOvWTZRYV4c0l5+VFAZ067ekoaJWq/VKCAcOHMinn35KVlYWQUFBhIaGcuTIEXJzc3FwcGDNmjW89957FBQU0LJlSxYvXlxDuFeCi4sL69atY/LkyWzZsoWGjfVLzExNTXn48CF37tzB1NSUL7/8kmbNmiGXy2uUe2dmZurdd4kW+1kz4xJ8fHxo2rQpoaGhfP7558ybNw8/Pz+MjY2F3lN5eblw8r744gsCAgLo3LmzyD6bm5szYMCAP3TcvwMymUyP3fN5HaPe/+A82NvbY2ZmVqNs1czMTIhG/x3X8VfhX+GUZGdnU1xcLOraTUxMUKvVnD17llu3bmFkZMTWrVuZN2+eSOk97x6S6jA2NhZ1stXr/8vLy7lz5w6hoaFs3LiR4cOHc+HCBQ4ePMiYMWMA3YQ9e/Ysp06dIi8vjwEDBtSgwpRQVFSIo6MjixcvJi8vj6lTpxIbG4ujoyMHDhyolQ0rMDCQpUuXcv78eUBXsmJiYoJCoUCtVnP//n1sbW2fKOL0fxGS0Vcbh3l1ZGdnU1VVRU5ODs7OzhQWFtKnTx+aNWuGi4sLPj4+9OrVi9OnT3Pr1i3mzZuHi4uL0FUABOsH6LIM/fr106tDB91mv3DhQlasWMHp06e5ceMG9b18qNvst99IT09HLpejVqu5cuWKnmhbUlIStra2BAcHI5PJ6NKlC+vXrxfXcPr0aU6fPs3y5cvx8vIShjdA7969WblypYh+lpWV6S06t2/fZtq0aaJxMCYmhujoaFQqFe7u7qjVauLi4kSz5V8FX19fEWWWxgF0zc9Sudr169cpKirCzs4OPz8/XF1dMTAwwMnJib59+zJ69GgsLS05dOgQCxcupG3btrz00ktPFPnKzs4W86BXr16AjsFuxowZopSsuhF9/Phx3njjDQoLC/H09GTSpEncvHlT9M+Ym+s4/+3s7EhOTqa0tFSvTr9t27YEBgbStm3bf0Vp1h+FFBGWnPzq5+/p6alHfGFtbY2VlRUdOnRgyJAhHD58mC+++OKJTknXrl2xsbEhMzOT2bNns2LFCr0MEuh6j/bv38/Bgwf58ssvSU1N5ZNPPqF+/fqkpaWJ8hAr29+yY+vWrsWqjjn9+vWjYcOGnD17VjjcgwcPJjs7W9ACS85I9+7dmTNnDn369EGlUuk5JHl5eSxfvlw0+EraU6ALQty4cYOkpCTc3d0xNTX9y+fJ34GwsDARxX6SjoqLiwtpaWnExcUJ/aOMjAw8PDzw8PDg5s2bjBkzhhs3bjBnzhzMzc2ZMGECkydPZvXq1aSkpDBw4EDWrVvHxYsXhfjkiBEjiIuL4+79h/T+8CAAk6dMIeR+MEFBQVy7dk0ERMzMzEhKSiI2NlYviJeRkVHDKamqqiIwMFBo6mi1Wm7fvk1ZWRmTJk2isLAQS0tLBg8eTFFRET179sTe3l4QUTg6OuqVwlaHNJf/SIleVlaWEOAEnQ0zevRoxowZQ4cOHXBwcGDlypXk5eXx8OFDcnNzkclknD9/nsOHD4vrXb58+e9KHAwYMIBJkyaxZ88eYuNiqW7OlpeXi0z0nDlz6NatG0ANvZTHkZycLPr8evTo8czXDbqyx4yMDEDXz5eTk0NYWBhNmjTBx8eHR48e0apVK9zd3VGpVJw7d47s7GyKioro378/CQkJegya/yaYmZn9IdHmP3uM8LAwhq9+OonIk+Du7k54eLie6Gl4eDgTJ04kJycHd3f3v+U6/ir8K5wSKysrysvL2bJlC6tXr2bjxo3s2rWLDz74AAsLC/bt20ffvn25f/++HoXk34UpU6awd+9ezp8/z4QJE3jppZe4evUqd+7cERvniy++yIoVK3jvvfdYs2YNrVq1wtvbm4kTJ3Ljxg3u37/PrVu3uH37Nk2aNKGkpIQ6deqgqZYiVhgasnnzZgwMDHj55ZeJjY2lbt26XLx4sYbCbEhICEuXLuXECZ1Og0KhoGPHjsyaNYuqqiqCg4OpU6cOBQUF5Obmitp6Hx+f/7ORPgnVxd6eBqnWVyr5sba2Jjw8nNTUVPz8/ETzXllZGYaGhly7do1XX32VJk2aiEZLQ0ND9u7dy+eff05QUBAnTpzgxIkTtG3blg8//FB8TuL837ZtG8nJyTx69Ii6L+jO48iRIxQX6O5/ixYtmDlzJhqNhp07d3LhwgXBfCaTyWjbtq1grZsyZQrjxo3j1q1b/Pzzz9y7d4/Y2FhkMhk9evRgwoQJjB49utbIh0ajYf369Xz88ceo1WrMzMwYNmwYWVlZODk5ER4eTpcuXbC0tKRhw4ZP3KD/LDw9PfHw8BClZ/7+/pw6dYrvvvtOUFweOHBAMCaBzvnv3LkzgwYNwt3dHSsrK2bNmoVGo+HIkSMEBgYSFxfHpEmTaqXY3rdvH2VlZbi5uTFt2jQOHTrEokWLqKysxMfHh++++w6ZTEZVVRUfffQRGzduBHQ9DnPnzqW0tBQbGxvu3buHQqEgKysLW1tbLC0tsbOzIz8/X4/laOjQoaLBF3hmcdF/C6SIMFAjC9SwYUMaNmzIo0ePiIiIwNHRUbCKLVq0iCNHjvDo0SNR0vQ4jI2N+f7775k4cSJhYWG8/PLLfPLJJzVKJBUKBS+99BIDBgxgyZIlXL16VbAgOTs706VLF159/U3W3NCVXllaWpGXm8W+ffswMTERz223bt1ISEhg/vz5wpHq1q0by5cvr1WFXq1Ws3PnTpYsWSKahh0dHVm0aJH4jFS6plQqKS8vF9o0/9fwLOKOkvMRHR1NVlYWBgYGdO7cWW/fuXr1KjNmzGDHjh28/vrrKBQKxo4dy/bt23njjTdITExkzJgxDBs2jMLCQhISEti3bx8ABoa/ZSfffPNNTI0UBAcHs3TpUuLi4vTWAQmGhoYMGzaM9u3bU1lZSWVlJadPn+bChQtcuXJFr6G+ffv2uLm5MXbsWEpKSnB2dubll1/G2toaMzMzAgMDhVMsBewKCgrYsmVLDbpzKXL/R8Qs69ati7u7O0lJSVhaWjJ9+nS8vb1FUMbBwQF/f3/OnDnDiBEjCAsLo6SkhAsXLjBmzBj27NlDXFwcL7zwAkOHDqV///5PzQ5//PHHxMXFcevOb2xnhkZGwjCdPHkyU6dO1ftOQkICV69exd/fvwaF9bp166iqqqJz5840b978mYSp1Wo1hw8f5tVXXxXZ5WHDhpGQkEBBQQGhoaH4+PiIOS+VT0oaVa6urmKdqa1/5OTJk9y5c4e2bdvqrbP/oSaq0+//X8e/wimxtrbmvffeY8WKFaSkpHD16lV2794tOO5HjBhB69atOXLkiGCk+Dshl8vZuXMnTZo0ITZW17AsQaKGPHHiBFu3buXw4cPcunWLd999l927d2NiYsLgwYPp0KEDZ86cIT4+XrCIpaWlYWxmQadf+0579uyJh4cHr732Go8ePcLGxoatW7dSr149kfqMj4/nk08+4eDBg2i1WuRyOZ06daJfv34oFArc3NywtbWla9eu5OTkEB0dDejoVg0MDEhJSdFzSuLj44UI1+OOT3WBsH9jBDghIUFE42tTepcakiW615ycHJKTkzEyMkKj0dC9e3fu3LkjoqAZGRlER0czaNAgzpw5Ixore/ToQY8ePbh79y4bNmzg4sWLBAYG8sorr/DTTz9RUFBAZWUlDRo0YMWKFVy/fp0f9v22ySp/vYddu3alY8eO7N+/H09PT1577TVatGhBVFQUjx49wt7eXqTQX3vtNT744ANkMhlNmjQRRA/BwcH4+fnh4uLCvXv32LhxI4GBgWi1WkxMTDAwMMDCwoKIiAgheOfn58fUqVNp3LgxOTk55OXlCeOkQ4cO3Lp1iw4dOtQgE5DwZw2x6gKXc+fOpaSkhKtXrxIcHMySJUvIy8sjJiaGyMhIQbF78eJFLl68KETZevTowRtvvEG3bt2EAblhwwYsLCwwMTFBZmBIq5m6zFZpSQkODg5MmTKFH374gVWrVgE6pp5Vq1bh7u5OSkoKU6ZMEVHB/v37M3r0aBo1aoRKpcLAwEDQaUvK3gYGBtjZ2VG3bl1KS0sxNTV9pk27un7E01SJQffcSvou1efiX20EVx9jKSJsZWUlzk+r1aLRaMRxi4qKhANoY2NDWloaHTt2pH379ty6dYtffvmFyZMni9+vrKwUWbFu3bpx5coVXnjhBWJjY5k9ezajRo3ixRdfRKvV6hGCSAaoRNPs7u5Ow4YNRRYHdJ/9/ofvWfbRh9y7d4/y8nJMTExo164d4eHhIlLt5+fHwoULad26NU5OTnq9ASqVisDAQGbNmsX9+/cBXW9gixYtGDlyJPb29uIeSMx3cXFxNGjQoNYxf1Iz7r/FeZGuITY2Fi8vL7RarR7ZiTTu0phPmjSJSZMmidek6wsPDyc2NpZx48YRFBTE/fv3mTp1KgcPHmTRokWcPHmSTz75hH379nHs2DFMTU1p3rw5kZGRNGzYkDbtO5L66zl17NgR/5Z+zJw5k7lz5xIeHs7ly5exsLDAzc0NCwsLOnTogLOzMwYGBpSXl3P9+nVmzZqlR3BgbW1N37596d27t2CKqqiowN/fn+HDhxMSEkL9+vVp1aoVBgYGREVF0ahRI+rUqUO3bt3YvXu3oDt/nBVKund/BOPGjePs2bMiM25iYoKJiYkQXg0KCsLDw4OysjJ69erFsWPHWLZsGb169eLHH39k/vz5XLt2jaNHj3L06FH8/f156aWXsLKyIj8/n6ysLORyOSUlJcIZ7N6ztzh+VWWlCFi98847ImB6//59vvnmG65duyauaeDAgYwbN45WrVoRFhYmBGPnzJnD1atXGTlyJFVVVdSpU0cQ4ZiZmaFUKoXgbXWncPDgwXz77beYmZkJ26Rly5bUr1+f3NxcTExMMDY2FuXNkZGR+Pr66vWuSdUc586dIzg4mLCwMKysrAgMDPzPKfn/EWTafwnFgUqlori4mPT0dMaOHcvp06epV68eWq2W6OhoRowYwZYtW/5wavFpKCoqwsrKSqR6nwatVsvMmTPZuXMnarUahUKBt7c3Hh4egmv76NGj+Pn50bFjRzIzM6lbty7Dhw+nT58+dOvWDQMDA6Kjo/nhhx/Yu3cv+fn5GBgai3rpjwc6s/iDRZw9e5Y6depw8uRJWrRooWv2zMhgxYoVfP3112LT9/b2ZsKECfTp04ewsDCSk5NJTk7G39+fF198UZSaKJVKwsLCyMvLw9fXV88puXr1KmVlZZiamtYQgcvOzhblDo+XXjwP1DYeTxojrVbL8ePHxX0eOnToE40G6TWlUsmFCxfIysrC3d1dMACFhoZSUVGBlZUVy5YtIzMzk3r16vHLL7/UiMir1WoyMjIYMmQIoaGhtG3blnXr1tUwOotKy1h5uQAAi5A9qCvLOXfuXA0dmObNmzNgwAC0Wi1r1qwBdNSVy5Yt07sWyen44YcfOHv2LJcvX/5dXQ9TU1PatGmDr68vMpmMyZMn6zlwf8bA+iNjdODAAWFkjxkzBpVKhZ+fHxEREXh5ebFv3z48PT3/v/bOOyyKqwvj79J7R1CKVCkCUsRGsXfRGMUee0xssUeNvSdqYr5EE3s3Go2amFgTxd4REaWKIk1h6bB09nx/kLnZpSgall3M/J7HJ2F22DncO7ef8x72O5GRkfjtt99w8uRJJi4AAHZ2djhw4ADU1NSwceNGJncMQKr9PDs0D4f278XFixdZ0Oi8efNYfppLly5h3LhxEAqF0NPTw7Bhw1iAb6dOndCrVy9kZWVBW1sb6enpePnyJbS1teHm5gZDQ0NoaWlJycC+aeKZnp7O2k/VbO81lf21a9eqtcV3mdy+ro5ycnKqtaMbN25IJciUbDNHjx7F1atXYWNjA09PT1hYWMDExASbN2/GqlWr0K9fPxw/fpx9X1lZWbXT7IKCAkybNo1JCSsrK+ODDz7AtGnTpKSmudNj7ntCQ0Nx8eJF3Lp7Hzrd5wEAjKKPwMOt0i2ES/jH5eIxMzPDggULMHbsWOjq6rIs1RyFhYVYsWIF/ve//0EsFkNfXx++vr44depUNZdArgyuX7+OiIgIuLu7w9/fv94WJW/Tjt6Vq1evIiIiotpJgGS/zr2Xb+o7T506hcLCQqioqEBHRwc//PADzp07h/Lycujp6WHdunWYOHEi7ty5g2nTprE4H3d390phkdRXrJ1eXDUIFWWVE+auXbti4cKFUu9Bbm4u2xAKCwvDsmXL2CZCkyZNMHr0aPTt2xfe3t7Q1tbG4cOHmVqara0tFi1ahB9++AFEBG1tbcydOxdKSkrQ0NBAXFwcXr16BV9fX6ipqSE2NhatWrWqMQFqXl4eDAwM3qqOvv/+e1y/fh2vXr3C9OnTWdLHjRs3IjU1FQUFBbCxsUFubi5++uknpKSkYPz48SylACf5e+zYsdcG2ltbW+Py5cvIys3HF79Xuhw+2DwRO7b9CC8vLzZ/4OJdOby8vPDw4UNWt4MHD2auW8HBwdi2bRuGDBnC3GDfhLKyMmbMmIGvvvoKSkpKyMjIQGhoKJ49e4a2bdvCx8dHSjyg6gbnb7/9xq5zMYZr165Fbm4uUlJSYG1tjbZt20rFH1atI1m2o6KiIuYCd/Xq1RrzynE8ePAAPj4+CA0NrXMMJHtG564w6lsptvLb/J7QUPt35wVVbXmbv6O+edv6UIiTEqDySJULTFVTU8OVK1dYUrPDhw9DIBCw5FbyYsSIEejcuTNCQkKgqqqKrKws1ulevXoVv/76K7p27Yp9+/ZhxIgRSEtLw/bt27F9+3aYmppi4MCBmD17NpYvX46RI0fi7t27uHL9Jrj9wkWLFuGvCxegqamJo0ePwsvLC2KxGOfOncPQoUPZzqK3tzeCgoJgZmaGjh07orCwEE2bNsWFCxegpKSE0NBQjB8/ntmtpaVVa4AjJ91ZUyZhRfeT19DQYIMNgBp3ADm4Ux8u0ZempibKy8tRUlICCwsLZGRkQEVFBdu3b8fEiRORlJSEnj174vr162jWrBmAytOmlStX4tmzZ1BXV4euri7u3buHdevWYeXKlVKDumSQ5G+//soG4ebNm6Nnz56IiIjA7du3WRI7jvnz52PKlCnVJggJCQmYMGGC1GRdQ0MDNjY2aNmyJSwsLKClpYWSkhIUFBRAX18f48aNw2+//YY7d+7A1NQUxcXFSE5OrnYiVhORkZFsd/Vts1XXhoqKCs6ePYvAwEDEx8ezGCkuezCXXDI0NBRRUVE4deoUtm7dimfPnqFjx46YM2cOVq1ahVmzZjGf5MTkVIT8rUp78MABhD98gMWLFwOoTDq2atUqiMVizJ8/H99//z2ASregGTNmwMrKCqtXr4aKigoePXoEJycniMViZGVlITAwEEpKSiy2gtt1fBs/87dtP69ri/WJ5AkoFxibn5+PR48esckrd0+/fv3Qr18/iEQihIeH48CBA9DX12cxTJcuXar1bywtLcXq1auxZcsWtlDR09NDXl4ejh8/juPHj8Pe3h4DBw5Efn4+Xr16BbFYjLy8PNy/f5/1d8qq6uj6dzzysWPHcOQnaRliZWVljBgxAomJiZg1axZmzZoFGxsbuLq6Ijg4GCNGjMClS5cwbdo0Fo/l7+8Pb29vdOzYkdlWtVyASjfZFy9eID4+HpaWltVcX2s63VIUwsPDUVBQIFWvwD/vpVAoRHR0NKysrKR8+iVPOLnrzZo1Q1RUFBwdHeHj44NevXohIiICY8aMwcOHDzF16lQcPnwYx44dw507d/Dtt99izZo1rG/T0v1HJepSSAj27tqB/fv34+LFi7h48SK6du2Krl27QllZGSKRCCoqKrh69SqbHGtoaGDGjBmYPXs2W7hmZ2czN02gcgE0c+ZMxMbGsveMEydxc3ODjY0N4uLiQER48uQJxo8fD39/f4hEIpYc89/CKWxWXeh4enqitLSUqbw1bdoUEyZMwMqVK7Fnzx589NFH8PPzg5eXF/bv349ly5bhxx9/xLFjx6CqqsoUvszMzHDt2jW8ePECY8aMwY/bd7Jn/P7777Czsca2bduwdetWFrunpqaGIUOGYO7cuXBxccGTJ09Yvq5jx46xexYvXoynT5/ir7/+gkAgwIYNG5CdnY2UlBQYGhpCU1MTBQUFKCwsZMpg/fv3h5mZGbKysmBiYgJtbW08e/YMZWVliIqKYq6TNXlbcO6yxcXFUiIy3GS6S5cub0yCKmvEYjFTRK1Lgu53fUbYgwfo2lcmX8+eIeu/o75o0EVJeXk5iEhqJ41T0eJQVlaGg4MDtmzZgu3bt8PCwgJ//vkn/vrrLzY5lBec73Tv3r2Rnp4ONTU1CIVCFjjJuWX5+/vj6dOnuHz5Mk6ePIlTp05BKBRi+/bt2L9/PwYNGoQ+ffqgZ8+e6NS1Oz4/WelDHRISAjU1Nfz0009sECEizJs3DyKRCFZWVpgyZQoGDBgAkUgEa2trXLhwAb/88guaN2+OZs2aobCwEB07dmQdrORAC6DaboWtrW2tg6mium1xcDu33G6fpAISd9TM/b0ikQhpaWm4c+cOzMzMQETIycmBgYEBiouLYWdnBwcHB0RERKBz5874/fffkZyczKSeAeD8+fNMNhGoHOiioqJw5swZpo4FVAYNzpwzDy3GVAarW1ha4oOgvujXr59UMjChUIhff/0VFy5cwN27dzF58mTMmDGjmi/zvXv3MHLkSGRmZsLExAQODg5wcHCAkpISjI2NoaOjg2nTpsHU1BTR0dEoKSlBfHw8Hj58CJFIhI4dO0IkEkFDQ4NlDH4T8fHxEIlEiI+Pf+dFia+vL8zNzdkkm3P7WLRoEfbt24fY2FhkZmay3AnR0dH4888/4eLiAhcXF8ydOxcTJkzA1KlTcfz4cXz11VcoLS3F5MmTmWqMhbUQISGVQgS6enr48ssvIRaLMXr0aOZm+fXXX7MFSfv27dGtWzckJiYiKioKzZs3R2lpKTw8PGBra4vY2FiYmpri5cuXsLOzY8HtnF/428AtjrmM77W1QQ4bG5sGmdiKRCLk5eVBKBTCxsYGHh4e7KRE8h4uC31GRgbEYjHu3r2LzMxMpKWlwd7enpVLnz59cPz48Wpyzc+fP2eJ6zjy8vIwduxY5OXl4cSJE4iPj2cnhFUxNjaGn58funTviTOVVYx5n3+O+3duISwsDJmZmfD398fcuXMxc+ZMqUBOzv3uzJkzWL16NVuMaGlpISgoCEuXLoWxsTFz1+L+5hs3biAmJgb+/v7Mv55bkFR1fQUq2zqnyqVoi5JWrVqxkxJJNDU1oaWlhejoaGa75KLk22+/ZTut33zzDbteVaLW3d0d9+7dw/fff49Fixbh+vXraN++Pf73v/9h8uTJGDRoEE6cOAFbW1u09w/ExF2VQemerTyxdetWzJ07F0uXLsWJEyfY4qQmgoODMW/evGrJDM+fP88WJNwi9NWrVzAzM2NCC9bW1igqKsLjx4/RpEkTuLu7o6SkBA4ODmxckBwz/i2BgYFsR1ryFK1bt26wsLDAqVOnYGlpCUdHR/j6+iI0NBSnT59Gr1698M0332DixImVakxWVli/fj3Wr1/PviM/Px9qamqIjo5G165dce3atcp+zbxStaqZhQVOnDiBpUuXAqhsP+PGjcOkSZPYOAFUJlD9+eefce3aNaxfvx4XLlzArFmzYG1tzbKz6+vrs5xr5ubmaNasGby8vGBnZ8fk3rOzs/Hnn3/C0dERbdu2ZeXp4eGBhISEN4rriEQiODg4wNnZWcoTo2fPnnJfjNQFLqifo6okL8+70WCLksjISKxYsQKpqalwcHBAjx49MHz4cKZIpKysDCKCnp4eNmzYgGPHjuHevXto3rw5bty4UaO2ekNTddIgFotx4MABvHz5EkClyguHmpoaevTogR49emDFihW4efMm1q9fj0ePHuHQoUM4dOhQpdRr2w6AWWVQiZGREXbv3C7lohYWFoaoqChoaGhgx44d8PT0hJaWFutguARQSUlJmD9/PmxtbaUmT1UzTDdW2dKa4DK8clTdmZacWAGV+vfm5uYoLi6GjY0NU0Gzt7dHSUkJtLS0kJGRATU1NRgZGSElJUUqWZ+7u7vU88vKyrBy5UosWrQIX331FTw8PJCTk4M5c+YgX1QE7lzvzp070FRTQXl5udQJiKmpKYYNG/baDNSnTp3C5MmTUVxcjKZNm6JHjx6wtLRETk4O3NzckJmZydqGUChk8Q4ZGRkQCARQVVWFrq4uWrdu/VZSj5zKl729fZ1/pypV20tUVBTKysqgoqKCCxcuIDw8HLm5uXjw4AEuX76M+/fvs0R9v/xSqdRjaGiIQ4cOwdvbG4sWLcKmTZugpKSETz75pNrznsXH49mzZ1BVVWWy3JcuXcKyZcsAAHPnzoW3tzdKSkrw9OlTlkl48eLFqKioQElJCYvfUlJSgp6eHltYvO2CRBJFa4Pa2tosCahIJKoxQSbXlrKzsyEUCqGkpMTeM1VVVVhbW+Pjjz/Gjz/+iNu3b2PAgAH466+/pJStnJycsGbNGpYDhmPGjBmwtLTEpEmTsHbtWmhra8Pe3h6GhobQ09ODuro6PD09WdI8NQ1tnPnuCgDg83mfo7y0MkFefn4+8vLy0LdvXyQkJMDY2BiLFi1CQUEB7t+/j7i4OHbKoaSkBFtbW7Rs2RKvXr1iC3/JhZS2tjZiYmJQUlKCx48fw8/PD/7+/mxBUtOCvqFOt96FwMDAGt2SOGqzPTY2FiUlJSweEahUKePkkTm4TZ8JEyawTZmEhAQMGDAAfn5+WL16NZNYLy6r7ork4OCA77//HtOmTcPWrVuRm5sLZWVllj9IS0sLH330Eby9vWuUwe/RowcTYODEciwtLdG6dWskJCRAR0cHZWVlKCgoYMlca3rXuXbJbRzUV2LMGzduMNc/Pz8/PHv2DLq6unjy5AmKi4uhrq6Obdu24aOPPkJISAimTp2K3bt34+OPP8YHH3xQq0qns7MztmzZgjFjxmDnjh3ouqRyUfL8+XOWLHLatGlYunQpkz/nBC0kadWqFX7++Wfk5+ez+URgYCA0NTWRk5ODBw8ewMzMDMrKynj16hVLgtquXTtoaWlh69atUFZWxvPnz9G3b1/Wzzk5OdVprKlpvFbkGFZJEhMT4eLiUs0dW0tLq9rmDM/b0SCLktjYWHTo0AFBQUHo3r07Ll68iA0bNuDChQvYs2cPlJWVUVpaCjU1NZYReubMmVBRUal2kqIoFBYWshgYbodu0KBByMvLk/JjBirdGDp37oxOnTrh/v372LVrF86cOYP79+8jLDwCXZdULkr27N0Lv3ZtpDoQLmmjp6cn4uPjoaOjAxMTE1hYWKCwsBBt2rRBWFgYfH19YWtrC21tbbZDw/nU1nRSIrmLU5egXXlTNQi7Jps1NDSY24VQKERiYiK0tLSgqakJdXV1dtLF6XoXFhYyiWcjIyMmAZuZmYmwsDCkpKSgoqKCuWLZ29uzCQpQOVDPmjULJ06cQGhoKKZPn87kb51d/1nAlJeXo0xAKCgoqGZzQUFBtQ64vLwcYrEYP/zwA5YvX86CBvv378/k/Zo3bw5fX1/2rmVkZKC8vBx37txBdHQ0DA0NYWJign79+sHKygoZGRkQCoWsw+REEqqWMWefq6trrUo974qLiwsSEhIQExODuXPnQllZGSoqKujcuTO6deuG8+fPY9WqVThz5gyuXr0qNaGaOXMm0tLS8N133+Hrr7+GUChkilkcf/ydNbldu3bQ1tZGYmIiRo8eDbFYDG9vb9jb26O0tBRRUVFo2rQpdHV12TuhrKwsperGubcAlTvL79o+XtcG5QUXG8NNArhTIG7hxU0KNTQ02EmRsrIyAgIC8OGHHzI3yaCgIJiYmGDNmjW4f/8+JkyYgK1bt0q5B0yfPh2BgYGYMWMGHjx4gOHDh6NFixZIT0+Hm5sb69+AynKRlFwHKtuCsvifCW2FuAIVFRXspDMoKAgJCQkwMjLCokWLWDLO5s2bo6ysDM+fP2cJMLOzs2FsbAw3NzcQEYyNjXHt2jUW49S1a1f4+/uziSTX33DKVDXRUKdbskDSdsk66927N27cuIHOnTuz605OTkhJSUFKSgo2bNgAOzs7mJmZwcDAAKampsjJyUGfPn0QExODiIgI9vsDBgzA6tWrYW7xz8KntKwUSqjst4qLi+Hk5MQk0IFKN1nJCXlJSQlKS0urTaw1NDSwfPlyTJkyBQkJCZg4cSJ8fX3h6OgIKysrKZesoqIiqXGPm1doampCU1OT9Z/ciYlQKGQqcO9KREQE8vPzERERAT8/P9jZ2SE9PR1isRj5+fmIj4+Hh4cH/vjjD3z//fdYunQpQkNDERoainnz5mHYsGEYP348yzslFotZffTv3x8ff/wxdu/dz543ZfJkiEQitGnTBsuXL2cLPKBynKkaoyISidjGCze+6unpYcyYMdi6dSuOHDmCyZMnQ0tLC9bW1lKLVy57e2FhIdq1awcTExMp92mO18VcSS4+OOGLqqdWijovycjIQGFhIQ4ePCh1ItRYExYqEjJflBAR9u/fj+7du+PAgQMAKncs9+zZg23btmHo0KH4+eefmTb33r170bVrV1axivJSVrWDy/h669YtFBUVwd7eHj4+PsjPz6+2KDEyMmJ+sNzRZGJiIvbu3YvfT/+Tjbtt27bQ0vonAKmsrAwnT54EUKn7b2BggNLSUuYDyzXg0r9VNyR3czm1FDs7O6nJZU27QFWzPCsily5dYokggZptlpxkZ2Rk4MWLF0hPT0fr1q3RvHlzFqRcUVEBgUAgVRZEBGVlZXh5ecHLywsxMTF48uQJVFRUpHZ/e/XqhZ07K/14s7OzoaKigkOHDqFDhw7Mh7dfv374bvMP+HR/ZbCnnq4eNNSUIRAIqiWR09HRqeYWERoaitWrV+P69esAKpVNPvroI2j9nYTxxYsXKCwsRHZ2NqtzbuLL+eKXlJSwZF6RkZEoKSlBdHQ0jI2NYWpqigMHDrCJP+eeVt/vQdXv8vX1RevWrTF69Gg8fPiQuUiVl5fD398f7u7usLCwQGJiIlauXImQkBCp71i3bh2MjIywfPly7N+/H9evX8fKNesAVA5sN/4uLy7PDKfTrq+vD3d3d9y9exfa2tooLCxEQUEB/Pz8EBsbi4cPH6JVq1bo168fADC3pJKSEjZhf9dyiYqKYjkiuLqqSTq4odofV8fchIATeRAKhcyFoqotpaWlaNasGWsv3OLNxMQEbdu2hbe3N7p3747jx4/D0dGRnUxxuLu748qVK7h//z58fHzYKVTVfAycwk9oaChEIhFUVVUr+1Klf9x9f//9d2SkvURaWhqOHz+OhIQE6Onpwd/fH7du3YK3tzfu3buHK1euoKioiMkGp6enIy0tDUKhEM2bN4e7uzu0tLRw4MABFBQUICcnB926dYOfnx/8/PzqvFGj6P1mTfbVdE2y75w2bRqmTZsmpcJmbW2NmzdvYteuXdDQ0MDLly8xePBgZGdnw9bWFn/99Reys7Nhbm7OFP7y8/Px22+/4a+//sKXG74GUHnSpKqiClXVyjHS1NS02nugpaVVTSyhoqKimhiBkpISRo4cicWLFyMrKwsJCQmV4jF/KxBK9qtFRUVISEhgi++qZcBtUmlrazMZcy6O7F1p2bIlwsPD0bJlS6ai+PTpU1haWuLVq1dsE1FdXR3jxo2DhoYGQkJCEBISgry8POzYsQM7duyAjo4O7Ozs2L8WLVpg6NCh+N///oe7oWHseTExMTA1NcXevXuhqqqKX375Bb169WIKdFX/Zl1dXSYowFFaWoolS5YwEYkvv/wSH374IYyNjRETEwMTExOYmJggIyMDLi4uzP3xxYsXsLGxqXWzRdKVuraTKEWPYa0JFxeXtwpq53kzMj+CEAgESElJYcl1gMoOYPz48ZgxYwbi4uKYNvzNmzexdu1aLFq0iK3qFbXT19bWZn7wQOVE6G1sbdasGZYvX44bN27Wes+ZM2eQkZEBXV1drF69Gt26dcPLly9x9epVhIeHQ0VFBWFhYcjJyWHqJBxcTMDTp0+lrguFQkRGRrJd4MYCp+ZSV1JSUvDHH38gNTUVL1++hKmpaY2dIScVXDV7L/e+Vq1TSRe98vJypom/e/duWFlZYc6cOTh06BC03qFjjYmJQc+ePdGrVy9cv34dGhoaGDhwIL766iuoqakhJycHZ86cQXx8PJSVlaX8WTkXI39/fxgYGKBt27bsM1NTU3aMz01AOcW4a9euvbWd/xY/Pz8UFBRAU1MTmZmZKC8vR1ZWFp48eYJu3bpBQ0MDN2/exNmzZ6v9Lpcjw9LSEs+ePcMYCTnaqKgoKCsro0ePHvjhhx9w9+5dGBgYYPjw4dDQ0IC3tzfMzMzw8uVLlnvi7t27SE9Px507d6CiosLeEa7M/o3bFiCdI0IRqenvnDlzJtq3b4+ZM2ciNTUVQqGQLbhrIjAwkKkHffnll0xlSxLO7eN1eaa43fZ27dqha9euCAwMhJ+fHwID/zkx+3jiRHz++ef4+uuvkZCQAG1tbbRt2xZ5eXnIzc1FYmIiHj58yNyCdXV1oaOjwyZmampqCAsLQ0ZGBm7evIlmzZpBT08P3t7euH79On744Qe2GfBf4/r16/jqq69w8ODBGseH27dvQ0NDAxkZGcy9U1NTEzExMcjPz4eqqip69OgBfX19NG3aFM2aNYOtrS1EIhFmzpghE5s1NDSYhPFff/2F58+f4+DBgyypIofkJgNQeYLn4+PD3Mu4RTY3IZbsM9+VwMBAdlLIYW9vDw8PD0yePBndu3eHSCRCTEwMVq9ejWPHjsHExAQ7d+7E8OHD4eLiAhUVFSZW8Ouvv+Kbb77Bp59+is6dO6OsrAw//vDDPw8UCLBt2zYYGxvjgw8+wIQJE9CpUyc2lt2+fRtjx47FoUOH2K+cO3cO3t7emDBhAkvgyEkYf/TRR6ioqMCxY8dw/PhxlJaWSo05SUlJSEtLQ1FREfMeqIkbN25gy5YtuHXrltTJNgCWzJI71aptnOb57yDTkxJut8nb2xsxMTGIjo5myeY0NTURHByM2NhYhISEIDs7Gx06dMDnn3+Obt26VTttUDQ4v+zc3FwAwC+//IKxY8fC3Ny8Xr7/wYMH+PTTTwFUBslxE6aXL1+ipKQEDx48QIcOHdCxY0fcvHkT7dq1Y/KVQOWkWkdHB337Sks6VN0BbixUDdZ8E2lpabC2tkZhYWG1uIh9+/bhxo0b8Pb2RpcuXdjgo6SkxHZquF2yrVu3ok+fPlBTU8PmzZuxf/9+qe+Ki4uDs7MzunXrViXQrboPb20QEY4dO4YpU6agoKAAqqqqcHNzw+TJkzFhwgQAlYPk2bNnkZWVBWVlZRgYGKCiogKRkZFSrjdcrgdJTExM2O4/V+8BAQHVXKQaik8++YQlDnNwcECXLl0gFApZ8KmrqysePHiAvXv3ok+fPtV+v0+fPvD398cXX3wh5b4AVIpMPHv2DMuXLwdQebLVokULlsvgxo0b6NixI1PUsrW1xcuXL5lcN1AZx+Xh4VEvZePg4MBOShSRJk2aVJP7vnXrFgoLC3Hr1i0MGzasTt8zbtw4HD16FOfPn8fHH38MVVXVWrO910RFRQXGjx+PixcvQiAQwMHBAWVlZSgsLIRkOIKnlxeaNjFhsQLt27dHSkoKysvLkZaWhsDAQJSWliIsLAxOTk7Q1dWFiYkJAgICsH//fjx48ADu7u5MlMTa2hpDhw6FkpISfvjhh9fmrXjfefToEdLS0pCTkwNvb+9qrnQmJiaIiYlB9+7d4eHhgeLiYhQVFSE1NRUtW7ZEaWkpunbtCpFIhNDQUOjq6sLPzw93797FgZ+O1PrckpISXLlyBe3bt2ceBW8iOzsbT548wbNnz/DgwQMAlX7+paWlyM3NxZ07d+Di4iK1ySA55km+4zXRpEmTaicz9YGNjQ1MTU3Z4odz93306BEqKiqQmpqKQYMGISsrC7a2ttDX10dWVhZ+/fVXFnOTk5ODhw8fYtOmTfj40ykAKmMmlyxegs6dO+PgwYMsq3tcXBx8fX2xZ88eHD16FN27d8eZM2cwePBgrF69Gj/8vah59OgR/vzzTxw8eBB+fn4shjUxMRFXrlzBxYsXUVxcjEuXLmH9+vVwdHREnz59mMv06wRUIiIiUFpaipiYGHTr1k3qs6rxdq8T5ZEXDREjUrWtyYLGEusi00UJt8vcp08frFy5EuvXr8f//vc/1vHo6elh5syZ2LhxIy5duoRBgwbh448/lqVJ9YqjoyNGjhyJLVu24Pnz5/D09MSnn36Kzz//vM6da03cunUL/fv3R15eHkxNTeHs7IzCwkIUFhbC0dERjx8/ZonFRo4ciZEjR4KIsHXrVuTn5+Phw4fw9PSErq5utbiAd1USkjddunR5q/u5xS9XdgcOHICLiwtat26N27dvIzc3F7du3ULv3r1RUlLCAiG5DnL69OkIDw9HSkoKU6/i/GOdnJwQFxcHsViMM2fOsGfVFaFQiPv37zP/4YcPHyIrqzLju7+/P3r16oWSkhK24AUqd/Ls7Ozw6tUrmJubs51KJSWlWuuz6pG55OJl1qxZmD179lvZXZ/MmTMHc+bMkZLjTExMhLm5OYRCIR48eMAkDGtCT08PmzdvRscu3bD/73hcIyMjjB49GiNHjmTqdF27doWxsTHi4uKYIIVAIIC/vz9sbGzQsWNHnD17Fpqamnjy5AkEAgGbmNbHokQWsTmyxsvLC6GhofDy8oKDgwOTaq+6AK4qwb13714EBQXh/v37GDt2LM6ePQtfX194eHjAx8fntTvPixcvxsWLF6GpqYmTJ0+iW7duyMjIwLVr1xD26DG4N2Hfvn0wNtDDtm3bcOzYMTx79gze3t7Izc3F8OHDERQUhKKiIqbew7lpamlpYfbs2SAiZGZmIiEhAUKhUGoyVVWF7P79+4iKimL9xvuOh4cH8vPzpRQNgcpFekxMDEpLS9GjRw+oq6tLBclzMQl6enoQi8UYOnQoBgwYgJKSEqipqWHcuHHo0asvtj+u/L74Z/Fo6dwCYrEYR44cwerVq/HixQs4OTnh119/RdOmTWu0LyoqCnPnzsXDhw+rneTo6Ohg9erVcHJyYnkYEhISWNurKorSvn173Lp1C+3bt6/nUnw9VeMmTE1NkZGRgc6dOyMsLIwFiKupqaGkpAQqKirw8/NDSEgILCwsUF5ejq5du2LZsmX45ptvEDxsBPvuTz79BGKxmCkNdunSBYmJiXj69CmCgoKwePFixMfHY9iwYejVqxfzPvD19YVQKERCQgJ69OiBr776ClOmTMGCBQtw5UqlwMTkyZPx/PlzXLlyBcrKyoiKisIHH3wAT0/PN84l3N3dcfr06WoywYC0y5aiCYJw9snaq0RbWxsvXrzAgK/Oy/QZjcU7pkEC3e3t7XH06FH07t0bWlpaWL58OVu1qampwcvLq0FWivWNhYUFJk6ciMGDB2PZsmX466+/8P333+PYsWNYsWIFgoODoaSkBLFYXC1ITyQSQSwWS6mSlJSU4F7kY6Zk0bx5cwQEBCA/Px8ZGRkwMTFBu3bt0K5dOwCo1ljd3d0RERHBJlNVJRSB6p3z+4qPjw98fHwgFovx008/MdlZzu+4sLAQPj4+iI2NRfPmzVnOE64TLC8vx9ChQ/Hbb78x15V27dph7NixUFVVxV9//YXDhw/j999/x9SpU6u5pRRLuIOVlJZAQMooLCxk8rRVtcI1NDQwceJEzJs3Dy9evMDdu3dhZmaG8PDwyszlAgGcnJzg5+fHJoNcMKekrKlkAHt9y13WB5KBjxkZGey91tTUZH3CpEmTsH79eiQnJyMpKYlNUkpKSqoFTvr4+GB/XKUL5VdffYW5s2ciLy8Penp6cHZ2hpubG6ytrXHlyhWIxWKoq6sjODgYFy9exMmTJ9GiRQt069ZNSvqYOyn5r/LNN9+whaKmpiaMjY1x9+5dpKamIisrq0YJbk1NTTRp0gQXL15EQEAAHj16hJ9++okFsquqqsLDwwMDBw7E6NGjoa6uzk7DDx06hM2bNwOoXBAlJCSw7zQ0NERKSgpgU5nTJj09HSmJCTh//jyePHkCoVCIcePGwdXVlSXbvXz5MsLCwuDs7Ax/f3+pgGfu/dHR0YGNjQ2MjY3ZNUllJiJCVFQUCgoKEBUV9Z9YlFRVpuL6qJiYGIhEIggEAigpKaFFixZSwf+Wlpbw9PREYmIim1AaGRkhKysLYWFh+OWXX9DS3ZN97+LFizF50kQsXrxYyi03JiYGgYGB2L9/Pzp06CBlW0JCAvr06VP5LvyNtrY2SyGwadMm2NnZQVm5sp/l3Ha5IOSqbrjff/+9zF3Dawryrho3wbkrcQHlXNC9vr4+WrRoAQcHB7i5uWH48OF49uwZXF1dMWHCBBw/fhyPHj3Cjz/8CJhUZnUvLy/HX+f/RGxsLPT19TFs2DCkp6fjjz/+wO3bt7F06VL06tUL27dvR1FREYyMjLBu3Tr069cPxcXFWLBgAY4dO4Y5c+Zg+/btiImJAQAsW7YMWlpaSEtLg62tLUpLS9G2bVtWtq/Lv01E8PPzY206Ojq62qJEUoBAkQRBeORDg0kCd+7cGceOHUNwcDBSU1MRHBwMDw8PHDhwAMnJyf9KelQepKens8BZc3NzXLhwAQsXLsSWLVvw6tUrfPLJJ1izZg2GDRuG4OBgtGrVSqoTFIvFlUHUJN0xfvzxxxCJROjatStatGiBly9fsl16yaPMmgJlAwIC5OKO0xDUJQi7tgBOZ2dnREVFwdnZGT/99BMMDAxgZWUFf39/FBcXs6A9VVVVVr7Xr19nSfR8fX3Ro0cPtGzZkiX144JAHzx4gNzc3GqKG2USaw5VFVWkpCRh9OjRuHfvHoBKHXiBQAB3d3dMnz4dlpaW0NfXh7GxMVuEZGVlIScnB4WFhbCwsJAKVDc1NZUKRN28eTOuX7+OgIAA5ictOQDKK7C6KpLPjY6ORlpaGssrILlgdnZ2RmRkJB4+fMhUX9TV1asJBZg1MQNQuShZvGQJsrKyYG5uDnNzc5iamiIlJQV2dnawtrZGQUEBrK2t0aRJEzx+/Bg5OTkoKyvDpEmT0LVrV/ad9em6o6gxca9DMkiYc/mT9CXnqOn90tHRwc6dO3Hp0iU8ffoUMTExePz4MbKzs9nJ4OrVqzF8+HBMmTIFRUVFmDVrFoBKV6ri4mI8ePAAAwcOhKmpKZo2bYr27drjxN8hiVmZWXgS8ZBlqU5PT8eKFStw4sQJZGdnIyMjA3/++SeePn2KM2fOICcnByNHjmQLdc5OTt2p6nUOgUAAFxcXREZGwsXFpVHW49tQ09/HLRodHR0RGRnJxChUVFSk7ufi2zIzM9niVENDAyYmJli2bBmeP3+OW3fvA20rZbwvnD+Ps3+cAlB54jl9+nT0798fQ4cORUJCAj744APs3r0bwcHBACpjjYYPH46UlBQYGBjgu+++Y3LtKioq+OKLL5iSnEgkYkk4uX60JpSUlORSp1paWtUm2omJiUhPT4eOjg6sra2RmJgITU1NmJqaMon/GTNmSIkvrFy5Eh988AH27tuLDnMq+y59PT3mjvXpp58iNzcXJSUlGDhwILy8vLB161acO3cOQGUQ/qpVq+Dl5QUVFRU0adIEhw8fRnZ2Ni5fvoyYmBgoKSlh5cqVaN26NX777TdERUWhX79+rL1K5tuqquDHwY3bTk5OiIyMhJOTU63iC1VdtRRpQdJYc5JUtbMxqIM1aPLEoKAg3Lx5E7Nnz8aCBQugoqICVVVVnD17ViF13l8Hp2kumVwtNTUVvr6+iI+PR0ZGBhITE1kCJFdXV3zxxRcYOnRord+5ZvUaREVFQU9PD0eOHMHhw4eRkZHBFIN43o3WrVuznc7nz5/jzp07aNu27WtzDHTo0AGnT5+Gq6srevbsydwArKysEBAQgIcPH0JHRwf5+fnYuHEj5syZU6ts6OkzpzHlk4+Rl5cHAwMDTJw4EX379kXz5s2ZdC03AeDcmOLj4xEZGQkLCwvo6uqiuLgYOjo6tcYDXb9+HXl5ebh+/bpU8KainJC8LTY2NoiMjMS9e/cQFBRU4z1EhPhn8ezntFevoKenh1GjRsHBwYHFrdy8eRO9e/fGxIkT2b3yct9obHAxaIaGhjAyMpJ67zQ1NSESiaRUjR48eIBLly7BwMAAM2fOZH3jtWvXcOTIETx8+BC5ubnYs2cP9uzZA3V1dZSWlsLKygpOTk5ITk6Gvr4+du7ciTZt2sDDwwO+bXxx4lQie+6uXbtQUVEBLy8vxMXF4f79+5g1axZ8fHxQWFgIVVVV5OXlwdDQEE+ePGGTm+fPnyMpKYkt7N806fH19YWvr69sCrYRwZWDSCRCZGQksrKy0KJFCykpZKFQyPowTvnRwcEBWVlZyM7ORr6oGM3/0d5gbl1DhgxhQjjbtm3DkiVLcPfuXYwcORI3b96Et7c3tm/fjsjISGhqauKTTz6Bj48PmjVrhkePHrF+mRuLnzx5Ai0tLaipqaFFixaQJ3VRnOLuE4vFiI6ORnJyMrS1tWFqasoWeJI8ePAAx48fh0gkgq2tLRKT/xGgCAkJwa1bt6CmpoaoqCh06dIFenp68PT0xNixY2FiYoLDhw8jICAA48ePh0AgwKlTp3D//n34+fnh448/ZjLpmZmZGD58OPr27YucnBwmXX/t2jV06tQJXl5e7Ll1iVNtrG2pqKgIXbp0wd27d6t5N9RXTpKioiL07tsf6p1n/uvv4uDSHlTNgaakpISoqCi5t43X0aCLEgDw9vbGqVOnkJWVhYKCApibmzeaABxJuMbHDcaRkZFwdXVFSkoKOnToAGdnZ1haWuLMmTM4ffo0IiMjMXr0aBQXF+ODDz6oUYVm+/ZtACrlf42MjGBnZ4fHjx+jadOmyMzMZPdJdnaKtJug6Ny/fx/FxcUYNmwYWrduzSQgayrDoUOHonPnzhAKhdDS0mK5aDgXuvT0dFy/fh35+fnYtm0btm3bBldXV7Rs2RJWVlYwNWsKoPJ4e8yYMagoLUbz5s2xdu1aqKiowNTUFE2aNIGmpibu3LmDu3fvok2bNnBxcYGxsTFb9D59+hReXl5QVVVl/u81dfz+/v64cOECLC0tkZCQ0ChyJzg7O7MJYtXdNi7fzK+//orly5dDIBAgPT0dz58/R2RkJK5fv46rV68iTZiJrksqszpramnB0qIp7t+/DyMjI5SVlSErKwvl5eV49OgROw25f/8+SkpK8OGHH8LZ2Zl3E3gNXN1YWloiMTER58+fh4uLC3x8fPDixQtcu3YNRkZG7N7o6Gioq6ujvLycSXAbGxvDxcUFIpEIBgYGyMrKQmlpKUJDQ1FSUgJzc3MEBASgtLQUffv2RVhYGG7fvo3Y2Fjs3r0buvqGwN+LkqfxT9mOpYuLC0pKShAZGYlr165V5gdydkazZs0wYcIE3Lp1i7nkAf9kX8/MzGx0cT6KgLa2NlMprJrBXjJW8fz580hKSkJ4eDjMzc1RVlaGV8J/xq/+AwagU0Cl9PLDhw8REREBTU1NDBo0CDdu3ECvXr1w8eJFbNmyhf2Orq4uvLy8YG9vzxawnTp1khLECQkJQXh4OJo0aQJ/f3/ExsZCJBLJrS+UdG+MjIxk8UlVJ+fW1tbIyMhAamoqMjMzoaysDG9v7xpPFKKjoxEXF4fy8vJK+XSJRcnQv0UpdHV1kZiYCHV1dQwYMADJyckoLCzEsGHD4OvrCwMDA3bqcv36dZSUlODXX38FANja2qKoqAitW7fG+PHjkZWVBTMzM/Tq1QtHjx5Fs2bNEBMTI7Uo4eoeqB531tgRi8VM2XTnzp1Sf3d9nTqIxWJcv34NXetxUWJtbY2oqCjWVxYVFcHf3x9isRhCoZBflFRFT08Penp68nh0vdGkSROphmdqaoqgoCC0aNEC4eHhlW4H7dtj/PjxGDFiBM6dO4ecnBxMnDgRn376Kfz9/dGvXz+YNbMEUOkqoaqmBv8O7TBixAgkJibi+PHjSE9PR25uLsaMGcOeJdnZ8ZOpusP5iEdHR6N169ZvjLngOlehUMhkFblBuUOHDpgzZw4OHDiAzMxMJCcnIzIyEpGRkQAAZVV1NlkGEVq3bo2lS5fCzs5OqtMmIiQlJUFbWxtJSUkAKpU4OnfujJCQENZ5WFhYsEleTfTv3x/q6urQ09OrNmFQVCTLgculwk1sAgMD8eeffzIf5JSUFOTk5FT7Dg3tfwQl/P39kZr0AkVFRRAKhRAIBGzCLBkjwr0Hjx49goODA9+OqlB1gWhqagoiwvnz51mMhY+PD5KTk6GhoYGsrCy0adMGAJirpKTyEUerVq2QmJgIBwcHDB48GL/++isePXoENTU1ODo6QklJCQMGDMCtW7dQUVGB4uLiarYZ6BugXbt2uHTpEotXMTAwQK9evWBiYgI7Ozu4ubnB0NCQLeY5FDn7emOhtjKsOhENDw+HhYUFvL294e3tjbhnCXj292eurq54+fIlnj59ihcvXqCkpARmZmbQ1NSEsrIyzpw5g6VLl2LLli0sT1TLli2ho6MDb2/vWvvA9PR0qKmpQV1dnSmDpaSkwMbG5rUuRrJC0r1RMj6p6qKEs6mwsBDJyclSgf6SYgs+Pj5wdnaGo6MjCgsLoaamhvYSsTdlpaUwNDSEjY0Ni0VJTk5GcXExUlJSkJWVxWJ+7O3tUVZWhpYtWyI+vvK0OT8/H25ubhgxYgSLH7OyskJ5eTm6deuGJk2asEVfTfZX7cPfN5ydnRtVThJra2u2aKoqxazIyGVR0hipGsyVkJDAOufmzZuzpELNmzeHs7MzioqK2AlQz549oaamhtTUVLx48QJxcXG4fPkyLl++LDV5nfTxx/hm43oAYKtzZWVl2NvbS00yG2OSIUXAxcWFxZYAby5Hrs61tbWhq6uL5ORkJCcnw9jYGAKBANOnT8f06dOZDOXGjRsRExODjIwMiIr+Sbw1c9YszJw+FcbGxkyBiIhw8+ZNxMbGQlVVFcbGxmjZsiXEYjGICF5eXiwTu4mJCXtm1feQ+zklJQV6enosAF5RqSkokohgamqKhw8fori4GFpaWggKCkJYWBj27t3L5FsFAgEMDQ2hra0NR0dHjBo1Ck2aWuC7e2UAgAkTJuDEsZ+hq6sLkUiETp06wcXFhblycM92cXFBdHQ0mjdvDhUVFb4dVaEmdwwiYuXm7OwMIoKVlRWEQiF0dHRQWFjI3lvJQFbud4HKuMLOnTsDAMtNw2WU5pIaJicnIzg4mLlYVsXNzQ1BBw5gxYoV2L59O8tDM2jQIDRt2hROTk4AKrOCZ2ZmSgWy29jYoHnz5u99fIgsqWsG+7Zt2yI+Ph4VFRXw9fXF4CHD8PGeykR/TZo0gZmJEUpKSljQfLt27WBjY8Myi69atQqBgYEIDw8HUOkq2KJFC7Rq1apGUQ+gUogkPj4ejo6OMDIyYmp7t27dQn5+foMrT0q6z3Jjj2T2bw7Jfsna2pqpMaWmpiI0NBTq6uqIjY1liX253frz588jKvYpzudVfs+kSZ+guVUzeHl5oXv37gCAFy9eIDk5GRYWFjAyMsLZs2dRWFgIZWVl2NnZYfLkyTA2NsatW7fw5MkTODs7IycnB6WlpcjJyYGTkxMTimjWrBlMTEyqJbvkaKzKnjyKBb8oeUeSkpJQUlKC06dPAwDLa8DlWZAkPz8fJSUl8PHxYZlb4+Pjcfr0aYQ/jmT36ejqsk62WbNmaN++PfLy8hAYGCg1kPJuW3VHstyq+rW+qRwFAgHzj+aEGNTU1JCWlgZPT0/mOqCpqQlNTU0MGzaMufG5eXjig/UXAACrV62ChppKtQn5N998w7KaHzhwQOq5SkpKUjkkiKiaROnNmzfx6NEjuLu7w9LSEmKxGJaWlrC1tf2XpSY7BAIBrl27xqRXOWEGSZctzq+ac58TCoUoKirC6NGjMWjQILYZYGtri6KSMnx3r7Kc+/bpAxurSkEAJycnNG/eHEKhECYmJlKBrVpaWtDT04OxsXG1XT8e6ckFV2ZKSkpM0Y6jsLAQ8fHxMDY2RnJyMpvwV53015RzSk1NDX369GF5aLh4DwsLC/j7+2PQoEHsXoHgH19uHx9vqKsq44cffkBycjKysrJQXFyMzp0748aNG9i6dSs8PDzg7++PI0eO4MqVKwgICMCMv5P31UUwg6d26pIh3tnZGSEhIQgNDcWrv+O82rT7Z0ffx9sHHdr5IiEhAcnJybC0tERycjIuX77M6k4gEEi9H7VtZkjSunVr+Pj4IDo6Go8fP4a9vT2ysrJQVFSE4uJiliS0oer/dWNPTfdJLmJSUlIQExOD+Ph4WFhYwMfHp1pwfkxMDG7fvge0tAMADBo8CNFPKl3huPu4RWRoaCiio6ORkZEBAwMDvHjxAr1792bf5efnxwQ+JDdcJUUvTExMpPrTqtSU84iH522ReUb39xUrKyuoq6sjMzOT5TWojRs3biAvLw83btyASCRCcXExZs+ejZCQEKRKSBzqSEyQbWxsMHHiRMyePbtRBoi9L8THx0MkEiE+Ph6WlpYwMzODv79/jbtBrVu3xujRo+ssH5qWloaysrI664dLugAAwOPHj5GXl4eIiAjY2Niw3BuKzqNHj2psM5aWliwRV2xsLEpKStCmTRumzHLv3j3Y2toiMDCw1oWXj48PRowYgdatW8PU1BSurq7V6krRs6zLmyZNmqBly5ZvnGA8e/YMmpqayMzMfG3ytLrwpnqtipKSEnx9feHg4MBcFKq+V5z4w7Vr1/6VbTxvBxcUr62tjdTU1GrS9DExlWp5NjY28PPzg42NTa19wrsQHx/PFswWFhbQ1NSEh4dHnd5pRYELNndwcGCuW1W5du0a8vLz2M+PHz9Gfn5+jWUYHR2NgoICqKmpQVdXF+7u7rU+u7a2WNd+gYfn38AvSt4RbhLYuXNn6OnpvTavgaenJ5SUlODt7c2kCpOSkiAUClEokc+i1987F5GRkTh16hSLT+CRH/b29tDW1mb/NTY2ZqcrUVFR+OOPPxAaGlpZl2+pkDZo0CA4OTnVqi5VFRcXF+jo6DAXADc3N+jp6bEBRigUIioqCunp6W9lR0Pj4eFRY5uxsbFh7gKcOlLfvn0xYsQIWFtbV5PqFYlEEErINAprkK0FKtvT77//ztqTg4MDtLS0FDbLemMgMjISKSkpUFFRQd++faGlpYWoqKgGTdDVunVr2Nvbs02Aqu+Vv78/9PT03luZdEWmTZs2MDMzw+DBg9G+fXtkSAi1ODlVTzZbW59QlZrGRqFQiMjISPbu2dvbQ0tLi7k9+/n5KfTpcU00b94c/fr1g7KyMpKSkmqUoA0ICICe7j+xuZYWltDV1a2xDJ2dnaGjo4OgoCB8+umnUn1p1fKrDZFIhPT09EYVn8DT+ODdt94CyWNNbke6ptwgnF465x7Uv39/2NjYICUlBaamprCzs0NqaipsbGxQXPZPA3f6O6hZcieXV4mRD8+fP2euBf369QNQuQgpLS1FRkYGTE1N8eTJE2RnZyMtLQ3NmjV7Y5LCqu5Xs2bNkso18iYkpY2BymB7ycElIyODxQIo8m5WTW2Gc+UoKipi+Sm4+AMvLy8mcyzJ9evX8TDiCYDKOIKMjAxYNTOvdt/Tp09RVFTE2lNjzLKuaDx9+hRGRkZQUlJCamoqfv31V9ja2qJVq1avffck+9B/O1E0MDCAn58fc/urmvxv2rRpmD59+r96Bs+78dFHH2H48OEsr5CkeqS3t1e1+6vWXW1Ijo3c5oxQKMTz58/xyy+/QEtLC56enujSpUujk0OvGtTu4uIiderDxUJyzJgxA5M+LcPADX8CAGztbPHhBzVvcHGCAxySsSaFhYV1ClDnhGHS09PZ3Oa/4EauoaFRo+hGfaLZAO9qQ/wd9QF/UvIWJCUlobi4mKkk1QQRSak6ERFMTEzw8uVLKCkpITMzE2pqamjWrFmtQbb8Tm7DwwVYcv+4uk5OTmb3mJiYQF1dnQkYmJubQ11dvc4B09HR0SyrLfccLrC96r93gbOvMQYacguS4uJiqKmpsSz1kv+qllVSUpLUrl1t0uIODg7Q1NTk21M9wpWpmZkZYmNjUV5ejuTk5DfKu3OyvK/rQ98EV/+S7n51bTM1tbV3bW88ldRUnlpaWlBRUWELA2Nj41rvfxtqGhtNTU2RlZUFoVCI5ORkJgXc2Oq3qnsuIH3q86Z3l2t7dXnHuf42KSkJpqamUuNGbb+rra3NFpmS85vGVs5vg7a2Nm7cuAEAbPNDFs8Qyti7oSH+jvqCPympIwKBQEoO8XUBkzWpOllYWEAoFMLLy4vt8AgEAhSXlrN7uEC2li1bSunr8zQ8XF1bWlqyeq4ayOft7Q0nJ6c3JsfikMwsz30nlw35TXKVdQkwbQyBhrX9HZaWlkhKSoKjoyNsbW3ZACcp5Vl1wuvp6YlysQBIq/y5yd9BrFWfwbenf09NZerq6spyJqmoqMDLy6vG91fyd+tDlpf7vubNm0slLK0pK3ttyEMi9n2naplyAdJAZdvkkGyjdRUe4O6pqS03adIEAQEBKC4uRkZGBhwcHKCtrd1oBA04O11cXBAZGQkXFxcWSC55qlt10i8UCpH8Mo393OQ1QfxVy9nCwoK1w6qCKrXBnYxIeoK8jzTW7O11RdGzvDe6RQmX9Ece2Nra1snloGombaFQCEdHRzaQ8yg+nGrJ6941rpOu6w5RVfcrjrpkxH3fqa1tSZZN1UWJj48PWrq3wsm/Vc54Gh4tLS306NGjzvfXtQ+VNUKhEKWlpf/pNlffyLNMbW1tMWnSpEa9W/+2Wc+FQiFKS0refGMN/Jt2WNdNuMZIYmIiXFxcqsWH1lf2dnlSW5Z3Lh5QURYmjWZRkpeXh/LychQVFcHCwkLe5rwRSd9pLsstl8CoLr6zVeNSeBoObvf3bcr++vXriIiIgLu7+2vrt6a4JF7fvXYky+bGjRtSZZyQkIBnL+ruBsS3qfqDk/CVfI9lgUgkQmZO3ptvfEvi4+Nx7949+Pr68htF/4KrV68iIiICHh4ecHJyqlM/VlhUBA013dfeU1/UZwyTomFqaoqS8n9OStKFQhgb6EFLSwvXr19nsut1mW+8DQ3V9uVBRkYGCgsLcfDgQbi4uKCkpATz5s2DmpqazLwQiouL8WHwUKDNJJl8P/eMyZMno23btlizZg3LlxYVFYVRo0YhIyNDYRYljSKm5PHjxxgwYAD8/Pzw4YcfYteuXfI26Y0kJSXh5cuXTI4yLy8PRFRnyUPJuBSehuVty14oFOLChQtITU1FRETEa++tyae+NulaHumyiYiIQF5eHm7evImoqCg8fvwYxRLqdW+Cb1P1R33EhtQFkUiEivLy197DqQe9jepcUlIStLW1ZW7/+054eDiT8q1rP/bixYs6qT3VBw31nsoDU1NTuEgEv1dI9G3/RmL5TWpc73OZcri4uMDb2xseHh64ceMGQkJCUFFRIZNnVVRU4ML58zL5bslnnDlzBiEhIfDw8GDCBzUl85Q3Cr8oiYqKQmBgIHx9fbFw4UJ4eXnh+PHjLIMw8Ho/SElKSkqQl5cn9a++4QK+rKysUFJSAkNDQwiFwmqShzUFh0n+PxdU9l/c0ZV1Hb2Jty37jIwM2NraQiAQMHneqvUq+V5oamoqdNb1uiCPOnJ3d4eenh6aNWuGkpISqKurQ0MiaO9NAZf/tTZVn3VUNaDVysoKWlpaMn+PtbW1oazy+gN9SRc/SV4X8Ovh4VGrfGpDIu++7t/SqlWrGqV8XxdoXVRYVGN9vS11Ceiuj/62sdSR8t99GxGhVatW0NfXR6tWrWrtE2sru9raE8f7MobxKCYK7b5VWlqKL7/8EsOGDcP69esBVO4ObN68Gbm5uUhLS2OTwbrEmqxbtw4rVqyQqc2SmVS1tbXZcXbLli3fqJe/bft2eLdyR2Bg4H/axUQenZ3ku/O2ZW9iYoK2bduiX79+7IhX8vtu3rqFmMjHcHd3R0BAgJQbQWMJxqyKPOrI398fAQEBSE9Ph1AohKenJ3T1DYFr/8SUSGaLDwwMlPr9/1qbkkUdVXULkfX7q62tDWVVdalrVZ/5Nu6PXMBvTbLU8qCxT+wCAwOrtbM3YWVthfycrHrNri75XkrWa33EMClKHb1J7KSJqSk01FSqLTTetowl21NNv6socWE87ycKvShRUVFBfHy8VHDw7du3ERYWxgbEXr16YfPmzXVqeAsXLsTs2bPZz3l5eTLtcN5W2SU/Lx/h4eFv3cm/byQlJUFPrzIplKzrqD54k+rVkydPUFSQj4iICIWYCNUH8qwjyfIuKimT+oxzW+DbkWzqSNItpL591d+VxqA6VxuNra+rD5qYmsLaomm9fqfke1nffWxjrKN/004bc3t6W953pa26okiKXAq9KCktLUWbNm1w48YNrFixArm5udi2bRv27NkDMzMzpKWlYcKECfDw8MCkSW8OElJXV2cBPoqIrp4uWrVyl7cZckdPT48NAu8DLVu2ZCcl7wuKWkceHh5sx/S/jizqiC/f+kVR21FjQ5bvZWOsI76dvpn3WWmrrrxOkevEiRNSm+oNtVBRuEVJTEwMduzYgY0bN0JDQwPDhw+HsrIy4uPjERcXhw0bNmDIkCEAKoMgPTw8EB8fL2er64dPJk2CprqqvM3gqWc6tG+PLh3fjxMSRYdzy2msbnGKTl0zb/PwNCT8eykNXx7Aw4cPpXLlVCUqKkpKaYtD0fJ2yBJra2tERUVJnRYJhUJ8+OGH6NWrl9S9DbVQUahFyaNHj9ClSxcUFRVhzJgxcHd3h6+vL3x8fFBRUYEOHTpUCwbX1dWFvr7+Oz2P+676DF7jvvPFixdISUmBhYUFmjdvXm2SxN1XXFqO8uJCZkfZf3hRwtVDTcH/ihxgWBNFJWWsXp9EPkFG2is0a9as0UsoNlQdEVG1NgRU96uWLOe8vDyUqqnUeN9/CVnUUW3iAQ1RzlX7SK6O30Rd3yF58D71dTVRdRw0NW/6TnVYl2dUpb7qtzHUUU1to67losjto668ro46duz4xt/X1NSEp6dnNZc87nsllRrz8vJkosAlEolARPXePqo+g6Pq32FgYAADAwP2s4ODA+7evYvMzEx2LSMjA6NGjaq2UNHU1MTBgwdfe7LEPbvOOYRIQXj48CFpaGjQ5MmTydramhYtWsQ+q6ioICKiMWPG0LRp0+jhw4eUk5NDX3zxBTVt2pTi4uLe6ZlJSUkEgP+nYP+SkpL4OlLwf3wdKf4/vo4U/x9fR4r/j68jxf/H15Hi/5Oso9chIJJ/CtSwsDD4+flhxowZWLduHb788kvs2LEDp06dQsuWLdl9hw4dwpo1a5CTkwMLCwsIhUKcPHkSXl5e7/RcsViM1NRU6Orq1ml3gAtykwx8UwTeF7uICPn5+WjWrBmUlCrVqt+2jmRtY0OgyDYlJiZCIBC8dR0p2t/0Ptsj63akaGUnSWOxTVdXt8H7ujfZJM/yUkQ7FKWOarJN0d5tQD721bWvU6Sy+6/ZUlMdvQ65u2+lpKSgf//+mD59OtatWwcA8PPzw/fff4/79++jZcuWKCsrg6qqKkaOHAk7OzvExcVBVVUV/v7+/0oJQ0lJCZaWlm/9e4oa+PY+2FXVFe9d6+htUcSyU0Sb9PX1q9n0NnWkaH/T+2pPQ7QjRSs7SRqDbfLq615nk7xRNDsUqY44FKWMaqOh7XubOlKksvsv2fI2IRZyX5QoKyvjhx9+QFBQELsWEBCA3r17Y9WqVRg8eDC0tbUhFouhpKSE9u3bo3379nK0mIeHh4eHh4eHh4enPpFrRncigrm5udSCRCwWAwCTKDt37pxcbOPh4eHh4eHh4eHhaRjkuiipySeT8znr2LEjTExMsHfvXqnr8kRdXR3Lli1TuFwnvF3vjiLa+D7apGh/E2/Pu6PItvK2vR2KYhNvx5tRZNsAxbZPkWzjbXk9ChHoXpWKigooKyvj3LlzGD9+PHbs2IG+ffvK2yweHh4eHh4eHh4eHhnQoMcP5eXlKCsrk7rGuWtJoqysDABwd3eHsrIyrl27VuN9PDw8PDw8PDw8PDyNnwY7KYmMjMSKFSuQmpoKBwcH9OjRA8OHDwfwz8lITezbtw+tW7eWkgbm4eHh4eHh4eHh4Xl/aJBFSWxsLNq0aYOgoCA4Ojri4sWLyM/PR6tWrbBnzx4AQGlpKdTU1NjvlJeXQ0VF7uJgPDw8PDw8PDw8PDwyRuaLEiLCkiVLEBMTg2PHjgEACgsLsWfPHmzbtg0uLi74+eef2f179uxBt27d/lX+ER4eHh4eHh4eHh6exoPMY0oEAgFSUlLw6tUrdk1LSwvjx4/HjBkzEBcXh4ULFwIAbt68ibVr1+KLL75ARUWFrE2rV/iYl/cPBdSAUDj4956Hh4dHMeHHsDejSGWkSLbIC5kuSrgC9vb2RkVFBaKjo9lnmpqaCA4ORvfu3RESEoLs7Gx06NABn3/+OVauXFlrjImiERERgbCwMIWQLG5sKGoDzMvLQ1ZWFlJTU+VtikLz9OlT7N+/Hy9fvpS3KfUGv8j69yhquwb4+n0bFKkeFcmWxkBWVhaAmtMu8FSiSON8Wloa0tPTIRAI5P6ui8XiaocCDWmTTGfSXIPo06cP4uLisH79euTn57PP9fT0MHPmTNy7dw+XLl0CAHz88cewtbWVpVn1xqNHj9CqVSv8/vvv8jalGvn5+UhNTUV+fj5TPFOEAfn+/fsYPXo0AMXsMB8/fowBAwbAz88PH374IXbt2iVvkxAfH4+1a9di9OjR2L9/P1JSUuRtEh49eoS2bdvi8ePHKC0tBVD3jis2NhZz5szB+PHjsWrVKjx//lyuHbFIJEJZWRmKiorkvrmgaGVTV0pKSkBEEIvFCteuRSIRCgoKUFxcLPf6rUpaWhquXr2Ku3fvIj09Xd7mKEz/nJqainPnzuHs2bNITU2V22RNEcbMtyU8PBytW7fG/fv35W1KjaSkpODGjRv47bffIBKJUF5e3uA2KNI4/+LFCzg7O+OTTz5BUlISBAKB3N67qKgoTJkyBT179sSSJUvw22+/AUDDtj9qIC5dukTq6uo0depUEgqF7HpGRgb5+PhQSEhIQ5lSL4SFhZGmpiZ9/vnn8jalGo8ePSIfHx9ydnYmR0dHmjhxIkVHRxMRUXl5udzsevjwIWlpadGUKVPkZsPriIyMJENDQ5o3bx7t27ePPvnkE+rduzeJRCISi8VEROy/DUVERAQ1bdqU+vbtS926dSMdHR1asGABERFVVFQ0qC0cKSkp5ODgUO3dLyoqYv9fWzk9efKE9PT0qG/fvjR8+HAyMTEhf39/2rZtm1z+noiICAoMDCRfX1+ytbWlLVu2UFxcXIPbQaR4ZVNXoqKiaOjQoRQYGEht27alsLAwIpLf+ylJREQEtWvXjjw9PcnCwoLWrl1L4eHh8jaLiCr76RYtWpCbmxvp6urSjBkzKC8vT272KEr//OjRI3J0dCRXV1eytramXr16UVpaWoPb8fTpU/r+++/p5cuXDf7sd+Xhw4ekoaFB8+fPZ9caesx6HeHh4WRhYUHu7u6koqJC7u7utHbtWsrNzW0wGxRtnL906RLp6elRUFAQjRw5khITExvcBqLKftzAwIBGjhxJEydOpM6dO5OtrS0tXryY3dMQNjXYooSI6NSpU6Surk4DBw6kn376iR4/fkzz588nMzMzVhGNgbi4OFJSUqI1a9YQEVFpaSkdPnyYli1bRvv376d79+7JzbYXL16QqakpffbZZxQSEkJr1qyhbt26kYWFBT148ICI5LMw4Qa8uXPn1nqPPCcxJSUlNHr0aJo8eTK7dubMGerTpw+lpqbSs2fP2PWG6iwSExPJxcVFaoA5cuQIaWlpyW3iTET0119/kZ+fH5WXl1NpaSnNmTOHevToQUFBQbRx40Z2X9VyKikpoWHDhtGECRPYNaFQSMHBwdSuXTv69ttvG/QdePbsGRkaGtK0adNo7969tHDhQrKwsKARI0bQ1atXG8wOIsUrm7ry+PFjMjY2psmTJ9OqVauof//+ZGhoKLXxJC+eP39OxsbGNHXqVDp58iQtXryYWrVqRT179qSLFy/K1bb4+HgyMzOj+fPnU2pqKv3444+kp6dHCQkJcrFHUfrnZ8+ekZmZGX3xxRf06tUrOnLkCLm4uFBkZGSD2hEbG0sGBgakpaVFGzdulMui6G2JiIggDQ0NWrp0KbuWmZlJUVFRcrTqHzIyMsjV1ZXmz59PKSkplJeXR59++im1b9+exo4dS9nZ2TK3QRHH+ejoaPL09KTVq1dThw4daMSIEZSens7sbQjEYjHNmjWLhgwZwq4lJSXRpk2bSFNTk+bNm9cgdhA18KKEiCg0NJQ6duxI1tbWZGdnR05OTmyy3BgoLy+n77//ngQCAe3Zs4eIiLp27UqtWrUiV1dXsrS0pA4dOtDBgwflYt8vv/xCfn5+VFhYyK6FhYXRwIEDycDAgO0SNuQqPDU1lbS0tGjs2LFERFRcXEzz5s2jAQMGkL+/P23YsIGSkpIa3C5JKioqyM/Pj2bMmMGuLV26lJo2bUp2dnZkb29PU6dObVB7tm/fToMGDaLk5GQSi8VUUVFB2dnZ5OLiQrdv324wW6qyZcsWateuHRFVvvs9e/akhQsX0tSpU0lLS4umT59e6+/26tWL7cRyi+PMzEwaPXo0dejQgX7//XfZ/wF/880331BAQIDUtRMnTpCfnx99+OGHdOfOnQazhUixyqYupKWlUYcOHWj27NnsmkgkIjc3N9q8eTMRyXeX9scffyR/f3+pa3/88QcFBQVRYGAgXbt2TU6WEa1cuZL69u0rda137950/vx5CgkJadCJpCL1z99++y0FBQVJXevSpQsdPHiQjh07xjZjZLkwycvLo+DgYProo4/os88+I2tra/rqq68UemGSmZlJnp6e5OTkxK6NGjWKvLy8SFNTk/z9/enEiRMNNsmticePH1Pz5s2l5nslJSX0zTffUNu2bWnq1KkkEolkaoOijfPl5eWUmppKXbp0oezsbNq1axcFBgbShAkTqGfPnvTFF1802CZyUFAQffjhh1LX8vLyaMuWLWRkZETffPNNg9jR4IlAvL29cerUKWRlZaGgoADm5uYwMTFpaDPeGWVlZQwYMAAikQgzZszA/Pnz4e/vj61bt8LBwQGPHj3CunXrsHv3bnTr1g1mZmYNal9OTg4ePnwIkUgETU1NAICnpyfWrVuHBQsWYPz48Th16hSaNWvWYDalpqbC19cX9+/fx9OnTzFjxgzk5eWhdevW0NDQwNGjR3Hnzh1s3ry5wcsLqPQbLi8vR5s2bXDjxg2sWLECubm52LZtG/bs2QMzMzOkpaVhwoQJ8PDwwKRJk2Ruk5KSEmxtbeHp6QkLCwsAlX6durq6KC0tRXJyMtq2bStzO2rC19cXGzZswFdffQUlJSVs374d1tbWKC8vh7+/Pz777DP06tULffr0Yb/DBc9paWmxmBhlZWWUlZXByMgI33zzDfr3748ff/wR/fr1a5C/QywWIycnB/n5+dDW1oaSkhIGDhwINTU1LFu2DAcPHoSbmxs0NTVl6l+viGVTF2JiYiASiVgMAlCprGhmZsaCR+UZl0BESE5ORnp6Opo0aQIA6Nu3L9TV1fH1119j+/btaNGiBfusISkuLkZubi5SUlJgYWGBVatW4dy5cxAKhcjJyYG+vj6++uordO3aVea2KFL/nJ+fj0ePHrE6W7duHa5cuYK8vDyUl5cjMjISN2/ehI+Pj8xsqKioQJs2bWBjY4PBgwdDT08PW7ZsAQCMHTtWLu/Lm9DS0kL37t1x9+5dzJ49G7dv34aRkRFmzJgBR0dHLF26FCtXroS+vj66dOkiFxtVVVUBAElJSfDy8kJ5eTnU1NTw2WefoaioCL/88gsuXbok0z6utLRUYcZ5IoKysjKaNm0KDQ0NhIeHY/z48VBRUcGCBQuQlZWFqVOnQllZGWKxWGbxcEQEgUCAwMBAnDx5ErGxsWjRogUAQFdXF0OGDEFCQgJ+/fVXDB8+HObm5jKxQ9IgnjoQHR1Ns2bNYj+npaXRmjVrqFevXvTw4UOpey9cuEACgYDu3r3bYPZxO0cPHjygVq1a0bZt26i4uFjqnvPnz1OrVq3ojz/+aDC7OO7fv089evQggUBAffr0oYyMDPbZzp07ycHBgc6cOdOgNlXdgbh58ybNnTuXPvroI2rXrh1t2bKFfVZQUEAdOnRo8Bgirl65Hcry8nJq2bIlnThxgt1z4sSJBj1tfPbsGfXv35/atGnDTkw40tLSyNnZmbZt21bj7968eZMEAoHUrgu3excWFkbq6uoUGhoqO+MlOHLkCGloaND9+/el7CAi2rdvH6mpqbHPGgJFKpu68tNPP7H/Ly0tJSKikSNHSrkcEsnHZfTUqVNkamrKXLUkbTh06BAZGBg0+GkYB9fndevWjUaOHEnKysp04sQJKioqogcPHtCAAQPok08+oZKSkgY5bQoNDVWI/vns2bPk5+dHtra2NHLkSBIIBPT7779Tfn4+ZWRkUHBwMHXs2JEKCgpkakd6erpUuS9atIidmHCuNWVlZZSVlSVTO94GkUhES5YsIRsbG+rZsye9evWKfVZRUUHu7u40fPhwudlXXFxMrVu3pr59+1JZWRkRSbfJdu3aUXBwcL0/Nzo6mubMmcN+vnv3rtzG+ar9INe++/Tpw+wYM2YM6evrk7e3N40bN67BXDovXLhANjY2tHTpUsrMzJT67Pr166SmpkY3b96UuR38oqQOhIeHk7GxMWlpadGjR4/Y9VevXtG9e/fYYMxNIG/dukWurq4UHx8vc9u4xi1JcHAwubq60qVLl6o1AmdnZyl3i4bk1q1bNG/evBonCaamplK+sLImJiaGJk6cSEOHDqVPP/2UXS8rK6PS0lJq3bo1c0Hh6NmzJ4sjkgXPnz+ngwcP0ubNm+nPP/+Usomo8v2qqKigdu3a0V9//UVERAsWLCBdXV16/vy5zG3inklE9PPPP5ORkREJBIJqi9xu3brR3r176cWLF/THH3/Qjh07mA8xEdGaNWtIRUWlWvmGhoaSk5MTPX36VCZ/S03079+frKysmGuG5ELe1dWVvvrqK5k8tzGUzeuoOlGWdKcZPXo0TZo0if389ddfy831bPDgwWRlZcUGdsn+0sXFhZYsWSIXu4iIdu/eTd9//z2NHTuWPv74Y6nPPvnkE/Lz85O5DZL1ePv2bYXon//880/avn07LViwQMr3n4ho4cKFFBAQ0GDxVZLvyxdffEHW1ta0fv16SkpKonnz5tHgwYOptLRULm6KeXl5JBQKSSQSsboqKCigTZs20ZkzZ5hN3N8wceJE6tmzZ4PZV1xcTMXFxVJl8+jRI9LT05N637nP165dS507d67Xuq1t7lZRUdHg47zknKOqmMT27dtpy5YtNH78eGratCmFh4fTzp07yc3NjSZNmlTjPO/fUNtcY9OmTaSsrExr1qyhlJQUdj0tLY1atWrFL0oUAU7NYvLkyWRtbU2LFi2S+rymzmj+/PnUrl27aqvN+ubJkyc0YcIE6ty5M82ZM4eOHz/OPvP19SVHR0c6ffo0WzQREfXr10/mvoFxcXG0atUqGjZsGO3evZspfxERJSQkSNlTXl5O6enp5OfnR7/88otM7eKIiIggY2NjGjVqFI0ePZoF3xFVdlbl5eU0ZswYmjp1Kj18+JBycnLoiy++oKZNm8oswPzRo0dkampK/fv3J3t7e2rVqhV179692o5gWVkZubu705kzZ2j58uWkpaUlM2GFmmzq2rUrs+no0aNkY2NDrVq1oq1bt9Ldu3dp3rx5ZG5uTmfOnCEzMzPy8vIiAwMDsrKyorlz51JSUhJVVFTQokWLSFlZmRYuXEhxcXGUlpZGixYtIgcHB5n4bnMnnUOHDqV169axMouPj6e2bduSra2tlNhGUVER+fr60q5du+rdlvDwcIUqm/qC6wtHjRrFJpNLliwhgUAgNSFoCLiJTXp6Ovn7+5OdnZ1UsHRxcTH5+fnVeqLXELZxLFmypNrke9KkSTRu3LgGiQGQHMNevHght/65armsWLGiWtzNtGnTKDg4WCpmUtZI2rV48WKytbUlT09PUldXl1s8LKew6ebmxvoPzjOjpKSkmpeEWCymwYMHs4BlWS+iIiMj6YMPPmDKd5cuXWKfnTx5krS1temjjz6ily9fMls++ugjGjRoUL1NwF83d+PqdMyYMTRt2jSZj/M1zTk4FU0iol27dpFAIKBmzZpJnc7v3r273jccaxrXu3Tpwsb1DRs2kK6uLk2aNIn++OMPSkhIoLlz55KFhQWlpqbWqy01wS9KXsODBw9IU1OTvTzr1q0jOzs7evz4cY33R0VF0dy5c0lfX1/mspOcfNu4ceNowoQJ9MEHH5CmpiYtW7aM3dOxY0dq2bIljRs3jrZt20ZTpkwhPT09qUVCfRMREUFmZmY0cOBA6tKlC9nb29PMmTNfO4gsW7aMHB0dG+SYMicnh9q0acNOi4qKimjKlCm0fPlyqfsOHDhAzs7O1LRpU2rdunW1AL36JCMjg1q1asUWRjk5ObRnzx4SCAQUGBjIJqIVFRVUVlZG7dq1IxcXFynXo4a0yd/fn7kwnD59msaNG0fa2trk5uZGbm5udOXKFfLx8aF58+Yx94YVK1aQv78/DRgwgF68eEFERHv27CF9fX2ytLSkFi1akIWFhUzck548eUL6+vrUr18/GjVqFJmbm5O/vz99++23RFQZgBkQEED6+vr0ww8/0MGDB2n+/PlkZGRU7ycT2dnZClU29Qk3mRg1ahQtX76cNm3aRBoaGnK3+9mzZ9S1a1cyMTGhdevW0e7du2nu3LlkaGhIsbGxDWLD6yaBGzZsIB0dHfr999/p4sWLtHjxYjIwMKh1nGloGrJ/lmTPnj3k6elJmzZtorNnz9Lnn39OhoaGcikXyYWJm5sbGRkZyU1aOiEhgUxMTGjatGn0119/0YoVK6hTp07k6enJTrMl37fy8nI22W6I9/3x48dkYmJCU6ZMoc2bN9PAgQPJxMSETWgrKirozz//pCZNmpCPjw91796dhg0bRjo6OvW2eVHXudvBgwfJxcVFpuN8XeccX3/9NRvPZXUS+Lpx3c/Pj43ru3fvpm7dupGWlha5urrKdP5TFX5RUgvJyclkaWkp5Vt49epVatasGe3du5eIpI+3Y2Njafjw4eTp6cl0+mXJnDlzaMCAAexnoVBIW7ZsIVVVVSmbV65cSX369CFXV1fq0aNHtfiX+iQpKanaDsCePXvI0NCwxtX+mTNnaNq0aaSvr98gZUZUeYrj4uIiNVH65JNPqEOHDtSrVy8KCgpix5ZXr16lffv20U8//SRTyerw8HByc3OTmgAnJyeTi4sLmZmZka+vL7uel5dH7u7uZGBgINPd5zfZ5O3tza6XlZXRy5cvKTk5mbKysujFixfUvHlzOn/+vNR37tu3jwICAmjEiBHM3zk5OZnOnj1L58+fZwo/9UlpaSmNHj1aSmr3xYsX9Omnn5Knpyd9+eWXRFTpjz1z5kxydnYmJycnat++vUw6YUUqm7fhbWJCPv30UxIIBKSrq9sg8uh1tW3evHnUvn17atGiBXXs2LHB+py6MGLECNLV1SUHBwfy9fWVaT8tyesmPw3ZP9dmx/jx46lFixbUvHlzat++fYOVS02UlJTQJ598IpeTP0kOHDhAfn5+UicKV65coaFDh5Kjo6OUqtzx48epd+/eZG5u3iCTSqFQSIGBgVLqVkSVC7lVq1ZJXcvIyKBly5bRhAkTaPbs2VInmf+GuszdJE8Db968KdNx/k1zjv79+7M5h6xPsN5mXE9PT6eIiAh68OCBVHySrOEXJbXw8uVLOnXqVLXrEyZMIHt7+xoD7cLDwxvkeEssFtPAgQOrBYVVVFTQrl27SElJie0Cc/fn5ORIJbeThU379u2jQYMG0fPnz9kgU1JSQm5ubnT58uVqv/PVV19R//79KSIiQmZ2VSU9PZ1sbW1pwoQJlJGRQUuXLiV1dXVauXIlkyZ0cnKS6rRkTXh4OFlbW9PJkyfZtejoaGrVqhUdPnyYbGxsaMOGDeyzY8eO0ZMnT+RuExdvUXVSmJycTM7OzkwyW3Lw3LZtG7m7u9O+fftkar8k3bt3p/HjxxPRP51+amoqzZw5k9q0aUOHDh1i96akpFB2djbl5OTIxJbExESFKps3ITkY1Tb5rzqQzpkzhwQCgczf0brYVnWym5GRQbm5uTJPUhgbG0uff/45ffbZZ7Ru3TrKz8+vlpitarnduHGDoqOj2W5lfVLVfVFygsSVUdWy+vLLL+u9f34XOyIjI+np06f16g6dlpb2xrwYVe0Qi8W0du3aBhWwqYmdO3eSsbGxlM8/UWVM0ODBg6lnz57sxDUlJYVmzZrVYBLTN27cIF9f32o50QYMGCCVA4e7zrWB+jwZqOvcraHikt4052jTpg25uro2yJyjLuM6t1EnLzl3flFSAzVVBvcCh4SEkL29PfOvlVdCs02bNpGjo2O13YWioiJaunRptdVwQ3D+/HnatGmT1LXi4mKysbGhw4cP1/g7spr81UZpaSn9+OOPZGVlRT179iRNTU06cuQI+/zZs2dkYGAgdU3WCIVC6ty5Mw0cOJDWr19Pp0+fJgMDA6b2NnjwYKmd/sZgU1BQEHl6erKBX3LyPXjwYGrfvr1M7ecoKSmhcePG0QcffEBFRUUs3wtR5alF7969qX///ux+WXTEqampUhP0fv36KUTZvImoqChSVVWVyhvxulMJLmFiUVERJScnK5Rtspjo18aTJ09IT0+P+vTpQ3379iUTExPy9fWVyhMhOW7I2raa3BcDAgLo66+/ZvdIvoOSp9r12T+/rR2Siezqk8jISFJTU6PBgwfXKZM4N8FXFK5cuUItWrSgo0ePVpt/nDx5kuzs7CgkJIRda+g5yv79+9n/cxPtyZMnVzs9kdwkra9+VxHnbnWdc/z8888yt0UR5xpV4Rclb4lYLKa2bdtSv3795GrHtWvXqHXr1jRv3rxqrh03b94kQ0NDunHjhpysk94N9PLykgqS/Omnn+QmxUn0j5TjkydPqGXLluzIViwWU0xMDLm4uEh16rKEK6eIiAgaOHAgtWjRghwdHaWC8qZMmUK9evVqEHvexaaCggLKy8uTGuCFQiHZ2tpS9+7dqwXr7tixg9q1ayezIF4uizHnP33r1i1SVlam//3vf+webkC6e/cuCQQCmbmnJCcnk7GxMQ0cOJBu3bpFRJVlY2NjI5eyqSupqanUoUMHateuHdnZ2Ukl1app8j979mx2SqqItg0ePLhBYiJKSkpo4MCBNHHiRHYtNzeXunTpQj4+PnTw4EGpibesbXud+6K3tzetXr1a6v6NGzdSt27d6r1/flc76jtm7tWrV+Tn58dijIKDg1+7MOHsaAg3xDchOYkODg6uNc7M1dVVSgK3oai60y9p76RJk6TkiL/55hvau3dvgy6Y5Dl3U4Q5hyLONWpCNtlY3lMqKiogEAiwfPlyhIaG4vTp03Kzxd/fHyNGjMDRo0exfft2PHv2jH3m5OQES0tLlJSUyM0+LmmaQCCAtrY2NDQ0AAALFy7E5MmTYWxsLDfbVFRUYGhoiKZNm0JNTQ1Xrlxhth4+fBgCgYAlD5I1AoEAYrEYbm5u2Lt3L+7evYs///wTq1evBlCZ2OjVq1fw8PBoEHve1qbIyEh8+OGH6NixI1xcXHDo0CGIxWKYmJjgp59+QnR0NHr06IGYmBgUFxcDAO7evQtdXV0QUb3b/vjxY3Tr1g1DhgxBy5YtsWLFCrRr1w5ffvklZs2ahR07dgAAS0Slo6MDV1dXaGlp1bstABAbG4vc3Fzk5ubixx9/xL1792BiYoLDhw/j8ePH6NKlS4OVzdtw+fJlmJub48svv8T69evx4MEDDBo0CEBlYsfy8nKp+zt06ICQkBCoqakppG2XLl1iydtkiZqaGvLy8liCvbKyMujp6eGPP/5A06ZN8fXXXyMsLIzd7+fnJ1PbVFVV8fLlS/Y+ERGsra2xdOlSBAYG4o8//sChQ4fY/SYmJigtLa335Lrvakd9J2sMCwuDjY0N1q1bh9OnT+PixYuYOHEi8vLyarzf2NgYpaWlsk8YVwsvX75EaGgogMo+q6ysDABw9OhR2NvbIzg4GDdu3GDXy8vL0axZMzRv3rzB7VNVVZXqt5SUlCAWi9n/c3OApUuXYs6cOfDx8ZFZQsCqyHvupghzDkWca9SIvFZDigSXm0KS163guUCq+fPny8V9S/KZa9asIScnJxo2bBidP3+e4uLiaN68eWRhYVHN51QelJaWkqurK504cYJWrVpFmpqaDbLrVJc6zc3NpeDgYGrXrh0FBATQsGHDyNjYWGa75m/7nsXFxdEXX3xBhoaGMvMJ/jc2/f7772RsbEyzZs2in376iWbPnk2qqqpSAZURERHk7u5O9vb21Lp1awoKCiJdXV2ZBKw+efKEjI2Nae7cufTkyRPauHEjCQQCSkxMpLKyMlq+fDkJBAJauHAh3b9/n4RCIS1YsIDs7OxkFsiXmZlJ/fv3p23btpG3tzeNGDGCuVyGh4czuVpZl83bIhKJ6LfffiOiyneEk3+ueioh6Q6Xn5//n7etoqKCunTpQoMGDWLXuFMvLr5O0l1QlraVl5dTaWkpjRs3jgYOHFgn90UiqpNLU2O0g6jSVU5yR/rWrVtkZGREwcHBUq5qkidusrCjLkRFRZGhoSH17t1b6uSKO2nLz8+nbt26UdOmTWnOnDm0detWmjFjBhkYGFBMTIzc7JN0oeJsnTZtGi1cuJA2bNhQr4p8ijR3U6Q5hyLONerKf35R8uTJExoyZAj5+/vT2LFjpTIUv85Hee/evTKXJnzd8yVfsL1799KAAQNIIBCQm5sb2djYyFRp422UeMrKyqhDhw7k7OzcYAuSutQp13EmJCTQhg0baMiQITR//nyZySW/7XuWlpZGy5cvJysrK5nV5b+xKSQkhHr06EGfffaZ1D2dO3dm1yQHp82bN9OCBQtoxYoVMinjmlRfxGIx9ezZk27evEkPHz6kFy9e0KlTp6hp06Zkbm5Ozs7OZGFhIbPy5XI8tGjRgpKTk+nEiRPk6+tLEydOpA4dOtDo0aOJiOi7776Tadm8LTUNXkVFRXTs2LFqk//t27czmxsiMFKRbeOeERISQlpaWlL5oDhJ9CtXrpCpqSlFRESwv6W+bavadi9fvlwn98X/ih1Vn3379m22MMnNzaXS0lL64Ycf6OzZs0Qkn4DftLQ0CggIoC5dulCLFi1o0KBBUhP/qrlTevXqRU5OTtS9e/cGUZV7k31Vy2zWrFn1rsinSHM3RZpzKOJc4234Ty9KYmJiSF9fn0aNGkUrVqygwMBA8vLyorFjx7J7qvp213dmzdfZtnHjxteqeUnaUlBQQBEREfTkyROZJliri12SHVJhYSH5+fmRiYlJg+i6v02dVs14K6tTr3d5z0pKSujFixcyO+36tza9evWK2rRpQ1evXiWif8puwoQJNHLkSPY7b7OA/TdkZGTQ2rVrpXT4V65cSQKBgFq1akVWVlbUo0cPio+Pp9TUVLpy5QpduHBBpgHZ3Ps1cuRIOnfuHBFV5nUxMTEhHR0d2rFjh8yeLQsKCwvpl19+IRsbGxo0aBDNmDGDBAKBzAKSG6tteXl5tGjRIrKxsaHvv/9e6rNr166Rg4ODzGJIauufN27cSEpKStXeucjISGrZsmW976wruh1VuXPnDhkZGdGQIUNo3LhxpKqq2uBCMZLcv3+fhg4dSmFhYXTv3j1ydHSsNvGX3AkXiUSUk5NDIpFIYeyTZMGCBSQQCOpN9leR5m6KNOdQxLnG2/KfXZSIxWJatGgRDR48mF0TiUS0efNmcnd3pyFDhkjdv3v3bpnmqpAkLi6OjIyMmKsJp2ojiTx2b97Vrn379jXIcfK71KmksoosyvTf2iQL6ssmyQUAN0AuXbqUPvroI6n7JOVXZfneSj7n8OHDJBAI6MiRI5SZmUmXL1+m1q1b09KlS2X2/NoYPXo0y90zYcIEMjQ0JFdXVxo/fjwLfieSnwRjTdQ2gBcVFdGRI0dIIBCQkZGRXBIjNgbb4uLiaM6cOWRubk6LFi2i7OxsEgqFtGTJEnJxcZGJ4tbr+meRSEQrVqwggUBAixYtkqn7YmOwoyauX78u13dHkvz8fCk3zjt37pCDgwMNGjSIbt++za43pHS9JO9iX33NnxRp7qZIcw5FnGu8C//ZRQkR0dixY8nf31/qWmFhIe3cuZO8vLzYROLGjRvk4OBAo0aNkvnOb0FBAY0fP57Gjh1LmzdvJoFAQPPmzau1Q12/fj2tXLlSpja9q11VM5Y2BIpYp++7TZK7PYsWLaIePXqwn9euXUtff/11g50wciQkJFSbWAQFBUlJyMoabsDZu3cvLV26lCZPnkxNmzalZ8+e0YkTJ8je3p4+/fRTKi4ubjCb6gJXz8+fP6cffvih2sRn4sSJpK2tLfM8JI3Ztn379tHTp09p8+bNpK+vTxYWFixztCwmvLX1z5KLn4qKCtq/fz+Zm5tTs2bNZOK+qOh21DZelZSU0Keffkq6urpyeXdqgnufuHf87t27bOJ/584dqqiooJUrVzaIlOy/se/gwYP1/mxFGlN5W+qX/+SihJssfPfdd9S+fftqgT25ubn0+eefU9u2bSkrK4uIKv2TG8IVoLCwkLZs2cJ0rH/++edaO9TMzEwaOnQotW3btl4TS9WnXRkZGTK1i0MR6/S/ZBP3vYsXL6bevXsTEdGSJUtIIBDIPXBbLBZTcXExDR8+nNasWdPgz79y5QoJBAIyNzeXkjg9efKkQrg+ScItHp8/f05qamo0ZswYqd2806dPk6OjY71Ltb5PtqmqqrJ4IaJKCePDhw/T6dOnZbYz+br+ueqpzPPnz+nKlSt07ty5endfbAx21LQwuXv3LrVs2VJuiRGfPXtGO3bsoE2bNjFXT6LqCSXv3btHDg4ONHjwYBowYABpamrKPLZVkexTpDGVt0U2/CcXJRxPnz4lExMTGjduXLUMv6mpqaSkpCSVX6OhqJotnnNJmDt3Lpvkl5eXU3Z2NmVmZjZIFnlFtksSRazT/4JN3KC0bNkymjRpEm3YsIHU1dXl7gbBsWTJErK2tpZyOWsoSktLadeuXSymSpHctCSRnFgbGhrS+PHjq51wFRYW0suXL3nb3mAbt3vckOqMr+ufuYl4WVmZzF02GoMd3HhVUVHBXHu4yVpDExERQUZGRtS1a1dq1qwZubq6UufOnZn9VbOe37p1iwQCARkaGjZIULsi2qdIYypvS/3yn16UEBFdunSJ1NXVaerUqVI7KBkZGeTj49NgSfRqgpO1JPrHR37evHmUkpJCM2fOpA8++EAurh+KaheHItbpf8Wm1atXk0AgIH19fYVIOHbs2DGaOnUqGRsby1VZRB7S4W9D1Yn1mDFjqk365fU3NHbbGprX9c+zZs2iDz/8kAoKCmS+OG4sdnzwwQdMHa2hEYlE5OfnR5MnTyYiouzsbDp79iy5ublRy5YtWYwN52JTVFRE06dPJ319/QZxM1Nk+xRpTOVtqT/+84sSIqJTp06Ruro6DRw4kH766Sd6/PgxzZ8/n8zMzBosuL02JPXcjxw5QqqqquTk5EQqKipynWQpql0cilin/wWb7t27RwKBQGH8sh8/fkxDhgxRGHsUEclYCEWZWHPwtr0br+ufG2J3vTHZIc/xKisri9zd3enEiRPsmlgsptjYWPL29iZPT0+p68+fPycHBwepYPL/sn2KNKbyttQP/KLkb0JDQ6ljx45kbW1NdnZ25OTkpBCTa6LKxs7t9HTp0oWMjIzo0aNHcrZKce3iUMQ6/S/YVNVtQt7IS6GmMZGQkEBaWlo0btw4hQt85G17NxSlf+btqJ3y8nJq2bIlTZ8+vdpn4eHh1KJFC5o6darU9YaS/SVSfPuIFGtM5W359/CLEglyc3Pp+fPnFBER8Ub5wIamvLycJSBqiHwfdUVR7eJQxDrlbeJRJMrLy2ny5Mk0YcIEhdnp5+Bt+3coSv/M21EdboG0fPlyat++PZ0+fbra58uWLaOAgAC5bPQoun2SKNL4xdvy7xAQEYFH4amoqMDevXvh4+MDT09PeZvDUFS7eHh46k5OTg709PSgpKQkb1Oqwdv27ihK/8zbUTvPnj3DyJEjYWRkhHnz5qFTp07ss6NHj+KLL77ArVu3YGpqytvH897DL0oaEUQEgUAgbzOqoah28fDw8PzXUZT+mbejOpwtERERGDFiBKysrDBkyBCMHTsWJSUlWLRoEe7evYszZ85AR0eHt4/nvUcxt3d4akRROtKqKKpdPDw87xdEhEmTJsHIyAgCgQAPHz6Ut0kKjzz7506dOmHmzJlyt0MSedhRXl6OsrIyqWtisRgCgQBisRju7u74+eefoaGhgTVr1sDS0hI9e/bE7t278d1338l8wq/o9v0XsbGxwbffflvr5wkJCe9lH6gibwN4/h03b95EQEAAunfvjnPnzsnbHB4eHh6Zce7cOezduxeXL1+GnZ0dTExM5G0SD89riYyMxIoVK5CamgoHBwf06NEDw4cPh5KSEioqKqCsrAyxWAxXV1ds374dCQkJOHv2LCwtLREQEAAHB4f/tH08NWNlZYWXL1++d30g777VyJk4cSJ0dHSwc+dOREZGwtraWt4m8fDw8MiEzZs3Y8OGDXjx4oW8TeGpA506dYKnp+drd3zfZ2JjY9GmTRsEBQXB0dERFy9eRH5+Plq1aoU9e/YAAEpLS6Gmpqaw9hUUFPAnIXLAxsYGM2fOZCeN/xV4961GjEgkwtGjRzF58mT069cPe/fulbdJPFXo1KkTPvvsM3z++ecwMjKCubk5li9fLm+zeKpw7tw5+Pv7w8DAAMbGxujXrx/i4+PlbRaPBGPHjsX06dORmJgIgUAAGxsbeZvEI4FIJMLo0aOho6ODpk2b4uuvv5a3SXKFiLB//350794dBw4cwNKlS3H27FlMmDABoaGhGDp0KACwBcmePXuQlJT0r565bds2WFhYQCwWS13v378/xowZg/j4eAwYMABmZmbQ0dFBp06d4OHhIWXfixcvcPbsWdja2kJfXx9Tp06tN/t4/qFTp06YNm0apk2bxsadxYsXQ/KcoLCwEOPHj4euri6sra2xfft29tn76r7FL0oaMT///DOcnJzg5OSEUaNGYc+ePeAPvhSPffv2QVtbG3fu3MH69euxcuVK/Pnnn/I2i0cCkUiE2bNn4969e7h48SKUlJQwcODAaoM7j/z43//+h5UrV8LS0hIvX77EvXv35G0SjwTz5s1DSEgITp48iQsXLuDy5csIDQ2Vt1lyQyAQICUlBa9evWLXtLS0MH78eMyYMQNxcXFYuHAhgEo37LVr1+KLL75ARUXFOz8zODgYGRkZCAkJYdeys7Nx/vx5jBw5EgUFBejTpw/++usvhIWFwdTUFDdu3EBiYiKzT0dHB3l5eSgtLcXw4cOxZMmSerOPR5p9+/ZBRUUFd+7cwXfffYdNmzZh586d7POvv/4arVu3RlhYGKZMmYLJkycjOjpajhY3AA0uQsxTb3To0IG+/fZbIiIqKysjExMT+vPPP+VsFY8kHTt2JH9/f6lrvr6+NH/+fDlZxFMX0tPTCQBFRETI2xQeCTZt2kTNmzeXtxk8VcjPzyc1NTU6cuQIu5aZmUmampo0Y8YM+RkmJ7gcH9999x21b9+eoqKipD7Pzc2lzz//nNq2bUtZWVlERLR9+3Z69uzZv352//79afz48eznbdu2kbm5uVRyT0n7NDU1afHixeyz5s2bU79+/WRmH08lHTt2JBcXF1YXRETz588nFxcXIqqsh1GjRrHPxGIxNWnShH788UciInr+/DkBoLCwsAa1W9bwJyWNlJiYGNy9exfDhg0DAKioqGDo0KHYvXu3nC3jqYqHh4fUz02bNkV6erqcrOGpifj4eIwYMQJ2dnbQ09ODra0tALAdRB4entqJj49HaWkp2rdvz64ZGRnByclJjlbJD07hq0+fPoiLi8P69euRn5/PPtfT08PMmTNx7949XLp0CQDw8ccfs37n3zBy5EgcP34cJSUlAIBDhw5h2LBhUFZWhkgkwueff46WLVvCwMAACxYsQFFREX799Vcp+9q1aycz+3j+oV27dlJqcO3bt0dcXBw7jZKcOwgEApibm7/3cwdefauRsmvXLpSXl8PCwoJdIyKoqqoiOzsbhoaGcrSORxJVVVWpnzmZRR7FISgoCFZWVtixYweaNWsGsVgMNzc3lJaWyts0Hh6Fh3i34Rqxt7fH0aNH0bt3b2hpaWH58uVMLUlNTQ1eXl4wNjau12cGBQVBLBbj9OnT8PX1xbVr1/DNN98AqHSxO3/+PDZu3AgHBwdoamqiV69eiIqKwsKFC1m8o7a2tszs46k7/8W5A78oaYSUl5dj//79+Prrr9GjRw+pzwYNGoRDhw5h2rRpcrKOh6dxkZmZiaioKGzbtg0BAQEAgOvXr8vZKh6exoODgwNUVVVx+/ZtpgCZnZ2N2NhYdOzYUc7WyZfOnTvj2LFjCA4ORmpqKoKDg1lweXJyMuzt7ev1eZqamvjwww9x6NAhPH36FC1atICPjw8A4Nq1axg7diwGDhwIoFJZKyMjA3369MHOnTuRmpoKkUiEV69eYcOGDTKxj+cfbt++Xe1nR0dHKCsry8ki+cMvShohf/zxB7KzszFhwgTo6+tLfTZ48GDs2rWLX5Tw8NQRQ0NDGBsbY/v27WjatCkSExOxYMECeZvFw9No0NHRwYQJEzBv3jwYGxvDzMwMixYtgpIS7yEOVJ5e3Lx5E7Nnz8aCBQugoqICVVVVnD17FlZWVvX+vJEjRyIoKAhPnjzBqFGj2HUHBwecOHECQUFBEAgEWLJkCcRiMezs7Jh92dnZ2LlzJ0xMTGRmH08lSUlJmD17Nj755BM8ePAA33///X9etY5flDRCdu3ahW7dulVbkACVJyVr167FgwcP4O3tLQfreHgaF0pKSjhy5Ag+++wzuLm5wcnJCd999x06deokb9N4eBoNGzZsQEFBAfr37w9dXV3MmTMHubm58jZLYfD29sapU6eQlZWFgoICmJubyyzxXZcuXWBkZISYmBiMGDGCXd+0aRPGjx+PDh06wMTEBPPnz0deXp6Ufa6urhg5ciTmzZv33iXmUzRGjx6NoqIitGnTBsrKypg+fTomTZokb7PkCp88kYeHh4eHh4eHh6eB+K8nFq0N/myVh4eHh4eHh4eHh0eu8IsSHh4eHh4eHh4eHh65wrtv8fDw8PDw8PDw8PDIFf6khIeHh4eHh4eHh4dHrvCLEh4eHh4eHh4eHh4eucIvSnh4eHh4eHh4eHh45Aq/KOHh4eHh4eHh4eHhkSv8ooSHh4eHh4eHh4eHR67wixIeHh4eHh4eHh4eHrnCL0p4eHh4eHh4eHh4eOQKvyjh4eHh4eHh4eHh4ZEr/KKEh4eHh4eHh4eHh0eu/B/N0QR+7r9JJwAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 800x800 with 49 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Corner plot of the results\n",
+    "fig = plt.figure(figsize=(8, 8))\n",
+    "\n",
+    "labels = list(ml.parameters.index[ml.parameters.vary]) + list(\n",
+    "    ml.solver.parameters.index[ml.solver.parameters.vary]\n",
+    ")\n",
+    "labels = [label.split(\"_\")[1] for label in labels]\n",
+    "\n",
+    "best = list(ml.parameters[ml.parameters.vary].optimal) + list(\n",
+    "    ml.solver.parameters[ml.solver.parameters.vary].optimal\n",
+    ")\n",
+    "\n",
+    "axes = corner.corner(\n",
+    "    ml.solver.sampler.get_chain(flat=True, discard=500),\n",
+    "    quantiles=[0.025, 0.5, 0.975],\n",
+    "    labelpad=0.1,\n",
+    "    show_titles=True,\n",
+    "    title_kwargs=dict(fontsize=10),\n",
+    "    label_kwargs=dict(fontsize=10),\n",
+    "    max_n_ticks=3,\n",
+    "    fig=fig,\n",
+    "    labels=labels,\n",
+    "    truths=best,\n",
+    ")\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9949644b-866d-43e6-aef0-8d535e0a884b",
+   "metadata": {},
+   "source": [
+    "## 3. The Trace of the Walkers\n",
+    "The walkers take steps in different directions at each step. After a number of steps, it is expected that their movement becomes random. This is a sign that an optimum has been found."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "8dc63e12-5100-4a3d-bcea-ebf81cccbc20",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x700 with 7 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, axes = plt.subplots(len(labels), figsize=(10, 7), sharex=True)\n",
+    "\n",
+    "samples = ml.solver.sampler.get_chain(flat=True)\n",
+    "for i in range(len(labels)):\n",
+    "    ax = axes[i]\n",
+    "    ax.plot(samples[:, i], \"k\", alpha=0.5)\n",
+    "    ax.set_xlim(0, len(samples))\n",
+    "    ax.set_ylabel(labels[i])\n",
+    "    ax.yaxis.set_label_coords(-0.1, 0.5)\n",
+    "\n",
+    "axes[-1].set_xlabel(\"step number\");"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f301e8f3-a3f6-4a01-8d5b-fb8ab9465ddf",
+   "metadata": {},
+   "source": [
+    "For further comparison, the response time and the Nash-Sucliff efficiency are calculated as well"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "08cb6952-cbcf-4c5e-9677-a4290401c0e6",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Response time (T90): 560.0 days\n"
+     ]
+    }
+   ],
+   "source": [
+    "step_response = ml.get_step_response('rainevap')\n",
+    "T90 = step_response.index[step_response.values >= 0.90 * ml.parameters.loc['rainevap_A', 'optimal']][0]\n",
+    "print(f\"Response time (T90): {T90} days\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "67f92266-5940-484d-8128-bf6cf153f2e0",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "The NSE: 0.836\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(f'The NSE: {ml.stats.nse():.3f}')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a6a0ed3d-a52e-4291-8904-80ca38e0bfc7",
+   "metadata": {},
+   "source": [
+    "## 4. Evaluate the uncertainty\n",
+    "\n",
+    "Now that the solver is complete. We can extract the chain that holds different parameter combinations. This chain can be used to determine the confidence interval and the prediction interval."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9a8f3421-135a-4e9e-9f83-d244fac3e7b2",
+   "metadata": {},
+   "source": [
+    "### 4a. Confidence interval"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3f8ad8c6-c299-4bb9-af3b-75ec33c89c6b",
+   "metadata": {},
+   "source": [
+    "To determine the confidence interval, we loop over the different parameter sets and simulate the head with each set. Here we discard the first 500 iterations to ensure that only the parameters that have finished 'walking' are used. The remaining parameter sets are used for simulation. The 0.975th and the 0.025th quantiles of the heads are determined and we get the mean confidence interval. This is then normalised through the 95% head range."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "197f130e-fd72-435b-8d0f-9ae42a9e4361",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CI interval emcee with uniform priors: 0.093 m\n"
+     ]
+    }
+   ],
+   "source": [
+    "params = ml.solver.sampler.get_chain(flat=True, discard=500)  \n",
+    "sim_ci = {}\n",
+    "for i in np.random.choice(np.arange(10000), size=1000, replace=False): # Loop that simulates the model for each parameter set and results in the modelled timeseries\n",
+    "    h = ml.simulate(p=params[i])       # simulate for each parameter combination\n",
+    "    sim_ci[i] = h\n",
+    "\n",
+    "alpha = 0.05\n",
+    "q = [alpha / 2, 1 - alpha / 2]\n",
+    "sim_cidf = pd.DataFrame.from_dict(sim_ci, orient=\"columns\", dtype=float)    \n",
+    "ci = sim_cidf.quantile(q, axis=1).transpose()     # Calculate the 0.975th and 0.025th quantiles\n",
+    "cimean = np.mean(ci[0.975] - ci[0.025])         \n",
+    "\n",
+    "# Calculate head range\n",
+    "flattened = ml.observations().values.flatten()\n",
+    "h025, h975 = pd.Series(flattened).quantile([0.025, 0.975]) \n",
+    "head_range = h975-h025\n",
+    "nci_mean = cimean / head_range\n",
+    "print(f'CI interval emcee with uniform priors: {nci_mean:.3f} m')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3c45f74a-756d-44a5-8a08-d3d3c9a6657e",
+   "metadata": {},
+   "source": [
+    "### 4b. Calculate the prediction interval\n",
+    "\n",
+    "To calculate the prediction interval, the same approach as the CI is taken, but the residuals are added to the simulated heads. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "be3be689-15a0-45af-b93f-ea8d82dbcc22",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "prediction interval emcee with uniform priors: 0.780 m\n"
+     ]
+    }
+   ],
+   "source": [
+    "params = ml.solver.sampler.get_chain(flat=True, discard=500)\n",
+    "sim = {}\n",
+    "# compute for 1000 random samples of chain\n",
+    "np.random.seed(1)\n",
+    "for i in np.random.choice(np.arange(10000), size=1000, replace=False):\n",
+    "    h = ml.simulate(p=params[i, :-2])\n",
+    "    res = ml.residuals(p=params[i, :-2])\n",
+    "    h += np.random.normal(loc=0, scale=np.std(res), size=len(h))\n",
+    "    sim[i] = h\n",
+    "simdf = pd.DataFrame.from_dict(sim, orient=\"columns\", dtype=float)\n",
+    "alpha = 0.05\n",
+    "q = [alpha / 2, 1 - alpha / 2]\n",
+    "pi = simdf.quantile(q, axis=1).transpose()\n",
+    "pimean = np.mean(pi[0.975] - pi[0.025])\n",
+    "npi_mean = pimean / head_range\n",
+    "print(f\"prediction interval emcee with uniform priors: {pimean:.3f} m\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2d88d406-828c-49ce-a6d5-e8678d4573fe",
+   "metadata": {
+    "tags": []
+   },
+   "source": [
+    "We can immediately check if the prediction interval is any good, by plotting it and calculating the PICP, the percentage of observations that fall within the 95% confidence range. This value should be around 0.95."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "685a58c6-b707-4afb-ab6c-fd2297f1cbf8",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x300 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "PICP: 0.956\n"
+     ]
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(8, 3))\n",
+    "plt.plot(series.loc['1969':'2001'],'.', label='Observations')\n",
+    "plt.fill_between(pi.index, pi[0.025], pi[0.975], color='gray', alpha=0.5, label='95% Prediction Interval')\n",
+    "\n",
+    "# Add labels and legend\n",
+    "plt.xlabel('Time')\n",
+    "plt.ylabel('Groundwater Level')\n",
+    "plt.title('Prediction Interval Band with Observations')\n",
+    "plt.legend()\n",
+    "plt.grid()\n",
+    "\n",
+    "# Show the plot\n",
+    "plt.show();\n",
+    "print(f'PICP: {ps.stats.picp(series[pi.index[0] : pi.index[-1]], pi):.3f}')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ab723949-110e-4277-958a-80863571d02a",
+   "metadata": {},
+   "source": [
+    "## 5 Compare pastas and emce\n",
+    "\n",
+    "Here the values for three different analysis are put together. All of them perform similar. The MCMC values are taken from the results by Van Der Spel and Pastas values are calulated in notebook \"Pastas frequentist analysis vs MCMC\" "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "9728d347-65d6-4777-838a-a0c3056c35b4",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "+--------------------------------------+------+--------+-------+\n",
+      "|                Metric                | MCMC | Pastas | Emcee |\n",
+      "+--------------------------------------+------+--------+-------+\n",
+      "| Normalized Confidence Interval (nCI) | 0.08 | 0.084  | 0.093 |\n",
+      "| Normalized Prediction Interval (nPI) | 0.45 | 0.445  | 0.453 |\n",
+      "+--------------------------------------+------+--------+-------+\n"
+     ]
+    }
+   ],
+   "source": [
+    "table_data = [\n",
+    "    [\"Metric\", \"MCMC\",\"Pastas\", \"Emcee\"],\n",
+    "    [\"Normalized Confidence Interval (nCI)\",\"0.08\",\"0.084\", f\"{nci_mean:.3f}\"],\n",
+    "    [\"Normalized Prediction Interval (nPI)\",\"0.45\",\"0.445\", f\"{npi_mean:.3f}\"]\n",
+    "]\n",
+    "\n",
+    "# Print formatted table\n",
+    "print(tabulate(table_data, headers=\"firstrow\", tablefmt=\"pretty\"))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a2b33add-6bdc-4391-9210-7f61f2ae9a61",
+   "metadata": {},
+   "source": [
+    "## 6. Compare multiple datasets\n",
+    "\n",
+    "Here we loop over the datasets and plot the normalised prediction interval and confidence interval together  with the values found by Van Der Spek:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "0a272a8a-c665-4669-b071-35fff734b88f",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|██████████| 1000/1000 [00:56<00:00, 17.85it/s]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "."
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|██████████| 1000/1000 [00:49<00:00, 20.35it/s]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "."
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|██████████| 1000/1000 [00:48<00:00, 20.80it/s]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "."
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|██████████| 1000/1000 [00:46<00:00, 21.33it/s]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "."
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|██████████| 1000/1000 [00:53<00:00, 18.74it/s]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "."
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|██████████| 1000/1000 [00:50<00:00, 19.83it/s]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "."
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|██████████| 1000/1000 [00:48<00:00, 20.46it/s]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "."
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|██████████| 1000/1000 [00:50<00:00, 19.64it/s]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "."
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|██████████| 1000/1000 [00:57<00:00, 17.53it/s]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "."
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|██████████| 1000/1000 [00:50<00:00, 19.80it/s]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "."
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|██████████| 1000/1000 [00:53<00:00, 18.85it/s]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "."
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|██████████| 1000/1000 [00:51<00:00, 19.54it/s]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "."
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|██████████| 1000/1000 [00:51<00:00, 19.32it/s]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "."
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|██████████| 1000/1000 [00:58<00:00, 17.22it/s]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "."
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|██████████| 1000/1000 [00:57<00:00, 17.50it/s]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "."
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|██████████| 1000/1000 [00:53<00:00, 18.55it/s]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "."
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|██████████| 1000/1000 [00:45<00:00, 22.06it/s]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "."
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|██████████| 1000/1000 [00:59<00:00, 16.88it/s]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "."
+     ]
+    }
+   ],
+   "source": [
+    "## loop\n",
+    "results = []\n",
+    "\n",
+    "for gw_levels in gw_levels_list:    \n",
+    "    series = gw_levels[\"stand_m_tov_nap\"].dropna()               # Get rid of Nan-values\n",
+    "    ref_tindex = series.resample('2W').first().index             # Get an index for a bi-weekly observation data point\n",
+    "    tindex = series.index\n",
+    "    sel_index = ps.timeseries_utils.get_sample(tindex=tindex, ref_tindex=ref_tindex)\n",
+    "    series = series.loc[sel_index]                               # Add the observation points to the correct date.\n",
+    "\n",
+    "\n",
+    "    # First set proper time parameters:\n",
+    "    time = str(gw_levels.index[-1].year - 10)                             # Start validation is 10 years in the past.\n",
+    "\n",
+    "    if gw_levels.index[0].year < (gw_levels.index[-1].year - 30):         # If statement which takes the best starting times for calibration and validation period.\n",
+    "        strtime = str(int(time) - 20)\n",
+    "    else:\n",
+    "        strtime = str(gw_levels.index[0].year + 1)                        # Pick the first complete year of the time series.\n",
+    "        time = str(int(strtime) + 20)                                     # In order to stay constitent, make sure there is a calibration period of 20 years\n",
+    "\n",
+    "    # Load evap and Prec data from KNMI\n",
+    "    evaporation = hpd.EvaporationObs.from_knmi(\n",
+    "        xy=(gw_levels.x, gw_levels.y),                                    # Get nearest station\n",
+    "        meteo_var=\"EV24\",                                                 # EV24; Use weather station\n",
+    "        start=gw_levels.index[0],\n",
+    "        end=gw_levels.index[-1],\n",
+    "        fill_missing_obs=True,\n",
+    "    )\n",
+    "    \n",
+    "    precipitation = hpd.PrecipitationObs.from_knmi(\n",
+    "        xy=(gw_levels.x, gw_levels.y),                                    # Get nearest station\n",
+    "        meteo_var= 'RD',                                                  # RD; Use the daily precipitaiton from nearest precipitation station\n",
+    "        start=gw_levels.index[0],\n",
+    "        end=gw_levels.index[-1],\n",
+    "        fill_missing_obs=True,\n",
+    "    )\n",
+    "\n",
+    "    ml2 = ps.Model(series, name= gw_levels.name)\n",
+    "    ts1 = ps.RechargeModel(\n",
+    "        precipitation[\"RD\"].resample(\"D\").first() * 1000,       # Mind the UNITS !\n",
+    "        evaporation[\"EV24\"].resample(\"D\").first() * 1000,\n",
+    "        rfunc=ps.Gamma(),\n",
+    "        name=\"rainevap\",\n",
+    "        recharge=ps.rch.Linear(),\n",
+    "        settings=(\"prec\", \"evap\"),\n",
+    "    )\n",
+    "    ml2.add_stressmodel(ts1)\n",
+    "    nm = ps.ArNoiseModel()\n",
+    "    ml2.add_noisemodel(nm)\n",
+    "    \n",
+    "    # SOLVE MODEL\n",
+    "    ml2.solve(tmin=strtime, tmax=time, report=False)    # normally do this, but rn: compare to vd Spek\n",
+    "    \n",
+    "    # Set the initial parameters to a normal distribution\n",
+    "    ml2.parameters[\"initial\"] = ml2.parameters[\"optimal\"]  # set initial value to the optimal from least squares for good starting point\n",
+    "    for name in ml.parameters.index:\n",
+    "        if ml2.parameters.loc[name, \"optimal\"] > 0:\n",
+    "            ml2.set_parameter(name, dist=\"uniform\",pmin=0.25 * ml2.parameters.loc[name, \"optimal\"], pmax=4 * ml2.parameters.loc[name, \"optimal\"])\n",
+    "        else:\n",
+    "            ml2.set_parameter(name, dist=\"uniform\", pmin=4 * ml2.parameters.loc[name, \"optimal\"],pmax=0.25 * ml2.parameters.loc[name, \"optimal\"])\n",
+    "\n",
+    "    # Choose the objective function of the Emce solver\n",
+    "    ln_prob = ps.objfunc.GaussianLikelihoodAr1()\n",
+    "\n",
+    "    # Create the EmceeSolver with some settings\n",
+    "    s = ps.EmceeSolve(\n",
+    "        nwalkers=20,\n",
+    "        moves=emcee.moves.DEMove(),\n",
+    "        objective_function=ln_prob,\n",
+    "        progress_bar=True,\n",
+    "        parallel=False,\n",
+    "    )\n",
+    "\n",
+    "    s.parameters.loc[\"ln_var\", \"initial\"] = np.var(ml2.noise())\n",
+    "    s.parameters.loc[\"ln_var\", \"pmin\"] = np.var(ml2.noise()) / 4\n",
+    "    s.parameters.loc[\"ln_var\", \"pmax\"] = 4 * np.var(ml2.noise())\n",
+    "\n",
+    "    ml2.del_noisemodel()\n",
+    "    \n",
+    "    ml2.solve(\n",
+    "        solver=s,\n",
+    "        initial=False,\n",
+    "        # fit_constant=False,\n",
+    "        tmin=strtime,\n",
+    "        tmax=time,\n",
+    "        steps=1000,\n",
+    "        tune=True,\n",
+    "        report=False\n",
+    "    )\n",
+    "    \n",
+    "    # Calculate the step response function\n",
+    "    step_response = ml2.get_step_response('rainevap')\n",
+    "    A_parameter = ml2.parameters.loc['rainevap_A', 'optimal']\n",
+    "    t90 = step_response.index[step_response.values >= 0.90 * A_parameter][0]\n",
+    "    \n",
+    "    # Calculate head range\n",
+    "    flattened = ml2.observations().values.flatten()\n",
+    "    h025, h50, h975 = pd.Series(flattened).quantile([0.025, 0.5, 0.975]) \n",
+    "    head_range = h975-h025\n",
+    "\n",
+    "\n",
+    "    \n",
+    "    # calc CI\n",
+    "    params = ml2.solver.sampler.get_chain(flat=True, discard=500)\n",
+    "    sim_ci = {}\n",
+    "    for i in np.random.choice(np.arange(10000), size=1000, replace=False): # Loop that simulates the model for each parameter set and results in the modelled timeseries\n",
+    "        h = ml2.simulate(p=params[i])\n",
+    "        sim_ci[i] = h\n",
+    "\n",
+    "    alpha = 0.05\n",
+    "    q = [alpha / 2, 1 - alpha / 2]\n",
+    "    sim_cidf = pd.DataFrame.from_dict(sim_ci, orient=\"columns\", dtype=float)\n",
+    "    ci = sim_cidf.quantile(q, axis=1).transpose()\n",
+    "    cimean = np.mean(ci[0.975] - ci[0.025])\n",
+    "    nci_mean = cimean / head_range\n",
+    "    \n",
+    "    # calc PI\n",
+    "    sim = {}\n",
+    "    for i in np.random.choice(np.arange(10000), size=1000, replace=False):\n",
+    "        h = ml2.simulate(p=params[i, :-2])\n",
+    "        res = ml2.residuals(p=params[i, :-2])\n",
+    "        h += np.random.normal(loc=0, scale=np.std(res), size=len(h))\n",
+    "        sim[i] = h\n",
+    "    simdf = pd.DataFrame.from_dict(sim, orient=\"columns\", dtype=float)\n",
+    "    pi = simdf.quantile(q, axis=1).transpose()\n",
+    "    pimean = np.mean(pi[0.975] - pi[0.025])\n",
+    "    npi_mean = pimean / head_range\n",
+    "\n",
+    "\n",
+    "    # Check PICP & NSE\n",
+    "    PICPe = ps.stats.picp(series[pi.index[0] : pi.index[-1]], pi)\n",
+    "    \n",
+    "    nse = ml2.stats.nse()\n",
+    "\n",
+    "    \n",
+    "    results.append({\n",
+    "        \"resp_t\": t90, \n",
+    "        'gw_level_name': gw_levels.name,\n",
+    "        \"nse\": nse, \n",
+    "        \"headrange\": head_range, \n",
+    "        \"nci\": nci_mean,\n",
+    "        \"npi\": npi_mean, \n",
+    "        \"picp\": PICPe,\n",
+    "    })\n",
+    "    print('.', end='')                                                              # Indication of how many loops have taken place\n",
+    "    \n",
+    "results_df = pd.DataFrame(results)   "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "67cff178-da93-4db8-9474-f885f31d5aef",
+   "metadata": {},
+   "source": [
+    "### Results\n",
+    "\n",
+    "In the loop, a few values are saved in order to check whether the values make sense: \n",
+    "- Resp_t: The response time of the system.\n",
+    "- The NSE is the Nash-Sutcliff coefficient, which should be around 0.80 or higher. \n",
+    "- Head range: Is the 95% head range of the observations. Used for the normalisation of the CI and PI\n",
+    "- nci & npi, the normalised confidence interval and prediction interval\n",
+    "- picp: The percentage of the observed groundwater levels that falls within the 95% prediction interval.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "9b8ba064-6534-462c-86d6-99dfe888d94f",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>resp_t</th>\n",
+       "      <th>gw_level_name</th>\n",
+       "      <th>nse</th>\n",
+       "      <th>headrange</th>\n",
+       "      <th>nci</th>\n",
+       "      <th>npi</th>\n",
+       "      <th>picp</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>309.0</td>\n",
+       "      <td>B09B0124-001</td>\n",
+       "      <td>0.854454</td>\n",
+       "      <td>0.83475</td>\n",
+       "      <td>0.053341</td>\n",
+       "      <td>0.425950</td>\n",
+       "      <td>0.947644</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>171.0</td>\n",
+       "      <td>B09D0360-001</td>\n",
+       "      <td>0.766312</td>\n",
+       "      <td>1.39200</td>\n",
+       "      <td>0.099121</td>\n",
+       "      <td>0.590226</td>\n",
+       "      <td>0.938931</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>121.0</td>\n",
+       "      <td>B11C0329-001</td>\n",
+       "      <td>0.743968</td>\n",
+       "      <td>0.69175</td>\n",
+       "      <td>0.092044</td>\n",
+       "      <td>0.560799</td>\n",
+       "      <td>0.947005</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>376.0</td>\n",
+       "      <td>B12B0001-001</td>\n",
+       "      <td>0.850717</td>\n",
+       "      <td>1.34050</td>\n",
+       "      <td>0.103307</td>\n",
+       "      <td>0.416656</td>\n",
+       "      <td>0.954545</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>510.0</td>\n",
+       "      <td>B12G0075-001</td>\n",
+       "      <td>0.891461</td>\n",
+       "      <td>1.57800</td>\n",
+       "      <td>0.069812</td>\n",
+       "      <td>0.338382</td>\n",
+       "      <td>0.957447</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>143.0</td>\n",
+       "      <td>B22C0090-001</td>\n",
+       "      <td>0.827952</td>\n",
+       "      <td>1.46000</td>\n",
+       "      <td>0.069691</td>\n",
+       "      <td>0.442266</td>\n",
+       "      <td>0.967366</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>68.0</td>\n",
+       "      <td>B27H0042-001</td>\n",
+       "      <td>0.744811</td>\n",
+       "      <td>0.60575</td>\n",
+       "      <td>0.081121</td>\n",
+       "      <td>0.518580</td>\n",
+       "      <td>0.949761</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>266.0</td>\n",
+       "      <td>B32C0572-001</td>\n",
+       "      <td>0.799532</td>\n",
+       "      <td>0.88300</td>\n",
+       "      <td>0.094684</td>\n",
+       "      <td>0.470006</td>\n",
+       "      <td>0.947368</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>581.0</td>\n",
+       "      <td>B32E0031-001</td>\n",
+       "      <td>0.835992</td>\n",
+       "      <td>1.63775</td>\n",
+       "      <td>0.117921</td>\n",
+       "      <td>0.471883</td>\n",
+       "      <td>0.966667</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>553.0</td>\n",
+       "      <td>B33B0505-001</td>\n",
+       "      <td>0.619924</td>\n",
+       "      <td>1.32925</td>\n",
+       "      <td>0.311608</td>\n",
+       "      <td>0.660787</td>\n",
+       "      <td>0.978022</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>170.0</td>\n",
+       "      <td>B37E0646-001</td>\n",
+       "      <td>0.708739</td>\n",
+       "      <td>0.55000</td>\n",
+       "      <td>0.104669</td>\n",
+       "      <td>0.585078</td>\n",
+       "      <td>0.951374</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>269.0</td>\n",
+       "      <td>B41A0171-001</td>\n",
+       "      <td>0.709826</td>\n",
+       "      <td>1.30750</td>\n",
+       "      <td>0.110031</td>\n",
+       "      <td>0.606962</td>\n",
+       "      <td>0.961538</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>323.0</td>\n",
+       "      <td>B46C0191-001</td>\n",
+       "      <td>0.843493</td>\n",
+       "      <td>1.76400</td>\n",
+       "      <td>0.085929</td>\n",
+       "      <td>0.407684</td>\n",
+       "      <td>0.951002</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>742.0</td>\n",
+       "      <td>B50H0026-001</td>\n",
+       "      <td>0.851001</td>\n",
+       "      <td>1.88800</td>\n",
+       "      <td>0.105655</td>\n",
+       "      <td>0.438017</td>\n",
+       "      <td>0.953390</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>460.0</td>\n",
+       "      <td>B52B0390-001</td>\n",
+       "      <td>0.874125</td>\n",
+       "      <td>1.54200</td>\n",
+       "      <td>0.098473</td>\n",
+       "      <td>0.413837</td>\n",
+       "      <td>0.955603</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>329.0</td>\n",
+       "      <td>B58C0698-001</td>\n",
+       "      <td>0.936685</td>\n",
+       "      <td>1.70900</td>\n",
+       "      <td>0.051366</td>\n",
+       "      <td>0.261736</td>\n",
+       "      <td>0.955083</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>908.0</td>\n",
+       "      <td>B62A0133-001</td>\n",
+       "      <td>0.776123</td>\n",
+       "      <td>5.02500</td>\n",
+       "      <td>1.054633</td>\n",
+       "      <td>1.198504</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>974.0</td>\n",
+       "      <td>B62B0748-001</td>\n",
+       "      <td>0.743895</td>\n",
+       "      <td>1.03625</td>\n",
+       "      <td>0.151823</td>\n",
+       "      <td>0.571435</td>\n",
+       "      <td>0.948430</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    resp_t gw_level_name       nse  headrange       nci       npi      picp\n",
+       "0    309.0  B09B0124-001  0.854454    0.83475  0.053341  0.425950  0.947644\n",
+       "1    171.0  B09D0360-001  0.766312    1.39200  0.099121  0.590226  0.938931\n",
+       "2    121.0  B11C0329-001  0.743968    0.69175  0.092044  0.560799  0.947005\n",
+       "3    376.0  B12B0001-001  0.850717    1.34050  0.103307  0.416656  0.954545\n",
+       "4    510.0  B12G0075-001  0.891461    1.57800  0.069812  0.338382  0.957447\n",
+       "5    143.0  B22C0090-001  0.827952    1.46000  0.069691  0.442266  0.967366\n",
+       "6     68.0  B27H0042-001  0.744811    0.60575  0.081121  0.518580  0.949761\n",
+       "7    266.0  B32C0572-001  0.799532    0.88300  0.094684  0.470006  0.947368\n",
+       "8    581.0  B32E0031-001  0.835992    1.63775  0.117921  0.471883  0.966667\n",
+       "9    553.0  B33B0505-001  0.619924    1.32925  0.311608  0.660787  0.978022\n",
+       "10   170.0  B37E0646-001  0.708739    0.55000  0.104669  0.585078  0.951374\n",
+       "11   269.0  B41A0171-001  0.709826    1.30750  0.110031  0.606962  0.961538\n",
+       "12   323.0  B46C0191-001  0.843493    1.76400  0.085929  0.407684  0.951002\n",
+       "13   742.0  B50H0026-001  0.851001    1.88800  0.105655  0.438017  0.953390\n",
+       "14   460.0  B52B0390-001  0.874125    1.54200  0.098473  0.413837  0.955603\n",
+       "15   329.0  B58C0698-001  0.936685    1.70900  0.051366  0.261736  0.955083\n",
+       "16   908.0  B62A0133-001  0.776123    5.02500  1.054633  1.198504  1.000000\n",
+       "17   974.0  B62B0748-001  0.743895    1.03625  0.151823  0.571435  0.948430"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "results_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "93f36c31-0a0c-41e7-904b-c678dd7cad53",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# Read the data into a DataFrame\n",
+    "df_CI = pd.read_csv('data/nCI_spek.txt', comment='#', header=None, names=['X', 'Y'])\n",
+    "df_PI = pd.read_csv('data/nPI_spek.txt', comment='#', header=None, names=['X', 'Y'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "47fdddb9-a002-470d-8966-94a76e3684bc",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x800 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, axes = plt.subplots(2, 1, figsize=(10, 8), sharex=True)\n",
+    "\n",
+    "# Confidence Interval (CI) Plot\n",
+    "axes[0].scatter(results_df['resp_t'], results_df['nci'], color='red', s=10, label=\"Emcee\")\n",
+    "axes[0].vlines(results_df['resp_t'], ymin=0, ymax=1.4, colors='red', linestyles='dotted', linewidth=0.7)\n",
+    "\n",
+    "axes[0].scatter(df_CI['X'], df_CI['Y'], color='blue', s=10, label=\"MCMC\") \n",
+    "axes[0].vlines(df_CI['X'], ymin=0, ymax=1.4, colors='blue', linestyles='dotted', linewidth=0.7)\n",
+    "\n",
+    "axes[0].set_ylim(0, 1.4)\n",
+    "axes[0].set_xlabel(\"Response time (d)\")\n",
+    "axes[0].set_ylabel(\"Normalized c.i. (-)\")\n",
+    "axes[0].legend()\n",
+    "\n",
+    "# Prediction Interval (PI) Plot\n",
+    "axes[1].scatter(results_df['resp_t'], results_df['npi'], color='red', s=10, label=\"Emcee\")\n",
+    "axes[1].vlines(results_df['resp_t'], ymin=0, ymax=1.4, colors='red', linestyles='dotted', linewidth=0.7)\n",
+    "\n",
+    "axes[1].scatter(df_PI['X'], df_PI['Y'], color='blue', s=10, label=\"MCMC\") \n",
+    "axes[1].vlines(df_PI['X'], ymin=0, ymax=1.4, colors='blue', linestyles='dotted', linewidth=0.7)\n",
+    "\n",
+    "axes[1].set_ylim(0, 1.4)\n",
+    "axes[1].set_xlabel(\"Response time (d)\")\n",
+    "axes[1].set_ylabel(\"Normalized p.i. (-)\")\n",
+    "axes[1].legend()\n",
+    "\n",
+    "# Show the plots\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ce70fd3f-14fa-4b6b-a70b-2e0fa2e8b4a2",
+   "metadata": {},
+   "source": [
+    "Comparing both plots, we can see that the response time is different for both methods, but the values of the normalised prediction and confidence interval are similar, with one outlier. Getting relatively similar results with the use of the EmceeSolver in comparinson to an extensive MCMC analysis, gives an indication of the solvers potential."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f913f064-0eac-477b-8dde-860acab97ba7",
+   "metadata": {},
+   "source": [
+    "### Sources Used:\n",
+    "\n",
+    "- Van der Spek, J. E., and M. Bakker (2017), The influence of the length of the calibration period and observation frequency on predictive uncertainty in time series modeling of groundwater dynamics, Water Resour. Res., 53, 2294–2311, doi:10.1002/2016WR019704, from:[https://agupubs.onlinelibrary.wiley.com/doi/full/10.1002/2016WR019704](https://agupubs.onlinelibrary.wiley.com/doi/full/10.1002/2016WR019704). \n",
+    "\n",
+    "Data:\n",
+    "- KNMI, Koninklijk Nederlands Meteorologisch Instituut, from [https://dataplatform.knmi.nl](https://dataplatform.knmi.nl)\n",
+    "\n",
+    "- DINOloket, Data en Informatie van de Nederlandse Ondergrond, from [https://www.dinoloket.nl/ondergrondgegevens](https://www.dinoloket.nl/ondergrondgegevens)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "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": "3.11.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/uncertainty/aaMCMC vs Pastas.ipynb b/uncertainty/aaMCMC vs Pastas.ipynb
new file mode 100644
index 0000000..688885c
--- /dev/null
+++ b/uncertainty/aaMCMC vs Pastas.ipynb	
@@ -0,0 +1,1080 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "1f87c93d-3f58-4760-b75c-a7033b0e9a97",
+   "metadata": {},
+   "source": [
+    "# Pastas frequentist analysis vs MCMC\n",
+    "\n",
+    "_Camu Prins, TU Delft, March 2025_\n",
+    "\n",
+    "In this notebook, the Pastas uncertainty quantification is compared to an MCMC uncertainty quantification. The Pastas method is further elaborated on in the example of [Uncertainty Quantification](https://pastas.readthedocs.io/latest/examples/uncertainty.html) and the MCMC example has been done by Van Der Spek & Bakker (2017), which can be found [Here](https://agupubs.onlinelibrary.wiley.com/doi/full/10.1002/2016WR019704). \n",
+    "\n",
+    "First, the Pastas model is created, then the confidence and predicition intervals are calculated and these values are compared to the MCMC analyses. Then, an example of a loop illustrates the potential for scaling the Pastas model.\n",
+    "\n",
+    "The notebook uses data from DINO loket, which can be downloaded from their [website](https://www.dinoloket.nl/ondergrondgegevens), and data from KNMI, which is automatically downloaded using HydroPandas. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "2f778d56-1401-4eb7-99d2-9ee664ebae0e",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# pip install pastas --upgrade"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "db3fd375-a7e4-43cd-b0b3-d732e63c354c",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Pastas version: 1.9.0\n",
+      "Python version: 3.11.4\n",
+      "NumPy version: 1.24.3\n",
+      "Pandas version: 2.2.3\n",
+      "SciPy version: 1.11.1\n",
+      "Matplotlib version: 3.7.2\n",
+      "Numba version: 0.57.0\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "DeprecationWarning: As of Pastas 1.5, no noisemodel is added to the pastas Model class by default anymore. To solve your model using a noisemodel, you have to explicitly add a noisemodel to your model before solving. For more information, and how to adapt your code, please see this issue on GitHub: https://github.com/pastas/pastas/issues/735"
+     ]
+    }
+   ],
+   "source": [
+    "import hydropandas as hpd\n",
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "import numpy as np\n",
+    "import glob\n",
+    "import scipy.stats as st\n",
+    "\n",
+    "import pastas as ps\n",
+    "\n",
+    "ps.set_log_level(\"ERROR\")\n",
+    "ps.show_versions()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "da66df23-a3c8-44b6-8c08-e4b4f087e9ad",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# From a the data folder, we can import all the groundwater timeseries in a list, so we can loop over this in a later stage.\n",
+    "file_pattern = r\"data/B*.csv\"                             # File patern to look for groundwater heads\n",
+    "file_paths = glob.glob(file_pattern)                      # Find all files that match the pattern\n",
+    "gw_levels_list = []  \n",
+    "for file_path in file_paths:\n",
+    "    gw_data = hpd.GroundwaterObs.from_dino(file_path)     # Use Hydropandas for extracting the DINO data\n",
+    "    gw_levels_list.append(gw_data)                        # Add all groundwater timeseries in a list"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f9411345-9aee-4bd0-8ca9-23fdfd6c1225",
+   "metadata": {},
+   "source": [
+    "Now you have all your groundwater data in a list with easy access. In this specific notebook, we are testing the results found by vd Spek at groundwaterwell B32E0031 to an uncertainity analysis integrated in Pastas. First, we look at the intergrated analysis."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7b49ab9d-23fc-4d96-a9dd-368eb09279da",
+   "metadata": {},
+   "source": [
+    "## 1. Create a model"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3237ce12-556a-4760-a337-5721558cf494",
+   "metadata": {},
+   "source": [
+    "First, we create a model of well B32E0031 to simulate the groundwater level in a well in the center of The Netherlands. We need to import the data and make sure they all follow the same patterns:  \n",
+    "\n",
+    "Most groundwater wells have a sampling frequency of once every 2 weeks. In recent years, the sampling frequency has increased to daily. To compare the wells, the time series are resampled at a biweekly frequency. Taking the first available value in each period."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "12d8ab00-e54c-4e2c-bcfc-b62b45d28532",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# Load data\n",
+    "gw_levels = gw_levels_list[8]                                # No8 is B32E0031\n",
+    "\n",
+    "# Make sure all data has a biweekly sampling frequency.\n",
+    "series = gw_levels[\"stand_m_tov_nap\"].dropna()                                        # Get rid of Nan-values\n",
+    "ref_tindex = series.resample('2W').first().index                                      # Create a biweekly reference frame, select the first available value in each period\n",
+    "tindex = series.index                                                                 # Get original time index\n",
+    "sel_index = ps.timeseries_utils.get_sample(tindex=tindex, ref_tindex=ref_tindex)      # Find the index closest to the ref_tindex, and then return a selection of the index.\n",
+    "series = series.loc[sel_index]                                                        # Filter the time series to keep only the selected timestamp"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "999c4705-e810-43db-a377-285c1f136b65",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "name: EV24_DE-BILT SHOULD BE De Bilt\n",
+      "name: RD_PUTTEN-GLD SHOULD be Putten\n",
+      "name: B32E0031-001 SHOULD be B32E0031\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Set proper time parameters:\n",
+    "time = str(gw_levels.index[-1].year - 10)                             # End simulation time is 10 year before end of timeseries, So that later we could validate over 10 years.\n",
+    "\n",
+    "if gw_levels.index[0].year < (gw_levels.index[-1].year - 30):         # Set start time to 30 years in the past, to make sure you have space for calibration and validation\n",
+    "    strtime = str(int(time) - 20)                                       \n",
+    "else:\n",
+    "    strtime = str(gw_levels.index[0].year + 1)                        # Pick the first complete year of the time series.\n",
+    "    time = str(int(strtime) + 20)                                     # If the time series is shorter then 30 years, make sure there is a calibration period of20 years\n",
+    "\n",
+    "    \n",
+    "# Load evaportation and precipitation data from KNMI using hydropandas\n",
+    "evaporation = hpd.EvaporationObs.from_knmi(          \n",
+    "    meteo_var=\"EV24\",                         # EV24; to get evaporation from the nearest weather station\n",
+    "    stn=260,                                  # Stn 260 is the Bilt: Normally, use 'xy= ...', however as we are comparing to vd Spek, we select the same wheather station as in her research.\n",
+    "    start=gw_levels.index[0],\n",
+    "    end=gw_levels.index[-1],\n",
+    "    fill_missing_obs=True,                    #  Fill missing values with values from the nearest KNMI station.\n",
+    ")\n",
+    "\n",
+    "precipitation = hpd.PrecipitationObs.from_knmi(\n",
+    "    xy=(gw_levels.x, gw_levels.y),           # Get nearest station\n",
+    "    meteo_var= 'RD',                         # RD; the daily precipitaiton from nearest precipitation station\n",
+    "    start=gw_levels.index[0],\n",
+    "    end=gw_levels.index[-1],\n",
+    "    fill_missing_obs=True,                   #  Fill missing values with values from the nearest KNMI station.\n",
+    ")\n",
+    "\n",
+    "\n",
+    "# A check to compare the data to vd Spek\n",
+    "print(f\"name: {evaporation.name} SHOULD BE De Bilt\")\n",
+    "print(f\"name: {precipitation.name} SHOULD be Putten\")\n",
+    "print(f\"name: {gw_levels.name} SHOULD be B32E0031\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "24063fa6-0072-4591-a7d8-49c1c8f06f63",
+   "metadata": {},
+   "source": [
+    "After all data is downloaded, we can start to build the model and check the diagnostics. \n",
+    "\n",
+    "Hereby make sure to check the following:\n",
+    "- Make sure the units are correct\n",
+    "- Set the correct time frame in the solver function\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "cb0e8f37-142c-4101-abc3-e39aafd452c3",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Fit report B32E0031-001           Fit Statistics\n",
+      "================================================\n",
+      "nfev    23                     EVP         83.75\n",
+      "nobs    749                    R2           0.84\n",
+      "noise   True                   RMSE         0.19\n",
+      "tmin    1969-01-01 00:00:00    AICc     -3403.68\n",
+      "tmax    2002-01-01 00:00:00    BIC      -3376.08\n",
+      "freq    D                      Obj          3.92\n",
+      "warmup  3650 days 00:00:00     ___              \n",
+      "solver  LeastSquares           Interp.        No\n",
+      "\n",
+      "Parameters (6 optimized)\n",
+      "================================================\n",
+      "                optimal    initial  vary\n",
+      "rainevap_A     0.875586   0.198992  True\n",
+      "rainevap_n     0.907259   1.000000  True\n",
+      "rainevap_a   253.646633  10.000000  True\n",
+      "rainevap_f    -1.047122  -1.000000  True\n",
+      "constant_d    10.766816  11.561566  True\n",
+      "noise_alpha   92.230241  15.000000  True\n",
+      "\n",
+      "Warnings! (1)\n",
+      "================================================\n",
+      "Response tmax for 'rainevap' > than warmup period.\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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0CA4OlliuQ0NDAXDJ/zwlMTERb7zxBmrWrImyZcuiRo0aAIDk5GS3tmEymdCmTRuhTafToUWLFjh79qykr23MeeXKlR2OPysrCz4+PpK2I0eO4N1330VcXBx27dqF9u3bY9SoUXbuq23btoXFYkFcXJzwx5+/8uXLIyIiwuGfr6+vsK1ff/0Vy5Ytw4oVK3D06FHExsZi5syZiI2NleyzTp06iIuLw/79+zF8+HAMGjRIcKt3hMFgQLdu3VClShWh7cqVKxg1ahSWLVtmdw7EvPzyyzh58iQSEhLw+eefY8eOHTh58iTefvtt9O3bF3PmzMHq1asRHR0tOdf88RXEM4QgiEfPkCFDsGTJEuH7Tz/9hDfffFPSxxVvq/Hjx2P79u1Yu3YtNm/ejB07dkhcsQFu/rVkyRIsXLgQp0+fxujRo9G/f3/s3LmzQMfg6+sreGg68zDjiY2NhVarxZ49e7B48WK31nPHS87ZMSt5vLl6rsTHMW3aNLz++ut48803cfbsWezYsQOvvPKKQ29COY83gPM4U6lU+O677/DJJ5/g+PHjqF69OiZOnOjwWrjr6bZu3To0a9YMr732GipWrIimTZvixx9/tNsueY8RTilqbUNJp7ha9vPy8tizzz7LypQpw3r16sViYmLY7du3GWPy2l/GGPvtt99YmzZtWGhoKPP392fe3t6sQoUKwvLPPvuM1a9fX7LOrFmzWI0aNRhjjMXFxTEA7PLly5I+TZo0ccuyL7ZSWiwWBoCtWrVKaLt48SIDILHYKrFkyRIWGBgoafvzzz+ZVqtleXl5duP84osvGGOcV0BQUBD75ZdfGGOM/fTTT6xChQqCZd4RvGVfrN2/ffs2A8B27tzJGOOuz1dffcUaNmzIypcvz/z9/ZlWq2WvvfaasE779u3ZkCFDJNv+448/ZMf+KLFYLCwjx/RQ/px5a3hCdHQ0q169OmNM3rJve2/KWe0BsLVr1wrfa9SowWbNmiXpU79+fUXLfr169ViXLl3Y1q1b2ZkzZ9ipU6fstunMsq/0fNla5eW2I7ZEyfHGG2/Yea2I73/GGDt9+jRTq9Xs4sWLitux5euvv2b+/v4O/3bt2iX01+v1bMGCBZJtTJkyhdWpU8fhfp599lk2dOhQh32SkpKYWq1mf/zxh6R97dq1wruW/wPAVCoV02g0ss9adnY2q1evHjty5Ag7fvy45D3ZrFkztm7dOuH7/v37GQB28+ZNh+MjCKJ4wM+Rbt68yby9vdmlS5dYUlIS8/HxYTdv3hTep654Wz148IB5eXmxlStXCn3S0tKYr6+vxGvLx8eH7d27VzKO6Oho4b3siWX/wIEDLDg4mPXu3Vu2v5KHWZMmTRzuR2k9d7zkXDlmueN2Zz3xcRw5csRtDys5jzfGGJs8eTILCgpiqampQtuCBQvYE0884XB77nq6eXt7M29vbzZp0iR29OhRtmjRIubj48NiY2Ml2yXvMcIZ2kemVSil6PV6xMTEYNiwYTCbzdBoNFi8eDH0er1bfdzp5woajQZbtmzB3r17sXnzZsyfPx8ff/wxDhw4INt///796Nu3L7744gtERUUhMDAQK1eutIu51+l0ku8qlUrQ7rJCiiUX74OPq5Vrs9Uqu4rSOBljwra9vLzQq1cvrFixAn379sWKFSvQp08faLWuPzKOxvzdd99h9uzZmDNnDho2bAh/f3988MEHJSI+TqVSwc+r5Lw66tevL3hsFBYVKlRASkqK8P3+/fuyGeoBLj/D2bNnsXjxYrRr1w4AsHv3brt+Xl5eDr1gIiIi4OXlhd27d+ONN94AAJhMJhw+fLjACYyaNm2KZcuWCd8vXryIu3fvokGDBkJb/fr1ERERgV9++QUfffSRS9t955130Lt3b4d9qlatKnzOzMyEWi11ONNoNE6fdcaYU6vGkiVLULFiRSFZI8+zzz6LkydPStqGDBmCunXrYsKECdBoNHbbmjJlCrp164Ynn3wSx44dQ15enrDMZDJJruOpU6eg1+sREhLicHwEQRQvQkJC8PzzzyM2NhaMMTz//POS59gVb6vExETk5uZKcoqUL18ederUEb6fOXMG2dnZ6Ny5s2T/ubm5aNq0qVtjXr9+PQICApCXlweTyYSePXsK1UwSExMxefJk7N+/H7du3RLeq8nJyZJ3va0129X13PGS8/SY3VlPfByNGzfGs88+i4YNGyIqKgpdunRBr1697JKxipHzeAM4y36PHj1QoUIFoe3ixYuIiIhQ3BbAXffy5cs77CPGYrGgWbNm+OabbwBwv9OnT5/GwoULMXDgQKEfeY8Rzig5M/ZiTHR0NKKiopCQkICIiAhZ4dyVPu70cwWVSoU2bdqgTZs2+PTTTxEWFoa1a9fKChV79uxBWFgYPv74Y6Ht8uXLbu0vIiICOp0O+/fvFxLY3LlzBxcuXLDLfP2okDvW+vXrIy8vDwcOHBAyh6elpeHChQuoV6+e0K9fv37o0qULTp8+je3btxdqvfP//vsPPXv2FMICLBYL4uPjJfsHYJdhfP/+/YiMjJQVQB530tLS8Nprr+HNN99Eo0aNUKZMGRw+fBgzZsxAz549C3VfnTp1wtKlS9GjRw+UK1cOkydPVrwm5cqVQ3BwMGJiYlC5cmUkJyfLuvuFh4fjwIEDSEpKQkBAgN2kwN/fH8OHD8f48eNRvnx5VK9eHTNmzEBmZiaio6MLdDxRUVGYNGkS7ty5g3LlyuHIkSPQarWoXbu2pF/nzp2xdu1al4V9dyc3PXr0wNdff43q1avjiSeewLFjxzBr1iyJ6+xHH32Ebt26oVq1anjw4AFWrlyJHTt2SBJqLliwAGvXrhVCjCwWC5YsWYJBgwbZKezKlCkjmbAC3LkODg62aweA06dP49dff0VcXBwAoG7dulCr1TAYDKhUqRLOnTuH5s2bC/3/++8/dOnSxeVzQBBE8eHNN9/Ee++9BwD4/vvvJct4w4Ftsk+x4cAVIwgvPG/YsEGi/AQAb29vt8bbsWNHLFy4EDqdDlWqVJEYHXr06IFq1arhxx9/RJUqVWCxWNCgQQM7I4O/v7/ku6vryRmDlIwenh6zO+uJj8ORAYwPq7MlJCQEd+7csWs/fvw4JkyYIGk7duwYnnnmGQDc3Pndd9+F0WiEyWTC5s2bUbVqVXzzzTeC4K7E33//LRgFKleuLCTI5alXrx5Wr14taeNDRsTKB4IQQ8J+IaHX650K5q70caefIw4cOIBt27ahS5cuqFixIg4cOICbN2+iXr16yM7OxqZNm3D+/HkEBwcjMDAQERERSE5OxsqVK9G8eXNs2LABa9eudWufAQEBiI6Oxvjx4xEcHIzQ0FB8/PHHdpa6R0l4eDjS09Oxbds2NG7cGH5+foiMjETPnj3x9ttvY/HixShTpgwmTpyIqlWrSoTC9u3bIzQ0FP369UN4eDhatmxZaOOKiIjA6tWrsXfvXpQrVw6zZs3C9evX7YT9K1euYMyYMRg2bBiOHj2K+fPnu13h4HEhICAATz/9NGbPni1YXKpVq4a3337bZeHUVSZNmoSLFy/ihRdeQGBgIKZMmaJo2Ver1Vi5ciVGjhyJBg0aoE6dOpg3bx46dOgg6Tdu3DgMGjQI9evXR1ZWluz2pk2bBovFggEDBuDBgwdo1qwZNm3a5NA64QoNGzZEs2bNsGrVKuFeq127tpDPg6dz58744YcfYDQaC/yOkmP+/PmYPHkyRowYgdTUVFSpUgXDhg3Dp59+KvS5ceMGBgwYgJSUFAQGBqJRo0b4559/JJaeW7duSUobbt26FcnJyXbxtu7CGMPQoUMxe/ZsYSLp6+uLpUuX4t1330VOTg4WLFggTEKzs7Oxdu1abNq0qUD7JQiiaOjatasg1EZFRUmWueJt5YoRpH79+vD29kZycnKBDSP+/v6yFmZXPcwKaz1nuHrMtgabgpwrJQPYmDFjZPvberwBXLWmy5cv23kRxMXFYeTIkcjNzcXzzz+PH374Ac888wxu376NsmXLAnDf061NmzZ2ZW4vXLiAsLAwSRt5jxFOKbIAAuKhcubMGRYVFSVkiK1duzabP38+Y4yLt+rcuTMLCAhgANj27dsZY4yNHz+eBQcHs4CAANanTx82e/ZsSbz7Z599xho3bizZz+zZs1lYWJjw/cGDB6x///7Mz8+PhYaGshkzZrgUa8bjSrw0HxN/7Ngxl7b5zjvvsODgYAZAiKm+ffs2GzBgAAsMDGS+vr4sKiqKXbhwwW7d8ePHMwDs008/dWlfSuO7c+eO5FynpaWxnj17soCAAFaxYkX2ySefsIEDB0ri7dq3b89GjBjB3nnnHVa2bFlWrlw5NnHixIcS104QGzZsYPXq1WNms7moh1JqWLBgAevcuXNRD4MgCDewjX2/d+8eu3fvnvBdnANl1KhRrEqVKuzvv/9mp0+fZoMGDWLlypUTciQxxs1BqlevzrZu3cpOnjzJXnzxRbsqRR9//DELDg5mS5cuZQkJCezo0aNswYIFbOnSpYwxz7Px85jNZhYcHMz69+/P4uPj2bZt21jz5s2d5o7xdD3GnM/nnB0zY4y9/fbbrHnz5uzSpUvs5s2bzGw2u7Se7Xj279/Pvv76a3bo0CF2+fJltmrVKubl5SWpDmDLiRMnmFarlVzLnTt3Mo1GI4mtT0pKEioFrFy5kkVHRytu0x0OHjzItFot+/rrr1l8fDxbvnw58/Pzk1SIYIy77nK5BQiCh4R9giimuKMkIYjCYM6cOSw5Obmoh1FqWLx4MTt37lxRD4MgCDdwJDQzJhX2s7Ky2Pvvv89CQkIUS++5YgSxWCxs7ty5rE6dOkyn07EKFSqwqKgoIalvQYV9xhjbsmULq1evHvP29maNGjViO3bscElo93Q9Z8K+s2NmjLHz58+zli1bCuVf+dJ7ztazHY8jA5gjWrZsyRYtWiR8nzdvnl0ivrVr17KgoCDGGKfAEPcvKH/99Rdr0KAB8/b2ZnXr1rUrvZyVlcXKli0rKQ1MELaoGCukrGoEQRQqHTp0QJMmTTBnzpyiHgpBEARBEMRjxcaNGzFu3DicOnXKpZDU+fPn48KFC5g/fz7MZjPu3bvnVt4ad/n+++/x559/YvPmzQ9tH0TJp+iCqYnHjv/++89hfVFP6Natm+L2nCVC8RRHtVK7dev2UPZJEARBEARBPDq6d++OYcOG4erVqy71Hzx4MBITE9GgQQM0a9YMCQkJD3V8Op1OqLZAEEqQZZ94ZGRlZTl8YTorWyLH1atXkZWVJbvM3UzgrnL79m0h+6ktvr6+dhliCYIgCIIgCIIgHjUk7BMEQRAEQRAEQRBEKYPc+AmCIAiCIAiCIAiilEHCPkEQBEEQBEEQBEGUMkjYJwiCIAiCIAiCIIhShraoB1DcsVgsuHbtGsqUKQOVSlXUwyEIgiAIgihVMMbw4MEDVKlSxaUSZw+D5ORk3Lp1q0j2TRAlgZycHHh7exf1MAgRISEhqF69usM+JOw74dq1a6hWrVpRD4MgCIIgCKJUc+XKFej1+ke+3+TkZNSrVw+ZmZmPfN8EUVLQaDQwm81FPQxChJ+fH86ePetQ4Cdh3wllypQBwP0AlS1btohHU7iYTCZs3rwZXbp0gU6nK+rhFEvoHDmHzpFz6Bw5h86RaxT387ThxDVMWH0SAHDs087Qady30r4esx8nr94DAJz6Isrt9Yv7OSoOFLdzdP/+fVSrVk2Ycz1qbt26hczMTCxbtgz16tUrkjEQRHFm48aNmDx5Mj0jxYizZ8+if//+uHXrFgn7BYF33S9btmypFPb9/PxQtmzZYvFjXxyhc+QcOkfOoXPkHDpHrlHcz5NfwAOovf0AAMdv5KBT3VC3t1G+XCDUt0wA4NHvbnE/R8WB4nqOijpcsl69enjyySeLdAwEURw5e/YsAHpGSiKUoI8gCIIgiEJBLRLWTGbm0TYCvMkOQRAEQRCFAQn7BEEQBEEUCmJhn3km6+NelqmQRkMQBEEQjzck7BMEQRAEUSioRV7YzANpPzktE3sT0wpxRARBEATx+ELCPkEQBEEQhcKBS7eFz7lmi1vrWiwMz3y7vbCHRBAEQRCPLSTsEwRBEARRKCzdmyR8djfZ2qW0jEIeTelg5qbz+Gn3paIeBkEQBFECIWGfIAiCIIhCx1encav/2ZT7dm0njfcKazglkmt3s7BgewK+XH8GGTl5RT0cgiAIooRBwj5BEARBEIVObp57bvxy/H7kSiGMpOSSJ6pokGUyF+FICIIgiJIICfsEQRAEQRQ6uWb3hFMV7N3+Y/ddLqzhlEgYrMJ+YShPCIIgiMcLEvYJgiAIgih03BVOy/nrHtJISi55Fquwv09UpSDbZMbyA5dx7W5WUQyLIAiCKCFoi3oABEEQBEGUPtwV9r218jH+jDG3k/2VFlYfMQqfr9zJFD7P3noBi3deRJCfDnGfdimKoREEQRAlALLsEwRBEARR6OS4KexbGJNtF1u3Hzcu3EgXPjfWBwmf9yTcAgDczTQ96iERBEEQJQgS9gmCIAiCKHRMZveEdLOCUE+x6hziBH1KXhAEQRAEIYaEfYIgCIIgPOb6vWzM3HTeLn7cXSHdoiDsu+shUFrJyjVjd/wtDFlyEHcycot6OARBEEQJgGL2CYIgCILwmGE/H8Zx4z1sOn1d0u5uNn6xu36wvxfS8gVasuxz/HroCg4m3S7qYRAEQRAlCLLsEwRBEAThMceN9wAA8anpknZ3hXRzfsz+E1XKwltrnZ7k5D2+9eVb1iwvfCZBnyAIgnAXEvYJgiAIgih03I3Z5934NWoVvHXWmPTH2bJf3t/LaR+mkNiQIAiCIEjYJwiCIAii0HE31t4sEvZrhPh7vJ3ShCuVCB7n80MQBEE4hoR9giAIgiAKHbcT9OVbqDUqFaa+0lBof5yFWaUKBWJyzY/v+SEIgiAcQ8I+QRAEQRCFjslNIfR+dh4AICPXjNCyPoioGADg8Xbjd8Wy/zifH4IgCMIxJOwTBEEQBFHouCuEfrL2FADgbMp9ABCS9D3OCfr+u3DTaZ/H2fOBIAiCcAwJ+wRBEESxIS09B7F7k3Av01TUQyFcpFJZH9l2d93LbfufvsYJ/Ucu3/FsYKWAzWduOO2TY3p8lSEEQRCEY0jYJwiCIIoNQ5cfw2frTmPMqjgY72QiMzevqIdEOMHXSyPb7q4bvxLz/00olO2UVsiyTxAE4Zzw8HDMmTOn1OzHVbRFPQCCIAiC4Dlh5Ky5286lYtu5VABA0rTni3JIhAMOJ93GpVsZssvcFUKrBPrg2r3swhjWYwXF7BMEQVhZunQpPvjgA9y9e1fSfujQIfj7+8uvVIohyz5BEARBEB7Ra9E+xWUXb6a7ta0ejasAAIa0CQcAeGlpivJElbJO+5BlnyAIwjkVKlSAn59fUQ/jkUO/pARBEARBFDq30nNhcSGbPA9fes9Lw01NQvy9Hsq4ShJNqwc57fM4JzAkih8dOnTAyJEj8eGHH6J8+fKoVKkSPv/8c2H5rFmz0LBhQ/j7+6NatWoYMWIE0tOtisGlS5ciKCgI69evR506deDn54devXohIyMDsbGxCA8PR7ly5fD+++/DbLbe+7m5ufjwww9RtWpV+Pv74+mnn8aOHTse4ZEThUVOTg5GjhyJihUrwsfHB23btsWhQ4cAADt27IBKpcKGDRvQuHFj+Pj44Omnn8bJkyeF5UOGDMG9e/egUqmgUqmE+8/WvV6lUmHx4sV44YUX4Ofnh3r16mHfvn1ISEhAhw4d4O/vj1atWiExMVFYJzExET179kRoaCgCAgLQvHlzbN269ZGdG08gYZ8gCIIo1uRRHfESS7Ybgmi+rA+VSgUAyKTEc5C79V99Ui/5vvbo1Uc0GoJwjdjYWPj7++PAgQOYMWMGvvzyS2zZsgUAoFarMW/ePJw6dQqxsbH4999/8eGHH0rWz8zMxLx587By5Ur8888/2LFjB1555RVs3LgRGzduxM8//4yYmBj8/vvvwjpDhgzBnj17sHLlSpw4cQKvvfYaunbtivj4+Ed67ETB+fDDD7F69WrExsbi6NGjiIiIQFRUFG7fvi30GT9+PGbOnIlDhw6hYsWKePHFF2EymdC6dWvMmTMHZcuWRUpKClJSUjBu3DjFfU2ZMgUDBw5EXFwc6tatizfeeAPDhg3DpEmTcPjwYQDAe++9J/RPT09H9+7dsXXrVhw7dgxRUVHo0aMHkpOTH94JKSAk7BMEQRDFGnezuhPFB3fiyTecTAEAJCdfhtFohI9WPvHf44TZYn/+woKlbqhrjpGwTxQvGjVqhM8++wyRkZEYOHAgmjVrhm3btgEAPvjgA3Ts2BE1atRAp06dMGXKFKxatUqyvslkwsKFC9G0aVM888wz6NWrF3bv3g2DwYD69evjhRdeQMeOHbF9+3YAnLX1l19+wW+//YZ27dqhVq1aGDduHNq2bYslS5Y88uMnPCcjIwMLFy7Et99+i27duqF+/fr48ccf4evrC4PBIPT77LPP0LlzZzRs2BCxsbG4ceMG1q5dCy8vLwQGBkKlUqFSpUqoVKkSAgICFPc3ZMgQ9O7dG7Vr18aECROQlJSEfv36ISoqCvXq1cOoUaMkHiKNGzfGsGHD0LBhQ0RGRuKrr75CzZo1sW7duod5WgoECfsEQRBEsSbHRMJ+ScVkds2N/25mLlLyk/P98usqhIWFITfLvZj/0oicnmvoMzUf/UAIwg0aNWok+V65cmWkpnIJV7dv347OnTujatWqKFOmDAYOHIi0tDRkZFgTffr5+aFWrVrC99DQUISHh0uEttDQUGGbR48eBWMMtWvXRkBAgPC3c+dOiQs2UfxJTEyEyWRCmzZthDadTocWLVrg7NmzQlurVq2Ez+XLl0edOnUky11FfK+GhoYCABo2bChpy87Oxv37XPLgjIwMfPjhh6hfvz6CgoIQEBCAc+fOkWXfFXbt2oUePXqgSpUqUKlU+OOPP4RlJpMJEyZMEGJ8qlSpgoEDB+LatWsOt7l06VIhXkP8l51N2X4JgiBKCmTZL3nwcfeult9LSDIKn1VqDSwWC27eyxTaGHM99r80sfqoUfK939PV4aMjjweieKPT6STfVSoVLBYLLl++jO7du6NBgwZYvXo1jhw5gu+//x4AN9d3tL7SNgHAYrFAo9HgyJEjiIuLE/7Onj2LuXPnPoxDJB4S/LueD+cSt9u22eJsuRzi+4pfX66Nv9fGjx+P1atX4+uvv8Z///2HuLg4NGzYELm5uW7v+1FRbIT9jIwMNG7cGAsWLLBblpmZiaNHj2Ly5Mk4evQo1qxZgwsXLuDFF190ul1xzAb/5+Pj8zAOgSAIgngIkGW/5JEv6yPPRct+UtIl6xcVJ8xq/KyZ6F31ECjNbB3THl/2bAAA+KxH/SIeDUG4z+HDh5GXl4fvvvsOLVu2RO3atZ0a7lyhadOmMJvNSE1NRUREhOSvUqVKhTBy4lEREREBLy8v7N69W2gzmUw4fPgw6tWrJ7Tt379f+Hznzh1cuHABdevWBQB4eXlJkjcWJv/99x8GDx6Ml19+GQ0bNkSlSpWQlJT0UPZVWGiLegA83bp1Q7du3WSXBQYGCok9eObPn48WLVogOTkZ1atXV9wuH7NBEARBlEwo23jJQw1OQeOqV4amXBUAF7l1vbwBACkxb6Py0B+F7TzupfgiKlpdmIe0qYG/T13HwUu3HaxBEMWLWrVqIS8vD/Pnz0ePHj2wZ88eLFq0qMDbrV27Nvr164eBAwfiu+++Q9OmTXHr1i38+++/aNiwIbp3714IoyceBf7+/hg+fDjGjx+P8uXLo3r16pgxYwYyMzMRHR2N48ePAwC+/PJLBAcHIzQ0FB9//DFCQkLw0ksvAeCy7qenp2Pbtm1o3Lgx/Pz8Cq3kXkREBNasWYMePXpApVJh8uTJgtW/uFJshH134UsqBAUFOeyXnp6OsLAwmM1mNGnSBFOmTEHTpk0V++fk5CAnJ0f4zsdomEwmiYtRaYA/ntJ2XIUJnSPnPKxzZNiThAs30jH1pSegVrvvmlWcoPvIOY7OTUZ2Lp27fErKveSl1SDDZEZ2jmvXbvSfF4XPuuAwaDQazJv6OabmG/wzsnLgrXbNul9SzpE7DH+mBi5duoSEhARERERAr9djcJNAHLx0GxX8tW4fa3E7R8VlHMTDpUmTJpg1axamT5+OSZMm4ZlnnsHUqVMxcODAAm97yZIl+OqrrzB27FhcvXoVwcHBaNWqFQn6JZBp06bBYrFgwIABePDgAZo1a4ZNmzahXLlykj6jRo1CfHw8GjdujHXr1sHLiyvX2rp1a7zzzjvo06cP0tLS8Nlnn0nKPxaE2bNn480330Tr1q0REhKCCRMmCLJicUXFimEgnEqlwtq1awUNjS3Z2dlo27Yt6tati2XLliluZ//+/UhISEDDhg1x//59zJ07Fxs3bsTx48cRGRkpu87nn3+OL774wq59xYoVhaYVIgjCOaP2cbrIEfXMqBNU7F5THpGWDdzOUSEysHQcz8NgzH4NzEyq3PmgQR5qlCmiAREO+WCfBgz2yrggL4a7uSqMa5iHasqJkAX4551ncuR1hISEYPR+DSxMhS+ezEOQd2GNuuSw4LQa8ffVaJodhz/nTRbiVjt06IA9py6h8psLYM64g55sPzp37lzUw/WYzMxMvPHGG7h37x7Kli3rfIVC5ujRo3jqqadw5MgRPPnkk498/wRR3Fm+fDn69+9f5M/Ijh070LFjR9y5c8epwbe04+p7q8RZ9k0mE/r27QuLxYIffvjBYd+WLVuiZcuWwvc2bdrgySefxPz58zFv3jzZdSZNmoQxY8YI3+/fv49q1aqhS5cuRfID9DAxmUzYsmULOnfubJf4hOCgc+Sch3WORu3bDACo26gpujUo2aE4/Dn68hj3yp3XMxzdmtUu4lEVL/hz5K3TIjNX6rb/VPOWaFmzfBGNrHhR3N5JM8/9hyt3stCgki9OXc8S2sv4++FubhZatGyNptWDnG6Hf955zGYzunfvjklHtiEz14y27TugennXFO7F7RwVhOUph4D7d7Bl82YhcRVjDNu3b4c2qDIAQKX1xqL5izB27Fjo9XqXtlvczlFxt4wRBEGUVEqUsG8ymdC7d29cunQJ//77r9vCt1qtRvPmzREfH6/Yx9vbG97e9uYDnU5XLH4QHwal+dgKCzpHznlY54ip1KXi3G/ZsgUI4PKSDBr/NWYOeRbR0dFFPKrih5dGjUxIhf082GdiftwpLu8kS76TisacI2nX5cfXu/L8Go3SjPMpP4/FiBsJ6N69O7y0amTmmj16DxSXc1Qg8jNBM2YfE8rMXPZntbcfAlr1weXLl1GjRg23Nl9czlFxGANBEERppMRku+EF/fj4eGzduhXBwcFub4Mxhri4OFSuXPkhjJAgiIdBacjCbTQaJZ5ITK3BsGHD7IQcArJJ2HLzinfym8eZB+npAIC9O/6VtF+8ydXMnvznKafbsFXA5147D7PZjH379gkl/HIe13sg//Unl7WE5Vnj3IPavIGIiIhHMyaCIIgiokOHDmCMPfYu/O5QbIT99PR0oS4mAFy6dAlxcXFITk5GXl4eevXqhcOHD2P58uUwm824fv06rl+/LqlrOHDgQEyaNEn4/sUXX2DTpk24ePEi4uLiEB0djbi4OLzzzjuP+vAIgvCQvFJQYz0hIUFSJ1yl1sJsNiMhIaEIR1U88dLYizWPraBXzDEajbhz9y4AwJKTIbQ/iPtH+HzhRjqyTY6rKSjl0Onbty9ys7jtPq4Kn5Tr1wEATCbbM8uT1nV21YWfIAiCeHwoNsL+4cOH0bRpUyFT/pgxY9C0aVN8+umnMBqNWLduHYxGI5o0aYLKlSsLf3v37hW2kZycjJSUFOH73bt3MXToUNSrVw9dunTB1atXsWvXLrRo0eKRHx9BEJ5hspR8y35ERARUKqsQq9JoodFoyBJnA2OA8W62XXuOE2GRKBo4izw3jRAL+/f2/irpV3fyP7h6NwtKKAmpFosFN29wwu7jKOwbjUYkJCYCAORyKdsK+wRBEARhS7GJ2efdMpRwpWjAjh07JN9nz56N2bNnF3RoBEEUIaXBsq/X6zFixAisz/+u1uqwePFissTZYFK41GTZL55ERkYCak7Bzszi0mn2v9crDlzG+Ki6ituqEuiDa/fsFT38dnNLwXvAXebOnQuG0PxvMnMgmTh+giAIghBTbCz7BEEQcphKySRfXBbr9X4DKDmfDGJxZtSzkWgXGQLg8bTqlgT0ej38A7iaiF4VHCeGU6vkos6t1KrI1ee7/bdNpRxe2H/M7gGj0YjvvvvO6hFU/KokEwRBECUAEvYJgijWpN2+W9RDKHS8fV0rIfa4Ic7F+F6nCISW9QFAlv3ijM7LCwDw8RsdRa0MlpxMt7bDy7JvDh4ItZqbmqjVatSqEQ7g8RP24+Pj8z0aSdgnCIIgPIeEfYIgih0Gg0H4/O3c7yXfSwOlxVuhsBGnZ9CqVfDW8pnYKWa/uGLJv2gdWjYT2lRqLdI2LZD0cyarZmVzLvyZmRmSdq2KW/Fxc+OPjIzMV3rwHhEk7BMEQRDuQ8I+QRDFCqPRiKFDhwrfyz79aqkrU0fCvjzx90RJDFUqeGs1AMiyX5wx50vx/t7WFECW3CwwU7ZsPzkMBgP25CfbXb5sGSz5mectFgvOnD4J4PG7B/R6PWJiYqDK93JQqVSSJJ8AoNFoJN9dyW1EEARBPF6QsE8QRLEiPj5esBbylLYydSYzTcrluJ0j/e6ty7fsK2XuI4ocviKcr5cG7zTyws11M2DJug9mkXpjmBWqaliVe/IWbGbiMs4/bm78ABAdHY0GDRsCAJYuXYIZM2YIIQ4ajQaLFy/GzvEdhP4ZueQBQxAEQUghYZ8giGJFZGQk1DYWq9JWpo4s+/LoA6TfyY2/+GPOzwifev06+j9TD9nndwMAtAHBkn5Kwjqn3LMAConomCUPwONn2efR6XQAgKNHjmDChAmwWCxQqVSYOnUqoqOjUTnQV+h74srdIholQRAEUVwhYb8IMBqN2L59e6lySyaIwkKv12PhokWSttJWpo6EfXkyTNLvPjpy4y/OGAwG8LdyixbNsWnTJsTExECj0cBikrpp1KrgL7sNITY9X9hnNuXkWN7jmY2fh3eImDd3rhDewBjDpEmTYDQa4aW1TuMsmXeLYIQEQRBEcYaE/UeMwWBAWFgYOnXqhLCwsFKXeKw4QUqVksvAQYMl30tbmTpTHrnxy7HtmvQnibfsZ5vIsl/cMBqNePfjb4TvFnMehg0bhqioKCQlJWHKZ59I+qvV8qX3hNh0FafYUQOS2HRm5tz4b92+U8hHUDLg4/AttmER+aFNBoMB5gzu3DzXJYrmFARBEIQEEvYfIXxsojj5UGlLPFZcIKVKyaa055kit3R5GpeXWm8pQV/xJT4+Hn4Nu1gbLBZBANXr9XiySSNJf6WYfYBT5jV98kkAwNixYyWJ5njL/o1btwtx9CUPueR8/v7+GDp0KJiZO0dMpaE5BUEQBCGBhP0C4o71WIhNFFHaEo8VB0ipUvJhoiRd/l4aBz1LJiS8yhPAhSfjuXqhAAAfPkEfna9iR2RkpFQAZRZJbo1AX52k/+mr9x1uT+flBQCoX6+ekIQOgCDIJl69iV8OJuNelkl2/dKKJV/xMWb0aCH7Pp+cLz09HRaLBSyPy2ug0mhpTkEQBEFIIGG/ALhrPbbWzbVS2hKPFQdIqVLyERsBTQ4sgiWVa3ezinoIxRL+SmvyX5O8ZZ/c+Isfer0eL3V+Rviu0ekkuTWaVAuS9P/18BWH2+Ot+RUrhGDatGnWBWZOkD2bE4RJa05i5C/HCmH0JQfeyaF7925ISkrC9u3bkZSUhOjoaGFOwSz5ChCNluYUBEEQhAQS9j3EE+sxH5toq50vTYnHigOHDx+2a6MJUMnCInLjNeVZSp1Xxv3sPHLll4G/7Op8i7E1Gz9Z9osjXTu2ET5fPHtSklvD1u3cGdk5+bH5abfQrFkzoZ3Pxs+z88JNT4ZaYuHfhCqooNfr0aFDB2HOwM8pYObeJRqdN80pCIIgCAkk7LuB2GXfU+txdHS0nXaeKDyMRiMmTpxo1z5t2jSaAJUgxAm5GVAq8i7YOijM2xZfNAMpxlhshX3ejZ8s+8USPg7/uXoVZd+vYcF+Lm3HYDDg1KnTAIDBAwfi8OHDghccM+c5WrXUw3s8KOlOoqOj0bhRAwCAYclSmlMQBEEQEkjYd5H/+7//k7jsiycjPK5aj22180ThIaeEASCxFBEPh1WHjdh0+nqBtsEr1I4cOyppt6jUxS7vgrvVHmyF/b+OpzyEUZVs+FPEZ26n0nvFG3O+IKpRyLTfqmaw023wXnK8NGuxmDFp0iRMnz6d84KzPO7CPvdf7cBTIsDXGwAQGFT+UQyJIAiCKEGQsO8iI0eOlLjsT5o0CZMmTRIEfnLJLx5QXoSi4XYO8PGfZzDs5yOweBhjL86B0aVLlGSZWutdrPIueFLtwWxzWjJyHm8hRg6rZZ/7L7jxk2W/WMJb9pWEfaVye2IEBS0vzDIGs9mMZs2aISkpCe8NH15o4y2JCG78Dk6lLj/JRa6ZlGIEQRCEFBL2XYTZ1AIzm82YOnUqLBYLVCoVpk6dSu5zxQDKi1A05IpksUwPBDPbHBi26gKVzqfYKG0ES6SXH7yq1HW52oOtDuRBNgn7YoxGI66lcJ4h1ph9suw/TNz1TrHl1m2uvntOdrbs8gvnzgqfM+P3ySrFrApa7pozUVZ/vV6PunVrezS20oLgxu+gDy/sm2w1im5Q0HuhsLZBEARBFC4k7LuIXLIhQTBhDJMmTaIfuGIC5UV49GhEj4cnFmu78Aub503r41dslDb8WKu8tQiVB8yEb60WLnkd2Ar7ZIWzYjAYEBERgU2bNgEAEvPPJZXee3h44p1iu/4XX04BAKz7Y63d+rzgJ6DWKirFxowZA1W+R5ZapZI8614a9xL9lTb494bcHIQ/x2ZTDgDA5OE7paD3AgB8PP9n1H9xaIG2QRAEQRQ+JOy7yLx58wRrsa2bOECl3YoblBfh0SKeYnoi7NuGX6hs7Fh/b95WbJQ2/Fg1/kEAAL/arVzyOriZdvsRjK7kIfbq8K3VHACwb+8eGI1GKr33kPCkmozc+vwUglnMduvHx8eDiRR4cjXgeSFz5syZ4G3Xv636VfKs81brxxUG+QR9YgF98z9/A/BM2C/ovcBvY/nV8ijf5V14Va7t0TYIgiCIh4O2qAdQUhg4cCBeeuklJCQkwN/fHy1btpRYIouLizFBFAViq3VGjvuCGR9+MWzYMJjNZqi10ldT2fLOE309KvixTslPpq9yIVRkyZIlGDf+I1QdEStpNxgMxUaJUVTwnhKashXhU70hAC5JW0JCAho3rwgAyLMw5Jkt0D7mgl9h4aiajCsKUmF9tVXYN5vN2LdvH0JCQhAZGYnIyEioRAE5KrW0BrytkMlLs7YW7Mf9mvMRhOKzYhf2lGcCANxMuwMg3K3tJyQkFOheALj7gUcbWBG5KRfc3kZxYePGjTh79qzzjgTxmLFnzx4A9IwUJy5duuRSPxL23UCv1ws/XGLBpKjiwvkSgJGRkSXuB5UoXUiE/VzPYtGjo6MRFRWFhIQElAmtjldjrT8mWbnFy407OjoaUyZuAAAENXwW0dHdFfsajUYMHz4c6qDKdsuGDRuGqKiox/r55T0ldOWrCG0qMERERAjZ+AEu7OFxF/wKC/6ce6qw5tdXqfOvT37umr59+8JisUCtViMmJgajX26D/13huqi0OsnvpFLozlWjEWheR2h+3N345bLx2547ZuGE/eupN93efkRERIHuBYC7H7DpOPdFZU1aXJIMIDk5OdBoNJg8eXJRD4Ugii1qtZqekWKGRqNBTk6Owz4k7HuIWDDhEwk9SgwGg6DZ5ydWj7uFkCg6pJZ9zxPP8Qo1451MACJhvxi7cZucVB/gJ+ahPSfaLSup1q/ChPeU+GiT1eW3XbtnoNfrhWzvAJBtssDPqyhGWPqw9aRxV2HNrz8+dkd+i9UFnP8/bNgwJCUlIeRMGqb9a0TDxk0RHd1J2IadwiFfSKxmM4bH3o2f2bvx2547lse9cwPLue8BVdB7gd8GcDx/nOoSmRjX25ur+LJs2TLUq1evqIdDEMWOjRs3YvLkyfSMFCPOnj2L/v37w9vb22E/EvbdxNaaXpAfM08t80oxdo+7hZAoOsRJoNMLoaScTfELZHroLfAoaFo9yOFyfmLuVbGG3bLCsn4V5F3CrwegyDyFoqOjsThlE1LTuescXosbj0atgk6jgsnMkJNXfBU+JZGCKqyjo6NxObAR/u9wKhrUr4ddm+0r1iQkJKBRzQbAv0ao1NLphq2QybvvV6oUKukn581hsTCXyvqVBoTSeyJH/k2bNkkrBFm458bXP8CjfRSm8aL/4DfRKWw4Wrdu7fE2ipJ69erhySefLOphEESxg3fdp2ek5PF4q8zdpDAy1vLMnDnT4205irckiKJALOxn5noulJ25dh9L9lxCno21PKsA23zY5Dkpd6XX67Fw4ULZZYVh/fL0vSRer3r16qhevXqhvNs8Lb9VKchP+Cy+3kL5PVPxCuUoDXiSyFR8ff38ywAATp44btdPrVYjNTUVd27fAiCfPE5cOaVKVW4MGpuYfYut5g+wez+UZvjjv3nzBrZv345Dhw5h6NChEmHfYubc+A8fi/NoHycvXMJfB86hVq1aHr2PxO+L1btPYdj3GxBWsxZl5CcIgigGkLDvIlevXi1wxlqeb7/9FuPHj/d4W7aZy4GSFx/3KLh2NwubTl+XWkCIh4KFWSfoBXHj7z7vP3zx1xks239Z0l6cy9SdvHrPaZ8hQ4bItg8e8maB9u1pJm27BF+MCc9JQd5tBVGIdn3CatG98yBD+MyX38smy36hsy8xDZ/9ecplZZrt9Y07fgIAJFn3eRhj6NOnD3q9/BIA5WdYr9ejReu2SE3nBFbbrPOHLtlXsciT2V9phf/56t69Ozp16oSnn37aTtkPM/fO3bzlX7ef2yVLluD5RYcx/VAO6j77mtsCurUyA4d/vWcQ2Ko3Ap7qSRn5CYIgigEk7LtIYmJioVjTjUYjJkyYYNfuzrZ490e+FGBJjI97FLSb8S+G/XwES7efKuqhlGoOXLqNBWesidQKw41/X2Ka5HtuKa2z/urCvQVa31MvH7n13N2GLQUt4XXqyEHh887dewWhgyz7D4/Xf9yP2H2XsWB7vNO+ctd323/7AAAqmXK0vPLInJcLAMjONSlu+9M/Twuf1TbSftVyvnb9S7Jl/9TVe+gxfzd2x99yqb/ZzCliLGarYs4Wli/sQ61x67m9desWlzzUi/Oq8anRzG0BXeldEti6D5jOjzwOCYIgihgS9l2kVq1adtZ0tVrttjU9Pj5e9sfa3W2J3R+TkpIoOZ8NBoMBvCHpw+9+gsFg8Ni9mHBM/58OS74XxI2f516WVDDIKYCwX5yve9yVuwVa31Mvn8jISLsSZ+5uw5aChBcZjUYsW75c+K7SemPYsGE4dOgQzLnZAAp2DxCOSUhNd9pH7vr6N3wOAFC2+cuC8tn2fuStzjkO8m78fsT6bNqu/kKjKrDFWehMcWbo/x3Gyav30N9wwKX+pvzke2DScy9+flm+G3+ZJ59HjZq1XB5LSkqK9Jqq1W4r+iIjI6HW2mfOVOt8UCX6e/I4JAiCKGJI2HeDMWPGSH9gGcOmTZvc2obc5BwApk+f7rZl3pN4y8cBPqaRh0GFt99+u9DyLRCOidl1Ed//vrVAwvXdzFzJd08t+4WZZ0OJMj5Fl+f0YXj5eLqNgoQX2SpBVV5cZuyWLVsi+VIiAODPvza4NR7CdVxRpCj9dgFA1SBfQfm8f/9+ST/e6qyUYNH2mVy7Zq3ku6+o/CJPSXbjt1VkOkOtsX+/aDQaHDhwAOPGjeOefYtVkXLVZO8JoUTlypUl10ql1rpteNDr9Zg+f7HsMk1AeZqfEARBFDEk7LvIE088gZkzZ0ompIwxt13ebCfnAPDCCy+gffv2hTrexxWDwWAf06hSgTFWKPkWCNf49nAOaj3Z1mPhOsPGO8DdmH2j0YhVq1YVWp4NR7hrZawd6lnGbCU88fJR8jCaPXu2x55CBVE8REZGSlzB1d7cObJYLGBmTvEz9/uFHl+74uzdURxwJWbf9vqq1WqEMi6e/v1OEYLyuXnz5pg2bZqwHhNZ9m3Pv228NwB88flnkn46jb0HSkm27IurC7hyP/LCOF99gH+umjdvjm+//RZJSUno3s96DjNyXPesCgkJwdfzYoTvKi8fj4wYg/u/7lZ/giAI4tFBwr6LKCV58yS2lZ+cR0VFAQDWr1+PFi1aYPDgwQUd5mMNP3G0vVYqlf1tTtULHj6V3/y+0IRrdyz7vDW/T58+hV61Qk5odNfKGGRTLN7Wi8ET3PXyUbLC9+rVq0CWOE/Di/R6PV5/o591LL5lhM8sj7OEMjfjkXkehXdHSedWeo5L/fjrO27cOABA0qWLAIC9e/6T9GvWrJnwmVnyLdlaHeLjpbkB4uPj4V3raUmb2Zwnuc5y4SbGa9dcGm9xRGzZd+V+5LPxb92yRfa50uv1UPkGCd9XH3Hvfdu+XVvhs8Yv0CMjBkEQBFF8IWG/gKhUKo9i0lJSUuy057GxsTh06FBhDe2xQzHpmMxkkaoXPBoKS6niqrBvm0TMloJcd1uhkcfkppXRtgTZB7/GeTSegvAwk3x6Gl7UqmVL4fOEdhUEZQTL4wRRjc7H7WvH3w8+tVvDu2p98upRIPFmhvNOImbNmsU9Y/mK1CU//SQ5pxJlUr5lX6VSo0Yt6fXzq1gdFV/5WNKmceE3td0zHUqk0sb2vnPlfrTkJyOsXLmS4nPl52X1FNx05rp7Y0q2Vj7R+JcD4P57W648Io+r1XCuXr3q8v4IgiAI1yFhv4A4SnLliP/++0+2fc+ePQUZzmONYkypzDUaPXo0xRI+AgpLqeKqsO8oy3xBBFq5TOTuIKmJbZNJvHKgj9vjKQyKW5JP/qw8W7cCRvRsKygjVDouBvnZvkPdvnbx8fHQlKuKCj0nolL/GQA8V0Al3cpA4k3niexKAryHihhXS2aKnzGVmhMyLTbWeLEyScgUDyC0kjTZ3pBf7asAfP7lFKfXmUFVIpU2tp4NgPL9eObaffzvv4u4n82dP42DuYa3KK9BVP1Kbo0pLDxc+Kz2Lcvty833tiN53pV8EAaDAU888YTL+yMIgiBch4T9AmKxWDyaOLZr1062vU2bNgUd0mOLXD4EwF4ho1arMWrUqEc5tBLJz/sv45M/TrpsmZGjsKzFrsbsyyl81Go1Vq1aVSCB1lmpOmfcybS67oYEeEuWPVm9nMfbLSjFJcnng2wTvlh/DgCgy49p5pURPtU4IeDYfT+3txsZGYmgNtJ4Yk8UUHlmCzrM3IFnv9vpslBcXBF7qIj5cPUJl9aXPGP5wr4azO6c8tdv8z8bhTbb51iucke3Hi85H4RaWyJDsSIjI+3alO7H7vP+w1cbzlr7qZWFfR+t9Tcv0s2cIJUrV7buw7eMW0pRXml0LC5OsY8zYV8p/I4gCIIoHEjYLwQOHz7svJMNzZs3x6BBgyRtgwYNQvPmzQtrWI8l/ATz33//FdqeatZc4q4cExNT5MJNSWDyH6ewbH8y/nOxHrQchWUtVsrkbYuce3pMTAxee+21Al1zR5nIXUE84f3khfqKyx5Xvt+eKHz+5/QN4XNBn1O9Xg+/es8I3z317hDXdU+5l12gMRUlUg8VqfC44USKS5ZyyTOW78b/zjB5rwu9Xo9nO3YQvtuGsMhRtZzzbPIqtbpEhmLp9XqE+1rzI2i0OpfvR0dOhD4667sp2+Re6VNbGdtVpahYafTCCz0U+znzyiqoIpUgCIJwDAn7hcDEiRM9cidcunQpDh48iNmzZ+PgwYNYunRp4Q/uMUSv16N1O9EEP7BisXJXLmmkZbiWvKsw8NLKv5LcSdAXHR2Nc/EXsWnrv4V2veWUCGLMFsdWKbFRrkaIv2SZu5PzwiTuyl0cTrpdZPvnSb5hHYMDA2aBSbx4qcD3Q1Fer4IiEaxkSrq5kjBu/YlrOOrTFGcuJKL+Ew0AAFGdOyv2V6lUQkZ9Z8L+xG517Txf5PLYaHReheY19Kjp9GRd4fOZ8/Eu34/l/Oxr2fOIyxNmZ7qXf8EWVy36ktwoDjQRzhS1vCJVGxzmsB9BEAThGSTsu4mcda8g7oTNmzfHBx984LFFn0pKybPxZIrw+dTV+8XGXbkk8ijLXPl72dfUBtyzfpvMFnT73yl8sDMHVapULayh2cW4i3Em7POWYW8ZZYYnlv3CeO7NFoaXvt+DXov2IfV+0VmrDQYDVq1cIXxvUfaBZHn72hUKbV/nLsR7dM7ECcjkXM9LCmIPFZVGZ7fcWcI4o9GI91Ycw4aTKVifkA3/AK5qgkamPJ4YPjTDlOf4OalTqYzk++DBg9GiRQuY0+9I2n9bvabEKm3FCs0cM3P5Ofb3tlfO8CSfOy58nj9rhlvJC8Xu89XKO/eqAOyt8XIVb3icKWp5RWrlAd+6tG+CIAjCPUjYdwONRoNp06bJlqwqCndCKimlzOW0TMn3f05dR8eZO/C3SAlAKCO2XjoTZAsTcWy7GHcs+6kPcmAyM2TmmpGRW7jx1UpKI0fZqAGrwkQrIxS5K+wX1nMvtrJeK4BrevyNB5i68SzuZLhfQlCwEOZZr/vmTf9IhJ8hbcIBAPUrl/V4jDzdXnjRo3MmvrxZJdiyzwtWfhEtENiyl2wfJeU1f9/x/LnvNB5kc9fNUfI4wCrsO8u9Id7KoUOHEBsbCwCw5EgTI5YLDnG4nZLCs+MXo8ur/V26Jx0pYAwfDbY2qLVuJS8Uv7mu3M5yaR13wppcUY6VVMUNQRBESYCEfRdZv349kpKSMH78+IdWssodDh06ZJcdvCRmJ35YqGziUd9ZdgSXbmVg+PKjdtnQCXtmbjovfM4rwPlyR1Fw0UGmc1cT9AGATuQH7o6SoCA4c0/mz6Euf4Islvlz3BAe5aoCePrci69rZgGUIs/P243Fuy7i4z9Our0ubyFkZquwb5vZ/f4dzsU/M7vg4SQqjdajcyZW5pxNuV/gcRQlz7zQGxVe/RSBrXrbLVP7B8kqr+VKWl7O8kZSvlJV6yT2QrDsO3lOLt2yuqCLK9Ywi/QZeZQKyMKGicRrv7ptUWnAd7BYLBg6dKjDe1JJIRAfHw+LKRf3D6/jGjTuJS+01VOmpTt/zuyS4arlPbIAYPGuiy6NgyAIgng4kLDvIu3atRME+qIuWWUwGPD000/bJbUpidmJHxb1KpdRXHbrEcagl1S2n08VPjuzWjviWPId553ySX2gfF0ysly/ZnP/sWYVv5T8aGo3O3XjzxdytBoVDAYDjIZ3hWVHj7suJO/du7fQnvvkK1bBoiBx6LwiZn+i+4kceQshM1k9C9RePoKwaTAY0Oe1VwEACZeSCuy9xLuuu3vOxFd32t/nCjSGoib5dqbiMr+wxrLKa2dJ1BxlijcajWB5nNeHM2FfrDQQV6xJP7lV0m/D3/843E6xxuZVofHlfqssFgv27dunuJqSkopPEMwsnMJOpdYWyNsw8aZrMf/8POjr5VtQdWiMYr+/jl9zui2DwYDc1Esuj5EgCIJwnWIj7O/atQs9evRAlSpVoFKp8McffwjLTCYTJkyYgIYNG8Lf3x9VqlTBwIEDce2a8x+R1atXo379+vD29kb9+vWxdu3aQhlvUcWAOypTUxKzEz8sdl64qbjs532XH+FISh4rDyZLJnwFidn30SlbfGwRW/VsOX32vEuC3hcL/g/Lj1qvfZsOnTA/5ifsS0wr1NJOttty5nkgWNEZZ8HLvXkZd3b9HwBg+67dLlmZDQYD+vbta9fuyXNvMBjQuOmTwvf1/3DClLu5AMTX5NbddLeFcd5CaMm0WsvLNn8ZmzZtslqTTfmKHo2uwN5LmjLB3H83z9nP//ez5HtJDplSSoIJALE/LpRVXjtz276bJR9+w7v+X7/GKd3W/LFOcRsatQqvPGn9PRVXrHlweB1urPwYubeSAQALvl9YYr3YPHkLmTPvcf9tlFRGoxETJ07M75Qv7Gu0mDZtmstzE2YzoruZrofj6PV6xJwomPKcf87NWfcKtB2CIAhCnmIj7GdkZKBx48ZYsGCB3bLMzEwcPXoUkydPxtGjR7FmzRpcuHABL774osNt7tu3D3369MGAAQNw/PhxDBgwAL1798aBAwce1mE8dJQsLGq1usRmJ34YLD+QrLjMUaKjx53Em+mYuEZqaXZktS5MAXrhjkTFZbqQ6k4FPaPRiBkLpBYmlZcvph/X4PUf92NDIeZrsD0nzhQivEXTYs4Tnl/Gx6lrdE6tzEpKPk/CiPht6apYs4IbYpdh5syZbuUC4LfDo/by8UgYj4qKAjNJY4WHDRsmeDEwQYjRuW+RtzlfoX2/cfucGY1GfDB6tPD9Qdw/JTpkypECrlJF+WSIdm7bNsgJiGLXf2bh7vVvv5uleN4Svu5m925eunQpfvjhB4BZkH35OCxZXPJGBlWJ9WJTemeqVCq0atVKdlnGmR0A7JVU4vkAEwn7zZo1c2M80u8Psgue50Qp0aoc/DGo1PS7TBAE8TAoNm/Xbt26oVu3brLLAgMDsWXLFknb/Pnz0aJFCyQnJ6N69eqy682ZMwedO3fGpEmTAACTJk3Czp07MWfOHPzyyy+y6+Tk5CAnx6qpvn+fszglJSWhXr16bh9XYRMeHg61Wi0R+NVqNf777z80b94cJpO8hUUOvq8765QGIkJ8XT7mx+0c3bxn7+Kbm5enePxioZfl5UKllZaHyszOdfncaeDYldxsNuPcuXMIDQ2VXX727Fn4N3hW0uZT4yloy3DJvFYcuIyoeoWT2d02qV5mTi5MJuXX6ebT1wEAt7MhPL+8a7Na542wsDCH52n27NmySr6ff/4ZvXr1cuv+PHv2LCwWC3z0TwhtTOeLCRMm2OUC6NSpk6JQzG9HjLNrJMeuXbskAlC28TTMZjPMZjPn4p9/nlQaHTQajdNzJcY2P4da5434+Hjo9XqXt8Edp3g7zKPjLCwK+k7SqZQVU+kOnteBAweiU6dO6Lj4jN0yX63Kbj3J/ZEviFqgFs6b8Y5UwZOXJy9kdu3a1fqbl++qrtZ6ObwPivN72yzjBaRWq7Fw4UKEhobKjpmZ86DRaPDDDz9I+ojnA3zeC7XW+fsEsJ4bW+WLGhaPz1s5Px3+G98eOrUKdT6zztkcbY8/BigokgiCIIiCUWyEfXe5d+8eVCoVgoKCFPvs27cPo0UWGYCzIs2ZM0dxnalTp+KLL76wa2/cuDHeffdddHZQT/hRMXz4cCxcuBAWiwVqtRrDhw/HzZs3sXHjRo+2Z6tIKelwcoPyrb0o5n/I6NTYrW2WtnOkxOUHgO25O3vuHDY+OCvbn5N5uf5jI+9g1iWp8LNrzz6knHLN+m+5lw4gSHG5Wq3G5cuXFe/zW7duwS+ihaQtqM3rwue9ibc9fkZsuZcLiM/Tv9t3INRB1aof91n78s8vL8SG14rEiRMncOLECdl1b926hVmzZtm1q9VqZGZmun1Mt27dgkqlkiQ90/j4ywruy5cvR8OGDR1uR4xKpcKxY8eQkeFa3O+WLVuweOWfqPrWIqEtOylOOLbhw4cjZtlv3LY1OrzzzjsOzxUA7E9V4Uq6Cq/WsGDr1i1AgFSJ7Gx9W27dugWVyIVdpdE6vRcfBZ6+k65mALbPeK0yDIkPVNh78DCyEp09r/bv1tyko9ho40wl3GeMCVZntVaHy5cvY/2GjRi9X7odR+dSeGby79lnO3d26ToWx/f2xSQ1bJ0qY2JiEBISYnMOrOenfds26NG/jUwf67nhFSG169V3+R7fsmULDH9NRujrU4W2g0fjoDYec+OIrOPMM+Vi2+Z/JO2Ny1ucPifDhw/Hb7dK7HSUIAiiWFMi367Z2dmYOHEi3njjDZQtq1yO6fr163aWl9DQUFy/fl1xnUmTJmHMmDHC9/v376NatWoAgEWLFqFd72Fo16AGKpTxLuBRuI/RaERCQgLGjh2LsWPHIjExEbVq1fLYdd9kMmHLli3o3LkzdDr7msslldQHOcD+nYrLN239F99+MMCl81Zaz5ESp6/dx6xT+yVtkZF10L1DTdn+OSYzxh7YBgDo27sXDq4+g90JacLyJk81c7lO+kXNCczdrfxsvvfBGAwcONDhNn6csh7Xc70Ul3fv3t2lsTij/udbII6+bdWmHepWUk4KOWrfZuHz7NmzMXbsWKzYcwE/nspDRO266N5d2e12x44dsu0ffPCB0/OhhNlsxuhpi4CnueR3bTs+h417VkgEfo1Gg379+jl8TsxmM74RJdtmjGHixIlYuHAhhgwZ4nAMRqMRr7zyCqqNl8Zxpx/5CwsXLsTAgQMxcOBAvDliFF75vwtQaXWYNWuWnYLBllGTuXNdN6wSFi1ajGrjpMJ+/ScaIjysmsNt2HI/l2FufqoPlcYL33zzjcfnvqAU9J107voDzDghTQRXOTQEiQ/SUL9BY3RvWsXh+uJ7mef5bl2h1dhHBZrNZowYMUIQ9oeNeBcDB77Oecbslybdc/Rsdu/eHWPHjsXI38/hZJoFfV5/A92frKrYvzi/t49tPAekSDUjvV/vh1s3UpCQkICIiAjo9XrJeX6uQzsMfKaG7Pb4c7N4+3msvGBGk6ZPoXv3Rk7HkZSUhJdffhnVP/xL0h5SqSq6d3W+Po94nBq1Co0aNYJer8cB8xmsOGhEu0YR6P6s4/wY3bt3x4Ev1yPVYS+CIAjCE0qcsG8ymdC3b19YLBYuls8JthNDxpjDyaK3tze8veUFee+IlpiwMRm+W67i7JSu7g28gBgMBiH+Ua1WIyYmBtHR0TAajdi9ezciIyM9Fvp1Ol2xmxB5itFoRNsFxx32YSoNLl++jBo15CdPcpSmc+QIL5lj1Ok0isduYtZnydtLh/8Nao4TxnvoG7MPFgbkMbXL5y0kOBjAdWSc3wP/Om3sll8Oe97ptt5o3wCztlxQXF5Y19BkE6PPVK4fp06nQ40aNfBUhg9+PHUUuWbmcN169erJhu6MHj3a4+MZOnQoQhu1w6g/OEm9ToMmeCkmBsOGDYPZbBbi2p09I0OHDsU3EzdI2iwWC0aMGIHu3bs7fCclJSXZeRNkXTyMn3+KweuvWz0yImqGA+CuKVNr4KV1zd33fwdTZStJrD96EaMj5JVXSjz77LOY+1O++7pGi48++gghISFFWh/c03eSRiP92f91aEv8bzeXCd3EPHtGvL28oJbJyD906FB0794db684ibO3LejQ6TnodDr8e0Gq1Avx1zrdb40aNRBaMQ0n024ALj5vxfG9rZJJdNhr7DRsjZki+X0HKgnLfbwcn58aNWqgYaoaKy+cgvFulkvHnJSUJJs/ICU1zeNzdis1FRERLyImJgZeFVoCACxQubS9G+kFzxVAEARB2FNsEvS5gslkQu/evXHp0iVs2bLFoVUfACpVqmRnxU9NTfU4ztKvJmd9yypAmSpPUKqt7W5CrdIOn/nZGRqdF1UtUEBOD+aohrY4lFmtUsFHp0GLGuXxdA0u67mzLPVi+Ph/FZNfJ+5ahtMSd7l5yvsLeIiJGW2Ff1fwzhdabeP/bbFNjqbRaBATE1PgZJzBwVaPiwfZpkIpKepdtR7KNH8JzMvfaQI1pQzvLVu2lHz3ElmMHV1fOTQ6e8Xt3KPuZQ83GAx48imr54VKo1Msg1YSsM2+7uelhW9+0r5sk3vnl8eRs4Ver0fZAH8AwI2bXHnGYT8fkfQ5t3yKS79fOg23ozw33ivFjQcP0u3a9sedQcX+M1GmWU/h3hLj6B3Mo8t/To4b72HxTuVkpzwRERGyhg+/wHJO1+WxvWZqnwBh/NmZXChPnpN3NkE8bJYuXeow5JcgSjslRtjnBf34+Hhs3boVwcHBTtdp1aqVXcze5s2b0bp1a7f3r1ar0apNW7fXKwzkMvCbzWbZhFolcfJZGNgqRBzxev+BVLVAATlLqNrBTF4sfIv76fLLe5ncEM74SSEzKyvTnv1uh0OBPzNXeV13FA/ucu36DYfLW9UsDwB4o4X1vvPWcefIlRr3SoK40WjEqlWrsGrVKhw6dMitsnlm0bVOz+GsagUtKVqp/7co3+ktVBu5Amm6ig778koMMWHVq9vtWyzsO1OM2DJllnPvL0fYVhwAAE0Ady3drQxQXLB9xG/evIE7t7j7NyvXsXVV6d66evWq4joGgwE7tnEu+2PHfSgr1FssZpd+vzT5Qm9JFiDv3r1r11au/SB4V66N8s++DYC7t8TIhUjY4i0qqTj173NO++v1eowYMcKuPSX1tkvvELvSmADU3n4AuPE/uHcXgLUSibNtEcTDok+fPrhwQdnjr6STlZWFcuXKoXz58sjKynK+AuERP/zwA2rUqAEfHx889dRT+O+//xz2X758ORo3bgw/Pz9UrlwZQ4YMQVpamqTPnDlzUKdOHfj6+qJatWoYPXo0srOzC33sxUbYT09PR1xcHOLi4gAAly5dQlxcHJKTk5GXl4devXrh8OHDWL58OcxmM65fv47r168jN9da8mfgwIFC5n0AGDVqFDZv3ozp06fj3LlzmD59OrZu3YoPPvjA7fF9unw7TjxwkIHrISJnAVOpVLIKgJI4+SwMxAoRU9oVh32fbN7C4fLHGbmqULfv3FXsL85SnnLtqiBseuVb4FyZ6AnbEnZuwf3DXBz3jV8/kfRJSstEyj3lH7NcB4oCd63C7tDn9TccWiYr5uf4CCvvJ7Txlv3sPNc8hWwFcYPBgOrVq6NPnz7o06cPWrRo4ZaXj1ixk+5huS2j0SiZ7Iv5bLPj5xDglBi1K1jfqyEhIXZ91GqVYNF19xouTrbfnjsI7xWRIsu7UgS05fV2ZdCcYTQa3VLGPCwSb0oty927dcOGP9cAAPYeOupw3fj4eNl2pd8dQSDMzxTP1Bo7qzW3gLn0+8V7HiTftq8a8rAprOsXGBjotI9tiUNXLPteLigEbJFLOLzmrw0uvUP4Z4Pl2r+PNRoNKoRwSjFnZUld9cgjCDnEMoASvr6+qFjRsfK5JLN69Wo0aNAA9evXx5o1a4p6OKWSX3/9FR988AE+/vhjHDt2DO3atUO3bt2QnCxf5nv37t0YOHAgoqOjcfr0afz22284dOgQ3nrrLaHP8uXLMXHiRHz22Wc4e/YsDAYDfv31V4kcW1gUG2H/8OHDaNq0KZo2bQoAGDNmDJo2bYpPP/0URqMR69atg9FoRJMmTVC5cmXhb+/evcI2kpOTkZJiraXdunVrrFy5EkuWLEGjRo2wdOlS/Prrr3j66afdHp/hgNRyx8e6uTsB8GTCwFvAxC53SrkHDh8+7PJ2SxNihYglxzr5GPCU/Qv+3IXEIp9wF1fkLPvfTJuhOPET969TO1IQNo1XuBegO8I+37V1y5a4v8OA5Nm9YbpyUqaf8uTR2cTyYcFUGoeWSf48iZ9Z3hLniRLCaDTi7bfflo25ddXL5/cj1uUPcjwT9uPj48FM8lrodBe3GVzGz+Fyo9EITb7r+cNU2Mhhfa9I37UBDZ9F//79XfaA4AWa4hBy9fUGaWUNi9kMSw7ncr35310O7xsl5YZSu6AsEdWAt7VaAwAYc0l5svUs9zu8ZE+Sw36FTWFeP/+AAIfL+XwZkjZXhH1t4Uzn1Dpvl94h/LNhyZEqXvjxBwdxSo08B952gjIIzo+PIACgQ4cOeO+99zBmzBiEhISgc+fOmDVrFho2bAh/f39Uq1YNI0aMQHq6Valp68b/+eefo0mTJvj5558RHh6OwMBA9O3bFw8ePBD6MMYwY8YM1KxZE76+vmjcuDF+//13ANxvrF6vx6JF1ioyAHD06FGoVCpcvMjlwnF1XH/88Qdq164NHx8fdO7cGVeuOFeUizEYDOjfvz/69+//2IfzPixmzZqF6OhovPXWW6hXrx7mzJmDatWqcZVQZNi/fz/Cw8MxcuRI1KhRA23btsWwYcMkMtq+ffvQpk0bvPHGGwgPD0eXLl3w+uuvPxQ5rtgI+x06dOBK9Nj8LV26FOHh4bLLGGPo0KGDsI0dO3Zg6dKlku326tUL586dQ25uLs6ePYtXXnmlUMaba7a4PQEoyIQhKipKNtmgLRMnTnwsBVlxXHPeg5tC+/5z9lq3n2L/r8gn3MUVWUFarVac+N3JtGrVxSElRw8dAABkOHCrt4UXiOvWqYOkpCT8u2kDkpKSXBtjPp7EzhcGvBCjZJnkhyyes/PCfkZWjlvPLGMMX68/Dd+67RT7mM1m/Pbbbw63u+GEVTHqqWU/ICAAcCF0xhFlfKy5FHLM0ncc/87MeHAPAPDLqt8LtC8AeLpGeZf78u8VXaBUaahSa7Fs2TL33J2LSciV/ePDrApSnY9D6/r5B/KVLpSUHrxAqPbhBFyvCjXsrNYAoFYDixcvLpbhVYV9/eS8p8TI5cvQuWC1LyxhX6XhrrErnhZjxowBy5Mq+/jx86EHianKZTh5ZZDay7HCjyDExMbGQqvVYs+ePVi8eDHUajXmzZuHU6dOITY2Fv/++y8+/PBDh9tITEzEH3/8gfXr12P9+vXYuXMnpk2bJiz/5JNPsGTJEixcuBCnT5/G6NGj0b9/f+zcuRNqtRp9+/bF8uXLJdtcsWIFWrVqhZo1uQSwrowrMzMTX3/9NWJjY7Fnzx7cv38fffv2dflcJCYmYt++fejduzd69+6NvXv3CsoGonDIzc3FkSNH0KVLF0l7ly5dJAZnMa1bt4bRaMTGjRvBGMONGzfw+++/4/nnnxf6tG3bFkeOHMHBgwcBABcvXsTGjRslfQqLYiPslzQSk664NQEo6IRh7969LsWjP86u/Hxc8/PPtgcAPFk1AOfv2M+sSnqCrYfJunV/2bWp1BrF+2rEz4dkt+NdnSvdNM2F2FEe3iqv0agcxo47tOznPyPNw11PMlUYqNQah5ZJXjEnzmvwx5rVAID76ZluKZ92XriJv5PyUOHFD6HSKpcZHDNmjMvbddUKL8ZgMHDJ9JyUwnOGWJDJEumGxO9Mlu8G/uVXXxf4mQ3ycy/TeHR0NEL7zZA2OngmbFHKuVJU72lTnvRaM2YBy+WssxqfAIfW9Y2nUhSXycErS3xrcQkOAxp1trNaA8CSJUuKtLKBIwr7+tkmSLRF7p3nkmXfAzd+Ofh3iqP3Ga+E+27e9/CqaK1s0buZXhg/79V1MOm2YkJFXhlU9R1SvBOuExERgRkzZqBOnTqoW7cuPvjgA3Ts2BE1atRAp06dMGXKFKxatcrhNiwWC5YuXYoGDRqgXbt2GDBgALZt48oIZ2RkYNasWfjpp58QFRWFmjVrYvDgwejfv7/w/urXrx/27NmDy5cvC9tbuXIl+vfvL+zDlXGZTCYsWLAArVq1wlNPPYXY2Fjs3btXEACd8dNPP6Fbt25CzH7Xrl3x008/uXwuCefcunULZrPZrVLurVu3xvLly9GnTx94eXmhUqVKCAoKwvz584U+ffv2xZQpU9C2bVvodDrUqlULHTt2xMSJEwv9GEjY95BvN513awJQkAmDwWCQ1fSp1Wq7WH5340hLG3q9HqGVKgMAwn1zkHPltLAs49xuAIBPWGMAj7diRA6j0YhpM2bYL1BrFe+rCzfl4+c1/u4L23zCOI2N8NijsbTut6MkbbzCoH3tCop9HgZqnbdDyySvn+APzWg04uOJnIZfpXVP+ST2pvCp1sBhX0fbbaS3xg5n5pqdVjoQI1FeOhD2T12953Rb4lCQbJGwL35nsjxO2LeoNA6fWVfOX2GEAqjUapfftXI5V4rqPW0wGHAv28bbhjFY8uOu6zZs7NC6npnjfiUaWyFeTqg/euSIXVtxobCvnzPLvhyuxOx761wrSekMlVYnuOLL3QviZ7/Cy9KcKs3CrV4zD7JNwmel5Ki8MohP7EcQrtCsWTPJ9+3bt6Nz586oWrUqypQpg4EDByItLQ0ZGcpeJeHh4ShTpozwvXLlykhNTQUAnDlzBtnZ2ejcuTMCAgKEv//7v/9DYiJX6aJp06aoW7cufvnlFwDAzp07kZqait69e7s1Lq1WKzmeunXrIigoCGfPSsOt5DCbzYiNjZUoGPr374/Y2Fj5cCmiQLhTyv3MmTMYOXIkPv30Uxw5cgT//PMPLl26hHfeeUfos2PHDnz99df44YcfcPToUaxZswbr16/HlClTCn3sJOx7yPYreW5NAJTKTDmLzeB/WG1d9vnyW7YluYqrK+SjhBcaK1QIxr3dy4R2XgD1rhzJfX/MFSO2xMfHy05E1VrtI7mv+GR/tlasyc/Xk3x3JOxvOMlZHsv46HD8sy6K/QqCOHt+1TLcs/fdrNkOLZPMJmY/Pj4e5vzEdiqNDoBKUfkkzvNhNBpxXjQJWPxTLBYuXKj4gwMoK7WahUnd2dNz8ly28EuUlw72/WeccpZ2HrGwnyXavfidyVv2tV7eDp9ZpQRyADCkOaeVv3ErrcDeAWqtY+WOGLnSiUXxnparLACAkz7z8y4EBTtOYvXPaXkrhrvjsGXevHnF1suqsK+fJ4FGBy7ddtqnsCz7TzRq6rD0pvjZ9w1vLFnm72UNyeETkAKOw6u6vfpGQYZLPIb4+/sLny9fvozu3bujQYMGWL16NY4cOYLvv/8eAGc1V0Knk3p4iZNe8/83bNggJA6Pi4vDmTNnhLh9gLPur1ixAgDnwh8VFSUkmXVnXHK/345+03k2bdqEq1evok+fPtBqtdBqtejbty+MRiM2b97sdH3CNUJCQqDRaNwq5T516lS0adMG48ePR6NGjRAVFYUffvgBP/30k5BbbvLkyRgwYADeeustNGzYEC+//DK++eYbTJ061SVPbncgYb8AxMTEQKPlXhjOJgB6vV4SD8TjLMZeziMAAH755RdER0cXSm3s0gYvPJQPCsKCKRNx/8DvSNv0PTQBVmszKUbsiYyMhDbAPp75tT6vF+i+ctU93Szj6g7Yx6K6YpndcCIFgb727tpyeS7c4eCl26g7+R/h+8ULnOAdUDbI4Xq2MfuRkZFQMavSgLem2Qqy4jwf1atXR/Xq1fH19JnCco1vWbzzzjuYvdAgvItsUVJq/bTnkuT7hysPocFnm/Bf/E27vrZIlJcq5Z8Rk5k5TUoqNvpliWL2JUJWvrA/avRYh89sQEAAWJ58duaZn08AAByNO1HgnB0vvNLLrWfitX4D0Xv+v/h6+ZYie0/zvyXZl09I2lVab5jzY/Y9CefwZBy2eFWpW6y9rArzd1b8CqoS6OPSOuK8FkoUVsy+t1+Aw2dMyXDxRKgfop6wTnzF41Fy4wcA4x0qFUZ4zuHDh5GXl4fvvvsOLVu2RO3atXHt2rUCbbN+/frw9vZGcnIyIiIiJH/VqlUT+r3xxhs4efIkjhw5gt9//x39+vVze1x5eXkSo9/58+dx9+5d1K1b1+k4ea9fsUIiLi4O/fr1o5xUhYiXlxeeeuopu1LuW7ZsUSzlnpmZKWsQBqzzUKU+fE66woSE/QLQo3c/1J74JwbM/8elCYCt6xHAWd327dunOBmOjIy00/CpVCq0atVK+F7Q2tiljTVHOWuiRq3CW29F48TPU/DX7A/xRO1aQh9SjNij1+sR9so4u/atl1yr+Sk3AQTgsnv6wh2ce1yWSSpw2Canev3H/Vh33PGPeaYpT/bHrqD1uXsv3if5zvKt8zfTHFvebGP29Xo9vp83V1iu8fKxUz6J3WVVXn6o0OtzBLYfjOBuI4U+d+/ewfnrDzD7UkV0m7kJ27dvx7fffuuRFXLT+TsAgC//OuO0r+B+q1Y7zKN98vQZp0lJ5X7UeAVBVFQUkpKSULc2543T8TnH3hrp6emKngbmbM51sjByduSp3Iv7/259HPZefoCYEzlF9p7mhTRtsHT/KrUaqvwka54I++emdHXa59MX6gMAmlQLQmRkpN3y7Pj9xd7LqvB+Z7n7fWzn2njBJkRJiWfryVuPxHjbCPvO7m2j0YiTJ63VTvg8J2dS7jtUztl6OvAsHvy0kJQPkCYjdWTZL+dmDg2CEFOrVi3k5eVh/vz5uHjxIn7++We7LPnuUqZMGYwbNw6jR49GbGwsEhMTcezYMXz//feIjY0V+tWoUQOtW7dGdHQ08vLy0LNnT7fHpdPp8P777+PAgQM4evQohgwZgpYtW6JFC8clom/evIm//voLgwYNQoMGDSR/gwYNwrp163DzpnPFPeEaY8aMwf/+9z/89NNPOHv2LEaPHo3k5GTBLX/SpEkYOHCg0L9Hjx5Ys2YNFi5ciIsXL2LPnj0YOXIkWrRogSpVqgh9Fi5ciJUrV+LSpUvYsmULJk+ejBdffFE2kW1BIGG/AHy+7jQyTRbsMuYJEwBHViw5jbhKpULfvn3dytDvinvP40rqA6tgmpEfX8pP0kKDrK5fpBix51DSbWSY7V8wrgrISm5HruRGuCKqm/3LQWnZGblM1CN/OeZwe2aTSdZlecPOAw7Xcxdm4YSj66mOf1TlsvEPfetN4fORY3F2yiexV0/g06/At+ZTCHz6VUmfpGs3BFf5kymZ6NChA8aNG1cgK6Q5zzWBLzo6motXdGDZ/+/AUadJSW3LPX733XcSBcGmTZsQUj4IgLxXB2MMp6/dg8ls4QRJhfHwoQBQc/d4QXJ2PHCjeoHBYMCCmJ8k34sCXkgTe++kn9gM860kfDn5IwDA3Qz3KkPUrVQGPi7EigcHcEnf/L01su/erz/7yKV38oxXucSfhWXFLgr4212lkne95++PYH9r8k1bQV4O23PiaD5hMBgQERGByZMnw3SHcymNeqKSsLzLK284XJ/3dBAjduEHpPMUR95YBdS/Eo85TZo0waxZszB9+nQ0aNAAy5cvx9SpUwu83SlTpuDTTz/F1KlTUa9ePURFReGvv/5CjRo1JP369euH48eP45VXXoGvr6/b4/Lz88OECRPwxhtvoFWrVvD19cXKlSudju///u//4O/vj2effdZuWceOHVGmTBn8/PPPHhw5IUefPn0wZ84cfPnll2jSpAl27dqFjRs3IiwsDACQkpKC5GRr9a/Bgwdj1qxZWLBgARo0aIDXXnsNderUwZo1a4Q+n3zyCcaOHYtPPvkE9evXR3R0NKKiomST2BaUkvuLWQzYeFIav+GstJ6tRty7cm341mrucDLMxVFLfw0tFkuxdnksLtzPlsZFVRa5TBa2i0xpYPBP8tlf9eV8ZdsBoGaIVYEiVmRd/dGahETj5ePUahef+kBxmU7jvnIr93qCrPJh8EczPRK2NpxIQfwNmTFaOIVSYLlgh+tbbGL2+c/8BD24YiW7dcTKQZW3fG1u74By8Pe2d/F1ZoV0JNBl5eQoLrOldevWDmP2tcHVJN/lBGxbo9+kSZPs3om8a35Onn3SIcPuS3h+3m58sDIOer0eKrWC8CnUereGXnlqTW5SLcilfoJ3Rq7VVbkoq4CIFT86NfD7hy8jKSkJ3mrufOeYgbDwGi4/Iz5qi0MrsLCvfKHWlCf/3u3f73WH6/NKdB8z551RvXzJTehmFfZVyM5Mt1s+YvwnMBqN0Oa/90L9VAjIc57o8tYN6XxESblmWxlIlf+OuWq0KlnLPv2qU+8X23eLr5f0uROHYykl6AOcVycgCDE7duzAnDlzJG2jR4/GtWvXkJmZiX/++QcDBgwAYwxBQUEAOMHr7t27Qv/PP/8ccXFxkm188MEHEgWWSqXCyJEjhdLdqamp+Oeff/DMM89I1hsxYgQYYxKLv6vj4nnllVeQmJiInJwcbNu2TRAgHTF27FjcuXPHLvcAwCX9S0tLw5gxY5xuh3CdESNGICkpCTk5OThy5IjkXli6dCl27Ngh6f/+++/j9OnTyMzMxLVr17Bs2TJUrVpVWK7VavHZZ58hISEBWVlZSE5Oxvfff293fxQGJOwXEq6W1hPH/lUaOAsVXv0UOtGE2HYyLOcNoFarkZqaWmwTGhUlYgtCpk2N95HPWt1HHU0+HleyTPLZW0PLKseV1qzACfvPVLJg4cKFgiIr76514jln/vdOrXaOvFWuXnWe5M2W/wxfyLabszPdFrZ2nE/FuyuOovPsXXbLLFmcAsA/oIzdMjHCBN+m3TtfCJKzfMnFrNttV+fjUlkuMbxSUhGN6261er0eXt7K90f25TjppmUEbLHizZxpL9SYzWbkZnPCstx5itnF1RTecDIFp685EIryFTMqjbbAOTtcsWYDVu+Mss1eEtqKSxUQlUqNDh06AABGvzfcukDn49Iz4qcx4+8vB7jklSYI+wreP46Sy4mV6H169wLgOAa8uCMWbu/fSbNbXq7baCQkJCAjg/N2Ovb9ewgPD3eqgElOsq+tLXev2eYB0gZyIQLi2txlmnRTXF8JW+8DqRu/A8t+yb2UBEEQJQIS9gsJd0rr8VY3Hm15q6bHdjJs6w2gUqnAGEOfPn0KnGSqNPLrIat1wtYKWLGMVSjJNtEMQ8z//mdQdKeUs6by8LGY1fwZhgwZIiiyDuzbIwi2vfs6z7b8xcrd1v0Zzwj3tVPB1AZe8LXkcuEczCx1t867d8NtYWvFgWTFZQP6csKHo8ksYJ3gKyUf/DPuqmzmel452K9vb7tlAJCSdh9JFxMd7lsMr5T0iWip2MfiMArfHoexZTYu9aNHj7bLS5CWn++gvDeQEvuB3SbUajXKleU8G+SUdOIwj+fn7bZbzvPnH5z7XKUq+gLn7Dh4yV5Ik4NX1qpEyRM1OscVBR4VvLdJfHw8LHm5QnlDlc7XpWfkwuz+yE3jFALOrMC8d47Sc7Ji+TLZdjsluonz8EjPci2PSHFE7MZfJdS+RKja2w/+/v64d/9+/grOzy8ABJWV9/4RZy4HuCSW3I40UPsFCe31q9mPxR3vF/vcQtbPDoV98rIjCFmeeOIJSek/8d/y5cuLenhECYKE/ULCnVq8287ewL5E62RRo/MW+stZm/gJ/6pVqwRhH3BtAlCScZbFW46bD6wuyDk2Ar3YHTxHwYr9OGI0GjHm+9WKy23Po5i8/Ek4b8XhFVktWrQQ3DqdKVaMRiPOHLXG0qeu+QrDhg3DoUOHJBN9Z1gsTKgVz2e6t+RmSvp4Vazptvt2p7rK5ciCypYFAOQ6SEAFyMfsA1Zhf87WeIxaGQfjnUzYotfrUTeypux212/ahh8WzBe+OwtP4ZWSQR2GCG1ZF6U1zm/cz3HruXO0y7JP9RA+q9VqjBo1SvjOK3KOHuPyLzylTYblwS27bUyfPh2BZTiBRc6yr3UhzOPBkXXQ5Z98jc6rwDk7jibfdakfr6wVM2JU8XCtbFo9CID1t4t/Viq88jG0vgFOnxFzljSsxZGCwEvkxi93X418b4Rsu60Snc+RcSP15iNXdBvvZOJelnIpL2c8yDbh1NV7gl1fBRVCK9iH/1SsVIVLNCnAreFMAZOVYR8SAMCu1ji/7apvL0a1961KlgA/abiWK94vdStxHk3f9mpkt0ztYsw+yfrE44pteIEtGzdutMu0z/+9+OKLj26gRImHhP1CwtVavDcf5CA69jBe/3G/0Pbt7LlOk2np9XqEhIS47D1Q0nGW/0CJVrVEkycbGUBseTh3XTlG/HEjPj4eZZop/3Bku2DZl5O3eLdOR+vz+884v0f4bsm6D7PZjN27d7tVa1TsIjxn1ixoNBpYcqTCc7mOQ9x235ZLECgs03IH7sytWC5mH7BPqvX7EXkB21fBbVzt4w9msZ7fS8lXZPvxCEpJ0TjM927Y9XPnueOPbUJX5VJBGo0GMTExkkSmvCLHJ4yr1f3r72swcOBA4R2qVqsxY8YMjBs3TriXcvKFhiu3M4VzrhVpUPo040KiMs5KQy7ST23HtavcuXHmhSFHaFlvuzaLi5nFoqOjEVbOuv5Pfx8oNK8sTxSiPF+82ACA9beLmThruXelCLzyqcHhM9KsWoDLym0A0OVfP5PZggsXLtgtN+fmyv6O2SnReU8dtfaRKrqv38tG2+nb8eSULc47K9Dlux14Yf5u7DzHPW9KCfruWrzzS3Hl39f5z5czJWXt2rXt2uTW4c6pBtogaZ6Qjk1qSb674v3CP/tVg+zzuojfdY6y8VPMPkHIExYWZlf6j/8rU8Zx6CBBiCFhvxBxVovXaDRi0w57N1OtbxmXSvq44z1QknE1/4EcYsFsQpSy8LEn0d6C+Lhy+PBhO3d3MY4s+7wl3dZibTQagXwrnKP1gfzykvmfs42nAXD3ddu2bRXL+QFAhk2ZMPGEMnrIICQlJeGdttXt1nPXfXvWFqtwYhsfr1NbhRhH7E2UL81nG+d6wigfc+6tkz8Pau8Aiav8+XjHLv28YCeeiHd79hnZvq4+d/yEv6yvci1wPsssT3x8PNSBlVDh1U+FNt/abREREYH4+Hhs374dly9fxvjx4wFYlSK5eRZsP5eKdjO2IzqWq00sfub562C6kYD7R/6yjvHuVdQMD8vv475wkWe2lkvjUVLMyFE9yCrsl23+UqF4ZS1ZssRtheiN+1b3dz5DPsBdn9o1rOEygVXkPUlahHOZ/N98prZLym0e/hrlmi2oGWFfek+jUcv+jolLPAIQFFsav0Awrc9DV3TfyeDCBo4lc2UpzR6mjjcYDEh5wG3rZkZ+uASUn+sJkz4SPdcMarXaqZLSdpnSNdHr9Vgok+25fkS4w+3JwT8XcnlDxC2Hjx6TTRS4fft2nDrtvNQnQRAE4Tkk7BcySlmweUv1kCGD7dbZecG1Wpiueg+UdNzJf2ALXyauVc1gVA9Wztjc1MVs2qUdo9GIiRMnwqtiDcU+GVnK5bh466rYQMXf66nXuHV+/+NPh2PQ6/UYll+rFBaLcF83b95ctp4zz6VbUvdUk8hVVKdRQ6/X45N+z2HLaHlh1lWu3rVmUred7FsTjykLAWJFwFkbjxJby36LGuVhy+lr9xQFS7WPP4K7WJOr6cOUryNPdHS05J3RsbW0nq84SZ4rzx1/5AEyVQHy8r0GYmJiJAJpZGQkKrz8EfwirPtWqTWoXLmy7DvUK/8eyDVb8NOeSwCs702xGz8f09/ntV7Iu3lJaP9h/jxUq1oZgGeWfX6diiIL/9pjrieOvC9yy+bDJgrilXXr1i0MHz7cbYXoA1GFEtt7uYy/NaeJuNymnPeACs6V22LEMfuVKtvXlnf0OxYdHY39+/dDrVZbyycCqPL2ooeq6P5u83k0nbIFa44aJcoxdz0peOW1Lffu3VNOTKj1tkrL+co0sbLMFeITLypek+6v2lc/8MTThPem0socR+sIq5fdhImTJM+/2HNvyJtv2q1LEARBFB4k7D8CJJZqs71L83/xtyQx/I5wZ4JVUimIB4NZmHzIx/G2jQgBQAn6eOQUK7Y8yMpWtBzauvGL73W+XNrM2XOdTo47dOwEAGjSpLHkvo6Ojsa0adNk15n691npWPhSUiqrpUmlUiEytGDubv2etvcO4OHvM5ODmNR0UU12W3d/28m+nMD8/LzdOGYTI35j5ccAALWPNClXcIVQxXGI0ems+4k7tFeyTOMXCKi55c6eO8aYEHPr52U/dku2VcgVC6R6vR4BodLzOqxNVYSEhMjuh1eKnL/+wC4UQisu+ZivmAmtEIwvPv1EaH/7rWhr3LgHwj4v/AZ4WxPtuWPl9fPzt2sriFdWSkqKRwpRb61VcSYuRQoAx6/cFT7z58g2nOr6dWl5N2clHnms555JFAk8zn7HeMWf+GnR+Jd7qIru+f9y5/LTP0/DS2u95zo918WtMAyld2xaWhq8FcJzdOWrgpf2GZhH5XZDZZQqPLM2nrBrGzZsmFvbzzaZceU297zJlUcNyLtvDaPS6ITn3zYXC/88m+6muLV/giAIwjVI2HcDubg0HkeJsVwRqD5fd9rlcbg6wSqpFMSD4eYtzl3alCtfK1yII6cEfQDkFSu2qLReipZDPkEfP9cT3+u8sM/UWqcTVd4VvHw56QTeaDRiwoQJsusk3ZLG4/OKB0cx9p5wNUH52XRFgDSL3g05NkoBW8u+qwJk7nXufKpsyuTFJxmxatUqrFq1yqGCRSe65j8t+t5uuV/tVi49d+LXXv0qZYXPN1d/yY1P6yXpLxZIfbyky0YN6as83vwb7N9zqTiSdFt2GQBBKfL9inX4ePS7Nv24Y7Yw9wR1i4UJZTzL+FgVGnlu5JPQicoTqn3LQK1WY+rUqR6/wytXrlygkC5fncZhuUuT2SIbThWfEO/ReAUPmDyLx2XzoqOjcfTwQY/WLQi5ZgtupFrDvtRePm6FYURGRsK3xpN27UbjFbswHp6yzXtar0++t5O7iiFH4Sppd6ThQoxZYDaboRBVIMtHa08Kn7UyvyHx8fGi9xT33MjnYuFzE7i+b4IgCMJ1SNh3g9/eaYXBrcNll237V9m1LyBAlMxIQbA6f8P1hHEFScpUUvDEg8FgMGDc+A8BANu3bpW1vPD1sW2FrscVvV6Pmd//z2EflUoNqLWylkM+ZlOt4v6LlQe8sK/x8nE6UeWFRtvSdLzy4MGxv+3WsRWweeu6mlkK7dkwGo348891ssum9HxCsOxfvX5DcZ/iRG62CkO+lBiPq0Lo6PeHSxLz8fT9bh369OmDPn36oHr16orWR7FCJE9kfeep/cpotxJ0AYCfToPTX0Th3JSumPABJ2jbKiPEQoutUsaRjibtrlU4yciVHretwgQAfKo3QlbySTw4vA7jOnClTXWifu5Y909ete7b31ss7LsunZxLuS98LtOkK9RlQzFx4kSPk/SFhIRg4cKFbitErYkiHW8/z8xkldTisnHuwJ/7XLNFIoSuePtpbB3T3uXtVK9W1XmnQsZsYZj572Xhu8qLe4ZdDcPQ6/Vo/MZEu/YN69fj7m353DGvtW8ixOyr1SqXld2rB9UTPl9Oy1DsVzE4SPKd5WRCo9Hg86hwAED9ymXtV7JhzVFrGIucJ11kZKRQPUGltt6nbdu2lSqa+NwE7t5UBEEQhEuQsO8GVYJ88X4neaGlc1RXWdc+g8GAli1bilzWCnbKPc1SX5LglRkAXPZg4K1QLP/8Wix5spYXPiESWfatzE1SLi3Ho9J6yVqXTDaWfbFXBsvjvCuGvDXU6TUUEv3ZJHrilQe3N38vJO/jSX0g9d5Yueo3AEBG+v1Cezbi4+OFe0rMc9W1GNAqHIf27wMAHLpuVtyn2LI/qJXVdd1gMODgFamg7aq1eOa336Kcn5ddu3dVa1JKxpii9bFNhNVdXmW2Lyd2x+xaeTqxuKtWqeDvrYWPToNXX+4JAAgILKcokKZlSBUdGoXJvsFgQOxma3nAaj7S9cp462xXgSmNy7x/e1sMGvjcBSD1AMh1Q9hPvGm9Rt4ShYHrwr7tvVp58NwCJ+kbMmSIUJJ1xYoVLsV0KynVbDFZmKzXjyNvAEeIY/b5e1ynUaF1rRBEVJSvDy+HYoz7Q8RsYUjLtl5rbaA1VMa2hr0SQm17ERaLGat/XSnb/8UuHeGfv86unTtdVna3aGBNfvjdin8U+zaLqCz5rvYJwOLFi1GxAvdeOCNSTrmCViZBn16vR6Mn6nNfNDpJLpaxY8cK/XyqNwQA6GyqAxAEQRCFAwn7biJnRQIAbdkKdpM3o9GIt99+W2Id4TXcnuAoS31psfZ7qszgrVC8uyDy3RJtLS98zCpZ9t1D6+0ja13Kkym9x3tltGn5NACgRau2TrfPWxxt54xi5YE5XT6jPcA9G59/OQUAwMx5ds9izICnnI5BjsjISNlndkDrmjAajVi2YoXQpvIPlg914MMLVEzwLFFK2nX91h2Xx+YlirtXQsn6yGdi79mkCiZ/ZG911JdTDlkSI7bsi3Ui/HPm7Rcg8dCJiopSfE/ZKnoA63ky3bXGil/Jlio5An3thf37B9fmb1ON1NRUGI1GSeiCoxwLtsTsuih8DgmwJujLylWuYOEMtTeXPNSTJH2ztyZg3WXuWNb/vQmDxn+FwR/NxFNjDBgzZzn2X0xTdJW31nh3jCnPIhtOZVX2uSf08+fewqzVOeRcv50hJ1Q+aiq9Yc0hYlvDXomyAfbJYlVQ4f9il8j2z8mzICv/PFWpXFm2jxjbuQEA/LVho7K3kYyeKjo6GrfS5cPfnGFRCGOsmV/hYcy48RJPoVGjRgmKJO9qDTzaJ0EQBOEaJOy7iGFQMwDK8cAhz48BIJ287d271y6WnylYRl5vUc3pGGzdKoPaDYB/i1cxd+7cUmHtL0jJPd4KpfbhkrFZstJlLdE+ZNl3merl/eCVL8Xv3X9I1rpkm6CPR6/XQ1+Zs4C5cq4dWRx55cFLUR0V14+Pj4fKm7OEaXy5e0D8LD4ZVk7o62p9dB6VjFAS6KPlrP55Viuz2stHVniTc51WyuPx08EbmLj6hMMx+mu482lrLRbQWJUAzmJ9fbQaDBtoHyv/fEPnAgYgjdkXXztvUak8PsfIpk2bJO8pu2HbXHujkcs/YLFYJIn+bPH1slfGMFM2VCoVGGPo06cPwsLCsGTJT4Kw6I5VXuyiLC5Xl57jubDP424sdlauGT/svIht19Q4cSEJn/97HRX7foOKvT6Db81mWHM9CH1j9gvJ5WwRhDJnbvz596ZtOFXFUNcSQNoiDqHg8x8oJVF1hFyJt6JCrEhyRqCMsN+xYwdY8uy9agDgcpo1H4krxyz3Psm+dl5RkaSkDGor8vhxB3HiRzH8fKlmrQiJoliv12PAgAEAgKzEQwAA3zz3vAkIgiAI1yBh30WersmVkfHWqlGzgr3rni6Ec891NnlTcuN3xcohdqtU+wUisHUflHtmIGbP/8EjAbm4UZCSe4IVyjvfIpmXLWuJ5iclpSUbv8XCMHbVcSzc4bi+urtUKOONTR88A9/8DOvlKsi7+ptt3PjF3E/nrF7xRq5E2ooDyZi7VT7Bl1nBss+j1+vxVT/l2N7IyEgEPcNNHvk4cfGz6CcSCLPzXFf0xMfHAyr7iWzy5SRERkYCZpHAp9bKPv8P8rPxi4/NUWLElYeuYNu5VACQfY4Tfhjq8Pku+xTnQq9Um9toNCIx8WJ+HyBYZK3muZOZa9cmh8SyL2rnhf2cPDMYY7KKPFvEln3ew0dw92Xy14yrBmAvuE+fPk0Q9vn9DRs2TCTsu/78q0RHJlb2FtQ7yJPSqUwUOHE+8RJ8wprI9lu6N0m2/Xx+6ccH2VJFhcFgwO2/5wnfb92+K3zW6/Vo2qKNZJxux+yLXhBZprz8NvenH56GEbjLxZvKyiV+HGJFkjMFu1y2+g7t20OlcF+LQ0dcEfbF75NsI1e3Xq3VKc5Fcm2UXZ3qcu93seLMHaVotfLyZW51oioMYoxGI37++WdunPleLjfPPfrkiwRBEI8DJOy7iUqlwpbR9kIHH9P8/Je/4PNt18EYQ+vWre0mJyqNvOut2UE2fx6pW6Vou17SH9qC1G8uSg4fPmzX5o7lKzo6GgPffAsA8P6Id2Qt0bxlP8cNga8489eJa1h91Ijp/5xzWBFCCaUJXYC3Fr5eGqvQpqAcsSbok7YbDAbsSOQSm/16/BZmL1qCj9aexOytF7DjfKr9OARhX3liG+Rn767NExJaGd5VrcmpbAUpcaxvrhtC2uHDh2WTakbUqgG9Xo9hb1lrRGt0Olnh7YX5uwEA2WbrsfHP8t0d8m68d/OF7fh4qXLkwfFNyL17w+Hz3aXXAKxatQqXL1+2ewZ4IfqnJdx+z587DwB4SuT5AACrDrsWFiS+5cSXjleqWRiXyM6ViiQ8ci7J4uQAatEXs4Uhdt9l2FK+XDlZxaEaXJs7MfviBH1iGuuDXN6GXKiBJ6VTxee7ql65JOS9LHmL8ZytF+za+POdfu4/oe3m3QfCtV+y5xIaf7kZS/dcQmIqpyxIS3OtVCyPOIRCsOwX0EpfxaZ0YGEyYbV9aToxKo3WTpHk6Fkp42N//cuVK4cZ06ZK2kK9uOsmfg+KK0AoIZkb5OfgeHvYcEVFkq2yq+sTXLy8v6h85qZtys+/WLlhyU53kAiUOw7b500Iu9P5IKhtPwAAM3kWQkAQBEE4hoR9D5DTtKs0Wly8dAnH7/th69kbSEhNh16vx48//mi1xqvVmDjpI9ltml10K+XdKn9fvVpo0/pJM+cWpH5zUWE0GjFxon3scNeuXd2yfKl1nGU/NLic7HI+ZrqkW/b5HA2jVsYJbe4IMDxfbzwr285PxL2dKEdsE/TxY7ONR//oS+ukdvOZG3bbycoXABwJ+46Sc9l6NtgKUlqNWhhjUvJVuIJwT8pY9qvpuazg3aI6C21/rvvLLeEtOjoafyyaKruMT1gYGRkpXcCY0+dbXz0Mr732mqxF31aI3rVrJ4xGo8TzgceVsKBTIkFYbKn11kmVK66UeORJSEiwE9QzTm8XPltEik7bzPw84WFhsqXpvPPzHLhq2ZdLuDrj1UYA5K21chiNRuSa7IVvT8ru3RUJ8f7l3He5ltMH8oKXWNhSe/sLCqUv/uIsxZ//dQZ3szir/NC333YrXEytVgnvFP5Z97RE5vioOgCAimUfnrCfnuNYGexds5nkuzMFe1kZYV+lAgb0e0PSVim0AgBg7THrO8rPy7mwD1jnBs2f4sr8tWmn7All68afmZ9/glOGczfJCy+9Kvv8277fc66dV1R2aPOvcZ7N/IZ/HwQ06Sa0PSqvDYIgiMcNEvY9pE8z+xj7KlWsZYF4wSsqKgq//PKLYGnr/vwLsttzR1DT6/Vo0bKV8H3cx597VJO+OKFk+duwYQNmzpzp8nbuZXEWUTnhBbC6F7vjyl3cMBgMqNPpNbyxNE7Snph0xf1t7b4k2/58Iy5m21nYg1yCPv5a3tkZCwDIPL8XZrNZtI79tr7awCkd4lOVS1BevaospK87fk34/GT1ILv732AwwJSTBQBo0bqNS4KKYH2SEVL5sBtxrGpwiPvCV5i+imw7X9bN9jhUYE6fb6XyfZJnLD+ciFksSEhIgK9O+rzkpnL3hTOrZfJta2yx2FIrVszczTKhSpWqQoyuEvw+IiIi7AR109XTaFzFPnzqrkK4QZXKoXbJ5RYvXgyffMHJlOdcuSqntBo2bBgyHtwF4JrCkPekyMjMtltm64njSpLVXw8mC59/2HFRsZ8ScgK2oIhhokSyWi+HCiVPwsX4fWfl5/Aw5WR7FG7WoGogAPc8dNxFKREvj3fFmpLvzhRwcgnsVJDmMgCA41fuSr6X97evuOEIvV6PShW599BNpZwesHfj5w0Y3DuW+6z28pW9zra/1ff2/6ao7ODfCX+fSrEb58jv/g/lO1mVoy3bdnDhCAmCIAh3IWHfQ45dsc+a/e+OHcJni8U60evTpw/69u2LTZs2KU7E3bXKxopiMtt2fM7tmvTFjcjISEXN/oQJE1yeFG49y7mIK7m085b9qymuJVYqbvACSIVXPoF35dqSZU2ealHg5IwzXm2EcV1q4532tQBIY69tYYwJQqlcPLqQVE2lknjD2Fp5xCTelM9uzT9LSly6ZV3vaPJdyTKhLCOfTE+tdUlQEYQgmWz8GhvPB0D+uGyvx5IlUrf9P1avkt33zt17ZdsHDOgvPN+LFSoMKJXvkzxjousVERFhrxwTCX6OrJbismni51ccf99m2r+o+dFGLPt1NRyRmMh5Z8hlgV+8eDGejrBPDqfkrq5SqeySy0VHRyPlHid0K7nmi1HKIXL7JueZ4iwUSOxJIacwui+Km3e1Con4Dvv3/E2nx2BLzyb2yiX+fNu+fzdt2uRwW+6Gi/GeEH9v2wUASM1iHiWUFZfxe1gEeDuumhP9ale3FOyyv/sqlSS8AbD3Xrqd4VruDDGp97l7fPo/5xT7iM9dyxrl0OspznghDhuqOuxHqH3L2l1n/r2Y94AL5bDkZCgqO3jlxbnr9krctdeDJN+rVq/h5MgIgiAITyBh30OqBNmXpuratbvwOeXGDbuEVEOHDsW/27fbrQe4b6UQl4O6n50nZLwuaRZ9Hr1ej+nTp8sus+RbH90hSZTNWMz+PVxc6r6Dh0pk5QJHsc9MoytwcsbezavhvU6RuHUjBdu3b4fKwgkkcsnI8kQTWLFlXxAe8pNPqTRafPbpJ8Jyd70qZGO483ElT4Hgppwfy6rSerkkqPDHoZYR9oUwB5FlznZCL2cZHjFihKQ054djPpDd929r/5S9jmVF9bqjnpCvS+1ImSJsp9lLAABtOc6Dw9fGVViltVoUHVkt+fvCUT4Fngq9pzhcXqtWLeGznKDuL+POnKngxs+Hgyi9Fz9ae9JlZU/efU6BeHvLImg0GpTx49zHH8hY68VInlWZe+jXv3cKZVNdrUJS0Gz0vLLTttpCVFSUnbDv+F3iPJzEFv4dsfag9bnzxENAqPTwEIX9o5fvOlzuX6MJLl265LKCXS4njwr2oSDuWvLlOG50rsjivas6VbHg5zebC4n5bMOGgru+b3edhfeijkvsqbaYFZUdihVDZHhQgFKWBEEQhDIk7HvI+50i7RtFk6Xjx0/YCScWiwVfff2N7Pbup2e6lBALAO5nS61ZFxWsoSWN8ePH4+OPP5ZdJpe8z5bkK47d2I1GIwwxiwBwwkxJrFwQGRkJrwryFm6VTr70m7uIrYyHD+wHoCDsi4RKW+/g6OhozP6OC794pkNH9O7VS1iWpSCgKeFIwaHkKSOGF9p4y75KywmmrtxTvfsNhH/D5+zaecu1v7dVADXZjMVZdYn4+Hjk5YcW2KHRYd++fXbNtgJZ3Ked0bFOBXzbq5HQpiQAx8fHC8oRPgO2b40nkZCQgAMXpQnXdMHVoPYt69RqOf9fzhJ4N1Pewi7Gu7L0ncmY9NzY7sNWUPf1sv+5UrqXlEqLiXGm7OOFGksW56FivpuC/v3744P3RgAAzpyPd7i+OE+BKl/Yv7N1kbD8m4M5CAsLw9y5c12uQnIq7ojT43IE/7yobZQGgkLMwp3PbOMZh+8Stdq9cDGDwYCbNzhX7rx70pwd7r6zvPIt6qaH6Maf5aRcaOy+y2j3/Qkcz6vq0jmQS4SqUtkrb6oEPbw8BGJ4Ra1cyVQxXlXq4OWXX7Zrj46OhrcfV+J0967tisoO2/AgnrR0eyVAejYJ+wRBEA8DEvY95KmwcggPtik3Iyqrx1Qq+YRUNhaeL3s+AQDY+d9ulxJiAUC2zQR30c5EZOWacejQIcyaNQuHDh1y40iKF1999ZWswD9x4kSHQrnBYECNWlbrQ/rFY3Z94uPjYcnlrHG85bKkVS7Q6/XoN1JeIaLW+UCtVrtsbdtikyjvxcZV7K2Medyk7HrqLbv1TSIBRS5XWWgFrlylWusF8Vy3sk3otVLcNY+j5G6u1EvX6/WYNm0aGF/TOr80n7N7CgCm/a3sCgsANUOsB2M7oZcbt9hKFhkZCbVC6S2+fKAtti76QX5eWDKkBV5uas0XsjvB/lopjQfg3PifqGhffq/u2BVOrZZ7EtzLys6j0WhQVqM8uZeLX5eLN5dTbHhp1ahZIcCuXbytvHs3XFL2RUdHo179+gCAuXPn4ueff4Y5P5GdSuvlcH0hHEFrvZZjX+so6WOxWDBr1iyH94l4/CsWyHs/uQov7NtmwufvjbS/5wIAWG4mNBoN/P3t8yQAwIwZM1wOFxPCaPLLVKq9OK+4jLOcO7+7HgK3b3GeFlkP0RJcP0BBCWfDbJnqBnLIKSVVUEmUd0+FlZOUvnuYmGXCrwD7Up8qqPD777/b5c0xW5ig3KxZXVnZ4SMS9sXvx6e+2mrXt6ClLAmCIAh5SNgvAP8b1FzyXfzDXa/+E5K4U2uf/BjolAv4Xxc/aHLz45rzS/K5MgGV+1Fs+tHvaNGiBcaOHYsWLVpg8ODBnhxSseDZZ5+1a3MklAuTSVEg8txJ9ucwMjISyHdLV2k54aakVS4wGAzYeEZewFJ5+YAx5jTWluft/5Natuf2bWJnjeat4cYUqWLgcloGnvxyi/BdTtjnhbM8C8Nvv1vjtb//bppEobXykNUjY9orDe22Y3Wnt39dJaXZe7Xc2bLQTmHWrFkzkWXfdUXPeZlYUzEqlQpNqwcBsI8h5sct5ocffhCsZHLLedQaHcLDw+3al+1Ptu8Ma9ZrR9jGwvNs2rQJi0Z0hznjLrLiDwjtGSbPMsa7wi+//IIyZcrKLluyZIls/LqcsJ8hI/Ati35a1t09Pj4epjTuXks/wd27rtwD2nxhPSc7i7N+8/eRxnk4SHR0NNbvOyl8f6ppE+GzKY17P1ksFowZM8ZpDHh8fDwszHWBSO43xKxQ4tIaemPJPzaujGR6uny9+fQsxyEMYoR3Sv67V+3LXXdLbpbbCWUNBgO6PNcJAJB25+5DCcMyGo04uHtHoW6TP+9it33bFDV5FiYk/iy0/Sp4Plkt+/beSGI0AVxVG9u8OWLLvI9OecziZc7CLj55vp7D5QRBEIRnePTLcv/+fZf/SjPi5FQAJFb75CtGREVFISkpCatWrbIKKvx/iwV1a0ci9fp1AIBKbbX+OJtAyiUmytZKxxIbG1tiLfzOLKK28JNJXYjVvT3PlGt3DvV6PT4cOxoA58pd0ioX8EoNn+r2AjEAVHjxQzDGPA5NUKlU9uc+3xq+/6YGO86nCs3tv90hidmXiyTmk01lZGXjiy++EO1IIxnjLVFcZ5sIxxntc29JhV0vrRpGo1FIBphxbjfuH91gdw7Eip7yzw4D4Jqi5/Bl+0SctvBJtuS8DFpE9ZJ8HzJkiOS7onVUo0XLli09Fmb2JNySzQPCx8LzjGxbBUOHDkVexl0YF/RHmsjN3BX6NrevSuIMjUaDVq1aCcnmXnmyKn57h6sucuvWLQwfPlw2fj39/l27bcVdsW9LuSdvlY2MjETOlVN2Y3F2D/CZ1Kvp9dJwEJ2XS+u/87souVlELdzZzl3T3OsJwhhGjRrlNMkq92y6bvmV8xLjhT853VB0dDQWLpgPAKj3RANERUXZl37MJ6SCfbJEJYQwGt6y7815C3R9rpNbCWX595/ZlO8JpHEt0aa7xMfHw5LnfmI8R/DnPcjPGpP/xzFpdRGLhdl5XDirCiDHi42tSRiVkhjypX5tdWJK19s2b87srValgI9W+Z4Ueyo4Evarl/dD0+ry5XIJgiCIguGRsB8UFIRy5cq59Pc4MWbBb8LnceM/RFhYGDZt2oTXXntNsKjxlv2IWjWh1+sRXo1zv1WJXD2VJpCnr93D8gOXXXJdBoA9e/YU5HAeKWK3XVsLpFqtxtSpUxWFcn4yqdZZ4x01gOw57PVyTwBAhUpV3Z5ouppT4WHhKHYdANQ+nMKnIKEJtueeT2p34WYWBi9RVh7JFVLQ5luxMjKzoQmuLrQHPTNAMsY/4qxl8/Tl7BNfikMLrv/fGFwzvAtz+m0AQI7Jwlmj8oWguzu4bPe250Cv16N2BFcuS1e+CrzKVy40RY9Oyx2nXBb8CatPOF3/7Xb2WajFOSW8RNZAV4Xrfv87gBkK2bi9AysIn32y02w8OZzH3oupmp+o9PUWro1LrGDjBaA329RA8/DyAICUlBTZ+PW5c+di/NgxdttbccDe0yH93l3Zfev1enTq8AwALmmkq8o+XtivWLEC52EiJJ70cvseqqbXo38fTgGk8vKRjMFZklW9Xo8xY+zPgeK4ZbzELtzgPFWMd+QVIiePxwEAzl1IFH6/5AgoG+TyOAQPFsGrihN469ap7da5E95/fKJNje6hhGFFRkYKORYKi/QMLmFsgM76LItDb4B8y76Ni9QrNn1cQZJHREHA5kOwbCeAStfDdk6SJKp+Ypv/QYw4Zt9REuKHWUaRIAjicccjYX/79u34999/8e+//+Knn35CxYoV8eGHH2Lt2rVYu3YtPvzwQ4SGhuKnn34q7PEWa367YJ0oq9QayWSLt6h99jln4axSmcukXaVSRa5/vhu/owno8/N24+O1p7DmmGsCZ5s2bQp0PIWFM0HZtuzUNz/EIjnkaUz4iotltVgsmDhxoqKVk59Mshyry/XixYtkz6HgVqjRujzR3LJlCyIiIlzOqfCwcBS7LsbT0AT+GvH36rhx48DMnlu4eLdrtc4L5doPFNpVao1kjLdELqFy5RfFSg5myobp1mXBupqdZ5ZMzhk/iZXJXaCvarV4bfl3Z6GVqNQ6sOyL3cnbhspPaD9+vr5dGT1xqIHYFdedbN3/231Jtl1sYatStarknmJuWDSNRiMSL3L7sHULV0KsYOMPS3yOKleubHePq9VqzJo1y6m1NSvxEHKuJ2Dgc00Vn9EmjTivmL79BjhV9mXk5MGw+xKu5AvG6vxyfocPckkrVVodBg950+GYdsdL8yd4adXo0qk9AOCpp1u7XSq1a9duLvcF7JVef+Yr1vYm2ocCGY1GLJjHxex7V6kNTUgYhg0bJrtddzPhR0dH46kmjQEANSPrALC3KjvD6iGQL+yrNYBK7VKiTXfQ6/Xo0LFToW3PYDDgrw0bAQBn46wK08hQqTeeRcaNX6kcrSP8RdZ0JcNA6n3unevKNZCbk8hVF5DDT1RBw5FAn0mZ+AmCIB4a9rWMXKB9+/bC5y+//BKzZs3C66+/LrS9+OKLaNiwIWJiYjBo0KCCj7Ikkp9gi59s8ZabOvVUwPE4QYOvy3fTq16jFpZv346IiAinQuj+/ImaWgUohOShS5cuqFy5svzCR4jBYBCssmq1GjExMZLJrW1CuHJdRyImOQRIvgygFiq9+T1u/jkdpptJGDZsGKKiomTPT3R0NMKbtkP0qnhUDNApTqC9810Os51kWxaP74cffhCymPMKHKVxPEx4pcaUeOU+arXaI4t1xql/0Wn6LOEaRUVFYdasWQhsL3U7v3LlCqpVq4YW4eVxMOm2w23ywj5TaRASHIy7ovmcO2PkJ/kSC3S+S3BungXwgjWEJt/qKleST5xMrnxIRZf2LaZmiD8u3rLPEcAfp5wVTRyz2qGy8mTXtr62JYfbj0ajgXi+7iiJ1Wc96uOLv85I2latWgUAaN26tXC+M3OsFyKwfDBiYmIwbNgwmM1mqGF9LiJtw5RE8M91mdZ9EdTmDZw/dxaANLykUlkfXL8vje3W6/UwGo1cJQIzty+xoiAkJAQLFy7EiBEjYDabodFoMHr0aMycOVO45kqk/m4NFVF6RvmY6YCygUJ8stJ9+NWGM/jloDWfBC8YcQnJTgMAcvLMEoHGlv6GA5LvGrVKKCHo5VdGsu8fd13E1rM3sGRIc8VtMrgmZAn7c0PxZ+u+Xr7LCNxYNl6278FLt9G/pXxVECX8/XwAZMKSb2NwZBGWg0+0OeHjT4U2lUaHiRMnom/fvoX6Pq5dpy6OHJTPj2HL9XvZqBQon0Wf/30LHcyFRzCTVbG5/q/1eOo9qxI0z2IpcGlFAKhY1ppsU+6dlJmbJyTxvJtrv79XmlbFGlGIQVJSkt25bVUzGAcvOX7/A1JFniNhPz2n+Aj7GzduxNmzZ4t6GARR7OC9hekZKT5cuiRv1LHFI2FfzL59+7BokX2cZ7NmzfDWW28VdPMlFt4t33ayZc2Cy/0I8pN8C1To0KGDS9tOy+AmZFWCfCXumPsOHMCcWbPw22+/YfPmzQgLC7MTrh8VRqMRe/fula0fLZ6E27qmB9iUOdMFV0PFXp/i6sI3JYoTOcqFVAAQD28Hk2/vfOEr22QBY8yp5SQhIQF+DZ5DmSZRSF3zFSwZd52O42ESHR2NKRM3KC7fv38/mjdvrrhcibQtCwFYr9GKFSu462KTFf58fAKqVauGquV8gSTH2+Tv7TyzBd2erIlfRJNnd+5JXsnBC6QajQZVK4ciNZebQF5IumBn2WeMObxGrpTss0VO0AesAqRcuTeVKJuBoz3auu+qtN7QaDT4ev7/sPCytb3XU8r3XMuawXZtffr04banUuHHH39EdHQ0vtpg/ZFuVTMYHetEIyoqCgkJCahVqxbafc+FHty6nyGE1YiRKOjyw5J2bN8O44DWkr5ygoug/GNA2IfrANhbF4cMGYLu3bsjISFBeHfOmjXLqbAvRukZ5RUzS5b+H2Zu/kFWAckjFvQBq5XVWxRHnWOywM+N0ujffvst/Gs0BcDVQ79yOxPVynNVXb7eyF2XFQeS8Va7mrLrj1l13OV92VpkDQYDMs6cg3/9Drh/cA0MhuuS446MjBSUZQB3vLbJHHnCQ+Sz9DuCP/fX7nEKIFe9QcQ0a9ZMsOwDnEecOSen0N/HZoVwqfTj/yCgcVdJ27ELl9GteR3Z/vzvG18u1bdWM2HZjFlzEf2S1YPAbGF2z8zaY0ZMlUla6oiBrcLxzUYuhEdOwL5+z6qA25Fi7ykW6Cd958udV39v7r4Q5weQY+gzNbE2X3Eg9gaxVQR68DoudHJycqDRaDB58uSiHgpBFFvUajU9I8UMjUaDnBz7cqZiCizsV6tWDYsWLcJ3330naV+8eDGqVXM/eVNJI7SsN27ctz/JSjGh1gRJ+cK+VtkFWIk7+cK+Vq3CyGcjMW8bZ6EqFxKK3377zaFw/SgQW/NtsZ2Ey1ltbdGW5aywzqxUfN13uazdPOJSQLlmi2DpVyIiIgIh3UcBAKq9twxX5vSBKi+7yDL4c+7JlRSXeyLoAwDLtSqNzGYzVPmlI8s0iZL0C69RC4A1jtkRfCx7rpmhafUgibDvLtHRVoE0IiIC7/55GalX7iI3z4LIiEhgc35sfH6dcKf3SiHOLrUa5WdYnC3e5MDz2XaS3+HZzpizaDTm7U8DLnPhLxtHtkO9yvIZ7AHH9z2fuDEqKgrnrlsTp/LPA+95xMGdy7R7GbIKQ7GCjldmWCz2wrVcxAn/XgjpYbUYp6beQGRoGUk/6XiAmJgYjPz6B8Xjs0Xp+melc6E+LF855M47kr9EGrUKKhXAmHJMNGCfDf/OjiX48MBqeFWKQOVBcwAAMzefx9y+TSX9dsXfUhT2bz5w/IMu5v/ZO+/wKKq9j39ndjebTguEwIYkkAVC71JUikIkFhRFuFJEozQbIEVeRfF6FRDFhiB4I2AXG3oVhShVitQAUpcSYOk9JCHJ7s68f8zO7PSdLSQBzud58mSn7pkzM2fPr4stsryCplrm0wAAT3GB4rptNhsmTZyAT7w6DorivITUPImyuyjzTPhD/nwGY8S22+2gwYJlGS7/jdkCkzv8FVV2neDekWZ14/HPcd/7cnnjYoWwv/OffzSFfXnolfvyaZireJMbWqMlIRYelkWblGqCcAxwSulAibSYEB9pRkGJW8PbyPebR6moIOVJAlesWAG73S55P3glAi/0a5GRFI84qxlXSt0SxUPVaIvC66eisVqt8Hg8+Pzzz5GRQSoDEAhylixZgsmTJ5N3pBKxZ88eDBo0CFarsnyymJCF/XfeeQcPPvggli5dio4dOwLgrIsHDx7E999/7+fo659vh3fG7TNWKNY/P/4FPNljoWICuTmfy+59pYQTAnjrZyAJaoq8taVpmsKYO+34cMUBeBgWu/YdUE1uVZ5W6E2bNmkK+oByEi632mphJJkW34dyl2gx4szBJS7/wj73fT7X6Pg2WXgru/xd+AHfhD15/M8hn0ssNBT+s1yyjc+WPm/ePLy6yy2p+Z7oDQ0xErLpi2VnFDXoxVhMFFweFjMeaqF7Pl4AdDqdKLh4HoAJJ8+cxW0NM8ALqCzjMfSsBGrZvzMjEZPvyUDXGSsxqGM9yTbesq82sY6L9A2xupZ9mWQcX60GbDYbFm32WXKb1NEW9AHlc8+XmePhxwIugZe60CgWUGlrNKKa3qEQCiUKOm+7KSgTYqqVEePHhZgmvlCwY0ePAs31hbXs7GwkNuuCp388qLmPyWQSPD+07v+li1woh/iZNjpG8pZ9iqIQYaJR6mZ0Y9flZczKzuYDAJgyn5BzpVDpLbJ6/1nddvC4r5yHOY7z5ijatRJWWxOYq/jCU8TXIyhoaO/zyHpUr7vv/X3wyQd/AQCat2iJ7OweCk+iDmnVFdZfI1hk3ivBWPb534t/73ED5giYLVbMfu+tsI/HvLAvFvQBgPKUgWU8kgR+r7z8Mmowl1S9Q+ShV1e2LkG17lxolOdsvved4d5xj4fFv9onY/LifxTnCRQ9I4J4zagmyuf35+0nJMs9evRQeMCUGvit5akWE4ErpW5JCJLBkP8KISMjA23atKnoZhAIlQ7edZ+8I9cfIRd1zcrKgsPhwH333YcLFy7g/Pnz6NOnD/bv34+srKxwtLFSExupri9Jqa8ee//NZm4CvsVb0ov/UVarF+0PM02BoihEexPy1LalBlSyLtzk5OTglltu0RX01SbhfEK4FSuUShMeI4ms3s7dBwDYq1Mb3WKihMzxpQbi9ufPny9ZviMzq0LCIgD/2fgB9Vh1Nd79Y7/wuWjPKsm2MWPGwGazITs7G7ExUnddXqFixLIfIYpl15OtU2pw31FXJRO/nJycHNSrVw+7/+GE+5FPP4Oc+QuF7b/9+ouhZ0Utc74afLb5p3ukI6VGDPKn3Y3/3C91q+VL76l5C0SIlEl1o7W/J042jhjNKSFGHgoASqrI4seCGjpJ/uQCakLWc6qVDYSKDV43/p533ql4r9Ust2oJJtNSjcV+10nSL/fmr3QdACTV4ioR8AlRAe0xMjFeqikXXw/vyX/UeVKzPfIyZny1ENbl86LRqmMfKJfWfomMWtrvD6+gobz9zyvF5Nd9ocgXs3/Vw12w3Jsk2LBypWU/uBNlZ2cjNprry5Vr1l7T8Vh+rdOmTQPrlirK/JU7Fbev9NAmHPtgEE4veBYfTp8ieWdOXC6B2USjpa1K6O32ivTOE8rnU6x4bVhFOWapeSrKKzvwgrvVoq8sB3xznFK3b0wz8vtBIBAIhPAQsrAPcJO/N954Az/88AN+/PFHvP766zeFCz8gTcAl5sx5//W5AVESMzbwJDX8ZIkX9uOrJ0jKppVnHXne6qwlbNI0jfXr12tOzPiyU2rUqx5t6Bq2Hb3kdx+KogTrvl6yM4C7pmdfni5Zt2LV6gorv2ckG7/RLNlXRcIkRfsEH5qm8dxzzwnLxTI30hI3HxPv/zuEknQeVndyx08+d+Tl6fat0+nEk08+CZZlfSXiaAv+72Ofp0PXrrdrPiu1431JtIwKGvzzrCfgmHUs+/Wq+wQwva9sXFvqxh6MsC8XpsTlPMWJGzs1SNA8h91ux/lfZ0rWqQmFvILuYW9OgJYtlHHFapb9Nz/MQUzG7ZJ1a9as0WyPGD0rYucGNfyWrgOAmglciT/a5MupojVGplSXKrr4ZyYnJwcFl7jxvcedd+pWCYk2+e4jXxqTuepTRpqtOhogGfKxVVw5gQaDlHrav7m8giYikQvDoVhW9brFGeL53yP59wYrpMvvX7DnAQCrhRuzatQMPNFmIMhHrWGPDUZctFSpYqQEIP8bvXrVcny9YB4Wvj8VmZmZqvvqheMYIScnByecXMjUPffdr3g++bFYnLXfCOJrNOJFx6PmvSj/Pdj0ojRXD4FAIBDCR1iEfQAoLi7G3r17sWPHDsnfjU6khhv49LfeNlSiLUKU7GnF3jOa+/2557RiHS9k8Nmdi0rdEit5oGWdQsGf1ZlhGBQVqSc4A7gJZe5u5TUCwSVT0yNSSNKnL1A5HA7UeuRNyTqWtoS9rrNRhHrVOpSUGRP2W9qqCp9NEdzk1WQyYd68eRIB4Da7VDDk+8xIVnB+0lrmYXSF/YuXLwMARj/3jG5pQ4fDIQgeQvktswWmqr6qE/J4UzFiLxy3wRwZ/F7iRHty9LLx163KCXPpNfUTmlEUha4NawrLwcTqyifeNWrVxqJFi7Bo0SIcOXIE2dnZ+PvQeSHHx2CVbOo2mw0jn5BWYNAShm02G+rW5QRMtczqaus+yK+JhPsmSNa9+H+TDCnQ9ISgB9sYU2jy50hpczt+/2O57hhZVeaqTlEipab3+WMpk65VN8LqUzCN6H8PTCaTREj3lBYrjpUrfgBOIeY4I/UCOP/TVOHz9KlvID5O/xm7v/8gWGpw9+v1/7ymet1JVXyCbMFV7zXKXpVghfQdxy/LzhPUaQAEF/4WDHc0roU6okz7sVYzYqNknjFmi+EcIX+tXo0BAwagf//+irHugdZ1AYQm7PueT6+ihlY+n/zPqVZy2voayRfF18hb6cXJKrXg5zhlKm78/drasGZCd9SM0483JRAIBELwhCzsnz17Fvfccw/i4uLQtGlTtG7dWvJnlNWrV+Pee+9FnTp1QFEUFi9eLNn+ww8/IDMzEwkJCaAoCnl5eX7PuWDBAlAUpfgrKQlfYhjN8kG0RXUSmBDL/ag904P70RRP0PUs+9kLlbWETV7LWbQ3SU6xN5bfiIUr3BipdRwToz0Z/f2fU3jyU/VzGHW5NsrFYm4Su8N5WXc/u90OOkJaUomOiKyw5HwAZ1HlBdp/ta6p2H7VoEW4lmhyNeOddzWVQ/MGt5Ms88I+f0taJlfFr093Uv0Oi8iyK5+U88tOpxNnz3Jx1CzDKNxFxdjtdt8E1WvZp0wWiRiuV7pqZNcGwme9xGpieCWFnnzjy8avFh/LrUs0X8W5c+cU26Xn8fVXiTsIy75Z2shSD4t+/fqhX79+wljQf94GYbvC7d/L3b2lFkctCyTg6x+1bjcqs3jcbkMKtCgdl2GjHi38eHum0IX3d5l1x0j53aQpSlBqmqI41/b4jv10rbq8ovK1+5thxqSnBUVsoplz5V/20yKF0CdXMgDAv3/ZjV7vrJas27p6mfB50MBHJO+bGscv+cIHEqpX090X8AmocsVesAb5AzJlRQiGfZFr+LUV9kd1T0edqlJLflyUVDA1mSMM5wiZOGG8IoHuyz3roV1KNUzq3RiArxxvMPDPJy/sq3kd8O8s43GrjklK13xK4QEjxOwbaCv/m3HgrO/+e7xtGNAhWahGQSAQCIRrQ8jC/ujRo3Hx4kVs2LABUVFR+P3337Fw4ULY7Xb8/LPxRGJFRUVo2bIlZs2apbm9S5cumDZtWkDti4+Px8mTJyV/kZHqNXHDCWVWd+2rU5X77tb1qgKQ/lgWBejGz8/V+ZrMvLBf3jidTrzwwgt+99Oz7K8/dF5zm1ErLG+FHto51dD+z3+rX8bKZrPBTEknk02a6SeRu5ZcKi7D5WKXMAnv1SpV2MZbWIwK+x6Rue5ftzbRVA5FyVw9+UkeLwD0a2tDw0SlJRKQCp/ySfnRC9yz4HA4fJIiy+2jJTzZbDZ8/PHHoChKsKzS5gh0795d2EevlGLfNnWF2Hijwj4rWMG09xF7MMjZtIlTYP3++2948sknFTkgxESI+8vFSGJcjSB3my9xMfjPj1twvlA9GZ+WF0SkbAKv523hE/aV5zIZlOZoijKkQJPnNRBj1MIrVnDwSdi0kJdSpCnKF/tu5qy7MY1v1bXq8iEqt3vHJpvNhvT0dOxf/RMArsQiL/TxxFqV17lgXb5kuW/8YRw/cghP3FIbT3dPR0KsVVN5w7PuoG+MDURIllv2/ZUr1UJ+WCiCul5SzHDA52uwmmm0S60u2Sa3Zs+Zq1/elmVZQdhn3C7JNo/Hg/qm8/huZGfU8oYZecqMV1yQwz+frKAMNSuez2+/+w4AcOVKgeqYJFfSffxjLnbvPyi5xh+2chUDjDjd8Tl03vx9n7BOb9wgEAgEQngJORv/8uXL8dNPP6F9+/agaRopKSno2bMn4uPjMXXqVNx9992GztO7d2/07t1bc/vgwYMBcEmYAoGiKNSurV2qTE5paamkXmFBATchdLlccLlcWocpv9ccAZqmERERITmOt27QYBXno1TW6UFTXLuivW7pl4pKcPjwYaE8mT/LPv9dgXynGnv27PGbOM5kMiElJUXzu/TmqS4PY6iNUd5+SK0RZfiaDh8+rNtPjZOq4J8TvhjbPY6DSElJwZw5c/DYY49pHhdudp8sQJ/ZGyTrGtWMxsx+zVErzorHP90KADhxsRC2Kv4Lf5e5OMVSu5SqiLYYfwaKrpbB5XLB451kswyj/RyJnoniUum2Z77chp+f6oTU1FSAOiacC9B/Vnr06IHPP/8c3xyksL0IGD12HNiIKGxaf1S9DTIyasdhY/5FbNm2Hfboq37fET5swOP2aJ6bT4ZV5pLu43Q68ePixah622DhXKNGjULPnj1Vv1f8Dlx1uVFQJJ30+71HKqES//37FHK35+OPF+9TbDt6vkj1nOfPSsNpeGG0R48eina7+QoarPId7dYwAdv9eM8AwLSpbyAxMdHveGQ1aUsWcVba0DO84s8/ANQQlufNm6f5HssFSZfLhcTaiZgzZw7eOORbP3v2bEn7xXgEK6rv2dizZ4+QkZ+2cEKluBKJkfHu3VfG4R13KSiKwtSpU+HqMVbhXSE/x2fr84XPFwpLDPWXy+VShODsO3EpqN8MvoIBT4F3LAkGXsFWXKp+Dn7d7/+cwKYjBZh0V0OhRKYRBAUz48FTXVNRcLUUPTO4e3xVplSPjo3XvQ6x0khe6k4+1s2fPx+5S/MR3agLACA92th94klM5J7PV1Zd4s4fESl5Pp1OJ155ZQqSHv8QYFnVMUneS//ZUIL0g4fx27N1FN+3aNNRPNGlnmK9Fvy18Eow8XsR6jyEQCAQCOqELOwXFRWhVi0uSU716tVx9uxZNGzYEM2bN8fWrVtDbmCoFBYWIiUlBR6PB61atcJrr72mG14wdepUvPrqq4r1y5YtQ3S0lruZshspswUMw+DWW28VfkxZFigu4/ZdvW4jLu9jJcdvyNuNhAvSsjvnzp3DyZMnQaEVWFnc8KWLF7BkyRIUXaAB0Ph80Q8Y/N54sCwLiqKE7/VHbm6u3330OHfuHGdt1UnON2LECN08DkePcNcAADFmFkVu37WWlLmwZMkSv+04eZI7x+5d/2DJuZ06e/ruV4MGDXT76Z8T0ntLey1xI0eOhMlkQkKCdrKzcPL1QV//8Cxf/idKL5/D7pMnUebmnunHcjZgov2c33ZtPUsBMOHKpQsG+tbXB6vX/Y0Le1mcOs21559/diL+LHdP5c8R9zhwx+7df0DS/j2nrgjfGxUdAxcAsIzus5Kbm4vZs2eDZVnUGTYPlmrx+HLbGQxowADgPBD8XcuhA5cAcwJenzoNL+5Z5fcduVpqAkDhr7/W4LBGFMohJ9eXh/KPYMmSw8L6nTt3+nzBRV4LX3zxBZo3Vya0O33Sd4+vFJVg0TdfA/BloDfyDqiNRUdKIvHpp596nwnf9qW7z6iec1WeA4C0hq5Wu/O97+0BhwNLSvZLttVj1Nsjp1atmpJ26I9HyvM1rsLg/LZcTP/tJJKSkjSf/XPnzmHOhx+h1kNThHV67/HpM9J3bsv6NTho5QQqiIT9xMREzXvjcnPPz6qVK1DN6msHH7dPeYV9ceLN06fV7ov0ulnGmzuDZfHCCy9wJZFaPyhpr/wcxy/5zpG324ElV/dBHd9+S5YswZUr3DUI7St0YcyYMYZ+W8SYWOl59h3Mx5Ilh7QP0OFqIXeu9Rs24cp+bSXQM99wv6enjuXj7nrGvQD4937tX2twIAq4xQQU7M/Hkv2Ap0R6HVu25cF8fJvmuVyi9+CJxx/Dx3NmgWGUY925c+cwYsQI1Lj7eeHYTb98jk/rXgrodyYxMRGNGybg8FUg+8nhSEyMFZ6FnTt3+nSCGmNSwwgKOyD16Dpwtkj2PHk9pErk69WQPk8AUFTsvX/r1sLpzQlZXFxs+BoJBAKBYJyQhf1GjRph3759SE1NRatWrTB37lykpqbio48+QlJSkv8TXEMaN26MBQsWoHnz5igoKMB7772HLl26YPv27YqySDyTJk3C2LFjheWCggIkJyejV69eiI9Xr3P93PplinWUibOusiyLjz76CPcOGYWk2rWBDesBADZ7U2R563Xzx7dvkYGszr6kWfPnz8fIkSPBMAxSJv6i+I64KtWQlXULNv5vDzadO4YNm7f5Eph5v/f555/XtF66XC7k5uaiZ8+esFgCr5ssxuPxCG2V8/nnn+Ohhx7SPX5PrgN/nuAEJbGgDwAsRSMrSztumOfni9uAi2fRonlzZLVTv2an0wms3+07t59+kt/bqAZcDDvDMEhJSUHXrl0Vx1wLNv+6F+vPHJWsO3v2LMY9PVzyfJTBjGHDhvn1PCjZdhw4sAuJtWoiK6ut7neL++DjfSY4XuuFxRe2AhfPoWWL5ujZIlHzORq/KRcuD4u69VKBE9L2Z2VlYf78+SgpjYUpOhIUy+KNN96QvH88TqcTffv2FZ5vSzXOylTGUGjbujU+dexAh9RqyMpqr3kdTqcTxz5fiKgGCYDJbOgd+b8tfwLwoOvtt2mGKzjXHMaSYw7UrmtDVlYzYX2LFi3w9u8vcgveCbbJZMLAgQNVv2/dT7ux8azTe13A6DFjUPeZL7lz1Y1HVlZHzWvjURuLAAjPqnj7yK5pyLpTOQ5WTzmIH76W1rPXavfaxbuA08fRqFEjZHWrrzhXr0wPNuZfxP/9uAunr6i7J/e8805Uj4kwNB6pXV/3+DMYMXyYIEBpPfsrV670VXHwovcef3ZiI1BwSVh+5AFfKVlxO/RKzI79OxdgWdx5Rw8kiqpBbL5oxW/nOA8wk8mE2bNnC94C1WskICtLmitDcd2sdJz97LPPMOGuEcBJn6t+7969JS73Ezf/ISR+HHZ3B3SQuaerfVeLFi1g3X0AKCmT7OPvvVFj6q5VKBaVdatRqw6ysoILi/rsxEYcKbyEFq3bICbChP1nCvF45xThevlniWfZcRofjrjL8Plf3LoccLvRo1s3pNSQKvlnbvsZgO9eXrxcgKyh/TXPVVTqBv5eDgCY8eZ0THx+NA4ePIgGDRpI+m/lypVcpRHGF87nunA8qN+ZxRe24vC+c+jQqTOy2vq+o0WLFvjPLM5tX+xJJX6372JY3H/kIgZ9Is2hI37O+Wfk5QfaoHsjZe4YMWrvyhv/rALKSnHrrbeiaR1uXsV7URIIBAIhvIQs7I8ePRonT3K1XF955RVkZmbiiy++QEREBBYsWBDq6UOiY8eO6NjRN0Hu0qUL2rRpgw8++ADvv/++6jFWqxVWqzIzrMViCUgg5mM6AYCqUhvDfzgMwGf1a1mvunC+B9vY8P1WJxhQwjqn0ykIz3wGZTnbjl2GxWJBTKS3XWap+7bH48GRI0eQlpam29ZAr02M0+mEw+FAVlYWNmzYgI4dO0oEfpPJhNtuu83v+WvGS5Mg9W1TV4gLdHlYQ+3jPR8izGbN/eVhIFREFBiWMdRP4mNoTxkaN24cspLEKAf27QYQK1k3fuxoVeUKwzAYNWoUsrKyNCfjlLcGu9lkCvgadp4sBG/ZMov6Wu05MtMUXB4WFwuU9cRPnz6NkSNHoo5XoGUYD1588UVVoTI/P19yrYU7/0Bs8zsRbQbgtYqaTbTuteTn5/sSV3nLDeq9Iz9vP4Eir8uu3jvClwFjWEj2SUtLw7333YfVFwCABU3TmD17tuZz5ir1JVCjaBNYymdd+/zJjiE9axcuXMDp01L3/K6NElXPmZ6WAsAn7JvMFsz9aI5quxnvc2C1qL9zFosFdzRJQpWl+zWFfWuEtG8DHY8mv/SSJOmZ1rOfkZEBMFIXbJPJpPke857cr93fDPe1rKPZJr228i7w1ogIyX6Zd3THb9/koX3Hzpj7Xj5XvvaFX4XvlZ8zwkShTJy7RCbsMwyDwitSYcnF0oiJMAsKsugIM0pcnNDeOb2Wodj79PR0ZIz7GqCkAq/R3xYxXG4Z3zNw1c0E/UzzSeQYUEIIUwtbNXRO17aAB/JdfIy9/Nl0Op3Yu2snohr4lIpffrMILw7QTohLiVLxRFojkJaWptpvGRkZXLy96Bl1n3YE9TsT5c3j42EpxZj00uSX8d9jgN6YdGvDRMgRn6dGTATOF5UhJSEuoLbx+/JPb4ToXS+v31ICgUC42Qg5Qd/AgQMxdOhQAEDr1q2Rn5+PTZs24dixY+jfX1vbXRHQNI327dtzScGuMeIa10mPvqvY3saboA8ArCql4MSl7GJa6LtL8gm1aIs08aC/ckChkpOTg5SUFPTo0QMpKSnYsWMH5s2bB5PJJHz/h3Pmgo6t4edMyvjYt/u1DKgtB85cwXJv6UK9xGZ2ux1XD2wEABTtWY16Y75FvbHfo36DBprHyDFbo/xmXw4nTqcTv//6P8V6T4l2wkN/dZ89ASRIeraH9BnaeuSiqCSdNjk5ObjqtSR+u2S5YvvWXfvBMAwoyjsMsYxmu/nEUzwlR7kwjRZ14wSBSi8TP38OMHyWam4yrPeOPPuVzzVX79R8/LBaIsnWrdsAAO699x7d+HAAKCyQxrdTET4FWHxkaBNhvtSXGL5kpxyrrJzoPscBzQRkvFDkLxw6UieTvjvE0pqMR/q+6yV4nDRxvGSd3nvM38/zRx24cl69LKgeLMsKLtPy54cv/xkZW0Xx/WplKuNF5d5YRjm+mUwm1KohtdRvd14Cw7Do8+Fa9J+7AS1tVYRtWoK+vAoGwzC4eOmS6vcF+tsifwbkse+BwFdVEOcAmLdGPyRAK8xMDf65lic9dDgcgsJQOC9l0h9rRc+3XtJKvrQqJVLkzHz77aB+Z9T6h+e+Pn0AALUSEnTHJK0SfIAvIaaRbPwv3c2FBIlLSjIa/UsgEAiE8BOysM9TVlaGffv2ISIiAm3atCm3WOZAYFkWeXl55RJewAveEVUTQUdEKbaLJ1uR3sm1+IdZItxoTFI61eeE6EhvxvRbu3WHyWRCfIcHUPO+CZjz0bUTSPl6vvIyQkjtgDV5+4RSbj8W2dF52nLs9JOoS55Nm6IoPHErZ23gyxXqMSRno/D50/VHNPez2Wy4qwM3+YjJuF1YX72W/jNxZduvwueJ/zdZN/tyuHE4HGBcZYr1tE6pLX+TcaNCGuCzEomPZQQhRltoGDZsmLAcmdpKsc/sdSe4a+CFfcaj2W5+IswrkiiWExRocwR4PZE/xYXNZsMt7b3u0d4s1XrCnnQiq31uvWz8/Jtrq1vX75hYs4a0HBofzx2O6bDV1lThBaL1+MTLst7XrK3+bmw5cgE/buO8b0x+yr5dOndWc5teln0jqCU903r2H3ygj2RZ7z0+fZYrSzZp4gTdigRaSIQ8mbTPC74HveXIGNG+asqP6jE+ZY/ZZMJDDz0kvP/8c1y9WlXpQSxwvqgMO5yXsTH/AuKjuHPc3Vx7rHM4HPAUXpStVT6BwSg7o2WVPTo18K8E1oJ/50pFCvL1omoDagSS/Z8v9yq/b3a7HfBIQ0FM5gjdsZZP0EdTOqV6vWRnZ2PokMHC8hDR50DgwzW+3HhUsY1/vKKiInXHJD1BnB/rjAj7KTU4pUGkxST0Ba/c96egJRAIBELohCzsFxcXIzs7G9HR0WjatCmOHuV+XJ599tmAyuQVFhYiLy8PeXl5ALgs6Xl5ecL5Lly4gLy8POzezcVb79u3D3l5eTh16pRwjiFDhmDSpEnC8quvvoqlS5fi0KFDyMvLQ3Z2NvLy8jBixIhQL9svrdq2x4oVK/DQ1G/97hupYtkXCzd8MicAuKtpbTzVvQEiTDRe9GrM+frT9dLSkZ+fj2rdsxGdcTuSO2rHkoaK2POAJ/aWfngt9yj+9fletO90K2w2m1B2561lWsmgONRKZw3syFkiSwyUkztxuUT43DhJPbcCzy0d2inWqVnTACAxlpsgF+1aKax7690PVOvAXyvUJpgAMH36dEH4ZVw+91h/QiwQWOmjpCpSjxE3wwpWMi0ZT+35kJO3Lx//98ZM0BGR3rboCxHZ2dlCnfKPPvwAAPfcMIwxyz4ANG7IxagPGz4S+fn5usKeJIu2rmVfuwwY309GprT3tZN6l0TZmnDnMHCsP2oPnA5TbHWUnfZZP8Ux5GLkWctdGkLSg3PW+47R6Xun04n9e3epbkuuHqXwJAgcVuJNpKvAMZiR3el04vgJLjwNjEdQZqq991pjgbi8pVzI48dsISu5aF9GVdj3WfbNJhqDBg3CgQMHBKVqdna28Bzy1JApSUu9AmBqgnZdc7vdDneBz4vBXN2m8AIY1TkpKGXn+TOnJMtRh1cHfA4eXsgsKPFZ2R/1U3K14KqxbO+MSJkpL2dps9nQsYM0L8h99z+gO9bO95ZNNOrAUq2KzwJ+6sQJYwfJ+H0X19eHziq9v/hnzV8Yh5YCj2VZQdiXP3Nq8PvkHbuE9q//gYtFZYIizOJHSUggEAiE0Al5pJ00aRK2b9+OlStXSurX33nnnfjmm28Mn2fz5s1o3bq1kCl/7NixaN26NV5++WUAwM8//4zWrVsLpfwGDBiA1q1b46OPPhLOcfToUSF/AABcunQJw4YNQ0ZGBnr16oXjx49j9erV6NChQ0jXLOe+lsqSNB7KhG7duuGCgZK5VhXLPuATbiaOHCqse3dAK4zPbIwdU3qhWV3OLZO3Ev1v+wnEVffF2pUZrE8fDHa7XTFZqHrbIOFz01eW4sdtvknwqv3alj0A2HfaV97uIW9CIX5CbETYF/PkbfpxpGoTfrUJNgCU8qWCXKVwXeSeLdYSpeu2GW5sNhse6d9Psq5BdCnGjRsnCL99WvqsdQcOHfY7GecnW1qWJqfTiRUrVsDpdOJe2fNd5mZ89ec1xFjeM0UsXCqgzfizzJcgbu26dX7bbbPZ0K1bN8Gyt/nIRUGounD+vF8lDC8k2FJS/Vomq0T5rKl6U1r+nGoKK0GGM6BUuaV+DXw/srOw3Oyh5/weEwhWWxOwbm5AGtmtgSGPGYDLmeEPPUUL55miPhA+2inVUBv0YBgPZs2ahZkzZ2L9+vW6z5DFoLDvcDiEe8aKsparvfcpqWmqVn9xWIfcfbueN+lbUZkHLMtKBEE1y36NGN+94n8n+HeBf47lgqnLw0iUCFe946iegs9msyGrhe99r9Z1iML6m9XWeMgTj9PpxO4deZJ1I0eoK0+MwL9z4t8Gf276YsWAHmIlDf9ci8fDphmNJPu3aKVd3QcA5qw8qLtdzu5/fJVkmmQ0DtijxB+CotbPkCQX5Pl7xSl7uXVWk39Fnfj39mKxCx+tPijkQjERN34CgUC45oQs7C9evBizZs3CrbfeKhH+mjRpgoMHjf/IdevWzRvjKP3jk/wNHTpUdfuUKVOEc6xcuVKSFPCdd97BkSNHUFpaijNnzmDp0qXo1KlTqJes4L0BrRTrzpy/BAB4sE1dxbY5A9tIlnnL/oVLV4QJBY/NZkNNb2nDtrZYQbAXxz8eu+ArWSO2oOvFB5YHY77ZLlnWm7Tk7uasSbZqUXjLG6/P94ubYZH753LDE8NYq75b8KaNfyvWacUNC+UOWQZMCaeQMEfFXtNcCGp0u/1WyXJmq1QAvgn/3W18Cg5LvP8QGl4QUbPIynMxDOj/ME5/JioHtXWbyDqkfn7eMyUiUZmhnYcyW3CiyNfvyXWVSjM1cnJyMHTwQGF59qec98y6v9b4dbfWUqyp0V6UrVwv5twqE/Zn5u7HhO+2c2MUjE2sedqmVEPdqlzYT6knvO8vl5SQO2ebetX0dxah5rEgR0/Y5zxT1AWtfm3Vk49q0acp5/p9ZftSYR1Nm/DUU09h7Nix6Nixo+79txhwOwa8beYfbj4nhDc8QD4OsZRJ1eq/64QvYZ5cwI7z5mDwMCzGfbtDIpSrKTetBtotF87KPIxkXOOFfX8W3deffED43CvzLsTESqtQFJUaE5rFOBwOMDLvJH95RfTg32NxXxXK2nVKVsnNaLvF4RdmmlKMh2t3SNusFr5z8vJVfLY+H8VlgfWV0+nEkl98+Vk8Ho+mR0mw+AvB4pH/NvBjq3g8MOLGL3/n5q7yKYD1PIIIBAKBEB5CFvbPnj2LWl5hVExRUZGhbL83AsePHwdTViJZd/7yFTidTvzn1z3Cup5NEnHojSz0lsVM8hO5H376nzCh4CesOTk5GDOWE7T+Wr1SdSJ7WlTO6KTInV3LNT0cOByOgBIeATA0aXFe9GUkFwtYmVn3GI6b1ZuAOJ1OfPXFZ4r1x5xKd8mcnBxcuOjNNcB4wJRys8cnRj5Tbsn5eORd/fq/p0j64s4M3zv4mU7OAuH4JXtUz6uWi+G7776Dq+CcsM/S3D9QUsI9c3rvuD8rfd1UqYVQy61ctX2iHAZ7nZzXCAtW190a8CXD5F2a9YgXWfZr67RNrkB4/08HFm124p/jBcLEOpCRMMbKny/4BGaqmMxCfoQL5/Xjm8WoCTOKU+tM2m02Gzq0Vy/vWCU6sMSDbz3SAY/ZzqNg1QLfStqkyB2idf+NuvHbbDbUSqzNLbCMJDxAkeDVZFYVXKuJrk0uiMeI4te/3+qUvIcHzxYp2v+DNzeCHmrhFx6RdwGfEM+ffBUlattfhwsU43xaTe3EbVrY7XawV6XVAkJJIGsVLPu+Z1NuuXcWSS9UrgzQQqwgOXXyhGI8PFoirXrjcit/Bx+asx6Tf9qFN5bsUWzTw+FwgBGF7eklLQ0W3ovN33Nw6MwVyTLDcr/h+Ud9z6YxN37td+7mmCESCARCxRKysN++fXv8+qsveRk/+f/444+viRW9MuJwOCS1cQGAMluxXzYpnDe4rarb9NVC7yTI5C1L452wbtq0iUtyxruTakxkxQmuxBPzayfqK7OjGyHQScvZUycEF1rKYtWdyIszTetZYbnJlHLSd+DQYcmykGDOe40s44EpirNwnaBqlGvMPgCcuyBNmsW4XZK+EAtbgQiJ+09LJ3RasfbivBEwRaComFN8hGKYMUXG+t9JBt8+8ftGmbyTb2+Wcr3njBcSHLKJrBr8pPj/shrrJtbScuO/UuLyhTsEoPjklQdq2f1DgTJHCGPJ6VPGY4GNWPb9WegyGtoV69ZM6G64DTwWE41Xnh6CA6IcAIysKoXe/Tcq7ANAbBz3vs+a9YEkv4PdbseVzT8J+1Emi6rgKlY6ygVx+fPgkQnUwSQElN8Dl4cVEs0Bxtz4AaUXAd+y+UPb48/nu6JWnH+lnBybzYZXHvQpfArWfxNSRRO1CjZXvML+D1udeOKzrSiRDYNGhX2xguTwwQOK8fDq4a2SZbX34/glTmn9x+4zhr6Tx263C8lHAQAME/aqOm5B2Nd/Di7JOpAyWeDxeLD/wCHv8crnWg09hUDRxcD6h0AgEAiBE7KwP3XqVLz44osYOXIk3G433nvvPfTs2RMLFizA66+/Ho42VnrU3FQpcwROnpbGqWtN+C+e437wKIvPYuDxePDXX39xEw1RtnK1iaxY2C8s8blKBmp5DwR5dnSTgdg9I5OWWKvvPAcOHADrteDSZi5mVWsin+FNyhcdYdKNRVZMprzUTZaWJeOFSkrU9xGJnCV64ylPUJPxUJDXSGc9LklfiJ8ttdhxLeTeH1pKHNbjE/ZpazSiojhXcyMJ/rQoNBhD6699QplLr2JI7zk7eYnzfFnjOKe6XQwvgPnLNM8LR6VujyT3Q6mbCdiNH/CFr4TbM4d1u0B5r6VuHWMhE4C65VLO5iPyDO5S5N42j3dJQ3J17URxWvCx0yaawvcjO+G9++sDrquSffTuv8Vs/EbwMl67tm0lQqnNZsPUAbcIy2ZrJGbNUQquvFBlpNrA4aNS5SHDsAG7b8stqC4PI3FJ5y37R/IP655XrhDhH8OacVY0qBm4go7nmWGPC5+fH/NcSBVNBDd+0VjH//aNXbQdq/afwy9HpddhdLwRK0gaNVSON6X52yTLR445NfszUO8cm82G/v0eEpZNJjoopYiedxuvIImK8P+bLcZSMwUmkwlLTnC/r0YTDmop2Jiyq9isElJHIBAIhPASsrDfuXNnrF27FsXFxWjQoAGWLVuGxMRErF+/Hm3bqrtu3mjYbDaYYqpK1lEmM4Y8/qSwvGzM7dCiXt0k7zE+Yd9kMuHWW2+VlCZjWXUt/z2ihEqXRBmHT1yShhaEG3F29Pz8fL/7a01axEJz/nfThGW73S4kFOPLkGlN5HnB6Knu+soEm82GJ7MfV6yvUVMaiiIIlTQ3IWJZqQBtrt0w7LGUeiTI2seWXdXsi7rVlKUetZDHrsuVOML3uX3PVdOWbWGJ4J7VUNwwi4Kos823T6xkqF2Xi/tmGcZvNvYdx30lIOX5MeTkHbsEAPDnqSq27Lvlwn4Q8jovyHRIq+5nTyW6gqXHJSisElVCr7Qw4sa/4ZB+WIBYEF3wWHu8fG8Tw9/PI46drlevHpYvykGfjhkKpWMg2fg9OhKLXiKzYU9kI9qrlGn87HxMO1gbl4ulMemBVIn4c5tUgUlHxgTsCSUvlSaP2b94hfOA+O/HH+sqK+VeLLzCKpxRebGx+hVT/MEr2K6WKS37PFdlOS+KDMbPe0T3LTk5WfF8vfnk3RhzZ0NkxHK/r0t+X6bZn1ddHjTxKqJ7N6tt6Ptv6+JL0umvYogW/2qvnQuDD30wkgdCTMI9z2Pu3LlYtv9SQMdpufEzxfrleAkEAoEQHoIW9gsKCoS/lJQUfPDBB1i3bh02bNiA2bNnIyUlBQUFBf5PdANjivElwYosu6S5X93a3MSbFgm0c+fORfv27TnBxsxN4CmwqhPZhok+a8sl0YRz+u97Q74Gf8gzQusx9DGlkM27y5ed5eLMPYUXBSHaZrOhWjx3bZQ5Qnciz8sjRibWPXoo3Yflrpi7LpuRPnGxcE9oWVBE9R5PhC2WUpzpWYv4KlUky2rPQnotrq+qR0tjSuWIPT6KVQRusRJnxowZ3ERXpOyom5IqVHrw554++R6pUPfILfV09zdCdnY2VucuEZZT6nMKj8xevfxOjgd19H2/PD+GnCPnuVCFn7bru7yLY/Y9EmHf4yu9F4CkxFv2+XN1STdejzx3TFd8+EgbIcmfmP6P+Gp2nyowrgh0awj74rrpk3pn6J5DbGkMJpeLPJcEy7KYMGEC3nrrLYXSUe/+y8cHvRAFD6vv7mz1hgtd9ro7rzkg9eQSPENUjs/JyZGExmzYK6uHTptkyjzp+JObm6s4p1o2fvHzWOzxbmf957YQ48s7ET5p3+OnLKc/xN40PBeLy/CXjsfO8dPG8lS4ZUoa+fM17IlsPNg4Cut+4nK/UCYzGIbBsGHDsGnTJsm5xDkFBnQwNvaJFVLBhjkM0SlDyFv29cLd1LBUrxuU4kErKSbrcd80oZ4EAoFQkQQt7FetWhXVqlXT/OO338zQ3phklvHgkE5lAj7+sGGTpooJa3Z2Nl6Z8ioA4N577lH9sRVPni8UlSm2XytW7juDF77fIVhXbvFjiVRzLxdixIUyV6xEiE6oyllF3v/wI92JPKMzsZajlpVZPukf/tkWlDK+1+OnH3/EucVvCMvWuo0BcCUjQyEnJwdN7s7GPU9N0RU85QbIzxfkKPoipQqnFDp5Vn9SK7Y2X9WwrvNKHHF5P561B85ju9fqveufnboCQ6tkqZIiq1mS6n72WoG5B7dv4svyz19D3Tq1/U6Om1UV32dKU+gRu+OfKdCvnym17PvO/9zXeVi5jxMAA3Hj55UHxWXGYqzF1K4SibtbJKm66P55xVeWs3qMfmK8WnG+UBit0nv8OzeiawNJgkg1xAJMMHketHJJTJw4UVAMGlE6yhUNalU4WJbF0fPFggJRq//dpVKFyZ/LV0iWebfx87IxmVdcsKLQr2Ur/pLsY46IFJR5R48dg9yHZs6cOYpnVh4bvX3nLpw4JQ3/AQA6mhtTjSorfXkn/O5qGHmOgkCxqpTeO1dYhkE52m7hb82aZyj0ik8SK/69kj9fkkR6Jm7cZRhGtRoEo+MhooY41CRYzzFekFez3l/2ev9FBSjs+3vHtdCK2U+oXjWo8xEIBAIhMIIW9lesWIHly5dj+fLl+PPPP2G1WvHZZ58J6/jtNzO0N6Eb63HpCoX85J6BSXXCGh/PCUyxMYHHuF7LuPKh8zfh603HcNd7qwEoM7vLUXMH5t3lfZNwVmLR4q1nGc1a6E7k/dWNF6Nm0fBXS7xt29YYM9RX6951gbP2vvDCC0FPyDZt2oThz41H9d7PouZ9E8CA0rS2iYXPZ3uk495bGku25+Tk4KcfvgMAvPqfqbr3XXylRkpD8RPdUd2U9bUnT34J6enpqpZGAIiQhQNohb8vGh64hadXE054dZwpBOBzu9fj2BFfIkZrvWYA1IUesUvwqO76dcV9VkZG4RbOty0Qq6g8+VgwlnB/LrrVUay7XRx2pGX95i91SKcUv20Uu/KKK24YxW63q34HwzAhedeoeS2kTVqC22eswLlCTslz9sxpheeN0+nExfNSK/Inn30l2Wf+2nzV75QrOAEg/pYHJfusXLNWUObt2y/L/g/uuuWlbeXJ0qZOn4E+9z8AObzHmfHEb+Fz4+/XMgFxEUBmmnZeFSP4Su8Z9xCIa3efIW+GkZ9vkSyreV5xuV+4745Ka4NqdwwDTBZBeSgmEEU0AKxZtUr4HGxuGF7ALnUz+P2fU5JtfKLGKlGBVcJoUqeK/53U2qIx6F8so8s99w2BQCDcjAQt7Hft2lX469atG0wmEzp27ChZ37Vr13C29bqDjvTWJ/a4dYXCSJXMwmKEGMIgZlvlEVd+5Hwxdp24LMR2aqEmNPAx2LzliqYoiXs63zdXNfqGx+cy67+9cndXQNtVmcdEUejQuoWwzCc6C9aVPycnBx06dBByEXhPqnk+fsLYt01djO3VSOKOLLg48+UfzRG6913sxt+4tvHYWVW3T69LsJqlEVAmitKyklaL0Q89UCNaZr3ef7rQ7zGN7D7BnY7gXN3VhB7xI1IjRl8wESz7HkZTaRTIq6u07Bs/lkcrTpb1VizIzz+sup2nanQE2qZwQqFWzD7rx81d0h6RtTIY7yObzYbp06cr1tM0jZiYGL9hMFr4U/IBQK9ePRUhHw6HQ5K0EgCq9RwpeXePXlBXqPAKTv75U6NaQk3hc2p93zN7/vcPcOKTp0HTNBo0kCqh5BZUymQGq6JkoiOi/OY2EHOu0JskNURpPycnBzMHdcY/r92L1hnpIQl5/Dvn73dBDkOb/Y7XYk8McZ4I8f232Wx4+KG+ALj+jG93H6r3HAGA+00QU1rGWdLPn9cOMeBxOp2YPfUlX3sDCLcQIxawR3y+BesO+L6b91iICCBZJQAUq3jEGWmXlhs/bY0O+voIBAKBYJyQE/QROP7VQZkQxxTldeP3uP2UA+OtFBrCPmvcal163BenX3rqQNhr9Gpx4EwhNuXrZ+ReteYv1R/17Oxs1E5OBQD88N23Evf0SD99w8MEYNlXi+uXCzRyq4eJptC0sU8gpKM5K0cwZZGcTieefNKbvFEkeFM0rXk+vfhfoRydKJmh3n0XizdT+zY33O54teRv3napWRoB4Kcfv5csL1nyK568Lc3wd+oRaDZpAEhJ9r2nlNmqKfSIDfTNbfoWLbEVXes5DWRazSu4znstywVXXXq7q6LlOkt5E06mpfm/B/w5/Fn2jSgjtKx7gTB+/HjMmDFDYuFnGAa33HKL3/wLWrgNxI4zXuFNLJjY7XZBcSJG/O7uFCWDFONTcGrz/RbfOJmY5EvAWvjPn2AuHMPIkSMVz6w8+SBlMgv3W0zbjl385jaIsyrf9VBEfWnOhcByBqih5sZvhLjmdwY0XovzRMjbnF5f+g7FtcwEAEX2/gPecfHhfv38Pp8OhwOlZ/JxetHLOJEzCkBwCmW5gL3d6XsW+d+6QMpQAsoEh5fWfmnondMrvQcErzAnEAJhwYIFqFq1akU3g3AdM3v2bKSlpSEyMhJt27bFmjVrdPf/8MMPkZGRgaioKDRq1AiffvqpZPuuXbvw4IMPIjU1FRRF4d13371mbSfCfpjgBXYxtJWP2XfrCoX85F6eGZ2Hr/urV8t6fGYj73f5Jj+egrNhr9GrBW/90WPAvwaqTg6Ky9w4X8xNJDo2lU6ghL7x464puPEbsD6p9aPcwpcuiyE30xTqp/gSLAVqHRPjcDjAUiYkDnwTVbuLkhbSZowZM0b1fKwgWCnbzlsKWVep9zRW3fsuDrdITYgx3O4klaRvQmk5FUuj0+nES5MmStbNmD4Npw6HJ3FkoAmmAOnE8903XtEUesRhE7Xj9euKi70X9p66orpPIK74/FjCVyvYevSS4WN5xJb91ChlzoE6Bkrv8efQFvaNJx8UK+FCKQk6YMAAxfexIoVToALkmr/WSfZXrcUuSk7JCyY2mw0ptrqKXY2OBf4Snf2+y+d6La77/mfuMjgcDvTs2VNxjNyNP7phZ6GaiJiI6Di/7Zx2d4pinREvCC3Uci6EIuTJQ130YFy+5/+BAYMCGq/12pxcV/kOWWqmYvr06VJBmq+mw7j9Pp/8WF5yeCtc57ikjcH8hssFbHEZT96yr+X9o0VhqcebP4LjypZfDL1zESZakeBWTHnNUQg3N/3798f+/fsruhmE65RvvvkGo0ePxosvvoht27bhtttuQ+/evXH06FHV/efMmYNJkyZhypQp2LVrF1599VU89dRT+N///ifsU1xcjPr162PatGmoXdtYtZZgCauwH0xs6Y2CWoysOc6bRdvj1hUKeaGFK9Wl/FHkJ9t6P87890cmNxXWUSZzUMJoMJy8dBXVov3EAIpiGsWTg283+z7HR0rPwfdNiZ96xct2c4motBQmkmaoWBrkAk01WUZ7NW+AYMsibS6sguRnPkekrQliGnXxfYclAs8995zqMT7PBeU2wVLodSumRcm91BCHW5w8ccKwC7RagkWwXI4FNUujw+GAxyVVApWdP45Zowf4/S4jyN34+7X1/5xTFIWUGlzui5atWmv2kXhy7M9yLZ7Yv/en+mQiMDf+0IdlseD388R7g2oPP97s+GeP4vlgWVakgDLQHtFOdzZJ1NlTH61EfTyBCpADBw+RKCAPnFEJBREJ+2LBpE7t4BKWAf7dn49d8OU1cImut7tOEkK5gBdZrzlMZqWF/sW79cse5uTk4KEH7les16tc4A+hlKkImqaDFvKEChgGYvbrVPcpbtMzWujsqUTeZvH9T0pMUOxf7/H3MW7cOImnmKUapxSQJ59VQ176NFiFstyTRpxLhA+jkYdYyfnyiVskyxcuF0rzR3gNC/6u6fjx42A0/EKCvT4CQUxZmX9jU1RUFGoFUHKWQBAzc+ZMZGdn44knnkBGRgbeffddJCcnY86cOar7f/bZZxg+fDj69++P+vXrY8CAAcjOzpaEI7Zv3x4zZszAgAEDYLWGlsfGH0HPKvv27Sv5KykpwYgRIxTrbxbUJugxze8EANRPTdEVCsXHqgmrLu8PtbyOsuQcKlbOlq1aIzMzU7vRKhgpA6fGoSPHEOnHXY8ycYK8fHIgLp8kd8Pnhf1TZy8Yatdn6/P9tlXdsi/td/nE2UhJP6N8uPakUKlBzPQZb2tOevyVAcvOzsark18EANxzf1/d502sT2rWrKlhF2i1muSvvj5d09LIJbGSKmmYsmLA40LhrhWK/QNFnk26dT1j1T/40JCRCzdg8+5DqvuIL9WfEpOiKOEd/ue4ernRwNz4A/dYkGMRPa9qz/uXX3zh9xzHj3Ea67dmvqN4PsT9c/rUSb/nEr8/ydUCTzTKo5WoT/ieAK2EfNk0XgEZpxKqwo9JcsEkUDdoMQ6HMumeFvx7ZzFRuteupgz+7yfzFeta6ISl8O72ciUdEJqwzwux4vazLIulS5cGdT7Bjd+PEhgAPKJpDlOmn5gSABolxgmfJ02apCl4q/W3G7TmOEpRlKHnM5BSklrQNCV55/icNCzL4sdtxwH498ZrmVxVsvznqjX4aK4v/IT1KsH8XZPWs54aURT09RFubrp164ann34aY8eORUJCAnr27ImZM2eiefPmiImJQXJyMkaNGoXCQp/yVu7GP2XKFLRq1QqfffYZUlNTUaVKFQwYMABXrvi881iWxZtvvon69esjKioKLVu2xHffcYmQGYaBzWbDRx99JGnb1q1bQVEUDh3i5hZG27V48WI0bNgQkZGR6NmzJ46JvGj0MHIdhNAoKyvDli1b0KtXL8n6Xr16Yd26darHlJaWIjJS6hUaFRWFjRs3wuUKPDQzVIKerVSpUkXyN2jQINSpU0ex/mZBTdjmiY7UTz4mDgFQE/bdBmLs1JQNO/7ZHVAcq1YyIi3qVfdN2n9ZsQ7HTujXI6e8JYrkkwO5y7wY3o1/6ptvGWpXwVX/Gl41wV3uoiovycVPUu+p5Yt9TElNC2sm4fsf7Ke5jdFx4+dJqsl5klBmfQ2hWNhXi0fWQu0Zo6rbNBUUNpsNs957R7rSW26MV/wAwGv3N9NtrxZREVLBTC/MRUzBpQsAgPMlLO57a4nqPeQ9bIwqefxZ4wNJbiY/170t/bvcyxErBk+qvJfjxj2ve6+dTie2bd4IQCkQA8Bbb78t7NuiRQu/74G4H0NRnGkl6gOCtBJ63dx5BaSaZ9XaNX+pCl6MbN+y04cMjwd2u91wE93esYliWd17tviH7xXrqlaroVin9ywK+T88ysmIqmdPAGRmZiqE/WDj9nmrtJHQgrNXSlF6Yh8AYOaM6X7v0YX8XQCAy+u+xuuvv44HHnhA4/6rHz9s2DB4rion2tbEBoafT6OlJPUQDyO8weCjVT7l5taj+jl2zp2WKvEosxU/Lv7Jt8LrcTJt2jTddmo9612apRKLPiFoFi5cCLPZjLVr12Lu3LmgaRrvv/8+/vnnHyxcuBDLly/HhAkTdM9x8OBBLF68GL/88gt++eUXrFq1CtOmTRO2v/TSS5g/fz7mzJmDXbt2YcyYMRg0aBBWrVoFmqYxYMAAfCFTnH/55Zfo1KkT6tfnygMbaVdxcTFef/11LFy4EGvXrkVBQQEGDDDuAenvOgihce7cOXg8HiQmSr0SExMTcerUKdVjMjMz8d///hdbtmwBy7LYvHkzPvnkE7hcLpw75z9Za7gJWtifP3++ob+bBb3Jvr/YOLEVWW1CxU9odC37at9vMhmOY5UmUOKEv2HDhmHTpk2ax5SJtFPmqrVhjlO6NYqhTGbVCTl/fW3qVVUc4yrxurN6hUO+XeLrEU/ezp6/4Hcyp5aN/5clv0mW1azYTqcTH/3fE8IyS5sDnqyqxgR70QtB4N349QSlSK9bO193XoyHYQX3TXFSMpbxtcefO2YrlfuTkaSfzX9Y9uOq6yNq+5Q9rWUWJKPILftGhEin04n8Q75rjKiVpnoPA0k+BwARKjk7JAQg38ot+1uP6E/K1RB7GBw6qLynHrf+vXY4HGD4OvA0p1Thn48ZM2bghUmThH0Zj/9YZPG9CTWrO5+oj3expmka48aNC8pKSNFSBaSaAFe3bpKq4OWSu47StKQfeAvx5HuUbvM2mw11I/UVk/x5vvpmEQCg5GoxUlJSVH9XnU4nXvq/FxTrz6hMKvS6X3C3VxH2k6sH75EBhDduXy1Hjh6lJ7nwGsoSqfusbtq0CflHOYua+8p5AMB3332HmJgYxf2/rJE4k2EYMCXKcJAv3n6p3KzYOTk5KHX7HuZteTsAALm7fRNTfwlO5eMGZbEK+QcAgPV6bbVr1073PFoCfdUqxivBEAhy0tPT8eabb6JRo0Zo3LgxRo8eje7duyMtLQ09evTAa6+9hkWLFumeg2EYLFiwAM2aNcNtt92GwYMH488//wQAFBUVYebMmfjkk0+QmZmJ+vXrY+jQoRg0aBDmzp0LABg4cCDWrl2LI0eOCOf7+uuvMWjQIOE7jLTL5XJh1qxZ6NSpE9q2bYuFCxdi3bp12Lhxo6G+0LsOQvhQyxek5W03efJk9O7dGx07doTFYkGfPn0wdOhQABC8xcoTkqAvTOgL+/7dgHmrfZmHUbjSG4vZVz48lGySrofaRIzPdD1+/HjVyVGpKDtvREI9xXY577z3geqE/MQlTqBXE8LPneaskpTZ5x3BMAzWr18PwKek4Lm87mu/gkdNWjkR+/7Hn/DWW28Jy2KX1cZVuM8OhwOe0hJhPWWOCHiyymdYV0PPcuZLhqZ9bl74VStHNXT+RrR5LRf/HL8sVWQw6vHIaiRVUSbo69JAX8EjD8vgB7mru1cK64KV/aIipM+LnjKMx+FwgJG5KKvdQ08AyecA/5b9QC5Rfq7jlwKvSy8+pqGKZY026cdL2+12gOG9MHwCcUxMDCZOnAhKNOmHgVhkcRWJcETEjBs3DkeOHMGKFStw5MgRzJgxIygrIR0dL1FAqin5tEqeFhRIs+1TtEnSD/yzr+W59N2Yu1A9WqXChZeUlBTMmDEDk19+BQCnmGMYBiNHjlQkmnI4HGDcSuFzX74yxEJP2SK420M5FoUq7KvF7QebnO3nH5VeDHrwv4VVOg/QfVbXrFnj8zoSKULXrl2r2FevFK7auGFyB/4eB4P8NxEAcv9cDqfTiYfb+aqRTLknQ/c8cos8ZbEKJWcBAAwTUnK9UJV+hJsbuZJpxYoV6NmzJ+rWrYu4uDgMGTIE58+fR1FRkeY5UlNTERfnC9tJSkrCmTNnAAC7d+9GSUkJevbsidjYWOHv008/FSoPtW7dGo0bN8ZXX30FAFi1ahXOnDmDhx9+OKB2mc1myfU0btwYVatWxZ49ewz1hd51EEInISEBJpNJYcU/c+aMwtrPExUVhU8++QTFxcXIz8/H0aNHhfuUkKA/b74WEGE/TOhZGoxkveXdEr/86huFK70hYd+i4mKt4TavhtpEDOA0V2+99Rbq1aunEPrpALVTTZq3UJ2Qv/q/3QCA80VKQZi/LC3XdF5J4brAxSGWnfRfbjD/kLJEHGUyY+LEicL18ZP+3k0T8WhDrv+5PqLAujlhkbLoZ71XQ2+Co2vZ98ogehNMPmGdWobqNQ7Owvf5hiOSEAVe8KJp2pCLqdyaLi9R6A8+FvWtV3xubMFO+qIsUkHJyHk4IVYqFKndQyEhosGmqb1/gbZN61zVY/TDgPxRL1l5T1+ePFn3XttsNnS97VYAUo+cwsJCztVdJuz7S7YmVsSEK/+FzWZDeno6HA5H0CXcEvu9KlFAyl3zAWWWe4CznP6zc6d0JWWSPEv8M7Rzx3bV9iVVicLrD2gnjGMYBi+88AJYvq8ZX8jNxIkTJRZ+tfwYAPDFXqX3gL/ez87OxtZNxixKgRCu5HNOpxMvvqB0z21bXfpex1p89zKmSVfhs96Yfdtttwm/m6zHJ+x36dJFsa/uc0wpn5nmjY2HboSCahJL2oQDBw4I49Ct6QloXlc/zNJms2FI3fO4sulHAFyiwU5P/FvYbqKpkJLr3cwJnQmhExPjqyR05MgRZGVloVmzZvj++++xZcsWfPjhhwCgGx9tsUjnLxRFSbxbAeDXX39FXl6e8Ld7924hbh/grPtffvklAM6FPzMzUxDmAmmX2vtg9B3Ruw5C6ERERKBt27bIzc2VrM/NzUXnzp11j7VYLLDZbDCZTPj6669xzz33qMpa1xoi7IcJvcl+IML+S69MUdT1vXylyHueAN34aXW3eTX4iZjWQ8gL/eKYeVZlQgMAp79+EUxZCR60SwcgfzGfB88qNbDpaVwJKLFln6IodOrUCYBYScH3DetXALfb7Tj7/b8l6/i4ZF5JwMfJ9m6WCN74xvcRX+LObI0KeLJTqpNQSm8bL4TILeViIkWW/ZOXr+LIeWV/lnkYX5lCnXJIajidTonXwJsPtdBtjxp8LGqazacNDVrYl7mhGonZt9lsaNVcmiNA7R7qlTpUw59bcWDZ+EN38XpZ5DquNmGY8uILfsNdWjTjzjFoyFBBIBbeN0nstQfTp0/XfQ/EglG4JvmB5hjRQtxutfmRfGzlLaes7P2haBOmTp0qnO/8RS78YtzzYzXbp/X+uK+c87aHAc0Ln+LwG5bFqFGjBCWCzWbDuzNn6l6n0E4D3Z9a79rEUocj+RxX5UOpGP5h0kM4Me9JNIm9it5NE9EjieuvKJqRhCvpjdnt27dHUh1uGy/sP/roo2jfvr1i3+TqSk8nAVknJ0S4yi0+XU1xT5nMSE9PFzyWIv0oJ3n+/cwQ/PKeL2THGdNQ+Bxqcr1jF/wnSyQQjLB582a43W68/fbb6NixIxo2bIgTfnJI+aNJkyawWq04evQo0tPTJX/JyT4PmUceeQQ7d+7Eli1b8N1332HgwIEBt8vtdmPz5s3C8r59+3Dp0iU0btw4pGsghI+xY8fiv//9Lz755BPs2bMHY8aMwdGjRzFixAgAXDLXIUOGCPvv378fn3/+ORwOBzZu3IgBAwbgn3/+wRtvvCHsU1ZWJiiRysrKcPz4ceTl5QVdklYPIuyHCfEEvX5Nae1yf278AOAq9br4ma2IbtTFm62dAhsRg0uXufhbNTd33/crt9VLSQ3oBzk7Oxs/5P6FqLQ2mvuIcwDwiQPdl6SuLSVHtuP4+wMwJlMaq6qWzVnNbVZMYg0uwzpt4Sz7NE3j448/FiZO8izPRizUNpsNTz42RLKOMlkkSgI+rl1uvcnOzkatBK5NS5bmBjzZeX3hr5rbflminZl63mousZLjtHaGVcGNv8yDTlOXo+uMlYq40jI3I1j23a4yhWJJy0LKC1ZiuqQH74ok9ggIVvYrvHResmzUYmxvkCZZVruHjJ/qB3LC6cYvn4i/279VAEdz+HO5NhJnz4cW1bElK943k9l3/6a+8QbGjRun+31GkycaRS3HiNH8GXMGao9vvDBUt2oUBrRPxuNd0hBjlXqQ8JbTiJrS5wg0jRde4JQoTqcT58q44yiK1mzfn3/8If3+Ik5B4L7MuWCaTCY886y3HKdIYAWU4SdDH5WOaVocP37c7z7yZLB3ZgRfLlFOqMnn7HY7KEZFMcp44Lp4EsumDMCEW2vg9iQWL2U1wu/P90C92r6xyt+Ynd6wEQDgsUcHY+PGjViwYIHqfk3r6FjGRYrwHulV8MNzvbT3DTNCKVYRnbvcBpvNhrNXOCVJIArW+vXqan5PKJwIIjyJQFCjQYMGcLvd+OCDD3Do0CF89tlniiz5gRIXF4dx48ZhzJgxWLhwIQ4ePIht27bhww8/xMKFC4X90tLS0LlzZ2RnZ8PtdqNPnz4Bt8tiseCZZ57B33//ja1bt+Kxxx5Dx44d0aFDh5CugRA++vfvj3fffRf//ve/0apVK6xevRpLliwR5sUnT57E0aNHhf09Hg/efvtttGzZEj179kRJSQnWrVuH1NRUYZ8TJ06gdevWaN26NU6ePIm33noLrVu3xhNPPCH/+pAhwn6YEFv272lRRyLg+7PsO51OXDx3FgCQNGQmat4/CcnPfY1a/V5B8rNfIr+IO96iI1CoWQPN1siAf5CfW3YBtR7+tySBmhx+ksnL6WWnfKV1ig9w7p/Tp01VfLeasP9xzieSZbn1i7fe3nlXlhCfK5+sZWdno573hfvh++8NCeCDBz4iWabNERIlAa+EUHPhjfFWV4ivFpiw63Q6sWSzdsmt2XPn+RVWtugka+P7SpwEUG49KXUz8PAZrGUTZq3wB7FgVbjD58ZkpOSaFlVFwn4wcmBOTg4e7COtH28kZh/wX18aEAv7xtojF/ab1omXCOlHLhif2IrfZZoCbm9Y0/CxPEaqwvkLd+HHLblHzuOPP466z3wpLI/3I+hz7QnvT00oyd56N0+SLIvfOZ8HDTDtwRZ4+V5lcj3ecmqKqSpZT9G+qgXicjz8WCpvn9PpxLsvj5Gcg/Xmk+CVj3PnzkX/f3FjFSu7XrkHU3SECSk1/MfVG+kjuYI6zLqakLDZbJg96z3N7R6PBwcPHoSFBh7tlIKUGjEY2b2h5v5y+N+pB/rcp2rRN4RXmB6TcRWDG7hAX70Q3HmCRP4bGFvLhoXr8jEzl8v1sGz3acPnUitHGQ5KS7Xz1xAIgdCqVSvMnDkT06dPR7NmzfDFF19g6tSpIZ/3tddew8svv4ypU6ciIyMDmZmZ+N///oe0NKmid+DAgdi+fTv69u2LqCifx4/RdkVHR2PixIl45JFH0KlTJ0RFReHrr78Ouf2E8DJq1Cjk5+ejtLQUW7Zswe233y5sW7BgAVauXCksZ2RkYNu2bSguLsbly5exePFiNGrUSHK+1NRUsCyr+BOfJ1wQYT9MiCf7JopCtWif27mekA5wE1e1UkdR9bmEHaevcNssOjMuNcui20BZIi0iamvHF5pMJtSypQpCZd/bWgrbotM74M0331S19MmFBqfTiaefk0525dYv3jWdMlt0rUEmr4BUK7GW3mUJyPtrxKinJBMkoQKCSp/zddpLXIHFRDkcDhTu1M6QylImzYl4E2/W+0lZ2kmVeMt+sSgbvzwGucTlwX6vdwBtlQoGWuEPYsHKXeBL+nIkP1+zLWKe6cGds0l1Wri3Ysu+Spi0LkIt8LISyfrTZ4yVM1Fzy5ZjJGxCck5ZLgOKkmbV/26rf2uqWvuMKCbUkFvu1C7DX7gLrzyRK+n2n5YmuDTSReG27Icz2ZvYxf5MQYn3v7YgomY5BQDKwo35Ho9HEqpw9eAm1fY5HA64Cs4JClIA8FzlvLga2BsKXlm8J07tWjWFeHeapjF79mzJeEhRFP4c2xV9WumXajTSR/JQi3DlWQgXT2pU+QC4fm7QoIFkXa8mPs8EtfKKYnzVb4KfHvH9N3HC+JDDTMLBuoPn8crPu4I6Vp6nJVz8vWlzhfYJ4fpl5cqVePfddyXrxowZgxMnTqC4uBi///47Bg8eDJZlUbVqVQDA0KFDcenSJWH/KVOmIC8vT3KO0aNHI180r6EoCs8++yz27t2LsrIynDlzBr///rtEyAM4IZBlWYnF32i7ePr27YuDBw+itLQUf/75p8KTUgsj10EgEGE/TIitcRQFibCfd/SS7rF2u11V2Jej5yGgJhS4Q0jQEZXaSnU9b21a6fRZj0c+3Fv4POb2uhg/frzqsfKayA6HQyjrBQBXti9VWL/4fl174Dye+WqbkPRKDj9/MzollfelNVoaesH3naqwr5MITw+73Q7Ko11ui46I1JyI80naonXKJalNyuTz2uIyD5741BcbxgtMerkdxIIVU+rzFJBrt7WoeuwvHHu7L36bmCVMeuNFwr4nQGlfqAXukgr7x04Y8zSQuyirTcR9pfcMegvIzklTFG61+zw/vsw2biEUewnpJWTUQ/58D+oonTgYyeXBn0NeylEu/BuJwa9dJdLvPoEQSrI3RZlFrzX+8JGjGPH5VgD6yTIBdVdwyhIptKVp6/ZCTgzW41ZtH/9euc7mC+vYUk6REhEZrfAySqheDfn5+cjNzcW8efPw2GOPKdpgNtFwHta33N8Itc21njmt50CsjONL62nBj/16ynWet/u1lCwzZV4PHq8bP+PxJVUMtExrZeGTTz4Bo5IjIVQos/W67RMCgUC4niDCfpgQW+NoCqga7RNm/JXOstlssNVJ0t0H0HdTplTEXH8J8fSIbtQF1uTmAICIarXRZuJXGP7Gx1i/fj2ys7MlQjB11edafv8tUo+AL564RdQeqdBQL60BkrI/FJYvrVqosH6J45f/t/0ENhySxmnz8AKI4eylsr6U9xVvvVTr80jvvS7RSainhs1mw4iRozS3PzJoiOZEnJ/w613f1198qjxOJkjLBTeGYUBRFKZOnaoZ/iAWrCJFSqC6dfQtiIAoBMBbwYCf9J4+eQKPdUlFzyaJaFgrzs9ZpPBCEiubgNaoaSyuuPSqNLRBbSKulpVdD3myQApArNWM/Gl34+AbWWifWs3wuaRu/MEJ+x3SqqOFrQoeaM3F2/6fzCPESC6PWG+s+pVSaax4MFbejKR4/LtPU8wb3DbgY7UINtmbwyELpaFosBEx6D5np/oBBmFKCmEymfDBnHnI+u8uMN4x+cvPP1Ntn+AhIIrFb9qQs0iLlQ382GaiKa5KQteumqV7nE4nfnlrjOq2QOneyBc+8ts/p3T2rBzojWNff+4bG+2Nm+palHlPCiPP+YNtbRjSyadIqx5jxaJFixAXx3liib0IAi3TWhkQklG6tZXUwUKZLddlnxAI5UnTpk0lpf/Ef1988UVFN49wnUCE/TAhFkopmRu/EarExvjdZ+0BbTdltey6bj/J7+TINey1H5kKmqbRfvibOI84/H45CR07dUZOTg52bP5b2K9t27YYXu8cPn28A1JqSK+jS3oC7ve6lcot+1vOUjBFxQvLVFmRwioTKbNWF5UpBWyWZXHa63brL+Efj9wTQmytFCe1k7dZ3Ca54GyE5i1baW5r2/4WzW288Kll6XU6nRg1YhhYWRz+iZPS2MzdJwsUx7Isi0mTJulaWHjB6s7bOgnrjMiherHVr9zbFB8PaRdURv958+aBkpXQi43XLyXF4zyjjJ9VxFN7Y+wvFBmb5EbKniexUiZQ4VisOPQXAqSFxUTj56dvxTvevAGRFhN+eoorH9Y+tZoh666QA6KoGCtWrBCej2Bduod0SkWvprWDOlaLYJK9yeuHRzVoh1oPvRJyW6pVrYr8/Hx8cqaeZH3nzp0025ednY2GXe8Xlnds5Vz+y0TjkS9/iP9+dzgcKLtgPGREj6FdjHnuVBa0xjFhbGS5PmVNZl2LciD9DUjzj1xy0Xj8tXk+rzrWdx9DqUkfboZ2TjW0Hz9+m6KkCtmM6qFPHSlz4KVrCYQbDXl4gZwlS5ZISv+J/+67777yayjhuoYI+2FC4cYvqo098JZ6aodIiI/1n1ipUe14zW214pVusoHG7CssXuCsngeO+CZF8bcNxrBhw7Bgns8i7y68iMnPZqN+tLqrHy9Yl8ncf+NlNdrVrF9yYV9NmB/zTZ7w2XnRWDkfudu1WKgXW/lLVAR6XrFSEoTnxK/bub50XzmPC8v/K9lmqPSexvzT59ouvQf5x7Qn/ueXzRE+G7Gw2Gw2/HuAr9600br2cm8EiqJCnuBlZ2fj8IH9knVqihk1qlZVKgXkk05xqIMR1h2UepyEUl1O/MzLlQih0DK5KvKn3Y1vR+jXheXh35EVq9ZI4o7FirHqMYEpNSsDcsG71oMvw1pHmjinq4GkiJtevFOyTJvNkoznPHr5CpxOJw5uWikse7xVWUrKfNZ+XmlrJO+BWi4DHhNN6VYikBMrq0JwPaA2jvnGRk5xR5utuuOdR7DsG3v3Cq5IK6TUyBqNMpbPrcDds0DCTMKBP9f4xw0qcrSep8wwKO3MVWqVa58QCNcjKSkpitJ//F9cXGBekYSbFyLshwmpGz8lcRM3MmmKj9Gp2eulpc2Y5ZKnzMP4TUYkRm7xAoCa909CZL0WwnKVWx7kJk5eF9WSY/8A0BcW+dhfeaxvQqxUUFD70Zd7LKgJ+4vzfHVL26VWV22DVpt4nCdOCRMk8Xe4VL6Pj40vDTBmHwA2nuKOMcfVwJVNi3Hs/UcEa7xenLA/11LBtV2W+6FmonZ4yNUDG4TPRi0sNUTCnVp1BSOEq866uNYtAL+JyXiqxUt/IOUTcXm5QiPIQ3WCdb8HpM+82vNXXhRc9obn0Nzzzoc7iL1FXlHJVn89UC3aors9vVas33PUjLMif9rdWDW+GwDApfH+6j0LDocDV49sF5ZZb8z3lVKPr7SpkCzU/8+1VvJAANj1aqaiEoEeRmuxVwZ4xanaOCaMjW5OCUOZI3THO08AyhUAqO65pLlt9apVWLRoEb788ktkZmYaOl84WLduHc7/pl2xwGhxDK3nKfuOZsE2Dc/exo3T3wxuHHDpWgKBQCAEzvXza17JEVv2PQyL0wW+5GFfb9JPCAT4L88HKC3jRjDq1g6oC9vRjboo1tE0DcorAICvR68zedIS9sVN0xJiI2UlBf0lHaxh0NIod+NfteYvVctlt4bK2NhQ3PjlUGVF6Fide1b07i8/4dd6TvhJmVzYj6uqHStOs757Z9TCUiXKgqrRFlSJshiy6jocDoXCiWEYfPvttyEnZsrJyQFTxnlynPjocSxSyVmghvzeHzh4WDLp1EoCWV6In3l3kAqVcHCWL61o8ikrPR6PkOAsOsKEPq3Ua3BXdvxlWn/uTu1qJFrn0lLM6AmNdrsdlEldGbzW6y0iJAs16FaenZ2NZ26VKr4eamtTeEn544K3HGxlRBxz77l6BVc2LZaMY5s2bcJPP/2ETZs2+cZGNzc2mqxRuuMdr1g1qrB7oFMjXPxjruq2v9aswYABA9C/f/9yz8hfuCMXJz8dq7otEGWkXCCf1Lsx4iL1lWV6jL27NfKn3Y1bmjbwvzOBQCAQQoYI+2FCnEHb5WFQW+RWb8SN30iJraZ1ArPsA4HH7Rth3rx5eOLJYQAAlmX8Cov8tcndrMWKiJqxVtVj5RNUeWiC3PXd6CRGLjRTJotgudx1yKec2bB2Dc6dk+ZK4NsUaII+MVYzJSQWa92S85xwubXvldtAHGl2djZSbNJJvl6Sxp3btwWc3IymKfz9f3dgw6Q7DCmotNxAx44dG9Lkl08c5Zz9GJxzHofr8hnDmZ3lFsuE2lJrpyuIKhZyeS4UIV2cwyCU8pmhUs/GCfKUqGKGyWRC7Trc+qQwZ9gvT/RGiQ5p1REfgDDDe3GVuRlcKVF6hejlpLDZbBj+5BO+fUXvFF/twxNAwjieThlSr5dpfZsbPhbghOk7u3cL6Jjygn/3L674BABwYu4TqQgfggABAABJREFUoGlaSB47dOhQdOnSBfPnz0eXLl0wdOhQZGdnIzWZGxu/+/En3fEu0Jj95ORk/PvJB1S3vTBxgpCzpDwz8nfu3BkURSnCunhCKaV4+eA2kkGfQCAQriOIsB8mxDHgLg+DqAjfBPmZHv6tREaE/SpR+hNQeYZ5IDBvAKOCV5e7++H2rl0BAO3btvUrLIonw2LEFt+rGi7x1WKk1yy37Dsvyt2n/TRe1iYBE/c9Ho8Hc1YdFlb36tULTzzxBObPny+sE4R9V2ACnbhU37cjOguJxSI06pmLcYsycusREym1tuvlAUhJDjy5GcB5scizz2shL5EmJpTJrxCHW1oET8EZAMazXVtl3iLK0nK+57KDwbCQJc/dJlkuC5OQHow3T7hISqwFAILlmVfqVavOebsYUfZUVvSUgoGWOxSP/eL8ITz+3MF79+opfL7j/keEz8XeuH2fG7/xdonHxVpx1oBqxvPCtMftUqyvDPDvfsHGH3Bk+j1gSovAMAyKioqwadMmRa3rhQsXYtOmTYiN4hTK8dVq6J7f6Fgr5tHBA1XXyxOmllf2eZvNho8//hhg1EOSQgkz+r/nRqBevXoBKWoXPt4BcZFmzA4gZwSBQCAQwsP1O1urZIitN2VuBgPac5aV2+wJhgQjqx9hX02Ql/Plkx0V6/xZBlkWGPfdTkz8eiOGDRvm9zsA4K531/hqPydU9yss8kKBXHARl4XTqlkvF8zk3gEWmdXY6CRGkTROJNC4WOW9GDFihDDZFRL0BRizP3uFb5IXJfJY4PtHL0SBt+z7E7Dk/XWuUDubvDxJ4bWCz+Q/c+ZMxbZgJ79qHgNG8w7I37UiWWk5sVX+g0daG2pPSnVpFYpg8xnIuRaeOUbhLZv2Ro0lHiCuAN3KKyN6cpzReGYe8Tv5x54zaF5X6oHlT2j8849lwuf1+08KnwtLufHF59VjvGFtU3zhO4HKdUIFDUb6XlSWEml67/6aNWtUj1m7dq1hJW2gMfuA9rjMysb08sw+n52djY3r/lLdZsS4wCNX8ngKz4NlWTz55JOGFUBdG9bE9pd7ISuAnBEEAoFACA9E2L8GuDwsUhNisP3lXljwWAdDx/gT4oxkGm+vYoXUc+MGgEtlwE/bT+KbvLMwJxqfhJy/wJUvM2IFE7Lxy9oilmP0ktOJkbtHyyfmgZZx46FMFsFy2SCyULGdZVmsX78egChmP0Bhf8vRi8JnsVBuEfpHz43fmLVJPombsXQfACBGReEUTF85nU5JGTaj2Gw29OvXL2gBXe18Yo+BQPIOyIV9uZKFF9SrRluQqFLlQo0vPl0gWT589krQfSUmkJwb4YYfk1jKJPEAKfYKofJ8GtcTb/Vrqblt7YHzmtvUkL9z8tdK7511Op147x2fEuzU5+OFz24PA5eHwf/9uBNAYMKnOCkspRu0oMSX7FMq7FeWEmla7z4AREWpJ7rt0qWLoKTdkrdD950MNGYf0P79psAGNUaFi7R66t8VbdAzC1Cv0gNIfxONEOxvM4FAIBBCgwj71wBecK0SbTHsCnitrKx6btwAcLzI176kIUrLqxYTJk4CYOwHPEIrQV8QgoxcKSCW017o3Tjg8/Ek1W8kWC6rWLh2lR7fq7ovXw7t2PFTAQly4nsszvGglcBQjJCgz4/ZUctDhL9PHw1qg+Z1q+D9fxmzWIvJyclBSkqKpAxbIIQioKvBewwEmncgQiakypUs/LJRN3Wn04nhw6VeMR6WkvSVOAzkeoF/XuUKtjIPN6YYDeWojHROT4Ctmv8KKEZYKLu3p85Kc3zoKUQdDgdcF33WfPdlX6WDpCqR2HrEpyAMxK1cPA5cLSkJaJzi31Px1yVZXZWqRJr83Qe4ElWjRo1S7NurVy8kJSXhnDfh5H+mTtcdvwKN2Qe0Pe/efWdmUGNUuIiS5bwZ0D4ZayZ0DygEx263o+xsfphbRiAQCITyggj714BgXHgDcasLhDXrNuhO9H7aFZgVS8Cbjb+spMTPjr6Jp9yy//tSn/sq4yo1JDxO/W0v1h88j4tFZRj/7XasP+SbWAfqVv+f+5uhfk3O/fpCCYt/LnHWMHtDrua2OLM9TdPo1KkTAGDL35w1Y/W6vwMSesXWfPFknI/ZP3HqtOa9MpKgT35eMXzEREZSPP73zK24r6WxMnU8fBxvqMmm+El6uMpR2WyB5x1oVFtaek8eXsJb+o0q4AS3Zxnivho1apQi0WNlh3/W5PkH+EsNJe63MnB3GFyK1RQ9p0uleUb0FKJ2ux3MlbM497+3cOpLToFakr8NAOc5JFaoyMNN9BCPNRcuX0G9evUwfvx4w+9rdnY29vyzU1ieFIIi9Vphs9mQnp6OdevWScYmntTUVNA0jWXLlqFevXrYsW0LAK70ntb4xbKsb6wNIJ5Dq5zoo0MGBzVGhQuLiZJ4hDxySz0kV48O6Bw2mw2jGxXjzLdTcPSdfsJ6iqKE30QCgUAgVF6IsH8NqEzCfvaTwzUFUqfTiTPmWkGdl4rgrGLFxUqXdzlqlmun04lZs2cLy6e/nMhlVzcwGX36i814Y8kefLvFiYnf+yakLZOrGm0+AGBQxxTMeMjnzvvm75wlv3p1PhzC685J05gzZw5sNhucTifmfzwHANcHgQi9Ymu+eDL+9/p1AIDVf63TvFe8ddWfK69WPCrDBu6aKkZNoA023n7p0qUVVo4K4OKZPxB5NsjfV37ZqGVPq+KAGI/Hg5MnT+ruU9nQyiXhe5bKvUlhxV+eFCNoKXqMwlvRS/atQemxnTCZTIhNawUA2Hj4ouR9PVuonlldjTOnTgifKZMFLMvirbfeCuh9W/5nrvC5f78Hy/099QfvadS/f3/Ve5Cfny+sZ1kWjJvrP8rCJepTG7/EYTNG8uT4I5Ss9+GAoijEiEI6gk2qOWHCePx7ZH/AxSn3aZrGxx9/XKm8PQgEAoGgDhH2rwH+4uTVCFdma3lZMT0rhlYsnhFoK2cdiI+L87OnT5EhdsHn6q9zn0ucu1F26gAYhsF7772nOP4RWenCM+cvYOPuQ4r9ujWsabj9QttE/c5bdHhhpkvnzsjNzcW8efPw2GOPCe32lHK13WmvwsOo0CsuL8j3idPpxMIFXAkpymTWvFdCRm4/z8n6Q+qeGvw1BWuMDSUhnphweQiEyr0t66BhYiwAwCV7XwN14+cFNj1MJhOSkq6v5FRC+I2iigb3/3q37O/cvk11/fjMRobPYUTR4w+5S7qb5fr1q41HJV4nF4vUM6urceigbzyizD5PA6Pvm9PpxEiRxwILqkLeUy3k44gRWDeXrJQycxVL1MYvcULMcAjqleEdiZUJ+8HmEhk3bhyOHj2KFStW4MiRI+UekkAgEAiE4CDC/jUgGMt+OKxMANA6uZpkmZ/YqAmkRTGBuXKLMUVy7u9xMf5dAnkrtljYt9vtoPhJsigr/zvvvKOYhCRHS/uTos3Yt2e3ZF2tOKumK6UeFrO4pjlvBeKWoyIj0bVrVyQkJEjaDcFCxCVvMyr0Vo/l7kXNOKswkXQ4HGC8Ja74igAejwc//70PK/ad8bUtiAzRPDk5OSG7Xocr3j6cHgKholUlgrdkB6KA8zfxfe655yTP0fWAWSgJKXPjFxRHFS/IBIvT6cQP3y1SrM9qXA1PdTeuwNJT9DSvWwWv3tfU8Hl4V29eCXVnRi2s2ndW2OfyVePC/ubNm4XPFC2N2zbyvsnfU4o2Vdh7qkZQHhVeYZ82R2iOX26JZT/03+SKtuwDUmF/8Q/fCblE0tPTkZubq3OkkooMSSAQCARCcBBh/xoQTI3tcLnxvzugFe5rWt0Xb+6tH68mkNJRVeSHG8berhsA4Pilq/o7wqfIOHfhkiDI22w23HvffdwOrG/SpjahdBWclSxTJgtYWVkol6ssKKuT2LLPC30stK3gNpsNL07kMmZTFmtAQq/H+1zcmZEorLPb7aD4Wsx8+T+zBW9uKsFj8zfhYhE3QeUF0EDLnTFlVzF8+HB4vH0ciqUp2IR4YtQsoTRN48yZM+VuNfSFl0jfVz4Ugq9zHgyX1nwufKZpGk8//XRAx8dHmv3vdI0R+odhwIoUcoxg2a+IVoUHh8MBxqV0iz9/qSDgc2m9B9MebI5HO6cGfL7MprUBAAmxVrz3p8/7qtBgzL7T6cQLL7ygud2IclL+nrIsU65l4/zhz6OCpml0795dopzsdWd3AMDD/xqkOX6Jk1EGo1iVY6RazbVG/Fv5fxMnSLyq5syZU2m8NQgEAoFwbSDC/jWgzE8GfDXClY0/MT4S7w/uhHoxXoHVbNEUSKtEW9ROYYiTbs6ivyn/op89gRXeOtJ7HQclMaN33dWb20Ek7KtNKJunp0iWKbMFYKR9fPbUyaDiv8XWG17I82cFf+ThBwEA5rgaOHjosGGhl7calVwtEtwobTYbnho5AgBA0dy9mj1njnDMxeIysCwrCKT+kka1YGQxqIUXEZHSGvwcNkSP45AtO3IPAYCLp62I+H3+ndu2XVqKa/7awwCAI+eLgz534d/fAuCe53nz5gXcXz2b+AS+ioKPWWZZ4M/lPrffUPM/VAbsdjsoj9JSHhUTG7bvCNYyzJf23H7wuGS90eoB/qze06ZN8/s88u9pwd/fo9jxN9wn9pZ72Tg91MYRMSzLonfv3nA4HIJysmPbNgAAR7FV8zrECpVwWOVPnDjuf6drSE5ODvaf9SnkPW7pM88wDA4ePFjezSIQCARCOVJphP3Vq1fj3nvvRZ06dUBRFBYvXizZ/sMPPyAzMxMJCQmgKAp5eXmGzvv999+jSZMmsFqtaNKkCX788cfwN97LXV6LzBO31g/42HAn6Ktn4+KDJ7/yb00rRqToOy+uWhjW7+dxOp2Y+dZ0AJxFXhwzWrWaNxGeV3jQUko0qFdXcV7WIxX2WZYJKv5b3O+FpW7sdF72G98uTnj09xn1fdTgkz99umC+pHzd3b25jPTpjRojPz8fQ4c+JjlGXKFQz9rkdDqx+q91knWW6nVQq98UYbkyCGjZ2dmYNm2asMxbjcs7fv/saS5h3quvvS5RNKw7GGSFChEMw2DcuHFBe0C8fE8TjL7Tju9GVFy2a7Gw2uuuLCGj+4WLnIKvEjxKQWOz2fD40EcV6/mwJwBBxzbzBCss/rhmBwBgzwWpwJ7zaHtDx/uzerdr187QebKzs7Hjs39j0TM9kJ9vXKlZXvCeRjNnKkvGsiyLiRMnIjc3V1BO5p8vAgAcOlukec4Ve30DejjCVCoiASkPn9dAgkzBRdM0GjRoUI6tIhAIBEJ5U2mE/aKiIrRs2RKzZs3S3N6lSxeJkOCP9evXo3///hg8eDC2b9+OwYMH4+GHH8bff/8drmZL+HBgG6x7oQfubJLof2cZkZbw1qzm4+Qb2BupWjH2nCzAgP9uAgDUT4hBn6zgSqD5S2YldpeV5w/gherbb7tV1zU8xqrsG7kbP2/pDzSuVO5Rce+sv7D2AFciTUswFpfDOnDGfzUCnguXLgPwKSp44fbSBU64ZM2cxYkPIwAAD8tKckDoufE7HA6Y4vWTFFYGYd/pdGLChAmq28orLtjpdGL3Lq6Sgzwx4rN32AEElo1brYTXzJkzsW7duqCExSrRFoy+syFSE2ICPjZcSDK6W6xCRvfJk18GUDmepVBo1LqjYh3v3cNnehcr5QIlGBdup9MJxxX13wJ5yUgt9PIIBOqKX9ljtG02G/r166eq3GBZFqNGjRLev0vFZcK2Y8eOqZ4vPip4bzc1KioBKaDu4cGyjNBXJpMJI0eOrLT3lkAgEAjhodII+71798Z//vMf9O3bV3X74MGD8fLLL+POO+80fM53330XPXv2xKRJk9C4cWNMmjQJd9xxB959990wtVqKiaZQp6oxV0s58iz6cs798O+AJgxWIQO+ekhB7/fWCJ9NNHCfSNjvnBKHRzulqB2mwF/4AReTzgnmfFZofsLJW7qjo6N0J5RiSzoPyygt++JzG8Wi4lGxOI8TcrYeVQ9RiBYpZq6UGI/rPnWOOx/jErlVejw4fZJz9XRevIp1B86J8xXi5MnTsnJQ2v1tt9thjtNPAlcZ4qy5SgzqeS1omi6XuGCHwwFWJTHifocDu45zSplA6rBz1yQrUccwQnjC/Pnzw9Ty8uOwKKN7bEvf+MDfuZIS//k6KjNqXjIlbk/YKkbUiI3wv5MMTjlaolgfaBU4NaVpsEk1Kzu8ckNN4BcrD8+dOCqsT2vYRFWBE+zvtx4VldhQNT+KpwwbNmzAihUr4HA40LNnz3JvF4FAIBDKl4rPAnUNWb9+PcaMGSNZl5mZqSvsl5aWorTUl7ipoIBL2ORyueByGc+GHCgmqAs/AHDq8wkoPb4be/fuRWKiMa8Bi3cie+LMOeTmOpCenq45yXOcKUKU6Em4PSMJ2V1SsXD9Eb/fU3C1VLdfEhMTMeXll/DRMYAycwntZs+ejcTERLicnJBLgdU9B60mGCos+4z03EbvlU5s66Vi3z3XOl/B1TLD37X8GNdmtsz3fJlMJiTXTQLAxYk/8t+/MT71OAAudKH33Xdj+uTxALjKCYzHDRfU25yYmIg7m9mwVkcG87jdcLnCK/H76yM5qampoChKVeB//fXXA7t/QZKamip4g1CiJJaPLy0G4C2tSAV2Tafmd0e1nqNw6a/PJdsYhsHIkSMxb968a35d4SQtLQ0AV/VCokTyWqyvFBSE9XoCfY5CJULFgH61zIN33nlHtWJEIOMvAGxYs1J33FUjNTUVV/d+j9hWvSXrq0ebFf0TSD/l5uaiQYMGsNlsAfev0+nEgQMHAr6W8mTIkCHIyMjAbbfdJrl3JpMJKSkpOHz4MNatzEVcWy4pbJ1RCzB81CD06NFDck1l3r6pnxAdtueQb0N5v/uJiYmYM2cO/u/7JYhtnQUAmD17Nlq1agWg/N83f1SWdhAIBMKNxg0t7J86dUoxOUtMTMSpU6c0j5k6dSpeffVVxfply5YhOtp/mblgOXwF4G9H75qX8dtZaaZ8mqZx5MgRLFmyxND5zpyiAdCYOu1NXN7wLSiKwqhRo0SafOmt35W3FQA3+923dw+WXN6t2EeNgwccWFKyX3efpJoJwDHAbI3E3LlzkZCQgCVLlmD7aQqACWfPnPF7XU83oTBrt2h2LpuM10isg9dE5zbKstxcILa35na+NJGyRBHXNxf3bcKnn+YZLKvGHWOpyj2TNE1jxIgROHTAAXFfP/vsc0ge+x0Arr71uAkTUfepz7j2/v67bqx0uq0W1jq0t//xRy4iQ4gYOXfuHE6ePImkpCTFNQdSxqlbt25YsWKFZN2jjz6KjIyMgO5fKNgbpOE4AJgswr34RbT95HEnliw5qnG0kicfvgdz5kxSTY7GMAx++eWX6678Hv9cUhEiiyfFWQuLi4uuyb0KtBxYsBw8x40/Ys6cv4ilKjHg/sdf6Vh5+qtJ6DV9p8q465977NFYKVtXWOJSfLf/fvK1qaioCMuXL9d8d7XIzc3F7NmzwbJsUNdS3owcORJz5swBwzDCO71jxw7s3LkTl9d/Kwj7tCUS5loN8MUXX6B58+bC8QcuA4AZRUWBP9sUTGAhHZzFbdixY0eolxcwiYmJmNy3Hb44dAH12ZMwmWoE8RyVD8XFwSdEJRAIBII2N7SwDyiT7PCTFi0mTZqEsWPHCssFBQVITk5Gr169EB8ff83auetEAd79ZwMAoOutnbH0x3/AeCcONE1hzpw5GDJkiOHzLf9qE3DmIuB1nWdZFh999BGef/552Gw2zM1fj90nrwj7N2ucDuzhrMvNmjZFVsd6SGp2CY8t3IKiMu3qApMf6eE3Y/iFojK8snUlGNAYOGiwkLjq8qZjwKE9SKpdG1lZrXTP4bx4FbN2+0IPOrRvh92+EExcYSMC6h+As1j17dsXyeO1hf2ePXsiNzcXPXv2hMXii+ectf0nOIqj8L+ffsQ3//yBOXPm4LHHHtM8j9vDAOv/AACMGT4Ut4x/QLC0HThTiDd3+BLriWP2KZNFmECaaQp3352le03dyzxY+NqfmtvvyuyF6IjgXvv58+dj5MiRwkSav2aXy6XaR1o4nU6sWrVKso6mabzyyivlajl8bj1XJaL2ndlY+s3bsNls+GXyMmF7Wmo9ZGU1MXy+rKwsPP/889iwYQMGDhyo8Fz4+eef8eabb3JeBdcJfB81bNIMG3/naq3T3rrt6fXrIyurud7hARHocxQqlt1n8KkjT7qSVn83Ro8erTu+8P3Ew3hDROTjrhHa3toDt85YLVlXylDIyuLefaP9JG7T6dOnVd9dPfjxkX+Og7mW8oZ/B/ft24fjx4/jX//6FywWC1q0aIFXXnkFnqJLMMVUBQDQJhMGDhwouZYNhy4AuzcjLjYWWVldAvrul/OW4/JVqcfZgQMHKryv5s+fjy1vPYFNDINFFIWpU6di7Nix5f6++YP3oiQQCARCeLmhhf3atWsrrPhnzpzRdcW0Wq2wWpXCq8ViuaY/iLFRvvjOCIsZ0VaLUAbo+++/R+/2+onw5JQUc4I8ZfZdi8fjwZEjR5CWloYasVYA3D5XD23GA/eMQlL2bABA7p4zyL6tATo0qIlvhnfCPR/8pfk9SdX8l6qKjfIpV1jKBIs35v2rTZwb/7GLV/32bZUYqeC0u6yGZJllWZw+fTqgiVV+fr5uiapht9cX2iW+/06nE9u3bUV0oy6AN7nbqFGjkJWVpfn9paKwg6d7t0IVUSKoiyVSZQovTAFcUkOThXs2TDTlt5/8bbdGRAj9HwhOp1MQFgBIrpl/n4y+I2r9zjCM8GyWN2UMVL83d89ZvNE3sHc+LS0NaWlp2Lp1K9566y3JNv4a7XZ7SO2tCNq0aolF+fk4cOAA/i6Ix5x1J2Eyma7JmHitx1qeKKvyOxjKBJqmJc8nTdMYM2aMZpucTieK969HdENR5QTR+y4ed40QpxI2zrDKdzuQftJ6d/XGS7X3NNBrqQjS0tJgs9mwZMkSoY/S0tIwb948vLLF5yo+7vnnFddBe0v50QbGWjkRZhMA331vXDuuwvtJPm6zLIsXXngBJpMJzz33HIDye9/8URnaAABLlizBnj17KroZBEKlY+3atQDIO1KZOHz4sKH9bmhhv1OnTsjNzZXE7S9btgydO3euwFapw2fPBzihLtJiEoT9WrVqBXy+OjVrAPmnQVsifecVJa8rKuaSQF3e8B0urVoAU5xPeD5T4Isp1ysJmFrdWA1wq+gcpW6PkM1+z0lOk7/31BXV48REqwXYimHZgK0ofAKjyxu+RZWO/RTbn+/VEGCVygCt5G563/9zni+zeYzsWtqmVJMsv//BB3jTW/rYFBGJf78+FR8eCb5ut5hgE6irZXbmrzmQOGbA1+/y2NrySMwXCGevlPrfSYPnnnsOM2fOVAiN12uZq/ap1WGz2WCz2bB75QEAJytFssdQ6JxeQ7HOxQDz5s0TEvTRNI158+bpjisOhwMlR7ZLhX2RVwdFUQE925ERyve8ZXJVw8f7vtfXDK13V++6rpf31CjZ2dl47+jvKCjllKvt2ndQ7MP3VzCVJsTJav/dpym6Nwr8dzvcqI3bADBx4kQ8+OCDFdCiyktpaSlMJhMmT55c0U0hECotNE2Td6SSYTKZJLnm1Kg0wn5hYaEkY+3hw4eRl5eH6tWro169erhw4QKOHj2KEyc4oWnfvn0AOOt97dpcffshQ4agbt26mDp1KgBuwn377bdj+vTp6NOnD3766Sf88ccf+OsvbUt1RWEVZeOnKUqSnT8oAc0bYxvX5m5cyJ2jyMR8pYiLjys7ycXbM6W+eLkJdzUWPusJmLv+WoacGkf81l82m2iYaAoehsX4BSswvJsd7ZrUD+hyrDpKBwCg6MAnoTabDdOmTcNLb89VFfatZhNcLuVEyW63C5Y7cXI3ve8X30OzrE/Fih4AuOOOO/DmwX8AAB9+NBddmqbhw5mrgq7bLSbYcmlqE/9gM+fz2bOHDx8Oj8dTYVnC6yfE4NA5X81trQoBwaB2jSNGjKhwl95AeaB1Xfy47ThOn7uAFSsOw263hyQQVSbk7x0QXAlUu90OVpZBX55Rf+nSpYbr1EeYaImgDgBzB7UNuF0RJhqlbu59DUZoryzvaTjhBX0AGPCvf+GDl56W3Be+HKxeqJ8WYsX4kE6pwTcyjNjtdtVkqAzD4ODBgxXUqsqJ1WqFx+PB559/joyMjIpuDoFQ6ViyZAkmT55M3pFKxJ49ezBo0CBVj3QxlUbY37x5M7p37y4s83Hzjz76KBYsWICff/5ZEmM4YMAAAMArr7yCKVOmAACOHj0qKTXTuXNnfP3113jppZcwefJkNGjQAN988w1uueWWcriiwBBPMhmWlSwHM6WevzZf+LxixQpFJmWLNRJAsVCvni3zTU7FVnQ9yz7LeDB8+HBkZmb6nQCaWA88oJF71I3cT/dgsn0FgNqGr8fI5CuYSWi7du3AuN5XrG9aQ/u6bTYbbuvSGVsLOGHfyCR49f6zhtvUtGkz2J77GgAQHVcVbu8kPZC671oEU/sb8E38n3zySUkM79KlSwPOlQBwVrbMzMwKzfI9olsDTPhuB7o3qgkAgmDE8+IdyVixYgXsdntQ7RNfY0pKSoUk6AoVXuk49c23cGntV6BpGoOnfQEgDiqVzq5bGiXGodRVhntqXsKwJ5Rl9/TGOJvNhpdGDsQcUfES94XjwmeWZQ2PkwA31kVZTCj25kppmBiL2lUi/RylRCzsByu0V4b3NFw4nU4wZSWgI7i+ZClacV/yz3PKv8vFZZrn0SIc43O4sdlsmD59OiZMmCBZz3sZXY9j0rUmIyMDbdq0qehmEAiVDt51n7wj1x+VRtjv1q2brmVt6NChGDp0qO45Vq5cqVj30EMP4aGHHgqxddceseW6zM0gSiTs7zx+Ga3rVVM7TJN3+rfEmG+2AwDS09PhcHAp2m02G37efgK7T3st+UJ9et/3i+PJdScwrMeQO6jT6cTVoiswRfsqDIx4+lnUfW5RQNd0LbDb7aA80ond6YWjsXrjct3jUhvYsXXbcdze91HM/maG30nwb/9oV4DgJqHFoCO4ag+M6D0ocTNwe7hlcxikq1CMsZmZmRIrEcuyGDZsGHr06BHU+Xi38IqCV2pddXFClVjYv736FYzo3RaMxy24chu1zIrhr9Hlcl2XE2t3qbeOo8mC+A4PIqpBO/y8ZCnib3koKOtnZSW+5BR+eOlfWKXi8mxkjJs4cijmvPArAKBor9JzzMg5xIiF/WDfe4uZBryefaEI7RX9noYLh8OB4n1rEdv8DgAARZsV9+Xln3YBAE5cLtE8jxbhCLO6FowfPx4URWHChAmSsTs3NzfgECwCgUAgXH9Uzl+nmxBxvJ+bYSVu/K2CiNdsXNtXOSAlJQU9evRASkoKcnJy8OxX24RtrMcNypuh970BrTC2Z0NJfKj+RJMy5A7KxbhLBerIhrcKn3s1qbgJh81mw9tvTpWse/XlF1EvOVn3uB+2cZa7HWc9qFu3rt/vyUji7oc8Xh/g+ufUFxOF5ajUVsLnUpcHxy9xAtepAmMTULGyRk4oAppa/CfDMJg1a1bQ56xIeIXaVW+oRqlX6Kcp4ItJA8F4OK8X3rrrdDorpqEVSFHBJQBcoshq3R9DZL3miL+FU55e7zH7Yn7/Yo5mss5A49Qpc4RiXaDnEHt2mYO0GMsVtTabDd26dbshBPdgsNvtYEt8+WEok1lyXzxMaGE8lVXYBzhPSPHYz7IsRo0ahXPnzlVgqwgEAoFQHlTeX6ebDPEPsYeRuvFXi1ZOHv0hnnhQUZxFnRdaxLCMR8jQ2zaBxbN3SDOFi+PE+7SqI9lGR8Zi6tSpfiePdrsdrMclWcdnPebO619YvpY8MfRRyfLdfR4I6PhdJ/yXDOKTEdarEaPYZrfb4RG5/Vrr+mKhSlwevOK1Nhnlj7Fd8dtztynWP94ltMzQfPynnPfee++6nDTywn6J14LKl5iMoLUTmt1sJNXkkthRFmU82PUesw8Aq8Z3w7DmESjctUp1ezBx6nzSTh6apgM+h5nyPX/mILUqeiFYNyM2mw13Z94hLNOWCMl9eWnxzpDOH1GJhX2tBKsnT56soBYRCAQCobyovL9ONzGsLGafDmKyVz3GpyCgI33l8TweaZk3poSLUWQYBu+9957iPPGRZvRuVht3ZiTi3f6tsHq8L6+CKaYaXnjhBeTk5Oi2xWazoU5iTcm6IYMG+dpXwTKDPPlfiopArkdRqdv/Tl54oV+MzWbD3DmzhWXa4rt3JS7GsEWfp2acFeuWfIszX00S1pkoFi/fa7xmvBo2mw3PP/+8Yv31OmmMlLnx85a9CLNJkvsDuL6zkIdCrRpc+JClijK/xp7du8u7OWEnpUYMLCfyAEitujRNY9GiRcjPzw84fENs2adpGhs2bAjoHDk5OXDs9fXtuTNnAvp+nqpRgSuJb3Ruad9O+Dzznfck9+WrjcdCOrfFXHmVX7Gx6iVy/SV1IhAIBML1DxH2KyHxURZJzH4wlh2xsA/Kd5tNIkHSU3QJrjOHhOV33nlH4apMURTmDGqL/z7aDhRFgb56wdeuqrUNuzgn1UqQLHe51efGX9EGQrEypUNtEy6d1Y6vV+PvzdsMu3hnZVTDihUrFPs/8YRv0jl6+OPC51K3B1nNjScyBLgcAMOGDcPVoz5LldvDhMUN/bnnnlMVhJOSkkI+d3njc+PnhH0+V4Lb7ZLkDwnGMnujwCsdW6uUKVu+/M/rPrTB6XTihRdeUKyfPn06+vXrF9Q9p73Cvslkwrx589C+ffuA2jNs2DBJNv/9+/cG1c8zH26J+jVj8N6AVgEfe6OSXssn9MbEVw3rufXCpyqawsJC1fX+yjURCAQC4fqHCPuViCn3NsHdzZOQ1TxJ4oYfrHtg7Xgu6zAv4JtMJrzw9n+F7ScXPCvZ34irssPhEMr0eQovGD5Obj1ftuOo8LnMYyxW8tX7mhraLxSW5y4Vchvo0bh2nPB55tZS3WNOiyzzn0wYKMmfIMZWjSuXmFjDl4yxxMWgjTc5I5813h9qLpsUbQqLGzqfld/kDcMwmUyYPXs2EhIS/BxZ+ZC78fPC/pWCy4pkoZmZmeXbuEoC30dq3issw1z3oQ1adchNJlPQioyMZi2wYsWKoLwC+PawLp8QxnrcQfWzPTEOy5/vVuFhUpUJcX6YXXuCU6Jo8dLdTdC4dhym9m0etnOGC750qpjrVUlLIBAIhMAgwn4lYmiXNHw4sA0sJlpizbcEGXvJu3+//vE3wuSz2x29fDu4pFp9I67KmzdvxumvJqFo31qc/Wma4ePkNa2XH7gsfOaFLX/8q0M9zW2fZwdfTlE84aMiogx5KwxuXV2yrHfMok0+91D31SLN/flEjJev+vIbHDrqxIWLlwAA1WKMueWqTewAhM0NPTs7G/n5+cIzJS6JeT0RpeHGz6okIbzehdpgsXoThboopdWSosL3TFUUWu/K2LFjDSn91GAoU9CJ8Pj2iIV9sMx138+VBYqi0CyOS3j6wew5Qd9jNepUjcLvo2/X/Z2qKG4kJS2BQCAQAoMI+5UUsWt5qIl/3l9zAnFpLWGz2RAX6UseNfv9mcJE10giKt7ltez0QZxbPFWoJT1t2jS/E1vGrV23uMRtTNjXKwOYGhV4qSQeviwhANAWzhvCn7fCmVNKV3+tY2rE+uIiWddVzf3jvW6gYmE/d/V6zMj5hmubwXgH+cROvD5c3AiZvXkXdTfDwuVhIBjzWamwf7PG6wO+PipxK71vet3Z87q+/4DvXVFLPBlsFQa+qkMo7YEooWnL5s2u+36uLDidTmxYtxYAV3pP6x4/1iW1Alp3bblRlLQEAoFACAwi7FdSJJb9IEsviXl18XasWLECJ09zyZ7qV49EWloapk2bhtzcXEMup1our+3atVPZW4rLa9FW43KxS3ObGL2ycaFYaOx2Owp3/sG1ZcO3APwLeHXr1lGs0zomWlRujykp1NyfV8Ts3HfQd2x6B8Rk3A4AKLlabOh6AN/EjqCN+L4Ul3kEy36N6tUFRQlN04YqTtyo8ML+lRKlG3+LlpXPXTkY9EI0gqnCUOpWL+FnlOzsbDz0QB9hOSkxUTXPByFwuDKw3O8NXzVB7R7Xqx5d7m0rD24EJS2BQCAQAoMI+5UUSem8MGSw23GyCD169MDAQYMBAHv37EavXr0wceJEHDp0yNCPv1bcnxGrZ/Wq8Zrb+rYNfeIRSi10m82GaQ80w4lZg1B67B9DXg6pdaVJ8/SOKfV6LthjSiRulPL99+zcAQBY9/cm1e8sLPBf4k9+XQRtLCZaKC1Z4vIIMfvx8bGYNm0aaJoGwzCGKk7cqER6Q4jcKjXIb4TSe4BXAGTV84bQNG3Yq4PP49GraaKfPf1TvaovJ8hvS37RzPNBCAy73Q4wUmFf7TfsxniyCQQCgUAgwn6lJdZq8r9TELDezPysh7PUsSyLkSNHGhKS1eL+jGYpr15FvfQPANStGmWk6X4JpRb6E09kY+2KZZg5cybWr1/v18uhfWo1ybKeZ0SZ19KXnpYqcaMU7+90OvHz4h8AAJRJPatz1apVDF8Pz2fZXBb1uYPbBnzszQBvzZ+5bL8g7DMeDyZOnCh4sYSiSLreEZcAlVPRJTPDhd1u11SoTp8+3bDS7PMnbsH0B5vjpbtDK3EJAJGiHCest1wqwzAYNmzYTfkchgubzYZed9zBLZgskt+w5Oq+36EyT2jeGQQCgUAgVBaIsF9JiRXF1gfLjIdaKFfS3HlZxueWyzAM1q9fb+ic8rg/o9mmzSpJsK4FMTExQR2Xk5ODjh07YuzYsejYsaNfCxpFUcgdw7nXV4u26AoEvFuv1UxrulE6HA4wvHupWV3Yj4/TVphocZu9JvKn3Y3MpoGV77vZ+GbzMfDGa4/LpQhXCUWRdD0TFaEn7N8Y0r7NZsPHH38sEfgpisKbb76JcePGGT5PQqwV/dvXQ4w19LFbrGRhRTkkGIbBhg0bQj7/zUyb1tzvYp+H+gu/YccvXcWxC758KvnnjYdMEQgEAoFQmSHCfiUl1hp6zd5+7ZIV6yg+aRsTWhKpQOP+LBpJBiffE7oVTExRkXZuAC2E2tYBWnL5a3L7KR3IC/sROlUV7HY7KF4BY1bPun+jCFeVFd7KbzLRQYer3GhEmrWF/XCEF1UWsrOzcfToUSxatAiLFi3C0aNHMX78+Aprj7hUaWyzHhXWjhuR7ce4SjArj7lhs9lQ4vKgy7Tlkn2W7zlTEU0jEAgEAiHsEGG/ktKnVR20sFXBsz3CK2BQgmXfJ+xTFIVOnTqF9XvkaCUZ1BOA/eEpuiRZDlYgU0s86PF48O233+oK/GbvNflz+fRZ9rUFJ5vNhkGPDAAARNbNUN2HCPvXFt6NP//QIcnzEEi4yo1GfJS2lTpv29ZybMm1x2azoV+/fujXr1+F32ut8AmKotCxY8dybs2NxV8HzgmfH531O75bu0exz9heDcuzSQQCgUAgXDOIsF9JibGa8fPTt2Jsr0bhOyltFpIS8ZZ9iqLw0UcfXfPJrZZlPxTxtVVtrqQdU1IYkkCmV2s7PT0dubm5qsfxJRHL3IyuUuCbTUcBABeKtcsPAkC322/T3S4uyWcUp9NJMnkbZMWKlQCkbtM0TRvK4XCjUjVa3csEAP7388/kubpGrFqvTNJJURQ+/vjjCldE3Eiscnrw/IffS9b9q0M99AtD0lgCgUAgECoDRNi/iaAjogBvgr5bu3RCbm4uPv7443Kpt1sSQu1pNWKtZnzy7L14pE1NzOhZM6D8AXJsNhumTZumuo1hGMyZM0dVqFn09ZcAABZASmqaZpz/6YJSAMCvO07qtoP3cjBrZD77eftx3ePl5OTkICUlRcjkPWPGDCL46zD9o8+4D7IY6WBCQ24kuqTXUF3PMDdnHoNrjdPpxP9++EaxnqIo3TKBBGNEyLzMohpIS8dmNk28oUJUCAQCgXBzQ4T9G5y3bo8UPtPWaID2xex37doVCQkJ5dKOX3eqC7qBzql+eeZW3JqegK+e7IiacVa88XAH9L+7R8jWrnbt2mluYxgGBw8elKxzOp0Y/ewzwjJLmfzG+acl6CcP5D0F1MqcAUDDxDjV9Wqo5SGYMGECKeGlQ/U7hwGApAzbzRqrL2btgfOq62ngpu+ba4HD4UDxgY2K9QzDEOVKGDBBP+zKdKOUmSAQCAQCAUTYv+Hp2KIRPIUXAAB0TFWYq3A1oC9fvFiu7dASYNetXRvQeZrVrYLPn7gFzW2Bl6HTQ8uVH+BcuRs0aCBZ53A44HGVCsuUyayasV0sOHasr24h5dEKdQCA9IRIPJxSZtgqr5aHgOdmLiVnCG+/3cyx+ka4665M0jfXALvdDrakUFi+uPpTAETxFC5aVXPrbifCPoFAIBBuJIiwf4Njs9lQI56zKCcNfhtVOj4EANiet7Vchb2EWKvq+s8/+6xSCJ02mw3z5s2DySRNjGUymTBy5EiFUGO320GD9cV3my2qk3GxkmNo51TdNlh0khWumNQbQ++/07BVXk95Ady8peSMwWLRokUhhYbcDPy2dBnxELkG2Gw2zH7vbWG57PQh0DRNFE9hYkxWc8lyiXO3ZHnJkt/KszkEAoFAIFxTiLB/E1A1NkqxzlytjsI1/VqS2TRRdT3Dsli/fn25tUOP7Oxs5OfnY8WKFdi4cSNWrFgBh8OBnj17KvbllQOUNwdCfIteqpNxcVk+qviCbsz8H0t/12wb4+asUUat8lrKCx5iJdSmQf20SpGRvTLivuJz6bfWzSAeIteIYU/4lExjJ0zCkSNHiOIpTKQlS99rtrRYsjzri5/IM00gEAiEGwYi7N8EVI+LVqyzJjVUuKZfS0Z0bYD7m9VA6Ym90g0siwEDBlQaC6HNZkN6ejoKCwuRnp6uK/CJJ99Vbh+iOhl3i1zpMxo30oyZdzqdeOtN9SSBHD6lgVGrPK+8WLRoEYYPHy4I/sQ9XZ+k2uqKKQJQvHeNb4GiiYdIOdCr+23kXQ0jinKvMoVoyfG95JkmEAgEwg0DEfZvAmpUUSaGaxVfXK4TyEiLCe8O6ojM5nVlW9hKFUMuz2A/f/78kM4ntuwzbq50ntr1OhwOMG790nw8gVjlly5digEDBmDu3LlgGAbjxo0j7ul+oEkmbglzB7cVPlMmi+9zRBTxELmGzBnYBk91b4Db7eWTRPVmIUKWGyUqtbVk2X1yL3mmCQQCgXDDQIT9m4A4q1mx7rnercq/IQA6dWgvWebz11UGC6FaBvtRo0bh3LlzQZ9TkphQVNJNfr12ux0UoyxP2Lw6i3TGGZRVXn49LMvinXfeCfZSbkgykuIV64iwL6VBzVjhc5vb7sDFZR/CU3wZl1fkEA+Ra0jv5kkYn9mYlIELMxaTdn+WHNtFnmkC4QZkwYIFqFq1akU3g0CoEIiwfxMQG6kU9nvf1Stkq3UwKFwovVQGC6FaBnuPx4OTJ9XLBhqBd+NnPdIM0PLrtdlseHXKy4rjf5l4L/6cMSIoq7zW9VS0UqUyMX9oe4y+0y5ZR7JxSxELRzZbMnb9PA+fPpAEx4Zc4iFCuO7Qe7+btWhJnmkC4Qakf//+2L9/f0U3g1COTJ06Fe3bt0dcXBxq1aqF+++/H/v27ZPsM3ToUFAUJfnr2LGjZJ/hw4ejQYMGiIqKQs2aNdGnTx/s3SsLSVbh+PHjGDRoEGrUqIHo6Gi0atUKW7ZsCei7wwUR9m8CoizKJG3uq4UhW62DwWqWt4WtNDHkahnsTSYTkpKSgj4n78ZvMZv8Wucf6f+w9NiCs8LnYKzyatdD0zRiYpRhHTcrtatEYvSdDSXrCouvVlBrKicxIs8gD8spprp3717h7yuBEAx6nhJmqzKZLYFAqNyUlfkPgYyKikKtWrXKoTWEysKqVavw1FNPYcOGDcjNzYXb7UavXr1QVFQk2e+uu+7CyZMnhb8lS5ZItrdt2xbz58/Hnj17sHTpUrAsi169esHjUXrj8ly8eBFdunSBxWLBb7/9ht27d+Ptt99WeJf4++5wQYT9mwA1a7rnyrmQrdbBEGOVCvvPjBpZaWLI5RnsTSYTZs+ejYSE4GNmeTf+yAiLkOlf63qtFul9MsfXlCwHapVXy8jPMAw6duxYaRIiVhastM8DIu9EEekfEeKymcTngXAjU1RSplsxhUAgVDzdunXD008/jbFjxyIhIQE9e/bEzJkz0bx5c8TExCA5ORmjRo1CYWGhcIzcjX/KlClo1aoVPvvsM6SmpqJKlSoYMGAArly5IuzDsizefPNN1K9fH1FRUWjZsiW+++47ANxcymaz4aOPPpK0bevWraAoCocOHQIAw+1avHgxGjZsiMjISPTs2RPHjh0z1BcHDx5Enz59kJiYiNjYWLRv3x5//PFHwH16I/L7779j6NChaNq0KVq2bIn58+fj6NGjEus6AFitVtSuXVv4q169umT7sGHDcPvttyM1NRVt2rTBf/7zHxw7dgz5+fma3z19+nQkJydj/vz56NChA1JTU3HHHXcoEqP7++5wQYT9mwCLLCHR8XnDhM/l7dIt9zL44L13sHTp0nJtgx7i8nv5+fl47LHHQjqfx+tGbzZRsNls6Natm6ZF9NLZ07rnCibUITs7G+vXr5dY+CtTQsTKgNPpxKX9myTrSP+oU+rW1mQTCNc7Wz+ZrFkxhUAgVB4WLlwIs9mMtWvXYu7cuaBpGu+//z7++ecfLFy4EMuXL8eECRN0z3Hw4EEsXrwYv/zyC3755ResWrUK06b5qiK99NJLmD9/PubMmYNdu3ZhzJgxGDRoEFatWgWapjFgwAB88cUXknN++eWX6NSpE+rXrw8AhtpVXFyM119/HQsXLsTatWtRUFCAAQMGGOqHwsJCZGVl4Y8//sC2bduQmZmJe++9F0ePHjV0/M3E5cuXAUAhUK9cuRK1atVCw4YN8eSTT+LMmTOa5ygqKsL8+fORlpaG5ORkzf1+/vlntGvXDv369UOtWrXQunVrfPzxx4r9AvnuUCDC/k2AVW7ZFyWK++yzz8pVqCkuuChZZlxllU6w8ieUB4LL68Zvpv2/asfyD0qWi3avFD6HEupw+PBhEruvg8PhAB0jHfxJ/6hT5mb870QgXKcUOzYA4BSiw4YNq1S/SwQCwUd6ejrefPNNNGrUCI0bN8bo0aPRvXt3pKWloUePHnjttdewaNEi3XMwDIMFCxagWbNmuO222zB48GD8+eefADihbubMmfjkk0+QmZmJ+vXrY+jQoRg0aBDmzp0LABg4cCDWrl2LI0eOCOf7+uuvMWjQIOE7jLTL5XJh1qxZ6NSpE9q2bYuFCxdi3bp12Lhxo99+aNmyJYYPH47mzZvDbrfjP//5D+rXr4+ff/45oP680WFZFmPHjsWtt96KZs2aCet79+6NL774AsuXL8fbb7+NTZs2oUePHigtLZUcP3v2bMTGxiI2Nha///47cnNzERERofl9hw4dwpw5c2C327F06VKMGDECzz77LD799NOAvzscEGH/JkAu7LMiwY9hGBw8eFB+yDXj3Knj0rZ4XDeMYKU2MfQwvLDv3wG6UUNp7HjxgY2gKAqLFi0KOtQhJydHVUNMURTOnDlDJrPgchswVy9L1lWGhJGVkTIPEfYJNwcMw+C9996r6GYQCAQV2rVrJ1lesWIFevbsibp16yIuLg5DhgzB+fPnFfHZYlJTUxEXFycsJyUlCZbV3bt3o6SkBD179hSEvNjYWHz66afCnLl169Zo3LgxvvrqKwBcjPiZM2fw8MO+/EtG2mU2myXX07hxY1StWhV79uzx2w9FRUWYMGECmjRpgqpVqyI2NhZ79+4lln0ZTz/9NHbs2CHcK57+/fvj7rvvRrNmzXDvvffit99+w/79+/Hrr79K9hs4cCC2bduGVatWwW634+GHH0ZJSYnm9zEMgzZt2uCNN95A69atMXz4cDz55JOYM2dOwN8dDoiwfxMQHSHNxs+U+OKFaJpWxJBcSxrWT5Ussx4XKIq6IQQrNddPl8fnxu8PudXeZInAxx9/jH79+gVl0edL77Esq9jGsiz69+9P3FXB9XvbFk2FZabsaqVIGFkZIZZ9ws3EO++8QxSiBEIlRJxo+MiRI8jKykKzZs3w/fffY8uWLfjwww8BcFZzLSwWi2SZoihJ6WUA+PXXX5GXlyf87d69W4jbBzgh8MsvvwTAufBnZmYKeZ4CaZda4lAjZVfHjx+P77//Hq+//jrWrFmDvLw8NG/e3FDSwpuFZ555Bj///DNWrFjhd16XlJSElJQUOBwOyfoqVarAbrfj9ttvx3fffYe9e/fixx9/1D1PkyZNJOsyMjJ0lTBa3x0OiLB/E3B3C2k2edrDuYiYTCaMHDmyXIWaKFkSOl7Yvx6RTwLVYuEDsezLmfbmWyElLlQrvSeHxO9zZDT0ld/73/C2lSJhZGWkaZ0qFd0EAqHcuFG8zgiEG5nNmzfD7Xbj7bffRseOHdGwYUOcOHEipHM2adIEVqsVR48eRXp6uuRPHKv9yCOPYOfOndiyZQu+++47DBw4MOB2ud1ubN68WVjet28fLl26hMaNG/tt55o1azB06FA88MADaN68OWrXrq2bOO5mgmVZPP300/jhhx+wfPlypKWl+T3m/PnzOHbsmN8qXCzL6rrbd+nSRVHmb//+/UhJSQn5u4OBCPs3ATFWM5aNuR0A0D61mpCAzuFwoGfPnuXalpPH8qUrWBYMw1yXEyo17Zt8cijE7JuMvWq32X2Z/2PiOMHK6XQGlSFarfSeGmRCC0SKlFAtG/n/QbjZWDbmdgzvWh+v3NvE/84EQiWnce04/zuBhPMQCNcDDRo0gNvtxgcffIBDhw7hs88+U2TJD5S4uDiMGzcOY8aMwcKFC3Hw4EFs27YNH374IRYuXCjsl5aWhs6dOyM7Oxtutxt9+vQJuF0WiwXPPPMM/v77b2zduhWPPfYYOnbsiA4dOvhtZ3p6On744Qfk5eVh+/bteOSRR/waeW4WnnrqKXz++ef48ssvERcXh1OnTuHUqVO4epUrr1xYWIhx48Zh/fr1yM/Px8qVK3HvvfciISEBDzzwAAAu9n7q1KnYsmULjh49ivXr1+Phhx9GVFQUsrKyhO+64447MGvWLGF5zJgx2LBhA9544w0cOHAAX375JebNm4ennnrK8HeHEyLs3yQ0TIzD2hd64LPsW8KagC5QmjaSTpwo2nTdTqjsdrtinfxaArXsf5Z9i/CZYVnk5OQgJSUFPXr0QL169TBjxgzD7eNL7/nznLhe+z+cyKtEEKQ0TIzDpN4ZqBqtnZCGQLhe+GRoe7/7hJIUlUAglB+tWrXCzJkzMX36dDRr1gxffPEFpk6dGvJ5X3vtNbz88suYOnUqMjIykJmZif/9738KC/HAgQOxfft29O3bF1FRUQG3Kzo6GhMnTsQjjzyCTp06ISoqCl9//bWhNr7zzjuoVq0aOnfujHvvvReZmZlo06ZNaBd+gzBnzhxcvnwZ3bp1Q1JSkvD3zTffAODG+J07d6JPnz5o2LAhHn30UTRs2BDr168XcjlERkZizZo1yMrKQnp6Oh5++GHExMRg3bp1qFWrlvBdBw8exLlz54Tl9u3b48cff8RXX32FZs2a4bXXXsO7774reH4Y+e5wYva/C+FGoW7VKP87XWPqpyQD2CksUyxz3U6ouDZvF5bVJocuxnjMPs/D7WxYse8sbkmk0Pz2YYKWlmVZTJgwARRFYdy4cYbOlZmZCYqiVOP2eQYNGnRd9n84sVqI3pNAuFmoUzUKnwxth8cXbFZso2kaY8eOxXPPPXfTj4sEQmVk5cqVinVjxozBmDFjJOsGDx4sfB46dCiGDh0qLE+ZMgVTpkyR7D969GiMHj1aWKYoCs8++yyeffZZ3faMGjUKo0aNUt3mr108ffv2Rd++fXW/R43U1FQsX75cso63Ht/s6M17ASAqKspv6e86depgyZIlfr9LLXTinnvuwT333BP0d4cTMsMllCtiK7OZBvZvyL2u46M71veVbDt46LDiWjxeN36TAXd6njcfaokNk+7A6WPKknkAMHHiRMMu/Ubi9j///PObPma/WyNOQ0ss/ATCzQGt4vE0c+ZMbNiwATNmzCCCPoFAIBBuCIiwT6gwXrq7iSTRyfXI+/9qLXyuVbuOYrvbK2hbaCqg2HsTTcFut6u64AeS48BI3D6J2Qfap1bHouGdsHJ8t4puCoFAKAfMsnHRc7UAY8eORceOHW/6CiUEAqFy0LRpU0npP/HfF198UdHNI1wnEGGfUO5Uj+Hifm8VJaO7Xqka5Yth/nPlKoUg7/bG7J89c1qIvTda7s5ms2H69OmK9YHE2PNx+yYTZ7GmaVqhQCAx+xwd0qojMT6yoptBIBDKgcZJ0rhI5/uPACAVSggEQvkxdOhQXLp0SXP7kiVLJKX/xH/33Xdf+TWUcF1DYvYJ5c7qCd1xvrAUKTVi/O9cybGIYvH79H0QuFqAefPmCe78bq8b/749uyX1W4cPH47MzEy/rqLjx48HRVGYOHEiGIYJKmlUdnY2MjMzceDAAWzevBkTJkwQttE0fd3mTCAQCIRgSYi1am7jvZ3IuEggECoSvVJtBIJRiGWfUO7EWs03hKAPAMePHwfrLgMAUCaLwirk8niT63nckuMCcZ0fN24cjhw5ghUrViA/Pz+oHAc2mw3p6emYOHGiImlJZmZmwOcjEAiE653X+jQFAFw9uEmynng7EQgEAuFGodII+6tXr8a9996LOnXqgKIoLF68WLKdZVlMmTIFderUQVRUFLp164Zdu3bpnnPBggWgKErxV1JScg2vhHAz4XA4wHpcADhhH5AK8lddHgAA6ymTHBfoZDIc5RLVkvUFEv9PIBAINxKDOqbgl2duxb97JQuhTqTkHoFAIBBuJCqNsF9UVISWLVti1qxZqtvffPNNzJw5E7NmzcKmTZtQu3Zt9OzZE1euXNE9b3x8PE6ePCn5i4wkcbmE8GC328G6pcK+WJC/VMxt69KuVYVPJtWS9RELFoFAuFmhKArN6lbB8CezkZ+fH5L3FIFAIBAIlZFKE7Pfu3dv9O7dW3Uby7J499138eKLLwp1KBcuXIjExER8+eWXGD58uOZ5KYpC7dq1DbejtLQUpaWlwnJBQQEAwOVyweVyGT7P9QB/PTfadYUTf32UmJiIqvGxuOIBKLMFJpMJs2fPRmJiIlwuF84Xcl4kHVo2xUyHAwcPHkSDBg1gs9nKvd8TExMxZ84cjBo1Ch6PR9HWYCHPkX9IH/mH9JExSD/5J5g+SkxMRGJiYsDHXa9UtueosrSDQCAQbjQqjbCvx+HDh3Hq1Cn06tVLWGe1WtG1a1esW7dOV9gvLCxESkoKPB4PWrVqhddeew2tW7fW3H/q1Kl49dVXFeuXLVuG6Ojo0C6kkpKbm1vRTaj06PWR1WzCFQ/w5IhRaG2LR0JCApYsWQIA2O2gAdA4eeQAdri5WPkdO3Zgx44d5dFsBYmJiZg7dy5OnjyJpKQkSVtDhTxH/iF95B/SR8Yg/eQf0kf+qSx9VFxcXNFNIBAIhBuS60LYP3XqFAAIWneexMREHDlyRPO4xo0bY8GCBWjevDkKCgrw3nvvoUuXLti+fTvsdrvqMZMmTcLYsWOF5YKCAiQnJ6NXr16Ij48Pw9VUHlwuF3Jzc9GzZ09YLJaKbk6lxEgffXBgLc6dLUL/AY+gY/3qkm3PTV4GAGiQUhfREReQnp5+w8WCkufIP6SP/EP6yBikn/xD+sg/la2PeC9KAoFAIISX60LY55HXB2dZVrFOTMeOHdGxY0dhuUuXLmjTpg0++OADvP/++6rHWK1WWK3KkjwWi6VS/CBeC27kawsXen1ktXCx+FN+2YNX7m2K2xvWVOwzefJkXNn2G2ialpTmu5Egz5F/SB/5h/SRMUg/+Yf0kX8qSx9VhjYQCATCjUilSdCnBx9zz1v4ec6cOaOw9utB0zTat28Ph8MR1vYRbm4izNxrdPBsEYZ8slEou+dhfCXuivatBwBFaT4CgUAgEAgEAoFAuBZcF8J+WloaateuLYktKysrw6pVq9C5c2fD52FZFnl5eUhKSroWzSTcpESYpK9RSkoKcnJysO+Ur1IE67oqfBaX5iMQCAQCgUAgEAiEa0GlceMvLCyUCECHDx9GXl4eqlevjnr16mH06NF44403YLfbYbfb8cYbbyA6OhqPPPKIcMyQIUNQt25dTJ06FQDw6quvomPHjrDb7SgoKMD777+PvLw8fPjhh+V+fYQbF9ZdJlnmrfc/revi28flq/BAyt0RCAQCgUAgEAiEa02lEfY3b96M7t27C8t8krxHH30UCxYswIQJE3D16lWMGjUKFy9exC233IJly5YhLi5OOObo0aOSOuKXLl3CsGHDcOrUKVSpUgWtW7fG6tWr0aFDh/K7MMINT1nJVcU6j8eDQ0c4V/1EqwtOk0kodzd37twbLkkfgUAgEAgEAoFAqFxUGmG/W7duYFlWcztFUZgyZQqmTJmiuc/KlSsly++88w7eeeedMLWQQFCnanwscPayZJ3JZELVmrUBHEFy7Vr4Pj8fBw4cuCGz8RMIBAKBQCAQCITKR6UR9gmE65WqcTEAfMI+b72nIjmvk2oxEbDZbETIJxAIBAKBQCAQCOUGEfYJhBDhs/HzHDh4GKkpyXhs/kYAwIWiMrXDCAQCgUAgEAgEAuGaQYR9AiFE5ML+7v0OmE0UVuw7CwDYcuRiRTSLQCAQCAQCgUAg3MRcF6X3CITKTITJJFm+9/6+SElJEZaTq0eVd5MIBAKBQCAQCATCTQ4R9gmEEJFb9ilTBBiGQfHevwAA2V3SKqJZBAKBQCAQCAQC4SaGCPsEQogohH2zBQDAUhQAgKapcm8TgUAgEAgEAoFAuLkhwj6BECJWubBviQQoGjGNugAAaIoI+wQCgUAgEAgEAqF8IQn6CIQQiTBJhX1TVBzM6bcIy0Wl7vJuEoFAIBAIBAKBQLjJIcI+gRAiSjf+CNTq+6KwPKBDvfJuEoFAIBAIhABZsmQJ9uzZU9HNIBAqHWvXrgVA3pHKxOHDhw3tR4R9AiFEFMK+JVKyXCXKUp7NIRAIBAKBEAClpaUwmUyYPHlyRTeFQKi00DRN3pFKhslkQmlpqe4+RNgnEEJE7sZPR8ZWUEsIBAKBQCAEitVqhcfjweeff46MjIyKbg6BUOlYsmQJJk+eTN6RSsSePXswaNAgWK1W3f2IsE8ghIjcsj/wsSfx+wnu87cjOlVAiwgEAoFAIARKRkYG2rRpU9HNIBAqHbzrPnlHrj9INn4CIUTkwv4PKzcLn3f8+WN5N4dAIBAIBAKBQCAQiLBPIISKPNt+dMPOwufhw4fD6XSWd5MIBAKBQCAQCATCTQ4R9gmEECkq82hu83g8OHDgQDm2hkAgEAgEAoFAIBCIsE8ghIzVrP0a0TSN9PT0cmwNgUAgEAgEAoFAIBBhn0AIGRNFaW5jGAZfffVVObaGQCAQCAQCgUAgEIiwTyCETO/mtXW3T5gwAW+99VY5tYZAIBAIBAKBQCAQiLBPIIRMdIQZh6dmYcq9TSTrT8x/Rvg8ceJEkqiPQCAQCAQCgUAglBtE2CcQwgBFUYi0mCTrXGcOC58ZhsH69evLu1kEAoFAIBAIBALhJoUI+wRCmIiKMOluHzBgAHJycsqpNQQCgUAgEAgEAuFmhgj7BEKYsJr1hX2GYTB8+HDizk8gEAgEAoFAIBCuOUTYJxDCRKTF9zq1r1IESiVLv8fjwYEDB8qzWQQCgUAgEAgEAuEmhAj7BEKYiBLF7C+ZPxMsyyr2MZlMSE9PL89mEQgEAoFAIBAIhJsQIuwTCGFCnKCP8XgU22maxty5c2Gz2cqzWQQCgUAgEAgEAuEmhAj7BEKYiDD7XicaSqv+pEmTkJ2dXZ5NIhAIBAKBQCAQCDcpRNgnEMJEjdgI4fPgx55QbJ82bRpJzkcgEAgEAoFAIBDKBXNFN6Cyw8ddFxQUVHBLwo/L5UJxcTEKCgpgsVgqujmVkkD6KBIAU1oMALAmJyq2ezwebN++HfHx8deiqRUGeY78Q/rIP6SPjEH6yT+kj/xT2fqIn2Op5bohEAgEQvAQYd8PV65cAQAkJydXcEsI1xPva6y/5557yrUdBAKBQCBcL1y5cgVVqlSp6GYQCATCDQMR9v1Qp04dHDt2DHFxcaql1K5nCgoKkJycjGPHjt1w1uZwQfrIP6SP/EP6yD+kj4xB+sk/pI/8U9n6iGVZXLlyBXXq1KnophAIBMINBRH2/UDT9A2fPT0+Pr5S/NhXZkgf+Yf0kX9IH/mH9JExSD/5h/SRfypTHxGLPoFAIIQfkqCPQCAQCAQCgUAgEAiEGwwi7BMIBAKBQCAQCAQCgXCDQYT9mxir1YpXXnkFVqu1optSaSF95B/SR/4hfeQf0kfGIP3kH9JH/iF9RCAQCDcHRNi/ibFarZgyZQr5sdeB9JF/SB/5h/SRf0gfGYP0k39IH/mH9BHhZmXBggWoWrVqRTfjmjBv3jwkJyeDpmm8++67Fd2cG4IffvgBmZmZSEhIAEVRyMvLM3Tc999/jyZNmsBqtaJJkyb48ccfJdunTJkCiqIkf7Vr174GV0CEfQKBQCAQCAQCgXAT0L9/f+zfv7+imxF2CgoK8PTTT2PixIk4fvw4hg0bVtFNuiEoKipCly5dMG3aNMPHrF+/Hv3798fgwYOxfft2DB48GA8//DD+/vtvyX5NmzbFyZMnhb+dO3eGu/kASDZ+AoFAIBAIBAKBcJ1TVlaG/2fvvOObKP84/rnsNt1700KBFihQ9pC9p8pUtoALEAUVJ4ig8sMBiCggWxAQAREB2XvvXVahtKUt3Stts39/XG8llzQdTJ/368WL5nJ3ee5yd3k+36lQKOyu4+TkBCcnp8c0osdHYmIi9Ho9evXqhcDAwCc9nOeG4cOHAwASEhIc3mbevHno0qULPvnkEwDAJ598gkOHDmHevHlYt24du55MJntk3nw+xLNPIBAIBAKBQCAQninat2+PCRMmYPLkyfDx8UGXLl0wZ84cxMTEQK1WIzQ0FOPGjUNhYSG7jWUY//Tp09GwYUOsXr0a4eHhcHd3xyuvvIKCggJ2HbPZjG+//RbVq1eHk5MTGjRogI0bNwIATCYTQkJCsGjRIsHYzp8/D4qicPfuXQBweFxbtmxBrVq1oFKp0KVLFyQlJZV5HlauXImYmBgAQPXq1UFRVLnEKaFqOXHiBLp27SpY1q1bNxw/flyw7Pbt2wgKCkJERAReeeUV9lqpaojYJxAIBAKBQCAQCM8cq1atgkwmw7Fjx7B48WJIJBLMnz8fV69exapVq7B//35MmTLF7j7i4+OxZcsWbNu2Ddu2bcOhQ4cEYduff/45VqxYgYULF+LatWuYNGkShg0bhkOHDkEikeCVV17B77//Ltjn2rVr0bJlS1SvXh0AHBpXUVERvv76a6xatQrHjh1Dfn4+XnnllTLPweDBg7F3714AwOnTp5GamorQ0FCHzh+h6klLS4O/v79gmb+/P9LS0tjXzZs3x2+//YZdu3ZhyZIlSEtLQ6tWrZCVlVXl4yFh/AQCgUAgEAgEAuGZIzIyEt9++y37Oioqiv07IiICM2fOxNtvv41ffvnF5j5MJhNWrlwJV1dXAHTo9r59+/D1119Do9Fgzpw52L9/P1q2bAmA9p4fPXoUixcvRrt27TB06FDMmTMH9+/fR7Vq1WAymbB+/Xp8+umn7Ge89957ZY5Lr9djwYIFaN68OQDakBEdHY3Tp0+jWbNmNsfv5OQEb29vAICvr+9jCQ1/Hvn999/x5ptvsq///fdftGnTpkL7oihK8NpsNguW9ejRg/07JiYGLVu2RI0aNbBq1SpMnjy5Qp9pC+LZJ1QYiqKwZcsWm+8nJCSUq3Klo4SHh5Mqo08Qcv4JBAKBQCA8DTRp0kTw+sCBA+jSpQuCg4Ph6uqKESNGICsrCxqNxuY+wsPDWaEPAIGBgUhPTwcAXL9+HSUlJejSpQtcXFzYf7/99hvi4+MBALGxsYiKimLzsQ8dOoT09HQMGjSoXOOSyWSC44mKioKHhwfi4uIqcYYIjtK3b19cvHiR/Wd5bTlKQECAwIsPAOnp6Vbefj5qtRoxMTG4fft2hT7THkTsP8eMGjWKbecgk8kQFhaGt99+Gzk5OVWy/9TUVIFlivB0w1wPlhVFt2zZYmWBtMeZM2dIlVcCgUAgEAhPHLVazf59//599OzZE/Xq1cOmTZtw7tw5/PzzzwBor7kt5HK54DVFUTCZTADA/r99+3aBELx+/Tqbtw8AQ4cOxdq1awHQIfxMu7byjktsPlaeORqh4ri6uiIyMpL9V9FCji1btsSePXsEy3bv3o1WrVrZ3Ear1SIuLu6RFFckYfzPOd27d8eKFStgMBhw/fp1jB49Grm5uYJqkBWFhAk9e6hUKsyePRtvvvkmPD09K7QPX1/fKh4VgUAgEAgEQuU4e/YsDAYDfvjhB0gktD9zw4YNldon0ys9MTER7dq1s7nekCFD8Pnnn+PcuXPYuHEjFi5cWO5xGQwGnD17lg3Zv3nzJnJzcwWpCYTHS3Z2NhITE5GSkgKA/k4AWgMxOmjEiBEIDg7GrFmzAADvvvsu2rZti9mzZ+PFF1/E33//jb179+Lo0aPsfj/44AP06dMHYWFhSE9Px1dffYX8/HyMHDmyyo+BePYrgNlshkajeez/zGZzuceqVCoREBCAkJAQdO3aFYMHD8bu3bvZ91esWIHo6GioVCpERUUJcod0Oh0mTJiAwMBAqFQqhIeHsxcyYB3Gf/r0acTGxkKlUqFJkya4cOGCYCyWFVABa69yfHw8XnzxRfj7+8PFxQVNmzZli47YYvr06QgLC4NSqURQUBAmTpxYnlNUacxmM4p0hifyr7zXROfOnREQECD4Hi3ZtGkT6tatC6VSifDwcPzwww+C9y3D+O2df51OhylTpiA4OBhqtRrNmzfHwYMHyzVmAoFAIBAIhLKoUaMGDAYDfvrpJ9y9exerV6+2qpJfXlxdXfHBBx9g0qRJWLVqFeLj43HhwgX8/PPPWLVqFbteREQEWrVqhTFjxsBgMODFF18s97jkcjneeecdnDp1CufPn8drr72GFi1a2M3XJzxatm7ditjYWPTq1QsA8MorryA2Nlbw/SUmJiI1NZV93apVK6xfvx4rVqxA/fr1sXLlSvzxxx9sLQYASE5OxquvvoratWujX79+UCgUOHnyJKpVq1blx0A8+xWgqKgILi4uj/1zCwsLBeFK5eXu3bvYuXMnG660ZMkSfPHFF1iwYAFiY2Nx4cIFvP7661Cr1Rg5ciTmz5+PrVu3YsOGDQgLC0NSUpLNFiAajQa9e/dGx44dsWbNGty7dw/vvvtuhY6xZ8+e+Oqrr6BSqbBq1Sr06dMHN2/eRFhYmNX6GzduxNy5c7F+/XrUrVsXaWlpuHTpUrk/tzIU642oM23XY/1MhuszusFZ4fhtLJVK8c0332DIkCGYOHEiQkJCBO+fO3cOgwYNwvTp0zF48GAcP34c48aNg7e3N0aNGmW1v7LO/2uvvYaEhASsX78eQUFB+Ouvv9C9e3dcuXIFNWvWrPBxEwgEAoFAIPBp2LAh5syZg9mzZ+OTTz5B27ZtMWvWLIwYMaJS+505cyb8/Pwwa9Ys3L17Fx4eHmjUqJGgAB9Ah/KPHz8eI0aMEISAOzouZ2dnfPTRRxgyZAiSk5PxwgsvYPny5ZUaO6FyjBo1SnT+y0fMiTVgwAAMGDDA5jbr16+v5Mgch4j955xt27bBxcUFRqMRJSUlAOhenwD98Prhhx/Qr18/ALRV8vr161i8eDFGjhyJxMRE1KxZEy+88AIoirJrbfr9999hNBqxfPlyODs7o27dukhOTsbbb79drvE2aNAADRo0YF9/9dVX+Ouvv7B161ZMmDDBav3ExEQEBASgc+fOkMvlCAsLIxbQMnj55ZfRsGFDfPHFF1i2bJngvTlz5qBTp06YOnUqAKBWrVq4fv06vvvuO9GHnb3zHx8fj3Xr1iE5ORlBQUEA6LClnTt3YsWKFfjmm28e7YESCAQCgUB4bhETWZMmTcKkSZMEy4YPH87+bSnepk+fjunTpwvWf++99wTV8ymKwsSJE8uMHB03bhzGjRsn+l5Z42Lo168fOy8vDw0bNqxQBDDh+YeI/Qrg7OyMwsLCJ/K55aVDhw5YuHAhioqKsHTpUty6dQvvvPMOMjIykJSUhDFjxuD1119n1zcYDHB3dwdAPxC7dOmC2rVro3v37ujduze6du0q+jlxcXFo0KCBYIxMi5LyoNFo8OWXX2Lbtm1ISUmBwWBAcXExEhMTRdcfOHAg5s2bh+rVq6N79+7o2bMn+vTpA5ns8V3aTnIprs/o9tg+z/KzK8Ls2bPRsWNHvP/++4LlcXFxgtAzAGjdujXmzZsHo9EIqVT4efbO//nz52E2m1GrVi3BNlqtlm0RQyAQCAQCgUAgEB4NROxXAIqiKhVO/zhRq9WIjIwEAMyfPx8dOnTAl19+yXrJlyxZIsghAcAKukaNGuHevXv4999/sXfvXgwaNAidO3cWVB9lcMSaKJFIrNazrEL64YcfYteuXfj+++/ZSpgDBgyATqcT3WdoaChu3ryJPXv2YO/evRg3bhy+++47HDp0yKq66qOCoqhyhdI/DbRt2xbdunXDp59+KrBwW/YBZZbZwt75N5lMkEqlOHfunJWR4EmkwRAIBAKBQCA8i9StWxf3798XfW/x4sUYOnToYx4R4Vnh2VIohErzxRdfoEePHnj77bcRHByMu3fv2n1AuLm5YfDgwRg8eDAGDBiA7t27Izs7G15eXoL16tSpg9WrV6O4uJjNUzp58qRgHV9fXxQUFECj0bDGkosXLwrWOXLkCEaNGoWXX34ZAJ3Dn5CQYPeYnJyc0LdvX/Tt2xfjx49HVFQUrly5gkaNGjlySv6z/O9//0PDhg0Fnvc6deoIqoUCwPHjx1GrVi0rwc5g6/zHxsbCaDQiPT0dbdq0eaTHQiAQCAQCgfCsUlZu+I4dO2y2D7TXv51AIGL/P0b79u1Rt25dfPPNN5g+fTomTpwINzc39OjRA1qtFmfPnkVOTg4mT56MuXPnIjAwEA0bNoREIsGff/6JgIAAq4r6AN1y5LPPPsOYMWPw+eefIyEhAd9//71gnebNm8PZ2Rmffvop3nnnHZw+fRorV64UrBMZGYnNmzejT58+oCgKU6dOZXucirFy5UoYjUZ236tXr4aTk9MjqWb5vBETE4OhQ4fip59+Ype9//77aNq0KWbOnInBgwfjxIkTWLBggaBLAx9759/b2xtDhw7FiBEj8MMPPyA2NhaZmZnYv38/YmJi0LNnz8d1qAQCgUAgEAjPLGReS6gopPXef5DJkydjyZIl6NatG5YuXYqVK1ciJiYG7dq1w8qVKxEREQGADrWePXs2mjRpgqZNmyIhIQE7duxge4TycXFxwT///IPr168jNjYWn332GWbPni1Yx8vLC2vWrMGOHTsQExODdevWWRVFmTt3Ljw9PdGqVSv06dMH3bp1s+uh9/DwwJIlS9C6dWvUr18f+/btwz///ENywh1k5syZgjD9Ro0aYcOGDVi/fj3q1auHadOmYcaMGTatzWWd/xUrVmDEiBF4//33Ubt2bfTt2xenTp1CaGjo4zg8AoFAIBAIBALhPwtlJqUbCQQCgUAgEAj/Uc6fP4/GjRvj3LlzJAWQQBDh999/x7Bhw8g98hTh6HOLePYJBAKBQCAQCAQCgUB4ziBin0AgEAgEAoFAIBAIhOcMIvYJBAKBQCAQCAQCgUB4ziBin0AgEAgEAoFAIBAIhOcMIvYJBAKBQCAQCAQCgUB4zpA96QE87ZhMJqSkpMDV1RUURT3p4RAIBAKBQCA8V5jNZhQUFCAoKEi0vS+BQCAQKgYR+2WQkpJCeoITCAQCgUAgPGKSkpIQEhLypIdBIBAIzw1E7JeBq6srAPoHyM3N7QmPpmrR6/XYvXs3unbtCrlc/qSH81RCzlHZkHNUNuQclQ05R45BzlPZkHNUNk/bOcrPz0doaCg75yIQCARC1UDEfhkwoftubm7Ppdh3dnaGm5vbU/Fj/zRCzlHZkHNUNuQclQ05R45BzlPZkHNUNk/rOSLpkgQCgVC1kMQoAoFAIBAIBAKBQCAQnjOI2CcQCAQCgUAgEAgEAuE5g4j9J8Dhw4cxfvx4aDSaJz0UAoFAIBAIBAKBQCA8h5Cc/SdAu3btAABSqRTz589/wqMhEAgEAoFAIBAIBMLzxjPn2f/ll18QEREBlUqFxo0b48iRIzbXPXjwICiKsvp348aNxzhi2xw8ePBJD4FAIBAIBAKBQCAQCM8hz5TY/+OPP/Dee+/hs88+w4ULF9CmTRv06NEDiYmJdre7efMmUlNT2X81a9Z8TCO2z4MHD570EAgEAoFAIBAIBAKB8BzyTIXxz5kzB2PGjMHYsWMBAPPmzcOuXbuwcOFCzJo1y+Z2fn5+8PDwcOgztFottFot+zo/Px8A3aZGr9cL1jWbzfj777/RuHFjhIaGlvNogOzsbKt9loe4uDh4eXnB39+/Qtszn12ZMTzvkHNUNs/7Odp2ORW+rko0j/Cq8D6e93NUFZBz5BjkPJUNOUdl87Sdo6dlHAQCgfC88cyIfZ1Oh3PnzuHjjz8WLO/atSuOHz9ud9vY2FiUlJSgTp06+Pzzz9GhQweb686aNQtffvml1fLdu3fD2dlZsOzAgQP48ccf4eHhgZUrVzp+MDx27NhRoe0ePnyIN998EwCwZcuWCu2DYc+ePZXa/r8AOUdl8zyeo7QiYNYl+jH5Y0tDpff3PJ6jqoacI8cg56lsyDkqm6flHBUVFT3pIRAIBMJzyTMj9jMzM2E0Gq282P7+/khLSxPdJjAwEL/++isaN24MrVaL1atXo1OnTjh48CDatm0rus0nn3yCyZMns6/z8/MRGhqKrl27ws3NTbDuTz/9BADIzc1Fz549HT4WNzc3NmKgQ4cOcHJycnhbht9//539uzyfzUev12PPnj3o0qUL5HJ5hfbxvEPOUdk8z+fo0K0M4NIFABW/z4Dn+xxVFeQcOQY5T2VDzlHZPG3niJkTPWl27NiBuLi4Jz0MAuGp49ixYwDIPfI0ce/ePYfWe2bEPgNFUYLXZrPZahlD7dq1Ubt2bfZ1y5YtkZSUhO+//96m2FcqlVAqlVbL5XK51Q9icnKy4H1HUavV7A9bfHw8YmNjHd6WwWDgvIxSqRQSScXLL4gdG0EIOUdl8zyeI6mUe0RWxbE9j+eoqiHnyDHIeSobco7K5mk5R096DFqtFlKpFFOnTn2i4yAQnmYkEgm5R54ypFKpIP1cjGdG7Pv4+EAqlVp58dPT08uVs96iRQusWbOmSsaUlJRUoe10Oh3794kTJ8oU+2azGdeuXYOrqyuMRiOqV68u+GKLiorg4uJSobEQCATbmMzmJz0EAoFAIDxilEoljEYj1qxZg+jo6Cc9HALhqWPHjh2YOnUquUeeIuLi4jBs2DBRJzWfZ0bsKxQKNG7cGHv27MHLL7/MLt+zZw9efPFFh/dz4cIFBAYGVsmYKppjxhfqx44dw7hx4+yu/+eff2Lw4MHs65ycHMFnazQaIvYJhEcAX+vbiyIiEAgEwrNPdHQ0GjVq9KSHQSA8dTCh++QeefZ4ZsQ+AEyePBnDhw9HkyZN0LJlS/z6669ITEzEW2+9BYDOt3/w4AF+++03AHS1/vDwcNStWxc6nQ5r1qzBpk2bsGnTpkqPhe+dLw+//vorCgsL2dcnT54sc5t58+YJXt+5cwfZ2dns6759+2LHjh3w9vau0JgIBII4fL++yQxIida3wmg0QiqVPulhEAgEAoFAIBAsqHii9xNg8ODBmDdvHmbMmIGGDRvi8OHD2LFjB6pVqwYASE1NRWJiIru+TqfDBx98gPr166NNmzY4evQotm/fjn79+lV6LJmZmezfKpXKoW1ycnLYCvoMSUlJMJcRKhwWFiZ4nZWVJfj806dPY8qUKQ6NgUAgOA7/3jSYTE9wJE8n3333HTw9PXHx4sUnPRQCgUAgEAgEggXPlGcfAMaNG2cz7N2y/d2UKVMemQjOyMhg/9bpdA6F+PK3YdDr9cjOzrbrlff19RW8fvjwIbKysgTLLly44MiwCQRCOTDx7HBE61vDPF8nTJiAo0ePPuHREAgEAoFAIBD4PFOe/acJvmfdZDIJquPbIj09XfCaablnq3Ugg2VtADGxz08NIBAIVQXx7DsCqWVAIBAIBAKB8PRBxH4FsfTSl5SUlLnNw4cPBa/56Qf2KCgosNoPEfsEwqOHePYdozKtPwmEZ4FVxxOw/bL932oCgUAgEJ42yAytHNy8eRP5+fkAqkbsBwcHAyjbs8+I/bp16wKgC/TdvHlTsA4R+wRC1cNvvWckbfhsQsQ+4XnmXqYGX2y9hvFrzz/poRAIBAKBUC7IDM1Brly5gqioKMTGxgKoGrEfEBAAAJg6daqgHR+f4uJi3L59GwAQGRkJAPj777+t0gYKCgocGgPh2SWrUIv0fPIdP06MJhLG7whE7BOeZ3KKuO47ZRXUJRAIBALhaYLM0Bxk165dAIC7d+8CqFqxn5CQgA8//FB0m3bt2iE+Ph4AULNmTbv7JxWxn19MJjMaf7UXzb7ZhyJd2fUhCFWDwchN7InWtw0R+4TnGX5FCr4BkEAgEAiEpx0yQ3MQfrX8oqKiKhH7nTp1Yv/+6aefcOPGDattzpw5w/7NePZt8d1330Gn09ldh/BsoucpzdQ84t1/XPC9+cSzbxt+gb7CwkLo9fonOBoCoWrhX98GIvYJBAKB8AxBxL6DKBQK9u+kpCSronqOiH3Lavw9evSATqdD06ZNAQD9+/dHUlIS+75lYb6yxP7mzZsxaNCgMsdBePbge5hJFOnjQ/8f8uxfvXoVmzZtqtC2jGe/oKAAERERaNeuXVUOjUB4ovA9+3rjc/4gIBAIBMJzBRH7DsJvf3fv3j1cunRJ8L4jYj87O9tqmVwuR1BQEADg+vXraNasGfteSkqKYN2IiAibLa7c3NwA0Pn8e/bsKXMshGcLvtgnPD4MxmfDs28wGAS5xBXJK46JicGAAQOwd+9eh9bne+8ZsX/37l1kZmbixIkT0Gq1MJvNOHToEHJycso9HsLTgclkRlaheE2Z/wr8n109eRYTCAQC4RmCiH0H4Yv93bt3Q6PRQK1WsxXyxcS+yWTCm2++ibfffhuZmZnIzc2l36AkkLr6suv5+/uzf6elpcFoNAKwFvseHh7w9eW2mzt3Lnx9fbF69Wrcvn0br7zyCgBg+fLllTtYwlOHXiA0yWTzccEP2TU9pSEVDx8+REBAAMaOHQsA2L9/Pzw9PbF69eoK7W///v0OrVdcXEz/QUlYsc8+40A/v9atW4f27dujR48eFRoL4ckzfu15NP5qL84kWBur/yvwb30D8ewTCAQC4RmCiH0H4Yt9JtS1UaNGUKvVADixbzabkZiYCAC4desWfv31VyxatAgjR45kvVt+A75AyLgVOHyLzvvni30AuHDhAgBYpQq4uLgI1u3VqxcePnyIYcOGwc/PD5MnTwYAbN26FRqNpmoO/BnDZDJh3rx5OHXq1JMeSpXC9+yTnNHHh8H09J/3X375BVlZWayR78CBA8jLy8O2bdsqtL/MzEyH1isqKoJbs34IfXc9ipReAIRiPykpCT/++CMAPHf343+Jf6/SrWGXHL77hEfy5ODf+/qn9DlAIBAIBIIYROw7yJw5c9i/GTHfpEkTqFQqAJzYHz9+PKpVq4bt27cjKyuL3WbHjh1sez2n6o0BACuPJwCwFvtMxX9Lz75CoRAUCvTy8hKE9Tdp0gS+vr4oKirCrVu3Kn6wzzDbt2/HpEmT0KJFCxw/fvxJD6fK4OeJ6g1ksvm44HvxntYq3Ja1PfLz8wEADx48sLtdSUkJtm/fLjBkAtadRmxRVFQEzw6jIVE6I9W/FQBa7CvDYiD3qYbk5GRBDRLCs83TefU/HgQtOIlnn0AgEAjPEETsO4hYlft27doJxP758+excOFCAMC6desEXi4xGG8BX8ADQF5eHgCh2Ge8dvxCgR4eHoLtKIqCp6cnALoi9n+RgwcPsn+/9NJLXKjxM47Qs/ToJ5smkxk5GtLZgZ+f+7SKfX4UT0lJCSv+k5OT7W733nvvoXfv3pgwYYIgx58v9q9evYrQ0FD8+uuvVtvz7y2zkc7fT87Mh//gr+A34AvRQqaEZ5enNIvlscCv1/G0F+g7dz8b/Rcex+Xk3Cc9FAKBQCA8BRCxX0F8fHzQo0cPVuxrtVr89ddf7PuZmZllFqUy2hBtlmJ/7ty5eO211wDQBf0YpFKp1bYuLi4A/rti/9y5c+zfGRkZOHDgwCP/zJKSEvTv319UEFUV/Anm4yjW99aac4iduQdXkvMe+Wc9zfAn+U+r2OcbFbOzs1mxn5KSApMdw9DixYsBACtWrIBOp4NHh9EIHL0A6Tn57DoTJ05EcnIy3nzzTdStW5eNGgCEqU0mA20YSssrBiWRQurmg/ulEVCV4W5GITRaQ6X3Q6gKns7r/3HAv/ef9gJ9/ReewLn7ORi6lKTOEAgEAoGI/QrzxhtvQKFQCDz7169fZ9+Pi4vjcvT9/Njl1atXZ/9mRFvPnj3ZivwAN3lnxD7/Pb5nX4z/uthnvgOmq0FF85bLw7Jly7B582a8+eabj+wzBGH8j8GztPv6QwDA8mP3HvlnPc0YLDz7RUVF2HngKFtE82mAHyqflZXFCnK9Xu9w/n1xcTHcm/WDwjccea4R7PKHDx+yf1+/fh1Hjx4VbMNg0tFpTDkFtAGAoiQ4fuYC+75MJivPIQEALifnouMPh9D9x8Pl3pZQ9fy3Pfv8MP6n40TkaHRYeuQu0gvEOwEVlDhuJCssLKxQBw8CgUAgPP0QsV8BevXqhalTpwKAQOzHxcWx6yQmJrKT8DZt2rDL+d54prq3m5sb7t+/j88++wyAtWefL/ZdXV3tjo15/9SpU1i1atVTJUrKyz///IMuXbqUGY7MkJGRgYyMDFAUxRYr5If1PyoczXGuDPwJ5uMMI9UZnu6Q1bIwGE2YvfMGWwyzvFiG8Q+avgxv7crD9F83VtUQK8WUKVNw4sQJ9jXfsw+UnbcP0AbEvELOS1+Ylw2tVguDwYCEhATBuvx2e3zPvlFP1yPJLeJatF27xRV0MxgM5X4W7b5GGxqSsp+PVJxnnae1G8Wj4nJyLlYcuweTyQwj7zmge0rC+N/94yK+2h6H0SvPVGo/t2/fhpeXF15//fUqGhmBQCAQniaI2C8n69atw7Zt21iRr1QqAQAffvihQOwDwM6dOwEANWrUYJfx8/D53gKZTMbm4Ofm5sJsNrPrBgYGsut9+eWX8Pf3x5dffik6Psaz/8MPP2DUqFEYP358hY7zaaBv377Yu3cv3n33XYfWv3btGgAgPDwcNWvWBMAZTh4lj8Ogwg8nf5yeJe0zLvY3n3+AhQfjMWL56Qptb7QI408o1dGXE7NsbPF4+e677wSvs7KyHBL7V65cYf92d3dHUia3jdmgw/3795GUlGRVvI+/bzHPfkERV+eBUqoF25a3Q4hSRn6eniae0iyWR8b0rdfw5T/XcS4xx8Kz/3Q8ExkD5tUH+WWsaZ8ffvgBer0ey5YtK/e227Ztw6hRo/6zkYQEAoHwLEBmUw6iCKwNQJgzD1hPYF1dXTFixAgA3ISaKZpnub7JYvbk7u4OgBaoeXl57GSaL/bDw8ORmpqKadOmiY6TEfsMixcvxpYtW+wf3FNOfHy8Q+vt27cPAFC3bl04OTkBwGMp0McX+wbDo8kv1j8iz77ZbMZrK05j6NKTomGcT4sXq6Ik5RSVvZId+G22jGYzik10OHq+phjbtm3D5MmTBd7uJ012drYgr15M7KekpKB+/frsazc3NzzI4Z5LlEyJGzduIDub7qseHByMfv36AYBg3/m8aACDjr7PCrXcuZCqhM8ixohpi7y8PFy6dIm9n5TyJ/vzZDCaMHfPLZy6+3QYdp40j0rrG43GR/bcrAx5xfS1nFWoFVbjf86sHpV5fvXp0werVq3CvHnzyrVden4JBi46ji0Xyo48IhAIBELlIGLfQRT+dK49f7ILAMOGDRO87tu3L7p06SJY5unpyXqa+cLdstAPX+wzVay9o5pj06V0gcDjt9uzxFLsA5wIfla5dOkS3n//fbvr5Ofn44cffgBAfydPSuyX13vpKIIw/iqcbGp0Rhy4mYFjd7LwINf6XGn1z24aCAAUFlTO68X34hlMZuildERPQbEWEydOxNy5cx1u8VhsqHqvoJeXl+D166+/zrYGBcTF/ty5cwWv9Xo9UnjfPSWT49q1a6zY9/LyYp9N/OdfrobLFTZo6e01Ou56oVRCz361atXQsGFD3LhxQ/RYevXqhS+++AJr1qwBAChlXMqT1vD4r8MNZ5Px477bGPzrySrf97OYH/0oxmw2m9G8eXPExMQ8dYKfEfUFJQYYzU8mjepxwBf7lt9xYWGh3SKfDJZtgsti9s6bOJOQg/f+uGjzswkEAoFQNRCx7yAyVx+o63WExCtEsLxHjx6CInCjR4/Gyy+/LFjH09MT27dvR//+/fHPP/+wyy2re/PD+O/epfNdXV6ciql/X0PNz/7F8qNlF0vji/1q1aoBgM3J9aMmMzMTe/fuhdlstuoFLkZ+fj4GDhyIX375xeqHf86cOXaFe0JCAoqLi+Ht7Y1BgwaxYr+kpOSRTyJKSjjR48hxVgS9IIy/6iabZVWZftY9+5cuXqzU9nwji05vAJT0/ZVbUIR79+j7sawWmwCQkluMj8/IMGzxkQqNw2w248qVK7h06RI+//xzfL/jCn4/dZ+dqHfr1o1dV+YVAr+BX0IZHG0l9vV6PVatWiVYlp+fj4f5XK49JVPi008/xYsvvgiAfn65ubmx67Lb8fLzjaVivMTAnS+J0trwePnyZYwaNUr0GE+fplMtNm3aBEAYxq/RVp3YN5vNDgmYhKxHY7j74u+raPW//cgtIq0t8/Pzce7cOdy4cUNgpHoa0JemMGm0BkE6z9NejZ/BbHbs2c0X+/y0t8TERHh4eGDw4ME29s+dByat0VGYqAmGjRs3IiwsrFz7IBAIBIJjELHvIJ5N+8Cn12R8ccJ6gtaxY0fUrVsXbdq0Qfv27aFWq3HhAleJ2t3dHTVr1sTGjRvRuHFjdrnRLO7Zz83NxdWrVwGpMGVgxrbrKAt+Ab8ePXoAeHJif/z48ejSpQs6duwINzc3jBs3zq7wnj9/PjZu3Ijx48fj1q1bVu/bi1BgvJC+vr6gKArOzs7se3wx/ijgT5Aeldh/FAX6jCazwGMqtt9ntUAfc505O3GTUF0FvMP8KIqU9CxIlPR1lVvA5aieTy3BSz8fw+2Htr/7+Tvo58G5VK3NdeyxZcsW1K9fHw0bNsTsBUux4HAiPvvrKntt89t8+r78KZyqN0bAsO+sxP7u3butCkoWFBQgS8PLtZfRHT8Y45qXl5e42C/mtjGaAZPJhBIjF3UkUVmLfYAuHnr79m3s3r0bd+/exaefforOnTuz79euTadM8W2hheWoLF4Ww4YNQ2BgIKZNmyboNmCJVGI7gqoyrDpxH6l5JVh7WihutQYjHuY/2mdVZXgUNlP+dfuk0mF0BhN+PnAHVx8I67sw936h1iB4/toytt65cwfLli17eoriOviF8X+/srK4lJUFCxbAaDRi40bxYqT87668Yl/Gu7dycnIwcOBAq6hJAoFQMVauXMk6DwkEgIh9h7GneZycnHD16lUcPnwYEgl9SuvVq8e+b6tdnqVnnxH7iYmJ+PjjjyHz8C/3OPmefcbbl5ycDGdnZ3z88cfl3l9l2LBhAwCuIv7ChQuxfft20XVNJhNWrlzJvo6KirJahyl4KAYzSfH29gYA1rMPPPpQfr5n95F59o1V61kym814+Zdj6DGP8zQX66wnqc+i2D937hy8vLzw888/w1mlZJenppc/95o/sb+Xms3+Tcm4/R5N0uJiUi7+Pp8EW9xPr1yhyJ9++on7bDk3sXZpMxJBr/+K96Z8xi6Te3CpQnfu3BGERx85Qn/fXbp0YdtTGo1GFBRxIpMR+wxeXl6sEZF/fReWcOKMkkhRXFwMA7jQe4lFGD+fb775Bt26dUONGjUwa9YsgSGPuXf513yBtuqE4Nq1a5Geno6ZM2eyXVXEkD0isc9gWWizz09H0fybfbiT/nQWOzOZzTh+/DgGDhzIdpr5+cAdtPvugM32b2XBF4yP6tlZFiuO3cN3u26i909HBcuZ669QaxRGQNlIo4qJicHYsWOxZMmSRzfY8mAneiVHo8NHm68iPh9IS0tjl/PFPpNKaAu+oay8BnWplLu3YmNjy7UtgfCkad++Pd57771Hsu/w8PBy18AgVI7Dhw+jT58+CAoKAkVRVnXOzGYzpk+fjqCgIDg5OaF9+/ZsQXBbtG/fHhRFWf3r1asXu054eLjoOo+isDoR+5Ugr0iPHI14KKZMJsOSJUvwyrgpiKjXBAB9wRTwJsi2wvgZ5O4BNj/bbDZj+tZr+N+/N7D65H3WQ8v3aMfGxsLHxwcALXhnz57t+MFVgn///Rdbt24Vfe/MGfE2QXv27CmzEN+lS5dsvsfPLwbo88/09n7UYv9xePaFYr/yAjy/2IDLyXkCj26RmNh/DGH8p+9lY/KGi8gqrJjX25IxY8agwCDFhAkTBN7h+w/SbG9kA75hJTmL8zzxxf6V6zcBAPtPnre5nwwNd9+XNze5pKREECkEXniuW9OXIPcKQppLJOcZ5WnU+Ph4NG7cmI10yMvLAygJWrdujZMnT7L1PwqLucl642YtBJ9vy7PPF/uQSOm2lwrOyCYWxs/AT30SO15AeJ1XpWdfIldBqqaLpt68edPmeo/Ks89gWejt1kNa5P97xb7I4pOcU4TT97LLXrEKMJuBTp06YePGjRgyZAgA4LtdN3E/qwi/HLD97N5+ORW95h/BvUzrtIjs7GyAkgAS6WOv6K7T0c++yw/EDXGMMaZQq3eoGj9z3e7evbsqh1lh7IXxT9t6DZsvpGD+NZlAtFdU7Je3642Z9wy8f/9+ubYlEAiEqkSj0aBBgwZYsGCB6Pvffvst5syZgwULFuDMmTMICAhAly5d7M73N2/ejNTUVPbf1atXIZVKMXDgQHadM2fOCNbZs2cPAAjWqSqI2K8ARpMZRpMZL/58FJ3mHIJGKz4R7TFgKE64tkX7Hw4DAD7edAWNZ+4V7IcPv2o/AMg8AyHG+cQcRE3diZXHE7DoUDymbrmKRQfpHH/+hCkoKEgQYQA8+iI4+w8cRM+ePdl8XwBYunQp3nzzTQC2J9fMRf7mm2/ik08+EbzHRCRcuXLF5vgtPfsAHkuRvvT8EqS51oJPnw/gHN0W58+fx8qVK6v8PAvDSCu/b61IqGmx3vo61lfAs6/RGsp1/IMWn8Dm8w8cSlNxhEKPSISMXwXPzm+ihFdgMCktvdz74ufqpuXxvN9yJaSu3lCF1Qclpz3h99Nzbe4nh2fHyMh0PMLAbDajf//+gugRs1hddEoCmUwmmvd6+fJl1hiWoHdD6KQNSJXTFmzGY19UzA2wY5fugiKgtsS+oBifRIKUlBSB2Jc6ucKj3Ug4RzZjlzGfl5mZafOYmXZ/fENToY1nbHnR6/UIeG0+QiashtTFG8nJyTbX5Xv2LTunlJecnBykpwuvP6MDdQPK4oXZBzBo8QmrEPSqgn/cZphZQXv0qNALbq9F5/i153EtJR8fbbps9V52dg4CR/2IoNELMGPmV+jTp0+Vpl3FpRag3XcH8NcF4fd85MgRuLq6Ys6cOUhLE0/lYK4/jaVnvwwD6NMTxm97nOcSOAMRP62nomL/8OHDbMqQI8efcO9umesQCPYwmUyYPXs2IiMjoVQqERYWhq+//hoAPVfs2LEjnJyc4O3tjTfeeEMwNx41ahReeuklfP/99wgMDIS3tzfGjx8vSCX65ZdfULNmTahUKvj7+2PAgAHstocOHcKPP/7IemITEhJgNBoxZswYREREwMnJCbVr18aPP/4oGHNZn9u+fXvcv38fkyZNYvftCCtXrkRYWBicnZ3x8ssvC+5jQtn06NEDX331Fdt1iI/ZbMa8efPw2WefoV+/fqhXrx5WrVqFoqIirF271uY+vby8EBAQwP7bs2cPnJ2dBULe19dXsM62bdtQo0YNtGvXrsqPkYj9ClBYYkBKbjESsoqQrdHhUnKu6Hr8HF6TyYw/zyUJJrAGi8meUqnEtm3b0KdPHwCAzENc7L/y60mrydXRO/QPNl9kyeVyTJkyRbCeZb5uWWzbtg1du3bFwoULrd67kZaPDt8fxN8X6R/5vy8+wJh/8+DEm9wPGTIEY8aMQc+ePQHYFvuMiAgJCRFc6D179sSXX34JmUyGvLw8XL5sPWEEgIfZefDuNRnpPlxI4KMW+7t27UKnr7eiuE5fqOu0h2/fKZgyZQpee+01NnWhquBfK/oqEAklOut9iBVBK69n//bDAtT9Yhfe32A7CsMWVRW+bIjpCwBwa9wHJbw8/QcPuR9Ag8EAnU6Ht956y2ZOKiD0vmYXc4KTking0+dD+L/6DRQBdKeNPJ143rHZbEahiau/8eChbaFryc8//4wdO3YIllGU1Go9qZReJpb+AnDVsuO820AiV2FnfhAAsCK+qISL8NAZTaXLKfj2n4bTpuqsSLeVsw+JFKmpqZDwxL5z1AtwbzEQvv3pNqFSF2/Ua8jVLLEFc7/qecX+qkrsFxQUQO5JH7uqWgMkJyfbNExJJdzPY0klugGYzWaEh4fD399fMOG0dWtVxKxwJuHRePf5z5qCAuH9KTxv9N96owmzd97A8Tv0NX7wJmfgyCuyvjdSsnKh8IuA3DsUh89cxLZt22xGhVWEuftu435WESb9IXwevfLKK9DpdHj//fdxN0HoWTabzbicnMumMBVqDYLngFgaFWOgAuBQ8cfHgr02l8XiaTG2xL5YNBI//P/OnTuoW7cu6r89H5HjlyBVxIBy69YtBAUFYc6cOZDyZ54S6+cZgVAWn3zyCWbPno2pU6fi+vXrWLt2Lfz9/VFUVITu3bvD09MTZ86cwZ9//om9e/diwoQJgu0PHDiA+Ph4HDhwAKtWrcLKlSvZVNKzZ89i4sSJmDFjBm7evImdO3eibdu2AIAff/wRLVu2xOuvv856ZENDQ2EymRASEoINGzbg+vXrmDZtGj799FM2ndWRz928eTNCQkIwY8YMdt9lcerUKYwePRrjxo3DxYsX0aFDB3z11VeVP8EEAMC9e/eQlpaGrl27ssuUSiXatWvncCcmAFi2bBleeeUVqNXi6Y06nQ5r1qzB6NGjHTbylAci9itAfoleIExseVX4YaAFJQb4uQqL2Fh69gG6/dSGDRvQv39/1Gsubt0Ry6NmJiAjR45Es2bNMGvWLAC0xYofmlLeiseDBw/Gnj178M4771j94L+3/iLuZWrw7vqLMJvN9P8SGfz6T8O8efPQoUMHNveEKbp169Yt0cmQRqMBJFKo1Wq0a9cODRs2hMTZA6512kIilaFly5YAaMun2APwkKEmXOp1xDVpDXYSyoh9/kTMUUwmM84mZLNRG3qjCTfTCth937p1C927d0cBJbxxXRr2gNTVG7dv3y73Z9qDP8Hki6CKUizSUk8sZ9+ex06MxYdpj83mCvRPFrsfKoScS2XR6rnxP8yi84NPnToFZ2dnREVFYfHixXZDpgR543pe8Tm5EnLPYACA1JmutUE5e+L8eetQ/oxCLUw8gZ6WmWO1jhjXrl3DBx98QL+guEc1JZVZrTtnzy38fuo+3nnnHfDj+IOCaGHLFerjFRzMLYay5VDI3P1RrOMm/yV6Izw8PCD3C4dzZDNcKHCBSm0t9nMLee36JFIMGDRYIPYp3iReFd4QIeNXIbtF2blozP0qOPcWYfwleiMGLT6BH/eW7z5Lzshl/zYbddDpdDajDPiCZPP5B4IoEYZLSblYfvSeXc9/Tk4Oe974eX5V4dlnqIpon7L2G3/3LuRyzmjFb7fG6MpfD9/FwoPxGLL0FBKzijBqBZe2JRaRkprNNyDQ1y3/MyqLi5K7V5jvqERvBHp8Bq/u7wiWM6w5lYi+C46xrwtLhNX4xcL4+V7uqkpH+HHvbby5+qxDz8Xvd93EuftCg4+9MH6NyLMeoCNusrOzMWbMGEE9BUuDudZgxLZUNZwim0PiRBsM8/Lyke9eA2aPUES17oZBgwZh5syZ2L59O0wmE9544w2kpqbSbXR5Y+PXICEQHKGgoAA//vgjvv32W4wcORI1atTACy+8gLFjx+L3339HcXExfvvtN9SrVw8dO3bEggULsHr1asF96unpiQULFiAqKgq9e/dGr1692NoxiYmJUKvV6N27N6pVq4bY2FhMnDgRAF1bS6FQwNnZmfXISqVSyOVyfPnll2jatCkiIiIwdOhQjBo1ykrs2/tcLy8vSKVSuLq6svsuix9//BHdunXDxx9/jFq1amHixImC7jyEysEYNf39hTXU/P39BQZPe5w+fRpXr17F2LFjba6zZcsW5Obm2uxWVFmI2K8A+SV6xGdwP+iXksTFPl+U5xXrrbykljmbDCqVChs3boTCO9jqPVv5gszE2N3dHadOnRIU4xs/fjyaN28OAGxhJUfIyclhJ95GoxEXLdqY8XtzHzp0SPDeu+++i/3796NVq1YAgOrVq0MqlaKoqEhUrCdTfgh7fzMS4QOVSoUzZ86g8UdrcVJaDyuPJ2D16tWoWbMmcnNzrTydAJAj48L380s9sHzP/o0bN7B48WKHhf+6M4kYsOgExq6mxduUTVfRbd5hrDtNnz9bEQbe3cYjYNj3VRJGlc/LiTbYiQipCGJiv0hn7b0pr9g3VSJ9oTLbCuAJTv7407Pp+3Tx4sXQ6/Vs6zwANh/afLFTDK5wHSVXQeLsJlhXqvbAvgPC+wAA4tOFucoPs3MFr8WEolarxZAhQ6DVatFs2BREfLAZqvCGpR9kLfYB4LO/rqJ3795srQoAaNCgAQBOmFEGzhv/+m9nYajeBn4Dp6OE992X6GnPPr8ugV5GG7X4OWr81nvOUW0RNulPKPxriI7N44Vh9L4l9HdDKZwQMHIeBs74zSpPjvXs2wnj33LhAU7fy8bcvdZdO+xxP4N7Vnt4+wGAzVB+/vP58y1X0f67g1aG1hd/PoYZ265j17U05Obm4vDhw4L3dQYTVh+Lh6TUIJSUxH2Wree/o/A961UR7SMG//rX6vSCyBV+lBYzlN3Xucm0ZetCscN9mM8zGJUWhqzKqvyhnpzh725pzYAzCdmQ+1SDa4NugEQGyzO39IgwxFyjMyA3j7vus3JykZJbjF7zj2DDWfr3IC0tDaqIRvDuOQkpGVUTZTF37y3suvYQR25z0Xi2jEoLDtxB/4Un8ID3m2wvjN8WFy5cwOjRo7F8+XLBckuxv+FMEm4jEH79pyJ04lrIfcJAKTjRrtUZ8Oeff2LatGno3bs3hg0bJjB0GXiRMhIFEfuE8hEXFwetVotOnTqJvtegQQOBB7V169YwmUyCZ1bdunXZiDgACAwMZFOtunTpgmrVqqF69eoYPnw4fv/9d4fmjosWLUKTJk3g6+sLFxcXLFmyxMrBZu9zK0JcXBzrDGOwfE2oPJbedrPZ7LAHftmyZahXrx5bFNnWOj169GAdNFUNEfsVIL/YIBD7ybniYeL8CWpusc5qwsq32Gu0Bmw4m4Ts0oJpJpMZidnWD5dOcw5BLrW+wMqy/oeGhgJwXOybzWarkHtLQc8v0HXq1Cm7+5PL5fDz8wMoCaZtu8lOkhiS/VqAkkjx10OuwF56ET1Z2X39IapVq8bmTDGhMwv238b8fbdRojfCLOEETpaGFiF8sT9+/Hi89dZbqFGjhkOel/Wlov7s/VwAwLYrtBj8+cAdAParD8vcfO229LLEbDbj448/FlRcX30iAfWn78bGc7Q4KCuMtLyIefGLRAwA5a7GX4mhVZlnn4eOd64yc+kJe0JCgtV6586dE92eX3nbJOXEr1TtKfBcM+w/Yb2fu5nC6y2DJ/Y3nktGzPRdOHZH6F3+9NNPcfnyZfhWr4vssHYwSWR4/fPvAQCURFzss1C2PftmAyfQr6XQ3ma5d6igLWGJ3oj4+HhInbg2nkUUfez8Qlz8tA+JQmVVxZ+PMphLL6AUzlAG1oIyIBJXSzzo5wIPTuzzwvgtPPuWz9KjtzPxwuz9OHzLfppSEu+7cPejz02jRo1EnwmWETRp+SU4Ec99T3yxnZClQUREhFVo3+dbrmDusXQEDPsOisBauHWHK2THF26C3HgHbwP+vWl8RJ59vhGhuLgYlFwFpxrNAEoi8PymPaSfj3EpXOSHpVFSLF0iu5DX8rG01WxVFurjGxDPJmRj6ZG7SM3lnt1y7xCYzMLfU8tnXmGJAcVabpynzpzDtztv4FpKPqZspI2+aWlp8B80Ay4xnZAb0LTS4+afK2Y8tx4WoOGM3fjl4B2b27X+337+TkTXsQzhl7r5ouZ7a+DecjAOHTqEv//+22qb43cysOLYPXZcD3KFv38uDbqxbUkBYNbs7/Dtt99i2LBhkMlkWLdunSCChm+EJZ59Qnnhd1uyxJ4I4y+3jCCiKIqNOnV1dcX58+exbt06tk1rgwYNBLVzLNmwYQMmTZqE0aNHY/fu3bh48SJee+01thCoI59bER51Ha7/Okx0haVDKD093crbL0ZRURHWr19v16t///597N271+46lYWI/QqQX6JHXCpn6bcliPgT0iyNzmo9vriZ9W8cpmy8jDGr6LDH9AKt6H7vZxWJij3LokGWEQDMRVmWBTEpKQlt27ZF3bp1rQTQsmXLsHXrVvbhYuKFCyclJUFisu+R8fX1hXPt1th3r5idJDFISnLZv1MsjCcqOS2qmCiBo0ePolBrwPe7b2HOnlu4kSasiJlZOoFkOhMUFxfjGkIR/PZyZGiMDrVMETOoANx3lpubKyhGZokjltqcnBz07t0bkyZNwuzZszFx4kTkFetwOTkXU/+mvSAf/EnnmgrC+KugQr5YSPKmc8lsV4eKUhnvfHyGBuPXnsfeq46lAJhMZkxYex6zd96wuY6G17Itu6AIOp0OBw4csFrPlti3FUnDn9gK9nNd2OquRG/E51uuCtbJyuWu1w/+vASNzoi31nCfv2/fPsyZMwcA0GDs/9jv3tnDFz+v3gTPDqNFP1uM4GA6OogR+ya9uJGKf32VGEwYO3Ysm54AAMWgxX5RURGKiopgMBhQUkGB6R4Qynq6i4wSdOreGxMmTMDgwYPpz3LAs2/5DPx+900k5xRjxPLTVpOfjAItK6ZTczkDKl/0WEYtWX4+w+x5XBRCJk+o/rV+DTsRZPZlNpux4SxtrJN7BiFwxBzE3eOMnPd5Xv6KdL3gG+cYY6DZbMbig7fx45/7qqTQHd+zT0lk8H/la/gNmAaXmE4CsX/zJh1hIahJY/Ed8V8tP3oPq08kIIdfB6M0YqUiYt+Wx5v/G/rx5iv4anscpvAKBSp8w63sk5bfe6HWAD3vnj57/oLV9cifCBoVaqsqzcU6Y7naE5bw0o8kpQJl9r83kF9iwLc7bXeQEGA2iQqBTIuuJ74vfwad0gMebYfbPPfvbU3Al/9cx/F4OmKNsogaMBZkQqLgnolRMQ3x4YcfYvXq1eyzjA//OpF5BCJwzC9wbfyi1XoEghg1a9aEk5OToGUrQ506dXDx4kU6NbSUY8eOQSKRoFatWg5/hkwmQ+fOnfHtt9/i8uXLSEhIwP79tDFNoVBYFaI8cuQIWrVqhXHjxiE2NhaRkZFldpgSQ2zf9qhTpw5OnjwpWGb5mlBxIiIi2AJ7DDqdDocOHWI1iT02bNgArVaLYcOG2VxnxYoV8PPzE7Tlq2qI2K8AKbnFuMLL02e8Yun5Jfh402U2h59fpT811/qHni/2/75Ih9leSMwFAFGvvj34k9/tl1MRNXUntl/mwuUZ71lZInTChAk4cuQI4uLiMHfuXABA9+7dAdDhQi+++KJVJWaAbvHFDxEWw9fXl83vs8TIm0ztsGg9pZLRl2nr1q2hVCpx69YtHDt5mn3f8lwNWnwCl5JyBZ59VdOBkLn5wb3FACxbtgw93/4CTd/+Adm54ikYMl7CbgHPhsFMqhNTMxD63h82j7Usz77JZEb3r7fglLy+oGLryz8fE+SLsp8rmEQ/mjD++AwN5pUzB9oSy6nlifgs/H6KLoBlNJnLtEJvv5yKsWsu4oeNh7DpXLIglcGSpJwibLucikWH4kUNY2ajHsW88PQ8TbGgS4TEyQ3B41bBs9MbOHv2rOhnlDcXWid1ErTJ23UtzcrBlp1v3YKMH2nBtMjsPWEmbudxRqecIh1+uKaEMqi2zc+3PL+BgbT3etmyZfjkk09gNIifTyPPu1miN2LOnDmY+hXXqjNHR7HGs9TUVGRmZkKist1azx6+IdUh5T0HkvO0+OmnnzB8+HAA4mLfMmffMt/dx4WLujgRz6XQHL+TiaZf78XQef/QOZsFnNCpF8uF1PFrETCIif2jpy+w5zgph3vunDjFPY+YMPTkHOuIrzsPOO/m+Ytc0bjypssAQkHIpOAcv5WGWTtvYe65EnzxxRdW2xhNZny86TIGLTqO1NwiLD1yFxkFWqv12GPhnQOJyoW99pxrv4DsbE7sG4xGgeBWyCRWkTq5RXr8uPc2rj7Iw4xt1zH172vIlnAGJUpGe7wshXKRzoBrKba7DRSU6NF69n5M+uOi3fGLIfetZpVeYPld0GKfuz+zc/OQ8VDo5bl9h/O2m3QlgnoGADByxWm0mb0fB64IiwHaimbSiKRUlbcVpNlkEg09zi0S/k4rAyLFdyCRwiW2JxSBnEBKKv2ttexsYtKVgOIZQPn364QJEzB06FDB+vyomfZvfgmFTxg82gjXIRBsoVKp8NFHH2HKlCn47bffEB8fj5MnT2LZsmUYOnQoVCoVRo4ciatXr+LAgQN45513MHz4cIc8sQBdmHr+/Pm4ePEi7t+/j99++w0mk4mtPRUeHo5Tp04hISEBmZmZMJlMiIyMxNmzZ7Fr1y7cunULU6dOtdlq2h7h4eFsdwt7XWsYJk6ciJ07d+Lbb7/FrVu3sGDBAuzcubPcn/tfprCwEBcvXmQN9ffu3cPFixeRmJgIiqLw3nvv4ZtvvsFff/2Fq1evYtSoUXB2dmZb0ALAiBEjrDqJAfTc66WXXhJ0CuNjMpmwYsUKjBw5UpCCWdUQsV8Bdl97KPiRZqzUkzdcwvozSXj9N1o4FPLCXC291YAwNJvxXjOk5pWvgjxfAH6zIw4Gkxnj13LFwnx9fQHYr8ZvNptx5MgR9jVjlXz77XGoWbMmu/zOnTsosBBht+PvAnpuzBqtASfis/DBn5fYKsyW4bp8TLyiaruvPRQcz8WkXGQUaOHp6cneXGvW/8m+fz/LWjzN2XOLFfv8Y65Wgz6O6+7NkOEehSEf/yA6HgVP7E89y303ZrMZ8fHxWLbtCCjK9u1TllElOacYD2V+UNduDWVwNOR+EZB5BOJupriRhz9p1VdBuLtYGD8ArDtdvgKOllgO7dUlJ/HZX1dx8m4W2n9/gL03yuKns4V4/89Ldqv6MxNKs5m7X7LyOM+UqaQQWp5RIy0jh/0RHDt2LBSBNSFz9Ya6Tjvbnv1yhtdJXb0FYdx8wWcooEVoToH19WowmWEymVBcXIxz585B4uSGBM9GAIAGIbQg2nXtIcqyPZTohd48/yDas28wGPC///0PlNw6GsWkKxEU/dMaTJBKpYJ7MjWvhE0JSElJwcKFCyFx9rTalyNExjQW1DtYcSwBH/x5CV+cpRAycR0K5R4AhN6/TeeTcSWZE3wGQdi7WdAmb98N7t5jjFcn0qUYMWIE7j3gjHDVo2PYv8XCM8W87RKVCyugknhGRn7eMbMvsYrnD7I4IZuSlo64uDiYzWaBserWHccMbvx7OKeQNiafuMx5fc9dvCJY32gy46NNl7H+TBJOJ+Sg1Reb8dX2OLy6+Cge5peIRvvwf+fkXlwuoSEvHTPXcREyBqNRcL4oWIvmbI0Oc/fewre7uDEWekezf0tU9DVh6V1+bcUZ9Jp/FPviuO+Of41vv5yK1LwS/CVSFLSsiAmZRwD0Fl40SwNBkc4oDDuXyHD8KPc7eevWLfz482JubLpipKSk4IM/L2HMyjMwmsw4fS8bWoMZo1aeQ3Ex/V3N23gANT7agonfrbAy0vEdBcxnOynKX7W+oKAA6fkl+ONMIvv9ZmvEDX4SC1Ot78ufwbvrOHj3eJddxhjB+dcxQNeqcWvcl33NGGnNZjPiMzRYtHgxxr7xJlxie0LmESho8+rp6VXu4yIQpk6divfffx/Tpk1DdHQ0Bg8ejPT0dDg7O2PXrl3Izs5G06ZNMWDAAHTq1MlmD3UxPDw8sHnzZnTs2BHR0dFYtGgR1q1bh7p16wIAPvjgA0ilUtSpUwe+vr5ITEzEW2+9hX79+mHw4MFo3rw5srKyMG7cuHIf14wZM5CQkIAaNWqw83Z7tGjRAkuXLsVPP/2Ehg0bYvfu3fj888/L/bn/Zc6ePYvY2FjExtLdvCZPnozY2FhMm0Z3EpoyZQree+89jBs3Dk2aNMGDBw+we/dutksRQBd1tKxHduvWLRw9ehRjxoyx+dl79+5FYmIiRo92PGKzIjw6M8JzzIm79KS9UZgHzifSLXoe5pfgaGnebWpeCS4k5gjyTMXEvtFkxo4rqdh4LlngXTGbzcJCOw6gN9ETRrmUQnVfNbt9UnYRQr2c4eNr27O/70Y67mYVo3uYMA8TAOq9ORczLqvw/fyFeLFHZwB0xd7UPGGkQlJaBgJN3KQpo0CLV5fQoURuKjmm9aEfirjBTdiLikvg7KRCsc4Is9KFTQq4lV6AXN5EOb1Aix4/HsHZzzujTZs2WLFiBZLT0oFSp9DtVGuvT1J2EdRudK7N7XuJgBMt8hs1aoQLvPVOXhGfWPPD+M28dAWj2Yz+ny+Ga4/3RbdjeJgpXqTJZDJj7t5b+Gk/5wnyaDMcqmr1YSyxHb7KF/i5+QVYvnw5BgwYgGsZemw4m4RpvevAU63AkdsZuJNeiFGtwu0WDxHz7DPjs6Q8hUj4k1Z+q61/r6QiKbsYSdnFMJrMrJeqLM/bnuu2IyT4obTJOcWo5q1G/APOsGM2maAzct8eU0BqxMiR6PPWZ/jjPF2NW+rsjpScQqSmpiIwUNjusrxF1KQu3gKv3sN8+j7JO74eiqDakLl6I08jHs77yiuv4M8/aSOWd893UaAzIyrAFe91qYXXVjjmIdDoDIIpe63ouoL3JSKpJ2Z9iaDon1ZvRIneiCxeuO/aU4mQ9ZwGatFbuHv3LmbMmIHA0eKTJ5kEcFLIrLzxDL0HvIpk7V9gfOl8kSZ1coXOPQyAdaj+tsspiCk1fPBFqNZgEnhC+V5gT7UwPzI+MQUIo0Vroc6E/v37Y9OmTaJiX+zalDi5IScnB2q1GvfSOcGjDKkHTzd/5B1by9Y1ELvHcooNYOz7lEyBOjENMH/uD3h5GDcZuJdgXVclPb8E2UU6RAVwRhL+/k+cvQgMboTUjCwA9HV+P114TIdupbM1QADA7EQba+5klqD5N/sQ7OGEYx93FGxjy9jlEtMJlKwHt55BKPYlFCXqnQaARBHjLAD4DZiGwqv7UWAh9k/do5+ly4/dQ6dof4z7/RzupBdi64QXoJJL7Ro/dWVYxyRyJ+j0BvBltFiUEP9apqQymHm/da8OGQqpC0+wSmVIfpCCjVdpYxC/HgclV+Ls1Rs4nK7AkrNFgFSBrVl++EkiQadOnbBo0SJERkYK6mEw37MTzyFgr/sDf5yFhYUYszoO97OKkJRdjA+61UZOkXgEnqI0gg6UBO/9sAp/PaSvD4VvNe7QSlfJLjIAENboUNdpx/6dX3q+Zu+8iUWH4jGhQyTqDXwf3p63YCjIQomuECi1JTJ1igiE8iCRSPDZZ5/hs88+s3ovJiaGDbkXg2l1x2fevHns3y+88ILd9sm1atXCiRMnrJavWLECK1asECxjOmM58rkALd4vXSpf6+LRo0dbicX337c/RyVwtG/f3m7UKUVRmD59OqZPn25zHbHrpVatWmVGs3bt2vWx1F0gnv1K0Ks+PWnUGUwCrxMAHI/PEljnbYn373bdxP4bQgE+fu15Ni8vwM2x4jUZBVrUm74LX2+Pg5sTN8Gd9W8ckrKLMP2SCh7tRop69t/6/SK+3XkTS3edg0TtgZAWveDr64tOXXugwKMmMgt1KPKqiUmTJgGgxX5WofAH2iRzAn/KlM4zXsRnFEJrMNJin3dRp2Zk4ejtTERP2wmKl++XW6S38tYzeYaMpTOHFwodn24dgns3U4PrQT1BKZwQn8JNtuROwtBjiUIFo8mM/j/uw6s/72dvOplU/NYoKdEht1o70ff45Gh0or2Jt15KEQh9AFBVqw8AkNoIi87IyBBEOmw9dQuvT3wfc+bMwatLTuKvCw/Qd9ZmrFixAsOXncaX/1zHkdv2w7/EvHiAeH298vQ4529/8yEnhiQ8zyt/cmfL6OAIfGMa42W9l8aFcFNSGQy88HSJwgmUXIWIrq9h4p/X4NXlLfY9uVewqHdfV84aBjJXb4FBjRH7hsJsmHX03wVF4mJ/x5U0eHZ6A6qIRnCJ6QKKAr5+OQa+vBD1svjfvzcEaQMyVx/M/mEe/YKSiNYaMOtL2OJoAH0um3y1F3/yhCEAGJy84FyzBQ4eOgTffp9D4RsuOgZnhQxuKtvt0woMErTp0sPm+4zI15eKLsbOlMszHvENATqjSfCsvZaSz97Hns6cIAkauxAa3qWcV6yHh4cHvW8xsS/S4lKicmENonfSOMOoc83mcGvcG379p7H7EouekTp7sH+ro15A2OSN+PiXPwUCs0Tkmnv9t7PoPu8I/rqQjO9230K+Dth6ifMi3LmfDKPRiOQM7lmYlq8VFH6yLKpmidhvlK1ioJbFGI1Go+AYKAoo0orfO5aGYj4u9ToitVjcg51VqIPJZMaOK2m49bCQNbrzJ0qWYfFlFRillE4wQhi5JaajC/jHIpECJu5CunA1DlI1F+UiUbngnVmL2Nf8Nr0AsO7EXSw5ck+wLGjsQpzOd8WXX34JQNgZhXlG8qP/7KU3sccmkaKgoAD3s+hnIxPxYhnGz1BiMKNf//6oO2IGK/QtYVqZ5mntT04LSvTYf+MhFh2iowOXHLnLFreVuXoLDEOWNXcIBAKBULUQsV9Bavm7oGMU7S3PKdJjrEV48oPcYlxP5SZe5+4LPeYM9zKtvRw7rnD5gNV91Vbv20JnMGHp0XtIzOLCS3dcSUOfBUeh0QPuLQZaiX3+fPSfk3HwH/wVpO3exs87zmL2r7+z76UXaOHj4wOAFp+WAlCiVAtadZ3l9fw9dCsDdabtwl1FhKBfeEp6Jqb9zRUvM+Snw8OJ9jCKtTPMK9KzYj+3gDvGpFzxnFOjRA5lYC1Bu62MAq1goirzCkH96btwLrUEJ5KKkVvqdbVVoK9Iazu/lQ+lcrVqv7fzahreE8krLYsbN24IJt0yN18EDPlWkBueZHAVWHZ3n7NfxMlWGL/RaMRbb70lWFYezwt/4n0zjbv++cYffhRLiY1xOALfc8iEy5+6x91nlFQO8ESsa6PeCH3vD6y8bB1BIfcOERX7WgvvpMSotZs7K3WxFPv0sRoLs9lK+EwXC0vvnM+LH8GtSV/4D5oBABjSLAyNq3nCw9nxvuMbLQR6t3mHsbG4Ln79dYnNgpImg1YQxq/RGW0aeEz6Yhw4cxXONVvYHIMZEBgcLcks0CLHzjXFGGgYz3q9INqbn1vMbcP3uusMJhTxrqOCEgOSsunrQVB92TsUigAuHalMsS/i2VcG1sLGiw+hNRhxKsH6GaUMjkJWAf3ZYoYsiVoooiiJFL4vfiQQP4xAnbvnFmZuuw6z2YxLpcbkSX9cwq9HEjD1nAzLj3P53xKlGlu2bGGNSwBgdnIXRJkwBhFTke38d7PZjMxCrjisozUrDCaTQFgbTGbBd8KnrPoE+Vrx92+kFWD4cq7rC3M8fIFvec7LihxShdSFwi+CG7eIgRYACnhj8vDyBngdMRT+1eH/6jfsa9cG3eDRh2t9y+/cAwBXUq1/8+XeofDqOJYNA+Xff4sOxiM5p0gQZeHQM1kqE9Q/cFPJSre1bShYuWYdCgMa2nxfU/qdFhntTx1vPyzE5NIULKVMAq3BJLjG9fa/FgKBUEqPHj3g4uIi+u+bb74pewcEAp5Bsf/LL78gIiICKpUKjRs3FuSYi3Ho0CE0btwYKpUK1atXx6JFi+yu7yhNw72glFmfvggfWpyvPZUoKOJX0Z7KzP7EUNjwPjOfy4T98T1iubm5glYgObw5Q0FgY9Zbt+xoAr7efp197+bDAqQqw+A74As8zMoVeNIA2psh4bXQsawYbDSZsT/bQ+BZfJiZK/D4mvIzEOZNH++MbddhybXUPMCJnvhn8foeM5NDxY1/0adBEPxcOaODqloDFLd4g/vMghJBFIFzzRbsBAYAHjykPeIyifi5lTjYJkjq7CYo0mc2mwUV18tDZmam1aRV7hWEa7fvCYQnv8f5mj//thsaZMujXqgpwuIlSwXLshyYWBrNwPYraay4BYSe/VSe15BfldpyHCatdc0CW0Ws+KG1yTlFuJtRiC13uM+nZAorD6RYuzyANvrMnj3bque65X2rNOsE4bSWWIr99FLxZSzMhrLUgMR47WyFuTMMbEK3y+R7pytCeoEWx4w1EMYUlDQKP5eiJAKxbw9KKkcm5W53HbMZcHeyvb+0/BK7YsVgou8XRhz4lt7P/OcYX0hqDSYr4wQTym+5nN9h4H5WEQ4pmiHojSXIzLU2AInle8u9Q7DqmhYT1l5ARpH4PZRmpkPtmegZXdIVFFyka0VIXcQ9pp//xRk9dUYz7qQX4Md9t7Hs6D3BfWQLSumMhctXI5nyYZdJXX0EbSaZZ3ZJ0jXLzVnOJOSg1az9+Li0Yr3ewZoVBhMlFPtGk8A7XR6KtLbF6LE7nAGViS7jGyQsP5MZky3jrSVaG8bcQp46Vbu4gZJzvzGe7Uba3WdcqjDyLF1r+/mRUXpM/Ov7QW4xBi06gWIdNwZbofh8KIkMeTyx715qgLPl2QeAw7fsR4QV6wzQGozQUfS+6sjFawAdvZOJ3CI96oe4Y/kokVaEZbUPJRAIAIClS5eyxeMs/1k6ZggEWzxTT9w//vgD7733Hn755Re0bt0aixcvRo8ePXD9+nWEhYVZrX/v3j307NkTr7/+OtasWYNjx45h3Lhx8PX1Rf/+/Ss1Fg+VBAaddThimxqeVt76ekGuuJpSsVC1cG/bYl8ll1hNSBUyCTvBaRzmjqPxlrnjFDIzMxEQEIhxay/i/F3xiYdlaN21B3lIyPKEc42mSLydjWyLImNSVx+2mnKwh8pmyKhzLa5VxQcHhRNslRRwktmelA1ZcgoKKQWZZxBMEmvPoZshH/NfaQiKorDy2D1M/+c6XBp2F6yTlF0MiZN4uDwAxCc+QESAF1tRu6JInN2RlpaGqKgo6PV6gWe7vDx8+BAatxCr5WkmNwSajTCW2uz8h37LvlckVSM+Ph6RkZEwGAxWk9h8G6HkEoUTqn0o7LOckpWP2t604FQoFJDL5SjRG7Ho4B00r+aGOv7O2J4owb6TwnaK/J7b/JoVyZn50ITQ13V2nvAaMGpyrELNbyUkI8yfy4mVy+W4nVks6Byw5WIKtlxMAUBBm3oLysBaoKQyu+0R+ci9Q5FbXIxGjRrhwYMHMFMSrDkeb+VldJIYQckoFNr4OqWuXkhLS4NGo4HJbGa/d2NhFtQqObQAivUmaDQapGTbr8sRFeAKjUZTJflcBxM4I4qbsxz5vDBcSioXhPHbQyJXQRlSx+46JrMZarltO/Lpe9mwVwKCkimQnZ3NijgfF/ray9Fo2XZK/FSIvPxCVhw1ruaJc/dzcPhmGkwGHR5k5toda4ZJDbmnGvGpakGrJgAosSM67dWS0GiN0Ol0yCmNPjKUFAE6et/8MH4+Z3mRX1qDEauP3GJfn7tpncNviUTpjBt+HSCTcfeOzNUbN27cYIsO5RSWdjnITRXdBwCM+/0cdEYTNl94gJm9a6KgUDy/3hKd0YQ83m+CyQwUlCP9h49Gq7f6LsS4n5EPjUaDnELu2s7MLYBawgllJiKqmpcT7mSU3eFGUyz+XCzUmoDS6h8qtRoSXhqbMijK7j6vW4h9rcK2sSxHRj/nLDt2pOSVoLCYe+hYptGJQUlliE/JAkqrRMgldOvMjHzbzx1bEYgMN+/eR1IUPUaz0QAfDzmQK76ui1KKb1+KQqinE9rX9sXBm7RhwKQtcvh5QyD812Ha5xIIleGZ8uzPmTMHY8aMwdixYxEdHY158+YhNDQUCxcuFF1/0aJFCAsLw7x58xAdHY2xY8di9OjR+P77721+hlarRX5+vuCfGLOmfYToWjWtli/+4h2rZcdX2/68svBzEf9RNJtMyM0WWuFfbRqCIHfO87xr/VLLzSBRqbFjxw5cSc7Gnrh0ZGnpCYyxOB/ZexYhffnb0KdxOeVM6F8CLzWgoGY3TF2+Q7Bfp4iG7N//jG8Jzzxh4TuTlp68KAOtzxkAmHTFePDvLziwdb3o+ww6o5nOZxbxsF89cxRpaWnQ6/Wo7U+LSalIq7/gsbajO4aOHANfX19s+We73XGUhdTZA4mJifjpp5/g6+uL2PZc/0xjoXjxPltMfG8y1q23bvOnDKsPvZm7hSU8b5PCtxr279+P7IIijP/lHwRExsDX15f9t2T5Koc/f8IfV+EXRleGXbJkCfR6PXZcfoB5++7glV9Pomb7ftiXYv0oOVfaRhKg84cZ3vtkGjuOdp27CrYxiRQpbDP2C9R8exGiP9+O4GY9MG3aNPSaf9SqXzRDzj7uuhf7/sVQ+ITCb8B0oN04JCYmYtH+G5ixw7p444P4G0hPsa76zVzfErkKKRk58PHxQUC1SDoywGyCUZMLd2f6mtWbKPj4+KB5mw52xySFCVFRUXa7WFQEH1cnwMiJBUqmFBToswelVMOpehO762g0GmzbvMHm+1qDSdA2zuozZHKEhISw9RK8S9MYbqVrEP7ie/D19cWmv7ex6zdv3YZNjWgS5gEAWHc2BeP/uIrzD8QFXriL8PPPnzsruD98fX2xfecuu8cJcN87nyK9GSNnLsP07bRgNxu0MBTRxlOpWtyzz+dhvg4rjnDP4EPnbHviGSQKZ8j8hS3UpK6+ePvtt7l7fsVqeswlhTCJGKoBIJMnIv2Cq6HPiy+X+dkAYDRL8EK79oJleWVEBJXcv4S8w6vQPMxVsDz+frLge7DF8hNJCGnVF9//+DO7rEXrtvD19WXDW7WlVd+vnrBdrIvPgCXi0VdMagYAyFQuor8/trB3rVut6xIMvV6PDz+xrqa9dQfXTsueYOczL55r93T+8lXExsbi3/2HAdAdFRiY6/hysn2xv+7PzWgxeAK9fW4qXJ1tn4cHf32LRrXCEBUVhUmduKgzUBJBehWBQCAQHi3PjGdfp9Ph3Llz+PjjjwXLu3btKmh1xefEiRPo2lUoJrp164Zly5ZBr9dDLrf+wZk1axZbJMceH4x/A7XcX8cHXAohvJRmfDz9fUw5LVz3w/FjsfhGmbsU5dbVC0BpAaG+YUZsTaT/VskoyN3cUchznqjy7sNQIgHjgZgw9EWsuCXcn2fH1zH91414XeLH7hcAim4cg1PyaSz+dTE23JXieOk8oF+oFvtSJEjSCF1x8gChaFdHc0XrDu/bgy+6RSCjxICjaRIUG4EgZxW2CFsMs1AmA5LmDkTPnj0xaGRnfHXBDL3ZtuvPveVAGPKsPWutYuvg9Gn65D/QAPzL25R2A8NbR+Lv+1IUGmzve+CQ4XipZTQWxUkQlwsoKSM0uZmQuTvWn5VB5u6HtacTMbJzY6xbtw57H1D4JxGI9TZhYBM3fOpYBzoAQJ9+A6GPaYXLFqm2jIfVbDTA01yAXBknJGRufvht4yL8kxOIKzkKhI2Zj2+ach6v325LcI5vKyrOgzY7FcpgcS/Vy58vwcDq9KR1x44dOJRCAZCCking0m0SypOC2bPfq+j//mAAwK08Cj/zMjaMIvnELs24KBz/l6agdgMjcN5qNQCAKW4vtKn26xVMjTXgYKoER9I4A4XMIxAyD7oS/++btuKkKRJittCG0TWQK/fBQ4u5tpIyQS41o8hIQerqg+XzZyHT5IwfrgASnQYwGeHu4oR0ABKlE+b/sghZEk8sigMMBZlwc1ahSOoCH5UZviozmvuZsWPHDrZd0LvWhX9ZOgeZEJdL4UGRY6HKLqZCuKnkyC91XFNyhV1P29jaRiy9ST8rQhp3RJHaAwDgJDXDSwmrz1UolejQuT0OijiQ63qacC2HO6+v1jBiXbwwuoiSKfDzzz9j5YMcABTSE++AeVapm7yEj0f2xk/XuHv7q1mzMfcq7cGVZHLr8lFn34TGqzb7uo4kBQngomX8/P0xddo6JGso1PM0g6KAX65LcNN2ejsAwJD7EAr/6oJlGq0BJ/RcpJlZr0VYgDcKAEhLz509VKHCDgopBWVHGYkVXpS6eqNt27Z4c/xE3M6jcDqDwqVsujWcWVcMKOwL1pFfL0dKoRkX7es/APR39tEnn2Ep7xkfn5QCe/4EfW4aQgtvlNYQ4NZz8/TBL+vWAaBrynx42sYOALj3mIzmviacKo0m//Lr/6E6z76XmZ0LgELPNs2w33ZAA0tSvng0Av/8pkr9oAoVGuBquZvQPtCMX2/YDtE3anLL/v7V3liw9m8oWw23eqteg1jcLvU97Dl9FeX11TxIz8JP336Lby5K8bAYyD22Fi269cOrTYKw8LozMrXA2fu5dvdRvXZdaNyqQWMA8k78idzAAQCsoyp7hxnRZea7AOi2fQkXjuLD+sB3l2V0m0pTxaI+CAQCgVB+nhnPfmZmJoxGI/z9haLL398faWlpotukpaWJrm8wGJCZKZ6b9sknnyAvL4/9l5QkHkLZsWVjdOogrMq+5/2O6NapPWr7qeEklyDKX40gdyVG9myNNjXK35O6d0wA+nRuy75uGsMJMbVKAbmCy+XtVS8AU4Z0Q7AfF+7crXVjq326xHSCrOM7cAsRinV9TgpefPFFdOjQAQ1rh7PL3+rXEd1jI2ALMdHdq1dPdO7cCYN6tMf819piydi26N26gc19SI20h7Z169Z4qVt77JzQHGqFFPaki6X4NumKERMViR49eqBnz57o2qm94H0PBYUpg9pj05vN7OwVcPXyRfv27eHiTn9fr9aSCNosMfw8SBjK3CLcQ/DarelLuOvVHL/edUH79u2RbKL317lhDfTsXHY1fz4unr5wF+lFzBSWMpUUoFkNH6v3kxu9hSulwkpjoNC+fXv2n7uX0GMmSb+JtDUfoJn+itV+AODoQwmuSSLQuXNn9OzZEwFhtBdRrZDCZOeb0j6wtnIpPXzZcdSuw/U6L0m8guI7dmb2ALRGCl+et22jzI6/BJiMgq4PlrzUtR26Nalt833v4Ah4elufTwBo2ywW3u6uVstVMgrBXqXRJK7eiIqKQlBkPfp1Ca0YXZzoyAuXmC6Yd9cXXqG1AACG7BRMiirCp11rYMmIJtj6fnd8Npy+jpnz9E2fWjbH275pPXh72c+jF6zfoCY+6s4dPyVX2axlAADvDuiA4c3oziNF7vQ116W2F058+AKm9Y2xWl8ikSI6MtzGZ3PeZ2+1HB8PaodJHYTrUlIFGjZsCGdXWrW1ax4reJ8v9AEgIqo++/eEQd1QN9D6+wl1Ef7UDe0tjKowy1SYdVmBpTelMATWQ/v27eHq7iF6DHwMuda/PQZKeC5Nei3CA+n7TUyUl4XRqWJ9yGWuPtBqtThcFIglN6W4lC0pHU8JTDrbIe1UqRDbkSTFxRzre00lUquGkskRHFZNsEzu4mF3fGYdnTYTUS1UuFwiY6/7Zi1bs8uXDxf/DUk3caluUfUasNsCgJMLfS2ozY6lI1SUEW2i0KGF9e8tH13GPbvvA4DE2Q1/PhCPRlK5cPf4wdTyT91kKhd06NABRSb6O9Wm3EAzeRJe6vwCvN1tp7bxyXYKgcZAwVycD831g2jUwPr+n9mzOr4e2k7we9OzZ08Mf7Ebu46ktPPM6/Ud7zRCIBAIhIrxzIh9Bst+32X1ABdbX2w5g1KphJubm+CfGNUDveFZWsmZwV2tgru7OzaPfwFHPuqInZPa49jHnRDk541fhjfFF33qINSLyyF+q10N2GJg4xAsGNoYUUEemNUvBktHNEGIH/d5TgqZ4Bh+HtYYTiolXHktr/zsCIAf998VvC66cRh9+/aFu7s7Xm4SDgCo7e+KAE8XjG1bA93q+sNZYS0IzDnJVsvkcjlcXFzg7u7O/mtcI9BqPYaSfLroUseOHeHu7o4awb7Y9357bJv4ArtO3SA3qOzkARsLMhEUGMjmlLs5CScRwb70OGqH2g+J1mgNcHd3h7E0ssCk1wqEo4eTHNN610GvRhGC79LFSXzS8iC3BFpKiQvJ+aAooH+z6vDw8EC9exuQsmy83bGwY9IZYeYJCMuijbqM+2hdu+y8Lv73YbS49XUl9OTfx8vD5va/HkvC4mPJKDECeaXF5d5oWwPDm4fa3EabZh0Kn681s+OQKOjzFu6sx8N1n8CtksXojEV5qFatGviXirGQc026KmXw9vRAbHXOWGRZvCs5Mx+2CoabJHK4qKzH6O3pjkDPUrHv4oXbDwvx/l+0ocNYQLsdXXj3pkZvxqbLdPiMsTgf4WEheKNjFGKrB0Aul7P/mPM0pHVNtKzuDTHcnJWCdmF9GgSJD76UOsEeGNIqEhvebAnAdtFCgK4L4urqCk9X4TXXqlYAPDw84OZqLRLMZsDfQ1w8xIRwRs8QLzXc3d3h5GThYZbJoVQq2eKIPm726y5oSyN4FDIJ1E5KrBzdHBM6RKJJGPfsru4l/M6aRAkNmCUmCVsl/tyDIri7u8NkcY+Y9NZpI3xjZ4Bb6TNAITxXZoMWvjbOhy2K7pyGNpUOy0ovKl/p8vY16OOWqj2Q9DAb264Ki6iZdcWihTAZCm+KR8oxRPhaHwslU6DEojheWQUoTbpihIeHQ6UQGhT0Zgl73cuc6HOpkEnQLlr8GXcviwuzoeQqxGUZ0GXBGcy5ImUL3i2Z+w0yt8+F7uFd0X04ilfKCTjzhts6wh2jW0dgUIsa8Pe2b3DTpQvFvjelsbqnpSpXpOSLR3JoHeyMYAtKroJU6cy2ETQWZEGlUsHNzQ0uTo49dw0UffCam0cBswl+3tZOjGoBPoLfGnd3d8jlcrg6K61qdUQFV8yQRSAQCATHeWbEvo+PD6RSqZUXPz093cp7zxAQECC6vkwmg7e3+MTZETyd5fAW6X3N9GZXK2XwKX2fEeSuKjleax2BADduYjupS00sH9UEPw9pZLUvX15F+VebhaFzHX+0iODG/CC3WLRwl4uSm4k4KaRY+3pzjGhZDa0jbR9vScJFGAuy0KAB7Tmp6e+KvZPbYt0bdHstfzcVFg9vgk96Rlttq9CkWy0Tw1OtYM+JJYaifNSuXRvNmzdnlwW4qxDozk3yl41sirgZ3bHtnRfEdgFDQabgO1VZGCY6vWC7VRizPUDnrGYUaNnCh5r8PMDMTbYvftEVo1+ghYKEN3NxEjGEMCSW9oAP9XRGQGlNhYyEG9Bn2shrsCCvSMfmLxed3oid77URTDhL7l1A1wacV40yly0OLKvglxTRY/T0sD9hnb//DiasvcBWU/d2UWBqryiMizYiJtjaMFZy/5LVsmyNDjuvpiIxqwiFpYKAaUvnZ8fY4AhGTS7atWsHvvNRn8VF5zAt4SL9OMFS00/oCU7Oyreqwk+Z6Al4y+reUIoYnXw83BBYem/L3Hyx/kou+542h44fdrHoPX+ztAim7mG8Q8+jQU2tizQCdCEsfkXyn16NxYsNbQv+6EBXUBSFukHW31eAi1B4qUuFmNri+mYMTjKRKufBnk42W+/V8ufOe4gHfX9bPsYomQIGg4HtQCHW9YQPU5mcGaOvqxJDYlxxYvNydp3qFgYypUI4Pp2ZO76zCdlo8c0+nOfVnAAApdzay80X+61Ko2vkPhaean0JXSehHOjS7sBcalzIst2WvvQDuPtdIZNgxdgXoCj9XvL9G1qtbtIVw6y3vdOiW7bFvlxKCbqdMFBSOXLyhfU28ortpx+YdcUIDQ216ipjpKQwGunnE9Mi1EkuFXQeaVPTBxM7CmsUAMD0rdfwyq8nkV6gxf1CiqtBYDRAc3UfcMd+956yUJpKUMOTu1Y+710X0/rUgUImEfz2WmI2GSHXcEYXQ0EW3qldhFeaCa8VibPtGiOVKfIKACapAmlMa0Y9ncqhVNLfZQnv92Dv5Lb46qV6gnuVj5tKhryTmwAAPp7Wvxe2uodQFGXVySTcxzoKh0AgEAhVyzMj9hUKBRo3bow9e/YIlu/ZswetWrUS3aZly5ZW6+/evRtNmjQRzde3x8wX66J/oxBc+qIrjn/cyW6vbXvwt1PKpOgY5Y+eMQF4s211tKnJhQ57qa1/MJ0UUrZ9DkD3s7ZExfsxdZJL0aqGD2a8WA81RLwxTcM9MSo0B+mbZ0IikSAwkPO+R/q5Wo3BQ2QC7y53vE96mJf4hNdUUoguXbpYRVt4OMlRP8Qd9UPc4eeqBEWJTzQB2rPv5cV5CSwnFQGe9j1rKiMtdi9R1dFi1j6klHYTKMjLtlkNnS/2xUJbGRhh7Fl6Pjdt2sTWFrCHl4KexOdpjdCXeh0pTSaUMqkgbaA44QICvblJYpuaPpjZtw7MuSmwRYll673SnG17nn2GQ7cyWIHlpVaAoijU9jDj9RfCrdY1FeUjY+u3gmW30wvx1prz6LfwGI7H01Edzno6GTXAV1z0WgrTN9tWF13PVJSHdu3aQc4TEGoTJ0IYEaqUSTG1dx2MbFkNveoLo07S80usWh2GX1+N5aOaoFO0n2jrPZVcykZ6KHwjkMorplGUTQtCNxvFrLQpNwTXri1eahiMCR2sBY6LUm5lnHixYZCVQFfIJAj3dkaoJx1KLiaiF74cgZOfdGJfq0sFjLOFkGHEvthzcNGwxoLnFJ9gT+4ZwEQKWRoBKWmp2GfbpkmwYIgwlJ8P0zdczRvjpEmTkPuAK3JXzb+M88vzxt9OL+REEQ+ZSKtTfTYX2dSwtDigwlcYNWDWa+Hvaburihjd2zaDh6tj2/jd34dJnek0j69fqgeKohBUakhxbT7Aan2zrshumkvRzeMw5Iu3VAvxdBYYollkCuQWlE/smxixb3EdUnIl8vJpQxgj9i2jysxmsMfIR+x7AwCzUY+aNWtiwQ//szumspBKJKgfwT0v3NXcPW15j/AxanLgSnFi3VScj/DwcLSsYeHZt1NQlN96sjzkn/6L/kypAml59PkxaehoJ5WKHn8Or5hipJ8rhrWoht2T2sGJsv7MfnU9YMh7CLVaDTe19TPNw9n23MryuertrkYtfxe77UwJBAKBUDmeGbEPAJMnT8bSpUuxfPlyxMXFYdKkSUhMTGR7TX7yyScYMWIEu/5bb72F+/fvY/LkyYiLi8Py5cuxbNkyfPDBB+X+7JcbheCHQQ3g7iS368UtC7H+7RRF4ZOe0RjZMpxdZssL/sNA2vver5F4SCN/8s0X/nUCrScRC4c0hEtxGsx6LQIDAyGT2a/XKPYj7mUxIV0+ynal7jAv8XxVU0mhaHsRiYTClnGtsWVca0hKj8tLrRDNEDcUZAkiPORSCWS8c8E3XPCjKxhCvLjjMJrMrEDPz82xOTHm2yZUdiYrTNs5z9Lzt2TJEpvrAsDXL9fDv++2QZhbab69nmInScz3O3NAIzhJjDBkJaFTYzr/+sdXGiLE0wmf96mH4a0i4KQRr2UBcJNo9liUzlAqlXBVc+fBbDIidbX4vcJ4pflenG51/FENwkgPk1YjWmEfoKMotl6iDRLuBXR4bZC/ePVtS8MTP8pE94Cr8GcsykPbtm0FQrZ5NFdAii8sxrwQgS9FDGE5xUZBz3AAcIYeHaP8QVGU6HetkksQWnp9O9duhVQtN159aZqKq7P1PW02GaFLve2QZ5+iKHSKtk5DUSulMFqI/Y5R/jj9WWe8w/N+np/aBTvfa8veSzKLe8Rs1MPPQ81GnwCcyOIbDmQSCsGlQktmIfaXvloHtQNcbXr2lTLrc9e3YRAGNg5Bl9Jjo2RyGI1G6EuPSS6VoHf9IHzcQ7x4ZEapx9NFKYNOp8Orr76KDRs2QJ/JRXQE+Vuf3xq+3LUucy+744HlsQKA7uFdzOgaivVvtIBH6b1gmZdv0msR5uMmiLYwZNzDkObWhc0Y3hk91Cpt6Ys+dSCBCfpszoiXvvkrBGvv452Okdg7uS0GNKajPxpXo40b/A4d7Hi0dPi8TcwmpK35EIpLm6ze6hUTKCr2JXIVbmULnymmMqLOzbpihISECIymAOBUvTFazzmBtacSUVSaGsCIwQ+61oJKLsFH3aMEhiNLIn0tUimMBrRs2RIhvh72B1UGMgkl8EbzjRDOdn4DJApneCs4A6BZr0WDBg3g56rCkSkdcPqzTja3rSz6bLp7CCVXYehSuqIwY8xhPPu5NgwzYplzCad2AwAiIyNFU+s8RRwV7Fh4EUj5Z7bA01WN7RPb4Oznne2m6REIBAKh4jxTT9fBgwdj3rx5mDFjBho2bIjDhw9jx44dqFaNDmFOTU1FYmIiu35ERAR27NiBgwcPomHDhpg5cybmz5+P/v372/qIR469iABPNTdB9nYR/8HsXMcfBz5oj69eqlfm/vmCp26QdbidWk7h4UPa6xgSIh4izMdDJK/P29Mdq8c0w7AWYbgxszs6RtmuWl9esQ/Qgl/COyaZVGIV0WAsykPx7ZNo3FhYIInvLeCL0t/GNENnC9FUzUY4YV52piBMlo/UwTD+W+m02PUqHUNqKh3WPX/+fNH1u0T7IzrQDd6lk6YisxSGUrEvK/3IYA8nnJrWAxe+fRX/bN0KAHixYTCOftQRtfzpY3GW2Z5tW4bxS5TO8PLygpKfP2s2QffwDsTILw2/54twiYRCTOE5aK4fYpeZtIVQSeynFTQIcYcpgxb7/j7iHlixSJclffzx8I+p0MRzrQ2CAvxQo0YNgSB/uRNX5EshEnZeO0D43RfoKStPuVLJ3ZvMdeXJM36p5FKb17cm7jCUSiXUSmsBrM9IgNRsgIuLYzndYoYGF6UMBpP1OVYrZXg5lr6vqvuo4aKUWW3Pf202GuDkJBRQ/qWGMWfedRHm7cx6uS2fZ25q+hy4qWx795jz1DOG9pDKpRJ8N7ABBjehx8qE8WtLr1EmSiPEhri7l0nfX8EeTpg5cybWr6fbd+oz7yPn0Cpk7foZ/iLtC1e+1owdC9OJQRRdMTK2fifq2af0xRjStg5aVPeGi1L8GWA2aOHp6YnPe3FFPY2F2fjm5Rh0qeMPsZ+EIA8nq2u1X2wI6sQtQ+6R39hl+sxEqNVqSCQUIv1c2eio6X3rQKnjWgnwz51JVwxPTw+bhxsTEwNjQSZu71whXB7sjrfa14CviCFaonTGxSLb+xTDVCr2Le81mZsfivUmfPrXFSw7Sue5M8/XCR1r4sr0bjBk3MXL3dqL7vfwhx0wqbMwAsZs1CMqKkr0OVIeZFIKfm7c8fOf+xIJJYjO46PLvA8/d+75oHLzgqcnne8e6uUMP1cVnGUVixYUw1zMtQzW51i3CjWUtl5kPPtFOvEIPWel9flaNXcGAODll18WNd5ZRhTZImf/UqjVasilEqiVMrbNL4FAIBCqlmdK7APAuHHjkJCQAK1Wi3PnzqFtW65a/cqVK3Hw4EHB+u3atcP58+eh1Wpx7949NgrgSSHmHWLw4AlSe5OSCB81nBUyUYczf/LND4uvaZF/p7uwFSEhIfj+++8BAKGhtousMTiLTGZdPbzQpqYvvnopxq53GwDr+bTEntgXgx/SnfTTUCT/NBS6tDvsxIWBn7fPP5+1/F2xdGRTKIxcyKevu/jYcrIyRKvxA46H8TNecOb7TUmhPXPt27fH1N51rMbnXioifd3oMemdfFBS6mnmXz9uKjl8Pd1tRmS4KqyvtV3X0rDs6D2rMH6Jwhnh4eHCvGSzGTDaL7LFN1ABQGFhoSDkwVSiQfWQALv7WDW6GbKzaO+3t4e40cXTWQHX0jBZJv9aUpKHkoQLbAV/oyYXbdu2BUVRUPMKJsbW5uoZyEUEW4SPGt8NqI/2YfR3UAw5a1wBaBGs5HW+YDxQ/DBiW2J/SIwrYDbB09MTYlpQ++AGvL297RYZ5SMWeu+ilLFh3AMbC4121X1dcOjD9thqo9YF35tmNhrYe2h2/xjU8FVjxot12c9gqMWrcWAZqeRcet5thfEDwOZxrbD29eZoX1sYxcEIB0omh8FgYK95xnvaPMIbge7WUTl3M+lK63J9IWbNmgWA9jr+73//Q/7JP1F48V/4+PhYFWIM9XLG9L70/Sd1ExdpAKDZ9g2K4g6J1icIDQlm7z+1Qvw+NOu18PDwEERGmaX09fTTq7E49Wlnq20C3VVQ8j5PrZBi3nezsH3r34LieqaSQvqes8BVJUeUlIvs4ReCM+uKoVCI/76kb5yBn3/+mTWg8/nnnRfgopRZ3fPlgV8/QwYj3NzcBPeaJbuv08ZovuH2QVIiOnbsiOwkcUNkqJcTwr0t7kWjAVFRUawBtaLIpBJBJJBlvYH3uwq7fOgyElBwcSeydy+Eny93vbv7WdfUKOF5vfNObkRxwkXo7p0p1/iMRXl4uP4zSChuX5PeGAGTTtgrtPgu3buUud9fLa0d0NeiuKermnvGyXMTkbH1O7Zt3qBBg0R/8x19lp06dUrw2+Vqx0BIIBAIhIrzzIn9Z50AkckqAz8n3t5kmUEsl1xq44dWJZeiX2wwQjxUkOz9Hqm7lyA7O5t93xHPflBpwTwKQN7x9Sh5EIcGPo5fQjY9+7qicon9D7rWxguBFOrcXoMOLem0gc8++8xqPf5ETGyCquZVEvd2E8+PfZjyANm7FgAGHUY2EKZC8CMOlHYMHbfYkHc5dDod2/YxMDAQY16IwPUZ3dA6khMbjOgJKM3zlUU0RUIeLc7FBIctPJ2F4mP0yjN4c/U5zNx2nStcxRyL0hm9e/cWFC4zl3qLs3b+JFi3RXXO+25ZjKmwsFDQs92sL0F0DWvhwDCxU014OCvYa9GXVzOAnzfs4SzH6rG0QFw0nI7gyMmh8071GQlIWTERKcvHo107uq2hjicg+IUexbyzADCwSSj61qeNEgaZWrC92WRkw10BLkw1nFf0TSWXiBroTKUeNE9PTyhEPlr7IM6hfH0GsetMrZShX6MQHPygPf7Xv77V+9W81TaLh/E9c2ajnp38D24ahn3vt0c1b/oY+Ya+mBAuSsjSsy+X0ut5OMuhkEqsxBBApyi1quFjJQoYQwYlVUCn17OpFIyg8HVV4sQnnQSpCQCXy3z3yhkYjUYMGDAAt2/fxpAhQ9h13N3dRfOCmQgEihKOkx9yr9FoBMcG0B0UCq/sE4TDu9jwTJr1tGefb2iiFE7ssVmGxfu4KKCSSwWGHQ+5CdOnf1G6Q+7aNGk1OH/+vOjntq3GXZ9Nwrmq6SZdscB4xZC5bQ5GdI5FmzZt8M0334juEwBUIt5cR8je96vgnnaT0c80S8++GHwPeocOHZCbmwuzQQeTRaFBNxXdpcbyt8Zs1CM6OhruTnKra7amnwuk2nw4gkxCoV6wO97pGIkv+9a1uoYbhnrg33fbsK+Nmhxk71oAffpd+Pj4sMa16EDrSDv+acg9tBLpf3yOrk4JwIPLgvV+H9scloR6OiHzn+/xYOFolNy/BCkvleSLKZMgKeGiPF6K8UXhxX8BgDX6TO1dB4uGNcb/+gtb6TnzOo/E6OLQJox+Prz55puIjo4us3imPZo1E7bBtVfgkEAgEAgVhzxdHzMfdK2NtLwSDGxiLa49nRVoEOoBvcEkECi2aFnDG7uuPRR4K+ylCcwZ3BBmsxlbowvx0ksHBe916lR2zqCTQoqzn3eGTELBU90bOLIGshYLytyOIczS28JAScol9jtE+aFDVE/g3Z7Iy8vD0aNH0aNHD6v1+MWAxCoES3gTfD9PNwB5VuukPUiCLjsVu96oh9q1alpsz/3NFxL9YoOx+QIXOlmgpT0hHmoFmzYhl8vZPG1nhYytts8nyNsNgDAEU2ZyvEiTt4sK4K2+/4btzgn6rGT0mTgYKUW8gzKbUL9+fVy+tAuhkdEoiqQ9kLP61cfI5acR6K6CXCqBnhf5UFBQAMpNaFhp2rAejlpHkuLAB+1ZD1xWqWefbuVEC39nUzEYk4SnswINQz2w8jVugsiIfQDQp9NpAEykz90Mrq82v3CbWBg/Q62wAACJkDi7s8XhAAAmo8ATOqxFNShlUrSp6YPtl+mUDJVMKurRMpS2NPT09IRYdKs25Qa86tpuwWmJZQSJTEKxE+5wH3GDlT0EnQWMBkhEaooAQq81P7LGMlKJMUap5FIsHNYIZjMw9jc6zUJM+PNh6ilQMgWKtFxEiaVIt7Wf4ky6WF63bnQ/79DQUBw5cgTOzs6gKArjO0Ri1r830KMeF2liq7ZA60gfnE3IQY5Gh5Is+uKN8FEjJZ++IpN/GgaYTag7nmufaUusmA20Z5+PRCF8vmtTb0MZWBO6zPs4MuNN+rgVUqD0NDiDK+7G947DZMR43hj4xNSKQOpX4xBRIxKNJv3JfTZMUCisj3vOd//D691p4+mQIUNw5coVLLmyHy71OoLK5QoR2orQKouCs1sBSgqniEYovLIHwQr6uWFZtE0MJoqquLgYCQkJAIDg4GDoUm9DFUYL1DfbVceQZnQdBJVcCneFGXk6ejspZUaNGjUgkVCo6eeCuxka1qAnoShQvOQw482DkNZuLzoOWanBx9KDzyeaVx+Hb0SKiIjA5hdbY8mRu2wkDp/X20Rg5bEEJK35mF3m4eEBVa4ZjElDQgGtanijRXUvnLzLGevdVRJorh9kXxsoYYqRQl/IPkvr+soBswnOzs6Qlh6Ps0KG7vWsI7D4Yv61EUPwQoPa2L59OwYNGkSPp4KFisWY/2ostpW/nBKBQCAQyoB49h8znmoFlo1qiu71rHNEJRIKf73dCtveecGhav//61cfEzvVxOZxXDcCe5EDAB1i17NnT8GydevWoXfv3g6N38dFCQ9nBRvm2b17d4e2AwB/V/GxeXt7O5yzbIm7uzt69eolKlL4RejEwrdNvMgIV1fx8HFdSREoikJoiLUxwlYxxMlda2FeV2/os5IF63s5K9gQ/sDAQIE4tCwIBwCBXtZjUprK6sPF4etetvhbObwBCi7+i+zdv9AFl/iefbMJbdrQXqrsXM4QUs3LGfveb4f1b3DtDLOzs/Haa6/RaTQ8z35ISAh6du8m+tkRPmpQFIVLly4hOZk+V2HB3H0xuG1dbj+eTlaRLIzYZ4wmfn5+iI4Wtoe0FGBi1wFDaGnxLonKBQUlnJXEbDIIPPs+Lkq83b6GIA9absPDpSumjQ5inv3cI2tgyE2Dr6+vyJbiWHr21UqZw2GzovvjeWkNuak21+MXNowJtuPZ592HnaL90bkOV8OjLC8g69mXyVHM69luuZ1l9XaGgjS6lSW/UOcLL7yARo3o1qZj21THn2+1xJxBDdn3bdUW8HNVYvekNphUMwdmrQYURWH2gAboHO2PjtRV1rvesCG3L7Hq8AAt9t3dhZ5cpYvwtfT4r8g9sgYeF1azXmwnnoFFUswZtowFWUj9bTIe/PoGvvjiC0yePFn0cyMjI6F7GI/75w+hhq8a7zT3RPrGGfD19UVUgHXB1rDQUMG11LJlS2Tv/gXZ+36F68W17PJ6we6Y1ruO1faOUHD2b6QsG4+sHT+y963Bgf7xtx7S0VGMsVSpVGLWrFnI3PYDvG5tQ9C5hSg4spqNRAEAL17ARHhYKNuBZ+3rLbBnMpf+5+emBL8SjO7iPzbHYe/5IYZCyf3mde3aFXWC3DB3cENRw/enPaNxbloXHNm0jF3m4eEhaLPqJKeNis4WKSNmkZodfJzM3O+GwkQbjiyvSdHx8463eeOG8PT0xLBhw1jjZ7CHk91Ck7ao7mv92yTWzphAIBAIlYeI/acMy4J09vBUKzC5Sy3BBGdI8zD0axSM+a/ablUll8uxdetWvPXWW9iwYUOFChZeunQJd+7cQY0ajnslJRIKy0Y2wee9ovFhN84zUsu96rwDfCyL0FnCn2I2qU4LLkNBJrx4syuzQQ8PDw/RVo3j2tPhxH0bBAlynxVSCZpFhUETd1iwvqeznC3Ox29zCIh3X/BWWy9T8Tx8ZeHlYbuNEwB0q+uPev4qZO/6GUZNDhQKhUDsw2REixa0oNfqucmkREJBLpUIhMHmzZvx+++/Q6fTgeLlYQ4bNkw0TL1+MGfI+OGHH2AymTBw4EDUCOdqR7St5YcHi8Ygd9u3yI07DplMhg0bNrDvM2J/yJAh+N///ofVq1ezYxrXvgYkFLDitaYAwOZrt61lW1i7qWSAkRb5JQbe1WE0iuY484UycyZGthSmLGiL6PBgS89+3unNyDu+nvY42/DMimHp2a9s6Cu/mnjh5T021wvzckbL6t54OTZYMCm3FD/20kxsiXQGJsqAkirYgmEqucTqeWhrPzlJtwDQRh8xpBIKTcO9BCHhbk7i58/PVYUrF87hjZF0KoCLiwtCvNRYOrIJGodwhkm+2JdLJRhWgzZSyPK5ivnOzmqruhoKi37q+7dvwcu1VNiybhW3HU/QaS0Mh7rUWzDkpOCtt96y2UY2LCwMSqUSJSUlGDNmDMJNqSiOPw0/Pz+816UWRrUKFxjsTBbGtJo1a8KsL0HB2a1QmYQ536NfELYXdBizCfpM2ijDiH0PB2oAMK0++c/P4OBgGAsyceGvRTixdztbr4HBU8EdT61IrlWnl1qBat5q/Dq8MZqGe+Kbl2MEUVr6Eu5Y+fURANtGPVsoeXVkyvqtpCgKbio5atXivP4ymQxOvAKnrCHIwuiX8ZCrz/DTT1zaFZNa5CrljGcSPX1Mbm72fx8AwMz7lbQ0MDB883IMPivtjsIUBLXFH2+0QOtIb/w6vLHd9QgEAoFQdRCx/5yhlEkxZ1BDq0I7lvTp0wfz58+3WaipLNzd3csl9Bk6RftjbJvqGN8hEsk/j0Damg8wtn/XCo2hLMrKBY3mebeq+7rAsPULpCwbDx+VsB2Zj4948a7u9QJw9KMOmDu4oUCAKGQS+Pn5wVQsTAvw4Hn2g4KE38+U7lHoUNsXS0ZwrQvFOjIoypEvWzfIXRjyy+Pl2GDMGdQQOh09iZZKpZBKpVDxK8abTfDx8UFwcDCKbh0DAAS7ik/47t+/z/7Nz9kfPnw43NzckHd6M/Q5KUhbMwWFl3fj8w6csYPx1vXt2xcKXju4agHeMOQ9RN61wxjQvx9MJhNeeeUVAEBcXBxbXNLb2xsfffQRunblrqMPu9XGlend0DScNjTsm9wecwY1wKAmtgtRUhQFqV5jtdzSs8/A9zgzdo9PekajQf4JdrmmkN6fl5cX+DrYx9MdPj4+OHToEDp3ti7QZgvLmgONq3naWNMxXmsdDrXUBF3GfWhuHrO5nlRCYd0bLTB3cEOr5cLxWYt9xrA3W6SeAB8Vr0AfY6jji5rff/8dO3fuFK0AHuSuwsMkunI737NfFk5yKSiRbhueajmuXbvGvi4oKGD/lvJy9+vWrSvYrm+DQKSufh8Jv33ELnMVEVUlFpE8tWrVwooVKwRCz4WXL52bdBsALf7WrVvHLrd3rDKZDPXr0+d85cqVGDduHADaGOKilGF637powSvcZ/m85NdxYZ4TfJj2i95qBYpunbB6HxC2J7WEMQKOax+JjlF+mGhRiwEAetcPhItShu8G0C1nmRD+gIAA0dQvfrFCT94t6+NlfZ90rRuAP99qRacl8MLtDVqe2LcobOdcRmcRS6qV1nSwVwPBEr7HPScnR+DZZyLILAvj3U+gr/2YmBhMmDCBXc4UtOSfC5QUWH2OLfhRF2I1LxjGvBCBfya8UOY93ry6N34f2wKRfuKRdAQCgUCoeojYJzwxzhzeixXfTcPAgQOfyOf/MKgB+sUG458JdKVyb7keZq0GHnJeBXo7Yh8AQjydIZVQgsKIcqkEMpkMLha62FNt27Pv66rEiteaoQsv7FmszkB5jDN+vj5IWWbtNe5Sxx9zBzeEWimDVktHCjBiVsXbv9lkgkKhwM8//wxd2h08WPoWpjYXD7VkjgsAim4cAUC3m6pTpw7kcjlyDyxHyq9vQPvgOrL+nS8oiFVURHuanJycQFEUpnSvjTfbVkfNYB+BsAK4opQ9evSAwUB/T0wLKz4URQly9cO8ndGvUUiZ6TFOEKmJYDaLnnexCByVXIrartw+cjR0+Kxlzvbbb7yOpKQkNk2iIrzWOhw/vtKwwtsDQO/6Qbg8oydeUl7F77+tLPf2ljn7cpF0mvEdInH1y26CkH4x2DB+iRQanVDsX7x4EcOGDUOPHj1w6oS1USLS14m9lm159sWgKApKShgB1L9RCALcVDY9n0xNgOjoaKtWhTVr1oQu5SaMmhxo4g5D9zAeHsZc9n3GONMxquwxqnmtTlNv00Xazpw5g/79++Prr7/GhQsXykzh4KdnpafTNTtsGQiCLFLA+KlNzLZ8Vo9phn6NgvHHmy3hfvVPq/cBYOHQxii+fQJpa+k89CZNeMbMUs++u5Mcy0c1xaCmQkPc620iMP+VWFyZ3hV9GgTh5MmTbNHFwMBAK4MpADx4wBUH8VRyQtVFbT+liZ9bryvhvPlmvVDsu8gcE/sBpS0rB7SsjdzcXHz88cdlbCFOdHQ0XHj5P8z94GxZAKS0borls7BBqAcAwE3NfbeGItoI7YjYN/IMQPaenRIJhZgQ9zKjdwgEAoHw+CEF+ghPjNjYWMTG2k43eNQEeThhDs9TyRbMMxcD4CZH9sQ+A3/SzUx4vNQK8JtieTorbIp9McQmTrZCdsXw8vISVO4GgD4NgvBJjyj2NeOxY8S+k6AXvBlKpRIdO3ZE8+bNcerUKWg11kUMs7Oz2Q4DAJB/5m80rBGMme+Osjm2jAyuKjcj9p2d6TzWN9pyESMSiQRGo1CM7du3TxBJICb2K4qL3CT4zhjEPPt8KHDfv4+3Nwz30iFz94MsK150jG7OSqtWkeVFIZNUKl+fQSqV4pdffqngtmV79gHH0g34kRKFWq4S/549ewRRG0t/XQTfvlME24a60J/r4uLCXkeOopKaUVJ6ic0b3BAvlYYiM8YDSyIiIhAfHy/6XPD09ISbmxvy8/ORufVbAECt0g4RAPDr8MbYcjGlzHBngG6HyVTYTL8XB4CLCKpbt65VVIEY7777LiiKwrRp09hllsaQ38c2x92MQjQJt90VQkzsV/d1YesfREfVxmWrNYA6gW7QH/gF2tKUm1GjRuHsWbpgI/O8ZbAMEx/cNExgUPv000/ZvwMCAuDq6gpXV1dB1MWDBw9QuzYdSRLmwgtBL+OaMPOMVHqeZ9/Sl+3i4ON364TWOHkvGz3qBZQ7zx8Azp07h71792LkyJE4PHUOu5wxAFuKfaY9LGOU/HV4Y/x9MQUflz7rq7tLcSyXXrcwn36GOxLGbxTr70sgEAiEZwpihiU89zjqbWAmn0qdsA2TI2Kf7/VgvJ1+7twE00kuhUoutRnGb4sGhhsoSboKY1YiMrZ+Wy7PfliYsHBSozAP/PRqrKCQGCNomP2qlPz9U+xyRqzyK+AznDt3DgC4QnNmE7b8PANtm3N5mYzAYEJ3+cYBS7HPR6+39rRbhr1b5kNXBi8n8VDVss47X3P7+PggZdnbqHnjN2jS6TQK5vwNax6KEE8nDLSTTuAoJgdalj1qrDz7FRA2DPz7tFDHif0ZM2YI1iu5d8FqW28pHUFRnhB+BmdevQ0PZ07N8cX+4sWLBdtUr17dpljKzxc+P/iGHm8XJca8ECHaptESuZq3f6MeMpnMoWcRH3d3d0ydOpWtvQFYn6PWkT4Y3jLc7n4sDW6W8NMP+DjLzOz9/fXXX6Nv377se5YGMMswcVeLVob8IqzMPi1D+fme/WouQLTmItI3zihT7PONdSZesTuZXDgGpUgXAzH83FTo2yCowvdDo0aNMGXKFMjlckERSaawn1V/+1Kxzzyfu9YNwM9DG7HbVvNxQcryd1D75mrk5VXMs08gEAiEZxMi9gnPLatGN0N1H7VoX2IxmA4DRTeOItLPBU7pdM6uY2Kf+5vxtnrxCk8xhcDK49kHgNZ+Rjxc+zGSl45DUdzhcnn25XI5/v33X/a1WsS7ahnG78QT+xQlYZczYei5ublW+9i9ezcAoFevXti2bRvWr19vNZG/fv06Ll68yHpo+WK/uJj2pNmbkIeHh1t1kQCAqKgoNqy6KvCz0TGibM8+h7e3N8x6LfJTE9jJN3M+vugdjSNTOsDdRsu38uBAx7JHjlXOfiVacVEUBRjp1AxNaSaNk0IKtUUItqmkAIlzByLnwHJ2mVpPn+eKiH03nqjkp84w90b//v3xxhtvOLw/fq47YJ3C4Shj2kfDWJiDvJMbAdDebFutEcuCb/grT5qDo1h66RlioiLZ8zh27FgEBHDt3SwNCCq5BDJwF7Wl2L937x77N9N1w57YBwDvnDgUx58uO9qDEj+vEolQVFelYdFRPHjXpK8TXQzVSS4cr7k0gis7OxtieHp6Qp9xD5qM5HKJfUc6JRAIBALh6YaIfcJzS7tavtj/QXu2SFtZMF6nbX9vxvbxLaDZuwCAY2Lf381aJHryvISdo2kRwm+95wj8yTFQvpx9AFCr1Si5TwfYjhTx3jFh/Mx+FXyPEcUttyf2d+7cCYDOZe7VqxcGDx5stY63tzcaNGjAHg/Tag8Q5uxb8vnnn8PJyQmbN29Gv379AAAqlQoNGjTA/v37ERcXJ1rtv6L42OhgUNZ59+V9/4zwycrKYiff/DFWReg9ABjLaLf1OJBZiE9HWobagzLRKr+wNKDDSS5lxWJEBFcB3qwrhtSFO6fGXLrIY0WErJcrd92JefbLMvRY8uefwvz1iqaZVPNzh2HTh8g9tBKA488MMUJDuUiS8hhEHBGEzHrF985bLU9L46rEq9VqgbHSsuUkRVGo5sRFU/A9/RqNBnfv3gVApyZMmjQJgLXY5xsEAO7ZYmkwskJiu/gcg9moL5extarw4nW/+HPlYvTv3x/pZ7YLVyr17Nv6reJHZjFi36EwfuLZJxAIhGceIvYryZjSFkRvtSt/ZXrC00Xr1q3h7e2N3NxcHDt2DElJdAi2IyH3dYPc8WXfuoKWQq4uLsjauQB1kIgv+9aFwWBgc9UdDeO3FPvlnWy6uLggfeN06Ld+gU7R1kLIUtAICqyJePYtw/gTEhJw8+ZNSCQSdOrUqczxREbSFbdv377NLrMXxj9z5kzk5eUhNjYWo0ePRmFhIYqKinDx4kV06NChzM8rLzERAaLLbQm+X4Y2wqvNQjGYF5bPF/vM+aqod1cMxhPdwYEib48aS21fWUMGZabFfnGpZ18llyIrKwsAMGfOHLz00kvsusZiLlw+PZ0W+xXx7Pt5cK301DzHbUXFfosWLQQtIivz3fM98pUR+xX17P/zzz9Qq9VWaQyWuLu7I33TTKSsmAhjkXVdD4Az5m3cuBHvv/++IKSfIdabM2Dxr6WbN28CoA0E8+bN4/q8W4j9Xbt2sUU8AfvPFj4yi+eqoYC+5hRZ3HPKpNc+IbHPGaOunT8FAFjxyzwkzhnArVRq+Fu2bJnoPsTEvkOe/afAoEggEAiEykEK9FWST3tGY0DjENT2J61knnWkUimio6Nx9OhRbN26FQAtyvlVqe0xslW44LWLiwsKL+1E9RdqQCaVIDk5BWazuVy5t5brldez7+LiArNBh8IHt0WFmKVnX1BhnrLO2bf07DNpAlFRUQ6Jmpo1awLgxL7ZbC5zQs5MsCmKKttDV0lebVsXEz+aiuLEqwga8zO9kLJ93nvGBKJnjFCEMd8Z/1x5eXkhPj6+SsZ48MMOiM8oRJNKtt2rCiiKQrNwL5xOEA8fLvf+SsORzxXQ95yTghP7oaGh+OuvvzBlyhR89913KDj3D6TOHlj82Rs4vJlex1Y4uT38PF0BZMBsMkKTmwkfd/oaq6jYB4Te/MoUkAwLC8Pp06cBOG4gFKOinv02bdogLy/PqiuGJR4eHoBRD3363dLCgtYwKQj9+/dH//79Rdd5IVSFpX+sRTVPJwC92OVMeD6TasVgKfbv37+P8+fPsy0HHRX7lEQKgOvCkrZ6MpyqN4G3IhdFYa0AAGZ9yRMR++6uahgKsiBz9YYuhTZ6MC0IGcwmAxYsWICYmBjRfTDGntTUVDb6gXj2xdmxYwfi4uKe9DAIhKeOY8foTjjkHnl6sIxmswUR+5VEKqEQHVj2jybh2aBGjRo4evQotm3bBgCoU6dOhffl4kJ7DJnez4zYq1atmsO5t5bipSKefWYMZrPZSvDbFTQO5Ozv2LEDAF1QyhEYsR8fHw+j0QiDwcB64sTC+B83CoUCvnk3EJ95X7C8PIJPTNxVpWffS62Al7rqUhcqy/tda2Hwryfh41J+UWyJZc97lUzCpkIw9wJzLs26YuTs+xWhX73GVmR3RMBYwtRPMBUXICUlhRWUVSX2K/Pd88VtZTz7fC9ueVMdyhL6lvunZBUXxG6uLsg7uhZGi04DttKf+GK/QYMGuHTpErp27Yr27dsjJSWFvXbKMhJaalpjQRYKL+2COTYWapRAAxWKbh6HrEFj8R08QtRqNVKWDgUllcOk1YiuYzYZ7V773t7eqF27Nm7evIkzZ84AcMyzP6xFNXy1PQ6tI8tvRHvW0Gq1kEqlmDp16pMeCoHw1CKRSMg98pQhlUptdg9iIGKfQOBRowadjsEIc8u80vJgKfZv3boFwHblajEsxX5FPPsAXWG6pKTESlBbtt7jQ/E8+4xg2bp1K3bt2oVu3bqhpKQE+/fvBwA0buzYJDgsLAwKhQI6nQ6XLl0S5GGXt2XaoyIyMtLKC1+e8y6TyeDh4cEaRry8vJ6IR/Bx0by6Nza+1VKQ715RKLOwaJuMMqOkhK60z9Q9sBTP+fn57D3maBQOHyYtwlRSgFatWuHBgwcICgp6Kjz7/PZ65XluWNKsWTO4ubkhLCys0i0fxXA0t78smOcVv50ewBU2tYxu4Iv9lStXomPHjsjOzsbmzZsF65X1bLHlwTYajRgSkIHZq7ej8PIeyIe2EF3vUeLi4gKzrhhmFNteyWwq89pv3bo1mw4B0N8ZE/lgi9daR6B+iAfqBT//Dg2lUgmj0Yg1a9awBSAJBALHjh07MHXqVHKPPEXExcVh2LBhZc5TiNgnEHgwYp+BmXxWBEuxz4SuM95tR1Cr1VAqlVYt8hyFP8ktLCy0Evv290uxDxC+R2327Nno1q0bjhw5gqKiIgQFBSE8PNyh8UilUrz00kvYsGEDvvvuO3z//fcAaIH8tAjiyMhI7Nq1S7CsvIKvVq1abPi1I/3Qn3Xs9WgvD5ae/Yw82pMpk8lYMSMm9hlxWJH71b202rmxiK4BsH79ekyePLlSYp8/xsoYsYYOHQqFQgGKomyGvjuCi4sLkpOTy/38cJSqilxhDCMZGRnQ6XTseG159qtVqwaKoqBSqRATE4ODBw9ixIgRuHTpkmC9yoj9OtX8UXCejvR6Es8oh1KXTMYyxX779u2xfDnXwaJWrVq4ePGi3W2kEgrNIp6eKKLHQXR0tMORagTCfwkmdJ/cI88epEAfgcCjevXqgtdVKfYr4tmnKErg3S/vZFMqlbITXWYcfMoK42c+r1WrVmwF7GPHjqGoqIjN1+/atWu5CrNNnDgRALBv3z5oNLSYe1q8+gBXRJBPeUXShx9+yP5dr169So/pv4LEQuzfy6SvD29vb/Yasyf2K+LZb1/bF9LkC8g/SVfRZ675yoj9qvJ0KxQKDB06FEOGDKm00HR1da3QsTgC/3iz9ywCAGgPLy33fmrUqAF/f38UFxfjyJEj7HJbnn0/Pz+sXr0af/zxB6RSKerXr4+LFy9i3bp1gvXKDuPnxP7cuXPZv9u2bSuIHngSrfcsxz5u3DirWgVmk6nMFBbL1qWVqQFBIBAIhGcHIvYJBB6Wnv3KFIRjtrUU++Xx7APCUP6KeOYsjQ58LAv0CaAotraAVCrFDz/8gODgYOh0Ohw7dozN1y9vn/tGjRpBKpUiIyODDZd/GvL1GcTEfnlFUufOndm/q7I14PMOBWEYf7QnLcL459BS7BcUFFRK7Lup5JjVtxaK754FALZjRmXEvlQqRa1atSCXy9G0adNyb/+swTeKFpzfhsS5g5B2Yku59yORSNCjRw8AXPFPgPPsiwnUoUOHok+fPoJllue8TM8+T+y/9957uHnzJr7++mvMnj1bIKyfBs++u7u7dWqIA559/u9IVdYQIRAIBMLTDRH7BAIPHx8fweSqMmLfUmQzFaX5bbAcHRNDRSab9sS+PUFDURKL1xQ6duwIAPjtt99w8+ZNSKVSh1ru8XFyckJUVBQArrrr0+3Zp8ptZPHw8GArY1cm/Pq/hoQnujyd5WjpTofW2xMqlfXsA8DAgQMxfPhwAFUj9gHgypUryMrKqvCYniUsC46adfZzwe3BCPW7d++yy5hnp6NFCkNDQwXRBmU9X8wWUfy1atXCp59+CldXV/j7+7PH9zSIfTc3N/bYTFr6PBfHn3HoOtu6dSs8PT2xdu3aqh8ogUAgEJ5KiNgnEHhYhs1XVRh/SUkJ8vNp4VLeXuBP0rNvScuWLQEAa9asAUD3FK+Il4jJ92JCdZ8msc8vGshQEcF34MABXL58GbGxsVUxrP8EEp5nf0jzMBTmCivxA1VfoA+g7/vmzZsDANLT0wFUXuwrFIr/hNCvapiiqIzRJTc3Fw8fPgQgHnUjBkVRgk4GlTHaymQyBAQEAHg6xL67uzu77MHisUhd/QFKEi871ImiT58+yM7OZqMnCAQCgfD8Q8Q+gWABP2S4Kjz7Go2GFRAKhaLc4rgyOfv8cVhWuL59+zY++ugjALZy9m2LfYaKFp9jhNXhw4cBPF1iX6lUWvTzNlfIyOLt7W2z7zVBHAk4F6tSJkVWVhYA+2H8lS3Qx2ApMisr9gkcGzdudHhdy++BKQoVHBxcrtaK/AiqyqYJMd1GxAyBjxqpVCoYv5ubG/u7ZCrOhy7lBoDK/VYRCAQC4fmFiH0CwQK+sKgKz75G83/2zjs8inJt4/fuZtMbAQIBQu+9iZQjRenYUbCh2FHBg1g+saKoKEc9HlCxoaBiRxAFgdCR3kLvBAIhIaT3zZb5/tid2dnZqbubbMnzu65c2Z2dmX3nnbLv/T6tHDk5OQDsCaW0JLMDvLfss4NnNskVywsvvMC9FnXj17vX1+7atauLMPd08HvjjTe6vA+kmH3AnpGdDwm+2sFV7Os5sc+/B4TXSn5+Pueh4o0lnS8yS0pKuJJ/dO61IcxR8fXXX2sKZRGK/RMn7GKWDf1RC3/CTimxXttk+7O6foz48/XHH3/EmTNnNLfBV/D7NCEhQXRyVBhKQRAEQRAAiX2CcIOf/MgXYp9hGGRkZADQ7sIPeB+zz2b/59dYBpzuyoD6SYSwsDCX5Feeiv0WLVqgZ8+e3PtAsuwD7v1RUyXLCFf4Yj/SaEBBgbsbv3Cy7Pz589xrX4j9EydOIDExEZs2bQJAYl8rI0eOdBGeWs8Jex4KCgpgNptdyj1p4V//+heaNWvG5RmRY+EDfTGhbzP8/PgA0c9jYmLckrfWJnyxz7fss2hN+koQBEHUHUjsE4QAX1n2o6OjOWHCZp33ROzzk1J5Ijo7dOgAwF3sGwxOy71YPL8U/fv3515749bKluAD3MMD/I1wUoUEX+1ggLP0Ht+yL7QWb9y4EU888QQAYN++fQCAyMhIr0qjsSITsE/Qce2gc6+Kbdu24aGHHsK8efNcMthrfYbyyyzm5+dzln2tYj8qKgonT57E2rVrFddtUT8Gc+/owVn4Aw3+ZJeY2L/nnntqu0kEQRBEkFD7RWMJIsDhC4vo6GjOuqgVnU6H+Ph4FBcXc2X3kpOTNe+nZcuW3GtPLPtSYp8NLQCACxcuqN4f3yLfunVrze1hue+++7BixQpER0dj5syZHu+nJnCdVNGejZ/wDL2OJ7KN4m78ADB06FAMHToUZ86cQVpaGgDvJuYAuwdNQkICiouLXZaT2FfHwIEDMXDgQAD2Z9bFixcBaLfsGwwG1K9fH3l5ebh69Sr3nGrWrJnmNhmNRpdJzWBF6MbPF/vTp0/HSy+95I9mEQRBEEEAWfYJQoCv3PgBZzKxgwcPAoCLxUstfLHvCazYz8zMRGVlJQDAarW6uD9rEftDhw4FYB90CkWYFoxGI5YtW4YlS5b4Jcu1HGTZ9w8Gvht/mLgbP59XXnmFe+1tzLLBYEBaWppbXDade+306NGDe+1JaIUwfwIAl1J6dQ1+YkKhZf+///0vTUYSBEEQkpDYJwgB/GzfvhL7hw4dAgB07txZ8z74rv/8OHu1NGjQAPXq1QPDMDh9+jQAe9JAs9nMrfOf//xH9f4aN26MM2fO4OjRo5qTDQYLwsFzKFgHgwGDhGVf6MbPMnjwYM6Fme9x4inXXHMNjh8/7pKgkcS+dthqG4BnYp+dFD1x4gTnaVGXxT5/8jE+Pp4rnRcZGemvJhEEQRBBAol9ghDAH0B5K/ZZLwGbzR6L7InY5wtqTwZ3Op3OzZW/oqKC+zw3Nxfjxo3TtM82bdp45KUQLPAH1zqdLmQnNQINvmU/3KBXtOwDwJIlS3D06FFN5d2U4ItVfvw+oQ5+Ek9PnqE33HADAGDlypWcZV9L2b1Qg5+Lwmg0okePHti/f78mjyyCIAiibkJinyAE8K263paE43sJ8EW3Vn7//Xc89NBDuP/++z3aXij2WXf+6Ohol8RkhB3+NcBYqv3YkroFP2bfWl0Fq9UKQNqyz9K5c2evMvEL4Zdt49drJ9TRvn17jB49GsOGDXOpJqIWtjTn2rVruYnJumzZF0s82atXL49ywBAEQRB1C0rQRxAC+KLBW4suX+y3bt3a48mD2267DbfddpvH7ZCy7AdafftAwWg04uof7yFx8CSUrfkIwKP+blKdwMC73SrL7RbdqKioWr9OdTodMjMzUVBQgMaNG9fqd4cCOp0Of//9t8fbd+nSBS1btnTJK0KWfYIgCILQDln2CULAqFGjcMMNN2DGjBle74uf7M8TF35f0bZtWwBARkYGAFfLPuFOeHg4Kk5sxeUvHoM1j1xla4swntivKLWLfW+SQHpDamqqS6I5ovbQ6XScdR+wT/gEWhLP2uSZZ55BTEwMHnnkEX83hSAIgggyaLqYIAQYjUasW7cOAFyS2HkC37LvT7HPWifZBH9k2ZdHGLNP1A5hvOnnqvJSAK73EFF3GDNmDD7++GMAdduqD9gnnvLy8ihZJEEQBKEZEvsEUYMEithnM/pfuXIFgNOyT2JfHL7AJ7Ffe+j5XW21T7RRxvG6SadOnbjXvszHEKzQfUAQBEF4ArnxE0QNEihu/Gwip5KSElRVVZEbvwZI7NceBr7ad4j9uuy+XZdJTU3lXvOrhxAEQRAEoZ6gEfuFhYWYNGkSEhISkJCQgEmTJqGoqEh2m8mTJ3Nls9i//v37106DCQKulv2OHTv6rR0JCQmcaMrNzSU3fg2Q2K89dHreTxKJ/ToNPyldfn6+H1tCEARBEMFL0Ij9e+65B+np6Vi9ejVWr16N9PR0TJo0SXG70aNHIzs7m/tbtWpVLbSWIOyw7vOtW7f2qN60r9DpdJx1Pzc3lyz7GiCxX3vodM6fJJvZXvKQxD5hMpn83QSCIAiCCEqCImb/+PHjWL16NXbu3Ilrr70WAPDll19iwIABOHnypGzt8oiICCqdRPiNa665BnPnzkW/fv383RQ0atQIWVlZipb9polRyCqqREIUiSyAxH5totPpAcb+2mIhyz5BEARBEIQ3BIXY37FjBxISEjihDwD9+/dHQkICtm/fLiv2N23ahOTkZCQmJmLIkCF4++23OQunGCaTycWKUFJiL/9kNpu9zsweaLDHE2rH5Ut80UfTp0/3eh++oGHDhgCAy5cvo6ysDIA96ZOwXV/f3xvzNpzFk0NbqWpzqF9HOp3O62ML9T7yBWaz2e7Gb7O/r6qqAmB356Z+c1KXrqVZs2Zh1qxZePbZZzUdb13qI08JtD4KlHYQBEGEGkEh9nNyckQFenJyMnJyciS3GzNmDO688060aNECGRkZePXVV3H99ddj3759kiVs5syZgzfeeMNt+dq1a0PW5TktLc3fTQh4QqGPGMZuMv3pp5/QoEEDAMDVq1dFQ1tGxgFn9l3CGQ37D4U+EsNsNvss/CdU+8hn8GL2Dxw4AMAer03hV+7UhWupW7du+PDDD9GiRQuProG60EfeEih9REkYCV8za9YsLF++HOnp6f5uChYtWoTp06cr5hrjM3nyZBQVFWH58uU11i4CKC0txauvvoply5YhNzcXvXr1wv/+9z9cc801MJvNeOWVV7Bq1SqcO3cOCQkJGD58ON599100adJEcp9ffvklvv32Wxw5cgQA0KdPH7zzzjsuXr4LFizAggULcP78eQBAly5d8Nprr2HMmDE+P0a/iv1Zs2aJCms+e/bsASDuSsswjKyL7cSJE7nXXbt2Rd++fdGiRQusXLkSt99+u+g2M2fOxIwZM7j3JSUlSE1NxciRI0Ou1q/ZbEZaWhpGjBhBrrIShFIfJSYmYu3atdi2bRvuu+8+APakgWPHjvVqv6HUR2JERERQH9UCZrMZyw8s4t6zHlupqale938oQdeSMtRHygRaH7FelAThK5577jlMmzbN380gApxHHnkER44cwXfffYcmTZrg+++/x/Dhw3Hs2DHExsZi//79ePXVV9GjRw8UFhZi+vTpuPnmm7F3717JfW7atAl33303Bg4ciMjISMydOxcjR47E0aNH0bRpUwBAs2bN8O6776Jt27YAgMWLF+OWW27BgQMH0KVLF58eo1/F/tSpU3HXXXfJrtOyZUscOnSIqw/O5+rVq1wCNDWkpKSgRYsWOH36tOQ6ERERolZ/o9EYED+INUEoH5uvCIU+Gjx4MFJTU3Hx4kXs27cPABATE+Oz4wqFPhJDp9NRH9US7SJKsGLXGiSYcmEd0weA/ZlMfeYOXUvKUB8pEyh9FAhtIEKL2NhYvyZGJgKfyspKLF26FH/88QcGDx4MwOkRsmDBArz11ltu3k/z589Hv379kJmZiebNm4vud8mSJS7vv/zyS/z2229Yv3497r//fgDATTfd5LLO22+/jQULFmDnzp0+F/t+zcbfoEEDdOzYUfYvMjISAwYMQHFxMXbv3s1tu2vXLhQXF2PgwIGqvy8/Px8XL15ESkpKTRwOQQQ0Op2Os5YeOnQIAJXeUwMl6Ks9oiIjULB6PqpObOFieMPDw/3cKoIgCKK2GTp0KJ5++mm88MILSEpKQuPGjTFr1izu88zMTNxyyy2IjY1FfHw8JkyY4GIYnDVrFnr27Mm937RpE/r164eYmBgkJiZi0KBBuHDhAvf5n3/+iT59+iAyMhKtW7fGG2+8AYvFoqqtH374Ibp164aYmBikpqbiySef5HIjicG27fPPP0dqaiqio6Nx5513irr5v//++0hJSUH9+vXx1FNPueS3+P7779G3b1/ExcWhcePGuOeee5Cbm6uqzQRgsVhgtVoRGRnpsjwqKgr//POP6DbFxcXQ6XQupbWVqKiogNlsRlJSkujnVqsVP/30E8rLyzFgwADV+1VLUJTe69SpE0aPHo1HH30UO3fuxM6dO/Hoo4/ixhtvdEnO17FjRyxbtgwAUFZWhueeew47duzA+fPnsWnTJtx0001o0KABbrvtNn8dCkH4lXbt2gGwP1gAKr1HBBZxcXEAgIKCAm5AQxY/giCIusnixYsRExODXbt2Ye7cuXjzzTeRlpYGhmFw6623oqCgAJs3b0ZaWhrOnj3rEr7Lx2Kx4NZbb8WQIUNw6NAh7NixA4899hg3mb9mzRrcd999ePrpp3Hs2DF8/vnnWLRoEd5++21V7dTr9Zg3bx6OHDmCxYsXY8OGDXjhhRdktzlz5gx++eUX/Pnnn1xJ8aeeesplnY0bN+Ls2bPYuHEjFi9ejEWLFmHRokXc59XV1Zg9ezYOHjyI5cuXIyMjA5MnT1bVZsI+5hgwYABmz56Ny5cvw2q14vvvv8euXbuQnZ3ttn5VVRVefPFF3HPPPZpCu1988UU0bdoUw4cPd1l++PBhxMbGIiIiAlOmTMGyZcvQuXNnr49LSFAk6APsLhFPP/00Ro4cCQC4+eab8fHHH7usc/LkSRQXFwMADAYDDh8+jG+//RZFRUVISUnBsGHD8PPPP3MDSoKoa7Bin4Us+8qQZb/2YF0uTSYT9ywnsU8QBFE36d69O15//XUA9vHLxx9/jPXr1wOweyhmZGQgNTUVAPDdd9+hS5cu2LNnD6655hqX/ZSUlKC4uBg33ngj2rRpA8BuSGR5++238eKLL+KBBx4AALRu3RqzZ8/GCy+8wH2/HGzVJQBo1aoVZs+ejSeeeAKffvqp5DZVVVVYvHgxmjVrBsDuHj5u3Dh88MEHXMnwevXq4eOPP4bBYEDHjh0xbtw4rF+/Ho8++igA4KGHHuL217p1a8ybNw/9+vVDWVkZhTCo5LvvvsNDDz2Epk2bwmAwoHfv3rjnnnuwf/9+l/XMZjPuuusu2Gw22fMqZO7cufjxxx+xadMmNw+CDh06ID09HUVFRVi6dCkeeOABbN682eeCP2jEflJSEr7//nvZddhs44BdxKxZs6amm0UQQYVQ7JNlXxkS+7VHZGQkjEYjzGYzV2mFxD5BEETdpHv37i7vU1JSkJubi+PHjyM1NZUT+gDQuXNnJCYm4vjx425iPykpCZMnT8aoUaMwYsQIDB8+HBMmTODCevft24c9e/a4WPKtViuqqqpQUVGhOFbauHEj3nnnHRw7dgwlJSWwWCyoqqpCeXk5YmJiRLdp3rw5J/QBYMCAAbDZbDh58iQn9rt06QKDweBy/IcPH+beHzhwALNmzUJ6ejoKCgpgs9lr12ZmZtaIhTgUadOmDTZv3ozy8nKUlJQgJSUFEydORKtWrbh1zGYzJkyYgIyMDGzYsEG1Vf/999/HO++8g3Xr1rldy4A9TJFN0Ne3b1/s2bMH//vf//D555/75uAcBIUbP0EQvqFXr14u78myrwyJ/dpDp9NxMW1s7CXF7BMEQdRNhJO9Op0ONptNshqXXJWub775Bjt27MDAgQPx888/o3379ti5cycAwGaz4Y033kB6ejr3d/jwYZw+fdrNGivkwoULGDt2LLp27YqlS5di3759+OSTTwDAJb5eCbbd/PZLHT8AlJeXY+TIkYiNjcX333+PPXv2cKHM1dXVqr+XsBMTE4OUlBQUFhZizZo1uOWWWwA4hf7p06exbt061K9fX9X+/vOf/2D27NlYvXo1+vbtq2obhmFgMpk8PgYpgsayTxCE9zRt2hStW7fGuXPnAJBlXw0k9muXevXq4cqVK5zYJ8s+QRAEwadz587IzMzExYsXOev+sWPHUFxc7OKeL6RXr17o1asXZs6ciQEDBuCHH35A//790bt3b5w8eZKzsmph7969sFgs+OCDD6DX222ov/zyi+J2mZmZuHz5MlevfceOHdDr9Wjfvr2q7z1x4gTy8vLw7rvvcn0gVw6OEGfNmjVgGAYdOnTAmTNn8Pzzz6NDhw548MEHYbFYcMcdd2D//v3466+/YLVaOa/DpKQkzhhx//33o2nTppgzZw4Au+v+q6++ih9++AEtW7bktuFXiHjppZcwZswYpKamorS0FD/99BM2bdqE1atX+/wYSewTRB1j8ODBnNgny74yJPZrF6Fln8Q+QRAEwWf48OHo3r077r33Xnz00UewWCx48sknMWTIEFErakZGBr744gvcfPPNaNKkCU6ePIlTp05xZdBee+013HjjjUhNTcWdd94JvV6PQ4cO4fDhw3jrrbdk29KmTRtYLBbMnz8fN910E7Zt24bPPvtM8RgiIyPxwAMP4P3330dJSQmefvppTJgwgXPhV6J58+YIDw/H/PnzMWXKFBw5cgSzZ89WtS3hpLi4GDNnzsSlS5eQlJSE8ePH4+2334bRaMT58+exYsUKAHCp7ADYQzeGDh0KwD5xw070AMCnn36K6upq3HHHHS7bvP7661xFiStXrmDSpEnIzs5GQkICunfvjtWrV2PEiBE+P0YS+wRRx+DHDZFlX5oPPvgAzz77rEvmW6LmqVevHgAgLy8PAIl9giAIwhWdTofly5dj2rRpGDx4MPR6PUaPHo358+eLrh8dHY0TJ05g8eLFyM/PR0pKCqZOnYrHH38cADBq1Cj89ddfePPNNzF37lwYjUZ07NgRjzzyiGJbevbsiQ8//BDvvfceZs6cicGDB2POnDncRIIUbdu2xe23346xY8eioKAAY8eO1ZT4rWHDhli0aBFeeuklzJs3D71798b777+Pm2++WfU+CGDChAmYMGGC6GctW7Z0yQcnxaZNm1zenz9/XnGbhQsXqmmeTyCxTxB1jEaNGnGvybIvzYwZM/DUU08hIiLC302pUwjr0FLMPkEQRN1DKKAAYPny5dzr5s2b448//pDcftasWZwVtVGjRlw8uxSjRo3CqFGjPGkqnnnmGTzzzDMuyyZNmsS9njx5smhJvCeeeAJPPPGE6D7FDA0fffSRy/u7774bd999t8syNeKUqFtQgj6CqGMkJydzr8myLw8J/dpHKPbJsk8QBEEQBOEZJPYJoo5Bln0ikGHd+FlI7BMEQRD+YsmSJVxiNeFfly5d/N08glCE3PgJoo7Bt5ySizQRaJBlnyAIgggUbr75Zlx77bWin3n6+8QPMSCImobEPkHUMVJSUtChQwfo9XrV9UIJorZISEhweU8TUgRBEIS/iIuLQ1xcnL+bQRAeQ2KfIOoYer0eR44cAcMwMBgM/m4OQbjA1qBlIcs+QRAEQRCEZ5DYJ4g6SFgY3fpEYCK0oJDYJwiCIAiC8AxK0EcQBIwC93MAAQAASURBVEEEDCT2CYIgCIIgfAOJfYIgCCJgELrxU8w+QRAEQRCEZ5DYJwiCIAIGsuwTBEEQBEH4BhL7BEEQRMBAYp8gCIIgCMI3kNgnCIIgAoaYmBiX9yT2CYIgCIIgPIPEPkEQBBEw6PV6F8FPYp8gCIIgCMIzSOwTBEEQAQXflZ8S9BEEQRAEQXgGiX2CIAgioOBn5I+OjvZjSwiCIAiCIIIXEvsEQRBEQFFSUsK9btGihR9bQhAEQRAEEbyQ2CcIgiACitzcXO41xewTBEEQBEF4Bol9giAIgiAIgiAIgggxSOwTBEEQBEEQBEEQRIhBYp8gCIIIKObPnw+9Xo+//vrL300hCIIgCIIIWkjsEwRBEAHF1KlTUVpainHjxvm7KQRBEARBEEELiX2CIAgi4KCSewRBEARBEN5BYp8gCIIgCIIgCIIgQgwS+wRBEARBEARBEAQRYoT5uwGBDsMwAICSkhI/t8T3mM1mVFRUoKSkhGpZS0B9pAz1kTLUR8pQH6mD+kkZ6iNlAq2P2DEWO+byF8ePH/fr9xNEoJKRkQGA7pFAQu250DH+frIGOJcuXUJqaqq/m0EQBEEQBBHSXLx4Ec2aNav1783MzESnTp1QUVFR699NEMGCwWCA1Wr1dzMIHtHR0Th+/DiaN28uuQ6JfQVsNhsuX76MuLg46HQ6fzfHp5SUlCA1NRUXL15EfHy8v5sTkFAfKUN9pAz1kTLUR+qgflKG+kiZQOsjhmFQWlqKJk2aQK/3T4RpZmYm8vLy/PLdBBEMmEwmRERE+LsZBI8GDRrICn2A3PgV0ev1fpllrk3i4+MD4sc+kKE+Uob6SBnqI2Woj9RB/aQM9ZEygdRHCQkJfv3+5s2bKw6aCYIggg1K0EcQBEEQBEEQBEEQIQaJfYIgCIIgCIIgCIIIMUjs12EiIiLw+uuvU/yNDNRHylAfKUN9pAz1kTqon5ShPlKG+oggCKJuQAn6CIIgCIIgCIIgCCLEIMs+QRAEQRAEQRAEQYQYJPYJgiAIgiAIgiAIIsQgsU8QBEEQBEEQBEEQIQaJfYIgCIIgCIIgCIIIMUjsEwRBEARBEARBEESIQWKfcGHRokVITEz0dzMIgiAIIiCYPHkydDoddDodli9f7u/mhAybNm3i+vXWW2/1d3MIgiBCEhL7hAsTJ07EqVOn/N0MgiAIwo/k5ubi8ccfR/PmzREREYHGjRtj1KhR2LFjB7dOXRK/o0ePRnZ2NsaMGcMt0+l0OH/+PADg/PnznHDV6XRISEhA//798eeff7rsZ9GiRdw6BoMB9erVw7XXXos333wTxcXFLutOnjwZs2bN0tROuTbx/3bu3IkPPvgACQkJqKiocNtPVVUVEhMT8eGHH6KgoADTpk1Dhw4dEB0djebNm+Ppp592ay+LyWRCz549odPpkJ6ezi1n28MycOBAZGdnY8KECZqOkah70POIIDyHxH4dorq6WnGdqKgoJCcn10JrCIIgiEBl/PjxOHjwIBYvXoxTp05hxYoVGDp0KAoKCjTtx2w211ALaxdWYERERMiut27dOmRnZ2PXrl3o168fxo8fjyNHjrisEx8fj+zsbFy6dAnbt2/HY489hm+//RY9e/bE5cuXfd52tk38vz59+uD+++9HZWUlli5d6rbN0qVLUVFRgUmTJuHy5cu4fPky3n//fRw+fBiLFi3C6tWr8fDDD4t+3wsvvIAmTZootis8PByNGzdGVFSU18dIhDa+eh7VFGrG1wThNxhCMzabjSk3mWv9z2azaWrnkCFDmKeeeop55plnmPr16zODBw9mPvjgA6Zr165MdHQ006xZM+aJJ55gSktLuW2++eYbJiEhgXv/+uuvMz169GC+/fZbpkWLFkx8fDwzceJEpqSkxKU/3nvvPaZVq1ZMZGQk0717d+bXX39lGIZhrFYr07RpU2bBggUubdu3bx8DgDl79izDMIzqdi1btoxp164dExERwQwfPpzJzMzU1CcEQRCEPIWFhQwAZtOmTZLrtGjRggHA/bVo0YJhGOdvxsKFC5lWrVoxOp2OsdlsTFFREfPoo48yDRs2ZOLi4phhw4Yx6enp3P7S09OZoUOHMrGxsUxcXBzTu3dvZs+ePQzDMMz58+eZG2+8kUlMTGSio6OZzp07MytXruS2PXr0KDNmzBgmJiaGSU5OZu677z7m6tWr3Oe//vor07VrVyYyMpJJSkpibrjhBqasrEx1fzzwwAPMLbfc4rYcAJORkcEwDMNkZGQwAJgDBw5wn5eUlDAAmHnz5nHLhL+xLFeuXGEaNGjA3HvvvS7f+/rrr6tup5o2Cbn99tuZoUOHui2//vrrmfHjx0tu98svvzDh4eGM2Wx2Wb5q1SqmY8eOzNGjR92+m22PEKn+JQiG8e55xDAMs2LFCqZ3795MREQE06pVK2bWrFku1y0A5tNPP2VGjx7NREZGMi1btmR++eUX2TaJja8ZxrtnEXsfzJo1i3tOPvbYY4zJZOK2r6qqYqZNm8Y0bNiQiYiIYAYNGsTs3r2b+3zjxo0MAGbdunVMnz59mKioKGbAgAHMiRMnuHXknrUMwzDbtm1jrrvuOiYyMpJp1qwZM23aNE3PSyLwCKvtyYVQoNJsRefX1tT69x57cxSiw7WdssWLF+OJJ57Atm3bwDAMVq9ejXnz5qFly5bIyMjAk08+iRdeeAGffvqp5D7Onj2L5cuX46+//kJhYSEmTJiAd999F2+//TYA4JVXXsHvv/+OBQsWoF27dtiyZQvuu+8+NGzYEEOGDMFdd92FJUuWYMqUKdw+f/jhBwwYMACtW7cGAOj1esV2VVRU4O2338bixYsRHh6OJ598EnfddRe2bdumqU8IgiAIaWJjYxEbG4vly5ejf//+otbsPXv2IDk5Gd988w1Gjx4Ng8HAfXbmzBn88ssvWLp0Kbd83LhxSEpKwqpVq5CQkIDPP/8cN9xwA06dOoWkpCTce++96NWrFxYsWACDwYD09HQYjUYAwFNPPYXq6mps2bIFMTExOHbsGGJjYwEA2dnZGDJkCB599FF8+OGHqKysxP/93/9hwoQJ2LBhA7Kzs3H33Xdj7ty5uO2221BaWoqtW7eCYRgA9rjxYcOGISMjAy1btvRZH5rNZnz55ZcAwB2HHMnJybj33nvx9ddfw2q1uvRnTfLwww/jxhtvREZGBlq1agXA7m6/ceNGrFy5UnK74uJixMfHIyzMOSa5cuUKHn30USxfvhzR0dE13naibuDN82jNmjW47777MG/ePFx33XU4e/YsHnvsMQDA66+/zm3/6quv4t1338X//vc/fPfdd7j77rvRtWtXdOrUSbJdwvG1t88iAFi/fj0iIyOxceNGnD9/Hg8++CAaNGjAjbdfeOEFLF26FIsXL0aLFi0wd+5cjBo1CmfOnEFSUhK3n5dffhkffPABGjZsiClTpuChhx7ixspyz9rDhw9j1KhRmD17NhYuXIirV69i6tSpmDp1Kr755htPTyHhb/w71xCclJvMTIv/+6vW/8pNZuXG8RgyZAjTs2dP2XV++eUXpn79+tx7Mct+dHS0iyX/+eefZ6699lqGYRimrKyMiYyMZLZv3+6y34cffpi5++67GYZhmP379zM6nY45f/48wzBOa/8nn3yiqV0AmJ07d3LLjh8/zgBgdu3aJXuMBEEQhDZ+++03pl69ekxkZCQzcOBAZubMmczBgwdd1gHALFu2zGXZ66+/zhiNRiY3N5dbtn79eiY+Pp6pqqpyWbdNmzbM559/zjAMw8TFxTGLFi0SbUu3bt2YWbNmiX726quvMiNHjnRZdvHiRQYAc/LkSc6LjP39EbJr1y6mQ4cOzKVLl0Q/Zxh1lmfWah0VFcXExMQwer2eAcC0bNmSyc/P59aTsuwzDMMsWLCAAcBcuXJF9rvUImwT/89isTAMwzAWi4Vp2rQp89prr3Hbvfbaa0zTpk25dYTk5eUxzZs3Z15++WVumc1mY0aPHs3Mnj3b5bvlvApYyLJPKOHp8+i6665j3nnnHZdl3333HZOSkuKy3ZQpU1zWufbaa5knnnhCsj1i42tvn0UPPPAAk5SUxJSXl3PLFixYwMTGxjJWq5UpKytjjEYjs2TJEu7z6upqpkmTJszcuXMZhnG17LOsXLmSAcBUVlYyDCP/rJ00aRLz2GOPuSzbunUro9frue2J4IMs+x4QZTTg2Juj/PK9Wunbt6/L+40bN+Kdd97BsWPHUFJSAovFgqqqKpSXlyMmJkZ0Hy1btkRcXBz3PiUlBbm5uQCAY8eOoaqqCiNGjHDZprq6Gr169QIA9OrVCx07dsSPP/6IF198EZs3b0Zubq5LUh417QoLC3M5no4dOyIxMRHHjx9Hv379NPcNQRAEIc748eMxbtw4bN26FTt27MDq1asxd+5cfPXVV5g8ebLsti1atEDDhg259/v27UNZWRnq16/vsl5lZSXOnj0LAJgxYwYeeeQRfPfddxg+fDjuvPNOtGnTBgDw9NNP44knnsDatWsxfPhwjB8/Ht27d+f2vXHjRs7Sz+fs2bMYOXIkbrjhBnTr1g2jRo3CyJEjcccdd6BevXoAgH79+uHEiRMe95OQn3/+GR07dsSpU6cwffp0fPbZZy4WNzkYh4WPn8TOV20SWihZy6fBYMADDzyARYsW4fXXX4dOp8PixYsxefJkUe+CkpISjBs3Dp07d3axjM6fPx8lJSWYOXOmT9tOEIDnz6N9+/Zhz549nGUcAKxWK6qqqlBRUcF5oAwYMMBluwEDBrgklxRDOL729lkEAD169HDxihkwYADKyspw8eJFFBcXw2w2Y9CgQdznRqMR/fr1w/Hjx12+j30+AvYxO2BPcti8eXPZZ+2+fftw5swZLFmyhNueYRjYbDZkZGTIejoQgQsl6PMAnU6H6PCwWv/zZADAF/AXLlzA2LFj0bVrVyxduhT79u3DJ598AkA+iZLQBVGn08FmswEA93/lypVIT0/n/o4dO4bffvuN2+bee+/FDz/8AMDuwj9q1Cg0aNBAc7vE+sDXAyOCIAgCiIyMxIgRI/Daa69h+/btmDx5sovAk0I4cWyz2ZCSkuLyG5Geno6TJ0/i+eefBwDMmjULR48exbhx47BhwwZ07twZy5YtAwA88sgjOHfuHCZNmoTDhw+jb9++mD9/Prfvm266yW3fp0+fxuDBg2EwGJCWloa///4bnTt3xvz589GhQwdkZGT4uLfspKamol27dhg3bhy++uorTJw4kZscV+L48eOIj493mxTxRZvatm3r8sfnoYcewsWLF7FhwwasX78emZmZePDBB932U1paitGjRyM2NhbLli1zGRts2LABO3fuREREBMLCwrjv6Nu3Lx544AGfHg9RN/HkeWSz2fDGG2+4PBsOHz6M06dPIzIyUnZbpbGl2HOupp5FOp1OcjKQYRi3Zfx7k/2MHa/LPWttNhsef/xxl/YfPHgQp0+f5iYEiOCDxH4dYu/evbBYLPjggw/Qv39/tG/f3uvMv507d0ZERAQyMzPdBhOpqancevfccw8OHz6Mffv24bfffsO9996ruV0WiwV79+7l3p88eRJFRUXo2LGjV8dAEARBKNO5c2eUl5dz741GI6xWq+J2vXv3Rk5ODicC+X/spC8AtG/fHs888wzWrl2L22+/3SVGNDU1FVOmTMHvv/+OZ599louH7927N44ePYqWLVu67ZsdjOt0OgwaNAhvvPEGDhw4gPDwcG5wW5MMGTIEXbt2dbEqSpGbm4sffvgBt956K/T62h2atWnTBkOGDME333yDr7/+GkOHDnUb2JeUlGDkyJEIDw/HihUr3ITSvHnzcPDgQU4grFq1CoDdq0DN8ROEVtQ8j3r37o2TJ0+6PRvatm3rcp/t3LnTZbudO3dqHlv64ll08OBBVFZWurQjNjYWzZo1Q9u2bREeHo5//vmH+9xsNmPv3r2aLe5Sz1r2GMT6Kzw8XNN3EIEDif06RJs2bWCxWDB//nycO3cO3333HT777DOv9hkXF4fnnnsOzzzzDBYvXoyzZ8/iwIED+OSTT7B48WJuvVatWmHgwIF4+OGHYbFYcMstt2hul9FoxLRp07Br1y7s378fDz74IPr3708u/ARBED4kPz8f119/Pb7//nscOnQIGRkZ+PXXXzF37lyXZ3fLli2xfv165OTkoLCwUHJ/w4cPx4ABA3DrrbdizZo1OH/+PLZv345XXnkFe/fuRWVlJaZOnYpNmzbhwoUL2LZtG/bs2cMNYKdPn441a9YgIyMD+/fvx4YNG7jPnnrqKRQUFODuu+/G7t27ce7cOaxduxYPPfQQrFYrdu3ahXfeeQd79+5FZmYmfv/9d1y9epXbfvfu3ejYsSOysrJqpC+fffZZfP755y77ZxgGOTk5yM7OxvHjx/H1119j4MCBSEhIwLvvvuvzNuTn5yMnJ8flr6qqymWdhx9+GL///juWLVvmVlKvtLQUI0eORHl5ORYuXIiSkhJuP6y4at68Obp27cr9tW/fHoD9971Zs2Y+Pyai7uDN8+i1117Dt99+y1mzjx8/jp9//hmvvPKKy3f8+uuv+Prrr3Hq1Cm8/vrr2L17N6ZOnaqpnd4+iwB7COzDDz+MY8eO4e+//8brr7+OqVOnQq/XIyYmBk888QSef/55rF69GseOHcOjjz6KiooKyTKYQpSetf/3f/+HHTt24KmnnuK8ElasWIFp06Zp6gsiwPBrxgCiRhkyZAjz73//22XZhx9+yKSkpDBRUVHMqFGjmG+//ZYBwBQWFjIMI116j89///tfl7ImNpuN+d///sd06NCBMRqNTMOGDZlRo0Yxmzdvdtnuk08+YQAw999/v1tb1bZr6dKlTOvWrZnw8HDm+uuvl0x0QhAEQXhGVVUV8+KLLzK9e/dmEhISmOjoaKZDhw7MK6+8wlRUVHDrrVixgmnbti0TFhbmVnpPSElJCTNt2jSmSZMmjNFoZFJTU5l7772XyczMZEwmE3PXXXcxqampTHh4ONOkSRNm6tSpXEKoqVOnMm3atGEiIiKYhg0bMpMmTWLy8vK4fZ86dYq57bbbmMTERCYqKorp2LEjM336dMZmszHHjh1jRo0axZWqat++PTN//nxuWzahFVuuTgwtCfqECelsNhvToUMHLtkXm2wWAKPT6ZiEhASmX79+zJtvvskUFxfLfsfrr7/u8turBNsmsb8ff/zRZd2KigomISGBSUhIcDnHDOPsI7E/qX6jBH2Er/DmecQwDLN69Wpm4MCBTFRUFBMfH8/069eP+eKLL7jPATCffPIJM2LECCYiIoJp0aKF2/0hRGx8zTDePYvY++C1115j6tevz8TGxjKPPPKIS2LTyspKZtq0aUyDBg1kS++xY2eGYZgDBw5w96rSs5ZhGGb37t3MiBEjmNjYWCYmJobp3r078/bbb8v2BxHY6BiGV/OBIAKURYsWYfr06SgqKvJ3UwiCIIg6xOTJk1FUVITly5f7vR2A/fcwlAiU/iXqJjqdDsuWLcOtt97q13bQfUDUFOTGTxAEQRAEIcNff/2F2NhY/PXXX35rw+bNmzF79my/fb+v2bp1K2JjY10yfxMEQRC+hUrvEQRBEARBSDB37lwuxpctY+UPaqqCgL/o27cvV95MrFwZQRAE4T3kxk8QBEEQBEEQBEEQIQa58RMEQRAEQRAEQRBEiEFinyAIgiAIgiAIgiBCDIrZV8Bms+Hy5cuIi4uDTqfzd3MIgiAIgiBCCoZhUFpaiiZNmkCvr307FI31CIIINtQ+N0nsK3D58mWkpqb6uxkEQRAEQRAhzcWLF9GsWbNa/14a6xEEEawoPTdJ7CsQFxcHwN6R8fHxfm6NbzGbzVi7di1GjhwJo9Ho7+YEJNRHylAfKUN9pAz1kToCvZ/SjubgmV8OAgCOvDHKo31M/HwHjl4u8Xgfgd5HgUCg9VFJSQlSU1O5MVdtw35vRkYGkpKS/NIGrQTaOVRDsLU52NoLUJtrg0Bpr9rnJol9BVh3rvj4+JAU+9HR0YiPjw+Km8sfUB8pQ32kDPWRMtRH6gj0fgqLKoU+IhoAcKVSh3aNtIu3uLh46CMsAODR726g91EgEKh95C8XevZ74+LigmasF6jnUI5ga3OwtRegNtcGgdZepecmJegjCIIgCMLnnMsr92i7+Cj/D54IgiAIIhQgsU8QBEEQhE/Q8ywMntpoI8JoaEIQBEEQvoB+UQmCIAiC8AkGvVPi2xjP9rHycLaPWkMQBEEQdZugEftz5szBNddcg7i4OCQnJ+PWW2/FyZMnFbfbvHkz+vTpg8jISLRu3RqfffZZLbSWIAiCIOoeZqtN9LVaXvjtoC+bQxAEQRB1mqAR+5s3b8ZTTz2FnTt3Ii0tDRaLBSNHjkR5uXRMYEZGBsaOHYvrrrsOBw4cwEsvvYSnn34aS5curcWWEwRBEETd4N8/pXOvTRZtYt9kseKXvZd83KLgJ7e0CsWVZn83gyAIgghCgiYb/+rVq13ef/PNN0hOTsa+ffswePBg0W0+++wzNG/eHB999BEAoFOnTti7dy/ef/99jB8/XnQbk8kEk8nEvS8psZf/MZvNMJtD68eWPZ5QOy5fQn2kDPWRMtRHylAfqSOY+ik2XKepnRuO57otK6uoQoTRoOl7g6mPlCg3WTDs/c3QQYc9M4cizOAbG02g9VGgtIMgCCLUCBqxL6S4uBgAZOuh7tixAyNHjnRZNmrUKCxcuBBms1m0XMKcOXPwxhtvuC1fu3YtoqOjvWx1YJKWlubvJgQ81EfKUB8pQ32kDPWROgK3n5zDit179sF0Tn3g/oE8HQBXYT9z0VoMb+pZ8H/g9pF68qqAcpO9T5f9tRoxPi5UECh9VFFR4e8mEARBhCRBKfYZhsGMGTPwr3/9C127dpVcLycnB40aNXJZ1qhRI1gsFuTl5SElJcVtm5kzZ2LGjBnc+5KSEqSmpmLkyJFBU3tVLWazGWlpaRgxYkRA1IkMRKiPlKE+Uob6SBnqI3UEej/9e8da7nXXHj0xtrv776wUuiM5WHT6kMuyfGNDjB3bV1MbAr2PtJBZUIHZB/4BAAwedj0axUf6ZL+B1kesFyVBEAThW4JS7E+dOhWHDh3CP//8o7iuTuda/IdhGNHlLBEREYiIiHBbbjQaA+IHsSYI5WPzFdRHylAfKUN9pAz1kTqCoZ+sjE5TGyPD3dfdfrbA4+MMhj5SwmBwDtPKzXA5HoZhJMcyagmUPgqENhAEEXzYbAzMNhssVgYWK4Nqqw0Wx3uz1QaLzfHfysBis8HsWM+5jQ1mGwObjYHVxsDKOF4z/GX277Ex9uVmsxUnLupwev0ZQKcXrMuAYeC6L5f9OvfFMICNYRyVa+z/2fcM73O3/7D/N1VI563jE3Rif9q0aVixYgW2bNmCZs2aya7buHFj5OTkuCzLzc1FWFgY6tevX5PNJAiCIIg6jdmqzf2+YZz7RHtdJ7PA6d7+696LeOXGzgCAI1nFmLRwF54d2QH39W/hr+YRBEGAYRhUmW2oqLagotrq+LOgkn1ttqKy2gKTxQaT2QaTxYpqi83+3mJDZbUZ5y7osebng6i22pO1miw23jpWmMw2VFvty1iBbrHaPC7x6j0G4NI5f305AMBmUhf+FDRin2EYTJs2DcuWLcOmTZvQqlUrxW0GDBiAP//802XZ2rVr0bdvX5pFJgiCIIgapNpi1bS+jREftdlsDPR67yzYwcq3Oy5wr7unJnKvZ/5+GIUVZryy/AiJfYIgPMJstaG0yoKSSjNKqyworTKjxPHf/p732mRGSaUF5XwR7xD3lWYrJB7fGtADV6/44rAQptchzKCDUa+HMUyPML0ORoMeYQad4LUeRsd/g14HvV4Hgw721zodb5n9tU4HGHQ66MDg0qWLaNWiBYxhBse64NbV6/jbwWUf3H51di9zvc6+X/a9DnBsD+jAfub8b/8ptP+vKC/DbR+p6A+f9Got8NRTT+GHH37AH3/8gbi4OM5in5CQgKioKAD2ePusrCx8++23AIApU6bg448/xowZM/Doo49ix44dWLhwIX788Ue/HQdBEARB1AWqrdpK71kkPAGqrTZE6rVl5A8dnH0SGebMxG+oo5MfBEGIY7MxKKioRk5hOU4X6/D3kRyUmGwoLK9GQUU1CsurUVhhRmFFNQrK7e/Lq7VNyKoh0qhHdHgYoowGxEQYEBUehmijAVHhBkQa9YgIMyAiTI+IMD3Cw+zvw/RAxpmT6NG1C6IijI7PDbx19Igw2t8bDQ6BbtDDqLf/Z4U9K+a9DW9Swmw2Y9WqCxg7tpNfjcdqc50EjdhfsGABAGDo0KEuy7/55htMnjwZAJCdnY3MzEzus1atWmHVqlV45pln8Mknn6BJkyaYN2+eZNk9giAIgiC0U2ayIDbCdUhRbdEm9q0SpiGTxYZIjeX3QpFKs92SduxyCcJ9VIKPIIjAhmEYXC0zIbuoCrmlJuSWViG3xITcUhOuljqWlZiQV2aChfNpNwDHDsnul090uAFxkWGIizQi3vGf/z4+in0fhpjwMLuYDzcgOtyAGN7rKKPBIy8ss9mMVRUnMLZ/c/K8rgGCRuwzKvxDFi1a5LZsyJAh2L9/fw20iCAIgiCIn/dk4v+WHsbsW7q4LNcq9m281Q16HayOgavJYgVQVweAzoFzVlElOr+2xo9tIQjC11htDLKLK5FVWImsIuf/S+z7okpNz9J60UaEM9Vo1rAekmIjkBQdjnox4UiKMSIxOpz3PhyJUUbERobBSJOHIU3QiH2CIAiCIAKP/1t6GADw6h9HXZZXa0zQx1r2O6fEI7/chCslJvt+NE4ahBINYsO513NXn/RjSwiC8BSGYXClxISMvHJk5JXjfH45zl21/8/Mr1AMedLpgOS4CDSKj0RyXAQaxtn/J8dHIJn3ukFsBGCzYtWqVRg7th9ZyQkAJPYJgiAIgqgBtFv27WLfoNchnBefbqrDYv/a1kn4ac9FfzeDIAgVsC73J3NKnX9XSnEmtwwVMvHx4QY9miRGomm9KDRNjELTxGjudbN6UWicEKna+m62+T4OnwhuSOwTBEEQBOFzqq3aBp1svKler0NEmDNGvy5b9tXkOLTaGErYRxC1jM3GICO/HIcuFeHQpWKcyLYL+4LyatH1DXodUutFoWWDGLRqEIPWDWK41ykJUXQPEzUGiX2CIAiCIHyO2aLRjZ+17OuAJ4a0wbO/HgRQ18W+8rGbLFZEh9NwjiBqkqyiShy8WISDl4pw6GIxjmQVo9RkcVtPpwNa1o9Bh0Zx6NA4Dh0bx6Fdozi0qB9NsfGEX6BfB4IgCIIgfI7W0ns2xunGf3vvppzYr8tu/M7s2tKYzDZEhyuuRhCEShiGwdmrZdhxJg/LT+vx3vtbcLm4ym29SKMeXZokoFvTBHRpEo+OjePRNjkWUeFUPYQIHEjsEwRBEAThc7Ra5HeczQcA7DlfCJ1Oh46N43Aip7ROW/YLysRdgvlonVQhCMKd83nl2HL6KradycOe84U8d3w9gCoY9Dp0SolD92aJ6NEsAd2bJaJdcizCyFpPBDgk9gmCIIiAwmZjPKrVS/iH+MgwlFS5u7NqFaHf7bzg8v5qqT0bf2GFsuANVT5IO6W4jslMYp8gtFJaZcb2s/nYevoqtpzKQ2ZBhcvnEWF69EpNQII5H/cMvwbXtG5A4TJEUEJXLUEQBBEw/H0kBy8vP4b59/TC0A7J/m4OoYL4KKO42PfSIp/vsKy98edR3NSjiVf7CmVMFsq+TRBqyC6uRNqxK1hzNAe7zhW4hMkYDTr0aVEP17VriP6t66Nb0wToGHsZu4Ft6sNoJMlEBCd05RIEQRABw9M/HwIATP5mD3Q64PHBbfDimI5+bhUhRbXFhkuFlZKf+YI8Fa7sdZm6nNOAIJQ4e7UMq4/kYO3RHBy8VOzyWasGMRjcrgGua9cQA9rUR0yEqywym2kijQh+SOwTBEEQAQnDAJ9tPktiP4D5908HJD8za3Tjv6NPM/y27xJ6N090WR5GIR2ykNgnCFdyS6qw4uBlLDuQhaOXS7jlOh3Qu3k9jOrSCCM7N0bLBjF+bCVB1A4k9gmCIAiC8Ii/j+RIfrb3QqGmfSXF2FPK922ZBADo3iwBhy4Vq8pIH6qM790MS/dfkl2H3PgJAig3WbD6SA6Wp2dh25k8sI+NML0Og9o2wKgujTG8czKS4yL921CCqGVI7BMEQRABDcMw0OnIuhuMVFtsCA9Tl62acZTeY0/1uavlNdWsoCHC6N53N3RMxvoTudz77CL3kmAEUVc4drkES3ZdwB/pl1HGq3vft0U93NqrKcZ1S0G9GKpNSdRdqF4EQRAEEdCQm3LwUqXB6my22sW+3qH2I41Uq9om4tVQP9ZVuDz768Haak6t8emnn6JVq1aIjIxEnz59sHXrVtn1lyxZgh49eiA6OhopKSl48MEHkZ+fX0utJWqbKrMVv+69iFs/2Yax87Ziya5MlJksaNUgBs+OaI8tzw/Db08MxH39W5DQJ+o8ZNknCIIgAppqq42EX5BiVjlRY7UxWLT9vMuyqHCyR4iFMNx7bQv8slfetT+Y+fnnnzF9+nR8+umnGDRoED7//HOMGTMGx44dQ/Pmzd3W/+eff3D//ffjv//9L2666SZkZWVhypQpeOSRR7Bs2TI/HAFRU+SVmfDtjgv4bsd5FFaYAdiz6I/q0hj3XNscA1rXJy8wghBAYp8gCIIIaExmG0BhlkGFQa+D1caojrfPLnZm9K9yZMCOCKMJnow811CGML0OPVIT/dOYWuLDDz/Eww8/jEceeQQA8NFHH2HNmjVYsGAB5syZ47b+zp070bJlSzz99NMAgFatWuHxxx/H3Llza7XdRM1x9moZvtqagaX7L3FVPprVi8I91zbHnX1S0TAuws8tJIjAhcQ+QRAEEdBUa8zqTvgfo8Eu9tWW3+Nb4xyh+ziTW8Yts9oYGOpgVv59vCSHt/dqiof+1cqPral5qqursW/fPrz44osuy0eOHInt27eLbjNw4EC8/PLLWLVqFcaMGYPc3Fz89ttvGDdunOT3mEwmmEwm7n1JiT1ju9lshtls9sGR1DxsO4OlvYD2Np/MKcX8jWex5pgzR0X3ZvF4ZFBLjOiUjDCDXtP+tFIX+jgQCLY2B0p71X4/iX2CIAgioDFRreOgw2jQo8psU23Z58t4NkfDjBHt8WHaKQD2RH9R4XXb0v/hxJ7c64OvjUSPN9f6rzE1RH5+PqxWKxo1auSyvFGjRsjJEa/8MHDgQCxZsgQTJ05EVVUVLBYLbr75ZsyfP1/ye+bMmYM33njDbfnGjRsRHR3t3UHUMmlpaf5ugmaU2pxdAay+pEd6vl3M68Cgaz0Gw5rY0DquAExmAdZm1kZL7YRiHwciwdZmf7e3oqJC1Xok9gmCCEiulFShuNKM9o3i/N0Uws9Qgr7gw8ha3FR6ZfzXIeoBcBm1pwxpQ2LfQWtBPfCEaCP+O7EHnvk59JLzAXCLu5aryHHs2DE8/fTTeO211zBq1ChkZ2fj+eefx5QpU7Bw4ULRbWbOnIkZM2Zw70tKSpCamophw4ahfv36vjuQGsRsNiMtLQ0jRoyA0Wj0d3NUodTmCwUV+O+6M1h1JIfz8BnTpRGmDWuDdo1ia7m1odnHgUiwtTlQ2st6JClBYp8giIDk2nfWAwD++b9haFYvuCwthOfodE43bhYS+8GH0WAXZmrF/q/7nAnn/jx4GfPv7sXtAwBMViuAwB8E+pr2jWJx6koZnhzWVuQz+0Roo/jQiVeuX78+DAaDmxU/NzfXzdrPMmfOHAwaNAjPP/88AKB79+6IiYnBddddh7feegspKSlu20RERCAiwr3fjEZjUIgNPqHQ5uIKMz7eeBqLtp/nqnKM6doY/x7eDh0bx/urmRyh0MfBQLC12d/tVfvdlOqWIIiA5khWsb+b4DPmbTiD2z/dhopqi/LKdZRwg/vPktq4b6L2aVYvCgAQF+lqOwjTs5Z9dW78Yuh0OoSH2fdTV6+BJEfZsIgw9/uCTWBYZQ6dvgkPD0efPn3c3GPT0tIwcOBA0W0qKiqg17v2j8Fg7xtGOHNIBBRmqw2LtmVgyPsb8eXWDJitDK5r1wArn/4XFtzXJyCEPkEEO2TZJwgioPFGLAQa8zeeAwD8sCsTj1zX2s+tCUzCw/RulnyThlrthH/o0SwR/5zJ496zIt3iQXLFGzomc68jDHpUW2x1VuyzWlXMg52dACiuNON4dgk6pYSGMJoxYwYmTZqEvn37YsCAAfjiiy+QmZmJKVOmALC74GdlZeHbb78FANx000149NFHsWDBAs6Nf/r06ejXrx+aNGniz0MhZNidUYCXlx3GaUciznbJsXhpXCcMbd+QyucRhA8hsU8QREBjsYXeIL+0iiz7UohZ9k0hZLkMNWyOBHxCyz5bMu7s1TL0bZmkaZ8f39Obex0epgdMdbciAyf24S5+IozOe2XM/7bi/LvS2eeDiYkTJyI/Px9vvvkmsrOz0bVrV6xatQotWrQAAGRnZyMz05mdbfLkySgtLcXHH3+MZ599FomJibj++uvx3nvv+esQCBnKzMDMZUfx2/4sAHbvlWdHtsfEvqlcdn2CIHwHiX2CIAIasyV0LPssoTiB4SvCDO6ipq4KvWCATbYvFPss/7f0MCZe01zTPvmJ+Oq6Gz8DeweLVR1k3fhDkSeffBJPPvmk6GeLFi1yWzZt2jRMmzathltFeAPDMFh24DLeSTeg3GIX+nf3S8X/je6IxOhwP7eOIEIXmkIjCCKgMYegMA6l0ARfc6XE5LaM3PgDF6vD9Bwf6UwU9P3D17qs82HaKVhVluATUufFvgo3foIIdHJLq/Dot3vxwu9HUG7RoX1yLH6bMgBzbu9OQp8gahiy7BMEEdBYQlAY11XhooSUAZ/c+AMXpxu/U+y3auhaJm7e+tNoVi8KE/qmat5/RB0X+zYuwZyIGz+JfSIIWHkoG68sP4zCCjOMBh1GNrHgPw/3R3Rk6FSRIIhAhn4pCIIIaNSW7gomQvGYfIEwYiPM4btMpfcCF1aMZhZUcMvEUmtl5leILHUyqK29tvmN3V3LpLGWfVMdvWfYW0LMjZ+SmBGBTGmVGf/+6QCe+mE/CivM6JwSj2VT+mNkMwZGis0niFqD7jaCIAKaUHR5D0VvBV/Ar5J1aNZI3NTDnkm7rlp1gwHWPb9NstOaL6ZBlXSp3rHCDZ2SXZazCRvr6jXgdOMnYU8ED0eyinHj/H/wR/plGPQ6TLu+LZY/NQgdGsf5u2kEUecgsU8QREDjSemuQIcs++Lw50BiwsM4N2WK2Q9c2FD8fryM+wwDTOrfQuN+2ER0rqKWYvbt/UJSnwgGGIbBdzvO4/ZPt+NCfgWaJkbhl8cH4NmRHbh7mSCI2oXuPIIgAg6GZ+JdeTjbjy2pGSi7vDilZudrg17HE/vUX4EKa9nnZ9C32hjOLV+4nhRsHk6hBTvckXG+zop9x389jdaIAKfcZMHUHw/g1T+Ootpqw/BOjbDy6X+hT4t6/m4aQdRp6OeDIIiAg+/OfSKn1H8NqSHIsi/O0UJXoRdhtAs9EvuBi42Xjb9naiK6NIlHk8Qot7JwVkZB7DPiJeY4N/46es9wbvwStv3/G92Rex2KXlBEcHCxoALjF2zHykPZCNPr8Mq4Tvjy/j6UaZ8gAgDKxk8QRMAR6hHtFLMvTrxgXMhZ9s3kxh+osCI9zKDD708MBADo9TqUmiwu61kVrnlnznnBhE8dd+O3OdW+KJMHtsR7q08AAE7nlqFTSnwttYwg7OzOKMCU7/ehoLwaDWLD8dl9fdCXF9ZDEIR/IbFPEETAYVOwAgY7ddVKqYRQ7Ec6LPtVVHovYGHd8/U6HfQ8s7xQnEeHu1r6hTBSlv06LvbZR6EwlwELv/yeUqgEQfian3Zn4pXlR2CxMejaNB5fTOqLJolR/m4WQRA8SOwTBBFwhLrYJzd+cY4UiFt1KUFfYFJltnIJ+oRiNMroKu5TFASATSLrfJ1343f8l0rQx59goXJmRG3BMAw+TDuF+RvOAADGdU/B+3f0cMndQRBEYEBinyCIgCPEtX6dtVIqkVPp+p4S9AU23+44z702CEzyQku+RSlBn4Jlv65eA1w2fpl0/I3jI5FTUkWTiEStYLHa8NKyw/hl7yUAwNM3tMMzw9tReUiCCFBI7BMEEXDwxX54CFqr6qpwUaJ3fQanioEeqYkAKEFfoHO5qIp7LRTpQiuz0gSXlIdAOM+7g2GYOicolNz4AcAYZv+srno/ELVHZbUVU3/Yj/UncqHXAW/d2g33XNvc380iCEKG0BtFEwQR9PDd+EOx5BSJV3HYs94oLgKA07JfRQn6ApIwnsIXeuN0aeKaKG72X8fkd8Za9gX3OztpsPboFfR5ax02nsz1rLFBCuO4K+SmONg+MtNzhahBSqvMmLRwF9afyEVEmB6fT+pLQp8ggoAQHEYTBBHs8MV+KGauP5Nb5u8mBCRC6y5bvo0mRwKT1g1judfCWN16MdpKbknH7NvfZ+SVo6C8Gg9+s8eDlgYvNqWgfTi9n8wh+KwkAoPiSjMmLdyNvRcKER8Zhh8evRYjOjfyd7MIglBBUIn9LVu24KabbkKTJk2g0+mwfPly2fU3bdoEnU7n9nfixInaaTBBEB7BD+9VivUNFoSWzxM5Jf5pSADDdhFr3Y0wUoK+QIa17DdNjOIqJ3gKO8En1LR1Pemcs0qBjBs/J/ZpUozwPUUV1Zi0cBfSLxYhMdqIHx7tjz4tqLQeQQQLQfUrWl5ejh49euDjjz/WtN3JkyeRnZ3N/bVr166GWkgQdReTxeaz0k+MQBmHQkkp4SFM/yndL+0IZITxyZFhVHovkGEn4jo3Ea/tPrFvqup9ScXsh9V1se/4L+/GTzH7RM1QWF6Ne77chUOXipEUE44fHumPrk0T/N0sgiA0EFQJ+saMGYMxY8Zo3i45ORmJiYm+bxBBEAAAiw244cOtiI8yIm3GEK/3J7SCV5mtiIkIqseVG0IP26IKs38aEsCwUoVz4yfLfkBjddyoYcLsfA605NuQsmCzQrbOIhHewIcs+0RNUFplxv1f78ax7BI0iA3Hkkf6o0PjOH83iyAIjQT36FklvXr1QlVVFTp37oxXXnkFw4YNk1zXZDLBZDJx70tK7K62ZrMZZnNoDc7Z4wm14/Il1EfKmM1mXKkErpSacKXUhLJKE5dYzVNMgv4uqahCuD7Cq336E7PZDOEwvNQUes8UbzCbzc5JHoaB2WyGwdFrJrON+spBID2Tqs0WAIAOjHh7eLN2fVskyrbZ5jDt22wWl/UMOnevHqVjD6Q+8hbWq8lmtUgeDzvZUqXhmRJofRQo7SDsVJmteHjxXhzOslv0f3y0P9o1IqFPEMFISIv9lJQUfPHFF+jTpw9MJhO+++473HDDDdi0aRMGDx4sus2cOXPwxhtvuC1fu3YtoqOja7rJfiEtLc3fTQh4qI/kMfK0/YqVqxFj9G5/JdUA//H099r1qB/p3T59zY4rOuzN0+PhDlZEq3iSCt34y01WrFq1qmYaF6QwDmfl7OwsrFp1EVcqASAMpRVV1FcCAuGZdPiyDoABV3KysWpVltvnlzL1YKMFq0oKZM9hSakBgA67d+1G4QnnzXLiiv07+Ki9FgKhj7ylvNzeLzt37sCVo+LrFObb+3lf+kEYL6dr2r+v+ohh7N5Lns7zVlRU+KQdhPeYrTY8uWQ/dmcUIC4iDN8+1I+EPkEEMSEt9jt06IAOHTpw7wcMGICLFy/i/ffflxT7M2fOxIwZM7j3JSUlSE1NxciRIxEfLx6XGKyYzWakpaVhxIgRMBq9VGchCvWRMmazGUtWOAeMAwYPQ7N6UV7tM7fUhFf3bebe9x80GO0axcpsUfv8+9W1AICTYa3x8tiOsuuazWYsW+U+qB47dmyNtC0YMZvNWLdoHQAgtVkzjB3bFVlFlXgnfStsOgPGjh3l5xYGBoH0TLr8z3ngwik0b9YUY8d2c/t878oT2HolEwBQr35DjB3bR3Jf/zu9Dagsx4AB16JfS2fyr8r9Wfj5nKvKVbpvAqmPvOX9E1sBUyUGDhiIXs0TRdf5qygdx4py0bFzV4ztpy5Pgq/7aNLXe3AoqwT/PD8EcZHah5asFyXhX2w2Bs/+chAbHOX1Fk6+hmL0CSLICWmxL0b//v3x/fffS34eERGBiAh3d2Gj0Rj0gwYpQvnYfAX1kTx8q7XJBq/7KizMNUbbzOgCtv/Lqm2q2iZWFStQj8kfWKw2/Jlpt+CGGfQwGo2IiXS48VtsCAsLk41brmsEwjOJcZyPMINBtC385HoWlc+FcMFxRUW4b6P2uAOhj7yFfWwYjWGSxxLhqIRgg/bnpK/6aGdGIQBgR0YRxnVP0bx9sJ+nUOG9NSew4uBlhOl1+GxSH/RrRVn3CSLYqXNpbg8cOICUFO0/RARBSMMX++Um75Op2QQZ+irNgZug7UJ+uar1qAS2POmXirnXBkcMciQvPoQyjQcebJx9mEQSvdR6ztA3peRxUqX3wrRk+QtBGBUJ+sLDAidBn/DZTQQPP+zKxOebzwEA/nNndwzrkOznFhEE4QuCyrJfVlaGM2fOcO8zMjKQnp6OpKQkNG/eHDNnzkRWVha+/fZbAMBHH32Eli1bokuXLqiursb333+PpUuXYunSpf46BIIISfhDzHKTxfv9CcaLldWBK/b3nC9Utd7JIrJKy3HyShnvnSMbf5gzVrvKbHN5T/gftvSeQSIb/339W2DxjvO4kF+hQuzb/ws1bZ3Pxu9ArhfCuWz8/hfaJPaDk82nruLVP44AAKYPb4fbejXzc4sIgvAVQSX29+7d65JJn42tf+CBB7Bo0SJkZ2cjMzOT+7y6uhrPPfccsrKyEBUVhS5dumDlypUUJ0sQPsbVsu8DsW8LHst+R5WliH46R0JVjv+td07kssLQaNBBp7NbN+3l98jVN5BgM8UbJKzO4WF6vHVrV0xauBvVCkLUJlV6TyTjG8MwdSakQ6pf+LCl96ot/rfsmwKgDYQ2TuSU4Kkl+2G1Mbi9d1P8+4Z2/m4SQRA+JKjE/tChQ7lavGIsWrTI5f0LL7yAF154oYZbRRAEfxxf7qUV3iJiAQxky763ZQYJO/WijSissJffqnJM7uh0OkSE6VFltsFkJhERaHBiX8bVXm0NePanXeglYBTZt9XGSIYOhBqMhMcDH7V9XBtUma0orjAjIZom5oKBoopqPPrtXpSZLOjfOgnv3t69zkykEURdgUapBEF4DX+M6Y1l/+2Vx9DrzTRcyHctwxTIlv2soiqPt5WbvKxr9EhN5F7zJ3ciHcnH7JZ9wpdYrDbkFHt+/TrFvvQ6aoWolAX77NUyt3UtwjifEIaB8rEaw+x95qnY/27nBdz+6TYUVVR7tD2f1/44ih5vrsWhS0Ve74uoWaw2BtN+PICLBZVonhSNz+7rw+V/IAgidKC7mghZvtp6DsM/3IzcUs8Hs4QyFdUWHC9yPkrKvBD7X27NQKnJgg/STrosDwT3VCnyykweb3v0MpWbYunLKyvGn9xhPSeqyLLvcx5avBf956zHrnP5Hm1vUWHZ5+LJZe7h3RkFyHZMOgiNildL3e+vYBb7VWYrVh/JRkmVWdX67KHKufGHe+nG/+ryI9ifWYRPN531aHsxvtl23mf7ImqGD9aexNbTeYgyGvD5pD5IjA73d5MIgqgBSOwTIctbK4/jTG4Z5q0/7e+mhDTP/noY6y47HyUV1d7H7BdXuA6EQzUT+43z//F3EwIGvnyrchH7rGU/NK8Bf7Ll1FUAwOId5z3a/u/D2QCAM7mlkuuwVme5e3jC5zu410JRe2MP9+o5YqE+wcLbK49jyvf78di3e1Wtr8WNf5PjfHpKaZVnz24xD6VlB7LwR3qWV+0hao7VR7K5yZ13x3dDp5R4P7eIIIiagsQ+EfJUVgfvwDAYWHfCdYCZXVzFufd6SnGlQOwHsNCjmH3fwNcLlTwrPlt+zxTAoRzBTrXFs/v1ssMav+54ruQ6WpPHCcV+i6QYt3WC2bL/676LAICd5wpUbqE+Qd+F/ApcLKiQXE8Jq82z52xembj7/79/Sve4LUTNce5qGZ795SAA4OF/tcItPZv6uUUEQdQkNEolQh6Ki65dft+fhYk8S50nFAWR2DfKBSwTquHHJvPzPpBlv+ap8nAiJSUhEgDw+ODWkutoLQsnrOInFkNsCYASc54ilnBQDqmShHz4z8czue45DuQo4nlReXqPeTu5S9QeJosV0348gPJqK65tlYSZYzr6u0kEQdQwNEolQh6q+1v77L1QiLmrT3i8vXDwGMhu/FrbNqB1fZf3NBllh98NheVOSyHrOUEJ+moOTxNgsmUn2yTHSq6jlKBPeF6FmcCF2fkBwOKhBToQ0Hq3s88Hufzo28/mca+ziio17b+Ql5SvsEJdHgEhxjpSGSEUePfvEzh6uQT1oo343129EEaT1QQR8tBdToQ8JKX8gy+TPQWyZV+rVUs4OfDbvku+bE7Qwu/F/m2cEyLObPyeXwM2sjzKsu9CoUfbse70YSKCnIUVghYbI3oeOryy2uW9zK6c3xvEln2tCUydln3pjmHvEQCaJ1mjwp3biiVDVAPdXsHB+uNXuMSJ79/ZA40dnjkEQYQ2JPaJkIcGIsFPILtwqxH7fOu9MN74h92ZPm9TUMLro3dv78a9Zi37/HJ8WqgyWzH8w8144vt93rUvhGkUH+HRdqzXlJj1ncXIc8M3CyzyX2zxbEIwmGP2tVBtsXETJHJ9zOa1AFzFuxr4e+V71GhBzjvJ03KAhG+5UlKF5387BAB4cFBL3NCpkZ9bRBBEbUFinwh5yI3fMwrLq3Ehv9zfzQAQ2JZ9NfAnBIRJsG7p0aS2mxOQnM61X2ujuzRC/Vin+Nx40p787cXfD3u036X7L+FcXjn+PpLjVfteXX4EL/x20Kt9BCpXSkzYcVZ7+T3Wwi4nRMN5bsLCuP13VrlbodWEFASzG79a3vjzKDq++jdKHZ4Ach4PfMv+HX2aafoe/hnJKfGsTK3c3EuwP7tDAYZh8NyvB1FQXo3OKfF4keL0CaJOQWKfCHkoJtozes1Ow5D/bNIcA1oTBHLMvhqyeYPoO/ukunwWYdRmiQtFNp+6iiW77VnKhQnGvDXivrzsiHc7gN074LudF/DL3ku4VOh5tvNAQvhcvPvLnZr3wU6kyrvx88S+CuGn5nEdzG78fOR+m77Zdt7l2pfLxh8Z5nyGaH1U+uLnkZEJliOx739+3H0RW0/nISJMj3l39+KSnhIEUTcgsU+EJK6W1NAYGPoLT+N5PUFqPFsd4MnZlCaU+IPxSf1buHxGJeWA5Qec9bjPXK05bxJfTPxpjbkOVDx1hS+tMuPo5WKXfcgJUYNex1mllVy6G8SGo0sT5XrfwezGf8+1zbnXWsKTxKoSsETw3Pg9razgDXKnQ+0x0qR8zXCxoAJvrzwGAHh+VAe0lUmmSRBEaEJinwhJ+LWG1xy94seWBD+1aZmJCQ/zSRu+2noO3+0474MWqUNpQokVJ0aDDnqBFdSf+QieXLIP93y5ExY/e07wXb1HdEquse9RW/5NCF+HeJo7INDw9L4e/dFWjJv3D/45ncdd92EK2dhZoarkofOfO3rIJqJj8bQefCAQG+F8xpnM6o8jOU46rwI/Tl9r0jW+yG6eFK1pWxa5BJhqq2i8s+q4R99NSGOzMXjht0Mor7bimpb18OCgVv5uEkEQfoDEPhGSLONZCgG7GCutMlOyIA+ozUzmUtYrLW78eWUmvLXyOF7942itWbmULI1sjLFRpMyRv8S+yWLFqsM52H42HyevlHq8H4ZhUFThWWIvFv55b9XAVXC8flNnAECDWM+SyPHxNByE76YcKmK/uNKzMmtsWM9fhy5zYt+gUDveWX5P4VkiofNb1ne9JjydtAkE+PkNtMTIy02C3MzL++GNJ1tNTPqpnVT60RHGQ/iO73ddwI5z+YgyGvCfO3rI5tYgCCJ0IbFPhCTCcVHHV/9Gt1lr0e7lv/3ToCDjSFYx99rqhXulFtdMk8WKAols0FqskPx4Xi2WM29QSgLJtkksttkfbreAqyio8ELA/mfNSfR8Mw2rj2R7vA++2BcOSNsl22u5N4gN93j/LGpixsXg66fSIHfjN1msGPO/rRj47ga3z7RM7P205yKOXi4BABgUrPHhnNiX73+p+1VYCzyYQ7P4j4pRH23Bf9NOeb3PLk0ScENHu0eMVo8Nfk9eLq7yyJ1e7vl3WpCDg6gdLhVWYI4jAeaLYzqiZYMYP7eIIAh/QWKfCEnqRbsKA74lSK1bYV1mxi/p3Gtv4mPzytRbfOVyA2gZwPIFRW2dayVLozBr+fOjOnCf+cuyz2+zN9bqTzfZy6fNWnHM431E8MW+QDhyLuA+6CePLfs8MeMLceZPtp3Jw/HsEtHPdpzTnpEfkM/GDzgt+0rn8OClItHlKQLX9GD20BIms/vf+tM+2W+L+nYxp7VvhDqdncBRS3ZxJb7cek7y8/9zlHsjag+GYTBrxVFUmq3o1zLJLU8MQRB1CxL7REjSSmYWe8Px3FpsSfBhslhdExx6MbA+pcE9XC7DtlpBXFxhxnVzN3LvayuZmpL7q1ngxv/UsLZ4yBE/6a/JJ19Z9lnUlEyTIiHKyL3ecibP5TNW7PtiUsTTCQP+fNeJHM9DHgIBuWR6RRWeufYrebYYw+zfqSREb+yeIrr83fHdMaB1fe59MFv2ZRLXe4XaPhYinHzIl/CukuLOz3bg+52Zkp+r9YQZ2La+8kqEKtYcvYJ1x3NhNOjwzu1d3fLEEARRtyCxT4Qk93+9W/KzvbWYXT7YqDJb0e/t9TjLy4juTXhsUox61+tvtmVIfqbWIvuPQCiWm6z4Zc9F3P7pNuSVmVS3RQmhu7OSZZ9LZMYbdDV0JNyqqqVQAyFlVc5BeLkPJkU8jQEHgHq86+TQJVfLIusC7onYF7okLxfk8lC/I+dLvugMRiJlSj16GiqRWyofe64mZn/jc0PRpUmC6GdNE6Pw42P90adFPcX9BDqetPzufqmK64SrzYsgbI9g9RKN9/GlQt+UZrUG8TkNJMpMFsxacRQA8PjgNmjrCIMiCKLuQmKfqHNc2yrJ300IWA5eLHITbXKZr5VifLUINDbxlxjnVJZjE4qOMpMFLyw9hP2ZRfhgre/cr4WhDUrWtOxie7suFzvbF+FDi7Un/LLXmRDL3+XkjDLZ3J1u/No9B4RC5gMPXfD5luvWDYM79lVO7Fd5eC2Wm+TPjZqYfTlvLBZ2siyYLfuexMRLVSnhY/RiUoyPxYtKB/WijXhwUEssfqifB98bvOc0kPhw7SnklFShRf1oTL2+rb+bQxBEAEBin6hzUEZaaYwi2fDlBmF8EfR/o9q7fa7FbTpKRoSo5Y0/XePG7/5yJ/f6172+y/YsdFtWEvvvrXEXmazoMvkpQR9f4JdWeW6V9xaGYXAh31kqc3zvJi6fR6gs28ZSUmXmSm/6Sj7w9xPM8eKAa34EFqeXiWfX4nXtGsh+zsXs8/ruzT+153hgS/x5I0j9jSf5TsWey27rqEyC6NYe7c2RRK/T4fWbumBI+4bcsrgI5YkKoGYqAdQ1jmQVY9F2u4fc7Fu6yk7sEQRRdyCxT4QcSpaT2qwbH2yIZYuXc6/kZ+qf2Lep2+da4tGHdJCvr+6tNc+XlqO/BZnnlfadWeDutcCKLk+tqd7SOSWee11a5T/L/kvLjuCjdc4kZbf1dBX7WhP0dZ+1FtfN3YjTEvkiPCklyX+myOWWCFbaJccC8FzsN0mMkv2c9dxgqyGYrTZ8LRO2I0WYo8RfMJ8DT1oeGaYs2rg+1iia/7vujMt7JS8NOfgT6ezzZdIAdcnhyLLvHQzD4I0/j8LG2HNfDOZNuBAEUbchsa+BvDITbpy/Fd/uOO/vphAyLNh8VvZzf7lNBwNiXg9yyX34BjadTocfHr3WpR66ltJ3rHWRLSElZOMJ5cSKU4fVjtviMz8fdHnvyQRShNHhdusny36zJKdA82c5uR93O5N7JYYzbmE27KSIjdFm/bvri52iE3955dpzN/B1iCnILZDCLpl9q9MC6KnYl0v6B7jH7Hsq1tnJyFCz7MtVIgGA6HBlsR/hYdWKlYdzXN57U5mD//txTUt7fgWla4NFWAXg008/RatWrRAZGYk+ffpg69atstubTCa8/PLLaNGiBSIiItCmTRt8/fXXGo8geFl5OBt7zhciymjAy+M6+bs5BEEEECT2NfDxhjM4klWC1/446u+mEDLMXX1S9nOy7EsjJvblwh747uwGnQ4D2zTA3leGo59DsGmZWGEtrlKuh498u1dxH3JtjTTW3OPOE9du1lrnr8knvujwlWWfYRiPBSMApES7K6FwnguzltJ5+eXVolbUB77eo7ld/IzlWiawAhFh9vUezRK4e8PTZJFKkVHsOWTvk/ELtrt8Pn14O1Xf43TjD14rsLD/AeB4dglWH8nhwk+EqAk9YydU/j6Sg4w8dTlOxCiv9vxZwBf2YewEjwcTMz///DOmT5+Ol19+GQcOHMB1112HMWPGIDNTOuv/hAkTsH79eixcuBAnT57Ejz/+iI4dO2o/iCCkymzFnFUnAABThrRBSoK8pw1BEHULdcFUBAD/J7EifEOwW+ZqEjGrk5hrPwvfjZ/vAaAmIZfbvhwDeDlPgqX7LmF8n2aSn8sJTR1qLleDkvgI0+tgsTFoy0vuFsEJLP9Y9vkTNWU+itl/6of9WHU4B8M7JeP9O3sgMVpbdnexM8ReS4B9ok7LLsVKyUnVmJeDf19omXAIRIT3uF6n89qyr1Np2Wf77pjgHHRsHO+2jRgh4cYv0vRVh7Ox/Ww+AOD8u+PcPpdLYMnCnxS7/+td2PrC9R61T6tlX69zer7wk6xyEzMenKsPP/wQDz/8MB555BEAwEcffYQ1a9ZgwYIFmDNnjtv6q1evxubNm3Hu3DkkJdknmlu2bCn7HSaTCSaT08unpMR+TZrNZpjN/sthogW2nV9uOYesokqkJETiwQGpAd1+tm2B3EY+wdZegNpcGwRKe9V+P4l9leSXmZBb6rvSXUTN0Sg+AldKpM8VWfalEYuLl0uBwPC6kq/R2cGpFmHEik/+uLZDozic5MVeP/vrQVzfMdmlVBsfObFSkyLNrHBN3ditMZYfzMYdfZx5DSIcln1/XY/8c+3NRCZ/sL/K4RK87nguZv91HB9M6KG4fXJchOyzNcyg575Da18t3n5e0/pS8O+BLaeuwmy1cQI22BB6kuh0Tjfxci9cuOVQiidX6enNCchgT5IohBX6Uhj0ytcaX+xfFMkRohatlv2YiDBRzyAjNzGj7VxVV1dj3759ePHFF12Wjxw5Etu3bxfdZsWKFejbty/mzp2L7777DjExMbj55psxe/ZsREWJW7nnzJmDN954w235xo0bER0dranN/qTIBHy26xwAHUYml2PjujX+bpIq0tLS/N0ETQRbewFqc23g7/ZWVIh7gwkhsa+SIf/ZBH1E8PwA1GWSYpxiv1vTBBzOKnb5nMS+NGLCXs4N0ypw42fxJDM0ax036PVYPf06/HnwMh4f0gbdZ611Wa/MZJEU+2YZC3tNluuS+17AKYb5bq5cgj4/Wfb5Vjhv3PhjwsNEY/6X7r+kSuynJkVzYl9K9IWH6VFltmkOefh44xnllVQgdL3+aXcmJg1o6ZN91zafC3Ka6HU6xEYYAQDlNeS9xj0PJM6f2rju/Zn22PbFO87jketa+6ZxtYywkoca5LyrWMJ9NPlUoXHCJ1ZC7HMTMyqeu/xnc35+PqxWKxo1auSyTqNGjZCTkyPcFABw7tw5/PPPP4iMjMSyZcuQl5eHJ598EgUFBZJx+zNnzsSMGTO49yUlJUhNTcWwYcNQv359xTYHAmazGZMXrEe1TYfezRPx8qRrFL1s/I3ZbEZaWhpGjBgBo9Ho7+YoEmztBajNtUGgtJf1SFKCxL6HWG0MlXALUOIinZf10A4N3cS+lgzxdQ2ryEBUzg2TP0jjjzHYUlFKFm+xfRn0drdeKddeOdHur/JNSsfJDvD5fRSusaQcn7wyE2IjwrwqrfTysiPca28s+xFGg1cJ/vj3q1RXhBvsYt8X3hmejIWFl9zFQs8tp/6GFcwsep2OOwdKJRjzyzzzbgsXKb3n2gZ1+2Et1t5Yrv2NJ6X3wjS68XuD1pwUcZFhyC52X85O8Kh5JoslXBSKVoZhJIWszWaDTqfDkiVLkJCQAMAeCnDHHXfgk08+EbXuR0REICIiwm250WgMCrEBAKeulGLPVXufvHZTF4SHawub8ifB1M9A8LUXoDbXBv5ur9rvDk4/xADAX9Y4Qpm2jjJSAPDDLveEPmTZl0bM6iQ3WEs7doV7zR+IsXGfa3mfK343J/blB7ZiExIsbLbvDo3iVH+vL1DyYGBELPvs4FyrtTqnuAp931qHjq+u1tZIGbzLR+Kdx0RMuFPsV1rFz304m8zQB8nxRndprHmbjzecdnkfzDHjYQKXcL3Obp0FlK+DTzfJVzqR4q/D9lKVc/4+Ifq5Wst+KCCWoE8JNYYFn4l9jZPhUuEsrDfCL3svKe6D/ztdv359GAwGNyt+bm6um7WfJSUlBU2bNuWEPgB06tQJDMPg0iXl7w9W/rvuDBjoMLJzMnqmJvq7OQRBBCgk9j3kSJbIVDYRELDltp4d0V5UGJLYl0asBrmcG+ZLyw6LLt/gKJOnFIvKhz1XSgN/OWHNfta1aYLkOjWBshs/e2zOZZ6WyvrnTB73+pRELXmtlFVZRMvUqUFuMzWTonzxUymhNSO88IIQYvZAqP+4+6LLe09csQOFnJIql/c6nY4T+0rhHJUeTnKz17hkt9Udre+RZV9NfogIn4l99ffYumNXXErmfXCnM2wnv7yae630HHjjz2Pc6/DwcPTp08ctFjYtLQ0DBw4U3X7QoEG4fPkyysrKuGWnTp2CXq9Hs2bSCV2Dmf2ZhVh34ip0YPDMDbVTcpYgiOCExL6HTPxip7+bQEjAz+r+8lhnvdl7r20OAPjqnwy/tCsYENOsteUaz040CONTv57c1+W9nHU3p9guZHo2T8SLY2q+7FKMI7GZajd+3jK+G78Woc3PzH0hX11yFjEm9W/BvbbYGI9LAMoJ3+92XFDenve1FRKaINzDiRGXfSi4kmshlBLE6XVATIT9OlaK1/5170XZzz1vQ91R+55ME11VkRw43OB5SA8fLV6LwnKoVTyvAP4platWIjbBPGPGDHz11Vf4+uuvcfz4cTzzzDPIzMzElClTANjj7e+//35u/XvuuQf169fHgw8+iGPHjmHLli14/vnn8dBDD0km6AtmGIbBew4vmX4NGRdvRoIgCCEk9omQgx2H63U6jO5qd9lNignHRoe1mZBGTLh5Ygn1BItE6b0ezRJd3suJ0r0X7PHIp6+UYsqQNr5tIOwTH8/9epB737KBvZSeWMwpH7YH+aEOEY7BOcNoqxvOF0ZKMdZybBDcD7syCvDGn0dRyLPIqUGu6dnFVdIfctsrW/Y5oe6F2H/95s4AtOWRkEJrEjOGYbDvQoHmvq0NbAyDaEcohVKCvpp6FkjVlw9FPLHsC/POiOE7N37P74/B7Rpyr9lqI4D8PbfjnLv318SJE/HRRx/hzTffRM+ePbFlyxasWrUKLVrYJyizs7ORmel0/Y+NjUVaWhqKiorQt29f3Hvvvbjpppswb948j48lkNlyOg+7MgoQHqbH6NTQmXgkCKJmoAR9XmCzMfhi6zn0bVEPfVsm+bs5hAO2jrZBD8RFGpH+2ghEhBlwyyf/ABR9IcsqR2wtn9oaiJ/MsbukGwRWPqNgEPvj7ky0bBCN5LhIyX3tPV8outxmY9wmE7TQ9uW/Xd6zCfKqFUSQXMw+YBexcq66DMNgd0YBWjWIwbQfD3DLK81WVJmteOPPo7ihYyMM7ywe0yoGPxs/ADzw9W4AQHGFGR9O7Kl6P3KWfaVJEOH2Vkb83EQYWau8ssgON+hFrff1HRUcfGHZ1zrJsunkVTy4aA8axIZj7ysjvP5+bxjfuxmW7nfGMZdWWRDjcOPXWnYNACYPbKm4zu29m+L3/VmS9eK9STQZfNiv98eHtEZltRXfqvB+GaHivvaV2M9RMUEnxo+P9kdqkrNikZH3nJWr6NIwzj1JHgA8+eSTePLJJ0U/W7Rokduyjh07+r0MVm3AMAz+s8Zu1b+vXyqSGM/yaBAEUXcgy74X/Lb/Et79+wTu+GyHv5tCOCg3WXDMIfZZDZEYHY6ocAPiI4Mnw6c/KDNZRAee62vBI8JitXHfs+X0VZfPhCWllh3Iwqj/bpHdn1T26iofV2KIUFl1QCxmnz84V7KmbTyZi4lf7ES/d9a7LDdbbPhpdyZ+3H3RzaXWU45c1jgjJjPPocbdXY1TgxbLvtTkgy9CAVhKNJYqXHfcnqgyr8z/ln2+0AeAFvVjEB+pLmZfSPtGsZh1cxfF9f7VtgEAoH9r8ZJm17ZSN1k+rnuK+sYFKOzlGRsexnlUKNGsnrIruqdiP9khtqcOs8d955aaPCrB2KZhjMt7/qQq5cnxHRtO5OJIVgmiww14bHArfzeHIIgggMS+F7zw2yGv9+FpUixCHL5lqqDCdWBdPzZ4ytL4g5clku3JIWUkf2Z4e+61mpj/3RkF3OtTV8pcPhOzeBdWyFtWpWKA1xwVr9PsKWFseSkFC7az9J6zXQa9jsuyrTQY3njiqujy4koLiqV83z1E6yNJzrJ/Ikc5gaCaZHdylQsu5Jdj8je7scvhDiwVEsHVeveBZZ/N1aCWQLVcb31hGJJiwhHLE/tafpPUhp8o9b2aBHQAcE8/e96V2q624UvY7tXpxJPqsc/LRvFOi3dKggqxr7IP3bZztCEpxvn7uPV0ntTqkkRHSE9cyIV/0BBIPQzDYN6GMwCASQNacN5KBEEQcpDY9yMzfknHmP9tpbrvvoQ3cKgSxNWO7OwsuSVXq72u8kf6ZdHl/WSsbkPa22M0w/Wu/fnY4Nbca1UxoDKe9WrKTgl5dmR70eWXi7S7qBZXmtHyxZV4eNEet8/CORGjlI3f/l94KGoz8kv1QUmVGcYw3yY305I/AJC3zMep8KZRcy/KWeWn/5yOTSevYuIXO2Wfpb4U+52bxGta/0J+udff6WsiwvSc2zV7nqw2BlUayhuy4lsJo8J9IuXeL72f4LUUs9UndDodF57C5/Mt5+zrObrqwwk9XIS4FJ5a9i8VVjra41w25ft9mvcTJZjQ4k+4yp2vYK5sUdtsOZ2HgxeLEGnU49HrWitvQBAEARL7fuX3/Vk4kVOKrae0z6IT4pzOdVqFhWWixnRzin0tGYfrClLWSjmxzlqqx7dyXYdvsVLT12uPXlHTREVY8d2moXh24s4p2kQaAHy49iQA8XAG1vqmJD4YzrLvupwdoFeYLbIeEFKW4eJKs1v1AjXIZffW6nIrN1jvpaL2M3/zCa3FrxW5TPr8GOOZS6W9U5QEpxbkKkKIse6489oJFG8u/nmLCTdw16bafAT/uaM7Hhqkzo043DEhJWnZVylU2fAcuRjwQId/+sWs8X8dsudNYVfr2FjdM8uT0nv8W13NxJwcwglJ/lu5ZwqJfXUwDIN5608DAO69tgUaxIrnOiAIghBCYt8PMAzjMuALZitFoPHDLmeGXqGFKpKXHZjEviuXCitQLpFh3CTTV+y1KzTM6fU6TshWqRCPJ3KctZoXP9RPcX0xGIbhxCAr7LS6W4sh54Kt1tIolqAPcA72b5r/D4b8Z5OkZVpoNWMpqTTDoNf+GH+JF7IRF+nqfptXplzmi4/cUP23fZdkPrXDDvb/M74rBjXSHm/Pz8/w+4Es0e0bxIbzvDC8f956U75T6j6rbfgOFTqdDjGO+PGDl9TlbLijTzPVyS4VLfsqr2HuHFqCVyA6K3MAESL3tdUxkcF391eDVjf+pfuzsOaSc5uUBOmEp1Kw2zQQCZHjP+vkkmKS1lfHjrP52HehEOFhejw+mKz6BEGoh8R+LWO1Mbj54214kOcSLLRAE57TIzWBey0U9PyBqdZEVKHOzN+lLaJyln2LY/Au5oXLWprUTKwM7+TMNs2GBmiF737ODnxjBUL27VXHNe9XzmWbdT9W68avE4r9MKcIyiqqxK5zBcJNAQBR4eKPaqFlX01+BMB1cmVUl8Yun2ktvcVOXLZqEOP2mTDjv3hb7HH9cmJFLmafLxRHSmQtf+Pmrly4gydiX2qyxRM8zXbua969vZvL+2jHxNij3+7FhhPKnjbCa1kO/qSYmGeDWjd+dmJHTZUHX2KzMXjht4P42otJnt/2XcIDX+/mPCd00Ila489dtYd8SHkDSaGlygjDMHhx2VGszXJ+vycJbBOi7Nv8V6R6B7/dForZ95r/Oaz69/RrjuR47RMzBEHUXUjs1zJncstwOKsYm046E26VeZD5lhCnOa/0z3XtGkiu9/Pei7XRnKAht0Tamitn2WcH3WLjTNYirsbluVk9+3nr2lS9m71QNPAHlKwo6NY00WWdM7muyf/UwE8yJ4yLVWvZv1hoL18o7Cfh/pbsEi/DJSU2iyvNLpZtT8rKeZvkiZ3IeGBAC03bWW0M9l0oRIGj9ny6jEWZn9ugqKIa//7pALY6qjbw3YfjHeLj/0Z35LKMA0DflvW4c+VJZnC2NN2Yrs6JES2inV86jS2b5Q/4k0GD2ro+H2N5CdZ+2SPukcEmxntlXCdN38u/T8RSNKjNy+HNOfSGbWfz8MveS3jzr2Me7+O5Xw9i86mrWOMIWZJM0Geze/5xHgByCU1kkAsXEcuT0a1Zgsia8rDPvTARzwyK2fcd+y4UYldGAcINejw+hKz6BEFoI6jE/pYtW3DTTTehSZMm0Ol0WL58ueI2mzdvRp8+fRAZGYnWrVvjs88+q/mGyiA2piErs+/gW3fvlkke1b6ReEx3XeXkFems6XKWXrOMZT/SyLrxK1v22YFptFFdKSoAyBaILb7QZUXBnNu74daeTVTvU4wFm5x1jIUiI0yF2GcYBpkFdgt3frlrhQihNZu1lAmRstqVVlmw0hHjK9Y+6TY5XydGeyv27TuLkcnGLca89acxfsF27v1Jmcz9/NJ7760+iT/SL2PSwt0AXDO5m7kwDh3+Pbwdtzwx2qg6maIY7KTWwDbO0nFv/nVU9fZ84eXP5KD8nCZCi3F0hHNCScpyzl6fTRKVs8Pzcbrf20SPX62XAOvFUVJlwd+HsxXW9o4TOSV4adlhXCmp8qgUnRI6SMfZV5ltmi37QuSuM61JOJW+Q8wzIzHa+SyTm4Qksa/Ml46kjbf2aqKqMgNBEASfoBL75eXl6NGjBz7++GNV62dkZGDs2LG47rrrcODAAbz00kt4+umnsXTp0hpuqTRig/b/rDlJ1n0fwQ4+BrWtzwkxPmw9ZzFLBCGOrBu/jGU/wpEjQY0bv9PNXX27+CIXcBXc7OCzYVwEPrqrl/qditBURtiEs27FMgKylHdvs5mvWYQxuz1T67lt/9ofR/DysiMuy1jrTnGlGdvP5nPLPRH78VHaRLrUvsTEfrem0tbCr7aec3nfu3mi5LpczL7V5hYawBca7DUQHqZ38YYIN+i9yuTOnl9+WEiBYOJGDr62Enqb1CYxvLruwoRsRbxyltUKEyJa9ScbQlFtZbxywedXnnhiyX6P96OGm+b/gx92ZWLajwdc8mLYfCSUdTrpDPplJgvPsu8ZcoJ+xUHxyitaYSfOxH5rb+rhnGSVez6yzWxWj0SsGOfzyrHmmL1kLGXgJwjCE4JK8YwZMwZvvfUWbr/9dlXrf/bZZ2jevDk++ugjdOrUCY888ggeeughvP/++zXcUmmkEhF94Mj4TXgHF0Mu0c+sazkl6FOPXDkzuZh91rKvJgbc6lCMwgR2cnwvcHln2xKm12mKJ1bi7n6pkp+FyWSJZzHzjl84/o4QDJKtIkLo2x3urv33D2gJwD0ESG28PV8gi8Xq8mP65eBbrBvzEnzddY29z+QmH4QTn/f1l/bEYSeOvthyzq2kJl9orDpsHxRbbYyL2NfpdLx4b0ZzRny2n2MjnH0lJ2CE8K2XhRXqJwl8Df+2iBVMzvAnoqRyPzCy6Ril4U+0eFMNoTYnadl2Hr5U7HK/VHjw21Fc6V7hwB6zLx6e88OuTG5SQUssPh+5Sa2958Vzg2hhd0YBN/EmVhHEaNCjX8skxbZ468EQ6nz1zzkwDHB9x2S0c4TREARBaME7k06As2PHDowcOdJl2ahRo7Bw4UKYzWYYje6DXJPJBJPJGb9cUuIc9P5nfFc8v/SI2zb27apV/SibzOIDvW+2ncdLo8Vrg9cUZrPZ5X8oYDLbB+UGHSN6XKwltsJkVnXcodhHWjFbGVSZqkXjalkxZ9C59xErZMsrqxX7z+w4bzqInzcxqi02l3UrHPet0aCT3YfWc2mWmOzo2CgWeof4qTZbJfdrqua30fW6E471TWaLqvbVixQXPVtP5eLOPk0Vt+cPzqON7ud1xYEstBmubGnjuwo3SwjHK2M7ICHKiNR6Ufhpz0VUyfSLQTC6N8Dez2LrW63Oc7CbJ1TMZrPoRNNv+y5i4f19ANgzhZvNZuhszn1UVFWrrkvODxfhO0GYrTbV1xJfPGcVVnj1PPHmmVTt2CY63CC7fbVF/LyxwsxqlT6vYugYx7m12lBpcv4G/qttfXRrEq96X+x+WKS28+Vz22KzYT/vmisur0KEXlvZs3dWusf622xWGCAugvPKqriJQZtV3TMBAGaObo85q08BAMqrqhEpkVfSKHiW92iWALPZjCeGtMKCzRmIjwxT/M4Jn+/gHYz49cDeYpUyv7dmC/vsJ4Tkl5nw6157/gyy6hME4SkhLfZzcnLQqJFrduZGjRrBYrEgLy8PKSkpbtvMmTMHb7zxhuj+wi+n480+wGv73Lvtr1V/Q83Y8UolINXtq1atUt5BDZCWluaX760JDl7RATAgLzdXtD8LruoB6HHg0BEk5klnoBcSSn0kZNVFe5/IsWLl34gQGTiWlBkA6GDQMW59VFps3++uvfthvSBvzTtw1X7eCvLzRM/b892B/xxyvW+yi6tc1uXuLZtVZB/ObbXeZycl+mdi0yIcPVEMwID9Z7OxapV4UrMik/P721ovYtUqZ3LIizn2/mM5cvQYVhUKY8Hdnxdpa1YjQm+AyeY6RH5p+VHEXDmoeExh1c5jOrhvt9t3fLr5HDpUn1Lcj934ad92Xdo6NDQCKAT2nrIvLy4rl+zvokrX79y0YSPCDeL32s5TzvY2jWaQVWE/7lWrVqGsyP385OSXYNfmdXirLxCut2DVqlWwOwTYv3Pl36tFr2cxzpQ4tzuwZyf3Or+wSPW19M8Z57GmHc/F9C/+xshm3rmDe/JMyqsCgDBYLRbZeyQvv1D8+Vlgv17371e+p/mw94DJbMHatHUAwqAHgzsbXgHMV7Bq1WlV+zHxziGgfC9799y2f4/ZymDeRmfejlVr1yNZo8f5zhOu9zkAHD9+HNVZDMTu7/DCDJjNegA6bNm8GcdUJl9vxLsf3/95Pa5rLH6OSnLsz1uWg5eKsWrVKjBF9uUlVWLXhxBnu7dv24qzIn1SWGC/N/cfSEdY1gHRvRwqsH8nm9eEcPL9zkyYLDZ0b5aA/q2T/N0cgiCClJAW+4B74h+ny5j4PPLMmTMxY8YM7n1JSQlSU+0uqWPHjkVRhRmv7dvott3wkSMRHa7cnaeulALpO0Q/Gzt2rOL2vsRsNiMtLQ0jRowQ9XIIRgp3ZQLnTqBpkxSMHdvD7fOty45iX14W2rTrgLEqstqGYh8J+feraxXXGXrDcNQTSeQ29/gWoKoKBh3c+mh5wX6cKs5Dxy7dMLZvM9n9Vx3IAs4cRXJyQ4wd20d0nYOWdKw9luuyjH/PnMyx31tRkeEYO3aYy3p/Fh7AuhNX3bZRw4l1p4FLriW3/jO+K27t2QRLdl/EbxnHcblChyE3jBSNW79cVAns3woAeOBW1z769w7Xvm/fsSPG/quVyzLhOuwxzDm6GTkiVRTUHN/F2AycSDuNmHADrh/cH/OO7vRoP9UWG7BzHQBg1MgRXDb8U1dK8f7hHdAb3c8Fi/C4Roy4AZs3rBe91z4+uw2AvSRZvtkAOCyiY8eOxfrywzhW5Jq/4bmxXTG2t6uHg8Vqw/O77W0ddsMIlwRicjz900EA9gzqwwZfhw8O25/fEdGxGDt2kKp9CI915UUDPnpspMTa8lzIK8WWLVtx103OfrLZGOy/WIQOjeIQFyn9O3Q+vxw4sA1GoxFjx46SbGNsfALGju3vtv23WbuB0iL07t0bo7qIlzkUI7+8Gq/v3wQro8N1Q4YB+7bCGGZwa4MS1RYbXnCcQ0D6GvXFc1vsvgOAdGszfDS2u6Z9fZ+9BxfKCl2Wde7cGQNbJ3HXE58ePXvhh3NHAJsNw4YNRWq9aLd1pJi+097uxi3aYewNbUXXKd+XhT8zXScVx44di/ydmcDxE9x7Ofj9M2zoELSs7156c0XhARwvuopOXaV/A374eg+AQtHP6jJVZiu+3XEegN2q78vQNIIg6hYhLfYbN26MnJwcl2W5ubkICwtD/fr1RbeJiIhARIS7i9691zaH0WhETJT4A/envZfx+JA2im3S6cW7vFfzRM2DkstFlTDodWjkZc1Vo9EYMkK20hHCHB0eJnpM0Q4xZrZB0zGHUh9pwWjQwWxlYINB9PjZJFAGvXsfRYfbX6vpa53e4NiPXnLdSJFM/S7rOvYRbnBv6+zbumHdnA3Q64CwsDBtAyedu1X/X+2T7cfL88PPq7AgMdbdvKU32N1Xw/WM4nW05thVjOraBG0ayleLMBqNokKf/UwJnSP2+cbuTRAX7f68u7VnE1X7scLpVh0e7jy2mEj7PqstjOr7JjLcPpkk1kddmiTgdK5d7FfxSjkajUYkipQO7Nq0nts+wsIY6HT2hIKMzHUm5CIvIWCbRs6EgxXVVq+eCZ5sa7HaMPx/OwCE4c6b9Eg7mot//5Tusk6fFvXw7u3dRON7DQb7PaTTyX+/xSZ+3tj7JixM/PkqRTTvJ8rC2PdhNKg/ByxhYa6WaqXta+K5vfJwDj65V3xCUoooEUNAmMGAqEjxShjVNh0qHdd5RHi4R8fQpF6M5HY2Ead5o9GIvq3qu7xXi8mqE12fTUBqg/jnAHBtq/rYlUFiX8gf6VnIL69G08Qol5KfBEEQWgmqBH1aGTBggJsb39q1a9G3b1/NP57/N7ojAPdSWSwfbzyjaj9SZWa6NtFW47bKbMXAdzfg2nfWSyZTqouUVtmFVbxECTO21FFVLddprklO5JQgu9j3LpCf3tubSyAllaSPTVImmo1fkKDPJpMYjVGRoO/mHvIl9P45kwcAyClxr3/Oet3YGO216MVKWLH5C/gJtqSyX7Pbq5lfOHixCDd8sBmZ+RWS67w3vpvsPo5kSderZ+EnxWolYpFrGKcuJpl/OvkTKOy511IPXS7liVTCTft27huK9bVOp+MlivPMhZ5NOgkAZX4omcpPwJhfXu0m9AF7Te4p3+8T3b7CkdxQrNwrvxqC1LXsaeABPzEt24YwsWQLCvCvsZo0dGq5btUgNm7Q6aQT9u4856ywofUw2d84uXtYasyQHGeflRFLuCdHe4nEcWxCRbn7jZ0IuamHe1hlXYVhGCzebk/M+sDAFqLVDgiCINQSVE+QsrIypKenIz09HYC9tF56ejoyMzMB2F3w77//fm79KVOm4MKFC5gxYwaOHz+Or7/+GgsXLsRzzz2n+bvZ5HthBj0+u899Vp8dhKVfLHL5oRYiVftWa5bjEl523yKRTL91lUpHpuSocPGAXDYbvylEsvHnFFdh9EdbMWDOBp/ut21yLMZ2S+EGjlJZ3tksy2Lj9j2OpFa/78+CxWpD65dWodXMVSipEknA5ti9XJLLQW0byLb53b9PSH7GF2laB/Ji9yw7iOXXyZa6t3/cbX8+id3irRu4C23A2XdCJvRthonXSGetB4DvRLL3C2FFuk6ng16vQ/dmrpONaktz8Z9b/FMXzqtSoLZUmZy3BX+sy+9zm41Bbqn75I7UpBG/3rtajmQ5k7Ty29gwXn2StjiR8A5P4B+WXDWAc3nlossX/pMhuhwA/juxJ/e6klfx4EJ+OV5ZfthlAkqr0HbJZs+K/QAuf/rpJvnJe63VHMTEsw7uEx6pSXbPoEre71OEykSSLD1SEwHIP+eE4vuNm7sAcP5uWmyM6udk/9ZJksku1ZS7XHXYHoLjq3skFNifWYhj2SWICNNjQl/pajAEQRBqCNxfWxH27t2LXr16oVcve93sGTNmoFevXnjttdcAANnZ2ZzwB4BWrVph1apV2LRpE3r27InZs2dj3rx5GD9+vFftGC3iUlVtsYFhGNz6yTbc9cVO5JeJu9haJQYJmo3zvDFCCYl9DnaQGm2UF/t8V+Bg5tU/nNUhpMSmHFJWYLYfObEv0V+cG7/I4P+iI+HSySulOJ5dyi3/lJfsisXGSHsIsMhlT1eyZvMta2rL07HIW/ad+5USX59vsdeTFybTA4B3x4vH/kqdSzWlCc0q6pjbOLFv/x8luF+uSIQICCk3OUWJ3sWy79yfVk8KMRrzQpX456/aauPK7fERqxwBOEWnnPhQgi3F2LqBfKgFH19ZofnXRUW19ISllBY9dKlIcht+6UT+hNykhbvx/c5M3PPVTuy74Jm7tUGv4/qg0lF5w+iBZR9w1mPv6RC1NcHqI+7XFB9+hQY1pCS6h9rxPU1Y2LwofKGdJBKmIgf7TKq2Sl8fwnuSnXSI5k2SV1Sr81w5dEn62Rse5rjfJJ65O87m47Dj2W0g6zUHa9W/pWcTJIrkyiEIgtBCUD1dhw4dCoZh3P4WLVoEAFi0aBE2bdrkss2QIUOwf/9+mEwmZGRkYMqUKT5pi5hLMX98nlsqPliWsnJ5Y20srCCxz8IOgKUs+05LdXBb9osrzFh9JAdpx65wy6o88Fa4fcF20eWtHBZnVrRVeeDGP7qLfVKsTcMYF7FTUO5+byw/kAVAfsJCSsABwJt/OUtbRYuce51Ox00W+ELss5Y6/gSElOuzHEkx4uEmUvtSk2tAzaQPa5Fnu1QssaAa1hx1iiL+hIo3kytiPCaRD0WsfjkgPWlk5HkceMo1jtrhWp4hnkzEibHhhDNB5dHsEpk1xZGbLOKfM76bf2aB3aJ/qdAZKqRVpvOFrTdu/ADw5i12K7Sv+lQMuWcNAPy2T7zyhhRiky86nfuER2GFvSwh+1xvEBuhOTEb51Ujc98JJybZyV2jQc9tLzeZxGeWwytADNZ7o1xkX1VmK/5Iz3JrQ10nt7QKfx+xezvcP6ClfxtDEERIEFRiP5AQc53nDz6kBiJSg3itlqbLvKRRxZXVMmvWLVj3Y6nKCBEhYtl/+qcDbnG5agdnfIQDwnbJsTDodXjtps4AlC37rBVZbNw+oI092VPHxvGu7sci98Beh8Vw3fFct8/UsDvD6fYuNch1Hou2fhJrr1jMvlQ+Djn42/OxSljn+cavgW3Ek4yqmXTgLPsO2SacHBO69UvRiheGwA/BMBqcltxJC3fhl70XhZtqIjYiDJMHtnRbzoojIVICiZ2ELan0PN7eGQqk/hki5tHlyYTj6Stl3OuZy4QlGpXp1lT6vNZ0tm+hiJSKV1fej73/fR1XzydGobKO2pwWLGLPBh3gZtm/KCg/lyfhISgHex6/2iodsiEcb/Rt6Szrxk6EpV8skv2eJg5PkA4S8fqAc5z02WZ3b66h/9mEn/Y4nwuVKj0JQp2fdl+E2cqgV/NEdJW5XwmCINRCYt9DSkXijvk/6FIDf19Z9u/7ajevLfQjKSSrSDzBmTNBX3BbETafuuq2zBPLvpA/pg7CydmjuYRLcp4Q9oR79tdiYp+/LT8+19PkaEKkjG9SYteZbFDbvSZ2z7KW/Qijshu/HFIeKCUS9zTfMvvxPb1F11ETI5/hiOm2OCYVhGEvaoUs236hq7FOp+OujUOXivHCb4dcrHieECvifVBukuon+X19sPak5u8f0dleas6TZ4jY5G9huXaPLI1509zo5UjC1zZZfQiCr2Ct2GzIjVReASVYb5qaFPsmhcl3rZ4wopP/Op2bd4Mv4ta3nrb/NpzOLZNchxX7fRrY8Mtj/URDIp5csh9/yuTuYJPcSj3DAGCfRO4RwD2Rqpj1v65hsdrwwy57KOoDZNUnCMJHkNj3EDGrGl/gS2bmlpgE0GLZN1ttLgl8SOzb4SdNkrJye2KVCzSkBrmeWPaFRIeHuWT+ZT0hxAQyPzZcTOzzM5/z3VV9MSkB2K3TapO/AVBMNigGwzDYleGecFMsZt8Tt+JIidwSUueYL/aTYsIxfXg7AEDHxk7rmprjYwfxP+62W9aEnkonr5SqSkJ27LLdlbygXNm7SCxzvBaiI9z7SuqaVzoVezXEnndpEg8AuK9/CwAeWvZFGvSJygoufOQSWKqB/V3iXy9iKMXTe+IFwD4PclXmg5Dej/27fZELQoqDClbtp388gEXbMpCjMnZf0rIv8G5oWs+9dKdW1Nz/7HVQLxzoJZP7YDYvPEoI+xyPlPBOArRdr/6obhFopB27gpySKtSPCceYblRujyAI30Bi30OeGtbWbRl/PCclQoSDPrZ+qpaBizBO9ett0u56dQn+BIuUG2ZkCFj22Xg+IWoTKrEUSbhA85Gz7PMt2WJjujBeMjT+VS/MTK01szUfNcnoWLhSgBomGzadvIrzImXwWLHTrF40t8yioS0skRJJB6WeB8KY63/f0A5rpg/GT4/155ZdLJAu2ycFPyyI5budyln9X1l+RHEdKZomahM2YuXLpMR+YrTvaquzjxX2stVq2WcYhtvHlueHccvV9K8QqRJnamF/f6Ri0ic5JjT+pVD5whNYsZ/gKIt6fcdkj/ZTG5Z9pckQAJj15zH0n7Ne1f7EJnt0Olcx3CM1UbJkrK9h26OkxaUmzRiG4QwO/EonQviJP/nP+ZeXHXZbt4zc+PGDo3LLxGtSJUO8CIIgtEJi30Oiw8Pw7Ij2LsvUxOzzZ/jfG98NN3a3J/rTYm0UDnLOXS3HLplyf3UFfp+zVjghESFg2ZeyolZqtJg//9shl/d/PDXIbR3O9V3QX3x3Q0Dcsh/OK7vEH+j1aVHPZT1+nD6/1rca8src+0JqoO6JG7+S9TUhysi53nrixi9VP1lKyBy97Jr5WqfToUPjOE5AAfLuu1JMFZm8fO0P7THhNYlYNQaxCa4Xx3REg1j5mOq7+8mXL+TDXrtsfgOtln3+cyk+yjs3bW8nMdjfHymx37tFIgDlvA9SOSXkYM8fm2ch0UNh68w2X3PP8B7NEn26P7GmGgQTd3qd9jJ7SkhNpLITk3qd/HmWyhlQbbVxYTqRMm78fBd//jW1hPfbwdK3RZLbsrrEpcIK/HMmDwBwl0J5VYIgCC2Q2PeCKUNdM0TzrflS7vqsIOjVPBETr2nuUSkosXUnfrFT9fahShkvfldqUBwKlv03/hR3rdx6Ok/TfviZ/AFnfWY+rDW8zGRxub5fWnYYb686zr1XcuPnX7LCibCTOc6s4i+O6aS6/QBQYXIv4/XDo/1F12UH0ueuqhfDWSIWbyEdHJMLYpZ9qZhyJaSeB7t4iQj5eJpcjY3VHd21MT6a2BMLH+iraXu55FxK8IXIXdco15IWJjMDXEv/sXSXSWrFls1rkuBeCk0KYVlIrZb9e7/axb3W63WY6KibzVarqE2cpTKlShOqs5pXezCxxd6jRY7qMWJhGer243iu1KBlXy4O3RPYaygu0jnZc1bwHLLaGDevJ09o38iZj0EynFCmZKoaNvAmaOXc+PmfKV1T0653n3CsS/y69xIYxh4i2rx+tPIGBEEQKiGx7wVumXQLne6zUoYPzrKicy3dpdYl0WZjatR9MZjZe94Zhys1aAqFmH0pFmxyz3jsLayweWvlcdzxmbNM3y97naWn+DW0+RjDnJZ9vgWWravMsvOcU8AqWfY/u68PbuKVvWSHsqzV/q9p/5KsS83ea7P+POYyMSSHmnraznAF94H13NUnVH2PEP49zndf75QSr2r7fm+v4xKhye37+VEdANgnC27t1RRdmmjL/jy2WwoAoGtTde3iw+qQFVMH4d3x3RXXFxP7YmEEZ2USvxl53iZq4SoX6Dyz7PMnaML0OnR25ADwKBm9l7ktrVypTHmxr2TZ90Roc6X3zPZ7j82qr5XwWrDs+xpWXNfj1UzPEeQusNoYGAQXxU0iJX6V6M7zSpC6zs0yJVPV8P0uZwiKXH4HvtVfbtzSrF6Ux+U/QwGrjeHKOU5UMfFJEAShBRL7PuTmj7dxr6ViidnfXjZWL1zD4HPWiqPo+/Y6VQIk2MktqdIcy908yTkbLuWmysVtB7Flvzbhxw3uzywSXUcqZMWod3qt8Cci/jrkmnOAdV0EpN3aWUZ3bYz5d/dCisMyyyaJYq3qCTKuwfxBabYKi71a5ATkbt4ElBR///s6DOvQ0GWZVCz6iE7q4pxzS024/dPtop/xk4oJ7xKtbsSsZuzWNFHTdoDT+ylMpepVShrHMrR9Q8nPuHOlMpmi1cbIWvaVnlHCe8Og13GiRswrQQlv61h8kHYKAPCzRClE9vdo34VC2brnWkvFAs6+Z8ueeio0w3keQ97k+5DDk2SbcrDPp3q8iUjWy4T/ncJJ6lgPvB/4VSvMFnnLvqfngB+yJOdVxG+/3OSM3LVWF9h2Jg9ZRZVIiDJilB88fgiCCG1I7NcQUvG7Vi8s+4u2n0dBeTU+9iCLc7Cw81w+2r/yN/q9sx4vLTuC3/Zd0py9vX5MuOQAhHUrrApBy35NICX+1LhBOy37DI7zXPV92S72vmEHr8JSVnyyi5wi15Pyf1I1yjlrqMg++f33dBdxb4JOKfGYNMA1xwTfis0fJMvlG7ixe4rLe6nBNb9coFD08j9LTVJOoOdM+Ob+mZSHBQsr1NRauMUS9PH5a9q/sPihfkhNknaB1eICvu9CIbrNWoNzV8sd7WTLLdqfIQyjfB1N/WG/y/twgx4xDmunMMTjYkEFtoiU1ORTQ9qWg3//yJUnFJZNUwN7/tiJVk8rCxjDxO8NXyIVhie6roqJAfbZUI8XXiZMwGa1MW7PLykPDDn497BU/yw7IF0Gs56KvBDJ8erCYFyeYzL3nFpPq1Dl5z32ybdbezaRrNBCEAThKR6L/aKiInz11VeYOXMmCgrsbor79+9HVpZ3tZRDBakfNhs3OPbMjR9wJmgTZrOuKStHbXLXFzu5vvhxdyae+/Ug5q5WVxObtTbJ/ViyAyEtEwjF1cD647mayrwFG0ufGCi6PEKQaZkd2PZpqZxMiR//K2dx9wThfaOUZRxwrevtieVOGH7AwlrjxLx5+NmoE2S0r9B9lz0MYTLGFJlJlgcGtpT+Ah6bTjrjbYWTNnxBrUZocIJdZF0lLwFnlnt1gkbMjZ9P16YJGCJj1QeAcA05UsYv2O7iYSG07APKcft/H8lxea/T6RDtsLzuvVDo0o7r5m7E/V/vxvaz0rk3dpzTlpdDSGdHGEg/ifuX38f7MqW9UtgJEC0Ywxwx++X2mH1PhCzgeo3WVEib1LNe7P47dKlIcX9rHflR+FUvhL/XYpb9TA8qa4zp6pz0E7vO+dU6dua631O39Gyq+B09mtknPmMUchvww47kJiq1JE0NNQrKq7H2mP05MZES8xEEUQN4JPYPHTqE9u3b47333sP777+PoqIiAMCyZcswc+ZMX7YvaJEaTHLuc44fdU4QabA0FjoEgFDYhOoPptrSgmyfy8YQOqwpFhsDi0qr0Jx0A6b8kI47PtseEhMqYggz5LNsPeUqLlh3VDUe1ex5sNhsPh/EhHMlAW2w2ZylzaQSjwnxpEyeFJwHg8j9V2pylsmUuz2Fg/wqx8pbTzstvSM6N8I914pXmQDkQxj48CfP2gkS7PHDKEpV1L2WE+xyEy9HLxdzExlqDbxGH2Qq9+R5y8J6C3kqNtlkiHzX5m93uJff23gi120ZyycbvcvL0d0h0oZ0EJ8U4Yt9ufmwO/s20/zd7L5LHVZcb934Ac88dNTA/k4LvUneE8ktYdPwm3DqijMpX2GFawldi41xs/ZrTboKOK8zQHlS60ql+0lQkySQ9Rhgc3ZI8dCgVs5tePdKZ5W5R+oCyw5kwWxl0K1pApfPgyAIwpd4NHqaMWMGJk+ejNOnTyMy0jnTPWbMGGzZssVnjQsG3hvfTXS5VEw4+yMZ5mbZV29pLqhwiv2Nzw3llkvF+dYV2IGfnAWQb/VXOzlSabWfq/2ZRVh/XHogHkyo9VI4IyjjxrqjqtmcH1sbrmJ24I4+6gWE0yXY5uJyqzb+2xPLPn/gyofNTSCW1Iw/eJeLHBEKY9bz5N8/pXPLFtzbW7T8HNcOwXWfHCdefk5tFvSC8mrJMo8sVhnLvpxoGDfvH+612koCamP2ZffBSxqpFfYY9Xqd05tDw37+PbwdAHvZVpb9F9yt519uVTe52ddRJk8L7DNSaiKG38dSE5sGvQ7/attA83cLr09PLfv8/q8py/6vjmRpLQRZ0Vs1iHFbV8ulNK67tDi22hhMu8E3GelZV3yx65N/7rsnuX8uVW6PD9vvcs8j9nPWA5EfUqBlgiTUWXbAfq1N8GACjSAIQg0eif09e/bg8ccfd1vetGlT5OTkiGwRugzrIJ4wS0pIzvz9MABgg8N6wxdEamF/Jw16HVo1iEGkw9Xa0zJfocJBhzul0GLCh++C64knxLFs38ae+4sVBy9zr7+ZfI3kepECN3528Kjmag3jxUfLaet2yfZSUbf3UnYfZWFFdLXV5iLcDSoFoVK2cRa2VNaHE3rgtZs645sHr8Gel4e7rOO0FrtfT/z+qydT+t3Nsi8SZqKUvFAohmMjxbNbx0aoD6kYMnej7OfC5HV81MZkq/XGUIrZV4Mn2fhZ+K30JPyKzYQfwxP7HupdAEBmgdMlfO0zgzGqSyPlNthcJ5uF8O8LttpAc0EOhL4t6nlU6lF4fXoasw941v+ecFow2Rlm0LmFp8jlCRFyb7/mePOWLrilZxO3pJxZRZVoVi/ao8oWQoy8yVAhfKE9uZ3758vTL7stE8LuV+iJIIYwv4qwDXWZ01dKcSSrBGF6HW7srr3yAkEQhBo8Gj1FRkaipMRd9Jw8eRING8rHTIYakRIxa2rLMrGDlkqNSegA54CNHTyGqmVfKS6Q5d2/7WXO5CwTer2OEw1q4vZNgnUCPYu/2tCEdcevcK/lBl4lAldudpCnZrDGDu6rrTbZ9TnrsIbBP3+wz69XLWdN5n+mdqwZH2kXxm0a2ickhnVIRkOBxZwV4WIJ+vgx+7EyGlvoTu9JaUih5VRK0HZTEBN80ViqMIHI9qPYuRMT8WIeFb6K2VeDlph9Ni6Zhd9OtZMG/LrqxZX2Scj4KOcyqUSuauB/d2SYQXEyCHCKean7hH/dse2NFjx/PbXIu1v2PdqNy75quvye2KEKc8KomXBgM+Q3rReF+we0xP/u6iV5vnxxnRtljAhsBFN0uEE0saYa2OtEmNNFDLGJGeFjYMqQNp41JMhZnm7PcTW0Q7JLpQaCIAhf4tGj/pZbbsGbb74Js9k+GNDpdMjMzMSLL76I8ePH+7SBgU6kxMy2WlHIt1btE3HpZLla6i5g2UEX65ZbXh2alv2kWN/+CHKls1SI/blrT7u8D/Qs/lUqLV2NeNmUtVjHODGgwY3fwoupF0OYtFIN/AHkD7syueVyQoSfpZ1RWcSMnaSQ0zdcbgIR4dGruXguBCEJUUa0bxTLvVdK/CbeDtfHudi1Wm2xoaTS/pzoK5Gn4VYVCbpYnCW81MXsD3p3A1q+uNJlmVrtKCeCXruxs6Z9VEuUJOMjHHzz2+m8/uT3wxfV7KQWO4EEaHtmC0NvJvLcfsPD9Fw4iRQMw3BlLw0SfXltK2fivtIqcQ8ptdUThAgnNjydNABqz7IfGx7mUsouJSHKzdtJTRu4XCcy5+ialvb70SeTWjLhKmqeaUpUW+3PJzXeNty5sjqfafzJ30n9W+DFMR09b0yQYrMxWH7A7kVxmwavNoIgCK149Kvy/vvv4+rVq0hOTkZlZSWGDBmCtm3bIi4uDm+//bav2xjQSMWRKrmIs7GA/KRT5/OkMxxP//mA2zLWfTDa6LDse1C3OVC4WmrCDR9sEv3MG+uXGKy1Uk0Csm93Zrq811oGsCZgr7mOjePcPlPbPr7Qk/MqWfxQP9f9O0Qof7D25JDWEu20X9tWhWSIcnHfUvBzXfC3k7Psd+BZz9WGzXCWa5m2ySV9Yzcb31vZRbNZPedkhCfXmfBZVCXi6TPl+31YfdQeatVVopSgGmsdi5wbv5iwESvZptajQy4+mC/I5GDP1brjV/D34WzZdYXu2vxrgBU5FQpinZ0MSUmIxM097NcA/3jF7mGxSZjDl4rx6Ld7XZY9NMiZrFGnUw7z4IcgSd0n/LaVO64foReMpyJ9paC/vbHsh9eSZf+t27qiWT3XqjdRAsu+Gi8RrjSoyEwJmwfgnmvtSUx9E67i8GCRceOXOo/Ca1Isd4Mmy77BfWKGnbj6bcoAzL61q+I+QpG9FwqRVVSJuIgw3NBJPByUIAjCF3j0qxIfH49//vkHS5cuxbvvvoupU6di1apV2Lx5M2Ji3BPYhDJSsYtSYr+HI1Puy2M7AXD9YZez8mw7k++2LJQs+19sOYuzEuWc1AoztiySWBIlMWb/dUxd43j427LPMAzXH2IJ7SpVhnLwjYQpCdL11IWlzFgRyg4YZ9/aFc8MF08qxY9lFd4PfKsh61aqxbIfwYtJ5W8nJxz5g0o1ddYBdR4AYTKWfXacrIPysfHFuifXmdAiWGm2uk0abOBlepfqbylvJTFsGi37YqiN2Y+TyEEAACaVoo8/ufrEkv2y6wpDDvg6LctRQu2Oz3bI7oPdxY+P9ndx/35yqN1tWSx3RKJInfPbPt2G9bxzd0MTG+J4ExyJ0UbFBIZ87zAtIdPCEBxP4vXF8Eany1mufQH7W9KmYaxbuT1+gkV7G5Q70yLjvbT8qUH4+bH+nEeNTxJRss9HUcu+/b/U7Slso1joDXv9q5mY2OvwWJy/4Yx7G7yZ8Qlylh2wu/CP6dZYtlwwQRCEt3g1hXz99dfjueeewwsvvIC+ffv6qk0hgTDWm4UVBBGOhzv/h12NpZmPMGY/mBP0yQ2Y1JZJ69U8EQDw4KCWqtbfKxM2wTKsg2vWaX/F7FeZrXj9jyN4e+VxbtmoLo0B2AdcbPZltRZhfgb7/q3Fa26Lt8ORoE9hwAi4ik9hDDrf9Z4dTKoVfYBnbrwN4yI4V1m11xQ7KJV149c7wxWkUDOm5fdXldmKYplEk0rbs+3p+OpqrDwkbsGWyqOgzbJv/y82aI8JV2dtVzvelxP7aidv1FSF4PbpA7dzq4TIYwf3YpM6YqdFeG2NamZDmEGPA6+OwL5XhiMizKBYiWLp/izutZSLvhjC5qit5CFEKGKVvCLkELMWi2Gy2JBT7O5NogRfnP97eHsATldr4QSD0oSDzcZw51TMoyIhyohrW9d3lnbkTUh5qoXFkuKxMAqWfeG1es9Xu/DXIdekfdvP2o0P6ReLVLfp6GWnZ4mSd0GoU2W2YqWjT28lF36CIGoYj8T+e++9h59//pl7P2HCBNSvXx9NmzbFwYMHfda4YEbKss/+4LHxlXwridA9kI+cmyxbX7ukUps4CCT4AxyhZUutG79c/LCnbDzpWufYX5b9r7dlYPGOC/jqH2dZrkijAeffHYdTb4/hKhCsOqyuGgY7YB/Utr4mS10lZ9m3v1fj3g64T5LMcSRTBPgJ+lQ3g5sYO3GlFE0SIxXWdm+T2jrr2tz4RaxoNvXxseECsa/CGcAFKUv6Uz+IW7DFarwD6jJss8i58b9zu3hZUiFqrz+55+OIzsqZ6AFt8dDCCSFPMohLxUdHcWLffXLOquJ72P6uFxOO+rH2hJFKWeH/5FXgKNLwWyF04/7njPba74D7deWNJ5oxzJn8U47xn+1E/znrcTKnVNP+nW73OvRMTcT+V0fggzt72L9bZSJMFv5EjZpqIfz9P+5h4jq2r8Wz8dv/S912yXGuz9PdGQWY+oN7GCH7mSeomSwOZTadzEVJlQUpCZHo36q+v5tDEESI45HY//zzz5GamgoASEtLQ1paGv7++2+MGTMGzz//vE8bGKyI/sjyfvTPicTny1nmxQbE7CI2u7NWz4BAgi+migQWTbWummoEqLfklyvXIK4JsotEYp1FDvO/606p2p+nEyN7z7ODO4eIkVnXoNdxAlTOAmeTiWeVgo3/XXkoG00T7bHuagaO/HKA6lAW67Ju/NwrbYP8KotNXX1DL2gYK14LUJiATA45C12rBjH446lB6NdS3nNE7YBfalLg9ycHuiRflEOT2BdMCLEVGbTA9o+bZd+R4V4s7EbMbVqI2FEouVTzrcr1REIFpPDVZSh0VfYmxwzfsm+zMZJeAiev2Ct1jF+wXdP+2XuZPW9JMeGc94owP4TS7xP/fMrlFGHhn8fkOJl6nXL7kLHsc9ekxP301q1d8a+2DUQ/E+JpYrmamJgPJtjStzf3aFKnQxkIgqgdPBL72dnZnNj/66+/MGHCBIwcORIvvPAC9uzZ49MGBit8S2a1xYY7P9uO1i+t4pbxXRqv72hPzhIlUWKu2mITHQDuzywCwHMJDfCycHLIxuOqFGbOrO4+aZIoBzKLVJe38yXCZGGAthh3IVYJEaLE/A1nUFltVT2xwl7nctemsy2amuK2/bUqLCRaSq9lFVUir6wagPxxsoNzsVAULRYsvmW22mJzsSx/M/ka5R1o5J3bxRNjCS2wcm7bUm7qLD1SE/HLlAFo3VA6j4a3A36pSQsxtFn2ncf9xNA2HmVJlwpRiWQrgojcF2o8mcS6TGjZF543/u/LxL7NFb+DxVcl0aPCXfuvzIuwM76Yveerneg+ay0Kyqsl19f6XXIJ9YRhLkpeQmbefazmecs/j8M7qfNYEcL+XoiFnSm50DdOiMT3j1wru3+2/2/RULlDSxtCmYpqC5c75cbuyolbCYIgvMWj4XW9evVw8eJFAMDq1asxfPhwAHZ3P6s1eAWnL+HHKP+RnoU9513jw2/u4fyRZAerUqJ2yS5xd1t21p51Ca2sDuyycHIIrVJ/TfuXpu1tNgYbTtp/QNW6BfdrmYRPN53BQp5rvBqEtedrA7E46hiVGcjFsEmIEDGEA87f9l1UXb6JDXsQj02278MTK8+bt3QBAAxsU19T6T619dEB4CleAje5PYfJTCBoKXMlFJMVPKvvsI6+z9acGC1e0lJ4rZll8hso1W1n0ZL0Tyta9EJ4mPqV2Um9r+7vi/8brb00GMMwkjkNojRa9vmToTqd+OSRUJieyrW7rv958DLWHs1BEq+UYIIWy76P1L4wDEOuCogS/Pt457kCWGwMftqTqbCVeriYfRG3e+HEq5KXkJU3GaDGe8nAW0dtlQkhbE4g8Zh9+39vdDZ7LuUqZLAM69DQbZnNg9CtUGHDiVxUmW1onhSNrk3j/d0cgiDqAB49am+//Xbcc889GDFiBPLz8zFmzBgAQHp6Otq2Fc/MXdfgSpTZGDz/2yG3z/lWFtZtViq52mVH5lu3fTh+cFnLPjt4yi6uxJGsYg9b7ltWHsrGjJ/TFRPHCWMv+WXB4lQMeOauOckNYpTiCP99QzsAwNHLxZi7+iRm/3VMsX18d8qaygAth1gctTf1mJ1x8sojPjbxIUul2cobMKobMf6275Lbsj/S7a6MWsQ6CzsINuh1zskCTWJfWcDwk0/Ju/E7EvSJWfbZ7VW48QsHzuz97AsvTzHrvJQAFybWk7I0MwzDhQ4pnTstSf+0oqlko0H9pAM3keFhdnR+lwsn1dhnN9t/fEEtFrPP5mUR2xeLMAFeXmk1SqvMmPbjATz23T6PY4N95cYfJbiuvCkxJ5aA7sO18iFMasIjhOuKTWIJ71MtMfvqEnU6V/LUxZvtW7Gxg9rJ1TYy3jjsMas5h3f1s3uR9OGVlFQ7SRiKrHKEoI3tluKzyhYEQRByePRr+9///hdTp05F586dkZaWhthYeyxjdnY2nnzySZ82MFhhLZm/H8hSWNM5Cy8lOKUMK4876psLkz0Ne38Tbpz/D87klmlqs7dcKqxAyxdX4vZPt3HLnvphP34/kIXF28/LbitmgVj19HUA1CU1+mzzWe71znPuZQr5sIO1cp5VTWrA1jDWbg2bObo9t8wb91NPEXPj9wYtln3hgMxqk0/MppZlB7JQbbFx50GLaOMnoHLGoCpvp8WyH+9iTZVz45cJDdBg2a8f42ppL3S4JXuY/NyF1i+tcrPQSrUpWhBOJNVXLy49jLRjVwAoi305y369GHEPA7VouW6Mmiz72nNJ8OGLSzfLvuOZfdphfeefYzFRWp8XqiAlAMMEwis+KszFW6zMEdfOlv2TohtvotVksbr9/rRvpD13AQBECSZ8Zo7V7i3Bwj7DS3hVBf7VTj7OvEylRxbDMLKl8oQCV+lZciHfnp9Hp1M3OcqfxPX0+br51FUAwJdb3b3W1D675SaT2d9rNZZ9dvJi34VCfLX1nMMD1Lt7K1jhu/CP65bi59YQBFFX8MhHzGg04rnnnnNbPn36dG/bEzKw7pmzVhxVXDeSi68THzS05iWGWvrEAMREhCHt6BU8Otgu9tlkT7vO5YNhGG6i4dClIrRN9mxg5gk3fLAZgD2XwIYTVzCwjXPwNefvE7KZhcWyKrOuq2prx7O8OEZ+EClmTZASVOwAumV9p5XDH4kQlcT+uG4pXNI6hmEUB5VKsdZ8xnZLccmez89ZoDR2bVk/GufzK0Q/q7bY8M0252BUi2WfH7OrJf6THXiqKdnHD9eQ27NcNn7Osq+ibfcPaIndGQVcPfUFvAksX/DPmTxc07IeF1LUsXGc6HrCtkplPP9570XutaIbv4Rlf1x37we8WgSRFm8YtXktpO43fvZ+4T6SHJOIrNjhrysm9hvwJkSk3OqF5yBMr3fx6DCZ1U2qNYqPwGHHHPWXW865VSF48xbxXA9KCN342yaLX39qYAU3P9Slc4q8S3RJlVlV+AK/+9VY9pVi9u/4bAcA9bkP+Neop3lZ8sqkE8k6s/HL71vKo8Vmc06GqBP7znXeWnkcqUnRXCUGb/LOBCMbT1xFldmG1KQocuEnCKLWUC32V6xYgTFjxsBoNGLFihWy6958881eNyyYWP7UINz6yTaXZayVffLAlvh44xnZ7ZUs+/zERn1a2DNbd2zs/KFgfy8vF1dh9RFn6TUtJbR8AX+y4qFFezVlEl6wyS5s9Dpgz8v2HBBsqIPJkXFZrUtjh0byg0ixAb9UEjK+KO7YOA4ncko11aj2FRGCgfLzozq4vG9R35mN3GSxuWW+FsKOT9X0aWpSNJ4Z3p7L9F9tVS+wpYQ+YLeI8ScR1CZiBJyDzPSLRRjf257/Qs2xcO6/Kiz7A9vU5+pJy1mghGWuLhZUoLzago6N450x+4rfZr/eF06+Bte8vQ5XS004fcW3njkF5dXc9fz5pD6qXUjVhDwo9b3Us+jhf7VS1QbnfvQwWWyIMhqcMd9aYvY1iH21FtBqq030+LJ59d2F+2DLm1WarTiQWYjOTZzPc4vIs4jvxi91PsRKwvH3pTYs5JkR7bHuuH3C6UhWiZtIVSPwxPDl71G4yAS50ONKeIurnaS1aEyoJ2XZVzPpKkY4342/Bty8GZXPbqlnHv/ZqVXsA8C89ae5CQdPQ2SClZWH7aFr47o1IRd+giBqDdW/2rfeeisKCwu511J/t912W401NlDpmZooGW+70ZE0juX5UR1w6q0xLstYASJVw539bR3c3j3RDQDs4cWoL09XDhuoLXJLtZepszFOl1W+YNUiBJUGlcLYVkA6CRk78DPonZ4G/rDsC8ecQkv/o9e15l6zMYFyrDxkH3SojZkc38eZULLaYtMcsy+GUHA3qxelelu+aNt7wf5cUhOSwF5Taq6nBjzX6Xox0hZBYZmr6+ZuxOiPtuJqqcmjZFhsjgpv6pCLYbYy3CSPmr7itlPRV0rXkVFCFPRuXk90uRRLnxiI4Z2S8f0j/bhlarLXs2gRqjaVuSCkxDc/O7xQWPET7t326XYXQX08u8RtX/kymeZZhMLJbHWt4sJawZXu2cbxzjrr+zML3T739I73pbBjn/F8ry/hc/lwoev3qb2fXEvluV8vyx25RljEqrP8tDsTPd9MwwGR/lPC1Y3f94LQWUlFfj2hBwn7nv/cFvstFSIU+0cvO69vuefQp59+ilatWiEyMhJ9+vTB1q1bFb8LALZt24awsDD07NlT1fq1BbnwEwThL1SPfGw2G5KTk7nXUn8XLohnjg91hBYjexIzxuWHbduL1+OpYW3dBpxOASJu2XfGV4t/Nz/xEd89Weh+GWxE8vpJKYEeH6UYfzHLvtSA3WnZ13PZ7696MInhLcLxpFDsJ/LcU49ddhcLQtiyjdnF4skfhfAnUPhx8t4MRfPLXAWMFhdr/j3EDvjVWOG4klQqrie2PUPaN0RcpLTYj5AIwzl3tYxz49eUj8DxPFAjsrVgttq4AbsW91k1+Q0MCrG3YqLguZHtRdaUp2vTBHz1wDUuCTy1JF7Tco3JlZfk51eQCgnhlwQUetoI26F0DGwMthxGwTmoFoj9SpW5MfhtzS01cdfMLT2b4O5+zdEzNVGxLWLwy4wNFcnQrgWx0nKs2C8sr8a+C4UQPtLVxuz/f3vnHR9Fnf7xz+6md0hIQkghlNBBCF0RUIkUFawUpZxYELBhObFRTsWf7bg7BBtFxRO8U1DPSFHpRXrvvSVAAimkbvn+/tjM7MzszM7sZrMtz/v14kV2dmb2mWdnvvt9vk8TRkPIPSfCKAtA/rfjlR/2o7jCiMn/3q3pM4UIF8bqIsqduyfUFn32XhAX+eWuU3i/a4mUcbSP0uLb0qVL8dxzz+G1117D7t270adPHwwaNAjnzjnuuFBcXIwxY8bg9ttvV5XL01AIP0EQ3sL13l0S8vPz8c477+Dzzz9HRYU2AyKQkE5mK6rNduGYTeLkPZdhfBi/gmdfZYIuLCQmPIe/G/tBBj2CDToYzQwVRjMc+QAfyE7lK76r9d2WFrIC5L0zgM3IDtLrsPaodcI97aeDGNu7qar87kT6XUqNBeHEzZluAUXl2lIShNXUy6pMDg0hrZTXwnMtfBY4T5OWMH5uny+3nMUMldxjc01URx+Vwl82z75Z5A1zdVGEy283uqMyn4BKo1kw0dd+nJaUB7UaCHI1Jybf1lK7EHbnM2DYTSkoqTQ5FRGixRPJ4SiM/8tHu+Ouf20EoPy8ceO2lm4icqH7zmLv2Wei83ILpmr2mdQA407xeJ9mokUWZ7mzna2FZ7emDV0+D2Abj4S/d1x61e0frcO1smp0jhfro1RjYVVxqzz7L79PywT8sMsWQefo+dDy7EhxR86+TqdcI4CTydl0jLIqE0KCQnClxLrYHWLQays46KAoplL7z48++gjjx4/HY489BgCYPXs2Vq5ciXnz5mHWrFmK53vyyScxatQoGAwGLF++3KFcVVVVqKqyLdyXlFgXyY1GI4xG96fq/bLPes8MbJsEk8k9UVucnHUhb13hbzL7m7wAyewJfEVerZ/vlLFfVFSESZMmYdWqVQgODsYrr7yCyZMnY/r06fjggw/Qrl07LFiwwCWB/Z3rEqOpymQRefrGOTAO5bwUQtRa5TQTtMgpqvCPB0WJv9zcVPQ6LNgAo9mk6tnnwgGf6tdcdRIjG8avaOxzYfziY8qrTYgIcdtamSrSkMrwEPfkv2qdjAqNtdJKE195rjZRptJnxhmEXwdvxGiQZcPxAs2f4agitxChZ1/oSa0yWcR60mjPcedLaxCOk1fLNMurRnxUKG+4OefZVxf8H78fw6ge6YrvCw2YR2/OxKgeaZo/X4nZIzo7fYx0bHCUV80cLGi1bxLL1w34ee8lVJksmNivuehczrSELJY8C66ML9JFTKPJtTB+qYHL3NR8T/i5SjVStMJFGgl/F7icfS59YnehWB9lGo19k2BBTO67e+a2lvjfvjx+gctRBE6l0YwGEcFOjXXC3ydX06QyEyJxSmHs4HSmVDRTiX/+cRzT7m6Hwf+0htNr/e1QiqZJiQ2T3V5dXY2dO3filVdeEW3PycnB5s2bFT9n4cKFOHnyJBYvXoy33npLVa5Zs2ZhxowZdtvXrFmDiIgImSNcx2QBfj9sAKBDVNEJ5OY6ruPkLKtXr3br+TyBv8nsb/ICJLMn8La85eXKdbGEODWbePXVV7F+/XqMHTsWK1aswPPPP48VK1agsrISv/76K/r27euSsIHKdUGe5etD2ijup+bZt6h49u/rkoq/fr8fAFBcbvvM/+68gKE3NZE9xhs4mlhnJUXh2OUbGNAmSbQ9LNiA0kqTrRiXApwXLcZBuDWH3OSj2iSefF4prcT3Oy+iwihv7P/jt+OYOlj5O3U30jBfaWVrIe2c8L5VKdxzUoShmOVGs+biZekNI3DumrbByBmEBhi3qKbFqGqsMMGU43/7rLUPHFW2BsQ5+0JParXJ4lQ1fg5uPEiJsxr7cRoqiHP83/0d8OXmszicb19Yrcpo5vPBnbG1lBbCgvQ6/nqFIdpyCJ+5vq0a1aoSe22QhrqbLEzR26/WsSLYoEOF0VphHAC6ZjRAj2a2XvZq47ZeZ/seVh3KF71XZbRA6PQ06HWqof7Bks+xFuizfXfFNQvBatE40nvVlboTatQ2koF75oS/C2q1VLSG8XN6VqpD0TQhEgem34mvtpzBW78cdhhJVV5tRuvkaFwvN+KTR7po+nxnUk2UmHZ3O4xdsE32Pc7Yd/QbIsfCTWcw7e52TsuiFMavtChfWFgIs9mMpCTxXCApKQn5+fmyxxw/fhyvvPIKNmzYgKAgbdPaqVOnYsqUKfzrkpISpKWloX///oiPj3dwpPNsOFGAqj93oVFUCCY8OEBzsWE1jEYjVq9ejQEDBiA4WPvvhDfxN5n9TV6AZPYEviIvF5GkhlPG/i+//IKFCxfijjvuwMSJE9GiRQtkZWVh9uzZrsgY8HAeBp3OsSfNVqBPxbOvOOm0/WgKPQjOeDFdocpkxuXiKqTXVILPiI/AWQfV15WqVgOCkEPJJYbJhGvKwdc10DBPklZtBsQVmAHgya93YndNXrv1vDqM7J6Gb7dZ240t2HTabcZ+pdEMvU7nMCJBOjeWm/gPbJeMFQfzVYvPCaMEtIbSCw2A89fKcbqgzG67HP93f0eM/Hwr//ofI27Cs0v2aPpMR7QU9PrmFiy0pBRM6NucN+K18um6U3jpTuV2jsJq/MLv5cc9F3lD3ZmpnXQ8aJ+iffFmeLd0DO+Wjv4frOW/I47d54v4v09cuYG+CgU/pSh5LoMNepgsVhmfvq2Fw3MI721v1qCWjqFGs0XRuOJTMBQEDgkyALA9P5cltTy4e0EpxSE0yNZRQGqoCr2mjDFNdQmknn1pzj43LjjrqXel7oQaztRZkEPuN/PctXIMnbNR8Ri5cV8Ok0I0l5CQID1/TzuKfDFbGD92a43UcIex3yzBGu0nZ9BzER5q7VzdhdL1qF2n/aKTvLPAbDZj1KhRmDFjBrKytNcBCQ0NRWiofcpfcHCw2yfva45au7rc0TYJoaHyqQu1oS5krmv8TWZ/kxcgmT2Bt+XV+tlOjfaXLl1C27ZtAQDNmjVDWFgYn1NF2MOF1Aer5LZxnjylSSHvYdIw2VLzgLuT0fO34db312BLTXuypBjHXlNHkyKlCSU3WVErqGbmPc1aqgOrh/ELDX3AOvETVrx31iuiRLXJgs4zV6P3u78r9s8GxDn7cRHByM6wr2DAhfZXVjvWlfBjylX2FdIp1Wp0Co1INW1L0w2U6inMe1ib14sjNMiA/jVFvk5etbaoq9BwLSmCuhnnHUQcCEN+7+viODomVMGzv+rQZXy3w1pHwhk7iRsPuGfZFRtLbiL/7z9txa2kETRS/jnSFiKvVDuAuyc3/rW/Yu4th3Bir5bf70nkxqQfdl1Ai1dz+W4iSmNKiMHeGBGy9ZR1XFQyMoU59lzrUQ6hjrQaxmo5+xynnUwNYSqLHq7QunHtIjtsYfzie0laVE7IN4L73xHcc6K2wMxV6q82WxRrvgDChWhtCnSmroTyOayySRexAVuEh7TQoBrP3u5ajQ2l61Ey9uPj42EwGOy8+FeuXLHz9gNAaWkpduzYgcmTJyMoKAhBQUGYOXMm9u7di6CgIPzxxx8uye0uGGP47fBlAMCAto7HXYIgiLrAKWPfYrGIVhEMBgMiIyMdHFG/KaoJqZeGV0qxea8VqvG7UEHbE2yrafk38vOtqKg2OzRWAce5jUqFzPgUB4V6BhxqdQ2EyLVTkobx2x+jQ5Sg0FZCtOMigFq5VFSBCqMZBTeqHeZAcvoZ0rEx1r3YH4kyCytSI1EJ4ZU609Kwb6tEu21q+paGcCoteg1yoRVRRM33wV3DLxpaDgonnsevlCruJ1xcua214wmasOaGkmHmVDX+mvOVa6yeLodSlAg3hKjl697TKYWvuq703HIq0jIuCQ3jYw707mnkjLQp3+1VrcgO2OuYK+DJ8dNecYs2KUJvvvTZFz6XQlmaxIXjyT6ZsueTpihIW+9xlDu5IMyH8bshJiP3mT6YdV+HWrceU4uGk0MtHYdjrmThRQluLFl96DJavPYrDlyUX2hQixCR4o5aMJxsRjPDbR+u5YsXAraFJGmHCDVcKTYIKLfdPCTTYhIAQkJCkJ2dbZcLu3r1avTu3dtu/5iYGOzfvx979uzh/02YMAGtWrXCnj170KNHD5fkdhcHLpYgr7gS4cEG9G7uuNgrQRBEXeDUrwpjDOPGjeNDnyorKzFhwgQ7g/+HH35wn4R+wqD2yfj1gHglmltBV/qx4xCGAcvB/cZqmfSHBetVPRJ1wZqjV1QruzvKbVTq2x6m4MGR4syCiFwuppwHRIhep0OYYBImLajlKsLv1JEI3Jw9LMiAWIUc7nCNxr7QkH3NiVQEOQNR7ZaUGkR6nbWatTtSTFyJrhB6kxzVKxCaSMJuF3Jw12hhykU2nQvjF0douLLGp5RvzF+XhnNyCzVKz63FqWgam959qUmIltxxJf1LPZPLdl/E34ffxL+WRgc5w4Xr5WiRaE1VEcr4+wt9YYAFubnHZeSRydmXiVzQWqiOo1CQjlZb2qbEoG1K7duOcdX4nVmsBKwL1N0za9cJgEM6tt31r4048+4Qu/34bjoaFdg3qxG6ZzZE5/Q4l2UTpnSculqGpdvP47GayDTO2JdGpqjh7H3DIV2E0sKUKVMwevRodO3aFb169cJnn32Gc+fOYcKECQCs+fYXL17EV199Bb1ej/btxZ1VEhMTERYWZrfdG6yuqcdxa1aC0wssBEEQ7sApY3/s2LGi14888ohbhfFnEmTCkznjVy03TbtnX/kcOW2TsOrQZXRJb4DNNWH1wlZHdU1JhRHHr9xwuI+SZ8BiYXxoeEKUOBw4VEU3tnNY/9dS+EZuQUBq0HRoEov9Ak9NkF6HCMEPdWGZuEe8K/x++LLI82Z2YAWZNdQkCA+pKVrlRBj/Q121V0WXK26nZuhJw8mDDDq0S4l1i7Ef4UJHAmGkgaOJFxPcDt1UjANhHQrFBS+nwvitMl4qrgQArJF4jLWgNOY446XlWmYpPrdOeCyFz1xtK7G7E+lzLxedpBSN4mzrMmf4++pj6FcTSSNsBWfQ6wAF+1a6qCxstShErZAdALyYk4UPVh1zQmLPwj3HWlJ3hOw8e91txr7cM2axMOj1OlHrO2ciYADrffXdk71qJZs0okr4DBuFrfecWCu5UWUSPR+rnr9V03GupCUMHz4chYWFmDlzJvLy8tC+fXvk5uYiIyMDAJCXl4dz57SlZXib1YevAAAGtE32siQEQdRXnDL2Fy5cWFdy+D1yObLcxF+pGi2HLVRd/peX+3GW6w/PkZ3RAKsOXRblYLsYdecSV0rVQySVcnWFYb1NJD2z1ToVcJy/bs2/1uI9kea2WmUTT4qjJL2xDXqd2yroXi6pxNZThXaF6qpNFkAhO4Bp8KKG87pSC+O3XavOCXtFrtOBs579qNBg3NWxMT5Zpy1U1hFSz74Wo1P4HcaEKw9/woUXtXtKeI27zl2X3ceZEGilIpbOIDREfn22Dwb9Y4NYHg3iBPOefXuDkTFb4TEtnn2hodM4LtzBnp5F6vnm6j8IUfr+3VFITYmzgnoSRkHIj7UDgvwxUg/qO7lHsOgv3ez265iqXvCxV/MEAGJj35dqLYRqTO8CgEbRobha8/t0o8p9rWnlvv+Xv9+HDx7sJFpQ5RZcXG2j5wpSA9siU6gxxODY2H8gOxX/3XmBf11eJV48StSYyuZo3uKIiRMnYuLEibLvLVq0yOGx06dPx/Tp0136XHdy/lo5DueVQK8DbmttnwZHEAThCTxTjrUeECoT4rz2mHVFV21lm1soMFuYbA4pNyF1tGjAnWOPoOK2o7B5d3OtrBoZ8Y570yoV6FtSU+EesDd0wjQasAcvWfP/Np1U9xgbZMIKpbpqKIkwUAqLdoUe7/wuW5He0WTarCFyQXPOvuBrcOaq5KIZ1Caw0ns2rWE42jeJRZagmr6rSD3zM+7R1haKC48+4SASRZjqoDZHN+h1/P3x2rIDsvs4c/s42/9aDuGYk97Q/rnUIk6wgzB+4T2kaYFNoABPRhypIU3fkRsylQv01d3PpzBCRNgC0NHzxkViCLHIRCpoKbQmt3jtas52XeBMzr7wWpwpSKqG3O+60Djm4FqPerLmjqEmuoBDmAqyaPMZTfK8MaSt6HWF0SxaBHXX4ncgwxXm69q0IRpGur8KP0EQhBb8ztifO3cuMjMzERYWhuzsbGzYsEFx37Vr10Kn09n9O3LkiNvlkvPGnaqpeqwexm87Vs67z3v2HbXvkwlJVstDry1Cz+r18mrZ/FAhSosPPQW9qaWEcZM6DR4cANheUzTQEVpy9qWLLtzEpnWyrYq0WkFCZ3Fk7Gvpa88VdnImtNUZb5M02gEADl1y3ONT6tnnajB0So3jt7mamyoN49dqfHH7/fX7/fh8/SnZfYT61qIjtTZWzjj1pGNJ28bO5zgLvWlyk3ot12Qr8mV/XwqNSC2efaFh4EuFRqULkPK6kj9WumYot6jiDkwaq7nLFR6VG5OlHTLkkEtR8CnPPm/sq8t0TbBI2URDVAlXPJBrX6eEs4s9eUUVTu1fG3Q6nSjSg7sPDguK4m2qSfdTIixEfH0V1WZRXRmtNQiUeLJvM/Wd/Jw/jtSE8Kt0PyEIgqhL/MrYX7p0KZ577jm89tpr2L17N/r06YNBgwap5m4dPXoUeXl5/L+WLV1rIeMIR5N9NWNfrS0VNyF1VOhP7vMdtbpzB/EC7/fF6xWq1Y6VPEPcJLZTTfVvIVrD+DnkPFlKnyfEKAnjV6qq/unobP5vZ4tDAY4XCJSKuwmPczTB4nP21doUCq7NmYiFOJlWTWoGgF2BvprPE9Z30OqRlyI1WpzJieV4O/ew7D7c16S1Er7cYpsQZ8L4pZ59uVoJziB3Cc549uW+Y+HjoSUVRHifubNfe22RGsNyz6fW+0q6+MQtjvVurryYqQWThsVeQN74lBvHNNVrqMOoBXfgTKpLebUZI7un839rZdzNTR2+z7XWlUNu4cfVcHZXEaarcQt2M38+xG9T04X0fpJ69mu7aOdL40BdUF5twp+nrM6H/hTCTxCEF6l9jxcP8tFHH2H8+PF47LHHAACzZ8/GypUrMW/ePMyaNUvxuMTERMTFxWn6jKqqKlRV2YzWkhLrSrjRaITRqPzj7sixF2SAw2MB6w+n2cJQXlmF6BDxj2CV0VpQSQ+meJ4gnf2krtpkdvi53HtqsikhnEjuOCufqyykoqpa9rMqq63bgnT2snDz57JK+WOlZCVFqe6XEGl/21dUi7/faonhzb3XSHDsjYoqGOBcr2KutoAcjq7RWCMPY8r3QHDNbVNRbbLbZ/3xAvx+5ApeHdhKtEhhMZtg1FilqWu6vYf5rg6JDu8jqfHE7RMqCDm2mB3fp0pIo911zKLpPHZVy2WOqaq5J3Uy96SWc0phNRX/tJxLeqrfj1xxWj+rD13m/zab7AuymUwmGI2OZebkqJS5n6oFC0pmkwmq4jH1e66245ErVFSLnznuexdi1ZWMTJJ722QW339pDcJxOL8U42/OkD3+/fvb46Xv5dM+AJseKmvyzIP0OtHvkN05mb3xVilzPWaTEUbm2PDUy5zrpibRHv1uHKF3prIcgPCa8ebAxSLVa9DyewsARqN8oUOj0Si76Jyd5ln9CY35KqP1Hm6XEo0tp6we/b4t4wGzuj44yqpMqKyyRUk489shi2S89pV7y11sOVmIarMFTeLC0bwRtagmCMJ7+I2xX11djZ07d+KVV14Rbc/JycHmzZsdHtu5c2dUVlaibdu2eP3119G/f3/FfWfNmoUZM2bYbV+1ahUiIpTDNI9d1gGQ9zbcKC5Gbm6uQxkNMMAMHVb99gfiJY68U2f0APQ4ffI4cqvkKyQfuGb/+YXXilQ/F4BdP1utlJUb4EzW96bNf6LgkP0k6O3d1vMUF123k/f8Oeu1HztxGrm5joq6WW/lTiFXNV2z9Nbfu/8A4gr286/zr1g/FwCeaG0W6UgPAyzQIXflasQ6mYZ3rcr+sznWbtiIs9Gyb+H4Was8Z8+eQW6ufOj54evWeyC/wF6Pz26xfmZx3ln0TmK8DCtXrHAqnzwxzIArlbYDdm1ayy/IKN9Htuvl5MrU6fBnzf26edNGnHVhLnS0QHzP79+3F8GX9qgeV3Ld9t0KZRLCf08Wi6b7yVzl+Fk4efIEWqRqe9YOX7V/lrXd00JsOl+5YgWk99xvv61GhMron3/RqqdDR44g94Y4AqLKbPuM1atWIVTF0bpfcE1q95yr45F2bBc+6/utGJdlM1gulonfB4D1a/9AtMyaXmGh+D4qKb0h+p6KS6z3xI7t23HjuP24FwJgRDMdlpySVx53rrxyq0xmk1F0fqmeSqrtZf901V5IA/hWaHjm5c61csWvjg/yIIWVgDPTl9V7zwDQYdWhK6rP0sX8mvv+wH7kXtmnuN/eQvnf/NzcXJTL/Dau/W21w24q7semn5OnrL8b5VdsMresPgkYHD9v2Ql67CywCn2t5AZyV66Ga78d9t/VqRMnkVttayFZXq68EO6PrDtm7aLSr1UjjxZnJAiCkOI3xn5BQQHMZjOSksS5T0lJScjPz5c9pnHjxvjss8+QnZ2NqqoqfP3117j99tuxdu1a3HqrfNuYqVOnYsqUKfzrkpISpKWlIScnBzExyrmz1XsuYekpeS9NUqN4DB7c1eH1vbnnD1RXmNC7T1+7VeB1PxwArlxC29atMfjWTNnjY04U4vOjO0XbIqOiMXhwb8XPNBqNWL16NQYMGIDgYOc81AAwc99awGhftC07PQ47ZXpM35TdFf1bNbLb/uyWVQCAs2V6DB58p+i9s+tOYdXFE0hqkobBg5XDvf9+bCPOFJbj1pt7omtGA1XZ11UewA+7L/GvW7Zqg8G3NOVff5O3HSi+jg/vb4ugS/tEOnp15+8oqzajd59+qkUJpZwpLAN2bZJ9L7tbT/RsJt8Wav/KY8ClM2jRLBODB7aS3SfhzDV8cmQHQsIjMXjwLaL3OB2HNUpD/9taAjvWQa8D7hoy2Cn5ufMAQNvG0Rh2dy/V+0h4zODB1s8LOnQZS07tBQDc2qcPWiUrrHI4IOzoVSw6vpt/nd2lMwa1V29vtPzaLhwtthVy5GQScv56ObBrI4KCDHb3pBxzTm5CwZUyxfdbtGgBVB7X9KwFHbqMr0/s5V8nRIVg8OAcVRmELL+2C2uOWq9xyOBBeH6reEI/eGAOX+NBiR3/O4zNV84js3lLDL69hei9G1UmYNsfAIBBA+9U7R9t2ZeHxSesi2lK91xtxyOtCO/H3YV6fDd4IP/64KUSYN9W0f4DcwYgViaFZenlHTheYqsREhoegcGD+/Cv55zcBJSXoVfP7uilUJdE+BxI4e7LQ3klwN6tiAgLxeDB/RT1VFxhxBs714jOcaTY3rocMniQqvFRInMuuefEW1wtrcLM3etE2776SzaWbr+IXw5Y5wOtYi04WnP9BdUGcKXn1a5j6eUdQNE1ZHe+CYM7NVbcL/TwFSw4tsdu++DBg/HuofVAVaVo+913eVZ/wvs8JS0dgwe3RdnOC8DJQ+jfKgFDBnZQfd4Gw5pyNfhfm1FUrcObO21jhjO/HUJZOJo1b47BA2wplVwUZSDAGMPao5yxTyH8BEF4F78x9jmkkxTGmOLEpVWrVmjVymYY9erVC+fPn8cHH3ygaOyHhoYiNNS+pUxwcLDDCWhEqLKLNyTIoDp5DTYYAJhggd5uXy6tNCwkSPE8kWH2n2+0ME2TZrVrU4LL3wsL1oty6r8a3wNLt59Hv1aNcNuHtgmZ3LUJw7yNZnt5I0Ktr6tl3pO9liBlHQl5IDtNZOxboBMdx2UohAQHwwKxjsKCDSirNsMkOUYL1yuUwx4dne90QbmsnEKiw633baXRgo9+P4nrZdWYdV8H0fNhtgA6g9UwC9Lbfx/O8PnYbqLjtdxH3PsNo2yFskJCXLv/osPF93yIxvs4LFg87MkdYzBY99HrtH3H0nNKCa7RuRYdRUie5ZtbJDitn5HdM3hjPyTEfmyIjVQvVBZac01mZq8DgyDKOzQkxGE9Ees+4vvEEa6OR1pp3yQGBy7aDAvhZ+lrvqfo0CCUVlnDtOMiw2Tzrasl+f4WJj7XqZpn1tF9GRwkvm+4z+3WtAF/jE5fc+8Y9A6ftzCLxpoVMveDlAhJmH+fls7fg3WJ3O17a6tk3NoqGRMvFcNoNGHL5o2YfzIMT/Vrgc/Xn0KF0Wp8q10HV74lPNTxfdivjfzCYnBwsDTDA+/d39Gr+uPvTV3N2G+wzUnUnreYCPkWe7W9nl3ni+3u50DhdEEZzl0rR7BBV+uaHQRBELXFt6vwCEhISIDBYLDz4l+5csXO2++Inj174vjx4+o7OomwQN6jN4u972r5vMLjl++5iKav/IKl289hw/GreG3ZftyoNNWcx7kCfSaFInOOmPXrYQyds1FTSyMuZ799iq1v84C2SYgMDcKjt2SiWSNxezW5qt5qRQS1tt7jzqI1Wk5qnEiL7XG6C5aJU3S2aKCQTx30l69ycL7fa6r6fvOncjFKrjtCWbUZ89aexJLt5+36hleZLHxRMlcKLDUS9FauTWCi0FPq6nnCJd5krcUG5SqNS3Gmhzwg//w9mJ3K/+3Msyg918x72ms+lsMdFe+5Z0Tuuf39sK0mgJaPcmfrytryzfieiu9xY1psRDD+eKEv1r/UX7GwmrROiX0bP+u5jl8uVfy8GEnEQERNPoRwXOT+Nqj8jmj5ndGKXRcNlcgNT+OoIG67lFi0S4lBSgSw+eW+GH9LJtqlaO9ooaX7DeBYJ1zO/nv3d8SRvw3EQ93SNH9+XWCyMFgsDK8us0bXlFfL1xuQI1IlAoiwhwvh79a0ISJlutgQBEF4Er8x9kNCQpCdnW2XX7Z69Wr07q0cqi5l9+7daNxYOTTPVUIF1cJiwoMQHWYb4LVUNuYmV5/VtAL76/f7MXr+Nnzz5zne0AtyMJkLlenNrdYKT45P153C3gvF+GnPJYf7McZQWrMIkd3UFjYvLAwmRc5ocFSBHhAY1ipV322eFI0Gn+Q7kcrGTdzlJthctXQtCyJSWjjoL6+lj/VDXVMV3+N0VVppK3RUUS0+Z6XRzBuerhhgQgO2NtWU4yIExr6Lp5FW49d6Hi0tszhDTWsvaenz1y4lBr1b2Dw68zed1SYcxJXGQ4P0iI1w3uPljh7Y3LglfTaulVXj+aW20HMt94EvtdtzpE/OSDPodWjWKArpTqTpKHWmyIhXLkjRI1OcthMdFmx3LjP/vKpETwQZ8PGoLi4/T0Kk31dt26y5G61t77iopqmDW2s+N3e/q0WrOIJb2+uYFusTCyXL91xEs1dttQo2nXDcdk+IcC7jTuq2V5B3sYXw26ctEgRBeBq/MfYBYMqUKfjiiy+wYMECHD58GM8//zzOnTuHCRMmALDm248ZM4bff/bs2Vi+fDmOHz+OgwcPYurUqfj+++8xefJkt8smnKDroEPDSFuopBajUMvkxbFn335CocV4VOJySaXD99ccvcL/3SXdZuzf4aCfrJyxL5zUCnXGwRnWJ6/cwP4LxYrnZjVTB82efamxL/Xsm5Un2NzkTa3FnRxdM+Rz8gGgysH5+rRMUD2eM36FTmQmmVKVV5vxyBd/AgAfpuwMnDECaNf1plduQ4vEKPzvaVsdAaFn35UICQCIkITOy91fcmjx7HPpJVptVOnzp9fp0KaxzZt4SwvtoZxCr6WrCypS4yw5xvn2fSE1C13SiJNLkn7hWkT0JWPfEffP2wIAOFvofLEwaSszrhVfagPllAmdTocnb7X1G28YYR0DhWM3t/CoZXFuSMfGogU5d6GyzuBxnF3Mahhpi0hSaqvKwY39wRouWqkWg2388I37XkNHWkWCDPo6icxxZbHcH6g0mrG1puMB5esTBOEL+NhPuGOGDx+O2bNnY+bMmbjpppuwfv165ObmIiMjAwCQl5eHc+dsYc7V1dV48cUX0bFjR/Tp0wcbN27EL7/8gvvuu8/tsokn6EBchM1wXVOzyuuI4CD1H1NHYZpyP8amWhj7H64+BkvNpMhktmDVwXwU3rC1JBTmvLYVGDV/kfQmHtjOltco5/n6URBB8MGDHe3eD6sxoi4WVeDuORtxQaF1HTeZ0TolCZHoW7owwk3c5fTKGfuOjHMlHE00pakEcsc5mjtKw9rlPq/SaMZFibHmDMIJmtZ5bJO4cPw2pS/aN7Glewh7kqfEqeePyxEWIh6+pDnUSngijF+vA1onx2Bc76ZolhCJ9+7THoofJogScNVIlhaOXDCum9Pn4BYwbkgWhaQq0VJpukdmPBKiQhULUHoTzjDbdKJAZU+V8wj+/nDVUX4MUfsOhfdOTLh1AUs4VjqbdtNZsPjqLi5cd33M8AWEz5RaNBkX+aRF37NH3CR6zS3sWJxcLPR16iI6oaI6MI39racKUWWyICU2DC0TlSP5CIIgPIXfJRNNnDgREydOlH1v0aJFotcvv/wyXn75ZQ9IJQ7j1et1aOBk6K0Wz77Uc6SGK2H8Qv6yaDu+fLQ7vtxyFn/73yGkxIZh89TbAYjDsCNCDHi8TyYOXCxBd0lY6rxHumDiN7vw64F8O2Ns59nrmPm/Q/zr21rbRwVIJxlH80uR2sA+tJabjGptcRNiEJ9X6BU2mS04d826qCDn3AmvRc6+XP9lDqUwYOFxjiagchMyqbG/10F0hBZ+3mdbnNHVImtfp9Nhw8v9UVxhlI3o0IK0mrwj/QnRYsBz90NhmX23CTnsFlpqPmP6PdYOEs70kBZFCbmo4oz4SCz6Szdet21TYnBflyb4YddFzeeIqgnflRpHWkOohYSHGLBl6m0+lbvPUW22YM2Rq5iweKf6zg7gxvzvd17Av/44wW9XMxoLBPcYd0/LhvFrzMl/IDsVU3/Yr76jCv8YcROeXbIHALCvluOGtwkTPFOVRgsiHAw5zug7KSYMz9zWAv+s+b6NZgsYY/xiYaC0XJMu+IXJpA06i5ZFV3+EC+HvSy33CILwEfzO2PdVpGG8DQSzCWkrPTm0/PBtOlGAh3tkyL4nLJzGUZswfsBWZGbVQWtRxEvFlTicV4I2jWNEkQthwQa8NqSt7Dl0Oh0/gZWGWR/NVy5cxREu8d7KFToThvdfK6uye18OaSRFtcl23mvltsm33AILN9FxJYz/mgPj0ZFnX4un2aDXISRILzIUtBrAWnl9SBs8umhHjSy1O1dawwjUpmxVmF2RRW3fx5VS9Xvkrn9tdEqWogqxMV8b3QgXDmtTHEsaQvrufR3RLCES93Rqoul4zqiXLtKZXYwJ1lK7xBu0en2F3TYt4/Gbd7UVLVZyhfRe+I+4lZ6asX/gom384op5iRYfNebsczjS8y0tEjSdA7AasoGCXq9DiEGParNFNXycr9fiwkN8uaQKPd75HcU144GvhPFL+erR7rU6/q6OKbWW4eClwGm1J2RjTYRQ3yzK1ycIwjfwzdmXHyLNsxV6vh/IVjdpQmRy7qUoGfqAvFfXlWr8UnaevSaa9IxZsA2AuEq9WrVZLmRemhff0kGxOg7pIopF5prunmMzzFydECstjMhVyA/V2CFAjteXH+D/Pj1rMP4+vJPtsxwYq3zBOJXJo50B7GDBZ/1L/R2eS462jWPVd/IQ0irpzRtpC5lUKzjlyvf6x5Erote1meLL1d9wByFBeky+raXmonN8NX6FehYAcEebwMxJ1TJRf/SWTByYcSdfi0KpZoSa0Tiqezr/d1RNNX5hRIlJY3V4NV4YkIW/D79J8/6BVoU9VGNhVa6pglZ9h0kKhQoXE33T1AcyE9QdEI54vE8z9Z1UmNy/Ra3P4WtcLqnEiSs3oNMBPRXqORAEQXgaMvbdhNDY1+mA/GJbgbvfDitXqOcI0RAy6KynwVzTbqc23D9vCzaftFXuvVozkeG8e9Jq0nIoVfXWgnQRQ20Bo1tTbTnBUs+d0KARtr1Kb2hvGNUmjF+ITqfDvZ1TMa53UwCOPfvchF+tvVaoRF+OPPvSnHctCBexfMlr9UB2qubJlTQMXfqMuKNwVG10I0wJcOWZcRfcmCRtKSeU6e17O3hUJneREOU4dUTaPlWJqNAgvtikorGvci8Inynhd3+qpm2mMznkHB1T7Rflnr69pWwEmBJa6sj4CqdnDVbdR2vLVGc9+6N7ZiBeIRXJm4Up903PwQsDsmTfq023jsToUGRpWKhX4vjbg7DiuT54IUdeNn9m80mrV799Sqwo+pEgCMKbkLHvJoRGltFkEVUbL65Qz9fVEjYaE+Z8Cy6jpW6MBbMTE9BgpXBggZHVRKFImzQ3UGp4SNFaNdpR6z2h4d+mcbSiTO6qJsx9944KKmqd8Euvy9ECQqjBeQ9yWLABfx/eCe/c2wENXMy1dyez7uuAcb2b4v0H7Is7KiFtkyeN6lCr1q0FV0PdAfGCjjeNfS5KRvrccothzRIi/TbU29FiTNP4CPRqrt0rZ1vMlP/O1aKNhMansMXoqatlAGz3ozNpEC/fKW419/PkWxT2VEZrlJS3ee+Bjppyo/lxWyXdx5nfNsDaoST32T6y77mjBaarxIQFo39r+cib2rRS/HxM11rlogcb9GidHBOQ+excS8PeTnRfIQiCqGsCK07Piwg9+0azBVGC0PZ/SCr2yqGl6JWc4amGycygEmXvEloKxnHwxr7E8BQWq1MynKMlCxzSCXVesbhKtFaPqqMw/l/25zk8liv25IqxHx0ahNIqE968y1bjgDPulIwFQNAOSuU+sTNkHRj7rnru7u3s/tZerjJSEAKtFWmYfKXRLIogcfQ9KPHSna3w/sqjgnO4bqQLJ8HuSMVxFeUw/pqwco0F43wRR8NEcqxzCxjc82u2MGw4bt95Rc1mDheEgQujTDijlLuXnPES36gSLzB3kPH0q+FKIUZPsvfNHJwpLEOntDhN+2sdt201ErTrW2lcro1R7Q7CQ+QXdGuzjuPKiDSgbRJWH7qMmzR+V/4IY4zv6HFzc+21MQiCIOoa3/419yOEE4MqswWtkm2GebsU9YmWmhEXpNeproSP7mmf06/F6Dh4qQQnrtxQ3Y/jjeUHwJ1Wi3HNhQNXm8WTLKHzU9HYl6xUSL2u0px6rZMr6cRZaBSvU2mVGOZizv6hSyV8b3uh59AW+eDIs68tb1dqyDqqA+Drk/m6Qtomr0xShFH4zHz4YCdoYXQv8bNnNLnHSK9tR43aEKwUxu9kwThfxNG45WwKRrDgfho9f5tdTQg1PQkjOX7aa+t2UV5lvS/NLhifUaG2RdKkGO2h+0J8fTEnNiJYs6EPCFumOv5NNPOtDrXf30q68vYjotQyrzbPbscmzi8cffBgJ8wc2g7zx3Z1+XN9ndMFZcgrrkSIQa85nZAgCMIT+O9szccQGuJGE8N9XVLx9G0tNFe9VQvj1+Lh+9sw+17eahX5K0zAsHlbccdH6zT3vf1661neA6XF2xTCewiVw/ilBheHNAxSGuounWS56kgRGnhcr2QlOG+Jszn7fxNU7hYanHwYsKOcfY3toKSG7E97LinsaV/grr4g1VGVUd7YjwkLwv3Z2qIYwqTRAho7A6hRV2k4WlAKT+fuU7X6Eb5Mbweet8sllYrvySFdNJMWilSzq4SG1whBpAq3MMgtADhjfGdq6ACjhq8b+86iNf3KFc++0sKp1z37Csa+dAx0BldSE2LDgzGmV1PER7m28OQPbKqpbdQlI04xooIgCMIb1M/Zfh1jNFtg0OvwQk4r3Kqx/Upd9ZxV82KUCKI9hWHIanA5yVp+93lj36wcxq8VqeEhPMXI7uku5wEKF0XuaJvkcF9uouRs6z2hB1BY4yFEQwFDzsOr5pGR3kd/nr4GwGq4ArYWjWkNHS9oBDJ2RQwlejdqTJkQIjV8zxaWuyidmFqk/tcapcKaXM/tKJWuBr7M9HvkW4UCwMmaXHmtSA09aSSE2jMbGWq7H5+9vSX/d8PIYJwuKOMLpDrjja2NMccRaJE/fESWxpx9Z4xaxTB+L+bsA/Y1bwBgTK8M1Q46hPNsphB+giB8lMD6NfcRXOltXlfGvppnf0Oe7XMXbDqt+bxaW8EBtomQtA2cK8b+R6uP8QUPzxSUiQrQNYlzLtdWOBE6cLEEhTesnQY4sZQ6DXCr9s4a+8LJs9izX5Oz7yB6Q2uFaKVJPndNS57oif9M6IVVz/XVJHMgIvV2SSNOjHznA+3PZCAWm7LVkpB/bp0Jc/Y1osOCNVfcV0NqFOYXV4nfV7k12jeJRcvEKAxqnwyDXsdXOg/S61Fww3YuZ8ZL4TjgaiqIMPLn7Xvto8b8DU4nWqvxBzthqCuNy94s0AfYRxwtm9gbM4c6/13+MLE3AIhqzRA2LBaGLae44nxk7BME4VvQ8m4d4Epxrrryoqh59vdec20ywoX8OxfGLzEaBC+fuFVb394bVSa8tmw/hnRojKe+2SXyUDs7sdr5+gD8ceQKnv52NwDg1WX78enorvykWsl+4/pPl1ebnPo8YfE8kbGvoB8hmgv0KfRo564pWE/5hIM7JGP+xtM4nFcCQM6zXzPZ96PWY3WBUhg/tyblZTum1sh5Pd2B0EAH1BeCQoMMWPX8rfx+XNeVovJqNBOE4xfeqNYsg3AccGXxGRBHq7RpHOPSOXyJUA21ViwWxt/f7vDKezuMX6/XISLEgPKa32tnFjCFdElvgDPvDnGnaAHFobwSFJUbERUahE4uFMMkCIKoS/zXNePDqHnT5XCXsS/NM3RUoA0ASoyuTUa4fFItBnaIQgE6LhUgOjQIfx3Y2u44jhhJuPDWU4VYuOkMAOD8NVs1/kdkChQ6IjI0CGkNI/jXR/JLAdiqDStFLXCdFm5UOmfsC70sIXI5+xpa76nl0W6p6fMrhZvABqAD2mkiQoLw67N90LzGkJLqnQ/j92PPtTtQui8tTHtUjy+jtDDmDYQLAjvOXgcAvPnTQZFXvqCsyu44JYSGuqP2mw7PIbj/3dGO0tvYqvGrj7OAe2qaeDuMH4AoZL+uIgjrO1wV/h6ZDettLRyCIHwXGpXqAG+G8Uur7zqa6BWVGxXfU4MzdLV4Lrhrk+qF1RgNrZKjHU6KXryzleh1lcliZ/QmRIXyHjFnEE6KuQktUzFmImpybMs1FjTkEHrphIs7ITIeVMYYLwcgaHemMnlUKnTIG2g+MPn0FZSMWVfC+AMR7l6T6oc5Ua/Dl5G2qeTY+fodbvsM6UKlswgXSEsqtI/XwsUDVxafAfFY4c2uEO5CS4E+Yb0FdxSg9IUFMWFHm/o+ptUVW2tC+IVddgiCIHwFGvnrAJc8+24y9qW5lY6M/XXHHLeYc0RppXXiqcVzwXnQpLLw7ftUzhEfKa7gyxVAFOLqHEYYTs8tRqiF8UfwYfyuVVwf3jVNNBmXtt5jjGHMgm24b95mvusB3+7MxQu1BIiB5k6UCke6I4w/EMKebfqRD+P39zoFYTJj7j2dUtxWMfyLMV2x6ZXbnD5uXO+mAICxvZriwU+28Nuv12JxtrYEhGdfQ4E+4b3uljB+HxhwI0XGvvflCTTMFsZH4/TIJGOfIAjfg4z9OsAVz767VtyH3tQEu94YgJtq+g87kqU27WH+s/MCAGDZ7ouq+3IeFWlKgVYDNDlWXHjPaGZ2+nK1b7DwPNxiBFMxZiJq9HaxqEL2fSX4ivqSCZe0EJrRzLDheAF2nyvCmUJrZXBusq1WNOr+LuJWcVyoOp+H6ucGmjvhF1kkBfq4auwHLpa4fO5/jLjJ5WMBoEmc97slcPoxWxi/6AQEzsKRtCsD4FrRUCWaNAhHtAvRRg0iQgAAhWXiHH1vGtzN3NDKz9tw47ajFrNCHbsjjccXnpEj+bZxLNA6LPgCR/JLUFppQlRoENo0jva2OARBEHbQyF8HNE1wfmLkjlZJHA0jQxQNbCEJAg9WXXoiec++UT73V837ERsuDoU1W5hdOLur8zKhsc+Fd/KeS4VjhNXcT169ofmzzBb5UPxgBQ8zJwtjjJ+EqumqXYr4eywsq8bA2ev54/3dG+tOlKrN/+1/h2p97qyk2k36PnyoE8KC9fjbMO9VQRcuShkF4c22An3+fS/JjblqldqdwVUvarXZOg79vPeSaPtLknQmT7Dh5f7439O3IMUHFp9qC/d789WWs4r7cEU7AfekPPnCeCuMVqB8cvezraa9bXZGA9IvQRA+CY1MbuT7p3rjkZ7p+OudysXmlJDzMtWGEAUDWwjnwcyMj8D9XZq49Dk5Kj3pAVturDSMX2uhL7mewO7y7AvTJ6pMFoye/ydu1KQoKM31hPIs1xDZwGFU6N/M5+zXeJgZxF5UZyZr0miDonIjX3gQ8A1Pk6+glLN/iw+0TurZLB4Hpt+J0U4WnXQnQi+gtJ4E4P/FHuVaZ6oVNHUGV8ekrzbLG6MT+zWvjTgukdYwAu2bBEZ18X0XilX32X9RfR9/Rq3AK+E8nLHfXaFVL0EQhLeh1ntuJDujAbIzGrh0rFz+qJD+rRo5dT7Oa6WUs//0t7t5z5Fer5M1qLWg5QfO1t9YPJHmc/ZVrIYoGdmkHm5XjVjposGG4wXYcNxaWVfOGABs4aCAc0WzuOuXFlHkZDh6uRTFFUaRx9FsYaLQUrUCffnFlQ7f93dvrDsJUTD2+7dOxMYTBRigYSGrLvG2l0j4bOw9X4SbaxZBLAESJVIs8+w6Kt7mLK6mSQmjKIT4u769TbSgWKLRbJFNnetck/4WqFAYv3thjJGxTxCEz0Mjv4/gyLM/9+EumD+2m3Pn4419+cmrMET0RqVJZOy/Mqg19r6Zo+lztLR1UirQpzX3l+trL0Rq9Lrs2Xcw+dl66prsdqExfqNKu3FwtdTaOisyRGrs265lwtc7Re+ZLUw0+VfzzDSMDHH4Phn7Nmw5+zb9frvtHB/GH+3kAtjk/i0AAAPbJbtJQu8iXFBbfegy/3eghPFHyIy5rrapk0PtWVSicax9yHy6oEUo4Rqx4bb6CZ+tPyW7D7eg0syFVDxfpXtTmxEqXWgmasfJq2UoLKtGSJAeHVMDIwKGIIjAg4x9H0Ho2R/cQWwsNIoOdTp/UMnAluNyaZXIsAnS6xAboa2wVFmVeq95pYUHi8Y8dL1eh2E3pYi2SY1eV/MrXemCIPSwxWnUEwD8b18eAPvq5kIP05ZThRDWCLMwBrNZe9GoDioTjnreOl4EVyuhWqDfqT/s5/92NuT1uTta4rsne2F2LYvz+SLl1bbnPFAK9MlFM7nLs//Sna1cLrr6t6H2dRq0jLOEY3o2s1VKf3/lUZy4Yl9vRa0Tiz8yvk8mAHGtGcI9cF79zmlx/JyLIAjC16Cpv48g9Oz3zRKH7Lsy7+Dy5LV2BhBOfDnju4eGsLSuTdXTFoQ5+8Le8c608Hr2jizRa4PEaj3lRKE88Xlcm9VxofytkrUVYhNetzTUXrrgIMzZN5ptnn2dTn1Ro32KirEfSLPYWnK11Po9HLokX3Xf2TD6IIMe3TMbBqT3TNhmkgWIZ1/e2HePZ79bU9dDepsm2Hvxb5CxX2vu6SReMC64UWW3j1onFkf4qjGd0zYJP066Gdteu93bogQc289YjX0tcyWCIAhvQca+j8BVzweshqzwtStzaqU8eQ7pgoIwL57r57z0yV7474ReDj+nf6tEDbJYJ0GMib3a566VA4CorZcS0tD3Q5fEhZTkKtnXFkdhuFwRN62fK4yweERSdE3aCkro2a8ymfmWfVpaQam1/vF3A82dcGka3++6IPu+0Y0h3f6O0NgPFO+nXAqPuzz7rkQMccgZje5ML6iv6HQ6JMXYOtDIdVlktYhaiahFK9u6RKfToVNanEttIAnH2PL141X2JAiC8B5k7PsIwhAwg16aW+f8zIObeJQr9BQ2CfLAcyf3Fhn7n60/yf+tVrhPiwckVFTx3ibPJ+usn/P7kSuq55AWu9orqaxcFx2ol03srfgeN5nXahCeLijj/85KjhK9FxUm1rHwWqqMFr5An5awcrXvw98NNE/yn53yiwD1EWE+aqDk7Mt50F019l8eKG6LZ6iFbgIxMsRXUFuE4cZenQu/ucK0jaSYULxzbwenz0H4Dxeul+NiUQWC9Dp0yYjztjgEQRCKkLHvIwg9+XqdDmEC49+VeWNETVG7M4Vlsu9zHvZxLc1omRSFyFDb542/JZP/21He6d2SsEglhMZ+mRMF7YREyBTpE1Ibs2PJEz1ltzsqisV5Bas1evZXHMi3O5ajeSOx8S8M+a80mvnoAVdTDoT4u4FGeBauI0GMwCsYKDn7LRLto2AqXfSgx4WLo4Bq86zKGfsfj+ri9HmCqc2aHeev2VqTMpkl4tpErQQH2Q7689U7MKpHuvMnIfwGzqvfvkms6vyEIAjCm5Cx7yOESYq7uNq2iePHPdb+72uPXpV931RjQHJzUqF3uVczW5/xUAeeEK1zSZ1Ox5+n56zf8cUG+UrIjlCbPGvIBFBEqcieIy+5rUe7tg9OiLIZA2red+EZK01mmGouztWCX0LcsWAQKHDV89s3iQFgeyY47u+S6nGZfI24mgrmwjaUtlDnwLuXhndNc+m4+Cixsd8kzr6ivlYMep1oQbBpfASGdGzs9HncMV4EMnIdDmuTs0/6rl/sPHsdANDVxXbLBEEQnoKWI32EUIFn32xh4vZulc4XZxK2GZJSVF6NXeeKAFhTBgBxGoEwxN/RBEZaJM8RoUF6Pu/0rV8O47E+zTQfW9dIc2TH9spA/9aOaxGE8B0GtHkC3/jxoGZ5RDn7Rgufs+8ez36tTxEwtEi0RlQ0iLAaasLv0qDXYUpOluxx9QnOy1xlNOP8tXKcLihzqrCmvzCiWxpua52IWyW1TLRyR5sk/u+m8RGau5koERas56OGXA3rt47d7qlBECjc2S4JKw9a20jK1Vv5eM0JAMDhPPminY6gHvb1C24O1YWMfYIgfBz6dfIRhMa20WwRefbziivkDnHIa0PaApAvGnTv3M3830LvfFZSFAx6HbIFP16OQkGdmduESiasXAicLyA19sf0bop+KoUH95wvAgD88/fjmj5DmKYhxzO3t+T/Lqkw8n8Lw/jNtQlfqCGQDLTawhlRXIFEYb724ZkDa+WdDRS4+7bSZEGf99ZgzIJt+PN0IYDAWjiKDgtCTrtklw1r4UJcVpK2Dh2OEI7/zraA5KhNkcBApVG0rUCfXArWn7X4XSJ91x9uVJlwNN+6INQlnYx9giB8G/p18hGEk0WzRRzW38OFSq+RggJ90vBkYbE44Twy95k+2DctR1S115E3ucKJNlXSdIDjV0r5v2cObaf5PHVBmAspE/sv2goEXi+rVt2fa+l1l0I47lN9m/N/f7vtnO04kwVLtltfX9PwOQAw/e62GHaTtnoK9RnOoOJC1LlilqFBepq418AthAkXQjad4Ix9/7f2XxvcBllJUZggeP5qizsq5wsXHYKciKASQp5me4S1FaSefS4s21UojL/+sO98ESwMSIkNQ3JsmLfFIQiCcAj9OvkgZsZEnh1XwreFPcJPOOhBLzxzkEFvV31fOOn8cdLNopzWQpk+xUpIjX2hoZAQFSrd3aPUtj/ykfxS9Z1q+N++PNntQuNS2EGh0mjGt9vOOyXPuJszMXtEZzzUVZxzfuqdwU6dJ9DhvnfO2K9t2HQgwkXkFMosNAWCZ//xW5th1fN9Ee/GMUjYccRVwkXGvmuKpgJ99gh/h6olizL3z9ss3d0pSN/1h13nrAtDFMJPEIQ/QMa+L8KYKOzblTBOYSV5R5PFJpGOQ8PDgg34cdLN+GFib3RKi8P/PdCRfy+vuFKzPKGSAoRCr5O3jQapR0ZaHd+dNI2Xr/AvXNARV+O3iHpDO8P/3W/7roL0Oui9rWgfI1wSxm+xBEaVeXfCLXwUlNov7FFKiDxu9+y7aEQO69wEANDKDWkFgYJBoEu5nP3aQJ79+gOfr08h/ARB+AH06+RDcAZ+7xYJojB+VyYRBr2Oz0+sNtmMxwvXy/m/lz/VExEaSjR2SouT/VFTausnR6gkZ/1Ivq0AktZU9KjQuq8nObK789W4v9vh2PMuzLWfktPKwZ5WMhMi+b8rjWaM6dXUaZkAsTFmckO+f6ARHmK9JznPPqci6lhggxuT5AzYQAjjrwuqnEhvUiLcDWH8k/q3wCePdMG3Cq1F6yMju9na4VVr7KSilUHtrSlawroARODBGMNu8uwTBOFHkLHvQ/w59Q78/kJfNG8UJTI4XPUYGGom48JCRPsu2HLNXc01e/o2a8uyN2qKAGpB2lpwy6lC/m9hPrAjVjzXR/G9nLZJiu85Q1mVNlleHdya/3vZ7osO983dbwvd75Iep7gf19O8RNB9ocpk5sND763x1BHuIbymNzLn2ecWZchjbYN7bm9U2XcEoTURedwSxl/LNC7A+rsxsH1jNIwMUd+5ntAgMgRDOliNcqMbIjCEjOiWhvljuyL3GeXfKcL/OV1QhuvlRoQG6dG2cYy3xSEIglCFWu/5ELERwXzLJmHopqNe947IL7GG2Q/7eBMOzLgTUaFBop7ysWGuff3P35GFYZ2boJnAA62G1LN/4KLNs1+h0dhvHKtcHf1fozprlsUR5dXa2hw6E+p/7lq5+k4AYmoKIxYLqvHfqDLzHmfypLoXzntaZbLAYmGw1KRPGEjPPJzRWVpptHuP1CSPe8L4BWlctKriVrjfIkdh/KkNnO/EodfrcHsb9yw6E74LF8LfoUksFXIlCMIvoJHKRxEadu7IBfxg5VEAgK6mJF9yTJioiJ9Tsul1aN4oyikPqKMFixuV2gxsRx4uaU0AV2mm0Yh3xtARThxTHCxYxIRbF1+Exv7Pey/h3V+PAHCu1SGhjjBUutJk5o19sq1scEZnqcwzSotP8rjD2BeOZ5RW4l643yJHxv6jN2d6ShxCgblz5yIzMxNhYWHIzs7Ghg0bFPf94YcfMGDAADRq1AgxMTHo1asXVq5cWSdyUXE+giD8DTIffBShN8cdkz0ulNxksU5whB5+T+DIGG/ighfF3fw8+RY82beZqN+9I3TQ/p0Ya3JD+2Y1clgkj6tJUCYTMg2QceVuQiUdEPgICjKueLgwfmGHCA5Kd5DHHS3valuglVCGWzx3lLNPt7Z3Wbp0KZ577jm89tpr2L17N/r06YNBgwbh3LlzsvuvX78eAwYMQG5uLnbu3In+/fvj7rvvxu7du90u266aFo2OUvIIgiB8CQrj91G4fGJ3caWmmrapZoLj6crBjjz7XGEjb9IhNRYdUmM179++ifZ9uRxetXQMzkiQtoTicMUIzUqKwrHLN/h6AIQNoT73Xyzm0yhoUcVGqIM2hLQmIuaTR7LxTu5h/HNk7VOKxJ59WpN3J9xvn7ur8RPu46OPPsL48ePx2GOPAQBmz56NlStXYt68eZg1a5bd/rNnzxa9fuedd/Djjz/i559/RufO8s9jVVUVqqpsXUZKSqyphUajEUajfdoSYK1dcuyytdVuh5Roxf08Bff53pbDGfxNZn+TFyCZPYGvyKv188nY91GiXcynV4Ob4HjaW+Qot80fw1QbRYfis9HZeOLrnapdAjjjXS2/LzhIufI54Fou+Y+TbsHKg/no3yrR6WPrE39ZuB3/ndALgH/ej3VFWLDyPUuLImIGtk/GwPbJbjlXKOXs1xnBCouqzRpF4tRVa4eZonL/mHAGItXV1di5cydeeeUV0facnBxs3rxZ0zksFgtKS0vRsGFDxX1mzZqFGTNm2G1fs2YNIiLkW+SeKAYsLAhxIQw7NvyuSRZPsHr1am+L4DT+JrO/yQuQzJ7A2/KWl2urCUbGvo8S5sCjppWT7wxG81dzRdu4iuOenkAqfd6Ibs63uvMVmida8/vVVMkZ72p1BZQmoRyufGXhIQa+3zbhGFs1fi8L4kM4GofIBq07hN1LrpRWelGSwIPr/vLr/jy8cZe1o8x9czfxhj4AbDpRgOcHZHlFvvpOYWEhzGYzkpLE0WhJSUnIz8/XdI4PP/wQZWVleOihhxT3mTp1KqZMmcK/LikpQVpaGvr374/4+HjZY+ZvOgMcOobuLZIwePBNmmSpS4xGI1avXo0BAwYgONizqZmu4m8y+5u8AMnsCXxFXi4iSQ2/M/bnzp2L999/H3l5eWjXrh1mz56NPn2UW92sW7cOU6ZMwcGDB5GSkoKXX34ZEyZM8KDErtHZDflgch5KI2/sezY0VCltoF2K/7au4cLu1XrYa/Xsc++fKSyTfZ9yyesW7mukavw2wh0Y+5SzX3cIF1k2nSh0sCfhLIu3ngUAXCquxPlr5bheXs1XWOeg6B7vIx1fGGOaxpxvv/0W06dPx48//ojEROWIttDQUISGhtptDw4OVpy8H7hkDeHvlNbApwwSRzL7Kv4ms7/JC5DMnsDb8mr9bL9KBnS2aMvp06cxePBg9OnTB7t378arr76KZ555Bt9//72HJXeeLukN8NWj3bH+pf5uO6fFwmDyUhh/sJKhWwuDIa2hdwv7ac39vFRUAUBLzr5VF1x9BSkUNl232Krxk545GkXbT4Y5SE91B7X0qjuEi7N93luDbaev2e0z9+EunhSJEBAfHw+DwWDnxb9y5Yqdt1/K0qVLMX78eHz33Xe444473C7b/ovFAIBOqXFuPzdBEERd4VczCmHRljZt2mD27NlIS0vDvHnzZPf/5JNPkJ6ejtmzZ6NNmzZ47LHH8Oijj+KDDz7wsOSucWtWI6THy+eOuUK50cxPdDwdxq/k2a+NFDPuaYcgvQ4zh7arxVlch1swMZoZGFP27i/Zfh4A8O02+UUpDrWiiRuPFzgpIeEMvLFPXj2eYIMed7SR946RmuqO89e05eERziP12r/1y2HR64XjuiE+SnmRi6hbQkJCkJ2dbZcLu3r1avTu3VvxuG+//Rbjxo3Dv//9bwwZMsTtchWXG3G20PpcdnCiQC9BEIS38ZswfleKtmzZsgU5OTmibXfeeSfmz58Po9EoG/7gSoVWX+alnJZ4f9VxAEDRjQpUVVvbuhl0nq0mufOMvfcEACwWs1OfP6ZnOr7aeg7jeqWjT/OG2PP6bQgNNtTZNTjSkZ7Z2pGVVVareu6rTBaHchpgyxmXWzs4ernUJ+9BX6lKWlsm/3sXAEAH5vZr8Wcd7axpNSWFMcf3s7P4s47cTb+seCzafIZ/LdQJ6UkdRzoKC9ajrMq+lSQHc/I3yV/xtftIKMeUKVMwevRodO3aFb169cJnn32Gc+fO8SmYU6dOxcWLF/HVV18BsBr6Y8aMwT/+8Q/07NmTjwoIDw9HbKx7DPN9F4sAABnxEYj1cOtigiCI2uA3xn5BQYHTRVvy8/Nl9zeZTCgoKEDjxvYt35QqtK5atUqxQqsvkwogwmBAuVmH3NV/4FixDoABBVcuY/XqPACeqSa556wBcn78AwcOIPfqfs3nuQlAQgcglZ1Cbu4pt8mnhpyOjBaAe4R+yV0BuQYKVqPd+kbbOAtyc3Ptd6ph3zXrd6MUJDAsw+zweG/j7aqkrmH70oorrAthpSUldaZnf9TR9XL5n4ljx44it+yI2z/PH3XkboqqAO7eTAhlsvcj6UkdOR1F6AwocxBTtmPHdpQed1yHJZDwlftIWFV6+PDhKCwsxMyZM5GXl4f27dsjNzcXGRkZAIC8vDxR+uann34Kk8mESZMmYdKkSfz2sWPHYtGiRW6Rb98Fawg/efUJgvA3/MbY53C2aIvc/nLbOZQqtObk5CAmxj+Lyb13eD3KiypxPjQT/z1tDSlv0iQFAwa08Vg1yVkH16GsxD4XvUP7DhjcLbVOP7s2OKq4abEwvPindaLU7/Y70DAyxO54s4UBW637DO/TDoO7K3cfiDh2FfOP7pZ977vHu6NTaqxPhpj7SlVSV3h2yyq7bQ0axGLw4J5u/ZxA0xEAtGndGoP7ZLrtc/xZR+6mrMqEabv+AAC89UBn3N7alkpBelLHkY7i21zDIwt28K+lkVS9e/ZAj0zllm2Bgq/dR9Kq0hMnTsTEiRNl95Ua8GvXrq0jqWzsu1AEgPL1CYLwP/zG2E9ISHC6aEtycrLs/kFBQYqtVVyp0OrrRIcFA6jE13+e57fp9Xr+ejxxbR1S45B/6LLd9qAgg1/oVU1HeaVGJMVF2m03G23hosM6pzk8R0So/WIBR3Zmgs9XiPbnZ0RIkODZcDeBoiMAOH+9sk6uJZB05CqxQbafZp1efowkPakjp6OWyWLPbL+sRlhz9Cr/+mqZfIpfoOIr95EvyOCI/ZxnP5U8+wRB+Bd+U6DPlaItvXr1stt/1apV6Nq1q8//sLiTqFD7NZ1f9l3yqAxP39ZCdrtvm6/aGfbxJtntZkHlZ7UK244K9Pm4nR9QUJV5ZYbdlML/nVdM/d/rCmHkWVmVyYuSBB4hknHWLInYL60kfRNirpZW4VJxJXQ6oD2F8RME4Wf4jbEPWIu2fPHFF1iwYAEOHz6M559/3q5oy5gxY/j9J0yYgLNnz2LKlCk4fPgwFixYgPnz5+PFF1/01iV4hSiZZPKGkZ6tNtwxNQ673hiAZ25v6dHP9TYmwUxSzTMf7KAdIvU09xy+mCrhTYYKDHxhlfLSSt8o7BWocLnBfbMaeVmSwELaBrZcsphyfxffTSsjvMP+muJ8zRtFyTpPCIIgfBm/GrWcLdqSmZmJ3NxcPP/88/j444+RkpKCf/7zn7j//vu9dQleQe7H6a1h7T0uR8PIEIQFiydagW7DmiwW/m+1dofUW9s3IFtfzKT+LfDjHmsk0OWSSjSKDsXV0ir0aCafCkW4h+WTbkZ5takmDYtwF9JF1R2CbhN6HRBJxhwhgSvO15G8+gRB+CF+96vmTNEWAOjbty927dpVx1L5NnLGfvNG9vnlnkAaQqkLmEB+eUw1Yfx6nbrHWKobAPh58i2IDDXUiWwEMGdUZ0z5bi+qTbZFGV+vjeBphOkl5dVm/Dz5Fvx+5DLu60we0LrEoNeRoV8HyI2zHDelxXlOEMJv2Ef5+gRB+DHkSqwHyHkqzEr93eoYO+91gNtVnLEf5GCCySHN2U9tEI4OqbFo1iiqTmQjgLs6puDQjDtF2yhnX4wwIsVkYUiODcPDPTIQHkKLUIT/4SglqtpsUXyPqL8cvERt9wiC8F/I2K8HhMqEh2cmeMezHx4sNhAMAW5YmWomj2oh/ID9QsiF6xV1IhMhRroQs+30NS9J4pskx4bxf1PQAxHIVBnJ2CfEFN6owuWatsGtG/tn+2WCIOo3ZOzXA6Qe43fu7YDQIO945aRRBoGep8579jVYSRHkKfUawiJoVSaa8AsRjh8maelyggggWiVHe1sEwsc4nFcKAGgaH0HF+QiC8EsC29IiANgb1L2be6+wltSgDXhj36w9jJ/Cor1HpdHsbRH8gmpaCCECmLfv7eBtEQgf41CeNYS/bQp59QmC8E8C29IiANiH8XuzAFlESH3z7DsRxi9ZEPjb0HZ1IhNhD/mrtVFFOc1EABMbTgURCTGHLpUAANokk7FPEIR/EtiWFgHA3tj3Zpq81LMfqsHj7c/wnn0Nxr60cBRV4vYccTTJ1wR59gmCqE9wYfzk2ScIwl8JbEuLAAC0k1SQbRIX7iVJ6nHOvguLGmRYeQ5hCsU/R3b2oiS+TZWJ0h0IgqgfVBrNOHH1BgAy9gmC8F8C29IiAABd0hugT8sE/rWj1kN1TaTEsy8tHhho8NX4Dc7rnEKmPYewS8Q9nVK8KIlvMmVAFgDgraHtvSwJQRCEZzh++QbMFoYGEcFIjglTP4AgCMIHCWxLi+BZMK4bxvTKwCePZHtVDmkROjML7GxpsxPV+AHgjxf62o4lY99jhAVTcURHPHN7Sxz520D0bpGgvjNB+Diz7qNCfIQ6h/Os+fptU2K86iQhCIKoDdRHpJ4QbNBjpg945aQF+owBHqpu5I19betqzRpF8X83T4xysCfhTsjYV4d0RAQKw7um4UxBGT5df8rbohA+zKE8Ks5HEIT/Q559wqNIOwEEUl9jJhOlYLY4H8a/fNLNePe+DriFvKgeIyEqxNsiEAThIfR6HXp6sQUt4R9wlfgpX58gCH+GjH3Ca0zu3wJxEf5tZC0c143/22i2N/aNTlTj57gpLQ4juqdT2KAHebhHBvq1aoSZ1O6QIOoFBhpfCQcwxkRh/ARBEP4KhfETXqNFAISp9xJ4h6rNFrvuAmYnw/gJ7xAeYsCiv3T3thgEQXiIWEm7zYV/6aawJ1EfuXC9AqVVJoQY9GjeyP/nKgRB1F/I2Cc8zj9G3IStpwpxV8fG3hal1oQIuglUmyxAqPh9Yy2q8RMEQRB1Q8dUcUva/q0SvSQJ4Ytw+fotk6ICvmsQQRCBDY1ghMcZelMTzLqvo0u9530NvV7Hh+hXyxQb5Dz70loFBEEQhPfQ6XSilrQEIeT45VIAQKukwKkrRBBE/cT/rS2C8DJc6L6csc9tCwmAhQ2CIIhA4v0HOmFwh2QsfaKnt0UhfIxjl28AAFqSsU8QhJ9DYfwEUUtCgvQorzaj2my2e6+k0gjAPj+UIAiC8C7JsWGY+3C2t8UgfJBjNZ79rCTK1ycIwr8hdyNB1BLOa18l49m/Xl5j7EeQsU8QBEEQvo7JbMGpq2UAgCzy7BME4eeQsU8QtcRRGH9RjbEfF+7fLQYJgiAIoj5wprAc1WYLwoMNaBIX7m1xCIIgagUZ+wRRSxwZ+9tOFwIA4sizTxAEQRA+D1ecr2VSFPRUXJcgCD+HjH2CqCVcGP+F6xV8qz2OkzWhgBbGPC4XQRAEQRDOwRXnoxB+giACATL2CaKWhNZ49l/4z14M/3QLv50JDPyOqXGeFosgCIIgCCeh4nwEQQQSZOwTRC3hwvgBYNe5Iv7vghvV/N8tEmnSQBAEQRC+zjE+jJ88+wRB+D9k7BNELREa+0LOXSvn/44KpS6XBEEQBOHLVJssOF1AlfgJgggcyNgniFrC5exLqTKaAQCZCZEwUJEfgiAIgvBpzl8rh8nCEBUahJTYMG+LQxAEUWvI2CeIWqLk2S+vthr7MeFUiZ8gCIIgfB2uqG6LxCjodLRITxCE/0PGPkHUkpAgg+z2ogojACAmjEL4CYIgCMLXOV1gTb9rSXV2CIIIEMjYJ4haIg3jt1isVfivlFYCAKLJ2CcIgiAIn+fsNatnv1kjMvYJgggMyNgniFoiDeOvNlsAAO+tOAoAyN2f73GZCIIgCIJwjrPXKgBYa+0QBEEEAmTsE0QtCZUY+5U1hfkIgiAIgvAfztR49ps3ImOfIIjAgIx9gqglUs9+lcnq2b8pLQ4AMK53Uw9LRBAEQRCEs5RXWaDTAenxEd4WhSAIwi2QsU8QtUSas19ltBr7TeLCAVA4IEEQBEH4C6kNwhGqUHiXIAjC3yBjnyBqSbDE2K80WcP495wvAgDo9dS+hyAIgiD8gWYJVJyPIIjAgYx9gqgl0jD+kgoj8oorcLHIWuinuLzaG2IRBEEQBOEkFI1HEEQgQcY+QdQSqbF/o8qE55bs4V/3bBbvYYkIgiAIgnCFZlScjyCIAIKMfYKoJVJjv9JowZ+nr/GvuzZt6GmRCIIgCIJwAQrjJwgikCBjnyBqSajB3rNPEARBEIT/kUmefYIgAggy9gmilkg9+0WCHP1eFMJPEARBEH5BsEGHxjFh3haDIAjCbfiNsX/9+nWMHj0asbGxiI2NxejRo1FUVOTwmHHjxkGn04n+9ezZ0zMCE/UGqbFfWGYz9hc92s3T4hAEQRAE4QLJMWHUQYcgiIDCb4z9UaNGYc+ePVixYgVWrFiBPXv2YPTo0arHDRw4EHl5efy/3NxcD0hL1CekrffmrT3J/029egmCIAjCOebOnYvMzEyEhYUhOzsbGzZscLj/unXrkJ2djbCwMDRr1gyffPKJS5+bEkdefYIgAosgbwughcOHD2PFihXYunUrevToAQD4/PPP0atXLxw9ehStWrVSPDY0NBTJycmeEpWoh5y/Vu5tEQiCIAgiIFi6dCmee+45zJ07FzfffDM+/fRTDBo0CIcOHUJ6errd/qdPn8bgwYPx+OOPY/Hixdi0aRMmTpyIRo0a4f7773fqs1NiydgnCCKw8Atjf8uWLYiNjeUNfQDo2bMnYmNjsXnzZofG/tq1a5GYmIi4uDj07dsXb7/9NhITExX3r6qqQlVVFf+6pKQEAGA0GmE0Gt1wNb4Ddz2Bdl3uRIuOwhw8RfVBt3QfqUM6Uod0pA3SkzqkI3V8TUdCOT766COMHz8ejz32GABg9uzZWLlyJebNm4dZs2bZHfvJJ58gPT0ds2fPBgC0adMGO3bswAcffOCCsR/u+kUQBEH4IH5h7Ofn58sa6ImJicjPz1c8btCgQXjwwQeRkZGB06dP44033sBtt92GnTt3IjQ0VPaYWbNmYcaMGXbbV61ahYiICNcvwodZvXq1t0XweRzpaP8VHQD5cP36lDZC95E6pCN1SEfaID2pQzpSx1d0VF5ujZCrrq7Gzp078corr4jez8nJwebNm2WP3bJlC3JyckTb7rzzTsyfPx9GoxHBwcF2xyg5dhJjgnxmAUQNX1uw0YK/yexv8gIksyfwFXm1fr5Xjf3p06fLGtZCtm/fDgDQ6ewLpjDGZLdzDB8+nP+7ffv26Nq1KzIyMvDLL7/gvvvukz1m6tSpmDJlCv+6pKQEaWlpyMnJQUxMjENZ/Q2j0YjVq1djwIABsj+GhDYdNblQjG9P/in73uDBg+tSPJ+A7iN1SEfqkI60QXpSh3Skjq/piDO2CwsLYTabkZSUJHo/KSlJ0bmTn58vu7/JZEJBQQEaN25sd4ySY6fg5CHklp5x8Sq8g68s2DiDv8nsb/ICJLMn8La83CKpGl419idPnowRI0Y43Kdp06bYt28fLl++bPfe1atX7QZ4RzRu3BgZGRk4fvy44j6hoaGyXv/g4GCf+EGsCwL52tyFIx11zUzAx6O64L87z2PN0av89iEdGtcrvdJ9pA7pSB3SkTZIT+qQjtTxFR1JZZA6ctScO3L7y23nUHLsjL67P+Lj/aNlrq8t2GjB32T2N3kBktkT+Iq83CKpGl419hMSEpCQkKC6X69evVBcXIxt27ahe/fuAIA///wTxcXF6N27t+bPKywsxPnz52VXeQmiNgzp2BjXy6tFxv6cUZ29KBFBEARB+Bfx8fEwGAx2XvwrV64oOneSk5Nl9w8KClI03APJsUMy1z3+Ji9AMnsCb8ur9bP9ovVemzZtMHDgQDz++OPYunUrtm7discffxx33XWXqDhf69atsWzZMgDAjRs38OKLL2LLli04c+YM1q5di7vvvhsJCQm49957vXUpRAATFizO23fkhSAIgiAIQkxISAiys7PtwmNXr16t6Nzp1auX3f6rVq1C165d/cpwIAiCqAv8wtgHgG+++QYdOnRATk4OcnJy0LFjR3z99deifY4ePYri4mIAgMFgwP79+zF06FBkZWVh7NixyMrKwpYtWxAdHe2NSyACnPBg+SJ9BEEQBEFoY8qUKfjiiy+wYMECHD58GM8//zzOnTuHCRMmALCG4I8ZM4bff8KECTh79iymTJmCw4cPY8GCBZg/fz5efPFFb10CQRCEz+AX1fgBoGHDhli8eLHDfbgcLQAIDw/HypUr61osguAJC7atnYUY/GYdjSAIgiB8huHDh6OwsBAzZ85EXl4e2rdvj9zcXGRkZAAA8vLycO7cOX7/zMxM5Obm4vnnn8fHH3+MlJQU/POf/3S67R5BEEQg4jfGPkH4OsIw/g8f6uRFSQiCIAjCf5k4cSImTpwo+96iRYvstvXt2xe7du2qY6kIgiD8D3I/EoSbEHr2I0MppJ8gCIIgCIIgCO9Bxj5BuAmhZ19PxfkIgiAIgiAIgvAiZOwThJsIFuTpMwf7EQRBEARBEARB1DVk7BOEm2jeKIr/O7+40ouSEARBEARBEARR36ECfSpwFf5LSkq8LIn7MRqNKC8vR0lJCfWiVcBZHVmqygEAlWWlAXnPyEH3kTqkI3VIR9ogPalDOlLH13TE/V4Kuyp5Eu5zS0tLfUIfWvC171AL/iazv8kLkMyewFfk1Tpu6pi3RlY/4cKFC0hLS/O2GARBEARBEAHN+fPnkZqa6vHPPXXqFJo3b+7xzyUIgqgtauMmGfsqWCwWXLp0CdHR0dAFWNG1kpISpKWl4fz584iJifG2OD4J6Ugd0pE6pCN1SEfaID2pQzpSx9d0xBhDaWkpUlJSoNd7PsO0qKgIDRo0wLlz5xAbG+vxz3cFX/sOteBvMvubvADJ7Al8RV6t4yaF8aug1+u9ssrsSWJiYvzi4fImpCN1SEfqkI7UIR1pg/SkDulIHV/SkTeNbG6iHBsb6zP60IovfYda8TeZ/U1egGT2BL4gr5Zxkwr0EQRBEARBEARBEESAQcY+QRAEQRAEQRAEQQQYZOzXY0JDQzFt2jSEhoZ6WxSfhXSkDulIHdKROqQjbZCe1CEdqUM6EuOP+iCZ6x5/kxcgmT2Bv8lLBfoIgiAIgiAIgiAIIsAgzz5BEARBEARBEARBBBhk7BMEQRAEQRAEQRBEgEHGPkEQBEEQBEEQBEEEGGTsEwRBEARBEARBEESAQcY+QRAEQRAEUW+ZO3cuMjMzERYWhuzsbGzYsMErcsyaNQvdunVDdHQ0EhMTMWzYMBw9elS0z7hx46DT6UT/evbsKdqnqqoKTz/9NBISEhAZGYl77rkHFy5ccLu806dPt5MlOTmZf58xhunTpyMlJQXh4eHo168fDh486BVZOZo2bWons06nw6RJkwD4hn7Xr1+Pu+++GykpKdDpdFi+fLnofXfp9fr16xg9ejRiY2MRGxuL0aNHo6ioyO0yG41G/PWvf0WHDh0QGRmJlJQUjBkzBpcuXRKdo1+/fna6HzFiRJ3IrKZjd90H7tSxq5CxTxAEQRAEEUBQoyXtLF26FM899xxee+017N69G3369MGgQYNw7tw5j8uybt06TJo0CVu3bsXq1athMpmQk5ODsrIy0X4DBw5EXl4e/y83N1f0/nPPPYdly5ZhyZIl2LhxI27cuIG77roLZrPZ7TK3a9dOJMv+/fv599577z189NFHmDNnDrZv347k5GQMGDAApaWlXpEVALZv3y6Sd/Xq1QCABx98kN/H2/otKytDp06dMGfOHNn33aXXUaNGYc+ePVixYgVWrFiBPXv2YPTo0W6Xuby8HLt27cIbb7yBXbt24YcffsCxY8dwzz332O37+OOPi3T/6aefit53l8xqOgbccx+4U8cuwwiinnL+/Hl26dIlxhhjFovFy9L4PqQjZSoqKrwtgs9jNBr5v+leIlyFxm11Ll++zIqLi/nXpCfHdO/enU2YMEG0rXXr1uyVV17xkkQ2rly5wgCwdevW8dvGjh3Lhg4dqnhMUVERCw4OZkuWLOG3Xbx4ken1erZixQq3yjdt2jTWqVMn2fcsFgtLTk5m7777Lr+tsrKSxcbGsk8++cTjsirx7LPPsubNm/PPiS/plzHGALBly5bxr92l10OHDjEAbOvWrfw+W7ZsYQDYkSNH3CqzHNu2bWMA2NmzZ/ltffv2Zc8++6ziMXUls5y87rgP6lLHzkCe/QDDaDRi4cKFWLZsGY4cOeJtcXwSo9GIJ598Er1798bXX38NANDpdF6Wyreorq7G//3f/2HOnDlYt24dANKRFMYYGGN4+umnMWTIEFy7ds3bIvkk1dXVeOWVVzBx4kRMmzYNFRUVdC9JoHFbHRq31TGZTBg/fjy6d++OO+64Aw8//DAKCgpITw6orq7Gzp07kZOTI9qek5ODzZs3e0kqG8XFxQCAhg0biravXbsWiYmJyMrKwuOPP44rV67w7+3cuRNGo1F0TSkpKWjfvn2dXNPx48eRkpKCzMxMjBgxAqdOnQIAnD59Gvn5+SI5QkND0bdvX14OT8sqpbq6GosXL8ajjz4qek58Sb9S3KXXLVu2IDY2Fj169OD36dmzJ2JjYz1yHcXFxdDpdIiLixNt/+abb5CQkIB27drhxRdfFEUreFrm2t4H3tYxBxn7AcSnn36KpKQkLFiwAM899xzuv/9+fPfddwAAi8XiZel8g/Pnz+Pmm2/G/v378Z///AcjR47kjTbCyq+//oqUlBQsX74cCxcuxL333ovXX38dlZWV3hbNp9DpdCgqKsJ///tfrFmzhn/WCBvLly9HRkYGtm3bhrCwMLz//vt44okn6JkTQOO2OjRuq2MymTBu3DgcOnQIX375JUaOHIl9+/bhvvvuw+HDh70tns9SUFAAs9mMpKQk0fakpCTk5+d7SSorjDFMmTIFt9xyC9q3b89vHzRoEL755hv88ccf+PDDD7F9+3bcdtttqKqqAgDk5+cjJCQEDRo0EJ2vLq6pR48e+Oqrr7By5Up8/vnnyM/PR+/evVFYWMh/liPdelJWOZYvX46ioiKMGzeO3+ZL+pXDXXrNz89HYmKi3fkTExPr/DoqKyvxyiuvYNSoUYiJieG3P/zww/j222+xdu1avPHGG/j+++9x33338e97UmZ33Afe1LGQII99ElFnmEwm/Otf/8LChQsxZ84cjBo1Cvv27cMXX3yB9957Dw888AD0elrXAYBVq1YhNjYWq1atgk6nw4ULF2AymRAcHOxt0XyGhQsX4oEHHsAnn3yC69ev4/fff8cjjzyChIQEPPnkkwgPD/e2iD7DwYMHcfvttyMrKwuvvfYahgwZgrS0NG+L5RNUVVXhs88+w6OPPoq3334bAHD77bdj1KhR+PzzzxEWFuZlCb2LyWTCnDlzsGDBAhq3VaBxW528vDxs27YNb775Jvr27Yu+ffti5MiR6Nq1K+bNm4fXXnvNzjggbEijHxhjXo+ImDx5Mvbt24eNGzeKtg8fPpz/u3379ujatSsyMjLwyy+/iAwjKXVxTYMGDeL/7tChA3r16oXmzZvjyy+/5IuZuaJbT+l//vz5GDRoEFJSUvhtvqRfR7hDr3L71/V1GI1GjBgxAhaLBXPnzhW99/jjj/N/t2/fHi1btkTXrl2xa9cudOnSxaMyu+s+8IaOpdBMwo+5ceMGysvL+b8feOABvmplx44d0a5dOwQFBeHq1aveFNOrCHXEGMOOHTvQqVMnFBUV4aGHHsKAAQPQvXt3PPHEE15fxfcFTp06hc2bN6NPnz4AgAYNGuCBBx7AE088gcWLF9tNOuornEcxODgYJ06cwPPPP4/o6GjMmjXLy5L5Dvv27cPatWtx++2389vy8/PxxBNP1HuPNWMMRqORxm0HCD33NG6rU1hYiAsXLvAGVlVVFZKTkzF16lSsWrUK69ev97KEvklCQgIMBoPdfXTlyhWvLo48/fTT+Omnn7BmzRqkpqY63Ldx48bIyMjA8ePHAQDJycmorq7G9evXRft54poiIyPRoUMHHD9+nK/K70i33pT17Nmz+O233/DYY4853M+X9Mt9PlB7vSYnJ+Py5ct257969WqdXYfRaMRDDz2E06dPY/Xq1SKvvhxdunRBcHCwSPeelpnDlfvAm/IKIWPfT3nppZfQq1cvXLt2DQaDAQ8//DDefPNN6PV6foLUoEED3LhxQzaEpD7A6aiwsBCAdXWNa00ye/ZsAMCcOXMwYcIE/Pzzz5g2bRouXrwIoP5UMl61ahX27t3LVw7NzMyE0WhESUkJAKCiogIAMG3aNJSVleHXX3/FjRs3vCavt+D0xBmp3Irsjh070LJlS0RHR+Ott97C/PnzsWPHDnzyySc4efKkN0X2ONJ7qVu3bmjYsCHmzJmDX3/9FS+99BImTpyIP/74Ay1btsS8efN4g7a+PG8nT56ExWKBTqdDWFgYjdsynDx5kvd6cM/ZgQMHANC4zfHOO+9g2rRpWLJkCb+tTZs2SExMxOLFiwGAjwqZNGkSoqOj8euvv/Lhp4SNkJAQZGdn8xXZOVavXo3evXt7XB7GGCZPnowffvgBf/zxBzIzM1WPKSwsxPnz59G4cWMAQHZ2NoKDg0XXlJeXhwMHDtT5NVVVVeHw4cNo3LgxMjMzkZycLJKjuroa69at4+XwpqwLFy5EYmIihgwZ4nA/X9IvALfptVevXiguLsa2bdv4ff78808UFxfXyXVwhv7x48fx22+/IT4+XvWYgwcPwmg08rr3tMxCXLkPvCmviLqvAUi4k3nz5rGYmBiWmprKdDodW7Nmjeh9s9nM//2Xv/yFPfLII4wxxqqrqz0ppleR6mjt2rX8ex999BEzGAwsKyuLbd++nd++cOFC1q5dO/bzzz97Q2SPs3DhQpacnMw6dOjAoqOj2cSJE9nFixcZY4w9+eSTrGPHjvy+3L3z7rvvsrS0NHb9+nVviOwV5PTEVQJnjLE5c+awp59+mn+dlZXFdDodu+WWW9iJEye8IbLHkdPR+fPnGWOMrV27lk2cOJF1796dtWjRgv3+++/s6NGj7K233mItW7ZkX375pZel9wzz589n6enpLDs7m/Xo0YN99dVXogrpNG7b62jx4sWsqqqKMcbYBx98QOM2Y+zPP/9k6enprEuXLmzQoEHzYKg2AAAWmElEQVQsOjqa3X///ezkyZOMMcZefPFFlpWVxS5fvswYs3UJ+fLLL1lcXBx1DVFgyZIlLDg4mM2fP58dOnSIPffccywyMpKdOXPG47I89dRTLDY2lq1du5bl5eXx/8rLyxljjJWWlrIXXniBbd68mZ0+fZqtWbOG9erVizVp0oSVlJTw55kwYQJLTU1lv/32G9u1axe77bbbWKdOnZjJZHKrvC+88AJbu3YtO3XqFNu6dSu76667WHR0NK+7d999l8XGxrIffviB7d+/n40cOZI1btzYK7IKMZvNLD09nf31r38VbfcV/ZaWlrLdu3ez3bt3MwDso48+Yrt37+Yr17tLrwMHDmQdO3ZkW7ZsYVu2bGEdOnRgd911l9tlNhqN7J577mGpqalsz549onubG+dPnDjBZsyYwbZv385Onz7NfvnlF9a6dWvWuXPnOpHZkbzuvA/cqWNXIWPfT9iwYQPLzMxkjRs3Zv/+97/ZyZMnWZcuXdjnn39ut6/JZGJGo5F16dKFffrpp3bvCyeWgYSSjj777DN+n927d7POnTuzpk2b8sYtR5MmTdi8efM8LbbH+eKLL1iLFi3Yt99+y65evcq++eYbFhkZyfbs2cMYY+z7779nrVu3ZrNnz2aMWVu6MMbY1atXWXh4ONuwYYPXZPckcnqKiori9cQYY5MnT2bz5s1jx44dY+3atWMNGjRger2eLV682IuSew61e4kxa8u9nJwcO8O+Xbt27NVXX/W0yB5n9uzZvI42btzI3nzzTabX69nHH3/MG/MWi6XejtuMyetIp9Oxjz/+mJlMJnbw4EHWqVOnej1uM8bYlClT2JAhQxhj1vth//79LCMjg02YMIEVFRWxrVu3si5durCJEycyxmwt99asWcMSExPZ3r17vSa7r/Pxxx+zjIwMFhISwrp06SJqdedJAMj+W7hwIWOMsfLycpaTk8MaNWrEgoODWXp6Ohs7diw7d+6c6DwVFRVs8uTJrGHDhiw8PJzddddddvu4g+HDh7PGjRuz4OBglpKSwu677z528OBB/n2LxcKmTZvGkpOTWWhoKLv11lvZ/v37vSKrkJUrVzIA7OjRo6LtvqLfNWvWyN4HY8eOZYy5T6+FhYXs4YcfZtHR0Sw6Opo9/PDDLjt0HMl8+vRpxXubc1qeO3eO3Xrrraxhw4YsJCSENW/enD3zzDOssLCwTmR2JK877wN36thVyNj3E1566SU2adIk3vBijLGMjAw2ffp0xhizW03My8tjqampfB/H3bt384NEoCKno6ZNm/I6YoyxsrIy3kv03Xff8duvXLnCOnToENBGGmdQjBo1io0ePVr0XlZWFtu1axdjjLH8/Hz2zDPPsLS0NNHEetWqVSw9PV1kyAUianriJsxGo5E9++yzLCQkhAUHB7OnnnqKFRQUsCeffJI1b96cFRQUeEN8j6CmI+E9cunSJdagQQPeI2EymVhRURHr2rUre/vttz0qt6cpKytjAwYMYNOmTWOM2YyvPn36sIyMDLZ8+XLR9vo4bjvSUVpaGvvf//7HGGPsvffeq5fjNmNWnRQVFbFbbrmFvfjii4wx2+LP3LlzWefOnfn+2n//+99ZREQE++GHH3iP2VtvvcX69esniiYhCIIg6geUs+8nvPvuu5gzZw5CQ0NhMpkAAP369eMLphkMBtH+v/32GzIzM5GSksL33S0qKoLFYgnYvEY5HfXt21dUVC4iIgLjxo3DsGHD8MILL2D69OnYs2cPpk6diqCgINx2223eEr/O0el0MBgMOHToEEJDQ/miIc888wx0Oh1++uknbNmyBUlJSXj22WeRmpqKIUOG4JtvvsGJEyewYMECZGVloWXLll6+krpFTU/Lli3Dli1bEBQUhI4dO2LcuHHYsmUL5s6di/j4eLz++uu4dOkS9u3b5+UrqTvUdLR8+XJs3boV5eXliI+PR1paGiZMmIB9+/bhwoULeOGFF1BWVoahQ4d6+UrqlqCgIOzcuROtWrUCAD5nOjExEUajET/88AOuXr3K56bXx3HbkY7MZjOWLl2KoqIiTJw4Effcc0+9Gbd37drF91jX6XSIjY1FZWUl33PaaDQCAB577DFkZmYiNzcXly5dwqRJkzBp0iSMHTsWOTk5eOihh/D222/jwQcfhE6nC9j7iCAIglDAy4sNhAzfffcde+yxx9js2bPZvn37+O3SMM4nn3yS9e/fnxUXF9udY8SIEcxgMLDo6GjWtWtXdvjw4TqX25O4oiOhV6O6upo988wzLDs7m7Vq1Yr17ds34HKslXS0ZMkSlpGRwXJyclh8fDxr3bo1mzlzJuvfvz/r2LEje/fddxljVg//wIEDWZs2bViTJk3YzTffzE6fPu2lq6k7XNFT+/bt2YcffsgYs4+qYYyxoqIij8nvCVzRUadOnfh7af369axRo0YsKyuLpaamsv79+7Pjx49763LqBCUdjRw5krVu3ZpduHCBMcbY4sWLWf/+/dljjz3GsrKy2O7du/l96+u47UhHLVu25HVUH8bt//73vyw1NZU1b96cpaenszfffJPXyz/+8Q8WFRXFysrKGGOM99x///33LDU1lW3atIk/z3/+8x82bdo0NmHChIC7jwiCIAjtkLHvQxQUFLAHHniAJScnswkTJrBbbrmFpaSkiHJdLRYLb9AuWrSIxcTEiIwNzqAdOXIka9q0Kfvll188exF1jDt0JFwQuHHjRsBNFpV0xOX8MWYNf33//fdZ3759RcVGHn/8cXbvvfeKCjzl5eXZ5YIFAu7QUyCH6jNWex0NGzaM19HZs2fZtm3b2LZt2zx9GXWKnI4aN27MvvrqK8YYY8eOHWPNmjVjzZo1YykpKSwiIoJ9//33jDHGgoKC+DHaYrHUq3HbFR1xBOK4zRhj27dv5+ul7N27l82dO5c1atSIPfXUU6yoqIidPXuWNW/enD355JOMMXEBx/j4eDZ//nxviU4QBEH4KEHejiwgbKxZswbnzp3Djh070KRJEwDAsGHDMH36dMTExGDYsGFgjPEtdVJTUxEbG4t169bxYYxcOOiMGTMCMtzaHTri3gOsPWGbN2/u+QupQ5R0NHPmTMTGxuLee+9FgwYNsHPnTgwYMADR0dGorq5GSEgIoqOj8ccffyAyMhIAEBoaiuTkZL6vayDhDj2Fh4d7+SrqFnfoKCwsDACQnp6O9PR0b15OnaCkozfffBPR0dEYNmwY1q1bh0OHDiE/Px8jR45EcHAwrl69ivT0dJSVlQGwjt31bdzWqqPy8nLR+QJt3GY1rQZ37NiBGzdu4C9/+QtiYmLQsWNHWCwWfPXVV5g3bx5eeeUVTJkyBc888wxGjRqFW2+9FQBw6tQpxMXFIS4uzrsXQhAEQfgclLPvQ/z73/9GamoqmjRpwvcyv/fee3HmzBnMmTMHBQUF0Ov1fB/rhg0borq6mn8tJBAnjIB7dRSoONLRxx9/jCtXriAoKAiFhYXYsWMHAGuv4cuXL+PYsWMYMWIEb+xzi0eBiDv0FBER4c1LqHPceS8FKko6Onv2LObMmYOrV68iNTUVd9xxB8aMGYPg4GAAVgM4JCQEffr04c9V38ZtrTq65ZZbvCl+ncONs6dPn0ZWVhaCgmx+mHHjxqFbt2748ccfcezYMTz11FMYMWIEhg8fjpkzZ2LPnj147733EBERgZ49e3rrEgiCIAgfhYx9L7F+/XqsXLmSLyQHWCd6Bw8eBABERUUBAI4cOYLbbrsNlZWVWLZsGQBbMb7OnTvDYrFg06ZNHpbeM5CO1HFFR8uXLwcATJ06Fb/88gtuvvlmTJw4EV27dkVJSQmeeOIJj19HXUN6Uod0pE5tdKTX63H16lUcOXIEc+bMwfPPP4/77rsPCQkJAVU0jXSkzurVq/HMM8/gH//4B7Zt28Zvv/nmm7F582bk5+cDAMxmMyIjIzF06FDo9Xr88ssv0Ol0WLx4MR588EEsW7YMDz74ILZv345vvvkGKSkp3rokgiAIwlfxahJBPeTq1atszJgxTKfTsU6dOokKnp08eZI1atSI9e3bl/3f//0f69WrF8vMzGS///4769SpE3vjjTcYY7a8/KtXr7KnnnqK/fHHH964lDqDdKRObXT0+uuv8/suW7aM/fWvf2WjRo0StbQKFEhP6pCO1HHHmMQYYzt37mTDhg1jmZmZ7Ouvv/bCldQdpCN1Ll26xO666y6WmJjIHn74YdahQwcWGxvL/vzzT8aYtUZK69at2RNPPMEYE9eX6dOnD3vqqaf412azmZWVlfFtGgmCIAhCDjL2PYjRaGRz585ld955J1uyZAmLiIhgs2bNEvWF37hxI3v88cdZly5d2OTJk9nVq1cZY4yNHj2a3X///d4S3WOQjtQhHWmD9KQO6Ugdd+to165dHpXfE5CO1CkrK2Njx45lw4cPZ6dOneK3d+vWjY0bN44xZu3s8dVXXzG9Xi+qrM8YYw8//DDr378//1rYXYYgCIIglCBj38Ns3bqV/fzzz4wxxmbMmMEaNWokar3EwbXUYYyxy5cvs/bt27O33nqLMWbfXi7QIB2pQzrSBulJHdKROu7QkdFo9Iis3oJ0pM4TTzzBfv31V8aY7VpnzJjBevTowe9TWVnJ7r33XtamTRu2du1aZrFYWF5eHuvevTv74osvvCI3Qfg706ZNY506dfL4565Zs4YBYADY0KFDHe7bt29f9uyzz3pELu7zONnkxmoicCBj38NIV+NTUlLYE088wbesEr5fUVHBqqur2dy5c1nnzp1FfYkDGdKROqQjbZCe1CEdqUM6Uod0pI6wVR6nj0ceeYQ9/vjjom0VFRWsX79+LDExkeXk5LCUlBTWs2dPdu7cOc8LTRA+DmewKv0bO3YsKy0t9UqrXM7YP3r0KLt+/brDfT1t7BcWFrJt27aRsV8PIGPfS3Deje+++44FBQWxVatWid6/cOECmzt3LuvatStr2LAh+/e//+0NMb0K6Ugd0pE2SE/qkI7UIR2pQzpyjj59+rCFCxcyxqzGvslkYowxlp+fz1atWsXefvtt9s0333hRQoLwbfLy8vh/s2fPZjExMaJtRUVFXpONM/bVDH3GPG/sM8bY6dOnydivB1A1fi8REhICAHjwwQfRrVs3vPfee7hy5QoA4OrVq2jSpAni4uIwYsQIFBYWYuTIkd4U1yuQjtQhHWmD9KQO6Ugd0pE6pCPtnDp1CseOHUOHDh0AWFvwcW1ik5KSMGDAALz66qsYNWqUN8UkCJ8mOTmZ/xcbGwudTme3bfr06bjpppv4Y8aNG4dhw4bhnXfeQVJSEuLi4jBjxgyYTCa89NJLaNiwIVJTU7FgwQLRZ128eBHDhw9HgwYNEB8fj6FDh+LMmTNOy1xWVoYxY8YgKioKjRs3xocffmi3z+LFi9G1a1dER0cjOTkZo0aN4sdSxhhatGiBDz74QHTMgQMHoNfrcfLkSQDA9OnTkZ6ejtDQUKSkpOCZZ55xWlbC/wlS34WoK0wmE4KCgvD555+jU6dOWLJkCU6ePImNGzfiyy+/rNeTIA7SkTqkI22QntQhHalDOlKHdOQYxhh0Oh02btyIqKgoZGdnAwBmzJiB/Px8zJgxA4mJiV6WkiACmz/++AOpqalYv349Nm3ahPHjx2PLli249dZb8eeff2Lp0qWYMGECBgwYgLS0NJSXl6N///7o06cP1q9fj6CgILz11lsYOHAg9u3bxy90auGll17CmjVrsGzZMiQnJ+PVV1/Fzp07RQsS1dXV+Nvf/oZWrVrhypUreP755zFu3Djk5uZCp9Ph0UcfxcKFC/Hiiy/yxyxYsAB9+vRB8+bN8d///hd///vfsWTJErRr1w75+fnYu3evO1VI+AveDi0grHTr1o3pdDqWkZHBVqxY4W1xfBLSkTqkI22QntQhHalDOlKHdKTMpEmT2Msvv8xWrVrFmjZtyhITE9nKlSu9LRZB+C0LFy5ksbGxdtulBfrGjh3LMjIyRMVlW7Vqxfr06cO/NplMLDIykn377beMMcbmz5/PWrVqJao/UlVVxcLDwxWfW7kw/tLSUhYSEsKWLFnCbyssLGTh4eEOw/i5/PrS0lLGmLWVp8Fg4Ft3VldXs0aNGrFFixYxxhj78MMPWVZWlqhWiBQK468fUBi/lzl58iQ6dOiAgwcP4vPPP8eZM2dw5513elssn4J0pA7pSBukJ3VIR+qQjtQhHTmmsrISK1euxPvvv4+7774bEyZMwOXLl5GTk+Nt0QiiXtCuXTvo9TYzKCkpiU+pAQCDwYD4+Hg+dH7nzp04ceIEoqOjERUVhaioKDRs2BCVlZV82LwWTp48ierqavTq1Yvf1rBhQ7Rq1Uq03+7duzF06FBkZGQgOjoa/fr1AwCcO3cOANC4cWMMGTKETzX43//+h8rKSjz44IMArKlUFRUVaNasGR5//HEsW7YMJpPJCQ0RgQIZ+17GYDDg/vvvR0FBAcaPH+9tcXwS0pE6pCNtkJ7UIR2pQzpSh3TkmLCwMDRt2hQTJkxAUVER/vrXv3pbJIKoVwQHB4te63Q62W0WiwUAYLFYkJ2djT179oj+HTt2zKm6Gowx1X3KysqQk5ODqKgoLF68GNu3b8eyZcsAWMP7OR577DEsWbIEFRUVWLhwIYYPH46IiAgAQFpaGo4ePYqPP/4Y4eHhmDhxIm699VYYjUbNshKBAeXse5mmTZti+vTp3hbDpyEdqUM60gbpSR3SkTqkI3VIR+qsWLECBoPB22IQBKGBLl26YOnSpUhMTERMTIzL52nRogWCg4OxdetWpKenAwCuX7+OY8eOoW/fvgCAI0eOoKCgAO+++y7S0tIAADt27LA71+DBgxEZGYl58+bh119/xfr160Xvh4eH45577sE999yDSZMmoXXr1ti/fz+6dOnisvyE/0GefYIgCIIgCA9Dhj5B+A8PP/wwEhISMHToUGzYsAGnT5/GunXr8Oyzz+LChQuazxMVFYXx48fjpZdewu+//44DBw5g3LhxopSC9PR0hISE4F//+hdOnTqFn376CX/729/szmUwGDBu3DhMnToVLVq0EKUGLFq0CPPnz8eBAwdw6tQpfP311wgPD0dGRkbtFEH4HWTsEwRBEARBEARBKBAREYH169cjPT0d9913H9q0aYNHH30UFRUVTnv633//fdx666245557cMcdd+CWW27hu3IAQKNGjbBo0SL85z//Qdu2bfHuu+/atdnjGD9+PKqrq/Hoo4+KtsfFxeHzzz/HzTffjI4dO+L333/Hzz//jPj4eOcvnvBrdExL8ghBEARBEARBEAShibVr16J///64fv064uLi6uQzNm3ahH79+uHChQtISkpy6tgzZ84gMzMTu3fvFrX9IwIL8uwTBEEQBEEQBEHUAampqRg5cqRbz1lVVYUTJ07gjTfewEMPPeS0oT9o0CC0a9fOrTIRvgl59gmCIAiCIAiCINxIRUUFLl68CMCaq5+cnOy2cy9atAjjx4/HTTfdhJ9++glNmjRx6viLFy+ioqICgK1GABGYkLFPEARBEARBEARBEAEGhfETBEEQBEEQBEEQRIBBxj5BEARBEARBEARBBBhk7BMEQRAEQRAEQRBEgEHGPkEQBEEQBEEQBEEEGGTsEwRBEARBEARBEESAQcY+QRAEQRAEQRAEQQQYZOwTBEEQBEEQBEEQRIBBxj5BEARBEARBEARBBBj/D/lw6t37YTm/AAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 1000x800 with 5 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# BUILD MODEL\n",
+    "ml = ps.Model(series, name= gw_levels.name)\n",
+    "ts1 = ps.RechargeModel(\n",
+    "    precipitation[\"RD\"].resample(\"D\").first() * 1000,       # Carefull with the units\n",
+    "    evaporation[\"EV24\"].resample(\"D\").first() * 1000,\n",
+    "    rfunc=ps.Gamma(),\n",
+    "    name=\"rainevap\",\n",
+    "    recharge=ps.rch.Linear(),\n",
+    "    settings=(\"prec\", \"evap\"),\n",
+    ")\n",
+    "ml.add_stressmodel(ts1)\n",
+    "nm = ps.ArNoiseModel()\n",
+    "ml.add_noisemodel(nm)\n",
+    "\n",
+    "# SOLVE MODEL\n",
+    "# In the loop we solve as follows:\n",
+    "# ml.solve(tmin=strtime ,tmax=gw_levels.index[-1], report=False)    \n",
+    "# However, we compare with vd Spek and use the same timeframe in the example:\n",
+    "ml.solve(tmin='1969' ,tmax='2002', report=True) \n",
+    "\n",
+    "ml.plots.results();"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b596cd49-bac1-4825-8f21-eab9b8c08db7",
+   "metadata": {},
+   "source": [
+    "## 1b. Diagnostic Checks\n",
+    "\n",
+    "Before we perform the uncertainty quantification, make sure that the underlaying statistical assumptions are met."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "359ad34a-3542-41be-a79d-0085c872ffb1",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "The NSE: 0.837\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x500 with 6 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ml.plots.diagnostics();\n",
+    "\n",
+    "# Check the NSE:\n",
+    "print(f'The NSE: {ml.stats.nse():.3f}')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f19ee05c-2cbc-45a4-987e-3eb9b73af902",
+   "metadata": {},
+   "source": [
+    "# 2a. Confidence interval\n",
+    "\n",
+    "The solver.ci_simulation function is used to calculate the confidence interval. To compute the confidence interval, parameter sets are drawn from a multivariate normal distribution based on the Jacobian matrix obtained during parameter optimization. The Pastas model object contains this information, and can be accessed when the attribute is added to the model object. Referring to the [Uncertainty Quantification](https://pastas.readthedocs.io/latest/examples/uncertainty.html) example, where the same approach is applied. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "afe62f2b-6fb0-4ce8-9962-a98aa7129b7c",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "The mean value of the confidence interval (CI) is 0.148 m\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x300 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Solve Ci Pastas\n",
+    "ci = ml.solver.ci_simulation(alpha=0.05, n=1000)     # This make the outcome slightly variable\n",
+    "ax = ml.plot(figsize=(10, 3))\n",
+    "ax.fill_between(ci.index, ci.iloc[:, 0], ci.iloc[:, 1], color=\"lightgrey\")\n",
+    "ax.legend([\"Observations\", \"Simulation\", \"95% Confidence interval\"], ncol=3, loc=2)\n",
+    "ci_pastas = np.mean(ci[0.975]- ci[0.025])\n",
+    "print(f'The mean value of the confidence interval (CI) is {ci_pastas:.3f} m')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "22e9e940-9835-4b7d-9c9c-dfe3d057d5a3",
+   "metadata": {},
+   "source": [
+    "# 2b. Prediction interval"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c2d85456-4424-41d4-9a88-8f6f315fff13",
+   "metadata": {},
+   "source": [
+    "Simularly to the CI, the prediction interval is can be computed from the solver function. The solver.prediction_interval function is used to calculate the prediction interval. Where the confidence interval estimates the mean of the population, the predcition interval predicts for individual observations and accounts for both sampling and observation variability. A small PI suggests high confidence in predictions."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "543da24d-fe89-4dc6-8498-5ccd14f08637",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "The mean value of the prediction interval (PI) is 0.767 m\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x300 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Solve Pi Pastas\n",
+    "pi = ml.solver.prediction_interval(n=1000)\n",
+    "ax = ml.plot(figsize=(10, 3))\n",
+    "ax.fill_between(pi.index, pi.iloc[:, 0], pi.iloc[:, 1], color=\"lightgray\")\n",
+    "ax.legend([\"Observations\", \"Simulation\", \"95% Prediction interval\"], ncol=3, loc=2)\n",
+    "pi_pastas = np.mean(pi[0.975]- pi[0.025])\n",
+    "print(f'The mean value of the prediction interval (PI) is {pi_pastas:.3f} m')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d6b9314f-8a2c-425d-aff2-56f60d7dea92",
+   "metadata": {},
+   "source": [
+    "A short test to check that whether most of the observations fall within the 95% Prediction interval:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "837e4d11-aa51-432e-94ef-d433866291b7",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Percentage of observations covered by the prediction interval (PICP): 0.955\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(f'Percentage of observations covered by the prediction interval (PICP): {ps.stats.picp(series[pi.index[0] : pi.index[-1]], pi):.3f}')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "24fbc25d-c2ce-4ebe-a3c2-7513a182b165",
+   "metadata": {},
+   "source": [
+    "# 2c. Normalise\n",
+    "In order to compare this model with other models, we normalise the prediction and the confidence interval through dividing them by the 95% head range of the observations."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "1a9d0c30-fe2d-4f5b-8e85-7fcbe2aeb9fe",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Response time (t90): 543.0 days\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Calculate head range\n",
+    "flattened = ml.observations().values.flatten()\n",
+    "h025, h50, h975 = pd.Series(flattened).quantile([0.025, 0.5, 0.975]) \n",
+    "headrange = h975 - h025\n",
+    "\n",
+    "npi = pi_pastas / headrange\n",
+    "nci = ci_pastas / headrange\n",
+    "\n",
+    "# Calculate the step response function\n",
+    "step_response = ml.get_step_response('rainevap')\n",
+    "t90 = step_response.index[step_response.values >= 0.90 * ml.parameters.loc['rainevap_A', 'optimal']][0]\n",
+    "print(f\"Response time (t90): {t90} days\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d23d58aa-39c5-424a-9992-0cc319933aa5",
+   "metadata": {},
+   "source": [
+    "## Parameter comparinson vd Spek vs Pastas\n",
+    "\n",
+    "Overall the parameters are simular: Here vd Spek found the following values:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "3393848f-0988-42d6-aa1b-f0389f407a0b",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<style type=\"text/css\">\n",
+       "</style>\n",
+       "<table id=\"T_ec21c\">\n",
+       "  <thead>\n",
+       "    <tr>\n",
+       "      <th class=\"blank level0\" >&nbsp;</th>\n",
+       "      <th id=\"T_ec21c_level0_col0\" class=\"col_heading level0 col0\" >Method</th>\n",
+       "      <th id=\"T_ec21c_level0_col1\" class=\"col_heading level0 col1\" >t90 (d)</th>\n",
+       "      <th id=\"T_ec21c_level0_col2\" class=\"col_heading level0 col2\" >NSE</th>\n",
+       "      <th id=\"T_ec21c_level0_col3\" class=\"col_heading level0 col3\" >Normalised CI</th>\n",
+       "      <th id=\"T_ec21c_level0_col4\" class=\"col_heading level0 col4\" >Normalised PI</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ec21c_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
+       "      <td id=\"T_ec21c_row0_col0\" class=\"data row0 col0\" >vd Spek</td>\n",
+       "      <td id=\"T_ec21c_row0_col1\" class=\"data row0 col1\" >559.00</td>\n",
+       "      <td id=\"T_ec21c_row0_col2\" class=\"data row0 col2\" >0.830</td>\n",
+       "      <td id=\"T_ec21c_row0_col3\" class=\"data row0 col3\" >0.080</td>\n",
+       "      <td id=\"T_ec21c_row0_col4\" class=\"data row0 col4\" >0.450</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th id=\"T_ec21c_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
+       "      <td id=\"T_ec21c_row1_col0\" class=\"data row1 col0\" >Pastas</td>\n",
+       "      <td id=\"T_ec21c_row1_col1\" class=\"data row1 col1\" >543.00</td>\n",
+       "      <td id=\"T_ec21c_row1_col2\" class=\"data row1 col2\" >0.837</td>\n",
+       "      <td id=\"T_ec21c_row1_col3\" class=\"data row1 col3\" >0.086</td>\n",
+       "      <td id=\"T_ec21c_row1_col4\" class=\"data row1 col4\" >0.445</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n"
+      ],
+      "text/plain": [
+       "<pandas.io.formats.style.Styler at 0x2617116b310>"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "columns = ['Method', 't90 (d)', 'NSE', 'Normalised CI', 'Normalised PI']\n",
+    "vdspek = ['vd Spek', 559, 0.83, 0.080, 0.450]\n",
+    "pastas = ['Pastas', t90, ml.stats.nse(), nci, npi]  # Ensure these variables are defined\n",
+    "compare = pd.DataFrame([vdspek, pastas], columns=columns)\n",
+    "compare_form = (compare.style.format({'t90 (d)': \"{:.2f}\",'NSE': \"{:.3f}\",'Normalised CI': \"{:.3f}\",'Normalised PI': \"{:.3f}\"}))  # Correct column names in the format\n",
+    "compare_form"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "fc45c467-5eae-490d-8421-0430bdd599cf",
+   "metadata": {},
+   "source": [
+    "It can be seen that the values of the normalised CI and PI are very similar to Van Der Spek & Bakker (2017), giving an indication that the Pastas build in functions are working well. Let's test this on more datasets!"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "cf604f6e-4b55-41b3-805b-0c940f5e5efd",
+   "metadata": {},
+   "source": [
+    "# 3. Compare multiple datasets\n",
+    "\n",
+    "Here we loop through the list with 18 groundwater wells and create a simular plot as fig 10 in vd Spek (2017):"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "8a5e04b6-0ca4-470c-92ce-725b6a036813",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      ".................."
+     ]
+    }
+   ],
+   "source": [
+    "results = []\n",
+    "\n",
+    "for gw_levels in gw_levels_list:     \n",
+    "    series = gw_levels[\"stand_m_tov_nap\"].dropna()                        \n",
+    "    ref_tindex = series.resample('2W').first().index                      # make sure to have the same sampeling frequency in each dataset  \n",
+    "    tindex = series.index\n",
+    "    sel_index = ps.timeseries_utils.get_sample(tindex=tindex, ref_tindex=ref_tindex)\n",
+    "    series = series.loc[sel_index]\n",
+    "\n",
+    "\n",
+    "    # First set proper time parameters:\n",
+    "    time = str(gw_levels.index[-1].year - 10)                             # Start validation is 10 years in the past.\n",
+    "\n",
+    "    if gw_levels.index[0].year < (gw_levels.index[-1].year - 30):         # If statement which takes the best starting times for calibration and validation period.\n",
+    "        strtime = str(int(time) - 20)\n",
+    "    else:\n",
+    "        strtime = str(gw_levels.index[0].year + 1)                        # Pick the first complete year of the time series.\n",
+    "        time = str(int(strtime) + 20)                                     # In order to stay constitent, make sure there is a calibration period of 20 years\n",
+    "\n",
+    "\n",
+    "    # Load evap and Prec data from KNMI\n",
+    "    evaporation = hpd.EvaporationObs.from_knmi(\n",
+    "        xy=(gw_levels.x, gw_levels.y),                                    # Get nearest station\n",
+    "        meteo_var=\"EV24\",                                                 # EV24; Use weather station\n",
+    "        start=gw_levels.index[0],\n",
+    "        end=gw_levels.index[-1],\n",
+    "        fill_missing_obs=True,\n",
+    "    )\n",
+    "    \n",
+    "    precipitation = hpd.PrecipitationObs.from_knmi(\n",
+    "        xy=(gw_levels.x, gw_levels.y),                                    # Get nearest station\n",
+    "        meteo_var= 'RD',                                                  # RD; Use the daily precipitaiton from nearest precipitation station\n",
+    "        start=gw_levels.index[0],\n",
+    "        end=gw_levels.index[-1],\n",
+    "        fill_missing_obs=True,\n",
+    "    )\n",
+    "    \n",
+    "    # BUILD MODEL\n",
+    "    ml = ps.Model(series, name= gw_levels.name)\n",
+    "    ts1 = ps.RechargeModel(\n",
+    "        precipitation[\"RD\"].resample(\"D\").first() * 1000,\n",
+    "        evaporation[\"EV24\"].resample(\"D\").first() * 1000,\n",
+    "        rfunc=ps.Gamma(),\n",
+    "        name=\"rainevap\",\n",
+    "        recharge=ps.rch.Linear(),\n",
+    "        settings=(\"prec\", \"evap\"),\n",
+    "    )\n",
+    "    ml.add_stressmodel(ts1)\n",
+    "    nm = ps.ArNoiseModel()\n",
+    "    ml.add_noisemodel(nm)\n",
+    "\n",
+    "    # SOLVE MODEL\n",
+    "    ml.solve(tmin=strtime, tmax=time, report=False) \n",
+    "    # ml.simulate(tmin=time, tmax=gw_levels.index[-1])\n",
+    "    \n",
+    "    # Solve Ci Pastas\n",
+    "    ci = ml.solver.ci_simulation(alpha=0.05, n=1000)                      \n",
+    "    ci_mean = np.mean(ci[0.975]- ci[0.025])\n",
+    "    \n",
+    "    # Pi\n",
+    "    pi = ml.solver.prediction_interval(n=1000)\n",
+    "    pi_mean = np.mean(pi[0.975]- pi[0.025])\n",
+    "\n",
+    "    \n",
+    "    # Check PICP\n",
+    "    # df = pd.concat([ml.observations().rename(\"obs\"), pi.iloc[:, 0].rename(\"low\"), pi.iloc[:, 1].rename(\"up\")], axis=1, join=\"inner\")\n",
+    "    PICP = ps.stats.picp(series[pi.index[0] : pi.index[-1]], pi)\n",
+    "    \n",
+    "    # Calculate the step response function\n",
+    "    step_response = ml.get_step_response('rainevap')\n",
+    "    A_parameter = ml.parameters.loc['rainevap_A', 'optimal']\n",
+    "    T90 = step_response.index[step_response.values >= 0.90 * A_parameter][0]\n",
+    "    \n",
+    "    # Calculate head range\n",
+    "    flattened = ml.observations().values.flatten()\n",
+    "    h025, h50, h975 = pd.Series(flattened).quantile([0.025, 0.5, 0.975]) \n",
+    "    headrange = h975 - h025\n",
+    "    \n",
+    "    # Normalise\n",
+    "    npi = pi_mean/headrange\n",
+    "    nci = ci_mean/headrange\n",
+    "    \n",
+    "    nse = ml.stats.nse()\n",
+    "    \n",
+    "    results.append({\n",
+    "        \"resp_t\": T90, \n",
+    "        'gw_level_name': gw_levels.name,\n",
+    "        \"nse\": nse, \n",
+    "        \"head range\": headrange, \n",
+    "        \"nci\": nci,\n",
+    "        \"npi\": npi, \n",
+    "        \"picp\": PICP,\n",
+    "    })\n",
+    "    print('.', end='')                                                              # Indication of how many loops have taken place\n",
+    "    \n",
+    "results_df = pd.DataFrame(results)    \n",
+    "    "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1919bfa5-89c9-4e95-ad65-c78ae54e534b",
+   "metadata": {},
+   "source": [
+    "### Dataframe\n",
+    "\n",
+    "In the loop, a few values are saved in order to check whether the values make sense: \n",
+    "- Resp_t: The response time of the system.\n",
+    "- The NSE is the Nash-Sutcliff coefficient, which should be around 0.80 or higher. \n",
+    "- Head range: Is the 95% head range of the observations. Used for the normalisation of the CI and PI\n",
+    "- nci & npi, the normalised confidence interval and prediction interval\n",
+    "- picp: The percentage of the observed groundwater levels that falls within the 95% prediction interval.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "85b6d53d-a38c-4fb9-80cf-cea22e65f00c",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>resp_t</th>\n",
+       "      <th>gw_level_name</th>\n",
+       "      <th>nse</th>\n",
+       "      <th>head range</th>\n",
+       "      <th>nci</th>\n",
+       "      <th>npi</th>\n",
+       "      <th>picp</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>317.0</td>\n",
+       "      <td>B09B0124-001</td>\n",
+       "      <td>0.854559</td>\n",
+       "      <td>0.83475</td>\n",
+       "      <td>0.056372</td>\n",
+       "      <td>0.424176</td>\n",
+       "      <td>0.947644</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>172.0</td>\n",
+       "      <td>B09D0360-001</td>\n",
+       "      <td>0.766169</td>\n",
+       "      <td>1.39200</td>\n",
+       "      <td>0.103668</td>\n",
+       "      <td>0.586524</td>\n",
+       "      <td>0.936387</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>125.0</td>\n",
+       "      <td>B11C0329-001</td>\n",
+       "      <td>0.744764</td>\n",
+       "      <td>0.69175</td>\n",
+       "      <td>0.097017</td>\n",
+       "      <td>0.556097</td>\n",
+       "      <td>0.944700</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>371.0</td>\n",
+       "      <td>B12B0001-001</td>\n",
+       "      <td>0.849191</td>\n",
+       "      <td>1.34050</td>\n",
+       "      <td>0.100262</td>\n",
+       "      <td>0.410325</td>\n",
+       "      <td>0.943182</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>521.0</td>\n",
+       "      <td>B12G0075-001</td>\n",
+       "      <td>0.892278</td>\n",
+       "      <td>1.57800</td>\n",
+       "      <td>0.060526</td>\n",
+       "      <td>0.330503</td>\n",
+       "      <td>0.952719</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>142.0</td>\n",
+       "      <td>B22C0090-001</td>\n",
+       "      <td>0.828563</td>\n",
+       "      <td>1.46000</td>\n",
+       "      <td>0.066159</td>\n",
+       "      <td>0.440734</td>\n",
+       "      <td>0.969697</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>66.0</td>\n",
+       "      <td>B27H0042-001</td>\n",
+       "      <td>0.743707</td>\n",
+       "      <td>0.60575</td>\n",
+       "      <td>0.074756</td>\n",
+       "      <td>0.517166</td>\n",
+       "      <td>0.944976</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>282.0</td>\n",
+       "      <td>B32C0572-001</td>\n",
+       "      <td>0.801374</td>\n",
+       "      <td>0.88300</td>\n",
+       "      <td>0.089190</td>\n",
+       "      <td>0.464098</td>\n",
+       "      <td>0.953684</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>582.0</td>\n",
+       "      <td>B32E0031-001</td>\n",
+       "      <td>0.835802</td>\n",
+       "      <td>1.63775</td>\n",
+       "      <td>0.109930</td>\n",
+       "      <td>0.457579</td>\n",
+       "      <td>0.964444</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>528.0</td>\n",
+       "      <td>B33B0505-001</td>\n",
+       "      <td>0.600537</td>\n",
+       "      <td>1.32925</td>\n",
+       "      <td>0.200737</td>\n",
+       "      <td>0.619608</td>\n",
+       "      <td>0.950549</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>156.0</td>\n",
+       "      <td>B37E0646-001</td>\n",
+       "      <td>0.703551</td>\n",
+       "      <td>0.55000</td>\n",
+       "      <td>0.110550</td>\n",
+       "      <td>0.588271</td>\n",
+       "      <td>0.957717</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>263.0</td>\n",
+       "      <td>B41A0171-001</td>\n",
+       "      <td>0.708467</td>\n",
+       "      <td>1.30750</td>\n",
+       "      <td>0.118635</td>\n",
+       "      <td>0.601883</td>\n",
+       "      <td>0.959135</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>319.0</td>\n",
+       "      <td>B46C0191-001</td>\n",
+       "      <td>0.837008</td>\n",
+       "      <td>1.76400</td>\n",
+       "      <td>0.088292</td>\n",
+       "      <td>0.405614</td>\n",
+       "      <td>0.955457</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>781.0</td>\n",
+       "      <td>B50H0026-001</td>\n",
+       "      <td>0.852148</td>\n",
+       "      <td>1.88800</td>\n",
+       "      <td>0.108263</td>\n",
+       "      <td>0.427806</td>\n",
+       "      <td>0.949153</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>448.0</td>\n",
+       "      <td>B52B0390-001</td>\n",
+       "      <td>0.874417</td>\n",
+       "      <td>1.54200</td>\n",
+       "      <td>0.091282</td>\n",
+       "      <td>0.407892</td>\n",
+       "      <td>0.953488</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>327.0</td>\n",
+       "      <td>B58C0698-001</td>\n",
+       "      <td>0.936044</td>\n",
+       "      <td>1.70900</td>\n",
+       "      <td>0.050891</td>\n",
+       "      <td>0.259977</td>\n",
+       "      <td>0.957447</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>789.0</td>\n",
+       "      <td>B62A0133-001</td>\n",
+       "      <td>0.766269</td>\n",
+       "      <td>5.02500</td>\n",
+       "      <td>0.308858</td>\n",
+       "      <td>0.639585</td>\n",
+       "      <td>0.993348</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>1027.0</td>\n",
+       "      <td>B62B0748-001</td>\n",
+       "      <td>0.744006</td>\n",
+       "      <td>1.03625</td>\n",
+       "      <td>0.135680</td>\n",
+       "      <td>0.552650</td>\n",
+       "      <td>0.941704</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    resp_t gw_level_name       nse  head range       nci       npi      picp\n",
+       "0    317.0  B09B0124-001  0.854559     0.83475  0.056372  0.424176  0.947644\n",
+       "1    172.0  B09D0360-001  0.766169     1.39200  0.103668  0.586524  0.936387\n",
+       "2    125.0  B11C0329-001  0.744764     0.69175  0.097017  0.556097  0.944700\n",
+       "3    371.0  B12B0001-001  0.849191     1.34050  0.100262  0.410325  0.943182\n",
+       "4    521.0  B12G0075-001  0.892278     1.57800  0.060526  0.330503  0.952719\n",
+       "5    142.0  B22C0090-001  0.828563     1.46000  0.066159  0.440734  0.969697\n",
+       "6     66.0  B27H0042-001  0.743707     0.60575  0.074756  0.517166  0.944976\n",
+       "7    282.0  B32C0572-001  0.801374     0.88300  0.089190  0.464098  0.953684\n",
+       "8    582.0  B32E0031-001  0.835802     1.63775  0.109930  0.457579  0.964444\n",
+       "9    528.0  B33B0505-001  0.600537     1.32925  0.200737  0.619608  0.950549\n",
+       "10   156.0  B37E0646-001  0.703551     0.55000  0.110550  0.588271  0.957717\n",
+       "11   263.0  B41A0171-001  0.708467     1.30750  0.118635  0.601883  0.959135\n",
+       "12   319.0  B46C0191-001  0.837008     1.76400  0.088292  0.405614  0.955457\n",
+       "13   781.0  B50H0026-001  0.852148     1.88800  0.108263  0.427806  0.949153\n",
+       "14   448.0  B52B0390-001  0.874417     1.54200  0.091282  0.407892  0.953488\n",
+       "15   327.0  B58C0698-001  0.936044     1.70900  0.050891  0.259977  0.957447\n",
+       "16   789.0  B62A0133-001  0.766269     5.02500  0.308858  0.639585  0.993348\n",
+       "17  1027.0  B62B0748-001  0.744006     1.03625  0.135680  0.552650  0.941704"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "results_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "64391827-44e8-40be-96ab-0f925cc95e0a",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "results_df.to_csv('pastas.csv', index=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "1d0d4f94-773c-41eb-9402-16d1945b7fb2",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# Read the data into a DataFrame\n",
+    "df_CI = pd.read_csv('data/nCI_spek.txt', comment='#', header=None, names=['X', 'Y'])\n",
+    "df_PI = pd.read_csv('data/nPI_spek.txt', comment='#', header=None, names=['X', 'Y'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "856e57b5-d044-4d27-bedd-89d6dcdc700f",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x800 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, axes = plt.subplots(2, 1, figsize=(10, 8), sharex=True)\n",
+    "\n",
+    "# Confidence Interval (CI) Plot\n",
+    "axes[0].scatter(results_df['resp_t'], results_df['nci'], color='red', s=10, label=\"Pastas\")\n",
+    "axes[0].vlines(results_df['resp_t'], ymin=0, ymax=1.4, colors='red', linestyles='dotted', linewidth=0.7)\n",
+    "\n",
+    "axes[0].scatter(df_CI['X'], df_CI['Y'], color='blue', s=10, label=\"vd Spek\") \n",
+    "axes[0].vlines(df_CI['X'], ymin=0, ymax=1.4, colors='blue', linestyles='dotted', linewidth=0.7)\n",
+    "\n",
+    "axes[0].set_ylim(0, 1.4)\n",
+    "axes[0].set_xlabel(\"Response time (d)\")\n",
+    "axes[0].set_ylabel(\"Normalised c.i. (-)\")\n",
+    "axes[0].legend()\n",
+    "\n",
+    "# Prediction Interval (PI) Plot\n",
+    "axes[1].scatter(results_df['resp_t'], results_df['npi'], color='red', s=10, label=\"Pastas\")\n",
+    "axes[1].vlines(results_df['resp_t'], ymin=0, ymax=1.4, colors='red', linestyles='dotted', linewidth=0.7)\n",
+    "\n",
+    "axes[1].scatter(df_PI['X'], df_PI['Y'], color='blue', s=10, label=\"vd Spek\") \n",
+    "axes[1].vlines(df_PI['X'], ymin=0, ymax=1.4, colors='blue', linestyles='dotted', linewidth=0.7)\n",
+    "\n",
+    "axes[1].set_ylim(0, 1.4)\n",
+    "axes[1].set_xlabel(\"Response time (d)\")\n",
+    "axes[1].set_ylabel(\"Normalised p.i. (-)\")\n",
+    "axes[1].legend()\n",
+    "\n",
+    "# Show the plots\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a37f1d56-e951-45ad-849f-aa579797a4c8",
+   "metadata": {},
+   "source": [
+    "Comparing both plots, we can see that the response time is different for both methods, but the values of the normalised prediction and confidence interval are similar height. Getting relatively similar results with the quick use of Pastas in comparinson to an extensive MCMC analysis."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0d50c64b-2c0f-416f-9bec-be89f1226f9c",
+   "metadata": {},
+   "source": [
+    "### Sources used:\n",
+    "\n",
+    "- Van der Spek, J. E., and M. Bakker (2017), The influence of the length of the calibration period and observation frequency on predictive uncertainty in time series modeling of groundwater dynamics, Water Resour. Res., 53, 2294–2311, doi:10.1002/2016WR019704, from:[https://agupubs.onlinelibrary.wiley.com/doi/full/10.1002/2016WR019704](https://agupubs.onlinelibrary.wiley.com/doi/full/10.1002/2016WR019704). \n",
+    "\n",
+    "Data:\n",
+    "- KNMI, Koninklijk Nederlands Meteorologisch Instituut, from [https://dataplatform.knmi.nl](https://dataplatform.knmi.nl)\n",
+    "\n",
+    "- DINOloket, Data en Informatie van de Nederlandse Ondergrond, from [https://www.dinoloket.nl/ondergrondgegevens](https://www.dinoloket.nl/ondergrondgegevens)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python [conda env:base] *",
+   "language": "python",
+   "name": "conda-base-py"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.12.7"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/uncertainty/data/B09B0124_001_full.csv b/uncertainty/data/B09B0124_001_full.csv
new file mode 100644
index 0000000..6ed8e55
--- /dev/null
+++ b/uncertainty/data/B09B0124_001_full.csv
@@ -0,0 +1,521 @@
+"Periode aangevraagd:","01-01-1800","tot:","10-09-2024",,,,,,,,,
+"Gegevens beschikbaar:","14-06-1985","tot:","27-09-2010",,,,,,,,,
+"Datum:","10-09-2024",,,,,,,,,,,
+"Referentie:","NAP",,,,,,,,,,,
+,,,,,,,,,,,,
+"NAP:","Normaal Amsterdams Peil",,,,,,,,,,,
+"MV:","Maaiveld",,,,,,,,,,,
+"MP:","Meetpunt",,,,,,,,,,,
+,,,,,,,,,,,,
+"Locatie","Filternummer","Externe aanduiding","X-coordinaat","Y-coordinaat","Maaiveld (cm t.o.v. NAP)","Datum maaiveld gemeten","Startdatum","Einddatum","Meetpunt (cm t.o.v. NAP)","Meetpunt (cm t.o.v. MV)","Bovenkant filter (cm t.o.v. NAP)","Onderkant filter (cm t.o.v. NAP)"
+"B09B0124","001","09BP7049","114986","569020","108","01-06-1985","01-06-1985","16-05-1990","114","6","-16","-36"
+"B09B0124","001","09BP7049","114986","569020","103","16-05-1990","16-05-1990","15-07-1994","106","3","-16","-36"
+"B09B0124","001","09BP7049","114986","569020","104","15-07-1994","15-07-1994","12-03-2002","105","1","-20","-40"
+"B09B0124","001","09BP7049","114986","569020","104","15-07-1994","12-03-2002","31-10-2010","140","36","-19","-39"
+,,,,,,,,,,,,
+"Locatie","Filternummer","Peildatum","Stand (cm t.o.v. MP)","Stand (cm t.o.v. MV)","Stand (cm t.o.v NAP)","Bijzonderheid","Opmerking","","","","",""
+"B09B0124","001","14-06-1985","73","67","41","","","","","","",""
+"B09B0124","001","28-06-1985","73","67","41","","","","","","",""
+"B09B0124","001","14-07-1985","79","73","35","","","","","","",""
+"B09B0124","001","28-07-1985","62","56","52","","","","","","",""
+"B09B0124","001","14-08-1985","64","58","50","","","","","","",""
+"B09B0124","001","28-08-1985","76","70","38","","","","","","",""
+"B09B0124","001","14-09-1985","79","73","35","","","","","","",""
+"B09B0124","001","28-09-1985","84","78","30","","","","","","",""
+"B09B0124","001","14-10-1985","76","70","38","","","","","","",""
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diff --git a/uncertainty/data/B09D0360_001_full.csv b/uncertainty/data/B09D0360_001_full.csv
new file mode 100644
index 0000000..4315167
--- /dev/null
+++ b/uncertainty/data/B09D0360_001_full.csv
@@ -0,0 +1,4382 @@
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diff --git a/uncertainty/data/B11C0329_001_full.csv b/uncertainty/data/B11C0329_001_full.csv
new file mode 100644
index 0000000..4b28300
--- /dev/null
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diff --git a/uncertainty/data/B12B0001_001_full.csv b/uncertainty/data/B12B0001_001_full.csv
new file mode 100644
index 0000000..eec98d0
--- /dev/null
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diff --git a/uncertainty/data/B12G0075_001_full.csv b/uncertainty/data/B12G0075_001_full.csv
new file mode 100644
index 0000000..a7108bd
--- /dev/null
+++ b/uncertainty/data/B12G0075_001_full.csv
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index 0000000..2da1f0a
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index 0000000..2d056f5
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new file mode 100644
index 0000000..905f07a
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diff --git a/uncertainty/data/B41A0171_001_full.csv b/uncertainty/data/B41A0171_001_full.csv
new file mode 100644
index 0000000..4c4219e
--- /dev/null
+++ b/uncertainty/data/B41A0171_001_full.csv
@@ -0,0 +1,863 @@
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index 0000000..10cf5f6
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new file mode 100644
index 0000000..087bc0f
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diff --git a/uncertainty/data/B58C0698_001_full.csv b/uncertainty/data/B58C0698_001_full.csv
new file mode 100644
index 0000000..8e1393d
--- /dev/null
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diff --git a/uncertainty/data/B62A0133_001_full.csv b/uncertainty/data/B62A0133_001_full.csv
new file mode 100644
index 0000000..a4628d3
--- /dev/null
+++ b/uncertainty/data/B62A0133_001_full.csv
@@ -0,0 +1,1593 @@
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diff --git a/uncertainty/data/B62B0748_001_full.csv b/uncertainty/data/B62B0748_001_full.csv
new file mode 100644
index 0000000..da27eab
--- /dev/null
+++ b/uncertainty/data/B62B0748_001_full.csv
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diff --git a/uncertainty/data/nCI_spek.txt b/uncertainty/data/nCI_spek.txt
new file mode 100644
index 0000000..42a5f70
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diff --git a/uncertainty/data/nPI_spek.txt b/uncertainty/data/nPI_spek.txt
new file mode 100644
index 0000000..92f5f84
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