{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Randomized Maximum Likelihood Solver\n", "\n", "This notebook demonstrates the use of the Randomized Maximum Likelihood Solver (RML) implemented in the Pastas-Plugins package. It compares three groundwater model calibration approaches:\n", "\n", "- Least Squares (LS)\n", "\n", "- RML with finite-difference (2-point) Jacobian\n", "\n", "- RML with empirical Jacobian\n", "\n", "The workflow includes generating synthetic observations, defining the Pastas model structure, running calibrations, generating parameter ensembles, and comparing confidence intervals and simulations.\n", "\n", "## Setup\n", "\n", "### Packages\n", "\n", "The notebook imports numerical and hydrological modeling packages:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/vonkm/repos/pastas-plugins/.venv/lib/python3.13/site-packages/pyemu/__init__.py:37: UserWarning: Failed to import legacy module. May impact ability to access older methods.ModuleNotFoundError No module named 'flopy'\n", "/home/vonkm/repos/pastas-plugins/.venv/lib/python3.13/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n" ] } ], "source": [ "import warnings\n", "from typing import Literal\n", "\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import pastas as ps\n", "\n", "from pastas_plugins.pest.solver import RandomizedMaximumLikelihoodSolver\n", "\n", "ps.set_log_level(\"DEBUG\")\n", "warnings.filterwarnings(\"ignore\", category=DeprecationWarning)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Data\n", "\n", "The notebook loads the Wagna dataset and extracts evaporation and precipitation. These serve as input stresses for the RechargeModel." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "df = ps.load_dataset(\"collenteur_2021\")[\"wagna\"]\n", "evap = df[\"evaporation [mm/d]\"].rename(\"evaporation\").dropna()\n", "prec = df[\"precipitation [mm/d]\"].rename(\"precipitation\").loc[evap.index]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Helper functions\n", "\n", "Some helper functions to quickly setup models and synthetic series" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "def get_model(obs: pd.Series) -> ps.Model:\n", " \"\"\"Creates a standard Pastas model template.\n", "\n", " Adds a RechargeModel with a Gamma response function.\n", "\n", " Parameters\n", " ----------\n", " obs : pd.Series\n", " Observations series for the model.\n", "\n", " Returns\n", " -------\n", " ps.Model\n", " The model with RechargeModel and noise model configured.\n", " \"\"\"\n", " ml = ps.Model(obs, name=\"synthetic_model\")\n", " sms = []\n", " rm = ps.RechargeModel(\n", " prec=prec,\n", " evap=evap,\n", " rfunc=ps.Gamma(),\n", " name=\"rch\",\n", " )\n", " sms.append(rm)\n", " ml.add_stressmodel(sms)\n", " ml.initialize()\n", " ml.set_parameter(\n", " \"constant_d\",\n", " pmin=obs.mean() - 4 * obs.std(),\n", " pmax=obs.mean() + 4 * obs.std(),\n", " )\n", " ml.set_parameter(name=\"rch_a\", initial=100.0)\n", "\n", " return ml\n", "\n", "\n", "def create_synthetic_series(\n", " noise_std: float = 0.0, freq: Literal[\"D\", \"14D\"] = \"D\"\n", ") -> pd.Series:\n", " \"\"\"Generates a synthetic groundwater head time series.\n", "\n", " Builds a model with known parameters, simulates the head time series,\n", " adds Gaussian noise, and resamples to the chosen frequency.\n", "\n", " Parameters\n", " ----------\n", " noise_std : float, optional\n", " Standard deviation of Gaussian noise to add to observations, by default 0.0\n", " freq : Literal[\"D\", \"14D\"], optional\n", " Resampling frequency (\"D\" for daily, \"14D\" for 14-day), by default \"D\"\n", "\n", " Returns\n", " -------\n", " pd.Series\n", " Synthetic groundwater head observations with realistic but controlled values.\n", " \"\"\"\n", " date_range = pd.date_range(tmin, tmax, freq=\"D\")\n", " obs = pd.Series(0.0, index=date_range, name=\"head_obs\")\n", " ml = get_model(obs)\n", " ml.set_parameter(\"rch_A\", initial=rch_A, move_bounds=True)\n", " ml.set_parameter(\"rch_n\", initial=rch_n, move_bounds=True)\n", " ml.set_parameter(\"rch_a\", initial=rch_a, move_bounds=True)\n", " ml.set_parameter(\"rch_f\", initial=rch_f, move_bounds=True)\n", " ml.set_parameter(\"constant_d\", initial=constant_d, move_bounds=True)\n", " sim = ml.simulate(tmin=tmin, tmax=tmax)\n", " if noise_std > 0.0:\n", " noise = np.random.default_rng(seed=42).normal(0, noise_std, len(sim))\n", " sim += noise\n", " sim = ps.timeseries_utils.pandas_equidistant_sample(sim, freq=freq)\n", "\n", " return sim" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Constants\n", "\n", "A number of synthetic constants (e.g., rch_A, rch_n, etc.) define the \"true\" parameters used later in the synthetic model generation." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "constant_d = 5.0\n", "rch_A = 0.5\n", "rch_n = 1.1\n", "rch_a = 250.0\n", "rch_f = -0.8\n", "tmin = pd.Timestamp(\"1980-01-01\")\n", "tmax = pd.Timestamp(\"2019-12-31\")\n", "\n", "noise_std = 0.025" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Create a synthetic head series" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/vonkm/repos/pastas-plugins/.venv/lib/python3.13/site-packages/pastas/model.py:1126: RuntimeWarning: divide by zero encountered in scalar divide\n", "/home/vonkm/repos/pastas-plugins/.venv/lib/python3.13/site-packages/pastas/model.py:1127: RuntimeWarning: invalid value encountered in scalar multiply\n", "/home/vonkm/repos/pastas-plugins/.venv/lib/python3.13/site-packages/pastas/model.py:1128: RuntimeWarning: invalid value encountered in scalar multiply\n", "Model is not optimized yet, initial parameters are used.\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "head = create_synthetic_series(noise_std=noise_std, freq=\"14D\")\n", "head = head.loc[pd.Timestamp(\"1990-01-01\") : tmax]\n", "head.plot(marker=\".\", color=\"k\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Models\n", "\n", "### Least Squares\n", "\n", "A Pastas model (ml_ls) is calibrated with standard least-squares optimization to show as a baseline model to compare the RML uncertainty estimates." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "DEBUG:pastas.model:[Errno -25] Unknown error -25\n", "DEBUG:pastas.model:Adding LeastSquares as default solver.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Fit report synthetic_model Fit Statistics\n", "==================================================\n", "nfev 13 EVP 97.94\n", "nobs 783 R2 0.98\n", "noise False RMSE 0.03\n", "tmin 1990-01-02 00:00:00 AICc -5762.22\n", "tmax 2019-12-24 00:00:00 BIC -5738.98\n", "freq D Obj 0.25\n", "freq_obs None ___ \n", "warmup 3650 days 00:00:00 Interp. No\n", "solver LeastSquares weights Yes\n", "\n", "Parameters (5 optimized)\n", "==================================================\n", " optimal initial vary\n", "rch_A 0.499871 0.146585 True\n", "rch_n 1.098130 1.000000 True\n", "rch_a 250.819081 100.000000 True\n", "rch_f -0.807632 -1.000000 True\n", "constant_d 5.008214 5.505771 True\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ml_ls = get_model(head)\n", "ml_ls.solve()\n", "axd = ml_ls.plots.results_mosaic(stderr=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### RML with finite difference jacobian\n", "\n", "In this section we build a model using the Randomized Maximum Likelihood (RML) approach. We apply parameter bounds to constant_d and instantiate the RandomizedMaximumLikelihoodSolver with:\n", "- 250 realizations, forming the RML parameter ensemble\n", "- A three-point finite-difference Jacobian\n", " - This means each realization performs its own independent optimization starting from its individually drawn initial parameter set.\n", " - Each realization computes its own finite-difference Jacobian, just like the standard Pastas least-squares solver.\n", "\n", "\n", "During `solver.initialize()`, several important steps occur:\n", "- The standard deviation of the observation noise is set via `standard_deviation=noise_std`. This creates a unique synthetic observation series for each ensemble member, representing uncertainty in the measurement data.\n", "- The arguments `method=\"norm\"` and `par_sigma_range=4.0` define how the initial parameter values for each realization are sampled:\n", " - `method=\"norm\"` → initial parameters are drawn from a normal distribution\n", " - `par_sigma_range=4.0` → the parameter bounds (pmin, pmax) are interpreted as ±4 standard deviations of this distribution\n", "\n", "Together, these settings define the prior parameter ensemble, from which each realization begins its optimization before contributing to the final RML posterior ensemble." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "DEBUG:pastas.model:[Errno -25] Unknown error -25\n" ] } ], "source": [ "# test finite difference jacobian\n", "ml_rml = get_model(head)\n", "solver = RandomizedMaximumLikelihoodSolver(\n", " num_reals=250,\n", " jacobian_method=\"2-point\", # other option is 3-point which is slower but more accurate for the jacobian\n", " # num_workers= # if you want to do stuff in parallel, by default yes. if not set num_workers to 1.\n", " beta=0.0, # weighting factor between prior and observation residuals\n", " minimize_method=\"SLSQP\", # other options are \"trust-constr\", \"L-BFGS-B\" and \"TNC\"\n", " noptmax=1000,\n", ")\n", "ml_rml.add_solver(solver)\n", "ml_rml.solver.initialize(\n", " standard_deviation=noise_std,\n", " method=\"norm\",\n", " par_sigma_range=4.0,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's have a look at the prior parameter ensemble." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "axes = ml_rml.solver.parameter_ensemble_prior.hist(bins=10)\n", "for ax in axes.ravel():\n", " title = ax.get_title()\n", " if title != \"\":\n", " ax.axvline(ml_rml.parameters.at[title, \"initial\"], color=\"k\", label=\"initial\")\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The observation_noise is stored under the `solver.observation_noise`:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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1990-01-020.0061340.0139550.0138810.0045240.0486320.0292830.0710840.0314240.035165-0.034352...0.0133750.054584-0.004218-0.0457780.0594800.0349200.000397-0.004454-0.0284810.0
1990-01-16-0.014197-0.0082290.019937-0.012047-0.0065290.0400860.0151380.0130510.0087460.020920...-0.000361-0.0316850.0221450.0146140.010912-0.025800-0.0305440.032909-0.0397620.0
1990-01-300.019058-0.010101-0.0106820.012991-0.0175530.002911-0.0006920.010395-0.0294780.031204...-0.001924-0.030718-0.0031690.048684-0.035050-0.0379880.002104-0.024062-0.0192320.0
1990-02-130.004715-0.0207350.0342270.020423-0.0297380.0013570.017137-0.021774-0.0068730.013100...-0.0220940.024990-0.0147450.0081260.0194640.025633-0.0160640.0144470.0248040.0
1990-02-270.0366800.001687-0.004078-0.0231110.011612-0.0075550.001709-0.0313650.0257580.006708...0.038635-0.0296540.017224-0.0179760.0297860.024733-0.0150480.0172230.0095370.0
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5 rows × 250 columns

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" ], "text/plain": [ " 0 1 2 3 4 5 \\\n", "1990-01-02 0.006134 0.013955 0.013881 0.004524 0.048632 0.029283 \n", "1990-01-16 -0.014197 -0.008229 0.019937 -0.012047 -0.006529 0.040086 \n", "1990-01-30 0.019058 -0.010101 -0.010682 0.012991 -0.017553 0.002911 \n", "1990-02-13 0.004715 -0.020735 0.034227 0.020423 -0.029738 0.001357 \n", "1990-02-27 0.036680 0.001687 -0.004078 -0.023111 0.011612 -0.007555 \n", "\n", " 6 7 8 9 ... 240 241 \\\n", "1990-01-02 0.071084 0.031424 0.035165 -0.034352 ... 0.013375 0.054584 \n", "1990-01-16 0.015138 0.013051 0.008746 0.020920 ... -0.000361 -0.031685 \n", "1990-01-30 -0.000692 0.010395 -0.029478 0.031204 ... -0.001924 -0.030718 \n", "1990-02-13 0.017137 -0.021774 -0.006873 0.013100 ... -0.022094 0.024990 \n", "1990-02-27 0.001709 -0.031365 0.025758 0.006708 ... 0.038635 -0.029654 \n", "\n", " 242 243 244 245 246 247 \\\n", "1990-01-02 -0.004218 -0.045778 0.059480 0.034920 0.000397 -0.004454 \n", "1990-01-16 0.022145 0.014614 0.010912 -0.025800 -0.030544 0.032909 \n", "1990-01-30 -0.003169 0.048684 -0.035050 -0.037988 0.002104 -0.024062 \n", "1990-02-13 -0.014745 0.008126 0.019464 0.025633 -0.016064 0.014447 \n", "1990-02-27 0.017224 -0.017976 0.029786 0.024733 -0.015048 0.017223 \n", "\n", " 248 base \n", "1990-01-02 -0.028481 0.0 \n", "1990-01-16 -0.039762 0.0 \n", "1990-01-30 -0.019232 0.0 \n", "1990-02-13 0.024804 0.0 \n", "1990-02-27 0.009537 0.0 \n", "\n", "[5 rows x 250 columns]" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "solver.observation_noise.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Together with the `ml.observations()` the observation_noise forms the `solver.observation_ensemble` on which each ensemble is fitted." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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7776LmTNnAmjKXFVSUoLt27dj//79WLt2LZKTk5GRkYHBgwcjNzcXEydORGlpKQ4cOIAtW7bgueeew5///OegbczNzcW//vUvPPPMM7j11luRmJiofTdo0CB8/PHH2Lx5M3bs2IFp06bh8OHDut9nZmbi66+/RllZGY4ePSrcaX344YfxySefYOHChdi9ezfeeOMN/O53v8Mjjzxiuy+XLl2Kt99+Gzt37sTu3bvx7rvvwu12U0FDAaGMO4DGXrg0NDSgurpa99/Ro0dt/37+/Pn44x//iL179+K7777Dn/70J03BzM3NRc+ePXHTTTfhiy++wIEDB/Dpp5/ioYceikp6/FdeeQUffPABdu7ciRkzZuDEiRO45557hMc++uij2Lx5Mx588EH8+9//xp49e/DHP/5RqhjJSEtLwy233IL58+cDaHrG5eXlWL9+Pfbt24eXX34ZH3zwQUjn7Ny5MyZNmoQ5c+bgb3/7G7777jvk5eXB6XRqynyk4zRcSNEhCIIg2jWDBg3CP//5T/Tv3x+33347BgwYgPvuuw/XXnst/vGPf+gsEQ8//DD++c9/4pJLLsHTTz+NpUuXIjs7GwDQrVs3/OEPf8BVV12Fiy++GH/961/xv//7v5p/+apVqzBx4kQ8/PDDGDJkCG6++WbdDqcVAwcOxOWXX47//Oc/yM3N1X331FNP4dJLL0V2djZ++tOfwu124+abb9Yd88gjj8DlcuGiiy5Cr169hAUBL730UrzzzjtYv349hg8fjvnz52PBggWYPHmy7b7s3LkzFi1ahMsuuwyjR49GWVkZ/vKXv+jiE1oCl8vV4vWBHA5HSNaHUMYdQGMvXDZs2IDU1FTdf1dffbXt3yckJODxxx/HxRdfjB//+MdwuVxYv349AKBDhw74/PPPkZ6ejpycHAwdOhR5eXmor6+PioXn+eefx/PPP4+RI0fi73//Oz788EP07NlTeOzFF1+Mzz77DLt378Y111yDSy65BPPnz0efPn1Cvu6sWbPw5z//GVu2bMGvf/1rzJo1Cw8++CBGjRqFzZs3Y968eSGfc+nSpRgzZgx+9atf4ec//zmuuuoqDB06FElJSdoxkYzTcHGooUTKEQRBEARBxACNjY1BXaaiicvlQkJCQotdjyDaMmfPnkXfvn3x4osvIi8vr9XaQTE6BEEQBEG0OUjpIIjY4dtvv8XOnTtx+eWX49SpU1iwYAEAmLLttTSk6BAEQRAEQRAEERFLlizBrl27kJCQgB/96Ef44osvpK54LQW5rhEEQRAEQRAE0e6gZAQEQRAEQRAEQbQ7SNEhCIIgCIIgCKLdQYoOQRAEQRAEQRDtDlJ0CIIgCIIgCIJod5CiQxAEQRAEQRBEu4MUHYIgCIIgCIIg2h2k6BAEQRAEQRAE0e4gRYcgCIIgCIIgiHYHKToEQRAEQRAEQbQ74lq7AXZQFAWHDh1C586d4XA4Wrs5BEEQBEEQBEG0Eqqq4syZM+jTpw+cTrndpk0oOocOHUJaWlprN4MgCIIgCIIgiBihoqICHo9H+n2bUHQ6d+4MoOlmunTp0sqtiQyfz4dNmzZh3LhxiI+Pb+3mEAbo+cQu9GxiG3o+sQs9m9iFnk1sQ88ndjl9+jTS0tI0HUFGm1B0mLtaly5d2oWi06FDB3Tp0oVemhiEnk/sQs8mtqHnE7vQs4ld6NnENvR8Yp9gIS2UjIAgCIIgCIIgiHYHKToEQRAEQRAEQbQ7SNEhCIIgCIIgCKLdQYoOQRAEQRAEQRDtDlJ0CIIgCIIgCIJod5CiQxAEQRAEQRBEu4MUHYIgCIIgCIIg2h2k6BAEQRAEQRAE0e4gRYcgCIIgCIIgiHYHKToEQRAEQRAEQbQ7SNEhCIIgCIIgCKLdQYoOQRAEQRAEQRDtDlJ0CIIgCIIgCIJod5CiQxAEQRAEQRBEu4MUHYIgCIIgCCKmUFUVZ86cae1mEG0cUnQIgiAIgiCImKK2thYHDx5EY2NjazeFaMOQokMQBEEQBEHEFIqi6P5PEOFAig5BEARBEAQRU6iqCoAUHSIySNEhCIIgCIIgYhKm8BBEOJCiQxAEQRAEQcQUTMEhRYeIBFJ0CIIgCIIgiJiCFB0iGpCiQxAEQRAEQcQUFKNDRANSdAiCIAiCIIiYgiw6RDQgRYcgCIIgCIKIKUjRIaIBKToEQRAEQRBETEGua0Q0IEWHIAiCIAiCiCnIokNEA1J0CIIgCIIgiJgimKJDlh7CDqToEARBEARBEDGFlaJz9uxZ7Ny5E4FAoKWbRbQxSNEhCIIgCIIgYgqrGJ26ujooikKKDhEUUnQIgiAIgiCImERk0fH5fADIfY0IDik6BEEQBEEQRExh5brW2NgIAGTRIYJCig5BEARBEAQRU1RWVmLLli2orKw0fccUHbLoEMGIa+0GEARBEARBEASjpKQE9913HxRFgdPpxGuvvYabbroJvXr1gsPhINc1wjZk0SEIgiAIgiBiAq/Xqyk5QJMyM336dPznP/9BY2MjAoGA9h25rhHBIIsOQRAEQRAEERPs2bPHZKkJBAKoqKhAIBDQxeyQRYcIBll0CIIgCIIgiJhg0KBBcDr14qnL5UJaWhoCgYDmtgaQokMEhxQdgiAIgiAIIibweDxYsWIFXC4XAMDpdOKFF16A2+1GIBCA3+/XjiVFhwhGyIpOZWUl7rrrLlxwwQVITk7GiBEj8M9//tPyN59++ikuvfRSJCYmYuDAgVi9enW47SUIgiAIgiDaMXl5efjiiy+wcuVKfPrpp7j99tsBQBefw/4mCCtCitE5ceIErrrqKlx77bX46KOP0KtXL+zZswfdu3eX/ubAgQP45S9/ifvvvx/r1q3DJ598gnvvvRepqanIzs6O+AYIgiAIgiCI9oXb7Ubnzp2RmJioWXGMig1ZdIhghKTovPDCC0hLS8OqVau0z/r162f5m9deew39+vXDiy++CAAYOnQo/v73v2PZsmWk6BAEQRAEQRAmWNIBRVG0uByjokMWHSIYISk6H374IbKzs3Hbbbfhs88+Q9++ffHAAw9g6tSp0t/84x//wM9//nPdZ9nZ2cjPz5f+pqGhAQ0NDdrfp0+fBgD4fD5dEFpbhLW/rd9He4WeT+xCzya2oecTu9CziV3o2cjx+/1QFAV+vx+qqkJRFFOh0OaWC+n5xC52n4lD5fP0BSEpKQkAMHv2bNx222345ptvMHPmTLz22muYNGmS8DeDBw/GlClT8Pjjj2uf/eUvf8Evf/lL1NbWIjk52fSbwsJCFBUVmT5/66230KFDB7vNJQiCIAiCINoZR48eRVVVFVJTU9GzZ8/Wbg7RCtTW1mLChAk4deoUunTpIj0uJIuOoii47LLL8OyzzwIALrnkEmzfvt1S0QmHxx9/HLNnz9b+Pn36NNLS0jBu3DjLm2kL+Hw+fPzxxxg7dizi4+NbuzmEAXo+sQs9m9iGnk/sQs8mdqFnI2ffvn2aBYeRnJyMd955B/Pnz4eiKHA6nVi+fDmmTJnSLG2g5xO7MG+vYISk6KSmpuKiiy7SfTZ06FC8//770t+43W4cPnxY99nhw4fRpUsXoTUHABITE5GYmGj6PD4+vt0MtPZ0L+0Rej6xCz2b2IaeT+xCzyZ2oWdjxul0murpVFVVaUoO0LQB/8ADD+AXv/gFPB5Ps7WFnk/sYfd5hJRe+qqrrsKuXbt0n+3evRsZGRnS34wZMwaffPKJ7rOPP/4YY8aMCeXSBEEQBEEQxHmCKLLiwIEDpkxrgUAAe/fubalmEW2MkBSdWbNm4auvvsKzzz6LvXv34q233sKKFSswY8YM7ZjHH38cEydO1P6+//77sX//fsydOxc7d+7Eq6++infeeQezZs2K3l0QBEEQBEEQ7QaRouPxeExWHpfLhYEDB7ZUs4g2RkiKzujRo/HBBx/g7bffxvDhw7Fw4UIUFxcjNzdXO6aqqgrl5eXa3/369cOf//xnfPzxxxg5ciRefPFFvP7665RamiAIgiAIghAiUnRSUlJQUFCgKTssRqc53daItk1IMToA8Ktf/Qq/+tWvpN+vXr3a9NlPf/pTfPvtt6FeiiAIgiAIgjgPkSUFzsnJQVZWFioqKpCWloYf//jHLdwyoi0RsqJDEARBEARBEK2F2+2G2+0GAFPMDkHwhOS6RhAEQRAEQRDNjd0yj4FAoJlbQrRlSNEhCIIgCIIgYgq7ig5ZdAgryHWNIAiCIAiCiBmMSk51dTXKy8uRnp4OANq/3W43KTqEJaToEARBEARBEDFJaWkpioqKoCgKHA4HgCZFyOl0oqCgAA8++GArt5CIZch1jSAIgiAIgogZmEWnurpaU3LY5+w7RVFQVFQEr9fbau0kYh9SdAiCIAiCIIiYgSkz5eXllq5piqJg7969LdUsog1Cig5BEARBEDFFQ0MDvv/+e9TV1bV2U4hWgCk66enpWnFQEU6nExkZGS3VLKINQooOQRAEQRAxg6qqqKiogKIoqK+vb+3mEK0AU3TcbjcKCgo0ZcfhcGhxOixGJyUlpdXaScQ+lIyAIAiCIIiYIRAIaAoOZdQ6P+GzruXk5CArKwsVFRVIS0sDAO3fbrcbjY2NOHz4MHr37q0pQQTBIEWHIAiCIIiYgVduqBjk+YkxvbTb7Ybb7db9zaitrUVtbS169OiB+Pj4Fmsj0TYg1zWCIAiCIGIGXsgli875id1ioTw+n68ZWkK0dUjRIQiCIAgiZuCFXLLonJ/wY6C6uhpbtmxBdXW15W9I0SFEkKJDEARBEETMQK5rBKO0tBTZ2dnIy8tDdnY2SktLpceSokOIIEWHIAiCIIiYQWTRaWxsDMudiWibqKpqKhbKCoTKLDuk6BAiSNEhCIIgCCJmMFp0/H4/du/ejdra2lZsFdGSKIoiLBaqKAoqKiqEvyFFhxBBig5BEARBEDGD0aLDBFgSZM8fFEURFgt1Op1aimkjjY2NLdE0oo1Big5BEARBEDGDMesac1+jeJ3zB0VRhMVCJ06cKP0NKcKECFJ0Whi/39/aTSAIgiCImMXousYUHFo/zx/YGMjJycHGjRsxefJkOBwOrF69WpqUIBAIUDpywgQpOi2IoijYt29fazeDIAiCIGIWY9IBpuDwFp1AIIA9e/aQu1I7xaiwrFmzRpeUoLCwUJiUgKw6hBFSdFqQs2fP0m4DQRAEQVhgVHSYMsMrOo2NjWhoaEBDQ0OLto1oGXhZSZSUQFVVrFu3zvQ7UnQII6TotCCnT59u7SYQBEEQRExjFGqZ8Mq7rjFliOJ22idsDFRXV+P48eNwOBymY9asWWOy6pCFjzAS19oNOJ84c+aM9u9AIID4+PhWbA1BEARBxB52LDpMECZFp30SCARQWlqqq6NjhKWadrvd2mek6BBGyKLTgvATcn19fSu2hCAIgiBiE5miQxad84fKykpLJQcQp5omRYcwQopOC8JP3uRXTBAEQRBmvF4vtmzZorkliaw3fGA60f7Yt2+f8NmyVNNOpxMFBQU6aw5Aig5hhlzXWgjjDhUFzBEEQRCEnpKSEtx3331QFAUOhwOzZs3ClClTADSto6qqwuFwkOtaO4cVC+WVHafTibVr16K+vl6z5GzZsgXp6emawkOKDmGELDothFHRoV0ogiAIgjiH1+vVlBygad1cunQpVq1apR3DFBtyXWvfpKSk6IqFMgvOiBEjMHr0aGzevBnZ2dnIy8vT1dVRFIXqLRE6yKLTQojqArAdK1E2EYIgCII4n9izZ49wE7C4uBg33HAD3G43/H4/4uLiyKLTzgkEAsjJyUFWVhYqKiqQlpamWW2qq6t18TuKoqCoqAhZWVlwu92oq6tD586dW7P5RAxBFp0WQqTofP/99zhy5EgrtYggCIIgYodBgwYJN/5Ydi3AbNGh3fv2CVNi3G43Ro8erYvFEdXV4cdIXV1dyzWUiHlI0WkhjC8lS0ZQU1PTGs0hWgFVVXHkyBHagSQIghDg8XjwwgsvmD7ns2sxxYYsOtGlsrJSk0dOnz7d6nHExs1hHha/w+NwOJCUlASAFB1CDyk6LYTxpWV/x8WR92C4+Hy+Vp+MQ8Hn8+HIkSO6ekoEQRBEE6qq4p577sHcuXN1sRn5+fkoLy9HdXW1FmxOWdeiy8mTJzVFp7y8HLt27bJUNpoTVVUtn6vb7cbTTz+tU3ZUVcVdd92F0tJSUnQIHSRltxCyCYMUnfDZtWsXAGD48OEh/e706dOIj49HcnJyczRLh6Io+P7775GRkQGXywWAMu4RBEGICAQCqKqqwt13342xY8eioqIC27dvR3FxMRRFgdPpxKJFi/Dwww9ra6qiKFomNiI8WB+y/zNOnjyJ7t27t3h77ChYEyZMwMCBAzF+/HjdWGCxOoMHDzZZfYjzExoFLYRsd4JexJanvLwc+/bta5FrsefOu6yRokMQBGGGj7dxu91IS0vTlBygaT599NFH4fV6dWsqWXUig/V7IBDQKRmtFf9k53m6XC7U1tYKM9pWVFTQmCA0SMpuIWQ7FK1lGm5PxLKPNptsGxsbtUWD8vwTBEGYMQrWoqDzQCCAvXv36tbOWF4DYhmm2LD+CwQCMaFA2lV0vvvuO9PnLJ6LFB2CQYpOCyFTaOhltMfhw4fh9Xp1nzFXBZbYIRbhaz2wxYQUHYIgCDNGhUUUdO50OjFgwADd2kmKTnjs2LEDFRUVmoLJyl4wWmsj1s7zPHz4MF588UXT5/n5+XC73SRbERqk6LQQZNGJjPr6etTX1+s+i4+PB9A2FB3g3G4lua4RBEGYMVp03G63sGikUZA1rg2EfU6fPi216LSWfKIoCqqrq7FlyxZUV1cLjykrKxMqMyxml2QrgkGR8C2EbHeBXkZ7KIoi7cNwFR0W3Nqc8G2ura0FAM1VgCUnIAiCIMQ7+aKikY2Njbq59dSpU60SNN9e4FN28zJJa1lFVq1ahZkzZ2prdEFBAXJycnTHDBo0CE6nU9dGPsU0WXQIBll0WghyXYsM404TcK5Pw1V0WiLQkn/uTNEByKpDEARhRDYnG4tGGteDmpoamlMjgCmYxg3F1tiI9Xq9mpLD2lRUVITq6mpdZr309HQ8++yz0hTTJFsRDFJ0WghSdCLDuNME6ONfwiHYwuj1eiOueSN7vrQoEwRB6LE7lxuzgwHAnj17aF4NE6Zg8okJ2N8tzZ49e0zrJsuk1qlTJ+2zuLg43HnnnVi7dq1OAWKKUUVFRYu1mYhtSNFpIShGJzJErmuRKjrBLDqnT5/WCqiFi+z5tlbaToIgiFjFrqIisvArikKFIsOEX0P5ZxCNjVhFUbBv3z7bnhfMJY2HZVLr2LGj7jOHw4G6ujphiumWKiFBxD6k6LQQXq8XW7ZsweHDh3Wfk0XHHsyiw09ozWnRYQtppDuEMkWHsgSZqa6uxg8//NDazSAIopWwuwEksugAZCkPBb7/+H6LtqLj8/lQV1dnW9HxeDxYtGiRKQFFWloaEhMTAQDJyclISEiAw+GQZubLzMyMuO1E+4CSEbQAJSUluO+++6AoChwOB379619jxowZSE1NJYuODVjFZvZvZqbmqyGHg9WievToUQCRL5yytpFF5xysL2pqahAXF4devXq1cosIgmgNQnFdE82tlLrfPrLCoPy/oyGfhLNO33777Rg5ciQqKiqQkZGB3r17Iz4+Hp06dcKAAQOQlJQEh8MBh8OhZeYrKirSJS9ITU2NuO1E+4AUnWbG6/VqSg7Q9NL/8Y9/xP/+7/+ioKAAt99+eyu3MPYRWXH4fzNrD++na+dcVosqWzAjVUjIohOcQ4cOweFwSHdpCYJo/xjjQ4AmK295eTnS09O1RAQAWXSigWwtjLZFh10nlLnd7/fD7XbD7XYjLi4Ofr9fs+AkJydrx7E1X5SZj7xlCAa5rjUzosA64FzAXFVVVSu0qm0hqtQs8sm1Q7DUmex7o6LT0NAQlnIiaxcpOufw+/1obGzUFVUlCOL8wripVFpaiuzsbOTl5SE7OxulpaXad7J5IpZrqsUasrWQV3SisfHEZ0+zCz8WmFtaXJx5X553WTNm5iNFh2CQotPMDBo0SGppUBQFBw8ebOEWtT3sKDp2BeRgFh32PZvs2S7jnj174PV6Q2u4oJ0M2nk8h6IoWkVuO8+xqqoKJ06caIGWEQTRUvBFP6urqzVXJKBpjigsLMSGDRtQXV0Nn88nLChJ82rk8EpGtJIRhHou0TrACoTzGGUrfkyQokMwSNFpZjweDx5++GHhdyyTCGFNc1l0RJOp6Pxs8Qxnt5Bc14KjqqouvWmwZxmNbHgEQcQWfMa08vJyYZbNOXPmIDs7W/u/0dpjVVia0CPrp2jX0QknRodfH9naILLo8IqO0QL41ltvhdtkop1Bik4LMHPmTFNWEADIz89HSkpK1K/n9/uxe/fudhOYKZp4jZNmIBDA4cOHceTIkbDOa/UZW4BdLpftc1udD6BkBDzGGknBlMBoZMMjCCK24BUdUSYthqIo+OMf/ygsKAlQQoJoEk1Fx+65jNlVe/TogW7duqFz586mY5miI7IAPvbYY2F5YRDtD1J0WgCPx4Pnn39em7gdDgfuvfdeDBs2DNXV1VEPwK6trUVjYyNOnjwZ1fO2Frzga+W6VlNTg9raWstz2Y3R4WEuFUZF59ixY0EXVatCsRR430Q4boik6BBE+4JXdFgmLZmyY4QVlGT/JoLDz7u8yxf/79aI0THO/3FxcfB4PMKxwBQdkQUwEAhg79694TSZaGdQ1rUWYvz48bjkkktw8OBBfPHFF1i5ciVef/11OJ1OvPbaa5g6dWrUrsUmhPYy4dt1XWPpu60IpujYteioqoqqqiqcPHkSAwYMsHU9I4FAQGiOP98w9pEda5ff77edaY8giNiGxenxsExaW7duxdy5cy3XM94NvL2se80Nm3dLS0s1awhfuoGlaZ4/f35UrhOuomM1xzNZh1kA+Ws4nU4MHDgw1OYS7ZCQLDqFhYVa7nL234UXXmj5m+LiYgwZMgTJyclIS0vDrFmzdEGH5wuqqsLtdiM9PR1r1qzR7XJMnz49qibWWFJ0RAtYOOcw/ltVVd3OE8vYFeyegyk6ImsCU3T4HSW75vjKykrhTpnsWucj4Vh07MTyEATRNmDvsnGOdLvdyM7O1ll3nE4nfv3rX5sKSlK2rdBgayjv8sW7jTGXQGYpCxfZ5qSMQCCgGwdWig77zmgBdDgcmDNnDjweT0RtJ9oHIW8nDxs2DH/961/PncBiR/qtt97CY489hpUrVyIrKwu7d+/G5MmT4XA4sHTp0vBa3EZhL/vBgweFgt3evXuj9lJGWkgzmpw4cQLHjh3D4MGDwz6HKEZn1apVePDBB7UCYUuWLEF2dnZIig6b1PmJ1MqdTRRHYuVaYSwUy87BFubZs2drlZ7PZ+xadIyumD6fL6y4KYIgYgtVVXWWBTZH5uTkoLq6Gh6PB2vXrsWhQ4egqipGjRqF3/72t7q6KYxYWPfaAqqqCl2+eBRFwZ49eyJKmhSqPLJq1So89NBD2jhYtmwZHnroIeGx/Nqdk5ODU6dOYdmyZVBVFYsXL8agQYOQl5cHRVHQ2NiIpKSksO+DaLuErOjExcXpJhUrNm/ejKuuugoTJkwAAGRmZuLOO+/E119/Hepl2zzsZc/IyIDD4dAJdy6XK6om1lhSdPx+f9QtOl6vV1Ny2Gdz5szBiBEjgiqLIpc3XlgONukb/y3bbRIViuV/W1RUhKuuugpXXnklOnbsaNnm9owx8BSQW3SMNad8Ph8tXATRDqioqDAFkxcVFeHUqVMoLi6Wbhbl5OSYzhUL615bQFVVocsXj9PptHTNtkMoMTper1dTcthvZs+ejZycHOHazm80VldXo7i4WCf/TJs2DdnZ2ejYsSOqqqpw0UUXRXQvRNskZEVnz5496NOnD5KSkjBmzBg899xzSE9PFx6blZWFtWvXYsuWLbj88suxf/9+/OUvf8Hdd99teY2GhgZdKt/Tp08DaBJs2moQss/ng6Io6NWrFx544AEsX75c27F46aWXkJKSErV7Y9eKhf7y+Xzw+/0RtaOhoUGb+BobG7Fjxw5h4OHBgweD9mNZWRm++uorZGRkICUlBQ0NDbr8/Cy5gGhS5u+jsbFRSyggup6ojTyKoqCsrAwpKSkYMGDAeRurI3JBa2xsFPapccGsr68nRSeGYM+steecUGlsbERCQkJrN6NZifVns3PnTtM8oCiKtjsPiDeLxowZY8pcKps/YpXWejY+nw+9e/fGvHnzsHDhQqEyOW/ePPTu3TuitoUij8jW9p07dwoz1MbHx2vHl5WVSX87fPhwrTB1qHGdsf7unM/YfSYONYS0Gh999BFqamowZMgQVFVVoaioCJWVldi+fbsw9R8AvPzyy3jkkUe0Whn3338/li9fbnmdwsJCFBUVmT5/66230KFDB7vNjWmOHj2KqqoqpKamomfPnq3dnDbF0aNHMXXqVN3C53Q6sWLFCsu+/Pjjj/Hqq69q7moPPPAAxo4d22Jt5LHTXoIgiPMB0Xxp9HwQsXDhQowYMaK5m9fu4eURAK0mm4S7tkf6W6JtUltbiwkTJuDUqVPo0qWL9LiQFB0jJ0+eREZGBpYuXYq8vDzT959++inuuOMOPP3007jiiiuwd+9ezJw5E1OnTsW8efOk5xVZdNLS0nD06FHLm4ll9uzZo1V/P3jwIDIyMjSza0ZGRlQVuNOnT6OyshIJCQkRm50j5fDhwzh+/DiGDBliO1WokUOHDuHUqVMAmnLqp6SkYPny5Zg1a5a2CzVr1ixMmjQJAHDhhReadm28Xi8GDhxoysqyfft2zXwfFxeHqqoqfPvtt7rnw0hOTkZmZiaOHDkCh8OBo0ePomvXrujTpw9Onz6NDh066Cwzq1atwvTp06U7Zcztgt3T+Yjf78eePXt0n3Xo0AEZGRm6z1RVxffff697d7p3727bjZZofnw+Hz7++GOMHTtWWMU8Fqmvr8eBAweQlpaGTp06tXZzmo1YfzZ1dXVYunSpZllwOp2YOXMmXnrpJUu3qg0bNgAAvv32WzgcDowaNQoXXXQRevfu3ZLNj4jWejZnzpyxlQRpwIABEVk8WXbSuLg4DBo0KOjxL730Eh599FFdjM706dOlx9fU1GgJE0pLS3Vj6NVXX8U999yDo0eP4ocffsCgQYNC9p6I9XfnfOb06dPo2bNnUEUnIn+Zbt26YfDgwdJc5fPmzcPdd9+Ne++9FwAwYsQInD17Fvfddx+efPJJqeCbmJgoDNKOj49vUwPt4MGD6Nq1K7p16wan06ndL3vpMjMz4Xa74XK5onpfLpcLTqcTDoej1fuL3bfL5YrIPYvPsBMfH49Jkybh4MGDmmtDcXExunbtipycHMTFxZnGlsiszdzH4uLi0LlzZ7jdbt11jOdg1z5x4gQSEhI05YgpSKmpqbjgggu04++77z4MHToUW7Zsgaqq6Nu3ry6Ylp2/sbGx1Z9Ta8EUPx5FUUz9EQgEhM/mfO23WKYtzdM+n0+bn9pKmyMhVp9NY2Mjbr31Vlx99dW6BAPdu3dHYWGhNEZnw4YNusRGDocDixcvxsMPP9xatxI2Lf1smJwQDLbuhYvD4QhJHrnjjjswatQobRxcfvnllr/r2rWrtq4ax9B1112nvd9svQ73XmL13Tmfsfs8IlJ0ampqsG/fPmnMTW1trelFYoHf7a1YYk1NDeLj43UKGvusW7duupz1CxYs0E3Ws2bNimpbYikZQahVkXkCgYDm8shg2VPKy8tNgYdFRUXIysrChRdeaBp3gwYNEubZz8zMRCAQ0K5hldqYjydhvqEOh0P7TJR04fPPP8f8+fMtg2nr6+vP25owonEh6kfRc6H03ESkRDI/EdGD9b/b7dZZaW+//XaMGTNGE1wBaP/+6KOPTNlbVVXF3LlzMX78+IizmNbV1eGHH35AWlpau5ybvV4vtmzZgvT0dEvLeKTvhtU7Jlr3AoGAbhwE63un04mOHTuipqYGgH4MMcsOvefnNyH5Ej3yyCP47LPPUFZWhs2bN+OWW26By+XCnXfeCQCYOHEiHn/8ce34G2+8EcuXL8f69etx4MABfPzxx5g3bx5uvPHGdpcW9tChQzh+/Lj2NwtUDwQCOHv2rJYbfuHChVHPU28kFhWdcNpy+PBhlJeX6wTakydPYvfu3fjmm2+EFpqKigrhtTweD1asWKGNO6ZopKamasVGg7WTP46fONm/jQK61+vVlBzjsezZV1dXa4Ga5yOihYe9O0eOHMGJEye0z4yQokNESizNlecz/DzA11BhWV5Hjx6tCbCjR48GACxbtkx4LkVRpF4moVBTU4PTp09rddTaEyUlJbj44ouRl5eH7OxslJaWSo+NVDmQra0+nw/ff/+9LkwBMK+jdpRMWYy4aL0mzj9Csuh4vV7ceeedOHbsGHr16oWrr74aX331FXr16gUAKC8v1+2kP/XUU3A4HHjqqadQWVmJXr164cYbb8QzzzwT3buIAuwFCHfnxlgYk/3b5/Npxc9EOesVRcH+/fujmvaQf6nZjkZrEckE09jYiMbGRuFvZZWQ09LSpEJLXl4exowZg6+//lpzjTBajawEHlGGMP4z4wS9Z8+eoIpTRUUF3G73eZH5SYRsXPj9fpw6dQqJiYno3r07WXSIZoEEoNhAURRUV1dj3bp1WkFtp9OJ5557Dr/4xS9Mx5eXl1smeolGuQa2+XT27Nl2kwQJMJc+4L0hRJadSDcBjHXwmIzV0NAAVVXR2Nio84Qxzut2FR1j+QH+XLShcX4TkqKzfv16y+8//fRT/cnj4lBQUICCgoKQG9bSVFZWwuFwoG/fvmH9nllvGEzoZSkNAblwbgy8jhRjYcvmVHTq6+vxww8/IDk5WZjZJJIJxu/3a4qIEVYJ2Vhgzu12W16rb9++2o4gaxf/7CorK7Ft2zacPXsW9fX1OrN+qIqOyF2OhylmrB3nI7L7Zok7rBRQUnSISAmlxgfRfKxZswYzZ840pZB+4okncOmll5oEcFn9F4fDgWeffTYqxbeZpeHMmTPaZm57QLQBpygKtm7dKlR0ouW6xq7DvCrY/G2cx8NRdBISEtChQwfU1tbqPieLDgGE6LrWnmHWg3CRKTr8Od1uN+bNm6cLqi4oKECfPn3Cvq6sLYzmFgZrampw6tQpVFdXC68VyQTj9/stf5eTk4ONGzdi5cqV2Lhxo5bFzOo3suKUiqKgpKQE1157LebNm4fc3FyTWV+m6LBzGt3PPB4PCgoKtOftcDi0SZtXzIK1uT1jZdHhFR3R2CLhlIgUEoBaH6/Xi/z8fOEzCAQCQtduttHFb+Lddttt2LRpE2699daotIut3bW1te1qfLANOCNz584VurBFeu+HDh3SXBH5c8nmdpHyaodu3bqZPiNFhwAiTEbQnuCDxcPBGDQvCqgGmoRztoufkZGhuU9FE9Fk0lzwk1JDQ4PJxB+JRcdOvxiDV4NdS6boVFZW6sz5/LmYWb9Pnz6WFh1je1VVRU5ODrKysoTBtHy7z9cJ2ErRYf156tQpnDlzRvjb1nbNJNo25NLS+li5+LpcLm3eNGKcW/kA9EgRreftJeMWi1c1rneKoqCwsBCDBg3S1SaKpD9LSkq067B0z9OmTQMgVnSYh0U4iJ6PUdGh9/z8hCSE/4eiKGErHGxXn3+JrBSMnj17asGVQPStLpWVldoOSnNbdPh7rq+vl34f6uQVyYQXiqLDnpMo/TR/voqKiqCua8bv+UxCxmBao3J2vio6rL/4AGTg3G5qIBDA4cOHtTpKRsh9jYgE2ultfWQWBlZDxSojGD+fsjnk0KFDEbfJ6E3Q3pLF5OXl4fe//73pc1VVkZubq7PshPtuiGKBZsyYodXuEbmuieZzuxvQogRXxhgdes/PT0jR+X+wjFpVVVU4fPhwWOfg40lCEcCiKayVlJTgsssu09yuVq9eHbVzi+DbbsyeAoQ/wRgVRaMgbEU4Fh3m8y2CxdIEc10ztpt3WwzW/vN1p0lVVZSWliI7O1vnKsj3Hf/vo0eP6vqRFB0iEmint/XxeDx48cUXdS6+kydPxsaNGzF58mTtOKtkLfwcct1116GkpCSiNhkVm/am6ADAZZddJlzzVFXVMoIC4b8bIktdIBDArl27AIgtOtFWdETrNXH+QYrO/4NZEGpra0NOJynaxQ/FZSxai6xoB+Xhhx+2Vf04XPi2i/otXEGC7z+RIGy3TbL2MNjE6na7sXz5cmGRUD6WRuSeJrPksf6w0/7zdQKuqKjQEkoA51wFy8rKTMeWlpZi6tSpmDp1qtaPJKASkUA7vbHBhAkTtHjLTZs24eGHH0ZqaqpuPhYVEQeaNpGMc8i0adMiWveM8brtUdFJTU1FQUGBUJFQFAWbNm2KyCtEZKlzOp1awifWp/z5Rf1stxSJqCA5xegQACk6GkxgDceFTRT8H8rEGK04GtkOSjRqCsjg+0rkuhbqBHPs2DF4vV6tT0SLGL/bJCIc1zWgqQ7Uhg0bsHDhQqxbt05LcpCVlSV1BRQpOpWVlaivr0d9fb3t9p+vE/CWLVuEcVH79u3TfSarQVVeXt5ibSXaH5R1LTZQVdXk1utwOHSCMh+DwVvIRWUbIl33jJt2zR3r2hqwGNJ169YJlZ3FixcjOzsba9euDev8LBbImHwpNTUVgD4zLYOtmbzV3m4Mpug4itEhAEpGAEDvfmRHyfH5fHA6ndpOAy+kNjQ0wOVyhTQxRsv9RpTO2OVyRaWmgAxjIGEgENDtwFRVVWHv3r247LLL0KNHj6Dnq6urQ21tLTp27AhAXnuI1Z8RwSsfxslPZtEBmibclJQUjBgxAv369cORI0dMdR0WLVqE7Oxs4bWApud/4sQJnD17Fi6Xy3b7z8cJuKSkBFOnTjV97nQ6TelhZf24d+9eXHjhhc3aTqL9Qju9sYGo/x0Oh24tcblciIuLwzvvvKMrK5Cfnx/1dc+o6LRHiw7r8xEjRqCwsFC3IcdQFAWPPvooxo8fH1bK7nvuuQcZGRm6hBHG5D38Grxq1So8/vjjupIRw4YNs3Utphjz99BcMTonT55EQ0MDUlJSonI+onkhiw5gejGCCZ27du3S7RbxL09ZWRm8Xq9UeUlKSjJ9Fi1Fh+2gsMXB6XRi4cKFUakpIMPYV3ycDkvXnJeXh0suucSW3zRTlpiiKIqd4evPyM5RUVFhK56Hx+guN27cOKxevVq36/voo4/qzmuM0WEuD42NjVodHjvtP98ELeZmabxvo6sgQ9aP0a5BRZxf0E5vbCDqf4fDoXNHcrlc+OGHH0wW8uLiYk3ZAZrmheXLl4e97qmqel4pOsC5Ug3333+/6bhIrGMiSx3vPcPODzStCUzJAc5Z7SsrK21fz+jmZrTY2llnjx8/bvIoMMLKahBtA1J0YI6xsbPo8ROf8fizZ89KlZdOnTqZPotmQHVeXh7+8Y9/mGrLNBfGtjNBXxQvZMdvmk2ATOkw1kuQCcLGc9TX1wsXJ1VVpYkB2DWPHj2qc5My3i9f14EfLw6HQ6fosUneTvvbqqJz5swZHDlyJOTfyVLKLlq0SDhmZTWoaEeNiASy6MQGfKZQhtPphNPpROfOnbW/vV6v0OowfPhwXU21KVOmhN2WxsZG03iIpMZerGK8x82bNwszsTmdzrCtY6I5XlEU1NTUaH8zGWLnzp1Sq71djIqO0aJjR7arq6sTJlbiMdZNJGIbcl2DefCHurtnnDDi4uKkL4Esy4mqqhHV8eFxu91ITk4G0LJ1dIBzFh2reCGrnTaWFILvP1m9BB7mq52eno5u3bohEAgIn8G6deswZ84cnWmcCdZMMaqqqpKOAaM1xpheWrQgimrpbNmyBenp6W2+YOiJEydQU1OD3r17h/Q7kZul0+nEyJEjpb9piRpUxPmFTADy+/3w+/3Yu3cvBg4ciKSkJKiqitOnT6NLly5Rm6sJc60VNiezPu7UqRPOnDkDVVUxcOBA4bzB1oVo1NIRxZqydNPt6bnzaw6LJRVZ2BcsWBC2dUz0HFgcjvG4lJQU4bMNRcmSWXRC2dBgxaqtnjdvkSJiH7LoQJyCMBTB0yruw4gssC6aAhvfHrsWqnAxnpsJ+qKMK8xv+sSJEzh48KDwfKwfjAqDrP4MYM5qtm7dOuFE5PV6NSWHtZ1PDMCUQmO2Hwab9I2FPu0UaGXt37x5szADW1ubNNl919XVhZXAQ+RmmZ+fj/LycqnL4eHDh1FVVaVTENtavxGxhSgZQUNDA3bu3Km5ppw9e1b7f0VFRbvc3W8tRJZ/NiezObh79+7o0qULOnfujL///e+6+dbhcAgt5JHMC7Ksq+1truH7URQDCTRZ2G+55ZawryE6p8jTIhAIIDEx0eT98Mwzz4SkZBkzr4UTo8PaFyypUahyItF6kKID8eC3M4BlL4+VFUW2QxBNRUe0O9kcyHZrAHPGFZfLhd///vfweDyoq6vThAfZOe36RIuymj3xxBOorq42tU9kZWLxPMC5furZs6fOTYqv62Cc9ENRJK0ysLW1CbO6uhrfffed9pzCEf54N8v8/HwUFxdLU3CXlpbi+uuvx7x583D99de3WQWRiC1EczibB4wxBMa/CWu8Xi/OnDljeYzVnMzWSqfTifT0dBw5cgSPPPKIaa7MysoynTeUZ2Scw0UWHaB9Zl5jbtzJycnCGMiRI0dq1o1wEM3Pon48e/YsGhsbtVgh5oJ4xx13hHS9aFh0RGmvjdBc0LYg1zXI/UhlbmYMv9+P+Pj4kIQtK1NotAjFwhQJojbzAm9eXh4yMzNRXl6O4cOHY/To0Vp7mMXF2MfsnHYXlX//+9/ShZLl62fI3KWYOxR/zZycHFx99dXYunUrVFXFqFGjdBljgvWDCFnmsE2bNqFz586WCRZiDaMA09jYqLlLhkJqaipOnTqFe++916QAZmVlaRXPjQpiYWEhBg0ahDFjxkR+M8R5i8h1zSgcyf4mrDl58iROnjyJ4cOHS4+xmpONa4NIKVJVVZiBMxSl5NSpU/B6vbjwwgsRFxcnVXR8Pp+0lk9b5O2339ZlOPvVr36FP/3pTzoXQt5ybreeDY9diw7/vHgXxFCvyY5nruz9+vXDkCFDbCs6vNu8HUWH5oK2AVl0IFd0RIh2/qxeHrs54ZvLdS3a5+YR9ZExviYlJQWjR4/WBY2z70WLUSg7L6WlpZg7d67pc7ZQGs/h8XjwwgsvSBMD8MkItmzZgo8++ghz587FnDlzNCsDe57btm3Dli1bLON5jIgyhwFN9QqysrIirubdknTo0EH3d7DgTRmKolim4AbECqKqqsjNzcX69evDui5BAOJsTMaiz0aLDgk30UPkwsrmZONcKStAKdogCkXRYYpNfX29LuOnkfa0ey/KcPanP/0Ja9euFSYyCteaZVe2kvVtOIoO78r+85//HCUlJbY3Kfh2nM8WHVVVcejQoXZjxSSLDkJTdPjPfT4fkpOTpUJ5aWmpLt9/QUEBfvvb3wqPtXph/H4/XC6X7UBIY3uaa2GWtdnn88HlcgmFB/53fr8fCQkJut+G6gZmlZ5YFFB4xx13YNSoUcLEBoFAAKWlpViwYIGwDwsLC+FwOEy7j3PnzsWgQYN0sSMi3G438vPzsXTpUtN3itKUlS47O7tZ04E3F6G6rvECJlMAZZa27777TngOVVXx5JNP4q677mqTfUa0PqKNFaMQY9zQaq/CTTTh+9Pn8+mKfRrJy8vDkCFDsGfPHt2cbFzvPB4PXnnlFcyYMUNodeAJRUBjcR1+v19qzQn1nLGOzGWwvr5e87zgCXfM213PrZL/hEJVVZXJ+j9t2jS8/fbbOHPmDIYPH265Vlhl0+Vp73OBz+fD8ePH0bFjR3Tt2rW1mxMxpOigeSw627ZtQ2FhoamS+29+8xvheWUvjKIo2LlzJ1JSUtCrVy/rGxG0kZ2jOVAURZftzGgZkbVBZtEJ1k7+WlbBk8aCnvyCyVI+yzK3ydJKs9+K+vb5558HcE7JskrpbVX8zE5WuljB2A81NTVaRio7HDp0SOcbP3HiRF1hVibAVFdXo7i4WHoeRVHaTJ8RscehQ4ewa9cuZGRk4KKLLgJgVnSY8EOua+FRW1sbVFhyu93o1q2b7jPRxt69996LgQMHWmbgBEJTSpjVwOfz6Z6tcW1rT7V0grlxG2luRSeULLVWHD582HTNQCCA8ePHQ1VVOJ1OrFixAnl5ecLf8+OmpVzXGhsb4XA4LDcDWpr2NteR6xois+iIji0tLUVubq5QKD5w4AAAmHx9rRQdACEVp2opRWf16tXCDGJGwcDYBpmiY+WuZsys9t1330mDJ3lELk8yRPE+ocAnF5CRnp4utcxFUq+gpREl4AilQKvf74fP58P69euRnZ2N1atXQ1VVLelDVlYWtmzZEvSZtKU+I2KLkpIS/PjHP0ZeXh7GjRuH119/HYDZdU2WnICQw88PdtxaRe+4LPOlVQZORjhKic/n0561cb0pLS1tVxYdj8eDp59+2nZ9unDHvN3fyeb4UF3XLrzwQsvYambhkdXzs6voRNOiU1FRgcOHD0d8nmhCik47JFxFR2TRkblUAU07VEwo69+/P06fPq3F7wQCAaiqiqqqKp35nJ0nFNegllB0vF4vHnroIVOAeHV1tVDRESk99fX1qK2tBdC063f8+HHdNVg8zKefforCwkLdtUTVsO2kGbVyMxTF+zAcDoct10E+tkREamoqZs2aJfzuhRdeaDOWCVE/hiIIKIqCyspKPPXUUzo3tjVr1uCjjz7ShIy5c+daKoYFBQVtps+I2EGU1vj+++/XFaTkN2R4a257WfybEzsp92XHM0TvvdPptDUPh6LosGv7fD74fD5p8hOreb0tctttt+kynFl5IoRrzbJ6V/j4Zfau2Y1plsHcG/mMqUaY54SIUBWdaFl0Ys1a2N5c88h1DU2D1eFw6Cbb2tpaJCQkICkpSXesKNaksrIS//znPy1dqhiffPIJPB4PVq1ahenTp2uuOosWLcKMGTNw7Ngx+Hw+pKen664XygvVEoqOLAPOunXrNBcQkXLD4mYA4Pjx4zh+/DiGDx+O48eP4+TJk9rxfHyTCEU5Vw3byo1BpujwbgkApPE++fn5GD58ONLS0rB582bLNrHfWGVPczqduPfeewEAxcXF2th75JFH8Mgjj0h/F2vINgfsFtVTFAX79+8X+okvW7bMFDvB3CycTidmzpyJESNGaM+8vRXyI5ofq4LGQ4cOBWCe68miY5/mUnSAprkg2DMIx/rS2NgIVVWlyU9KSkraVZZHKzduIydOnEDPnj1DnmdlroD8Wup0OvH000/D5/OZYprz8/NDvS3cc889mntjUlIS7rrrLl07WD2/YO21Cl+IliKgKIplAozWor1t6pCig6bdvf/85z+6OJOjR4/i6NGjptSYRouOsaozszLIMpLNnDkTzz33HB577DGd8P/oo49i3LhxJl9No1XEzkTTEorOoEGDTMohAKxZswbTpk1Dnz59hBYd2cTAv+jGHTURDofDVA1bBH8ONkEZk0RMnDjRVrxPTk4OsrKytAm0vr4e27dv1xQWo1VJFL/ETPFTpkzBDTfcoClpbc0qIbOMsZTrwVAURZiEQDSm2PGTJk3CNddcg9GjR+t2+hQlvNSnxPmJoiiIj483jT0mAInGn8/na3eLf3NiTEYQyvEulwuBQEC6m29H0WEeEqGsl6ydzL3YOA5WrVqFwsLCNjdXywiW2dS4ftXW1qJjx44hXYO9K/yay54J/z49+eSTukQ/zA18/PjxtuM+Gcy9ka25zPuDrdG/+93vpM+QjRlj9ljjMcb7CxfmqRNrmyftba47713XSkpKcMUVV0gLFRrhH7zI/cHoUmUkEAhgx44dwt3E77//3nQNkQUpGKqq6kzAzTFYPR4P7rvvPtPniqJg3759Wjv4zwHrTG2MYFYxdu6PPvoIgNnczcNfb9++fdi3b5/JLeGNN96wFe8DQPMPHzFiBEaPHo0pU6bozP8stmTVqlU6H+//+Z//AdC0iDOhnPc1b2sTimyRDGWMpqSkmCph33vvvVLh5M033xR+3tb6jmhdGhoa0K1bN1Oq+VdeeQUej0c4nvhA9VgTSmKRSCw6zItCNg/Y3dQIZS4CmuaRxsZGbN68WbrZsnv37rCKI8ciocTElpaWWmakk8ESFvFrriipD5+Yhv9tWVlZyNc0ruUTJkzQrdFXX3219Ld2rDWieONwsVOctDUg17V2hEhR4QsViuAHucz1hrlUbd26FXPnzjXtGg4dOlSY8aR3794A5AtDY2OjlgrTivfee0+LaXE6nXj++ecxZ86coL8LlUmTJuEPf/iD6T5SUlKwe/duzS0MsM5Soqqq7p5FO/0ili5dim3btuGTTz7RWVR4X2P+HPX19VK3hEmTJumyfs2bN8+WSR84V+BM5m6nKAoKCgpw5ZVXYtCgQcIFJtjuWqwhezZ2TfBsYeOtZMw6JusLRVFQVVVluy0EIYIJQjk5Obj00ktx8OBBpKWlaQJQMItOe1n8m5NIFJ3k5GScPXtWOg/YVXT8fr+t9ZKHpScW4XQ60aFDB+zevduyCGpbQda/ohiloqIi3HzzzbjgggtCukYgEMC6deuCztEsBtYoSwwaNCik67FzGdtg9Pxg67wROxvLzWHRYethqDFJzQVZdNoRslzyLOgw2Ivg8XikBczcbjdGjhyJiRMn6nYNf/e732Hw4MFYvny5rkhaUVGRlj6aXxhCdQHwer2mwP3HH39cmmUkEnr27GnakWeuW42NjThz5ox2LHuRRZOH8XO32607rxUff/yxaULmLTvG5ysq2ul0OpGbm4uNGzfi9ddfx4oVKywDM0UEc7dj44q36PC0NUXHynUt1N+73W6kpaVpLoAynE4nUlNTTZ+T4EmEAp/ghRU0ZrFegHhx5y067WXxb06Mbst2LPQMZtGR/SYURccO/LVl3gRsbevUqZNl29oKfr/f1D+spp2sgPP+/fttn19VVRw/fhwVFRV44403TN87HA6d3FBYWCiUJfr16xfSfbFz88pOsHIXxnYzWtKiE41zRZP2tqlzXlt0guWSF02o/LFutxuvvfYapk+fjkAgAIfDgYkTJwIw+6ROnjwZubm5uOaaa7BhwwZMmTIFl112GbZu3WoKpJcpOnYmV6sg22j7Fvv9ft2OvPE+jFnU/H6/8MURuQIY42EOHTqEOXPmBFUImELB2sGby4FzShT/bNgzc7vd6N27t5YCXIYo9iaYu53L5UJaWhpcLpflJNtWguojVXSMfWAlYPBWtp49ewY9FyGnvr4ejY2NIfu9tyeM6aMZbBxVVlbi+++/173fZNEJDVH6eWNxaNmx7Dg7ik5iYqKWvtoYV2M3kxX/G1nc4Nq1azFixAjts1jafQ/GwYMHTUly+E1IRocOHdDY2Cgt4JyZmWn7mvX19Th06BD27NkjXCsmTZqE3Nxck9zAyxKZmZlhr4f8WIi2ohNOOIEMXvaxG9/aEpBFpx3h8XiwYsUKaYpimZ8uz6RJk/CPf/wDkydPhsPhwOrVqzF27FidVYWlzQX0ZlWPxyOsB8C/PLIUzTL69OkjtFhEu9YIH6wnq2tgXGgCgYBtRYc/74gRI5CdnS1Ny8xjnNDZM+Anu5ycHGzcuFH3zOzEZwFi32VAbCni27R06VK43W6pRQdoW1YdPnsdHx8Vql88Q2ZpW7t2bdD0p+1lMm4J9u7di/Ly8tZuRkyiKApKSkpw1VVXmd7vxsZGsuiEgPH9PnTokDTGgz+WJYkA7Ck6zPrjdDo1awsjnExWRm8CZm3glRyrtsUiZ86cwalTp3RZTWtqakzHJScnAxD3QUFBgdCaLoOVjRDN6w6HA7m5uUK5gf/MWGswFPhrNodFh617lZWVYbcRaDsWHVYnL5baGArntaIDQCtQKBKmRC+D1+vVCXasxgKL72CIMp9VVFToFB3ZboWiKCZLhKw9PA0NDfD5fKZJasGCBVG35oQz4O1YdKwSC0yZMgWzZ8/W3VtOTo4uZz6zzjBqa2vR2NgovC7/zJjbm1XhLpnvcnV1tXBxmD17NlauXIlPP/0U99xzDwC0K0Un3KJ6ovuULa4s6YPdzHoEEQzZe1ZRUWGK2SwsLMS2bdtMik5beldbA+M7WVNTgx9++EF4LD83x8fHIzExEV26dNFcuY3wQiwTzvv06YP4+Hjd+hGO6xpwbiPMaoOlrTx/vp0nTpzQ/n327FnTsYmJibr4NWMfhHLP/PmN7vuFhYW24l9bW9ERJU0A9IXSr732WpSUlITdTn7sx1KKad6iEwgEsHv3bhw9elRTYNsa57XrGtA0uGQpio0vgzGVdEFBAWbNmiVMSmDE6XQiIyPD9JkMll4zFIsOe1GM7mQejwdnz55Fhw4douYaZbTWiNy5RO0T9RNTdIxpn42JBYBzaZm3bt0KVVXxk5/8BNOnT8e6deuwZs0arF69Gm+88YZmGmcYgyhlfsjl5eVC9yir3zBXOdbvW7duxYkTJ9CtWzekpaUhNTVVM0lb+Ze3lcUTOBe0a1T6xo0bh759+1r+VnafVm6QVrTVXaaWhhTCJmTjT1YbLDc3F4WFhbjzzjt1n7cVN9PWwI43hOjz+Ph4OBwOXSIbI/wc2rFjRwwdOhQulwurVq3CI488EnISHtnGS3vYXOHnxrNnz2ru2iKhOj4+Hl27dtUUIrs1doyoqoqamhqp+77snEYZwljDMBSCKTp23NJEx3m9Xvz2t7/VrXvTpk1DdnZ2WJvJ0Yz3iSa8onPixIk2b80+7y06vMAusiawBy7L0FZeXo7MzExLpUVm+rVaKNnLGYpFh3+heROw3+/HgQMHhLs44cJfi9/ZHzduHFatWiX8DV90j6ehoUFqLdm2bZvpmWzevBlz587FnDlzcOWVV+Kjjz7SWWdUVdW5o9XV1ZkmEZmrlNUCK/sN7yq3efNmzJkzB8888wzmzJmDcePG4b333kNCQgJ69uyJTp06SZWdtjSJHDx4UKj0sdTiVljdp8wNMtzzEedgsQxA21KqW4p+/fpJE9AUFRVpSWoAGnPBEI2vuro64bFGRScYxhgdl8sFr9erKTnsnI899lizJOFh528LGIX82tpaqUAdFxcn3eST1TcTUVNTg0OHDplSSjP3fcAsa4m8A2QxXXYw1lkzYseiA5iVD6sYaKBpjpWNcxGxruioqqqzxLaVcW/kvFZ0ampqtN0LWewFe7CyDG179+7V6oGIFBcWyJiTk2P63krRYYM+FItOS74obAIV5chfunSpUNlhbn5GGhsbpdaS3Nxc3TMRKUTLli2TTmZFRUXwer06IQ+Qu0qlpKRY3rfRDM9iuqqrq7FhwwYUFhaantmTTz6JyspKuN1uxMXFtQvXtbS0NKHS16dPn6C/jcZ9NnedqPYIHyPRlsZatJHde0pKClasWCGclxVFwcGDB7W/6+vrhco+0YSoj2UW/VAVHTbvxMXFaf+2Wp9DbauV+7SozbGMUdE5e/asMEmD0+mEy+VCYmKisIC1zI3LiKqqOHz4sKX3g1HWWrVqldQlPFyCZeazUnSs1haWwMp4LRYDvWfPHlubffz1GLHougbo5cq2Mu6NnNeKTllZGU6dOmUZe8E+Ew1wZgFQVRU5OTnYtGkTJk+eLA1kNC6gVlYgNuj5mKBQLDoioincsMEvy5ZVXFxsmqiYRce4kPj9fmkwP29CLSoqwr///W+he4lVvFNFRYUw+NKOLzaDTc6rV6+GqqpabFdOTo72nSwrnHHBlT33tiJ8qqoqVRR79eoVdJyGOlmy8cLip4wL5dq1a8O7kfMMfqexrYy15sCqTlNeXh7Wr18vnKt5y21NTQ3OnDljO7PX+Yasj0UJCXhByk7dGybE8jEcsvXZThIevq2yDU8jbUXgM45PUVppQN/vXbt21WKfeOzMGSdPnkR9fb3U+yEpKckkay1dulSoFAXLfmpFsIx4sue3fv163fNfuXKl7nuPx4Nly5bp1r3ly5eH5bZmVB5jyaJjx820LXFeKzrs5bbafWCfswxtfO2bgoICXHDBBZrwXl5ertVjEQnPIouObPeovr4eJSUluPjii7WX7q233rK8n2AvSjSFG9Yv6enp0h1Q3tUDaJpk3377beFCYqd2DvP1FU2gs2bNEraDCSiyILpgrlJOp1NotWJm+GD1c9g5+AW3rbuusXEkUxSDCX/GXTMj/He84HH99dfjgw8+wMKFC3UL5aOPPtpsLirtCd51ta2MtZaE9cmwYcNQWFhoUuIBaOOSxRXGknASS8jWGqNlHdCPRTtxT+wY3rXJ4/Hg1VdfjShTmNWGp1WbYxlRCnXR/Gy0pIVT643JQYDcY2LTpk22+i7cYqH874O11YjX68VTTz2le/4zZ840rS1GGW/y5MkAQrfIGNvQ2hYdVVVRWVmJxsZGy82gtsh5nYwgMTFRZ03gHyITkPkHnpeXh6FDh2LXrl1asPSZM2fwP//zP5g/f75lED07J8+bb76Jhx56SPi7/fv3m2KCHnvsMdxxxx3S3QPjomsM7ovmIOVTS8+aNQtLly7VfW/cAQWasho9/vjjpoUkKytLC+YfNGgQcnNzhS+a0+nEyJEjdXVwXC4XCgsLcfPNN+OGG27QkhLwfRos3oPvp969e+u+69KlC7766iupIhysGJ7D4cALL7yge2btRdGRJaDw+XyWGXNWrVqFBx98UDjujQGs/PUURcGaNWuEftTNUSeqPREIBHRCZlsZa82BbBEPBALaLqsxMcbmzZuRnZ2tjdmnn34aN95443ndj1aEUmcrVEUnKSkJnTp1MmVly8vLw4ABA3TJTPx+f1A3JtbWdevWCef5rVu3mua5tvLcRYqO6BkY42HsFmXl8fl8OhnE+A4BQGFhoa1zTZkyJaL5nG1QyhIkiTYoZPE3Rlc0RVF0iRrYb2Tp02XEmqLj8/lw4sQJdOjQgRSd9oSsiCQvIBsfbEpKiq7YXlVVlabkAGbhnYefxL1er6bksN8VFhaiQ4cOGDVqlM6axAgm0BkTBBjv58EHHwy1i6TwbZsyZQoAaJXtZQrGvn37pAoD0GRZO378uFTJYefkJ9Crr74aqqqisbERbrcbDz/8sLAQmQxjP82bNw+XXHKJ9n3nzp0tFWH2b+Ni/eSTT6Jbt24YOXIkLrroIt01Ze4ZVVVVGDBgQMwXolNVFatWrcKyZcugqqpJWZHVRQKA//znP5qSA+jfF4fDYbKcia5tDIzlfaQJMUaLZltdsKKB1SLOf8eEGdFO/1NPPYXRo0ebNnOIJkIRlEJVdGTFK51OpylTWH19fdA0xczC/MYbb5i+czgcmDt3rmlTpq28P3YVHWMfORwOuFwuVFZWaspC165dLa8lmvf557FlyxZbXiUOh0OTKcJl/fr1ugx8xs1n0fMTFZB3uVwYMGAA/vOf/2ifiUqHAOdcg+1mYzQqW7Gg6LB2tDdFJ7YlqmaGf5gyN5xgWreV25sRXoDdu3evMNZkzpw5yM7Oxvbt2y2D3kTIEgQwYTLS4lY8xpd0ypQpQeNdZAHs27dv19yT5s6dK3TxYwkdGMzlLC0tzbT7ZCdzl8glTVEULFy4EEePHtWO69Spk9QMzyZxUYG58ePHIzs7G263W1gwTRR029DQIIwlijWWLFmCpUuX6iwthYWF2LBhg+bWI5sov/vuO+n7UllZGXQiZXWh+P5++umnyZoTBGMmoPM5RkcGs+gYsePaTOixspoZCVXRkSHaILJT96OqqgqbNm0KKtyJYndjHaObmsh1LTMz01R+AQA++OADnZv522+/bXktqw0uwLqoNoOtn5FsIIgy8BldEEXPb+PGjbox4HA4sGjRItPaIpoLFEXRCrLanVtFG9mtOS8z+dHn87U7RYcsOhyivPH8g1VV1aToBNvt5+En8YEDB5p+x1+zuLgYBQUFWLBggVZTJ5hAx9omW5j37dtnqvAcLqJ2B8u737t3byxYsEDn5pefn69ZgoBzO/asb/jCkSKcTifi4+NDSukINO1gyfqpqqoKwLldrfT0dEyYMEFa4yVY/RfR4p2YmCj0la6vr9dZDGMNr9eLJ554wvQ5U9LZ85o4caJu15XVcMjIyBCO++3bt2vFX2WTqdPpxPTp0zFr1ixceeWVWn/369cvqvfYHjEKmG11wYoGVkK4qF+s5nhjRqJYt8a2FKEoOvxnkfaf8TkFK6nA18YTISv8PWzYsIja2VIY+1skTLtcLtMa5fV6MW/ePJ2y8MQTT2DChAlSGSSYomP0nBGxaNEiZGdn20pKIUOWgY/Vu2N/87DyIca+ueaaa0znF42JI0eOmFyDw4kTYu74rQGTH63cPdvqunFez8p2tGf+wYomCavdfiP8wPd4PHjllVekL4OiKBg2bBj++c9/alaS2267zbKtbFKTZTwxFiyNhEAgYCsNp5Hf/OY3OsvPsGHDhJatRYsWmaxDsvTd4VRQTkxMlPYTC2Bl33Xp0gXHjh1DeXm51B3OyookesayGgGhKmwtzZ49eyzfG7Z7ZkzreuzYMfzwww9ISUlBfn6+6XfFxcVISEhAYWGhdFf3+eefx9ixYxEXF6fr77Y6+bYkpOicw2q3UraBI5vj2fE1NTXYsWMHJSf4fzSn65oVxrm2vr5eOtaNtfGM55k9e7a0blpbeX+Mz0G0WSvq82D1YkQEU3SAc54zS5YsEfbtyJEjAYQXI8SQZeDjN5/t1MdRVRX79+83nV+kRIVjMReNodacP9jGq8/nw6FDh4SyXVsZ90bIovP/kAWu8Q9Wlk3KbkV344SSl5eHgQMHYuvWrZofMMPpdCIlJQWpqana7obVIOP9y2UxR6FkoAnG+vXrbSVgMOL3+02WH9Fu6ciRI3XHsF0n0SQdTmGxxMREYT/NmzdPK5rGJlt+1y+Ue+XbaKStKjoiP2YjiqKY3CRVVdUmcdFuqKIoOHPmDG6//XYMHDjQlJDC6XRi1KhRqK2thdPp1MXptNXJtyURLc6EHmOMDnBuXcjKysLGjRtNczwb02fPnoWqqvD5fK22IxtLtIbrGtA0ZxvXiMbGRiQlJZmOFQm3ADB37lyMHTsWbrcbXbt2tRW7G6uIrA+KoujkHVF2M1m8ipXrvCijngi2/p89e1bYt4C9NOMyPB4PiouLkZ+fbzo3u+/BgwfrPAFE9yvzzBH1qVHJs2OZEY0hv98fUaHUSGDvzdtvv42CggKhvNNWN3JI0YE4cN8Yo+P3+y2zagRz2wLE6aWtXvru3bvbLhhqHIAi5Stak7PX67WdgCEYVokgeOLi4qSKDm/Rscq0wsMWPmM/9e7dW8vfHxcXZ9r1C+deRRYdmRWK1TmIZKJvTjweD373u9/pEgoYcTqdwoJz7HiRK5DL5cLgwYNRV1eHESNGoLCw0DQmUlJStGfDCzQUbxIc0W7l+YqVtYHfaLBaFxhs3mWxIK0dUBwrhOu6Fg1Fx7gGyIQzmXDLlBzg3PqwdetWqKqKUaNGAWg7GwUiofz999/XjetXX30V06ZN0x3n8XiwdOlSzJ49WzvOynWeKfmhYLVBHOn6N3nyZAwdOlR3buP7vGLFCuTl5QE4Vz7EuKHZpUsXU3pp0aaRKOlDMIwKp9VYbQl8Ph+qq6s1JYe1kZd32sq4NxKb0lQLwbKtiAL3jQ92586dEV9PZE5liF56VVVtF/mzEzMTrUFqxwc2FOxYxJiiY8TpdGpKg5VgYpxQ+F0TUapIoGnRjMa9Wll0unXrpgUxMs6cOYPu3bvbOndrMHHiRAwaNAibNm3C4sWLhd+npKToCrmy3XK+2Cj/rF5++WV4PB7NVSCYos4rOm118m1JyHXtHJWVlfjmm2+EmyGnTp0CIE/oYtzgYOOazdNtdccz2lRWVuJvf/sbAGDUqFEmCxhPNC067777Lp544gndGiBylQXOCbfTpk3T4mBFm2ybN282rSt33313RO1sKYwyQ1VVlWlcz5gxA7/85S9NSszkyZMxbNgwW7GQImuoHWQbxJFaRY0Z+ETv87Rp05Cdna3dd15eHjIzM00u6mfOnNGdm52DyRQjR440bVzamV/XrFmDhx9+WDeufvvb3wJo2kxOTk4WJoloLnw+n2XiFVJ02iiqqkpz52/atAnjxo0z5eoPhpVFQWTR4RG99LwVyWqQ2ZlkorWLK0qkIDPz2iWYRSwuLk5oGWEJA44cOSIVTPiFyuFwYNasWXj++ecRFxdnuQPrcrmCmrTtWJBkFp309HR06tTJpOgcPnwYXbt2jdnAZqasjBs3Di+++KJJUMnNzQWgN98b6w0ZFZmsrCwATZY2tjtuNSbi4+M1V4nz2TphF3Jda0LkhpqVlWV6h4Mt+IxAIACfz6ez/J/vlJSUYOrUqdp76XA4UFhYKE3LHK1kBCxRinENyMnJwfDhw4W/EdXG45EpvNdee22bSIJinBtF41pWtiI+Pl43B1vNszKXT+O6aNfjIlKLjnEc2b3vlJQUpKSk6I4zymmKogS19gabX71er6bksOOLiopw8803o3v37porbEsqOsFqSrJ2tkViU5IKEbbYhIosdz4ALF68GNnZ2Vi7dq3t8/FV3LOzs1FaWqr7PpiiI4JfBEKZaHhY0oBopZfu06eP7QQMwdpkN5FBXFwcOnbsqPuM779Dhw4JBZOtW7eaarMsXboUS5cuxQ8//CBtA1Og2K4fE9j5ew32vBmy3akuXboIF3a/3x/TsTrGWDBjam3R7i1v0WHwCQXYOZKTk221gV8IjeclzJCiYw4+V5SmtOiid1iWqMS4mRMIBHQpjM93Rcfr9eqUHKDp/eTTMsvqkACRWXRk1ndjwUcjqamp0kQyMoW3rKws7Ha2JMa+Fo1rWeyNUdmwK3+I1kWn02l7vQSik32Px859y+6PfV5XV4cTJ06gsrJSqPwGS1/N89JLLwnHFUv2IHKHa05Y7Faw5FptdZ1tFxado0eP4syZMyEXDSwrKwvqDvboo49i/PjxuuBn0a6EHVcHmeuVXaEjHEXHyi81XBRFkbqbyfqGfQY0VaBes2aNpe+7EZfLhU6dOuk+4/vziiuuEO5EGC0JjMcffxwOh0PahsTERM0cnZeXh8suuwz/+te/tHsVPe9CruBrKP7GxgKY7HyxipVlRuYqGUwZYc/SrqJjVB556xFhhmJ05JmV+KQW/JxtJ3bQjqLDChqHkx2yrSHLysg2nZhLtnGT6sCBA0hPT48obbPM+h4s2yhzYRdZGvr37286p8PhECY3iEVkWWL5cb18+XJh7E04io5MDho6dKgtV1BGtBWdzZs3m2rkzJ8/H3379jXdA7sPNh569+4NADh58iTq6+tRVlYW1NprtX57vV68+OKLwjbzlpNwNu/DhZ+3RGs63x8XXXRRxC6mLU27UHQCgUBYvtEiM53o3N9//z369OkDQB4HYsfVQbTQuVyukBQd4yLBf2ecrGV+qePGjYvIzYz1tdG1iO8bALj11luRnp6u1cmRCfSFhYVBg/vj4uIQFxeHxMREzWWJ74dBgwbhlVdewYwZM3TPZtSoUcLrygQcNqn169dPV9Szb9++OkFa9LyNtWSY4hSOohPLvv526k8B9q2RwLmFKTExUdgfRkJZhAmy6AD2MwayOTvYgs981vkivyJF5/Tp0/B6vW1SQAiVQYMGSd/fuXPn4uzZsxgyZIj2vhtdCSPZiPN4PFiyZIlWLJJPYmLFf//3f+Opp54SbnoNHjzYVPtFVVXccccdOH36dMSbhs2JbGM2KysLL7zwAhwOB0aOHImf/exnwt8bs1vamWNlctC///1vW66g/LUjgf89k4OM7c/KykIgEDCtJUYZb968ebjkkks0OdNO7USrOUa2GTBx4kT07t1bk01aUgYwZo3j13Rjf7z22muYOnVqi7XNCrvrWLtwXZPt2gcjJSVFZ6YT4XQ6tQKOst2K6urqoK4Oqamp6Natm+n87CWz68olm2xWr15tMgvL/FK3b99ueY1gKIqia29CQoKpbwDgvffew9KlS3ULhOye1q1bZ3lN1k+8+5pRaLj33nt1NXpycnLgdrsxa9YsW/dUUVEh/d6OKZw/F2/KDmZpEAk/sSyIhlP5OdhvWB/YrYsksugQZk6fPo3y8vI2ZTFsLoxuqA6Hw/TuGQUWt9uNtLQ0lJeXY9WqVaY5NhAI6IQE0S4sq792PijjHo8Hf/jDH6RzWlFREcrLywGIXQmnTZtmynIVCnfffbdpDbASGL1er6bk8G1kc3enTp2Qk5ODtWvX6u4pGm1tblRVNbmLPfnkk8jOzsacOXMwd+5cbN682VL5djqdtmQTNrZlctDll19uyxWU/y4S+N/LNiUrKip0GxOy5FQLFy7E0aNH4ff7oSiKSW4UWXut5ldRnR8W28quAYjrNjYXMuuRqD+mT58eM+PebjvahaIj8vsNBjveqoAVAOTn56NHjx4Aggeoyga/w+GQZtGKi4sLyXdVdJ9erxcPPfSQabJOTk4WTi79+/eXnt8OxgX/gw8+EPZNKKxZs8ZyImWKDp8tzThBu1wuYeHOKVOm6Iq/2RFwjIgSR1gpyWxcsF0xK0Tfx6pFx8qkblwQw7HoAPIaQzzGXbjzUXC3Q0VFBU6fPm36/HwQukXk5eXhm2++wZIlS7Bo0SLMmjXLUmDh52Z+00bklw/IXdfYb84H8vLysHnzZvzkJz8xfacoCvbs2QMgvKKUwWBrAFNOWVyQDKusmk6nU5tn6urqhFb3SNra3FRUVJiE1A8//NA0hq2ERX78X3fddSgpKREex8dt5ufnm96pyy+/HAsWLLAV1xuNJDxsja+ursbx48elSpZR0ZHJeFVVVfD7/dqmOpMbjUXN+d/I8Hg8KCoqEsa2Gr2TWmrOkBV7tUriEAvw1nQr2oXrWqS7ZW63WyqoDx8+XBPsgpksZfEKnTt3lr68omxhhYWFGDRoEEaMGCG8VyOyybq+vh75+fma6xibXGS58O0gUqqefPJJvP3227ZcjmTwCqPIX5rtwlopOmxyE7nxTZkyBTfccAMqKiqQnp6OsrIyYVpR2cQien58jQVRwde0tDRb2WMOHz6Mffv26e43VoUir9crFJxFLp0PPvig9r1diw5gL+MOKTr2EBVQBNpmf7FshJHGR3z66afa++p0OpGfn4/hw4ebYsxEVmoekeuNaIMiFNef9oKqqvj8889NnzudTi1bWThFKYPBgt75ueiZZ57BY489Jjxe5s64fft2ZGVlafP+d999Z/ptpG1tbl5++eWg77miKMKMa4C4Xp4xJTODr0nIu6rn5+cjJycHLpcLTz75JK688kpT+mYj0co2+sEHH2g1YXjZgF/vjZtxMhkvNTVVO5Z9J3LZZnLHJZdcosvYW1VVBVVVtRCInJwcXHnllaioqEBSUhLq6upQXV2Nvn376q7t9/tbJPZUtnmZnJxskutifdyLaBcWHabohLKQMGGY7UBbuZ5ZZZky7koYLQput9syRbXMrJqbmyu07IgmLpEp1Ol0Yvv27cJJJ5IFV7YL19jYGNRFTGRJ4b87e/YsXnzxRaF1S2TREU2Ixuwu48aNw6pVqwCcezapqanIy8vD119/Ld2REbWPx+PxoFOnTnC73cjOzpaOi2BCe0lJCa677jrT/caqRUeUDU7m0sm7AkZb0WlO1zVVVbFz507bu0WxjGyRbGuKTiAQwA8//CBUskPB6/VqMRxAUz8sW7ZMKHgFs1KLrMAi3/rzzaIDAPv375fGIbB+9ng8WL58uW7e/P3vfx/RRpyoTsyTTz4ptVp4PB48/PDDps+Li4tx5MgRzXWruLjYdMzChQsjamtz4vV6sWzZsqDHOZ1OqdAaisVN5PalqiqKi4tRXV2tPeM+ffpIM9zxbYoUr9erK3zJxuKSJUt0673RoiOS8ebNm4eePXsGfX95ueOyyy7TWb/q6+u1tZNZhdxuNyoqKnDXXXdp6/+7776rmz9aSg4QWXRKS0uRm5trSuLAat61JdqFRYcfzHaDPUtKSnD//ffrdqDtZNmxU9ySkZCQgJ49e1q2Q1STht2LKCuJaPHweDwoLi5Gfn6+ptRMmzZNU3LY74qLi3HDDTcEzUJjhWwXbsCAARg5ciQAYNmyZboaCrNmzdJ2TIEmkzqvhLH2sWJZDCYwZ2Vladl4rCw6APDDDz8I00kDTS5s/O/69u1rOxOS8Vpdu3bF2bNntb9l48JKaBf5qLP7FcVzxQJJSUmm3R+ZuX/fvn3amLBSdIwLm6zPjMoQb7WLZEwbCQQC8Pv9qK6ubnM7V0bai6LDFuJIMxHJMq+tW7fOJPBaJauxcr0JBAK6fj+fLDr19fWIj49HRkaGMFtZbm6u7rNJkyahf//+qKioQP/+/YXubqFw4MAB4Vwks1oAEGZ6UxQFlZWVcLlcUoX3kksuiaitzYks4J3H6XSiqKhI2i+hWtxkNQm3bt2KSy+9FIC99OHRsGDI3vMePXro3lmjogOY1/LevXvjwIEDltcLVpBUURSTRUi2Qfib3/xG2L7mxKjoVFdXo7CwUDiGrrvuuhZpUzQJSXUuLCzUduXZfxdeeKHlb06ePIkZM2YgNTUViYmJGDx4MP7yl7+E1dhgec7tLiRer1dTcgC9gGnld8kQxYGIsJMq97PPPpO2m7lGGD8TcffddyM/P18zM7722mtS3+NIFlyPx4MXX3xRt+OxaNEiLXX0lClTsGnTJixZsgRLlizBpk2bMGXKFK2/WN9NmTLFFOApgi047Din06mraWNEtiixnSUeY2aWLVu24PDhw8J28Mfy459HNC6sFB0r//BYteiInpfMGsrGRCjWHEDeZ/w1jHFiq1evttN8W7C+Z9n92jK80MBbsGN1fMlgzyJSRYdlBTMiihEU7e7Onj1buD7wfSsTTs4HRWfv3r0oKyuzrLFldBfiLe2RMnjwYOFcZLVhkZmZKfzNgAEDtHlM9H1mZmbE7W0uRF4eDIfDoVk2brvtNuk5PB4PXnjhBVsWN6/XK61JOHfuXK0eobFNfGZTRjQUHZmXi9ECK1J0APsyHiNYLAuv6LD/yzYId+/eLWxfc3Hq1CnTdUQJbICmPgpWlyoWCdlGOGzYMFRVVWn//f3vf5ce29jYiLFjx6KsrAzvvfcedu3ahT/84Q+63OWhYKUQWH1vxErADHWAWxEsqNrr9WLWrFnSdstcI2TnKi4utlT62Pki3c298847dQrhXXfdpRNOmTtXdna2ZT+KAjyNuFwuU/IEJqh07tzZdLxMkOGVRl5pAvQm5+uvvx4ff/yx6ff8OfmsTcGwUnRki9H27dtjVhAVjZ1Ii4yJkkqIYJ97vV5MmzZNt1Exa9asqGWC4eeTti6csr41Jjx55513WrllocEUHVnQrF08Hg+mTZtm+ly0qQTAFHTMb9owjH27cuVK3TnON9c1Nq/LArb5fuDfr2i4LGVkZAjnouTkZOm7LMuilZaWBofDgdTUVOH30VDMmguPx4NXXnlFmN1r0qRJGDlypJYoyYrc3FzdM5Sl0967d6+lfDZ79mx4vV7ThmHXrl1Nx0djHHg8HjzzzDNBkx/IFJ1QCVaQlLm08hmCZQo0r0geOnQIx48fD7tdwQgEAsJ5Lz09XVr3MZYVfBkhu67FxcXZVgJWrlyJ48ePY/PmzZrmHkknWQWFWn1vRFZYLFhtmWDFMI39EmxnQqRw8e1hLyZ/DVn/7du3T+piYXTFi1R4Y/6l7H6dTic6duyIH374QVp0SzRmgtUxcjqdeOmll3DxxRfrPu/Tpw98Pp+WDc94zlmzZmnuagyHw6E9Xz6Vsch8vHz5cjz88MNa0CxrCyMURcdqDHg8Hjz//POYO3eu7vPi4mLcfPPNEWfHaw5kCpjIdY8dG2xM2HVdY325d+9e6e5ZNHyH+XN/99136N+/Pzp06BDxeVsDRVGEY7ygoACTJ09uM77W0XJdA4B77rkHK1assD3/y+pEAWL3k/z8fNx8881a355PrmsMPq5VVGSVYXRtixSXyyWci6qqqtCxY0dpIgvRb9g85HQ6Lee3WGXSpEkYOHCgFvC+adMmrFmzBqtXr8aaNWtQUFCAO++80/IcTqfTcvwzRIVVedj8zKz8ANClSxfhZnC0khFMmDABl112mWWYAT+fRJrQyhj6MH/+fG0O4OcHvg6hKFyiZ8+eOrf4U6dOCWWdaCAbw6wshzEMIdYVfBkhKzp79uxBnz59kJSUhDFjxuC5557TDV6eDz/8EGPGjMGMGTPwxz/+Eb169cKECRPw6KOPWgqADQ0NOrcRFoDa2NgoXOhY7nGfz2drskxJScF//dd/4be//a02wObNm4fevXtLX9TS0lIsXLhQO37mzJk4duwY1q5dq3329NNP49e//rVOwDO2l/3t8/k0k7lxsl+0aBFGjhyJlJQUvPfee7rrLlu2DNOnTze1T6Q0uFwurFmzBnV1dUhPT0dKSorWT5EIDD6fT3cdRVEQFxeHnj17aq5fxv6aN2+eyRWwd+/emDdvnnYc3wcTJ05EXl4errzySl2/AU0ugcnJyUKzLtuxYjFJ/OT197//HTk5OVofKIoirXK8a9cunRAYCAR0x7Hfs89cLpdu0khPT0dVVRXi4+Mt+3rUqFGmz1h8C7v3WML47Pkx17t3b63gqqIo2vvKfiMbE8b3hO16ybL4id4bl8uFjIyMqAjCDQ0NunOfPHlS6GLRFvD7/XjzzTeFY3zHjh1BiymGAj+3RZuzZ89q91BfXx+Re4tx3rEz/8sQzR+BQAA7d+7U+pZfn1qy2jlPcz4bBr9bzdcDEbWFbw9vQY1G+1RVNc1FQNN7LRo3rK3G37D2sPsyft/Q0BCV9jbXs/H5fFqbDx8+jDVr1pjc9X/yk59Ybj7zaxzQJIOJZCzZWs5g8zM/Rjp16iSsgdjc44CHf4bGtY1hdyP95ptvxpgxY7SNPI/Ho52bjbH6+nrd+mL8TUpKCurq6kzXaq731rjWMVj2PLb+3nrrrbjvvvuQkpLSqvOYEbvztUMNQY396KOPUFNTgyFDhmjZTSorK7F9+3ahG9GFF16IsrIy5Obm4oEHHsDevXvxwAMP4KGHHkJBQYH0OoWFhSgqKjJ9/tZbb0V1Z/Xo0aPYuXOn1lZZ4oCjR49i6tSptoL7VqxYETQBAc/HH3+M5cuXawvu9OnTMXbsWOl1ra5hda6WJNR2Hz16FFVVVUhMTERDQwNSU1ND6kO7bXA4HPjDH/6gO3eobRW1O5L2RnL9tkS07zNWxnqsc/ToUdx7773C7yZNmoRbbrmlhVsUO9D7S7Rn+PFdVVWFefPmmY5ZuHChsIxFpNfcu3evtsFyPszPdmXJWIaXwx599NE2MafV1tZiwoQJOHXqFLp06SI9LiSLzg033KD9++KLL8YVV1yBjIwMvPPOO0LfTbYLwqpR/+hHP0JlZSUWL15sqeg8/vjjmD17tvb36dOnkZaWhp/+9KfCjt61axcURUG/fv1s11ior6/Hiy++qBWBk1kdAJhcsmQoioKuXbtqLk8ZGRkmxczn8+Hjjz/G2LFjER8fj+uvvx433XSTTqM/fPgwDh48iBMnTpiuqygKMjIyTNlpjh49in79+mnnGjp0KDIzM3H06FFTO3v37o0LLrgg6P3I8Hq9OHPmjPa3x+NB586dcfbsWZSXlwv7S1EU7Ny5E+PGjTPtIvMuYjydO3cO2bWmtrYWBw8eFLZBVVV88cUXeOKJJ9CvXz/U1NSgoqIC8+fP1+3uTp8+HXfeeaduF9/v92uF7rp27YqNGzdi+vTpQmuenSQdPEePHsUTTzyhG4eXX355SOcQ0dDQgKqqKmRkZETFLQQ4964xOnfuDJ/Ph/r6euHxTqcTPXv2xJtvvikcE0BT3J8xa9ru3buRmJiI2tpaOJ1OdO3aFS6XC9988w3Gjh2LX/ziF5gwYQJ27NiB9PR0DB06NGrWiRMnTugC05OSkqRjNNZ56623pN+tXbs24rpaPMa5LVr4fD5dStu0tDR06tQp7PNVVlbi9OnTET1TNkdnZGSY5o9nn30WEydO1I6tqqrCyZMn0adPH2FMQkvQXM+Gh58jjfD91a9fP+19P336NCorKwGEN9+LOHDgAOrr63XXTElJkfb/jh07hOfJzMxEcnIyysrKhGn1u3fvHpVY3uZ4NqtWrdKtTzNnzhS66//kJz+x9Bw4deoUDh06pP09ZMgQoWvZ6dOn8a9//QuqquKKK67Ar3/9a+Tm5mpyzZVXXomkpCTtXQCaQggCgQD279+vO1evXr2iIlAfPnw4pPiWtLQ0U7zK4cOHUVZWBqfTiR/96EdwOp2mcVVaWooFCxboXLzmz5+P3/zmN9oazsZYWloaGhsbpUmPRDTn+nPmzBl4vV6dt4XIk4KNm379+uGCCy7QrGStzTfffGPruIjSS3fr1g2DBw+WVklNTU1FfHy8zlw8dOhQVFdXo7GxURqsn5iYKEz763Q6hRMBH3Bmd6IoKyvTmVkVRcHChQtx9dVXmyYvkauMCJfLhSFDhmhCZUJCgrQ98fHx2nd9+vTR/B75Ymd8kSv+GhdeeKHpvC6XC05nU2Gr1NRUdO3aFYmJicJJKZR+EuFwOHTnZffJrifrryVLlmDp0qUoKCgIWrcG0PeRXZKTk7U2iF7YN998E1OnTsXgwYMRHx8Pp9OJW2+9FT/5yU9QVlYGj8eD2tpa07WdTqd2z0ePHtUWEaBp7MybNw/XXHMNunXrBpfLFVK7c3Nz8aMf/UiYmjoSBaWmpgYNDQ1wOp22atPYwfjsk5KSEBcXZxkkvmLFChQWFgrPdeLECRw9etSUFSkxMREJCQlobGxEXFwc0tLSNHM5ezbp6enaLo6qqlETEoz36Pf726zrWr9+/aRzVyAQwMGDB6O+iIbz3lrR2Nioex7Hjh1DcnJy2IVD+Xc5HETFcTdu3Ki9vwMGDBDOHZHOu9Eg2s+GhxVjNGLsr6effhqPP/44AP2ziIuLi0rbEhMTsX79etMzmjFjhqX8YCQpKUnrL1kGxmj2ZbSejdfrNa1PL730krB4eFpamuU1ExISdP0TFxcndP976623tPIW7Nw5OTmaXMNkBLbmAudKFRj730puCgVj2xlWscP88UZZbP78+XA6nbpxlZ+fr4tjAZreAyZLDh8+XHfe+vp64T0Ha19zvbMOhwNHjhzRycKyRFYsZXyo8k1zYncejyjqq6amBvv27ZMGJ1111VWmwOHdu3cjNTU1aEYyEdFKLw2IA5oVRZx5x5hVSsbTTz+t25Gy60fOhFBRwS1+8WC7haJdr8rKSi29KdA0gGXCbaRBscYANtY+dr9W/cV8g42pXEWEI4ywe3a73Zg0aZLw+uXl5abzezwejB49WmoV4I89ePCg0C+f7XyFqlSwgE9jNqdIg12NefsjRZSFLC4uzjKNOhvTxt8xBW7OnDm46qqrdMXVgKbn17NnT0vhkH8m0fQZFs0LLVXPINqwjFIihTlWKlwfOHDAcufVKGTW19c3ezFXPl208XNR7QsA2vt7vqaXFt2fqL+eeuopLUOi0bU4Ghw5ciRoAWM7sPVMto6fOnUK33//fWSNbQZkWWWHDx9uyoIXbI013rvoGXu9Xk3JYdcyrvF8AiCgae6WFRCPVjICmdItKkgO6DOwiWSxBQsWmMaVUclhMFnSuGYeO3bMsuixqH3RWr9FMHlIdA1ZxrrmbE9zEdKIeuSRR/DZZ5+hrKwMmzdvxi233AKXy6Vl7pg4caK2UwMA06dPx/HjxzFz5kzs3r0bf/7zn/Hss89ixowZYTVWltc7HEWH5cjnkWXeqa6uhsfjwdq1a7Fy5UrceuutwnOOHj1amJ0rGEwwlg243/zmN9rkJPKpLykpwWWXXaZ7ORwOh/D6sgDvUDC20ajoAOfSss6ZM0f4ezuLTjgTHttxAJosJaJnzHaw+e+C7VDwE/KwYcOEqSQHDBig/TsUZAt8pBNKcyg6RuLi4tCjRw9t46K6uhobNmzAhg0btJ0p2fX5tLvTpk3TpYfu1KkTOnTogLi4uKBZ2IDmVXSAyNMatxYsze+mTZswefJk3eJVXFwcE1nX6uvrpa6PgLjvIxnTweY/K2FIVvuCn8+Mis75knVN9Exk/cW8QJpD0bEqYGwH5ipkVa+NP2+sPVerGjLGDbVgfW48j+hercp1GM9jlBVkGzDRwNh22SYFU8jYGuJyuYTFT2WJE2TXZqU87M5VsvbxroPRJhAICNNcA0BeXp6wZhi7p0OHDrXqBmAo711IkqTX68Wdd96JIUOG4Pbbb8cFF1yAr776Cr169QLQNMFUVVVpx6elpWHjxo345ptvcPHFF+Ohhx7CzJkz8dhjj4VyWY1gAyaUxa9Pnz6WtT8Y/KKXm5uL7du3Y9q0acKJZNCgQbqX1K6gzgQ5We7y999/X5ukjAKd1+vFfffdZ3o5qqqqhBNGNGqDyBQd4/263W6MGzfOUqGU7ZyKzmeX+Ph4OBwOaX2XPn36ANDvLoUyuQ4ePFiLO2O/X7RokeZ3HqpFR7azFalFx8oUHcn5eOLi4rQYmtLSUowbNw5z5szBnDlzMG7cOHz33Xem5yhStvniajxW8WT8eaOZ6lV0rras6ABN7+LDDz+s29HNzc1t5dY1EcxiJnIbMo7FU6dO2R4DMsvDhg0bdC5P7DpFRUXYtm0btmzZornG8hg3yFi9DOP12uJOaCiI+lVWK4RZEvk+iZaiM3DgQOE1ZdlhjcTFxaFjx46631rB30NDQwNOnDgRQmujj8fjMa1PItkGiI6iY6c4ZyiKTrQsOrynzJYtW/Dvf//bUiFjc9CRI0eExU+NLs2srbNnz9bdB0vDzFKQ211/ZQr6wYMHm02ZDgQC2Lx5s3BuKikpEablVhQFdXV1OH78eEixRtEmlD4JSSJbv3695feffvqp6bMxY8bgq6++CuUyUmQmQqvvrc7F58bv16+f5rbEFkyR+ZLVZxHlP09LS9OCFplp1g5GdytjlXf2MrrdbihKUx52NlHIdlMOHjyIkSNHSu89EmSKDpsI+O9lueLdbrfQ153fOQh3wrvgggvQ0NCAo0ePCusfGAuGyqxfRnr16oXOnTvD4XAgLy8PWVlZ+Oqrr5CWloaLL75YswqFo+ioqmryzY01i47oPOyejxw5gsLCQpOAV1xcbPIN5/9myNyorDKp8OOD7TJFY5EU3WespNMMFeO98DUxYqEOCNt4sWpLMEWHzY99+/ZF9+7dbV2Tp7S01DR2jdfKzc3V3Ih/9atf4U9/+pNuPDN3WN69g80psWDRaQmBRPTeyOZ/VjQ82gVDgSblSnRNkVuy6JkY14JgawP/rE+cOIHjx49r45Cl4m3pOlx5eXm44oor8M0330hryADBFR07rmsej8eUrt2oWBnXXL5GkZFovSdxcXFBY56BpgLdo0eP1hQdmWIxceJE9O/fXyiz3HDDDdi6dSsAaMVYgdDWXlGJEKYwqqoatY0AHq/XK8xwDOjlTh7essXX+2lpQunb6EQotxAy1zWr74Odiy38iYmJOoXGynexuLgYGzdu1AWgMgFaZt2wgheMc3Nzdfnu2bn43ZHGxkYtLkJW/LRfv34mgZsJ0iNGjNCsGuFg7Geju56xz0TKhsxMm5WVJS0kaZfu3bujrq5OyzhnLHhmnHT5gFirycS4UKalpWkCGh9LEo7rmkjpy8/PD+k8RlpC0WFjrKysTLoRwXzD+efftWtX7X5dLhd+//vfh+xGZRwfPp9PmMQkVERCN29xOH36tKbwxjpWc2KsKDqA2d2L/16kZIqKToZj0amurrZUcoy/URQFf/rTn7B27VocOnQIX3/9tSnAm9XqiiVFRxZMH01k9ycrthkXF9csFh1Z0VC7bjbG+TvYOhQIBLS5n6+v5nQ6sW/fPvj9fi0ovSXp06cPRo8ebXlMqBYdESUlJbqMXfn5+boNS95jwajoGK/frVs3nTUtElgJlGCeDcXFxbjhhhs0GUuUwMXhcCA3NxepqammcQXIiwqzLKx2sNoUDgQCUdsI4JEVmgfkoRxssx1okkX9fn/Ukh2FQihyTfR7rhlpDkWHwYRdlr0MkLuS8Zou83dlxwULYBTBDxKZuxX/EvELv8xM3bdvX53ixbvgXXnllabg71AwDjC+j0QDnrmR8b7BdnzdI3mxrX5rDIx0uVyWpvRg52HXY/ceqqJjnJAVRUFhYaG2SxwufOHaaCCaWNi9Dh48WOqGIPINZzFcK1euxLfffitMTx8MYz9Hy1/YyqLT2NiI8vLyZg+GjwbBnnssKDrBlBS/3x/Uks+/N3bg3RDLy8st+0k2/2/atAlz5szBu+++K/T5F3katKbrWks8a6v7M77/vPBpnI8jhfeQ4K8p6gNZhikeOxYdBpsn2LViPYYhWJ8bvzee0+g6z6z4okQEgDie9/Dhw5r7et++faMm0B84cMDWO8fkDvas+vTpg0WLFulksAceeAAAsGXLFgAwJQ6yOnco7z2/LvKxMc01d8jic6zcHXlFB4BlfGVzoiiKbUt1m1J0RL7cogXPDsYXlgm7TOFh1g9RsT2RpmvcsQhF2DUeKxvssrbn5eVh8+bNuuNZe+Li4oTWE2Pwt12M12bxMLJ7EX0WFxdnKxlEcyk6LC2tKEYnlGvy981SZ8bFxYVsVRBNyKqq4rXXXgvpPEaa26Ljcrm0PsjIyEBhYaHUV1kEE0Ts+s4bMT6rSIWKM2fO4MSJE6ioqDDFjRkFmLYQb9EeFB2Zy6DIomP3mfD9ItvMYrCUskbeeOONoNmWGIcOHcKWLVu0ejGtQUuM11A2VNjzq6ysxNdff43q6uqoKTqyjK52FR3jemUshm6MK+XPy8ZrLGRpjJaiwyfqMZ7TTiICkaLDlNGSkhKMGzdOS/yxcuXKoG22i6jmjyzOhrmHsWPuvvtuTQbbsGEDAOD66683JSixijEGQld0ALOCzs7THPTu3Vu3se5wODB58mSh3Mm3hR/zrbGO+Hw+vPrqq7YLXrcp17Xjx4+jsbERgwcP1j6LlkXH5XJpgdVvvPEGnnrqKc18OHbsWHzyySc6c2JqaqowY0w4io7ICiIzhQLiQZ+amir0A46LixNaT1jwd6juQsbzGBcV0X3LAkNlZlrZ70JB9luHw4Fu3bpp/2bxOXZc10TnYjCFj6+jZJcBAwYIfYeXL1+Oxx57LOzMWC2h6DDi4uI0dxGRr7IV4T5n4+8aGhrC9mX2+/04ePCgNG7MKMDEgpIQjLak6DB3YeMzZdYXq/i1SBQdt9uNZ555Bk888YTpOKfTiWuvvRYJCQmYN2+e5ppjldCFCU2sLSUlJdqOt9PZVF08HOtlpETbuisilHlGURRT37z44osRu+sC52q9GMe33faJNua6du2KU6dOCeeHmTNnAmjq21iaH+w8azuxQ8nJydr8ZzynzHVetmHJy0eiRErTpk1DdnZ2VLJBpqWloaioCAUFBZoraXFxMY4fP24pdzCZgMlgVVVVePXVV3WW2aKiIpw5c0YrOO9wODBr1ixMmTJF14bq6mpts1lWu8cOzTWeAoGA0M3TilhQdLZs2YI5c+bYns/alKLT2NiIxsZGnTATLUUnLi4OqampqKio0JQcoOmhfvLJJ1i7di3q6+u1gRAfH69zgeAFZbvB7fy1QyGYCx9rBwCtsKJxMgq3hkYwRUd0LyKf58TExKAvWHMoOp07dzZlxgvXosMfK/M5toPH45EmoQhHGeV/DzSf65oxNguwVtBlREvROXLkCACEVbW5vr4+aNwYHzSvqirq6uqQlJQUs7E6iqJYLrCxIIzxY0rkh97Y2CgULsePH49du3ahT58+Wv9b3U8gEMDu3buRmZlpeh/Gjx+P0aNHY8WKFXjvvfe0pANsQ2vChAm4/PLLsXXrVsydO9dSyWFCk6IozS7IhUKoymA4VFZW4ptvvrElzJWXl5v65pFHHsGtt94alb5JSkoyBUorimLaCLHjugY0JUXZtWuXcH645ZZbMGLECO38QNuw6CQnJ5usVbLjWO0X4zmZ6/y0adO099dqw5K36IisQeFuwMoYP348rrzySlRUVGD06NHIzMxEWVmZpdxhlN9EyQkURcGLL76oi79jiap4Zcfv9+Odd96xTLoEWBcxZdeLNj6fT5szQ1m3jYpOa4x1US1DK9qU6xqD72R+AEbqugbIC4nW19frzInGuitG962WVnRkcTNxcXHCuJ9wgr9F1zEqOiJXE5H5mLl38WZa0XHhIkvZbGxvJIpOMJe9UM4jqvljRxlVVVVYgIzPjNJcFh2jm5rdvjOa+6Ol6ABN7mfhUF9fHzRuLBAIaHNPQ0MD9u3bh9ra2rCu1xKsXLlSWg8GiE1Fx8jBgweFwqXX64XP50NdXZ2tcc4W9ePHjwvnfrfbjfnz52PTpk2mgorx8fFwu93o3r279Bq33XYb1q5dC4/Hg+rqaqiqainItRbN9cxLSkowatQo01iTzeHN3TeyIsYiF2Ejorlc5hmhKAr2798PQL/2+f1+YZxWSxLsml26dLG1xjJXbxl5eXn4+uuvpa72IhfvxMREYVrqaBcxZvLP6NGj4fF4tOuJ3MP49vJjICMjw9RPsnqELD6JrXHbtm0Txt+yOnMA8MEHH1jO0+x30aShoQG7du0K67zGLJmtsY6Ixo4VbVLR4TXIcCcTkUUHsJcT3ui3yj5jdO/eHZ06dbLdFv6lsjPxhGLRYffFx/18+umnYbtPGK9jVBy6du0Kh8Ohu3+jIud0Ok0mc4fDITwuEuwUI0tISEBCQkJY2fKMgn64yGr+PPvss0GV0bNnz6K8vNxU5yXc2DUrrCw6gD2FXVSMMdznLBJIeME3FOrr66U1P9i77/f7tbmH9Xesxup4vV488MADwkB5tgi3ZswIg+8/0c6gLAaAJeoIBAJB43yAc++n6Hnx40hUUJGvcyYbq++99x5yc3O1cb169WqpIMcKC7cUvKtdc4xXWS236upqqWsUy2zFE00hVyac2xHKRPMK7xnBw9ywAb2iEwgEdOM5FhUduxusvNIoOyfL8CZSHIyW/yFDhiAxMVGzBkVjA1YGf492N+OMik5KSgoeeOABXTtnzZolTVSybt06Xe1FkXI9Z84cZGdnY9WqVSgsLDS9O6xulygOLBrIYorswLtoAq1j0enbty8KCgpsy11tXtEJ13XNCHshPB4PXnvtNcusZ3yGLf4zRkpKii2TMIN/sexMPuEoOsw0ascH0wrjS2tU+Lp27Yphw4bpFB3jwsFbdPhjjJnPIlV0RL83tiUzMxM9e/aM2KITCew8xiQUt912W9DfytzTRMHakVBfX49Tp04BkAdgBhu7MtcwvshwKMieVThWltra2qAZD3lTP5uDWjNlsBUyBYFfhH/+859HlH0xGgSz6IiyMPHKJ0vnazyXDLs7+Py1+CxeRUVFwnFnVCZmzZoFACZBbv78+VoNmZYiWB9HilVAukzRSUlJMfVNcXFx1IRcu4qOXdc1mWcEPz8YhT/ZhmxLYbw347xtV9HhjzOe89ixY8LMiHxSHqs1NS8vD59++ilWrlyJv/3tb1GPXzMqOnY8L0QK0dixY7FhwwZtbZ4yZYowrs/hcOjKg1itD4qiYNmyZcJ3h980KS0tjer4URQlLM8HNn6qqqqkFh2/348DBw40u5VHURTk5OTggw8+sHV8m4rRYZw9exaBQABdu3aNuusaAEydOhVDhgzBN998A1VVMWrUKN2xwRSdcIiPj0cgEEBCQoLQ/Yv34RTFIFgpOkYf9wULFuDJJ58Mq51Gv/8LL7xQeBzfP6K+cjqdSE5O1gqsMkWHTTLRyBtvR9ExpgUPN0YnEniFKdSCjjIhL9puE6dOnUJdXR1WrVqFZcuWaXEMfHC1Uek1YuX6kZmZGXKbZIpmbW1tSBZVVVU1Cw2fUMH47ivKuayPsa7oiIKEjYtwa8aMMIIJ4T179rRMWsK7CIXyvvBYCXzGuf6OO+7AlVdeiU2bNmHx4sXS3zE3rLy8PAwYMAAHDhzQNpnYfbQUza3oWAWkyxSdQCCAvLw8DB48GHv37kVaWhquvPLKqLXJbuY1/v1l9yBLqCOrzyNKJR0IBHTreGtbdP74xz9i/vz5undozpw5EZ0zEAigqqpK6MbVoUMHrT+CjfU+ffqge/fuQV3kwoF/d5ncEQyZQpSSkoLU1FTt7wcffBB1dXW6OloTJ040xdqya4vmHhYzZuw/Y+KDX/3qV+jVq1fQttuBH6d2kyQYZcjCwkIt41lDQwMqKyvhdrtRX1+Ps2fP6mo9Ngesf0RFgEW0SYvODz/8oPnNR9t1jfGPf/wDc+fO1UyMvN+k6EWIdHefTcx8yl6G0d1n3bp1Qe+HnePw4cOmXfT58+djx44dYU2+q1ev1rVF9FID+v5kfcV2BFjuc/5FYJly+AxokQoDRncuq3OGU8vBqCSFi+yadoQSWTHCaFt0FEXBqlWrsHTpUt0kzKcpD9YPMtePQYMGhd0u0fMMVZgz9s/mzZuF7z4fhMkWi1h1XfN4PPiv//ov3bs0adKkmIsZsRLCWXC3Vbp93spm9SxE7wnbcbZS0I0utWxnf9y4cZbzE++GlZKSErSeS3PS3P70slpubrcbLpcLffv2RYcOHXQWBT4IWhajGQm8giq6rghmaZPNY7L6PKLNJp/PFzOua9XV1ZqSA+hdC8M9J6CvFSRSdFh/BXuufCKnaGPHdc1o6bJr+XG5XJgyZYpuburRo4fpOKfTibVr12LJkiXC9e+pp56y7ANFUbBv376g7bELe24iN3IRIk+MwsJCrb98Ph9OnDhhO17SCrvvSajnb1OKjqg4kJXrmtFPVvY7QP9CeL1ePPHEE9KJgaWi5ol0kmaKDh8YD4gH2Zw5c0w1cGSKjmwX/auvvgq5WrbX68XMmTN1bbn//vuF9XiMwoGoYCkvYDBTd2JioqbsRTrx9e3b1yTEyCYwY5ppO7D2RbpzIbumnZdZNrFEW9GprKzEsmXLTJ/zgrJx3Brd20SuH4WFhcLqy3Y5cuSI6TqRKDoy9zpWBNI4n8SqRQeArhbExo0bw0540ZxYxejwz1EWPMzH6NhRdPhj2A6y1TtvnI/57ILG+hO8y+2SJUukVrKWVo4jtegwhdOKvLw8/OMf/zApo06nE927dzcFXLPNOqPFMZokJiaahLk33nhDdwx/X127dsXw4cOl4yGYlYg/l9F1rTUVHZkMUFZWZvtcomdjpegkJyfb3rCMlqu6CKOiY5QrRMK+3Vgefi4YPXo0gKZkBEby8/MxYsQIZGdnC10fZ8yYgS+++AIrV67EunXrhNf+v//7v5Du2wq/3x9UeeGxU9wdsL/pJKOmpgY7d+4MSe6xS5tSdG655Rad1mmcgI03v3fvXuzcuVN4LuOLyQ+uYEWwRK5rkU7STCA3LqxWNXB4ZIrO4MGDpT7uoS56oWTKCaasTZs2Tae4ulwu9OrVCxkZGXA6nVFZ9Lp3724SjKx2apKTk6WLmYx+/fpFJKgDzWPR4Z+ToijSwot22b9/v9SfnQnKrG+tdoqMu/O33npr2G0qKSnBz372M9N1IlF0rCb1tqboqKoKt9uNtLQ0LXjfuNC+/PLLrea2BlgL4aLnaFSgeSubVX0bBv99x44dtXME2wBh8HMTP5Y3bdqky9h25513Cq8pu69ow2/yRaroHDx4UEvdbgWzXAHQnpHD4YDX68XcuXN18/8TTzwBr9drch2LJseOHTOtO7Nnz9ZtzIXy/sosfyJFh8/QyK7d0rD2RMOSzn5v16LDNiyB4LJRc1p0+GdmVKi2bdsmTATAYkaDWXWMMqBo7QCA4cOHa/8WWaedTic8Hg/S0tJQWVmJG264wXSOxYsXmxSLcAkEAsK2qqqKdevWmebYYEl6GKHGSxppaGgwvTcy2rWio6qqzrLCdvPYgzl06JDueCvhjn8xje5iwTKvNbeiw59bNMhEu7AyRcfj8ehMprxbQaiDJZR0kPw9lJWVCRUkJnyx87CdlFAtK1YY/X6tJq/MzEx07949pPN37Nix2VzXAPkLbcz6JfPxBZp2Snbv3h1RdhRRliQAeOGFFzRB2eVyCZXagoICbNu2TfsNvzsfbt9ZZXoKBAI4ffq00HVRBN/Hssxa27dvh6KYq1zHuqJjVDoB6Bbau+66q9XbyDCOT+PfMgWan+dl74vIotOlSxekp6eja9euthUd424vP5b5f1u5VLeE0Ltnzx5tky9SRcfv99vaKBGNt9WrV0s3Dvfu3dusis6qVatsb8zZWb9lsVwiRYdXwI3ftRTsmm63G7/73e90roULFiwIaYNDVLeQ9a1xbDCPF7txr81p0eEVHV4GKi0tRW5urvDdZJYuvj1Hjx41eQ4Y5wy7CoEos+M777yDcePGYc6cOfjzn/9sug9FUbB79267t22J3+9Henq6cMy/8cYbpjnW7XYHTdDFzhuJRSeUYrvtWtEB9JYVRVGwdu1a7cFcc801trMI8QPcOIF5PB4sXrxY+mCbKxkBYHaLE7n7PP/886ZJykrQnTp1qtDHPdRFz+PxYOnSpbq2yNJB8i+RyKrkcrl0O0rhBA3aISEhIWr1bpqLUBWd2tpa7N69WyueKzqO3wBgdT2MBfRCQeSqM3/+fDzyyCPaMS6XS7qrlZubK/QBDvc5W1ld/X4/vF4vTpw4Yetc/HncbrewOntxcTEqKios37NYo6KiQuiGB0BbaFu7lo7X69XGqFFg4ttm5VLIu+AGU3SMz4vVEpGl+DfORXbnJqtx0RJ9Lsv4Fc617VjKgCb3VuMzmjFjBjp16iQUAAcOHKhrWzQFXa/Xi+XLl5s+5y3Qfr9f8yqwo+h07twZXbt2NX0u22xq7WQEfN/ed9992Lx5syYDTJgwIaRzhWLRYa7cdi064cTH2kX0Xh85cgRFRUVSD4V+/frpfltaWoqpU6di6tSpug0WoywRLCsfD782V1VVWRYiZueK1HOE4ff74Xa7MWnSJNN3qqqa5tgffvgBU6dO1bLjiWolAU2br5FYdNh4ag5Fp81lXeMfeHl5OR5++GGTS5SdLEL8oBKZpO+66y5cfPHFwuxLvPWBXTtaio5IiTJmehFlOjO+JPxCxwJojS9cOIMxNzcXw4YNQ0VFBQYPHoyrrroq6G8yMjJ0mZNcLhd+//vfIyMjQ9ul4CeNaGbrcDgcSEpKQl1dXVTifpqDhIQEpKen49ChQ8I4BeN4YAsoP7EYn/+bb76pvRtsws3LyxMu1HZQFMU0DkeOHKk7Ji4uTtspEikERUVFyMrK0sZhqIV1eawyPTFLr12hzvgeDBs2THjM3r17dW4IQGwrOvv27ZMqg8ZA6tagpKREs8o5nU4UFRXhqaee0r5nz6+6uhpLliwJei/sMytkMSGyFLp8wpFAIGDbf7+1LTr8taOh6Nhp8/79+4UWlLNnz+J3v/sdHnzwQd181LdvX5w8eVI7Nppz8549e4Tv5r333qvJBqdOnUJNTY3taycnJ6Nv375amn0Gb9Hhs1jxMkhrWnSYl4TH49Gy4IVapJxRX1+v/Vum6DAvCrsWneZ0XeOxiltm7WDjEmjqo+rqaixcuNCUBe2qq64Suv6JsvIZMWYwe+CBB4IqOQUFBejZs2dY983Du4bl5ubqsnCKUBRFq7fWt29fnceLMWObz+fTXP+b26IT6vvUphQdh8Oh05B3794tNU3bVXQ6deqkSxnIcDqd2Lx5symtaU5OjjZJxMXFae4xocZ2GHG5XOjevTs6duwofNC8omL1kOPj4+Hz+XQuW7KJJtxFj7XFbgpfh8OBW2+9VZsAfvSjH+Hiiy/WPTte4I3GC83D0lg3h2k8GjgcDnTp0gVHjhzRAgXZBNK/f3/T8aIFhu9Lr9dr2gAoKirCj3/8Y/Tp0yesBYV3g+BN7jxOp1PbKRJl4zMKph07djTVU7ILy/Q0bdo0LRU5mxtC2Rli7eJhLghGJUpU/yRWFZ0zZ86gY8eOUmWQ0VoWHZHrYUFBAe68805kZmbC5XLB7/ejtLQUhYWF0t1X4y5nKK5rVpZe1m9GRSdUi46o3S2p6BgV/nCubdeiw+IrjfP6wIEDkZWVhUGDBukEQKMFL5qCriy9+sSJE7W/WWkDwP5GpayNiqLg7bffxmOPPWaSF9j3LQ17ZqJ6NqEqOuy3x48fR8+ePZGQkKBT8Pgxxq4XC65rousMGDDANDYAYO3atRgxYoTunbeK2ZS1V7SpzNb05ORkk9Xz1VdfFW4OOhwOLF68GCNHjoTb7bbtii1DVVXs2LFD105+A1rknshbQI1JHIyy8a233kqua9Hggw8+0JnMMjMzpTEjdoNSExIShMJWVVWV1FWCTRK8MhGpouNwONC3b18kJSUF3eUW3Rv7rEOHDhg2bJiufoHshQx30Qt2XiNsF5T5pjIllA/sDXeHyQ52sivFAsbsdKxyshE2EfDBf/xzkbl1HThwIOw4HdFYMS767Bnm5uYKBQKjYOp2u23nwReRl5eHL7/8UmpOt3uvxnuTuSCI6hjEqqJz4sQJ4X0UFRXpFuHWUnRkY/SLL77QAt+Z652sjydOnAi3261zAwnVdY0hUnT4//NCmx0rpMzSCrRsn7M6Q4cPH8a2bdtMcax24C06fJY7I59//rnJGvbaa6/B4/FoXgV8bALflmhb2z0eD5YvX657joWFhboadLwrr91ry9pZXl6uKTnAOXmBVbgXZSZtbngZB9Cvf6Fa0vl7ZsUmjYUiGXypDONvrc7dXBYd47vct29fFBQU6K7ncDiwZ88eXTtcLpc07oYp9Xbg1/Tc3FzhvDdjxgxTewoLC5GdnR21tPSiuciYUKWwsNC07qWnp2t/A3I3Yt4jhSw6EWAUilJTU/HCCy/g0Ucf1TRLFjMSTMhhHSV7uUQB9EyTv+KKKwA0CdCnT58GELmiwyNKdGCVXQ44dz+iOjzRtugEO68I/ljjTqrf72/W2Bmm6EQSjN8S/PDDD6YJZObMmbjpppt0FkqRRYd/LlZuXQ0NDUELe4qQ7aiL/na73SgsLNTtxButseyzSOnbt6+WPctIuBYdQOyCIBo/sarosPmIv49BgwbB4/Fo7jpA6yk6sjHq8Xhw5swZpKamCl3vGA6HQ4v74ncWX3rpJTz44IO22iBzXWNt4Y/hhbZQXddC+S5asDXD5/Nh7dq1WtYzp1Nf5NcOvKKzY8cOdOzYUYtjYHi9XsyfP9/0Plx//fUAzm1qGZOkMJpjEyovLw/9+/eXFvfkLUqhzEVOp9P03uzatUsoL7CA93D6PVJYe0T1bCJRdEQCKd+XvBu+8bpW524uRcflcpmss1lZWbrxKHKtjo+Ph9vtxrx587Bw4UKd9SI1NVV4X507d9YUQcCsFIjWC5fLhfvvvx833XQTtm7dCgCaFYcn0nlD9nveAiVa94zPc926dVLZmMkp4ayLosK7IuxamHnalKJjJBAI4LbbbsOoUaNQUVGB9PR0/OxnP0Ntba1usKmqanqJWKfKXq6BAwdKhUWjRcfhcIQlPMrgC2yWl5ejX79+ut1kK4uOaAKzMreHSiiKDj+RGFO0MuLi4lpM0YlVoZRhlUqcV3TYRODz+YQuOR6PB4sWLdIJN0zJqK+vt+1yyCPqO5FCzZ45mzD5iRtoSjvLfHqjsbA5HA5pdedQFB3ROUQuCEZidUzx44F3NU1KSooJRYe5HvIxOmyMNjY2orGxEWlpaUIXE3YsANPGQH5+Pm6++eagyVoAa9c14240b9GxmvfYOBo8eDD69evXahYdJowfPHjQlNrZbhwrj6KcK+Vw9uxZ05oqciNXVVU3d4kUBEZzCLnMi0A0J/CxJuzYUM4bCARMLsaiscrPz+H0eyQYBcZIXNeCKTo8TBaKj4+H0+kMuglsVyEKl9TUVFRVVelc5Kxc0i655BIAwAUXXICTJ0/iqquuwuzZs5GSkoJRo0ZpxW1FHg3du3fXyZ6yeCAG25xJT0/XwgJkNJeiY4S9M2wtZ2OFrbXGWlTAOdk4FKsMD+/+GOy34ay5bV7RCQQCpviV/fv3644TKTrsgcgm2LS0NJ3/Ir8QswfPV9aO5kTNXJhE8UHsfoz3x5ApOqJJONIFN9jE1K9fP+2ll2U1sls9ORJaKtgxUkTKtSh9N++6xvrVOCbGjx+PkSNHmoIiQy0Sy5AFbxphFjpAryiIxvOTTz4ZVlt41q9fb1LoQs0quHbtWjzyyCPCcwQjVhUdmQXOKHQ0NjbC5/NFdaPGLnl5eRgwYAAOHDhgCtytqanBp59+arqPyZMnIzc3F263G1u2bLEdoxnsOdl1XbOy6BjH+IoVK4SZjVoyXsOq9pldgZvtoPLnqaur07lHy+La+LnL5XKhsrJSuCnRHPM/czPjnz27l0jWPofDgVWrVmHZsmWatebll1/GM888gyeffFKzHhjHXKj9Hgn8PYpiYELtb7uKDu9R4nK5MHTo0FZ3XevSpQu6dOmi/e10OqXjNS0tTddff/rTn4RrA38MOweLieQRXYfhcDiwdu1a3HjjjbbuPVJ5zc68w7c1ISEBcXFx2nvucDhQXl4unEuZGzGDP4bFHffp08dWGIUdRYdtMlxwwQVB7wloYzE6RkTFhURKjejBBFN0nE6nsLgTcE44Z6mLww2olmEVHyS7H77dIkT32dyuax06dNDcDa0UHZG7XbTp379/q1aAt0N6eroppkJUYZ236PBjhIftDhmryRt3Mu1ix6LD2mxE5tPLsrmEi6gQIf+e8LvQVudgCxn7TWGhuEK0iFhVdGSKqVGhaWhowMGDB1uqWSZ69+5tGqNAU8a4p556yhTzwZQcwH6NMTvIFB2RRUe0mSQriiwq8tcSFh3Wb9HoI6Yc8O5JxsxjPXr0EMaD8XPX+++/Ly0k3FwbXaLziuSGUBT9lStXYunSpTprzcyZM3H11Vdr8oKown24YzMceGuOSNGJxKLDxoFoHBs3Uuys682t6Bhh8WKyVNCsHbK1YcOGDVocId9mZsHiYdcRoaoq6uvrQ477Cxc7v+cz3rpcLvTr10+XzEI0n7B5mYcfG7W1tTh58qRlLS5ZvJeIkpISbR655ZZbgt4T0MYUncOHD+uKNokmLEVRTC9bOJlv+HgDfiHmhXKHw4Fu3brpdguigShNp6Io2Lp1q7AwajCLDiCf8EMl3BgdmetaUlKSqahnc9ChQ4eoK6TRxuVymZRrvsI6g/dllfn+ysZ3Q0NDWMJ5VVWVqWCa6PmLFlCZm8C+fftCbgePVS0dRrAxLjqHqjZViLZDrCo6di06QOvFrlmlLd6xY4fwufDPViSsiDYG2G+tiDRGx8rt1EhjY6MW29lcsPvt2bOnqY+WL18ujTmToSiKTlA5fvy4SZgxzl233nqr9r3X68VTTz0l3ZRoSUWH3yBi2BWyvV4vFi1aZPqcuQkyeWHEiBG6fmclFVrKbU0Uf9QSFp1wYpWb23XNCJMDjOM1KytLJ1/J1oY5c+bgxz/+MUpKSnRtNtbsY7B4ICO8BSnSuD872Pk9//yMbXY4HMI5t7Cw0DKeSORez6itrcX333+vG69Wa7bX68X06dMtY55EtCnXtVtuuUUzFRcUFODuu+8WCjrGQSM6JlgyAjsmNgDClLORMmTIEJO50+FwSANK24Kiwx/L93nPnj2jnk66rcKELd7lSzQ5iIJA7So6iqJAUZSQYqKM9U6M5nvRPfDI3AREdQhCwSrpAkNUh8h4DpGbyRtvvKHtUolcbRjsd36/v1kzB4ZKMIsOH1/QHHOYHawWKebmYPVsAXPw7IgRI0K+FtAk/PTo0QPHjx/XrsX/XxSjw1JOA+Ix7nK50L9/f10aY6BprJSXl2PYsGGW8ZN+vz8swZEP1j179ixycnIwZswYfP3117jiiivw05/+FJWVlcL+FJ2L/d9YAPPEiRPa3M0ymMnSz1ttSrCYh+ZAdN76+nrT2mdX0ZHV5wk2Ni+55BJdLb7mJpiiE4lFJxAISN3/wnGBbWmLDr/hycaryO00Oztb6nbGLLZ/+9vftNoyCQkJ0k0QK3cvh8MRMxaduLg47Z6N98L+tlMrSOSKJhovx48fh6IoujnSSi4VzSN2aFMWHV4zLCoqgtfrFWrcsoBAhsisa0Q28bbEDi4L1DXuKhrdIljKSqN7hwjR/TR3MgIefmJtqZ2btoZoR0g0lvmJQJa33urZhrKTK6p3wly7ZIqO8XOZm0Cku5sejwdLly4Vuh8wginzHo8H9957r+lzVVVRUFCgmcjHjRsnTPXNBMCdO3eG7RbYHMgUHafTif/5n//RuRC9++67rdBC6zEaSpVx3uoe7vzscDh09dSsXNfYd3y2P7fbjQULFuja+/vf/95SibQam8eOHUNZWVlY98L3AbtGSkoKRowYgZSUFCiKgoaGBktXEuO5jIoOAK2uh+g7QD/Ps00J4/dMOWhJRaeuri5si47oPgDgySefFKbKF7kPtwTBXNcisehYxTi1BUWHucszZG6nAFBcXCztq0AggPLycu1vmaITzN2rpS061dXV2LBhAzZs2GBy0eb7RmTRYQQb14FAACdOnNBtuljF+fI1gqzmRdn7F4w2K3EqimJKOsA+F8Xt8PDfh6ro8JVhm5O8vDx89tlnWLlyJV566SVpYCNgT9ER7RjYiWEwEg1FJ9aTArQWcXFxujoPgL4eR21trWmyYDVErNwZjdgRcBhWrl2i59+7d28t7z6PLN4tUu6++27tvGvXroXH49FN3naslhMnThSOyc2bN+v6f+nSpXj55Zd1Lny8S08o/drcyHadvV4vCgoKTC5ErVHnI9jCHc6YkZ3T6/WaXC+N8DurxmKHbBOC7XgCMKU1v+uuu3TtveeeeyzbajU2A4FAVGteGb/3+/0hW/SNBQuDFQfk3ymPx4PFixdLFdfmUnT4DKbs+dfV1YUdJ+XxePDCCy/oFOHZs2dj2rRpQvdeRku6uCqKontWRkXH6TRnDAuG8XjZpk44Vu2WVnQAfQ1EK7fTSZMmYcOGDXjkkUeEMVd8mnVjUio25gBYunux5xHs/qOh6JSWlmLcuHGYM2cO5syZg3Hjxuli5XhFR6Sc2cXv96OyslL3rlkpOnySJFVVhcVRFUVBz5498fLLL5s2ooIRO74WIeJ0iiuVM9ccnmgpOunp6VGPx7Gib9++6NatG86cOSN0i2CBjeFadNhvQxnA4So6/E4PKTpyunbtisOHD2t/8+lQ9+/fj4yMDO07kbmduTNGy6Ijc+1as2YN5s2bh/79++s+j4uL0wU08thJ1xwqzG948+bNwiyFdgSalJQUTJo0CatXrw567B/+8Af84Q9/0K5x11132U6L2ZLIFhWZC9GePXuaPX6gpqYG8fHxmuuInYU71DHD3CCSkpK0eUbmeikiKSkJZ8+eRWJiIjp06KC5jiUlJeGiiy7S7b7yWcfi4uK0IGc+A6iV8uv3+6Vxg2wdC3V+Zte1gsX2hVqYz5ixkc0jsvnE2O677roLF198sdDlpTktOqKMj5MnT7ZsqxW5ublaSQt2H2+99ZZWMFQ0xlpS0dm7d69Q0TEq8aFg7B9Z9s5w1vaWjtEBzr3ngNztlGVBTUlJwdVXX42OHTtq9XT4mKvTp09rngzsHvgx53A4MGvWLGzcuFE49nlFNNg7KXIps0tlZSUKCwt1Y1FV9fWDEhISpBadcK5r16JjVJyPHz9umvdPnDiBw4cPY+LEiRgyZAi2bt2Kuro6zJs3L2g72pRFhx8QMjcGO4qOHdc1dh2rv5sbdr0+ffpg0aJFJrcIJphEYqEKJ995sHOKINc1exgXITaW2ZhlC4zM3M525qOl6Hg8HsyePdv0uaIoOHDggPA3Lfl8nU6nNKtbdXW1rfGtKE2F/UJpN3Ph+/e//x10Z7s1kC0qMhcio8LaHFRWVuLYsWOmNvK77Tyyz60IBALYt2+fFuwvcr0sKirC0aNHhb9nO70svkaULbJjx47o06cPkpKSdKUGjP168uRJy4x2VmMz1GBb0W9lsDnEznjlry+z6MjmE9EOuMzlpbk2vw4fPiycG4xugaFcn22usPuorq7WlBz+Gvy4bUlFx/icjBadaCg6MotOOM+xNSw6fOyb0U2WV2L4McxbmL/55hvk5eVpY5/VpnM4HMIioUuXLsVHH31kOfab231t79690sRcLMkLr+hEYtHhz83aHMyCzXP8+HGhgYJt0GzevBlz5861peQAbUzR+eCDD4K6MYg6kx8cNTU1WsApYP3wjN81Z1FLEbx5Ljc3V3vJNm3apKuwHImiE+qLQxad5sXYp0Yhmi1iwbI8WS2sobrEPPTQQ0LhWJYqtSUVHYfDYVmp2a6iI4oJGTt2rOXvVFXFrbfeijVr1gCILYuOzHXN4/HgxRdfNLkQ9enTp9nb4/P5EAgE8MMPP+DMmTMIBAIoLS0VphyWfc6QKUHMgsLGuMyCxfvW83Tt2hWAtQuO0+lEjx494HA4NIEpMTHRtD4YhUFjm43jpbGxESdPngRgnakoGMGEal7RCXYs/71ovgHsW3Ss1s/mmjMOHjwofP6RZHw0tlWWVZJlSa2urjZ9f/LkSZ3lPpoYx65RkQhX0eGfZ1tXdIx9xCsx33//vSZfGZ81U3DZJnO3bt3QqVMnbf50OByoqKgQvrfFxcXCTZtQnkskik5mZqZl9jensynNdTQtOkw5AcRtl80/zL3WeC6g6X3jFUk7tClFJyUlJWhgH985bGHh/c/LyspQW1ur/d0WLDrMJCrbDYskuUJLKTqRBEKeTxgXFOMkwYSUYPUxoqno9OnTRxgYbpWxqaWecVVVlbBSs8PhQFJSkq2dVNa3xpiQpUuXYvbs2Zb3oqoqZs+eLRRmWhOZogPo45rYplFzt52vvXH8+HGcPn0aFRUVwt32bdu2WdYRs1KCjKlvZRaszMxMYTs7dOiAiy66yHbKe6boiAKR+Z11UZuN7+Hx48e12lJWwkEwgv2Gb1coio6RUC06Vu9Rc80XAwYMsEyCwAhFyDaeTxZsPnfuXO15v/3227rvvV4vfvjhB9vXDAWrRAtOpzOsOJqqqip8/fXX2jsYTUUnISFB+6+lMPYBy0KZlpamc+GVjUt2nz169EBmZqbuuIyMDGE/8JYT0bmYVciKSOZpt9uNwsJCU9vy8/M1tzUAtpIR2IW36ARTdIwbQUbLJPt9OJnX2qTEaeXSwCZdfmEZNmwYSkpKAEQ2obWmRYe/djSTK4Q6YA4dOqT1fbiLE1l0rOH7VaTosEk5Pz9f6s5oFRgbatC8qqrCwHCr59hS78q+ffuEwpiqqrjrrruC1sPhfYgBczaZKVOmYO3atZb3GggEbFuPWgorf2iRC1Fzu9bwig4LtN+7d69wJ/zbb7+VWuis3BQBs6LDMljy7hgyt2dGKPMar+gYxzxbqGVtNgo9rMZVMOEgGHZd1wB7VcitrlNeXi4V2GPBouPxeGxl7wtlTTLeh9vtRlFRkSlAmn+GTzzxRIsl/LBSdPgde7uUlJTgsssu0ynpsnERztoeFxeHwYMHh5WxLVx4Rce4CcFvnIUqTwFAamoqZs2aJfyNaHOQXYNZk61gqb3DQVEU5OTkYNOmTbjtttu06xYXF6O0tFSLF7RyXbPK2CZrr1UMKxuroo0go5zCjhVtLASjzSUjWLVqFZYtW6arp8O7sfn9fmn8QnZ2timwOhRhraUVHd6ka3ywfJBqS1l0jEG9r732GqZOnWr794Q9+PocRoHnnXfe0QXW5ufnY/jw4cjMzMS1114LAHj99dcxbdo0aWBsOIoOYA4MD/butEQWMlEtHYaiKJg7dy5uv/12aaB9IBDQ1ZQRCcB1dXWWi4vL5UJaWlqbseiI5oLmbjsT+pkrg8/nQ79+/UzPzul04pJLLhF+npaWJnUTYvVYGPyimpeXhx/96Ef49ttvtUDgaG22MOEsISHBtAPJ/pa5Vu7btw+XXnqp9hlTQPhCwM3husavF5E+d6vCp8EUHf69ay7XSafTaavuRyjwQjK7hyuvvFILNj927BjmzJmj+w1zK27uhB+i58k/hx49ekiTxYiQxbhlZWUBMNcYayubmHw2PqOs+Nvf/hY33nijKUaHJ5h1csqUKQCalAh+HbZSsJOSkhAfHw+fzydd0w4cOIDevXubsrPagT/f+++/byrXcuONNyItLU1q0XnzzTfx4IMP6mpQzpo1C8OGDZOunXZc12QbQb/+9a91tafYnH7BBRegoKAgJPe1NmXRWbt2LZYuXap7QIWFhTrtkhVjE/kT796923K3wwifVcdO+r9oI7PoAOJaCexYq3MZsTtQRBPe9OnTWyUtbXvHaL1ju7yiCaG4uBhpaWlaDQev16spOewY5g7ELDyhuq6Fs4PUUpsCaWlpuh1bI7Lq9IzXX3/dMhYEsN5BcjqdeO655+B2u2PGoiN7XlbByC2p6LD/p6SkCHfbjVXleSFB9CxEO6XGZ5GamqqzYEVrLu/cuTN69eqFxMREoUtQdXW10LXS2GY+pWqkig6bK0QWXeN9BxuzFRUVISeEYFi5rhl3cINZXsOFXdNowTT2TyjjgT1n4z1s3rwZo0ePxqhRo0KKaYwmonefv7devXrZcpFiyGLc1q1bJ5w325qiEyzWNRxFh/XBlClTgqbH5/vL4XBoSqjT6dQsKMb3jw+9CAV2n7LNIuY2K1J0vF6vTskBziVZsKozF8w6zazCovbs2bNH9xmbq3w+n+Zh8sorr9i69zal6IhuSlVVzJkzR+f3LItf4FPzMqxeTH5CaI24EmOMDg8/4OwIrpEqOqIJL5gQacRYd4IQ43K5dBMcmyysdrPZeJAtTLm5udqi9N5774UklIej6PA+3OFkz7IL27HduHEjlixZYhm3ZMTr9WLGjBlSNyiGKFHB7NmzsXLlSvz1r3/FrbfeCiB2khEEU3Raw6LDu64B54R5Wa0c2ed2C4kGexbREsji4uKQkpICVmPHiFVV9F69eml/89Ygv98fUTKCNWvWSJV3K7dnIyUlJRgyZIjlJoAM0cag1S76rFmzmmXTTKTU8woKE9BCVXSsXChFY/Tpp5/WrDnN6SYqep6RjHVRjJvD4cCaNWuE995WFB22eRws1jUc1zX+u1ALxjJXWKfTiffff1/4HtfV1dk6lxEr1y+Xy4WRI0dq/zbex549eyzHrazOHG/REY1NVVWlm1fG8jG8ogM09S1vEbeiTSk6VrCXzev1StMFisx9wSw6kWQqiRS7Fp2WcF0TTXhWQqSIjIwMDBkyxPbx5yvvvvuuboIrKSmBoiiWu9lsPMgqBxvN1Lt377bdnnCELWYN/fDDD02Tdf/+/aM2Dth4d7vdyM7ONgkYzz33nNRdRKYUigJGjYL3/9/em8dHUaX7/5+u3pKQEAiQtZMAAQKyuiCCGzoCOjNuUUcBZTE4iKMSkMU9wWUQZNNREBRFBMevC+P8xpnLMjPqXEWvy4gjepFNSBpoEJQ9IUl3/f7IPcWpqlPV1Wu6m+f9evHSdFdXnVNnfc6zjR8/HgMHDkReXl7C5dExai8zjU6sfXS0eTdkWVa0BQCEmwGjTYKVRKLawx9t/WKxIRMJOmZZ0fky8u8nEo2O1+tFVVWVbhNqFOHL6P5GJktWDytE+X/Ye9i0aVPEh2ZW0b57o9C/s2fPtnxPh8NheugE6PsoOwwB1PNEtMddMNO1UBH5uI0dO9aw7ski6ACnfRW1a8bixYtVa4aoTqEEsTI76NO+RyboGIVFZykTQrXKOHXqlNLvRHV+9tlnFQ2zSKPD8ukF48UXX1St9cEEnUBAHPG0uroaHTp00F0bLknlo6P1r9ESCLTk9ujYsaPKLvecc85B//79VWGl+XsaIUkSsrKycPTo0VYRdIL56DBCFXSC+SSIYBMe76PDO79bQZIkirgWBK/Xq8vJcNddd2Hjxo3KhKBNfsc7lHs8Hjz//POKpkI0ZgKBADZv3oxevXpZKpP2923btg3ab4qLi1FXV4dHHnlEN1nfdtttqozSkaDtT1p7/B49ehj+VuTfw5sUad+dKHmlLMsJl0eH2T0b2c+3hkZHuzCLkjgapQwQESyRqHZRjYegw+Y3/l2ajVm+jLwGlHc4DrVdzMJpd+zYUXe9kXBudgggeu9m/Y1hs9nw7rvv4tFHH9X9PtRDM6ukpaUhLS1Neb8iAQUAFi5ciMLCQkybNi3oPW02mxJpy2juANR91Gi95j8/evSobnMXKtEWdIAWH7fzzz8f69evhyzLKCoqUml0gNN1TyZBx+l0orGxUbdmDB06VHWdUUhmI/hDi1DnOebzt3PnTtPx19DQELIJIo+2zhdeeKGubny9PR4PXnjhBdx5552WI5nOmjULl19+OXJycpTPtLB7ifzompqa0NzcrBwgRdK3k0rQuf/++zFnzhylwqLAAmlpaapJd+DAgYomR+QcHexFtWvXDkePHo2LY7WWaProsN9rB968efOEEUJEVFZWoqysDD/88AO6du2KSy+9NKT6EMExMhHcuXMn+vTpY+pYy05Rx40bh27duqGurg5paWm49dZbdYsSbzYTDO3E5nA4goYClSTJcLLeuXNn1AQdUX/nNxhmG0WPx4O5c+dixowZQsExJydHleBSBPOfCvaseLJ8+XJF0OUXVzPtdDwFHZHZT01NDTIyMjBgwICgQrRoU639rLXawuFw6IISGI1ZZpIqSRKOHTumXB+JRsdIeC8pKVEipHXu3Dno+Ah2CMBjtJnTbga9Xi+qq6t184kkSXjuuedi4qjvcDjg8XgUbVFJSYnhgenMmTNxyy23WCoHi+YmEmBF/ZN/j0bBIH788ceEFHQA4P3331fNk7/+9a/x3nvv6eqeTIIOr4E1OzgRCTVmgg7bjxmZNw4ZMsTwWWxdZYEQjMZfKIKOkWDC15lvN6fTiaysLF3QigkTJqBr1674+uuvAQDff/89XnzxRcPnMsVDu3btlL9F14jKw2CmoCdOnDAVlIKRVILONddcg8svv1xZMDZu3KhTQ48ePVr5fzYAJ06cCEC/2NbW1sLtdqN79+6Gz8zKygLQOpsYfjBpNyd8ndnAMptk0tLS4Ha7dQNv+vTpuOmmmywvMnl5eejYsWNcY96fSYg2GCyqF8NoUmaLjizLyjXaUKA2mw3V1dXo2LGjcn0wRBuTcOsiSZKpliVUgi2swSbC3/zmN+jfv79uE2qz2dC+ffuggg6gT+ramhj5HQ0ZMgR9+vQBcNp/QutYGisCAXViStGpOvO1NDv1dDqdeOutt1BdXa3aYAEQbrR586l4aHRYGbWCDmA8ZhsbG+FwOFR295H46Hg8HsybNw/Tpk1T3kdVVRVWrVqF1157TRet1EijwzT4EydOhN/vV+7DEq3yAqbRZk7rE2uU/+KGG25QolTFAu2GdsqUKViwYIHuukAgYDkymsPhEAqwRkIf/561gg7ri9EwfWXvlxe2ItWUeb1eTJkyRdXG7733HlatWoWGhgbdvJksGOUTMkuUydYzszWwtLQUhw4dMjVvLC4uFh6eM41OXl6eavzZbDYl3w0QWuRUK3O7to5G/uz8PDZixAhkZWUpkeVE9+THkuiavXv3Ytu2bYbWRYcPH4bb7Y44uW5S2RF9+eWXAE7bc1dUVOhyXPB5MXi/HeD0RMI7I/bs2VPJsSOCqamjdQIdCrzNotbZldXR6uRos9ng9Xojto1mzyUTtNjg8XiwYMECVdvPnz9fiapmhvYUmG1CtBtaJthb7TvhCjoejwfz58/X2d6aJRoNlWDREINtFJuamoS+IJIkGUbSMkKbk6c1MDI50ib4Y20iSqocbbT9zCyKHdPu8FECGQcOHFCEHHZtdXU1ampqDG3ZjfJOxFLQCYXGxkaVNgdQb2LC6U8jR47E+vXr8fLLL6OqqgoLFy7EypUrdesie0dGVFZWYvPmzcp9Fi1apHOMNtvMaYPPGNn5v/POO9i7d2/I9bSKtq+NHz9emBYhFPM51s783GEWoIDX/BqZrkXjoCQQCOiiwa1YsSKie5rNKdp5M5kEHSN3BCNBh3chMKtnVlYWcnJyTH1qWc4aLfz1lZWVeOCBB5RDKZbvBghtXuD3A0a+QlbWdJELxfjx41FVVSV8Z9XV1ejUqZPquYcOHVLKvnz5cgwdOjRosBOtf2c4JNVu9e6779a9kGA5Lpj6DDidM0OUY8dsoc/MzAwp9ny00HYqXosiEnSCTTLRCChgVDYieowdO1blyHrLLbfoNiSiSYttkFjfFuXvAIDRo0crjoJW0N4jFH+12267zdApN1qY9ftgC4LRyZjdbofNZhNGCjRbMMySosUD0RiXJEmVjwBoqR+/ITr33HNND3wiQeufo3U+1cI089oFUHRQw67nYRvtxsZGbNmyBSdOnIibRifUrPONjY06IZTXCIXTdwKBAPLy8lBcXIxFixYJxwB7R8HuX1hYqNxHtIE32syVl5frPvd4PJg0aZKwLDt37gy1mpZhB4U89957L6ZOnaoLWGTVssEowp6R0AecHgdajQ5rn2gclNTV1en2N3fffXdEBxlGc4pZ8stkIFSNjt1uVx3amSEKdGC32xUTv7S0NMPf5ubmori4GF6vF7///e9DPqDQIsuyMCGnWZ2NEAVa0M4xNpsNq1atQkVFhe65zz//PJqamkyDnWjX1zNO0AH00V+CZUnl1XB+vz9o3PREQnt6wJ8CiEwbgnXWdevW6Trk73//+5Bso0mjE3u0meubmppU7Ww0abFNO3NGF+XvYN/PmjVLMUMJRrgaHXYtX5dYLIRmm7VgGwejBYMJc1pBJ9iCoS3LyZMn8d1334UdEjRUPB4Pnn32WZ2We926darrRFF9gh34hIsoQhAfElzUJ0SLe1lZmaW+xzZh7BCsqakpYQQd0SKuNXWLNKEn69Oi6GYM9o6CbZhkWQ6apFUUMcko0Mnvfvc74aY5muasIkSHM3yek6+//hqVlZWW72c1wh4vELB21Wrs+Hcbqfnajh07or6/YXOKto2ZFitWqQNiTaganbS0NEsaHeB0/+Cj723atEkxyTVLtZGbm4vs7GzTgCChzAsi4bempkbVZlbXdO11RmbIe/fuxdq1a4Uazt27dxvWbdmyZRg+fLhqfT0jBR1AfUqinWh5UxZm11hQUACgZcAHi5ueSPD1ANRmEaFqdJgErV3wL7744pDKRIJO7NG+W36jZmYewecqMcrfwQgE9Am5jNDeJxSNjtbPLN79JpgQZPS9SNAxe/cM7UaFbWLDTfIWDpdffrlO0NEKMaLFMlYHPkahUFlI8LFjx5r+ns33zG8k2MEW24QxTYnWRyiWmAk6IiG5sbFR6NPDCFXQqa+vx5EjR7BmzRrMmDFDeA3/jqyEqTUKkc028EOGDMGcOXMwb948rFu3DjNmzED79u2F9+rSpYtQMIqmOasISZKEm3J2CKPN2REMkSN4sBxP7F1rNXZ8G0Qq6LBocDzR2N9orQxEp/Vr1qxJeo2OWSjp9PR0RdMfrJ78Gsn6GN8GfDJ6I8w0aaHMCyKhQpZlVZLecDU6RnPDjBkzMH36dKEws3XrVsM0GG+99ZbukCsaZq1JuVvVqk15qXn9+vWYMmWKyq7x9ddfByCO2R2qyjqeaE8PRKZrVjU6Rp09FJMBrTaIiA1aQYLX6JidrjJBp6mpKSRNZzAi0ejw/SRWgk6XLl0UUwC2mWE+Hvv27TP8ndnml7UBP+aCmaYA+o0Ku0+oeQ8iYfv27UGFmM2bN+t+F6sDn2Cbt9GjRwcN819cXAy73Y7Kyko888wzwut4kwngdGK9aCdRNMNoQ20kJO/evTuqgs7BgweFvnlAS53ZhpW9o+bmZhw4cMAw6AYLbCKyw9+4caOy2Z0+fTpmzJiBjRs3mr5bp9NpmmMmVkTLdIeRnp4u3Kya5Xgy0uhEU9ARCVtLliyJeH/DHNGD+SPF0tcv2lg9sGPjs02bNpbXMNG9JUlSwp2zAEOdO3c2vIfH48HChQuFgnMo/aSsrEzYv1euXBlykldtvUSKBsA8l1tJSYmlQyt2H1Feu1BJqqhrgHEmbBYNQmszGAgE8OCDD2LUqFHKy+ejpVx++eWWN3zxxm63w+l0KputSHx0zMKOhgNpdGKHSNBhMAFG2458FJfm5mZd/g4++pTRGDIiUtM1o3pFizZt2sDtduP1119XLb7s+cuWLROapVgRdPgIZWbvnmG0AMUrmWhDQwOys7N15eSFGK/Xizlz5uh++9RTT8XkwCeYkJefn4+xY8cKnaZZlMD8/HzlBHbgwIG6+gHAlClT0LdvX+VvM41OrASd1157Dffee68u6paRkMzyvmlhUbPKy8tDWp/q6+sNc8Xcd999uO2221Rj0u/348iRI3C5XMLQxsy+f+HChbqgJmyDo93smuXJYuOKj94U67XE6/XioYce0pWTD/MbTn/Izs4WamqNIuyxwBha00R+fo90nggEArpocJdffnlE9wROvx/WL3/66Sdhf7YatS4RsKrRYYKO2+2GJFnLBcgc97VrRWFhofJ3dnZ20PuMHTsWZ511ljA0vVUKCwuF8ysTIkLRZorWcL6/HTp0CNOnTxf+ls2HLLBSZWUlSktLsXr1arz66qvC9djIFyxUkmq3+vzzzxtmwmYY+eBs27ZNl/xv4MCBCT0obTYbysvLFfMZ3nStsbER27ZtQ319vSU7WW2GY5vNhjFjxoQ0YEijEx/MciaZmUewCZktnFpNJ4vExMaQFft8kXlXuKZrLpcrZmHJtT4nDDPfE+bLxI8d5gfH15HfnJmZpgCtL+js378fOTk5plprozC/5513XkzKZEWbZabVGTJkCIDTof4LCwt1p4hTp041DFHMv3vW3rGI8uX1ehUhBwjutA+INWu89uGSSy5RBYnQmjrxBAIBNDY2GpqT9OzZE4DaT4jdz2gd8Hq9Qu0Q/0zt32ZWAqKccLFeS8x8HSLBbB4UrcnNzc26tou2RmfPnj347LPPACCqfpE2m03VL2fMmCH0ZUlEFwAjRO0nelfsMFiSJNjtdsvrn6ifZ2RkWDJbY2h9XBmh7ttGjx5taAYXSv/g78H/jpVxwIABwrmHmbVWVFQo/Z3NKXxESC18SO1ISCpB55xzzglaaSOHwK5duwqvT6YNO1+vEydO4NSpU1ixYoUy+Vx22WWmkZMqKyuxceNGjBs3DjabDStWrMDll19uOdoS3xlJoxM7RFGCeIzMI3jTNQY/SWonzGCL6v79+/Hdd99FTaNTWFgYs4OF3bt3G07+Rr4nL7/8ss6cpW3btrpy8wuWmWkKoN/Us3cXL9M1Jkjy5fzPf/6j0mgZ2X7HapPS3Nwc9DCGaXW0yLKMuro6lZAsSZJOiGdCjug5TKPDb9QuuOCCqEeZM9tQM/MvLYsWLQpq4sYL6j/88AO2bNkifD5z2mUCuXYO+eqrr4QmXCwMtwiRc7sZkiSZ5qUD9CfpsV5LrEQNC2cfYLThNTKTa25u1kV5jKaPzvLly3HBBRfonhuNPc6ePXt0OQuZdQDQ8j5nzZqV0AfHWkThkkVaHl4w6dixY9iR+cLp50a/CVXQMTukC9d0jQl+DKbtq6qqUj2npqYGI0aM0PmqBQIBQ+2z6PAqksAXKbdbFTXoY489pgQk0JJMgg5f1pMnT8Ln8+GRRx4JKXKSzWbDypUrw4q2RBqd+KGd4LSD3OiUR2sKYUawRfXgwYNR1egEE+AioVu3boaLgsj3xOv1YtKkSbrT9yNHjgBQOwxrFyzRu2do32m8BR2R1lqr+hflN3r88cdjtkn54x//aOofwTA7dWQCKHB67tG2g9EG0+/3Y+/evTGPMhdsQ927d2/db3jNgs/nw/r16039q8yi9/FhqocMGaILSLF48WI8/vjjQo2T0cbJSqS7UAMLaHMNxcqklWGUzyvS/C+icpsFLKmvr8fx48dV17OogIxwBR1RuN6ampqIEy0yjATeQCCAcePGxc3XKtpo2zCYxYHT6TQNDc2jXTfC6WPREnQA40O6cA8uHQ6HUkd+7l20aBGqqqqCHgby5uA8NpsNq1evVgk5wXzsgpY7pKsTCDPpTtug1157rbII+Hw+rF27FmvXrg3ZEau14csabqjsH374IexoS6TRiR/8BBzKIG9sbLS8WJpdx2/0tdeFq+qOJcXFxcLcLJIk4YUXXtBt4o1O371eL9LS0pCTk6N8HkpuFCONTrxM14xOx7Ro8xuZmQNHgtfrxcMPP2waqY5hdurIn6qK+pTZBtPv90c071nF4/Fg8eLFhhtqs/DDbIw//fTTuvtaDRLBh2E1CvtqpHEy2jgVFBSY5jySJAmrVq1S9SOroXf5e8SaMWPGRL2/s3LzexGzgCWNjY04cOCA6jderzcqgo5RsKFVq1aFdT8tZgdJK1euBJCch59aQSfUhL9m5OXlKYJTuO/GbGxYjSQpOvzSJscOpzzMh1w09y5atEjlU8TDCzqiOb+mpkbla2kl2mkwki4YAdCy8WMV5x0+ebQOgT///DPWrFmDmpoapeFtNhtefPHFkOLntybawSJyjg62KHbt2jXk3zBIoxM/HA4HGhsbDQc570jLo00+aIbZosqfPGo379Gw6Y02drtd5RSZlpaGhoYGQ2dco+AcPXr00AlFdrtd2cSUlJTo3jv/nTbsbCIIOqKFjNl+h+PcGowTJ07A7XYjPT09qDkXgwV80DpSs2v4HGKifmS2wSwpKUFpaWnY814oVFZWoqysTFd+4LQgp127AAj9y4CWdpo9ezY8Hk/QNgoWtIQPSMLfv7i42HDTpG2TzZs3K8lDJUlCVVUV6uvrlXFhZYxrN5fxEHRYbjIASv6waGh0tHsRZrZjFrBEtH/p378/gPDnie7duytjiGflypVR0daygyR+/8QIBAJYv349fv3rX6O8vDyi58QbJnQ7nU40NTVFVdBJS0tDdnY2fvzxx7D7uNnvAoGAJW1osHkjlLLxz3M4HJAkKWieLS286RoAwzmfYXZ/o3xdWpLuWF608aupqVFOSozYtm2bbpCK8kskOloHsFBDZXs8nrDDT5JGJ36wCcVKSGOeUPK1mJlT8Zsmq6ZwIrS5oGIF64/sxKpv377KyZVoE+fxePD888+rxoFR8tz/9//+n6FGTatt++Mf/6j6LZ/1PJrChBFWQylrx280y3bgwAEcPHgQgPWs6rzJiOjUkf/eyGHY6DmBQAD//d//rTuoiUVaAW0YXi0i8xEjO/UZM2Zg3bp1uPrqqwEEH4d824tOSocOHaorK9M4GbU/e2esTnySzaqqKixatEg1LqysC62h0WFCidE4Dmd+2rdvn/AkW+ujwGv1jA6u2HgJ18TV4/Hgvvvu033OIqFFis1mQ0VFBVavXi18V08//XRQH+FEhBd0+P9Gi0iD7wQTdKwQTPMTiUbH4XAETZSrhflMBtM0MUK9v7Dclq8EUFNTo4RbZf9YJJdgvPHGG7DZbLjuuutCeaQOI5U8n/zI6HeiBo9VkrxYoZ1k+IXzo48+CqqdYhOWdrG1ogYljU78YIJOqIM8FEHHbKLkN01sg+V0OoM6Gmvh54pYYnayZdS3tUnwRo0apbvG6/Vi2rRpQrW5aNPy8MMPqw5O+GdHIjBaxapGR9Qe0RJ2/H6/cq+ioqKgkeoA8w2B2+1WlVdUHzOzt7179+Khhx7SzV8jRowIv5IGWNk0aBd1ozE+bNgwlRASLEO4Vsjl5/nXXnsNH3zwgW4ssIh22o0HQ/RZfn4+iouLFc0OcHpcWPEJaQ1BJ5j5SzjzkyhfVSAQQJ8+fQzN5IwOrli+r0g0v5MnT45ZkBH2fvr27Yuamhphm8XC7y3WsHUj1oJOuO1q1i8jFXRYXcO10GCCjpVopFqam5stm96Fc38tIZuu9e7dG3//+99P38CC/fquXbswbdo0XHzxxaE+TkdJSYlQRbtixQqMHDnSsPJGv4tVkrxYIeqUzASFd9gN9nvebGXfvn3IysoK6fSBNDqxxeFwqKKYsE0FCwsOQGhOFarpGjOf0MJPouz/7Xa7yoTIKvHoK+GcfDEbYfbuRMKSmemVkc8Dn0tCK+g4HA7s378f+fn5MXkv4Wp0ABj2hXDKwG8og5kmSJJkusHQOv8aLcxGz9m1a1fQdooW4WyYWUQ23iSMX8hZH+L95mRZ1j1L1M9Z//700091ax+LaMc/x2r5Q9U08/B7BlHkq1hg1AeMzGus0KNHD6GZWklJCfLy8kxPp7W/YcGSIjls8Hg8eOyxx/Doo48q/eixxx6LSh/n+wUbZ+vXr9f5lLGD42SJvuZyueBwOHQCT7SI9H782NCu95EKOi6XC01NTRFrdADozMZZ2hOjsXXs2LGgIf75+gZbQ4KWO6SrAUWCY/9Eyc54/H4/Ro8ejVmzZhmGeA4FozCkwSbZ/Px8RSPFiJX5QiwxW4isLFJG11gZNKTRiR98pCpmDsGHBR8+fDiGDx8eNECBkeM2c5796aefhL+LZjb5WEZbY4Sj0dH2edGhjZnplZVQ9lpB5+eff8ZPP/2EY8eOGVcmAkLx0bHy23CQZVnpP+yeTIsBQBdExmazmR6YaYVrs74kMoEQtVMsD7hETupmrFmzRnWQUVVVpdICMG0Lr9Exsk4worS0VJj3hNcMi9rfaOwY9X2zTO8MfqzyIYpjSXl5ualmPJz5iQkW/EnzrFmzDCO8AuLT6UceeUTZR4UzBo8cOaL4VN5www0qbdJNN90U8v1E8O+HbUDPPvvsuI6rWNC+fXvFbxlIPEEHaOkjRmHhrRAIBIRzER+u3yra/HL8vJ2fn4+6ujrceuutQfclR48eNX2OqL7aud3hcJiONZ6QNTrbtm1DYWEh0tLSMHjwYMyePVtJqCTiscceQ25uLiorK/Hf//3flp5x6tQp1aTOXkog0BI+d9SoUaoQyUBLYwVz2LzuuuswePBgbNq0CTabDWeffTYuueSSuJiUMES5TkKBvQOj76zYcYt+39TUFNSxrampSXVSG8/3Fi8ibZ9oIDKXWrhwIWw2m/IZvwFhZhiDBw9Wsg4zHA6Hyu57zZo1SohZdnL8wAMP6MrQ2NgoPAEN570wzUek79SsbczGhdGplTZRojbUK9ASOeeZZ57B5MmTlXf2yCOPIDc3FwDwyCOPqN4n27TwZWXPqK+vh9PpRCAQwIkTJ3Ds2DHk5uZGVQgUJX8UmQmI3ldjY2NEZWF19vv9aGpqQlNTE06dOoV9+/Zh9+7d+O677/DMM8+o3lVFRYUiCBu1n81mU7WLWVuLyM3N1bXT3LlzkZeXF5NxHggE8PbbbyvPY8LLuHHjlGv279+P3bt3IyMjQ5efZNGiRbjyyitVY7mxsREnT55UrmtsbNTN101NTYaCSV5eHu666y4sWbJE14950zj+9z///DOOHDkifNe5ubmYPHmyrj2tvFOtJjQea4koEARff9ZnQ+XGG2/E+eefr5w8FxYWquqn1d4Ap/ch7DedOnVS8oCJcu0EY//+/XA6nXC73WhubkZubq4yP0Xr3bI6adePX/3qV/jrX/+q/L148eKYjatYYbPZlLDRIh+paOzZIvm9KDT+rFmzcP3111tyHXn22Wfx5JNPKocKbN5lc26ofYTvzyzy2qlTp3RJu832JQ0NDYZzuOg+NTU16NatG/r06aPMneXl5TjrrLMsldkmWzWUA/Bf//VfOH78OMrLyxVHvD179mDz5s1K1mqejz76CLfccgs2bdqEjh07Yty4cTh8+DDeffdd0+fU1NRg1qxZus9ff/11Jczohg0bVJP2pEmTMGzYMKtVIYiE5ZtvvsEjjzwS8u8ef/xxVVhGLQcPHsQdd9yhCyqxbNmyoJrZM52DBw9i3759KCgo0L0rs+/OdDZs2IDFixcLN+A2mw1z5sxBjx494lKWeLWTaJwBLT5h119/vek7YQQby+GydetWbNmyBT179ozovWvrwOqW6LTGWNU+M1nnC6P146mnnsKpU6eSrj7JgtF+wMoc8ac//Qmvvvqq6rNYrflG5Zw2bRouuuiiiO9js9kwdOhQxdfQZrNhwoQJePHFF3HkyBFT142QNDpXXXWV8v/9+vXDoEGDUFpaijfffFPnBH/s2DHcdtttePHFF0N+oQ888ACmTp2q/H306FEUFxejtLRUCd/629/+Ftdeey1qa2vRs2dPFBYWhmwO4nQ6465mbWpqwoYNGzBs2LCw1Jo7duxQ2WrztG/fPqjt4s8//yw0pSgtLVXlqhBx4sQJJTRnly5dLCfOSiYibZ9o0K9fP1RXV6tOPJhDv9EpiCRJGDRokO7kJCsrSxkXP/74o/Bk3+Px6EIwb9u2TXe61aZNG1PtrRG7d++G3++P2HQ1WNts2bJFuHns3Lkz0tPTdZ8fO3ZM5ThbXFysCw8NtGhEtm3bZliuLl26qP72eDzKwc+BAwdw6NAhAC0ZtrOyslQO20bPDAdZlrFlyxbd56IQnKI6RVoW1j6lpaWw2+3IzMw0DXQiyzJmzpyJJ554Avfeey927twpvE471xw/ftySL4joPoy8vDxVrqRosnr1amGdX3vtNQwfPhxLliwxFXJEY7msrAw7duxQ/u7WrZtqDAQCAXz//feG97Tb7ViyZIlOo8ObyPHjZPfu3YaBTfbv36+rw2uvvYbRo0eja9euluaI77//XhWwwop/aaTU1dXpEnYyysrKwoqQtWfPHpUZDrsHW6P/+te/KnmkRBqQRx55BNdddx2+/PJLBAIBdO7cWRcdLxhbt26Fy+VC586ddXNgWlqabn4Kl9dee024fuTk5GDgwIHIyspKKjcAq0S6J2Ca1nAjsOXk5Ag1g01NTfjlL39p+Duv1ys8fGB97+KLL4bX60XHjh3RqVMny+WRZRnHjh1DVlaWYgGwdetWZGRkCMu5YMECtGnTBhdeeCF2796N0tJS1dzGNDTsc6P7yLKM999/X/W31Sh/EeXRadeuHXr06CGMWrZjxw7s2rVLCY0JnFZ5ORwOfP/99ygrKxPe1+12C52eJUmC3W5XBltBQQEKCgqQnZ2tfB8KDoej1TazTqczrGc7nU7DEJRW6uN0OoXviakgzbDb7cpvXS5Xq727eBBu+0SDLl264LnnnsPdd9+tMjE7cuSIypYfOG3jXl1drbNXtdlscLlcSpt17txZ6AjbvXt3XV1FTsLhvhPm9Bit92lUjuzsbDQ1Nemyxxs5u/P9mZVTdB3LF8D/bRYGVpZl5T52u12Zs1hb8veSZVlXjnDx+/3C+1ipOxA8KIBVWB1FDuBaZFnGo48+ilGjRhm+g7S0NFW5RHMY3yZmOY/4e8RqfJeVlQkD3wQCAWzatMnQj4of69qx3NzcrOuDfPmZeaZR3X/66SeVBiYQCODxxx/HRRddpFzHt7+Zk7IowWgg0JJst7y83NJ7zczMVISOrKysuMy1brfbUHgLdz3T9kWHwwGbzYbm5mb4fD5dsty//OUvyrWsDY4ePYpFixYpc/myZctCzu3HzK8kSVL1u2jucXr16iVcP1iOqtbcT8WDSPZskdClSxdUVVVhwYIFqs+ffPJJ3HHHHYbC5a5du4QHKpIkoaysDG63G5IkhdX3O3TooPrb7XYryYVrNGlcAoEAHnvsMeWgls1xFRUVhjkxjXI2abFqwhzR6nr8+HHs2LFD6BDUs2dPfPPNN9i0aZPy75prrsFll12GTZs2hRQDmyfYom3VARRITof6SIMRGC1eFF46saisrFQ5lQJQCTlTpkzB+vXrTTN9a4WVjRs36tpQtKkCxBNIuG2ekZGBNm3ahPXbUCgpKRGe0ptpFHiMfNS04bGDLQra6FiMpqYmnQPp4cOH8b//+79h58/gCcVvRdSW0UxqKsuyaTZ17XN/+OEHw++thCNmbWKWKyVeFBYWYsqUKbrPJUkSOnBLkoRVq1bh5ZdfxqpVq+DxeHTrlza0tEjQMKu7KL2CNoAPvyHn+4J2TTULeW9VYGeaIysHbNFCFPAi0jwnouSn7B2IBEItgUBAEXLY36GEaGaBKkS+m0B01+muXbuahvmlPUFscDqd6N27t+7zYKlRRIF0AKCqqgpFRUXKeIhGu/HR1+bOnav7nu+jzHfnm2++MQz5bpazicfqfBOSoDNt2jR8+OGH2LVrFzZu3Ijrr78edrsdI0eOBACMGTNGcWxOS0tDnz59VP/atWuHrKws9OnTJ+wJRvQ7NrmEusgl48CMVdS1UAWdeETKOZNhmbxZpCqRwzIAYZIttjHZv3+/0k7MwU+UR0OkIjbyqQiHjh07hh3CNVREwopR3/Z6vaoNnFkwDv67YHOXVtDhk4ZqnT5PnjwJWZYNzVFDQbSpKioqEl4rym0UrahrjPbt22Pu3LmqjdEdd9yhe67dbhdqFdlvtNeLktCycOxmuVJE94gFkiRh/PjxmDp1qlJ3u92OBQsWoG/fvsLNYt++fU0jFmnDxmv7dG1trWndmZZJW05R1DW+j4rWVKMDk/z8fMvvlQk66enpcVuHWf/iBTez0PJWEAk6rD5WBD+R5i+U3H58e0dzzhaRlpYmzMEXi2cRp3G5XGFFjvR4PFi2bJnSR202G6ZOnYrx48crlgZAdPZy/CHCgAEDgt4zEAjgq6++Eh7Y1NXVwefzob6+HlOmTFHNlddcc41qTn3mmWeslS+Uyni9XowcORKHDh1Cp06dcNFFF+HTTz9V7Ptqa2tjvgHu0KEDMjIycODAAeUzSZLg9XqFE/2QIUMMN1nJODAjLXO0BJ1kfHfJBK+hXL9+veGEoO3bWlXw/PnzccUVV+DQoUNCgaaurg7nn3++6nOjk/1kaHPR/CPLMnw+H9q2bav4oS1fvhy//e1vVSrzhx9+2NJ9g51Am4UBNhJoYqHRcblcaN++veH12k1WpIIO80VieL1ejBgxAv3791flP/B4PKo+OmfOHHg8HtTW1uoEQdEpPOuHLpdLeddOp9M0t4t2nMRa0PH5fOjduzdWrVqFhoYGDBw4ED169MDWrVuFOSGMhDS2fmk1Otp+ZZbvib1zbdQ1bdI9PqIbIE6yWfN/KRqMEo+GqtEJ5hcaTRwOh25+DMdMjEcr6PAHCPn5+ViwYAGmTp2qPO/Xv/413nvvPeVvPn8Sf0+rvsN824iItqADqHPwxepZxGmcTqcwauBTTz0V1CeqsrISffv2xbfffqvKP8MEnU6dOkXFR5QfB9qyiuC121pTyM2bN2PChAmqMdKnTx+l/Pfccw/q6uowYMAAlJWV4Z577glavpAEnTfeeMP0+w8++MD0+xUrVoTyOCHp6elo06aNStCx2+344YcfLC9yjGQcmPwGWGuLbaU+Vs14RPCbsWR8d8mEzWZTLcpa+NNY1hfS09N1G5Np06Zh7dq16N27t3BSKS4uFo4bozIlOqKT2UAggIMHD8JmsyEjIwNer1cRctj3s2bNwvjx4w1Nah0OhxJ+mX+GaBwy51PRhtBI0Ik0HGt9fb0uAZsVtT/f1pGarvFzMnB6vtBujIYMGYI5c+bAZrOhf//+SuSgjIwMXX4FIy0P+y4zMxPHjh1DRkaGMBmjzWYTBqKIZV9+8803cf/996sEiuuvvx5Op1PpE+x9bNq0CYcPH8bBgwdN1y+tIKztV0b+d6w/S5KEYcOG4dprr4XX61UJWKL+C4iTgoq0vXziUavv1el0oqCgIC5BCBiisLUTJ07EiBEjwnaiF5lV8u9g7Nix6NOnD2pra5VEirfccgsaGhqUNsjKylKFbH7++ectl4eN2Whr4UW4XC7hnBaLZxGnYXOg9oDEatTE/Px83YEC66fa4EXhoh0HFRUVOHLkiM6viFFVVaVot3nhTSv4M9POVatWoba2Fj/++CPq6+tRUlJiaK0gLF/4VWsdRBsZSZIUe3CjiR7Qb0rMktQlKj6fD0uWLFHyCNlsNowdOxajR4+21GnNBJ1AIIDjx48bLj58VDua1GKLVkPJw5/G8sKQkRlEXV0dLr30UsybN0/Jz8PfQ/uMVNPosPqwzaLR6feOHTsMBR1ezc+eoX33bBzm5+fD7/fD4XAI20NEpILOvn37dEEYQrVvjrbpmgiR82n//v0BQCiQmGl07Ha7EpCGte2YMWNUOdZkWcbo0aMVJ9dY4/V6FSEHOC1E33jjjWjXrh3cbjcaGhqwZs2aoM62/Pql7Tfa3zFHYL4/VlVV6Uyz8vLyUFBQAJ/Ph/nz5yvvSpIkzJs3D1OmTFGEcSPBURv9UStQWUXr0Bxrdu7cKZzrtm/fHrGgw/YWffv2VW3AWB/9+OOPdf2emSVfeOGFmDp1KvLy8jBgwABcfPHFlp/P9/No+lWKYIc8RtrnZFgfkhGn06nau7J+Y9UKQNQvwjXVNEJ7P5/Pp5jXi+jTpw8AvfBmpJUfPXq0znVi/vz5uP322y2VL6kcLdgkq3WyttvtKCoqEto+Ay2ZuF955RWdrXGyCTrLly/HBRdcgBUrVqgmuBUrVmDEiBFYvXp10Hu0bdsWxcXFOgmfncqJzEeAls7GR6yhSS22iDbjADBjxgzFNlprWiLaNNntdlxyySVwOp0YP3680L5au4li99M6ISdDm4smcLYgsH4tctJkhyXB7stU/qJ3z8bhmjVrlGft3bvXUnCUSE3XjKJUmhFvQSeYD41VQYe30Waw+Z3NjXxfFfnqxKovGwnRLNhCWloafD6fJSFHa1oGnB6TWmd1v9+PiooKVFVVKQceixYtUvx8+He1Zs0aDB8+XLWOBAIBTJ8+HV6vV+m7zASFX1NrampMHdITOeVAeXl5yH4OwbDb7So/pgsuuAB//OMfVd8bJVL0+XxYs2YNrrzySsybNw8zZ87Exo0bQxqH/Nwda0EHMDfbTYb1IRkR7V0B6xp4o8hr0UQ7T4sEFv7Z/IEi80XOz89H165dDc3PeZi1yp49eyyVL6kEHd4JmH8ZTA3HTCLmzZunRKpiHWTBggW6iUZrapHIMHMbo8WRNXywaC02mw3Z2dm6jtnY2KhobEQdlDlNs3sQscVoMz5s2DBlU2E0mfCbkKVLlyph3CVJUk0qDNHGTOSEnAztzurO92+2cWPChNZJU5IkPPHEE6anurygI0kSVq9eLXz3bG6pq6vD8uXLMWTIEEvBUcINRsBOcln5eOHUqkbHaPMcDfjyiEIrBwIB7N69WylPp06dVEKbaGPFa3SAlrnxzjvvVN07WISxWPVlo3HLxqDb7RZGQONhhxlDhgxRCcn8mOzdu7cqh0QgEFBOUfkIXmxDzd6VUVAS4LR2g++LIudzM4f0RBZ0SktLdULa0qVLI8r9IhLeZ86cqbSZJEmGp9Rff/21UAAKZRwGMz0lQSe5MTKz9vl8lgUd0ToVzQibgF7QEQVPAIwPcPjf8WPUrE/5/X7D3Gu68lm6KkHgE19pNTqrV6/GlClTTJ38eAKBAGpraxWziUTH6ISfJxQ1vPbkm9fWiJ7Da3loQos9Ho8Hs2fPxgMPPGDoPCwyLWGhahsaGlBeXq44CbPvRGgnPaMITtdcc03UbHpjBTv0cLlcOk0O34crKytxzjnnKKHujXJ6MXhBZ9++fbps0zyBQACffvqpcIEyCo4SrunakSNHsH//frRt21ZnFvb73/8eM2fONPwti1QZTedsnmBmlawM/Il6Xl4eHA4H9u3bB0Cs5dEKOlbmRu0pYqzweDxCE1E2J2dnZ6NLly6m72PYsGHYuHGj6t1NmDABy5cvN/Qv8fv9hoIkH3Bk9+7dhu+KaTe0JpC8jxXLVyRySGe5XBIVm82GG2+8UTGVKSsrwyWXXBLRPXfs2CE0h2M+S3a7Xeg/xdpf1F7fffcdCgsLLYXk5+du0eY12lYr2vbl60X7guhjFmRElBZChGieibZvnLafaQMSaE27jXC5XCpzthMnTuDee+81tFaxmoQ8qTQ6WuGGsXfvXkXIAVo6wsKFC00XP0lqSZSYLBjFROcJRQ1vt9ths9mUE1deBSjqVBRxLf6MGjXK8OQU0JuWMLv8vn37YuDAgSgsLFRdb2SXqx0n27dvF06uu3btirBG8cFut6u0Aixild/vV/XjgoICRbsVzGaZF3R++OGHoGZHgUDAcIESEa7pWlNTE5qamoRRJx966CHT02Ej5+xwNTv8vGDFrJIJASUlJarP+bYzEnTat2+vbASDzY18+GNGLM2Wb731VsNx63K50L9/fyV6maicgD6c/IsvvmjoXwK0ZK2fMWOGrixMwGP9lyV3FF33+9//Hh6Px3TdNIvil5aWlvBrAx+2Xzs/hkOPHj2E5nBMqGY+OtXV1bp3s2/fPqH2LzMzEz6fD8ePH9cF59DCt1Vtba3OTDbSPEFatOOGn2sTve2TESMNcXFxsWEACi3aa8rLy6Oe1050wMFrftevX4/77rsvaJoJdp/8/HzU1dVh8uTJhmvHokWLLAckSCpBh4ffmIgirrGoRyLYAtu5c+dYFjGqiGKiDxkyRKWGX7hwoWU1vN1uxzvvvKOYQgwdOlQxrREtdFYGFBFd+EVZO0HwkViM7PJFE6QIbXuzE0gem80Wl6Sf0cDj8aBjx47K30annnyfDibo8H4hZhtr3tFYdM3mzZuFv5NlGfX19ZBlWRdK2AxWB6OTZbN8HKLT/VByeBiVBTC30WbMnTsXFRUVunfPNmdpaWmG77moqEgRgtjcaCbs8JpNIPrOuDw2m003brU5fyoqKrB+/XrMmzcPDz/8MObNm4f169ejoqJCqJkRwQ62amtr8cADD+jmaF4LzN5NXl6e7nBk3LhxKoHMbK53u93Izc0VficSShMNfqMejY25x+PBY489ppofXnjhBVW7s7Wafx6bq6uqqnT+Tnl5eWhubsauXbtQW1tr+nzWT9asWYO+ffvqzGRFvnuRINLosHYnQSf6iMys+UMbKyZo2rkkFnOfzWYTHh4Z7V9ESJKkHPhpD8rYM/7whz8oB0hjx461XL6kMl3j4RuLnapoTXh48zVRPO5kC0ZQWVmJc889F1999ZUqPCiLWMGicVjBLG9DaWmp7nrS6MQfs41bWloampqaDO3yhwwZguzsbEv3006Wojj4sizjyiuvjKppU6wwywvQ3NysjPtQEuDyGp0uXbpg9uzZePDBB+H3+5W5pbCwELIsY8CAASgsLMRTTz2lO2VftGgRrrrqKuHEv2PHDrhcLjQ2NqJXr16WFiRWB5EZIwB88cUXGDp0qPC3ZWVlut+E65yt3RwblYchSZJiNqytJwvDHEqOlcrKSvTs2RN//vOf8fTTT+vKpk0zEMu5X9SX+DmT1Vdk/sWisZndm/lkMf+Sv/zlL8L3vGTJEkXA49+xKI8PcFqraCbo2O125ObmoqGhQadtSGT/HAbf7tFyyB41ahQGDRqEuro6nHvuuejXr59yoMEEHSOzwj59+mDt2rX4n//5HwwaNEgxR7LqQ+H3+03X8l69ekWljgxROG3W7rQviA2VlZVKn+LHKwAluqcZ2r1btAMRMHhzcSP4VBgsTDQfGZL1JaPQ9m3atFH2uZIkWR4nybXT5+Abq7i4GM8++yzuvfdelV10RUUFrrrqKnz99dfKBoTvJLE81YsVRUVFqo7NL5ahTDS7du0yNK0RCUwk6MQf3sFcm+uC9QGzJInaRc6qoBMIBFBRUYHu3burwjpq/QISHdFGm5+IQ9HoaIMRzJgxA5dffjm++eYbFBcXY+PGjZgxY4Yy/yxYsADnnXee7j6sbYxOuJgjeHNzs6X5idUvNzcXVVVVurwF999/P2655RZhe/Xp0wezZs1CdXW1Uu6nn346rLbVbo5FNtrsOu2ppEh7WFxcHPLGuaioCMOHD8f8+fN1h168f04sF3t2f7PPjNqVbViNBA3e/45tqIEWE0zRQd+gQYNUkUp5REJWc3NzUHMYUcQ7xpmo0WH3ZO+TmcOVlZUpfq9vvfUWHnroId3vWL/Mzc1Vckl99tlnqnk+GMzXWLQGeL3eqO9xtBod3nQt0hD5hDEej0c4vqxs9ENZ5yLB5XLh5MmTih+fFlFeQH6vLkkScnJykJGRAZ/PJ5zT+Hn8jBB0+AZj6vfy8nLllKpbt27o0KGDMG8DM5dIxg27WZlDqc/XX3+t+4y3/dRCgk78YaFLRf2X5TQwCkhQXFysa6dQBB2fz4evvvpKmAcmkrwT8SQWgg7/DouKipRwwdoT1fvuuw+ffPJJ0MnaiFBDh/r9fvTu3Vt4H6P2crvdmDhxIi644AJl3gwWlMEIkUZBqzkAoNMiAOJ+GY6zLDP11Cah0/rnxPqAS3R/K4JOsJCs1dXVyoaYDwpiVGePx4ODBw+GZHbs9/uV8a89XOHLLmqzaJtJxQL+3UdL2NXuRYAWoS89PR1erxcPP/ywqVlhIBDAhg0bsGTJEt08Hwyv14uffvpJOM9EEjbbCNLotA5W124RfN+LpSabCcFOp1Mn6IhM0QC19rGsrEwJJGRlHg+lvyWtoNO+fXscPHhQZWvMn1Klp6fj559/NlTpah1gk4VoCDper1dxeuVhCeaC+ejQhBYfzEwSOnbsCKfTifz8fDzxxBN4+OGHdROCyNlZFO1J296vv/66KukhT6R5J+KJqJ/yp47hanS09xdtUP1+P06cOIHHHnsMjz76qOFkbUSooUP9fr9Q6A3WXpIkqebNhoYGS8/VYrSZ1moOtHWPptDB7mVkmhWLZ5qVg8eKoGOUoPPpp59G//79DUPCy7IsrLMkSXA6nYbCk0iYaWpqMjxc4cuurYPb7Y6plixaxELQMdMSGUUEnDt3LkaMGAGgJSjI4sWLhebHZnPF8uXLlciO/NzO2oyPUhst2AExKyvrY126dEkKjV6yEq6gEwgE4iboMN9Kp9Opi9xodojDrBx69OgB4PQYCjaPhzJ+k1bQcbvd6NWrl/LyRJFPjKJH1dXVYcCAAfEqalQxEzKsNrzR5Muy1ZKgkxiIgmyw/tuvXz9l0rrlllswcOBA3YRgFF2JTY5so1NaWqqYuWkzu/PwfgHJgKif8o7+oQg6TqcTRUVFyMrK0t3fTMAoKChQ7PdFk7URoWp0AoGA7hTMSntp+4jf71f5MVmF1f3gwYP48ccf0blzZ8sOqNGCv5fINIsR6xDIwQQdo/nT6BSTbYh5wYQPtsH6gLbOdrsdGRkZQc1IeGHmhx9+MDxc4aMTatstFH+q1iQWpmtmwhMLXKLVtvBpLXbv3m2Y98moD2vzqzABhxeKzXwVI8HhcCgHRqy+yRKoJlkJR9CRZRnbtm1rFY2OFjOfTW1kSKvzeCjjN/GPYEyw2+3KS9VW2m63C0M/SpKE3r17qxaKZIIPCa3Ntm5102AWshCg8NKJglk7SZKkTFqiKE/scy3sfnzyweHDh+Oll14CYCwEz5gxA998803CByLgEY0HXmOhFUyC0b59e9U92fsVZZCfM2cOPB4PZFkWto3RGGaEm/WaD+n5+eefB20vUb1DifoGtGy69u7dizVr1uCOO+7AHXfcETRBqtnzw8Xq/NcaGh0eZnYq4oYbbhCGptYm8F29erXyGzNzt/z8fJ2ga6Qp9vl8+P77703DomtzGLHnmIWdTiREGtlIMROePB4PnnrqKV1kNTYX+Hw+/PTTT0IzYyMTV7/fb9hOOTk5ijY/VoIOv+dKBi1eKhCOoBMIBHR+U7Gc+9q0aYOioiKh0KtdIxmiyJDs82CcERodLSJBx+PxoKamBjU1NYp6t6qqynLs7URk1apVqKqqMjUrCIbH48GSJUswadIkoUkNaXQSA5bJW2SnKkkS2rVrh8OHDxueUIvayW63o66uTrfRufPOO3HppZcankAOGzYsaTQ5DCONDgs9H6mTJn9/rZr9rLPOMvydmWkQI5Ks1+wUzCgMMI9osTh16lRIJ7QnTpzAnj178Pjjj4dsfhML07VgxDraZjCNDiB2pGWBLrSnmCLBZObMmbj55ptN894YRX8zC2CyY8cO4X3YiSurB3/v3NzcpNHoxMtHh2fkyJE4++yzdVpdrXO21vRMNG4OHTqEffv2ISsry9T/r02bNjHb1LL1hpWViD1Wc+DxiIJDxHLuY/nNjh8/rjyL1ybza2RaWhoaGhpU40E7Ns3qxp5nlZQVdNgAvPHGG3H48GEsXLhQiV1fVFSEqVOntkYxI8Lr9SpCDqDfTIQy6UyYMAFdu3YVmtSQRicxkCTJ0E5VkloSy/Xp0wcHDhxQfmPkRMzf08in5OOPP8a4ceMM/UqSrd1F40GWZTQ3N8PpdEZV0AHUanbepARQh9U0Mw1i9w0EAmhoaMCBAweEgSUYZotBuKdioebxaWpqMo3iGC9BJ1E0OpIk6QRpbfvx5j/8Z5Ik6T43Gq8syIRZlDYtsiwbBjBJS0vD7Nmzdb9hvpv8/fh3GGtTwGgSC41OMOFJ6z8MGDtnz5s3T+ePxecEZCG9s7OzsXDhQiVRuiRJmDVrlvK7WAaGYOHfSdCJH/x75tf4nJwcw9+wCJ488RirGRkZyM3NxalTp3DkyBHVd2amaKEeQpyRgo7IRwcADhw4oMszMmPGDPzmN79JuhNqkVkRv5kIZdIRTb78PbWEknOEiA5m+TZEal6tpmDhwoW49957dfc08ilhm6aKigqhX0kqCDpAy0Y+FoIOD7u3LMvCsJo8WoFAlmX4/X6cPHkSR48eVQQzs+eEWj6GqN6hBCRgm3Kz6H+hPj9cRPcyC80eS7QaG5HFgRan0wlJknSOvN9++63w/mwzG4qgA7TMJ/PmzcO0adNUhxn19fWmvpt8mZNV0Im1j06w0OKM1atX6961LMuK6ZkRrK2bmppw44034qyzzlLm6cLCQuWesRTmHQ6HKhgBEXuM1vg5c+Zg2rRpwt+INDqxMmfkkSQJubm52LdvX0i/C0XQEYXMNy1TSCVJYIwWkmhn/25NRD4bNptNySAeSsObdZT6+np8//33hlnkk23Dm6yYtZHWuVlk3jJ16lR4vV7V75hpjDYjNzsNDAQCimO7FZ+fRMaovKdOncLWrVuVDWWok2aw+wOnDwv27dtnKuQAYoHA7/cr4y+YHXY45eOfrSVY0jcedmqYn5+PRx55xNAXwYhYanS0fi3MZygego62XlYFHW3ZWEJgLVVVVYpfTCima4zbb79d8QVatWqVkqfDzHfTKNlmMgk6ofoBWCFUQcfn8+HVV18Vlk10MMC3L///R48eVc3Tofochgvf3snU9smMJEnCNf7+++/XrfEMraCTlpYWl7mPEeqhgpHGONi1Vkh5QadLly5CbU+yhMjl8Xg8+MMf/qCqjyzLuPXWWy05/mox6iz19fVoampSbC3ZcxjJtuFNZozaSOsUb2beov3dmjVrsGjRIpXf2rXXXqv8xuiEONna3ejdNTQ0qNT64W4KzCZb1hZmYTXZPUQCQXNzsyLgmAkekWp0jMybrMK/x4qKCixbtgwvvfSSypHerDzRXHhZOxoJ/iwZZzxONfk+5XK5LAk6DodD9z6M+k+fPn2U/hGqRoc9Kz8/H3V1dbj11ltRWVmJW2+9Fb/+9a8NhVUjjU48N0+Rwh8IRms+CyY8aZ9TW1srbLPbbrtNeDDAX8v3BbN5IdYaHQZFW4sPZibnRof2WkGHjxgaD0LV+oai0QnVNDNlBR32ooqKinQRkRYuXJh0ZmuMcePGYdWqVar6BgIBVFdXG0r2RgTrTLwJhTa3AxEf+DbiB7dW0BGZt4gE+v3796s2gMxvjUX/Mls8k63djcrLMpYzwj3ZtWK6xiLkGXHDDTcIEwOyMM+AeZvEQqMTrqADAB07dtRpAhmixSmam2RWF7fbbehwf+jQobiY2/AREbt27WpZo6P9nJkE8rCTf1mWlX8igqUiEAmD7733HlatWqWL+qYVwliZHA5H0s0LZklPw4GPomcUAIZH1KY2mw2jR48W3p9vX6tjM14aHTJdiw+8yTmPJBknhtXOzfHWvgU7DNFGHg1F0GE5e6ySUr2UjwjD/z8fcnXdunUYP358axYzImw2G+rr64Vx90M1xwvWmXiNzt69e7F27VqsXbs2ZNtLIny0kwVLdMtPWvv27ROat9TU1OgEejOncSA1BR3thKp1tg93sx3MdI2Flq6urja89p133hGGmLZquhapRkdkthcs2g2PyOHViHgJOunp6SFvCqING7dG5iJWNTqi0OXaCJmiPhDMlNlutxsKgw0NDTphtaSkBJ06dVLdHwh9w5EIsLJHcz4LRdARteldd92FvLw84b2NTNeslCcWsD7atm3bmD2DUMNMzrX95oknnhAe2suyrJub4y2U8nNZ27ZtlciMPp8P8+fP15kVx1LQSR6dswVEkUDY//MO3cl8CmGz2cLKgC4i2HtoaGiA3+/HihUrcMcddygLqs1mw4svvphUOVWSFe3gb9u2LXr37q1aUHfu3ClcAM8991zdZ8yU08hpPJUEHWamFyyUczQEHbvdDr/frzi/d+vWDV27dgVwOqzmvHnzsG7dOtU9AoEA1q9fj+HDh6s2llY1OpEKOkDLe9qzZ4/itF9YWGjpd4BxhDZREIBYCzosPHNmZqYw+easWbPipsln49YoW7zoc4fDIRzHZhnCjUxNjdq+W7duStSsUAJIuFwuXVvxeeySCYfDgcbGxqjOZ+yeojVVJHSMGjVKaVOPx6PTMvMkmkZHkiR06dLFsG8T0Yf11VtuuQVDhw7Fjh07UFxcrBx8atm/f7/ugCze63daWpry/y6XC6WlpXjyySdRU1OjM8ecNWsWxo0bp9SHNDomsIYM5gQV6/CisYRFS9NK9rNnzw55EbfyHmpra1VCDtAy2U6cODFkUzkidESnHNo+3a1bN8un1x6Px/SEWBSpRfv8ZGHTpk2o+b8cWoA6MSJPNEzXXC6Xyvn9sssuw/Lly5Xv8/PzMW3aNOGznn76aV2CTRYGG7Cm0fH5fIrGldXP6sKmddp/++23Lf0OON1fmNbs4MGDhkEA4qHRKS8vR9u2bYWa/Jtuuilqz7JSFkC92POINomiYAQMUXAQ4LSgo9VaGvVpp9OpRHcLpi3iEfUlt9udlJtd9o6jOZ+FotEBWkLwsjbVanK0bZlogg7Q4puTbOtBsiNJElwuFwoLC4UBKHgOHTqk+yzego4279bevXsVP0ktgUAAO3fuVP0tIlxNcsppdAD14ika8Mk8QFkdQ0lQaIT2PYhOYbdu3SrsmHweByJ2WFHnGiUWFbVNhw4dcPfddxueEIcScSuRWb58uU5AB8S5XcLdFPALx+HDh3X+DpMmTcLatWuVZ2m1DNpyafPpMCHCqE2Yf8aaNWtUp2Q2mw01NTW47777gtbB6/UqOZP4ctx+++1Bx7bf70cgEDBMfMjuV1NTgyFDhggF72hvyNj92Ak7r8mP50LP2s5I0JEkCenp6So/SK2/izbhngi/34933nlHN/ZHjhxp+jujdQQAPvvsM+Vkla0HovWlS5cups9IVMyEknDhfbKMvuPJyMjATz/9pPtcpIHmx3GiCDpE/GEaVCumjEbmrPEmLS0N9fX1sNvt2L59u2F5tRZJ7HCPrSXt2rWD0+lEU1MTDh8+fGYLOryDJEOkWk9mQYcve6TmePxvXnnlFSWpKm/iwxxptQMnWSPXJRtWwqE6nU6heYto0ZWklsSARjmUtBsrXvjt1atXhLWJD16vF7/97W8NJ3utaU40BB2v1yuMiKMVqioqKtC9e3eMGjVKdz+jBJtmgo7P59OZAsiyjFmzZmHkyJHo3r27aR2McnNt27YtqKDT1NQkTHyofe+yLGP16tW4/PLLVZ/zJ37Rxul0huQ/FG0yMzNx+PBh0+hAmZmZiqDDIrNpffKCCTq1tbXC6HJXXXWV6e9sNptitsbmAn6TzdqFrQcvvPAC7rjjDt09kpFoByNg9zS6n3Z+cTgcwn2JNlAMa8ubb74Z5eXlloWccMPlE4lNXl4e3G439u/fr3wWSuCY1ugTbdq0QX19PWw2m5IeRbveSJKEpUuXqtYbVtb09HScPHkSmZmZaNeuHX7++WecOHEi5DU7eXf8AkQanVQWdHjC2ayxe73yyitYsGCB6hSWmfgUFRXhxRdf1OVt0XZMIjZY0ejwiUV58xajic2s//Oma1oTpJdffjnk8rcGos07ACWUtlaQiDS8tNPpFOa4stvtQn8HbUJIvnw7duxQmZ8B5oLOpk2bLJkCGCEqtyRJKCsrC/rbxsbGoOGzGStXrsTevXtVm7BY+neI7h3Phb5du3bo3bu3ad/KyclRjV3gtAACWDPr27p1q1BQPXr0aNDf8u2uFVj5aG5MO5kqpsqx0Oi43W7D/sz3gfbt2wsDZQDinH+BQAA7duxQ/t8KpM1JTdq1a6fLdSWKuphI6SFyc3NRWFgIt9sNj8eDxx9/XGWCP27cOHz++ec6f++CggIUFxcrB0VsbLVr1w49evQIuS4ppdERCTpaFVewaDSJjiRJhlJxOPfav38/Fi5cqPuOnS4HAgFUVlairKwMX375JQDgF7/4BQYMGBBW+YnQsCLosJNgrS+H0fVmfYVtqkWhZydNmoSrrroq4QVco5MjFko7OztbFZAg0oOPtLQ0dOjQQWc++Pzzzwu1ZiIncFa+J598Eg+vbggAAD8aSURBVMBp87OKigpDQWf58uWYMWOG8DurworH48GcOXMwc+ZMVV6loqKioL9tampCSUmJUOOrhUWFzM/Ph9vtxokTJ2Kaf6W1BR0rz3M6nSgtLcWxY8dUOS7sdjsCgYCl91NaWioMTFNeXh70t3y/DyawppKpciwEnfbt2ysJXLXwz0lPT0dGRoYwiIeoLSVJQufOnQFYP71P5oNcIjja9pVlWdXHeL9N3hWhNfa9kiQhJydH+XvkyJE4//zzVZYnfDRHhsPhQHZ2NhoaGgCcns/DrUNKjghtsjaeVJgErIYrDYYkSdi9e7epiQ+bdPPy8jBixAiMGDHC0iaIiA5WTNcAcZ8IR6PT3NwMn8+H9evXh5ScLJHweDxYtmyZcEyIAhKEO3myd56TkyN0fh87dqzwd1oncBHM/Mzn8wlDCHu9XkyaNMkw4lZ1dbVQmyRi9OjRqKqqUgSWRYsWqQIpGNHU1IT8/HxMmTIl6LXM1DUzMxPZ2dmQJCmlNTpWycjIQF5ens43B7DmcJubm6sLKLBkyRJLAgnf/4y0DIxUMlWOhemaGbxJolkghLy8PFVb2mw2jBkzRqVZs0IyJXAlQkfbd0QHZrw1xvDhw/HKK68kxN7XbrdbtjwBTvflSPt069c8irAJQRuMgH+RidDYkRItczxJkgwXOGbiw5syMBJxw5CqWI0tL+oTRsKvWfuxCfLpp58W3i9ZNjuVlZX4z3/+g+nTp+u+4/MGAeHPCQ6HA71790ZWVpby/vlJXLsA8dGUmFA0btw4w/Zgoad9Pp9Oq2NknnfnnXdi/fr1qKiosDxOfT4fFi1apNpQ3XXXXUFNlRobG+Hz+dC7d2/ccccdqs32Nddco/r7qaeegsfjgcfjQU5ODjp06BDTTN3JvNljZbfyfpqbmzFkyBDMmTMH8+bNw7/+9S+dL40R/PygFb55E0ORDX0yw7Qq8ewjVgQdALp5YcWKFejXrx+WL19uWaOTzH2fCE4wQaeurk5nhrpgwQKh5U68Ee1JzNapdu3aKSkxIiGlRgQz3dGGl+YdU1NV0AlncuNDjPJOqFOmTFGSqoaSo4GIPnx/NdPaafuEWcZyozEgciznf5Nsmx2Px4Phw4dj/vz5prlCIunPvL9J27ZtVb4RvCmhKJrSkCFDsHLlStMNzNNPP4358+fjueeew6RJk5TPReZ5kiThhhtuCDnKmMg3wIqp0sqVK1FdXa3UafLkycjJycGgQYNQUFCAe+65xzAqpFFyxGiRLBodEWzspqWlCU0ceV5//XU8/PDDShvMnj0bF154oaXn8O/I5/PB4/Fg1apVaGhoUMZHXV0dSktLdYEkkhmXy6XkuIoXLAqg1dDWK1euVJkNT5w4EZdeeqmlZ6XCHocwJliCZ6PoZg899BBuvfXWVl3DmeLB6sG53W5HmzZtIn5uSo0I1rjaTT9vApCMmZy1REvQ4UOMMpOb9evXK0IOANLotDJ8W4diumZmFmTUfkZ2+jNmzMDf//73pEsQazVXSLT6c8eOHVV/Mzt8kb/TrFmzsGnTJkvmKIFAAPfcc49Kw+LxePDcc89FpV5lZWXCQApm2rudO3cqQg4r4zPPPIOCggJFiOG1W/F2kGb9n39ussxbLIKXzWYz1er4fD5FyAFa2uDBBx+0HDSArYW8mcutt96qRP4zyt1DhI5Wo2PWF0XzsNZsWJQ3i0GCTmoTTKNTVlYm7F/MT7I1sdvtuoO9eMzLKaXRYQ2uXVTdbjeOHz8OIDUEHZFQE46gozVdEC1oJOi0Lm63Wwk0EIqgE6yfs5Ni3mHRKFP6sGHDUFhYGFlFWgGjXCHafh6t/qwVLlkYUNHGhWlPRSf2gwYNwv/8z/+oPvP7/bqQz2PGjEH37t0N62V1w1NSUqILpPCHP/zB9OTv22+/FdZp37592L9/P+rq6lT5uOK9+XI4HCgrK8ORI0dw8OBBAMkzb7Vv316JNmQWntpsQ2zl1NblchkK4Xw+p2R5b4kMO8nW+lzy7cfes2gettvt6Nq1K2pra7F69Wq8+uqrurxZLMAKtVdqI0mSat1mwSoYRUVFmDJlChYsWKD6PBFMz0M1XYsWKSn6axdVfrFIRUGHRWILFSsd7MSJE9i6dWvIvyOiBxMyQjFdC+bobbPZdOGjN27caKj9SMaQpXw/NTudjtYmXPuO2EZE5AcnSRL69++Pqqoq3X0+++wz4fWyLCsHNgCUHChG9bI6TkWBFMaMGWP6m4KCAmEZt2/fjiuvvFLpU2vWrFG+izfp6emw2+2Kb9S+ffviXoZwcLvdSgQvm82m8u1i+Hw+/PTTTyFr4nhcLpehEM77sNF8Hzkul0sntIraDtD7S9ntdixduhQbNmzA8OHDsWLFCl3erJqaGnzzzTcAqL1SndWrV6vW7VdffVX1vSzLGD9+PKZOnapay1944YVWNz1vrX1ESml0RCF2AXV26lQQdLSb2HA7D3PINEtKd/LkSd1CSBNpfMnOzkZmZqZpO2u/CyboHDhwQHeSW1NTg9WrV2PdunU6LUEyOrha3VxHqz8b3Sc/Px+PPfYYHn30UZWPTn5+Pnr37q27XpZljB07VrHTZ9fn5uaitrYWvXr1shTS2Sr8Bou1d7B75+Tk6LRAkydP1gU1YNqB1orU+Mc//hFTpkxRyrhs2bKkMsF8/fXXMXXqVFU/AKDyqWR9QZIkPP3005Y3My6Xy1CLGy0fNqKFjh07qsLsAvr5ifnxAGotdP/+/ZGbm4vS0lLDcSnLMkaPHo2amhpMnDgxNpUgWh2v16vMZ0DLHDt58mRce+21yrhnfWT8+PG46qqrlLX8iiuuaLVyM1pLo5N8uxcTunXrJty0p6pGhy1Q4YZptdvtKCwsRG1treE1RokXifgSTJgNVdARneTyiyWfZwZITkGHnYbzuQSMrovW84ycx0ePHo1BgwbpBEijjebo0aMxevRo3fWBQACNjY1wu91BhZFQNDpagvkONTY26kwCd+3apSsT0w4MHDjQUlmiiWhTMHHiRIwYMaLVTzat4PV6FSEHOH0YYbPZVCbFNpsN8+bNQ//+/XH22Wdbvj+b/2tqalBTU6MTwonoIbK6EAk6tbW1qK2tRXp6Ourr65V566mnngo6JllI+muuuSbmwT6I1kEUbVNrrsrPwezwKlH2bKGkwYjqc2P+hDjidDoNw+wyzUUsczfEC5fLheLiYtTX1+PgwYMR1SmSIAZE4qBdNIP1CRayUSTsaG30geTMtr1ixQrcddddqg2cVoADotufWbJH7f2dTqfQD04b9VC70RRtOJmgYzWvRjD4vsMEQ0mSdJHSGLIsKwdKWi2QVtPEtAOt0X+sbAoSGVH5jTKh5+TkID8/PyQTQdYvR44cicGDB8fch41Qw9qKrcFvv/02HnjgAd2hR1VVFZ577jlL9wwEAti1axcl9E5RRNE2rZirJsoYbq1omCnpoyPC7XbD5XIlTINHSnZ2ttJpIjltD+d9pMo7TCVC1egUFRWhurraMDpLXV2d6hQy2TQ6Xq9XEXKA06fhsY5SZLShN2sPrX+MSBjjYeYt0TZd4322+vbta5g0tKmpSfh5Xl4e7rrrLqGPV2v46LBNAU8iOORaRVR+I80AMzULVaDs1KkTOnToEBVfLyI0WDtmZmbi4MGDOiEHaJm3Fi5cKBzrZ599tq5tJEmKe+hsIn54PB784Q9/UM2x8+bNUx3cyLKs8+tLlDHMoknykKATRTp16oTc3NzWLkZUiZWgI3J+DfYbonUxcmw1u76iogKrV68WLpbsFJ53iE0mjE7Dp0+frnKSB6Kv0dHCTs7NCCWULxN0jDQ6Ho/HUBsjgkXx0fpsTZw4URiqmD1fNE8MGzYMa9eu1QltrSHoeDweLF68WOfUnQzaHKCl/M8++6xqU7No0SLTcOmhvud27dqhXbt2ptfQfB8bmFY0MzMT+/btMxzPTFOq5euvv8bVV1+t6wut5Q9HxIfx48erDsZuueUW1fcrVqxQBStYs2ZNwoxhm82mWyPJdC2KZGZmtnYRog4TcKIp6IgSG2pPmBNl0BCn4f1DRKcmWtji2LdvX9TU1AhNpxwOBwKBAJqbm5NO0BGp+BlMu9O9e3f07ds3IQSdUGCChijwCtAyH4RqwlRXV2fZzKuxsVE4T1x33XUAWjQ7BQUFqt+0Vm6PCRMmoKysDHV1dejTp0+r+ApFwrhx41BeXo66ujp069YN/fv3R21trWG49HDGKR/QwOh7Ivo0NDQAANq0aaNEMTRK1lxVVaXT7AQCAbz33nuqJK+J5I9BxAaWH46Ne17D7vV6cc899+jCxQ8dOhQ9e/ZslfJqcTqdKl960ugQpjBTPLNcC8HQ2ueLInFpNTs0kSYmoZiZ8W1oZDplt9t1ie6SBY/Hg6VLlxpusFnghWifdhkJOqG8v2AaVZaI1OgEOJzNLvPZ0t5HZOa1e/duYe4VljdIRGsJOmxTMHDgwKTNBcWXn/VVIw1guO/Z7HfR8gUj1JSWlipmnR07dsTTTz8tNEusrq7G+PHjMXfuXN09AoEAGhoaVH2B1ufURtu+bD0AxJYMgUDANOBUvNEe+pFGhzDF4XCgV69eEW0i+E5mFIlr9erVuO+++4S/IRIHu92O5uZmS5tqbZ8ROcqzJHfs/5ONCRMmoEuXLti0aRNmzJgh7Ns1NTW4/fbbo2bOJBqLoQg6VjSqjY2NkGXZUKMTTlsVFhaqgiKYmXlt3brVcDHt2LGj8P6tJejw2opknLf498abklq5PhSMUjMAJOjEiqysLGRlZSkn8rfeeiv69euHuro6pKWlqbQ0ADBgwICgocABWp9THe0YZxp+QGzJIEkSSktL41a+YLSGoEManSQn0g0E38lKSkqEnW7lypWGp8tE4hBt7Usya3QYBQUFGDFihGHgBVmW8cwzz0TteUYaHSvCh1GWetHY8/v9hhvQcNrKbrerNHuff/65Yb4ZowSoJSUlhvdvLUEHOD3HJeMGkH9vVkxSwz2QMGufaAW9IMzhtY99+/bVaey0iUSNQoEnYz8nrKMdq4FAQDmk8Hg8eOaZZxLab0u7PpGgQ8Qcbfb4sWPH6q6hTNnJQSg+W0antzzJHIyAwfoqC7wgYuHChUKn+3AwEnSsCDtWstQzmpubhTnDmK9WqPBJQwcOHKjzseHJzc0VbriMcne0ppCTCM+PBH6utSLohDs3i/omM4kmjU58sNJPrURopPU5tRG1L++nc9ttt+n6SCLNgWS6RsQdbScbPXq0kpGdQZmyk4NQhBJe0DFKqsknpk3WNpckSalr3759MW7cOKxYsUJ1TTRzqxiZrgEt79NMwLSSpZ4vs+heaWlp4RRb12fMTvEDgYAuWWh+fr7hhri1F1n2/GTsw1qNDouQJxqvkYxT0eGIy+XCqVOnSNCJE1bHicjMOJz7EMmJKHhIY2OjMvfLsqzrI4k092VmZqJDhw44duyYyuwultCIOMPRDgAr6vFEGjTEacIxM+Nzp2jDLkuShHbt2pme7ic62g388OHDdf03mrlV+OdpgwoEO8myapoCtGh0RBvQrKysiMsNmJ/is++shsRu7Y1Xaz8/ErQaHVHoWP77cDHT6BDxIVr9lNbn1EfbxrzA4PV6dcFsEqlPOBwOFBQUKHMOaXSIuKA9RRad1vIk0qAhTsMmDisanaKiImzZskXoEzJkyBAlvLTb7U7qDQ//LpijP38SJklSVHOr8Mk3+aACy5Ytw4gRI1TXut1uJcQsI9jYY0Rb0NEKYcE0OqHQ2maP8VxQow1fZp/Pp0uCy4/XSDbKRhodIn6QoENYRbtnY5HXli9fjt/+9re6YDaJeNgTT99JEnQIYUczU4/TRJqYhBJe2ul04uDBg4Y+Ifn5+a2+QY0GrA5aR3+gpR+/+eabuOGGG6L2PLPkm59//jmcTifcbjdOnTqlqO+PHj2qugc/9piZUnp6Ourr6xVzpebmZp3pms1mC9t0TSvMmgk6LPO2yHxKRGsvsslsusabqezatct0vEYSMEQ01pM1AEmyEq3+mYz9nAgN7ZxaX18Pr9erCDmA+iCkffv2rVFMU+I5L9NMRmD//v3YuXOncNMi2tDQRJqYhKLRAYxDUTKfkFQQdNhkahQ6XatRicbzNm3aJEy+WVtbi7KyMqSlpeHUqVNIS0tDVlaWTtBh8Foh/v7V1dW4/fbbhc8Od2yGIui8/fbbQUNg87R2P2ptQStSmKBTVlZmOl4j0byKhJpoJrklgkMaHcIq2r5y6tQp02A2Z511VjyLZ4l4HqQk9wpARMzy5cvxi1/8QmjzrfXf+POf/4zy8vKk3zikKmzisLpB8Xg8eOKJJ1Q+IVVVVaitrYXP52v1DWo0YHUwConcpUuXqD7v1VdfxYwZM4Tl6N69OwAgOzsbHTp0gNvtNnzHIg0UcPqUbteuXaprP/vsM9OEncHQmikZmafV1dVZDoHN4CMCtQbJrNEBTpe/pKRElQRX68MViWAi6odOpxNlZWXo0aNH2PclrGO0rgZLIKwlWfs5YR1R8JjS0lLhGldcXJyQfaKgoCBiTbRVSKNzBiNSddbU1CAjIwNFRUW6Dc2jjz6KsWPHRs2fgYgumZmZ6NatW0gTxy233IKBAweirq4OmzdvxqJFi5ST+qVLl2LChAkxLHHsYRM/c/TXaiIKCwuj9iyv14tJkybptCHsXXbt2hU7duxAeno62rZtq3zPR9BxOBxobm4WaoUYgUAAO3bswLnnniv0BTLKf2OGzWaDy+VSnFqNnv39998bnhrm5ubqrs/KykKnTp1CLk80SXZBh5VbkiRMmDABnTt3FvpwReJTIxJ07HY7ma/FEVH/tJJAGFBbXpBgmvqIhOKOHTti2bJlmDhxIvx+v+ogJBEjJ9rtdsME09EmpKP5mpoaxWaY/evZs6fh9S+++CIuvvhitG/fHu3bt8cVV1yBzz77LOJCE9Fh27ZtQnOe6dOnY/To0cINzfbt2+NZRCIEwvHRYEnqiouLFSEHaGnrO++8M2r5ZVoLfgN34403xjS/gGg8AcCoUaNQWVmJtLQ09OzZU3fyzpchMzMTa9asEWqFeP7zn//gm2++QU1Njc4XKNw2402fjEzXmPkUj81mw6FDhxSNEr/57tSpEzIyMsIqT7RIdg00r8EBWk5CBw4cCACmUf1CQSvQOByOpBUMkxW2p2JYTSCstbzQhs8nUg/RwURDQwMqKyvxxRdf6PIsWcmbl8qEvAL07t0b+/btU/599NFHhtd+8MEHGDlyJN5//3188sknKC4uxvDhw7Fnz56ICk1EB+ajIUK00ZEkKWpheInEwMyHheWXSWb4TaLdbteFRI7mZq579+7C+73++uuK8CFaoPgxeOTIEV1kOBELFy7E6NGjdddF0ma8oCNKRgoAhYWFqhDYrL7Tp0/HlVdeiQ0bNqgcXxMhYl+ya3S0go7NZhOGhY+mRocirrUO/FxgJYGwSBi66667kv6AijBHtG87efIkgNMHIfyBEwk6IeJwOJSoQPn5+aaqp9WrV+Ouu+7CgAED0LNnT7z00ksIBAL4xz/+EVGhiejg8XiwbNky0xNPfpF98sknyWwtxTDzYYlmfpnWQivoaInm5tfj8eC+++7TfR5ME8q/971791oyM5BlWSgMRdJmvEaACTonT57E8ePHlc9ZstB169Zh3rx5KrO7QCCAJUuWqDZZieDnleyCDm+6BgAHDhwI2U8qGJIkYf/+/YqGiAIRtA58HxXNyTabTZVAOFUPqAhzRHu2+vp6w3UhWee+aBGyAe62bdtQWFiItLQ0DB48GLNnz0ZJSYml3548eRJNTU3Iyckxve7UqVNKXHAASlSipqamVndsjRRW/kSpx5gxY1BeXo5PPvkE999/vy6iz2uvvaaEte3SpUvClDtWJFr7xJpAIIBAIIDc3FxMnjwZzzzzjGIPvnjxYuTl5SXMuwinbWRZVvq0zWYTmmpGs3533XUXFixYoHqO3W5HaWmp6XPY9aLIWlaJtM20z21oaFA2TL169QLQ8u5Zf8nOzhaeOH///feK71Mi9B3Wx5N1/WB92O/3o6mpCT/88IPhezcK9R1s7LzyyiuYNGmSMvafeuopVFVVRbUehBi+bfj5Kjc3F4888ggee+wx1eb1o48+UkySiouLdePWynxDWCcR9wRsTtN+dvLkSVWONZvNhoKCAmRkZCRU+aOF1TrZ5GA2Ehz/9V//hePHj6O8vBz79u3DrFmzsGfPHmzevNlSorq77roL69atw7fffmvqS1BTU4NZs2bpPn/99ddb3d47ldmwYQOWLFmiLHaTJk3CsGHDWrtYRBzYsGEDFi9erCyoY8eOxfXXX9/KpUpOIh1H/O+N4DUp7O85c+bE1RH54MGDuOOOO3QJWJctWxY3J9MzkWi/d2rHxGXr1q2YOXOmadvQuk2cqZw8eRKjRo3CkSNHVAF+tIQk6Gg5fPgwSktLsWDBgqCRfp566inMnTsXH3zwAfr162d6rUijU1xcjIMHD5pWJhloamrChg0bMGzYsIQxD9izZw+OHj0Km82GAwcOYNeuXSgpKUFeXp7quqysrJQ3XUvE9oklhw4dwjfffIMrr7xSp83bvn17QrV3OG1z6tQp7Ny5E23atIHL5cLPP/+s+j4nJ0fXzyNl27Zt2LNnjxIF6ayzzhJGJGPs3bsXR44cQXp6Ojp37owdO3agrq4OmzZt0mlZbTYbVq1aha1bt+Lxxx9XNjePPPIIxo8fH1EUOb/fj61btyp/l5aWYvfu3QBOa3SOHTuGL7/8Ert370ZpaSk+/vhjVTkmTZqEuXPnKiZriRAI4NixY/B6vejUqVNSbtxZ/+jZsydsNht27tyJP/7xj6r3/vjjj2P69OmG9zAbOx988AGGDx+u+82GDRtw6aWXRr0+hBq+bfbu3YuTJ08iPT0dq1ev1mlzGC+99BIGDhyInJwcpKen49///rcy3wwdOjT+lUhhEnFPcPjwYWzatEmZh9kalpOTA1mWlXXO6XQmvfm5GUePHkXHjh2DCjoRxY5s164devToEdQedN68eXjqqafw97//PaiQA7Q4sIqcWJ1OZ8J0tEhJpLo4HA5IkgSn0wmPx2O48XM4HAlT5liTSO0TS9xuN+rq6oRq8N27d0c9z0w0CKVtZFmGJElwuVxwuVy6jbfL5Yp6OzudThQUFKCgoMBSeZ1OJyRJQlpaGpxOJ1wul/L7+vp6XXjZfv36oV+/frjoootUYYYj7bNOpxMOh0Mn8LLvgBa/y6qqKlV51q1bh7q6Ong8Hpw8eTLhxg57v2yOSzYcDgfsdrsSIMDhcODGG29UtX+3bt0s1U3UNr169RKaP4kiBBKxg7WNy+XC8ePH8fjjjxsGBWI5UwoKCmC321FUVISCggLYbDZqsxiRSPPaG2+8oZuHKyoqlPWOn7cTpcyxwGrdIjpuO378OHbs2KEs6CLmzp2Lxx9/HGvXrsV5550XyeOIGMEc1ex2u+kJ7Jnu0JaKuFyulA1EAEClWRDlBIlFnxY5EFu5nk3afDmZ4782XCgAXQS5aGhPRAEJGF6vV1lcgdNO8AAwcODAqGvGogV7LxEYL7Qq/MaF/Q2o2z+StmdBafixMn/+/ITS5p4p2O12OJ1OHD58WGi6yudGsdlsSpuxOYbW6NTHaB72+Xw4deqUzsyRCFGjM23aNFx99dUoLS3F3r17UV1dDbvdjpEjRwJocWwvKirC7NmzAQBz5szBo48+itdffx2dO3dWosJkZmYiMzMzylUhwoUNBrvdHtQvgEgtnE6nMJnmnDlzUmKjw/ftWEdd0z7T6jNYuZiAoy0ni3AZjGjUxeVyKWbDWkdPUZ4gFu7WSvlaC/ZeklXQ0Z7Kito50g1NZWUl+vXrh82bN6O4uBjnnHNORPcjwiMvLw+BQABut1unZWNmq+eddx5OnTol7BO0Rqc+ZvNwUVGRyhoqEaJeJgIhCTperxcjR47EoUOH0KlTJ1x00UX49NNPlczXtbW1qgl3yZIlaGxsxI033qi6T3V1NWpqaiIvPREVeI2OleuI1IEtlhUVFRgyZIhiCtOnT59WLll0YEn4jMJLx0KtH6lGJ9zFKRqnd7w2qaGhQfWd0eFUqElq4w2rUyLk9AmHDh06qCKV8jkxfD4famtr0a9fv4gPJjweD9LT0wHQSXBrweYAj8eDBQsWYOrUqSrzpL59+yr9mB+ryR5CnbAOy3+oFYKLi4vh9/uFpsdnOiEJOm+88Ybp9x988IHq7127doVaHqIV4PM0mJ160iSaethsNjgcDjQ3N6s0B6k0Qebn56NNmza6U7COHTvGJLhJuBodtskJ991HY3zyz+YDwgBQ5dPh0QpEiYbL5UKPHj2S1ladCesMZlK4Zs0alRZ22bJlQYMCmSEyjyNajzFjxqB3794qPzygpW2Y6RqDNDpnDh6PB4sXL8akSZNU+7WNGzeioqICjY2Nymc0jlugt0CQj84ZjigLeipNkB06dEBaWppOU9KmTZuY9GntPUMVdFpTo8OXVWu6xk4Stc/kExgmKi6XK2XmL7/fD5/Pp0saOnHiRFWy1lDh2zZV3lUyY7PZVH5YPp8Pn332Gfbt24esrCyVhpU0OmcWI0aMULW1LMuKnw4JOnroLRAqPwZ+YLCJ9ZtvvlEmWCL1SHVBh6EVIETBCaJBqBqdzMxMdOnSRRiMQAsbk8zf0ey54WB2D4/Hgzlz5ijXMHMas2A0RPQJBAKora3VaSj9fn/QCKhmkEYnseDnjTVr1mDEiBGorKzEBRdcgOXLl6uuZXMHCTpnBjt27DD006FgBHpis9ITSQVvusYGBm8WwYiGeQSReIgEnVR0YoynoMMn9Ay2+bDZbGjTpo3yt5GJldZUiYUU5e8TKUb3kGUZNpsNN998MwYMGKALa82fIhKxpV27dkqkRG1I6EgiJfJtTxuk1oe1gZH2bsSIEYpfFpvDSdA5MygvLzf00+GhcdwCvQVCZbpms9l0EysjGuYRROLRtm1bdOjQQfVZKi6YLCgBI1aCDi/ksL9DgXeaN9vsMFMF7bWREKysTU1NurDWIkGZiB0ejweXXXYZqqurVdr4pUuXRhSQgDQ6iQUbi1a0d6TRObPweDyoqanRtffGjRtVfyd6oJh4QbMZofPREU2sjEjNI4jEIy0tTRceOFU3OkyIYFqXWBCq6ZoWXvPENjCiMclMFcJ9jgijdmeCmzZAAV9GIn5IkqTKsbRp06aINe3ko5NYsPawkueMjUE+Ih+R2lxyySWGfjoAkJ6eTmlc/o/U3M0QIcHb3EuSJJxYGamSSJJQo93YpKLpGgBhaNZoE6mgw9+DaUtEY1IbCCCWGh1ZluH3+4UbKRJ04g/TTjLtWjQCQpBGJ7FgY5HlOTPT3rF5ggSdM4e6ujrTw6/s7Gw6sPg/aDYjdKZr+fn5mDt3rvAUKVLzCCJxORM2OmxDEEtBJ9SoayKY8MD+q93s8BnS+c8ixUyjI9LmAOQf0FpEe7yeCeM/meDbIJj2jjQ6Zx5lZWWmh180H5+GghEQwjw648ePR//+/VFXV4e0tDQ0NDRg4MCBKZNIktBzJjgjM41OLLUQ0dDouFwuXfZzbVJXZm5ot9sRCARiGowgEAgY5ssh/4DWIdqmZmS6llho24DlORNp71JVA08YU1xcjOrqal2AGrYu0Bg+DQk6BNq0aYOioiK4XC4lGZ3L5VIlkARAmpwUR5Ik5UQwVQWdeGh0oiHoFBYW4ueff1YFJgCgjMfa2lrlb4fDgaampqiZrvl8PtTW1qKkpER5Vnp6OjIyMoS/IY1O68BvbqOp0dEmKCVaB6M2pbYhgJY1zOjwC6B+wkOCDgFJktC+fXsALULPwYMHkZaWFnH0KCK5OBNMV9imPJYnoNpxEk5UMqfTidzcXJ0WhQ8xbbPZMGXKFNxzzz3C54bDa6+9hnvuuUelIZJlGZIkYfbs2fjlL3+put5msynvMlX7TKISS0GHaH2M2sGorbt06UJj8AyCjX/R4RdA45iHRgWhIisrC3369IHD4YjKyTSRPJwJpit2ux2dOnVC27ZtY/YMbQjrSIQqXvOkDTEtyzIWLFiAl156SffccPB6vYqQw+7PDjoCgQAefPBBXaJSPnpdqvaZRIXvV9E0XaPNcmJg1KZGn7dp0wbp6emxLBKRQLC1gU8mO2LECKxZswYAzcc8NKMRhpCgc2bBR/VJZfLy8mKaX4AfN5FuPFiAEEAcYhoAZs+eDZ/PF/H43LZtm2FYeaDF0ZkPZ82Xj082TMSHaGtgeV9NovUJVaNDnFnY7XbT/Gq0XzsNjRjCEBJ0ziy0IY2J8HC73YqwGKmgY7PZlJO7kpIS4RhkIUUjHZ/du3c33URpw1kDp4ViloOLiB+8ti9agSjIPydxMGoLah8CaBn/ZvnVqJ+chlYmwhDtyT4NnNSGbVS1DvBEaEiShA4dOgCITmZqJnh27twZU6ZM0X1vt9txwQUXRPwcj8eDxYsXC53S7XY7Zs2apUssyyKuxTIBKyGGP5CIlpBJmrnEQmQWSu1DAC1zsll+NZqPT0PBCAhDSKNzZkEanejRoUMHBAKBqGSmZsJEZmYmxo8fDwBYtGiRElJ06dKl6NWrV8TPAYDKykqUlZUpUXyAlsR0gwcPRiAQUJ0epqWlKYKP0+mk+SHO8OM0Wu+emSESiQFrV7fbrQQmofYhgBaNDsuvJgoxTfPxaUjQIQwhjc6ZBXM8J41O5Njtdp32I1yYoMMiIo4fPx5XXXUV6urq0LlzZ1x22WVReQ4AJWEwX/b8/HwUFhYqUX0YWVlZyma7sLBQCU1PxAc+x1K05mZJklLeRy+ZEAk6tA4TwGmB1yjENPWT05CgQxhCGp0zCz6HEpE4sA1teno6HA4HmpubFWEk2olPjU6LRUEK+Ge7XC6aH+JMLJLe8sEviNZHZE5MGh0COB3a3+/36w6nCDUk6BCGkKBzZtHU1ASABJ1EIzs7Gw6HQ/nHa07idfrOEsnyUD9pXWIxHxcUFNBGOoHgNTrazwgiOzsbP/30k/A76ienoRmNMIQEnTOLvLw8VcQwIjGw2+1K3h8+0hb7LpoYRXoiQefMICMjI6ah14nQYGsw097RGkzwsKA3QEuetc8++0zJdUZ95TQk6BCGkKBzZtG2bVt07969tYtBmBBrQQcQj3Mm6PCLaSxMp4jQyMjIaO0iEDGE+UyxcU/aNoLH7XbD4XAIk4bSfu00NGoIQ/gcGQAJOgTR2miFi1hsfETjvLm5WbeYvvzyy1F/NhEanTt3xllnndXaxSBiBMujRWswYcSPP/4oTBq6Z8+eVi5Z4kCCDmEI20QxUwaaZAmiddFqdGIh6EiSpDOD8Hq9usV04sSJ8Hq9UX8+YR3Ke5PaOJ1OuN1upY2prQktdXV1wqShO3fubKUSJR4UjIAwJD09HZmZmfB4PDh+/Dj5bhBEK6PV6MRiTL799tt49NFHVXkZunbtqltM/X4/tm/fDo/HE/UyEATREhwCOB1hiw4bCS1lZWWQJEk1P0uShG7durViqRILOh4gDHG73ejcuTMcDgfatWvX2sUhiDMebQCAaJ/wer1eRcgBWk4Ga2pqkJaWpnuW3W6nxZQgYgivsbPb7aTRIXQUFxejurpapfWrrq5WEj4TpNEhCIJIGmKt0dm2bZtOcyPLMhYtWqQklAVaTpiXLl1K2hyCiBMOh4M0OoQOSZKESUOpr5yGBB2CIIgkgZ3qMmEk2ie83bt3h81mUwk1APDxxx+r/rbZbBgxYkRUn00QhDGZmZm6cUkQzG9TmzSUBJ3TkB6UIAgiieDN16Kt0fF4PJgwYULQ6wKBALZv3x7VZxMEYUxubi7y8vJauxhEgkHmjMGhN0QQBJFE8FnSY7HIVVZWBr0v+ecQBEG0PtpInAzS6JyGBB2CIIgkgtfoxELQKSws1Dm3XnPNNaq/Fy5cSP45BEEQrYxoDSAhRw356BAEQSQRvEYnFuGljZxb77nnHuXv888/P+rPJQiCIEKD1+j4fD7U1taic+fO6N27dyuWKrEgQYcgCCKJyMrKUv4/VglDAb1zK/832YUTBEG0PmwuXrNmjZLUWZIkLFu2DJWVla1cusSAViuCIIgkgtfixFLQsVoGgiAIonVwOBzw+XyKkAO0BIuZOHEivF5vK5cuMSBBhyAIIskoLS1FZmZmqwk6pNEhCIJofWw2G2pra3X5z/x+P0XG/D/IdI0gCCLJyMrKUpmwRRMSdAiCIJIDm82Gbt26qfKrARQZk4dWK4IgCEKBBB2CIIjk4cILL8Rjjz2mioy5dOlSioz5f5BGhyAIglAgQYcgCCJ5sNvtGDlyJAYNGoS6ujp069YNF198cWsXK2EgQYcgCIJQCCbE2Gw2ytNAEASRQDgcDiUyZlpaWmsXJ6GgYzmCIAhCIVhENdLmEARBJBZ8Ph06iFJDKxZBEAShEEyQIUGHIAgisSBBxxhasQiCIAiFYIIM5dAhCIJILEjQMYYEHYIgCEKBNDoEQRDJBQk6xtCKRRAEQSgEE2T4BZUgCIJofUjQMYYEHYIgCEIh2CLpdDrjVBKCIAjCCrxJMQk6akjQIQiCIBSChY8mQYcgCCKxII2OMSToEARBECrMzNdI0CEIgkgs+DmbBB01JOgQBEEQKswEHfLRIQiCSCxsNpsyN5Ogo4YEHYIgCEIFE3RcLpfuO9LoEARBJB5sviZBRw0JOgRBEISQjIwM3Wek0SEIgkg8SNARQ4IOQRAEoaKxsREA0KZNG9Xndrud8ugQBEEkICToiAlpxaqpqVEi8rB/PXv2NP3NW2+9hZ49eyItLQ19+/bF3/72t4gKTBAEQcQWWZYBAGlpafD5fPjss8/g8/nIbI0gCCJBYYIOm7+JFkI+muvduzf27dun/Pvoo48Mr924cSNGjhyJyspKfPXVV7juuutw3XXXYfPmzREVmiAIgogdbdu2hd1ux6uvvooRI0agsrISw4cPx8svv9zaRSMIgiAEsIOopqamVi5JYhGyoONwOJCfn6/869ixo+G1zzzzDK688kpMnz4dvXr1wuOPP45zzjkHzz33XESFJgiCIGJHSUkJMjMz8bvf/Q6BQABAyynh7NmzMW/evFYuHUEQBKGFaXRI0FETslfptm3bUFhYiLS0NAwePBizZ89GSUmJ8NpPPvkEU6dOVX02YsQIvPvuu6bPOHXqFE6dOqX8ffToUQAtjZfsDcjKn+z1SFWofRIXapv4smXLFkXI4Zk5cyZuuOEGeDwe1efUPokLtU3iQm2T2CRT+8iyjEAgAFmWk6K8kWK1jiEJOoMGDcKKFStQXl6Offv2YdasWbj44ouxefNmZGVl6a73+XzIy8tTfZaXlwefz2f6nNmzZ2PWrFm6z9evXy+MApSMbNiwobWLQJhA7ZO4UNvEh4MHDwo/DwQCWL16Nfr27Sv8ntoncaG2SVyobRKbZGufb7/9trWLEHNOnjxp6bqQBJ2rrrpK+f9+/fph0KBBKC0txZtvvonKysrQSmjCAw88oNIEHT16FMXFxRg+fDjatm0btee0Bk1NTdiwYQOGDRtGjr0JCLVP4kJtE38OHDiABx98UPWZ3W7H6NGjhRodap/EhNomcaG2SWyofRIXZu0VjIgSIrRr1w49evTA9u3bhd/n5+dj//79qs/279+P/Px80/u63W643W7d506nM2U6WirVJRWh9klcqG3ix8yZM3Hw4EEsWrQIgUAAdrsdS5cuRZcuXQx/Q+2TuFDbJC7UNokNtU/iYbU9IkqIcPz4cezYsQMFBQXC7wcPHox//OMfqs82bNiAwYMHR/JYgiAIIg7YbDaMHz8e69atw8svv4zPP/88qtp7giAIgoglIQk606ZNw4cffohdu3Zh48aNuP7662G32zFy5EgAwJgxY/DAAw8o10+ePBlr167F/PnzsWXLFtTU1OCLL77A3XffHd1aEARBEFGHJZ7Lz8/HwIEDdeZqBEEQBJHIhGS65vV6MXLkSBw6dAidOnXCRRddhE8//RSdOnUCANTW1qqyZg8ZMgSvv/46Hn74YTz44IPo3r073n33XfTp0ye6tSAIgiBigs1mUxLQUcZtgiAIIpkISdB54403TL//4IMPdJ/ddNNNuOmmm0IqFEEQBJEY8IIOf5BFEARBEIkOrVoEQRCEJUijQxAEQSQTJOgQBEEQhvDCDWl0CIIgiGSCVi2CIAjCEF7QIY0OQRAEkUyQoEMQBEEYQhodgiAIIlmhVYsgCIIwhBduSKNDEARBJBMk6BAEQRCGkEaHIAiCSFZo1SIIgiAMIR8dgiAIIlkhQYcgCIIwhDQ6BEEQRLJCqxZBEARhCPnoEARBEMkKCToEQRCEIaTRIQiCIJIVWrUIgiAIQ8hHhyAIgkhWSNAhCIIgDLHb7cr/k6BDEARBJBMk6BAEQRCGOJ1OAC1CDgk6BEEQRDJBgg5BEARhiMvlau0iEARBEERYkKBDEARBGMI0OrIst3JJCIIgCCI0SNAhCIIgDGGCDkEQBEEkGyToEARBEIaQoEMQBEEkKyToEARBEIZQAAKCIAgiWSFBhyAIgiAIgiCIlMPR2gUgCIIgEpvs7Gz4/f7WLgZBEARBhAQJOgRBEIQpxcXFrV0EgiAIgggZMl0jCIIgCIIgCCLlIEGHIAiCIAiCIIiUgwQdgiAIgiAIgiBSDhJ0CIIgCIIgCIJIOUjQIQiCIAiCIAgi5SBBhyAIgiAIgiCIlIMEHYIgCIIgCIIgUg4SdAiCIAiCIAiCSDlI0CEIgiAIgiAIIuUgQYcgCIIgCIIgiJSDBB2CIAiCIAiCIFIOEnQIgiAIgiAIgkg5SNAhCIIgCIIgCCLlIEGHIAiCIAiCIIiUw9HaBbCCLMsAgKNHj7ZySSKnqakJJ0+exNGjR+F0Olu7OIQGap/EhdomsaH2SVyobRIXapvEhtoncWEyAZMRjEgKQefYsWMAgOLi4lYuCUEQBEEQBEEQicCxY8eQnZ1t+L1NDiYKJQCBQAB79+5FVlYWbDZbaxcnIo4ePYri4mLU1dWhbdu2rV0cQgO1T+JCbZPYUPskLtQ2iQu1TWJD7ZO4yLKMY8eOobCwEJJk7ImTFBodSZLg8XhauxhRpW3btjRoEhhqn8SF2iaxofZJXKhtEhdqm8SG2icxMdPkMCgYAUEQBEEQBEEQKQcJOgRBEARBEARBpBwk6MQZt9uN6upquN3u1i4KIYDaJ3GhtklsqH0SF2qbxIXaJrGh9kl+kiIYAUEQBEEQBEEQRCiQRocgCIIgCIIgiJSDBB2CIAiCIAiCIFIOEnQIgiAIgiAIgkg5SNAhCIIgCIIgCCLlIEGHIAiCIAiCIIiUgwSdMPjXv/6Fq6++GoWFhbDZbHj33XdV3+/fvx/jxo1DYWEhMjIycOWVV2Lbtm2qa3bs2IHrr78enTp1Qtu2bfGb3/wG+/fvV77ftWsXKisr0aVLF6Snp6OsrAzV1dVobGyMRxWTmni0D+Ovf/0rBg0ahPT0dLRv3x7XXXddDGuW/MyePRsDBw5EVlYWcnNzcd111+H7779XXdPQ0IDf/e536NChAzIzM3HDDTfo3n1tbS1+9atfISMjA7m5uZg+fTqam5tV13zwwQc455xz4Ha70a1bN6xYsSLW1Utq4tk2jI8//hgOhwMDBgyIVbVSgni2zerVq9G/f39kZGSgoKAAt99+Ow4dOhTzOiYz0Wqfe++9F+eeey7cbrdwTHzwwQe49tprUVBQgDZt2mDAgAFYvXp1LKuW9MSrbQBAlmXMmzcPPXr0gNvtRlFREZ588slYVY2wCAk6YXDixAn0798fzz//vO47WZZx3XXXYefOnfjzn/+Mr776CqWlpbjiiitw4sQJ5ffDhw+HzWbDP//5T3z88cdobGzE1VdfjUAgAADYsmULAoEAli5dim+//RYLFy7ECy+8gAcffDCudU1G4tE+APDOO+/gtttuw/jx4/H111/j448/xqhRo+JWz2Tkww8/xO9+9zt8+umn2LBhA5qamjB8+HDl3QPAlClT8Je//AVvvfUWPvzwQ+zduxcVFRXK936/H7/61a/Q2NiIjRs34tVXX8WKFSvw6KOPKtf88MMP+NWvfoXLLrsMmzZtQlVVFSZMmIB169bFtb7JRLzahnH48GGMGTMGv/jFL+JSv2QmXm3z8ccfY8yYMaisrMS3336Lt956C5999hnuuOOOuNY32YhG+zBuv/123HzzzcLnbNy4Ef369cM777yD//znPxg/fjzGjBmD9957L2Z1S3bi1TYAMHnyZLz00kuYN28etmzZgv/v//v/cP7558ekXkQIyEREAJD/9Kc/KX9///33MgB58+bNymd+v1/u1KmT/OKLL8qyLMvr1q2TJUmSjxw5olxz+PBh2WazyRs2bDB81ty5c+UuXbpEvxIpTKzap6mpSS4qKpJfeuml+FQkRTlw4IAMQP7www9lWW55z06nU37rrbeUa/73f/9XBiB/8sknsizL8t/+9jdZkiTZ5/Mp1yxZskRu27atfOrUKVmWZXnGjBly7969Vc+6+eab5REjRsS6SilDrNqGcfPNN8sPP/ywXF1dLffv3z/2FUohYtU2Tz/9tNy1a1fVs5599lm5qKgo1lVKKcJpH55QxsQvf/lLefz48VEp95lArNrmu+++kx0Oh7xly5aYlZ0ID9LoRJlTp04BANLS0pTPJEmC2+3GRx99pFxjs9lUmXbT0tIgSZJyjYgjR44gJycnRiU/M4hW+/z73//Gnj17IEkSzj77bBQUFOCqq67C5s2b41ib5OfIkSMAoPTrL7/8Ek1NTbjiiiuUa3r27ImSkhJ88sknAIBPPvkEffv2RV5ennLNiBEjcPToUXz77bfKNfw92DXsHkRwYtU2APDKK69g586dqK6ujkdVUo5Ytc3gwYNRV1eHv/3tb5BlGfv378fbb7+NX/7yl/GqWkoQTvtE8izaF1gnVm3zl7/8BV27dsV7772HLl26oHPnzpgwYQJ++umn6FaACBkSdKIMGyAPPPAAfv75ZzQ2NmLOnDnwer3Yt28fAOCCCy5AmzZtMHPmTJw8eRInTpzAtGnT4Pf7lWu0bN++HX/4wx8wceLEeFYn5YhW++zcuRMAUFNTg4cffhjvvfce2rdvj6FDh9LEZpFAIICqqipceOGF6NOnDwDA5/PB5XKhXbt2qmvz8vLg8/mUa/jNGvuefWd2zdGjR1FfXx+L6qQUsWybbdu24f7778eqVavgcDhiXJPUI5Ztc+GFF2L16tW4+eab4XK5kJ+fj+zsbKEZMCEm3PYJhzfffBOff/45xo8fH0mRzxhi2TY7d+7E7t278dZbb2HlypVYsWIFvvzyS9x4443RrAIRBiToRBmn04k1a9Zg69atyMnJQUZGBt5//31cddVVkKSW192pUye89dZb+Mtf/oLMzExkZ2fj8OHDOOecc5RrePbs2YMrr7wSN910E9lKR0i02of56jz00EO44YYbcO655+KVV16BzWbDW2+91Wr1SyZ+97vfYfPmzXjjjTdauyiEhli1jd/vx6hRozBr1iz06NEjqvc+U4jluPnuu+8wefJkPProo/jyyy+xdu1a7Nq1C3feeWfUn5WqxGtee//99zF+/Hi8+OKL6N27d0yflSrEsm0CgQBOnTqFlStX4uKLL8bQoUOxfPlyvP/++7rgB0R8oeO0GHDuuedi06ZNOHLkCBobG9GpUycMGjQI5513nnLN8OHDsWPHDhw8eBAOhwPt2rVDfn4+unbtqrrX3r17cdlll2HIkCFYtmxZvKuSkkSjfQoKCgAAZ511lvIbt9uNrl27ora2Nr4VSkLuvvtuvPfee/jXv/4Fj8ejfJ6fn4/GxkYcPnxYdcK2f/9+5OfnK9d89tlnqvuxCDn8NdqoOfv370fbtm2Rnp4eiyqlDLFsm2PHjuGLL77AV199hbvvvhtAywZBlmU4HA6sX78el19+eYxrmLzEetzMnj0bF154IaZPnw4A6NevH9q0aYOLL74YTzzxhDLvEWIiaZ9Q+PDDD3H11Vdj4cKFGDNmTDSKnvLEum0KCgrgcDhUBzi9evUC0BLtsLy8PPJKEGFBGp0Ykp2djU6dOmHbtm344osvcO211+qu6dixI9q1a4d//vOfOHDgAK655hrluz179mDo0KGKtkCk7SHCJ5L2YWEm+ZOapqYm7Nq1C6WlpXGrQ7IhyzLuvvtu/OlPf8I///lPdOnSRfX9ueeeC6fTiX/84x/KZ99//z1qa2sxePBgAC1+BN988w0OHDigXLNhwwa0bdtWETwHDx6suge7ht2D0BOPtmnbti2++eYbbNq0Sfl35513ory8HJs2bcKgQYPiU9kkI17j5uTJk7p1xm63K2UgxESjfazywQcf4Fe/+hXmzJmD3/72t1EpfyoTr7a58MIL0dzcjB07diifbd26FQBoT9DatF4chOTl2LFj8ldffSV/9dVXMgB5wYIF8ldffSXv3r1blmVZfvPNN+X3339f3rFjh/zuu+/KpaWlckVFheoeL7/8svzJJ5/I27dvl1977TU5JydHnjp1qvK91+uVu3XrJv/iF7+QvV6vvG/fPuUfYU482keWZXny5MlyUVGRvG7dOnnLli1yZWWlnJubK//0009xq2uyMWnSJDk7O1v+4IMPVH365MmTyjV33nmnXFJSIv/zn/+Uv/jiC3nw4MHy4MGDle+bm5vlPn36yMOHD5c3bdokr127Vu7UqZP8wAMPKNfs3LlTzsjIkKdPny7/7//+r/z888/LdrtdXrt2bVzrm0zEq220UNS14MSrbV555RXZ4XDIixcvlnfs2CF/9NFH8nnnnSeff/75ca1vshGN9pFlWd62bZv81VdfyRMnTpR79OihrGMsKt4///lPOSMjQ37ggQdUzzl06FBc65tMxKtt/H6/fM4558iXXHKJ/O9//1v+4osv5EGDBsnDhg2La30JPSTohMH7778vA9D9Gzt2rCzLsvzMM8/IHo9HdjqdcklJifzwww/rQqvOnDlTzsvLk51Op9y9e3d5/vz5ciAQUL5/5ZVXhM8g2TQ48WgfWZblxsZG+b777pNzc3PlrKws+YorrlCFrSb0GPXpV155Rbmmvr5evuuuu+T27dvLGRkZ8vXXX68T8Hft2iVfddVVcnp6utyxY0f5vvvuk5uamlTXvP/++/KAAQNkl8sld+3aVfUMQk8824aHBJ3gxLNtnn32Wfmss86S09PT5YKCAnn06NGy1+uNRzWTlmi1z6WXXiq8zw8//CDLsiyPHTtW+P2ll14av8omGfFqG1mW5T179sgVFRVyZmamnJeXJ48bN46E0ATAJsukjyYIgiAIgiAIIrUgpw+CIAiCIAiCIFIOEnQIgiAIgiAIgkg5SNAhCIIgCIIgCCLlIEGHIAiCIAiCIIiUgwQdgiAIgiAIgiBSDhJ0CIIgCIIgCIJIOUjQIQiCIAiCIAgi5SBBhyAIgiAIgiCIlIMEHYIgCIIgCIIgUg4SdAiCIAiCIAiCSDlI0CEIgiAIgiAIIuX4/wFVrgcG3J4JJgAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, ax = plt.subplots(figsize=(10, 5))\n", "ax.plot(\n", " ml_rml.observations().index,\n", " ml_rml.observations().values,\n", " \"k.\",\n", " label=\"Observations\",\n", ")\n", "ax.fill_between(\n", " ml_rml.solver.observation_ensemble.index,\n", " ml_rml.solver.observation_ensemble.min(axis=1),\n", " ml_rml.solver.observation_ensemble.max(axis=1),\n", " color=\"lightgrey\",\n", " label=\"Observation Ensemble Range\",\n", ")\n", "\n", "ax.set_xlim(ml_rml.observations().index.min(), ml_rml.observations().index.max())\n", "ax.grid(True)\n", "ax.legend(loc=\"lower right\", bbox_to_anchor=(1.0, 1.0), ncol=2, frameon=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's solve this. It might take up to a minute if it is done in parallel." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "ERROR:pastas_plugins.pest.solver:Unexpected keyword arguments: ['initalize'], to solve method. These kwargs will be ignored for now. See issue https://github.com/pastas/pastas/pull/1031.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "RML looping over realizations: 100%|██████████| 250/250 [00:52<00:00, 4.76it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Fit report synthetic_model Fit Statistics\n", "================================================================\n", "nfev 1000 EVP 97.94\n", "nobs 783 R2 0.98\n", "noise False RMSE 0.03\n", "tmin 1990-01-02 00:00:00 AICc -5762.22\n", "tmax 2019-12-24 00:00:00 BIC -5738.98\n", "freq D Obj 0.49\n", "freq_obs None ___ \n", "warmup 3650 days 00:00:00 Interp. No\n", "solver RandomizedMaximumLikelihoodSolverweights Yes\n", "\n", "Parameters (5 optimized)\n", "================================================================\n", " optimal initial vary\n", "rch_A 0.499872 0.146585 True\n", "rch_n 1.098125 1.000000 True\n", "rch_a 250.822144 100.000000 True\n", "rch_f -0.807632 -1.000000 True\n", "constant_d 5.008213 5.505771 True\n" ] } ], "source": [ "ml_rml.solve(report=True, initalize=False)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_ = ml_rml.plots.results_mosaic(stderr=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lets look at the posterior parameter distribution. As you can see the prior is sometimes pretty far away from the posterior. That has to do with how we sample the parameters. Pastas guesses a starting value for `pmin`, `pmax` and `initial` for each parameter (excluding `constant_d`). If dist= `norm` then the bounds are sampled as a normal distribution where `min(initial-pmin, pmax-initial)` is 2 times the standard deviation (`par_sigma_range=4.0`). This means that if `initial` is not halfway between `pmin` and `pmax` the full extent of the original parameter bounds of Pastas are not sampled. I'm also not sure if I'm fully allowed to call it the posterior." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "axes = ml_rml.solver.parameter_ensemble_posterior.hist(bins=20, color=\"C1\")\n", "\n", "for i, ax in enumerate(axes.ravel()[:-1]):\n", " ml_rml.solver.parameter_ensemble_prior.iloc[:, [i]].hist(\n", " bins=20, ax=ax, zorder=0, color=\"C0\"\n", " )\n", "axes[0, 0].legend([\"Posterior\", \"Prior\"])\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also see that some of the posterior values are at bounds or other places. We can have a look at the convergence of realizations and the objective function value." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "converged\n", "True 250\n", "Name: count, dtype: int64\n" ] } ], "source": [ "convergence_rml = ml_rml.solver.convergence_ensemble\n", "print(convergence_rml.value_counts())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "According to SciPy, all realizations converged. If they did not converge (try `minimize_method=\"TNC\"` for instance), we can get rid of those." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "objfuncs_rml = ml_rml.solver.obj_func_ensemble.unstack().loc[convergence_rml].T\n", "min_per_real = (\n", " ml_rml.solver.obj_func_ensemble.groupby(\"real\").min().loc[convergence_rml]\n", ")\n", "bad_fit_reals = min_per_real[min_per_real > 10.0].index\n", "good_fit_reals = min_per_real[min_per_real <= 10.0].index\n", "f, axd = plt.subplot_mosaic(\n", " [[\"iter\", \"hist\"]], figsize=(7.0, 3.0), layout=\"tight\", width_ratios=[1.6, 1]\n", ")\n", "axd[\"iter\"].plot(objfuncs_rml.index, objfuncs_rml.values, \"-\", color=\"k\", alpha=0.3)\n", "axd[\"iter\"].plot(\n", " objfuncs_rml.loc[:, bad_fit_reals].index,\n", " objfuncs_rml.loc[:, bad_fit_reals].values,\n", " \"-\",\n", " color=\"C1\",\n", " alpha=0.7,\n", ")\n", "axd[\"iter\"].semilogy()\n", "axd[\"iter\"].set_xlabel(\"Iteration\")\n", "axd[\"iter\"].set_ylabel(\"Objective Function Value\")\n", "_, bins, _ = axd[\"hist\"].hist(min_per_real, bins=50, color=\"k\", label=\"All reals\")\n", "axd[\"hist\"].hist(\n", " min_per_real.loc[bad_fit_reals],\n", " bins=bins,\n", " color=\"C1\",\n", " label=\"Reals with bad fits\",\n", " alpha=0.5,\n", ")\n", "axd[\"hist\"].set_xlabel(\"Minimum Objective\\nFunction Value\")\n", "axd[\"hist\"].set_ylabel(\"Number of realizations\")\n", "axd[\"hist\"].legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Also looking at the fit of the realizations that did converge; there is a fraction that is in a local minimum. We can get rid of those." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = ml_rml.plot()\n", "simulations_rml = ml_rml.solver.simulation_ensemble.loc[:, convergence_rml].loc[\n", " :, good_fit_reals\n", "]\n", "ax.fill_between(\n", " simulations_rml.index,\n", " simulations_rml.quantile(0.025, axis=1),\n", " simulations_rml.quantile(0.975, axis=1),\n", " alpha=0.2,\n", " color=\"C0\",\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Confidence interval is fairly small as is to be expected." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### RML with empirical jacobian\n", "\n", "There is also an option to try the randomized maximum likelihood solver with the emperical jacobian. Here the jacobian is computed from the parameter ensemble and the simulation ensemble. This method is still a bit experimental because the parameter update is done without lambda searching and lambda is just guessed via `lambda = 1e-7 * max(diag(J.T@J))`. Also there is no stopping criteria so the number of optimization steps has to be chosen by hand (`noptmax`)." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "DEBUG:pastas.model:[Errno -25] Unknown error -25\n", "RML looping over noptmax: 37%|███▋ | 37/100 [01:21<02:18, 2.19s/it]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Fit report synthetic_model Fit Statistics\n", "================================================================\n", "nfev 37 EVP 97.94\n", "nobs 783 R2 0.98\n", "noise False RMSE 0.03\n", "tmin 1990-01-02 00:00:00 AICc -5762.15\n", "tmax 2019-12-24 00:00:00 BIC -5738.91\n", "freq D Obj 0.03\n", "freq_obs None ___ \n", "warmup 3650 days 00:00:00 Interp. No\n", "solver RandomizedMaximumLikelihoodSolverweights Yes\n", "\n", "Parameters (5 optimized)\n", "================================================================\n", " optimal initial vary\n", "rch_A 0.500026 0.146585 True\n", "rch_n 1.097864 1.000000 True\n", "rch_a 251.028050 100.000000 True\n", "rch_f -0.807683 -1.000000 True\n", "constant_d 5.008110 5.505771 True\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "# test empirical jacobian\n", "ml_rml_em = get_model(head)\n", "solver = RandomizedMaximumLikelihoodSolver(\n", " num_reals=250,\n", " jacobian_method=\"empirical\",\n", " noptmax=100,\n", " tol=1e-8,\n", ")\n", "ml_rml_em.add_solver(solver)\n", "ml_rml_em.solver.initialize(standard_deviation=noise_std, method=\"norm\")\n", "ml_rml_em.solve(report=True, initialize=False)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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initialpminpmaxvarynamediststderroptimal
rch_A0.1465850.00001014.658474Truerchuniform0.0764730.499872
rch_n1.0000000.1000005.000000Truerchuniform0.0793121.098125
rch_a100.0000000.01000010000.000000Truerchuniform38.796115250.822144
rch_f-1.000000-2.0000000.000000Truerchuniform0.183148-0.807632
constant_d5.5057714.8057926.205749Trueconstantuniform0.0772065.008213
\n", "
" ], "text/plain": [ " initial pmin pmax vary name dist \\\n", "rch_A 0.146585 0.000010 14.658474 True rch uniform \n", "rch_n 1.000000 0.100000 5.000000 True rch uniform \n", "rch_a 100.000000 0.010000 10000.000000 True rch uniform \n", "rch_f -1.000000 -2.000000 0.000000 True rch uniform \n", "constant_d 5.505771 4.805792 6.205749 True constant uniform \n", "\n", " stderr optimal \n", "rch_A 0.076473 0.499872 \n", "rch_n 0.079312 1.098125 \n", "rch_a 38.796115 250.822144 \n", "rch_f 0.183148 -0.807632 \n", "constant_d 0.077206 5.008213 " ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ml_rml.parameters" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "axes = ml_rml_em.solver.parameter_ensemble_posterior.hist(bins=20, color=\"C1\")\n", "\n", "for i, ax in enumerate(axes.ravel()[:-1]):\n", " ml_rml_em.solver.parameter_ensemble_prior.iloc[:, [i]].hist(\n", " bins=20, ax=ax, zorder=0, color=\"C0\"\n", " )\n", "axes[0, 0].legend([\"Posterior\", \"Prior\"])\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "objfuncs_rml_em = ml_rml_em.solver.obj_func_ensemble.unstack().loc[convergence_rml].T\n", "min_per_real_em = (\n", " ml_rml_em.solver.obj_func_ensemble.groupby(\"real\").min().loc[convergence_rml]\n", ")\n", "f, axd = plt.subplot_mosaic(\n", " [[\"iter\", \"hist\"]], figsize=(7.0, 3.0), layout=\"tight\", width_ratios=[1.6, 1]\n", ")\n", "axd[\"iter\"].plot(\n", " objfuncs_rml_em.index, objfuncs_rml_em.values, \"-\", color=\"k\", alpha=0.3\n", ")\n", "\n", "axd[\"iter\"].semilogy()\n", "axd[\"iter\"].set_xlabel(\"Iteration\")\n", "axd[\"iter\"].set_ylabel(\"Objective Function Value\")\n", "_ = axd[\"hist\"].hist(min_per_real_em, bins=50, color=\"k\", label=\"All reals\")\n", "axd[\"hist\"].set_xlabel(\"Minimum Objective\\nFunction Value\")\n", "axd[\"hist\"].set_ylabel(\"Number of realizations\")\n", "axd[\"hist\"].legend()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "simulations_rml_em = ml_rml_em.solver.simulation_ensemble\n", "ax = ml_rml_em.plot()\n", "ax.fill_between(\n", " simulations_rml_em.index,\n", " simulations_rml_em.quantile(0.025, axis=1),\n", " simulations_rml_em.quantile(0.975, axis=1),\n", " alpha=0.2,\n", " color=\"C0\",\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Compare CI\n", "\n", "Lets compare the confidence for the different solvers. It can be clearly seen that the confidnece intervalls are fairly similar for the three different solvers. For the emperical jacobian there are some bigger differences that are observed but pretty much negligable." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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constant_drch_Arch_arch_frch_n
LSRML-2PRML-EMLSRML-2PRML-EMLSRML-2PRML-EMLSRML-2PRML-EMLSRML-2PRML-EM
0.0254.9904.9894.9900.4920.4920.493242.486242.457243.739-0.823-0.820-0.8211.0831.0811.081
0.5005.0085.0085.0080.5000.5000.500250.819250.704250.980-0.808-0.807-0.8071.0981.0981.098
0.9755.0265.0235.0230.5080.5080.508259.152259.591259.420-0.792-0.791-0.7911.1131.1131.112
\n", "
" ], "text/plain": [ " constant_d rch_A rch_a \\\n", " LS RML-2P RML-EM LS RML-2P RML-EM LS RML-2P \n", "0.025 4.990 4.989 4.990 0.492 0.492 0.493 242.486 242.457 \n", "0.500 5.008 5.008 5.008 0.500 0.500 0.500 250.819 250.704 \n", "0.975 5.026 5.023 5.023 0.508 0.508 0.508 259.152 259.591 \n", "\n", " rch_f rch_n \n", " RML-EM LS RML-2P RML-EM LS RML-2P RML-EM \n", "0.025 243.739 -0.823 -0.820 -0.821 1.083 1.081 1.081 \n", "0.500 250.980 -0.808 -0.807 -0.807 1.098 1.098 1.098 \n", "0.975 259.420 -0.792 -0.791 -0.791 1.113 1.113 1.112 " ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ls_ci = pd.DataFrame(\n", " [\n", " ml_ls.parameters[\"optimal\"] - 1.96 * ml_ls.parameters[\"stderr\"],\n", " ml_ls.parameters[\"optimal\"],\n", " ml_ls.parameters[\"optimal\"] + 1.96 * ml_ls.parameters[\"stderr\"],\n", " ],\n", " index=[0.025, 0.5, 0.975],\n", ")\n", "rml_ci = (\n", " ml_rml.solver.parameter_ensemble_posterior.loc[(convergence_rml, slice(None)), :]\n", " .loc[good_fit_reals]\n", " .quantile([0.025, 0.5, 0.975])\n", ")\n", "rmlem_ci = ml_rml_em.solver.parameter_ensemble_posterior.quantile([0.025, 0.5, 0.975])\n", "df = pd.concat([ls_ci, rml_ci, rmlem_ci], keys=[\"LS\", \"RML-2P\", \"RML-EM\"], axis=1).T\n", "df.swaplevel(0, 1).sort_index().T.round(3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Simulations and confidence intervals in figures also all overlap." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, ax = plt.subplots(figsize=(10, 6))\n", "ax.plot(\n", " ml_ls.observations(), label=\"Observations\", color=\"k\", linestyle=\"None\", marker=\".\"\n", ")\n", "ax.plot(ml_ls.simulate(), color=\"C0\", linestyle=\"-\", label=\"LS\")\n", "ax.plot(ml_rml.simulate(), color=\"C1\", linestyle=\"--\", label=\"RML-2P\")\n", "ax.plot(ml_rml_em.simulate(), color=\"C2\", linestyle=\":\", label=\"RML-EM\")\n", "ax.legend()" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, ax = plt.subplots(figsize=(10, 6))\n", "ax.plot(\n", " ml_ls.observations(), label=\"Observations\", color=\"k\", linestyle=\"None\", marker=\".\"\n", ")\n", "ax.fill_between(\n", " simulations_rml.index,\n", " simulations_rml.quantile(0.025, axis=1),\n", " simulations_rml.quantile(0.975, axis=1),\n", " alpha=1.0,\n", " color=\"C0\",\n", " label=\"RML-2P 95% CI\",\n", ")\n", "ax.fill_between(\n", " simulations_rml_em.index,\n", " simulations_rml_em.quantile(0.025, axis=1),\n", " simulations_rml_em.quantile(0.975, axis=1),\n", " alpha=0.8,\n", " color=\"C2\",\n", " label=\"RML-EM 95% CI\",\n", ")\n", "ci = ml_ls.solver.ci_simulation(n=100)\n", "ax.fill_between(\n", " ci.index, ci.iloc[:, 0], ci.iloc[:, 1], color=\"C1\", label=\"LS 95% CI\", alpha=0.5\n", ")\n", "ax.legend()" ] } ], "metadata": { "kernelspec": { "display_name": "pastas-plugins (3.13.5)", "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": "3.13.5" } }, "nbformat": 4, "nbformat_minor": 2 }