{ "cells": [ { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "# Calibrating GPs using ABC" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import os\n", "# Ignore my broken HDF5 install...\n", "os.putenv(\"HDF5_DISABLE_VERSION_CHECK\", '1')" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\duncan\\miniconda3\\envs\\gcem_dev\\lib\\site-packages\\h5py\\__init__.py:40: UserWarning: h5py is running against HDF5 1.10.6 when it was built against 1.10.5, this may cause problems\n", " '{0}.{1}.{2}'.format(*version.hdf5_built_version_tuple)\n" ] } ], "source": [ "import pandas as pd\n", "import cis\n", "import iris\n", "\n", "from utils import get_aeronet_data, get_bc_ppe_data\n", "\n", "from esem.utils import validation_plot, plot_parameter_space, get_random_params, ensemble_collocate\n", "from esem import gp_model\n", "from esem.abc_sampler import ABCSampler, constrain\n", "\n", "import iris.quickplot as qplt\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Read in the parameters and observables" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Ungridded data: Absorption_AOD440nm / (1) \n", " Shape = (10098,)\n", "\n", " Total number of points = 10098\n", " Number of non-masked points = 10098\n", " Long name = Absorption_AOD440nm\n", " Standard name = None\n", " Units = 1\n", " Missing value = -999.0\n", " Range = (5.1e-05, 0.47236)\n", " History = \n", " Coordinates: \n", " longitude\n", " Long name = \n", " Standard name = longitude\n", " Units = degrees_east\n", " Missing value = None\n", " Range = (-155.576755, 141.3407)\n", " History = \n", " latitude\n", " Long name = \n", " Standard name = latitude\n", " Units = degrees_north\n", " Missing value = None\n", " Range = (-35.495807, 79.990278)\n", " History = \n", " time\n", " Long name = \n", " Standard name = time\n", " Units = days since 1600-01-01 00:00:00\n", " Missing value = None\n", " Range = (cftime.DatetimeGregorian(2017, 1, 1, 12, 0, 0, 0), cftime.DatetimeGregorian(2018, 1, 2, 12, 0, 0, 0))\n", " History = \n", "\n" ] } ], "source": [ "aaod = get_aeronet_data()\n", "print(aaod)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\duncan\\miniconda3\\envs\\gcem_dev\\lib\\site-packages\\iris\\__init__.py:249: IrisDeprecation: setting the 'Future' property 'netcdf_promote' is deprecated and will be removed in a future release. Please remove code that sets this property.\n", " warn_deprecated(msg.format(name))\n", "C:\\Users\\duncan\\miniconda3\\envs\\gcem_dev\\lib\\site-packages\\iris\\__init__.py:249: IrisDeprecation: setting the 'Future' property 'netcdf_promote' is deprecated and will be removed in a future release. Please remove code that sets this property.\n", " warn_deprecated(msg.format(name))\n", "C:\\Users\\duncan\\miniconda3\\envs\\gcem_dev\\lib\\site-packages\\iris\\__init__.py:249: IrisDeprecation: setting the 'Future' property 'netcdf_promote' is deprecated and will be removed in a future release. Please remove code that sets this property.\n", " warn_deprecated(msg.format(name))\n", "C:\\Users\\duncan\\miniconda3\\envs\\gcem_dev\\lib\\site-packages\\iris\\__init__.py:249: IrisDeprecation: setting the 'Future' property 'netcdf_promote' is deprecated and will be removed in a future release. Please remove code that sets this property.\n", " warn_deprecated(msg.format(name))\n" ] } ], "source": [ "# Read in the PPE parameters, AAOD and DRE\n", "ppe_params, ppe_aaod, ppe_dre = get_bc_ppe_data(dre=True)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING:root:Creating guessed bounds as none exist in file\n", "WARNING:root:Creating guessed bounds as none exist in file\n", "WARNING:root:Creating guessed bounds as none exist in file\n", "WARNING:root:Creating guessed bounds as none exist in file\n" ] } ], "source": [ "# Take the annual mean of the DRE\n", "ppe_dre, = ppe_dre.collapsed('time', iris.analysis.MEAN)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Collocate the model on to the observations" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\duncan\\miniconda3\\envs\\gcem_dev\\lib\\site-packages\\numpy\\ma\\core.py:3225: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " dout = self.data[indx]\n", "C:\\Users\\duncan\\miniconda3\\envs\\gcem_dev\\lib\\site-packages\\numpy\\ma\\core.py:3225: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " dout = self.data[indx]\n", "C:\\Users\\duncan\\miniconda3\\envs\\gcem_dev\\lib\\site-packages\\numpy\\ma\\core.py:3225: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " dout = self.data[indx]\n", "C:\\Users\\duncan\\miniconda3\\envs\\gcem_dev\\lib\\site-packages\\numpy\\ma\\core.py:3225: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " dout = self.data[indx]\n", "C:\\Users\\duncan\\miniconda3\\envs\\gcem_dev\\lib\\site-packages\\numpy\\ma\\core.py:3225: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " dout = self.data[indx]\n", "C:\\Users\\duncan\\miniconda3\\envs\\gcem_dev\\lib\\site-packages\\numpy\\ma\\core.py:3225: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " dout = self.data[indx]\n", "C:\\Users\\duncan\\miniconda3\\envs\\gcem_dev\\lib\\site-packages\\numpy\\ma\\core.py:3225: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " dout = self.data[indx]\n", "C:\\Users\\duncan\\miniconda3\\envs\\gcem_dev\\lib\\site-packages\\numpy\\ma\\core.py:3225: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " dout = self.data[indx]\n", "C:\\Users\\duncan\\miniconda3\\envs\\gcem_dev\\lib\\site-packages\\numpy\\ma\\core.py:3225: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " dout = self.data[indx]\n", "C:\\Users\\duncan\\miniconda3\\envs\\gcem_dev\\lib\\site-packages\\numpy\\ma\\core.py:3225: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " dout = self.data[indx]\n", "C:\\Users\\duncan\\miniconda3\\envs\\gcem_dev\\lib\\site-packages\\numpy\\ma\\core.py:3225: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " dout = self.data[indx]\n", "C:\\Users\\duncan\\miniconda3\\envs\\gcem_dev\\lib\\site-packages\\numpy\\ma\\core.py:3225: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " dout = self.data[indx]\n", "C:\\Users\\duncan\\miniconda3\\envs\\gcem_dev\\lib\\site-packages\\numpy\\ma\\core.py:3225: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " dout = self.data[indx]\n", "C:\\Users\\duncan\\miniconda3\\envs\\gcem_dev\\lib\\site-packages\\numpy\\ma\\core.py:3225: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " dout = self.data[indx]\n", "C:\\Users\\duncan\\miniconda3\\envs\\gcem_dev\\lib\\site-packages\\numpy\\ma\\core.py:3225: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " dout = self.data[indx]\n", "C:\\Users\\duncan\\miniconda3\\envs\\gcem_dev\\lib\\site-packages\\numpy\\ma\\core.py:3225: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " dout = self.data[indx]\n", "C:\\Users\\duncan\\miniconda3\\envs\\gcem_dev\\lib\\site-packages\\numpy\\ma\\core.py:3225: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " dout = self.data[indx]\n", "C:\\Users\\duncan\\miniconda3\\envs\\gcem_dev\\lib\\site-packages\\numpy\\ma\\core.py:3225: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " dout = self.data[indx]\n", "C:\\Users\\duncan\\miniconda3\\envs\\gcem_dev\\lib\\site-packages\\numpy\\ma\\core.py:3225: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " dout = self.data[indx]\n", "C:\\Users\\duncan\\miniconda3\\envs\\gcem_dev\\lib\\site-packages\\numpy\\ma\\core.py:3225: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " dout = self.data[indx]\n", "C:\\Users\\duncan\\miniconda3\\envs\\gcem_dev\\lib\\site-packages\\numpy\\ma\\core.py:3225: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " dout = self.data[indx]\n", "C:\\Users\\duncan\\miniconda3\\envs\\gcem_dev\\lib\\site-packages\\numpy\\ma\\core.py:3225: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " dout = self.data[indx]\n", "C:\\Users\\duncan\\miniconda3\\envs\\gcem_dev\\lib\\site-packages\\numpy\\ma\\core.py:3225: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " dout = self.data[indx]\n", "C:\\Users\\duncan\\miniconda3\\envs\\gcem_dev\\lib\\site-packages\\numpy\\ma\\core.py:3225: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " dout = self.data[indx]\n", "C:\\Users\\duncan\\miniconda3\\envs\\gcem_dev\\lib\\site-packages\\numpy\\ma\\core.py:3225: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " dout = self.data[indx]\n", "C:\\Users\\duncan\\miniconda3\\envs\\gcem_dev\\lib\\site-packages\\numpy\\ma\\core.py:3225: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " dout = self.data[indx]\n", "C:\\Users\\duncan\\miniconda3\\envs\\gcem_dev\\lib\\site-packages\\numpy\\ma\\core.py:3225: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " dout = self.data[indx]\n", "C:\\Users\\duncan\\miniconda3\\envs\\gcem_dev\\lib\\site-packages\\numpy\\ma\\core.py:3225: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " dout = self.data[indx]\n", "C:\\Users\\duncan\\miniconda3\\envs\\gcem_dev\\lib\\site-packages\\numpy\\ma\\core.py:3225: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " dout = self.data[indx]\n", "C:\\Users\\duncan\\miniconda3\\envs\\gcem_dev\\lib\\site-packages\\numpy\\ma\\core.py:3225: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " dout = self.data[indx]\n", "C:\\Users\\duncan\\miniconda3\\envs\\gcem_dev\\lib\\site-packages\\numpy\\ma\\core.py:3225: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " dout = self.data[indx]\n", "C:\\Users\\duncan\\miniconda3\\envs\\gcem_dev\\lib\\site-packages\\numpy\\ma\\core.py:3225: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " dout = self.data[indx]\n", "C:\\Users\\duncan\\miniconda3\\envs\\gcem_dev\\lib\\site-packages\\numpy\\ma\\core.py:3225: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " dout = self.data[indx]\n", "C:\\Users\\duncan\\miniconda3\\envs\\gcem_dev\\lib\\site-packages\\numpy\\ma\\core.py:3225: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " dout = self.data[indx]\n", "C:\\Users\\duncan\\miniconda3\\envs\\gcem_dev\\lib\\site-packages\\numpy\\ma\\core.py:3225: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " dout = self.data[indx]\n", "C:\\Users\\duncan\\miniconda3\\envs\\gcem_dev\\lib\\site-packages\\numpy\\ma\\core.py:3225: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " dout = self.data[indx]\n", "C:\\Users\\duncan\\miniconda3\\envs\\gcem_dev\\lib\\site-packages\\numpy\\ma\\core.py:3225: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " dout = self.data[indx]\n", "C:\\Users\\duncan\\miniconda3\\envs\\gcem_dev\\lib\\site-packages\\numpy\\ma\\core.py:3225: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " dout = self.data[indx]\n", "C:\\Users\\duncan\\miniconda3\\envs\\gcem_dev\\lib\\site-packages\\numpy\\ma\\core.py:3225: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " dout = self.data[indx]\n" ] } ], "source": [ "col_ppe_aaod = ensemble_collocate(ppe_aaod, aaod)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "n_test = 8\n", "\n", "X_test, X_train = ppe_params[:n_test], ppe_params[n_test:]\n", "Y_test, Y_train = col_ppe_aaod[:n_test], col_ppe_aaod[n_test:]" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", "\n", "\n", " \n", "\n", "\n", "\n", "\n", " \n", " \n", " \n", " \n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", " \n", " \n", " \n", "\n", "
Absorption Optical Thickness - Total 550Nm (1)jobobs
Shape3110098
Dimension coordinates
\tjobx-
\tobs-x
Auxiliary coordinates
\tlatitude-x
\tlongitude-x
\ttime-x
\n", " " ], "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Y_train" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setup and run the models" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Explore different model choices" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "c:\\users\\duncan\\pycharmprojects\\gcem\\esem\\data_processors.py:67: RuntimeWarning: invalid value encountered in log\n", " return np.log(data + self.constant)\n", "c:\\users\\duncan\\pycharmprojects\\gcem\\esem\\data_processors.py:67: RuntimeWarning: invalid value encountered in log\n", " return np.log(data + self.constant)\n", "c:\\users\\duncan\\pycharmprojects\\gcem\\esem\\data_processors.py:67: RuntimeWarning: invalid value encountered in log\n", " return np.log(data + self.constant)\n", "c:\\users\\duncan\\pycharmprojects\\gcem\\esem\\data_processors.py:67: RuntimeWarning: invalid value encountered in log\n", " return np.log(data + self.constant)\n", "c:\\users\\duncan\\pycharmprojects\\gcem\\esem\\data_processors.py:67: RuntimeWarning: invalid value encountered in log\n", " return np.log(data + self.constant)\n", "c:\\users\\duncan\\pycharmprojects\\gcem\\esem\\data_processors.py:67: RuntimeWarning: invalid value encountered in log\n", " return np.log(data + self.constant)\n", "c:\\users\\duncan\\pycharmprojects\\gcem\\esem\\data_processors.py:67: RuntimeWarning: invalid value encountered in log\n", " return np.log(data + self.constant)\n", "c:\\users\\duncan\\pycharmprojects\\gcem\\esem\\data_processors.py:67: RuntimeWarning: invalid value encountered in log\n", " return np.log(data + self.constant)\n", "c:\\users\\duncan\\pycharmprojects\\gcem\\esem\\data_processors.py:67: RuntimeWarning: invalid value encountered in log\n", " return np.log(data + self.constant)\n", "c:\\users\\duncan\\pycharmprojects\\gcem\\esem\\data_processors.py:67: RuntimeWarning: invalid value encountered in log\n", " return np.log(data + self.constant)\n", "c:\\users\\duncan\\pycharmprojects\\gcem\\esem\\data_processors.py:67: RuntimeWarning: invalid value encountered in log\n", " return np.log(data + self.constant)\n", "c:\\users\\duncan\\pycharmprojects\\gcem\\esem\\data_processors.py:67: RuntimeWarning: invalid value encountered in log\n", " return np.log(data + self.constant)\n", "c:\\users\\duncan\\pycharmprojects\\gcem\\esem\\data_processors.py:67: RuntimeWarning: invalid value encountered in log\n", " return np.log(data + self.constant)\n", "c:\\users\\duncan\\pycharmprojects\\gcem\\esem\\data_processors.py:67: RuntimeWarning: invalid value encountered in log\n", " return np.log(data + self.constant)\n", "c:\\users\\duncan\\pycharmprojects\\gcem\\esem\\data_processors.py:67: RuntimeWarning: invalid value encountered in log\n", " return np.log(data + self.constant)\n", "c:\\users\\duncan\\pycharmprojects\\gcem\\esem\\data_processors.py:67: RuntimeWarning: invalid value encountered in log\n", " return np.log(data + self.constant)\n", "c:\\users\\duncan\\pycharmprojects\\gcem\\esem\\data_processors.py:67: RuntimeWarning: invalid value encountered in log\n", " return np.log(data + self.constant)\n", "c:\\users\\duncan\\pycharmprojects\\gcem\\esem\\data_processors.py:67: RuntimeWarning: invalid value encountered in log\n", " return np.log(data + self.constant)\n", "c:\\users\\duncan\\pycharmprojects\\gcem\\esem\\data_processors.py:67: RuntimeWarning: invalid value encountered in log\n", " return np.log(data + self.constant)\n", "c:\\users\\duncan\\pycharmprojects\\gcem\\esem\\data_processors.py:67: RuntimeWarning: invalid value encountered in log\n", " return np.log(data + self.constant)\n", "c:\\users\\duncan\\pycharmprojects\\gcem\\esem\\data_processors.py:67: RuntimeWarning: invalid value encountered in log\n", " return np.log(data + self.constant)\n", "c:\\users\\duncan\\pycharmprojects\\gcem\\esem\\data_processors.py:67: RuntimeWarning: invalid value encountered in log\n", " return np.log(data + self.constant)\n", "c:\\users\\duncan\\pycharmprojects\\gcem\\esem\\data_processors.py:67: RuntimeWarning: invalid value encountered in log\n", " return np.log(data + self.constant)\n", "c:\\users\\duncan\\pycharmprojects\\gcem\\esem\\data_processors.py:67: RuntimeWarning: invalid value encountered in log\n", " return np.log(data + self.constant)\n", "c:\\users\\duncan\\pycharmprojects\\gcem\\esem\\data_processors.py:67: RuntimeWarning: invalid value encountered in log\n", " return np.log(data + self.constant)\n", "c:\\users\\duncan\\pycharmprojects\\gcem\\esem\\data_processors.py:67: RuntimeWarning: invalid value encountered in log\n", " return np.log(data + self.constant)\n", "c:\\users\\duncan\\pycharmprojects\\gcem\\esem\\data_processors.py:67: RuntimeWarning: invalid value encountered in log\n", " return np.log(data + self.constant)\n", "c:\\users\\duncan\\pycharmprojects\\gcem\\esem\\data_processors.py:67: RuntimeWarning: invalid value encountered in log\n", " return np.log(data + self.constant)\n", "c:\\users\\duncan\\pycharmprojects\\gcem\\esem\\data_processors.py:67: RuntimeWarning: invalid value encountered in log\n", " return np.log(data + self.constant)\n", "c:\\users\\duncan\\pycharmprojects\\gcem\\esem\\data_processors.py:67: RuntimeWarning: invalid value encountered in log\n", " return np.log(data + self.constant)\n", "c:\\users\\duncan\\pycharmprojects\\gcem\\esem\\data_processors.py:67: RuntimeWarning: invalid value encountered in log\n", " return np.log(data + self.constant)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Mean R^2: 1.00\n", "Mean proportion within 95% CI: 1.00\n", "Mean R^2: 0.99\n", "Mean proportion within 95% CI: 0.94\n" ] } ], "source": [ "from esem.utils import leave_one_out, prediction_within_ci\n", "from scipy import stats\n", "import numpy as np\n", "\n", "from esem.data_processors import Log\n", "res_l = leave_one_out(X_train, Y_train, model='GaussianProcess', data_processors=[Log(constant=0.1)], kernel=['Linear', 'Exponential', 'Bias'])\n", "r2_values_l = [stats.linregress(x.data.compressed(), y.data[:, ~x.data.mask].flatten())[2]**2 for x,y,_ in res_l]\n", "ci95_values_l = [prediction_within_ci(x.data.flatten(), y.data.flatten(), v.data.flatten())[2].sum()/x.data.count() for x,y,v in res_l]\n", "print(\"Mean R^2: {:.2f}\".format(np.asarray(r2_values_l).mean()))\n", "print(\"Mean proportion within 95% CI: {:.2f}\".format(np.asarray(ci95_values_l).mean()))\n", "\n", "res = leave_one_out(X_train, Y_train, model='GaussianProcess', kernel=['Linear', 'Bias'])\n", "r2_values = [stats.linregress(x.data.flatten(), y.data.flatten())[2]**2 for x,y,v in res]\n", "ci95_values = [prediction_within_ci(x.data.flatten(), y.data.flatten(), v.data.flatten())[2].sum()/x.data.count() for x,y,v in res]\n", "print(\"Mean R^2: {:.2f}\".format(np.asarray(r2_values).mean()))\n", "print(\"Mean proportion within 95% CI: {:.2f}\".format(np.asarray(ci95_values).mean()))\n", "\n", "# Note that while the Log pre-processing leads to slightly better R^2, the model is under-confident and\n", "# has too large uncertainties which would adversley effec our implausibility metric." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Build final model" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "model = gp_model(X_train, Y_train, kernel=['Linear', 'Bias'])" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "scrolled": true }, "outputs": [], "source": [ "model.train()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "m, v = model.predict(X_test.values)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Proportion of 'Bad' estimates : 5.52%\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\duncan\\miniconda3\\envs\\gcem_dev\\lib\\site-packages\\numpy\\core\\_asarray.py:83: UserWarning: Warning: converting a masked element to nan.\n", " return array(a, dtype, copy=False, order=order)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "validation_plot(Y_test.data.flatten(), m.data.flatten(), v.data.flatten(),\n", " minx=0, maxx=0.1, miny=0., maxy=0.1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Sample and constrain the models\n", "\n", "Emulating 1e6 sample points directly would require 673 Gb of memory so we can either run 1e6 samples for each point, or run the constraint everywhere, but in batches. Here we do the latter, optioanlly on the GPU, using the 'naive' algorithm for calculating the running mean and variance of the various properties. \n", "\n", "The rejection sampling happens in a similar manner so that only as much memory as is used for one batch is ever used." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "# In this case \n", "sample_points = pd.DataFrame(data=get_random_params(3, int(1e6)), columns=X_train.columns)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Note that smoothing the parameter distribution can be slow for large numbers of points\n", "plot_parameter_space(sample_points, fig_size=(3,6), smooth=False)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "# Setup the sampler to compare against our AeroNet data\n", "sampler = ABCSampler(model, aaod, obs_uncertainty=0.5, repres_uncertainty=0.5)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "100%|##########| 10000/10000 [00:05<00:00, 1859.15sample/s]" ] }, { "data": { "text/plain": [ "[Text(0.5,0,'Implausibility')]" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Calculate the implausibilty for each sample against each observation - note this can be very large so we only sample a fraction!\n", "implaus = sampler.get_implausibility(sample_points[::100], batch_size=1000)\n", "\n", "# The implausibility distributions for different observations can be very different.\n", "_ = plt.hist(implaus.data[:, 1400])\n", "_ = plt.hist(implaus.data[:, 14])\n", "plt.gca().set(xlabel='Implausibility')" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "100%|##########| 1000000/1000000 [05:23<00:00, 2972.65sample/s]Remaining points: 729607\n" ] } ], "source": [ "# Find the valid samples in our full 1million samples by comparing against a given tolerance and threshold\n", "valid_samples = sampler.batch_constrain(sample_points, batch_size=1000, tolerance=.1)\n", "print(\"Remaining points: {}\".format(valid_samples.sum()))" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot the reduced parameter distribution\n", "constrained_sample = sample_points[valid_samples]\n", "plot_parameter_space(constrained_sample, fig_size=(3,6))" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# We can also easily plot the joint distributions\n", "# Only plot every one in 100 points as scatter plots with large numbers of points are slow...\n", "import matplotlib\n", "\n", "# Mimic Seaborn scaling without requiring the whole package\n", "scale = 1.5\n", "matplotlib.rcParams['font.size'] = 12 * scale\n", "matplotlib.rcParams['axes.labelsize'] = 12 * scale\n", "matplotlib.rcParams['axes.titlesize'] = 12 * scale\n", "matplotlib.rcParams['xtick.labelsize'] = 11 * scale\n", "matplotlib.rcParams['ytick.labelsize'] = 11 * scale\n", "matplotlib.rcParams['lines.linewidth'] = 1.5 * scale\n", "matplotlib.rcParams['lines.markersize'] = 6 * scale\n", "# \n", "\n", "m, _ = model.predict(constrained_sample[::100].values)\n", "Zs = m.data\n", "# Plot the emulated AAOD value (averaged over observation locations) for each point\n", "grr = pd.plotting.scatter_matrix(constrained_sample[::100], c=Zs.mean(axis=1), figsize=(12, 10), marker='o',\n", " hist_kwds={'bins': 20,}, s=20, alpha=.8, vmin=1e-3, vmax=1e-2, range_padding=0.,\n", " density_kwds={'range': [[0., 1.], [0., 1.]], 'colormap':'viridis'},\n", " )\n", "\n", "# Matplotlib dragons...\n", "grr[0][0].set_yticklabels([0.2, 0.4, 0.6, 0.8], fontsize=12 * scale)\n", "for i in range(2):\n", " grr[i+1][0].set_yticklabels([0.0, 0.2, 0.4, 0.6, 0.8], fontsize=12 * scale)\n", "for i in range(3):\n", " grr[2][i].set_xticks([0.0, 0.2, 0.4, 0.6, 0.8])\n", " grr[2][i].set_xticklabels([0.0, 0.2, 0.4, 0.6, 0.8], fontsize=12 * scale)\n", "\n", "plt.colorbar(grr[0][1].collections[0], ax=grr, use_gridspec=True, label='AAOD (1)')\n", "\n", "plt.savefig('BCPPE_constrained_params_paper.png', transparent=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Explore the uncertainty in Direct Radiative Effect of Aerosol in constrianed sample-space" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "dre_test, dre_train = ppe_dre[:n_test], ppe_dre[n_test:]\n", "\n", "ari_model = gp_model(X_train, dre_train, name=\"ARI\", kernel=['Linear', 'Bias'])\n", "ari_model.train()" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "ename": "TypeError", "evalue": "in user code:\n\n\n TypeError: tf__batch_stats() takes from 2 to 3 positional arguments but 4 were given\n", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mTypeError\u001b[0m Traceback (most recent call last)", "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[1;31m# Calculate the mean and std-dev DRE over each set of sample points\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 3\u001b[1;33m \u001b[0munconstrained_mean_ari\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0munconstrained_sd_ari\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mari_model\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mbatch_stats\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msample_points\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mbatch_size\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m1000\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 4\u001b[0m \u001b[0mconstrained_mean_ari\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mconstrained_sd_ari\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mari_model\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mbatch_stats\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mconstrained_sample\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mbatch_size\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m1000\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mc:\\users\\duncan\\pycharmprojects\\gcem\\esem\\emulator.py\u001b[0m in \u001b[0;36mbatch_stats\u001b[1;34m(self, sample_points, batch_size)\u001b[0m\n\u001b[0;32m 112\u001b[0m \u001b[1;31m# TODO: Make sample points optional and just sample from a uniform distribution if not provided\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 113\u001b[0m mean, sd = _tf_stats(self, tf.constant(sample_points),\n\u001b[1;32m--> 114\u001b[1;33m \u001b[0mtf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mconstant\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mbatch_size\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mtf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mint64\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 115\u001b[0m pbar=tf_tqdm(batch_size=batch_size,\n\u001b[0;32m 116\u001b[0m total=sample_points.shape[0]))\n", "\u001b[1;32m~\\miniconda3\\envs\\gcem_dev\\lib\\site-packages\\tensorflow\\python\\eager\\def_function.py\u001b[0m in \u001b[0;36m__call__\u001b[1;34m(self, *args, **kwds)\u001b[0m\n\u001b[0;32m 826\u001b[0m \u001b[0mtracing_count\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mexperimental_get_tracing_count\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 827\u001b[0m \u001b[1;32mwith\u001b[0m \u001b[0mtrace\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mTrace\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_name\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mtm\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 828\u001b[1;33m \u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m 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in \u001b[0;36m_call\u001b[1;34m(self, *args, **kwds)\u001b[0m\n\u001b[0;32m 869\u001b[0m \u001b[1;31m# This is the first call of __call__, so we have to initialize.\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 870\u001b[0m \u001b[0minitializers\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 871\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_initialize\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkwds\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0madd_initializers_to\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0minitializers\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 872\u001b[0m \u001b[1;32mfinally\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 873\u001b[0m \u001b[1;31m# At this point we know that the initialization is complete (or less\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32m~\\miniconda3\\envs\\gcem_dev\\lib\\site-packages\\tensorflow\\python\\eager\\def_function.py\u001b[0m in \u001b[0;36m_initialize\u001b[1;34m(self, args, kwds, add_initializers_to)\u001b[0m\n\u001b[0;32m 724\u001b[0m self._concrete_stateful_fn = (\n\u001b[0;32m 725\u001b[0m self._stateful_fn._get_concrete_function_internal_garbage_collected( # pylint: disable=protected-access\n\u001b[1;32m--> 726\u001b[1;33m *args, **kwds))\n\u001b[0m\u001b[0;32m 727\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 728\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0minvalid_creator_scope\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0munused_args\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0munused_kwds\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", 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991\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 992\u001b[0m \u001b[1;31m# invariant: `func_outputs` contains only Tensors, CompositeTensors,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32m~\\miniconda3\\envs\\gcem_dev\\lib\\site-packages\\tensorflow\\python\\eager\\def_function.py\u001b[0m in \u001b[0;36mwrapped_fn\u001b[1;34m(*args, **kwds)\u001b[0m\n\u001b[0;32m 632\u001b[0m \u001b[0mxla_context\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mExit\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 633\u001b[0m \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 634\u001b[1;33m \u001b[0mout\u001b[0m \u001b[1;33m=\u001b[0m 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\u001b[1;32mif\u001b[0m \u001b[0mhasattr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0me\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"ag_error_metadata\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 977\u001b[1;33m \u001b[1;32mraise\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mag_error_metadata\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mto_exception\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0me\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 978\u001b[0m \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 979\u001b[0m \u001b[1;32mraise\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;31mTypeError\u001b[0m: in user code:\n\n\n TypeError: tf__batch_stats() takes from 2 to 3 positional arguments but 4 were given\n" ] } ], "source": [ "# Calculate the mean and std-dev DRE over each set of sample points\n", "\n", "unconstrained_mean_ari, unconstrained_sd_ari = ari_model.batch_stats(sample_points, batch_size=1000)\n", "constrained_mean_ari, constrained_sd_ari = ari_model.batch_stats(constrained_sample, batch_size=1000)" ] }, { "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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70RqoG31t6C3oCeOcY1Q9RKQPbYX0XWe+5b5T4Vg1EfzdfNTXZzzi5qHOnMzLq9Djo1+T81m08Dvf77RRGmlzv4PWqHw+YC74PfTYe+1cL5pHvzgb9yulHvTE7Y6Rwswx3x1XN7jvp/H+MYsWQC+Xxrw93qGUetSTLgV81Pk3qC4bGWPfiB6DbveVfQe6/Fczc3z6gVKqRvvZzBgyG80IXPuUUj8L+HkiIOzBgGuuKUg3gFLqbvTE+SZgWETuE5EPisg5vue2oAf3oYCf/4levfebOga9f4xgs4Exb7o8jKtgs8HdwCIRSQXc86ZZ0IKiP82fd8IsmuV50GZcOeAXInJCRL4qIq93zC8aQkTWicg3RGQM3eiGnTS8DL1C6eekmunMoabeHNai20ONWZlS6hRai+JPx1YR+b6ThgmqZXF+nXQc8Mc9n/fWYS1ao1kjXCml8sxsN1uc319gZj26JhneenQHrBs9125ED8ZfnSth8yinRlnj/N4VcM8121jru95oW5gPQd/naJPx1sShlHK/43rfuDfupupVRPpE5BYRGaC6T2gIbZoEuvOeK31nsuxGfPF+Cr36+mlgVER+KCJ/LCK9jb7EmUj+o4gcRQ+cbp5ds7Kg9nja9Soi14g+T28a/U279dLexDv9Zb0JPda9heBxZBPV+u5FCwszvhWl1Ch6Jdj/rTTKh9Ga5tuBIRH5loi8VURaG3i20Tq9C71v60pnIfIK59pdTr4uE5FOtInXbOaEczGfPqVev74BeCagv2mGRr4LN817AsIGXQtkHuPqvGhijuRyK1roealSqp4AeQu6rf+mk5cWtEnZ95VSA6eR3Nnaw9PoiXjQdxNk1vc0el63qoF37lE+817n/z113reQNNLm3LHmZ8zsd+5w7s01F5xPv9hsuuuNn/75ccP9oyPIvRtt/nhIRHaJyP8TkXoCZr22AMF12cgYuwWt4BhgZvnf7ITxl//egHc1M4bUZV6rnw0w2/6OysqeUurNIvIP6I7qheh9GO8TkXcrpT7lCb8TbZ9ZD7/te733N5QuN3kNhqsXRqFt8+u9M6hjqr5cqftFZB3wEvRq5NXA64H3i8gLncZdPwG6I70HvQr5cXQZTqE7vveiVz79LHj5iLZ7vQetPfobdEc47Tz/cRw7fh+ZWdJxOvXihms0Dvf/P6e698GPV2O0U0QeB94oIu9Dm3f8NvDTOsJ79UXzK6dGmY+L+GbawkLF3Uy88/nG/e+Zs14dTcRP0R33J9GOgCac9/we+pucsXBVZ2Lpffd8mTNepdSIiFyK3mvxYrQN/ceAD4rIy5RS9zfwnq+hJ2W3oNvlKHoV/GVos8ugxbrTyrOT5p+iVwv/Ej34Z9HfwDeafKf3ve7vf6P+Kn62mbR6COxLgrRQSql9zmT5WufnKvSe4g+K3ovs3yPifbbROnWFqGvQpjEx59o+9GTwWvTEwOL0BK75tOP59OuN0kjbO+2jMuY5rs6bBudILv+O7pM+ICK/pZTKMpNvofuxt6AF/9918vKvp5nUhTyG5GwfadIozbS5G9HCSBBBAlA1gvn1i7NRt89sYNxqqm6UUp8Rke+gHf5chdb4vVNE/l0p9bv+4E3G3Wj5D6HH6Xr49woG9VPNjCF1OVMCV8MovTHyKeCjop0iPIjewPfPjkpxH1qqvqsJ84KFoFNEFgdMlDcDg16zggD2Ab8BHPWrJptBKZVGd5DfgppNym+huuGwXiO9Fr2p+n8qpWrMOEQ79DgdDgIbRSTkbfQisgS94uLlVWhh4ZVKqZ/70tFNc+c0NfPeehwArheRNq+WS/Q5HWuoruiArkeAaaXUzxqM/0voidDVaPvtVhoz1Wi2nJrpnNyJ3LkB99zV0lk7/V8zmqnXC9DagA8ppf7ae0NE3nomErcQON/HDucHEbkAvV/1/ejBD+oLCx1oYesrSqk/8N3zm4k1nbRZ7r0evbL9UqVUZaXVsSY4Hc3Bfue90QbqexA9gZ7xrTiaoSXUCumjzr0u3yJY4Oq6o0n/ofPjOm/5AXpB8Y9mS1gjdaqUGhSRXej+vwQcd0zJcFbIr0WPp2W04DBfvH3Knb57zfYpe9GmuTGnfM4UbpvaxMy0bWowjjM5rgbSwBzJ5avouvgK8H0ReYVSKuOLKy8iXwb+WESWoucSJ9D72hpKTp3rbnkGjTGb0UJBUHvYgnYG4b9WRmuDZ+MgsElEwl4tl7PYsbHO+xrldBcAXNyxZriJOYSfM9Uvzodm+0fXAulf0Q66QjhOLETkn7zm/1T7DQKuzbcu96HbwgPOfHq+NDOG1KVZyXjBEJEuxx60glJqHN0pJtEb20Gr1BdTR8MlInOq8U6Dv/S961XojnmuA+W+4vz+sNPAahBt7zwrEuwR0rVv7fJcS/v+d3EFEr/G6XpO3878O+hV0ht91/+iiXS8DV2vZ+q9s8URQq8UenkHem+Kl5+gO5i/FJEZZSwiiQBzoK+hJzo3Oj8TzjvnotlyqlfvQTyKdjDzeyJSiUv0fg7XEUYjafx1oZl6rVcv53Hm9wjMizp9xzPoFTh/30FAGdTL8xK0Z6zTwR30Gu6z0ObV8x6rHFOTHwKvFpEr/PdF0+uEtXGOHBGR3/AF/UsnHbd5rrnmJ35B1N+/NNOnz6CJOgWtuboQ3T7v8l2/Am158bDfrLpJ7kBr4N/l7QOdv9+Fruc76jzr56voieP7/TccDfNC8T3n9//yzj1E5Hy0JUkjnMlxtYYm5kje+99Ae2S7EviRBO+D+hx6DPx7dHu4dRZtgZ/APkMpNYj2GPgKp2908yBozR/Ufjcu7/HWsYhcjP6W7mxggnw7evHA3ye9zbke9L5Gma2faob/QC+WflBm+hpA9H6s2BxxNNsvNjM3aIpm+kfR+52TvufLOF5OA9L4Yqf+cZ4XtEMdmP8hzl920hTkVbdh+aGZMWQ2mtFwXSzarW0Qt89DerwR+BMRcV0zF9Eqx5cA/+FRh38CbULxDyJyDXrQmEQ7AbgWvc/p6ibf3QjD6MJdil5RdN3CDzDHKetKqYdE5K+BDwKPi8g30SZKS9AODF6GdvoxG7tF5AH0apb77NvR3oe+4Qn3APAWEfkbtA2s+0Hci+MCXPSGxeNoF8pvQptBnD/H+2fjo+hVl8+JyDa0eeR2tCMQ/ybsH6FVtF8RkU+hNUgvQJfBAZprg828tx5fRJfjB0RkDdrN51a0h5ua9CilpkXkRvTHvkdEvoBuqx3oVbtXoyc1OzzPDIrIj9Cq8zjw+Qb3JjRbToH1HqR5VUqVReSd6I7wIRG5Bb1K9Tr0gPthNdM1/68tTdbrbnQ7e48zeOxBr5j9PnrV+eIZLzj7fE5ElqPNUI6gTVtfh9a2ejfSP4B2w/xpEXE9+z2olDokIj9Fm8Zm0WaUq9B5PsRp7ENzTOP2A78rIgfQ/em0Uup76Pb5J2jXvreg+7oXo7WM83Xu4PIOdJ94j7PC/xh6IF6LdhjzZar9+v923nu7iHwa3TZehC7De6jVWH8dvTfrFtHOckbQAk2QgPRTEZlw4jiGbm83oRc8vhIQ3kujdQp6jHwXenHw73zXo+jjJv5jjvfNilJqXETeg7a4eFBEbnVu3YR2lfz7ai4XyVU+gXYJ/X6pmk/l0Kvom5gpzM43zbucdvV24GfO3KMXrVl8DD02z6XZOJPjqp9G50g1KKX+U0SK6Dr+iYi8VNU6NtktIveiHQoo9F7WRqnbZ6CPDbkbve/cde39m056v6aU8mtCQfcrPxGR76LnOO9ELyI04ir9o+hx+5+difpj6LH8Leh++qOzPDsXD6HH1Pc5mptp9LlxD87+WC1KqeMi8g60hme3iHwF/f32otvKDWgtzuFZomm2X3wA7XTkL9ALrcoRxBeKRvvHjcDdTvt9Cj2n2YLuiw9Rdcjh8gRwl9N2TqH75evQlhaNmMHPwPkWvog2Y7wY7Ul3GFiOnjeup/G9fs2MIXUTNOsPc7uFV8B6NYfrTXyuUNGd1JfQlTWNFqKeQK8MxnzPhtF+8R9ywk6jVYVfBa4PSOtNAe8/TIAbbX+6nGs7qD34eBI9Qf2Om1dP2Nny/HL0avooepXjGHpi/Y4Gyv0v0Y130PPsN/G4zXTC9aFNDkfRHYS3jC9Amwq4m3t3oFe+bsVxAuPPc0A6AvOHFnj/01M2sx18/CKqB0CPo01ozgt6Z716ms97Z4mjC+28xD1scQfatWe9MjgPbbvrHjo4gF7N+yugKyD8b1P9Nl5QJw2KmW7hmymn2eq9Xj6uQq86T6InNI8R7Ka5qbZQJ383M/O7mnGt0Xr3hLvJiWN7I2XqXL8VX3tvpl7Rk4Jvom3BM2iPTq+qk8fAd82WvkbyOEe+a+oLLTB+l+oBxEPoidBv+56z0GcRHafqFvsm514PepJwkurh8W+rk7am6hV9kPR9VPcoetN+A9pMznVO8g30Nx8UT736DiwrJ0//gNZK5dDf2E70hP8cX9g1aCFo0GkbBwk42NMJe7mTn5yT5lvQwlRN+pzyuwM9EXUPL/0hvgM467SJhurUCduB1rIrYIXv3nHn+nVzvbORbxP9HfyS6rj8S+CGZr9v9OLU+9CLG27dPITH5XedthdY10HfhXMthD7bxz1c/km004h/dOKZ8wBTmhtXg67dTJ3vxReuoTlSvTJAzz9y6Al4h+/em5xn7my0HczVZzj3L0QvZLlznt3MffDxV9BjcQa9KLCtifS456gdRwt/x9GLAD2+cKtpcOzyPPNmtNOGAp5vudk251x/AVpwcvuTk2jvoX8KxBtISzP94gb0osWkk07ludfsGLndX8fO9Tn7R/TC3MfQJobjaEF6P3rv45KguqF68LE75/0QniNIZkvrHPl7E1rAc+c+h9FHEryumTZCE2NI0I/rf95gMBgMBoPhvx0i8j20w4s2dXqHuj8nEJHXop1svF4p9fWz8P5bgTcrpZ4rDjIMZwhHU3wIfTbqzWc1MWeYs7aHy2AwGAwGg+HZos4+mgvQZqB3/XcQthz+CK0p8Z9LajAYzhBn3UuhwWAwGAwGw7PAm539mz9Am2Vupro3+gNnM2FnGtHOuq5Fmz++CHivOrNeIQ0GgwcjcBkMBoPBYPjvwKPofWd/jN7LO4XeN/RBpdRjZzNhzwLnoL3ojgOfAf7p7CbHYPjvhdnDZTAYDAaDwWAwGAxnCKPhMhgMC8o1L/7IH6O9O22l6qqXOn83cp8FjOvZu2+zFQHE+RseQ9jqOJ6uDStsRf6L5dU+4+9/9vIqTl38OuTl7N//75LXz951x1+ezlllBoPBUMFouAwGw4LS3bNRFQuZs50Mg8FgmDfZ7Oj9xWLm+Wc7HQaD4dcDo+EyGAwLSrGQ4dJL/qjyv5I6nn/n8JFa97lmcKNQnv+D1pjqvGpOp8ULkcaaF/7XXwCTOZI4b0fPs5VlnXKpm5Y50iiNlrN9mvHM9Zp51ndgvr1xuWWpVO3fZ4MF+kaaalfzeafvkV/c+7eLm4/EYDAYgjECl8FgOCM0I2g1JVzNYy6lvO8Mer7B98+Y9M32mCVgB0xyLeehoHv+COcUHKrpmksQqsbZWMCG44OadNY810RdqTmlkzrv8KWhRgj6LyowBaelsfhljjw5D9b5OzjOedPQd1P/fcqq5kfNsQAjavb31XybQXkMetacAmUwGJ4lzDlcBoPBYDAYDB5su5g722kwGAy/PhgNl8FgWHCUSM1yzqwarDlWmb3am4bMihpdBW+E+ayAWxL8t0uQZquinaGyOm/bZTLpAQr5KUqlHLYqg7IRK4yIUCrmsO0SlhWu/ZEwoVCEUDhOLNZGJJoCS2ZoUJQQaHomtkIpm0xujOmpfvK5cRALEaGQn2Jq4ji2XcS2yyhlIyKIhBCxan7CkTixeCfxRCeJeBfxRCexWDsh8TQMj7amUlINtJtAzVSA5ue0NVhzEZS+Od7ZjEmmBDRAZc3TDNEtn4U2gz0NxK6j2fKkMfCbXQCTwWr8wTcsKxJv/iUGg8EQjBG4DAaD4SwxOvgM0+kByqUCpUKG7PQQU5MnCIWiWnCxQsTjHYTDcSQURsTCLhcBRSgUxwqFUXa5IgCVy4WqkORh47mvplTMUS7lKZcLoGzKrr72AAAgAElEQVSUQDTWRjgcZ2riGPncBIlUD5aEOX7kFwC0tC6lrWMlAErZhCMJlqy4jFAohmXp9CilmJo8xoFnvt9Qnq/c/tcUCmmKxQzFfAbLChEOJ4jHO4lGUwtavgbDfDEaLoPBsJAYgctgMJxxXE3DfBxhiJpFM9WoNisoWD1FgRs2QDvVjIZMFDO0WRMjh3jiwc8QibaQbOljYvQgoAWfrp6NdHVvYOXqqyiVcpRKWXp6ztEaqjkoFXOMjx/kqce/XLkWi3dUBK/J0UNEIilCoRixSAuIIAjZ7CjZcoHWthX09J5LLjtCeqq/mgcrxMbNN8ySSf0rGklyUH4EQCgcw7JCFArToHxqJ7H45b0fIRJJEY4kyGZGKJeq89ort/4psXhHJV4V0n8oS2rqWpxylbJTvraqarOUmqHtEqUqbc+mRL6cpVTOEYu2kc2NYllhYrE2wqF4oFYpKM/6XdX4UYrB0WeYmj5FLJzCsiLki1MALO+7lEg4od+fqA67VrY007BfpPqd+LWQM9ISpAHz3Lap0ZhOpU8yPnmYqewAheI0qUQP3e3r6epcj2WFA+OY8Upf2c619yo4kjm+rTn2W83VjwT1N/W0nd7r3vBGw2UwGBYSI3AZDIYFR5SCcvV/dyJjeSbgNZOmOczI6pphiTux8l6TGc9U/pxLCPMIWUGOKOYyByvn81hi6cmrUpXJqSjF8WP3s2/PdxEJ0bPoXDp6NhCJppiaOE4hN0n/iYdnxLeHb7H9+o+A0nEUi1ly2TFEhOL4CNncCJncGP0jT9IS7a15dvWqq0kmumlJLSYSSVYm3jV58Ew2xQZSG6AHzlvjEbIyJZ/TEamUj/t3S7Sb7Vf/H6cM3fKTShkP9j9JPNVNsZBh5yOfp1zKQxZaUotp61pKKrmIlmQf0Xh7Tb24ApVVKCOlatuxMgWnwIM9SEz0CKdO/opCIQ0oopEW0tP9ZDLDZDJDgc+4LOm6gPPXvnpG+dT1AujhiX1fD4yzI7mcrtZVAITS5VqBQrnlWXWpKa7ZoMhModX7r4WnPma2e7fdANz36P8lX5jEkjAb1r+cWKyN6elBDp64m92HvseaVdfQ23suAPFitBqn349LaDbz4Np7TZsAu8V6mmaPlectKuUV2N805IDEYDAYTh8jcBkMBkMTKKXY9+R/0n/sISLRFFuv/GPiiU6Usrnvjr+qhItEW+ju2cTS5Vew/5nvEo2maG1ZSnq6n1PHHiQcSbBi3XZAsI+d4Mmjt6GcGeDFq15LItxOeO2amnc/+tC/VASGtpblWFgobFqTSyjkpyrhYrF2li65ZG5tzbNE3+ILUII2ZwQi4SSXbXsniXCbDrDALstzuVEOH76LZLKX3p5zKBTTLF68FRScPPUQo6P7KmG1yWaKCGEsK8TirvPm/d7rL/4AxVKWyelTxCKttCR7537oWeKFF76bqUw/u4/+gP0HfqT31EXbiMc7yBcmOXTkTvbs+w7KEfDaUsu4aMuNRKPJs5zys4MxKTQYDAuJEbgMBsOCU2+Fuu7KtbvSbDVxRhJ4ztfyrpLP1Hq5gseMmH3mg1pro4WqzNQAI/27KObTlAoZEi19rNpwLQ/v+L9kpwcAKBamKeYzxKMdCEJr+wqmJo6RalnMdLqf/pOPMDK0m2Kx9iDoWLSN9PARxgf2oJSiXMxVhC2AZLiTlmgXeSUou8yJYw9y4vAvyBYmALhixRs5ObmLoxOPzSiSdatfzOqV26GsKqZ3KDUj864Z3AyCnE94/3G1A3VM3ypmgH6to0AxlwZg6/rXkyonUXZVDVpT7442S2znd7EcrGEKWc67ak3HFmW6uGLVjRwaeYAjR+8GYO26lzA9PUguP0Ff20YGJ/cCkMuNA+NcvP719LStd8qgvlZJp7N+G41KnJ4WR1AuB4er1fw4msea+4qyXcCyIkg4UvddOl3O865WzKbWvNIhJBYdiaVccc7bKZXzZPNj5AqTlMp58tkJJtJHsSSEZUUp20Ump09w4PBP2bLypbXmhiJQqWOPBkxkhkOPugK/8mjw3LIO+IbxadhqNFeBZRHAbCaPs9wzJoUGg2EhEfUcOGjTYDA8d2htW64uueJdDXuS85sTzilw+U2qfNQIAZVrzh81plwzD4UVBYMDO3n6ia+6D+BOaGPxdjpbVyMIZbtIpL2bEwfvIRSOs3L1VbS0LqW1bRlxK8no2AGGh54mOzVItjBB2S5QKKRrhCoAS8J0tKxkdErv5epILmc8c5zO7g1YEiYabcEKRThx7JcAnL/st1jaqc2+FJArTnLPnk/VxBmSCBsXXVPRVFhWmES4lZa+tUQjHm3FHOdV1auHQNMsr/DlCq8+M8THd36JkTEt5IRDca658D2V90q5rIUq0GaCp+tJzzUNLdsMpPfx2KnbsCQMKM7tewlL284lXRhhePogIhaJaAfdqdWEQ7HG2uAseJ+vt4eo0NeCbZeYnh5kKn2SbHYUO5+lWMoyMnmQYmm6Enb71vcSCcdr27rHVHU27aCU7OoeLmVTKucYnz5O0c6hlE00nGIie4p0bpBsfpyyKrKoYwuCxcGBe3QcCJFwSss+EqIl0Ud72yqW9m0jFmuZ+U3VFAbV71AR2DakrCiV84yOHyAXLQK6zcaTXbSX2gnHq3sYK2d2eYV6z/c+qylik+f/3bfjbw4VCum19SM0GAyGxjECl8FgWFDa2parbc9hgevUyYfZ89R/0tG1jkSii0i0haOHfg5APNZOLj9RN2l9iy/ivC2v5eDBOzh8RD+zctHzGBp/htaWZQyOPOXE00FIIqRi3QxNaCHEkjCWWJRUAaWU415dsO0Sy9rPZ03P80lGuxB3D43rBELZjE4dYmhqP8Vy1olHu2lHKcqqRLYwzmjmCC3JxZy/4TW0JHqfdYErkx3m/oc+BmjTO+97z6TA5WLbJX3LCs+M3+OU40wKXEop9gzexWipn3T6FKFQlGJxekYcballtCYX05ZawrKeSxDfMQuNCFyTmVP0D+8kV5xkLH2EfGmasBUlFe8hGetCEPLFKdqSS2lJLEIQetrWEw7FPHmxGZ8+TiLaASJMZQc4Mfwog+PPsGzRpWxZ98oFEbge2vk5JqaO0tK+nEJuklIxU6kvgFAoSrlcIBJOEgpFWbn8haxY9rwzKnD94q4P7C6V8ufUj9BgMBgax5gUGgyGBUXhm6zbwZP3ymTHpjIZkgAPc5XrQS+qnC3kDez8tmZeqjEFs8Eq6Um+lBX9Q0/w1N5vEg7FCVlRctMjqHwehSKZ6iOe6CIab6P/+K8qUcTi7cQTXcQTXdh2ic7u9RRUgVUbXsyiFZdx4KnbmMycJJnqI5poqzxXLhfBUoxMHcSSEGVVpKwKtRZoSumztwBbYLo0qs+2khYnU44jEgnR07aOnrZ1lefc/FXKrWxTKmXZO3IvD+/6AhtWXseyvm3VsAGT+dqy9pzTVc/j5Bwy0vF9O6rRTWcIWZGqQGR7hKyQJzFepxizCUFSFZi8whPhUCWINavrPanJj/Ll1Y8/795w4jFH9F4/Mb2bXce/j63KbFz2YoZViMnMSfo6z6GncyOtqSWk4t2EQtHqAkDZEaiUCjZPdF41MX2CqcwpSnYeS0LkilMcHrqfRe1b6G1bz4bF24nHurTgBrX1PYvQIYTobF1FOjvEL5/+dOV6ItpJZ3wZp4YexwpHCYWitLQuIxrTbTObHWUqfZKYJJFwmFi0lXi8Q3ubBFS41tHHqg3Xcer4Q6SnThINp4iE4lgSIhxLsXTZZUynBzh18hHy+XGKpQwlSthhq8b7ZA0NmhyKtz/wPWNMCg0Gw0JiNFwGg2FBaWtbri7b+oeVyVWgJsl/+G+Qd7PK874X+L3t+T3tuZf97rHdsK6M4WpUnAnt/pM7ONh/D1ec8/skY53k7QwDo7s5PvgwufxYJa5IOEln22o6W1czleknlx9jdPJQ5X5v33msWPlCHn34MwD0dZ/L4Miuyv0Ni7Yzme1nYPIZAJb2XczgyC5S8V4mpo8DEA2naIn1Mp0fIV+qOsMA6OnezPnnv5HoWJ45cSf/zmRdiiWmc8M8fOpb9MRXsvG811Qn4W5ZBbhXD9oTVKvVcm5bVo2nxxJFdu/9NgNDOyvXLl/5RjqTy7Uw5d3L49LImNSoq/SgcEHv9P7vpt9WtUcDzPbOoMOsPXEdn36ap459F4D1S6/hyOD9rOy7glXLXqAFT29ayqoitA2N7eXo0IOEJEws0srq3ucxOLmHaKSFRe3nkC9OYasyD+//Eh2p5cSjHfowaoRiOcP6xdu1dqoBKnUZ4IWwbJcYGHmKYjlHrjjOwPhukrFuopEWbFUiV5hkKtNPS3IRlhVmYuoo4VCcVGoRSpXJ5kZJxru56JwbkbbW2m/TrQ5bMTK8lycf/2LlXktqMWuWbycSThAJJ4lEEoRTbZU9Zd4D1ms0226cAVrcmmsBHjvd9Oy474NGw2UwGBYMo+EyGAwLSiE/xbET99Pbdy6xWPuM+zOELR+qMq9VTKVPUixM05JaQizWGhD4NBeMnOeHJw9wsP8eVvZeRjgUI19Ms/f4HYxMHsS2i8RjHSxfdBm2KmGXCyTjPYxOHKQ1uYhTw08AcMH617L3yE/o7FxX8cYHkEr0sn75dew//jOi0Rb2DdxNJBRj3fJrWbp4G/c+8k9sWfkylradx/j0Mcanj7G29/mIWJRKee7c/Y9YEiYV7caSEFNTJ/nl/R9lUesmYuFWFnVsJhXrnjOrUtQmWqloF63RHo6ld5LoX8ningtq93bNUVZ1b1sz1QqHjvy8ImxFQgmu3fhuR1tzlv1x+wV8pZ1UIEKhlMFSFvFIW52Hm+PgxEPsPXUna/teyNKuC7hvz2e5eMMb6G5bO+N8MZeyXeT40CMcPPULtix7CUrZ7Dz2HU6N76JU1s7zdnIb8UgbIiHypTQDE8/wkgv/akZcC0HICrO060L9jwWbVr4UqBV4pgvjlMo5ynaRkpRob1tBOJJAbL1H6+77PsSRoQdZlngB+/d+n1hcH7pdyE0ST3RRKmQ4fOhOurs209aylGJxmrJdpH/4SUpFvb+tWM6glM2qlVfR07OFeFK3e9suU1ZlQuEIMosnjLlMRUWBUjajYwdm84tiMBgMTWM0XAaDYUERsRQoNq57OSuWPb/WW6CicraSlGu1L7nCJKfGdpLODjAxdYxiMUMkkiQRbWcifUILIOUcvR2biIZThEMxUrFuIqEEESsBKCwsUu3LKvtQZmhmnH0007lhMsVxohJncGIPfZ1bSOeGGEkfYHDkGWLRVlpbl9DSsYJDB346I499HVu4cNPvApAvTJHNjdPRsoKJqWM8uu8rdLSspH3JZhLJHkaGdjM9eYpwOE4uPczGRduZzo+yf/AetpzzWg4fupNMZpCe7s0sSWwkFmklHm4jGkkSlihKlcnY01AsaqFLKYbSBzk1uYuwFePk5C5iiXZaIz0s79pKV8c6tyKqmq2y5xyrQpHB6f082n97JT8RK86LrnhfrbZLebwcltXMsvRpuPwC16nhJ9i17z9rrl237t2ExeN1L8gcrN6YNNe+riAtnJt+3yHWRbvAZH6AjD2JUmWOjD1CrjiJQhENpyjbBYrlLABXrXkHiUaEryBtGDCZ6+fgyAMMpQ8QD7cyXRgB4LwVr2Rp90XYUkawELf8lOKZIz9iaHIvF61+DW3JJeSLaXY8rfe/xcIt5Etpzln2Mpb3XgJAoTRNJjtMZ8vKGXvIZhMyvAJTJc1lVfVCaFm1HgndoG78vjzbYb+2tOrgYmjkGQ4e+CmZzCB9iy4kFmtHlYtEY63ksmOErAh2qcCSvq20t67QEdiqxgsiwMTUMY73P8TI2F5su4xtF7FVWT+vSsSjHWzZ8jt0tK+qe26empxiKjtANJIiGkrpvZICVksLY+MHeGznFwmHE0eKxczquoVnMBgMTWAELoPBsKAkE93q0m3vIhJyD0+t3vMLXLn8BJnMCLnCOHuO/phFPefT1rKU9tYVRCItRCMpLFtpD3/KJp0ZIpvTE9ZiMUM2P0qxnKNQnHa8B5ZI54cIWVESsQ46Uivoal3NVOYUQxP7sO0SxXIGS8IkYp1MZfrpbFnJ+PQJCqVpQBEJpyiVc8RjHbR3rcGyIpw8fn9NHns6NnHB+t+hVM5TKE4zmT5BJjdKNJwkHm3jyYNa0Ojs2cjY8N5q/rFoSy7l/OW/yb17tcnhosUXo8oF4uUEueIkg1N7ZpRpJJxEFBTKGdZ0Xc7G3u0V4ahsFxlvyzN+fBcHBu7h3FWvZEnX+bMKXAB3H7mFkERIF3V5XrjljfR2ba6+9DQELqUUO/f9e40p5eKWzVy4+BW1W72eZYFrMj/AofGHGJw+SGush1SsG6UUS9rPobtlHeIIKEop7j98K5O5fgA6E8vpiC8lGkqSjHbSnVxF2IpRQx2BSydJMZHvp1DMEI7EKKkCyVgX2VKaRw58BYB4tINkrIvOlhVks6OcHN/JOcteyvLubYgIu0/+lKNDD5KK93LF+v9JOBQNFoL+iwpcblqKxSyhSKJS1hVshVXypTVA4KqWqU2xkCFsRbAkjAB2qcz+E3dypP8+WluXUcinAZtIJEU4FKdsF+hoX83I8DNk8qMkYp0UKk5LBLGEVLKPVLKP/sEnnimXC1vqFp7BYDA0gRG4DAbDgiLOgUBL+i5i5dLn05pa4pkMV50KlEo5fv7I3wHQmljC+qXb6e3chAr7TIKCJvv+v10si1I8RKGYJp8eZnTsABPTJ0iEWlnSeR4hFSEcipKMddY46yjZRQrlDNniBNF4G6l4D1PFIcYyx8lkh0lnBpiaOumYczkOFUSwJEzZLgKKkBXFVmWikST5whQtrUtZs+oaTpx8kNHRfYiEUMombMXYvPw36OvcxInRJ9hz7Md0pFYQCSfoiixlILOfy9beSKGcYcfuj7N68QvYsOJ6rHyR+/Z+jnRuAEvC9LZtYH3flbTEesCGu/Z/kmIhTTzSxqrFz6e3fQPJuDa5kmIZKThe33La3DFXnGTnyE8YyR4lEW7nksveRcQxAQMtGNec4zWzonX12EUGDj3IZH6Akl0gW5okUxwjbEXpTayhL7mezthSLHEKOxQCv/mhyOx163WKAdW9aUHClbLBfZcjEIxkjnBg/EGmi6Os7rqM5R0XEgnF5zSTzBWniIQSjEwfIl0YoVDOMJUfZDxzgo7EMha3bWZZ+/lM5E7x4JF/05rJcJJLVryObHGSsekjjGWPM5Y9TqGsz2JLRjqxVZmSrR2ylO0C5y15OZ2plaTzw4xmj3JybCdFJ/yFa17Dos4tnBh/il0Hvw3Atg1vorttbXBZ2R7HHT5nIBX8QpY3Hs93gWVVBSbHAYkd9dSdb5+bG7ayX8pWNUKZq9X2mhW7CzCIVLXeLmU1sz+AWs+H7iVXCFQ2U9P92HaJeKgFccxES6UclhWmf3QXRwcfYHnvJWxZ/YqasigU0qSzg4xNHubYwK8OF4rTa2a+3GAwGJrHCFwGg2FBaUstVWuXXsVE+gQnhh6mWM7S076BeLSd9uQyFvdciGXpydvo5CGOD/yKgfGnWdxxHuv6XkiLfz9SgNMNoHZi6BIKoSI67nIijFVwvBC6B+kWSrUe4FxK1QN47Xa9n0mFpOqqHEhnB/nl7s8QjbSRTHQRDscIWTEGhp+ko2MNF1/0NjL2JAMDT1AuF5kYPwzlMpYVIWYlWL3sSh54/FNsWvlSlvdeQkhCKNtGYTORPs5jB75BNJxk4/Lr6WxdxURxiEd3fYENq3+DVUtfAAp+dr/eo9PXdQ6ZzDCRUJzL1r9Zm0raNlO5fk6pY+RzkwwP7qSvfTPxaBvre69E8lqzRU4728gUxrnn5BfZtvQ19KbWUFzSXlNWNXtYAhVRiunDu3l65E6iVoLexBrCVoxEpI1EuI14uB0JWSilKElZm4+FEqiK9sVmsjBMOBSjJdo9twMMrzbF690QoOw5GFlEC3VOFvaP3seJqafY2HsVi9u2YEmovpMLl1Cttu7Y2GOEIjFa4320WB3Y2AxPH+LpgZ+yqG0Ti9o28/Dhr1WeiYVbEbHoTa2lI7WCzuQKMvlRpvJD+ryvSIxYpJWSKlJSJRLRdghXD3FWSpHODpDJDrOoYwuFUprHD/w7E9MnALhk45vpal2ttZCB3gurgotyyqJGaxWAV0iznW8IS/A7d/RrtWr+d8PWO/7BI4jpyHxaLVfYrzcvCRLE3Vt1NKAy1yKNNy7P/R2P/P2hQnHanMNlMBgWBCNwGQyGBcUSS3W1rWVpz1bisQ4e2v2vLOu5mEIxXTlz6oUX/AmP7/saucIEloQccz7Ndee+R3tuc/kvInABqGgY5UzGVUgqcdgRfc2OWhWzKjsihHL6vZG01i6pYrHinrzmDCWlKNg5dh78FiOTB7STjGQfi3svYNmiSwiHYhSLWUYnDlIspBmfOkb/yJM8f+PbaE0sAqVIZwe5b98tWFaY5StfSE/PZp549POU7SIvufCvZghcyrb5ydFPcE7vi1nZsXVOgatcLjA48jTpzADpzCDpzABhZbGqbRsrWs6rymQVb3HaY+G9R79YMVvsSa5hKj+EwsZWZRKRdqbyg2xb9hp6kwHKhNMQuArlLDsHf0TJLnDR0huIRVuqzzsT+8H0fk5N7SZfmqY3tYbVnZfq88s8AlfZLnHHnn8AqGgxE5F2MoXRSph4pJ1ccYIti15MOj9MJJRgZec24pGWYEHA1QRZVvW+R+CqZN/J31OHv8PJkcfpbl3LuqVX09GyXAcwAlf11gILXHc99Le7S2XjpdBgMCwMxkuhwWBYcJSyGRh9iuGJfSzqOo/WxCKeGX6MJd0X0dW6krAVIVcYp1TOs7r3ediqTL44xcDEbn6+++Nct/nPfOc9VSdiNWcklX0vLhWRrDaZk0yo5kykCoFmVE44y8IaS+u/Q6HKxNs1a1KhEFiOkBUOYSecSawjcJXiVmWCaoeZsaclVLCwXeHP1iZWxVKWQnacAyfvZio7iCURLCtEoTBFLj9BqZRDlHD3Qx+uias9uYx4sqsiAEbtDrpb1zIydZCjh3dw/Mgv6G5bx5YVL9f5dCe5zgRcwmEuX/q7PNb/HTpbVhKnvbZ8hOpkW4RHH/4ckVCczshiVkY2kOq8jFTEOdtJBMIzhxNl2xVhC2BJ6zls6u5DLdEeF+2hEXad+hE7+3/A1WvfqeMKWTMnz57JOoC4ArKbJ7GqWjhLGMkd46mBH9PXupFNfdu1Vst35tdAeh+P93+XNT1XMJY9xp7hI/S1bCCV6KnZm2aFIlx/7nt5+PDXSETaOTH+ZI2wdfU5f0o0nKBkF6qHBrttd0aJ+MonVDWVrHGx7z3GQITzVv8WW9a+ouIOvXImVzn4HCrxClW+g7Ir73Bx5Wv3mZBUzAZVyJrpVVRVzQhVqFbgKsf0c1bR+V49JoXluFUpl3BWvzSUqwrKKiSeox6oLRPQ9etsCK0sCqCqZ/h5k+h+txb6EDs33crTd/gpK8Yzx9h14DYS8S4sK5yYGchgMBjmh9FwGQyGBaWtZZm6/IJ3IEqRzY0xMrGfkfH9xKJtHBt4EIBlPVvZvPw3GE8fY2TqEANju8gWxitxvOSC99c6QQiYVLor91L2SF2es6P8k3QXKfmlNA/lskcwsap7jdwJXCRUEb5K7XFK8VDN4yriWXGv2bviCgYgzmQ0PJ7l2NDDHDx0B9FoC8lELyOjz9CaWkLIijE+dbjy/HkbX8vE1FGyuTHttj4/SSgUZXh8L8t6t7FlxUt54OlbSOcG2bDsOvpHd7K0+yJWd12qIyjZgU4vUIo9gz9nMtfP5kveRDSaQnyOC2y7xMCuHRwYe4DtK96qhRcXV8jynr9VcbShyzlXmmLHkc8CEA+3koh0YEmIidwpouEU3alVrO1+Holwm1Nu7v4rTyL8Z4UVfQKXJRTtPEPp/Rwff5JccZJNi65hUetGJ//lilCdLo5yePxhTk3txsYmLFFWdG5lZc8lxCItOi+VQ7mrgvjQ1AEODtzL+PRRtm14E9n8GIlYZ2UvlZvuGs2lVzMb2IY9AoTbRizPc549WOIRTKqaopkN3KvB8goW9RxsVM6x8mhuy3GnXoUapzf62WrbtiNSaS/uYcaluEXIaeNW3q5osJRF5Tw8q+gsOpTtmj1c3r2ebjqD0l2T3yDNVj3/Kq5w6wppdu2iwnR2mAce+hixWAd2uWBMCg0Gw4JhBC6DwbCgeAWuCo7wtffIjxma2Es03MILzvlDynaBJw5+E4BEpJ3u1rV0plaQjHY2JHDVCFtu2OeAwDU5foy9j32dsiqxYf3L6es5l5w9zcjwM0wM7sdWJQZHnwZg1dIrmUwfp6NtlT4gOdFLNJwiX5wiHulgZGIfhZL24qgdeGi2rHgZKzsv1v/MInDZqszewbs5lXmGiy5+K6lYT02entr1dfKTQ5zXfR2t0d7a8mpA4KoUrV0kW5oiZ6exVZn2+BKicS1keYUUfXhy7WtmE7iUUuwduZuj44/RlVzJ4tbNLGk/p1YwdASukexRHu//His7thILpTgy/giXr3gD0VhL1eFDHYHLndgrpZAARw51BS6/8OV9JiRVbc2vgcBVius4zpbAVSrlKJZzJOL6sOejpx5g76EfcMHm19PXtSVQ4CqpItOZQcYmDjE6foBMdphcboyQFXmmZLwUGgyGBcKYFBoMhgVHHLMtcCdnQjzVzYWbX+8xB4JDx+9jfPoY1219P5ZYSFlpMyVvZJ69WrnMGA/s/wKreq9gRc+lDE/sIRyK0dW6ruKIo9Cn92BFhzPVyZzHdFBFHc1Yya6amblCmNfDXdlzv+xMeqmaFxbaI5V4oxN6j5akq3mzYyHKjmlWqFC9PpY/ya5HvsiGLTfQs+wCAPIxCyFKX+cV9G24gomRQ6RGVkstgYYAACAASURBVLN4ycUMnnqcqcGHCFkxOtvW0N6xmkIxTZu1gpODj4BAT/cWWpKLUHaZ0fEDbFr3m7SGe1COYCKWjRKfkKAU2IJgsXnxtSSG29j58K2sat+KiEXrOdtIxDqwpczS5GZaE4udyvXMwB3PdcqyPAKdRwhwha9wiFAoTkskTovVN1Og8cbrEziqcXn2JblCRRiK5RyHxx7mqvP/hGg4WRFGbKh4ZpRwCEpwdOJxVnVczPq+K0nnh9k/eh/hWErvzRPRh/aqDOFICssKU2rVRxtEJvNVgcxxalGTDs9eJ6/WRDzZc695BXGrVF1MECewV6AiVBW43G9ClIKQpxxsz/VKxM59hBmCnlKVtqBCHi+Ent9erU9lz6NrehgSbGdhwevJ0sqpyp7FWnfvTpKKVUG05nwsjxAk/vUTq9ZzoVcorFBWnBh4mINH76RUziMIqxY/j/H0MUYnDwLQFu8DpbXh+WKacDRFoZDm+PFfcmLkMWKRVjraVrGiexuRcIJSucCuQ7f5/P4bDAbD/DECl8FgOCvsOvxdTgw/iiVhHt57K6l4D23xJaxYdOmMsEop+seeYufh2wCYyg7wwN7PkcmP0JFawRNHvk1rYjGWhAj3t9Pavow+WU5brO/ZztacHHr6h6w55+X0Ljq/RrC0PM4P2rvX0NG+GrFh+eorWd17BSeOP8jw2B429WkhTcqKJb0XMTS6m+ODD4OyWbNiO6uXX8W+wz9mYvIo29a8vrqvaA5WdlxMLNzCyPQhyqrE3l/eR0vLYjKZYbb2Xb2QRbCghK0YIakdyoqlLJYVJuyzLVvVuY3HTt5OLNpKb2od0XAL9x/6IiIWk9lTNWGvOPcPSLSuOuPpN9RHKZtiUe+pDIfilFSZkfF9hCJxOjvWglI8+fRXKZVyXLzxTbTGepnInOBXz3wegGiklXi0jcMn7yVbmCRfmCCbG6sIecs6L+LyLW8jGevUCynetQK7lHvWM2wwGH5tMQKXwWBYcGo1HlT2VCjPeUprl24nHuugNd6LXSwwlRtk94kfcXjoAQShLbWE8ekTvGjzO5lMH2Pn4dvoTK5kLHOUYinD8vYL6Uqtoj2xhGI5x2T2FErZ5EtpJgdP8Wj6HtqSS1jeu41ktBOREIlQK5aqemurrJ5XzOECTOO8f5fKSEmrF5KHp2rNvFyc/FmFMiFnRb5ytlXJppAZZ+jIo7TGF9PSsQygohkoJ6yKJkFQWI5mrGyXOHLyXnq7tlTMsVAKEWFR5xZUscC+4z8jRJip9CnS2SFakn08eujrbN34RqLec6y8Gg9XUwIQtlgUP5fFHdqKKlecIp0foqWrm1CkdUb+6nmFq3mP12GDt1xVNQ/VsK63Eak4JgEYmtrPeOYEdrnIxr5rHMcarrMSnYHW1BJOjD3Jos5zGBjZyaH++4hFWrli81u1x8uSjR2C/tF9INCWWkYs0c7zN76NBw/cykTmBCErSnvLCsp2gWSql1hbL6Gc1pCVkxHf+VPU1GuNpz5/cfjCaOcQjuMV7Gp7jHj3xgXs/fK2R49wPlsb9FIxTfRe82YpPFN7VEpahLI+rZVStZooN16PJqrW4Y0Htwwq6jqp5MU1XSwU0hw4+FOGx/dQLGUJh+I6LY72qqtjHcNje4iEE0QiKTLZYS5c9zraYr0UyzmODf6KRKyLNctexPH+X5EMtxOXFlKJTtq7l9CRXM5Y/iTRcIpkax8qZFXlLE8VWFY4PqMQDQaDYZ6YPVwGg2FBaWtdpi695J015kOuaV/NnhUHKdtIyUYpm+MDWlMzNn2M/gm9h2l511ZOjT1FWZUAxVVb/hfxaBvYdqDzBNfMq0yJE2OPMzC5h1xpirJdJBXrYdumN2nX3yUbKTkmZwU3Hk/agvYlQXU/V8AEV0XDlQmkKFWZRFcmu+Uy0/lRTo0+yejkQZauu4potJXW9mWEQhGUVCfmobxdncTaisMHfsbxwYe59Ny3kIx31R5wWywznD7EkaEHaE0uYvWi5xMJJ3n6yPfJ5Ie5eO0bCJc8Jntu/jzU7EFyr9UTqvDtH6o3jgS4LK/EX7ar5StSPeDWY8Y2Vujn8QP/TqGktRyLO87lwlWvnvG+8cwJ9p66k0xhDMsKE4+0MZY+wvpl17Jm6YsQ22YifYKdh7/N1o1vJJnqQSmbAwO/YHR0PxOTR9hy/v9g0ZILZzgNAb0/ya2XUsKqmMTVHOBbdPf+1Skzu/oNhPKO+aBUNZtV89eq8KJCHu+LdvV7coUTsatu4cURxFU0VNs2K5lwhX5VXQAJVz0HuuXvHnEAtV42K+7b/cUTkJYaj4sBVARUz2IM5TInjz3IoUN3snjxVpaveCGxSKpiKqxCgirbiFhkRo6TzY8TVzESoVZCVpQH9n+BXH6CJX1b2bTyJRw8sYPDJ+/l8o1vpT25VH+LFbNJ1+ZSeWw1a7/pe+7/sHGaYTAYFgyj4TIYDAtM/Un6rE+JRVfLasamDjM6faQmvvbkUkb/f/bOO86Osz733/edcuqe7V27Wkm76pIl27KNC24Ym2ICpoQOoV5uIJdwbz7pl5uQ3BRSuAkQAiHUJJhuU2Ns44pt4SLJlmT1sqvtfU8/M/PeP6YeSW6wxobM84f3eM7MO+/7zszR+5vn+T2/wgm6mjZh6Omn1Z4mdfpbz6e/9XzQNBzl8PCx/+CB/f/CeWvfgsFzk6KRSbaypvtySpV5JsYeoVpZpFicoqPrHHpXXkqqod0NCCMQQrCm90rK1UXGpnexZsVVZ3zflltDW25NuMgVgo39L+OOPX/D4bHbWd9+9S9ohE8DtvPU+wAzi4dpzvbT13MRux7/NyYWHj/rfk2ZFewYejtjc49yYPRHzOXd++f4+L20Ng5RKk8zPruXtsYh0km3sPbY9B5mZg6SzXZTs0s0NQ8sy9BiPHMsLY5wcN+3kMJg+7Z3kmnoBs40yfCfi4ZsNw3ZbmS5hrAcdh7+IrlMLxee85to0kAoRXf7diam91KszNCY7nnGfYolhTFixFhOxAFXjBgxnh348iEib44VqISn2/He2DvCYmJqFweOfQ9HWcHh7Y3r2LjyZSTMHA6glI30XPEc7z/C8Jkp988TFkx1HCRw3srXs2v4m+w58jXW972EjLf4VpEaUj7r9VQQllPHrPmwG1wlks84wGlskK0QCLaselXAjFVrBY6N38NjP/1XhBDkUl3IZJr29o20tW1gbvYYkyMPM71wgB1r3oIsWyEjBHWfo+6OQgmGeq7m6PhdFCoztORW05kZIp1ohijTGJGzRc0hwgGIOsc+AEfT6t3yTmfDHCcwgqgzvBARF8AnYNtsZTE88xDVaoGJ+X2gaSSSTRSKE8wzS6NR76Tot1exCzQ09DIzewAAyy7z8KEvokmTtuZ1dLRtYaZ8ErOlk8nCYZKN7azZ/prgHYGNZw4RYaOC4XhsT6VRIr1bxCiGTBVmKB/1GShphXWo/L+uy5+/L1heuz6DJCyFUB6ro4sz7jElCV38bBVKUJ0IQ6Z8l0Abx3veZCXUAQYS15IVyhs9MxlZdcI6XFILxhKwapGxaBU7ZLWkCJmzyLxFzUJ863j/GEtV2f/TL7Ewe4xV591AR995CCGoeXNhFOxA6ohSaEFR7vA5Lxhl8pVJzjnvXUjlGu4oG/YcuhFTT9OcW+majxgyfE4CIxCBCgxI6u9fqRmxpDBGjBjLhjjgihEjxvJC1C9eojkrwlZ10iiAkyfv4ejwbQCs7ruSzratJBK5wOxB2a6lufB+roLFqlAoTSdqBa80UbcYC2RaXvHT0alHqNSWMLQUu458xZWXJZpR3gKz3JHEnHMLJ2slKwhK/IDJSRhhoVXLCeSRdYVyy541e0QaZzW6azd9rhwGhVYoOdTTOYZWv5S11ReztDBCqTrH5OIBpqb20ZDp4eHdn6EtN8jFG9+HaWYDFVRQx8lWnCHrEwI0WNFxHt0d2xmb2cNiYZT7xz/H9sE30Gx2h3IyTQR1zc4qAxMicGo8vX0AR9cjUkHv+koZscnXwv45BMedXjoAYKY0zGMnbyKX7qZQmiJpNjIx8yjJVAsbNr2OBx/7DJvXvJqO5vVBoGXjsMgcVkpjZuQAZiJHtbKI1ExqtSINXQNMLRxkauEAUjcpPTpJS89melZfGDju+QGPbYowR8lv3xAo3wHfCmWATiSAiMoLpf8eIFr42peVWk7o+CfrAy33Q0S1F83V8veDoM9KE+H18oJA4ahA3ihrDrLsdcbfL0ouSs/JkPC+VaaOVnSPkRU7uMccI7w/gjzCSHAZPPMyDLKcxGmBtO9u6D2PC3NjzE0fBATFpQkeu+MTNLasItW9kkN3f4FLr/1zNK/jjnmmlNNBh1QDtrKxEmDOWdhOjfv2/TPF8jTnbnoHeks7Fq6M0L/f7IQetBPY3guBtJ4e8xojRowYzxRxwBUjRoznFKtWXM5Az6VIqburySfJGzoDzzAHtVRdYKF4is6mTbTn1rL7yFfZuvo1pLPtT33wswxZs0EIGtPdNKa7SRgN7Dn1HXQjxbruF5GvTru25z9L21Knt/1cetvPJZts4+FDX+bCNW8ne1rNrecD8qUJ0olWtg79OnsPfwPLrlKuLlCrFmjv2IxpZtn/2FdZKoyxesWVTM8fZO+Rb6IZKUwzS3ffRQxufSVTo7tJZtsoF2cp5acYWH8d6YZOHF1g2xU0I1lvTx7j58cT5Gw9EXLtq7n41R9lfuIgs5OP07/uGsaO/YRTP7kHgNmpA7R3bHrSNjTdJNvQzcLccZbmljgyeicJo4FLtnwAZcizleJ7WnCcWiwpjBEjxrIhDrhixIixrFC4UignkKYR6JGEFkqggrfJUkc4mvtW/2wBlBKhIUFUORd13guYBqeuNpJjel3wmIJVA1ezWJlkYn4vV53z+5SGv8MD+z/NFRf8kdtM0aaWNYJjpMdsKUJDCZ8RUFKCzzScxSRA2KHDnJb3WC9N1A/RmwP/PAgRsF5NTQM0znazZ9fnySbbsbHd785aQJeAxatDIOeSKAGF0iQVp4jjWCxUJ8ikO739JMo3S4i64kVlVj4rdZbC0XVGG147itMc+s7ithcwnxFmYXbpOIXSJD/Z/Y9IoaE8vmfr+jdgViXt6dXMtWzm6Kk7aGxdw/5j32Xd+W+msXutOxTvWrf3bcfRBBn63dPqAhtwTIESaZf18G8VG2RVBcdbae96R4bq3891phX+mGV97TgRUDHijHvaZYLqWV4gNNuIsmVCnCHpc+crcvxp7cuaE7grylKtTmIKhEwmQESKGphvlGrBPWgnI8YxMtzPv9+dpMROufs6Wljw2IdtSqyUZzaSEMH3/rxKS+EYgob+deT61iGrikptidmJ/bT0biFfm6bVe8YcXWB5BZkNj5GWFQet6tDaPMTwodspV+ZZNXAV7d1bsTQTR5d1TozitOjLMSVOZDqiteqkjCWFMWLEWD7EAVeMGDGWFz+bZ8YvBEIItg29wf1s27Q0rGZybh/3PPQ3tDYNsWbTK8B4juqdniWQ2rL6Bk5OPMBCYYShlS9+Ws3MLByhUJ7GssskzBwJM4vlVBmZ+CnF8gyV6iIASSO3rN1fLgx1Xc5CaYJ0ooWGZCe3PfoXADyy9/O0Na+jVJmnUJxACp3DR7/Pyv4X0tw+9DMzGTGeXxg9dBfNnesp56eplhfpX3m5WwrgSdDddS7Dw/cyuOY6urrODUsM/ByIGa4YMWIsJ+KAK0aMGMsL4VpnBzkrjgrYA4TASXh5MSmPRbBCO2kZeXsesh8K4dcIeqJ6R/6+MjyvEiGDECTGawLh13iSkEm2oJRDubrAqckHGZ/ew6q+q1jZezEIGZg5CNt9Je/oMrDNljUnYLvOxswpTYT5Mv76T0UYj6ite9Rh3fRy1YRAaBorV1xad46QTaufi4XFYQ6fuIW5xWN123UtQXPDatpa1jE5sz8IuB489EW6W7awceX1SD15hlmGa47gbTpbNBNltbTQkCC4RiGRAyJksYSKGjzUW5IDZLJdZLJdAJSrS4BroGIaWU5NP0Qm2YammfT0X8yqDS9xD7JVMB1RJuj0XCu8Mfn7aNVoDpvfJRHcr/6cKHkaG+XfY5F6Yf45pK3CfDcFgnqjCGlHrMijiNq+y/DZCeuaeX+ckB1W4rT8SP9vYIShI6uWPzDveKfePCK4H30rei28loYMzTZUmEvlz5+TkFjJkIHyJ8lntWppge2xzI5JwMKGuVgCzU2ZRNYUEodKcY5s7xDl8QXys8OMLe2jZeXWuhc5tmcEIpTm1bBr56KX/6l7zrCrbj/9uniWqjMW8VGXbxpZEcVq0xgxYiwn4oArRowYy4qglpS/QIwq0JTC/yKQZclQZmdHjvM/CJ3IYjEqA4uaY7h/HU1GAofIwt5X7NkRNz0haG5axYsu+DBjk7vYe/wmbKfK4RM/xEzl6OrahpLuT6QWMYQIskJsdVZXxDp5YUSGFUCGdbxqjakzjjfmvBfrugzaUoasb8M/l9f+2NRu9j3+NQDamtexVBilUl1iZe9l1GoF1q99Jffu/CiV6hIXXfAhqtU8S/lTHDr8PYxEA2tXvSSsTRQJXEJJYBh0KT2qwYoGLBEjBzzZm++WV41GlL4clPCc0TmKFM1OGlkuXPcuHjjwL0jpSj27u8+np/8FaJqJU3cPhPdIuNH7owtEYOAhI/em17+yCqRldkIga6KuLaWdFsj5kj7/vjNFXUAmfemcivTL/95RoVufpcL7NXD1VKGRhy1CExK/r7UwcJC2Hd7PkcDLn1chwhcYgROlDO8rYdthsO/vF3EYFDXnzJccijOCfXeuFNWsu73Y6f4tdSm0kh/wQK2xPnI35ySy4nUvL1g48FMSje1USnOUZkdp3nwhtayi3Oo6ifjukP68CweEJ2mUlgrnOHotvH3thAjvZ//6112z0/xEYpfCGDFiLCPigCtGjBjLCvF81hSeBUJIetu205xdyT2P/QMAs3OH6Ora9hz37Olh/6FvMzr+INl0J+ed824MmWTfoW9Rs4q0t2wglWzmxMjdZDLdVKpL7Nr9r5Qr88HxC0vDv/hOP4NbJJNso7dlO1P5Q7S3bqd/xSWuO+WzDOXYzI0dIJltI9nagXJsFsYPkZ88xuhjt5JtG2DLle9/wuNtq8ri9FFmR/diJrJkc720dT25AcR/Zcwf2sXYw7cwdN17GN11CwCp7pU0rn1unkPHjiWFMWLEWD7EAVeMGDGWFQpcdskO2Q/bZz2ciGlGVQXbgmOjb9ejjI7P9Gj1+/uvpK1kyLrUGTVEjA7Ae0Me6Zfwv685JI12sulO1qy8hubcAMJ2QvtrH3WmGPYZ9aPc2le+bEmEDFVEJunXO1KaQCv4r+zdP7WciZ1xNVhWSsPIh3IwX0blsyNKujbWDc39DOW66e19AQClyiLZxl4OHrqZqdn9+Nq+3r6LueL8dyAth+GRn4CChYUTdHdux07qZ9iGi2i9p5pzZpAUMS0RTmReRdi/4B7QZciGRdgRf36jNcuQXo0vQDgSDZ1Nq16BZVd45PB/cPLIj+kfcos4axHayWfRlCaC2k0L+RFGR+5nxdAVpBpdgxC9HI7FN8JwtLBf0nJZpuO7b2bq+IPYlkvBdK6+iImj9wfn6+jdjuadU1oCOxHKD8fHHmZ0/+3oMkmuYzVTo3uYGHmI5r7N7lwFZi+R+fCtzg0ZmEsoAb5qUat449NFhLFVISPpy+h0iZXyJXdgnG5MotTZpazRe9ln0ywVWrwbIQMaNfLw2SbbFJTa3C8KfW7DA+vHGF9wcwXLC0nMBncurarbv5qVRNMFpZPHGLvrm/S97p2o3m7KD7qy17mDD9JwyUVBt4T/OPgstwXGkvfZFnUGGQCyGvlsh+x6ULvMjlj4G6ouVyxmuGLEiLGciAOuGDFiPCuwzXCBFhZnjXwO0khCGaGji2CR78u2/DbAW4B6iyiVCOWDQU5OLZRjRREojaSsd0n0v/Dzb6SBbiTRzKRbh8sPniI1lII6YJZTl/MR7BcJsoJcmEi9plB6J4Pj/cWsVg4LvQonzFWxExLHrF8suu1qdK65CGxFdXqS/Ye+xdz80TNGn0530NGzDSXd4LR78DKkreirXezuYjuBE2QoowvzzYSKSNOC/BunPtfIy8/RooGyEy72lekHxb40zgnlco4TOONFZYZ+AV5MDa0kaWtaS6WWD6VgQZ0091yOYzM9e5BMywqSqWb27vk3KuV5xkcfYt35b6S9d1udjCwMJkQgV0PB/tv+iVJxhguu+D1OHr6NU8fvYeLoA8FxmpYgp7UFc+XoYW2s6fHHOHr/f7D6kjeSMLLsv+PTGKkcrb1bXKfEhAzyxVIzNrW0e5zu8SlaJbwvRbSunK88rDp1taMCRAJd/7rYCYmSXg24oudcWK13mQxeBkSCsOC+1UQY6HtzZae0IG9LOGG+VqFLkB9y3Tg3D40AkDPLTCw2uOfPVKlVvPzEJVceapYFc4cfYvbr36btra9HrumngqI8eQqAlguuoPzIPrL9a1EpHWX4fSbok+9E6jhhDpbfV126UkEAFXHxlJGAMjpvTtQv55eLqI8RI8bzHHHAFSNGjBiAo2xK5RlSqdbn5Px1eU7PAJXSAnt/+nkqxTk62jcjkMzOH6Yh00N/36W0Ng+hpbJnDUSfK5zBHEZgOzVOjNzN5Mw+TDOLkBoJswEsh8XCCH2dIeNRLE0zOb0Xx7YwtCQj4zuRmk7h8Wk2b30TLW1rmZ7cR1vnJg48+O9Uy3m6+y9E040nPP/SzAnm545yyQv/CM1Is2bD9SSMBoRh0tF9DlapwOOPfoVdD3+G3vkX0r/2RQgzzMXTzBRCarT0b2Xh5D4ABl/4VppyAz//xP0KwKlUKe58DHOgj8XbH2Jxz4N0fuC9JHp6UAWb+TvvQABtv/lmRj/9ZVStyspXvIPM+s2/2H7GksIYMWIsI+KAK0aMGMsL4SaoB+yHHcoIlSB4uy8i7mvRGkdRIwZw2ZOoDM1ORrefeXonclzAHFX8DoSBjZ2U6J77oLAUxcIEUhqknDSUbfeVeRAX+LouEUjvnES4aPed4JQWSrOUHta2Ct/Ih+YKSoZGE1ZKQkoGZgvgsjviNMMEiDjuCfcN/cixu8gvjnLVC/4PUmoUtBLF/AS5jjXovgRLiEjb/tt9J2Q7bBUafPgOeBHnQJxwjOGgZViHSghEdI6CafP7byPKzhnbfUdGR9fdws9AKT/K0eHb2bH+ndR0C8exqJYXQUqaW1fT2b41mLfH9n+VVKKJTKqdxeoEg4MvZc9jXyKTbOfQ4zezaesbMY0s09P76e27mIXxA4wcuI3ewReyYvBypO0bLjjBdRne80MGV7+EJClqQLk0h9bUhG1VWKxNkOtew+be32Zh6ijje29n193/yI5LP4RjuPdDQ/cgiVwbk8d20jNwMc6G69n/nx+nuW8zKy+4AZFuwii5J6ulQgOPgLWSIjDwUJrALJ5pPOLfV3ZKBoxocI/pIrhHlCZwsj5L6htxGGjl0HUzkH36l1sIt/4WUM2G/fP75BiCqldRoJaFSpvbr23bj/DunjsBeHHKjVW+mm+laLkU1OGZNqa/f5jpG29E72zHmp4hde56hv7urZhtaeYnbEp7HyD/yAOocpXS/fuRhkFmwxZkfweOyZmuoxK8RxitEt5egVGPiBwTWe34ZJ5bJy1ss84YJZYUxogRYxkRB1wxYsRYXgSr8Kh2KyLN8y2rI4FDsBv1zmHgLoKixUkDK28ZCUTOYgUvHC/QOt1kzZf06SLIdUnkazSY7VSrSyiripS6K//TQ/mg22ctcOmThWqYr1XzV316sE1Rn6/k9ikMHoUK7cG1cph/5MsPpaUiC+9wUa2ka8jwwE1/WNe2VcljJnKkZYp0ZgAKdt28BPPnFcWNFrAVth2uuIMCxYRBmBO6Owp/rITyyjq3vGCwYUCJEGEg5wfEtsKJHuPNW4PeihQ6qeYuckband6MjrlQDfo1MXeQ8ZGdlKsLnLPlbciWJpCCUn4GACOVY6D3Ivbs+gIN2R5SqVZODf8EQ08ztOal7Nv/dTqbNpBo7cJxbOaH91Iuz5Fp6KKYn+DwzCHGJh8h0dDK4swxGtsHkckU48fuw7aqtLStc88jk8yX5hHFCqZ3jSo5Sd9r3smxr3wCHYO27ZdzZP93mBt+jIWJw2x5259SS7n/9PrSPGkpbDPMJ9M8GZyRd6g26uilMNiSlkO51fDmRVJp8uSDfpFvJ3Tzk7VQUpdY9LYVnVC2aqsguCo3uzeblRJY7rRTbnPlkgCO6d2sHSXOG3CNVj418B2aZTro29iExS13FqlcnyWVkgyZE2QNNxIqjCww+YUv0P7+19Nz3SAAfbl5lqoGUGJBz6KUSW18Bq2xEaO9g+btF2MOrnLHSn2+FYCsRmSAEblx1K3Qnxclw6As+A1QKizQDkEgHCNGjBjLjTjgihEjxq8unoGKzrIrIAQ1u0RCNjx7fXoCRA1Dzvq9b6xRyXPkoa8H27dvfBst2QHEL8C5b7lwNot7H0o5CKnhKPus3y/mT/H4vq8ysPJKNgy9CsNI48UUlAqT7j4LJ9m+/V205FYxOf0Yx07cTmPjShYWTrDvgDt3c3NHaW9q5d4fuIFrMtlEuRy6N3b3XoDIphg693VoqQy26S7Qi/OjFE4cRAgN3YShwZeiSYMo/2c2t9F99as4etPn0ZVJ9+BljB2+m0zXAKj6lwB1uYpnQTTYer7CcRSf+8oi//PD0yzlHW789hKb1pk0rddwdjgcuHEvI1/cS+7lLyRz0VageNZ2lOOQWL8ae3qR1Nq1pNpWcva74NlHLCmMESPGcuKX51/oGDFi/HJAeW5i3q+L+8bdZ7VCc4Gz1jgSEWc/j13RqqETm7DBMcJ2T2fLhIzUSFIERhC+4US03brip7pE1zN0yNIctQAAIABJREFUNW7k5MIuVq+8Gq1QDUwdfMhSLXijrpI6Iu+uyUTNpxRCmZxwBMIJi8VCfeJ+1IjCLZbrvW2PuNb5b/SFcotDnzx+F0cPfR+ArWvfQEfbxsic11dZFpYTujRaTkRH5c+lqpMEBt+fpdixqFqBqYJvbuGyVlbwOYDfD02EbcjQpRDHvcYqoQVsoJ3SkSU3bBrN7yOVasFMNISmISnJUovLpBy970FaOzfSM3gZQoHtjUVJQTLT5p5aMxG2g0gl6VhxHun+QR659W8AWLnqKhpz/ezbeyNNTQP+CNlx0f/g7jv+hPUbX013z/nuWKWAGijLIulJ+tJGJx0d7XVziSBwLDQLrnFL8fABmtfvoHlgC0auibHDd9N04aWYVSMwbbASnCmLFYQyNxkWORZ2eEEsr2h4sSOUqBpeDKOVFYlFd6NWcercG8Gt46V5xYxl1UYv+AYbbh7awqCg0uVe1+6VM0jvBC1J9wQXtx7hd1sOez1J89DuMhdcN8zQaoM/+Z0WPvThaXaP6pSH2rjzg4f5g288wlf+4RFart7KwH+/FMjTYLpU00ShgXzZpaCkYUNpES1tUCsUEIaOlVKBUYaogYM/Bu9vNWTw6uqvRX5bosW3fQRBrgoNNLRqfXAbSwpjxIixnDhLBkSMGDFi/NfEYNcVjIzez9T0vl/4uZ2nYLiAINhKmk10tG58trv0rEEltCf8rjHbRz4/xuzcEaqVpbrvFsYOMj/6eCDpC9pTDvmFUyjlsHHbW1iz6lqKxWke2/Ul7r79j4Ngq2/NFawafDGtresYWHUVR4/c4rcACNLp9jqW6+dBdWkOZdtUS4s0tK0kt2E7Vn5xWdp+PqGp0V1G9K/Q+cHtRTatM7n2Q+vZ9KIuAL78x4f445vPY2nXMRZ3HTvjeGU7FHYfZeH79zB3013IVILUunWY3d2/0HGcjpjhihEjxnIiZrhixIixvBAuo+TX2dIjNtcQ5mD5SfzCCmsNKaE4XQYordB0QzgqYLNsQwS5Lr4phlCEVuQRBkxWwlwvvy29ZFPLuAv/Upf7MjtFJ5t7Xs7BIz+kdftvYnje9YExgSYRlkc7KQWaz/b45hsRq/hI3hLe8Y4RYX3s0K3PMSVC+bb3HiMRfSPvsRIXn/tBfvLwxzh3/VsCkwkfdSYXeDlivimGQ5hvFhyg6mzfg7FEbMOj0r+A2Qq2RWuOhTleQY5WuRYem9CDmmUqoQXt2l4OnVYKBXnZbBe6lmTXnn9FSJ3O/vNZmjmOoxxq1QJ9g1ewWBnnxM47qZTmsasllONgtrTh1KoIXac25+Zybb7kvYhjJjOjj9IxcAF9216GZbtz3DFwASfuck0eOvvOR6RSbLnw3Tx898eYmtxLU+MAc3NHyGVX0NC0gtFTOykUJth89QdIrhpwp1UPWSMz7+cVKRILsGr7DZwavpdd3/srNCOBVc7T2rMV4YRMiqyJIEcqmncULaPgs6B2xt3RTkqSs+58JRbrzWnAywf0LeQrNno+UowKz9QlUprAvwf0sm+xL1kzOAbAR9d8nW3mkxM9awZMpvev5nf+dJpb7i5wasQm/7kTvOZTl/Pqf7mKb7zrdsb3zbHtfedz/Ac7GXhBJyXLpa3yRZ3qXfdx8h9uJbVpgK7f/QALN99Csn8l0hE4iagxTvjs+Lla0qaO/Q7GGHks/edIr9Tv4+/n57sJRwW/SQBSxgxXjBgxlg9xwBUjRozlhQKtouqsv6PmCU59jBIEGj7qgifwCvyeaZSh18LFmPC+l7YK2nKljH7w4i1a0zIwpcBWgXNf1XtLX+5M0qxtoaF0gMcOfo21l7/Da8s7Z8nBWPQWy6VaYJYR1JiKBjaW4wYaEciaqg+UfEmhJ/FyTC1YQGplOzivsBRasYpZEyT0BlSxCLI50jBg+/JEzxTDcs5qVhLdFgRFQoDjfdYj7FOkyLQvaVPR76Pte4GosP0ByFBqqIXHRAti+9/XciZOi6vVlJbisis/DMADez/N+HG32HCiuQNppDl59A5yg5vpvOZViBWtyFSacksFkTURQqAtaWjf28+xn3yFxo5BGjsGqaoyQrp128oNAqMggAznXv7bjB6/j+GDtzIx/CDNXRvZccmHKM2PMz2zn8E113Hq1AMcOvidoP9LmQJOh9vvaqM3JiVITbjbUtMORsHBkM1s6H85+XNfjlXKQ6trcV8rg14iGKsvifONU7RaaGphpSULq13Jne0t/2sZ0IvufOZO2KTHSuH1JrzXA/gBciQgF55xirRtlOe2mZhw22k8nOV1r38I4CmDLR/NTRqj4xbNWY3v3d7Lif4cQuznhhfl+VF3isVsB4fvLlGr6JyabWDii7eyeM9erJlF0HU6//D9pCrNVE/MUN53iNyFl+DoIGoilCZb4W+GH1A5p71DCEwz7PD/1VkksnXb/OkpOtiJaGXzpzX0GDFixHhaiAOuGDFixIhACMGGoRu478G/56Fb/oK2FefSN3gFmm4+q+d1zCeW2VVrRU6cup1Ts7vobdlGQ7LzWe3Ls42nNAhRDlOTe6nMTbL2Tb+LPT9P1S6AlDQObkV4bFnV8zaRqYg9JbAw+jhChvOpR+pkRWEmG1ix5jJKpRlmTu1B0wzMRJZk0yqam1aBFAyP/ASA1ZtfyfDBH2E2tT2jsQqpYWQasX6FBfxKKWZmbaSETetMTpYjTJEmuPH995O7chvN157L/ld/pO7YxNpVTP/Tl92XCg0NtFx9LclVq37RQzgDsaQwRowYy4k44IoRI8byQnmGDL5Hgi4C1klaCtsIrbDBY7i8xagrnQtldn6DPoOFLsLaVI4KEt79/CdHF3VmHLZvW+7XoHJU0K6QITOmFz12QApXNqhJLt30ARZnj3Nk5G72TRxm+3nvoZYzADfwMmyF9I0mgppi6kyGgdAoRKs4kdpaTh3bo5UtlCYjtcNsZKnGUmmCPSe+RdZs5ZKV7yClN0DFcqV/npxMGVooX4xIB4NtthOacQQGHzI0ytC0QPKHb85g2fVsl3aaZNGyA7ZL1Kzge98qHglKj/wT418jUwuYO9+Wv5bVAiMICmUevf8z4NgMXfY2cqIDu6uDSmM4r8UOr4tNLpXR0jdPZ9bN9zoy1QbXrMf69E527f88elMzXWoVjb0b3YBqycGRMDe6j/zYYZLpFtZteQ32pW9y+1JR2K26dw0UG6/8bygBx0/8mGzfWjLZLmyPSbGT7jhSqxdZyrjFqao5Se64uz2xaJOecvtYy/jy1NDERVYVVrp+XqUdStsKXRpf/f2PArBGzwIwdOfbsA65BiJ6SUOruSxUYsplqGTZCu4BpcuQ2fKutYwwn0rTEEV3MMK7PtPb4N2NYzwTCCG4/wd97HjxMF+9OU/rtS5r9s35Hez4bCtCkxzdU+Hwh/7lzIMXK3Rc90pyQ1sDFs/Gf0YESvOkkqXQICRguvTQNMPIu8YXEDLmMlS1otXCMgzR0hH+b0+lSQvkhRCbZsSIEWN5EQdcMWLEWH4IgsBKaWGQ5C86gTq5nL8wkrUwR0t4kkTpRHKJqgSSQEcT2J7cMAi8iBQ5JhK0eX/0oh3Yd9e58AULOUUt5+XKtDXSkF3POX1ruf/+v6N4aC8jHCWbaKOnZweyaoUyLjPyU+rna5laEDzVIXIu39EvWvDYD3GUEMwvDvPwyRtZ2345K9Kb3GLRNV/6p4P0A55Iza2oM6EfPOkalP3VaGTgMtI/PyATUVmVOONzkMNm26HLYVQ6GTlGeMWSnYZEsM3xDTMUdTWg/Gs4e/RBEirJ+sveCboAS1FulZQjxJLV7BWa1t1j5uYyzE55dFdRo7FzI9n/9b8pHtiPtbjAyYP3wswDtL/6daw43Mjhxt3M3fpdGl9wCTMHHuPorT8kuXoVib4+euZ7aOgZYn7yMBNdExi9XTRf3Mn4O35M3xveTS0DNZ9Z63Wd+3KpMtsuOgXAw6MrmG5yd2h/2B1fYtFBLnryUxG6DNoJweKAO1/JWXdejIIMAopKUxho+Th0+RcYtN/uDtVKYSfduU/lMu655m2MvDs/WqFaL/sEnLRJqdONJRxdkDnlBmp+rbdDb/oUPwuEEHzyrzt4xVtG+cIWxYp+nZxWYl3bAgDlTZ2c7G6mOjZH0yXraL18I9bQOVB0+11WYfFpUfPvZeU6nkJ9fT5fqVoBzXNnFE5Yc8v/PVEaGEU/eFNBQOVLEq2ECNoy8ipwmnR3+pmmIUaMGDHOijjgihEjxi8tnqqG0XJACMmatovZP3ErS5UJTDOHUg6rM+cuS/vl6iLjc48ihMRxLNpzQwghSSVaGZnbxarWF9DXtC1kpn4V8CSXbXH6KK0rtiKE+LnWvFoqTW7reQA0XfJCxm/6Kqc+8TGmZRarUSO1eT1NV15F05VXYc8vkn9sF3axyOixe1l48Eukm3pAdDH/rR8w9UlBun8Nyd6VUHkaw7Msivv3YYyatKdWwS9RjbSfB90dGlMzNjNTNiv668csNEn3Gy9j/MZ7WfEbV5DsaWFmzsA5e0mu5xyOE0sKY8SIsXz4r/GvQIwYMX5hEErVMTaOEXEKK535BlkvOqFbnyFDh7ZIMOWzYQgQnsuhFsmYt5Oe213FCfaVJQuEK23yZX6OIUMpo6NC98Go05vXVyspKHa6zEzP5BZOzj3stit1Tp68m74NmzE984GA6dHCelZKN4J2fdapWstz6LFvMF04hqmlSeoNLFUmsZwKK5vOAwT3T/wrAkFTpo/WZB+F8pTLTti+y0iEgar4jgsykP/VObH5ksGaAkOv3yZlyGpByIYF8siI0UZkDoV/jNRDR8iKFbBcQR2ySi10w9O1MG9LhcxjtcGXFEJ6UlEtLVIsz5BsgGKHxPEYi1omZCUAsod8xz73/6uNeshi5iNudr56Uuj0Xv9GlHJYnDlE+chRci+8DLvdm7+OJJmBS9x+v0qQM0tg6HR3LvLwG/bTdNlLcKbnqY6NoTf3YHuEnTPu5oaNLiaYb3U/dzUucuTz9zLx+I+Y1DTyW66h55xrMArefVlz0CqhU2dmtL6WXKVJUGly27c2Fvha3nXmeG12IRj/4as+D8CRF+a55tb/AUBxzJ0sc1FiLLn3vZlPhsYwOXeCllZCatMcAPljjXTszHj9+vlfXrQ2a6RTgvyITc8FcH7mKDcWLwRgS/MYi1dtoeWqLRTLJrUSOJYE3Zc3OlDz5LRFT/brhEYYWtlltNy58rbVIpLCQigZ1MveXFvRmluqvlYXoIQMroVWVYH0F2KXwhgxYiwv4oArRowYMZ4CQgi2r3gNdx75JOXyLAB7jn2TTbkrSBm5p9XGyLG7OXnoNvobt7Op6zoqVp6F4ijzpVN0Zodoz6wBYLDpIjRpcO+pL5HMNnB09n6GanmSv8I/11a5wMieu5g88gCtQzto2XDBs3IeISSptUOk1g4B4HB21lCYRvBZpkymbv66u13TSV/Y85TnybWuItXQQdfb3snwZ/4f2Y5VtDSsdiWhv8I4erJGKino7XliA5hfFsSmGTFixFhO/Or+Cx4jRoznDHX1sDSB5rNKlgrysaRX70krWmENKREe59ejcqJFclWYw6UQwT6+rXo0f0gZMvg+CsurZ6RkaOYRNa+QXg5YYsEOEuqdhIGSJkrZSKHhKJulwil2Vb7DuT2vJlH12B9NC/O5VPjGvFyZ5+Th27lo6F1kNDe/x9RSNCQ7WIEnF1QKbAdDd5mSjN5E1SnRmhlgfGE/c/njmDLFxvZr3IW7EJG8KxGyXVH4+VrJBJQrQb/cSdPCfLCGTMh8BUxYhPHQI+OKGIUI75zKCOts+TbkTibhGjh4bVXaXAbGSslIDo7CcWxO3fpFtIYGVl7zZhp6Bqnk/OvidbVKYJ4QjBcwvbrIiXmB48VIwoFa2jutt03pkBn150RSafPGUPCY0bLEbvYTfKCxueBOm17j/E++kXtf+QkAFu6/m7a1F0CbS0GZs+6Ya1VBEfekhVSFP/vCrXz4rUWGv/Ytmn/teo7c/jVG2rpoPPdCCsf2IRcr9F31egxLBjlGlQbPWKUE5XXuwF+/fhftulss+d+WWgDYlBgN7NrX6FmOXvdZovi7uVXcPLoVgFf3PoKGO9aaVyDueLmVnVMrAVhssJld77HAHgP5vWKSl6WfeaxRqTi84b3jfOi/NXN8w2ZOLLrtdSddZu6eydXBvuW8VwJgXkdY3rjLAundokbe/Ssc6uzZE3MeM+iZjmg1RWLeZ8dDZtN/ns0lK2DKrawe3Js+65WsRctIKAKalNg0I0aMGMuLOOCKESPGskJYisR0GdsLlBxLCxY9wlFBPacgyDFksNiTFTs0fVBhYOYHXVrJCuzTlSaCoC10XTvdlONMmVQQyJkSveQe79ffUTLihFYNi/k6aQODJi4dei/7x37ETP4oVadCWjPZPfFddrS/EuFJ/XyjCJEMWRJjrgKOQ8ZojEyUijgC+s4AMvg81HIZO0e/Qmt6JbPF40yWDgMw2H4ZCS0TBlAAphG24cOJBJuWXReMut9b9S6EfsDk+A53GiKQR0qE135QtDibhJQ7RpkvB0GzXyDZTulYGd/FIDSKcHcCo+gwv0bn+E2fg4RG39VvQGgatUQYKJlu3IOdIFiYQ1jHSi+G19dc8p0PBdILgAs94f5+EGelw+BNVt0+JScFJeEF4rpiadENeje2TUAGWl/0UsTuE2QznYzc9lXWV9+JEJLF1V59t84qwnE/T800MDLQyts+0cRfXv8AU199nE073k5h9hQz37uFpYVhAFIFneaWISZe0Yfe3EzDrgKOXSPfUqbTOUHjpm5KtkGrdJOcMqarrTtU7eTWvOsg8rrcLvr1hrrL+qHmY3yo+Vjw/3tr7vG3F9YDcHCpA+nd5Ea2ilrnttvR5Eavo7Vm4Jm5FAL89SfmWD1g8M435rjDi5h+NL+Je066gVZ5KYHyarSJijfvEzKQCZoLnFH7Si+HL2gcI6zhl1jyapaVI9d/0UYre8YkvkTYUYFxjayGcuMATmjGIWsOejF8hsSZPx0xYsSI8TPjV7gySIwYMWIsLzKJVs5f/UaaM/0oZWNqKSynyu6pH+Ao+wmPK5ZnSCVbnrxxUf9z3JBoY6j9csaXHqc/tx2A3oYtJPTMzz2O5xqGZ8NfmZskf+IAK1/2doT2/JWhNV18OYX8OMlUC9X5aeZOPPqUx5hJjW1XukzYqWP30twyiJRuUJdMNmPoKcbHHmL8U5/m+O/+Pvu/8VEOfufjjH3tS+z5yA85/Nn7ntUxLSe+/YM8//T5BbZvNunacowjjxae6y793IhNM2LEiLGciBmuGDFiLC8chShbaBHDBa0SMlFOIpTcAa4sTvh1iazAKl15rJashOyMqNloNbctx9TDOlM+m+OEzJjSZcA2+XI4JQRaqeadSwasTFD7ywjlbrJiB2ya/5ZcpBIIx2Fd37Xc//hnmFg6wOYV1zMxu48HJ7/NeR2vQqt6/S7X0Lzj8/MjtGT63X76gYUVCdCiwZZp4iibhfIoSZXi3M5X0ZTuIWO0sFSdhEo1nDe/zlW5cob9N0o9oQEGAAkzNOKwI2yYv83UcJJmMK9BVy2vbpPjoLyxqKQZzFWtIZSo1bIe25UQARvhGCBqCseucfybn6b7slegCRPLq02sJOgRZgvATtUzDlWfrUq642s45WB7n0vtIuiv7i2Z9ZJrzAGQOwblVrdflic9tDJgLHnyz14L4VUpfmR0hdvnFp3cW17F45/5LBvPewsHfvpNas0GCX2T18GQmunpmOdAsRuAF/2uzkL1AI/cfJRjC1+j49oemtd/hOmPfpKJid30rbqC1Re8G6UUi4PS64uimpjlxB98jPvyp+j5wyGSWZ0dqaMADNdamLXcoPvPxq+lzXTZpN9odgs0Dxn1NvKjVg6lFMUyGAmNmWKG+YI72Y4tg4kV3t8WPc/TxdS0xQc+Ms59P6nwxj9ZzZ9/0GXWbpWXcPdomgMjnYhRV5mXzAsMTwIalQyaefdi6WUVlI3wjSyEE0r+UtPWGdJhWXOwvVpuej6U1AYGL46DrPilIUQgEY7CZ8NcBiy80aXQY0lhjBgxlg1xwBUjRoxlhVAKYVmBBK2uEKupo+VdDVFQW0upQIamDA2nVGBq8RBtK7YhhAYJHW3RO8YJZX6aVQ0CpiDwEpHgbbEc1MRSvrKtatXLD1VYowdARoIU4Sg034Uw4piopKShYQVXXPhH7Nz1SaSZYPua17P75Dc4kL+Xtb2/5u6nS2oN7k9syayhpxvcgND285rCsUTdAouFSe469bn6SZ2ApkQvq1suCgOnaHqaUqEk0G9T10OZoRRhUOf/1bQwXyvSnkqZ9e3gSipl2V3Q+kGYkzQCeaiVNbHSnuzTk2xWM1ooB9METtbLvRNgdessPfIwMp2hecel2E598BO4C/ppZ3rodAmhc50fHC/1hitpO0VQu8mIxA5Nh/zCv1Bq9/aPBHFW2nOrS1vohlesuKoH+2U6VqE3NrM0N8y6za9m+M4f0X7pRrcbeR3Z7kZ3G5on0KV7fFGleMkfbWPtb1/DXY+uowKYjRWa//63qJ0a58iffZLewSYah7YGwUhqUlDsaWXgg3/I7i99nINvP8iOj/86x5tcGeFoqQnTm6Du5AIbUm5y2ozjxgd7Cxlelnbzpq7ZfT2H7lxk/jt3Ud57G71vu5zGV5l0NLonGzncgcy5k5nS3eubkfW+90opZuccWpolQggOD5d460cVu384QbWiWHvDei7+wrl8fV83TvWvSQ4Ocmx4PQyDnpckZtx2krNhMfQgb0qFbKeet8NAzA6fy8Dd0gmPlxU/306hL/kywmj9OO+QhB7U83P38QuQu8f4L2SCw6zIQxVLCmPEiLGMiAOuGDFiLC9+TiM2R9lM54+w/6c/QtcTrB64ht7kuuXp2zJC1xJcuuW3AHfhtqHnOu7Y/zFW1a7BMNJ1++YaVzBy4l7o2VG33XKqHJi+g+niMcpWnq7sWjqSbs7LOW0vJW/NUqzNM1Z4nPnKKR4e+wbtyQF60xvpTA/+vFP9nCE9bbP/8J20XHLFc92Vpw0tmaL/v/82x//yT9jc+S7KxRmcWg1pGE963JFC+xnbhBccCKlhNjQ/wfmSNL/uWib++nOc/OYuju09xNbXDGJsa3pa/f3ufxa4+zf+AdmQRmtqoO89VzN2433kXvHCp3U8wJHjVd77vyb58b1u0tzqlQbzizb9L+jg1/98M/ntF5Iy3KBFb22k7TWvIblq1dNu//kMR8WSwhgxYiwf4oArRowYywtbIQqV0CEvIpcTCSN4Ex243mkCUQvfOBvJLJtXvYp8bZ7DI7dy4OBNVNsuZHXHJQjLCes81Wyo1YccUUkQkkCeKAveW/uItE4KETBrvnuZaw7hhMdH5Xl4ckWfYaqBnXYX25rjUKm5i1KVTWFrOjgwt9btaza5lfKh7zNePkS3WOm1L5l2xpm3Jjmv+zU8PvNjdJmgO7GG7t4PuOxT1WUdtqy4ngeOf5mFyhhT5eNMlY/TU1pPRZUwtCSt5gq60+vQpeHW5HIHGLkmTkTC6Res0sJro1TIbPlQKrgukvDtv9XkydF0GcgE8ysSgTSs0uTOaWraotjhzo+VEkHNrMS8QlYcWlvXMXdyL9mLL0A4UG30r4HC8h0J/VtHgTkb5niZrnEfFS8tTmlgeNucRMiW1XLh8Y43L+aSy6IBgcTMTjmohMe0aA7Ko2BaGl3KZUZBbSYBjSn0RAYaM+S6hhj9zCfp+M13oKssdtEda8XWaTLc/j8018+eQ30AbFt/AoC0XuXhRzRO/smn6HzJazAG+7AIWbtij+tUCJBcvZGOD76XkXt3MpQuUH7wAJddYXL/vBuU9ydmkB41WVbu+R8pDvBbn8sy/W+30vzrL6Zt83XuuPKKRPMwJ/7iZvLveCUy415HzXCPL1nu8VNWjrwzwti4zdU3TPL+dzfw3ndkef07p1jSEmz/2ju4rudxAP7jeCtzB1oByJ4UNDddDHNg+VLOMpi+wUVFBbXGjEIopzUX3HtcWDbCZ56857jWnKozufFJp6iUOHiGAendrwErFoGwncAtNWCxbRXWzdO04PcCQBJLCmPEiLF8iAOuGDFiLD+SJhS9VaNthblGtuPK0JRCeLlITmMaO+Mm62jFKsJWiFKVBj3Ltq5XcMvcXzI6/yhrmi4C2w5kbAiBwHPT84OJSiQvKuLAF/hZyFB6J6pWKCnyFmDKlmEg6CEqMxJVCyfhMRqeS6LyZIzZVCcdjet45P5Psmng12jU2+i9JU+5pwFzocrWgRvYc+TrFLouIp1sZak8wfjkbvq6LkQnwXTxGBe1vy4S0IVyJ7lUYmVqM+NamuZEDxW7xPHFBwFY1Xwhe+duY+/cbWxvfzk1p0LO7CCX7g7nPRkJpvzcsYijI4475yqhB+d3UgnsjOdC6MuyVCjxckyJlXWvmx9s1TIS25ueYqdB1ZMRmnkFebdgrVaFcptBy8IGZms/pZZV6EVBYtYr/NumEI5r2e8HQYnJ+mtSzYGZD4ve6ouQnHP3zesSrQhL6y1E2p1Dp6Jhp902CsLPJVOYc16OWXMVzSvAa3hywnSySr7sjS9hYXd6AdmGfoYzB1h95Zs4cd83qH72VlJvvoFKyv3+obEVlEZc50Cto4SRrVJbMtl92A28UrsUw1//Z9IDQ/T0XQwTUGlyZZN+v6orPLv9qiS5aQ2pdYP0Dn+BiYOLnJs6zvGyG+S8OXcIgO8Uevn36RcAcPMnxpn97l003XAtzX3ngYTELNhJQe8Nb+XwP36E/J2PkLv6Ukhb1Eo6iWyVSs3twIlKG192Evz4GyOs2JRm09tWcMOm/Yh0grmCwaH9fRzZ1+9elxlJbtrtd3bMJj83wpwzTktqgFRDO0bJCZwDAwkxBA6m5nwlzLM0NFRfkGPGAAAgAElEQVRCQ5ZqQaBvzBaDz2e8qAHQZfhSoOZFrEoF9c6UoQVS2eA3QoVBlijXQlmtL2P0XnI4yooZrhgxYiwbYpfCGDFiLC/kUwjdTjdvOA2iVA0/C8kLB97DJSvfcfam9GfX2a4up+Ns54/kOQkhOGf16+jr2MFDh77E3Qf+iVPGKZQ33ubcAOu2vJb5xeMMj92P7dTYsPoV9He/gOGF3QA0mp1PeK7Hl+5lsniE0fzjGDIMoI7NPUBKbyShpZkqHuOxmR9xYO7uZzxWlXiK929Pcd18w4MnghNpPjFrYSZylI8ePfupnuIWMp/C12Fp/dkLGgd9MZ58LOlk9Qm/y117Bfnv3838ycfoOecaZo8+QvHwwSfcv7bkXivlOJQePcDhz/4FQjfouf6NgBtsPRl8O/yeDY2M7p0/4/vvFHoBsMoW9//dTuZ/sJPO33kPmQu2IaQkMRvuq6XSrPm197F4y51BnxLZs4/13Je0c3B3kY/fsoKhV64jvWElvX/wpict3rz3gc9x8s4bOfnYD558UE8AWTpLLbkITn8ZcuYOT5F49VS/PdUnP3+MGDFi/KyIGa4YMWIsLxzHZbdK3gtiKUM2peaEzI0v7QOkL3OrVt2CvIDw3PLSKg3lGlDzjCC8BaKjEPppP2FOhOGytOC8wdttIULmS4gwYJLe2+1aWPdHCREyYHpEFmn7b9y1IIfK8RaCslKjr2kbKxq3MrVwkEOPfpfD6pt0JtfQm9lAYy6H3TBEU6afVFsvdlLHAoqyQEtuNSXyVGpLpPQcSZkN5X8Jk8vXvI+lyiQZsxVDS7J6xRWocoW50ilaWtZ4U6pYW7sWXZqAgLI3V6UyKufp6DwJlihWUJlk0H/pMw2RBbW+WPbGrKg1p4LP7n5QavHaUqE8b2HQPT41Hkr7hCMCF8LcSRs7JZmfPUWyqZ3ktHALHHunzRyXGEXvstRCAxMVrX/t9dE3WdCqinKz24FqsytLBNBN91qlshVwSSGKi0n08YQ3Fq+9ko5f5qupsYBlu201pFwp6tR0A8pzLkwM9NH+wesZ+Y9b2LTmd+i/7LWcuPlG1qz4I4QQFO0sySl3X3spw8DdNYaP3sHIqftxamVaL7iSpkuuQOp6Xa1qf3xKgFj07uuMDZ7k75biSxg/spMfTQ1ybZtrS/+fxS7+93++lurYOHPf/i5OqUz3+z9IbqIBJiCxoIIxVnPeXGYbsecWKD9wgInPfpbuD72W3CWbySXdaz1aaeRIsR1MuObD8I0/uIfOD76e/lUbYBySMyGbqNXs4DmujJzEKi6yesdrmTn2MFrVITkW2sM7CT2om2fMROpd+S9YarXQwdM0wu88JlxkUoEJjPDaUQk9YLjqJtN/6ZMyw2fIcurqygXwnhFRrdYZxcQuhTFixFhOxAFXjBgxYiwzhJB05NbSIfrI12Y4tfgoj0x/F2u6RltukMOjd7CqehXdqy8BYGzaZbjuz49hyhRlO89Aw7kMNl4YtKlJg6ZUb915pNBoTfeHuS1CYGjeOvGp3vY/h7CFw/TwblJrfjkNFtJb1zD1uR8wcv9NdG2/BvvWuXrLf9zgt3j0CEf272H0xE8YevUHSbX1YmUF9s/wL68wDBJrV/Hg105w8fvCwKA6Ns7oX/09ucsvpfHqK9HSWZh74naUbaO3tDB7001kL76ApXseJXfJ5rPuO3hZF23vWsP43/476bf+T4yGJ6bj5uZdtvL4IzexccfbnvkAn2eIJYUxYsRYTgj1PP5HOUaMGL98aDQ71cUdvx4ySboe1o6K/t74uROaBgWP0og6vvn1oCJW7yQT9W0FzFnEaj2ZqN8GdUxR0ActZMD8vCYVsUkXlh3ZN3wjHk3SD9qN5If438tSLTC9wNBdaWG5gnAURWuBn87fTFO2n5bGNXSmBtGkiTA0RKXGxMLj7D/1Q65c8W7vPFp9ztVp51dJ48w6XBCaAEhC2/ekO0YnZQb5WLJkgfdZeedRMrTRtjI6iRl3/Wmn3GtUbTKwTff7aoOg4jEovjmGY0TyknRITbqfMxMOpckRdt/2MVa97/dItHZgFEK2Sdbc+kwQ1mNSYbkoAGoZr18RDsL2GDRZCfctdbgfErOi7nifTfLrfCVnoOipOR1T4ZjeeZNeR2wR1HMSlts/u5Bn/gtfp5qfpzg9zMDbPkiqp5+aVkV+92EmRx6hUl6gedU22tecj+hu8/oesoGOGRp42Akvt6ytilhw59hJOuhZ9x7SDJvq2Axjv/9JPnbfDgxTMlFr5DN/uYqJ229m1ds/CIC5AIlFv44VOP5YTf9agu49bqWFCQ7e+s/0/NXvkUzNI5Mm5aU0Iu/VrctZqKpk+rNfoau2ms7VF6FVHbRyaGThf64uTPOTnX/jnhfJ0MB1DLScX5cz6d+PgbmNZYc14DQZ3rvRGnVRiXLASEeeexWR/frPQJAzaoe/B7YT1uvzf1uUCs+fTNTVo7vtxCePVe3iamLEiBFjGRAzXDFixFheOA6qWKpfKPmBh2kgPGc85ZlqCDMSZEVlPRG2INiWL7hBE7gSoqrvVuYttKIBla6FCze/L5YVLqqcSn1QiJfD4W+TYQHdoB0h3EDsiaBUaNXuqFDiqHnyQ+88abONFxiv59T8bsaHd3Kg+h0sVWVL/6/R07iZql2iJdlXX6fLl2iaZjA+G4uKVSDltKD8RaYfl0mJSntzrcmweLPj1yETgQOcMrWgYLFjeEYXC7WgDplbYNaoO14r2SjhXyOB461r/WCp1qgQniQwWnjYWhAY/X00926mNHycRGsHthkWKRZ2GDz5xYwhLHbs7wNhwKQ0Akmi0sIcMK3qBYGpsJiycMLvg8CjPTTgsBoUjh9o+VGaAKruZzuryBzVgAYSb3o7Ez/4OsXpYaZv/gZCSPJzwzQ0raSjeyutG16A8pwsy95triRoEfVbrdcbTNIL+msSlfZdOyVW0b2ultIh1YNqbOOr93XRsqmTiWKWhGFgLy6SmvLnRgU1pJQM50WrBjwoWs39nEm0o+lJil+6neG7biHZ3cfAq95Drd+9x8wxExRUsv0Uj55C2gpzwQpNVBwVyHUNGV4ghcPB49/HUDorUhvcZ75UrnuOAKhU6uvG+fDrx2laGFxFGUQZOaYaCbgS4bMBuL87Bc89tFgMfnuC7xNmeP5yJTwvPK8Z4hgxYvzyITbNiBEjRoznAKaWYlXDuexoeyWXt7+ZrqZN7Bv5PsXqHMXKLKZ84hSSUm2Ryfxhfnz449x19FP852P/l5NTO3HUkwSDzyMYBUWmqYeFXQ9gLS0+1935mSGEoPO6VwOQnxumrWcLl7z4I2w45/XoRpqTj36fR77+f7CqpWU7Z3r7Fg59ZXfw/4WTh0j3DPxMbQkhSHatYGn/HmQyhdHQxJEv/S1Ord5Io7Y0j/YUKU2F0gzrB15GwsjR2jSEoWfYe+JmJpYO/Ex9e64RSwpjxIixnIgZrhgxYjwrEL480HECEwNqViDbE/7b6GjtLKiXxAFYFiry5jlkkJx66ZD/15ccJiJW6D6rpUJbeIQIt0ufErDP/pbbibzt9t+uR2V+0f3872u1cCw+O6XJurpkpNxFrJFKso2XsrO8xN0H/one9nMRUtVLLL1+j+b38+jUD0mn2jBTOazCFIaZYaS4l2OHHiCb66WpfYi5sX3MTruL3Wy6kwvP+4DbVc8wwEpqkPLkj5ZCL7rjLrW781ZpMdHKnvzQEMHES48pkVYoLWsYttE9Cqfqyf1kTQR1sLSSK58DKDcLqllBU+vVlO8ucvzTf0vfb30Is6kRAN0MmaeqlzLk6FDLhtfAN9NwPBmenVDg1e6SVQG2b7YR7u8beESrRctIXBFIIVM2qWb3eiUTLhVVrWkU57wGdCdwx9RLAJKm8y4mf3AfM9VhRnfuxCoXSPUOYHR3Uju4RKVF4mTC81T9RyOhwv7UvPvi/7P3nlGWHOeV4I3IzJfPlvfV3vsGuhtowgqWpCjRSiNKQ4nUjKTVrKSjNWd1Znf/zNEe7Z49R7M7R6ujWa0OKYqUhhyRlEQjiRANHEGAQKPhGo323lRXV5d9Vc+kidgfmWEyK19VdeM1AZBx//SrfJmRkZGRr+PLe7/7WRx0QbG71kJ0D5y52Ixk+yM48/kXcfh5jp7Tw1g4/QTylR6NwQKCmBm0G9qYCbK3xuS4ODWGHC1hbuIadtz1GfQO7cSxub/G9c/+JQbu/QBYzwBm/vYrqFcvY+u2X0Xxaj2qaSeMU/KRaYUX1PH8sT/BznUfhUVtTM6ckuedm7uCIbIm+VzF4KF6QUCAxc9+GCp2HABobOwSy4UT7HjIIsZMa5cQClaPmXTLUpLhmLlFrQ4WP5sk5a5KYRnTDAMDg7bBBFwGBgbtByXgjab6WwRVWo6U/N6iIEIqpMnwuAicKFEBDyXJAC1exMmFmxbwkKangh/9eBFwUara8uNFnZXKz5LyRi1IkpLEAPInVEiUAi9yYhTbZECnSaBCljxGw9aBh/HCxS/gysRhUNggpRLKpUGcu/gUcrkKdlQexInZH2Dntl/CwPAenDr1T6gtTODA3t8GLZcxOXEcHBw3rr2JfL4LA4N34Pr4awi4D6ueXPDShgXmCsdGVSzWnY328yo2eFyolnoMQTGuWVUWY2GBikKyTQa7Hl1XmIu+tycBvxLfCw4ZWCysifOLQhu9/Z8AezKPS1/8M2z449+AVcqjfjaK0nLTROZaeT0MrEv1X6baiNuTD2BZcS5R3QG9EUV3VkPkpQGBHrA1k4trToGgFB1f7KnDjtvKWdG8ajQdGdCNDk1jbHoAANDzRtTOugO/gOnu9eCco7jncVirBkGoheZbJ9DsO4V804UXx9zOQpTfBiAuBGwhdFW+m+gvALg3IKWaIjh0ZxwU796Hqe+9hUK1iZkLkWPhyMABlDqGEDoETjyvLY/L3C2qkZ9KUhkiqM5GYzrYgVq/hR2bPoFLF57FuS//KSqFIXTlR3Dv+t+A4zmAV1f19QCQwIUX1PDU2T8FAAzQVbB678cbV78ZnZ/kMNcYAwqeDJJ0EMeWzy73fPXiQgvEuKiZZVkgsZxW/F7oL2LAONBM1dWj2m+LpZ5HHj/vhFLQUhxIW1RJDgGgdWUAAwMDg5uGkRQaGBi0F8vUUDJoAULQmR/CQ5t/HyOdu8EQ4Or4YZw5/100mjOYq17CscmnMNC/G309WwEAo6MHsW7twyjku+E4RQyN7MPQ6H7s2vcZbN32Mezc/Uk8+PD/hkZ9CoeOfx61xuQ7fJERiLb473/kQ8itHsLsU0oml5t+b00iQgi6t+xHz9YDKPSOgMSlDSZPvYzudXuWPFbkod0MSvfux/yzL+H4859HYdUGWPkiTr3yFdyKCdbMmdcAABd/+DUAgG27WD0cFVEe7tmN7UOizEA2Xr7ytwCAhzb8Dly3A12FUbhWROcxHuKGfxkee++p8xgP33udNjAweNfCMFwGBgbtBeOxe1gsO2IMRLjpNZqLWB9iWeCWxlrpRhGiPQE/SL4pF/JE8WY6RRrJfcW5YKm36EGQbdAhWC9d3mRpSfi6jCl9jOsm+y1d0RSrxcqinlUoCysLdonbNnLUxY7yR9A7sR6Xp1/H9MIFrBu6H1en38DItocwOBgt4HnAUXJ7sXHtY9FQzCVfyXNCwB0KCgv3/vz/jqunn8Pzx/4c99/5PyLnlEGbvmS4ml2OZKgE+0EYl256lGtmG9prOumAV7YQunFtrIVoP69MpJEDoGpm5SeJbEOca3jkQZz/8hdBLpeR/7U7UOuMDTpiKerWdWPocWuyrSA+8eFDmwEAu/Zfwppi5IV+stqP483R+BriOmFMBXkkVI6Fohiz3xkC8bkatRyoHY3FwkIUDTHPkrWxrpBu8CJLtB+6ioHiViSf9GanMHv5GNbt/xgsH3CneWJ8AKDRS2HXU0GSVtOs0aPGyolNP5wax4ZXBtF392/Aq82iNn0VZM1GXDn9DDA+iVxnN2gs+aPNUDpNivnMHIowHz+PhKBv2/tw4/iPUJ8ew/ix59Dh7INL83js4B9GddiE0YVkg9Vz45cZepxV2NP9QeQXONCo4vT0k2iGUWeHi5txtXYc9XAODu1V1xg/l1x/BrVgUbBaiW1BoJhsnQmLn02iP8NZgWeouY5qv03iukhIwbU2TB0uAwODdsIEXAYGBu3Fe4uceNeAay5tlFgY6d6N4Z49qHlTyJcHUB7dgnMnvy0DrpsBtRys2vQzaNSm8OIb/y9KhX6Ahejs3YjBgTtgdQ+181JuGuXRTVjzr34LY098BdbsCXT/618ALUaBKWcMwUITPMdBCMHchRmc/uZJjD1/EdVLcwDnsD91J9b891vf0WtI4/rT/4j+nffDdovL73wL6OhdB9INzFgFHDv0BVi2C9surOjYMGhidvIs8qSMVfd+ApWRLTj35BcxffY1vO69iTs3/wooXXp5EPIARy//E24snMH1xhnsLD+I3uJarC3txdribhydfQZXa8cBAGW7Wzl+vkdgTDMMDAzaCVOHy8DAoK3otPr4PaUPJxki/Y1yOq+JEMmAAVBsknjLTWkyhypmWoheR0sDz0jOT+Rm6MeIPopz6dbUrqb1Evbutp2sBaRb0CM2pAhFvhgW1b4CIVE9IgAsn5O1ryTTRQhYXr1lJ9oidW72Io6c/hr2feh/ibo35Ut7bhIy2UZY0GqJxX0J87YUkM/MXUR94QZst4TpydO4fvVVbN7+UYxUdkR9EJ4iAYffmYv7pQ1FbnFdJOox+OWo35I1KlF1HAFC4ZGSkatEWLQP8z1c+dG3UDt9Al0H7kP90jksnD4OgIPkcnD6+uBPTqJy8C6U7tyLVQ9ShHUfr/325/Ef/j3F2FWGG5MM+//XB0AIwevVVQCAk1P9mLgWO3BYHNI3vSHuG4eVF/k/AAtiC/2ZiGlzZqlk6GgA+JXos6gtpkskgwIQPnUYZ09+G/sf/B/AOqIgSOTGgQNONaLD/EoOVjOMxyU6p9dpS2v+Ro8aQ8GMuXNM5mU51RDOQoDq/FWUaRcsKxfNOXkPGcLSYjngZPUcXnv1s3BKXSjYFezY9Ss4dOhPsf2T/zOufetv0FNah3WD94DON1U+lTCvCEM0Om28fO5LKBX6sWvog/j+sf8LAPDBod+JByGEx+q4VH8Lw/YGFKx4wFLMFdfyMQmlib/lfixjjaKzdunfE7E91ab+G8O9mI7UGC1iWYnzP1X7yjmP1U0dLgMDg7bAMFwGBgbtB1HmFNz35WInCpKSuj8ehirJPQwXuRYSStWiS5Mg8TBcLCnUF10hA4kDKBmEWRRErGAZB4+LpsrjddmRJleSRhs2krIk0RdHBYlEq/3FZQ2huE+WaoswVRBKOAdyi8rP0TXH0rBGiEYBqDemkJtqghAKqxGA+LEbW8DActG1Uk/VOhK1t6gfStOMfgwChUH4HS76e7ZioH8nXj/8WXTt+l2U8r2wmr68ptxkHAg6VMoPA6HbJJALe5ZbHMQSxpVUkkqDOVmDitmAF4u2RMAFJ4feT34C+VPHsPDq68jt3oTuz/wiSH8O4fQM/LHrcDeuwepNkbzwocHIDa/nj+7Hl//ri+gdLeHwN65hsPAj/MkfDeBHpcil8Q8bH8FCdxR4DHZUUXaiBfds3IGZWgFNPxo/v2HDykVjGMamH6yek/135lXNLhE85upcBUZvXMDxt76OPfv+DXK+Da4FWgDgzDXBcrHL4YKvik/HAbM75cHviAK94nUO6icDDhJw0EAEHFFQ3VEYBhGGEA6BVY3JGUphzyQt6XnORp+1CqP9+zHDrgMdnXj91JfhDo1i4vJh5DduReP8eFzPK3luzjnm3TrePP9t9Jc3YsvQw7h+6RW4tIg9nY/JZ5cHARw42ODujba1CrR0yWCiULkWUOnvVMTvgAzCuCp8zKg6TpxHN9/QPit3U/Vbw5EqqWBeRhsYGLQRJuAyMDBoL4yk8JbAM9g6gXpzBkff+iLWbno8yda1AV1d67Cqfz+uTBzGltXvb2vbrcCW+Z+nuH0bitu3ySCGkxB2bxfs3pilQi2x//BdI/jYY3sBAH/xezk89PHL+JM/Gmhzr5fH3JUTOH/4S9iy/WOodKxSbOe7DIQQbF/783ij+j3UahMojazH7LmjuP6Df0b36t2oV89jKw9lSiTjDDONy7i8cBST3hWMdO3C5sGHAAAB9+DQPHpzo5kBGgFQZ1W4pAj6HvLpYjCmGQYGBu2DCbgMDAzaCx69TSbx4muRVEi8iRe1cihR7mqMgzjJnyXueUrGFzJlgJHLSZlTYplnK/melA7pb9Lj8xPbBhGyQcGA6ZJCnW0T59flitTS7ODjNjkHL2j1xQTDZSkmjLla/wS7UQ9AwhBhyUGjN7Y09xg4JfAaVRx55a/hOEWsX/8o6EJsaR0wyaxxm6qATRsM3TBBsCqCCbEagWStBtfdg0Mv/QnWle9AwemQ/Zexs2eBNsViORqzIG+BelFbzLakzE1KEkPAEvWaLIDF1xq6SkooWKMwr6zSqUcQOPHcEWQi4RgemUYaL02tBQD8ysghPF46AwB49klg59ZoDEskGqtmYGO0K7I/L9o+5v3o+4YfnbSrWMeNauSsx90QWwcireBErQwAmOtygfGoTpjlcTmuUkrYCDD+9N9jYvIYdu74JHor64FGAMIAEbZYce0n0gxh1+N5SymIYF6oYlnthbgWWl9BmpUIUJ/BqsVzIORSoirZpZwt5ztp+tKgQjKPfihZ1L3OA3jN+h749AKGdj2MqVOHMH3xCHgYYHbhMnqcEYAxnJl+AZfm34TrlPG+nb+NPM/LtobyG3Bk7kmcrr4MxgM0WQ1FqwP1sIrLzeN4pPvTeHYuckB8vPJpUGIpW3edUc6QBCY+c55kvoDoedRLSoixbPVSIsWAgRI1LinmnRJTh8vAwKB9MAGXgYHBbYEMqCzlDEgsS8YDRCsanJATCYmQCH4YBw+UA59crOl1vnToNbkExLn0wI8QoJbM9yJ64WJA5XGJ4wJNdlRw1GItrk3EywWExbhWEOcgjVRdIEJgLUTXwm0Klo8W/DyW/oUulW5/gt65fPYZWJaLfbs/E8kIRcBqJxeVcrss7KzOG7pUBV8xuEVkjtd8MwowzrFjGHV3oVjogzO5IAv8AqEMDOyquBZXnpPkqarJJY5wicxB41zLJ3MJSBjJCK34tgZFleNFtTq36I/ucSHvw7HU2G/suAEAqAXR/dnmXsVonCd06uwktm2OGtudi/KnPjryBp6dihwNKeHoyEXtNsNYhgmOzmJEaEzPF3FhphsA4Hwz+rdAgHpfdG6/RJCfYrKvLPRx6rt/AdvO457dv4McXJC5eG6GcbhFqQrKg1AWwiZuTqvrFl9fEILEhiF5P5RBuQzIGJMSVeIFgJ2UrdKap4KsMFTti2eAEHnfqG1hl/sAfnDqP2Nkx0MYeeQgjv3wL4HJWXR0rgUPIzas6t/AtnUfwmDvzkj22lTPzbXGWVBYmCGTuFE7Cx0DzlrYQXKecs4xE16HQ1wUeVkrZK4XF0c2xD4i91HLs+RhCO6Jlzjimq1k8BYjUZtLdxUNw0X7GhgYGLQD7x1+38DAwOAnGH5lsd2815jH1ZPPYtvuX4Lj3B63OwDo6d+GTds/iotnn8QLr/0/eO7wf8TxiafQ8Ku35Xy6GUi78fVvz+ODj9y+sdLBOce5174Bxy5gz+ZfgpPlEkjf3f/N5qwCdgx/EMef+Rx4GKB/x32Yq11Fw5+V+3TkhzB243UwngxIQubjSuME1pfuwFzjWuK7de5u3Fl6DIQQFGkFRdqBOTaF71T/Ci/V/hmHak/ghHcIAODzJmbZDYT83RPwmDpcBgYG7YRhuAwMDNqMZLJ9InHdD9Sbdm2fhMQoJe0BZ4k32UvV4OGMqbfXej6J+F4z8EhA9IkSybYlJEaC6aHaG3G9HcHGUSpz2DilQOxOSDTJoarNRcBsYTAB2LUAXldOSshCl4COzQPgmB07ge6B9yWHxVIuiSTkktkShguSGQEQFGjCwEKcUwY+3MZQ+X50DG9GDgX43jwun34Kz5z6U6zpuQu9lfVwcxXknQrcZtSOXSXwu6L7QpsMOVGmqajGxS+JwQD8SLEHr1MbtjgVizmA3ydkcgQoRHNm9UAkI3StADN1Fczsr1wAAFSsaE1saTrKxx4s4m++VsXPPVYCidmNg8XTOFEbBAAULB+XaxFzxWMW0bIYQj/qd1/HPIIwut/Ta6I2rTrgxvFHsxMo3AA4C3Hu+1/EQv067tryGVhNBoCBLDSAZkzduZpDoJCjOo7aHjLN9EHI3CgQS2EJY/Ia5HxOMzaCpZXPBQN8X30Wc5dp8zmW3BFKwG2K4e6duLZwApPPPYHKxz+K1aP34rWzf4vtoz+LXmsY63rvxg/Pfg6TF19D7+q94CQen/pV+KyB1YUdOF97Axs67sLZuUMYcjZgY+FO+YzeW/44pvg4CCysym3DZe84PF7HxeA4uu1BvNX8EVxSRJPVMWyvQ581ih46BBIwEFH3LgjAGQfjIc75b2GVvQXF8qA0xCGUqnp/+jMsnn3PkwyWNNHRpYecJSTFFEZSaGBg0D6YgMvAwMDgXQCva7F9t5uPopOJyWNYlwq4bgeKHYNR8OSWsXHzzyLXpHDtEi5OHoIf1lH3ZrG6Zx82Dj542/tyq/jDP+jFQx+/jD/4wxv44//QpwKWNmP6yluYmb+E+3b9LmzivGsNMlaKbas+gB8d/xxGz2/Cpg0fxMVLz+HE5X/BvWt/HTbNYVXHHrw5/m2EY9+CZTno6diA2eolVGgPauEcQu7j7JxirGySQ53N4Nnq11CkHaixOQBAgVYS532z8UPcXfxZVEg3FtgsrgUXcMZ/A0f58+gno1gVbkWHpYomB/BxNnwTZ8M3cUfjAxi01/NyfUoAACAASURBVNyW8TCmGQYGBu2ECbgMDAzaj4waXAAWGWLIfTPsoeW+ti3ZAR6GoIW4IK5Wv0vW2snlkkyAeKMdv/EneVeZdnjeYrYrn4/aAJIGGQIsBC9EcjXCle05iDLCoHF+i9+ZjxgxAGGco+VON6XRBXMdBKU4hyjgsJoMLEcR5GPWxQPGzr+A7q6N2LvjU+Ay2yW2KreV9T64pZg1kQ+WUwxaqNXOEg6BNFQMF7MJ7Ho0bn4xtizP92D9+z4JAFjlRwYezcYcjh/9Kl6+9ndY070fPXw9bDsPblE0+iO2S+Sg2TUuSRW/TBDGfIHVBJq90bmaA8LKnKF7KJIvlnIeevIR9bWuNBX1lTAM9Ct548FilCs0EUamFne5So5ZKFB8+8ujeOQXLuPPvzCL//bXu/A+18ah0hgAYD7M43qc7+XHTFYjsDEzG1Fw7IYrx6Uc+3QQFpl9RPcKKJ6v4o3X/wlbhx6B4xOABdIkBkEACFam6SXLCAARqyJYLUIVyyIIqCAEmnoiWwyRi8U1BtmygGaULyZzJnXWxrbUHBHPpG2Dx7mDYGp7rqMfe3d8Cq9+969Re+BxOHuHkHvuEvz+aIzXFx/GurUPYf76OaC3Cxeu/hAWbKzv2I/u3Cgq832o+lFu3WRwBbOYRIfbi+24DyXaBcoJmqSORriATvTgrcYL8HkTIQJco1fhlvtQwSgqGMUm38dCOIPx+lm80vw+trvvwwAbBihFjS9gkK7BOLuI12b/BQe7P4ZOewCU2PJ3IGEBLxlljWkXtfwoU+NPKIwVvIGBwe2CCbgMDAzaD71gadqsQTqJxXI6x5GLIZJ3lRxKSIVyOXBNOpgoWiq2i3pb9YZyMbTtqD1Akxr5Uj5ILFctTmOJF6/V1fH6wlWYZXR1gFQX5DWKRTbviZ39whB0PjLQyGlFZ21hLuGrRR/1Q9gL0TV6cY0o6jH4RWFKwUFCwPcWQB138VpQC2q5TRDGtbCEZDBRrNjWHP+EGR5VARfharvdiGt/hVwZYbDoHLliJ7bf+29x9cyzODP2HK7OHMHunf8aJGSw6tG10YIw6iCyrdoQkQGL1QTcSYL69gbcYnSvGzN5NL3oHh4YvAQ7tv97azaSAe7vuYQDRWXIsMGOxm1/Tpmp6OjptvDlPx/Ggx+7hN/8VCeeDWwcmY+KII/VOnBtIQq4ao3YDbDugE9FHbSrFE4c2yUKGsdpYfkbwOTUSThWAcPuZpBmEM33puaIGWhzXMxnIVfjTPteS2aT5g2au2XIpLxQQn+Z4fmLC30XNfktpWr/UvyiIiGFpQhL0f4sR1HpXYs7HvhdHHvlS/C9BfBOiqNT30P/tvtQQif8ZhWV7u1w5nzsXPdRWF0L0gAkR6P2V+W34XLjOEJEL0fW0l3xsLDoNyGuZbfPfj+enftb3Fl8HJPeFfxw/Mu4r+sX4NIiCKEo2z0olbvQtdCHw43voY+M4jq/mLjUg+UP48Xpr6PLHsQB53EQPxmoEsdNyH3Fb0fakVBCM+4wkkIDA4N2wgRcBgYGBu8CCIt1HT2d63Hu8lM4e/772Lj20XegV4tBqYVVmx9G/8aDePWf/08wFsK6yeJr9e23X621fUsOa0cdfOkfqlj14e62tm1bLuYWrqIZLiBvl9va9juNQrkfOx76d3jr2b/AwtglzHmnce3Np2A5eYR+A/l8FzaPPI6+rs3Qw5Z9PT8H5jfhUBc7Oh4EJS2CmhgNNg8A6LIHMJBbg/n5aVxrnsXawi65D+MhirQD23MHcdR7HmvsbZhns+ixBrHO3gnLzmNTcT9O1w7je8HfYBvdjy7ShwrpanXaFcNICg0MDNoJE3AZGBi0FxwRY6UzRPGbY86C1I4A5172G2ctgT1hqiGZAi6lgkpipWRB3PPV9ljiRQhNmnY4KiEfiG26hQSpVJJyLcRMFXQret8HKvFiO87fIfUmeCFm1WpN2EIaFjMaPO9EdZIAMMeCPRu1F+Zj6WHBgjsbs0IDBIUN67F/9N/jle/+Mfq7t6KjMgrmCAMPLLJ6ByCZrjCnjDMsT8kfLZ1U8eOxohqzFQd+hAFWM2YeAwbQuN+inpeTA+MhmMVhhRR2bN7A3Ni8o0Rl7S2rCRBR6qwJNK9HY+Q50bi6sxT1INr3WHkQVmzrLSR/R2ZHcGR2RPb7l4ejXKFfq9xYdP06/uD3uvH5L89hYftnQGKKr9pwJenTqMXMpmcBNL7+QNnVi3/9IpCbiftf53A3bQM/FsJ28hGL5AeKyeJcGb8QVedJzsVaPWmyIiCeF8dOlh8Q7Kxg0CjRbM0piB2NZaJMgjCZoZrsVMjoWAieU7JWwdKyWIpqz4co2Q7u2PPruHjph5ieOAFKbYR+A6Xh9WBz8zhy9qsAgJ7SOqwu78aJyacxUtqBBX8S4BxVfxL3jnwK041LuF47DdcqYVNxn3o2wxDd1gjen/tNUMfBQjCDqWAMs+EEfOJjU2k/pvwxvDrzBMA5yqQLBZThcAcHnIfl9fB6HRvsnRjKr8FZ/w2M8ys4Hh7GsLUBo85mdNcBYscmMoGvxk08N2Eo5YXRLVDPk2G4DAwM2gkTcBkYGLQVHHGOBI/zpixLLWq4ttoXC8wQKr9Cr5sjcq0AmVelhxdcqzGUyPfS8zfE9jgvjFtJLobNzMo+AgDpqKjzN1vU+RIBWS4nAzBR1wj1Ooi4RstSC+d4G6lzWY+K+KEM1PLXIplic7AE2hQ6PxsLAxaATmwefRRnzn0H+3b8Onic40V9BpaPF+M2USZ0UntIkvbr4hZoRYfF9zSAOm8MZ86TQRpzKFhc78mZi8Zy8tgz6CyOID8Xwu90ZJEREssQc1WGRnd0suI4l4WNQ5eg8xRBbQAgXMgnAeJFDVy+0AfiRuNWrKjaWBv7VHD1ePF8/GlpdulzExtwdOYkemoFeLFk0Zt1pb6SNMU1WbL+l10DYvNDKSksTHJZpJn6HCQA8sVezNauore4NgpmXC0oZ1q+lYAnTqDlVdlKFitzBrXcw0S+li511WtyCWluuaSOFwhDlccY1/YifhDJIBEVpmaxpNCZjnPBHAprwYMLYHvn/SBuZNbihXVML1xAozyLoOhjYv40yrk+vD7+LQDAhblXEfIoKLRIDi9d+yrmvKi+25rSnujlhsi1jPtPAIBS2ChgY+kAXFLAePMsnqp9EQDHaG4zNlt34OXGd9Fp9eNMcARX2Bncl/8oLGLLOmNFlLCT3g0Q4GjwIq6GZzEWnsXjuV8BD+Ii04xDkm7yBVBSp8tNHS4DA4PbBBNwGRgYtBW3xxPuJx/NwVLL70Z69uLM2LOYrV5Cqbzhx9irbFwbfw1nJn+IA1s/c0vH1wba3KEWGNk3gOf++GVUpqpAuX2yQkII1mx6FEePPYEH1v3WT8Wcz1kFDHZsi8xiCMHG/vtBOMe2gUfAOcMPz30WNd/DweFPImAeDo//A1aVdmFb5/2wadKBsxbMIW+VpOzQtYrYXLkbYAyrCzsw613HuHcOm3P7gCDAnfmH8UbzBwCABq/hR41/xn2FjyzqIyEEg3Q1rrIo3+9aeAFDZPUtXa+RFBoYGLQTJuAyMDBoKziENGexTJBYFpgvZIWh3JZsQJMHxn+z+YgBIo6d3D9+6y+cDcGYcnMDJEtFYmdDBIGS4TG+6Nx8rqpqW1XK4PF5BaNASkW5jeRyyo2uVlN9193kBMNlayyGZgYi2YhaHfnZeYSDKvckN0tRG45UTayriDVbH8PJK9/DXflPg5CofpK4Fh4S8ELURxY7Ejo1DmbF16KZYggzDRooUwxuEVn/iwp7cw5Y9aivQclBINo/ewGnznwLd498EhXWAdQ8OBqrQirR4po5FMXxaCwavbbsq13jKF9Goq/ggF2L2TqLInRjNqoctRWUGS7nVAGvr1Z3AAD+TcdJAEATIXqpClg/eTbKd3v5zCaQwSOY+9EMSltHAQDlcQI/diYXrFv+OkAFMdkErCZPjBUJAepF2+wGg9VgGO27E6eDv0NIGWzbAuqaOUYYYj6YArFzKNHYUEXIVzlPsllivvtqm5TKer6Sw4rjKU24dkqnTfG8BKGaj45ybyRCkqixOtyxQWLZq7TPb0I6aRI/lBJY6cJYa4LE85lbJGb+KB7c+O/AwECJBe4HeLT0+3BCzbQjPn6ifh6HJ78JANhUOQgKipxVwKrcFtmPq/wcLtZfw6i7FSWnjBwcHLA/AL8xj2k2AZfkgTCM6vOJ57WQBzjHADbhA2Qzji48B9spgsZmHtwPFMMu2EJqq/HgDJwpiaeRFBoYGLQTJuAyMDC4LVBuhDRRvDQd5JCcI7exeiOxPdqoBUaMg8c6OKLleCWkQJpLYfQlV/ktFgUVi1DLigKs+DMQuRjSUmRHx2v1SGIIqNytMIwWdkAUWImFbywXI8WCcpXLqv+kF3bWX6DHi2Xr2rS0kueVAsrno/abfQUMD+3D2MlnMHH1VQx3bAeaPuz4uLCvAqcKNHtcaQEf5ggKE9HxoasVSRbGg7aWrxJyuV1IAnXahjAOd8qD5y3g1Ytfw/rB+1ApDEo5GgIG7kb9diajxT5zlcyQEyCM5Y9Sxuhz5ZiYp3DnRGHm6N/ABfyKsMC3sDDXI/vznyYfx9Z1Yzi2MAwA2FW6gp8pRcHX/3HlQ3jtmWjx3jx3Cv7YdXTk16JwXuWT5eLbLpwHnbrKZ4v24XIMxVhIu3tNaepYBfjEh+W6ICxmcTwfrKuMHx3/SwRhE+9f+/ug9WYi+JEQslWt9AEoVflWriuDdVnawFZBArGsxQGbZQFijuZyi+SNvKziCOKHyrVQBNoWARHBo0VA0scXXRAvfmkQqMLK3CIgoFFemEdhIwcEDGF8PmtiBhdqR3Bq9nl0lVZjoHMb6o0bmJg9jUZYxejoDpD4BcW1+ZOoOP241DyK7ZX7484SOJxjACVp/55VPD3azLCz8kA0TvIFh6Os88W9CEP5ewIe2fsbGBgY3A6YgMvAwKCteFfJq36C6uoUL89jfc9BnJ96KQq4Umj2uBlHtRfXrr+GvNOBtf33APVsS/aVQA9ushAscylb142t6DyT//gN9P/CL8EuV4Dq8vvfLCyaQ8AWj8Prl/4BQdhA0e7C3NxFdDmDrRuxf3L+G+ZuMqi8Xj2NE+eehmMXsaV8N45NPYU7N/4K+iubox18H1Nzf441lb1xGYYQnHP4rI7dfe/H4etfR7czgqH825fRerwJygmsZdwTBYyk0MDAoJ34yfmlNzAweFeAA4CtpH+JN8+2rQwmBIJA+DmA5l0lD9T308w2uBezWQ5fZLARubbFNbmaTWnMIdgyHgRggtViXLFhoq+Oo84PgNejmlqSLWMssUBm1cjamnYrKaCoi0QcR5kbaA5zCYg39aLNMIxYCQBkbkH2q1DzwEou+vN7cWbyeRwd/y62dt0Lux5f9pgPN4xylAiLGIV6v40gLmJMQi6ZJeVcyKRMjnDFeFGtlBEXhgwBj1z+ghBltxeUMbCiC1KLrovnbdBGfN2NqAHKuayflptpRmwIoEwevABBZ8x+eJY8V1CkoH7M+MXD5iwwUF/NoxNnI8fCcx29AIArA10IYzrtxXPrMPgGQ7M2g2B6Gt2D2yMTDEHkaMGcHSvvrIZi2/QxosK7girWCzz6nnMOTjh84klWKmAezodHMV2/jHt2/y5eOPJnmGpcRid61RwiRN1v31emFoKlrTfk9zwI1ByUzoRWVNMKACG2mm/iWSBE1oUj83U192JTD1KtJR0RY0gmywtVYWSquX46ai6J8eG2cjnktjaAlGJ6/iJeH/sG+vt2olwewktnvgrHLqJnZCe4H0tNg1ksBNPYkrsPnGulvYmFSnEYw6WteG3uO7i/+GmUWTFikAHFWuXz6qWKzig34liJkoglBHBo+huYD6fxge7fVM8hIUoqSdS+AECnjaTQwMCgfTABl4GBQVvR4AvvdBfem1iBQ5pt5XBw/a/j5PiT+MHFz2NT5S6MFreDZuTL3Q6EobdsfaWVQEjSbidmx06gvGF7soB1mxAETVw8/zRs6qKztAoIGM7NvoyTUz9Ad2Ud7t75m3CsKDhwSbHt5383g3OONy78Pa7NHMW2LR/HyMhdAIA1I/eBs+QcL+Q6sa/vwzg5+zwuLRzB1tJBMM7gWiW4Vgl7+z8EP2xg1ruGsv32WK7NxbvxavVfUA2nUKG9LfebC27gherXYcG+dQrXwMDAIAUTcBkYGLQVLi1FhhAZcj5iWYBQHelW8PpnlmLAOAeI9iZe5Lrotb7EG2uNLRNW8tH3MdOly7f0/sXn5M2mtNcmWmChWASqGIkgUOcQfeJavlkQgsfW+Coxn2gmB9q1Cntv21b1nHxo+V4haCNa/+U6yti19iOYHT+JkzPP48LCEdzd+XPIjUVt5T1hLlFGUIzORUMubeFDcfqmshyPam6JvsR1mXIWiC2MLAhoM8R8bQwj+S0JS3sAoNMLKpenoMZd9Jl7VDNfYPK6rYXYRrxGJINizxME5XiSiNtatODOqPOVTkTfe13Rv29M53FtPsq3o5fzyM0FoLUANnFgNyKJomCraBjVKItvVzQmLpEyx4jpS+axEabqlI2/8STOXXkG3ZV1uGPbpwDHAgKG8/OvYt/2z6C7ZyNYjmJq+gyKTjdGevZG7JPIT8w54LWYtdIZJjE3bVuVRAhDkHxKX8l4xOwAUU6hsIMXc8y2QWbn1f4in0vOq0CZuNR8EBbX8RLmHJSDxCwyz0Exk0zNW7kNgXq2mj68gQomJt7CtZmjAIC+zXcj4CJ3zwLggAGg8fG0SdG3bj962B04d/lp/OjG15G3yxjp3BWNDaUYLe3AubmXMdq7SZ1L5GARop6hIJDMoDTJcRyZU9nPVmN3+WEU7U5VTsK2E/mf17xzeH3h+7DggBJ6+zW6BgYGPzUwAZeBgUFbQakVJagHGoshFoNBoFzXhMxPqxWUyfIQogIbzsFFkKDX7BJIOx5Ksw2VZK/MPFQBWdm+Zam+ZhE5lEjzA8K5NMsQ/eD1RjKQE/3T+yXqNYWqhlKif77S9AkTAVAqC/OSG1EF3q78CO7q+Dkcqz6HV2afwEEe2WSTa9HxTikHlovWjMwi0pHQEjJCxqULH6dKRsdE4eSCJWWGdi1E7soNTE6fxq51jwIhi6ShuqNkvLCVd0Rz4COAkoHFNaBYKa/MF0IuJWk8ZyM3FZuRSJmam6gT5s5GZ6n1x26GN2zMXuuP+t3J4HVaKKxah7lnvwd29QYKHb1SnggOBHllhgFEtcn0ItF2LB/0yrG0sckBL8DpN/8B1YnzOLDvd1Ao9IAwHgUQC5H5Rc6tICxYsOoh5qbOoz+/NpKscQ6UY6bLD1SgxbgKfkQgTghEATDhBhjdBE2S6GsFtWkGW6jXihOfxcuJQj4pM4zPIV0MHVsGhyRm6XSQ+bq6l7rLom0jtDkuXHwKo3f9PIZ2PwzPVyYpVoPBkoW248Ap5HEhbQubhh/CaMceVJvj6C+ul9fRU1mPN6e+h2qujkoY112zlbxS/mbkckp6nPGyh1bKGG1uV+MGgHueCuJyDrjPQECxu/IQjs7/4CcnAdTAwOAdR/u1FgYGBgYGN48sF7tlQAjB5vLdqAZTt6FDSUzMn0E51wvXbl0vbKVgpdufHlPqGUXf5rswfvTZtrR38vWvoFGbxoE9v4VCoWfR952V1ZieOw8gktVdm3gDQ8UtbTn3uxleWMf12lm8Nv6POPTc/42c24HBXQ/dUluFXCcGKlsSslXXLmFr38/g0JWv4NjMD8D4zRUnvjj/BsZqJ1e077C7Ce/v/Q0M5taB8cCYZhgYGLQNhuEyMDBoLziP5HbxG3XOmWSSOCVavSHtfY9uAZ/RnnxjzVg2ayRkfkydKzIyiN94C0YhZEnJYvx2mwsrd66MOHgYLraRJlRZyTu2spOPbeMTMsb42gEkxkKyC+J8oh9hCDCmpGUh08aFAaLbggnJ5QBCYfMCwolAjjlnsWlFzQfx4/7YRJpCCGkds4jG8BDlLh7X27J8DhqbG5BqA2+Nfwf7V/8rxS7odcYISdaZAiLWK5YUIqAgwk7dsUHn62oMgYj14UI+yUHiOcLj73PNEKykxpY5UR9zc9F+C8M5FK9HFzO7nqIex0Mb8/vw4it/htGdjyIflOPr56CxrlLYvjNbGXQQBqkodBZi6WOTw6vPYXD4Djh2Qd4KEssq5+sTuD75FrYOPQriM9RvXAIPfXTZg+p+BVqgoJukiM+CES6X1OdGExCSQnF8U/Olt6gaQ91ARpxTY3DkXPJ9TcrK1fMo0GiqtnTb9YaqDcbDEPVwDqfqL2O8ehJltw9Dvbuxuvtn0FEegT8e9TXMU8mSckpAvVhKGP9r1QMpT+SEqGefac8FgDVd+zBU2YYfnP8cCrkOrHP2yb5IObFjAX7KhGZ+AdfqpzHlXcFE/Tx2dT8SBXOuMPShCXMe3eCHEtuYZhgYGLQNJuAyMDBoOwihSqrEtRpQ1FFBighmCNVcw5RzoFh08TBU2yyayHuR+8ULRFooqOBJlyfG0j/OWDL/Q0A4rTGmgiaqJIfy+zBUC1ztvLKZMFTBZRBowZtwKaTgUHldaoGnOfiJNl0teGt6Khcn3h70lmHP1BAyDxQUMnqKxyrscMHjxW6QJ6B+/L2wZLeAMKeKJTe6ou/nNkXfDxwCipeb8Lw5nDz5BEq5HnQWVyUX65ozngwIUvcPQDQXxOJd1imjqtqwXhBay2ESznmEc5W7B8CKzyvqgBUmKJgjggQbjZ7os1vswejIQVx44e+wZ9evRV9TyIBKyCtpQMBE6l2BqFph8SmdGsfw6N049ubfYs2BPdKkROSgXZ1+A6v7D6DgdoF5DOMzxzDYsQ0krumGMFS13DhXcyjnqHETeUe+r4KgINQ+x/8W8uoYbY6JOZ7IDaRUyQ9lYOIkg2PxAsDSJI0iCAlC9ZmqIOzN6tO4Un0T6zoP4NH1vweLOlEOGEMky5uNn7d5gqAQjRUNuazxRptCQsyVE6ZFAEvMHZG8p2SrOe7ijpGP4dDlLyPgPjZ1vQ8ATxSMVnNMjcWBzg/h9bnv42rjBKw5Bzu7Hk5KDsULhFtgmA0MDAxWChNwGRgYtBdZBX9vF/RF/XsdtzhudW8GBbtD2YK3Af7EDVw+chgTJ14A5wzFXDcOrPnltrWP2+Ac2AojwwcwduRzb7udYqkXFs3+L7OQ68Zk46L8e6J6GluHH4v+WIH75HsNXljDYGkztvU9lJi3vHB7g5aewmps7n0QpyafxerybrhkcY5ZGpRYuLPz/ZgJriPnlFd8LlOHy8DAoJ0wAZeBgUF7QYhiY4Dk22TdSUxInXSZIIX6LFztPKi37yFTzJhlgUMzlRDQ202ZaBBNMghKEs5uQMwRiQUyp5p8UWtfOg4uZrgQhtLUI/HGXXNJ1F3RpPuhqC+kL859X12LbUmmIhyK9HJ+Zw606aPamEXJ6pRmGzQfLSqZrbE+iJz4ojGIm6wx+YdXiZk4ztH4qycwceIFDHZsxYHNn0Yp3xe5yslx0e6VUGN5nmZQIgxSNGmaZgQSsTMaQwNE4ystA1nC9VGMH9GVb3G7VixHI14ga37ZdQeER8wXbYZweR5hfR7WbAOUWgiKNux6LGMT9aQIB4nlhX6ZwCura+ScY+7iSYwd+w46OteC56xEzS4A6M2vxukbz6EZLGB29goa/hy6iqNASNS46TI/yZwyxawI5s+21PdUY7DsDGbVspJSRTFm4lycq/aldM7PnsOhxrIKhkyXv2pmM9XmDezp/0BivhJojKSvttOmkMWq72VXbSoNNDihkZsmIB0wCQ+0vjIQTrGx+yDAQ7xw7b/i7sFfRJHGQZTna2Ml5KmQde26CmvUiQXbqP8+MJb4rTKSQgMDg3bCmGYYGBi0Fz9GgusnCrfIhNSakyhZXcvvuAJMvvk8Zi4dxc6P/k/YseGjKBf628qcvROwLRdFpxtz85dv6fgbz38Xp577AkZGD2D33l/L3KfodGO4ZxeefeM/4czVp7B95INtqVf2bkUjnMNL1776jp1/Y/c9WNNxB45NPXXbzmFMMwwMDNoJw3AZGBi0FxzRm2Jpfx6qN8fcUuyFgJ4zYmUwVTr7QQkIVW/6pbW8aJMSaTohDCtSJ1NvzLPkiJRA0hdMMx/QmxIMWy6XcQ5L5bpoyfgylysI1DX6gWbmobFeflaOF+R4knhfuxaATlXhVadQsiqqblh3VIeLcI4gNsCgPpe1j0T+Eg04WHyLclUOuwnUzp3EuuH70TPpggTNKIdGjIUsvaQZZeh5QUGKtdLNTghRrAOgMRBM/SvGhTNtDAVbFibnhmR1ovGjNU9ZjTOGsjBiiHPY+sobMDl1El3lNXCqHgiP5k3oiGM4gmKcl9XgCIZiBq0BeHPTGFx7N0YG9sdjx0BFnaqYISOFHLY5j2BzzwOwQhIFqc0guq/p+a7nWOkW72JM/EAxL8WCylHSjWN0yOMzaszpc1ggZMlzyTENVDt6uQJ531IlFvTzABEbFo8rEffVtuS8I5zL8RLtk4CCFZRhjgCRxiuWLIeQoBUJwWB5Cy7Nva7mhaUx0tp+sv/6HNLKTCiW1VLPIwzDZWBg0F6YgMvAwKD9IETJkRxHJcOHbLGbHSDrDiWcBfVFabptIMHPJwoai9x/RhcFRIRQTYZIFgdd+t96X9L1vaA5G0IzAKE0uW+670yT5mk1v7ioe5R3lamHbWsyM1vJEuMgxJ5tgDOGmeYY+vOjskBu2BnJEzkhoLEphLOwmD1jNoHViBfDIQFZ4EC9CfTlEOYoHM6TErGsa9GHVwZE2r3wMhwZRYBNNcmlHlTr4ybaZGHSnY9qwRkABKpAMAlCkHps2hDLUod7duHQuS9hqLwNlfIQ7Fme7KlFYNeiNp15G8yOFuTMAcKpafT03K0uDiaa9AAAIABJREFUwyKRzBXqXoBzkCCEDRr1SfZbm2Pi+gp5tcjXa7EF2rwQQRS3s+e/XuxXSgIzGNKs58mykkGcOE53SxRzmGiuopr7597uD+Dc/KvgnEuJqjxWbyskKngiRD7mqnaXJRlUokn6ZCDr63Jjmgj2XLuEgHmo8XkUna7kGEijD+1HQg/I4nmBRjP5vKblmQYGBgZtgpEUGhgYtBfvbQXaOwYRMNwMGmEV9aCKPmfV2z7/pTNPo1GbQnff5rfd1rKgP95JUskPYMvIY3jz4jdVjt0KcPX5b8GbnUR3z6bb2Lv3HgYLGxFyDxP18+9YHyziwKI2WCaT/fZhJIUGBgbthGG4DAwM2guxntXZCbEm0i2x9bfJ+ptoaQ6gvaXWWSEdYh99Ec20t+fCXlrW9UlKEoVKSjJhaat33QJ+0XWqfRO1v/S+6qxO+vt0c+m37b6v2C7HlkYk3IlttierYBYFJbFVvpusAcZyFJYn7NVV7SMJGtdFAxBcuITLZ57BwT2/A7dhAQ0f3KaqRpKtsQPimj0/KQXVZJ8A4hpTGlOiSxFZalwSFvK2Yq70elBpaRygzs+5MkKwLRA/ZgObyo5/FVmPy+FLuDr2MlZXdqt+x2MqTFw4JchPM0xePoLqqSO445H/Dk7NUdN6PpCyTnkvGcBzcRmEBsuWXWbFBbalrkF/LrIkgfq8FNscZ7EpB9XuVUbNuegcGmtlpaSCtp2ct7oJTdxP6gMD7nrMeGMYyK/TvhfmNtr160j/HYSgYqw4V/NFnw88xRDGqPnTAEeUv8h4NGek+2WL3wVfY4xFf3TmTxsvIyk0MDBoJ0zAZWBgcHuQ5Xqm52vp7mz6ojK9WFtu0QYknAsTuT7StSzDERFc200sYLW2GU84Ci5ChnSQWBa4DDR1eaK26BbHaf0kVhQscc60vCauSS0DwJ+PPgqJV7OJer6Bgtst87bkcQCsZggSKhmikHbpgRenwOzcJRw59mVsGXkcRVYEb4TxfkEUaAGARaQLIG3Gcj3qqPJhukOclIvZyfwlcb91Z0Ix7jpLwTW3OCrGiqix0M+hB25ijoUE4GFyP85BCMHOzodw6Po3MJTfCMfS1tM2Bc/HuX8WxfzpN3Huza9h785fRWXGAvEDNX51f7H7pKe5MKZlfLYdzWkhqw0CdV16vpoYC1sbK30swoyIjdLFgSglSXdIEVzogYtWa07VT9OcDfWaaWkJsB8AlGKkuBWHJr+JTV33gLaw+WcswHxjAjV/BjfqFzDnjSNgHnrcUfTm12Cwc1vSXKSZqhnGtLp8evBHCaq1SZTsLhDE/Q2ZyvfSXE21ziSlkmKbLslMvND5CSo5YWBg8I7DBFwGBgYG7wJkm3wsDcfKww/rt3xO36/j9bf+BjtX/xwGOrbdcjs3DSt7gX67UbS74Id1hDxAVsWohjeHi9dewdWrL2HXnZ9GZ/7tSzV/EutwAUDJ7oHPmlHhbWsxGXRx7nWcnTsEAoqS042+/FqsruyCRRyML5zGW9NP49jMM3ho7W9jwZvCjfp5rO84sKJzzzcncfz6k9jWeX+7L0uCcVOHy8DAoH0wAZeBgUH7odf30evb6G+Rs9zs0m2IY3QGTJdDxfsQV8t/0qWIaUe3RG2s7DwindUiWWYZ+nEyOV9tE8dIcw4oBo0j5bYnTDN0Iw+NKZLMneY9AU+xAJOTJ9HtjgK1umRNqK3ap7HMjdkEvsPw6ov/GWuH7kV350ZQxvHasf+CVV17MVjeIk3gaEPJ8IgXiAuImB1otatytpIcwlE1ltLywPRYJZwoxbilpaKp+aCbQ8T9AaDMD4JA3Wvf1+pcae2EsakFgEvV19GZH8bE/BlM1i6C8xA+ayBgHkZ69+J92/4b5HknSM2X7YixIAFTbnsxuG2pjGiGzJphCdZJBNeJOlCCrUsFo+naUvo+OgOmQ7oE6mYyWeOubdeZZXFOx1lsXhMbbZxfeAUcISxuIfAbOF99FdfrZxAwHxaxUQ+r2N/7YXQXRqPjco5so5zrxdrOfXh1/Bs4dOUrmG5eAQCsrdwZMV6yL6mxiPtyfOy7WFPejaH8Rs1shGIRy+r7kfGI2KazeAAabAHNcAGducFFv0OUZESRBgYGBrcIE3AZGBi0H/riRc/b8oNkMAYkAyNKFy8gddlUuphxRkCUkA1RGi3Gsxzw0q55QJTjlZYdhUyyT4RQJT8EpFQxwU6l87oYV99TkjheBlqyf1rOj2Zhn8gxE/s6Fi7Nvoq9HY8pR0g3B1KLcpkoAO7HQRgFKA8xXx3D0erfwaI5cB5iTc8BbB74GZCGD4I4cLCFTC4AF9cizs85SBAHuaEmo+NcBQyWvqjVFvMyt0tcHlXBsx4It6r7lXUPdYt/PaBIzyEt8N7T9TjOzh7GxNwpDBe3YHX3+2HlSwgRomB3wLELQAPg0K5PC0K4RVSg6Yj5l7Q053pwBCsKRkVg4DiL+6fnLwFJx0IgWVqBcSWdE/3Sx5+S5PMk2tfn/SJ3zha5Yumi5aJPloXB4mZM+lfx1NXPgnOG7twItnU8AMcugPEABasDObesjhcvCiwKhAw2LGzrehAvT3xd7nJ28nls6r1PHaM7iQbR8bP+dVS969jX86HkvGEcAE/KBPV8NHGd2m/GeP0Mjs08gzXF3djR/VDqBY1x/zEwMGgfTMBlYGDw48WPs5BuugZSGsv1JStv5maQZbbRCsvJ7FJtTXgX4RAXXbmhaEPKNCMNyi08vOsP8NSbf4y71n4KHe4AiLbITwYJGbgJd79l0SLn58eBkeJWjJRi+aRkytzEXOD5LMHhrYGkWdY0lhvX5SSJyx2/3PfL9a8FSnYXDvR9DI2gCkII8rSUbWyiIzXHK7k+PDz8bzHdvIortWM4N/8qKvlBDJZauEJSgnNzL2ND5UB2YenlriX1gmZ1aRcuzx/FxdoReLyBvV3vlzb1xqXQwMCgnTABl4GBQfuhM1WcJxPzWxVwFUh/n5BdpVzX0myVLlnUWQEB/Y24fpytSdD0fscLRMIzkvhbBVO6dE6rCRb1ORngkVhKl5W/RQhd7KKo4ZXZJ7Cj9AB4EMSsmZc8vmmBUG2x7gfgwTwcWgB8H9TmQKgCUhkY+DGrRrQaSjorojNRWfdQDxBajZGQwkm5HUXCxk+MoXTOSy2uZb+0c+lOkGnoLGoYKiMIXean9UXepfh+8YQcT10XaQaqn5qhg36XZUFmmjEW+rgSbXx1o4hFzpw8cv5MIy4CHl2fqIPFkgYc6XOKc6T7pJuC6O6Hsn+qyHTBrizui17cOwup4uDd7gi686PoXhjB2ZlDqDi9KNid8MI6ZptXMVDciJnGVVyvn8N47Qw2D92j7qkuiUyzdLp7ZqjJL+P+UW7hrp6P4Mnrf4lr9VNwSQHNsIYNpTuMS6GBgUFbYQIuAwOD9sIocX4sKFld6LT7ltxnvjmJ0zd+AJvmUPdmMdscw4bu96ErP/xj6mULtJMtM/iJwXBhK6r+JF4c/yo45/BYHQBHX2Edqs0JrCpux97u96PkdLftnAHz4NIitnc/hIvV1zHlXcFoYYthuAwMDNoKE3AZGBi0F3FSfYJpEKyHbWfL+FLJ7IltOvScjJQhgoTOuqTZAZ3hSuTF6PbRqVykRD9J8nOKweGcgaRtuFPHZZlyCKZrESOUznuKr4FzBsYDhDxQbYo8M5nvxlGrjeFa9Th2dD2MgeJadHd/MLJDb3qLr0+kLIk+pcc/iy0U0KWXWW6LIdNqH1HFTMk6WqHGUGXkc6WlnenvLZq8b3p9LiDJhqbLFAAA14wicpppAxdMjsY6+S2uT4Iq5pDS7PcPutGDaFf0VbeN12+BnqNFtTpS6bHR5ZoWFBuWVaag1T3MquOlf6ezhWkGDFA5hWkWWj572nOn/TZQEGzruA/byvegFswi4B4cu4TrjbPY0/EociQ2x/F91f5S+Z/pa0pZ7AdeDVebp9FkNTg0j3l/CsPuJvQ5q4xphoGBQVthAi4DA4Pbg0AtOhOucVkBlx5EZdXdynI8zEr01xd9ek0vKSVKGW5kFmjVg4cMI4cMdkY3yFhUbBVILHAT+6a/pyQZkMWBGCEUnCrjjBqbA0DRk48c4DgLpHyLhwyn6ocx5p8B4yEGcuuwJr9dXRqLF6vMSgYh6XpPlKiFPwuTn9PQAxKBdCDg+1iELHmnHmW0YsKyAnT9vOn7phspZNRPS7TT9NR2kRfHuQoSWkFcr543mHZXlOel6vt0zTFAG2Ntmwhkg5QcUAZqQh5rZ98j3cwkTAWcOvRnMKtQt/6iIi33Ffcla4z1z1mBsA5KUcx1Y9obw/Pjf4UOpx8n557HcH4zdnU+nNx3qSLPreZPEMBnTTx5/fPgYHBpCYcm/h7dzgj2dD4W5XEZEtbAwKCNeOcylw0MDAwMbglz4STqbA6nFw5nft/kNdRZFV3OIPaUH87cx8Dg3Y6y0wObuFhV3IHV5T1YCGba0i7nHEfnnsZwYTPytAyL2Bh0N+COzseVaQZMHS4DA4P2wTBcBgYG7QXHypzPlpICAck330yTiC3lLKi/ZU8bYIjvl8ofyrKkT29PbEvtb6WuxUoxcDrTkiUXA5RtfIs6YcSyUGVTAIBpf0z1JXGN0cdhewMsRiMJW7q9NJORZh84STIhLFh8vOq0ksllja9ux51ltqHft1b3aKk5FYTZTIrAcnOsVS24pmZEQpdgarIYPiAav8z5qrMx8fdZdelIi2sW8yps0Y5u7JJm+9KsYqvt6e/lua3F++ntAwkDEYksx0+dvc44v0NcrCnvxvmF11ELZqJCx1mlIERbWY6O2vPKgwBT3lWcWngJAJBHEQ02j4d6fxV5q5y4BgojKTQwMGgfTMBlYGBwe5CVg7WUnFB8rwdXwOLFeFbOiC4tzFp0ZcmOWi32luu3voDNzPPKCBzixSbnLBlQiTpbos96nS69fpdwxYsXmw22AAAYdNZFx8bHc85x3buAMf8MHih8AkWrAwjDqJ6WGJZ4EZwo6hyGyeAr61qzxkrfb6lANkualkb6vlvW4m16f1eCLOmbfq2iHa2IdmK7Pq/E1Gk1h4WTZZbrn749PVZ8iXFtFWSmc9CARAwHP9X/pfqdblO/V6KWXfr4lc6BENnPk6XmeGab2lhtqtyNkt2NitOLCulOOpG2uq5EzbE4X4v7ODL7XcwHU1hXvAMz/jXcaF7EtvI9UbDV6roMDAwM2gATcBkYGLQXxqXw1tCC0RIQAZLHGpj2r+Fg98fQSXoT+5xoHsJUOIb1zi4UaDmrmfcGWrEYBj91oMTCaDGum7bSQDsDJ+aex2TzMh4Y+BRmm+O43jiPB3p/GTmaTWQZSaGBgUE7YQIuAwOD9kK8JM5iD1q9Gc/Ccm/30w5l+jkF0qyM7upGM86drh+2lHyxlWGD7gAX7yOYKkJoQu4lGSzBOmkOc5yzRO0rse/ZxmtosHk0wnl00V4ADJwxEEoRcA/gBEWSqo2kmzfEzntcP58e7Alpm85q6dAZi6x70QpZkrVW46v3IX1s1t/LIT0v0sfrRhdZUtZWyGID9TY0hiVxTBbbtVxduiwsx1rp170cQ6Ufoz8Dy43BcsXDs+aICKhbFUrOmh9p51PxvX4taYdQjfHusQdRd2bw9PgXULQ6cEfn48jBTbalSwqNS6GBgUEbYQIuAwOD9sIwXLcEPdhaCmW7BxQWOp2BpF08gC3uARyqPYGJ8BKGnQ23oZcGP04wHiJgXksWxmDlGM5vxnB+c/SHnnvXAowbhsvAwKB9MAGXgYFBeyHWMHq9q6XegmfV60pDf8ueWTsrw1Qj03IcSUMB+XXMQKXPuxQTk8US0GwWIcFcJWqGaX2AyuPKOr9oY8q7gu2V+1EkFXBEzAyhFCwMcKT5HMq0C1tzB6LDmVabKz1uhCjXcZZhAIKkEYTod4IVS+dCrQSt7stS+6aZjDSWWDjHDa2oaxJLyTt1g4xWjO1ypQ+Wgnat3xn//wAAm0t3YWNh3+K+raStrH116/+MWnLq8KVfAizKSVwK+vOqM5hZ+ZnJk8Tta7llOpO1VG5hK8i8tNYstjHNMDAwaCdMwGVgYNB+LLfoBLJray3V3krOsZx5Qws3uSyjiuRiUyz6SHaglrEwTSxG9f0TBWxTwR/nSfOD9LEAHORQ82fAc8oBj1Hghfl/hENc7HUfhEWs1LEcnHD4vAmXFOW5+HKBEl88VvKaGUVmINNq4Z2uOabfixYBU6vFf3rceVax5SXaXdTH9LxYLn6UnhKtApKl5kjyu8w24r6sL9yBBptHn7M62ddU27eMENljFJ9/JeMqXxRkjVlqnLOvNTaU0evPif3Srp+y39rJdPfLpYLaLKnoSmWWBgYGBm8TJuAyMDAweDdghQu+TnsAZ+uvYQvultt87mGez+De/EcWBVuMh/jewn+Rf+8uPIgRZ2N7+nyrWJaRMgCAraWD73QXfmphTDMMDAzaCRNwGRgYtB/pN8dLmWUkrKmXYUwWfZ82vchgLpCS8Wn26EsxJDr7II8Pkc3QaMckGYiU+YPeR/1adBvyLMkkpZL56qFDOMs5vj/1BewuPoQmr+FY7YcAgLP+EexxH0j0KUSIAimjQMso0270WsOq/eUs8NOsVPpaMxAxX0tAHx9x3SsIwHgGhcKpLitdRqqYdV1Z/VrOLCXr/Km5kDWvssarFUOWnK8ZbExi5zYFr7o0L2xTm6lLTstmCaGq5EHWWGTVGQOSDJU+VumxWO53KL3N1OEyMDC4TTABl4GBQfuxqLDtYkleYgGqfb9o4dUixyQzWPJbLBSzcrEYX5w3lZK5LVrkp3NexLWI/VotfhNBZca25Zz/tODIpQWsym3B8caLeHXhOwCAbmsIm919eLX+fZzz30SPPYwO9IAQAofk8EDxE1EeV7o/er2ldF/0gCzMWJS2uFZObmGx3mrcWp1L5o5pC+/lnA+XlJqmgtuVBjFh9n1ddgyyJHvLBYxZNbOWQ9a8ageWG+us8+v7p5+blscvLfNckdHMcvl4+n5GVmhgYHCbsDJbLAMDA4N3Id52Dst7FGvzu/BA+RcxYK8BAHAwTIfjKNMunPJewYu1f8I8n3mHe2lg8N6FkRQaGBi0E4bhMjAwaC+WMmPIYqB08wisPIhalh3Q374vx3qE2jHhEudPS62yWAOdIVpq23JYxBJqTowAirSCO4uPosnqmA0nMBlcRafVj9X2VhRIGRXaLQ8lGdJBUbtLtqmbmLTqw1LXord1K1iqple6/1nSsFtxq1uqH63QQoLWEum+MwZRC63l+W5lvmQhy92znUi1mXDFBJIOpa3GrRW7C7SWNsbHJxiyVkzWEsxY4jckTDJmRlJoYGDQTpiAy8DAoL0wdbh+rHBpAQNkNQbsyMmOt1M6ZmDwUwrGA8NwGRgYtA0m4DIwMGgvxEvp5VgngZCl3ngvbRWeaDPLFj7rs44sJqUVO5P+Xt/WClnfL8c0tGIBVrhvqyAri9laFsvlUy3FyKT3v5XaSK3aW6pPy21rhZX2T59rrcod6PclYUCRQbFkbVvumPR+WX0QH5eZo2Je6Pu12pZmrXRmNOv4pfq1aBsh2fMpK7cQWPyctjJCWa7cQIvcsYQJi4GBgUEbYQIuAwOD9qOVLK+V9Et36bsZh7SsxdxKGZ7lpHN6+0stkJfrz0oQH7dI5qfvcgvM1U0ds5yz39sJgm51v1upz3Yr7aYD6rSk72aNOLICglaSupUWRF7JeUXzy9yrRdK/Fsfr86fV55V+fyv9XDRmy0lNpez2FtPTtd8eSmwjKTQwMGgbjGmGgYGBwbsAP1VSwJthoQwM3gEYSaGBgUE7YRguAwOD9oLzxRK65RbYWbWnbgY3YzKgsw9vx0iA80VBUvqN/XJMQnq/9OeV9CE6wa2xRZn9y2rrVqSJK+2X7MxN3IulxihLKnozyDqmFZOyEknjchbvN4tWdvwrnGut9rnlOXgzSM3XlT4/rb5vKb1czrBmBcYnhuEyMDBoJ0zAZWBgcHtwM8HActK1Vg526X1XkmvVKtdGdPttyKFaHduyzeVytFbqvJcR1BJKAULAOcc8mcOkfwX/f3t3HhzJed53/Pt095y4FrvYi8vlvSR10BIlURR1WJRtxrKsy0fkOFaiqiROnErkclWcP1J2knJScSWOy7EsV8WVOCmnXLGcWJZkOdZhyRSpg5Ql0pJIkRRFcpdL7r0LYHEOZqa7n/zRg9kBMMACg2kAu/v7VM3OTL/9vvP2i57efuZ9++3v177BWHSI11UfWLu8zejnbHgbmTGwW55uJ9mr7Y9r7Tu9Ds00u2xg323f2Mi+td48XQOxjrawMGxlWv9Q1s5rvNZbp424bP71HFu6HTvW9UOA7sklIv2jgEtE+kujxXaE8fg0zze+xcXk3JLlw8HYNtXoGqWb6a4q9RRwAgu3uyorpK77cIlI/yjgEpH+Wjy/XE9Pwnr1MoNdt/s5dVqlfp2/qq81TKsvw66W92Ct595hq6Qv1nGGKY4tPMGF+ARNr2MYPzj4AYphBSPALlfu5WZZ7NQ5XGv50K3V2n+tHszVbHRCiV5mL+ys93q3pZtlE2LMW40LzZeZSSZoeI3IigzbKIcLdxJY9315XbP/LU/rsn01m8cwKsFg94lZOvKnnnKmeZRjC9+hGgxzY+nV7A72LSl/Jp1gIj1HLZ2hEgxxOLqT0Jb2jLk7DeqEFhEGEQlNAkICN5oWs5DOknpCQszx+lOcax7nHcM/R9ELK79THX/LxR7b5fVe0/LeztWGhnYRmO7DJSL9o4BLRPK1yWFFm/7sbidasPRkax3B11ppmw6+NhBcrVWn5+rf4kTzWcrBIInHANxafh3laHBz9VvNWjM9rtbuq62/3HqCrNVmAdyM1QLOdQxvc3cWfI7Em5xuHKWWTHOu+RIHijcxFI5RsuuIvcHx+tOcio9yqHiE4XCMkXAvjjMZn6YUVKkEQ4QWQZJ0D0IWX6YpVijg7kzEp5hKzmME1H2e1BNONV4gJeZw8RUEFuKkBEQk3qQaDpE0YmJv4iScj09QsBJ3lu+lls7y3fmvEFmBopWJaVJLZwkJGSscphIMcjE5y3NTjxFaxJ7oOgaCXQCci49TawVVAIaRkhJahHtKJRgksIiAkHIwwMHCrTwy80mqwTApCYnHOCmOYxihFdgbHea2yus2/re8XIC15vV+6qoXkf5RwCUi/bWTzlOugZn/3J2UhDAocKL5fe6svIkn5h/iVZW3cn3pju2uXnf97NHaAhfj8ywwz1jheiIrtJennnIxOctMMs5McpGJ+BSJNwksYl/hRnZHB7mt/Dqq4fCS8q4r3sbZ5otMxKc5Xn+KxGNSUsrBAIk3WUjnsh4iIl5ZfBNj0aGu9ZpPp3lx/nuMxycJiRgrXI/jlGyAIAh5/eDfIiRiIj5NSkpAQEJC0crMJVOERIRWIKDAHaV7GIuub/eAXle4jankPAkxIRHlYICyDVy61gtIPKbhNSbiM9SSGRznSPmedn0TmoRk7dX0OgUrrehhdXdm00ka6QJhKxALghAjwEmZjSf5zvyDnI9fZle4j8FwF+VgkGowTGAhs8kko9GBJX+XftAshSLST+Y77D82EbmyjURjft/Q+7e7Gt0tn3BjMwFZr8fO9c7ct7z8LvnmfIbHZj9L0+tcX7yDs83j3Df0Pk40nuWl+tNUgiHuHniAIoXN9TTmPWvdZotpDZOrpbPtk/bICq0ep1ksLBASUUtnSNIGRkAxqFC0ctcTdQ8C5tMpppNxpuLznGkcpRqOMJdMUgyq7IkOEhDyUv1pquEIu8J9DIS72B0dYDAYXf+wzSDI6pjOYhZQDgZazeI0fYFj9Sc513yRtw3+NLhTT2tc9AvE3qCWzvJy43scLt7JvuKNDLHr8p+7k62xfyYeM52MczE+x1x6kYV0lvl0hsSbVIIh5tIpRqMDrUBsiOuLtxNZcWVBG9iPH5z52LFGWrull00REVlOPVwi0mdX8EnfFaSeznMmPsquaB83lF7FY7OfZV/hBopBmVvKr+Hm0l08U3uUJ+Yf5O7KDxPS5QR0B0o8bvfETCSnGQxGqQZD7d6UkAIFKzLvs9TSGWrpDFPJBWbTKebSqdawuZBDhSOcT14i9iZNb+CkDAaj7aFtDV+g6Q32FQ7T9AapJzieBTM+R0jISLSXajjCvUPvoRIOMZ9M0/AFzjVeJPGY+4bez0A4sqntNTMq4dCKZUcXvsPx+lPcXLwLgKnkAt+ufYmhcDcFK1EOBnjtwA8xGh3IMl3FvbmhRYxG+xmN9ndNr6fzTCZns+f4LM/XHmdXtI/hcAzD2pNyFChSCYYYCcYoBmtfoqUeLhHpJwVcItJfy+/D1anb1Nt5XuO1/DPWmkZ+eZ7LWaM3wd35+tz/YzAcIbIiJaviOAeLt1FlYP3ld/YAtV43afC12U9S9xoAd5TeSNGLjAR7GY9PcaZ+lAOFmzDgztIbeWz+LznTPMYhO5KVs1p7d7u+pdvrtfIsd5l7Ri2yIGDBFnh6/hEuxCcIiXBSysEg8+kUkRVJPKZoZRq+gGEUrEw1HKISDDFc2Mt1we2MRHsJLWI2meR04wVuL97L3ugwKQmpJxSC0pLPnU+muRCfoBwMEBACRmQFKsEgRass7TFypxoMUWWIXZW9a2/3ettojbQiWUBQCYd5rv4tTjae5fbSG7iueNvaZfR71MpW9Zqt55ixilJQ5UBwMwA3ll5F4jHnmy8zn07heCuYhgW/yNn4OFPxBSIrcF/13ZSC6qWCOrZV9+ESkX5SwCUi/bfajUXXuofWcv0IyC53Q2R3Ym9yOj7KaHiAgWCEmAYzyWR2cb9nv44XLDtR9zRdMqNgewKLjtkGTzae57v1rwIwnV5Y8nGnGi9wV/Vt1NIZml6nEgwxlZznbPM4+6MbCSygGowwFIxSoEgm+0L6AAAX7klEQVQhKDORnMZxClaiZNkwuIFghDAtMO/TPFv/Bi/Uv01k2eF8cbICgMBCDhVu40TjWQ4Vj6zeFpsJPDvacsnbVfJbELRnnBtPTnOu+RJTyXnmkoscLr2C1w78MLV0hvl0itHoIABJ0qBoZcyMRrpAQpzNvLeiDoCnDNoIR0qva9crzK4MWrFNVRvkhsKdq2/PNg65H4sOMR6f4lTjOarBEPcOvHuVbc65jpspvx/B2nr3w459OLSIA8Wbu5bl7jy98AgX4pMEHq4xI6QutxCR/lHAJSJXrdRTZtNJZpoXaPgCBSvR9DpFKxNYSJzWqaVzHGs+2c5zuHAnLze/135ftWGGwlGKVmEmGafuNY4U7sYsYCTam00k0HFiORzsBqBiQ+yNrmdPdJBz8cucj18mps4ztUepBENEVuRs8zhFK3Nb6W6mk3Ga3uDlxjMs+DyNdAHHiazQ6iFLWfA5SlYh9iaxN9kdHqQcDFC0MuVggNFwP8PhHgDcUyaSM8yn08z5NO6+c67xMWMyPstj859jT3SII+U3sCval83MBwyEI0uG6kXBpYkaLjcU7GoxHO7hnoF3bnc1rgqJx5xoPMt48yTj8Sl2hft4y8D7CH31UyDdh0tE+kkBl4jkYtV7WC2e9K/3l+vLrHeq8QLn45eoBEPE3mQmnSD2Bgkx9bRGJRhkKNxDKagw1xqeNptcJCEhsgKhRRyMbqHh9XZQsyvcR+oJpaDC3vAwYVCgkS6wr3ADAM/Xv0VEkacbXyf2JkPBKIGF1NN5ErLp2Gs+w0vNZxgJx3h15a2X3cz9hRtXLGukC0RWbN+vKfWE6XSCgpWo2tCSAMrdqfkMF+KTzCQTnGm+SErMrnAfb6q+O/t1n1Wmld/s9T/Lpipf1J7RLghIPGY2uch08xwXk3NciE8BcHvp9VmQ2Oqdkg3Y6ZNerVa/PAL/Lr3n3mxyunmU55vfYTAYYV94mLuqbyGiACks6cUyW7LvBug+XCLSPwq4RKTvOk9cNnyPqtZJ2oxNUQ2GCYlIiEk9oRhl11vE3mQ6vsB4fIqj9W+zv3ATmFENRjhQuImClQitQMkq7V6TfuqcpntxBjVwikGViAIJTRbSeZpeZ290uOfPWd6bc7L5XOs+RdlU8ItTZ0/EZ5hKzmeBWDDMQDDCraUfYG90w/p7tfowdKye1jiTHGMumWLB56inNVJiml6n6Q2qwTDD4R52hfu4pfiaTU84sWNstO16CTh2enC1EasNOe6X1jFn2qb4fvNx7ir9IHsKB7t+lsfxyjqJiPSZAi4R2REW0nlCi4haw3wenf80kN04NSDEMKrhME1vUE/nGQp3szu6jldW3sL+wo0Ug0pW0BbP1rY4g9pSFarBcNf1e5Vde/LokmU3FV9NQMCh4hHujn540/ciqqUzXEzOU/caZRtgd3hg1SF8TW8wmZxhLplizmeYSs5RS+fYX7iB4XCMPXZdO+AtWImiVdo9dSJbISVu3QDcaaQLFMPKBvJqSKGI9I8CLhHpLwMrbOzEfzoZ59G5TwFQtgGuKx7hltJrOVb/DiPhXg4WbwWyIXbVcIhqsItKMEipM8jaikBrq38F7/hF/nv1vwZgKNjNTDrBvugG7ijf05ePSTzm2YVvcKr5AmPR9ZSCChPJGZ5aeIRXVd7MgcLKCQj+Zv4LLKQ1doVjFKzMocLtDIa72BXu6/tNaHeUfuwD6k3J5HhN4UR8hoV0lsFwlMcW/hKAO8pv5KbyXUurUOx+u4SgpiGFItI/CrhEpM82fhJVDYa4qfRqTjVeYMHnOFr/Nm8b+gA3l3+A882XmIhPt+6nVOdCfIKUhFo6S0DIaLSf15Tv3zkTQuQkG15ZYCAY4YbiKyhaielkPJuxsGPY5Hw6w8uN77WXN73Bi/Un2R0dXHItWdMbvNR4mlo6y3h8ktHoAG8f+hlCIuo+x1w6jXvK8cbTXQOuajDCXDrNZHKWyEpMJmeZrU9StApvG/ypqzvokh3taP0JTjSeZVe0n8FglL3RYUpBld2Fg+suQ5NmiEg/KeASkW0XWZE7Kvdye/mNpCTtAOL7tW9yrP4EEUVGwjFSEgZagUdEgcnkLNPxeJYnz8PZdvVIdHzujcVXciC6mdPNF5hMztL0emv69JnWtVG7qQRDzCZTnI2PrShqLp1a8v5ifI7n698CwAiYiSf56swnaLBAkexasKFwD/uiw5xvnmAmncBJST2l4TUavkDJKjS8znw6TUBAwUrttKsi4FJPVL6Wt28ffjQ513yJ5+qPc2vptdxafO3KH2LWut9c52Ldh0tE+shc/6GISB+NhGN+3+B7+1LWZHyWZxe+wVTrflZDwW4OF+8k8ZihcJThcE/7Hll9d4UcG1NPmEknmUknqaUzxN6k7jVq6QwLPkfiMZVgiNFwHzeVXk3qKdPpODPJBDPJBPPpNHWvta+1CghISYm9QdMbhIRUgxFGo/2ERBhGMahQtirlYICSVYismMvkJFvmCvlbX/PWEZAlHnMhPsnR+ndoeoOx6BC7on2MhHtXzOy5lgdnPnaskdZu2WyVRURAAZeI9NlwuMfvHfhxAkLqPk/JqiTEzKVT2XTtHjMYjlKxwQ0NA3xw5o8IKXB7+fXsDg9eun4rL1fqsXFZmza9zmwyyYX4FMcaT1CyAXaFYwyGowwFo1SCYSrBYNceqdRTmr5A0SpX95DNK/Vvfa3ZwD7o7sykE4zHp7iYnGc6ye7FVwmGOFy4g2owTDEot+6bZzRpEFFoT+zyxek/fCb25itz2hIRucYo4BKRvoqs4I5nMwtaNsdg4jHVYCjrQbGQ6WQcwxgMRikFZYpWoRoMUWmtE1mRiAIxTRrpPDExJxvPtXpsmsymFylaud271fAFml6nYoO8ZfAn1tfbcq0d+8xIPG7/XbZEtzY2u/baXnaE2JtMJec52Xyehi+0bl0wT9IakpwQU7Yq1WCY6XT8xUa6sPLiRRGRHlzBY0BEZCcqBwO8ufpeGl6nHFSZT2coWHHJ0L/sJr2zzKUXqfsC9XSeqeQCZ5ovtoeyxa1fnEtWJbTFe3HFJJ5gGA1foOFLr2sfDHYReMCSG5pKxp2QsP16O+shsh0iK7Anuo490XXtZfW0RsGKBBaSekLN55hPp3ly4SvaUUWkbxRwiUhfhUQEFlK27CbF1WBoxTpmRtWGuqath7vT8BqBhUQUr+7hbiKSm86hyYGFDNgwA8GwZikUkb5SwCUiVxwzo9QK6ERE+i0w3YdLRPqn+3yoIiK9MqgOZecqi8+rvV5Pej/L2unpO6kueabvpLpoW7WPdnudelJDRKRPNGmGiPSVmT223XUQEdmkC+7+zu2uhIhcHRRwiYiIiIiI5ERDCkVERERERHKigEtERERERCQnCrhERERERERyooBLREREREQkJwq4REREREREcqKAS0REREREJCcKuERERERERHKigEtERERERCQnCrhERERERERyooBLREREREQkJwq4REREREREcqKAS0REREREJCcKuERERERERHKigEtERERERCQnCrhERERERERyooBLREREREQkJwq4REREREREcqKAS0REREREJCcKuERERERERHKigEtERERERCQnCrhERERERERyooBLREREREQkJwq4REREREREcqKAS0REREREJCcKuERERERERHKigEtERERERCQnCrhERERERERyooBLREREREQkJwq4REREREREcqKAS0REREREJCcKuERERERERHISbXcFRGRnGrMD3qCRvTHDOhOt/U/HsuXvV7zovqzb8mXJYF2WrVaPpW991TK7r9/ts3zVdddY3moPX7H88vkv+3l9yrPuvOsoc13buc5076Ueq6b72nnX1V7edXnXrO20FS2SLV+RyZeWs2T3u1TGyq9XR9qyyiym2ZL1AVuWZ3k5Sz7DL7vOys9Zui1mnelL111R/8X0Ze231vrdPmvV9BXvlz63129/vi1LX/66M33puo8/Uf+8u78TEZEWBVwi0lWDBvcGD2CBgQXZM4AFEFj7zMiCIHsdtDrMzSAwzFrvF9ddvo5dKuPSOl3ydJSJGd7Ow4p13OxSv711X9+t44zWDF8sh9aJfkf6Ynl+6SywvU47KLCsvp3v2+W0y+wIIhbzGtlnryvPpWVL023FspXrdC+j8/2SgGudeVaUYauX0a7P5T6jddK82rZc+lxfGpS1y/ClZ9IdZS5Zp/Xelr3P8l4qw1rl2Sp5zLy1m3WmZyfutmydYMl779j1s/dBR8DRXtaRJ1iyTut9Kz1Ylh50pLfXYfF9emkdOstICZeUkRKYE7I0T7ZOx3vSdhmhpQQ4YXv9tJ0/7Ch3SR7Sdr5LZWR1WUxfzBO2tyXLEy7Wo/WZ7c9op/uSeoYd2xuyuG203wdA2H5vrffWKtNay6xVTyMgyJa3jltB6+ATHnxuDBGRDhpSKCIiIiIikhMFXCIiIiIiIjlRwCUiIiIiIpITBVwiIiIiIiI5UcAlIiIiIiKSEwVcIiIiIiIiOVHAJSIiIiIikhMFXCIiIiIiIjlRwCUiIiIiIpITBVwiIiIiIiI5UcAlIiIiIiKSEwVcIiIiIiIiOVHAJSIiIiIikhMFXCIiIiIiIjkxd9/uOojIDmRmnwPGtrseIiJXmAvu/s7troSI7BwKuERERERERHKiIYUiIiIiIiI5UcAlIiIiIiKSEwVcItcQMxs0s98xs9NmVjOzx8zsvevMe6uZfcrMpsxsxsw+Y2avzLvOeem1LczsH5nZp83seCvfc61y9m5FvfOwmf2iowwzswfNzM3st/Oqa942+R0xM/vHZva4mc2b2UUz+7qZvTnveudhk23xU2b2iJlNth6PmtkH8q5zHszsejP7iJl91cxmW/v4/RvIf1UdO0Vk4xRwiVxbPgn8HPCrwI8DTwOfNLN3rZXJzPYBXwFuAj4E/CywG3jYzK7Ps8I56qktgF8DpoF/BbwT+C3gA8A3zWxXftXNVa9t0enngTtzqNtW20xb/D7wG8CfAu9qlfMZYCCfquau1+PFh4CPA6eAv9t6nAT+j5n9g1xrnI/byI55s8BfbSTjVXrsFJEN0qQZIteI1knSXwA/6e6fbC0zspOBPe7+ijXy/gbwYeBWdz/VWrYHOAb8b3f/p3nXv5822Rb73P3csmVvBx4CftHdP5pbxXOwmbboKOMQ8BTwD8lOtD/i7r+UX63zscn94qeA/wu81d0f3Yr65mmTbfEQWYBxi7unrWUBcBR40d3vz7XyfWZmQcd2vJ8sEH2Huz+0jrxX1bFTRHqjHi6Ra8dPAFPAny0u8OwXl/8F3HmZIS4/AXxh8YShlXcc+HPgJ/Opbq56bovlwVbLN1vPV+Iv1pvZLxb9V+DL7v6n+VRxy2ymLT5M1gZXfLDVspm2aAKzi0FKK29K1kNUz6e6+encjh5cbcdOEemBAi6Ra8ergae7nDw80ZG+gplVgFuB73ZJfgLY1xo2cyXpqS3W8EOt525ttNNtqi3M7GeBdwD/LIe6bbVevyMF4E3Ak2b262Z21sxiM3uqNbzuSrSZ/eJ3gVeY2a+Y2ZiZ7TWzXwHuAP5LDnXdka7SY6eI9EABl8i1Yw8w0WX5REd6N6OA9Zh3p+q1LVYws93A7wDPkQ0pu9L03BZmNgZ8BPgVd385h7pttV7bYg9QIrtG533APwd+DHgS+AMz+/k+13Mr9LxfuPufAe8Ffhk4D5wju+bxb7v75/pcz53sajx2ikgPou2ugIhsqbUu2rzcBZ2bybsTbXp7zKwKfIrsIvgfdPcrbrhUS69t8Ttk16L8bn+rs616aYvFHy/LwLvc/TiAmX0RuAX4N8B/71sNt05P+4WZPQD8EfAxsglEQrLJNz5mZj/t7n/R11rufFfbsVNENkgBl8i1Y5zuv6bubj13+xUWYJLspKCXvDtVr23R1hou9GngbuBH3f2Jy2TZqXpqi9ZJ9c+QDacczuZTaCu1Zmycdfe4j3XN22a/I99bDLYgu+bJzD4H/Otuk63scL3uF0Z2ndeD7v4LHUmfa83K91GyyTiuBVfjsVNEeqAhhSLXjqfIrqtY/r2/q/Xc9fojd6+RzS7W7ZqNu4DzV9iJJPTYFovMrEw2mcB9wLvd/ZH+V3HL9NoWryL7P+QhshPLxQfAL7Re/0hfa5q/zXxHnl+lzMVIdDMTL2yHXveL/cBB4LEuaY8BN7e+P1e9q/TYKSI9UMAlcu34JLALeM+y5X8feNbdn75M3gfM7MDigta1S+8BPtHvim6BntvCzEpkwwjfBrzP3R/OrZZbo9e2+DjZZBnLH5ANI3sH8I2+1zZfm/mOfIIsQLlpcUGrt+fHgKPufqG/Vc1dr20xCSwAb+yS9iZg3N0X+lbLne9qO3aKSA80pFDk2vEZ4EvA/+i4D8yHgLeSXegPtO+h83Z37xwj9pvA3wM+Y2a/BsRkN0ONgV/fktr312ba4uPAjwL/Dpg1szd1pJ139xdyrnu/9dQW7n4COLG8sNbQwhPruUfRDrSZ/eI/k12n9LnWd+Qi2X3JXg/8nS2pfX/1ul/Uzez3gF8ys98n+76EZIHaW8mOG1ccM/vp1st7Ws9vb00aM+fun22t8xBX/7FTRHrh7nroocc18gCGySY4OEP2K/TfAO9fts5DtG65s2z5EbJhdNNk99P5LPCq7d6mrW4LsmsyVnv8wXZv11bvF13KcuC3t3ubtqMtyG72+ydc6uX55vK8V9JjE9+REPgnwONkgecE8HXgg4Bt93b12BarfedfXMd+cVUdO/XQQ4+NP8xdE+SIiIiIiIjkQddwiYiIiIiI5EQBl4iIiIiISE4UcImIiIiIiOREAZeIiIiIiEhOFHCJiIiIiIjkRAGXiIiIiIhIThRwiYiIiIiI5EQBl4iI9MzM3mlmbmb/vkvafa20uplVu6R/3sxSMxvbmtquZJkPmtkfm9nzZjZvZi+Z2afN7N7tqpeIiFw9FHCJiMhmfBWIgXd0Sbu/lVYE3tyZYGZRa9l33f1CznVcSwn4Q+AO4I+BDwP/DXgd8KiZfXAb6yYiIlcBc/ftroOIiFzBzOwR4A3ALnef71j+eSABXgv8T3f/1Y60+4BHgI+6+y9ucZXbWoHfW9z94WXL9wNPkdX/oLun21E/ERG58qmHS0RENutLQAF4y+KCjh6sh4Evs7IH7P6OvGsysxfN7CEze42ZfdHMZs3snJn9pplFZlZuvT5pZgtm9mUze8V6Ku7u8fJgq7X8bKvu+1oPERGRnijgEhGRzVoMmu7vWHYPMEgWtDwM3GNmAx3p9wPeSluP64EvAM8Av0w2lPFfAP8B+DhwN/Afgf8EvB74lJlt9v+464EGcHGT5YiIyDUs2u4KiIjIFe9rZIFJZy/W/cAc8BgwxaUesL/s6P16wt0n1vkZtwIfcPc/ab3/PTN7HPiXwJ8DP+KtMfJmNg58BHgA+HwvG2Rm7wLeCPyhuy/0UoaIiAioh0tERDbJ3WvAXwNv6OjFuh/4WmvI3jPAOS71gC32fl12OGGHkx3B1qKvAkZ2HVjnBclfaT0f2UD5bWZ2hGwijZNkvWgiIiI9U8AlIiL9sHgd11uXXb+1qPM6rvtbzw9toPxjXZZNrpK2uHwPgJmFZnZg2WOk24eY2c3AX5ENd/wxdz+/gTqKiIisoIBLRET6ofM6rs7rtxY9TNYDNthaJyULwtYr6SHNWs+HgdPLHh9ZsbLZTWTbMQg84O5PbqB+IiIiXekaLhER6YdHgQWyXqxpoAZ8syP9YbL/c+4nu5br2+4+ydY4Q3Y9V6dTnW/M7EayYGuE7Hqwb21R3URE5CqngEtERDbN3etm9ijwNrIep0fdvdGxyneBcbJJLgbY2HDCzdZtAfjiaumtYOshYJSsZ+vxLaqaiIhcAxRwiYhIv3yJrIfrzcC/7UxwdzezrwDv71h325nZEFldbgI+CtxhZncsW+0LrftyiYiIbJgCLhER6ZfOIKrb/bUeJgu4Ei7NJLjd9gA3t15/eJV13gEo4BIRkZ7Y0pl0RUREREREpF80S6GIiIiIiEhOFHCJiIiIiIjkRAGXiIiIiIhIThRwiYiIiIiI5EQBl4iIiIiISE4UcImIiIiIiOREAZeIiIiIiEhOFHCJiIiIiIjkRAGXiIiIiIhIThRwiYiIiIiI5OT/AxX4T5jID+S3AAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# The original (unconstrained DRE)\n", "qplt.pcolormesh(unconstrained_sd_ari, vmin=0., vmax=1)\n", "plt.gca().coastlines()" ] }, { "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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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# The constrained DRE\n", "qplt.pcolormesh(constrained_sd_ari, vmin=0., vmax=1)\n", "plt.gca().coastlines()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# The change in spread after the constraint is applied\n", "qplt.pcolormesh((constrained_sd_ari-unconstrained_sd_ari), cmap='RdBu_r', vmin=-5e-1, vmax=5e-1)\n", "plt.gca().coastlines()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python [conda env:gcem_dev]", "language": "python", "name": "conda-env-gcem_dev-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.9" } }, "nbformat": 4, "nbformat_minor": 4 }