From 6ae79903650d95c5c2ccc55929d2b9df3e5204af Mon Sep 17 00:00:00 2001 From: "wouteredeling@gmail.com" Date: Fri, 3 Feb 2023 23:30:48 +0100 Subject: [PATCH] added HDF5 decoder --- easyvvuq/decoders/__init__.py | 1 + easyvvuq/decoders/hdf5.py | 109 ++ .../simplex_stochastic_collocation.py | 2 +- requirements.txt | 1 + tests/hdf5/test.hdf5 | Bin 0 -> 1768 bytes tests/test_decoder_hdf5.py | 24 + .../easyvvuq_fusion_SC_dask_tutorial.ipynb | 362 +---- ...plex_stochastic_collocation_tutorial.ipynb | 1260 ++++++++--------- 8 files changed, 785 insertions(+), 974 deletions(-) create mode 100644 easyvvuq/decoders/hdf5.py create mode 100644 tests/hdf5/test.hdf5 create mode 100644 tests/test_decoder_hdf5.py diff --git a/easyvvuq/decoders/__init__.py b/easyvvuq/decoders/__init__.py index 7aa0195d5..ad04dbf88 100644 --- a/easyvvuq/decoders/__init__.py +++ b/easyvvuq/decoders/__init__.py @@ -1,6 +1,7 @@ from .simple_csv import SimpleCSV from .json import JSONDecoder from .yaml import YAMLDecoder +from .hdf5 import HDF5 __copyright__ = """ diff --git a/easyvvuq/decoders/hdf5.py b/easyvvuq/decoders/hdf5.py new file mode 100644 index 000000000..57662396a --- /dev/null +++ b/easyvvuq/decoders/hdf5.py @@ -0,0 +1,109 @@ +"""A Decoder for HDF5 format files. +""" + +import os +import logging +import h5py +from easyvvuq import OutputType + +__copyright__ = """ + + Copyright 2018 Robin A. Richardson, David W. Wright + + This file is part of EasyVVUQ + + EasyVVUQ is free software: you can redistribute it and/or modify + it under the terms of the Lesser GNU General Public License as published by + the Free Software Foundation, either version 3 of the License, or + (at your option) any later version. + + EasyVVUQ is distributed in the hope that it will be useful, + but WITHOUT ANY WARRANTY; without even the implied warranty of + MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the + Lesser GNU General Public License for more details. + + You should have received a copy of the Lesser GNU General Public License + along with this program. If not, see . + +""" +__license__ = "LGPL" + + +logger = logging.Logger(__name__) + + +class HDF5: + """HDF5 Decoder. + + Parameters + ---------- + target_filename: str + Filename of an HDF5 file to decode. + ouput_columns: list + A list of column names that will be selected to appear in the output. + """ + + def __init__(self, target_filename, output_columns): + if len(output_columns) == 0: + msg = "output_columns cannot be empty." + logger.error(msg) + raise RuntimeError(msg) + self.target_filename = target_filename + self.output_columns = output_columns + self.output_type = OutputType('sample') + + @staticmethod + def _get_output_path(run_info=None, outfile=None): + """Constructs absolute path from the `target_filename` and the `run_dir` parameter + in the `run_info` retrieved from the database. + + Parameters + ---------- + run_info: dict + Run info as retrieved from the database. + outfile: str + Filename of the file to be parsed. + + Returns + ------- + str + An absolute path to the output file in the run directory. + """ + run_path = run_info['run_dir'] + if not os.path.isdir(run_path): + raise RuntimeError(f"Run directory does not exist: {run_path}") + return os.path.join(run_path, outfile) + + def parse_sim_output(self, run_info={}): + """Parses the HDF5 file and converts it to the EasyVVUQ internal dictionary based + format. The file is parsed in such a way that each column will appear as a vector + QoI in the output dictionary. + + For example if the file contains the following data + a,b + 1,2 + 3,4 + + And both `a` and `b` are specified as `output_columns` the output will look as follows + {'a': [1, 3], 'b': [2, 4]}. + + Parameters + ---------- + run_info: dict + Information about the run (used to retrieve construct the absolute path + to the CSV file that needs decoding. + """ + out_path = self._get_output_path(run_info, self.target_filename) + results = {} + + with h5py.File(out_path, 'r') as h5f: + for column in self.output_columns: + try: + # TODO: this will always flatten, but HDF5 could handle + # 2D or 3D arrays as well. Will probably break the analysis + # classes though, but maybe something to incorporate later. + results[column] = h5f[column][()].flatten().tolist() + except KeyError: + raise RuntimeError('column not found in the hdf5 file: {}'.format(column)) + + return results diff --git a/easyvvuq/sampling/simplex_stochastic_collocation.py b/easyvvuq/sampling/simplex_stochastic_collocation.py index 368cd911e..48f7d2e46 100644 --- a/easyvvuq/sampling/simplex_stochastic_collocation.py +++ b/easyvvuq/sampling/simplex_stochastic_collocation.py @@ -555,7 +555,7 @@ def check_LEC_j(self, p_j, v, S_j, n_mc, queue): ---------- p_j : int The polynomial order of the j-th stencil. - v : array + v : array The code samples. S_j : array, shape (N + 1,) The interpolation stencil of the j-th simplex element, expressed diff --git a/requirements.txt b/requirements.txt index 9daa2e12a..d7febe31f 100644 --- a/requirements.txt +++ b/requirements.txt @@ -23,3 +23,4 @@ dill tqdm qcg-pilotjob~=0.13.0 qcg-pilotjob-executor-api~=0.13.0 +h5py \ No newline at end of file diff --git a/tests/hdf5/test.hdf5 b/tests/hdf5/test.hdf5 new file mode 100644 index 0000000000000000000000000000000000000000..a4f7c62302c5977f1ce491eaf91bb70c6534a18f GIT binary patch literal 1768 zcmeHHJ8l9o5Pja|vq3^4sSs6;0I4a6#3CvZL5h??+<=ab5^lm#I6|8AxkcjfyeGjn z5gkf0EBVdOV~_p3`{{VnZuMF)DGJokNveh~%4fqpvK4=$5{NtEA#)|bKA=ngE$dhF zUgl+qn5p_gPQ$k5+WGDj{m0*a0@L#G*?N3sqvF$%JX8P6^?JD(^pWtv809ij!i5;n z@ER->$m9^*;SUE8=8@kP=@jufrL{(BtVhfIS(c@V1?%LYPiCj~QmzemoNdX&-Ny>p zn)_-bH4%5CHiJ5C{x;C0?Pmhq&|b`*#vxXb|6YX{uY%tHQ43TP{;2&EPjyei U%X#|FtJDqnL7(z;a>YFT2Cv#VoB#j- literal 0 HcmV?d00001 diff --git a/tests/test_decoder_hdf5.py b/tests/test_decoder_hdf5.py new file mode 100644 index 000000000..5fd576990 --- /dev/null +++ b/tests/test_decoder_hdf5.py @@ -0,0 +1,24 @@ +from easyvvuq.decoders.hdf5 import HDF5 +import os +import numpy as np +import pytest + + +@pytest.fixture +def decoder(): + return HDF5('test.hdf5', output_columns=['array10', 'array2']) + + +def test_hdf5(decoder): + df = decoder.parse_sim_output({'run_dir': os.path.join('tests', 'hdf5')}) + # test decoding arrays of different length from the same file + assert df['array10'] == np.arange(10).tolist() + assert df['array2'] == np.arange(2).tolist() + + +def test_get_output_path(decoder): + assert(decoder._get_output_path( + {'run_dir': os.path.join('tests', 'hdf5')}, 'test.hdf5') == + os.path.join('tests', 'hdf5', 'test.hdf5')) + with pytest.raises(RuntimeError): + decoder._get_output_path({'run_dir': os.path.join('hdf5')}, 'test.hdf5') diff --git a/tutorials/easyvvuq_fusion_SC_dask_tutorial.ipynb b/tutorials/easyvvuq_fusion_SC_dask_tutorial.ipynb index ac926123c..9740179ce 100644 --- a/tutorials/easyvvuq_fusion_SC_dask_tutorial.ipynb +++ b/tutorials/easyvvuq_fusion_SC_dask_tutorial.ipynb @@ -15,7 +15,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2021-06-04T20:25:31.713466Z", @@ -45,7 +45,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2021-06-04T20:25:34.272217Z", @@ -71,7 +71,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2021-06-04T20:25:34.279881Z", @@ -100,7 +100,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2021-06-04T20:25:34.304016Z", @@ -136,7 +136,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2021-06-04T20:25:34.320552Z", @@ -197,7 +197,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2021-06-04T20:25:34.335304Z", @@ -220,7 +220,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2021-06-04T20:25:34.351660Z", @@ -365,7 +365,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2021-06-04T20:25:34.378499Z", @@ -494,7 +494,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2021-07-16T11:18:30.251249Z", @@ -505,74 +505,7 @@ ], "scrolled": true }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Time for phase 1 = 0.283\n", - "Number of samples = 1024\n", - "Time for phase 2 = 2.021\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "100%|██████████| 1024/1024 [01:23<00:00, 12.25it/s] \n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Time for phase 3 = 83.878\n", - "Time for phase 4 = 0.447\n", - "Time for phase 5 = 14.969\n", - "Time for phase 6 = 0.031\n", - "Time for phase 1 = 0.024\n", - "Number of samples = 59049\n", - "Time for phase 2 = 107.914\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "100%|██████████| 59049/59049 [1:20:58<00:00, 12.15it/s] \n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Time for phase 3 = 4881.222\n", - "Time for phase 4 = 27.570\n", - "Time for phase 5 = 10180.643\n", - "Time for phase 6 = 4.975\n", - "Time for phase 1 = 0.068\n", - "Number of samples = 1048576\n", - "Time for phase 2 = 1678.196\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "100%|██████████| 1048576/1048576 [28:06:49<00:00, 10.36it/s] \n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Time for phase 3 = 101575.420\n", - "Time for phase 4 = 882.496\n", - "Time for phase 5 = 3476360.413\n", - "Time for phase 6 = 175.156\n" - ] - } - ], + "outputs": [], "source": [ "# Calculate the stochastic collocation expansion for a range of orders\n", "\n", @@ -594,7 +527,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2021-07-16T11:20:48.322921Z", @@ -613,7 +546,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2021-07-16T11:20:52.573368Z", @@ -624,88 +557,7 @@ ], "scrolled": false }, - "outputs": [ - { - "data": { - "text/html": [ - "
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\n", - "
" - ], - "text/plain": [ - " Total Phase 1 Phase 2 Phase 3 Phase 4 \\\n", - "1 1.016301e+02 0.283412 2.021353 83.878372 0.446589 \n", - "2 1.520235e+04 0.023786 107.913591 4881.221638 27.570202 \n", - "3 3.580672e+06 0.068411 1678.195918 101575.420001 882.496385 \n", - "\n", - " Phase 5 Phase 6 \n", - "1 1.496874e+01 0.030772 \n", - "2 1.018064e+04 4.974859 \n", - "3 3.476360e+06 175.155989 " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# produce a table of the time taken for various phases\n", "# the phases are:\n", @@ -727,7 +579,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2021-07-16T11:21:05.954235Z", @@ -737,20 +589,7 @@ 0 ] }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# plot the convergence of the mean and standard deviation to that of the highest order\n", "\n", @@ -776,7 +615,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2021-07-16T11:21:07.272635Z", @@ -786,20 +625,7 @@ 0 ] }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# plot the convergence of the first sobol to that of the highest order\n", "\n", @@ -824,7 +650,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2021-07-16T11:21:12.363744Z", @@ -835,105 +661,7 @@ ], "scrolled": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Problem with some of the percentiles\n", - "Problem with some of the percentiles\n", - "Problem with sobols_second\n", - "Problem with sobols_total\n", - "Problem with distribution\n", - "Problem with sobols_second\n", - "Problem with sobols_total\n" - ] - }, - { - "data": { - "image/png": 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\n", 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EU21cfLEupLvvvqBS8F7791fnt2GkAknl3PVxMjCvJqFvGJHi9z9kZ2soa1U8B3X37rqOYcOG4AK5LVtUabz9Nnz2GfzrX9q2f3/w/Kef1uvOnAm33KLRSn5T09ln6+xl7141edkMwkhWEin4zyOEmccwYoXfQd2tm26hOP54GDFCBfimTUEfhIj6Dr74Qv0GX36pkUubN6tS6dxZHdBTp8LNN+v6Bi+ctWNHjWRq21ZnoRs3apuZmIxEkBBTj4g0BVYDPZ1z22o61kw9RrLizSD27FEF4aXC+OIL+OSToA/C2555RoX9n/6km0ebNtr+8ce6RmL6dPjqK23z+yAaN07McxqpSdKZepxzu4EwCQkMIzXwZhDZ2ZXzH40YoZuHpyDKy1UBHHusCnLPxLR5s5YIfe89nUlMmQL//W/le+XkaJ6mRo10VfUXX1RWDF27wlFHxeWxjXpAoqN6DKPeU3UNRP/+ocNcPQUxcSL86EdBH4SXg2nmTL3WBx8ETUwVFXpunz5aUrRRI7jgAp3p+h3T+fnwwx/qsWvWaLoOS9bXcDHBbxhJgl9BNGsW3gcxaVIwzcbmzaocSks1IyuoH2H7dp0hLFmixwwZAoWFakoaOVIjl7KzdebRsaMWB/LSiL/4oqbX8GYULVtaqo36hgl+w0hBPAXRtGn1IkHXXht8X16ui99279ZqceXlWs/Bm0l424IFOpPIytL9/nKjmZnw059qiGtaGlx3nSqMDh2Cs4ru3XUWYaQGJvgNox7jKQh/ec9x46of5/kgdu6Ev/41WIPa80E0aQJvvaX7H39cF8H5+eUv4Ve/0mPHjg0qBG8bPRr69tX7VFSYozrRmOA3DOPASurMzGBJ0FC0bq2FgHbtUuXgrYPo3Bk++kg/p6er8/nDDzUluHNwzz26aG7JEvje9zSdh7f+oWNHuOYaTQleUgJLlwbbLd1GbDDBbxhGxHi5mBo3Vtv/YYdV3t+2ra6A9oe6btyoTudFi7QuxA9/qDODLVu0FvWnn6oPIiNDHdRXXx28XqtWug7iscf0mCVL9JguXVTZdOliJqaDwQS/YRh1TrhQ17Ztq+dl8lJtbN2qfoO77grWofbWQixcqCGvr7+udaf95ObqbKN/f1UKc+ZAr15qWurZ0xbIhcIEv2EYCaVquo1QNRm8GcT3vw9Dh+pK6m++CZqbvvxSk/U9+SQ89VTla/fsqbmbsrNhxQqdIbRqFY8nS17qreAvKdGp5a5d6pjyipwbhpF6+GcQvXvrVhXnNPro3HM1XHXVKlUGmzervyE3V0Nh33xT/RijRmlBoRNOaHi+hHpbevGZZ+D884Ofs7KCNWpbtAj93t/WrJnFLhtGfWH/fl338Omnmk5j8WL1F+zZozOIjz5Sp3R9oqaUDfVW8K9bp9WcvvwymM9961bdtmwJbnv3hj7fK2beokVkiiI31wqOG0YqUVqqq6H37NHqb61aaVjq5ZdrvYeMFLeHJF2unniQlwcnnqhTwnBJ2pzTP75fGVRVDN7ntWv1/a5doa+Vnq6rHasqBu9zVeXRokXq/2MZRirTpImGloL6DxYu1OR4558Pd9yh6xXqa/6jBi16RHTlY9OmqigiYd8+VQCbNweVQijFsWyZvt9WQ+7R3NzwiiLUZ1v0YhixIT0djjhC01X897/w0ENwzDFw/fVaDa6+RQY1aMF/MDRurMU22rWL7PjychX+Nc0mtm5VJ9SiRfreS7xVlWbNQs8cwimKJk3MT2EY0ZCWBqeeqvmMfvtbKCrSQV779onuWd1igj/GZGToasfWESah3r9fl8PXpCi2bNFwtqVL9b0/r4qfzMya/RNVFUdOjikKwwD9Ldx5p6aomDNHVxG3a1c9L1KqYoI/yUhLU19B8+aRHe+c+h2qKolQzuxVq/S1tDT0tTIyKiuD2sxQubn1LxLCMPxkZ2tE4CWX6Mi/qEgXh6U6JvhTHJHg6shIRyN79oRXFP73X3yhr1UTcnmkpanwDxcm6y2U8beZQ9tINTIy4Be/0HxCxx+vJtlUr+pnP8MGSFZWMK1uJHjL6T2l4Dm2qyqKlSs1J/y2bToTCUV2dnTrKWzhnZEMDBigldEuvxwmTIBXX01ts6gJfqNWMjK0LmybNpEdX1GhhUBCzSK85Fxbt+paiyVL9HM4h3aTJtXDYlu1Cq00bOGdEUvy8+Gqq+Dhh+GRR3SVcKpigt+oc9LTg0I5EpxTc1Jt6ylKSjTOeuvWyBbeRRImm5NjC++MyLnoIv1/zMvTmXCqmi5TtNtGfUJEfQW5uVo0vDacUz9FbT6KLVu0vmxtC+/Crc4O1da8eer+2I1DJy0Nfv5zTQ63bBn065eaM0z7FzZSDhE1ATVpEvnCu717Qy+4q/p56VL1UYRbeOcpqdrCZP3vbeFd/aNxY60rcPnlav5JNUzwGw2CzExdhBPpQhzPoR0qv1PVENkFC7Rt//7Q1wq18K4mM5S/TKKRnOTkqHnyrrvg0ktTT7mb4DeMEETr0N6/Xx3atYXJfvuthslu2aLKJRSZmTWvzq6qLLKzU9PckMqkpalz9/rr1dn7s58lukfRYYLfMOqAtLSgkA5VSKQqtS28878vLtb3e/aEvpa38C7SMFnLJFs3DB+uYZ6TJ6u5J5Vmaib4DSMBHOzCu9pWZ2/dCp9/ru937gx9naoL7/xb8+ahZxfm0K6OiNYH/vGPNcb/5psT3aPIsT+nYaQIWVmaM6Zjx8iOLyur2T/hfV6+XN9v3x5+4V1OTnRhsg2lotXQoTBxohaCdy51TG4m+A2jntKokRY3b9s2suPLy6svvAulKNau1QpWkWaSDWVuqrql8grtceO07u/mzZEnY0w0JvgNwwDUnNOqVeSFyL2Fd1XNT1VNUBs3aiW8mjLJeiu0W7YM5nfy+uJ99rLcNm+efD6Kjz+G55+Hf/4z0T2JDBP8hmEcFP6Fd9261X58VYe2l77Dv23eHIx82rw59IzCWxnepo0qgnbt9H3btpp/qn17fW3WrM4fOSyrV8MTT8Ctt0KPHvG778GSEMEvIi2AvwEDAQdc6pz7KBF9MQwjPkTr0PZmFJs3a7oO79V7v2mTbp6SqOqfaNFC79Opk0Za9eypKZW7dKn7dOLf/76O9v/6V7jnnrq9dixI1Ij/QeAN59w4EWkMNE1QPwzDSFL8M4raQmTLy1UJfPONzhjWr1dfxNq1mkZ5+vSgYmjaFPr3h4ED1Tk7ZMihL8Dq2hUGDYKnnoK7705+J2/cBb+I5AIjgYsBnHP7gH3x7odhGPWHjIyaU43v2aNpw5cv14ywixfD1KlaUL1JExg2DE48EUaPPvj6umecoSt5//c/OOGEg3+WeJCIEX9PYCPwTxE5ApgLXOecC5NGyzAM49DIytJRfv/+cNpp2rZnj5ZVfP99mDlTq2u1bg1nnaWROpGu2vY48UT417803XiyIy5c4G6sbihSCHwMDHfOzRKRB4HtzrlbfMdcAVwB0LVr1yNXrVp1UPdavly1fKpXyzEMI7bs3w8ffQQvvAAffKDmoKuugnPOiW7xmhcSO3p04suSishc51xhqH2JCIpaA6xxzs0KfJ4GDPEf4Jx71DlX6JwrbBtpELJhGMZBkpamKRimTIFp0+CII+D+++HCC9U0FCkZGZrZdenSmHW1Toi74HfOfQOsFpG+gabvAlF8tZFTWgr7zHtgGEYUdOsGDz6oOXi2btXUy+++G9m55eVarOXee2PaxUMmUVE91wBPBSJ6VgCXxOIm994LTz+tHvtmzYL1Xv/+d/W6//vfWtHJCzHLztbFIscdp+dv2qQjgezs1Eu7ahjGwSOiDtrCQrj2WvjlL+HXv4bTT6/5vIwMKCiAd95J7hQOCRH8zrn5QEjbU11y9tnqrNm+XadfO3aoLa+kRP8os2apU6e0NHhOu3bBqjq/+Y06fyCoPPr21dFAWhr85S+6VDs7W3OZZGdrzPDIkXpOcbH+I3hKxRJdGUZq0aIF/PnPKvjvuENlyAUX1HzOiBHw4Ydap6GgIB69jJ56LYrGjtUtFBUV6oCpqFBzkLeasLRUV96Vl2u+7eXLVWl4udZzczXrYVkZfPaZLkXftSuYMnfQII0cALjuOo0j9sjKUqVw++2qOCZN0vt4iiEnR5XOscfq8QsXqpPJ29+0afItVTeM+k7TpvDAAzoQnDIFevfW8M9weL/ff/0reQV/3KN6oqWwsNDN8YbdSUZFRXDbsydYBLx1a22bMUMXlHh5S7Zv11KBp56qiuMXv1Bz0u7dQWVy4ola09M5DTvzV3USgXPPhWuu0f3XXFN5tpGdDUcdpdPTsjKYO7fy/pwcM1kZxsGyZw9MmKC/42eeqTmn0dixuqbg44/j17+q1BTVU69H/LEmPT0YsuUlmfIzYULN53/6qQr28nJVFLt36z9XkyYquJ96qnqmxH799FwvM+LatTrj2LVLzy8v11WOGzZorvCq/PSncN55urrx1lsrzzZycuB739MZy7ZtOlX1Kw2bdRgNmaws9RtedJHO1qdMCf9buPlmHajt25ecgy0T/AlEpLLyaFolccX48TWff+qpqji8WUd5uf6jiagi+Pe/VUFs3qzb1q06G0hP1+OaNlUB7ymP3bt1lNKmjZqZbrqp+j3vvBNGjdL9Dz5YWTHk5MAPfqC5UNav14IgXrv/GFMcRqrSu7eWWZw8WQdm4QZ3hYU6+Nq+PfqFYPHABH+Kk5amW9Vl5i1b1pwI6+ijg4rFb7IqK1Nl0r8/5OdXr+5UUKAjmPR0NWl5SbR27VJz1dChOjJ65x34v/+rft+//lUd5DNmaMRVdrb6TbyZx5VXqkPtq6/UOe4pC29r3jx5IyWMhsHYsRoY8qc/wZgxGhASik8+gfnzk7Myl9n4jUPGP+vwtpISXTXtzTg85XHyyWrKKiqCV15RxbFzp267dmmkVKtWmuL26aer3+v111UBPPmk5kTxK4XsbLjxRlWECxZoHviqiqNFizh/OUa9ZM0aVQDnnAM33BD6mJ//XBdyrVuXmFmu2fiNmBJq1pGbW3Ne8sLC4A/GuaCpylMcffro6H/LFlUinuLo1EmPa99eZzQ7dqi/4quvtP3SS/WaU6fqrMNPTg68+qr29f77NWujXyl06qTL9EGdcrt3V1YqzZvre8Po3BlOOQVefhkuvji0OWf4cHjvPR31DxlSfX8iMcFvJBwRXePgX+eQm6v508Nx5JHB957i8Ps6/vIX9TN4s43Nm9WM1bKlvnbuHKwzu369Ko5Vq3QUJwKPPFJ9qX7fvnrd9HSN6964MZg22AvFPfdcPbaoKJhW2FMcLVqkdolBozKXXQb/+Y9m+PzFL6rv9/5H33nHBL9h1DnhFEefPuHPCac4vFnH88+rc86baZSUaAHxFi1UcXTvrvfdsUN9Ebt2qaN89Ghtv/tuPc/PqFEaDZKRoTOT9PSgYsjJ0VDcE0/UY2fMqOwQz8nRY20RYPLgjfpfekkjfaqO+rt21b/Z+++HVgyJxP6NjAaPX3FkZmrbgAG6hcPvf6gaWVVRAW+9FTRReVWj2rVTQbBvn+aD2bZNt3Xr1MeRlgaDB+takFAOwfPPV1PUrl0aqltVKYwapSa00lKYPbuyUsnN1dmGOcbrlksv1VH/E0+oTd9PWpou6Fy9OvnSN5jgN4xDJJSPo7ap/fTpwfdVlca+fZpKxD/b2LwZDjtMQ3B37ICOHdVMtXatKo0dO3Q20q2bmqxCjTBvuAHOPFNnKPfeG/RZeNtJJ2lpwq1bgzmsPFOWrd8ITZcu+r29+CJccYV+Z35++1tV7qWl1cO1E4kJfsNIMN5aDv9CnxEjaj7nlFP0NdRsY9AgVSze+o1Nm1SBeGs4yso0smrTJlUCXlSVZ5qYNUtNUn7S0jRtwdChMG+eRlV5Mwrv9dRT1dzh1cL1wm/ru9I4+2yNNisqChZ58cjM1JH+zp0m+A3DqCNCzTaaN9cIpXAcfbRGolT1bZSVaVvPnqo8SkpUgHshud26qaLZsUNHsWvWBJVGRYWaxpzThYN//nPlPmZnazHyTp1UQP7vf9pPb0aRm6sx8ZmZqqTKy7XNM70lM/n5OgObPr264HdOR/1HHaWLvpIFE/yG0UAJ5dsAjXw67LDw5w0fDhMnBhVGebkqA8/x3Lq1Os89E5UXVZWTo/6J1as1Yspbw+HlozrySJ31PPqohkmC9qt5czVjPfmkzljefFPXiLRooVurVrr17h2DLykCRDTVydSpqiT9a0VE1IczfboJfsMw6gGeiSozU1OWe7RpoyahcIwerek+PKXhmaTy8vTzxRfrCnG/4igtVaG6f78WRZkxQ0fTHi1batnEjAxdo/HVV7rWo317TUPSo0ft5rNDYcwYDet86y2t1+unoEAzdZaWqoktGTDBbxhG3KmqNLp0Ce47/fTwBU8qKuA739HIp02bdPHet9/qTKJLFxWueXnaVlys/orSUg3t7ddPTWL33qtK47DDtMTioEGHblLq00eVy/Tp1QX/EUfAc89pX0aNOrT71BUm+A3DSBn8CiPcIj/Pv+CcRkht2KCL7dq1U/NSZqY6qP/3Pz2ucWNdeHfddQffLxEd9f/lL6p02rcP7svP19f33ksewV+Pfe2GYTRkRFTId+mi4bWdO2vywddeU8f02rXqNxg/XmcJGzbA11/Dr36lKdOjZcwYVTYzZlRu79BBC7f4a2skGkvSZhiGgTqa//tf+NGPdI3E8cdrCuaastxW5cILVfg/+WTl9v371VdxwgnxC22tKUmbjfgNwzDQkNNzztGZwE03qU1+3DiNMop0tH7iiVqH4ptvKrenpQVLvCYDJvgNwzB8ZGdr6OXSpZpGfN48nQFEwtFH62tVI8WKFapEXnmlbvt6sEQk+EWkVQRbixj31TAMI2507aqL0d54Qx3KxcXqHK6JXr00jv+TTyq35+UF62AnA5FG9awLbDWlGUoHuh5yjwzDMJIEEV2QNmyYjuZ379Z4/XDhn2lpuhBtzpzKidmystRXsHBh/PpeE5Gaej53zvV0zvUItwElseyoYRhGomjSBG67TReG/fa3NR87dKiGdK5dW7m9b181HyVDdE+kgv+YOjrGMAwjJTn7bLj2WjX/vPlm+OMKA3E0Vc09ffuqQli/PnZ9jJSIBL9zbk9dHGMYhpHK/O53moLhnnuqj+g9unVT81BVB+/RR8MPf6jmokRTq+AXkatE5K8iMl5EXhORH8ejY4ZhGMlG48YwbZoWzNm8OfQxImru8ez8Hv36aZx/enp8+loTkYz4RwNXAFc7504DjohtlwzDMJKXXr00tfRhh2mOoFAUFmqSueLiyu179x7cquC6JhLBX+J0ee99gc97Y9gfwzCMpMcrnPPYY6H3e3b+quaeu+/WlNaJJhLB/yCAc+7VwOeXYtcdwzCM1OD997W4zKxZ1fd16qQ5ekI5eCNZDxBrahX8zrkvAESkTeDzu7HulGEYRrJz+eXqxA016hfRUf/cuZXDN/v00ZoDCxbErZshiSZlwz/q6qYiUiwii0RkvohYBjbDMFKOZs3g+ut1VL9oUfX9hYVaonLlymBb3776mugVvNEI/ppW7R4M33HOFYTLHmcYhpHsXH21lpT8+9+r7xswQF8//zzY1rVrsB5AIolG8Cd3/mbDMIw406KFZvLMzYU9VVYyde0KTZtqfWGP9HSYNAm++9149rI60VTgqssRvwOmi4gD/uKce7TSjUSuQENI6drV0v8YhpG8/PrXas5Ztkxz8nikp2vs/hdfVD7+xBO1Ilh5ebBAfbyJZsR/cx3ed7hzbghwMvBTERnp3+mce9Q5V+icK2zbtm0d3tYwDKPuad1aq3pVpV8/zc9TXh5s27oV3n4bVq+OW/eqEbHgd84tBhCRRod6U+fcusDrBuBl4KhDvaZhGEaiePBBuPLK6qt5Dz9cF235HbyrVmnqh/ffj28f/URViEVE/gZ8KyKrRWRWIJXDNVFeo5mI5Hjvge8Bi6O5hmEYRjJx4ok6qn/rrcrt/frpq9/B26uXviYypDPaClzHAe2dc12As9HRerMor9EeeF9EFgCzgdedc29EeQ3DMIyk4aijoGPH6qP4rl017NMv+LOzoW3byk7feBOta+FjoCWwwTm3FlgL/CeaCzjnVmD5fgzDqEekpcFZZ2lY544dGuLptffrV1nwA/Tsqbn9E0W0I/5HgXdF5AYROU5EmseiU4ZhGKnG2LFqzy8qqtzevz98+WVlB2/PnvD119VDQONFtCP+qcATgfN+AuSLSJZzrled98wwDCOFGDkSnnhCTTl++veHfftg+fLgyt0JE7SQ+549lUNA40W0gn+Nc+42f4OIhKk+aRiG0XDIyIDzz9dQzYqKYN79ww/X188/Dwr+du3UDLQ3QbmOozX1zBeR6/wNzjlL02wYhoGGc776amXHbefOOgvw2/n374cXX4RXXol/HyF6wd8euEpE1gWqcd0tIufEomOGYRipRlkZ/OEP8NFHwTYRNff4BX9aGrz0ktbvTQRRCX7n3A+cc/2BHsCtwJfY4ivDMAwA8vK05u5nn1Vu799fUzqUlQXbEhnZE+2IH1DzjnNunnPucefcjXXdKcMwjFRl+HAd3VdUBNv691ehv3x5sK1XL13Fm4jInogEv4jUmkQ0kmMMwzDqOyNGqK1/xYpgW58++uof4ffooUJ/2bL49g8ij+rpLyILa9gvgMX0G4bR4Dn2WM25v3x5UOB36aI1ev2Cv1cvjfxZtgwGDYpvHyMV/P0iOKai9kMMwzDqN4MG6eIsf5Wt9HQd4ftNPQMHwmuvqa0/3kQk+J1zq2LdEcMwjPpAWhq0aqXRPH5694bZs4OfMzI0j8/27fHtHxykc9cwDMMIzzvvwA03wKZNwbbevbUAy7ZtwbbXXoO77op//0zwG4Zh1DFpaRrS6a+t66Vj9pt7Vq2C6dPjv4I32nz8IiI/FJFbA5+7iojF8RuGYfg46igV/osWBdt699bXqpE9paWVlUE8iHbE/whwDHBe4PMO4OE67ZFhGEaKk5MD+fmVV+u2bavtfiHvOXbjXZQlWsE/zDn3U2APgHNuC9C4zntlGIaR4owYoYXWvQVaIjrq94/4PcHvnxnEg2gFf5mIpAMOQETaAvvrvFeGYRgpzpgxcMwx8O23wbbevXXE75x+btFC23btim/fok3L/BBabrG9iNwNjAN+U+e9MgzDSHFOOw0GD4bFvorivXrBzp2qDDp00LapU5Nc8DvnnhKRucB3A01nOuc+r+kcwzCMhkqzZpUTs/kdvJ7gz8jQQi1lZdCoUXz6FW1UTyYwBE3P0Bo4x4vwMQzDMCpzwQVwm690lRfS6bfzf/ABXHEFFBfHr1/R2vj/DZwBlAO7fJthGIZRhfbtYeXKYKbOnBxt80f2NG4Mq1fHN7InWht/Z+fcSTHpiWEYRj0jPx/++U9Yv14rcYGO+v2Cv0cPfV20CMaNi0+/oh3xfygicc4jZxiGkZoccYS++uP5e/fWWUB5uX5u3VpLM1Yt3hJLohX8I4C5IrJURBaKyKJa0jUbhmE0WLx0y1XTMZeVqXkHNL6/R4/4VuOK1tRzckx6YRiGUQ9p0wauuy4YwQOVI3s8M8/IkbB2rc4CMqKVygdBtOGclp7ZMAwjCu6/H956SxdtiWhN3rS0yhW6LrlEM3fu2aNmn1hj2TkNwzBiTEkJ7N6t77OyoFMntfP7cS5+uflN8BuGYcSQ55/XeP4vvwy29ehRecRfUqIRPf/8Z3z6ZILfMAwjhuTn66tf8Pfqpbn4vcieVq10xB+vyB4T/IZhGDGkb19dpOUf4ffsqYu6vv5aP4tA9+6VlUMsSYjgF5F0EflURF5LxP0NwzDiRUYGHH54ZZu+F83jVwa9emnaBm+VbyxJ1Ij/OsCSuxmG0SAoKKicuqF7dx3l+wV/jx5q6//mm9j3J+6CX0Q6A6cCf4v3vQ3DMBLBVVfBr38dLMoSKrKnsBDGj49PiuY4LBWoxhTgl0BOAu5tGIYRd4YN09KLy5drqmZQO78/Z8+AAZrALSsr9v2J64hfRE4DNjjn5tZy3BUiMkdE5mzcuDFOvTMMw4gN+/fDvHmwbFmwrWdPde56kT3ecf7CLbEi3qae4cDpIlIMPAuMFpGpVQ9yzj3qnCt0zhW2bds2zl00DMOoW0Tg8svh9deDbT17qtD3cvYA3HijmoRiTVwFv3PuZudcZ+dcd2A88LZz7ofx7INhGEa8EYH+/YPhmxAstO538B52mObw8VftigUWx28YhhEHBgyANWuCpp1QkT19+mhNXr9JKBYkTPA754qcc6cl6v6GYRjx5PDDYetW2LBBP2dlQV5e9RE/wNwavaCHjo34DcMw4sDhh+trVQevX/B7KZvnzYttXxIRzmkYhtHgOPZYePPNYCw/qOD/6KNgHv7sbHXuDhwY277YiN8wDCMO5OTA0UdDo0bBNi+yZ82aYNsZZwSTtsUKE/yGYRhx4p134I03gp+9yB7/Qq6tW+Hdd2HLltj1wwS/YRhGnHj5ZXjqqWDOnh49NLLHL/jnz4d77omtg9cEv2EYRpw4/HBNxFZSop+zsqBLl8qF1r3Inlg6eE3wG4ZhxAkvsscv6Hv1qvw5Lw+aNNGRf6wwwW8YhhEn+vfX16ohnGvWBKN90tK0LZbVuEzwG4ZhxInu3dW8s359sK1XL03O5k/RfNhhqhz27YtNPyyO3zAMI06kp6sjd8GCYJu3aOurr4IzgosugtNOg9JSLdtY19iI3zAMI4507KiLtfbv189dukBmZnU7f4cOKvhjgQl+wzCMOPLhh3D//RqvDzoL6NGjsuB3Tk09sSq+boLfMAwjjnz7raZu8Av63r0rfxaBQYM0hUMsMMFvGIYRR7yQzqqRPSUlwVmAR6zSNpjgNwzDiCO9emm+nuLiym1QedQfS0zwG4ZhxJFGjTRc01+Nyx/ZEw9M8BuGYcSZwkK143uRPW3aQPPmlXP2xBKL4zcMw4gzjz0GH3+sC7SyslQJVE3dEEtsxG8YhpEAWrSoXJSld28d8XuzgFhigt8wDCPObNwIl16q+fk9eveG3bsrp3OIFSb4DcMw4kyLFjBnDixdGmyLp4PXBL9hGEacCRXZ41XjitVqXT8m+A3DMBLAwIEq+D2bfnY2dOsGn38e+3ub4DcMw0gAhx+u6Ru2bavcZoLfMAyjnjJsGIwYESzDCCr4N27ULZaY4DcMw0gAY8bAc8+po9fDy8e/ZEls722C3zAMI0E0aQIVFcHPfftq6cVYm3tM8BuGYSSI886Du+4Kfm7SRHPz24jfMAyjnpKbq7V2/at1Dz9cBX+sUjKDCX7DMIyEMWBA6MierVu1PVaY4DcMw0gQAwboyH7ZsmCb5+D94ovY3Tfugl9EskRktogsEJHPROT2ePfBMAwjGRgwQF/96ZgPO0yLscdS8CciLfNeYLRzbqeINALeF5H/Ouc+TkBfDMMwEkafPnDRRdChQ7CtcWPN2+PP41PXxF3wO+ccsDPwsVFgi8qNUVZWxpo1a9jjz2lqpDxZWVl07tyZRo0aJborhhEX0tPh0Ufh7bcrt/fvDzNmxC5Fc0IKsYhIOjAX6A087JybVWX/FcAVAF27dq12/po1a8jJyaF79+6ISBx6bMQa5xwlJSWsWbOGHj16JLo7hhE3MjJg0yZdyOWNeQYMgJdfhjVrYOjQur9nQpy7zrkK51wB0Bk4SkQGVtn/qHOu0DlX2LZt22rn79mzh9atW5vQr0eICK1bt7ZZnNHg+NvfYMKEysXXY72CN6FRPc65rUARcFK055rQr3/Y39RoiBxxhL76V+v26qW2/lgJ/ribekSkLVDmnNsqIk2AE4D74t0PwzCMZGDQIE3T4C/AkpEBf/qTOn9jQSJG/B2Bd0RkIfAJMMM591oC+nFIiAgTJkw48Lm8vJy2bdty2mmnJbBXhmGkGk2bagjnihWV2/v00X2xIBFRPQuBwfG+b13TrFkzFi9eTGlpKU2aNGHGjBl06tQp0d0yDCMFGTwY3npLo3jS4jAcT0hUT11y/fUwf37dXrOgAKZMqf24k08+mddff51x48bxzDPPcN555zFz5kwAdu3axTXXXMOiRYsoLy9n0qRJnHHGGRQXFzNhwgR27doFwB//+EeOPfZYioqKmDRpEm3atGHx4sUceeSRTJ061ezehtEA+MlPID8f9uyJ3Sjfj6VsOATGjx/Ps88+y549e1i4cCHDhg07sO/uu+9m9OjRfPLJJ7zzzjvceOON7Nq1i3bt2jFjxgzmzZvHc889x7XXXnvgnE8//ZQpU6awZMkSVqxYwQcffJCIxzIMI86MGAHjxsHevfG5X8qP+CMZmceK/Px8iouLeeaZZzjllFMq7Zs+fTqvvPIKv//97wENQf3666/Jy8vj6quvZv78+aSnp/Olr7LyUUcdRefOnQEoKCiguLiYESNGxO+BDMNICM5pVM+qVXDMMbG/X8oL/kRz+umnc8MNN1BUVESJr4aac44XX3yRvn37Vjp+0qRJtG/fngULFrB//36ysrIO7MvMzDzwPj09nfLy8tg/gGEYCUcErroK+vWLj+A3U88hcumll3LrrbcyaNCgSu1jxozhD3/4Ay6QVPvTTz8FYNu2bXTs2JG0tDSefPJJKvzldwzDaLAMHqzJ2mKZh9/DBP8h0rlzZ6677rpq7bfccgtlZWXk5+czcOBAbrnlFgB+8pOf8Pjjj3P00Ufz5Zdf0qxZs3h32TCMJGTwYE3RsH177O8lLh7q5RAoLCx0c+bMqdT2+eef099b02zUK+xvazRUXnoJxo6Fhx+GYcNg926N8DnyyIO7nojMdc4VhtpnI37DMIwkoKBAX2OZh9/DnLuGYRhJQI8e8MYbGssfa2zEbxiGkQSIwAknQFZW7B28JvgNwzCShBUrYOpUWL8+tvcxwW8YhpEkbNyogn/u3NjexwS/YRhGknDkkZCZCYsWxfY+JvhjxAsvvMCAAQNIS0ujajhqbdxzzz1h902aNOlAGoiayM7OjuqeHuvWrWPcuHE1HlNcXMzTTz994POcOXMq5RwyDOPgyMyEwsLYFWDxMMF/iBQVFXHxxRdXax84cCAvvfQSI0eOjPqaNQn+WJOXl8e0adNqPKaq4C8sLOShhx6KddcMo0EwYoQWZdmxI3b3qBeCf9So6tsjj+i+3btD73/sMd2/aVP1fXVB//79q+Xpqcr69esZOXIkBQUFDBw4kJkzZzJx4kRKS0spKCjgggsuADTTZ9++fTnhhBNYunRpyGutXLmSY445hqFDhx5YJezxu9/9jqFDh5Kfn89tt90GwE033cQj3peEziTuv/9+iouLGThQSyAXFxdz3HHHMWTIEIYMGcKHH34IwMSJE5k5cyYFBQU88MADFBUVHShAs3nzZs4880zy8/M5+uijWbhw4YHrX3rppYwaNYqePXuaojCMMAwfrgu3Vq6M3T3qheBPVZ5++mnGjBnD/PnzWbBgAQUFBUyePJkmTZowf/58nnrqKebOncuzzz7Lp59+yksvvcQnn3wS8lrXXXcdP/7xj/nkk0/o0KHDgfbp06ezbNkyZs+ezfz585k7dy7vvfce48eP57nnnjtw3PPPP88555xT6ZrhUkhPnjyZ4447jvnz5/Ozn/2s0jm33XYbgwcPZuHChdxzzz1ceOGFB/Z98cUXvPnmm8yePZvbb7+dsrKyQ/4ODaO+cfLJsHQp+H7GdU69WMBVVBR+X9OmNe9v06bm/eEYNmwYe/fuZefOnWzevJmCwLK7++67jzFjxkR0jaFDh3LppZdSVlbGmWeeeeAafmbOnMlZZ51F00B1htNPPz3ktT744ANefPFFACZMmMBNN90EqOCfPn06gwdr0bOdO3eybNkyLrvsMjZs2MC6devYuHEjLVu2pGvXrhQXFx+4ZllZWdgU0uF4//33D/Rj9OjRlJSUsG3bNgBOPfVUMjMzyczMpF27dnz77bcH0lAbhqFkZEBurr7G7B6xu3T9ZtasWYDa+B977DEe82xHUTBy5Ejee+89Xn/9dSZMmMCNN95YaYTsEWkVrlDHOee4+eabufLKK6vtGzduHNOmTeObb75h/Pjx1fY/8MADYVNIhyNU7ievX5Z22jAi44UX4L774PHHY3N9M/UkkFWrVtGuXTsuv/xyLrvsMubNmwdAo0aNDphBRo4cycsvv0xpaSk7duzg1VdfDXmt4cOH8+yzzwLw1FNPHWgfM2YM//jHP9i5cycAa9euZcOGDUCwgti0adNCRvKESyGdk5PDjjCep5EjRx64f1FREW3atCE3Nzfq78YwGjJeYZZY2flN8MeIl19+mc6dO/PRRx9x6qmnhjT/FBUVUVBQwODBg3nxxRcPpHe+4ooryM/P54ILLmDIkCGce+65FBQUMHbsWI477riQ93vwwQd5+OGHGTp06AHTCsD3vvc9zj//fI455hgGDRrEuHHjDgjtAQMGsGPHDjp16kTHjh2rXTNcCun8/HwyMjI44ogjeOCBByqdM2nSJObMmUN+fj4TJ07k8VgNWQyjHjN8uL7GKp7f0jIbSYX9bQ1DR/xz5kB2Nhzsz6GmtMxm4zcMw0gyRGDo0NglazNTj2EYRpISYVxH1KSs4E92E5URPfY3NYz4kJKCPysri5KSEhMU9QjnHCUlJRGFjBqGcWikpI2/c+fOrFmzho0bNya6K0YdkpWVZQu6DCMOpKTgb9SoET169Eh0NwzDMFKSlDT1GIZhGAePCX7DMIwGhgl+wzCMBkbSr9wVkY3AqoM4tQ2wqY67kwjsOZKL+vIcUH+exZ4jNN2cc21D7Uh6wX+wiMiccMuVUwl7juSivjwH1J9nseeIHjP1GIZhNDBM8BuGYTQw6rPgfzTRHagj7DmSi/ryHFB/nsWeI0rqrY3fMAzDCE19HvEbhmEYITDBbxiG0cBIacEvIieJyFIR+UpEJobYLyLyUGD/QhEZkoh+RkIEz3JB4BkWisiHInJEIvpZG7U9h++4oSJSISLVi/0mAZE8h4iMEpH5IvKZiLwb7z5GQgT/V81F5FURWRB4jksS0c/aEJF/iMgGEVkcZn9K/NYjeI74/M6dcym5AenAcqAn0BhYABxe5ZhTgP8CAhwNzEp0vw/hWY4FWgben5yMzxLJc/iOexv4DzAu0f0+yL9HC2AJ0DXwuV2i+32Qz/Er4L7A+7bAZqBxovse4llGAkOAxWH2p8pvvbbniMvvPJVH/EcBXznnVjjn9gHPAmdUOeYM4AmnfAy0EJHqVcUTT63P4pz70Dm3JfDxYyAZ8xdH8jcBuAZ4EdgQz85FQSTPcT7wknPuawDnXDI+SyTP4YAcEREgGxX85fHtZu04595D+xaOlPit1/Yc8fqdp7Lg7wSs9n1eE2iL9phkINp+XoaObpKNWp9DRDoBZwF/jmO/oiWSv8dhQEsRKRKRuSJyYdx6FzmRPMcfgf7AOmARcJ1zbn98ulenpMpvPRpi9jtPyXz8AUJVo6wamxrJMclAxP0Uke+g/xAjYtqjgyOS55gC3OScq5BYFRQ9dCJ5jgzgSOC7QBPgIxH52Dn3Zaw7FwWRPMcYYD4wGugFzBCRmc657THuW12TKr/1iIj17zyVBf8aoIvvc2d01BLtMclARP0UkXzgb8DJzrmSOPUtGiJ5jkLg2YDQbwOcIiLlzrl/xaWHkRHp/9Ym59wuYJeIvAccASST4I/kOS4BJjs1Kn8lIiuBfsDs+HSxzkiV33qtxON3nsqmnk+APiLSQ0QaA+OBV6oc8wpwYcDjfzSwzTm3Pt4djYBan0VEugIvAROSbFTpp9bncM71cM51d851B6YBP0kyoQ+R/W/9GzhORDJEpCkwDPg8zv2sjUie42t01oKItAf6Aivi2su6IVV+6zUSr995yo74nXPlInI18CYavfAP59xnInJVYP+f0aiRU4CvgN3o6CbpiPBZbgVaA48ERsvlLskyEkb4HElPJM/hnPtcRN4AFgL7gb8550KG6CWKCP8edwKPicgi1Fxyk3Mu6VIci8gzwCigjYisAW4DGkFq/dYjeI64/M4tZYNhGEYDI5VNPYZhGMZBYILfMAyjgWGC3zAMo4Fhgt8wDKOBYYLfMAyjgWGC3zAMo4Fhgt9o8IhI93BpciM8t1RE5kd5XpNASud9ItLmYO5tGAeLCX6jQRPISnmov4PlzrmCaE5wzpUGzknJtAJGamOC32hwBEbpn4vII8A8NMdLuoj8NVCMZLqINAkc+3MRWRzYro/w+i+IyB9F5H0RWSUiI0TkCRH5UkT+HrsnM4zIMMFvNFT6ovnbBwOrgD7Aw865AcBWYKyIHIku/R+GFve4XEQGR3DtQcAK59wI4HHg78BNwEDgbBHJrOuHMYxoSNlcPYZxiKwKFOzwWOmcmx94PxfojuZMeTmQgRMReQk4Dvg03EVFJAutzjUl0FQK/N1LGCYiu4F9dfUQhnEw2IjfaKjsqvJ5r+99BTooOpiCAQOAeb5iJkcAswBEpDOwzlmCLCPBmOA3jPC8B5wpIk1FpBlaOWxmLecMQmvbeuSjGTxBlcDCamcYRpwxU49hhME5N09EHiNYlORvzrmwZp4Ag7zjA2afJr4aqn4lYBgJw9IyG8YhICLdgdeccwMP8vxioDAZc+Ab9Rcz9RjGoVEBND/YBVxoEY5ULG5upDA24jcMw2hg2IjfMAyjgWGC3zAMo4Fhgt8wDKOBYYLfMAyjgWGC3zAMo4Fhgt8wDKOBYYLfMAyjgWGC3zAMo4Hx/+7vnGFJbI6aAAAAAElFTkSuQmCC\n", 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# plot a standard set of graphs for the highest order case\n", "\n", @@ -968,7 +696,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2021-07-16T11:23:21.604268Z", @@ -978,15 +706,7 @@ 0 ] }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "100%|██████████| 1000/1000 [01:56<00:00, 8.60it/s]\n" - ] - } - ], + "outputs": [], "source": [ "# prepare the test data\n", "\n", @@ -1010,7 +730,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2021-07-18T12:46:20.388796Z", @@ -1032,7 +752,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2021-07-18T12:46:21.334748Z", @@ -1042,20 +762,7 @@ 0 ] }, - "outputs": [ - { - "data": { - "image/png": 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GpRruD/RyIrSOB6F1PGhdtwbNa7upZiulXKlEUU0kpGXx++Folu6/zOlrSTjYWtG1kQ99WvjSs5kvvq5l+6LO0Umi4lI4cjme8Mvx/HMpnhOxieToJFYCWvi50bG+l5YcAj2p4ayaWIqSkJrF0ZgEjkTHG17T3GY5exsrgv3daVOvBm3q1qBtvRr4uNpbOGKlKlOJopqRUhJ+OZ6V4VfYcOIaMfFpANTxdCQkwINgf3fq1HCitocDNd0csLexwtbKCisrSM3MITEti/g0bVjq5VupXIxLNTSlpGdpZwvOdtaEBHjQtl4N2tf3pE1dD1wdVPNJWeTt6P/n0m0OX7rNsZhEwyisel5O2usd6En7wBo08HZRZV4Uk1GJohqTUnLqahLbz9wgIjqB8MvxhsRhLB9Xexr7utCslhvNarsSEuBOY19XNSS0HGRk53AsJpHDF29z8KLW53MzWRsy7OFkS7t6WtJoX9+TYH93bNWETKWUVKJQ7pCQlkVsQhqx8drwz8wcHVk5khydDmd7G8PcBD93BwJqOOFoV7U6nCszKSVRcakciLrFgchbHIi6RZS+r8PR1prWdT3oUN+TDvU9aV2nhnrvFKOVOlEIIZyAiUBdKeVoIURjoKmUco15Qi29ylhmXFFM4XpSOgcib3Mg6hb7I29x8moiUmrDc0MC/k0c7erVUM2DSqHKkiiWAYeAZ6WUQUIIR2CPlDLULJGagDqjUKq7hLQsDl28xb5ILXEcjU4gWz/goKWfuyFxtA/0xFMNOFD0ypIoDkop2wkh/pFSttbfdkRK2cpMsZaZShSKcqfUTG0I874LceyPusU/l+LJ0A9hblLThfaBnobkUdvd0cLRKpZSWKIwZoB9pv4sQuo31BBQNa8VpRJxsrOhSyNvujTyBrQO8ojoBPbrzzhWhl9h8b5LgDYpskOgJ+0CPelQvwYNfVxUtd1qrtAzCiHEeinlfUKI+4D/AS2A9UAXYLiUcmu5RVlC6oxCUUomO0fHqatJhsRxIOqWoRhjDSdb2tarQdt6nrQLrEGwvzsOtqqDvCoqcdNTvqYmL6ATIIC9Usqb5gy2rFSiUJSykVISeTOFA1G3OBh1m0MXb3PhZgqgdZAH+bvTpq42EbB1XQ/8PFRzVVVQmkRxAXi1sA1KKX83XXimpRKFopheXHIGhy/Fc+jibQ5dvEVEdIKhn6Omm72+/EgNWtXR6lep0VWVT2n6KNyBB9DOIvKTQIVNFIqimJ6Xiz19WtSkT4uagFby/mRsIocv3SZcX37k7+PXAG3NkAbezoQEeBDkryWOln5uOJu57phiHkW9axellCPKLRJFUSoVOxsrWtXxoFUdD8Ntt1IyORIdT8TlBI7GxLPz3E3++CcG0JJHoJczLfy0kvLNa7vSrJYbtd0dVGd5BVdUolDvnKIoJeLpbEfPpr70zLNU7/XEdH213EROxiYSER3P2ohYw/1uDjY01i/01NjXlUa+LjT0daG2m0OVq2MlpeRGcgZRN1OJTUjjWmI61xMzSMnMJjtHkqOTONhZ4+/hiJ+HA01qutKitpvFE2lRfRRBUspj5RyPSag+CkWp2BLTszhzNYmTV5M4fTWRM9eSOXMt6Y5VDh1trQn0dqa+txOBXs7U83KiTg0n6ng6UcvdoULXtErNzCbyZgqRN1M4fz2F8zeSOX8jmaibKaRk5tzxWAdbK9wcbLGxElhbC1IycriVZ/lffw9H+gXV4qHW/mZfZ0bVelIUpUKTUnIzOdPwpXruuvbFGhWXyuVbqWTr/v2ushJQ080BPw9Hark7UNPVgVru9vi42uPlbI+3iz2eznZ4ONmafChvjk5yOzWTuORMriamczUhjSvx6Vy+nUr0rTQu3krhWuK/U82E0L7sG/i40MDbmfrezgR6O+Pv4Yivmz2u9jZ3nTGkZeZwJSGNQ1G3WXf8KjvP3iRLp+PFXo15qVcjsy0FrBKFoiiVVnaOjtiEdC7fSuXSrVSuxKcRE59OTHwq1xIzuJqQfsca5nk52Frh6mCLq70NzvY2ONlZ42Brjb2NFfa21lgLsLaywkpAjpRICdk6SUZWDhnZOtKyckhOzyY5I5vE9CwS0rIo6GuzlpsDdT2dCPB01CcEF+rrE0NZCzMmpGXx7uoT/HY4mg6BnnwxNNQsM+hVolAUpcqSUpKUkc3NpAziUjK5mZTB7dQs4tMyiU/NIik9iyT9l31qZo4hCWRk68jRaX0DOimxEgJrK+1ib2NlSCau9ja4Otjg6mBLDWc7vJzt8HKxo5abtp6Lr5t9uSzp+/vhaN5ccQxnexs2T+xh8iHIJR4eK4Q4ir5sR0GklCEmik1RFKVMhBBaaXwHWxr4WDoa83m4TQD1vJx55OvdLNp7kbFhjcplv0WNenpA/+9/9f8u0v/7FJB698MVRVEUc2tbrwZhTX34fkckwzoHlsvclEJ7RKSUF6WUF4EuUsrXpJRH9ZcpQF+zR6YoiqIU6MVejbmVksnifRfLZX/GdJ07CyG65l4RQtwDOJsvJEVRFKUobevVoFtjb77dfoG0zII78U3JmEQxEvhKCBElhIgE5gBqxraiKIoFvdS7MTeTM/l5/yWz76vYRCGlPKRfpCgECJVShkopD5s9MkVRFKVQ7QM96dzAi7nbzpOVozPrvopNFEKImkKIecAyKWWCEKKFEGKkWaNSFEVRivVQG39uJGUQczvNrPsxpulpPvA34Ke/fgaYYKZ4FEVRFCMF1NAm3V2Jt3yi8JZS/gLoAKSU2YD5e08URVGUIvnrF4yKqQCJIkW/wl3umtmdgASzRpWHEOJBIcR3QoiV+mVZFUVRFKCWuwMAV+LTzbofYxLFK8AqoKEQYhewEHjJmI0LIX4QQlwXQhzLd3s/IcRpIcQ5IcSUorYhpVwhpRwNDAceN2a/iqIo1YG9jTU+rvZmb3oyZkrfcaAH0BRtjYrTGJdgQOvfmI2WXAAQQlgDXwF9gGjggBBiFWANfJDv+SOklNf1/39T/zxFURRFz8/DkSsJlk8Ue6SUbdASBgBCiMNAm+KeKKXcLoQIzHdzB+CclPKCfltLgcFSyg/4t2yIgdDq784A/ipqWK4QYgwwBqBu3brFhaYoilIl+Hs4cOpqkln3UVRRwFqAP+AohGjNvyveuQFOZdinP3A5z/VooGMRj38RuBdwF0I0klLOLehBUspvgW9Bqx5bhvgURVEqDT93Rzafuo6U0mwr4RV1RtEXrV8gAPg0z+2JwBtl2GdBR1JUldpZwKwy7E9RFKXK8vNwJD1Lx+3ULDyd7cyyj0IThZRyAbBACPGIlPI3E+4zGqiT53oAcMWE21cURak2/Dz+nUtR7okij7ZCiE1SyngAIUQNYKKU8s1S7vMA0FgIUR+IAZ4Anizltu4ghBgIDGzUqHxqtCt6abfhdpR2SbkJGYmQkQQ5WWBlo13snMDZB5y8wbUWeDUEB/Ou/6so1YF/nkRhrjW1jUkU/aWUhqYmKeVtIcT9aKOQiiSEWAKEAd5CiGjgbSnlPCHEOLTZ3tbAD1LK40VsxmhSytXA6nbt2o02xfaUAuhyIPoAXNwN0Qe1/6dcv/txVrZgbQe6LNBlgyygFo2zD3g3Bb9Q8GsN/m2hRqC2yLCiKEap7ZE7l8J8I5+MSRTWQgh7KWUGgBDCEbA3ZuNSyqGF3P4n8KfRUSqWpcuB81vgxAo4/Rek3tRu92oEjXqDbwvwrK99ybvUBHs3sLG/8ws/M1V7XspNSIyBuPMQdw6un4T930GOfjF69zpQvwc0CIPG94JjjXI+WEWpXLyc7bCzseJKgvkm3RmTKH4CNgkhfkTrdB4BLDBbRErFkXoL/lkEB+ZB/EWwc4Um90GzB7QvcidP47dl5wR2dcGjLvjnG1mdk6UljMv7IHIbnFoD4T+BsIbArtr+Wj4ILr6mPDpFqRKEEPh7OJq1jEexiUJK+ZF+/ezeaCOW/k9K+bfZIlIsLz0Bds2CvXMgKxXqdYF7p0GzAdqZgqlZ20LtEO3SYbR2BnPlHzi1Vksaf02CdVOgYU8IeRyaDwRbR9PHoSiVlJ+Hg8WbnpBS/gX8ZbYoTER1ZpdRTjbs/xa2z4S0WxD0CHSbCDVblm8cVtYQ0E673Pu2drZxdDlE/AK/j9Y6wVs9Ce2eA5+m5RubolRAfu6ObD97w2zbL7QUhxBip/7fJCFEYp5LkhAi0WwRlYGUcrWUcoy7uxpNU2LXTsD3veHv17XO5THb4NEfyj9JFMS3OfR+C8ZHwLDV0LA3HPgevuoACx+EsxtBqjmWSvXl5+HI9aQMMrPNs4BRUfMouur/dTXLnpWKQZcDu76ArR+AvSsMWaD1B1REVlZQv7t2Sb4BhxdoCWPxI9roqS4vaU1T1raWjlRRypW/hyNSwrXEdOp4lqVwRsGKOqPwLOpi8kiU8peeAEuegE3vQNP74b/7K26SyM/FB7q/qp1lPPQt2NjByv/CrNbaKKos85ZdVpSKxM/M61IUVQX2EHBQ/+8NtJXtzur/f8gs0Vha4hVtGGd1EHcevu8D5zfDgE/gsQXg7G3pqErOxg5aPQ7/2QFPLgfX2vDnq1rCODAPsjMtHaGimJ2fmedSFNX0VB9ACDEXWKWf+4AQoj9akb4Kp8yd2asnwLkN4NMMaodqQzNbPqQN7axKLu2Dnx8DYQXP/KE15VR2QmhDdxv3gcjtsOU9WPsK7Pocwl7XmqSsrC0dpaKYRe4ZRayZ5lIYs65E+9wkAYYRUD3MEk0Zlbkzu9Pz0O1VcA+Acxth5Vj4tBmsewNuXTBtsJZyaS/89LA2B2L05qqRJPISAhr0gBF/w1O/gaMnrHgB5naDM+tVp7dSJTnYWuPlbGe2pidjhsfeFEK8iTbxTgJPA3FmicbSGvbSLqB9oVzao7V37/9GGzbafRJ0fVlr7qiMLu6BxY9qs6eHrwE3P0tHZD5CaDO7G/aCE3/Apnfh5yFaYuz7PtQKtnSEimJSfh6OZmt6MuaMYijgA/yhv/job6vahIB698CQH2HCMWgxGLa+D9/11CaDVTbRB7Uk4VoLhq+t2kkiLysrbT7Ifw9A/4/g6lHt7GLlOEi6ZunoFMVkzDnprthEIaW8JaUcD3STUraRUk6QUt4ySzQVlVtteHQePLFEq1X0fR849rulozJe/GVYMlTrrB6+Vjue6sbGDjr+B176BzqNhSNL4cu22gx01eGtVAF+Ho7E3E5DmqF5tdhEIYS4RwhxAjihv95KCDHH5JGYgBBioBDi24SEBPPsoNn9MHaPNmP41xFas1RFl5GsJYnsdBi6TDujqM4ca0C/9+G/+yCwC2yYCl93hrMbLB2ZopSJv4cjKZk5JKZnm3zbxjQ9fYa22l0cgJTyCFAhe0DLZWa2k6c2Uqhpf20Y5pb3K24HqU4Hf/wHrh+HR38E32aWjqji8GoITy6Dp37Vri9+FJY8qa2poSiVkJ+HI0Jok+5MzZhEgZTycr6bckweSWVi6wiPLYLWT8O2D2HfN5aOqGA7PtGK6vX9QOvYVe7WuA+8sEcrenhhK3zVEbbOUBP2lErn3uY1OTO9P01qmr6YhjGJ4rIQ4h5ACiHshBCvAidNHkllY20DA7/USmD//XrFa7qIOaSV5Qh6VGubVwpnY6eNZht3QJuhvvUDmNOp4r2nilIEOxsrbK2N+u1fYsZs9Xngv4A/2nrXofrripUVPPSNVjhv+XNaldOKIDMFfh+jzVIe8IlaMc5Y7v7aKLdnVmjLty5+FJY9DQnRlo5MUSyqyEQhhLAGPpdSPiWlrCml9JVSPi2lrJrzKErD3kXrJLZz0mY7p922dESwfqpWouOhr8HRw9LRVD4Ne8ILu6DXVK0y7ez2sPMzNTpKqbaKTBRSyhzARwhRSWeYlRN3f3jiZ0iIgb+mWDaWsxvg4Dzo/N+qN+u6PNnYa0UH/7sPGvSEjdNgbletPIiiVDPGND1FAbuEEFOFEK/kXswcV6mYfXhsUQLaaYv8RCzV1pW2hKw0WDtRK7nd+y3LxFDV1KgHQ3/Wzhqz02HBQPh1JCTGWjoyRSk3xiSKK8Aa/WNd81wqHIsvXNR9EtQMgtXjtfWmy9vuL7W1re+faZ4lS6uzpv20s4seU+DkapjdTk3WU6oNYewsPiGEGyCllEnmDans2rVrJw8ePGiZnccege96aWUjHv62/PYbfwlmd9AqqD62sPz2Wx3dugDrXocz68CrMfT/EBr1tnRUilJmQohDUsp2+W83ZmZ2OyHEUSACOCqEOCKEaGuOIKuE2q20CrQRy7S1HsrL+je1f+97r/z2WV15NtAm6z35C+iytWq8S4ZqAwgUpQoypunpB2CslDJQShmINjT2R7NGVdl1ewU86mmjj3TlMDfxwlY4sVK/3zrm35+iadIXxu6F3m9rndxfddQSdroF+sgUxYyMSRRJUsoduVeklDuBCt/8ZFE29nDv23DtmFZ8zpykhA1vgUdduOcl8+5LuZutg5agXzykLY60e7a2ut6+byAny9LRKYpJGJMo9gshvhFChAkheugLAm4VQrQRQrQxd4CVVsuHwb8tbJ5u3uVVT/+p9Yv0mKJ9aSmW4VoLHvwKxmwF3xbw12vaGcbxP7SaW4pSiRXbmS2E2FLE3VJK2cu0IZWdRTuz87q4G37sD73e1EZEmZpOB990h6xU+O9+rayIYnlSwtn1sOFtuHFS67fq9ZbW4a1mySsVWGGd2cV+s0gpe5onpGqg3j1aLaidn0Ob4eDiY9rtn1oN147Cw9+pJFGRCKH1XzS6F44u19bvXvwI1OkIYVO0CXwqYSiViHkqSFmIRSfcFebeadov/j2zTbtdnQ62fADeTbShuErFY2UNrZ6AcYe0mlsJ0bDoIZh3H5z5u+KWp1eUfKpUorD4hLuCeDeGlg/BgXmmrQN14g+tWSNsivaFpFRcNnbQfpS2ut6ATyEpVqsL9vU9EL5EdXorFV5xRQGt9CXGlbLo+gpkJpluRTwpYfvH4NMcWjxkmm0q5mdjD+1HagnjIf0aJiueh8+DYdtHkHzdsvEpSiGKKwqoAz4pp1iqrlpB0KQf7J2jLU1aVuc2wvUT0HWCVupcqVysbbUmqRd2w5PLtVFSW96Dz1rCb6MhaqdqllIqFGO+ZdYLIR4RQvW+lUm3iVrT0+EFZd/Wri/ALUD1TVR2QmglV575HcYdhLbDtb6L+QO0WlI7P9MqEiuKhRkzPDYJcEZb/jQNEGjDYt3MH17pVJjhsfnNfwDizsH4I6Uv2hdzSKsldd97cM8408anWF5mKpxYAYcWwOW9gIDArhDymDaCzsnT0hEqVVipaz1JKV2llFZSSlsppZv+eoVNEhVat4laR2b4z6Xfxq5ZYO8ObYeZLi6l4rBzgtAnYeTfWl9G2BRttNSqF+HjxtqoqUPzIemapSNVqhGjqscKIQYBuavgbJVSrjFrVGVUYc8opIRvwyAzWZsgV9LRSrcuwJdtoct4bditUj1ICbHhcHyFdrZxOwoQ2hooTfpB4z5QK0TNzVDKrLAzCmOanmYA7YHF+puGAoeklBZeyq1wFTZRABz7HX59Dh7/CZoPLNlz106EwwthwlGtZIRS/UgJ145ri2OdXgtX/tFud6kJDXtpk/ka9FB/H0qplCVRRACh+hFQueto/yOlDDFLpCZQoRNFTjbMbgvOPjByg/G/ApOuacMoWz0Og740b4xK5ZF0Dc5v0kbCnd/871wdn+ZQv5vWv1GvKzh7WTZOpVIodQkPPQ8gd8m2CjSb7U5CiIHAwEaNGlk6lMJZ20DncfDnq3BpL9TrbNzz9swGXRZ0mWDW8JRKxrWm1qcR+qQ2W/9qhFZ2PnIb/PMT7NcvnuXTHAK7aGVl6nYGNz+Lhq1ULsacUQwFZgBb0EY8dQdel1KauX526VXoMwrQRrZ8HgQBHeBJI17G1Fva2USTfvDoPPPHp1QN2Zla01TUDq1A5eV9Wv8YaOul1O2s/VCp21krBaP6OKq9Ep9RCCG6SCl3Ab8DW9H6KQQwWUp51VyBVgt2TtBhDGz9AK6fAt9mRT9+/7faB7zbK+UTn1I12NhB3Y7aBbRmz6sR2pnspd1ac1WE/oeKkxfU6fRv4qjdSpsYqCgUcUahzyxthRCHpZSVat2JCn9GAZASp50lNOgBQ5cU/riMJPgsSGsyKOpxilJSUmrLt17a8+/l1gXtPlsnCGiv/d3Vu0f7v62jZeNVzK40fRRZQogfAX8hxKz8d0op1XJqZeHsBT1eg41vw5n12gzdghz8EdLjtTkYimJKQoB3I+3S5hnttqRr/yaNi7tg6wxAgrWdthBXYFeo311rNlULZVUbRZ1ReAP3Ah8Cb+W/X0ppgloU5lEpzihAa0P++h7QZWtrL+f/4N26oM278GsNz660SIhKNZcWrzVVXdwJUbu0+RxSB9b2UKeDdkZcP0z7G1VropSPm2ch5rA2W9/E/UplGR7bSkp5xKTRmFmlSRQA5zbBTw/fvQpeZqq2bkHCZfjPNqgRaLEQFcUgPUFLHJHbtZFVV49qt9u7a8NxG/bSVvJTf6/mcXwFrBgLWSnaCMh7p5k0WZRlhbtKlSQqnUa9tYl32z+B5oPAp6nWdrz2Fbh2DJ5arj50SsXh4K6t3tekr3Y95aaWNC5sgfNb4JS+aINXI22Fv0Z9tOYq1UxVNroc2PQu7Ppc6y/ybqr939YJwiabfffqXLEi6PsBnNsMX3XQSjH4NNWW0Ax7XSvPoCgVlbM3BD2sXaTUil6e008APDQf9s0FG0etiapJX22It5rDUTJSarW+whdD2+eg/4dgZQtI2Pq+loS7jDdrCEbVeqpsKlXTU67bUdpp5Zl12nj3Rn1g6FK13oRSeWWlaf0aZ//W/q7jL2m3+7WGpvdDswHaWhxq/kbRDi2A1S9pTdO93vz3dl0OLB8OJ1fDpPMmmX1f4j4K/SznCCnlRf31t4BHgIvAeCllZJmjMpNKmSjySk/QTinVOHalqpASbpzS16j6C6IPAFKb+NfsAa35tU5H9cMov9gI+P5ebX7L07/fXUj01J+wdCiM2gwBbcu8u9L0UbwHdNI/+QHgabSCgK2BuUDfMkdVwfxy+heSs5Lp6t+Vxh6NsdhaTQ4VtkpKtZWQkcDpW6eJSoziUuIlYpJjuJ1xm/j0eBIyE8jWZZOjyyFH5uBg44CjjSOONo54OXjh7eSNr6MvAa4BBLoFEugeiI+jj+X+vixBCPBtrl26vaINwz3zF5xaCwe+g71faYUNmw2AFoO1+lTVfRRVegL88qy2BsnD3xdcbdqjjvZvwiWTJIrCFPVOSCllqv7/DwPzpJSHgENCiLFmi8iC9lzZw8ZLG/ns0GfUdKpJv8B+jGk1Bjc7tfxGdXMz7SY7onew/+p+jt48ysXEi4b77K3t8XPxw8vBiwYeDXCzc8PWyhYbKxuEEGRkZ5CWnUZKVgpx6XGEXw/neup1snRZhm3UsK9BC68WtPBqQahvKK19W+Nq52qJQ7UM15rain5th0N6IpxdrzWhHFkKB3/QZoo3ewBaPgiB3atf0tDptNFN8ZfguT/Bxafgx7nrE0X8ZbOGU1TTUwRwD5AKRAKPSCkP6u87IaVsYdbIyqAsTU9XU66y+8putkdvZ8vlLXjYezCx3UQGNhhYvX4BVkNXU66y5sIaNlzcwIm4EwB4OnjSyqcVIT4htPBqQX23+tR0romVKFkTiU7quJZyjajEKCITIjl16xQn4k5wLv4cOTIHK2FFM89mdKrdie4B3Wnl0wobq2r25QjasPBzG+HESq1fIzM5T9J4CAK7VY+kseUD2DYD+s2ATi8U/dgP6mhrsN8/s8y7LU0fxQjgDSARuC6l7Ke/vTXwsZSyd5mjMhNT9VGciDvBe/veI+JGBB1rd+SzsM+q16++aiBHl8Pmy5tZfno5e2P3IpGE+IQQFhBGt4BuNK3R1Kw/ENKz04m4EcHBawfZf3U/R64fIVtm42rnSveA7vSt15d7/O/B3rqUS+dWZllpWtLIHeSRmayV528+SBtlVbdzyRf/qgxOroZlT0PoUzD4q+I7+7/uAu4B8OSyMu+6VBPuhBD+gC9wJM96FLUBWynlpTJHZSam7MzWSR2/nf2N9/e9T2OPxnzT5xtqONQwybYVy0nPTmfV+VXMPz6fy0mX8XP2Y1CjQQxqMIg6bnUsFldSZhJ7ruxhW/Q2tl7eSmJmIs62zvSu25sHGz1I25ptS3w2UyVkpWnNU8d+hzN/Q3YauNTSmqZaPqzNLagKHeHXTmid177NYPifxs0/+fkJrYlq7O4y7740ZxRFFgKUUh4uc1Qmlmc9itFnz5416bZ3RO/g5a0vE+ASwHf3fYePUyFthhVMVk4W/1z/h50xOzly4wiJmYkkZiaSkZOBn7Mf9dzqUd+9Pt0DutPSq2WVb17L0eWw6vwqZv8zm+tp1wnyCmJE8Ah61emFdQX7dZqly2J/7H7WRa1jw8UNpGSl4O/iz+BGg3m08aOV5m/Q5DKStTOM43/A2Q2QkwFuAVrSaPGgtkRsZfw7vn4KFj2olUgZsw3cahv3vD8naX07r5e9n6I0iUIHHAdu5N6U524ppexV5qjMxFzDYw9cPcC4TePwcfJh8f2LcbevuKOTbqXf4ruI7/j97O+kZqdiY2VDsHcwXg5euNq5YmtlS0xKjGEEj07qCHAJoF/9fjze9HFqOVe9pTT3XNnDzIMzOXv7LCHeIYxvM572tdpXiuSYlp3GpkubWHFuBfti92EjbOhVtxdDmw2lbc22leIYzCI9URtue/wPrZlKl6UljRaDtcTh365ynGnEHIafHtGKLz7zB9QsQRfwrlmwYSpMvgiOHmUKozSJ4mW0eRMJwFLgDyllcpmiKCfmnEdx+NphRv49km4B3fii5xcV7gOampXK/OPzWXB8Aek56dxf/3761OtDx9odcbZ1LvA5CRkJbL60mXVR67QvISsbhjYbysigkXg4eJTvAZhBfHo8Mw/OZNX5VQS4BDCh7QTuq3dfhXvvjHUp8RK/nP6FP879QWJmIi29WjK85XDurXdv9ewAz5UWryWNEyu0ZWFzMsG19r/zNOrdUzHnJkVuhyVPasNgn10Bng1K9vzjK2D5MPjPDqhdthWqy1IUsD7a/InBaJPt3pdShpcpGjMz94S7hccXMvPgTF5r/xrPtHjGbPspqciESCZsmcCFhAv0qdeHca3H0cC9ZH900UnRzAmfw5oLa3C2deblti8zpMmQSvuluuHiBqbvnU5iRiIjgkcwJmRMlekYTs9OZ/WF1Sw8vpCoxCj8XfwZETSCBxs9iJ21naXDs6z0BK0v48RKraRIdpo2P6lxX2jaXyteWMZf32WWkQybp2tlTrybaEmiNOVNYg7Bd73giZ+1eShlUOpEoX9yS+AJ4BngNSnlL2WKxszMnSiklIzfMp4d0TtY0H8BIT5ly+KmsO3yNqbsmIKtlS0ze8ykY+2OZdre2dtn+ejAR+yN3UuPgB68c887eDmWvURAeUnPTufDAx/y65lfaeHVgnfveZemnk0tHZZZ6KSObZe38f2x74m4EYGvky8jgkbwaJNHq0xSLJPMFO0M49SfWt9G2i0Q1tpM8Ea9oUFP8AstvxFUOp0Wx1+TtYly7UdD77fAoZTztZJvwMeNoN+H0On5MoVWmqanBmjJYTBwGa35aY2UMr1MkZSD8ijhkZCRwONrHkdKye+Dfy+0Wac8/HTiJz488CHNPZvzec/P8XMxTdE1ndSx5NQSPj34KS52LszoNoPOfp1Nsm1zikyI5NVtr3Lm9hmeC3qOF1u/iK1VBWxyMDEpJXtj9/JNxDccunaIWs61eKHVCwxqOKh6N0nllZOt/QI/u167XI3Qbrd3h8AuWvKo2wlqh5q+4m1aPIT/rM1Ev3VBO4sY9KW2v7KQEt6rDe1HQt/3yrSp0nZmRwAr0eZS3PFAKeWnZYrIjMqr1lP49XCe+esZRgWPYnwb81ZvLMyq86v4387/0btub2Z0m4GDjenLOZ+7fY5J2ycRlRDF1M5Tebjxwybfh6lsj97Oa9tfw9bKlve6vkf3gO6WDski9sbuZdbhWRy9eZRAt0AmtJlAr7q9Km0Totkk34Co7XBhG0TthFvntdutbMGnmdbmXzNIK5vu2QBq1DOun0NKSIqFm2fg4m5t+zEHtUXK6nSEDmO0+SA2JmoinN1ei/fxRWXaTGkSxTTyJYe8pJTvlCkiMyrPooCv73id9VHrWfngSgJcA8pln7m2R2/npc0v0a5mO+bcO8es7dLJmcm8uu1Vdl3ZxajgUbzY+sUKNZ5fSsnPp37mowMf0bRGU2b1mlUlR26VhJSSLZe38MXhL7iQcIE2vm14td2rBPsEWzq0iiv5hla9OeagVpDvagSk3MjzAKF1Ojv7ajPGbR20kUpW1tpcj4wkrX8k/hJk6SsgCSvtDKVBD234rl+o6eNe9DCkxmmLnJVBmfooCtiYs5QypUwRmVF5JoprKdcYuGIgXf278mlY+Z1kRdyIYNT6UQS6BfJD3x9wsXMx+z6zdFm8v+99fj3zK4MaDuLde96tEHMPcnQ5fLD/A5adXkavOr34oNsHONk6WTqsCiNbl83vZ3/nq/CvuJV+i0ENB/Fy25fxdvS2dGiVQ/INrano1nltOYDk61rySI2D7AxtSG5ONtg5gZ0L2LuCR13wagieDbWy6ubuOF89XpvR/dqFMm2mVCvc6Wdm10YrN54phPAFJgDDAbX6CFDTuSYjg0YyO3w2B64eoH2t9mbfZ2JmIhO3TcTTwZM5984plyQBYGtly1ud3sLXyZc54XPQSR3Tu0y3aLLIzMlkyo4pbLi4geeCnmNCmwkV6kynIrCxsuGxpo8xoMEAvov4joUnFrLp0iaeD3mep1o8VS36b8rExUe71C3bABGzcq+jJa7MFLAzfX9poZ8oIcQEIBz4EtgrhBgGnAQcAfPVs62EhrUchp+zHzP2zyBHl2P2/c3YN4MbqTf4uMfH5f6rUAjBC61e4MXWL7Lmwhre2PkG2brsco0hV2pWKuM2jWPDxQ281v41Xmn7ikoSRXC2dWZC2wn8MfgP2tZsyyeHPuGx1Y9x+FqFK7KglJRHPe3fhGizbL6oT9UYoKmUsjPwIPAdMEBK+bKUMtYs0VRSDjYOTGg7gTO3z7Dh0gaz7mvDxQ2svrCaMSFjCPIOMuu+ijImZAzj24znz8g/mbprKjqtFFi5ScxMZPSG0ey/up/pXaZXqPksFV09t3p81fsrZvWcRUpWCsPWDePt3W+TkJFg6dCU0spdlyJ3FUETKypRpEspbwHoCwCekVLuNUsUVcB99e7T+guO/oC5lpe9kXqDd/e8S0uvlowOGW2WfZREbqf2mgtr+GDfB2Y77vwSMhIYs34MJ+JO8EnYJwxuNLhc9lvV9KzbkxWDV/Bcy+dYeW4lg1YMYn3U+nJ7HxUTcrdcoggQQszKvQC++a4reVhbWTO85XBO3jrJ3ljz5NPpe6eTlp3G+93erzDtyqODRzO85XCWnl7KV+FfmX1/8enxjF4/mjO3z/BFzy/oXbfCVruvFJxsnXil3SssfWApNZ1qMnHbRF7e+jI3Um8U/2Sl4nCtBVY2kGCeBYyKShSTgEN5LvmvK/kMbDgQH0cffjj2g8m3feDqATZf3sx/Qv5T4rIc5iSE4JW2r/BI40f4JuIbFhxfYLZ93U6/zegNozkff55ZvWZV2zkS5tDMsxk/D/iZl9u+zM6YnTy06iHWRa6zdFiKsaystTUpzLTSXaGjnqSU5vvEV1F21nY83eJpPjv0GcfjjtPSq6VJtquTOj45+Ak1nWpWyLZ4IQRTO00lKTOJjw9+jKudq8kn5d1Kv8Xo9aO5mHiRWb1m0cW/i0m3r2ijo0YEjSCsThhv7nyTSdsnseHiBt7s9KZag6UycK9jkaYnpRSGNBmCi60LPx770WTbXBe5juNxx3mpzUtmmXltCtZW1szoNoMu/l14Z887/B31t8m2HZcWx8i/R3Ix8SJf9vpSJQkza+DegIX9FzK+zXg2X97Mw6seZlfMLkuHpRTHo65Fmp6UUnC1c+Wxpo+x4eIGLieW/U3LyMngi8Nf0MyzGQ80eMAEEZqPrbUtn4V9RqhPKFN2TGFH9I4yb/Nm2k1GrR9FdFI0X/X+qlLUmqoKbKxsGBU8iqUDluJu587zG59nxv4ZpGdX+FJv1Zd7HUi6CtmZJt+0ShRm8FTzpxAIfjlT9iK7S04u4UrKFSa2m1gp5gg42jgyu/dsGns0ZvyW8Wy8uLHU24pMiOTpP58mJjmGr3p/VeaKuErJNfVsytIHlvJ086dZfHIxQ9cO5Xz8eUuHpRTEoy4gIdH0cymKqvX0JUXXenrJ5NGYSHmW8CjMK1tf4cDVA2wcsrHUpZ5Ts1K577f7CPIOYu69c00coXklZCQwdtNYjt08xrTO03io8UMlev6RG0cYt2kcVsKKOb3n0NLbNP09SuntjNnJ/3b+j9SsVKZ0mMLDjR9WRQYrkluRcHGXtiaFY+n6lAor4VHUT9SD3DnKKf9FKcLjTR8nPiOe9VHrS72NX8/8SkJGAi+0esGEkZUPd3t3vuvzHR1rdeSt3W/x/dHvjZq1LqXktzO/MervUbjaubKo/yKVJCqIrv5d+XXgr7TybcW0PdOYvH0yKVkVtuRb9eNZH1o/XeokUZRSFQWs6CrCGYWUkkErBuFm78bi+xeX+PmZOZn0/60/ge6BzOs7zwwRlo/MnEze2PkGf0f9TYh3CG/f8zZNajQp8LExyTFM2z2NvbF7aV+rPTO7z6xUiyVVFzqpY97RecwOn01d17p8EvZJoe+pUrmUZSlUH2Ay0AIwDLmRUvYydZCmUhESBcCiE4v46MBHLB+4nGaezUr03F/P/Mo7e97h2z7fVvoOXCklayPXMvPATBIzEnmkySO0q9mO5l7NcbF1Yf/V/ey+sttw9jWx3UQebfJopeiTqc4OXD3Aa9tfIzkzmf91+h8PNnrQ0iEpZVSWRLEeWAa8CjwPDANuSCknmyPQAvbfHBgPeAObpJRfF/ecipIoEjISuHf5vTzQ8AHe7vy20c/L1mUzaMUg3O3c+XnAz1WmHTg+PZ5PDn3Cmgtr7iok6GbnRreAbrzU+iWTrdCnmN/NtJtM3j6Z/Vf3M6TJEKZ0mKLW667EypIoDkkp2wohIqSUIfrbtkkpexix0x+AB4DrUsqgPLf3A74ArIHvpZQzjNiWFfCdlHJkcY+tKIkC4K1db7Euah2bhmzC1c7VqOf8eeFPJu+YzOc9P6+SJSqycrI4F3+Ok7dOcjv9Nu1rtaelV8sKsbaFUnLZumxm/TOLH4/9SLB3MJ+GfVrtF42qrErTmZ0rS/9vrBBigBCiNWDsUm7zgX75ArEGvgL6ozVnDRVCtBBCBAsh1uS7+OqfMwjYCWwycr8VxuPNHictO40/zv5h1ON1Usf3x76noXtDetbpaeboLMPW2pbmXs15uPHDjAweSYhPiEoSlZiNlQ2vtH2FT8M+5Xz8eR5f8ziHrqnxLlWJMYliuhDCHZiI1vz0PfCyMRuXUm4HbuW7uQNwTkp5QUqZCSwFBkspj0opH8h3ua7fziop5T3AU4XtSwgxRghxUAhx8MaNilPQrKVXS9rWbMtPJ38iS5dV7OM3X9rM2dtnGRUySrXRK5VKn3p9WDJgCW52boz6exTLTi1TlWiriGK/iaSUa6SUCVLKY1LKnlLKtlLKVWXYpz+Qd8pytP62AgkhwvQVa78B/iwizm+llO2klO18fHzKEJ7pDW85nNiUWDZEFb1WhU7q+PrI1wS6BdI/sH85RacoptPAowGLByyms19npu+bzjt73iErp/gfSErFVuRSqGAY9TQaCMz7eCnliFLus6Ce2aIm9m0FtpZyXxVC94Du1Hevz/zj8+lfv3+hndNbLm3hzO0zvN/1fdUUo1RabnZufNnrS2aHz+b7o99zMfEin4Z9qgoLVmLGtG2sBNyBjcDaPJfSigbq5LkeAFwpw/YqPCthxbAWwzh56yT7r+4v8DF3nE3UV2cTSuVmbWXN+Dbj+aDbB0TciODJtU+q0h+VmDGJwklKOVlK+YuU8rfcSxn2eQBoLISoL4SwA54AytKUZSCEGCiE+DYhoeIt6fhAwwfwdPBk/vH5Bd6/5dIWTt8+zZiQMdhYFXuipyiVwgMNHuDHfj+SnpPOU38+parQVlLGJIo1Qoj7S7NxIcQSYA/QVAgRLYQYKaXMBsYBfwMngV+klMdLs/38pJSrpZRj3N3dTbE5k7K3tufJZk+yM2Ynx2/eebipWanMDp9NPbd66mxCqXJCfEJYMmAJ/i7+/HfTf/nldNmLZSrly5h5FEmAM5DJv0NlpZTSzcyxlVpFmkeRV3x6PA+teogsXRZzes8hxCeEpMwkxm4cy9GbR/m85+eE1QmzdJiKYhYpWSlM2jaJHTE7eLbFs5WmInJ1Uup5FFJKVymllZTSQf9/14qcJCoyDwcPFvZfiKutK6PWj2Jd5DpGrR/FsbhjzOwxUyUJpUpztnVmVq9ZPNnsSRaeWMjErRPV+haVhFFFAfUT3nIXKN4qpVxj1qhKSQgxEBjYqFGj0WfPnrV0OIW6mXaT5zc8z+nbp7GzsuOznp+p9Z+VamXRiUXMPDCTEJ8QZvWahaeDp6VDUihbCY8ZQHsgtwTqUOCQlHKKyaM0kYra9JRXUmYSXxz+gr6BfWlfq72lw1GUcrfh4gZe3/E6NZ1qMvfeudRxq1P8kxSzKkuiiABCpZQ6/XVr4J/cuk8VUWVIFIqiQPj1cMZtHoe1sFYLVFUAZan1BOCR5/8Vb0iRoiiVUqhvKAv7L8TB2oHn/n6OnTE7LR2SUgBjEsUHwD9CiPlCiAVoq9u9b96wFEWpLhq4N2DR/Yuo61qXFze9yOrzqy0dkpKPMaOelgCdgN/1l85SyqXmDqw0KvKEO0VRCufr5MuP/X6kTc02vLHzDRYcX2DpkJQ8Ck0UQohm+n/bALXRSm9cBvz0t1U4FXnCnaIoRXO1c2XOvXPoU68PHx/8mM8Ofaaqz1YQRdWKeAUYA3xSwH0SqLBLoSqKUjnZW9szs/tM3t/3Pj8c+4H4jHje6vSWKpJpYYUmCinlGP1/+0sp75gVI4RwKOApiqIoZWZtZc2bnd7Ew8GDbyO+JTEjkQ+7f6iWWLUgY6rP7QbyNzUVdFuFlpWVRXR0NOnpaiaoohTHwcGBgIAAbG1tLbJ/IQQvtn4RD3sPPjrwEWM3jWVWz1k42TpZJJ7qrtBEIYSohbagkKN++dPcRRTcgEr3bkVHR+Pq6kpgYGCh60EoigJSSuLi4oiOjqZ+/foWjeWZFs/gbu/OW7veYvT60cy5dw7u9qoPsrwVdUbRFxiOtl7EJ/ybKBKBN8wbVunkKeFx133p6ekqSSiKEYQQeHl5UVGWFB7UcBDOts5M2jaJ5/5+jm/7fIu3o7elw6pWCh31JKVcIKXsCQyXUvbSL4PaU0o5WEr5eznGaLTiRj2pJKEoxqlon5XedXsz5945RCdF8+xfzxKTHGPpkKoVYybctRVCeOReEULUEEJMN19IiqIod+tUuxPf3fcd8RnxDPtrGJEJkZYOqdowJlH0l1LG516RUt4GSrWQUXX33nvv0bJlS0JCQggNDWXfvn2A1tE+ZcoUGjduTFBQEB06dOCvv/4yyT63bt3KAw88UKZtjBgxAl9fX4KCgkq9jVWrVjFjxgwAVqxYwYkTJwz3hYWFYUxtrn79+uHh4XHX8URGRtKxY0caN27M448/TmZmJgCLFy8mJCSEkJAQ7rnnHo4cOXLH83JycmjdunWZXx9TMMX7VB208mnFj31/JEuXxfB1wzl967SlQ6oWjEkU1kII+9wrQghHwL6IxysF2LNnD2vWrOHw4cNERESwceNG6tTRqmVOnTqV2NhYjh07xrFjx1i9ejVJSUml2k9OTk6Z4szOzr7rtuHDh7Nu3boybXfQoEFMmaIVHM6fKIw1adIkFi1adNftkydP5uWXX+bs2bPUqFGDefPmAVC/fn22bdtGREQEU6dOZcyYMXc874svvqB58+alOBrFkpp6NmV+v/nYWtny3N/PceTGkeKfpJSJMcNjfwI2CSF+RJtoNwKo1PPr31l9nBNXEk26zRZ+brw9sPDKl7GxsXh7e2Nvr+VYb2+tMy41NZXvvvuOyMhIw301a9bkscceu2sbmzZt4tVXXyU7O5v27dvz9ddfY29vT2BgICNGjGD9+vWMGzcODw8PJkyYgLe3N23a/DuKOSUlhRdffJGjR4+SnZ3NtGnTGDx4MPPnz2ft2rWkp6eTkpLC5s2b79hv9+7diYqKKvTYcnJyaNy4MefPnychIQFPT0+2bt1K9+7d6datGz/++CM7d+7k4MGDPPnkk6xatYpt27Yxffp0fvtNW359+fLljB07lvj4eObNm0e3bt3u2k/v3r3ZunXrHbdJKdm8eTM///wzAMOGDWPatGm88MIL3HPPPYbHderUiejoaMP16Oho1q5dy//+9z8+/fTTAo9r+fLlvPPOO1hbW+Pu7s727duJiorimWeeISUlBYDZs2dzzz33sHXrVt5++21q1qxJeHg4Dz/8MMHBwXzxxRekpaWxYsUKGjZsyPDhw3FwcOD48eNcu3aNTz/99K4zicLep+PHj/Pcc8+RmZmJTqfjt99+o3HjxoW+L1VZfff6LOy/kFHrRzF6/Whm95pNh9odLB1WlWVMraePgPeA5kBL4P/0tyklcN9993H58mWaNGnC2LFj2bZtGwDnzp2jbt26uLkVvWhgeno6w4cPZ9myZYYvkK+//tpwv4ODAzt37uTBBx9k9OjRrF69mh07dnD16lXDY9577z169erFgQMH2LJlC5MmTTJ84e3Zs4cFCxbclSSMYW1tTZMmTThx4gQ7d+6kbdu27Nixg4yMDKKjo8k7Cu2ee+5h0KBBzJw5k/DwcBo2bAhoZzL79+/n888/55133jF633FxcXh4eGBjo/3mCQgIICbm7o7OefPm0b//v+uRT5gwgY8++ggrq8I/Au+++y5///03R44cYdWqVQD4+vqyYcMGDh8+zLJly3jppZcMjz9y5AhffPEFR48eZdGiRZw5c4b9+/czatQovvzyS8PjoqKi2LZtG2vXruX555+/a25PYe/T3LlzGT9+POHh4Rw8eJCAgACjX6eqyM/FjwX9FuDv4s/YTWPZHr3d0iFVWcacUSCl/AswTaO5GRU1PDavon75m4uLiwuHDh1ix44dbNmyhccff5wZM2bc8Yu/KKdPn6Z+/fo0adIE0H45f/XVV0yYMAGAxx9/HIBTp05Rv359wy/Np59+mm+//RaA9evXs2rVKj7++GNASz6XLl0CoE+fPnh6ln6VsW7durF9+3YiIyN5/fXX+e677+jRowft2xu3KNPDDz8MQNu2bYs8e8mvoFpA+UfsbNmyhXnz5rFzp1bCes2aNfj6+tK2bdu7zlDy6tKlC8OHD+exxx4zxJeVlcW4ceMIDw/H2tqaM2fOGB7fvn17ateuDUDDhg257777AAgODmbLli2Gxz322GNYWVnRuHFjGjRowKlTp+7Yb2HvU+fOnXnvvfeIjo7m4YcfrrZnE3n5OPnwQ98feH7j84zfPJ4Z3WfQN7CvpcOqcoo9oxBCdBJCHBBCJAshMoUQOUII07bbmEhFLwpobW1NWFgY77zzDrNnz+a3336jUaNGXLp0qdg+ieKKozk7Oxv+X9jQRiklv/32G+Hh4YSHh3Pp0iVDG33e55dGt27d2LFjB/v37+f+++8nPj7e0PxkjNxmN2tr6wL7SQrj7e1NfHy84TnR0dH4+fkZ7o+IiGDUqFGsXLkSLy8vAHbt2sWqVasIDAzkiSeeYPPmzTz99NN3bXvu3LlMnz6dy5cvExoaSlxcHJ999hk1a9bkyJEjHDx40NBxnvcYAKysrAzXrays7jim/O9P/uuFvU+5zXaOjo707du3VGd/VVENhxp8f9/3hPiE8Nr21/jj7B+WDqnKMaYzezba8qdnAUdgFPBlkc9Q7nL69GnyruMdHh5OvXr1cHJyYuTIkbz00kuGL53Y2Fh++umnO57frFkzoqKiOHfuHACLFi2iR48ed+2nWbNmREZGcv78eQCWLFliuK9v3758+eWXhqTzzz//mOz4OnbsyO7du7GyssLBwYHQ0FC++eabAvsaXF1dS91Zn58Qgp49e/Lrr78CsGDBAgYPHgzApUuXePjhh1m0aJHhTAzggw8+IDo6mqioKJYuXUqvXr3uer0Bzp8/T8eOHXn33Xfx9vbm8uXLJCQkULt2baysrFi0aFGpBg8sX74cnU7H+fPnuXDhAk2bNr3j/sLepwsXLtCgQQNeeuklBg0aRERERIn3XVW52rny9b1f06l2J97a/RaLTy4u/kmK0Yxa4U5KeQ6wllLmSCl/BHqaN6yqJzk5mWHDhtGiRQtCQkI4ceIE06ZNA2D69On4+PjQokULgoKCePDBB/Hx8bnj+Q4ODvz4448MGTKE4OBgrKyseP755+/aj4ODA99++y0DBgyga9eu1KtXz3Df1KlTycrKIiQkhKCgIKZOnWpU7EOHDqVz586cPn2agIAAw6iivOzt7alTpw6dOnUCtDOMpKQkgoOD73rsE088wcyZM2ndurUhoRmjW7duDBkyhE2bNhEQEMDff/8NwIcffsinn35Ko0aNiIuLY+TIkYDWxxAXF8fYsWMJDQ2lXbu7Vngs0qRJkwgODiYoKIju3bvTqlUrxo4dy4IFC+jUqRNnzpwp1ZlY06ZN6dGjB/3792fu3Lk4ONxZY7Ow92nZsmUEBQURGhrKqVOnePbZZ0u876rMydaJL3t9Se+6vZmxfwbfHPlGlSk3EWPWzN4O3At8D1wFYtFma7cyf3ilU9Ca2SdPnlRDIRWLGz58OA888ACPPvqopUMpVmX9zGTrsnlr11usvrCaYS2GMbHdxAo307yiKmzNbGM6s59BO/MYB7wM1AEeMW14iqIopmFjZcP0rtNxsXNhwYkFJGUlqTUtyqjIRCGEsAbek1I+DaQDxo9bVBTlLvPnz7d0CNWClbDi9Q6v42bnxjcR35CUmcSMbjPUmhalVGSikFLmCCF8hBB2UsrMoh6rKIpSkQghGNd6HO727nx04CMSMxL5vOfnuNi5WDq0UotMiOSPc39wLeUa/+v0P9zsip5/ZSrGND1FAbuEEKuAlNwbpZQFT2e1IGPnUSiKUn080+IZPOw9eGvXW4z4ewRz7p1T6cqUH7p2iFmHZ3H4+mGshTUCQWRCJN/0+YYaDjXMvn9jRj1dAdboH+ua51LhVPR5FIqiWMbAhgOZ1WsWkQmRPPvXs1xMvGjpkIy28eJGRq8fzdWUq0xoM4ENj25gVq9ZXEi4wHPrnuNGqvnXDSk0UQghcquvxUsp38l/MXtkiqIoJtQtoBvf9/2e5Mxknv7zacKvh1s6pGL9duY3Jm6bSAuvFvwy8BdGBo/Ex8mHbgHd+Prer4lNiWXE3yPI0mWZNY6izijaCiHqASP0a1B45r2YNaoqqjKWGb98+TI9e/akefPmtGzZki+++KJU2zFFmXFra2tCQ0MJDQ1l0KBBhts3b95MmzZtCAoKYtiwYYZZ0FJKXnrpJRo1akRISAiHDx++Y3sFlRk/cuQInTt3Jjg4mIEDB5KYaPkiBIGBgdy8edPSYVQJrXxa8dP9P+Fm58bIv0eyPmq9pUMq1ILjC5i2Zxqd/TrzbZ9v71oCtn2t9rzW/jWiEqO4nHTZvMFIKQu8AC8BJ4EM4AIQmedyobDnVYRL27ZtZX4nTpy467bytHv3btmpUyeZnp4upZTyxo0bMiYmRkop5eTJk+Wzzz5ruO/q1aty2bJlpdpPdnb2Hde3bNkiBwwYYPTzs7Ky7rh+5coVeejQISmllImJibJx48by+PHjpYot17Bhw+Ty5csN13v06CEPHDhQ7POcnZ3vui0nJ0cGBATI06dPSymlnDp1qvz++++llFKuXbtW9uvXT+p0Orlnzx7ZoUOHO577ySefyKFDh97x+rRr105u3bpVSinlvHnz5JtvvlnyAzSxevXqyRs3bpT7fi39mTGnW2m35FNrn5JB84Pk3PC5UqfTWTqkOyw7tUwGzQ+Sr2x5RWZmZxb6uH+u/SOD5gfJbZe3mWS/wEFZwHdqUUuhzpJSNgd+kFI2kFLWz3NpYN70ZWZ/TYEfB5j28teUIndZUJlxPz8/Q5nxL7/80qgy461btyY4OJgRI0aQkZEBaL843333Xbp27cry5ctZt24dzZo1o2vXrvz++7+r1qakpDBixAjat29P69atWblyJaAN2RwyZAgDBw40FLLLVbt2bUPhQldXV5o3b35XddacnBwaNGiAlJL4+HisrKzYvl2r5NmtWzfOnTvH/PnzGTduHLt372bVqlVMmjSJ0NBQw8zs5cuX06FDB5o0acKOHTuMex/Rqsfa29sbSnT06dPHULp85cqVPPvsswgh6NSpE/Hx8cTGxgL/lhkfNWrUHds7ffq0oT5V3m3lFRsbS/fu3QkNDSUoKMgQ7wsvvEC7du1o2bIlb7/9tuHxgYGBvPHGG3Tu3Jl27dpx+PBh+vbtS8OGDZk7dy6AoS7WQw89RIsWLXj++efR6XR37funn36iQ4cOhIaG8p///IecnBxycnIYPnw4QUFBBAcH89lnnxn9+lVXufWhBjQYwOzw2UzePpm07DRLhwXAmgtrmL53OmEBYczoPgNba9tCH1vHVVvTxtxnFMaUGX/BrBFUE1WhzHhUVBT//PMPHTt2vOP28ioznp6eTrt27ejUqRMrVqwAtISblZVlaLr69ddfuXxZ+9DExMQYFoeCO0uQF1ZmPCgoyFBSfPny5YZt5fXzzz/Tt29fwsPDOXLkCKGhoYbX9+DBg0RERBgWTMpVp04d9uzZQ7du3Rg+fDi//vore/fu5a233jI8Zv/+/XzyySccPXqU8+fP35HkQZspvWzZMnbt2mWoXrt48WLCw8OJiYnh2LFjHD16lOeee67A10+5k4ONAx90/YAJbSawLmodw/4aRnRSdPFPNKNNlzbx5s436VCrAx+HfYytVeFJAsDTwRNHG0ezx21UmfEqp/+Mct9lZS8znpyczCOPPMLnn39eYFIrjzLjly5dws/PjwsXLtCrVy+Cg4Np2LAhS5cu5eWXXyYjI4P77rvPsDaFLKQEeVFlxn/44Qdeeukl3n33XQYNGoSd3d0TtNq3b8+IESPIysriwQcfNCSKX375hW+//Zbs7GxiY2M5ceIEISEhAIY+leDgYJKTk3F1dcXV1RUHBwfi4+MB6NChAw0aaCfrQ4cOZefOnXeU+ti0aROHDh0yvKZpaWn4+voycOBALly4wIsvvsiAAQPuOitUCieEYGTwSBp5NOL1na/z2OrH+L+u/0fvur3LPZZ1Uet4ffvrtPRuyaxes7C3Ln4hUSEEAa4BRCebN1EYVRRQMY3KWmY8KyuLRx55hKeeesrwhZ5feZQZzy0f3qBBA8LCwgxVVTt37mzYd/fu3Q1JMiAg4I4zgtwS5EWVGW/WrBnr16/n0KFDDB061HDGk1f37t3Zvn07/v7+PPPMMyxcuJDIyEg+/vhjNm3aREREBAMGDLhjQaK8JcfzlyPPPV5jyo8PGzbM8P6dPn2aadOmUaNGDY4cOUJYWBhfffXVXc1pSvF61OnBLw/8Ql23ukzYMoEP939IRk5Gue1/5bmVTN4+mRCfEL659xucbJ2Mfm6AS4DZzyhUoignlbXMuJSSkSNH0rx5c1555ZVCH2fuMuO3b9829MncvHmTXbt20aJFCwCuX78OQEZGBh9++KGhqu6gQYNYuHAhUkr27t2Lu7s7tWvXLrLMeO62dDod06dPL7BC78WLF/H19WX06NGMHDmSw4cPk5iYiLOzM+7u7ly7dq1Uo9b2799PZGQkOp2OZcuW0bVr1zvu7927N7/++qshxlu3bnHx4kVu3ryJTqfjkUce4f/+7//uGt2lGCfANYCF/RfyZLMn+enkTwxZPcTsQ2illCw+uZg3d71Jx1od+frer0s8czzANYCY5BizVspViaKcVNYy47t27WLRokVs3rzZMDT1zz//vOtx5i4zfvLkSdq1a0erVq3o2bMnU6ZMMSSKmTNn0rx5c0JCQhg4cCC9evUC4P7776dBgwY0atSI0aNHM2fOnGL3s2TJEpo0aUKzZs3w8/MrsL1/69athIaG0rp1a3777TfGjx9Pq1ataN26NS1btmTEiBF06dLFqOPKq3PnzkyZMoWgoCDq16/PQw89dMf9LVq0YPr06dx3332EhITQp08fYmNjiYmJISwsjNDQUIYPH84HH3xQ4n0rGjtrO17v+Drf3PsN6dnpPPvXs8w8MJPkzGST7ys5M5nXtr/GjP0z6FmnJ1/2/rJEZxK56rjWIS07jbj0OJPHmKvYMuOVSZ4SHqPz/nqHylsyWaketm7dyscff8yaNWssHYpBdf/MJGcm8+mhT1l+Zjk17GvwfKvnGdJ0SLEdzMY4EXeCSdsmEZ0czYutX2RE0AisROl+t++I3sHYTWNZ1H8Rob6hZYqrsDLjVeqMQqoSHoqimIiLnQtvdX6LpQOW0qhGIz7Y/wEPrniQn0/+XOozjMuJl3l9x+s8seYJ0nPS+aHvD4wKHlXqJAFa0xOYd4hs9Rz1pCgVTFhYGGFhYZYOQylAS++WzLtvHtujt/P1ka/5YP8HfH74cx5o8ABhdcJoW7MtzraFDwZJzUplb+xeNl7cyJ+Rf2JrZcvwlsMZETQCDwePMsfn5+KHQJh15JNKFIqiKMUQQtCjTg961OnBsZvHWHpqKavOr2L5meXYCBtaeLcgwCUAL0cvPB08ScpM4mbaTa6mXCX8ejiZukxcbF14rOljjA4ejY+TT/E7NZK9tT2+Tr5mHfmkEoWiKEoJBHkHMb3rdN7s9CbhN8LZF7uPw9cOc+TGEW6l3yItOw1bK1u8Hb3xcfThsaaP0aNOD9r6ti1ylnVZBLiad4isShSKoiil4GDjQKfanehUu9Mdt6dnp2NvbV+u63TXca3D7pjdZtt+lerMVhRFsTQHG4dyTRKgTbq7nnad9Oz04h9cCipRlKPKWGY8PT2dDh060KpVq7uK3ZWEKcqM9+vXDw8Pj7uOJzIyko4dO9K4cWMef/xxw8TFXAcOHMDa2ppff/3VcNtnn31Gy5YtCQoKYujQoYZZ1NOmTcPf3/+uOSOLFy823BYaGoqVlRXh4eEAZGZmMmbMGMP8i4IKCZanqKgogoKCLBqDUr5yRz7FJMcU88jSUYminOzZs4c1a9Zw+PBhIiIi2Lhxo6Fg3dSpU4mNjeXYsWMcO3aM1atXl3jmcq6cnJwyxZm/fIa9vT2bN2/myJEjhIeHs27dOvbu3Vvi7Q4aNIgpU7QKu/kThbEmTZrEokWL7rp98uTJvPzyy5w9e5YaNWowb948w305OTlMnjyZvn37Gm6LiYlh1qxZHDx4kGPHjpGTk8PSpUsN97/88suGMhn3338/AE899ZThtkWLFhEYGHhHMUBfX1/OnDnDiRMnCpwxryjmlJsozNVPUS37KD7c/yGnbp0y6TabeTZjcofJhd5fUJlxwFBmPDIy0qgy46+++irZ2dm0b9+er7/+Gnt7ewIDAxkxYgTr169n3LhxeHh4MGHCBLy9ve8oOpiSksKLL75oqD47bdo0Bg8ezPz581m7di3p6emkpKTcUUFWCIGLi1ZSICsri6ysrLtOq3NycmjcuDHnz58nISEBT09PQ52nbt268eOPP7Jz504OHjzIk08+yapVq9i2bRvTp083/Ppevnw5Y8eOJT4+nnnz5hVY+qN37953FfGTUrJ582Z+/vlnQCuWOG3aNF54QSt6/OWXX/LII49w4MCBO56XnZ1NWloatra2pKamGupIGWPJkiUMHTrUcP2HH37g1Cnt78nKysrw3ua1bds2xo8fb3hNt2/fjhCCwYMHc/v2bbKyspg+fTqDBw8mKiqKfv360bVrV/bu3UurVq147rnnePvtt7l+/TqLFy+mQ4cOTJs2jfPnzxMTE8Ply5d57bXXGD169F3vzZQpU9i6dSsZGRn897//5T//+Q+xsbE8/vjjJCYmGioRF/SaK5VDgIs+UZhpiKw6oygnlbnMeE5ODqGhofj6+tKnTx+LlRkvSFxcHB4eHoaKsXlLicfExPDHH3/cVerE39+fV199lbp161K7dm3c3d3vqLg6e/ZsQkJCGDFiBLdv375rn8uWLTMkitzKr1OnTqVNmzYMGTKEa9eu3fWcjz/+mK+++orw8HB27NiBo6MjDg4O/PHHHxw+fJgtW7YwceJEQ72ec+fOMX78eCIiIjh16hQ///wzO3fu5OOPP+b99983bDciIoK1a9eyZ88e3n33Xa5cuXLHfufNm4e7uzsHDhzgwIEDhh8lhZVKVyonTwdPnGyc1BmFKRX1y99cKnOZcWtra8LDw4mPj+ehhx7i2LFjd7WBl0eZ8YIUVkoctDUnPvzwQ6ytre+4//bt26xcuZLIyEg8PDwYMmQIP/30E08//TQvvPACU6dORQjB1KlTmThxIj/88IPhufv27cPJyclw/NnZ2URHR9OlSxc+/fRTPv30U1599dW7msi6dOnCK6+8YqjAGxAQQFZWFm+88Qbbt2/HysqKmJgYQ5KpX7++oU5Wy5Yt6d27N0IIgoOD73h9Bg8ejKOjI46OjvTs2ZP9+/ff8aW/fv16IiIiDP0zCQkJnD17ttBS6UrllFtu3Fyzs6tlorCU3DLjYWFhBAcHs2DBAh577DFDmXFXV9dCn2vKMuNNmza94/Z9+/YVWWY8l4eHB2FhYaxbt67ARDF37lyuXLnCu+++y8yZM01eZrwg3t7exMfHk52djY2NjaGUOMDBgwd54oknAK3i7J9//omNjQ1ZWVnUr1/fUHjx4YcfZvfu3Tz99NPUrFnTsO3Ro0ff1XG+dOnSO5qdvLy8cHJyMhTwGzJkyB19JLmmTJnCgAED+PPPP+nUqRMbN25k79693Lhxg0OHDmFra0tgYKChUz1/KfK8Zcrzvj7GlCb/8ssv7+ijybV9+3bWrl3LM888w6RJk3j22WcLfI2VyiHAJYCLiRfNsm3V9FROKmuZ8Rs3bhiaV9LS0ti4cSPNmjW763HmLjNeGCEEPXv2NPxiXrBgAYMHDwa00VBRUVFERUXx6KOPMmfOHB588EHq1q3L3r17SU1NRUrJpk2bDMXvcpdKBfjjjz/uSIg6nY7ly5cbkk/u/gcOHGjoO9m0aZOhqm1e58+fJzg4mMmTJ9OuXTtOnTpFQkICvr6+2NrasmXLFi5eLPmHfOXKlaSnpxMXF8fWrVvvOoPr27cvX3/9NVlZWQCcOXOGlJSUAkulK5Vb7gJG5ij0qs4oyklycjIvvvgi8fHx2NjY0KhRI0OT0PTp03nzzTdp0aIFDg4OODs78+67797x/LxlxnM7s4srM+7t7U3Xrl05duwYoLWjT5gwgZCQEKSUBAYGFlutNDY2lmHDhpGTk4NOp+Oxxx4rcLhtQWXGlyxZUmiZ8dGjRzNr1qw7hqwWp1u3bpw6dYrk5GQCAgKYN28effv25cMPP+SJJ57gzTffpHXr1owcObLI7XTs2JFHH32UNm3aYGNjQ+vWrRkzZgwAr732GuHh4QghCAwM5JtvvjE8b/v27QQEBBhWocv14Ycf8swzzzBhwgR8fHz48ccf79rn559/zpYtW7C2tqZFixb079+fpKQkBg4cSLt27QgNDS0wARenQ4cODBgwgEuXLjF16lT8/PzuaJoaNWoUUVFRtGnTBiklPj4+rFixgq1btzJz5kxsbW1xcXFh4cKFJd63UrEEuAaQkZPBzbSbJi0RAqrMuKJUWtOmTcPFxYVXX33VLNtXn5nKJfx6OItPLublti/j52L8KL68CiszXqXOKKSUq4HV7dq1G13sgxVFUaqQUN/QMq9HUZgqlSgUpTrJXSFRUcytWnVmV6VmNkUxJ/VZUfKqNonCwcGBuLg49QFQlGJIKYmLi8PBwcHSoSgVRLVpegoICCA6OpobN25YOhRFqfAcHBwICAiwdBhKBVFtEoWtrS3169e3dBiKoiiVTrVpelIURVFKRyUKRVEUpUgqUSiKoihFqlIzs3MJIW4AJS2c4w3cNEM4llBVjkUdR8VSVY4Dqs6xmPo46kkp76r/USUTRWkIIQ4WNHW9Mqoqx6KOo2KpKscBVedYyus4VNOToiiKUiSVKBRFUZQiqUTxr28tHYAJVZVjUcdRsVSV44Cqcyzlchyqj0JRFEUpkjqjUBRFUYqkEoWiKIpSpGqXKIQQ/YQQp4UQ54QQUwq4XwghZunvjxBCtLFEnMUx4jie0scfIYTYLYRoZYk4jVHcseR5XHshRI4Q4tHyjM9YxhyHECJMCBEuhDguhNhW3jEaw4i/LXchxGohxBH9cTxniTiLI4T4QQhxXQhxrJD7K8tnvbjjMP9nXUpZbS6ANXAeaADYAUeAFvkecz/wFyCATsA+S8ddyuO4B6ih/3//ingcxh5LnsdtBv4EHrV03KV8TzyAE0Bd/XVfS8ddyuN4A/hQ/38f4BZgZ+nYCziW7kAb4Fgh91f4z7qRx2H2z3p1O6PoAJyTUl6QUmYCS4HB+R4zGFgoNXsBDyFE7fIOtBjFHoeUcreU8rb+6l6gotaMNuY9AXgR+A24Xp7BlYAxx/Ek8LuU8hKAlLIiHosxxyEBVyGEAFzQEkV2+YZZPCnldrTYClMZPuvFHkd5fNarW6LwBy7nuR6tv62kj7G0ksY4Eu2XU0VU7LEIIfyBh4C55RhXSRnznjQBagghtgohDgkhni236IxnzHHMBpoDV4CjwHgppa58wjOpyvBZLymzfNarzXoUeqKA2/KPDzbmMZZmdIxCiJ5ofzxdzRpR6RlzLJ8Dk6WUOdqP2ArJmOOwAdoCvQFHYI8QYq+U8oy5gysBY46jLxAO9AIaAhuEEDuklIlmjs3UKsNn3Wjm/KxXt0QRDdTJcz0A7VdRSR9jaUbFKIQIAb4H+ksp48optpIy5ljaAUv1ScIbuF8IkS2lXFEuERrH2L+tm1LKFCBFCLEdaAVUpERhzHE8B8yQWqP4OSFEJNAM2F8+IZpMZfisG8Xcn/Xq1vR0AGgshKgvhLADngBW5XvMKuBZ/YiITkCClDK2vAMtRrHHIYSoC/wOPFPBfrHmV+yxSCnrSykDpZSBwK/A2AqWJMC4v62VQDchhI0QwgnoCJws5ziLY8xxXEI7K0IIURNoClwo1yhNozJ81otVHp/1anVGIaXMFkKMA/5GG93xg5TyuBDief39c9FG1dwPnANS0X49VShGHsdbgBcwR/9LPFtWwGqZRh5LhWfMcUgpTwoh1gERgA74XkpZ4JBHSzHy/fg/YL4Q4iha881kKWWFK9kthFgChAHeQoho4G3AFirPZx2MOg6zf9ZVCQ9FURSlSNWt6UlRFEUpIZUoFEVRlCKpRKEoiqIUSSUKRVEUpUgqUSiKoihFUolCURRFKZJKFIpSCkKIwMLKPhv5/PlCiMjc+QkleN4WIUSyEKLCzYlRqq5qNeFOUUxBXzXVFD+yJkkpfy3JE6SUPYUQW02wb0UxmjqjUBQj6M8gTgoh5gCH0WoEWQshvtMv3rNeCOGof2yoEGKvfiGZP4QQNYzY/nwhxNf6M4YLQoge+gVrTgoh5pv36BSlaCpRKIrxmqKtX9AauAg0Br6SUrYE4oFH9I9biFbWIgStDPfbRm6/BlpF1peB1cBnQEsgWAgRaqJjUJQSU4lCUYx3Ub/ATa5IKWW4/v+HgEAhhDvgIaXMXeZ0AdoKZcZYra/IehS4JqU8ql/n4TgQWOboFaWUVKJQFOOl5Luekef/OZS9zy93e7p829aZYNuKUmoqUSiKCUkpE4DbQohu+pueAbYV8RRFqfDUrxRFMb1hwFz9mhMXqKDlqxXFWKrMuKJYgH4k05qSDo/VP3cr8KqU8qCp41KUgqimJ0WxjATg/0oz4Q5oAGSZJSpFKYA6o1AURVGKpM4oFEVRlCKpRKEoiqIUSSUKRVEUpUgqUSiKoihF+n+zHsZn0CWJ0gAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# plot the performance of the SC surrogates\n", "if __name__ == '__main__':\n", @@ -1072,7 +779,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2021-07-18T12:46:21.873529Z", @@ -1080,20 +787,7 @@ }, "code_folding": [] }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# plot the convergence of the surrogate based on 1000 random points\n", "if __name__ == '__main__':\n", @@ -1121,7 +815,7 @@ "notebook_metadata_filter": "-all" }, "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -1135,7 +829,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.8" + "version": "3.7.7" }, "latex_envs": { "LaTeX_envs_menu_present": true, diff --git a/tutorials/simplex_stochastic_collocation_tutorial.ipynb b/tutorials/simplex_stochastic_collocation_tutorial.ipynb index b97c18ea9..540ad3f86 100644 --- a/tutorials/simplex_stochastic_collocation_tutorial.ipynb +++ b/tutorials/simplex_stochastic_collocation_tutorial.ipynb @@ -773,7 +773,7 @@ "done.\n", "Computing ENO stencils...\n", "done.\n", - "Updated polynomials orders = [2 1 2 2 2 1 1 2]\n", + "Updated polynomials orders = [1 1 1 2 2 2 1 1]\n", "Computing simplex probabilities...\n", "done, used 100000 samples.\n", "% of simplices with no samples = 0.0\n" @@ -781,7 +781,7 @@ }, { "data": { - "image/png": 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\n", 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4dWpyji51r3h4lEJUVJzoGESUjdLT1bh9+yGio5/CPJdV5tx0LHXvYLEjMiE9e86Dp+csuLg44fLlmfDwKC06kk64ujrjxYtUpKeni45CRNng2bMk3LwZjuTkNOS1t0PBEo6Akd7r9UtxKJbIBKSnp6NuXV+cPx+Mjh3rY8GCXrCwUImOpTMuLk7QaLQ4cuQaGjXyEB2HKMcLD49AbOxTve2vQAHb996b9tVtwZ48iYdCqYRdKUcoVcbz3pUdWOyIjFx4+BNUr+6Dx4/jMX16FwwY8ItBTzr8OVxcSgAADhwIZLEj+kLh4REoX74GkpNT9LZPKytLBAWde6vcpaSk4969GKSmpsPKxhq2RYsIn8Zk1pSp2LdzN0KCg2FhaQGPGjUwYsI4lCpTRmywN7DYERmxgwcD0azZH1AqFdi/fwwaNsw589NlRYECNihcOB8uXLgrOgpRjhcb+xTJySlYs2Ygypcvlu37Cwp6iHbtpiE29ikcHR0gSUBsbALCw58AMiC/Q1FYWufJ9hyf4syJU+jcvStc3d2hVqvx15ixaNWkKY4HXoBVLsOYVYDFjshI/fnnJowevRYlSthh797RKFOmqOhI2apq1ZK4eJHFjkhXypcvhqpVS+l1n2q1Fg8ePMazZy+gNFehUInikCsV713314aNUK5CBQDA1g0boVDI0cHLC0NHj8y2UYn1u7a/9fmMhfNRubgzrl6+jJp16mTLPrOKF08QGRmtVotffhmPESNWo359V1y8OMPoSx0AuLk54/nzJNExiOgzJSen4datcDx7/gK5bfOhcCnnD5a6VzatXQeFUom9x45i/NQpWDRnLtYuX/HRbWZOnoKSBQt/9HH21KlPypyYkAAAyJfP9pPW1wcesSMyIvHxSfDw8EZISDSGDPkNf/7ZHgrFx98YjYWrqzPS09W4efMBKlYsLjoOEWXR/fuPUaFCARQs7gjzXFaftE2RYkUxbvJfkMlkKFWmDG7fvIlFc+bi+x9/xDi/EZi3fOk723Tw6oKff/v1o89buMh/34FHkiSMGeqL6rVqolzFCp+UVx9Y7IiMxJUrofjmG1+kpKRj9WoftGv3nehIeuXiknlrsd27z7PYEeVAZubmsC9bGrIsTGPiXq3aW8Ou7tWrY8HM2ShoV+i9pQ4A8tnaIp/tlx9hG+49ELdu3MTOw4e++Ll0iUOxREZg5cojqFFjICwtVTh5cpLJlToAKFmyMCwtVThx4pboKET0GfIVtc9SqfuYiAcP0LD21+/9mi6GYv18BuHQ3n3YemAvihQzrFNdeMSOKIfr3Xs+FizYDze3kti1awSKFMkvOpIQcrkcVao44datcNFRiEhPLl248M7nTqVKfvQUlC8ZipUkCX4+g7B/125sPbgPjiVKZDlzdmOxI8qh0tPT8fXXvjh3Lhjt2n2LxYv7GtWkw5+jalVnrFr1t+gYRKQnUQ8jMXroMLTv4onrV65i2fyFGD3xz49u8yVDsb4DfLB902Ys37QBuXPnweOYRwCAPDbWsLS0/Kzn1DUWO6IcKCIiFtWqeePx43hMneoJH5+mRjfp8OdwdXXGggX78fz5C+TNm1t0HKIcLSjoocHvp3mb1khNSUXjr7+DQqGAZ8/uaN+lMx6GZ8+R+5WLlwAAfmvY6K3l/gvno2X7dtmyz6xisSPKYQICLuOXX/6AQiHDvn2j8eOP7qIjGQxXV2dIErBnzwWTPM+QSBcKFLCFlZUl2rWbprd9WllZwrZA1k8jUZqZYfyUSZg0y1/3od4jOjlRL/v5Eix2RDnIX39txsiRa1G8eEHs3TsaZctm/6zwOUmlSo6Qy2U4fPgKix3RZ3J0dEBQ0Dmd3Cs2JSUdDx/GISNDDcs8uZGnQIH33hbMtkB+FHN4916xX8JURzFY7IhyAK1Wi99+m4idO8/ihx/csHHjEA41voeVlQWcnQsjMDBUdBSiHM3R0eGt+7ZmlSQBjx/H4+HDJyhVOj/yFysKizz6u+VWXGwcbPLl1dv+DAmLHZGBS0hIhofHANy9G41Bg5rhr786msykw5/D3b0UDh26LDoGkclSqzUIC3uM+PgkmFmYo1CJ4pApdD+72raD+9+7/Nb1G+jZsTNGT/xD5/vMCVjsiAzYtWth+PrrYUhOTsOqVd5o376e6EgGz83NGVu2nIJarYZSybc4In1KTExBaGgM1GoNrAvmh3WhgnrPUKFyJZy5cVXv+zUUnKCYyECtWfM3qlXzgbm5GU6cmMRS94lcXJyg0Whx8mSQ6ChEJkOSgMjIp7hzJxIarYRCTiWElDpisSMySP36LUTHjjNQqVJxXL48EzVqlBUdKcdwdXUGAOzff0lwEiLTkJ6uxp07DxEd/RTmuaxQpExpmFlaiI5lsjhOQWRA1Go1vvnGF6dP30bbtt9i8eI+sLQ0Fx0rRylcOB/y58+Ds2dvi45CZPSePUvC/fuPoNVKyGtvh9y2+URHMnksdkQG4uHDWFSr5oNHj55h8uTOGDSomclerv+l3NxK4saNB6JjEBktrVZCREQsnjyJh0KphF0pRyhVpn3nG0PBYkdkAI4cuYKff54AmUyGPXtGo3FjD9GRcrSqVUvi5MlbomMQ5QASJEnK0hYpKekIDY1BSko6rGysYVu0yHvnpiMAEpC1/7pfjufYEQk2efJW/PjjGBQunBcXL05nqdMBV1cnpKamIywsRnQUIoNlZqYFoEVycvonrS9JwJMnCbh1KwKpaRnIX6wobIux1H1MRmoqtJKEdD3+N+IROyJBtFotmjf/C9u3n8H337ti48ahyJePkw7rgouLEwBg585zGDDgF8FpiAyTQiEhb94kPH4cCwCwslJ98PQPtVqLqKinSEhIhkJlhvxFi0CmkCMjLU2fkXMOKbPUxT2JRRQyoGGxIzJuCQnJqFbNG8HBUfDxaYpJkzpBqeSkw7pSpkxRqFRKHD9+k8WO6CMKF34BAHj8WI3MQbx3G0haWgaePImHRqOFeS4rWJlZI/phpH6D5jASAK0kIQoZCFdo9bpvFjsiPbtx4z7q1BmGpKRUrFgxAB071hcdyegolQpUrFgc16/fFx2FyKDJZIC9/QsUKpSEjIy3z87SaiUsXRoAf/+dMLOwwK8jBsOhSHkAqWLC5jDpcuj1SN0rLHZEerR27d/w9JwFGxsrHDjwF776qpzoSEbL3b0kNm48IToGUY6gUEhQKDSvP4+JeYZ27abhyJGrKO5SCV0XzYbKygIpAjPSp+HFE0R60r//InTo4I+KFYvj8uVZLHXZzNXVGUlJqXjxIll0FKIc5eDBQFSq1BvHj99E4wG90G/NYqisOOFwTsFiR5TN1Go16tQZglmzdqNlyzo4dWoSihbNLzqW0XN1dYJWK+HAgUDRUYhyhPT0DAwevAw//jga6ZIC/TetRP0u7UXHoixisSPKRlFRcXB09MTp00GYNKkT1q4dxDtJ6EmVKiUAAIcOXRGagygnuHcvGjVrDsa0aTtQ4ZvaGHFkN+xLOYuORZ+B59gRZZOjR6+iSZPxAIDdu0fhp5+qCU5kWvLksYKjY0EEBoaIjkJk0NavPwYvr9lQayS0HD8C1X5pLDoSfQEesSPKBlOnbkPDhqNRqFBeXLw4g6VOEA+PUrh//7HoGEQGKSkpFZ07+6NNm6mwyGuLoXs3s9QZARY7Ih16NenwkCHL8c03lRAY6I/y5R1ExzJZrq7OSEhIhlar33mkiAzdlSuhcHXth9Wr/0b1X5vAd/8W5LUrJDoW6QCHYol05MWLZHh4+ODOnUh4e/+CyZM7c9JhwVxdnZGRocHFi3dRvXpZ0XGIhJMkCXPm7IGPz1IoVSp0nj0V5evWFB2LdIjFjkgHbt58gDp1huLFi1QsW9YfnTt/LzoSIfPKWADYs+cCix2ZvLi4BHTqNBN79pxHkbKl0Wv5XFjmySM6FukYix3RF9q48Tg6dvRHnjyWOH78L9SsyfnpDEWxYgVgbW2J06dvi45CJNSxY9fRsuVkxMUl4vtundCob3fRkSibsNgRfQEfnyWYOXM3qlQpgd27R6JYsQKiI9EbZDIZ3NxK4vbth6KjEAmhVmswfvwGjB+/EVbWudFnzWI4VCwvOhZlI4O7eGLevHlwcnKChYUF3N3dceLEx28JtHbtWri4uMDKygr29vbo3Lkz4uLi9JSWTJVarUbdukMxY8ZONG9eG6dOTWKpM1BVq5bE06cvRMcg0ruIiCf45htfjB+/ASWrVcWoo3tY6kyAQRW7jRs3YsCAAfDz88Ply5dRt25dNGrUCOHh4e9d/+TJk+jQoQO6dOmCmzdvYvPmzbhw4QK8vLz0nJxMSVRUHIoX74JTp25h4sQOWL9+MKx4ux2D5eLihJSUNERF8Q8+Mh07d55FpUp9cOFiCJoOH4SeS+dAqVKJjkV6YFDFbvr06ejSpQu8vLxQvnx5+Pv7w8HBAfPnz3/v+mfPnkWJEiXQr18/ODk5oU6dOujevTsuXryo5+RkKo4du47Spbvj+fMk7No1EsOGNYdMJhMdiz7C1TVz9vxdu84JTkKU/VJT09G793w0bfoHZBZWGLRjHeq0+k10LNIjgyl26enpuHTpEho0aPDW8gYNGuD06dPv3aZWrVp4+PAh9u3bB0mS8OjRI2zZsgU//fSTPiKTiZk+fQe+/34kChWywYUL0/G//1UXHYk+QfnyxaBUyvHPP9dFRyHKVkFBEfDw8MaCBfvh+uP3GBGwEwUciomORXpmMBdPxMbGQqPRwM7O7q3ldnZ2iImJee82tWrVwtq1a9GyZUukpqZCrVbj559/xuzZsz+4n7S0NKSlpb3+PCEhQTffABktrVaLNm2mYNOmk/juuyrYvHkYbG05RUBOoVKZoWzZYrh69b7oKETZQpIkLFsWgD59FkCSydFu8gS4NKwnOhYJYjBH7F7597CWJEkfHOq6desW+vXrh1GjRuHSpUs4cOAAwsLC0KNHjw8+/8SJE2FjY/P64eDAuwLQh714kYxKlXpj48aT6NfvZxw8OI6lLgfy8CiFqKinomMQ6Vx8fBJatZoML6/ZsLYvAt/921jqTJzBFLsCBQpAoVC8c3Tu8ePH7xzFe2XixImoXbs2Bg8ejCpVqqBhw4aYN28eli1bhujo6Pdu4+vri/j4+NePiIgInX8vZByCgiLg4OCJu3ejsHRpP/j7d+WdJHIoV1dnvHiRgtTUdNFRiHTm3Lk7qFy5L7ZuPY267Vpg6K4NyJPfVnQsEsxgip1KpYK7uzsCAgLeWh4QEIBatWq9d5vk5GTI5W9/CwpF5i9eSZLeu425uTmsra3fehD926ZNJ+Hm1h8KhRz//DMRnp4/iI5EX8DFxQlarYTDh6+IjkL0xbRaLSZN2oLatYcg9lkyui+Zg6ZDvUXHIgNhMMUOAHx8fLBkyRIsW7YMQUFB8Pb2Rnh4+OuhVV9fX3To0OH1+k2aNMG2bdswf/58hIaG4tSpU+jXrx+qV6+OIkWKiPo2KIcbNGgp2rSZgrJliyIw0B+1a1cQHYm+kItL5q3FDh68LDgJ0ZeJiXmGBg1GYdiwlShWsTxGHdmDkh5uomORATGYiycAoGXLloiLi8O4ceMQHR2NSpUqYd++fShevDgAIDo6+q057Tp16oTExETMmTMHAwcORN68eVGvXj1MmjRJ1LdAOZharUb9+iNx/PgNtGhRB8uX9+f8dEbC1jYPihSxxYULwaKjEH22gwcD0bbtVCQkpKBx/56o79XhvzcikyOTPjRmaSISEhJgY2ODO3cWoEyZoqLjkCAxMc/g7j4AUVFP8ccf7eHry/npjE2TJuNw7twdPH68VnQUoixJT8/AiBFrMGXKNuSxzYfuS+bAvrSz6Fj0hea074awK9cRHx+v09PCDOqIHZEIJ07cQKNGY6HVarFz5wj8/HMN0ZEoG7i5OePQIQ7FUs4SGhqD5s3/wuXLoSj/TW108v8LSiV/ddOHGdQ5dkT65u+/E/XqjUD+/Hlw4cJ0ljoj5urqjPR0Na5dCxMdheiTrF9/DJUr98GNmxFoMd4PXnOmstTRf+L/IWSyWreejI0bT+Kbbyphy5ZhyJ+fV0gbs1cXUOzefQFVqjgJTkP0YUlJqejTZwFWrDgC2yL26L1qAfLaFRIdi3IIFjsyOUlJKahefSBu3YpAnz7/w/TpXWBmxh8FY+fkZAcrK3OcOnVLdBSiD7pyJRTNm/+F0LBHqN6sCZqPGfbOtF5EH8PfZmRSgoIiULv2ECQmJmPx4j7w8mooOhLpiVwuh4uLE27dCv/vlYn0TJIkzJmzBz4+S6FUqeA5eyrK160pOhblQCx2ZDK2bDmJdu2mI1cuc/z995+oU6ei6EikZ1WrlsS1a/dFxyB6S1xcAjp1mok9e86jSNnS6LlsDqw4eT59JhY7MglDhizH9Ok7UKGCI/bsGQlHR56vYopcXZ2QlJSKp08TYGvLX5wk3rFj19Gy5WTExSWiftdOaNyvu+hIlMNx4J6MmlqtxnffDceUKdvQrFlNnDkzhaXOhLm6Zs79tXv3ecFJyNSp1RqMGbMO333nhxepGvRevZiljnSCxY6M1qNHz+Dk5IV//rmOCRPaYdOmociVi3eSMGUVKzpCLpfhyJFroqOQCYuIeIJvv/XFuHHrUbJaVYw6ugeOlcqLjkVGgkOxZJROnryFH38cDa1Wi+3bh6NpU56ETIClpTlKlbLH5cv3REchE7Vz51l06DADKakZaOo7EHVa/y46EhkZHrEjozN79m7UqzcctrZ5cP78dJY6eouHR2k8fBgnOgaZmNTUdPTuPR9Nm/4BmYUVBu1Yx1JH2YLFjoxKu3ZT0b//YtSqVR6XL/ujUqXioiORgXFxcUJiYgrUarXoKGQigoIi4OHhjQUL9sOlYX2MCNiJAg7FRMciI8WhWDIKycmpqFFjIG7cCEevXo3h79+Vkw7Te7m6OkGj0eLYsRuoX99VdBwyYpIkYdmyAPTpswCSTI52kyfApWE90bHIyPE3H+V4d+48RK1agxEfn4yFC3ujW7cfRUciA/bq1mIHDlxisaNsEx+fhG7d5mDTppMo5OSIXsvnI09+W9GxyASw2FGOtnXrabRtOxVWVuY4evQPfP11JdGRyMDZ2eVDgQLWOHs2WHQUMlLnzt1BixaTEBkZhzptW6DZMG/RkciEsNhRjuXruwJTpmxH+fIO2LNnFIoX5/x09GmqVi2Jq1fDRMcgI6PVajFlyjb4+a2GytIS3ZfMQUkPN9GxyMSw2FGOo9Vq8cMPI3H06DU0a1YTq1f7cH46ypKqVUvi+PEbomOQEYmJeYZ27abhyJGrcKxSET0Xz4HKiu9LpH8sdpSjPH78HO7u3nj4MBZjx7bBiBEtIZfz4m7KGhcXJ6SmZuDu3UiULl1UdBzK4Q4dCkSbNlORkJCCxv17or5XB9GRyITxNyLlGKdO3YKzc1fExSVg27bhGDWqNUsdfRZX18wLKHbtOic4CeVk6ekZGDJkORo2HI10SYH+G1aw1JFw/K1IOcKcOXvw3XfDYWubG+fOTUOzZpx0mD5f6dJFYG5uhhMnbomOQjlUaGgMatYcjKlTt6P8N7Ux4shu2JcpKToWEYdiyfB16DAda9b8gzp1KmDbNl8UKGAjOhLlcAqFApUqFcf16w9ER6EcaP36Y/Dymg21RosW4/1Q/ZefREcieo3FjgxWcnIqvvpqMK5fv4+ePRtj5kxOOky64+5eEuvWHRMdg3KQpKRU9OmzACtWHIFtEXv0XrUAee14NT4ZFg7FkkG6ezcSDg6euHUrHPPn98K8eT1Z6kinXF2dkZSUhsTEZNFRKAe4ciUUrq79sGr136jerAl8929hqSODxGJHBmf79jOoXLkvJEnCkSMT0KNHI9GRyAi5uDhBkiTs23dRdBQyYJIkYc6cPahWzQcPo56j86wpaDluOC/cIoPF/zPJoAwfvhLNm/+FUqXsERjoj2++qSw6EhmpypWLQyYDAgKuiI5CBiouLgG//DIBffsuREFnJ/gF7ECFr2uJjkX0URzbIoOg1WrRsOEoHD58FU2bfoXVq32QO7el6FhkxPLksULx4na4dOme6ChkgI4fv4GWLScjNjYB9bt2QuN+3UVHIvokLHYk3JMnz+Hh4YPw8CcYM6YNRo7kpMOkH+7uJfH339dFxyADolZrMGHCRowbtwFW1rnRe/ViOFYqLzoW0SdjsSOhzpwJQoMGo6BWa7BlyzD89ltt0ZHIhLi5OWPnznPQarX8Y4IQEfEErVtPwenTQXD2qIpuC2ZAqVKJjkWUJXwnI2HmzduLb77xRd68uXD27DSWOtI7V1dnqNUanD17R3QUEmznzrOoXLkPzl8IQdNhPui1bC5LHeVILHYkRKdOM9Cnz0LUqFEWgYEz4eLiJDoSmaBX/9/t3csrY01Vamo6eveej6ZN/wDMrTBoxzrUadNcdCyiz8ahWNKr1NR01KgxENeu3Uf37j9i1qxuUKnMRMciE1W0aH7Y2OTCmTNBoqOQAEFBEWje/C8EBUXApWF9tJs8jkPylOOx2JHehIRE4auvBuP58xeYN68nevZsLDoSmTiZTIaqVUvizp2HoqOQHkmShGXLAtCnzwJIkKPd5PFwaVhfdCwinWCxI73YufMsWrWaAgsLMxw+PAHffsv56cgwuLk54+zZ26JjkJ7ExyehW7c52LTpJAqVcESvFfORJ7+t6FhEOsNjzpTtRo5cg99+mwgnJzsEBvqz1JFBcXV1QkpKOiIinoiOQtns/PlgVKnSF1u3nkadti0wdPdGljoyOix2lG1eTTo8YcJG/PRTNZw7NxVOToVFxyJ6i6urMwBg167zgpNQdtFqtZg8eStq1RqMJ0+T0X3xbDQb5i06FlG2YLGjbBEbGw8nJy8cOnQZo0a1wvbtw5Enj5XoWETvKFeuGMzMFPjnH05UbIxiYp6hYcPRGDp0BYpWKI9RR/agZLWqomMRZRueY0c6d+7cHXz//Uio1Wps3jwMv//O+enIcJmZKVGunAOuXQsTHYV07NChQLRpMxUJCSlo3L8n6nt1EB2JKNvxiB3p1MKF+1G37jDY2FjhzJmpLHWUI3h4lEJMzHPRMUhH0tMzMGTIcjRsOBrpkgL9N6xgqSOTwWJHOtO5sz969pyPatVKIzDQ//W5S0SGzsXFCS9epCA1NV10FPpCoaExqFVrCKZO3Y7yX9fCiCO7YV+mpOhYRHrDYkdfLDU1HW5u/bFixRF06fID/v77DxQqlFd0LKJP5urqBK1WwsGDgaKj0BdYv/4YKlfug+s3HqDFuOHwmjsNSiXPOCLTwmJHX+TevWgUK9YJ166FYc6cHli0qA/vJEE5zqtbix06dFlwEvocSUmp8PSciTZtpsIibz4M3bsF1Zv+T3QsIiH4pwx9tt27z6NFi0kwN1ciIGA86tVzER2J6LPkzZsbxYrlx4ULd0VHoSy6ejUMzZv/hXuhMaje7H9oPsaXtwUjk8ZiR59l1Kg1+PPPzShTpij27BkFZ2fOT0c5W9WqpXD6NO8Zm1NIkoS5c/fCx2cJFGZm6DxrMip8zYu1iFjsKEu0Wi1++mksDhwIRJMm1bF27UDOT0dGwc3NGfv3X4JWq+URHwMXF5eAzp1nYvfu87AvUwq9ls+FlbW16FhEBoHvXvTJnj5NQMmSXXHgQCBGjGiJHTv8WOrIaLi6OiEjQ41r1+6LjkIfcfz4DVSq1Af7919C/a4dMWjrapY6ojfwiB19kgsXglGv3ghkZKixceMQtGhRV3QkIp16dQHFrl3nOFWPAVKrNZgwYSPGjdsAqzy50XvVIjhWriA6FpHBYbGj/7R48QH07r0QBQpYY+/eUXBz45xQZHxKlLBDrlwWPM/OAEVEPEHr1lNw+nQQnD2qotuCGVCqVKJjERkkFjv6KC+vWVi+/DBq1CiL7duHw84un+hIRNlCJpPB1dUZt25FiI5Cb9i58yw6dpyB5JQM/DLMB3XbNBcdicigsdjRe6WmpqN27SEIDLwHT88fMH9+T85PR0avalVnXL58T3QMQuZ70KBByzB37l7YFCqAgevmo6BjMdGxiAweix29IywsBjVqDERcXCJmzeqGPn3+B5lMJjoWUbZzdXVGcnIaHj9+zrunCBQUFIHmzf9CUFAEXBrWR7vJ43ilMtEn4k8KvWXPnvOoUKE30tLUOHRoPPr2bcJSRybD1TXzAordu88LTmKaJEnCsmUBqFq1P0LuPUK7yePRYeoEljqiLOBPC702dux6NG36B4oXL4jAQH/Ur887SZBpqVDBEXK5DEePXhMdxeTExyehdesp6NJlFvIUtofvgW1waVhfdCyiHIdDsQStVov//W8c9u+/hJ9+qoZ16wbB2prz05HpsbBQoUyZorhyJUx0FJNy/nwwmjf/C5GRcajTtgWaDfMWHYkox2KxM3FPnybA3d0H9+8/gp9fC4wb15bDHmTSPDxKYffuC6JjmAStVoupU7dj+PBVUFlaovvi2ShZraroWEQ5GoudCbt4MQT16g1Heroa69cPRqtWX4uORCSci4sT1q8/joyMDJiZ8Urw7PLo0TO0azcdhw9fgWPliui5ZA5UVhaiYxHleDw0Y6KWLj2EWrUGv5yQdTJLHdFLrq7O0Gi0+Pvv66KjGK1DhwJRsWJvHDt2A43790T/dUtY6oh0hMXOBHXrNgfdus1B1aolceXKTFStWkp0JCKD8erWYgcOBApOYnzS0zMwZMhyNGw4GulaBfpvWIH6Xh1ExyIyKhyKNSFpaZmTDl+6dA+dO3+P+fN7wdycQ01EbypY0AaFCtng3Lk7oqMYldDQGLRoMQmBgfdQ/uta6DRzEpRK/goi0jX+VJmIBw8eoVq1gYiLS8DMmV05Px3RR7i7l0JgYIjoGEZjw4bj8PKajQy1Fi3G+qJ6syaiIxEZLQ7FmoD9+y+ifPleSEvLwMGD49Cv388sdUQf4ebmjOfPk0XHyPGSklLh6TkTrVtPgblNXgzdu5mljiibsdgZuXHj1uPnn8fDwaEALl2age+/dxUdicjgubg4IS0tA7dvPxQdJce6ejUMbm79sXLVUVRv9j/47t+KvHaFRMciMnocijVSWq0WP/88Hvv2XUSjRh5Yv34wJx0m+kSurs4AgF27zqFcOd54PiskScLcuXvh47MECjMzdJ41GRW+ri06FpHJ4BE7I/T8+QuUKtUNe/dexLBhzbFr1wiWOqIsKFmyMCwtVThx4qboKDlKXFwCfvllAvr2XYgCTk7wC9jJUkekZzxiZ2QCA0Pw3Xd+SE1Nx7p1g9C69TeiIxHlOAqFApUqFcfNm+Gio+QYx4/fQMuWkxEbm4D6Xh3RuH8P0ZGITBKP2BmR5csPo2bNwbC0VOHUqcksdURfwN29FJ48iRcdw+BpNBqMHbse3347HInJavRetYiljkggFjsj0aPHXHh5zYKLixOuXJkFD4/SoiMR5Wiurk5ISkrD8+cvREcxWBERT/Dtt8Mxduw6OHu4YdTfe+BYuYLoWEQmjcUuh0tPT0f16j5YuPAA2revhxMnJqFw4XyiYxHleC4uTpAkCXv3XhAdxSDt3HkWlSv3wbnzd/HLMB/0WjYXSpVKdCwik8dil4M9ePAIDg6euHgxBDNmeGH58v68kwSRjlSuXAIyGXDkyDXRUQxKamo6+vRZgKZN/wDMrTBw+zrUbdNcdCwieokXT+RQBw8GolmzP6BUKnDgwBg0aFBVdCQio5IrlwWcnQvzDhRvuH07As2bT8KtW+FwaVAP7aaMh1zO4wNEhsTgfiLnzZsHJycnWFhYwN3dHSdOnPjo+mlpafDz80Px4sVhbm6OkiVLYtmyZXpKK8Yff2zC//43FsWKFcClS/4sdUTZpGrVUggPjxUdQzhJkrBsWQDc3PrjbkgM2k4ejw7T/mCpIzJABnXEbuPGjRgwYADmzZuH2rVrY+HChWjUqBFu3boFR0fH927TokULPHr0CEuXLkWpUqXw+PFjqNVqPSfXD61Wi2bN/sDu3efRsKE7NmwYDBubXKJjERktNzdnbN9+Blqt1mRLTHx8Erp3n4uNG0+gYAlH9F4xH3ny24qORUQfYFDFbvr06ejSpQu8vLwAAP7+/jh48CDmz5+PiRMnvrP+gQMHcOzYMYSGhsLWNvONpkSJEvqMrDfPn7+Ah4c37t2LwdChv+GPP9pDoVCIjkVk1FxdnaBWa3Dq1C3UrVtJdBy9O38+GM2b/4XIyDjUadMczXx9REciov9gMH+Cpqen49KlS2jQoMFbyxs0aIDTp0+/d5tdu3bBw8MDkydPRtGiRVGmTBkMGjQIKSkpH9xPWloaEhIS3noYuitXQlG8eBdERMRizZqB+OuvTix1RHrg4uIEANi376LgJPql1WoxefJW1Ko1GE+eJqHbotksdUQ5hMEcsYuNjYVGo4Gdnd1by+3s7BATE/PebUJDQ3Hy5ElYWFhg+/btiI2NRa9evfD06dMPnmc3ceJEjB07Vuf5s8vKlYfRrdtc5MuXG4cPj0e1amVERyIyGfb2tsiXLzfOnLkjOorePHr0DO3aTcfhw1fgWLkiei6ZA5WVhehYRPSJDOaI3SsymeytzyVJemfZK1qtFjKZDGvXrkX16tXRuHFjTJ8+HStWrPjgUTtfX1/Ex8e/fkREROj8e9CVXr3mw9NzFqpUccLlyzNZ6oj0TCaToWrVkggOjhQdRS8OHQpExUp9cOzYDTTu3xP91y1hqSPKYQzmiF2BAgWgUCjeOTr3+PHjd47ivWJvb4+iRYvCxsbm9bLy5ctDkiQ8fPgQpUu/e/cFc3NzmJub6za8jqWnp6NuXV+cPx+MDh3qYeHC3rCw4MSfRCK4uTnj1Kkg0TGyVUaGGiNGrMHkyVuRO19e9N+wAvZlSoqORUSfwWCO2KlUKri7uyMgIOCt5QEBAahVq9Z7t6lduzaioqLw4sX/3/InODgYcrkcxYoVy9a82SU8/AkcHLrgwoW7mDatC1asGMBSRySQq6szUlPT8eDBI9FRskVoaAxq1hyMKVO2oXzdmhh5dDdLHVEOZjDFDgB8fHywZMkSLFu2DEFBQfD29kZ4eDh69Mi8obSvry86dOjwev02bdogf/786Ny5M27duoXjx49j8ODB8PT0hKWlpahv47MFBFxGuXI9kJyciv37x8DHp+kHh6GJSD9cXTMvoNi585zgJLq3YcNxVKnSF9dvhKPFWF94zZsOpdJgBnKI6DMY1E9wy5YtERcXh3HjxiE6OhqVKlXCvn37ULx4cQBAdHQ0wsPDX6+fO3duBAQEoG/fvvDw8ED+/PnRokULTJgwQdS38NkmTtyEUaPWoUSJQti7dzTKlCkqOhIRAShbthjMzJQ4duwG+vX7WXQcnUhKSkXfvguxfPlh2BYpDO+VC5Cv8PtPeSGinEUmSZIkOoRICQkJsLGxwZ07C4SUKa1Wi19//RO7dp1DgwZVsXHjEE46TGRgXF37ITk5DcHBC0VH+WJXr4ahefO/EBoag6pNGqHF2OEmO/kykUhz2ndD2JXriI+Ph7W1tc6e16CO2JmahIRkuLsPQEhINAYP/hUTJ3bg/HREBsjDoxQ2bTopOsYXkSQJc+fuhY/PEijMzNBp1mRU+Lq26FhEpGP8M02Qa9fC4OjoiQcPHmP1ah9MntyZpY7IQLm4OCEpKRXJyamio3yWp08T8csvE9C370IUcHKCX8BOljoiI8ViJ8CqVUdRrZoPzM2VOHlyMtq1+050JCL6CFdXZ2i1Eg4cCBQdJcuOH7+BihV7Y//+S6jn1QGDtq6GlQ6HfYjIsLDY6VnfvgvQubM/KlcugcuXZ6J6dU46TGToqlQpAQA4dOiy2CBZoNFoMHbsenz77XAkJqvRe9Ui/NS/p+hYRJTNeI6dnqSnp+Obb4bj7Nk7aNfuWyxe3Jfz0xHlEDY2uVCsWAFcvBgiOsonefgwFq1bT8GpU7fg7FEV3RbMgFLF9xsiU8BipwcPH8bCw8Mbjx/HY+pUT85PR5QDeXiUwokTt0TH+E+7dp1Dhw7TkZySjl+GeqNu2xaiIxGRHnEoNpsdOXIFZcr0QFJSKvbuHYWBA5ux1BHlQG5uzkhISIZWqxUd5b1SU9PRp88C/PLLBEgqSwzcto6ljsgEsdhlo8mTt+LHH8egSJF8uHhxBho18hAdiYg+k4uLEzIy1AgMDBUd5R23b0egWjUfzJ+/Dy4N6mHk4V0oWNxBdCwiEoBDsdlAq9Xi99//wo4dZ/D9927YtGkI8ubNLToWEX0BV1dnAMCePefh4VFKcJpMkiRhxYoj6NVrHiTI0XbyeLg2rC86FhEJxGKnYwkJyahWzRvBwVEYOLApJk3qxPnpiIyAo2NB5MljiVOngkRHAQDExyehR4952LDhOAoWd0DvlQuQJ7+t6FhEJBiLnQ5duxaGr7/2RVJSKlau9EaHDvVERyIiHZHJZHB1dcbt2xGio+D8+WA0b/4XIiPjUKdNczTz9REdiYgMBM+x05G1a/9GtWo+UKkUOHHiL5Y6IiNUtWpJPH36Qtj+tVotpkzZhlq1BuPJ0yR0WzSbpY6I3sIjdjrQv/8izJmzF66uTti1aySKFs0vOhIRZQNXVyckJ6chJuYZChfOp9d9P3r0DO3bT0dAwBU4VqqAHkvnwNzKUq8ZiMjw8YjdF1Cr1ahdezBmzdqNVq3q4uTJSSx1REbMxcUJQOZccfp06FAgKlbqg3/+uYHG/Xug//qlLHVE9F4sdp/p4cNYODh44syZ25g0qRPWrBkIS0tz0bGIKBtVqOAIhUKOv/++ppf9ZWSoMXToCjRsOBppGjn6b1iB+l4d9bJvIsqZOBT7GY4evYomTcZDJpNhz57RaNyY89MRmQJzczOULVsMV6+GZfu+QkNj0KLFJAQG3kO5ujXRedZkKJV8yyaij+MRuyyaMmUbGjYcjcKF8+LixeksdUQmxt29JKKinmbrPjZsOI4qVfri+o1wNB/ri67zprPUEdEnYbH7RJmTDk/E0KHL8e23lXHxoj/KlePM7kSmxtXVGYmJqUhPT9f5cyclpcLTcyZat54Cc5u8GLJ7E2o0a6Lz/RCR8WKx+wQvXiSjQoVe2Lr1NLy9m2L//jHIl493kiAyRa6uTtBqtThyRLfn2V27FgY3t/5YteooqjX9Cb77tyKfvZ1O90FExo/F7j/cuHEfxYp54t69GCxf3h/TpnWBUsk7SRCZqldXxh44EKiT55MkCXPn7oWHhzciIp+i06zJaDV+BORyvj0TUdbxpI2PWL/+GDp3nglra0vs3/8XatYsJzoSEQmWP781ChfOh/Png7/4uZ4+TUSnTv7Yvfs87MuUQq/lc2Flba2DlERkqljsPsDbezFmzdqDKlVKYPfukShWrIDoSERkIKpWLYmLF+9+0XOcOHETLVpMQmxsAup5dcBP/XvqKB0RmTIWu39Rq9X49ls/nDp1C61afY1ly/pxfjoieoubmzMOH77yWdtqNBpMmLAJY8euh1We3Oi1aiGKV66o24BEZLJY7N4QFRUHDw8fxMQ8xV9/dcSQIb9BJpOJjkVEBsbV1Rnp6WrcuPEAlSoV/+TtHj6MRevWU3Dq1C04e1RF1/nTYWbOPxyJSHdY7F46fToIvXsvAADs2jUS//tfdcGJiMhQubpmXkCxe/f5Ty52u3adQ4cO05Gcko5fhnqjbtsW2RmRiEwUi91LXl6z4OBQCPv2jUb58pyfjog+zNm5MCwtVTh58tZ/rpuamo7Bg5djzpw9sC6YHwPXrkDB4nyPIaLswWL3kkYjIS4uAfXrj4BKpYRKpYS5udnrf998vPr6/z+yf5lCwSlWiAyFXC5HlSpOuHkz/KPr3b4dgebNJ+HWrXC4NKiHdlPGcxoTIspWLHZvsrCChX0xaDLUSM7IQGKqGpoXamg1qdCoNdBq1NBqNIBWAiQtJK0WkiQBkvT6Y0krQZK00GolSJL0+t8vJZfLoFQqYGamhJlZ5r9vFkFz81f/vnoo/1VC9VNIzcwU/MVFJsHdvSRWrjz63q9JkoQVK46gV695kCBH28nj4dqwvp4TEpEp0kmxS0lJwdOnT1G0aNG3lt+8eRMVK+aMq71sChVE/OMnqN3iV3zfvbNOL5rQaDTISE1FWnIK0lNSkZGSgrSUFGSkpCE9NQXpqalQp6YhPS0d6tRUZKSlISMtHeq0dGSkp0GdlgF1ejrU6enQZGRAnZ4BdUYGNBlqqNUZSFOr8TxJDW18GjSaJGjVGmg1GkgaDSRJC+lVEZUk4FUBlSRotdqXRfRVAdVCBx0UCoX8dfl8u4S+eQT0VfH8/yKqr/L56mOlUsGLY+izubg4ITk5FU+fJsDW9v/nnktISEb37nOxYcNxFCzugN4rFyBPfluBSYnov2i1WkgaLbQaNTQaDSSN9vW/by7TajQvP375r1YLrfojy7SaN76ufWvZ8yex2fK9fHGx27JlC7y9vWFrawtJkrB48WLUqFEDANC+fXsEBupmdvbs1n3xLGz7cxoOzF2MuIdRaD56GBRmujmgqVAooMiVCxa5cunk+bKTOj0d6ampSE/JLKIZKSlIT0lDRmoK0lJSkZGahoy0l/+mpkGdlo70tDSoXxbQjIx0aNLTM8vnqyKaoYYmIwNpGWokq9XQJqihUSe/PAr6soRqtS9Lp/at8vn2kdCXZfRlEdUFMzPF6yOhKpXyvUdCORRP7+Pq6gxJAvbsuYgOHeoBAC5cCMbvv/+FyMg41G79O34dPlBwSqL/J0lS5h/+2pfvvWoNtC9LyDvLNBpo1er///hlwXnr66+Wvf5Y8/ZzvVr21uN9y/5jXa02M8urjzPU0GjUmV9/tfxleXrnOd7K+/I5tS/L18vnfzXyZiy+uLlMmDABgYGBKFiwIC5evIiOHTvCz88Pbdq00ckQpL7I5XL0XDIbW8ZNxtktO/AsOgad/P+CZR7TuiesUqWCUqUy+NnvtVptZglNSUV68qsjoJmFND0182hoRloq0lPTkJGWBnVaZhHNSM88EqpOT0NGWsZbR0EzS2jmkdBktRqJ6RnQJqmh0aS+Pgqq0WgArfblUHzmUU79DsW/OhL6oaF45QdKKIfida1SJUfI5TIcOXIV7dp9i2nTdsDXdyVUlhboumgWSld3Fx3RJEmS9PGy8KrIfLBEaN74+stf/FrN//8h+np79euPJa32/0/XeXPZy3L06uPXR3zeWPbmupLm/99ntOr/L1YatfqNTOqX+3pVqv79PWozjwj9u8BotWLKi0wGmUwGmezlx5C9Xpb54QeWyWRvbPv2xzK5/OVDBrlcAZlcDrlcDrkic7lSpXr5sQJyhRxyheJfDzkUCgVkCiUUZgooFErIlJl/5MsVSsiVSihefqw0U0KhfLnMTAmlmRnkyszlcqVZ5tfNzF5/TWFmBoXKDGZmZpCbmcFMZQalSgWFmRmUKrOX/6ogl8sxp303hF25rvP/5F9c7DIyMlCwYEEAgIeHB44fP45ff/0VISEhOXKY6/dRQ1DIyRG7p83BrLZe6LbQH/nsC4uORf8il8uhsrCAysICyJdXdJyP0mq1mUdBk1OQnpI5HP/639RUZKSkIiM1VedD8VqN5nUBfbeIStBK4obi370oKecNxVtZWaBkSXucPh2EH38cjYCAK3CsVAE9ls6BuZXll/+H/IhXR7MzS8KrX97q1x+/NYT0+uv/XwbeLhkvh4beKDJvloz3laM3t//PcvS+IvV6qOr/j7a8OkKkUf//9q+Ht15mfLMIvX6eV0Xm5VCakAMKb5YXvFlE3vga3l0GyCCTy5C5WWZRyfxQDrlcBplMDplCDpkss7RklhgZ5AoFFGZKmFmYv1yeWV5kCgUUb5QXuVKZWVQU8pfl5OXXlWZQKBX/v0z5spy8Xvay0JipXn4t8+uvi4uZEkrVy8+VZlCa/39xyVyugkJlxpEGQb642BUqVAjXrl1DlSpVAAD58+dHQEAAOnbsiGvXrn1xQBG+bt8KBRwdsNJnOPxbeaLr/BkoVqGs6FiUQ8nlclhYWcHCykp0lP8kbig+86IkkUPxZiolVFkcik9JSUd09FOEhT2CdaGCKOjkiM1jJr49VKXOHDZ6VVD+f9jojaGkN48CvVmYtK+OGL066qLJ/G+h1erk+8+S12Xk30dUgH+XmTePsGR+7V/L3jjyIn999OXlx4r/X6ZQKiFXqV4XFZlc8bKcyN8uMUplZtl58+OXheRVCZIrFFAqzaBQKSFTKF6Wkn8fhXl5dEWpyCw1ZorMUQwzFeRmSpipVFCaq6BUKqFUmUOuUkKp5DWIZFhk0hf+efPw4UMolUoULvzuUa1Tp06hdu3aX/L02S4hIQE2NjYYtnsjCpZwfOtr0cH3MLtDd2jUanSc/gcqfG3Y3wuRqci2oXh1ZgnVZKhfDn+9PIL06jyelyXrVQFNT828Yl6SyWD2crjlnaGj1+VF9laBkcsV/19iXg0XfWjoSKl4o7hkDhEplIqXQ0aZ52DKXw4ZvR42UipeHl0xg1KphNxMmVlslEoozDOXKV4ddTFTZQ4TvSo35pllRmGeWXRYXoh079VQbHx8PKx1ePpTln5ax40bh4EDByLXGxcBFCtW7J31li5dCl9fX1hZWWHhwoVo2LDhlycVwL5MSQzfvwXTfmuPZX0G41e/QajV8lfRsYhMnqEMxc9o2RmxEQ+hTkuDTK5Ay3HDUbn+t8LyEBFl6SznsWPHIiYm5q1lNWrUQGho6OvPMzIy0KdPH/j6+qJt27bo1auXbpIKkjtfXvgd2IoiZUth64Qp2D1tduZJqERk0rQaDWJCQuFc1RVDdqyHRS4rrBjgiy3jJyMjNVV0PCIyUVkqdpIk4e7du68/T0lJwYULFxAZGfl62cOHD6HVauHt7Y3Ro0dj8+bNuksriFKlgs/mVahc/xv8s2IdVg/04xs3kYmLexgFdXo6nNwqI79DUYwI2AG3xj/g7JadmNHKEzH3wkRHJCITlOV5Cd4saufPnwcAnDhx4vWyO3fuwN7eHgCgUqlQtWrVL81oMDr5/4V6Xh1w/ehxzPPsjRdPn4mORESCRAeHAADKvzz3Vi6Xo92kcegwbQKeRkZjRouOOLtlZ46a9omIcr4sF7uAgAD4+flhz549GDRoEFq0aIFp06bh8OHDCAkJwfjx41G/vvHeOuen/j3RYtxwRAYFw7+1J57c//i9IonIOEUFh0BhpoR96ZJvLa/y/XcYcWg7bIsWweaxf2HVQD+kJCQKSklEpiZLxa548eJYv349AgMDMWTIELi5uWH58uXo2LEjGjRogLJlyyImJgZjx47NrrwGofovP6HHktl48fQ5/Ft3QWjgVdGRiEjPou+EfPBuMrnz5cXQXRvwdftWuHH0OKb+1g4Prt7Qc0IiMkVfPN3JK2FhYYiNjYWrqyvMzMx08ZR68bHpTv5LXEQk/Ft5IjU5CW0mjoHbj99nU0oiMjTjf2iK3LZ54b1xxUfXC710FUv7DERacgoa9e2O7zzbmczdOYjow7JruhOdvbs4OTmhWrVqOarUfan8DkXhd2gb8hW2w5rBI3F06WqeT0NkAtKSk/E85hGKlivzn+s6u7tg9JE9KF65IvbNnI+FXfshIZtu/k1ExD8bv5BFrlwYtncznN3dsNd/HraMmwSNWi06FhFlo5i7mVM8lfzE+8GqrCzQd80i/OTTG2GBVzGlWVvcPnkmOyMSkYlisdMBuVyO3ivmofqvTXB26y4s7T0IqUlJomMRUTaJenVFbN2aWdquXud28N68EnKFAot7+mDX1FlQZ2RkR0QiMlEsdjrUcuxw/OTdC3fPXcTsdt3wPOax6EhElA2ig0OgsrSA1WecF2Nfyhkjj+xCxW/r4PiqDZjV1gux4RHZkJKITBGLnY7V69wOHab9gdjwCPi36oyoO3f/eyMiylEibwfDKq/NZ2+vVCrhOXsKWv0xEo9C72Pqb+1xac9BHSYkIlPFYpcNKtf/Bv3WLkF6SipmteuK26fOio5ERDoiSRKigkNQqETxL34ujyaNMHzvFuTJnx/rfMdgvd84pCUn6yAlEZkqFrtsUrRcGQzbuwkWuXJhSa+BOLtlp+hIRKQDz2MeIT05BcVdKunk+WzsCmL4/i2o8dvPuLTnIKb93gEPg+7o5LmJyPSw2GUj6wL54XdwG+ycS2Dz2L+wb+Z8aLVa0bGI6AtE370HAChX5yudPadMJkOLMb7oOm8aXsQ9xcw2XXB8zUZOn0REWcZil83MzM0xcOtqVPy2Do4sWYW1Q0chIy1NdCwi+kzRwSGQKxRwrFxR589dtvZXGHVkFwqXcsbOSf5Y2mcwXjx7rvP9EJHxYrHTA7lcDs/ZU/Btp7a4euhvLOjSF0nP40XHIqLPEBV8D+a5rLLt7hEWuXNj4OZV+KF7Z9w5fRZTmrVByIXAbNkXERkfFjs9ajKwD34fNQThN4Mws7UnYiMeio5ERFkUees2bAoVzPb9/NinG/qtWQxthgbzu/TGgTmLOPk5Ef0nFjs9++q3X9Bt4QwkPImDfytP3L9yXXQkIvpEGWlpiI2IRJGypfWyP4eK5TH6790oXcMDAYtWYF6nXngWHaOXfRNRzsRiJ0Dp6h4YuHU1IEmY59kb1wL+Fh2JiD7Bo9D7kLRalPRw09s+lSoVeiyejV+HD8TDW7cxpVk7XD/yj972T0Q5C4udIAWLO2D4ga2wLpgfK32G45+V63gFHJGBi355K7EK39TW+75rt/oNQ3aug3kuK6wY4Ist4ycjIzVV7zmIyLCx2AlkZW2NYXs3o4RrZeyeOhvb/pjKc2iIDFh08D2YmZvDumABIfvP71AMIwN2wK3xDzi7ZSdmtPJEzL0wIVmIyDCx2AmmVCrRd/UiuDdphNObtmNZ3yGceZ7IQEXduQtL69xCM8jlcrSbNA4dpk3A08hozGjREWe37uIRfyICwGJnMNr8OQo/9umG4NPnMLt9d8Q/fiI6EhH9S+Sdu8jv6CA6BgCgyvffYcSh7bAtWgSbx0zE6kEjkJKQKDoWEQnGYmdAfujWCW0nj8PjsAfwb+X5eoZ7IhIvMfYpkp/Hw7FSedFRXsudLy+G7tqAr9u3wvUjxzD1t3Z4cPWG6FhEJBCLnYFxbVgffVctQOqLF5jVtiuCz5wXHYmIAETfzbxwomytGoKTvOuXIf3Rc+lcpL5IwuwO3XFkySrevpDIRLHYGSCHShUwdM9GqCzMsaiHN85v3yM6EpHJiw6+B5lcrtepTrLC2d0Fo4/sgWPlCtg3cz4Wdu2HhNg40bGISM9Y7AxU3kKF4HdwOwoWd8DGUX/gwJxFPDmaSKCo4BCYW1lCqVKJjvJBKisL9FuzGD/59EZY4FVMadoGt0+eER2LiPSIxc6AqSwtMHjHOpSrUxMBC5djne9YqNPTRcciMkmRQXeQp0B+0TE+Sb3O7eC9eSXkCgUW9/TBrqmzoM7IEB2LiPSAxc7AyeVydJ0/HXXatsDlfYewsFt/JMcniI5FZFI0ajUehz1A4VLOoqN8MvtSzhh5ZBcqfFsHx1dtwKy2XogNjxAdi4iyGYtdDtFsmDeaDh+I+1euY2YbL8Q9jBIdichkxIY/hEathlNVF9FRskSpVKLL7CloNWEEHoXex9TfOuDSnoOiYxFRNmKxy0HqtPoNXvOm4fmjR/Bv1Rnh12+KjkRkEqJe3Ursa/3fSkwXPH5ujOF7tyBPflus8x2D9X7jOBE6kZFiscthytaqAZ9NK6HVaDG3U09cP3JMdCQioxcdHAKlygwFixvG5MSfw8auIIbv34Iav/2MS3sOYtrvHRB5O1h0LCLSMRa7HMjOuQT89m9BLtt8WOE9DMfXbBQdicioRd25C4vcYm8lpgsymQwtxvjCa+5UvIh7Cv/WnjixdhOvuCcyIgZX7ObNmwcnJydYWFjA3d0dJ06c+KTtTp06BaVSCVdX1+wNaCCs8tpg+P6tcKhYHjsn+WPHpBnQajSiYxEZpcigYNgWLSI6hs6Uq1MTo47sQuFSztjx1wws7TMYL549Fx2LiHTAoIrdxo0bMWDAAPj5+eHy5cuoW7cuGjVqhPDw8I9uFx8fjw4dOqB+/fp6SmoYlEolBqxfBtcfv8eJNZuwwtsX6SmpomMRGZWUhEQkPIlFsQplRUfRKYvcuTFw8yr80L0z7pw+iynN2iDkQqDoWET0hQyq2E2fPh1dunSBl5cXypcvD39/fzg4OGD+/Pkf3a579+5o06YNatasqaekhqX9lPFo0LMLbh07hbmdeiAx9qnoSERG49U9m0t/VU1wkuzxY59u6LdmMbQZGszv0hsH5iyCRq0WHYuIPpPBFLv09HRcunQJDRo0eGt5gwYNcPr06Q9ut3z5cty7dw+jR4/O7ogGrWEvL7T+cxSi796Df+vOeBR6X3QkIqMQffceZDKZQd4jVlccKpbH6L93o3R1DwQsWoF5nXrhWXSM6FhE9BkMptjFxsZCo9HAzs7ureV2dnaIiXn/G8zdu3cxbNgwrF27Fkql8pP2k5aWhoSEhLcexsL9p4botWI+kuMTMLNNFw6rEOlAdHAIVJaWMLeyFB0lWylVKvRYMhu/Dh+Ih0G3MaVZO1w/8o/oWESURQZT7F6RyWRvfS5J0jvLAECj0aBNmzYYO3YsypQp88nPP3HiRNjY2Lx+ODjk3OkL3qdElUoYsnMDlGZmWNi1Hy7tPiA6ElGOFnk7GLny2YiOoTe1W/2GITvWwTyXFVYM8MXWCVOQkcpzd4lyCoMpdgUKFIBCoXjn6Nzjx4/fOYoHAImJibh48SL69OkDpVIJpVKJcePG4erVq1AqlTh69Oh79+Pr64v4+PjXj4gI47vFTj57O4w4uAO2xYpg3fCxCFiwjNMZEH0GrVaL6Lv3UMi5hOgoepXfoRhGBuyAW6MfcGbTdsxo5YmYe2GiYxHRJzCYYqdSqeDu7o6AgIC3lgcEBKBWrVrvrG9tbY3r16/jypUrrx89evRA2bJlceXKFdSo8f7zYczNzWFtbf3WwxiprCwwdNcGlP6qGg7MXYyNI/+AJoMnRBNlxbPIaGSkpqGEa2XRUfROLpej3eRx6DDtDzyNjMaMFh1xdusu/pFIZOA+7cQ0PfHx8UH79u3h4eGBmjVrYtGiRQgPD0ePHj0AZB5ti4yMxKpVqyCXy1GpUqW3ti9UqBAsLCzeWW6q5HI5eiyehS3jJ+Ps5h14Fh2DTv5/wTJPzp9olUgfXt9KrO67f1yaiio/fAdnDzfM7dgDm8dMRPDpc2g+xpfvI0QGymCO2AFAy5Yt4e/vj3HjxsHV1RXHjx/Hvn37ULx4cQBAdHT0f85pR+/6feQQ/DykP0IvXcGstl682o3oE0UHh0ChVMK+bGnRUYTKnS8vhu7agK/btcT1I8cw9de2eHD1huhYRPQeMsnEj6snJCTAxsYGw3ZvRMESjqLjZKtbx05hpc9wmOeyQrcF/kY34SqRrq30GY6Q85cw/uRB0VEMRuilq1jaZyDSklPQqG93fOfZDnK5QR0jIMoR5rTvhrAr1xEfH6/T08L402hCKnxTGwM2LIM6PQOzO3THrWMnRUciMmiRQXeQ1/7di7dMmbO7C0Yf2QPHyhWwb+Z8LOzaDwmxcaJjEdFLLHYmxr50SQzfvwW5bPJgWd8hOLVhq+hIRAYpPSUVcZHRKGLiw7Dvo7KyQL81i/GTdy+EBV7FlKZtcPvkGdGxiAgsdiYpd768GL5/K4qULY1tf0zF7mmzodVqRcciMigx90IBSUKp6u6ioxisep7t4b15JeQKBRb39MHuabOhzsgQHYvIpLHYmSilSgWfzStR+ftv8c+KdVg10I+TkBK9IfrlFbHlTfiK2E9hX8oZI4/sQoVv6+DYyvWY1dYLseHGNz8oUU7BYmfiOs2YiHpeHXHj6HHM7dwbL54+Ex2JyCBEB9+DysICufPlFR3F4CmVSnSZPQWtJozAo9D7mPpbBwTu5QUnRCKw2BF+6t8DLcf7Iep2MPxbeeLJfU4pQxR5OxiWNnlEx8hRPH5uDN+9m5Enfz6sHTYG6/3GIy05WXQsIpPCYkcAgGo/N0aPJXPw4tlz+Lf2ROilK6IjEQkjSRKi7txFwRLFRUfJcfLaFYLvvi2o8WsTXNpzANN/74jI28GiYxGZDBY7es3Z3QVDtq+FXKHAfK8+uLw/4L83IjJCCU9ikfoiCY6VK4iOkiPJ5XK0GDscXnOnIjEuDv6tPXFi7SbejoxID1js6C22xYrA79B25CtshzVDRuHIklV8MyaT8+rCiXK1vxKcJGcrV6cmRh3ZhcKlnLHjrxlY2mcwXjx7LjoWkVFjsaN3WFhZYdjezXD2cMO+mfOxeexf0GSoRcci0puo4HuQK+Qo7lpZdJQczyJ3bgzcvAo/dO+MO6fPYmqztgi5ECg6FpHRYrGj95LL5ei9fB5q/NoE57btxpLeA5H6Ikl0LCK9iA4OgbmVFZRKpegoRuPHPt3Qb81iaDLUmN+lNw7MWQSNmn8wEukaix19VIuxw/GTdy+EnL+E2e264nnMY9GRiLJdZNAdWBcsIDqG0XGoWB6j/96N0tXdEbBwOeZ16oVnMY9ExyIyKix29J/qdW6HjtP/RGzEQ8xo1ZlXuJFRU2dk4PH9cNiXKSU6ilFSqlTosWQOmvkNQsSt25jatC2uH/lHdCwio8FiR5+kUr2v0W/tEmSkpGJ2+268LyQZrcehDyBptXB2dxUdxajVafUbhuxcB1UuS6wY4IutE6bw7jdEOsBiR5+saLkyGLZ3Eyxy58KS3oNwZvMO0ZGIdC767j0AQIVv6ghOYvwKOBTDyICdcGv0A85s2o4ZrTzxKPS+6FhEORqLHWWJdYH8GHFwO+xKlsCWcZOw138etFqt6FhEOhMdHAKluQr57O1ERzEJcrkc7SaPQ4dpf+BpZBSmN++As1t3cZolos/EYkdZplSpMHDLalT8ri6OLl2NNUNGISMtTXQsIp2IunMXlrlzi45hcqr88B1GHNoB2yJFsHnMRKwePBIpiS9ExyLKcVjs6LPI5XJ4zpqMbzu3xbWAvzG/Sx8kPY8XHYvoi0XeDkZ+h2KiY5ik3PnyYujuDfi6XUtcP/wPpv7aFg+u3hAdiyhHYbGjL9LEpw9+HzUED2/exszWnogNjxAdieizvXj2HC+ePoNDxXKio5i0X4YOQI+lc5D6IgmzO3TH0aWrecoH0SdisaMv9tVvv6DrwhlIeBIH/9ZdcP/KddGRiD5LzMsLJ8rUrC44CZV0d8XoI3vgWLkC9vrPw8Ku/ZAQGyc6FpHBY7EjnShd3QODtq8BAMzr3AtXDx0VnIgo66KCQyCTyVCqhrvoKARAZWWBfmsW4yfvXggLvIopTdtwqiWi/8BiRzpTwKEYRhzcButCBbFqoB/+XrGWV7ZRjhIdHAKVlSVUFhaio9Ab6nm2h/fmlZArFFjc0we7p82GOiNDdCwig8RiRzplkTs3hu3dhBKuVbBn2hxsnTCF94OkHCPy9l3ksbUVHYPew76UM0Ye2YUK39TGsZXrMbttV8RGPBQdi8jgsNiRzimVSvRdvRDuTRrhzOYdWNZ3MNKSk0XHIvoorUaDR/dCYVfKSXQU+gClUokuc6ai1YQRiAkNw9Rf2yNw70HRsYgMCosdZZs2f45Co77dEHzmPGa37474x09ERyL6oLiISKjTM1DCtYroKPQfPH5uDN+9m5HHNh/WDhuD9X7j+ccj0UssdpStvu/aCW0njcPjsAfwb+X5+nZNRIYmKjgEAFDhm9qCk9CnyGtXCL77t6DGr01wac8BTP+9IyJvB4uORSQcix1lO9eG9dF39UKkvkjCrLZdEXzmvOhIRO+IDg6BwswMhUtyKDankMvlaDF2OLrMmYrEuDj4t/bEibWbeNEWmTQWO9ILh4rlMWzPRqgsLbCohzfOb98jOhLRW6LuhMAiVy7RMegzlK9bE6OO7ELhks7Y8dcMLO0zGC+ePRcdi0gIFjvSG5tCBeF3cBsKlnDExlF/4MCcRfzLmgxG5O07yFe0sOgY9JkscufGwC2r8H33Trhz+iymNmuLexcCRcci0jsWO9IrlYUFBm9fi3J1aiJg4XKs8x0LdXq66Fhk4lKTkvA85jGKlS8jOgp9oUZ9uqPfmsVQZ2Rgfpc+ODB3MadcIpPCYkd6J5fL0XX+dNRt2wKX9x/Cwm79kRyfIDoWmbCYu6EAgFLVPQQnIV1wqFgeY/7eg5LVqiJgwTLM69wbz2IeiY5FpBcsdiRM02HeaOY7EPevXsfMNl6IexglOhKZqOjgEECWea4WGQelSoWeS+egmd8gRNwMwtSmbXH9yDHRsYiyHYsdCVW71W/wmjsdzx89gn+rzgi/flN0JDJBUcEhUFlYwiJ3btFRSMfqtPoNQ3augyqXJVYMGIatE6YgIy1NdCyibMNiR8KVrVUdPptXQqvRYm6nnvyrmvQu6vZdWOW1Fh2DskkBh2IYGbATro2+x5lN2zGjZWc8Cr0vOhZRtmCxI4Ng51QCfge2IretLVZ4D8PxNRtFRyITIUkSooJDUMiphOgolI3kcjnaTx6P9lP/wNPIKExv3gFnt+7ilflkdFjsyGBY2VjDd/8WOFSsgJ2T/LHjrxnQajSiY5GRexYdg/SUFJRwqSQ6CumBS4Pv4HdwO2yLFMHmMROxevBIpCS+EB2LSGdY7MigKJVKDFi/FK6NvseJtZuwYsAwpCWniI5FRiz65a3EytXhhROmIo9tPgzdvQF127XA9cP/YOqv7fDgGs/vJePAYkcGqf3k8WjY0wu3jp/GvE49kRj7VHQkMlLRd+9BrlDAoVJ50VFIz5oO9UaPJbOR+uIFZrfvhqNLV0Or1YqORfRFWOzIYDXo1QVtJo5GdMg9+Lfmyc6UPaKDQ2CRywpyOd8OTVFJDzeMPrIHjpUrYK//PCzq1h8JsXGiYxF9Nr6TkUGr2rgBeq2Yj+T4BMxs0wUh5y+JjkRG5uGtYFjbFRIdgwRSWVmg35rFaDygF0IvXcGUpm1w+9RZ0bGIPguLHRm8ElUqYeiuDVCaqbCwW39c3L1fdCQyEhlpaYiLeIiiZUuLjkIGoH6X9vDevBJyhQKLe3hj97TZUGdkiI5FlCUsdpQj5C1shxEHtyO/QxGsHz4Oh+Yv5TQF9MUe3bsPSZLg7OEmOgoZCPtSzhh5ZBcqfFMbx1aux+y2XREb8VB0LKJPxmJHOYbKygJDdm5A6ZrVcHDeEmwYMYF/TdMXiXp5RWyFb2oLTkKGRKlUosucqWg5fgRiQsMw9df2CNx3SHQsok/CYkc5ilwuR49Fs1Cr5a+4tHs/FvfwRkpCouhYlENFB4fAzMIc1gXyi45CBqjaL43hu3cz8tjmw9qho7FhxASkJSeLjkX0USx2lCP9NmIwfh7SH6GXrmBWu654GhUtOhLlQNHBd2GZJ4/oGGTA8toVgu/+Laj+axNc3L0f03/viMjbwaJjEX0Qix3lWF+3a4nOsybhaWQ0/Ft5IuLmbdGRKIeJvH0XBYo7iI5BBk4ul6Pl2OHoMmcqEmLj4N/aEyfWbuZ5vmSQWOwoR6vwdW0M2Lgc6vQMzOnQHbeOnRQdiXKIxNinSI5PgGPlCqKjUA5Rvm5NjD66C4VLOmPHX9OxrO8QJD2PFx2L6C0sdpTj2ZdyxvD9W5Arrw2W9R2CUxu2io5EOcCrCyfK1qwuOAnlJBa5c2PgllX4vlsn3D51BlOatsG9C4GiYxG9xmJHRiF3vrwYvn8LipQrg21/TMWuqbN4ayD6qOi7IZDJ5ZzqhD5Lo77d0W/NYqgz1JjfpQ8OzF0MjVotOhYRix0ZD6VKBZ9NK1D5++9wbOV6rBroh4zUVNGxyEBFB4fA3MoSSjMz0VEoh3KoWB5j/t6NktWqImDBMszr3BvPYh6JjkUmjsWOjE6nGX+ifteOuHH0OOZ27o3EuKeiI5EBehh0B9YFCoiOQTmcUqVCz6Vz0MxvEB7eDMLUpm1x/cgx0bHIhLHYkVFq3K8HWo33Q9TtYMxs3QWPwx6IjkQGRJOhxuOwByhc2ll0FDISdVr9hsE710FlZYkVA4Zh64QpyEhLEx2LTBCLHRktj58bo8eSOXjx7Blmtu6C0EtXREciA/EkPAJatQZOVV1ERyEjUsChGEYe3gnXH7/HmU3b4d+yMx6F3hcdi0wMix0ZNWd3FwzZsR5ypQLzvfrwtkAEIPP8OoC3EiPdk8vlaD9lPNpPmYC4yChMb94R57bt4px3pDcsdmT0bIvaw+/QduSzL4y1Q0fjyJKVfJM1cdHBIVCqVCjgUEx0FDJSLg3rwe/ANuQrao9Noydi9eCRSEl8IToWmQAWOzIJFlZWGLZnE0pWq4p9Mxdg85iJ0GRwagJTFXUnBBa5c4mOQUYuT35bDNu1AXXbtcD1w/9g6q/t8ODaTdGxyMix2JHJkMvl6LVsLmr82gTntu/Bkl4+SH2RJDoWCRAZdAe2xYqIjkEmoulQb/RYMhupiS8wu303HF26mvNsUrZhsSOT02LscDTx6Y2QC4GY1a4rnsc8Fh2J9Cg5PgEJsXEoVqGc6ChkQkp6uGH00T1wrFQee/3nYVG3/kiIjRMdi4wQix2ZpG87tUXH6X8iLuIhZrTqhMjbwaIjkZ5E370HACjzVTXBScjUqKws0G/tEjQe0Auhl65gStM2uH3qrOhYZGRY7MhkVar3NfqvX4aMlDTMbt8NQSfOiI5EehB99x5kMhnK1qwhOgqZqPpd2sN700rI5Qos7uGN3dPnQJ2RIToWGQkWOzJpRcqUgu++zbDInRtL+wzCmc07REeibBYdHAKVpSVUVhaio5AJsy/tjJFHd6HCN7VxbMU6zG7bFbERD0XHIiPAYkcmL09+W4w4uA2FSzphy7hJ2Os/jyc2G7HI28HIZZtXdAwiKJVKdJkzFS3Hj0BMaBim/tqec23SF2OxI0Lm/R59tqxCpXpf4+jS1VgzZBRvB2SEtFotYu6Gws65hOgoRK9V+6UxfPduRh7bfFg7dDQ2jJiAtOQU0bEoh2KxI3pJLpej88xJ+LZzW1wL+Bvzu/RB0vN40bFIh55GRiEjLQ0lXCuLjkL0lrx2heC7fwuqN2uCi7v3Y/rvHXhRF30WFjuif2ni0wfNRw/Dw5u3MbO1J2LDI0RHIh15dSux8l/zVmJkeORyOVqOG44uc6YiIS4O/q09cWLtZt4ph7KExY7oPWr82gTdFs5EwpM4+LfugvtXrouORDoQFXwPCqUS9qVLio5C9EHl69bEqMM7UbikM3b8NR3L+g7h6AF9MhY7og8oVb0qBm1fAwCY17kXrh46KjgRfanoO3dhnjsX5HK+9ZFhs8yTBwO3rML33Trh9qkzmNK0De5dCBQdi3IAvrsRfUQBh2IYcXAbrAsVxKqBfvh7xVoOi+RgkbeDka+wnegYRJ+sUd/u6LdmMdQZaszv0gcH5y2BRs37XNOHsdgR/QeL3Lnhu28zSrhVwZ5pc7B1whS+seZAackpeBoVgyLlyoiOQpQlDhXLY8zfu1GyWlUcmr8U8zr3xrOYR6JjkYEyuGI3b948ODk5wcLCAu7u7jhx4sQH1922bRt++OEHFCxYENbW1qhZsyYOHjyox7RkKhQKBfquWgiPnxvhzOYdWNZ3MNKSk0XHoix4dC8UkCSUqu4uOgpRlilVKvRcOgfNhg/Ew5tBmNq0LW4cPS46Fhkggyp2GzduxIABA+Dn54fLly+jbt26aNSoEcLDw9+7/vHjx/HDDz9g3759uHTpEr777js0adIEly9f1nNyMhWt/xiFxv26I/jMecxu3x3xj5+IjkSfKCo48x6xFerWFJyE6PPVaf07Bu9cB5WVJZb3H4qtf0zlnJv0FoMqdtOnT0eXLl3g5eWF8uXLw9/fHw4ODpg/f/571/f398eQIUNQrVo1lC5dGn/++SdKly6N3bt36zk5mZL6Xh3RfvJ4PA57AP9Wnq+n0CDDlnkrMQtY5bURHYXoixRwKIaRh3fCpWF9nNm4Df4tO+NR6H3RschAGEyxS09Px6VLl9CgQYO3ljdo0ACnT5/+pOfQarVITEyEra3tB9dJS0tDQkLCWw+irKrSoB76rl6E1KQkzGrXDcFnzouORP8h6nYwLK2tRccg0gm5XI4OUyeg/ZQJiIuMxvTmHXFu2y5e3EWGU+xiY2Oh0WhgZ/f2FWt2dnaIiYn5pOeYNm0akpKS0KJFiw+uM3HiRNjY2Lx+ODg4fFFuMl0OFcth2O6NUFlaYFEPb5zbziPFhkqSJETeCUEhp+KioxDplEvDevA7sBX5ihbGptETsXrwSKQkvhAdiwQymGL3ikwme+tzSZLeWfY+69evx5gxY7Bx40YUKlTog+v5+voiPj7+9SMigncVoM9nU6gg/A5uQ6ESjtg06k/sn72QfzEboITHT5CWlATHyhVERyHSuTz5bTFs10bUadsC1w//g6m/tsODazdFxyJBDKbYFShQAAqF4p2jc48fP37nKN6/bdy4EV26dMGmTZvw/ffff3Rdc3NzWFtbv/Ug+hIqCwsM2r4W5erWxOFFK7Bu2Bio09NFx6I3vLpwolxtXjhBxqvZMG/0WDIbqYkvMLt9NxxduhparVZ0LNIzgyl2KpUK7u7uCAgIeGt5QEAAatWq9cHt1q9fj06dOmHdunX46aefsjsm0XvJ5XJ0nTcdX7dricsHArCwaz8kx/P8TUMRHRwCuUKBEm6VRUchylYlPdww+ugeOFQqj73+87CoW38kxMaJjkV6ZDDFDgB8fHywZMkSLFu2DEFBQfD29kZ4eDh69OgBIHMYtUOHDq/XX79+PTp06IBp06bhq6++QkxMDGJiYhAfz3vqkRi/DB2AX/0G4f61G5jZxgtxD6NERyIAUcEhMLey5K3EyCSorCzQf+0SNO7fE6GXrmBK0za4feqs6FikJwb1LteyZUv4+/tj3LhxcHV1xfHjx7Fv3z4UL555wnN0dPRbc9otXLgQarUavXv3hr29/etH//79RX0LRKjV4ld4zZ2O+EeP4N+qM8Kv81wX0SKD7sC6UEHRMYj0qr5XB3hvWgm5XIHFPbyxe/ocqDMyRMeibCaTTPxM74SEBNjY2GDY7o0oWMJRdBwyIo/CHmBWGy+o09PQbvI4VK7/rehIJkmdno5h1b6DS8N6aD95vOg4RHqnVquxYsAwBB0/jWLlyqDDtD+Q36Go6Fgmb077bgi7ch3x8fE6Pd/foI7YERkTO6fi8Du4FbltbbHC2xfHV28QHckkPQ57AEmrRUkPN9FRiIRQKpXwmjMVLcf7IeZeGKb82g6B+w6JjkXZhMWOKBtZWVvDd/8WOFasgJ2TZ2LHXzOg1WhExzIpUS/vDFLh69qCkxCJVf2Xn+C7bzPy2ObD2qGjsWHEBKQlp4iORTrGYkeUzZRKJfqvXwq3xj/gxNpNWN5/GN9M9Sj67j2YmauQt/DHp00iMgV57QrBd/8WVG/WBBd378f03zsg8naw6FikQyx2RHrSbtI4NOzphaATpzG3Uw9OQaAnUbfvwiJPHtExiAyGXC5Hy3HD4Tl7ChJi4+Df2hMn123m5OpGgsWOSI8a9OqCNhNHIyYkDP6tOiPmXpjoSEYv8nYwCvBEcaJ3VPi6FkYe3oHCJZ2xfeJ0LOs7BEnPOV1YTsdiR6RnVRs3QK8V85CSkIhZbbog5Pwl0ZGM1ounz5D07DkcKpYXHYXIIFlZW2PgllWo37UTbp86gylN2+DehUDRsegLsNgRCVCiSiUM3b0RSpU5Fnbrj4u79omOZJSi72beSqxMreqCkxAZtsb9uqPv6sVQZ6gxv0sfHJy3BBq1WnQs+gwsdkSC5LUrhBEHtyO/Q1Gs9xuPQ/OX8hwXHYsODoFMLkep6u6ioxAZPMdK5THm791w9nDDoflLMa9zbzyLeSQ6FmURix2RQCorCwzZuR5lalbDwXlLsGHEeM4Mr0NRwSEwt7SEmbm56ChEOYJSpUKvZXPRzNcHETeDMLVpW9w4elx0LMoCFjsiweRyObovmoVarX7Fpd0HsKj7AKQkJIqOZRSibt9F7vz5RMcgynHqtGmOITvXQWVlieX9h2LrH1ORkZYmOhZ9AhY7IgPxm99g/DJ0AMICr2JmWy88jYoWHSlH02o0iLkXhsKlnEVHIcqRCjgUw8jDO+HSsD7ObNwG/5ad8Sj0vuhY9B9Y7IgMSN22LeA5ewqeRcXAv5UnIm4GiY6UY8WGP4QmIwNOblVERyHKseRyOTpMnYD2UyYgLjIa05t3xLltu3g+sAFjsSMyMOXr1sSAjcuhycjAnA49cPOfE6Ij5UjRL28lVp63EiP6Yi4N68HvwFbkK1IYm0ZPxOrBI5GS+EJ0LHoPFjsiA2Rfyhm++7bAKq81lvcbipPrt4iOlONEBYdAYWYGO+cSoqMQGYU8+W0xbPdG1GnbAtcP/4Opv7ZD+PWbomPRv7DYERmo3Pnywm//VhQtXwbb/5yGXVNmQavVio6VY0QHh8Aidy7RMYiMTrNh3uixZDZSE19gVrtuOLpsDd+bDAiLHZEBU6pU8N64AlV++A7HVq3HSu/hSE9JFR0rR3gYdAe2Re1FxyAySiU93DD66B44VCyPvTPmYlG3/rz/tYFgsSPKATpO/xPfd+uEm/+cwLzOvZAY91R0JIOW+iIJ8Y+eoFj5sqKjEBktlZUF+q9bgsb9eyL00hVMadoGd06fEx3L5LHYEeUQjfp2R6sJIxEVfBczW3fB47AHoiMZrOiQzFuJlarhITgJkfGr79UB3htXQC5XYFH3Adg9fQ4nWheIxY4oB/Fo8iN6Lp2DF8+eY2brLgi9dEV0JIMUHRwCyGQoV7uG6ChEJsG+TEmMPLoL5b+uhX9WrMPsdt0QFxEpOpZJYrEjymGc3FwwZMc6yJVKzPfqg8B9h0RHMjjRwfegsrSARe7coqMQmQylUgmvudPQcrwfYkJCMeXXdnx/EoDFjigHsi1qD79D25DPvjDWDh2NI0tWcsLQN0QGBSOXjY3oGEQmqfovP8F332bksc2HtUNHY+PIP5CWnCI6lslgsSPKoSysrDBszyaUrFYV+2YuwOYxE6HJUIuOJZwkSYgKDkEhzl9HJExeu0Lw3b8F1Zs1wYVd+zD99w6IvB0sOpZJYLEjysHkcjl6LZuLr37/Gee378GSXj5IfZEkOpZQz6JikJGaihIulURHITJpcrkcLccNh+fsKUiIjYN/a0+cXLeZowvZjMWOyAg0H+2L//n0RsiFQMxq1xXPYx6LjiRM1KtbidWtKTgJEQFAha9rYeThHbBzdsL2idOxvN8QJD2PFx3LaLHYERmJbzu1RUf/iYiLeIgZrTqZ7LBHzN17kCsVKFqhnOgoRPSSlbU1Bm1djfpdOyLoxBlMadYW9y5eFh3LKLHYERmRSt/WRf/1y5CRmobZ7bsh6MQZ0ZH0Lio4BOZWuSCX8+2NyNA07tcDfVcvgjo9HfM9e+PgvCXQqHlusC7xnY/IyBQpUwq+ezfDMk9uLO0zCGc27xAdSa8ig+4gb+FComMQ0Qc4Vq6AMX/vgbOHGw7NX4p5nr3xLOaR6FhGg8WOyAjlyW8LvwPbULiUM7aMm4Q9M+aZxE26M1JTERcRiSJlS4uOQkQfoVSp0GvZXDTz9UHEjSBMbdYWN44eFx3LKLDYERkppUqFQVtXo1K9r/H3stVYM3gkMtLSRMfKVjH37kOSJJSq5iY6ChF9gjptmmPIznVQWVpief+h2PbnNKN/n8puLHZERq7zzEn4zrMdrh3+B/O79MGLZ89FR8o20S+viC1Xt7bgJET0qQo4FMPIwzvh0rA+Tm/YCv+WnfEo9L7oWDkWix2RCfifd280Hz0MD2/exqw2XRAbHiE6UraIDg6BmYU5rAvYio5CRFkgl8vRYeoEtJ8yHnGRUZjevCPObd/NOe8+A4sdkYmo8WsTdFs4EwlP4uDfyhNhV66JjqRzkXfuwtLaWnQMIvpMLg3rw+/ANuQrUhibRv2JNUNGIiXxhehYOQqLHZEJKVW9KgZtXwPIZJjfuTeuHjwiOpLOSJKEqNt3UbC4g+goRPQF8uS3xbDdG1GnbQtcC/gHU39th/DrN0XHyjFY7IhMTAGHYhhxcBtsChXEqkEj8PfyNUYx3JEY9xQpiYlwrFxBdBQi0oFmw7zRY/EspL54gVntuuHosjUmcXX/l2KxIzJBFrlzw3f/Fji5VcGe6XOxdfyUHD9J6KsLJ8rWriE4CRHpSslqVTH6yB44VCyPvTPmYnH3AUiMfSo6lkFjsSMyUXK5HH1WLYTHz41xZssOLOs7GGnJyaJjfbao4BDI5HI4VXUVHYWIdEhlZYH+65agcf+euHfxMiY3bY07p8+JjmWwWOyITFzrP0aicb/uCD5zHrPbd0f84yeiI32W6OAQmFtZQalUio5CRNmgvlcHeG9cAblcgUXdB2D39DlQZ2SIjmVwWOyICPW9OqL9lAl4HPYAM1p2fj2smZNEBgXDumB+0TGIKBvZlymJkUd3ofzXtfDPinWY3a4b4iIiRccyKCx2RAQAqPLDd+i3ZhHSkpMxq21X3Dl9XnSkT6bJUONx2AMULl1SdBQiymZKpRJec6eh5bjhiAkJxdTf2uPy/gDRsQwGix0RvVasQjkM270R5lZWWNzTG+e27xYd6ZM8eRAOrUaDku6uoqMQkZ5Ub/o/+O7bjFz5bLBmyChsHPkH0pJTRMcSjsWOiN5iU6gghh/cikJOxbFp1J/YP2uhwU+HEvVy6Lh83VqCkxCRPuW1K4Th+7eierP/4cKufZjevCOi7twVHUsoFjsieofKwgKDtq1B+bo1cXjxCqwdNhrq9HTRsT4oOjgESpUK+R2Kio5CRHoml8vRcpwfPGdPRsKTWPi38sTJdZsN/g/S7MJiR0TvJZfL4TVvOr5u3wpX9h/GAq9+SI6PFx3rvaLuhMAid27RMYhIoApf18bIwztQyLkEtk+cjuX9hiDpuWG+Z2UnFjsi+qhfhvTHryMG48H1G5jZ2ssgr0CLvH0H+R2KiI5BRIJZWVtj0NbVqN+1I4JOnMGUZm1x7+Jl0bH0isWOiP5TrRbN0HX+DMQ/fgz/1p54cM1w7tuYHB+PxNinKFahnOgoRGQgGvfrgb6rF0Gdno75nr1xcP5SaDUa0bH0gsWOiD5Jma+qwXvzKkhaLeZ26onrR/4RHQkAEB18DwBQpmZ1wUmIyJA4Vq6AMX/vgbOHGw7NW4J5nXvhWcwj0bGyHYsdEX0yO6fiGH5gK/Lkt8UKb18cW7Ve+AnKUcH3IJPJUOarakJzEJHhUapU6LVsLpr5+iD8RhCmNmuLG0ePi46VrVjsiChLrKyt4bt/CxwrVcSuKbOw46/pQoc4Yu7eg8rKEipLC2EZiMiw1WnTHEN2roPK0hLL+w/Ftj+nISMtTXSsbMFiR0RZplQq0X/dElRt3AAn12/F8n5DhU0MGnn7DnLnyydk30SUcxRwKIaRh3fCpUE9nN64Ff6tPPEo9L7oWDrHYkdEn63tpLFo2MsLt0+ewdyO3ZEQG6fX/Wu1WkTfDYVdyRJ63S8R5UxyuRwdpv2BdpPHI+5hJKY374hz23cLP6VEl1jsiOiLNOjhiTZ/jUHMvfvwb9UZMSGhetv304eRUKeno4RrFb3tk4hyPteG9eF3YBvyFSmMTaP+xJohI5GS+EJ0LJ1gsSOiL+bW6Af0WbkAKQkvMKutF+6eu6iX/Ua9vCK2/Ne8lRgRZU2e/LYYtnsj6rRtgWsB/2Dqr+0Qft1wpnL6XCx2RKQTjpUrYOjuDVCam2NR9wG4uGtftu8zOjgECqUS9qVLZvu+iMg4NRvmje6LZiE18QVmteuGo8vWQKvVio712VjsiEhn8toVwogD25HfsSjW+43HoflLs/Xclag7d2GeOxdkMlm27YOIjF+p6lUx+ugeOFQsj70z5mJx9wFIjH0qOtZnYbEjIp1SWVlgyI71KFOrOg7OW4INI8ZDnZGRLfuKvH0X+ewLZ8tzE5FpUVlZoP+6JWjcvyfuXbyMKc3a4M7pc6JjZRmLHRHpnFwuR/eFM1G79e+4tPsAFnUfgJSERJ3uIy05Gc+iY1C0XBmdPi8Rmbb6Xh3gvXEFZDIZFnUfgD3T52bbH6fZgcWOiLLNr8MHoukwb4QFXsXMtl54GhWts+eOCQkDJAmlqrvr7DmJiADAvkxJjDy6G+W/roW/V6zF7HbdEBcRKTrWJ2GxI6JsVadNc3jOnoJnUTHwb+WJiJtBOnne6OAQAED5r2vq5PmIiN6kVCrhNXcaWo71RUxIKKb+1h6X9weIjvWfWOyIKNuVr1sTAzYuhyY9A3M69MDNf0588XNGBYdAZWkBK2trHSQkInq/6s2awHffZuTKlxdrhozCxpF/CLvTzqdgsSMivbAv5Qy/A1uRK68NlvcbipPrt3zR80XdDoaVjY2O0hERfVheu0IYvn8LqjX9Hy7s2ofpzTsi6s5d0bHei8WOiPTGKq8Nhh/chqLly2L7n9Owa8qsz5ovSpIkRAWHoKCTYzakJCJ6l1wuR6vxfvCcPRkJT2Lh38oTJ9dtNrjbkbHYEZFeKZVKeG9cDpcG9XBs1Xqs9B6O9JTULD3H80ePkZaUjBJVKmVTSiKi96vwdW2MPLwDhZxLYPvE6VjebwiS4+NFx3qNxY6IhOgw7Q/80L0zbv5zAvM690Ji3KdPBhrz8lZiZWvXyK54REQfZGVtjUFbV6O+V0cEnTiDyU3b4t7Fy6JjAWCxIyKBfuzTDa0mjERU8F34t/LE47AHn7RdVHAI5AoFirtUzuaEREQf1rh/D/RdvQjq9HTM9+yNg/OXQqvRCM3EYkdEQnk0+RE9l85B0vN4zGzd5ZP+6o0ODoF5LivI5XwLIyKxHCtXwJi/98DZww2H5i3BvM698DzmsbA8fFckIuGc3FwwZMc6yJUKLOjaF4F7D350/YdBd2BTqKCe0hERfZxSpUKvZXPRdJg3wm8EYUqztrhx9LiQLCx2RGQQbIvaw+/QdtgWscfaYWNwePGK915tpk5PR2z4Q9iXKSkgJRHRh9Vt2wKDt6+FytICy/sPxbY/pyEjLU2vGVjsiMhgWFhZYejujShV3R37Zy3EptF/QpOhfmudR6H3IWm1KOleVVBKIqIPK1jcASMP74RLg3o4vXEr/Ft54lHofb3t3+CK3bx58+Dk5AQLCwu4u7vjxImPz1B/7NgxuLu7w8LCAs7OzliwYIGekhJRdpDL5ei5dA6+at4UF3bsxeKe3kh9kfT6669vJfZtLVERiYg+Si6Xo8O0P9Bu8njEPYzE9OYdcX77Hr3MeWdQxW7jxo0YMGAA/Pz8cPnyZdStWxeNGjVCeHj4e9cPCwtD48aNUbduXVy+fBnDhw9Hv379sHXrVj0nJyJdaz5qKJoM6ot7Fy9jVruueBbzCAAQffcezMzNkbdQIcEJiYg+zrVhffgd2IZ8RQpj46g/sGbIKKQkvsjWfRpUsZs+fTq6dOkCLy8vlC9fHv7+/nBwcMD8+fPfu/6CBQvg6OgIf39/lC9fHl5eXvD09MTUqVP1nJyIssM3HVqjo/9ExEU8hH+rzoi8HYyo23dhmSe36GhERJ8kT35bDNu9EXXaNMe1gL8x9dd2CL9+M9v2ZzDFLj09HZcuXUKDBg3eWt6gQQOcPn36vducOXPmnfUbNmyIixcvIiMjI9uyEpH+VPq2LvqvX4aM1DTMbt8N969eR37HYqJjERFlSTNfH3RfNAspiS8wq103RN0NzZb9KLPlWT9DbGwsNBoN7Ozs3lpuZ2eHmJiY924TExPz3vXVajViY2Nhb2//zjZpaWlIe+MKlfiXtwGZ3LQ1ZJwTi8hgadQa4OX5KWGBVzGkal3BiYiIsk6r0ULSapGWlHnusK7PuzOYYveKTCZ763NJkt5Z9l/rv2/5KxMnTsTYsWPfWa7VaAFN1m9GTkRi/PtqWSKinCguLg42NjY6ez6DKXYFChSAQqF45+jc48eP3zkq90rhwoXfu75SqUT+/Pnfu42vry98fHxef/78+XMUL14c4eHhOv0PS9knISEBDg4OiIiIgLW1teg49An4muU8fM1yFr5eOU98fDwcHR1ha2ur0+c1mGKnUqng7u6OgIAANGvW7PXygIAA/PLLL+/dpmbNmti9e/dbyw4dOgQPDw+YmZm9dxtzc3OYm5u/s9zGxoY/DDmMtbU1X7Mchq9ZzsPXLGfh65Xz6PrWiAZ1UpmPjw+WLFmCZcuWISgoCN7e3ggPD0ePHj0AZB5t69Chw+v1e/TogQcPHsDHxwdBQUFYtmwZli5dikGDBon6FoiIiIiEMZgjdgDQsmVLxMXFYdy4cYiOjkalSpWwb98+FC9eHAAQHR391px2Tk5O2LdvH7y9vTF37lwUKVIEs2bNwm+//SbqWyAiIiISxqCKHQD06tULvXr1eu/XVqxY8c6yb775BoGBgZ+9P3Nzc4wePfq9w7NkmPia5Tx8zXIevmY5C1+vnCe7XjOZpI/7WxARERFRtjOoc+yIiIiI6POx2BEREREZCRY7IiIiIiNhEsVu3rx5cHJygoWFBdzd3XHixImPrn/s2DG4u7vDwsICzs7OWLBggZ6S0itZec22bduGH374AQULFoS1tTVq1qyJgwcP6jEtAVn/OXvl1KlTUCqVcHV1zd6A9Jasvl5paWnw8/ND8eLFYW5ujpIlS2LZsmV6SktA1l+ztWvXwsXFBVZWVrC3t0fnzp0RFxenp7Sm7fjx42jSpAmKFCkCmUyGHTt2/Oc2OusekpHbsGGDZGZmJi1evFi6deuW1L9/fylXrlzSgwcP3rt+aGioZGVlJfXv31+6deuWtHjxYsnMzEzasmWLnpObrqy+Zv3795cmTZoknT9/XgoODpZ8fX0lMzMzKTAwUM/JTVdWX7NXnj9/Ljk7O0sNGjSQXFxc9BOWPuv1+vnnn6UaNWpIAQEBUlhYmHTu3Dnp1KlTekxt2rL6mp04cUKSy+XSzJkzpdDQUOnEiRNSxYoVpaZNm+o5uWnat2+f5OfnJ23dulUCIG3fvv2j6+uyexh9satevbrUo0ePt5aVK1dOGjZs2HvXHzJkiFSuXLm3lnXv3l366quvsi0jvS2rr9n7VKhQQRo7dqyuo9EHfO5r1rJlS2nEiBHS6NGjWez0KKuv1/79+yUbGxspLi5OH/HoPbL6mk2ZMkVydnZ+a9msWbOkYsWKZVtGer9PKXa67B5GPRSbnp6OS5cuoUGDBm8tb9CgAU6fPv3ebc6cOfPO+g0bNsTFixeRkZGRbVkp0+e8Zv+m1WqRmJio8/vv0ft97mu2fPly3Lt3D6NHj87uiPSGz3m9du3aBQ8PD0yePBlFixZFmTJlMGjQIKSkpOgjssn7nNesVq1aePjwIfbt2wdJkvDo0SNs2bIFP/30kz4iUxbpsnsY3ATFuhQbGwuNRgM7O7u3ltvZ2SEmJua928TExLx3fbVajdjYWNjb22dbXvq81+zfpk2bhqSkJLRo0SI7ItK/fM5rdvfuXQwbNgwnTpyAUmnUb0MG53Ner9DQUJw8eRIWFhbYvn07YmNj0atXLzx9+pTn2enB57xmtWrVwtq1a9GyZUukpqZCrVbj559/xuzZs/URmbJIl93DqI/YvSKTyd76XJKkd5b91/rvW07ZJ6uv2Svr16/HmDFjsHHjRhQqVCi74tF7fOprptFo0KZNG4wdOxZlypTRVzz6l6z8jGm1WshkMqxduxbVq1dH48aNMX36dKxYsYJH7fQoK6/ZrVu30K9fP4waNQqXLl3CgQMHEBYW9vre62R4dNU9jPpP5QIFCkChULzzF83jx4/facavFC5c+L3rK5VK5M+fP9uyUqbPec1e2bhxI7p06YLNmzfj+++/z86Y9IasvmaJiYm4ePEiLl++jD59+gDILA6SJEGpVOLQoUOoV6+eXrKbos/5GbO3t0fRokVhY2Pzeln58uUhSRIePnyI0qVLZ2tmU/c5r9nEiRNRu3ZtDB48GABQpUoV5MqVC3Xr1sWECRM4+mRgdNk9jPqInUqlgru7OwICAt5aHhAQgFq1ar13m5o1a76z/qFDh+Dh4QEzM7Nsy0qZPuc1AzKP1HXq1Anr1q3jOSR6ltXXzNraGtevX8eVK1deP3r06IGyZcviypUrqFGjhr6im6TP+RmrXbs2oqKi8OLFi9fLgoODIZfLUaxYsWzNS5/3miUnJ0Muf/tXvEKhAPD/R4LIcOi0e2T5cosc5tUl4kuXLpVu3bolDRgwQMqVK5d0//59SZIkadiwYVL79u1fr//qkmNvb2/p1q1b0tKlSzndiZ5l9TVbt26dpFQqpblz50rR0dGvH8+fPxf1LZicrL5m/8arYvUrq69XYmKiVKxYMen333+Xbt68KR07dkwqXbq05OXlJepbMDlZfc2WL18uKZVKad68edK9e/ekkydPSh4eHlL16tVFfQsmJTExUbp8+bJ0+fJlCYA0ffp06fLly6+np8nO7mH0xU6SJGnu3LlS8eLFJZVKJVWtWlU6duzY66917NhR+uabb95a/59//pHc3NwklUollShRQpo/f76eE1NWXrNvvvlGAvDOo2PHjvoPbsKy+nP2JhY7/cvq6xUUFCR9//33kqWlpVSsWDHJx8dHSk5O1nNq05bV12zWrFlShQoVJEtLS8ne3l5q27at9PDhQz2nNk1///33R38vZWf3kEkSj8kSERERGQOjPseOiIiIyJSw2BEREREZCRY7IiIiIiPBYkdERERkJFjsiIiIiIwEix0RERGRkWCxIyIiIjISLHZERERERoLFjoiIiMhIsNgRERERGQkWOyKiT1SiRAnIZLK3HmPGjBEdi4joNd4rlojoE508eRKtWrXC999/jxYtWqB06dIoXLgw8uTJIzoaEREAFjsiok/2448/ws3NDRMnThQdhYjovTgUS0T0iR48eICaNWuKjkFE9EEsdkREn6h27doYO3Ys/vnnHyQnJ4uOQ0T0DhY7IqJPNGvWLJQqVQrfffcdcuXKhWrV/q+9u9VNJAzAMPqKTUUTRH1DQIHE7AVUoUnqkbj6JigMEtsEQYIAieRH0RuoQiOqqawomHVkm80mpKKTnT3HfuaVTyYz3/w8n3U6ndzc3OT+/r7AhcD/TtgBXKjf72ez2WQwGGS73WY+n5/PHh4eMp1OC1wHkPwoegDAv2C/32c0GmW1WqXdbv9xfnd3l+12+/3DAH7jiR3ABQ6HQ5KkXq8XvATg74QdwAVarVZqtVq63W6Wy2X2+32Ox2PRswA+EXYAF7i6usrz83OazWZ6vV4ajUYqlUrG43HR0wDOhB3AharVaiaTSV5fX3M6nTIcDvP4+Fj0LIAzH08AfMHHx0fe3t5yfX2dJGm323l5ecn7+3tub2+zWCw+XYcC8B2EHcAX7Ha7zGazPD09JUnW63XBiwD8KxYAoDS8YwcAUBLCDgCgJIQdAEBJCDsAgJIQdgAAJSHsAABKQtgBAJSEsAMAKAlhBwBQEsIOAKAkhB0AQEn8AgGpZa+8Yb5mAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] @@ -825,16 +825,15 @@ "done.\n", "Computing ENO stencils...\n", "done.\n", - "Updated polynomials orders = [1 1 1 1 1 1 1 1]\n", + "Updated polynomials orders = [1 1 1 2 2 2 1 1]\n", "Computing simplex probabilities...\n", "done, used 100000 samples.\n", "% of simplices with no samples = 0.0\n", "refining edge\n", "refining edge\n", - "refining edge\n", "Edge already refined, selecting another sample.\n", "refining edge\n", - "Edge already refined, selecting another sample.\n", + "refining edge\n", "Loading samples...\n", "done\n", "Max. polynomial order allowed by n_s = 3\n", @@ -842,22 +841,20 @@ "done.\n", "Computing ENO stencils...\n", "done.\n", - "Updated polynomials orders = [2 2 2 2 2 2 2 1 2 1 2 2 2 2 1 1]\n", + "Updated polynomials orders = [1 1 2 2 2 2 2 2 2 1 2 1 1 2 2 2]\n", "Computing simplex probabilities...\n", "done, used 100000 samples.\n", "% of simplices with no samples = 0.0\n", "refining edge\n", "refining edge\n", - "refining edge\n", - "refining edge\n", "Loading samples...\n", "done\n", "Max. polynomial order allowed by n_s = 4\n", - "Checking LEC condition of 21 stencils...\n", + "Checking LEC condition of 23 stencils...\n", "done.\n", "Computing ENO stencils...\n", "done.\n", - "Updated polynomials orders = [3 3 2 3 3 2 3 1 3 3 1 2 2 2 3 1 1 3 3 2 2]\n", + "Updated polynomials orders = [2 2 2 1 1 2 2 2 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n", "Computing simplex probabilities...\n", "done, used 100000 samples.\n", "% of simplices with no samples = 0.0\n", @@ -866,52 +863,51 @@ "Loading samples...\n", "done\n", "Max. polynomial order set by hand to = 4\n", - "Checking LEC condition of 28 stencils...\n", + "Checking LEC condition of 29 stencils...\n", "done.\n", "Computing ENO stencils...\n", "done.\n", - "Updated polynomials orders = [2 1 1 1 1 2 2 1 2 1 1 1 1 2 2 2 1 1 2 2 2 2 2 1 1 1 1 1]\n", + "Updated polynomials orders = [2 2 2 1 1 2 2 3 1 1 1 2 1 1 1 3 2 1 3 3 3 3 1 2 2 2 3 3 3]\n", "Computing simplex probabilities...\n", "done, used 100000 samples.\n", "% of simplices with no samples = 0.0\n", "refining edge\n", + "refining edge\n", + "refining edge\n", "Loading samples...\n", "done\n", "Max. polynomial order set by hand to = 4\n", - "Checking LEC condition of 35 stencils...\n", + "Checking LEC condition of 34 stencils...\n", "done.\n", "Computing ENO stencils...\n", "done.\n", - "Updated polynomials orders = [3 3 3 3 3 1 2 2 1 1 1 1 3 2 3 3 3 2 1 1 2 2 2 2 2 1 1 1 1 1 2 1 1 1 1]\n", + "Updated polynomials orders = [2 2 1 1 2 3 1 1 2 2 2 2 2 1 1 1 3 2 1 3 3 3 3 2 1 1 1 2 2 1 1 3 3 3]\n", "Computing simplex probabilities...\n", "done, used 100000 samples.\n", "% of simplices with no samples = 0.0\n", "refining edge\n", - "refining edge\n", "Loading samples...\n", "done\n", "Max. polynomial order set by hand to = 4\n", - "Checking LEC condition of 41 stencils...\n", + "Checking LEC condition of 42 stencils...\n", "done.\n", "Computing ENO stencils...\n", "done.\n", - "Updated polynomials orders = [3 3 3 3 2 3 2 3 2 1 1 1 1 1 2 1 1 2 3 2 1 1 1 1 1 1 1 2 2 2 2 1 1 1 1 3 3\n", - " 1 1 1 2]\n", + "Updated polynomials orders = [3 3 3 1 1 1 2 3 3 3 3 3 3 3 2 2 1 2 3 3 2 1 3 3 3 1 1 2 3 1 3 1 3 3 1 1 3\n", + " 3 3 3 3 3]\n", "Computing simplex probabilities...\n", "done, used 100000 samples.\n", "% of simplices with no samples = 0.0\n", "refining edge\n", - "refining edge\n", - "refining edge\n", "Loading samples...\n", "done\n", "Max. polynomial order set by hand to = 4\n", - "Checking LEC condition of 49 stencils...\n", + "Checking LEC condition of 50 stencils...\n", "done.\n", "Computing ENO stencils...\n", "done.\n", - "Updated polynomials orders = [3 3 3 3 3 1 2 2 1 2 3 1 1 1 3 1 1 2 2 2 2 1 1 1 1 3 3 1 1 1 3 1 1 3 3 3 3\n", - " 3 3 3 3 3 3 3 3 3 3 3 3]\n", + "Updated polynomials orders = [2 3 3 2 2 2 2 2 2 2 2 1 3 3 1 1 3 3 3 3 3 1 1 3 3 3 1 1 2 1 1 3 3 3 1 3 1\n", + " 1 2 1 1 2 1 3 3 3 3 1 1 1]\n", "Computing simplex probabilities...\n", "done, used 100000 samples.\n", "% of simplices with no samples = 0.0\n", @@ -923,35 +919,35 @@ "done.\n", "Computing ENO stencils...\n", "done.\n", - "Updated polynomials orders = [3 3 3 3 2 2 1 1 1 1 3 2 2 2 2 1 1 1 1 1 1 3 1 1 1 1 1 1 2 3 3 3 3 3 3 3 3\n", - " 3 3 3 3 1 1 1 3 3 3 3 3 3 3 3 3 3 3 3 3]\n", + "Updated polynomials orders = [3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 1 3 3 3 3 1 1 1 1 1 1 1 3 3 3 1 1 1\n", + " 3 3 3 1 1 2 1 1 3 3 3 3 1 1 3 3 3 1 1 1]\n", "Computing simplex probabilities...\n", "done, used 100000 samples.\n", "% of simplices with no samples = 0.0\n", - "refining edge\n", - "refining edge\n", "Loading samples...\n", "done\n", "Max. polynomial order set by hand to = 4\n", - "Checking LEC condition of 64 stencils...\n", + "Checking LEC condition of 65 stencils...\n", "done.\n", "Computing ENO stencils...\n", "done.\n", - "Updated polynomials orders = [3 3 3 3 3 3 3 3 2 2 1 2 3 3 1 2 1 1 1 1 1 3 3 3 3 3 3 1 1 1 2 1 1 1 1 1 1\n", - " 3 2 1 2 1 2 2 2 2 3 3 3 3 3 3 3 3 3 3 3 3 3 3 1 1 1 3]\n", + "Updated polynomials orders = [3 3 1 1 3 3 3 3 3 3 3 3 3 3 3 3 3 1 3 3 3 3 1 1 1 3 1 1 2 3 3 1 1 3 3 3 3\n", + " 3 1 1 1 1 1 2 2 2 1 1 3 1 1 3 3 3 3 3 3 3 1 1 1 1 3 1 1]\n", "Computing simplex probabilities...\n", "done, used 100000 samples.\n", "% of simplices with no samples = 0.0\n", "refining edge\n", + "refining edge\n", + "refining edge\n", "Loading samples...\n", "done\n", "Max. polynomial order set by hand to = 4\n", - "Checking LEC condition of 71 stencils...\n", + "Checking LEC condition of 70 stencils...\n", "done.\n", "Computing ENO stencils...\n", "done.\n", - "Updated polynomials orders = [3 3 3 2 3 3 3 3 3 1 3 2 2 3 3 2 1 1 1 1 3 3 3 3 1 3 1 3 3 3 3 3 2 2 2 2 2\n", - " 1 2 2 1 3 3 3 1 3 1 2 1 1 2 2 2 2 3 3 1 1 1 3 1 3 3 3 1 3 1 1 1 3 3]\n", + "Updated polynomials orders = [3 3 1 3 3 3 3 1 3 3 3 3 3 3 1 2 3 1 3 3 3 3 1 1 1 3 1 1 3 3 3 3 3 3 3 3 3\n", + " 3 3 3 1 1 1 1 3 3 1 3 1 1 3 3 3 3 1 1 3 3 1 1 1 3 1 1 3 3 3 1 1 1]\n", "Computing simplex probabilities...\n", "done, used 100000 samples.\n", "% of simplices with no samples = 0.0\n", @@ -959,31 +955,30 @@ "Loading samples...\n", "done\n", "Max. polynomial order set by hand to = 4\n", - "Checking LEC condition of 78 stencils...\n", + "Checking LEC condition of 77 stencils...\n", "done.\n", "Computing ENO stencils...\n", "done.\n", - "Updated polynomials orders = [3 3 3 2 3 3 3 3 4 1 3 2 2 3 3 2 1 1 4 4 4 4 4 4 4 4 4 2 2 2 2 2 1 2 2 2 2\n", - " 2 2 2 1 1 2 1 3 4 4 1 4 1 1 2 2 3 2 2 1 4 1 3 4 4 1 4 3 1 1 1 1 2 3 1 1 1\n", - " 1 1 1 3]\n", + "Updated polynomials orders = [3 4 3 3 3 3 1 3 3 3 3 3 3 2 2 4 4 4 4 4 3 4 3 2 3 4 4 4 3 2 2 4 1 4 4 1 1\n", + " 1 4 4 4 4 2 2 1 1 1 3 3 3 1 1 3 4 4 3 1 4 4 1 1 3 1 4 4 1 1 1 3 1 1 3 3 3\n", + " 1 1 1]\n", "Computing simplex probabilities...\n", "done, used 100000 samples.\n", "% of simplices with no samples = 0.0\n", "Loading samples...\n", "done\n", "Max. polynomial order set by hand to = 4\n", - "Checking LEC condition of 86 stencils...\n", + "Checking LEC condition of 85 stencils...\n", "done.\n", "Computing ENO stencils...\n", "done.\n", - "Updated polynomials orders = [4 4 2 3 4 4 4 4 1 3 2 4 4 2 4 4 2 1 2 4 4 4 3 4 4 4 4 4 2 2 2 2 2 4 4 2 2\n", - " 2 2 2 2 1 4 4 1 4 1 1 2 2 2 2 1 1 1 4 2 1 4 1 4 4 4 3 1 1 1 1 2 4 1 1 2 4\n", - " 2 4 4 4 4 1 1 1 1 4 4 1]\n", + "Updated polynomials orders = [3 4 3 3 1 3 3 3 3 3 3 3 2 2 4 4 4 4 4 3 4 3 2 3 2 4 4 4 2 2 2 4 4 1 1 4 1\n", + " 4 4 4 4 2 2 1 1 1 3 3 3 1 1 2 4 4 2 1 4 4 1 1 3 1 1 1 3 1 1 4 3 1 2 1 1 1\n", + " 1 3 3 3 1 3 1 3 1 1 1]\n", "Computing simplex probabilities...\n", "done, used 100000 samples.\n", "% of simplices with no samples = 0.0\n", "refining edge\n", - "refining edge\n", "Loading samples...\n", "done\n", "Max. polynomial order set by hand to = 4\n", @@ -991,9 +986,9 @@ "done.\n", "Computing ENO stencils...\n", "done.\n", - "Updated polynomials orders = [4 4 4 4 4 4 3 4 4 3 4 4 2 3 4 4 4 4 3 4 3 3 4 4 4 4 4 4 4 4 3 3 3 3 3 4 4\n", - " 2 3 3 3 3 4 1 4 4 1 4 1 2 3 3 3 1 1 1 1 4 2 1 4 4 4 3 1 4 4 1 3 1 1 1 1 4\n", - " 4 1 1 2 4 2 2 4 4 4 4 4 1 1 1 1 4 4 4]\n", + "Updated polynomials orders = [4 4 3 4 4 4 4 4 4 4 2 2 4 4 4 4 4 3 4 3 2 3 4 4 4 4 4 4 4 2 2 2 4 4 1 1 4\n", + " 1 4 4 4 4 2 2 1 1 1 3 3 3 1 1 2 4 4 2 4 4 1 1 3 1 1 1 1 3 4 4 1 2 4 1 1 3\n", + " 4 3 4 2 2 1 2 1 1 1 1 2 2 3 2 2 1 1 1]\n", "Computing simplex probabilities...\n", "done, used 100000 samples.\n", "% of simplices with no samples = 0.0\n", @@ -1004,9 +999,9 @@ "done.\n", "Computing ENO stencils...\n", "done.\n", - "Updated polynomials orders = [4 4 4 3 3 3 4 3 4 4 4 4 4 4 3 4 4 4 4 4 3 3 3 3 3 3 3 3 3 4 4 4 1 4 4 4 2\n", - " 2 4 4 4 1 1 4 4 4 4 4 4 4 4 3 4 4 3 3 1 1 1 1 3 3 3 3 4 4 1 2 4 1 4 4 4 4\n", - " 4 4 4 2 1 1 1 3 3 3 4 4 2 2 4 4 4 2 2 1 1 4 3 1 1 1 1]\n", + "Updated polynomials orders = [4 4 3 3 4 4 4 4 4 4 4 1 2 2 2 4 3 4 4 3 3 3 2 4 4 4 4 4 4 4 2 4 1 2 4 4 1\n", + " 1 4 4 4 4 4 4 2 2 3 1 2 4 4 4 2 1 1 1 1 3 4 4 4 2 4 4 1 2 1 3 1 1 1 3 4 3\n", + " 4 2 2 2 1 1 1 1 2 2 1 1 2 2 1 1 1 4 4 3 1 1 2 1 1 3 1]\n", "Computing simplex probabilities...\n", "done, used 100000 samples.\n", "% of simplices with no samples = 0.0\n", @@ -1018,9 +1013,9 @@ "done.\n", "Computing ENO stencils...\n", "done.\n", - "Updated polynomials orders = [4 4 4 3 3 3 3 4 4 4 4 4 4 1 4 4 4 4 2 2 2 2 2 2 2 3 3 3 3 3 3 4 1 4 4 4 1\n", - " 2 1 4 4 4 4 4 4 4 4 3 4 4 1 1 1 1 1 2 2 3 3 3 3 3 1 4 4 4 4 4 4 4 4 4 4 4\n", - " 4 1 1 1 1 3 3 3 1 1 1 1 4 4 3 3 1 1 1 4 1 4 4 4 4 2 2 2 4 3 1 1 1 1]\n", + "Updated polynomials orders = [4 4 3 3 4 4 4 4 4 4 4 4 1 3 3 3 3 3 4 4 4 4 2 4 4 4 4 4 4 4 1 1 3 3 3 3 3\n", + " 4 4 1 2 1 1 1 1 1 1 4 4 4 4 4 4 1 3 4 4 4 2 2 4 4 3 2 2 2 3 1 1 1 1 1 4 1\n", + " 1 2 2 1 3 4 4 4 1 1 3 1 2 1 2 1 1 3 4 1 4 1 4 4 3 1 2 1 1 1 2 1 3 1]\n", "Computing simplex probabilities...\n", "done, used 100000 samples.\n", "% of simplices with no samples = 0.0\n", @@ -1031,10 +1026,10 @@ "done.\n", "Computing ENO stencils...\n", "done.\n", - "Updated polynomials orders = [4 4 4 3 4 3 4 4 4 4 1 3 4 4 4 4 3 3 3 3 3 3 2 1 1 3 3 3 3 4 4 4 4 4 4 4 4\n", - " 2 1 1 3 4 2 2 4 4 4 2 2 1 4 4 4 4 4 4 4 4 3 4 4 2 3 3 1 1 3 3 3 3 2 4 4 1\n", - " 2 1 1 4 4 4 4 4 4 4 4 4 4 4 2 1 1 1 3 3 3 4 4 3 4 2 1 4 3 1 1 2 2 4 4 2 2\n", - " 2 4 1 1 1]\n", + "Updated polynomials orders = [4 4 3 3 4 4 4 4 4 4 4 4 1 3 3 3 3 3 4 4 4 4 4 1 4 4 4 4 4 4 4 3 3 3 3 3 1\n", + " 4 1 1 4 4 2 3 1 1 1 4 4 4 4 4 4 1 1 1 1 3 1 1 1 1 4 4 4 3 2 3 3 3 2 2 1 1\n", + " 2 3 2 4 2 1 3 2 1 3 4 4 4 3 3 1 1 2 1 3 3 3 4 1 4 1 1 3 3 3 4 4 3 1 2 1 1\n", + " 1 2 1 3 1]\n", "Computing simplex probabilities...\n", "done, used 100000 samples.\n", "% of simplices with no samples = 0.0\n" @@ -1053,7 +1048,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1084,7 +1079,7 @@ "outputs": [ { "data": { - "image/png": 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XQCAAp9MJAKiqqsLW1haWlpYQi8WYvVOHw5HSXzpTImUtsVgsKC0tRWlpKQAgGo0yIj09PY2BgYFd06/4ivYyKVLeq/S1VNgiHQ6HkZubC5PJxETSAL/bmCHSe48hyvscMVaZ6Y6UV1dXMTAwgKqqKrS1tWnSJ8snmqurq+jv70dNTQ0OHTqEWCyGuro60DSNQCAAj8eDjY0NzMzMwGw2o6SkhImk8/LymPdN7xfkvSIrKwvl5eUoLy8HcK39amNjA6OjowiHw8z0K3Z2IpNEWcuWQa2gKIoRXG4kLTRL2hDpvcMQ5X0MiY5TWWWmS5QBIBaLob+/H+3t7aiurtZkDW5BGUVRGBsbw8LCAo4dO4aqqqqE12symVBQUICCggKmwMnr9cLj8WB1dRVjY2MJe6dkUpae0UMkz26/ApDQfkWyEzabDfF4HHl5ecznVM+IcfPSG3zvK1+6m3RjkEiaK9KkuttAWwxR3odwe49T9TKmQ5QDgQD6+/tB0zS6urpQUFCg2VrsvetQKASn04l4PC56Xba/dHNz8669U6/Xy1ygiHWlnF7q6428vDzk5eWhpqaGyU5sbGxgbm4OPp8PLpcrYT9ai/YrpWjRo6w1Ym522MM1AP5Z0myRNmZJa4dxJdlnkC8Se+8r1RdHa1FeWVnBwMAAysvL4fP5NBVk4Fp6mVR1V1ZW4siRI7LT5Ny907GxMQQCAaZQLRQK8aZlDYRhZyd8Ph+sVisqKysZt7GpqamEwjLuFsJesV8i5VSIEWmz2byrcCzT3hs9YojyPoH9pZE62Umrlqh4PI7R0VEsLS3h2LFjsNlsWF5eTsse4sbGBhYXF3H06FHU1taqemyLxYK8vDwcPnwYwE40Tvaj2UVjZD86VdHY9Q6JPrkjKsn0K7KFkJ2dnSDSezGiMpP2vwlqbAuIFWljTKVyDFHeByide6xFpOz3+9Hb2wuTyYTu7m7k5+cznr5aXtjC4TCWl5cRi8Uke2aLhbtnnZubi5qaGiYty3bFmp6eToj4HA6HKoYb+wm+zwMptCspKWG2EEiP9OLiIkZGRpCXl5cw/So7O1vzc82EfW8uWtRAsEWafBdIyyXbbcwQaekYopzhkLtV8sXTypZSCsvLyxgcHERtbS0OHz7MXBDYRSVaQEY8ZmVloaSkRBNBJgi9Bj5XLKGiMRJJp0NM9E6qz63FYoHD4YDD4QAAZkQlufHx+/0oLCxMEGkt9vmv10g5GWzPbsAQaaUYopyhcK0ylRjTqxUpx+NxjIyMYGVlBcePH0dlZWXC78n5qS3KNE1jamoKU1NTaGtrQzgcRiAQUHUNNlKzEEJFY7OzsxgcHEyLmOgZOZ8HMqKyrKwMABCJRJjsBNnn5/ZIq9F6t18LvdSET6TJf+FwGJFIBAB/n7Qh0oYoZyRK09Vc1BBln8+H3t5emM1mdHd386ZoyTmqmSqPRCLo6+tDIBDA2bNnUVxcjKmpKc2ryeXeWHCLxiKRCDY3N+HxeHYVjTkcDsWjFDPhIqdG9JmdnY3KykrmRjAUCjEiPTw8jGg0mvC+FhUVyXpfr5dCLzURmoBFRFpouMb1OgHLEOUMQ2zvsRSUivLS0hIGBwfR0NCA1tZWwQuA2unrjY0N9Pb2wmazoauri7F0TMcEH7XIzs5OmHfM7uXt7+8HRVEJU5r2Y9GYFinh3NxcVFdXo7q6mndEpdz3NdMiZVKQpadzTibSpO5kc3MT2dnZcDgc192YSkOUMwR27zGfVaYS5IpyPB7H0NAQ1tbWcOLECUZYhFArUqZpGrOzsxgfH0draysaGxsT3otk06jUQqvjc3t5SdGYx+PZ10VjWl5s+UZUkulXZE+a9JyT//Lz83nPKdMiZb0M0EgGn0ivrKygqKgI+fn5zGP4hmtk0t9CLIYoZwAURSEWi6mWruYipyXK5/PB6XQiKysLN910k6j2FPLlUyJo0WgUAwMD2NrawpkzZ1BSUsK7zn4Y3chXNMZtE9oPRWPpdh8zmUy72q+8Xi82Njawvr6OiYmJhBGVDoeD+XxnWqEX+V7rWZS5kOuR1WpFVlYWE0WTMbPkMftVpA1R1jHsXkAtPXfNZjMj+GLOaXFxEcPDw2hsbMTBgwclfeGV9ERvbW3B6XSisLAQ3d3dggKUyZFyMvjahMh+NLdozGazpf385LLXQscuxmtqakI8HmdufsiIytzcXGY6ViZBvmta+MtrSTweZ85ZKN1NURTC4TBCoRDj670fRNoQZZ3CLebS0gTfbDYzfrfJiMViGBoagsvlwqlTp5jKVynIEUyapjE/P4/R0VEcOHAAzc3NSd+L/RIpp4KvaIykZCcmJgAAvb29KC0thd1uV1w0piV6eU+BnfeVPaKS3X61traGcDiM119/PaFiXuyIynSTKVOtuJAhGnxwr4VEpOPxOOLxOMLhMADgne98J370ox8x3uuZgiHKOiQejzNpmnS0CYjZU/Z6vXA6ncjJyUF3d7dsNyWpPdGxWAyDg4PweDzo6Ohg+lSTsV8j5VSwK5BjsRh+85vfoLKyEltbW7uKmxwOh268pfc6Uk4Fu/0qNzcXHo8H1dXV2NjYwOTkJAKBANN+5XA4VGu/UgM1C0LTiRTDE77hGl6vFy+//LJu/g5SMERZR5C7Pb/fj4sXL+Ktb31rWr5MyUSZpmksLCxgZGQETU1NOHjwoKJzkpK+JjcCubm56O7uRk5Ojug1rodIWQxVVVWor69nisaIHSi7aIw9nnIv0OMNjhA0TcNisSRUzLNHVA4PDyMSicBmszGR9F5mKPRWeS0WdvpaKiaTCcFgEAA099nXAkOUdQI7Xa218xUXIaGMxWIYGBjAxsYGTp8+zaRJlSA2Ul5cXMTQ0JCsG4HrNVJOBrtojOstTfZNc3JyGIFOZ9GY3iNlNnzV1+wRlXztV/F4PKH9qqioKG2v93oUZWDH5tdqtYq+kdcThijrAGJHR75AxNEpHo+nxd2JTyi3t7fhdDqRl5cnKUpNRapImd1mlc59a6nHz3S4RWPsfVNu0ZjD4UBJSYlmqcBMEuVUfcp87VdsL/TZ2VkASNhGEGq/UoNMFeVke8piINPoMvG1G6K8h5B0Namu5u79aO1KRWCnr9lFVS0tLWhpaVG9/UpIMP1+P3p6emC1WkW3WUldg/s4uWRKpCz2NQrZVno8HoyOjiIcDjMpWSWOWJmO1D5lvrY20iPtdrsxOTmZ0H6l9jZCJooyuS4qOW+/35+RqWvAEOU9I1nvMSlaENumpBQiyqQHeHNzU3RRlZy1+ARteXkZAwMDKV3BxCAlUpYTpWVKVKcErm1lMBhk9qPZRWMk3a2kaGw/RcqpMJvNKC4uRnFxMRobG0FRFDP9ir2NwBZpJVmqTBRlNdq4DFE2EI3Y3mOLxZLWSDkSieC1115DQUEBbrrpJs32E7npa4qiMDIygqWlJVGuYGLXSCbKZIDF3NwcbDYbIyzEPUjp8fcjeXl5qK2t3eWI5fF4MDU1ldBGJDXayzRRVvNc2Q5tABIGlszPz2NoaAj5+fkJ2whS2q8yUZRJMKKGKGfK54qNIcpphG2VCSTvPdZixrHQOblcLvj9fhw6dChlD7BS2JFyIBCA0+kEAGbmshokE81oNIq+vj74fD60trYiEAgkuGOR8YB2uz3pxe96E2U2fI5Y29vb8Hg8u8w2iJCkusnLlIun0r3OVHB7z6PRKCPSU1NT8Pv9u6ZfJas70WKWstaws4dy8fl8KCwsVOuU0oohymmCPfeY3VMnRDrS19FoFP39/djY2EBubi5aWlo0XQ+4Fimvra2hr68PNTU1aGtrU/XCISTKxBGsqKgI586dY6IeUui0tbXFeEwPDAygqKiIEWh272kmCEg6bxrYRWOA8Kxj8l5yi8YyLVJOp8hlZWWhvLwc5eXlABLbr8heP5l+RT6n7PPLxEiZ3Pgo+UwEAgHVbvLTjSHKGiN37rHW6evNzU1GoI4dO4aRkRHN1uKytLSEzc1NtLe3o7q6WvXjc0WZ3WtNHMFommbmugI7hU7sCIVc/DweD4aGhhCLxZg91Hg8nrathUyEr2iM7EfzFY1l0nu51wMp2O1XQOJUsaWlJcRisYT3NlMjZaXnbETKBrwomXusVfqapmnMzMxgYmICBw8eRFNTEzY3N9MSWYVCIfh8PlitVnR1dWlWiMEWZdJitb6+ntBrner1cntPA4EAPB4PIy40TWNgYIBJd8utFL8eyM7OTtrHG41GMTMzg2AwqLhoTGv0FtVzp4oFAgHmvZ2bm2MGO8zPz+v+vSUo7VEGwGRnMhFDlDWC23ss9YughShHIhH09/fD6/UmTFhKx/61y+VCb28vLBYLmpqaNK2MJKLs9/vhdDphsVh2WYNKbWspKChAQUEB6uvrsby8jLm5OeTn5zN7qHl5eQnuWOnoL89E+Pp4L126hMLCQt4WIb3d8Oh5njL7c1pXVweapjE6Ogqv18sU5LELy0hBnt5EWg1RDgQCRvW1wQ6peo/FYrFYVN1T3tjYQG9vL4qLi3HTTTclFDFpKco0TWNiYgIzMzM4evQoVldXNb8ImEwmxGIxXLp0CbW1tTh8+DDvhVTueRCDF7IHH4vFmOhkcnISwWCQ2Y92OBy6HgSx15Bix4qKCiaVzW0Rys3NTXAa28vhD3udvpaCyWRCVlYWiouLcfjwYd7Rn9nZ2QkirYcbIDWK6Xw+nyzjIT1giLKKKElXc1FLKEn7z9TUFA4dOoSGhoZd56SVKIfDYfT29iIcDuPcuXMoKirC2tqaplE5RVGYm5tDLBbDyZMnNZsQw05/W63WhGKcUCjEpLn7+/tV7endj7BTwtwWIW7RGCnAY09oSufQAT1HynywC734Rn+SG6DFxUWMjIwwGR/y3u7FfG419pT9fj+am5tVOqP0YoiySpDoWK2pLGoIZTgcRn9/P/x+P2688UbBGbtaiLLH40Fvby8cDgdOnz7NpHO17PElNwHBYBBWq1UzQU71t83NzUVNTQ2zz0cGQbDTs0SgHQ5HRvrzqkmyfVpu0Ri7+nhkZCRh+EM6nMYyKVIGwOwp82GxWJhsDpB4AzQzM8MUS7FFOh3bMkb62kAR3N5jtcakKW2JIqJot9vR3d2dNOVHzleN9gl2ZH748GHU19cnvB9SRzeKZWNjA06nEw6HA4cOHcLly5dlHSfrd08DAKI3vjvp48S+Br5BEKT1amFhAcPDwygoKEhoF1LzwpcpAiL2PIWGP3g8HszPz4Om6YT9aLV9pfVW6JUKKd9pIavVjY0NjI+PIxQK7eqR1iJLoVahlyHK1yGk95g9SFytL6zcliiapjE5OYnp6WleUeSDfGmVinIkEkFfX1/SyFzK6EYxsKvJyev1+/2iRDP7jf8Q/B0RZwJbpJX8jdnp2QMHDiAajTKiQi58xcXFTARzPXhMyxU6vqIxn8+3KyvBLsBTumeayelrqXCtVkOhUMKIymg0yvRIq/lZVWNP2ai+vs5gW2VqNURcTko5HA6jr68PwWAQZ8+eRXFxsei1AGWGE6Tv2WazJY3M1YyUY7EY+vv7sbW1lVBNLpQip//vvwsfLCf5xZot0jUAplEr55R3HzcrK2E2L9tjen5+HgCY/WiHw6HLalmlqPV5YDuNcX2l+fZM5RSNZWL6Wq2biNzcXFRXV6O6upq3tY3UTpD3trCwUNZ7ZbREGUhCzWKuZEgVZbfbjd7eXpSWluLUqVOSUqDsSFkqNE1jdnYW4+PjaG1tRWNjY9L3Q61I2ev1oqenhxktyS5IYYtyUiFmEw4l/juFSN+ERYAl1KnS3WLhekyTdpb19XWMj48jOzs7wQp0Lwpx1EarlDA7K9HS0sLsmXJd20ikJyYdez1FyskQylIQkZ6enobJZEq4ARK7laBUlEm/dlFRkexj7CWGKEuAbZWplRgTLBYLwuGwqHOanJzEzMwMjhw5gtraWtlTj6SKJZkqxY1UU62lNDJaWlrC4OAgmpqacPDgwV2vN++l7+I8APoX/7b7ydki05cSRTpLA4E2mUzMRKGmpqaEYQXsmcd89pWZ5s2djugzWdEYOx1L3k++dGymRcrpcvTi80P3er3Y2NjA+vo6JiYmRG8lxONxxTebxp7yPkeuVaYSxETKoVAIvb29iEQiTMuRHIgXtxRRJj7SBQUFuyLVZCgpYKMoCsPDw1hZWcHJkyeZFiRAQID5iHDEVo5ISxBoQD2R5g4rYM88HhkZQTQaZSqRxW5d6IG9uoHgKxojWwdzc3MAwKRjSdHYfi70UhOz2QybzQabzcbcUJIe6aWlJYyMjDBDS8h/5Bpi7CkbJIV8WQcHB3H06FHFRuliSSWS6+vr6OvrQ3l5OTo6OhRX7IoVZZqmMT8/j9HRUbS0tKClpUWyO5ac9HUwGITT6QRN0+jq6kowm4/2PAdUNQEArCsz0g7MFuk0RNGAeiLNLsRhi4rH48Hs7CwAYGhoKGE/Wo/oQejY6VjihkUiPZfLxRSNEaOY/Px8XRhtpEIvAynYoz2BxPYrkvUpKCiA3W5HMBhUdFNJURQCgYAhyvsR0nsci8WwtLSEI0eOpO3iIeToRVEUxsfHMTc3h6NHj6K2Vp2CIzFiGYvFMDg4CI/Hg46ODqa/UQpyCr3IDUhVVRWOHDmS9CIT+704AwoFGsgokeaKSjgcxquvvoqCggKsrKxIHk2ZbvZalLmwtw4aGxuZSK+3txculwtzc3MJ1qpS5xynC72IMhfuVgLpQtjY2IDf78fExARWV1d5p7Slwu/3A4AhyvsJdu8xTdNMFBqPx9P2xeOLXIPBIHp7exGLxdDV1aXqhy6VWHq9XjidTuTk5KC7u1u24YWUSJlr0Sn1BoQt0MD1J9IA0NjYmFDkxHXGIiLNHfmXTvQQKaeCRHoWiwVHjx5Fbm4u75xjOSKiJXoVZS7sLoTt7W3U1NTAYrEw+/1skxiyPSP0uogoG3vK+wSKohCLxXZVV5tMJs3nG7PhivLa2hr6+/tRWVmJI0eOqP6FT5a+XlxcxNDQkGBhldR1xETKpOc5EAgo2i9PIBpN/LfUG6wMFmm+Iieyfzo4OJgwmlJJO4scMqkojRR6Cc059ng8TNEY12lsL2481NifTTcURSE3NxelpaWCk8Xi8XhC+xX7/fX7/cjOzlbslPfggw/iJz/5CdNK193djS996Us4fPiw4HMuXryI2267bdfPh4eH0dbWJmpdQ5R/D7v3mNy5s79EWs835kIKoiiKwtjYGObn59He3o6amhrN1uO+vng8juHhYayuru4qrJKLmOprds9zV1eX4uyEdX6c/xdskZazhpz9aOCaSNMUkJt6ELsSkRYSgpycnISeU7/fz4jK9PQ0zGZzghWoVvun5LOg90iZINQSxTfqkz1CEUDCTY/aTmNCZEqkzIbbEsXXfkU+r2RPGtgR476+Phw8eFCV9/ell17Cxz/+cZw5cwaxWAx/8zd/g/Pnz2NoaChlFD46OpqwLy7l2mmIMnb3HvM5c6k9tSkVFosFsVgMr7/+OiiKQnd3t6bpGK4os8ce3nTTTapdlJOlr9lFZGTWs9wvlqAQC5GOKJrmed2hQOK/NRZpPthWoPX19cw0IY/Hg6WlJWY0JXtSk1pWoJkoyqnOlW+EIrvffGJiAllZWQl2oFr5n2eqKCc7Z+7nlby/L7/8Mp577jl8+ctfhslkwp/+6Z/iLW95C97ylrfIGk7xy1/+MuHf3/nOd1BRUYErV67gzW9+c9LnVlRUiGoR5eO6F2WxvcfpFuWtrS0EAgHU19ejra1N8xQUW5SXl5cxODiIuro6HDp0SNUvtVD6OhaLYWhoCG63W1IRWbTnOd6fx+pbmf8vWaAB9UU6S2TfpRiR5tzUZP32qYR/R8+9R9xaArCnCZH9aBJFk9GUbHtFNUZTZoIo0zQta/+br9+c7TQ2PDyM/Pz8hH5zNWpXSPZPb6K89LH/ippv/Vjw91LNQ8j7+7a3vQ1ve9vb8Mwzz+D+++9Ha2srHn/8cdxzzz2oq6tjsm9y2draAgBR16ZTp04hFArh6NGj+Nu//VvelLYQ160oS+09TpcoUxSF0dFRLCwsICsrC+3t7ZqvCVybQTw0NISlpSUcP36c8bxVex1upOzz+eB0OpGVlaWoiEwItkADeyTS0Qjn+TJFGkiZKs/67VPIAnBHPoDfPa1YpIVGU3o8HiwuLiaMppQ6BCKT9pPJuSoVOe50pmg0yhSNsedxKx38oNb5KmXpY/9V9GPJjYSSICQSicDhcOCBBx7AAw88AL/fj9/97neKBJmmaVy4cAFvetObcOzYMcHHVVdX45vf/CY6OjoQDofx3e9+F7fffjsuXryYMromXJeiLMcqU6uZw2wCgQCcTicA4MSJE+jv79d0PTZkkAURRnYfsJpwI+WVlRUMDAygvr4era2tabmAZLRIA5ILzrJ++xTAEb9ol/gLJRfuaEpir0iGQJDULIn8kt1kZVL6mj14Rk34isZIEZ6SojFyvnshyjN//A4AQHbBtc91suiYQM5ZiShzjUMKCgokRap8fOITn0BfXx9eeeWVpI87fPhwQiFYV1cX5ufn8dBDDxmiLARFUYhEIpKdubSOlIk41dTUoK2tDYFAIG2FZWtra9je3obdbkdnZ6emX2ISKZMCtoWFBc2icjHIEmQ+lIo011JVSraAT6RTRKBZlxIvkHJFmmuvyE7Nzs/PM0UxJDJkW4Fyj6N30hV5covwSNGYx+NhisbEeEqnU5SXPvZfEfEn3mg2/eBnko/DDpTk4vf7VQ0qPvnJT+JnP/sZfvOb36Curk7y88+dO4cnn3xS9OOvG1Em6WpSXS3VKlMrUY7H4xgdHcXS0hKOHTuGqqoqAOmJzNlGJEVFRaisrNT8C0xay9544w2m33ov+wmjTUcAAFkzwyofWKRIUwLiyed7nkqoiRCHg7t/lyqavrQ7ipEj1OzULHc05ejoKMLhcELUR1zGMkmU03muUorGuJkJduGqFsz88TsYISYRsRwhZqOWKKvh4UDTND75yU/i6aefxsWLF2UViwFAT08PqqurRT/+uhBlod5jKWghyqTC2Ww270oZWywWTQs1QqEQnE4nYrEYuru7MT4+npbI3O/3w+/3o7q6Gu3t7brpodRMnJkFOCJtkfHV4wq1FNN+GdXhWa/9aNdDot3/TfyaEB5N6fF4MD8/zwjd0tISSktLdT2aUqv0tRSSFY2RzAQpGiPvpZrnyxZiwqGf/VLg0dIhRV5Kztnn86kiyh//+Mfx/e9/Hz/96U9RVFSElZUVAIDNZmNuJu+//34sLi7iiSeeAAA8/PDDaGpqQnt7OyKRCJ588kk89dRTeOqppwTX4bKvRTlV77EUlAxS4INMOqqvr+etcGaPU1RblF0uF3p7exOMSLSOzGmaxvT0NLPnePz4cV1efDUVZ3ZKOcYRaaucPmnOvrRUkeb+vVOYmgDKhZo7mtLtdqOvr4+J+nJychKiPj2NplR6DdECvswEGU9JbnouX76cMJ5SyvVk/ZN/DL/Lv0uIAXXFmKCG2UkgEFAlff2Nb3wDAHDrrbcm/Pw73/kOPvzhDwPY6VQhWwrATpHZZz/7WSwuLiIvLw/t7e145plncNddd4led9+KMtsqE+DvPZaCWuYhbEOOEydOMBEEFyUzjoVIZluppShHo1H09/dje3sbbW1tmJmZ0cWFjU4SraoqzmIqjLUQaWC3UCf7G3Odx4DkQv3715X16g95fx296X3Cz8W1/Whgp4WEoihGULijKcXOO9aSTBjbyC4a29raQl9fH2praxOc22w2W8J4SvZrWv/kHwMANmY3mJ9FA9c+m+0v/F9Nz1+NUZN+v1+VGhUxnQGPP/54wr/vu+8+3HfffYrW3ZeiTKJjNQsd1Ehfk9Yfq9WK7u7upFN7yDmrFZ2Hw2H09vYiHA7z2lbKnd6Uiu3tbTidTuTn56O7uxs+ny+tzmhKYYtzvO6ApOda3MtAwC9v4Vh0t9lIloxWsUiE5zgSok+2UJOLlIiIGhAn1ux9Wr7RlHxVyESk02kFSs51r9uLpECiTqGisYrv/RNcyx7m8RF/BH6XP0GECVqLMUFqjzIfmTy2Edhnoqzl3GOLxYIwX/GNSIh/dENDg6jWHzkzjoXweDzo7e2Fw+HA6dOned2YtIiUFxYWMDw8nDDiUYzNph6JNh2BOcYTiQpgcS/v/J98ThGbGJHmc/4CgCjn85dMpIWOAexuxwKEhZrvb8UXUQPJxToeu7bUb7537f8DuMMK4DffQ/TNf5LwlOzsbF7rSo/Hg5mZGZjN5oRUt9ajKTNhcAYb9tZX8IsfBwDEA2HkbPlRDcDz+5S0kBAD6RNjghqinMljG4F9JMpyeo+lIDdSjsViGB4extrammT/aKVCSdM0pqamMDU1hcOHD6O+vl7wPVFzz5ydoj916hQzBIGsk4mirBrJRDqZkPLBFWlAXtobSBRq8jkQGREzsMWa/VkS2d7FFmu+45hu++9MFTJFUUwV8vLyMkZHR5Gbm5tgBar2RDe9p69jj/wl8/+j2z5kBcI4CmD7P7+F8NbufeHNuc3E54eu3ThF/p+H4PV64Xv99YTxlGrZqwqhhij7fL6MnRAF7BNRltt7LAU5Aun1etHb24usrCxZ/tFK9rEjkQj6+/vh8/lw4403pnSzMZvNiHIrhGVADFBMJhNvil7NNLmQxWZGkV8A+L3KjsFuqxKzr8wH3w2Z1IhY6KYuWYaJK9hJbgyzXnwi8akAylj/Xm69ixmoMTAwkGAFqsZoyj1PX3/7AQBALJDY8hYPhhHe8iX+LLzzXQ64r/08HtkRXe/Kzs/YIszmxCsvAUiccTwxMcE4jbHHU6r9fqhR6EXGaGYqGS3KSnuPpSAlUqZpmvG0bWpqwoEDB2R9eOVGr+wpS93d3aIiBjXS12S8ZHV1Ndra2nhfs14i5WRFXkphUtdaI9TjzCWZUMvJjghGxDKGlqRK56c6ZuyasFT3/AwJ3aAbv/9vSvjp0bd+NMUJXkPtSNn8/35p57gBnr5yFrFAEPHg7hsbIsREgAlEiIkIE7wrPkEhBq6JMYHbzhYKhZjtg6WlJWbcJ7nxUWOPX61CLyNS3gO0TldzESvKsVgMg4ODcLvdu1K3UpEqlDRNY3Z2FuPj42htbUVjY6Po90SJKNM0jfHxcczOzqYcL6lWpBwMBjP3w8tGRpRMRyIwyU1TA6DjcSDILwQmuVE1IBxZA4niGhcWhpTHjAk8V8wNAU+6P+vZbyR9Cs26oan4/X/4j98JPp4KJXkPyGN+L8LkWxAP7T6vmH/33yf2e2GOeHn80AF4lzd5f74xs/vn0cDO3zAr37JLjIXIzc3dVTRGCvFIRwV3j1/qNVlp+pqcl7GnnGZIdKxlupqLGFEmlca5ubno7u5WPO5QilBGo1EMDAxga2sLnZ2dsNvtktaSK5aRSAS9vb0IhULo6upK+WVQo9DL7XbD6XTizeIGSe0b2AJBc1uogJRCTYu4qaR5omqTkqiaHDdFRGxKtu8sJMRsBG4IqIi04kyTxCgttrkl6nHxFNEwsCPEMZ6IGNgtxLHQtb9TcCPxd9HgzmfDt5r4nhMhJnReTe7jnAy20xgZ9+n1erGxsYHV1VWMjY0hOzs7YY9fzKAZo/o6w0SZ9B4PDw+jsbEROTk5aSu8SJZKZs8Bbm5uxoEDB1Q5L7HR+fb2Nnp6elBQUIDu7m5Zhgty0sobGxtwOp2w2+04deqUqCIQkpqSU8nKNiA5cuQIsD4o6fnpQFLqWmSUzCeUvI8TEGoxYix8UAp0kghYjRsBAKA5+858rwUAzCIiYqlCnHCzI+LxFE9kywdXiOPh3X/HqEDUS4h4AwkCzIaIMRFhNkSQuUJMUCLIfJjNZthsNthsNsZpjEy+YnugpyoaoyhKcTGZIcppgt17PD8/j+rqasWRqBSEiq5isRgGBgawsbGB06dPMz2WapAqUmbfDLDbjrRYi7uu3DQ5eZxUUY7FYujv78fW1hZTuBZNoyhLaYdSC7FiLPj8eFxQFFOmv0VWgvOJJ/37gkFTtvS+aiExJlACNwi0hCJFU3a25PeWCoVFpaaFIl0uXDHmCq9QihoAtpeEo/ON6e2k66otxkJwe87ZRWPj4+MIhUJMIR67aCwejytycYvH4wiFQoYoawnbKpOkq9Vy15ICX9S6tbWF3t5e5OXlaTIHOJlQkr1rj8ejys2AWFFm34TISZPLsQ/1+Xzo6elhtgWUWi9qWeQlmiRRMlXVAEyP7vq5SWRaT1SaWij9LbUti31MjjDSIiJWU3ZOSiEWu54YqFAYEBnp7jw+tRAD4sQ4uL6Z8jG70tTha6n7gJt/CyAepbC94Nv98+C1v6Ulz5w2QeaDr2iM7Eezi8bC4TCysrJk94T7fDvvgyHKGiFUzKX1GEU+2GvSNI25uTmMjY0pjlDFrsnG6/XC6XQiJydHtZsBMaJMxFHJuuxIWQwrKyvo7+9HY2MjWltbdd0nqhSqqmHn//AIMsAvtmyhVpSmThJVA8kLwOSI487zYqCj4ou+TDnZstcTm3Leeaw4IQaA8GbqLYjIdvIUNfD7NHWY/73ginE8eu17yhVjthATzg6/lnL9dMOdye33+5mCscXFRaysrCSMpxRbNOb377xXhihrAImOSYk8+w9itVoZT+t0QQQyEolgcHAQm5ub6OjogMOhXbURn1ASZ7CmpiYcPHhQNZFKJcrLy8sYGBhQLI5iPb3JWMn5+XnccMMNezZvWQqi95M5UTIjxoCgIAtBx+O7C7CkFMqI3fPlSffSsd+PBsySdhmRIsRsKL80y1KKZw83GXxtR3xERRRtAfxiTHFee2gruWAH3P4EEWZDBJlPiAll//ndVKe555hMJhQWFqKwsBDr6+uorq5Gfn4+PB4PUzRGBpWQPWmhbJnf70dubq7mJidaorszF2OVuVeRMgC89tprKCwsxE033aT5BBu2ULJdsqQ6g4lBqPqaoiiMjIxgaWkp6QANKesAySNl4tMdiURw7ty5jL7r3QVLkBPEGJAsyIKCKvRztlgrqaSOJT5XjMiasqyyxFhOanuvxTjkTr6vCwiLcTyy894GPEn2lBd8SYUY2ImOh4aGMsqrG9i5zlmtVqZorLm5OaFobG5ujikaI5Xd7KIxv9+P/Px8RcHKgw8+iJ/85CcYGRlhtia/9KUv4fDhw0mf99JLL+HChQsYHBxETU0N7rvvPtxzzz2S19eVKIvtPU63KJOCKgCoq6tTrbo6FeR1krnLFosl5SALufBVX4dCIfT09ICm6V3znuVC3jehSJkYn5SUlAj6dO8HNBPkFM/hCioAmKwi96p5nivueVFJ4mqyZulOjKlI6huKZMVZBLYYEwFmIyTGVHTnsVszAvvKvxdpS56ZSVdrNYtdS/jMQ/gGlZBpYqRobHV1FZcvX0ZLS4tiN6+XXnoJH//4x3HmzBnEYjH8zd/8Dc6fP8/cDPAxPT2Nu+66C3fffTeefPJJvPrqq7j33ntRXl6O97znPZLW180VT4pVpsViSVv6OhKJYGBgANvbO3e/dXV1aW3D8nq9uHTpEurq6njnLqu5Flso+WYuq7kW9waApmksLCxgZGQEBw8eRFNTU0btH4tKXfu9u8VYKipGuKl+DuwIthIxlgoVjQESI+p4UPwe8M7jxe8viyngSiXGVCy+q5eYD7YgExEm8IkxN1runvlt4roZKsqprjXZ2dkJRWPBYBAvv/wypqen8cMf/hA+nw9ve9vbcPvtt+MP/uAPcPz4cUnvwy9/mTgn+jvf+Q4qKipw5coVvPnNb+Z9zqOPPoqGhgY8/PDDAIAjR47g8uXLeOihhzJXlAGItsq0Wq1piZQ3NjbQ29uL4uJidHd34+LFi2mL0CmKgsfjgdfrxcmTJzXfUyWizB5iceTIEdTV1am+FtdAJB6PY2hoCOvr66IryeX6Xu9l5bWgIAtEyaamQwn/pmfGdu8Xi6q01i7C5WutkltNzd1vTcVeizFwTZCpJO9xKkEOeAK7RJgNEeRkKWuuIAOZKcpyvK/z8vJw/vx5nD9/Hj/+8Y/xz//8zzh//jxeeOEFPPDAAyguLsbMzIzsASVbWzstaMnqhy5duoTz588n/OyOO+7AY489hmg0Kmlt3YgyGVUoBq3T12yTCnYfbrrS5oFAgJl9XF5enpYiJ9IjePXqVfh8Ppw9exbFxcWarUWi8mAwiJ6eHmaARTp7z8WiZY+yiaYBjvjyQc+M8f+C7wJGugRkivHOc8UJK/txyUTVnKQYTO9iHI/sfi+i/tTnICTGbAEPuIUFe2vGn3LvGOAXZCAzRVmpo1cgEEBZWRk+/elP49Of/jSi0SiGh4dlCzJN07hw4QLe9KY34dixY4KPW1lZ2XWdrqysRCwWg8vlQnV1tcAzd6MbUZaCluIYiUTQ19cHv9+/a7qSFjOHubCHOlRUVMDrVThBSCR+vx/xeJwRR7XH3rEhkTJJkVdVVeHIkSMZdwGRwmrbW1C+2JOexSwWwUrllA5cGkW5fL+X1dok4UYjHgyDEnmdiPrEFXGJEWPgmiALnW8yMY5HKWxNpK40FxJjghoTl9IJ8aRQcs7cYRRZWVm44YYbZB/vE5/4BPr6+vDKK6l7vLkZXpINlLoNl5GibLVaEU42Dk4mHo8Hvb29KCkp4RUmLW8GSAvQ3Nwcjh07hurqaszOzmp+E0D2coeHhwEAp06dSste7vz8PJaXlzVLkaeTZPvJq21vSeOZpG4bkiu6guvJqaiWIcZ8FpXJEJt+BtQRZDKRKbSV+lhcQea2PPEJMs16jCnLjPB3HsTly5eTjlHMtEiZXeArFzUtNj/5yU/iZz/7GX7zm9+kvEZVVVVhZWUl4Wdra2uwWq2SjZ0yUpTVFkf2PuqhQ4fQ0NCQ1qrvUCiE3t5eRKPRhKEOWkfm7L3c48ePo7e3V7aTjlii0ShisRjW1tZEzXnOZFIJskmkgYpg6pqF1B7ehOOLjD7ZVdpyxBiQLsh6EmPuKEQuqQSZiLFQ3zFXjGmex920uDOhijtGMR6Po6SkhBHpgoKCjBNlcq1TGikrFWWapvHJT34STz/9NC5evIjm5uaUz+nq6sLPf/7zhJ/96le/Qmdnp+Sso25EWYoQqCmO4XAYfX19CAaDKUVCC1EmKdyKigocPXo04QOpZWTObbNiD4rQCq/Xi56enRRue3t72gU5nUVeXEHWMnUtV5Cl7jmTx4sRZG6blZ7FmI4L3/iGRbhxJRNjIsDJ0tXANUHmE2ICEWRg9xhFv98Pj8cDt9uNyclJxmBpY2MDBQUFqlsAawHZPlMaKStt3fz4xz+O73//+/jpT3+KoqIiJgK22WxMO+r999+PxcVFPPHEEwCAe+65B4888gguXLiAu+++G5cuXcJjjz2GH/zgB5LX140oA+LH+qnVEuV2u9HX1yd6ypGaIknTNCYmJjAzMyOYwtUqUl5dXUV/fz9qa2tx+PBhmM1m5v3Uah+K7Qi2urqaUXfwyeCmrtVOV6eKks0V1WC/k7HpidTHlFkAJiU6vibg2vcbSxJkkXvCYsQYSBRkvghYjBgnE2ICW5C5sB2xGhoaQFEU48vvcrkwOzsrakLTXsPXoywVv9+P2tpaRcf4xjd2ZmzfeuutCT//zne+gw9/+MMAdq5nc3NzzO+am5vx7LPP4jOf+Qy+9rWvoaamBl/96lclt0MBOhNlsShtiaJpGpOTk5iensbhw4dRX18vKlJXSyRJdB4KhXDu3DnBZne1RZm9b338+HFUVVUlrEUeoyYURWFsbAwLCwuMI9j6+rqmEfleke79Yz6szQcFfxebnkiLIF97jjRBzhQxpuK0uL5jAUGm4juf/e2x3UMk+EgmyHyYzWbY7XaYzWa0t7cjJyeHd0KTw+GAw+FAUVGRLm6S9TJLWcy16fHHH9/1s1tuuQVXr15VtDaQoaKsJGINhUKMIEpt+1EjUibFZGKic7XT9MS6kr1vTUjltCV3TafTyeyVk6pIIUvPTEYLQU4VJftvvBNFM07xBzSZYcoSvvjypZjTIcaANEGWIsaAPEEmwsmHVEHmOxafIFOxxMfdvPpGynWSQfaUuROagsEgM6FpYWEBFEUxUbTdbldsUykXNUQ5EAhkvC2vrkRZSvpajli5XC709fWhrKxMloWjEpFk9z6Ljc7VipTJjYDD4RB83WQvRy2x3NzcRE9PD+x2Ozo6OhLW5HP00iupepT3Kjr233in6sc0sQpSYl7hKC7ZCMlMiI752pTCXvl9x2x8a8n397lizBViglJBJu1FfBFwXl4eamtrUVtbC5qm4fV6sbGxgfX1dUxMTCArK4sR6GTDH9RGja0zn88naIWZKehKlMUidU+ZoihMTExgdnYWR44cQW1traw7QbmiHIlE0N/fD5/PJ6niWKlI0jSNmZkZTExMiLoRUCOCJT7ho6OjCcYr3HXSLcq6mKGsEkSQpUTJsZkp8Y9NIsgA/4hIqWJsslhkR8diepVFR8cixBjgF2Sa813xu5JXXxNBFhJiglJBBq5lvFKlpU0mE4qLi1FcXIzGxkbE43FsbW3B4/Ewwx8KCwsThj9o1fusxp5yIBBQ7H2912TklYrsKYtp3yHtRmTikJI/mByRJAMWiFWnlPJ44rIlh1gshv7+fmxtbeHMmTMoKSkRtZ4SUY7H4xgcHITL5Uo61lLpOnItNjMJvtS1FtExl1SCzIdUQY6H9n7vGJAWHXMFmE0qMQaAzaHUJkBqiDFBrChzsVgszF4zsBNQkNarkZERRCIR2Gy2hP1otVLdau0pG5HyHkD+cKnSHevr6+jr60NFRcWuFKrcdcWaltA0jdnZWYyPjwtGjGLWkyNepPWIjB0Tm35SklYOBAJwOp0wm80p7TL3IlLWGyPVb8WRpV+JfrzWgpwOMQb0IcjJxJgdhYsxAhESZHab1dZo6pY1NQUZkC/KXLKzs1FZWYnKykrQNJ2wH02qj0ma2+FwKJpgp1SUSWuYsaesImJFi/zhhP6I7Crjo0ePKi6RZ68rJnKNRqMYGBjA1tYWOjs7YbfbZa1HRFKKocfS0hIGBwfR1NSEgwcPSroRkBvBkpuf6upqtLW1iUqZ7YdCL1f5EVGP4+tRTibI3ChZqSCnSl1fb9GxmPS3VEHm63UWEmM6mnhD+mbP5ZRrSYWiKMU9v1xMJhPy8/ORn5+Puro6UBQFr9cLj8eD1dVVjI2NIScnhxFou90uKTNoRMo76EqUxUImScVisV1RYDAYRG9vL2KxGG+VsRLEiPL29jacTify8/MlRal8sNuUUn1YKYrC8PAwVlZWcPLkSZSXl8taT4pYsp3QpNz8yI3IKYrC6OgohJt+9h9aR8jmnGxk5whPv+ESWl6VvEY6BDlZepkgRmjFPAYAfKvJo1+uIHOFmKCFIAPpsdg0m82w2Wyw2Wxobm5GLBbD5uYmNjY2MD09jYGBARQVFSXsRyc7JzXO2e/3G3vKe4HQxCYyzEGLGcBAclFmzwNuaWlBS0uL4r2WVBkBQjAYhNPpBE3T6Orqku1oI0WUo9Eo+vr6ZE2UkpO+jkQicDqdiEQiOCjxRvjFrLtA0ybcRqu3F/1G0R1oxlzqBypADUGWUuCViuDiSuoHsZA6zSkWkhZ9R/3iBFSs0PI9jqYSP6f+9dQV2ESQhYSYoJUgA3vje221WlFWVoaysjIAOy2RZD96aGgIsVgswQq0sLAw4RqpNFKORqOIRCJG+lpN5FptEoOK+fl5tLe3o6amRpPzExKtWCyGwcFBuN1u0fOAxa4HJO8dJqljNSYtiU0rkz3r/Px8dHV1Sc4GSI3It7a20NPTg5KSEpw+fRp0//8V9bwXs+5K/LfpDlWFWQt8FQeAigNpWYs6exvMzldTPk6qGAPaCrJYMQakCTJXgLmkEuStUX9KIQa0FWOCHnyvc3JyUFVVhaqqKtA0jUAgAI/HA4/Hg+npaZjN5oTWq3g8rmg6nc+3sw1jiPIeQdqiyOxhiqLQ3d2t6X4CX6Ts9XrhdDqRk5ODm266SVWPWZPJJCiUbJtOtfbNxYglscuUs2dNkBIpLy4uYmhoCAcOHEBzczNMJhPEXL65giwHreYoSy3y0gLq7G2iHpepgiwkxlzhFSvaQoJMjrc1JM5/PB2CDOhDlNmYTCYUFBSgoKAA9fX1oCgK29vbzECN0dFRmM1mFBQUYH19HXa7XXJhrv/3HvDGnvIeYbVa4Xa74XQ6UVNTg8OHD2s+O5QrykQwlAiU1DWBazOfA4GA4jYvNslEmeznLi4uMnaZchETkZP1lpaWcOrUKSYlxmbY/mYc2fjNrp9zBZmmr/1d1IiW3yi6Q9Hz04VQ6lorQdZLulqMyQcgspiLI8Z80bTeBBnQnyhzMZvNKCkpQUlJCVpaWhCLxeB0OmEymTA5OYlgMMjsRzscDhQXF6d8PYFAAPn5+Rk1Q5oPXYmyWFGjKArhcBizs7O44YYbEjyctYQIZDwex/DwMFZXV2UXVYmFK5Sk79lms6Grq0tRuodvLb4IVsguU+11uOuRYj2hPXIxgrxfkWSvyYItyFaB1DUp5jKZr30fU6V2tRTkiFecyALK9o+5+NcDKV+3WEE+u5x6m0BN9C7KXKxWK6xWK8rLy1FbW4tQKMS0XvX394OiqF2jKbl64fP59swiVE10JcpiIP2w8XgcLS0taRNk4JqZx29/+1tm5KGSvjyxa1IUleCUdfDgQTQ1Nan+4eOLlDc2NuB0OuFwOFTp9QaSR8rs/WMp60kRYyXRciZHyWIjZD7YAs0lKkE0ASAmoRpbSruTEkHm+lMHXCIKukQKcv6vHsWrr76KgoICJvLT0hkLUMcdK92wC71yc3NRU1ODmpoa0DQNn8+HjY2NhNGURKDtdjtyc3NVa4f6zW9+gy9/+cu4cuUKlpeX8fTTT+Nd73qX4OMvXryI227b/d0aHh5GW1ub5PUzSpSXl5cxODiI2tpa5OXlpT1NsbGxgWg0itraWhw6dCgtH3qz2cykqz0eT1KnLDXWImJJ0zTm5uYwNjYm2/wk2Tp8VewLCwsYHh6WfNOh5+iY26M8Uv3WPTkPsYIspeVJSzEGxAuyVDFONmwCSC3IctLV0WiUEZWRkRFEo9EEZyxuJbJSMi1SBoSrr00mE4qKilBUVISGhgbE43FmP3phYQGPPvoonn76abS3tyM/P1+xgYjf78eJEyfwkY98RNLoxdHR0YQuFLkZVF2JstCHMh6PY2RkBMvLyzh+/DgqKyvR39+v2gSlVFAUhZGRESwtLQEADh8+nLYUiclkwvDwMOPOpeWwciLKxC7T7XYrMj8RglvoRd7f5eVlwf1jAttiU4kYK91bbs7Vth1KCdwoWUmELESmRccBj4jJTinEmIrT8I6Ke93c/WP2pCa2M5bH48HMzAwsFkuCM5bS73kmirLYgRTkvbLb7Thw4ACamprQ0tKCn/70p5iZmYHD4UBXVxf+4A/+AG9961tx9uxZSdfrO++8E3feKb0dsaKiQpSdcSp0Jcp8+P3+BPtGsr+o5ljDZJDqbpqmcebMGVy6dEmVaSZiWFlZgd/vR0VFBU6ePKn5l8xkMiEcDjPp+a6urqR2mUrWIRG52P1jPaBW6jpdlddSxVhslHy9CDI3opYryFz4nLFI5Le4uIjh4WHFqe5MFGW5fcrl5eX40Ic+BJqmEY/H8a1vfQsvvPACXnjhBTz99NO4cuWKBme7m1OnTiEUCuHo0aP427/9W96Uthh0LcrEMrK+vn5XujgdokzMSKqrq3H48GHm52rYwSWD9F0vLCygoKAAVVVVafmChcNheDwe1NXVibLLlAsp9CLjHR0OB44dOybpPR22vxmQ7g6ZgN76lq9UvAOHMajKsTItOgZ2BDlVYRUgfrITIF6QU6W01RJkPriVyCTV7fF4MDo6umsIhJhUd6aKspJzJnvKLS0t+PM//3P8+Z//uYpnJ0x1dTW++c1voqOjA+FwGN/97ndx++234+LFi3jzm98s+Xi6EmXyQWNXNwu131itVtHDIaTC9s4+duwYqqurAYBJuWrp20ymWpHIcXh4WPObD5qmMTk5CbfbjdLSUhw9elTT9UwmE3w+H9544w3V96vVgtujrEaUnK79ZDGCzK28FhMl55aLr2XwzYtvp4p4xZuBiBVkMWIMpLbLBLQVZD5SpbqJ6UayVHemirKSYGevhlEcPnw4IWjr6urC/Pw8HnroocwXZWCnrN3pdMJqtSatbtYqUiaiSNp/2H9kYvCulUi63W709vairKwM7e3tsFgsisccpoLYZfr9ftTU1GielqcoCmtra/B6vejs7FTN/UwueouW9YpFg20MQN+CnG4x5kNuqjvTRJl0mCi5/gQCAd0Yh5w7dw5PPvmkrOfqSpRjsRh+97vfoa6uDgcPHkz6odJClF0uF/r6+lBeXo6jR4/yfkC0WJemaUxPT2NychJtbW2oq6tjIkctRZnYZRYUFKCrqwszMzOaZR+AnfR4T08PgsEgHA7Hnguy3lArdS2VVFFy/qlTCA8Piz6e2ChZbUGmKRrBzdTH1GN0LJZUqe5wOIySkhLE43Hk5+dLmjC3l5BrnBJR9vl8urHY7OnpYTKsUtGVKFutVtFWlcRmUw3YlpVHjhxBXV1d0nXVFOVoNIr+/n5sb2/jxhtvhM1mS/i9VpE52a9vbm7GgQMHmCyAVjcAZP+4tLQUVVVVcLlcio634lPvy5cqWpabuuYb2SiElP3kZMYhkcpG0WumIv/UKcnP0VKQU+0373dB5kMo1T03Nwev1wu3250y1a0HyDVO6Z5yss4Nsfh8PkxMTDD/np6eZrwaGhoacP/992NxcRFPPPEEAODhhx9GU1MT2tvbEYlE8OSTT+Kpp57CU089JWt9XYkysNM0LsYX2Wq1qiJW4XAYfX19CAaDoiwr1RQuMWMeSSpKLdj2lVw3Mq1EeX5+HiMjI8z+8eLioqzRjQQpRV5si02D3QhFyVoJMp8Y55XyTxjbmBJXDS5GjIH9J8hc2Knu7e1t5OXlwW63M6nukZER5Ofnp83ARArxeFzx/OdAIKBKpHz58uWEyukLFy4AAD70oQ/h8ccfx/LyMubmrrVERiIRfPazn8Xi4iLy8vLQ3t6OZ555BnfdJa9lU3eiLHZYgRoRq8fjQW9vL+x2O06dOiXKPUqtSJkYZaQa86imUHKLyLjtR3JGKiaDzHheXV1NmJ4ldhpVOhGKlvmiZDk9yntlGiIVOWIsBSEB5qJXQT5xzwnYvviYqDX3EtK2KSbVrZWBiZzzVYJahV633npr0uvg448/nvDv++67D/fdd5/idQm6E2WxKBFH9h7u4cOHUV9fL/rDqFSU2ZXlqYwygB1RViNNT+wyS0tLmSIyvrXUvAFwOp2gKApdXV0JBXtqi7+BNEjlNTtKTibGYvaTxUTJpd0d2Lzcl/JxSgVZzgzkZIJ84p4Tos5HT/AVeqlR1a0VarSZqmWzuddkrChbrVZZYhWJRNDf3w+fz8e7h5sKJaJMfLtNJpNo32yLxYJIRP4IQZqmMTs7i/HxcRw6dAgNDQ2aR+WpbgBSDaTYK9JRic1nHHKl4h2arpkKpdFxKkEu7e4AANUFWen8Y0BYjDNRiNmk6vlNVdWd7lS3Gl7dPp9PtYl5e4nuRFlqxCqlupBMWCouLkZ3d7esCUtyRZltRCLFmEOJUMZiMQwODsLj8Yiyy1QqyuyhGcluAPSYvmZDepQzZfgEoa/lfWjz/1b047VMVRMhFouQGOfZdzu8uSdTFwmKEeSW21rRO9rL/DvThZiN1JYooarujY0NJtVNDExKS0tVT3WrESmT0Y2Zju5EWSzkDyhmL4IdLSqdsCRVuGiaxvj4OGZnZ9He3o6amhpN1yP4/X709PQgKytLtGe2ElGmKApDQ0NYW1tLOTRDbqTM9r3WihdNd+B2/FzVY+pxP9lcJe1zKAQ3SpYqxgAQ2vDyii8fagkyQaoQZ8J+MqDcPISd6gZ2BI+MUpydnYXZbE7w6lZqx6tUlGmaht/vNyLlvYQUZcVisaR/zGg0ioGBAWxtbakyXEFKpEwqu0Oh0C4jEi3WI6ytraGvrw+1tbU4fPiw5lF5KBRCT89O+093d3fKL6iSSHnY/ma8PGJDa522LmeZFiXvJXKEWCpixBhILsgHbj+U8G8xlp6ZitrmIdxUN2m3Wl5exujoKPLy8hiBttvtsry6jT3lHTJWlE0mE0wmU1LBEtNyJBWxIkn2VaVUdvMhRSjZ/dZyonI5YrmxsYGenp6khit86+hxT5mghiBL6VHWM6mKvPQsyFwRvp7Q0tHLbDbDZrMx9TjRaBSbm5vweDwYHx9HKBRK8OouKipKmZlUY085EAgYkbIWiE0rm0wmQYGkaRoLCwsYGRlJ2XIklVSizE6Vq+HrLNY8hMxcDgQCovqthdYSK5bs/WOpFexy0tdutxuLduk+snpHapGXkHFIX8v7RD2f63mdLsQUefEhVpCbbz+G4PqmrDWkkEkOWemy2czKykJ5eTnjeRAIBJjWq7m5OZhMppSpbqXp60gkgmg0qhtHLyXoTpSlwOfqFYvFMDQ0BJfLldAbqxZmsxnRaJT3d7FYDAMDA9jY2FBtDrEY85Dt7W309PSgsLAQXV1dsgrYAPFReTwex9DQENbX12W9TikROU3TmJubw9jYGCpb3wQAmqeu1UTsfvJeWWwqIae+VvExQhtewd8JCXLz7ccUryuX1157jSl2stvtsr9rWrOX3tck1V1bW8ukuj0eD2+qu6SkhDGCUmqxCcAQ5b2G6+rl8/nQ09ODnJwc0XadUhGKlNlriy2sEkMqoVxcXMTQ0JAqGQExoix1/1hoHTGRMkVRGBwchMvlQmdnJ+a3pK2jhZuXHOOQdCGl8joTkCK+6YiSAaCtrQ0ejwfT09MYHBxEUVERI9LFxcW6iaL1MpCCnepubm5GLBZjomh2qpumacbNUc576PP5mDavTEd3oizlD8IWSCJOjY2NKYdZKIFPlJeXlzEwMIDGxka0traq+sUUEkqKojAyMoLl5eVddplqr0XweDxwOp2oqKjA0aNHZb/HYiJltvh3dXVhbGVHxLUu8irOld8TvleITV0bKKe0tJTJvoXDYbjdbng8HiwsLAAA7HY7SktLValIVoJeRJmL1WpNSHUTA5PZ2VmmT1pOVTdph9Lja5aK7kRZChaLhamuXl1dVU2cUq1JRJkI49LSkuDcZzXW4woYccuKx+O8dplyERJLdgq5ra0N9fX1itdJFimzh1dcMx8RP8BAr3CNQ/baNCQVyYq8wnd9EDn9v9Zs7eKmKs2OrRY5OTmoqalBTU0NaJrmrUgmAp1On2maphWPQUwXeXl5qK2txebmJmNWkirVzYfP50NBQYFuMhVKyGhRBoDx8XHk5eWJdshSChFlEsnRNI3u7m7N0ibcQi8SrbJnLqu5FleU4/E4BgcH4Xa7VdsnT5a+JhkPNYrkDPSBUJFXsv1krZHTDjX13k9AyG7FZDKhuLgYxcXFCWlat9uN0dFRRCIR2Gw2RqS1FBDyHc6kqDEej8NqtYpKdfNVdavVDvWb3/wGX/7yl3HlyhUsLy/j6aefxrve9a6kz3nppZdw4cIFDA4OoqamBvfddx/uuece2eegO1EW+0FdWVnB5uYmSkpKcObMmbR9AM1mMyKRCF599VVUVlbiyJEjmt6REqFkV3VLrXaWshZwrcI0GAyip6cHZrMZXV1dqqXjSKTM3j9iT68S4wmeCejNNIRUXis1Dgnf9UE1TifjkHKNYadpic80SXVPTU3BarUmFIyp0a5JyFRR5l5HhVLdpKobAJP6LikpUeVGx+/348SJE/jIRz6C97znPSkfPz09jbvuugt33303nnzySbz66qu49957UV5eLur5fOhOlFNBLt6Li4vM3kO6Pnw0TWN1dRWBQADHjh1LOndZLYgo9/b2YmNjA2fOnEFJSYlmawE77/Hm5iZ6e3uZGw8132Ou+EciEfT29iIcDquajt8r0tmjvB/3k6ve+w4E3vid6Menq8hL7gWf7TNdX1/PfL+IoPAVjCn5vhFRzqQsk5g9cJLqrq2tBU3T2N7exi9+8Qv86Ec/wuDgIPLz8/HJT34S58+fx6233iqrLfTOO+/EnXfeKfrxjz76KBoaGvDwww8DAI4cOYLLly/joYceki3KmXMrhZ07pddffx0bGxvo7u5GYWGhKmMUxRCJRHD16lW43W5kZ2enRZCBnWIS8r/d3d2aCTJwTSxnZmZw9epVtLa2or29XfWbHnZ07PV6cenSJVitVpw7dy6pIL88Im14iJ7R+36yEGpFySU3d6lynHSi1veATGM6ePAgbrzxRtx0002oq6tDKBRCf38/Xn75ZfT19WFxcRHBoPRaCoqiFM8mTjdSW6JMJhNsNhve//7349VXX8WDDz6IlpYW0DSNv/iLv4DD4cA73qH9d+zSpUs4f/58ws/uuOMOXL58WbB1NhW6i5SF7u7IQIeqqiq0tbXBYrHw9ilrwdbWFpxOJ4qKinDixAmmKlhriF0mAJw8eVLzUWpkn3d2djYtEfnq6iqGhobQ3NyMAwcOCP7t+2Yyv8hLDYSMQ/YTVe/V782KVpFnTk4OqqurUV1dDZqm4fP54Ha7sbq6irGxMeTm5jJRdLJiJ4JeK6+TobRPORaLoampCY888giAncBibGxMrdMTZGVlBZWVlQk/q6ysRCwWg8vlQnV1teRj6k6UuVAUhfHxcczNze2yjrRarUwkqQVsZ7ADBw6gubkZfr9f8wlHXLvMvr4+zW0pg8Egrl69CgDo6OiQPNJSDkNDQ7jhhht2faj3A+nYT9Yydc1Xec2OkotFVl7zFXmV3NyFlZ/tHmGpd9KRDjaZTCgqKkJRURGampoQi8WwubkJt9u9q9hJaFrT9SjKgUAgwTikqakJTU1NKpxZarjvP7lWy/286FKUSSFQKBRCb28votEo70AHJbONU0GqjrnOYHJGRkqBzy6zv79f0xsBt9sNp9OJqqoqeL1e2T7dYojFYujt3RmXJ8dxbS97lPVsHLIf0HOUDOxN4ZTVakVZWRlT+MguGCPTmkg1cmlpKbKzszNSlJUOpCAtUemmqqoKKyuJk9LW1tZgtVplu0nqUpQBwOVyoa+vL+mgA63S136/H06nExaLZZdrlZSRkVJhp8nZdplK5xwLQdM0ZmZmMDExgSNHjqCurg5LS0ua3QCQcZIkDZ/pBV1y4e4np8Nik/G8bjsBbK5Lfr5eK67TVeS1/tH7YUpT/Uoy8vLyUFdXx0xr2t7ehtvtxsLCAoaHh1FYWIj8/HzQNJ1R4qx0IMVejW3s6urCz3+eOOr1V7/6FTo7O2VbsOpOlMn84enpaUYohODabKrB6uoq+vv7BcceEiFWYyg3G/Kl4rPL1EKU4/E4BgYG4PF4EvaP5c46TsX6+jp6e3tRV1eHQ4cO4fnnn5f0mqQWeWlhsSkWvbVC6QmhAi92lCyl8loOcnqUaZrWncCZzWaUlJSgpKQEBw4cQCQSYYw3otEoXn75ZZSUlDC90Xl5ebqsyCYtn0qup36/X9b+LRefz4eJiQnm39PT03A6nXA4HGhoaMD999+PxcVFPPHEEwCAe+65B4888gguXLiAu+++G5cuXcJjjz2GH/zgB7LPQXeiDOz8kcRMOlIzfc3euz5+/DiqqvgdhcgXU811h4eHsbKyItifq3aaPhAIoKenB1ardZdPt9o3AOxonF0ToJX47zVuir+/muvmpRTufrJY32uzDqLkTNxP1iIzpjbZ2dmoqqpihuYcPXoUHo8H6+vrGB8fR05OTkJvtJbbVFIg1zale8pqZN4uX76M2267jfn3hQsXAAAf+tCH8Pjjj2N5eZnpkQaA5uZmPPvss/jMZz6Dr33ta6ipqcFXv/pV2e1QgA5F2WQyoa2tTZQwqCVW4XAYvb29iEQivHvX3PMTO04xFWxXsGT9uWoKpcvlQm9vL6qrq9HW1rbr7l/NtdjR+I033phQPCZ2prJRea0iIlPXqWYoX49kyshG4NoNRGFhIQoLC9HQ0IB4PM4UjE1OTiIYDKK4uJgRaTEzj7U8X0CZKPv9flUmRN16661Jr0uPP/74rp/dcsstTJGsGuhOlKVgtVoV7yl7PB709vbC4XDg9OnTou4exYxTTIXb7UZvb2/SPXOCGkLJt3+s1VoAEtzA+KZmSRnfmCn837nDOFnnTvqYTO1PlgO38lpM6lqv6DF9LQTfXrLFYkkYphEKhZiCsfn5+YSZx6WlpZq3X7Ih+8lKbgrUEmU9oEtRFvvHURIps0VKqm2lWuu2tbWhrq4u5bpKI3My53lzc3NXxMpFDbHc2NhAT09P0mlS+y19/X/nDqdtLVmtUG0nZK2l1wIvIH1FXsA1Q45MQEyqPTc3l3HHIiY+brcbS0tLGB0dZYZDlJaWwmazaZq6V1rkBexuicpkdCnKYpHbnhSLxdDf34+trS1ZJhlyRZktjlLWVRKZs/ePu7q6Ut4BK42U5+fnMTIykvJGR4r4p8PJS8nIxnQIshLjEGvIp96JyIREydz95EyIkoHMj5STwZ553NLSgmg0ygzTGB4eRjQaRUlJCSPS+fn5qt6gKC2apWlatYEUeiDjRRm4NmFEDF6vFz09PcxkKTlG8HJE0ufzwel0Ijs7W5Q4spErlGT/uKamhreSXM212AVrHR0dcDgcKdfZD5FyOiPkdCMUJYs1DtlPZFqkrOQGIisrCxUVFaioqABN0wgEAvB4PHC73ZiamkJWVlZCwZjc1h/2+SqNxH0+3560RGmBLkVZ7IefCLFYUV5aWsLg4CCamppw8OBB2V8yqelk0mZVX1+P1tZWyV8YqevRNI3p6WlMTk7i6NGjqK2tlbSWVLEMh8NwOp2IxWKiR2iKiZT1VOSlhnFIJuwnp7PIK1OiZNsXHwPd23vdiDIbk8mEgoICFBQUoL6+HvF4HFtbW3C73Zient41TKOoqEjy2mq0lxp7yjrBZDLBZDKlFCx2FHfy5ElmFJhcxKavSc/17Oxs0jYrMeuJjV6l7B/zITVS3traQk9PD0pKStDZ2Sn6yyW2+pqNlm5ecuBGyamKvNRAibXmRMXNOLT5E1GPVbqXzC7yysThE2wyzYhDy3O1WCyMgxiwc0NOCsYWFxdB03RCwZiYca9K95RJNG+kr3WAyWRKKZDBYBBOpzNl25EUxIgyGUcYCoVStlmlQqxQEses7Oxs2al5KaK8vLyMgYEBxhdcSiQhNiLX62SoTExbHxoTJ8jpQChKFmscIrfIS45xyCuvvAJgx02rrKxM1dnHWpDOG4icnBzU1NSgpqYGNE0zBWMrKysYGxtDXl4eI+J2u533pl1ppBwKhRCPx430tZZIubgns9pcX19HX18fqqqqVJ0JnEqUSfRos9nQ1dWluElfjFASxywhJzI116JpGmNjY5ifn5edeZATKesFqYKstnGI1qhZcc2OkjPRNAQAjh8/jsHBQXg8HiwtLaGoqIhxyVI6+1gLpNTYqInJZEJxcTGKi4vR3NyMWCzGFIyNjY0hHA4nFIwVFBQw21hKe5QBGOlrvcBntcmesiR1T1UMyfZ4iV2mnOhRiGQ3ATRNY2pqClNTU7umaMkh1V5vNBpFb28vgsEgzp07J/uLoJWfN6CtxaacCDnZXrIU32stp0Klk0zZSyaUlJQgOzsbjY2NKCkpYYqe+vv7mXQtEWkx6Vqt0Uuq3Wq1ory8HOXl5aBpGsFgkHnvZmZmmFS40iI6v98Ps9ksqpYlE8h4UeYKFkkbE9HQIqXBt8dLURSGhoawuroqaJcpF6GbAHZr19mzZ1FcXKzKWkJi6fP5cPXqVRQUFODcuXOKqi6TRco0TWN2dhaAvkY6ZmLKWmo7lJ77kvcS0nZJrCyrqqoS0rXLy8tMfy8R6JKSkj0RR72IMhuTyYT8/Hzk5+czwzRIwRjx6n7jjTeYVLfNZhP9Gkg7VKYU4qViX4ny5uYmnE4nkzZWWqovZk0gcd9abPWxFIiXLRv2xCW5+8dCa/GJ8traGvr6+tDQ0IDW1lbFXwChiJzc3FCFBxQdXwpiepT1LMhifa/TBSny4ivwyrQomcDXp8xN1/L197Kj6HRNRdOjKHMxm82w2+2w2+2gKAoURaGkpARutxsDAwOgKCqhYCzZNZWMbTREWUOkvLlWqxXRaBRzc3MYHR3FwYMH0dTUpOkfyGKxIBLZuZATu8yKigocOXJEE+cbbqRMBJJMXFLzC8gtwGKnx48dO6bKJBa+dYCdLEdPTw/i8TgKC/VT5DW1lvomS8vKayXGIQQxldfbzZ2K1xFCzf3kdDp52b74GABxfcrc/l6/358wECI3N5cRaKGiJzXIBFFmE4/HkZOTk5CB8Pl8cLvdWFtbY947dsEYe89cTeOQr3/96/jyl7+M5eVltLe34+GHH8bNN9/M+9iLFy8mDK8gDA8Po62tTfY56FKUpWAymbCwsIBIJCLKtEINSHHZ9PQ0Y5dZX1+v6XpkvJkWAsmGfQPAbq9SKz1O4EbK29vbuHr1KkpKSnYKa+blO2ztNzJxL3k/RcmAdEcvk8mUMBAiFosxAyHYRU9EpNWM9DJNlLmFXiaTCUVFRSgqKkJTUxPz3nk8HkxMTCAUCsFmsyESiTAWoWq4jP3whz/Epz/9aXz961/HTTfdhH/7t3/DnXfeiaGhITQ0NAg+b3R0NOHaqLTlNqNF2efzwePx8I4g1BKaprG5uYmtrS1ZvcBSMZvNiMVicDqd2N7eVl0guWtFo9Fd4x3VbgNhR8qrq6vo6+vjnSWd6QRie1/4oyZy3bwyWZAB5Y5eVqsVZWVlTK2Jli5ZmTBmkk2qPmXue0cKxn70ox/hH//xH5GdnY3CwkJ897vfxfnz51FZKa8W5Stf+Qr+7M/+DB/72McAAA8//DCee+45fOMb38CDDz4o+LyKigrJVs3J0OXtlJgP/8rKCi5duoS8vDxUVlamTZB9Ph9mZ2dBURS6u7s1F2Rgp+J5c3MTsVgMXV1dmgkysCOWwWAQly5dgt1ux5kzZzTpyySR8sTEBPr6+nDDDTfgwIEDuhPkS0P67klNxqvmt4h+7OtN/121dfVqFiKnR5l5rsre16Tg6cSJE7j55ptx5MgRWK1WTE9P45VXXsGVK1cwMzOD7e1tya2DmRYpS+1TzsvLQ21tLT7zmc9gbm4OH/3oR5Gbm4uvfvWrqKmpwalTp/D5z39e0jlEIhFcuXIF58+fT/j5+fPn8dprryV97qlTp1BdXY3bb78dL774oqR1+ci4SJmiKIyNjWFhYQE33HADtra2dhVBacXKygoGBgZgt9sRiUTSYiKwtraGyclJZGVlobOzU1PRIhkAj8eD9vZ2wfGOaq21vLyMWCy2q0qez15zr9y8KssyJ+JIhp6MQzIRLecpc12y2GMVZ2dnYTabmSja4XCkvO7sd1Fmk5OTA4fDgePHj+Ppp5+Gy+XCCy+8gJWVFUnHcblciMfju6LsyspKwWNVV1fjm9/8Jjo6OhAOh/Hd734Xt99+Oy5evIg3v/nNsl4PoGNR5muZCYVC6O3tZSLGgoIC+Hw+hEIhTc+FoiiMj49jbm4Ox48fh9lsxvj4uKZr0jSNyclJTE9Po6GhAR6PR1NBpiiKMUgoKSnRVJCDwSDcbjcsFotgalwPRV6XhrJRqaCz7dVxB041BxSdwy/Wb0Rb5ZaiY6RCzSgZefILbsS4eaWzyItNOgdScMcqbm9vw+12Y35+HkNDQynNSzJNlJWm29kWm2VlZXj/+98v+1jcv3Gym7HDhw/j8OFrXRldXV2Yn5/HQw89tD9FmQupci4rK0N7ezvzR1Qy21gMkUgETqcT4XCYscskd1VaEYvF0NfXB6/Xi3PnziEUCsHlcmm2XigUQk9PDwCgpaUFm5ubmq1FZi1nZ2ejvLx8zwVZqB1KL2lrJYJ8S+BnAKR5Xhvws1ejG81mM0pKSlBSUoIDBw4gEokwUbSQeUmmibJS72ufz6fYzausrAwWi2VXVLy2tiZpj/rcuXN48sknFZ2L7kWZPfGora0NdXV1CXcuVqtV0GZTKWy7zNOnTzNl+ErmG6fC5/MxoyW7urqQnZ2NaDSq2U3A5uYmenp6UFpaivb2diwvL2v22hYXFzE0NIRDhw4x1nhcvvZLfYihFLRqh1ISJb9qfgtuwc9UPqPrE5qmNU1fSyE7OxvV1dWorq4WNC+JxWLwer0oKCjICHFW6n3t9/tht9sVnUN2djY6Ojrw/PPP493vfjfz8+effx7vfOc7RR+np6dHcVeMbkXZZDIhEomgv78f29vbglXOWkXK8/PzGBkZ4e171mpNMuKRa9ChlSUlEcnW1lY0NjbCZDJpshZN0xgdHcXi4iLjdjYyMrJre0INQVbDYpNEyUr2k8WkrqVYbGqFqqlrIXIyswKd9CiTz6neBE7IvGRgYACTk5MYGxvbE/MSqSgV5WAwqEpL6oULF/DBD34QnZ2d6Orqwje/+U3Mzc3hnnvuAQDcf//9WFxcxBNPPAFgpzq7qakJ7e3tiEQiePLJJ/HUU0/hqaeeUnQeuhVl0rean5+ftCVHbYGMx+MYHh7G2toaTp8+jdLSUs3XZHt18414VFsoKYrC6OgolpaWdlmCqr0W1yub7P1wR25mYoSsJb9Yv3GvT8Hg9xBR1kOknIysrCzmu3zmzBnEYjG43e60m5dIgYzFVHIuPp9PlRuO973vfXC73fj85z+P5eVlHDt2DM8++ywaGxsB7EzFm5u7Nlc9Eongs5/9LBYXF5GXl4f29nY888wzuOuuuxSdh25FeXx8HLW1tSn7VtUUyGAwiJ6eHphMJnR1dQlau7HNPJR+UaPRKPr6+uD3+wW9upMNwJAK8QYne+TcD3OqgRRS8Pv9uHr1KvLy8nZ5ZbP7lPUkyHrZSxaLEotNtaPksdMfxqHh/7+qx+QS/tQXkfPVv9Z0DS7k+6B3UQaunavFYkFubi4KCwvR2NiYVvMSKZCtAaXpa7UmRN1777249957eX/3+OOPJ/z7vvvuw3333afKumx0K8odHR2ixEGtPWWXy4Xe3l5RYx7J79S4wyPZgGRe3WrdBHi9Xly9ehXFxcU4deoU73g3sXOOU+FyueB0OlFXV4fDhw/vOm8i/vtRkF8dV+YqpzRKltKfTDhiGkr5GLnGIXpAaY8yoL/0NR/kmsk9V7YBB5nYRArG1DYvkQIJNpS8t2qKsh7QrSiLFR+lkTK7kOzIkSOiWoGIECvZCyEuVk1NTTh48GDS10s+sEpEeWVlBf39/Whubk5q0qE0fU0mPI2Pjycdm6mW+HN5vS+Gszco/1jvl/7kiYqbeXuU07KXrBHpjpYzMVJOJnLsiU319fWIx+PMxKbp6WkMDg6iuLiYiaKLioo0e+3k2q1WS9R+QLeiLBYiynIEiz36UIpdJvnAy7kZYO8f33DDDaLK7ckHVk6rg9T1lIgymfC0traGM2fOJLWeM5lMeGX5jKjjpjIOefmNHfOYrOyd9+b1vp3MSSpxZrdDyY2SuZXXakbJarRDpYt0pK43/1j9VKEYyLUlU0RZ6rmqbV4iBdIOJfe9JYM/tBjRu1foVpSlRMrAzh+XLx0rBGk9ys3NleztbDKZZEXo7P1j0vMsBvZNgJTXSPqdfT6f6NnSckWZPeGpu7s75bD3bzxXC0DcrN/WusS9fSLCbIggsxErzlqg1DTkekOMcQibdEbLemmHEoMaPcpKzUuknq/SgjMjfa0ziEhJESySym1sbJQ9G1hq8ZXX60VPTw8KCgokz3om5ydFLNnzls+dOyf6pkOOKHMnPKX6kt33qLQJUHwiLIVU4qyX4q50VVynM3U9fvS/onXyP9O2nlqY/ur/YcQ4nW5eSlHbOESOeYkUlBqHAIYo6w6S+hAjkFzfbLnTRABpBiLkJkDM/jEfpH9Y7E3A+vo6ent7Zc1bllp9LXXCk1RBzslJ/RHli5L54BNnNQVZaepalXOQUeSllLHTH9Z8jZX3/x1ysdsTXSucTidMJhNKS0tVGQuYLrR28xJjXkIEuqSkJOW5KO1RJulrY085DUjdE0klWOFwGL29vYhEIoxvthLErEnTNOOZnY6bAJqmMTMzg4mJiaRFVskQGymzvbnFvjYtBFkOr/fFUFhoBcAvyHtR5LUfo2QAmkbJWqaw3/SmNzFpWzI45fLlyygtLUVpaammxU9KSOfYRiHzErfbjaGhIcRisZTmJUpFORAIgKZpY09Zb6Rqi9rc3ITT6URJSUmCXaYSUoky1zRDaXollVjG43EMDg7C7XYrmvEsptI7Ho+jv78fm5uboveqtRJksVEymx1B3v9MVNy816egCivv/7u0r8lO25aWlmJgYAA1NTXM3iqJokkBVLpaiFKxl77XWVlZqKioQEVFBRPBpjIvUcNiE4CRvtYbQgJJ0zTm5+cxOjrKa5epxZrAtX7goqIidHV1qXITkCx9TUxPzGYzuru7Fc2WTtWDTdZKNuFJKVpFyIB2giw1dc222OSLkrWYDKVFlJwsdZ2O/eR0FHyR70JNTQ1qamoSip/m5uYwPDzMFD/tdRStl2EUJpMJhYWFKc1LrFarIm9xv98Pi8Wi6JqnN3QrykrT1/F4HENDQ1hfXxe0y1SCUOS6vLyMgYGBlP3AUhFKX5OpSxUVFTh69KjiL2QyUZa7lpQoWYogy4mS1URoEMVeVV6T/WR2O5QxR1mZcQiwO2vELX4Kh8Nwu926iKL1IspchMxLFhcXEQgE8Nprr8kyLyH7yXp8zXLRrShLwWKxJKSvA4EAU6ghpj1H7prsGwGapjE2Nob5+XmcOHECFRUVqq7HdxNAhmYcPnwY9fX1qtwAsEWZDXvCU0NDg+i1LvzrteIca1byNJWWETIgLkqWs5+spMArUzyu+dy82FGyVj3KYlLXWkfLqcY25uTk6CaK1qsos2Gbl8RiMQQCAVRXV8syL1FjbKPe2BeibLVaGYGUYpepBLYoEz/pUCikyv4xH2xRpigKw8PDWFlZQUdHB9P0rwbc9iu+CU9iYQsyAMSi4lvIUgm01Ch5P+4jS/G9Tpa6FmOxeT0jpSVqr6NoNVqM0glFUbBarbLNS9R08/r617+OL3/5y1heXkZ7ezsefvhh3HyzcF3GSy+9hAsXLmBwcBA1NTW47777mIlSStgXVyoSKU9OTmJqakp25bHUNePxOLa3t9HT06Pq/nGy9cLhMJxOJ2KxGLq7uwWHZsiFuAFRFCU44UkMXEFOBTeKDoeFC/eysi0IhxMFPidHOMLVqyBnSpSsNVKNQ/hQM1omIxsJSsxD0h1FZ0KkzIav0EuMeUk4HEYoFILX61WlZe2HP/whPv3pT+PrX/86brrpJvzbv/0b7rzzTgwNDaGhoWHX46enp3HXXXfh7rvvxpNPPolXX30V9957L8rLy/Ge97xH0bno82oFaXvKJpMJCwsLoGkaZ8+eRXFxsYZntoPZbMbW1hZmZmZE9+gqXc/v92NiYgIlJSXo7OzUrPWBrCU04SkVSgVZDlyRZo5tNWNrK9F8xGZTLzqRm7pWW5C5/cnsyut0F3gBO0VeStmLqms+1BK6dETRmSjKyQIZIfOSn/zkJ3jwwQcRi8VQUlKCxx57DHfccYeo2QV8fOUrX8Gf/dmf4WMf+xiAnVnJzz33HL7xjW/gwQcf3PX4Rx99FA0NDXj44YcBAEeOHMHly5fx0EMPKRZlXf/1xIic1+vF+vo6KIpCV1dXWgSZoijGwP3EiROqFnQJEYlEMDMzg4aGBpw4cULzXsTe3l6Ul5ejo6NDV4KclS3+8VYr/8d7ayvK+18wGMfMfCThPy2YWk+f0cFeDp5Qs/I615T6cxX+1BcVr2P65P/a9TOtbDZJFH38+HG86U1vwvHjx5GTk4O5uTm88soruHz5Mqanp7G9vS16eEsmirKUaxkxL/n4xz+OmZkZfPzjH0dBQQG+/e1vo6mpCcePH8c//MM/SDqHSCSCK1eu4Pz58wk/P3/+PF577TXe51y6dGnX4++44w5cvnwZ0agyB0LdRspiIJXORUVFKCws1KQ9hwvZPw4Gg0xPnpaQArLt7W1UV1ejpaVF07VmZ2cRj8dx4MABtLa2arYWoK0gSyVbYI9aSJjLy/hvVNSovNaiHcogNXyCDKQu9FIDMVE0iaCTRdGZJspKzE6sViuKiopw7Ngx/OQnP8HGxgZeeOEFuFwuScdxuVyIx+O7DJAqKyuxsrLC+5yVlRXex8diMbhcLlRXV0t7MSwyUpQpimKKj06cOAGv18s0kWsJ8Xi22WxobGyE1+vVdD32nm5FRYXq+8ds2BOecnJyZLWQSYmStRZkoShZDYggy0ldvzqUh+pytc8ovaTLVjNdCIkxYS+8r+XuRafT0UsN1DAPIYW1drsd733ve2Ufi/s3TpUh4Xs838+lomtRNplMu9I2pNApGo0ydpmBQEDRTGUxLC0tYXBwkNk/np+f13RNn8+Hq1evoqCgAOfOncP4+LiiOcfJIO8pmfD0u9/9TvJaUtPWUtBakIWiZLXZEWT112LvJ7N7lDcie9MqosZ+sly4BV+pepRTCTKQnkg5GUJRtMfj2RVFx2Ix3biLiUFptbgawyjKyspgsVh2RcVra2uC9sFVVVW8j7darYo9MXQtylw2NzfR09MDh8OBjo4OpkAglc2mEthR+cmTJ1FevhPmKJk7nIq1tTX09fWhoaGBmWKl1Xp8E56krvWJf949gjE7iZBKiZL1JshCaetUvDqkXZZjr9F6jrJWiBFkYG8i5WQki6J9Ph9ycnKYojG9enQTlEbKPp9PUpsmH9nZ2ejo6MDzzz+Pd7/73czPn3/+ebzzne/kfU5XVxd+/vOfJ/zsV7/6FTo7OxXfFGWEKLPtMltbW9HY2JjwQZMz21gMkUgETqcTkUgE3d3dCYbqWqxJ0zSmpqYwNTWFY8eOJexLWCwWhMNhVdcTmvAkRZT5BBkAIhH+9yY727KrX1mN6mvAEGSC2p7XbOOQTEhdi2mPEivIgL7nKXOjaKfTCavVCr/fL2kveq9QYyCFGr4QFy5cwAc/+EF0dnaiq6sL3/zmNzE3N8f0Hd9///1YXFzEE088AQC455578Mgjj+DChQu4++67cenSJTz22GP4wQ9+oPhcdC/KZNCCy+USNMrQQiC3trbQ09MjOMRC7TVjsRgGBgawubnJ29alZqScasKT2WwWVe0pJMhCCEXPQqYi1iwLohxxF4qcDUE2EEsyQS6ubtr1s71OX0vBZDLBbrfv6vGdm5vD0NAQ45Sllyha6R64WuYh73vf++B2u/H5z38ey8vLOHbsGJ599lk0NjYC2CkqnpubYx7f3NyMZ599Fp/5zGfwta99DTU1NfjqV7+quB0K0LkoB4NBXL58mRl+IGSXybXZVAqxlDxw4ACam5t5P7hqinIgEEBPTw+sVqvgkAe1RFnMhCctUuXJ0tl8CEXPXJFOegwBodZKkLmV11xB1no/2eAaQtGylAiZoLf0dTLY1ddS9qL3KopWuqesps3mvffei3vvvZf3d48//viun91yyy24evWqKmuz0bUoT05Owm63o62tLekfjm2zqQSyf7y0tJTSUjLZ1CYpuN1uOJ1OVFdXJ32datwEiJ3wJEaUpUTJagmyEELRcywm/sZCSKjTHSGLbYeSYrGpFmJS11KLvLhuXlpVXcsRY0ImRcrJWqKS7UXvRRRN07Ru0td6QteifOzYMVERmxqCxbav7Orq4h3IzV1TSTRJ0zTm5uYwNjaGtrY21NfXJ3280uhVyoSnVGtlgiALHl8geo5E+F/vumu3EUAqodZDyvp3cxVorUrdM62V77XWIxvFEP7UF5H98P2KBBnYP6LMRkoUzfWbVvNcAShuiVLL+1ov6FqUxQoREWW5BRns/WN2VbeYNeVAURQGBwexvr6Ozs5O2O32lM9RIspSJzwR72s+pO4jS0FvvctC0TOfUAMAmoUFWYvUNRd2O5QYQb4eUCrIQGb1/so1D9mLSVdKRZmmafj9ft4tuExG16IsFiKiqXxU+VhYWMDw8DAOHjyIpqYm0R82EilLvREIhUJwOp2gaVrSWEk56XK5E56EbgDUKuxSA721ShUUWPHqUHq/Tnz7yWpXXhMyoepaDebn51FaWpqQKcukSFmNKVHpiqLJ9Wyv+5T1xr4QZXKnJUWUKYrCyMgIlpeXJY8klLsm6bMuLS1Fe3u7pDtEqelyJROe+ET5f/4j/16nRSC61TJtrUdB1hNiU9dqoOce5Zy49PfA7XZjYmICubm5TGQYj8czstBLLbSKoskNhJL3Vs3RjXpBX1cTDlJmmJpMJtGRpNT9Yz6IoIoVSpJC5uuzFoOU9LWSCU9kLXZLlJAgA0Ccp53JkmXh7VMWEmq1+pR5j60DQc70qmuxUbJWTl5ihlGoxcmTJxGLxbCxsQG3242RkRGEw2H4fD5kZWXB4XBoanerFK29r/miaI/Hw+vRnSqKVlrkRVGUESnrGbGuXmxXsGPHjsn+UBBRTXUjIKWiOxliRdnlcsHpdKKurg6HDx+WdReqZP9aKHIG+A1F+MxEAGGh1nIohVTUjpDFVF6/PFKMo438n3MtUtcrWbtnyWqBHlLX+eV1oCgKVqsV5eXlKC8vB03TcDqdMJvNWF1dxdjYGPLz85nI0Gaz6Sq1ne6BFDk5OaiurkZ1dbXkKFoN32sAxp6yXhFTeEX2j+VGq2xMJlPKNclEqXA4LDsiJ6Rai0x4Gh8fx9GjR1FbWyt7Lfb+dbIoedc5Sox4k6W4hYSar095rwxF0snLI8lHktYWbgDYSV0byIOiKOZmlGTfiMVtaWkp6urqEI1GsbGxAZfLhYGBAVAUldDrm5OTs2fnT9P0nk6JkhpFq2EcAsBIX6cTKaKZTLQoisLw8DBWVlZw+vRpxYbhYtb0er24evUqiouLcerUKckFaFySRa/sCU9nzpxBSUmJ4rWi0agkQZaKmnvOQkLN7VNOJtJa7SMrTV1zxVgoSjZQTk5ODuLxOFPASb5v5DtOURSysrKYka00TcPr9cLtdmNpaQkjIyMJkWFxcXFa96LJlpNeKsVTRdG5ubmIx+PY3t6WVdHt9/uRlZW1pzdCWqBrUZaCkKtXOBxGT08PKIpCd3e3qvtBQqK8srKC/v5+NDc348CBA6p8MYVEmTvhSWw1dzJMJhO+9p/J+6a5SImS9WYmYrWad/UpJxPpdBV2pYqOhdiLdig5+8nEOEQPqWtg5ztGokwizCsrK9je3kZDQwNzfSGPM5vNKC4uRnFxMZqbmxGJRJgZyAsLC2l3zGJH+XqDL4qemppittvkVHT7fD4UFBRkTBGeWPaNKPO5eimpdhYDt02JpmlMTExgZmaG11NaCRaLZVd6im/Ckxr884+lDfyVmraWgt7MRLKzzfD7E2/+5Ir07FLicdp+/3GRKsaj81bUHpF1CpqgB+MQpZjNZiwtLWF0dBQ33HADU4VNxJoINElvm0wmZGdnJ40M2Y5ZhYWFqouJnkWZS05ODoqKihCJRHD8+HFZFd1ElPcbuhZlJenr+fl5jIyMqLJ/nGxN8kWIxWLo6+uDz+cT9JRWAvsOnhSd8E14UorUlLWa+8hK2atWKa5IXzsfM2aXxBXM5edZUooxX+p6dN6KtxxZB2DsJ6vJ3NwcJiYmcPLkSWYIDvs7yP6Pfd1hR9F8vb5utxuzs7OwWCwoLS1FWVkZ7Ha74u0tcl6AtOvmXkL2lOVWdJN2KLVf78bGBj71qU/hZz/bMeN5xzvegX/9139Nui344Q9/GP/+7/+e8LOzZ8/it7+Vboera1GWAhFlsn+8urqq6v5xsjX9fj96enqQk5ODc+fOaWJJRy4I8XgcMzMzghOelPBnn3cL/i47e/dHRWtB1rJVSk/k5+3N60xlsfnMaic66tYEf6+0Rzn/zI2YOnCnomOoDU3TmJ6extzcHDo6OmCz2XY9hi/NTQRaKIrm9vpubm7C7XZjcnISwWAQJSUlTGSYn58vS2jIDXumiLKQ0YnQXvT8/DyGh4exsLCA/v5+VFVVKSqeFeIDH/gAFhYW8Mtf/hIA8Od//uf44Ac/uGt+Mpc//MM/xHe+8x3m33J1QPeibDKZRI0RtFqtCIVC+N3vfgeKotDV1aV5P6HFYsHW1haGh4dRW1uLQ4cOaZY6IscdGBiA1+vVJBpPRiSSGKVlZ1sFe5T5yBQPbCGkFoJlpaGSe3Re269vMkHej9A0jfHxcSwvL6Ozs1NU/yv5XrJ9C4jlb7Io2uFwwOFwoLW1FcFgkImip6amkJ2dzQi03W4XvS21l5XXchDTEsUXRV+8eBHj4+P47ne/i2g0ij/90z/FnXfeiTvuuEN2yylheHgYv/zlL/Hb3/4WZ8+eBQD8n//zf9DV1YXR0VEcPnxY8Lk5OTmoqqpStD4AZM5fMAXRaBQLCwvIz8/H2bNnNRdkmqYRCoUwNzeHtra2lJOslBIKhQDsFHZ1d3erLsjJomQufFEzIR6N7/oP2OlR5v4nxPUkyGKjZG7qmivIe5m6lmsaomWULNXNq6S2hcmwnTlzRrYhhdlsRlZWFrKzs5n/SIqWoijEYjFEIhHEYjEms5eXl4e6ujqcOHECN998Mw4dOgQAGBsbw8svv4ze3l4sLCwgGExuorIfRZlLTk4O7rjjDjz99NP43Oc+h1OnTqGpqQlf+cpXUFlZife9732KzunSpUuw2WyMIAPAuXPnYLPZ8NprryV97sWLF1FRUYFDhw7h7rvvxtqavJta3UfKYpibm8Pa2hpsNhuOHz+uefomHo9jcHAQgUAA9fX1inqCxUAmPJlMJrS3t6ueHpciyFJRw0wkmUhfD4LMhS3IZD9ZbVKlrpVysfKDaIBLs+NLpb+/Hz6fD2fOnFGlgwFIHUWz94BJ2tlisaCsrAxlZWWgaRqBQAButxtra2sYHx9HXl4eE0WXlJQkiLAavtfpJB6PK7qWBYNB1NXV4Qtf+AK+8IUvYGVlBbOzs4rOaWVlBRUVu29wKyoqsLKyIvi8O++8E+9973vR2NiI6elp/K//9b/wlre8BVeuXJHcsqV7UU6Wvmb359bW1qZlGDmZSWw2m1FZWal5mwN7wtPk5KTqx5cqyMmiZKUIpbj5jEQAfjORZCKtJ0GWgtGbrD1bW1s4ffq0aoLMB99eNImWuWluYlxSUFCAgoICpiWLFEANDQ0hHo8ntFxlWqSs1DyEa7FZVVUlmD5+4IEH8Pd///dJj/fGG28A4C+USzV4iB2hHzt2DJ2dnWhsbMQzzzyD//Jf/kvSdbnoXpSFCIVC6OnpAQB0d3djZWUFHo9H0zW5M4lHR0cVz3EWgm/C08zMjKrraS3Ie9EqxWckAmhvJiIVNaJkPjJhZOPFyg+Kfmy6fK8tFguTuiSRqhZtSwShKJprXMKOoq1Wa4Jxic/ng9vtxvLyMkZHRxnzk83NTRQXF+teoJVG9lJmKX/iE5/A+9///qSPaWpqQl9fH1ZXV3f9bn19XVJRbXV1NRobGzE+Pi76OYSMFGUijuXl5Th69CgsFgtvn7KakBarw4cPo76+nkk1RaMCs3UVIDThSYknNRe9CbKWrVJCCJmJcBEj0HtZ2KX2fvIzq52iHyt3P7mhUD+pa2Dnxj4UCsHlcsHlciUUXJWXl8PhcGjqlCUliib/FRUVoaioCE1NTYhGo5iamsLa2hr6+/tB0zQTQSsZr6glSr2vA4EAysvFeSqQG61UdHV1YWtrC7/73e9w4403AgBef/11bG1tobu7W/S5kWrx6upq0c8h6F6U2XeqNE1jfn6eqYIj4giI876WA9uis6Ojg+lZBOTNOE5FsglPaoqyFPQmyOkuBBMyEiFkZ5sR/f1jxIizlCg5Wepaq/1kJaQyDpESJaeb3Nxc1NXVoa6uDvF4nPG4Hh0dRTgcht1uR1lZGcrLyzUtJGVH0Wyrz2QtV1lZWSguLobf78epU6cS2oiGhoYSjEvkWFpqgdL0tc/nQ0tLi4pnBBw5cgR/+Id/iLvvvhv/9m//BmCnJertb397QuV1W1sbHnzwQbz73e+Gz+fDAw88gPe85z2orq7GzMwM/vqv/xplZWV497vfLfkcdC/KhHg8jqGhIayvr6OzsxN2uz3h90I2m0pgj3jks+iUOuM4FakmPKl1E/Dh/7U7PQMAlqzdH4frXZBTwY2ioykE3Go1w++Po6BA2nlp3f7EJVWRl5weZT0LMhe+gqv19XWsra0xk6LI77kFV2pCjivGuCQWizEibbPZYLPZ0NLSkmBcMjc3B4vFAofDgbKyMjgcDlWMS+SgRqSshaPX9773PXzqU5/C+fPnAeyYhzzyyCMJjxkdHcXW1o7RksViQX9/P5544glsbm6iuroat912G374wx/K6pLJCFHm7h/zFWOonb5mW1h2dnbyfnjUis7FTnhS4yZASJABIB7dfVMT4XmckFBf74Is5fh+v/jPTTJB3svU9fUCu+CqqakJsVgMbrcbLpcL/f39oCiKcefSelKUkHFJPB6Hx+OBxWJBJBJJalyytbUFt9uN6elpDA4OwmazMVF0Or2kle4p+3w+TWYpOxwOPPnkk0kfwy4+zsvLw3PPPafa+roXZY/HgytXrjDFVUJ/RDXT18vLyxgYGMCBAwfQ3Nws+CFVY00pE56Upq+TCTIffJEzsNtIhMDdtUom0tebIMuhuMiC0XnNl0kLeo6S7XUHJD3earWisrISlZWVoGka29vbcLlcmJ+fx+DgIIqLi5koWstJUeRaaDKZMDw8jFAohBMnTjA370J70Xa7HXa7HQcPHkwwLpmenkZWVhZzcyHFuEQOakTKWojyXqN7UQ4Ggzh48CAaGpIPW1dDIGmaxtjYGObn53HixAnefjU115Q64UnJemoJshB80TOf4xeBG4GrWeglVZDTgVTRLy5K/hqU7ienstgUg9wiL62RahyiBHaqmO1xvb6+jrm5OZjNZkagS0tLVU8VUxSFvr4+BINBdHZ2MgVd3GIxoVnRxLiE7KMT+8+xsTFmH51t/6n2uSttiTIGUuwBdXV1ovaKSfo6VT+ZENyKZ7EWe3IjVzkTnuSsR9M0PvI5aSYQaghy8uPvfq3JHL7YhiJa+GGnM20thlSCTOCmrvXaDqXnKFlt+DyuXS4XJicn0d/fzxSLlZWVyfa4JsTjcfT19SEcDqOzs3NXUSggreWKDMkoLS1NsP90uVyYmJhAbm5ugv2nktQzuWGQK8o0TcPv96fVajhd6F6UxUL+uPF4XPLdqM/nw9WrV1FQULCr4jnVmnIiV7kTnqSKMkVR+OjfSYuo9kKQkx8/8fFCRiIEYigiNlrOVEHWAi32k68nQebC9rg+dOgQAoEA03I1MTGBnJwcpppbqsjF43Emy9bR0ZHymiW15QoA8vPzkZ+fj/r6esRiMWxsbMDtdmNkZATRaDTBuESq6YoaYyaN9PUeIVaw5Iry2toa+vr60NDQgNbWVkXjIlNB0zQmJydlT3iSsl4kEvl9cVyT+OPrXJBTwY6ihUxE2BBDEbHCqbUg6wUx9ppKUtd661FOF/n5+WhoaEBDQwNTmLW+vo7BwUHEYjGmIrqsrCypyMViMTidTtA0jdOnT0sOQlJF0XwtV1arFeXl5SgvL2eiVJfLhZWVFaYanQi0zWZLKbbkOmakr3eje1EWC/nwiBUtmqYxNTWFqakpHDt2TFaTtxSRjMfj6O/vx+bmpuwJT2IjZRL5f/t54YkmStGzIIuBHUmraSKiBLFR8l73J5tMqae2Add3lJwKi8WSIHI+nw8ulwvLy8sYGRlBQUEBysvLUVZWBpvNxgQLsViM8cE/ffq0KoVY3ChazKzowsJCFBYWMsYlxP5zYGAANE0nRNF8xiXkuHIj5Xg8jmAwaETKesdqtYraf47FYhgYGMDm5ibOnj2L4uLkw+WFENs3TPyyLRYLuru7ZbvrmM3mlA5i6+vr6O3txXd+dQRA4nuRlSP855YaJUtBz4Iseg2rOaWJCCE726x52lqPrVCpjEMM+DGZTIw7V3NzMyKRCLOX63Q6AYDZx11YWEB2djZTZa02cmZFZ2VlJVSje71euFwuLCwsYHh4GEVFRYxAk2p0UuQld0/d5/MBgLGnvBeonU4OBALo6emB1WpVJJBkPfKhFbrj4/plK9lDSXYTQNM05ubmMDY2hsefP8r7mGiY/4YlK8ea0KOcSqC1HEqhR+SkocVG31areU/3kbXCiJLlk52djerqalRXV4OmaWxtbWF1dRWjo6OgKAo2mw1zc3N74s8tJoouLi5GcXExWlpamBsMt9uNhYUFmEwmppJbyXkHAjtFjUakrHNSibLb7YbT6UR1dbUq84/ZH1a+Y7EnPDU0NCj+8giZhxAr0NXVVUFBFoIveuYzEWHOIcvK9CmLEedMj5LT0b+87U2dbckk4VZLkNM1jELPmEwm5Ofnw+PxoLS0FIcOHYLH40nw5yb70Hvlz03TtGAUzb7BoCiKsf9cWlpCLBbDlStXmChayg2G3+9HTk7OnrmRacm+ekVCVpvsKLKtrQ319fWqrQfsLi7jm/CkBnx7ypFIBE6nE9FoFI/9UtoecrJ0Nh/cCFrIRISQnW1FPBoXLczXoyCLhQh3TZWVN3WtpB1KSur60nQFuluk9bzrGanGIekmHA7jypUrKCwsxLFjx2A2m5Gfn68rf25g96xooSi6pKQEJSUlsNlsGB8fR1VVFdxuN2ZnZ2G1WpliN7vdnlRwfT5fWt3H0onuRVnKm85ntUlRFAYHBwU9s5WeG7e4TGjCkxpwRdnv9zNf2H/5Mb81pxBKBTkV7Cg6mYnIteNntiDLQeoaNVV7/3VNJchG2lo9QqEQrly5ApvNxrv1pRd/biB5yxWfcUksFkNWVhZqa2tRW1vL9HS73W5MTk4iGAyipKQkwbiErQX7tfIayABRlgI3fR0KheB0OkFRlCjHLKmQNA35wCWb8KQG7NdHikDq6+tx6NAh4P9dEn2cdAqyuOPvCGYyAxEuUkQ5HYKsdbtUugRZTDuUEHoQ5HS6eWlJMBjElStXYLfbcfTo0ZTBCdefm1RE8/lzl5WVaTrKUYxxCfHnjsfjzHWU9HS3trYiEAgwe9HsNH1BQQFsNhsjympHyv/7f/9vPPPMM3A6ncjOzsbm5mbK59A0jb//+7/HN7/5TWxsbODs2bP42te+hvb2dlnnkBGibDKZEgzAhWCL1ubmJnp6elBaWor29nbN9lrImqkmPKkBuQGYm5vD6OgoM7ziT+5bVH0tgl57l1OZiBC0cADjkmn9y2yLzXSnrq/XHmUpBINBXL58GaWlpThy5Iisawm3Iprtzz00NISioiImza31KEduFO31ejE7O4v6+nrBNDfbuISk6d1uN7797W/jX/7lX3Ds2DGYTCbMzs6isbFRtXONRCJ473vfi66uLjz22GOinvNP//RP+MpXvoLHH38chw4dwhe+8AW89a1vxejoqKzqcBMtRu32mEgkIkqUBwYGkJOTg/z8fAwNDaG1tRWNjY2afuAuXryIiooKLC4uJp3wpAarq6sYGBgAAJw+fRolJSX4078UHyED+o2SxR9fmzQ3iab15vAFiIuSpewpJxPlZJFyMlFe9InbFpIiynIKvaRGynrbUw4EArh8+TIqKio0u7ln+3N7PB7N/bnZ+Hw+XL58GQ0NDWhpadkVRZPrPLtYjJ12pygKTqcT3/jGN/D8889je3sbhw4dwl133YV3vOMduPnmm1U5z8cffxyf/vSnU0bKNE2jpqYGn/70p/GXf/mXAHbe38rKSnzpS1/C//gf/0Py2hkRKYvFbDZjfX0dwWBQ1QIrISiKQiwWw9LSUsoJT0qJRqOYnJxELBbDzTffjLy8PLz/wlzCY6wpBNQQZGGINWeqVia2qKZjUpQe9pGBHUE20Ba/34/Lly+jurpasrugFNLpz83G5/PhypUrqK+vR0tLCwB5xiWnT59GR0cHtre38YMf/AAvvPACnn32WXzrW99STZTFMj09jZWVFWb2MrDz/t5yyy147bXX9q8oi0lfRyIRrK+vIxqNoru7W/WJJlzIhCeKotDW1qapIJO96qysLGRnZ/MKMgDEkrQyWbOsTJ+yGHG+ngQZEL/vTEQ7lZkIn2DrbR9ZqmHIfqq61htEsGpra3HgwIG0VRVr6c/NhhSl1tbWMoLMdy5ijUu2t7eRn58Pm82G97znPXjPe94j7w1QyMrKCgDsskyurKzE7OysrGNmhCinwuv14urVqzCbzZqMGOPCnvBUXFysabqH9FbX1taiqqoKV69e5RXkZHAjaCETEQIxExErzNeLIEuBK9jZ2WbeKFxIqPUSIQNGlKw1Xq+XiSAPHNjbdLpa/txsSAagpqZG9A1HspareDyOn/70p6Itjh944AH8/d//fdLHvPHGG+jslO9qx31NcqcVAvtAlFdWVtDf34/m5mZYrVZ4PB5N1+NOeLpy5YriOc5CzM/PY2RkBEeOHEFdXR28Xm9Km00uqVLaXNhRdDITEUJegbSKdr0JshzU3HcWSpcvrSS+98lEeq9HNv52phL1ZdwJ2fpHD/vJW1tbuHr1KpqamtDc3LzXp5NAKn/uwsJCRqDZ/txsAoEArly5gpqaGhw8eFC2UJEomqIo/OVf/iU2Njbwgx/8QNRzP/GJT+D9739/0sc0NTXJOq+qqioAOzrEnp+wtrYmeeAQISNEme8PSdM0JiYmMDMzw0xcWlhY0EwghSY8yR3fmGqtkZERLC0toaOjAw6HAxRFIScnB9/+ZZuqa7GRs+ecykCEkJ1t1VyQ5aBHQxG+Nbgizaa1SvISvKlrviIvI0rWDtIh0tLSomoFsRaI9ecmIp2VlcUUrVVVVSkSZAJFUbj//vvxi1/8AhcvXhSdVSDnpAXNzc2oqqrC888/j1OnTgHY2Up96aWX8KUvfUnWMTNClLnEYjH09fXB6/UmTFwScvRSSrIJT2qLMhnLFgwG0dXVhby8PKY68YN/uSzpWFKjZC2JRGIQ0xkpVbjZXI+GIllZJrw2mMP8u7s9rPYpJSVTo+S9hnjit7a2quYwmE74/LnX19cxMzODwcFBFBUVIRAIoKysTDVB/ru/+zs89dRTkgRZKnNzc/B4PJibm2NmVgPAwYMHGZ/ttrY2PPjgg3j3u98Nk8mET3/60/jiF7+I1tZWtLa24otf/CLy8/PxgQ98QNY56OeqLRK/34+enh7k5OSgq6sroQmez9FLKakmPIkdpyiGQCCAq1evIjc3F+fOnWNeD03T+NP7pLU+KUlbi0GrQjDi/mXJsiQ1E+FG0XoU5L3oX2YLNB9V5RZMQdze2V5Gyeloh9orPB4PnE4nDh06hLq6ur0+HcWYTCbGPrO1tZXJAFitVqytrWFzc1ORPzdN0/jiF7+IJ598Ei+++OKOWZJGfO5zn8O///u/M/8m0e+LL76IW2+9FQAwOjqKra0t5jH33XcfgsEg7r33XsY85Fe/+pXsCVYZ0accj8cRi8XgcrnQ29uL2tpaHDp0aFcloMfjQX9/P2655RZV1hUz4Wl4eBgmkwltbcrSyh6PBz09PaipqWH6E0lxg9YRsl4E+drx1Utz84m13NGN0s5Je0HOypIWfVSVJ3/d3PQ1W5SFKq+lRMpGj/KOE19fXx/a2tpQU1OT9vW1hhiflJeX4/Dhw6AoivHndrlcjD83mRWdyp+bpml8+ctfxiOPPIJf//rXuOGGG9L0SvaOjIiUaZrG9PQ0JiYmkhp0qJlKJrNAU014slgskouvhNY6fPgwGhoaEnxj3/+ZnbL6LJG2eIYgJyLW+SuZUOtpMAVBbUHmIiZK/u2MvEIWveB0OhlxyMlJnmFQg/X1dfT19eHo0aMJRUH7BeLVXVZWxgQWQv7cZBRlMn9umqbxL//yL/jqV7+K559//roQZCBDRHlmZgYzMzO48cYbYbPZBB+nhihLnfBksVgQCoVkrzU2NoaFhQWcPn0apaWlCc3zRJABIBoRF41IEeX9Lsh8CKW5owKpcq6hSCqBVquwKxlSBdmAH5vNhsXFRQwPD2tuO7m2tob+/n4cO3ZMdlWungmFQrh8+TIcDgfa2tp43z8x/txerxdzc3N417vehZ/+9Kf48pe/jOeeew4dHR178Kr2howQ5fr6elRUVKS8m2Xvwcr5UsmZ8GQ2m2XdCMRiMfT29sLv9+PcuXPIz89PcLGR2qRPIulkBiIEa5ZVd4KcDtTYd07l+AVIE+Z0CLKWUXImF3k1NzczlcQulwvr6+vMCEEi0GrMKF5ZWcHg4CCOHz+Oior9V81OImS73S7Jq5vPn/uZZ57Bt7/9bdx///3IycnBBz7wAaZuR8spV3pCf1dOHsROWxKabywGuROeLBaL5EIvMgGGFKuxbyaAnTvK//b/m5Z0TCmIEW5AeiStBL31LyvZd07m9MUmP1/791esICuZDpWJsPeTs7OzE2wnuTOKHQ4Hk+aWOmlueXkZQ0NDuOGGG1BeXq72y9hzyLznkpISUdOshDCZTLDZbPjjP/5jRKNRfP7zn8eHPvQhTE5O4vbbb0d+fj4+9KEP4R//8R9VfgX6IyNEWSxyRVnJhCepKXNSPFZVVcWkeUi6mhiwv/dTU6KPB4jfbyaITXGzbTmTGYlwo2i9pa31aigiJupmH1vrfWSAP0rmFnll+l5yMogrYGlpKQ4dOgS/389rmFFeXo7i4uKk14rFxUWMjo7i5MmTKC0tTeOrSA9EkMm8Z6Upf5qm8f3vfx/33Xcf/uM//gO33347gJ0M5iuvvAKX6/qYMLavRJk9QFtM4QZN05idncX4+LjsCU9SRHlxcRFDQ0M4dOgQGhsbEwq69CbIzPFFRMtswRYyFBESaj0Kst76l2MxClarGdFo8kYJY69ZXUwmEwoLC1FYWMjsgZI0N7H1Zae52YHAwsICxsbGcPLkSTgcjj18FdoQiURw5coVFBUVob29XZU9+B//+Mf4zGc+gx//+MeMIAM7mdLbbrtN8fEzhYwQZSl/cLG9yhRFYWhoCGtra4omPIkRZZqmMT4+jrm5OaZ4jF3QlcmCzCbZvrOQUMc51dHJRHo/OHwB2rVLsUU7K8uElXX+z6WcCNpgRxyIYQZ7utL4+DhCoRDT6hOJRDA3N8eMV91vEEEuLCxUTZB/+tOf4t5778UPfvAD/OEf/qEKZ5m5ZIQoS0GMSJIJT/F4HN3d3ZL3idikMg8h7mM+n48pHuMWdO13QeZDKHLmijQbdkmRGIG+Xg1FUkXMvGJdp20blJQe5UyAO12JpLlnZ2cRDAaRl5eH9fV1ABD0hc5EiCAXFBTg2LFjqhRfPfPMM/jYxz6GJ554Au94xztUOMvMZl+KcjKrTfaEp+PHjyuurEx2ExAMBpmRi6R4jFvQdT0Kshy4EXQyty9AelStxaQoLnrsXwYAR4lFlnuXniqv99rNq6CgAKurq4jFYujo6GAquolNI0lzl5aWajpVTkui0SiuXr2K/Px81QT5+eefx0c+8hE89thjezZ+UW9kxKdDrfQ1d8KTGnevQqK8ubmJq1evMm5gJpNp1/4xQWwb034hXYVgYo1D5Ow779VgimTIFeRksIu89nOBlxJomsbU1BTm5+fR0dHB2CtWVVWBpmkmzT05OYn+/v4ERyutx8yqRTQaxZUrV5CXl4fjx4+rIsgvvvgi/uRP/gRf//rX8b73vU+Fs9wf7J8r/e/hE0mhCU9arbe0tITBwUG0trYy01+EBPnd/3NM1DpEuK1Z1qRGItwoWm9Rst4qswlC5iFsSDStx8EUckglyAapIdPqlpaW0NnZyQwtIJhMJtjtdtjtdrS2tiIQCDDFYmNjY4yjVXl5OWw2my57cYkg5+bmqibIL7/8Mt7//vfjX/7lX/DBD35w36T31SBjRNlkMkGMTTdXJJNNeFIDs9kMmqZBURRMJhMmJiYwOzuLkydPory8nLegiyBWkAliBJYt2FnZ2bxRuNBxMl2Q5SAlSo5G4rscvnYdj0dM9bCPzEXPgizH91oKanleE0e+1dVVdHZ2ijIbys/PR0NDAxoaGhCLxZjxh729vQB2xh+SNLdYrwQtISnrnJwc3HDDDaoI8qVLl/De974XX/rSl/DRj37UEGQOGSPKYmHvKaea8KTWesDOh3doaAjb29s4e/YsCgsLeQu6CFoIMptk+85CQk36kpljJBFpPQqyHgxFuIJttZp5zUSEhDodgiyH/ZK6fmntGN5Vp1z0iR3v+vo6Ojs7ZaWhrVZrgqPV1tYWXC4XpqenMTAwgJKSEiaKFiP4ahOLxdDT04Ps7GycOHFCFUG+fPky3vOe9+Af/uEf8D//5/80BJmHfSfKZE9ZzIQnNSCifPnyZVitVnR1dSErK4uJjoFrBV2EvRRkKcfnijRzfJaZiBhxToflZqYZiohx/RIj0FrsI4tBT0Ve6YamaQwPD8Pj8aCzszPlpCMxsMcfHjx4EMFgkElzT05OIjc3lxFo7uAGLYjFYrh69SqsVqtqEbLT6cQ73/lO/M3f/A0+9alPGYIsQMaIspT09ebmJmZmZlJOeFIDr9cLYCctdeLEiYSCLpPJtOvDnCmCLHh8TvSczOmLQWf7yHo1FOFGz6kcv4ihiBRhliLIpMhrP0XJSqFpGoODg9ja2kJnZ6eidspk5OXlob6+HvX19YjH40yamwxuYKe51c4AkgjZYrHgxIkTijtUAGBgYAB/9Ed/hM9+9rP47Gc/awhyEjJGlMVAKh29Xi9Onz6dcsKTUlZWVtDf3w+z2YwDBw4krbCWg9aCnA6EHL74yM62pq2wSwp6b5dK5fRFqCzfm6+7nnqU33VafuqaoigMDg7C6/Wis7MzLeMegZ1Ao6KiAhUVFczgBtITPTg4CJvNlpDmVnLdicfj6OnpgdlsxsmTJ1UR5OHhYbz97W/HJz7xCfz1X/+1Icgp2DeizJ7wVFpaqqkgs6u5T5w4gcHBQWb/OJkgS42StUZvldlAcvOQnWNeu0ioObpRCCWDKcSSjnYpAPBspq4w50bSRpS8A0VR6O/vRyAQQEdHR9oEmQsZ3GCz2XDgwAGEQiEmzT01NYWcnBxGoO12u6S0MxFkk8mkmiCPjY3h7W9/Oz760Y/igQceMARZBBkjysn+mOwJT01NTdjc3NTsPLjV3IWFhTCbzQiFQsjPzxcU5D/66IDgMa05uyNcvaetU6FVIRhbtJPtavIJ9vUsyGJT3ES4yxz6rc7mkso4RA1B7uvrQygUQkdHhyYFo3LJzc1FXV0d6urqEI/HmfnEg4ODiMViTJq7rKws6XnH43HG6OTUqVOqCPLU1BTe/va34/3vfz+++MUvGoIskowRZSG4E54WFxdlzTcWQygUYu4ku7q6kJ2dDYqi4HA40NvbC5vNxqSZ2MUfyQQZAGLhRHmx5uxuZUomopkuyHJIlebmOn5lZ1t2mYmoXeyl1/5ludXZ+yVKVkI8Hkdvby+i0Sg6Ojp00aYkhMViQXl5OcrLy9HW1gafz4f19XXMz89jaGgIxcXFjEAXFhYyIkkEmaIo1QR5dnYWb3vb2/DOd74T//zP/6zL/mu9YqLFVE/pgFgsliC2QhOeVlZWMD09ja6uLlXXJ/acDocD7e3tMJvNCZaZ0WgUa2trWF9fh8fjQWFhIcrLy/Hp/y1tD4svak76eJYAihFnPQqyHg1F2IItJmLOVB9sPlJFyVIrr6XuKUvtU04WKXOjZCl7ykSs4vE4Tp06pWtBTkU4HIbL5YLL5YLb7UZWVhbKyspQWlqK+fl5RpDVsABdXFzEHXfcgT/4gz/Ao48+agiyRDImUmanPpJNeJI631gMxJ7zwIEDaG5uBrDboSsnJ4epliQj3v78b9yS1lEiyACSOn0JPScZUgVZDplgKCLG7SsdaWupaCHImYwUQY7FYnA6naBpGqdPn85Yv2pCTk4OamtrUVtbC4qi4PF4sL6+zlRzl5WVYWVlBeXl5Yr2y1dWVvC2t70Nb37zm/GNb3zDEGQZZNw7Fg6H8cYbb2B7extdXV27RqOpKcqkoKuvrw833HADWlpaAICJkIX2j7OystIuyGIgDl+p/pPL9WgoAoBx+Ur137VzSs8+slT2myDL3UsmLUEmk2lfCDIXMuEqFAqhoKAAnZ2dKCkpwdLSEl5++WW8/vrrmJycxPb2tqg2VMLa2hre9ra34cyZM/jWt76lShpciN/85jf4oz/6I9TU1MBkMuE//uM/Uj7npZdeQkdHB3Jzc9HS0oJHH31Us/NTQkZ92sRMeFJLlOPxOAYHB+HxeHD27FkUFRUltczUO1L2nWPRGK/D165jsiJprQVZDnrrX07Vd0zgirZeXb70jFxBJraSWVlZqvXo6g2KotDb24tIJMLsk9vtdjQ3NzPTrUjLldVqZaq5HQ6H4PvhcrnwR3/0Rzh27Bgef/xxzW9k/H4/Tpw4gY985COipktNT0/jrrvuwt13340nn3wSr776Ku69916Ul5frbjpVxoiyy+XCG2+8kXLCU6rRjWIIh8Po6ekBTdMJBV3EoSuVIKcq7OKidZSsVSEYEW22wxcXPrGWI8j7pX9ZjMCy3b6ys828Yp7sOJmcttba9zoZkUgkwed5vwpyX18fwuEwb+FadnY2ampqUFNTA4qisLGxAZfLhdHRUYTDYTgcDpSVlaGsrIwpZt3Y2MA73/lOtLS04Hvf+15a9t7vvPNO3HnnnaIf/+ijj6KhoQEPP/wwAODIkSO4fPkyHnroIUOU5VJQUCBqwpPVagVFUaBpWlYk6/V6ceXKFdjtdmZmKLugK9UeyfUiyMzxU+w784k1d+c7lUinu7BLDOlol0qGUNRNXL4IYgRaiiBrXeSlBnxRcqr95EgkgitXriA/P1+1SUh6g/Rak9auVOJpNptRWlqK0tJSHDp0CIFAAOvr61hZWcE3vvENPPPMM7jlllvQ09ODqqoq/OhHP9JVuxibS5cu4fz58wk/u+OOO/DYY48hGo3qqogvY0Q5Pz9f1BtH7m7j8bjkFMra2hp6e3uZaJwcR2y6+s4/dTL/3yoiGsx0QZYDX+SczPErO9uKeDSuaYHXXvtgC6FGdXYqt6/qyoy5BGhGOBzGlStXUFhYyNyI7zcoisLAwABjfiJVhEwmEwoKClBQUICmpiY0NTWhpqYG3/ve9zA8PAyHw4F7770Xb3/72/HWt7511wjLvWZlZWVXQFdZWYlYLAaXy4Xq6uo9OrPd7LtvJBHlWCwmWpRpmsbMzAwmJiZw/PhxZji5XEEGgFgKa0kxop3weB0KcjoNRVI5fe0c36K7fWQgPYIsh6wsE1wecfUXeklvp0LqXnIoFMKVK1dgs9k0HVyzlxBB9vv9qpmf5Ofn4z//8z9ht9uxtrYGp9OJ//zP/8Rf/dVf4fOf/zx6enpUOHN14V7DSfZTb7VBGSPKYt84s9nMpJzFQPxsXS4XbrzxRthsNskFXVxBTgURZK5pCO9jc7J16YGtR0MRYLdpCB9EuNMhyHLQY3U2Ee96be3kJcPuUZYqyMFgkNmqOnr0qO4uzmpABmj4fD50dnaqIsjBYBDve9/7QFEUnnnmGRQVFeHWW2/FrbfeioceekhTR0W5VFVVYWVlJeFna2trsFqtKC0t3aOz4idjRFkKYiuwI5EIenp6EI/H0dXVhZycHCY6BlIXdAHyBVksooRboeBdb4YiYoSbT7CvR9vNhOdYTRiYEv67HGtRVmCpFZXhX2N8fKeC2GazwWQyIRAI4MqVKygrK0NbW9u+FmSv16tahBwKhfCBD3wAgUAAzz33HIqKinY9htumqge6urrw85//POFnv/rVr9DZ2amr/WTgOhZlr9eLq1evwmazMYUdUgq60oWYfWd2b7E1y8prIiIUPWstyHLQQ/8ynyUn10QklUjvJ9vNLGvq53AFOyvLhFHs3qt765FlyeunIlmU3NzcjPX1dWb6UUlJCTweD6qqqva9IG9vb6s2QCMSieC///f/DpfLhRdeeAE2m02FM5WHz+fDxMQE8+/p6Wk4nU44HA40NDTg/vvvx+LiIp544gkAwD333INHHnkEFy5cwN13341Lly7hscceww9+8IO9egmCZIwoS/niWK3WpG1R6+vr6O3tRWNjIw4ePAgAsvqPtY6S1SwEExJqrqAnQ44g74f+ZSGSOX0RQxEpoqlXly8xgixlneeH+YtqrKx17jw0KXlNIaqqqlBVVQWKorC8vIyRkRGYzWYsLS0hFAoxftF7NflJbWiaxtDQEDPzWY3XFY1G8eEPfxjz8/P49a9/DbvdrsKZyufy5cu47bbbmH9fuHABAPChD30Ijz/+OJaXlzE3N8f8vrm5Gc8++yw+85nP4Gtf+xpqamrw1a9+VXftUEAGeV8DO3dqYk730qVLaG5uRlVVVcLP2X7Zx44dQ3V1teSCLkImCTIfcvadrVlWScKcDkHeD+1SVqtZt2lrtQVZCKuMdexFNM5VT+G3yy1JH0faoUi7Y11dHVpaWpgWn/X1dWxvbzMDG9SYS7xX0DSN4eFheDwedHZ2Ijc3V/ExY7EYPvaxj2FwcBAvvvgiKioqVDhTAyEyJlKWAl/6mvhlr6+vM37Zch26Ml2Q5UDWSOXyBexE1NerIMuFbRgiBFu4DZevHVIJMoG4ATY0NDDtjoWFhSgsLERzczMzsIE9l5gIdElJiW62s5KhhSDH43Hce++96O3txUsvvWQIchq4LkQ5EonA6XQiGo3i3LlzyM3NBUVRzGOuN0FOR7uUkMMXQWk19l4MphCDlu1SRLiFXL6SHU8PaWsh5EbJYnjX6SC2trZw9epVNDc3o6mpifdx7IENZC4xd2AD+U9vhUHAjiCPjIyoLsif/OQn8frrr+PFF1/clXk00IaMEmWTySQqfc3eU/b5fLh69SqKiopw+vRpRrDZPWpiBfn8+95I+RgL6wurtSDLYa8dvghs0bZkWXkNRISiZz0PptCaVGluIUtOqS5f+0GQAWBzcxM9PT1oaWlBY2OjqOew5xLTNI3t7W2sr69jZmYGg4ODsNvtzO/Zc9P3CpqmMTo6CpfLpZogUxSFv/iLv8BLL72Eixcvoq6uToUzNRBDRomyWIjwulwuOJ1ONDQ0oLW1FYC8gi4pxKPRlI+RKtaCx9GhoYhUkkXMQkLNNhIRI9CZ7IOtFDkuX4B0UdajIAPA1atX0draivr6eslrATs37TabDTabDQcPHkQwGGT2ocfGxlBQUMAIdHFxcdr3oWmaxtjYGNbX19HZ2anKTQJFUfirv/or/PKXv8SLL74o+mbGQB0yqtArGo0yPcTJGBoags/nw9bWFtrb21FTUyO7oIsgJkpmY5GY4uIKdaqoWY+CrNf+Za2j5HQJst6KwdjCrVdR7qwY1yzKi0ajcLvdWF9fh8vlgtlsZgQ62UQltSCCvLa2ho6ODuTn5ys+JkVR+NznPocf/vCHePHFF3Ho0CEVztRACvtOlCmKwm9/+1v4fD6cOXMGdrtd8cjFdAtyysf/XrDFCqfcSmsp6FWQxR87fS5f+0GQE56TQlz5jpkOQb6xahI1NTWS15EDRVHY3NxkouhwOIzS0lKUl5ejrKxM9XYrmqYxPj6OlZUVdHZ2qiLINE3jC1/4Ar797W/jxRdfxNGjR1U4UwOpZJQox2KxpKYg0WgUTqcTXq8XNpsNp0+fZiJkQNr+MUGvgiz68VlW3ewjs8nE6mzD5YvnOSrtPacSaamCDKSeDKUVNE3D7/dr1m5F0zQmJiawvLyMjo4OFBQUqHLO//RP/4Svf/3r+PWvf43jx48rPqaBPPbNnrLf72cmvTQ1NWFzc5NJVxMxvt4EmcBnHELgCrYhyMIYLl+c56hYDBaLCYuu1WrChtckS5j3ApPJpFm7FU3TmJycxNLSEjo7O1UT5Icffhj/+q//ihdeeMEQ5D1mX4iy2+2G0+lEXV0dDh06hMXFRUQiEcTjcWZAhVT0JshyECOwbMHmOnxJOY5Y9CjIchBKcxsuX9qx4U29ph6FW0y7VXl5OUpLS1O2W01NTWFxcVFVQf7a176Ghx56CM899xxOnz6t+JgGysio9HU8Ht9lnzk3N4fR0VEcOXIEdXV1oGkaGxsbuHLlCrKzs1FZWYmKigpJlZFaCzKgv/5lpfvOYiJmve0jX1tDf+1Senb5AvTdMgXsiPNepa/Fwm63Wl9fh9/vT9puNTk5iYWFBXR0dKgyr5imaXzrW9/C5z73OfziF79Ad3e34mMaKCdjRZmiKIyMjGB5eRmnT5+G3W5PqLCmaRoejwdra2tYX1+H1WpFRUUFKioqUFJSklSg9RYl7xdDkdxCaf2TehRkQD/V2VzRNgT5Gh+5JZD6QTqD3W61sbGR0G7lcrkwPz+Pzs5O1QT53//93/FXf/VX+PnPf45bbrlFhVdgoAYZKcqkoCscDuP06dPIy8tLWtBFURQ8Hg9WV1exvr4Ok8nECLTdbhdMb29ubuK//Y/xpOdkCLLINUTuPZNoWi/7yFwyrTo72bEMQdYv7HartbU1UBSFiooK1NTUKG63omka3//+93HhwgX89Kc/xVve8hYVz9xAKRklyqTt4OrVq8jPz8eJEydgsViYdicgdYU1Ocba2hpWV1dB0zTKy8tRUVGB0tJSRqCXl5cxNDSE1tZWNDQ0JD0vsdab6Sjs2u/9y2q5fOlVkIH0V2fL6UsWi1y/bbmivB8Emc3MzAymp6fR2tr6/7V35nFNXfn7fwLIKvsSZSkgogIuECgWrbhWpQqBuuDYVmvVKW2nbrVVv+23OnaxVedr1SnWatW2rkVArXUflSpaLasKCAqCiJCwEyBAlvP7w9+9A4hCwk0IcN6vl6+ZXm9uTgzc555zPp/nYSu6O9tuFRMTg/fffx9Hjx7F1KlTNTTylkRHR2PTpk0oLi6Gj48Pvv32W4wZM+aZ5x84cAAbN27EvXv3YGlpialTp2Lz5s2wtbXVyni7km4lyuXl5bhx4wYcHR0xZMgQAGhRYa1qQRchBNXV1RCJRBCLxZDJZLCzswMhBOXl5Rg+fDjs7Ow4GXvIG2kqiTIV5I7TWqg14fKlq4IMaKdlqk8fHp0la5mCggLk5eXB398fFhYWADrfbnXs2DEsXrwYhw8fRmhoqFY+x5EjR/Dmm28iOjoao0ePxs6dO7F7925kZma2OeG5evUqxo4diy1btiA0NBRFRUWIioqCp6cn4uPjtTLmrqRbiXJ9fT1KSkrg5OTUaYeu1hBCUFVVhaysLNTX14PH48HOzg4ODg6wt7eHgYFmq6VD377T4r91vbCrQ++hw+1SqohybxdkQD2/bCrI6tOWILdF83ar8vLy57ZbnTx5EgsWLMAvv/yC1157TRsfAwAwcuRICAQC7Nixgz3m5eWF8PBwbNiw4anzN2/ejB07diA397+Z2tu3b8fGjRtRWFiolTF3Jd1KlAkhbKYyl4IM/DdJCgCGDx8OuVzOzqDr6upga2vLCrShGoLGBRHv5rR5nAqyKu+heZev3ijIT73mGeL6vGtRQX7Cw4cPkZubC4FAAEtLyw6/rnm7VWlpKerr67Fnzx5MnToV1tbWeOedd7Bnzx5ERkZqcPQtaWpqgqmpKWJiYhAREcEeX7p0KdLS0pCQkPDUa65du4bx48cjPj4eISEhEIvFmD17Nry8vPD9999rbexdRbfqUyaEdNoysy1qa2uRmpoKS0tL+Pj4sEUUffv2hYeHB+rq6iAWi/Ho0SNkZWXB2tqaLRTj2j7vecTvaN+HdtaSPM7fVxcFWR1U3XdualLA0FD/KdOQ5nCRt9xbBBnoWBiGquLckwS5sLBQLUEGnk63evjwIRwdHbF582Y8evQIXl5eEIlEyM/Pf2aEJdeUlZVBoVCAz+e3OM7n81FSUtLma0aNGoUDBw4gMjISDQ0NkMvlCAsLw/bt27Ux5C6nW4nyrl27cO/ePQiFQvj6+nIiyOXl5bh16xZcXFzg4eHR5jXNzMzg7u4Od3d3SKVSiMVilJSUIDs7G5aWlmwvNBeRaZ0lZlvboe/Mg8e2GCeVrtfVSVHPQlfapdpz+dJGnGNPoLn4P8/di6Ezs2pd5dGjR7h//z78/PxUFuTW8Hg8uLq6YubMmTh8+DC+/PJLGBsb4/jx4/jwww/h7e2NmJgYrQVOtL6vEkKeef/OzMzEkiVL8Nlnn2HKlCkoLi7GRx99hKioKPz444/aGG6X0q2Wr//zn/9g586dOH36NOzs7BAWFobw8HC8+OKLarl2FRYWIicnB97e3ujfv7/Kr29sbIRYLIZYLEZlZSXMzc1ZgebCIJ4rKioqkJ6ejhdeeAEDBgxo92Fm7spH7P/vCcEUT95Hd6uzqRe2+gK7eKJuG4R0lEePHiEnJwcCgQBWVlacXPP69euIiIjAN998g6ioKPb3vqqqCqdPn0Z4eLjG86DVWb5+88030dDQgJiYGPbY1atXMWbMGDx+/Fite3V3olvNlCdOnIiJEyeivr4eZ8+eRWxsLCIiImBubo6wsDAIhUIEBQW128PHRJ41Nx5RByMjI7i4uMDFxQVNTU1sT+H9+/dhZmbGCjQXzf7qwrR2eXl5dTgx5+Dm50fdzVvT9rKTOsvWqtLTBBkA5PL240gZUaWC/F96iiAXFRUhJycHfn5+nAnyX3/9hRkzZuCLL75oIcgAYGVlhb/97W+cvE97GBoawt/fH+fPn28hyufPn4dQKGzzNfX19U8V1jL39G40h1SbbjVTbouGhgZcuHABsbGxOHHiBAwNDTF9+nRERERg9OjRT3nJyuVy3L59G1KpFL6+vhqZ0cpkMpSVlUEsFqOsrAwmJibsHrS5ublWgtAJIcjPz0d+fj6GDx+u9f6+hevK2j1H1wq7/vs+3bNdqi3B1mVBVve9gJ4jyI8fP8bdu3fh5+en9uSgNWlpaZg2bRo++eQTfPjhh1q53zwPpiXq+++/R1BQEH744Qfs2rULGRkZcHV1xZo1a1BUVISff/4ZALBv3z4sXrwY27ZtY5evly1bBj09Pdy4caNLP4s26Pai3ByZTIZLly7h6NGjOH78OJRKJaZNm4aIiAiMHTsWhYWFmD9/Pv7nf/4Hr7zySrvm71ygUChQVlYGkUiEsrIyGBoasgJtaWmpkV8YxoK0rKwMfn5+MDc35/w9uODvX1apdL6u7CO3pju5fLV3HXVFks6SVYcRZF9fX9jY2HByzTt37iAkJAQffvgh1qxZ0+WCzBAdHY2NGzeiuLgYQ4cOxZYtWxAcHAwAeOutt5Cfn4/Lly+z52/fvh3ff/89Hjx4ACsrK0yYMAHffPMNnJxUq4npjvQoUW6OXC7HlStXcPToURw7dgwSiQR6enoYOXIk9u3b1+lCCnVgWhYYu099ff0Wdp9c/AIxKwENDQ3w8/PTieIzdWku2r1ZkAHtVWibmKjxeaggq0xxcTGysrIwYsQIzlaxsrKyEBISgnfffRfr1q3TGUGmqEaPFeXm/Prrr3jrrbcwcuRI5Obmorq6GlOnTkV4eDheeeWVLinKUiqVqKysZAWaEMIKtI2NjVqFa42NjUhNTUWfPn0wfPhwrawEdAWEEOTl5eHhw4eITXqxzXN0fR9ZpffRsZap5oKqbUEegJOsZ4CdnV2XeQZ0hpKSEmRmZnIqyDk5OQgJCcH8+fOxYcMGKsjdmB4tyoQQfP311/jqq69w4MABhIWFQalU4ubNm4iNjUV8fDxKSkowefJkCIVCTJ06tUuWepm4SaaSW6FQtPDj7oj5PNPyZG1tDW9vb7VEvTtACEFWVhbKysogEAjaLaJb+m3HZlXddR+5LXShGOx5Yq2uKC+aUM96BpSWlkIikcDS0pI19dGljodnIRKJkJGRwamFb15eHqZOnYrZs2dj8+bNPfZ3v7fQo0VZqVRi2bJlePvtt+Hr69vm36elpeHo0aOIi4tDQUEBJk2aBKFQiFdffVVje77Pg/HjZgS6qakJdnZ24PP5sLW1bdPuk2l5el6vdU9AoVDgzp07qKurg0Ag4Gxp/qPoJpVf09tdvoDOF4Sp+vrWy9YNDQ2se1VFRQUbdajNgkpV0IQgFxQUYOrUqQgNDcW2bduoIPcAerQoqwIhBHfu3MHRo0cRHx+P7OxsjB8/HuHh4Zg2bRpsbGy6RKAlEgkr0FKpFLa2tuDz+bCzs0OfPn3YlqfBgwfD2fn5rUzdGSaukxACX19frS9bNhduOkvWfstUe/vITNQh0/HA5Kfb29s/N55VW4jFYty+fRvDhw+Hvb09J9csKirC5MmTMXnyZOzYsaPLPyOFG6gotwEhBNnZ2YiNjUVcXBxu376NMWPGIDw8HKGhobC3t++Sp/Da2lpWoGtra2FiYgKpVIqhQ4eiX79+Wh+PtmhsbERKSgqMjY0xfPjwTmXJcg3Tn/7vU8/+96eCrH7LFAC8N7VBpfOZ/HRmFq1QKGBnZ8dGHWo6XKY1jCAPGzYMDg4OnFyzpKQEU6ZMwcsvv4zdu3fr1O8EpXNQUW4HpqiIEejk5GQEBQUhPDwcYWFh6N+/v9YFWqlUIiMjA6WlpTA2NkZ9fX2X+XFrmrq6OqSkpHSLvXK5XP7UbI1ZTrWyssK6Xzo2dirI/0VVQW4NIQQ1NTWssU99fT1sbGxYj2hNdyeUlpbi1q1bnAqyWCxGSEgIBAIBfvrpJ60/ZFA0CxVlFWBM3uPi4hAXF4fr168jMDAQQqEQQqEQLi4uGhdohUKBW7duQSqVws/PDyYmJmhoaIBYLIZIJEJ1dTVb/OLg4KBxGz1NUl1djdTUVDg5OWHgwIE6t0f4PJjZGlOURAhhBdrGxqbFzIZ58CssLMTFgnE6a7sJdD9Rbk3zLOLq6mqVsohVhRHkoUOHPhXIoC5lZWWYNm0ahgwZgoMHD/bYDoveDBVlNSGE4PHjx4iPj0dsbCyuXr0KX19fVqA74jGtKo2NjUhLS4O+vj5GjBjR5i9kY2MjSktLIRKJUFlZib59+7J2n2ZmZpyOR5OUl5cjPT0dHh4ecHV17erhdAomq5sRaKZ4j1lOzcvLQ0lJCfz9/dutJl9/4GkxpbNk9WhujVtRUQFjY2P2wamzRZ5lZWVIT0/nVJArKysxffp0uLq64tdff+2W7WCU9qGizAGEEIjFYhw7dgyxsbG4fPkyvL29IRQKER4ejkGDBnVaoJllXCsrK/j4+HRoGVcmk7ECXV5eDjMzM3YG3bdvX52deTLFa+oGhegyhJCnagP09PTg7u4OJycnTrYevo55/nImFeSnUSgULbYeeDweO4NuvbLRHswDpbe3N2e1HtXV1QgNDQWfz0dcXFyP2qKitISKMscQQlBRUYHjx48jLi4OFy5cgIeHB4RCISIiIuDl5aXyvmhlZSXS09Ph7OysdsuTXC5nZwVlZWUwNjZmBdrCwkJnBPrhw4e4f/8+p20juohSqcTt27chkUjQr18/VFRUoKamRitbD5vjVZth9XRBbo1SqURVVRX7+yKTyWBra8uK9POWjBlB9vLy4uyBUiKRIDw8HObm5jhx4kS3dumjtA8VZQ1TVVWF3377DXFxcTh79iycnZ3ZGfSIESPaFWjG/WfQoEGctTwxftyt20f4fH6X9GYDTx5m7t+/j6KiIk7yZHUZhUKB9PR0yGQy+Pn5scuQTBQo03fbt29fdjlV2ysbzYW7t4lyc5qvbJSWlqK2thZWVlZsu1XzB6eKigqkpaVxKsh1dXWYMWMG9PX1cfLkyW61BUVRDyrKWkQikeDUqVOIjY1lM6EZgQ4ICGgh0EqlkrWSHDZsGGe9ja1RKpXssl1paSl4PB4r0FZWVlqpdlYqlcjKykJFRQUEAkGPvvEw/dY8Hg++vr7PrJxtnTRmZGSk8SATVdl6su0l1J4iyG0hlUrZQrHKykp2S8jIyAjZ2dkqRaR25L1mzpwJmUyG06dP62ywDIVbqCh3EfX19Thz5gxiY2Px+++/w8LCgs2EDggIwLvvvova2lrs3r0bFhYWWhkT48fN7HcyFcN8Pl9tP+72YKrJe0KARns0NTUhJSUFRkZGKvVbN9/vLC0thZ6eXosgE11sE6urq8NPV1TzddZ1QW4N8+BUVFSEyspK9OnTB/369WNb4DrzvTQ0NGDOnDmoqanB2bNntbJyFB0djU2bNqG4uBg+Pj749ttvMWbMmGee39jYiPXr12P//v0oKSmBs7MzPvnkE7z99tsaH2tPhoqyDtDQ0IDz588jNjYWx48fh6GhIQwMDPDFF19gxowZXdKH2LxiWCwWQy6Xq+zH3R4ymQypqansrLEnt3c0NDQgOTkZ5ubmGDp0qNo3bObBidnvZHzSmUpuXTCRqK2tRXJyMhwdHdttZYs+8+QhrLsJMkNVVRVSUlIwcOBAmJiYsLNopVLJfi/Pssd9Fo2NjXjjjTcgEolw/vx5znKWnweTeRwdHY3Ro0dj586d2L17NzIzM/HCCy+0+RqhUAiRSIQvvvgCAwcOZO8To0aN0vh4ezJUlHUIsViM6dOnQyqVIiAgAL///jsAsJnQwcHBXdIGwRgwML3QTEsPk9SjzkNDQ0MDUlJSYGpqimHDhumEmGgKpnLe1tYWXl5enC09N/9exGIxGhoa2ASl9gqSNIVEIkFycjJcXFw00haoS1RVVSE1NRWenp4t6j0Y/3pGoKVSaQvDkudVTstkMsybNw/5+fm4ePEiZylS7TFy5EgIBALs2LGDPebl5YXw8HBs2LDhqfPPnDmDOXPmIC8vj7MsaMoTqCjrCPfu3cPUqVMRGBiIffv2wcjICHK5HH/88QebCd3Q0IBp06YhPDwc48eP75Kl3uaFLyKRiL3h8Pn8DgsBk2hla2uLIUOG6OTyK1dIJBKkpKSgf//+8PT01JhIEULYBCWm1YpxedOGcxUA1NTUICUlBS+88AIGDBig8ffrSqqrq9kZsouLy3PPZQxLxGIxampqYGFhwX4vzesn5HI5Fi5ciKysLFy8eJEzB7D2aGpqgqmpKWJiYhAREcEeX7p0KdLS0pCQkPDUa9577z3k5OQgICAAv/zyC8zMzBAWFobPP/+8WxsW6QLUn01H0NPTw/z58/Hpp5+yImVgYIAJEyZgwoQJ2L59OxITExEbG4vly5ejuroaISEhEAqFWs2E5vF4MDc3h7m5OTw8PFghePjwITIzM2FjY8Pud7Y1q6+qqkJaWlqn2ru6C8xMys3NDW5ubhr9rDweD3379kXfvn0xYMAAtiBJJBIhOzubda7SlIkMI1Lu7u5wc3Pj/Pq6BPNZPTw82hVkADAzM4OZmRnc3NxYc5/S0lLk5ubi5s2bePz4McLDw3Ho0CHcuXMHly5d0pogA0+MThQKxVMmJ3w+HyUlJW2+Ji8vD1evXoWxsTHi4+NRVlaG9957DxUVFdizZ482ht1joTPlbgiTCc0kWolEIkyePBnh4eGYOnVqu65QmkIqlUIkErEzAqZ1xMHBAcbGxigtLcXt27fh6enZoZtZd4bpVx04cOAz9+S0RXPnqvLycpiamrLfCxcRh8zDh4eHR5d/Vk1TU1OD5ORkTj6rXC7H6dOnsW/fPly5cgVNTU2IjIzE3LlzMWHCBK0ZhDx+/BhOTk64du0agoKC2ONffvklfvnlF9y9e/ep10yePBlXrlxBSUkJW4QWFxeHmTNnoq6ujs6WO0HPXTfswejp6eGll17C5s2bce/ePSQkJGDw4MH48ssv4ebmhsjISBw6dAjV1dXQ5jOXiYkJ3NzcEBgYiJdffhkODg4Qi8W4evUqrl69ivT09F4hyGKxGOnp6RgyZIhOiJShoSGcnJzg5+eHcePGYcCAAaivr0dSUhKuXr2K7OxsVFZWqvWzUlFRwS7j6sJn1SSMIA8YMICTz2pgYIBp06bB2dkZfD4fP/30E6ytrREVFQU7OzssXryYg1G3D1Mg2HpWLBaLn2kR2r9/fzg5ObWoCvfy8gIhBI8ePdLoeHs6dKbcg2AyoWNiYhAfH4+cnBxMmDABQqEQ06dPh7W1dZdkQufm5qKgoAB9+/aFRCJB37592V7ontaTzFiEcpkKpCmYHnVmFg2gRYV9e3v9zGrA4MGD4eTkpI0hdxlMARuzFcEFSqUSq1atwm+//YbLly+z+/CEEKSlpeH+/fuYNWsWJ+/VHiNHjoS/vz+io6PZY4xVcFuFXj/88AOWLVsGsVjMrswdP34cr732GhsrS1EPKso9FEII7t69yy5x37lzB8HBwQgPD8f06dO1kglNCEFOTg5KSkrg5+cHCwsL1o+bWUo1MTFhBVqX/bg7QmFhIe7du4cRI0ZorWqWK1q3wMlksudW2JeVleHWrVuculfpKowgu7q6wt3dnZNrKpVK/O///i9+/fVXXLp0CYMGDeLkuurCtER9//33CAoKwg8//IBdu3YhIyMDrq6uWLNmDYqKivDzzz8DeFKs6eXlhZdeegn//Oc/UVZWhkWLFmHs2LHYtWtXl36W7g4V5V4AM1tlMqFTUlIwatQoCIVCjWVCM5nP1dXVEAgEbRaiyeXyFq5VhoaGbKKVLvlxd4QHDx4gPz8ffn5+sLKy6urhdApCCCQSCSvQ9fX1rPezg4MDqqqqcPv2bfj4+HAWuKCr1NbWIikpidOKckIIPv/8c+zbtw8XL16Et7c3J9ftLNHR0di4cSOKi4sxdOhQbNmyBcHBwQCAt956C/n5+bh8+TJ7/t27d/HBBx8gMTERtra2mD17Nr744gs6S+4kVJR7GUwmNCPQN27cQGBgIOsmxkUmtFwux61bt9DU1AQ/P78OFay0dq3S19dvYfepqwLNeHY/fvwYAoGgR1ohNm/pqa6uBvBkT9HDw6NH34AZQXZxcYGHhwcn1ySE4JtvvsGOHTtw8eJFDBs2jJPrUnoO3UKUVbV/S0hIwIoVK5CRkQFHR0d8/PHHiIqK0uKIuwdMJnRcXBxiY2ORmJgIX19fhIeHQygUwt3dXWUxbGpqQmpqKgwMDDBixAi1jEWUSiUqKirYmRoTo8fn83XKVpLZIigrK+vxnt3Ak/3yjIwMODk5ob6+ns3rZiq5zczMdPbhSVXq6uqQlJTEtu5xASEE3377Lf71r3/hwoULEAgEnFyX0rPQeVFW1f7twYMHGDp0KBYvXox33nkHiYmJeO+993Do0CHMmDGjCz5B94AQApFIxGZCJyQkwNvbmxXojmRCS6VSpKSkdNpKsjlMjB5jVsL4cXe0GElTMMvzNTU1EAgEPXrGCDxpm7l7926LSM3W9QG6GgeqKowgOzk5cdZLTwjBd999hw0bNuDs2bMIDAzkYKSUnojOi7Kq9m+rVq3CiRMnkJWVxR6LiopCeno6rl+/rpUxd3eYTOhjx46xmdCenp4tMqFb36gY5yo+n4/Bgwdr5IbM2BcyvdAymYwVaG36PjcP0RAIBD0+cP7Ro0fIycmBr6/vMy0V29p+YL4bXVrdaA9GkDvi291RCCHYtWsX1q5di9OnT1NvaMpz0WlRVsf+LTg4GH5+fti6dSt7LD4+HrNnz0Z9fX2PDj3QBIwQnjhxAnFxcTh37hxcXFzYyMnhw4fj7Nmz+Oqrr/Djjz9q1Eqy9biYYiSRSISGhga2Wtje3l5jIR5yuRxpaWlQKpXw8/Pr8T9PTEW5n59fh4MRWqeNMeEMXIaZaAKmd7tfv36c/RwTQvDTTz9h9erVOHnyJFs4RaE8C5222VTH/q2kpKTN85lK357evsE1PB4PVlZWmDdvHubNmweJRILff/8dsbGxmDx5MmxtbSESiRAVFcXZzKKj47KwsICFhQVr9ykSiZCfn4+MjIwWwQxchXg03y/39/fXWXHhioKCAuTl5UEgEKhUUa6npwdbW1vW27y6uhpisRg5OTlobGyEnZ0dG86gKw81jCDz+XxOBfnAgQNYtWoVjh8/TgWZ0iF0WpQZWv+CEEKe+0vT1vltHaeojrm5OebMmYM5c+bg3//+Nz766CO8/PLL2Lt3L+Li4hAWFobw8HCMHDlSa6LV3Pe5uR/3o0ePkJWVxQYzMGH06tDY2Ngi1aq7LMeqC9PiJRAIOpXlyzzUWVlZwdPT8ymvdC6+m84ilUqRnJwMPp/fodqJjkAIQUxMDFasWIGjR49iwoQJHIyU0hvQaVFWx/6tX79+bZ5vYGDQ7QwddBVCCL744gv83//9H86dO4cxY8ZAKpWymdCzZ8+GsbExQkNDERERgVGjRmk1E9rMzAzu7u5wd3eHVCqFWCxGSUkJsrOzYWlpySZadbQ4i7lpW1lZwdvbu8cLcl5eHh4+fIiAgABOW7zaCs1o/t0w6UkODg5aC1iRSqVISkqCvb09Z4IMAMeOHcP777+PI0eOYOrUqZxck9I70GlRNjQ0hL+/P86fP99iT/n8+fMQCoVtviYoKAi//fZbi2Pnzp1DQECAziyVdXekUimuXbuGP/74g+2zNDExQVhYGMLCwtDU1ISLFy/i6NGjePPNN8Hj8TB9+nRERERgzJgxWs2ENjExgaurK1xdXdHY2Mjuc+bk5MDc3JzthX6WCNTW1iIlJQUODg4aK2DTFRiTmaKiIgQEBGg82KT1d8NUct+/fx9mZmZsG5ymnN6Yhy07OztOv9uTJ0/i73//O/bv34/p06dzck1K70GnC70A1e3fmJaod955B4sXL8b169cRFRVFW6K6CLlcjoSEBDYTurGxEdOnT4dQKNRqEk5rWicnmZmZtfDj5vF4bD5wb4iZJITg3r17KC4uRkBAQJf2XLd2euvTpw87g+bKSKahoQFJSUmwsbFps5tAXc6cOYM333wTe/bsQWRkJCfXpPQudF6UAdXt3xISErB8+XLWPGTVqlXUPEQHUCgUSExMZP24JRIJmwk9adIkrS1ZtkYmk7UQAWNjY1hYWKC0tJRdBu/JEEKQnZ0NsVgMf39/nTJBUSgUrJFMaWkpayTj4OAAGxsbtbYSNCXIFy9exJw5c7Bjxw688cYbPfohjqI5uoUoU3oeSqUSN27cYAW6tLSUzYSeMmVKl2VCKxQK5OXloaCgADweD0ZGRuwszdLSssfdaJu7kgUEBOi0CUpzI5nS0tJ2QzPaorGxEUlJSWx9AFff5x9//IFZs2Zh69atWLBgQY/7OaFoDyrKlC5HqVQiJSUFR48eRVxcHB49eoRJkyYhPDwcISEhWnWHEolEuHPnDnx8fGBvb9/C7pPx42YMMbr7jZcQgszMTFRWVsLf31+nBbk1rUMzpFIpbGxsntsGxwiypaUlfHx8OPv+rl+/joiICHzzzTeIiorq9j8XlK6FijJFp1AqlS0yoe/fv89mQk+bNk2jYlhUVITs7GwMGzYM9vb2T42rsrISIpEIpaWlIISwAq3uMmpXolQqkZmZierqavj7+8PY2Lirh9QpmFYrsVgMiUQCKysrVqBNTEzQ2NiI5ORkWFhYcCrIf/31F4RCIdavX48PPviACjKl01BRpugshBBkZWWxS9wZGRkYO3YsmwltZ2fH2U2QMcrw9fVt17mKyR5m7D4VCkW3cKxiYB58amtr4e/v3+NsQhsaGtgl7srKSpiZmaGxsRGWlpbw9fXl7GcmNTUV06dPxyeffIIPP/yQCjKFE7rX472OEx0dDXd3dxgbG8Pf3x9Xrlx55rlxcXF45ZVXYG9vDwsLCwQFBeHs2bNaHK3uw+Px4O3tjc8++wwpKSnIyMjAxIkT8dNPP2HgwIGYNm0adu7cieLiYqj7bMm0AT148AACgaBDVpI8Hg/W1tYYMmQIxowZA4FAAENDQ+Tk5CAhIQG3bt1CSUkJ5HK5WmPSJEqlErdv30ZdXR0CAgJ6nCADgLGxMV544QX4+/sjKCgIMpkMenp6qKiowLVr13Dv3j1UV1er/TMDALdv30ZYWBg++ugjrQqyKveY5iQmJsLAwAC+vr6aHSCl09CZMkeomma1bNkyODo6Yvz48bCyssLevXuxefNm3LhxA35+fl3wCboPhBAUFBSwmdA3b97EyJEj2UxoZ2fnDt0km1cdCwSCTheXEUJQW1vLzqClUmkLu8+u7pNngjQaGxvZB4meTFNTE5KTk2FmZoahQ4eCENKiyr55jYCVlVWHtyAyMzMREhKC999/H2vXrtWaIKt6j2Gorq6GQCDAwIEDIRKJkJaWprExtnZbbM99kfI0VJQ5QtU0q7bw8fFBZGQkPvvsM00Ns8dBCEFRURHi4uIQFxeHxMRE+Pn5sZGTbm5ubd4UlEolsrKyNFrkVFtby+5z1tbWsoVIDg4OWhdEhUKB9PR0yOXyXhGkIZPJkJycDBMTkzZtUZtndjM1Akwl9/O2ILKzsxESEoIFCxbgq6++0qrgqHuPmTNnDjw9PaGvr49jx45xJsr37t2Dp6cn+98KhYL9d6utre2yDoruDl2+5gDmiXzy5Mktjk+ePBnXrl3r0DWUSiUkEskzo/EobcPj8eDs7IwlS5bg0qVLKCwsxIIFC3Dp0iX4+fnh5ZdfxqZNm5CTk8MuV0qlUmzcuBFVVVUabQNi7CRfeukljBo1CjY2Nnj8+DH++OMPJCUlobCwEA0NDRp57+YoFAqkpqZCoVBAIBD0GkE2NjZ+pk+5np4e7Ozs4O3tjeDgYPj6+rbYgkhPT0dxcTGamprY1+Tm5mL69OmYO3cuvvzyS60Ksrr3mL179yI3Nxdr167ldDyhoaHYs2cPlEolgCf3L0aQFy5ciHfeeQdhYWGorKwE8ORnkNIxdNpms7ugTppVa/71r3+hrq4Os2fP1sQQewU8Hg/9+vXDu+++i6ioKJSXl+P48eOIjY3FV199hUGDBuHVV1/FhQsXUFdXh6ioKK1VHZuamsLNzQ1ubm5sIZJIJGI9n/l8PhwcHDh/QJDL5UhNTQWPx4Ofn59WPci7AplMhpSUFBgbG2P48OEdWpJuHZrBrHDk5+dj0aJFqK+vx7hx43D48GFERERg8+bNWq+2V+cec+/ePaxevRpXrlzh9HufM2cObt68iR07drD/Dsz/Llq0CBKJBPv378eiRYuwYMECHDt2TOeLH3UJOlPmEFXTrBgOHTqEdevW4ciRI3BwcNDU8HoVPB4PdnZ2WLhwIX7//XeUlJTgvffew+7du1FYWAh9fX1s3boV6enp7NO+tmAKkQICAjBmzBg4OjqivLwciYmJ+PPPP/HgwQPU1dV1+n0YgdLT0+tVgmxoaNhhQW4Nj8eDubk5PDw8EBQUhE2bNiEwMBBHjhxBYWEh0tLSsGXLFuTl5WngE3RsfM151j1GoVBg7ty5+Oc//4lBgwZx9v7vv/8+fv31V2zevBnOzs4tZsAFBQUghCA6OhqGhob4+eefIZPJUFBQwNn79waoKHOAOmlWDEeOHMHChQvx66+/YtKkSZocZq+Fx+NBJpPhhx9+wKhRo3D79m18+umnyM3NxSuvvIIRI0bgk08+QVJSktYF2sjICM7OzhAIBBg7dixeeOEFVFVV4c8//8T169eRm5sLiUSicqUwI1B9+vSBr69vj5+pMCsCffr0wYgRIzibyVpbW+PMmTMYP348CgsL8eabb+L8+fMYMmQI/va3v3HyHh1B1XuMRCJBUlIS/vGPf8DAwAAGBgZYv3490tPTYWBggIsXL6o8hrVr12LHjh1wcHBAYGAgALA/V4WFhXB1dcW6detgY2MDmUwGhUKByspKZGdnq/GJey+00IsjRo4cCX9/f0RHR7PHvL29IRQKn1mEcejQIbz99ts4dOgQwsPDtTTS3odSqcTIkSPh6emJn376qcWeal1dHU6fPo3Y2FicOnUKVlZWbCZ0YGBgl4kZE8ogEolYP26mSKw9h7OmpiaVl3C7M3K5HCkpKTAwMMCIESM4+85EIhFeffVVCAQC/Pzzzy2uW1VVhcLCQjYlTRuoco9hzGGaEx0dzaa3ubu7q+xxXlVVhdLSUqxZswYff/wxBAIBDAwM8MYbb6CiogLHjx+HgYEBeDweO4NfvHgxFi9ejMDAQCxfvhzLly9/bqU4hYoyZ6iaZnXo0CHMmzcPW7duxWuvvcZex8TEpFOh8pS2yczMxODBg597w5ZKpTh37hzi4uLw22+/wcTEBKGhoQgPD9d6JnRzFAoFysvLWYE2MDB4ZmoS41xlZmb2zCKnngQzQ9bT0+N0RaCsrAyvvvoqvL29cfDgQZ1Y+lf1HtOadevWqV19rVQqoaenh4aGBkyfPh1mZmawtLREcXExEhMTcf78eYwePfqp5fS1a9fCyckJly9fhrGxMfbs2aPux+81dP1PWg8hMjIS5eXlWL9+PZtmderUKbi6ugIAiouL8fDhQ/b8nTt3Qi6X4/3338f777/PHp8/fz727dun7eH3eLy9vds9x8TEBEKhEEKhEE1NTbhw4QLi4uLYTGhGoIODg7Vawdy8n1apVKK8vBxisRjp6eng8Xjs35mamiI1NRXm5ubw8fHp8YLMVJVzLcgVFRUICwvDwIEDsX//fp0QZED1ewyX6OnpgRACY2NjxMbGYu3atbC0tMTt27excOFCdjmbEeTKykpYW1vD3NwcUVFRWLVqFTubZwSe0jZ0pkyhtINMJmuRCS2TydhM6PHjx3eZKxbjx81UcstkMpiammLQoEGwtbXt0Tc+RpABwM/PjzNBrq6uRmhoKPh8PuLi4nqk41lnYASVmREHBgbib3/7G5YvX86e849//AM5OTkYOHAg/v73v+PQoUP45ptvWrye8myoKFMoKqBQKHD16lVWoJlM6PDwcEyaNKlLkpakUimSkpLQt29fmJiYoLS0FHK5HHZ2duDz+d3Cj1sVFAoF0tLSoFQqIRAIOPtsEokEQqEQFhYWOHHiRLcP6dA0hBBMmjSJrbTOy8vDli1bcOnSJaxevRobNmzA8uXLsWbNGgAtzUUoz4aKMoWiJkqlEn/++Scr0KWlpZgyZQqbCa1qIY061NfXIzk5Gfb29hg8eDBbZFNTU8O6iTU0NLAC3dHcYV2luSBz2eZVV1eH1157DQYGBjh58qRWvrvuDDNTvnnzJiIiIlBVVYUBAwbA1tYWp0+fhomJCWbOnIkBAwZg48aNXT3cbgUVZQqFA5RKJZKTk9lEq6Kioqcyobmmrq4OycnJ4PP5GDRoUJsV2YwfNyPQ9fX1sLGxAZ/P1wk/blVobhXKVP5yQX19PWbNmgW5XI5Tp07B3Nyck+v2FsrKynDu3Dl4enrCy8sLffv2BSEER44cweDBg6mXv4pQUe7FREdHY9OmTSguLoaPjw++/fZbjBkzpt3XJSYmYuzYsRg6dKhGze27K0qlErdu3WIDM3JzczFx4kQ2E7p1xbQ61NbWIjk5GY6Ojhg4cGCHr8fkDotEoi7341YFpVKJ9PR0yGQyTgW5oaEBkZGRkEgkOHv2LO18UJG2zEta7xvTfWTVoKLcS+kOiTM9geaZ0HFxccjMzMS4ceMgFArVzoSWSCRITk6Gi4sLBgwYoLbAS6VSVqBrampgZWXFCrQu7acygtzU1MSpd3djYyNef/11iMVinD9/vkOxnRSKpqGi3EvRtcSZ3gAhBPfv32cFOi0tDS+//DKEQiHCwsLA5/PbFdiamhqkpKTA1dUV7u7unI2toaEBpaWlEIlEqKqqgoWFRYtWq66CWXVg4ia5EmSZTIZ58+ahoKAA//nPf2Bra8vJdSmUzkLXFHohupY401vg8Xjw9PTEmjVrcPPmTeTk5GDatGn49ddfMXjwYEyZMgXfffcdHj161KatZlVVFZKTk+Hm5sapIANP/LhdXFwQEBCA4OBgODo6oqKiAteuXcOff/6JvLw81NbWcvqe7aFUKnH79m00NDRwKshyuRwLFy5Ebm4uzp07RwWZolNQUe6FdCZx5sCBA926eldX4PF4cHd3x8qVK5GYmIi8vDzMmjULJ0+ehI+PDyZMmICtW7ciPz8fhBCcPXsWM2fOhLu7O9zc3DQ6NkNDw6f8uGtqanDjxg1cu3YN9+/fV8uPWxUYQZZKpfD39+dMkBUKBaKiopCRkYELFy7QABiKzkHvrr2Yrk6coTyBx+PBxcUFS5cuxZIlS1BSUoL4+HjExcXhs88+w5AhQ3D//n188MEHrHuTtujTpw8cHR3h6OjI+nGLxWL89ddfMDQ0hIODA/h8frt+3KqgVCpx584d1NfXcy7IH3zwAf766y9cvnwZ/fr14+S6FAqX0D3lXkhTUxNMTU0RExODiIgI9vjSpUuRlpaGhISEFudXVVXB2tq6ReO/UqkEIQT6+vo4d+4cJkyYoLXx9xYIIYiNjcUbb7yB4cOHIz09HYMHD2atQL28vDgTQlVh/LjFYjFKS0tZK1A+n9+p6nJGkOvq6uDv789ZRbhSqcTy5cvxn//8B5cuXdL6ww2F0lGoKPdSujpxhtI+p06dwuzZs7Fz507MnTsXVVVVOHHiBGJjY3H+/Hm4ubkhLCwMERERGDp0aJe1nSiVSlRUVLC90DweD/b29uDz+bC2tu7wuAghuHPnDiQSCQICAjgV5FWrVuG3337D5cuXMWDAAE6uS6FoAirKvZSuTJyhtI9CocCLL76INWvWYNasWU/9fU1NDU6ePInY2FicOXMG/fv3ZwXaz8+vSwW6qqqKFWiFQsFWcdvY2DzTZpEQgoyMDNTU1MDf358zz2mlUolPP/0UMTExuHz5Mjw9PTm5LoWiKeieci+lKxNnKO2jr6+PGzduPHM/1cLCAnPnzsXcuXNRW1vLZkJPmzYNNjY2bKKVtjOh9fT0YGNjAxsbGwwePBjV1dUQi8W4e/cuZDJZC7tPZlyEEGRmZqK6uhoBAQGcCTIhBJ9//jkOHz6MS5cuUUGmdAvoTJlC6UFIpVKcPXuWzYQ2NTVFWFgYwsPDERQU1GWV84QQSCQS1qyE8eO2t7dHeXk5O0PmyrSEEIKvv/4a33//PS5evIhhw4Zxcl0KRdPQligKpQdhYmKC8PBw/PzzzyguLsYPP/yApqYmvP766/D09MSSJUtw8eJFyGQyrY6Lx+PBwsICAwcOxKhRozBy5Ej07dsX2dnZKCkpgZGREcrLy9HU1NTp9yKEYMuWLfjuu+9w7tw5rQpydHQ03N3dYWxsDH9/f1y5cuWZ58bFxeGVV16Bvb09LCwsEBQUhLNnz2ptrBTdhM6UKZReQFuZ0KGhoRAKhRg3bpzWc4MJIbh79y7Ky8vh4+PD7kNLJBJYW1uz+9CqjosQgn//+9/4+uuvcfbsWQQGBmroEzyNqta1y5Ytg6OjI8aPHw8rKyvs3bsXmzdvxo0bN2iIQy+GijKF0suQy+UtMqFra2vx6quvIjw8HBMnTtR4JnRzQfb392/xflKplLX7rK6uhqWlJSvQ7Y2LEIIffvgB69atw+nTpzFq1CiNfo7WqGtd2xwfHx9ERkbis88+09QwKToOFWUKpRejUChaZEKXl5ezmdCTJ0/mvNWNEILs7GyUlpYiICDguULb2NjIVnFXVlbC3Nyc7YVu7cdNCMG+ffuwZs0anDx5EsHBwZyOuz1U7f1vC6VSCTc3N3z88cf4xz/+ocnhUnQYuqdM6Taosl8HPLmpf/LJJ3B1dYWRkRE8PDywZ88eLY22e6Cvr4/Ro0djy5YtyM3NxYULF+Du7o5169bBzc0Nc+fOxZEjR1BTU9Pp9yKEICcnp0OCDABGRkZwcXGBv78/goOD4ezsjKqqKly7dg3Xr1/HsWPHkJSUBIVCgQMHDmD16tU4fvy41gUZUM+6tjX/+te/UFdXh9mzZ2tiiJRuAm2JonQLjhw5gmXLlrXYrwsJCXlu1OTs2bMhEonw448/YuDAgRCLxZDL5VoeefdBT08PgYGBCAwMxNdff4309HTExsZi06ZNePfddzFp0iSEhYWplQlNCMG9e/cgEok6JMitMTQ0hJOTE5ycnCCTyVBWVoaDBw9i//79sLOzQ3V1Nb7++muMGzdOxU/NLR21rm3NoUOHsG7dOhw/fpz6cfdy6PI1pVug6n7dmTNnMGfOHOTl5cHGxkabQ+1xMH3ETORkVlYWxo8fz2ZC29raPld4mMjK4uJiBAQEcBoFeejQIWzatAl8Ph+pqamwtbXFa6+9hhkzZmh1T7kzy9dHjhzBggULEBMTg2nTpmljuBQdhi5fU3QedaImT5w4gYCAAGzcuBFOTk4YNGgQVq5cCalUqo0h9yh4PB58fHywdu1apKWl4c6dOxg7diz27NkDDw8PhIaGYteuXSgpKXkqOUqpVOLevXt4/Pgx/P39ORXkkydPYsmSJdiwYQMSEhIgFouxfft2VFRU4NNPP+XsfTqCoaEh/P39cf78+RbHz58//9yHg0OHDuGtt97CwYMHqSBTnkAoFB2nqKiIACCJiYktjn/55Zdk0KBBbb5mypQpxMjIiEybNo3cuHGD/P7778TV1ZUsWLBAG0PuFSiVSpKbm0s2btxIXnrpJWJgYEBefvllsmnTJpKTk0NqamrI4sWLSWRkJBGLxaSuro6zP7GxscTU1JQcPny4q/8ZWA4fPkz69OlDfvzxR5KZmUmWLVtGzMzMSH5+PiGEkNWrV5M333yTPf/gwYPEwMCAfPfdd6S4uJj9U1VV1VUfgaIDUFGm6DyMKF+7dq3F8S+++IIMHjy4zde88sorxNjYuMUNLjY2lvB4PFJfX6/R8fZGlEolKSgoIFu2bCHBwcFEX1+fDB06lFhZWZG4uDhSW1vLmSD/9ttvxMzMjPzyyy9EqVR29UdvwXfffUdcXV2JoaEhEQgEJCEhgf27+fPnk7Fjx7L/PXbsWALgqT/z58/X/sApOgPdU6boPOrs182fPx+JiYm4f/8+eywrKwve3t7IycmhPsgahBCCjz/+GDt37oS/vz+uXr2K4cOHs5GTAwcOVDva8Y8//sCsWbOwdetWLFiwoMuiKykUTUH3lCk6jzr7daNHj8bjx49RW1vLHsvJyYGenh6cnZ01Ot7ezoYNG7Bv3z5cu3YNFy9exOPHjxEVFYVr167hxRdfRFBQEDZs2ICsrKyn9qCfx7Vr1zB79mxs2rSJCjKl59K1E3VKd6OrlgtV3a+TSCTE2dmZzJw5k2RkZJCEhATi6elJFi1a1CXj7y0UFxcTT09PcuvWraf+TqlUkvLycrJ3714yffp0YmRkRLy8vMiqVavIn3/+SSQSyTOXrC9dukQsLS3Jtm3bdG7JmkLhEirKFJXZu3cvKSoq0vr7qrJfRwghWVlZZNKkScTExIQ4OzuTFStW0P1kLSCTyTp0XlVVFdm/fz+JiIggpqamxMPDg6xYsYJcuXKlhUBfuXKFWFlZkc2bN1NBpvR46J4yRSUaGhowceJEXL9+HcOGDYNQKMT8+fPh4eHR1UOjdGNqa2tx6tQpxMbG4vTp07CxsUFYWBiGDRuG1atXY+XKlVi9ejVdsqb0eKgoUzqEUqmEnp4ekpKScOjQIRw/fhyenp4oLCxEeXk5tm7dSu0BKZxQX1+Ps2fPIjY2FocPH8asWbNw8OBBKsiUXgEVZUqHIP/fLnDcuHEYNmwYVq5ciX79+qFPnz6QSCRQKpWwtrbusK0ghdIRRCIRrK2tYWho2NVDoVC0AvW+pnQIHo+H8vJyVFZWYuTIkXB1dQXwZAZtaWnZ4jwKhStaBzxQKD0d2hJF6TC2traIjIxskRqkp/ffHyG66EKhUCidg4oypcNcunQJ6enpSEhIgIuLCz744ANUVFSwYszMkqk4/xdV4yYPHDiAESNGwNTUFP3798eCBQtQXl6updFSKJSuhooypUNcunQJM2bMQG1tLb766iusXbsWtbW1aGpqAo/Hw4kTJ3Dz5k0AdAmbgYmb/OSTT5CamooxY8YgJCQEDx8+bPP8q1evYt68eVi4cCEyMjIQExODv/76C4sWLdLyyCkUSldBC70oHWLOnDkoKyvDhQsXnvq7xsZGrFixAkePHkVISAh2794NAwNarqBq3OTmzZuxY8cO5Obmsse2b9+OjRs3orCwUCtjplAoXQudKVM6REVFBWQyGSorKwE8KfBinueMjIzwz3/+E+vXr4eNjQ0MDAx6/RK2OnGTo0aNwqNHj3Dq1CkQQiASiXD06FEa6Ueh9CKoKFM6xOeff46amhps27YNxcXF0NPTa7FMLZVKcfPmTYwfPx4A3VcuKyuDQqF4qnqYz+ejpKSkzdeMGjUKBw4cQGRkJAwNDdGvXz9YWVlh+/bt2hgyhULRAagoUzpEQEAAVq5ciWPHjsHZ2RkffPAB6uvr2b/Pz89HdXU1goODAbSsyu7NtN5ff14fd2ZmJpYsWYLPPvsMycnJOHPmDB48eICoqChtDJVCoegA9M5J6RD6+vp4/fXXkZqaivj4eFy6dAk3btwAANTU1CA1NRUuLi6wtLTs9bNkALCzs4O+vv5Ts2KxWPzM3tsNGzZg9OjR+OijjzB8+HBMmTIF0dHR2LNnD4qLi7UxbAqF0sVQUaZ0GIVCgcbGRshkMmRmZsLU1BQAYGpqinv37mHMmDEA6NI1oF7cZH19/VMrDPr6+gDovylXqNqilpCQAH9/fxgbG2PAgAH4/vvvtTRSSq9Fq/EXlG7PwYMHibOzM1m+fDkhhJCIiAgyc+ZMMmbMGKJQKLp4dLqFqnGTe/fuJQYGBiQ6Oprk5uaSq1evkoCAABIYGNhVH6FHwXwfu3btIpmZmWTp0qXEzMyMFBQUtHl+Xl4eMTU1JUuXLiWZmZlk165dpE+fPuTo0aNaHjmlN0FFmaIyt2/fZuP5bty4QZYtW0acnZ3JpEmTSElJSRePTrdQNW5y27ZtxNvbm5iYmJD+/fuT119/nTx69EjLo+6ZBAYGkqioqBbHhgwZQlavXt3m+R9//DEZMmRIi2PvvPMOeemllzQ2RgqF9ilTOCM/Px+Ojo40PICiczQ1NcHU1BQxMTGIiIhgjy9duhRpaWlISEh46jXBwcHw8/PD1q1b2WPx8fGYPXs26uvr0adPH62MndK7oHvKlE6hVCohl8sBAG5ublSQKTqJOi1qJSUlbZ4vl8tRVlamsbFSejfUdonSKfT09Gj7E6XboEqL2rPOb+s4hcIV9G5KoVB6POq0qPXr16/N8w0MDGBra6uxsVJ6N1SUKRRKj0edFrWgoKCnzj937hwCAgLofjJFY1BRplAoLH/88QdCQ0Ph6OgIHo+HY8eOtfua7tLLu2LFCuzevRt79uxBVlYWli9fjocPH7KOaWvWrMG8efPY86OiolBQUIAVK1YgKysLe/bswY8//oiVK1d21Ueg9ALonjKFQmGpq6vDiBEjsGDBAsyYMaPd8x88eIBXX30Vixcvxv79+5GYmIj33nsP9vb2HXq9NomMjER5eTnWr1+P4uJiDB06FKdOnYKrqysAoLi4uEWspru7O06dOoXly5fju+++g6OjI7Zt26Zzn4vSs6AtURQKpU14PB7i4+MRHh7+zHNWrVqFEydOICsriz0WFRWF9PR0XL9+XQujpFB6FnT5mkKhqM3169efiqecMmUKkpKSIJPJumhUFEr3hYoyhUJRG9rLS6FwCxVlCoXSKWgvL4XCHVSUKRSK2tBeXgqFW6goUygUtaG9vBQKt1BRplAoLLW1tUhLS0NaWhqAJy1PaWlpbKsQ7eWlUDQLbYmiUCgsly9fxvjx4586Pn/+fOzbtw9vvfUW8vPzcfnyZfbvEhISsHz5cmRkZMDR0RGrVq1iDTkoFIpqUFGmUCgUCkVHoMvXFAqFQqHoCFSUKRQKhULREagoUygUCoWiI1BRplAoFApFR6CiTKFQKBSKjkBFmUKhUCgUHYGKMoVCoVAoOgIVZQqFQqFQdAQqyhQKhUKh6AhUlCkUCoVC0RGoKFMoFAqFoiNQUaZQKBQKRUf4f1ReJmZ3EjATAAAAAElFTkSuQmCC\n", + "image/png": 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"done.\n", "Computing ENO stencils...\n", "done.\n", - "Updated polynomials orders = [4 4 4 4 3 3 3 3]\n", + "Updated polynomials orders = [4 4 4 4 1 3 3 3]\n", "Computing simplex probabilities...\n", "done, used 10000 samples.\n", "% of simplices with no samples = 0.0\n", @@ -1933,7 +1928,7 @@ "done.\n", "Computing ENO stencils...\n", "done.\n", - "Updated polynomials orders = [4 4 4 4 4 1 4 4 4 4 4 4]\n", + "Updated polynomials orders = [4 4 4 4 4 1 3 4 4 4 4 4]\n", "Computing simplex probabilities...\n", "done, used 10000 samples.\n", "% of simplices with no samples = 0.0\n", @@ -1944,7 +1939,7 @@ "done.\n", "Computing ENO stencils...\n", "done.\n", - "Updated polynomials orders = [4 4 4 4 4 4 2 1 2 4 4 4 4 4 4 4]\n", + "Updated polynomials orders = [4 4 4 4 4 4 4 1 3 4 4 4 4 4 4 4]\n", "Computing simplex probabilities...\n", "done, used 10000 samples.\n", "% of simplices with no samples = 0.0\n", @@ -1956,7 +1951,7 @@ "done.\n", "Computing ENO stencils...\n", "done.\n", - "Updated polynomials orders = [4 4 4 4 4 4 4 4 3 1 3 3 4 4 4 4 4 4 4 4]\n", + "Updated polynomials orders = [4 4 4 4 4 4 4 4 4 1 4 4 4 4 4 4 4 4 4 4]\n", "Computing simplex probabilities...\n", "done, used 10000 samples.\n", "% of simplices with no samples = 0.0\n" @@ -2005,7 +2000,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", + "image/png": 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\n", 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" ] @@ -2061,7 +2056,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, "id": "470f70cd", "metadata": {}, "outputs": [ @@ -2097,17 +2092,17 @@ "done.\n", "Computing ENO stencils...\n", "done.\n", - "Updated polynomials orders = [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n", - " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n", - " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n", - " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n", - " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n", - " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n", - " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n", - " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n", - " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n", - " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n", + "Updated polynomials orders = [1 2 2 2 1 1 1 1 1 1 1 1 1 1 1 1 1 2 1 1 1 1 1 1 2 2 1 1 1 1 1 1 1 1 1 1 1\n", + " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 2 1 1 2 2\n", + " 2 2 1 1 1 1 1 1 1 1 1 1 2 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 2 1 1 1 1 1 1 1\n", + " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 2 1 1 1 1 2 2 1 1 2 2 2 2 2 2 1 1 1 1\n", + " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 2 2 2 2 2 1 1 1 1 1 1 1 1 1 1 1\n", + " 1 1 1 1 1 1 1 2 2 2 2 2 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 2 2 2 2 2\n", + " 1 1 1 1 1 1 2 2 2 2 2 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n", " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n", + " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 2 2 2 2\n", + " 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n", + " 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 1 1 1 1 1 1 1 1 1 1 1\n", " 1 1 1 1 1 1 1 1 1 1 1]\n", "Computing simplex probabilities...\n", "done, used 10000000 samples.\n", @@ -2115,14 +2110,14 @@ "refining edge\n", "refining edge\n", "refining edge\n", - "Edge already refined, selecting another sample.\n", "refining edge\n", "refining edge\n", + "Edge already refined, selecting another sample.\n", "refining edge\n", "Loading samples...\n", "done\n", "Max. polynomial order allowed by n_s = 2\n", - "Checking LEC condition of 632 stencils...\n", + "Checking LEC condition of 630 stencils...\n", "done.\n", "Computing ENO stencils...\n", "done.\n", @@ -2143,7 +2138,7 @@ " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n", " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n", " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n", - " 1 1 1]\n", + " 1]\n", "Computing simplex probabilities...\n", "done, used 10000000 samples.\n", "% of simplices with no samples = 0.0\n", @@ -2152,10 +2147,12 @@ "refining edge\n", "refining edge\n", "refining edge\n", + "Edge already refined, selecting another sample.\n", + "refining edge\n", "Loading samples...\n", "done\n", "Max. polynomial order allowed by n_s = 2\n", - "Checking LEC condition of 786 stencils...\n", + "Checking LEC condition of 818 stencils...\n", "done.\n", "Computing ENO stencils...\n", "done.\n", @@ -2180,7 +2177,8 @@ " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n", " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n", " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n", - " 1 1 1 1 1 1 1 1 1]\n", + " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n", + " 1 1 1 1]\n", "Computing simplex probabilities...\n", "done, used 10000000 samples.\n", "% of simplices with no samples = 0.0\n", @@ -2190,21 +2188,10 @@ "refining edge\n", "refining edge\n", "refining edge\n", - "refining edge\n", - "Edge already refined, selecting another sample.\n", - "refining edge\n", - "Edge already refined, selecting another sample.\n", - "refining edge\n", - "Edge already refined, selecting another sample.\n", - "refining edge\n", - "Edge already refined, selecting another sample.\n", - "refining edge\n", - "Edge already refined, selecting another sample.\n", - "refining edge\n", "Loading samples...\n", "done\n", "Max. polynomial order allowed by n_s = 2\n", - "Checking LEC condition of 1010 stencils...\n", + "Checking LEC condition of 1045 stencils...\n", "done.\n", "Computing ENO stencils...\n", "done.\n", @@ -2215,17 +2202,12 @@ "refining edge\n", "refining edge\n", "refining edge\n", + "refining edge\n", + "Edge already refined, selecting another sample.\n", "Loading samples...\n", "done\n", "Max. polynomial order allowed by n_s = 3\n", - "Checking LEC condition of 1273 stencils...\n", - "done.\n", - "Computing ENO stencils...\n", - "done.\n", - "Updated polynomials orders = [1 1 1 ... 1 1 1]\n", - "Computing simplex probabilities...\n", - "done, used 10000000 samples.\n", - "% of simplices with no samples = 0.0\n" + "Checking LEC condition of 1399 stencils...\n" ] } ],